From 22d64d0b284faab716385d400686458e67265175 Mon Sep 17 00:00:00 2001 From: Carlo Fisicaro Date: Wed, 2 Nov 2022 18:05:30 +0100 Subject: [PATCH 01/12] build: add dependencies --- Dockerfiles/Dockerfile_adopt_mac_m1 | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) create mode 100644 Dockerfiles/Dockerfile_adopt_mac_m1 diff --git a/Dockerfiles/Dockerfile_adopt_mac_m1 b/Dockerfiles/Dockerfile_adopt_mac_m1 new file mode 100644 index 0000000..9f8de98 --- /dev/null +++ b/Dockerfiles/Dockerfile_adopt_mac_m1 @@ -0,0 +1,19 @@ +FROM sonoisa/deep-learning-coding:pytorch1.12.0_tensorflow2.9.1 +RUN pip install \ + pandas \ + fair-esm \ + biopython \ + bertviz \ + skl2onnx \ + onnxruntime \ + spacy \ + plotly \ + wandb \ + jupyterlab +RUN git clone --recurse-submodules https://github.com/PeptoneLtd/ADOPT.git \ + && cd ADOPT \ + && python setup.py install \ + && cd ../ +RUN pip install tables +COPY esm_models esm_models + From e9f8e6fe465a5cfb9d4fbaa912b17d970ce8aab4 Mon Sep 17 00:00:00 2001 From: Carlo Fisicaro Date: Mon, 7 Nov 2022 14:24:39 +0100 Subject: [PATCH 02/12] fix: dockerfile --- Dockerfiles/Dockerfile_adopt_mac_m1 | 1 - adopt/__init__.py | 2 +- examples/paper_updates.sh | 27 +++++++++++++++++++++++++++ 3 files changed, 28 insertions(+), 2 deletions(-) create mode 100644 examples/paper_updates.sh diff --git a/Dockerfiles/Dockerfile_adopt_mac_m1 b/Dockerfiles/Dockerfile_adopt_mac_m1 index 9f8de98..6cdc1cc 100644 --- a/Dockerfiles/Dockerfile_adopt_mac_m1 +++ b/Dockerfiles/Dockerfile_adopt_mac_m1 @@ -15,5 +15,4 @@ RUN git clone --recurse-submodules https://github.com/PeptoneLtd/ADOPT.git \ && python setup.py install \ && cd ../ RUN pip install tables -COPY esm_models esm_models diff --git a/adopt/__init__.py b/adopt/__init__.py index 0c20f32..9277c6d 100644 --- a/adopt/__init__.py +++ b/adopt/__init__.py @@ -4,7 +4,7 @@ # LICENSE file in the root directory of this source tree. "@generated" -from . import constants, utils +from . import constants, utils, inference, embedding from .data import CheZod from .inference import ZScorePred from .training import DisorderPred diff --git a/examples/paper_updates.sh b/examples/paper_updates.sh new file mode 100644 index 0000000..fc5785b --- /dev/null +++ b/examples/paper_updates.sh @@ -0,0 +1,27 @@ +#!/bin/bash + +# Copyright (c) 2021 Peptone. +# +# This source code is licensed under the MIT license found in the +# LICENSE file in the root directory of this source tree. + +NEW_PROT_FASTA_FILE_PATH="../datasets/chezod_117_all.fasta" # put here your path +NEW_PROT_RES_REPR_DIR_PATH="../representations/chezod_117" # put here your path +TRAIN_STRATEGY="train_on_cleared_1325_test_on_117_residue_split" +MODEL_TYPE="esm-1b" +PRED_Z_FILE_PATH="predicted_z_scores.json" + +printf "Extracting residue level representation of %s \n" $NEW_PROT_FASTA_FILE_PATH + +python ../adopt/embedding.py $NEW_PROT_FASTA_FILE_PATH \ + $NEW_PROT_RES_REPR_DIR_PATH + +printf "Computing Z scores of %s \n" $NEW_PROT_FASTA_FILE_PATH + +python ../adopt/inference.py $NEW_PROT_FASTA_FILE_PATH \ + $NEW_PROT_RES_REPR_DIR_PATH \ + $PRED_Z_FILE_PATH \ + --train_strategy $TRAIN_STRATEGY \ + --model_type $MODEL_TYPE + + From 3b9d4eb412563f9508fae4eccd1a69c14e63f205 Mon Sep 17 00:00:00 2001 From: Carlo Fisicaro Date: Mon, 7 Nov 2022 19:35:04 +0100 Subject: [PATCH 03/12] feat: add additional studies --- notebooks/additional_studies.ipynb | 602 +++++++++++++++++++++++++++++ 1 file changed, 602 insertions(+) create mode 100644 notebooks/additional_studies.ipynb diff --git a/notebooks/additional_studies.ipynb b/notebooks/additional_studies.ipynb new file mode 100644 index 0000000..9612aad --- /dev/null +++ b/notebooks/additional_studies.ipynb @@ -0,0 +1,602 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 549, + "id": "e5f15e74-83b0-4e63-ad75-e0cfb2aa8ecd", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.metrics import mean_absolute_error, accuracy_score\n", + "from scipy import stats" + ] + }, + { + "cell_type": "markdown", + "id": "2531569e-889d-4d4e-a2f4-3ea34552970b", + "metadata": {}, + "source": [ + "# Functions" + ] + }, + { + "cell_type": "code", + "execution_count": 550, + "id": "f2ecd074-a55e-4be3-aaf3-003c85cfd675", + "metadata": {}, + "outputs": [], + "source": [ + "def no_go_ixs(zscores):\n", + " no_go_ixs = [i for i, x in enumerate(zscores) if x == 999.0]\n", + " return no_go_ixs\n", + "\n", + "def take_go_pos(scores, no_go_pos):\n", + " go_pos = [scores[i] for i in range(len(scores)) if i not in no_go_pos]\n", + " return go_pos\n", + "\n", + "def put_nans(x):\n", + " new_scores = [i if i != 999.0 else np.nan for i in x]\n", + " return new_scores\n", + "\n", + "def to_bin(x):\n", + " bin_scores = []\n", + " for score in x:\n", + " if score < 8:\n", + " new_score = 1\n", + " elif score >=8:\n", + " new_score = 0\n", + " else:\n", + " new_score = score\n", + " bin_scores.append(new_score)\n", + " return bin_scores\n", + "\n", + "def get_dis_regions(z_score_bin, dis_reg_len):\n", + " zones = {\"ones\": [], \"zeros\": [], 'ones_region': []}\n", + " reg = 0\n", + " for n, i in enumerate(z_score_bin):\n", + " pos_reg_diff = n-dis_reg_len+1\n", + " pos_reg_sum = n+dis_reg_len\n", + " #if n>0:\n", + " if pos_reg_diff>=0:\n", + " #if z_score_bin[n]+z_score_bin[n-1])==2:\n", + " if (sum(z_score_bin[pos_reg_diff:n+1]))==dis_reg_len:\n", + " zones['ones'].append(n)\n", + " zones['ones_region'].append(reg) \n", + " else:\n", + " zones['zeros'].append(n)\n", + " reg+=1\n", + " else:\n", + " #if (z_score_bin[n]+z_score_bin[n+1])==2:\n", + " if (sum(z_score_bin[n:pos_reg_sum]))==dis_reg_len:\n", + " zones['ones'].append(n)\n", + " zones['ones_region'].append(reg) \n", + " else:\n", + " zones['zeros'].append(n)\n", + " return zones\n", + "\n", + "def get_disorder_reg_index(bin_true_score, dis_reg_len):\n", + " dis_regions = get_dis_regions(bin_true_score, dis_reg_len)['ones_region']\n", + " dis_regions_ixs = get_dis_regions(bin_true_score, dis_reg_len)['ones']\n", + "\n", + " regions = list(set(dis_regions))\n", + " dis_reg_ix_list = []\n", + "\n", + " for n, reg in enumerate(regions):\n", + " region_ix = [i for i, j in enumerate(dis_regions) if j == reg]\n", + " dis_reg_ix = [dis_regions_ixs[n] for n in region_ix]\n", + " dis_reg_ix_list.append(dis_reg_ix)\n", + " return dis_reg_ix_list\n", + "\n", + "def compute_accuracy_per_region(true_score, pred_score, bin_true_score, bin_pred_score, dis_ixs):\n", + " #accuracy_prot = []\n", + " #corr_prot = []\n", + " true_z_score_dis_l = []\n", + " pred_z_score_dis_l = []\n", + " dis_reg_true_clss = []\n", + " dis_reg_pred_clss = []\n", + " for reg_ixs in dis_ixs:\n", + " true_z_score_class_dis_reg = [bin_true_score[i] for i in reg_ixs]\n", + " pred_z_score_class_dis_reg = [bin_pred_score[i] for i in reg_ixs]\n", + " true_z_score_dis_reg = [true_score[i] for i in reg_ixs]\n", + " pred_z_score_dis_reg = [pred_score[i] for i in reg_ixs]\n", + " #acc = accuracy_score(true_z_score_class_dis_reg, pred_z_score_class_dis_reg)\n", + " #prs = stats.pearsonr(true_z_score_dis_reg, pred_z_score_dis_reg)\n", + " #accuracy_prot.append(acc)\n", + " #corr_prot.append(prs)\n", + " dis_reg_true_clss.extend(true_z_score_class_dis_reg)\n", + " dis_reg_pred_clss.extend(pred_z_score_class_dis_reg)\n", + " true_z_score_dis_l.extend(true_z_score_dis_reg)\n", + " pred_z_score_dis_l.extend(pred_z_score_dis_reg)\n", + " return true_z_score_dis_l, pred_z_score_dis_l, dis_reg_true_clss, dis_reg_pred_clss\n", + "\n", + "def extract_disordered_regions(bin_true_score, bin_pred_score, dis_ixs, perc_dis):\n", + " dis_reg_true_clss = []\n", + " dis_reg_pred_clss = []\n", + " for reg_ixs in dis_ixs:\n", + " true_z_score_dis_reg = [true_score[i] for i in reg_ixs]\n", + " pred_z_score_dis_reg = [pred_score[i] for i in reg_ixs]\n", + " n_true_dis_res = sum(true_z_score_dis_reg)\n", + " n_pred_dis_res = sum(pred_z_score_dis_reg)\n", + " fraction_of_true_disorder = (np.rint(len(true_z_score_dis_reg)*perc_dis)).astype(int)\n", + " fraction_of_pred_disorder = (np.rint(len(pred_z_score_dis_reg)*perc_dis)).astype(int)\n", + " \n", + " if n_true_dis_res > fraction_of_true_disorder:\n", + " dis_reg_true_clss.append(1)\n", + " else: \n", + " dis_reg_true_clss.append(0)\n", + " \n", + " if n_pred_dis_res > fraction_of_pred_disorder:\n", + " dis_reg_pred_clss.append(1)\n", + " else: \n", + " dis_reg_pred_clss.append(0)\n", + " \n", + " return dis_reg_true_clss, dis_reg_pred_clss" + ] + }, + { + "cell_type": "markdown", + "id": "82e2a8ac-9cee-44ec-8e25-0db2e419d273", + "metadata": {}, + "source": [ + "# Import test data" + ] + }, + { + "cell_type": "code", + "execution_count": 551, + "id": "df05ff2f-f028-4b69-ae9c-9cdd1a1f52a7", + "metadata": {}, + "outputs": [], + "source": [ + "chezod_117_pred_path = 'chezod_117_predicted_z_scores.json'\n", + "chezod_117_true_path = '../datasets/117_dataset_raw.json'\n", + "\n", + "df_117_pred = pd.read_json(chezod_117_pred_path, orient='records')\n", + "df_117_true = pd.read_json(chezod_117_true_path, orient='records')\n", + "df_117 = pd.concat([df_117_true, df_117_pred[[\"z_scores\"]]], axis=1)\n", + "df_117.rename(columns={\"zscore\": \"zscore_true\", \"z_scores\": \"zscore_pred\"}, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 552, + "id": "5f87df22-5db7-49cc-b0ff-6ab56d06d1ba", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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brmidsequencezscore_truezscore_pred
04307GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMS...[999.0, 2.98, 2.698, -0.383, 1.34, 2.54, 2.932...[3.6018576622, -1.0244698524, -1.7650139332, -...
115768MSTNPKPQRKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGV...[999.0, 7.239, 8.155, 6.443, 6.22, 4.927, 4.94...[5.0190544128, 1.1615294218, 2.0954835415, 1.8...
215397GTQNRPLLRNSLDDLVGPPSNLEGQSDERALLDQLHTLLSNTDATG...[999.0, 999.0, 999.0, 0.743, 0.113, -0.651, -0...[6.2993073463, 4.5708003044, 4.3846402168, 4.9...
315123GESGERWARQVSGGHFVTLHGAERLEEETNDEDVSDIERRIAMRLA...[999.0, 1.921, 1.558, 1.052, 3.171, 3.83, 4.54...[6.3239626884, 4.2550883293, 4.4980754852, 5.2...
46047MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGIL...[999.0, 999.0, 999.0, 999.0, 999.0, 999.0, 999...[8.4731874466, 8.9697351456, 9.9485492706, 10....
\n", + "
" + ], + "text/plain": [ + " brmid sequence \\\n", + "0 4307 GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMS... \n", + "1 15768 MSTNPKPQRKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGV... \n", + "2 15397 GTQNRPLLRNSLDDLVGPPSNLEGQSDERALLDQLHTLLSNTDATG... \n", + "3 15123 GESGERWARQVSGGHFVTLHGAERLEEETNDEDVSDIERRIAMRLA... \n", + "4 6047 MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGIL... \n", + "\n", + " zscore_true \\\n", + "0 [999.0, 2.98, 2.698, -0.383, 1.34, 2.54, 2.932... \n", + "1 [999.0, 7.239, 8.155, 6.443, 6.22, 4.927, 4.94... \n", + "2 [999.0, 999.0, 999.0, 0.743, 0.113, -0.651, -0... \n", + "3 [999.0, 1.921, 1.558, 1.052, 3.171, 3.83, 4.54... \n", + "4 [999.0, 999.0, 999.0, 999.0, 999.0, 999.0, 999... \n", + "\n", + " zscore_pred \n", + "0 [3.6018576622, -1.0244698524, -1.7650139332, -... \n", + "1 [5.0190544128, 1.1615294218, 2.0954835415, 1.8... \n", + "2 [6.2993073463, 4.5708003044, 4.3846402168, 4.9... \n", + "3 [6.3239626884, 4.2550883293, 4.4980754852, 5.2... \n", + "4 [8.4731874466, 8.9697351456, 9.9485492706, 10.... " + ] + }, + "execution_count": 552, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_117.head()" + ] + }, + { + "cell_type": "markdown", + "id": "29022566-6308-4a55-9a1b-0e113599218d", + "metadata": {}, + "source": [ + "# Preprocessing" + ] + }, + { + "cell_type": "code", + "execution_count": 553, + "id": "4d491aaa-aa06-40bc-bbc4-5a3aabb51221", + "metadata": {}, + "outputs": [], + "source": [ + "df_117[\"no_go_ixs\"] = df_117.zscore_true.apply(no_go_ixs)\n", + "df_117[\"zscore_true_nan\"] = df_117.zscore_true.apply(put_nans)\n", + "df_117[\"go_zscore_true\"] = df_117.apply(lambda x: take_go_pos(x['zscore_true'], x['no_go_ixs']), axis=1)\n", + "df_117[\"go_zscore_pred\"] = df_117.apply(lambda x: take_go_pos(x['zscore_pred'], x['no_go_ixs']), axis=1)\n", + "df_117[\"zscore_true_bin\"] = df_117.zscore_true_nan.apply(to_bin)\n", + "df_117[\"zscore_pred_bin\"] = df_117.zscore_pred.apply(to_bin)" + ] + }, + { + "cell_type": "code", + "execution_count": 554, + "id": "d1c474ae-fb5c-4ea7-833b-256db54243a4", + "metadata": {}, + "outputs": [], + "source": [ + "zscores_true = np.concatenate(df_117.zscore_true_nan.values)\n", + "zscores_pred = np.concatenate(df_117.zscore_pred.values)" + ] + }, + { + "cell_type": "code", + "execution_count": 555, + "id": "f280447a-2756-48f1-a297-edbf8b2c72b9", + "metadata": {}, + "outputs": [], + "source": [ + "go_zscores_true = np.concatenate(df_117.go_zscore_true.values)\n", + "go_zscores_pred = np.concatenate(df_117.go_zscore_pred.values)" + ] + }, + { + "cell_type": "markdown", + "id": "5736e3cd-9ef1-48ca-9861-ea07f3fa07ba", + "metadata": {}, + "source": [ + "# Parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 602, + "id": "1367f716-ec76-4325-bb77-36d438e0545c", + "metadata": {}, + "outputs": [], + "source": [ + "dis_reg_len = 3" + ] + }, + { + "cell_type": "markdown", + "id": "fe54fc0f-fa4c-40a6-ba16-45802625b7fe", + "metadata": {}, + "source": [ + "# Statistical analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 603, + "id": "1b6b355c-9bf3-491b-9a56-f1361b923078", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3.3715380375075217" + ] + }, + "execution_count": 603, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mean_absolute_error(go_zscores_true, go_zscores_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": 604, + "id": "28ce6cf2-7a4b-4e0f-9f2f-e9f20618b750", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SpearmanrResult(correlation=0.6896238159488697, pvalue=0.0)" + ] + }, + "execution_count": 604, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stats.spearmanr(zscores_true, zscores_pred, nan_policy='omit')" + ] + }, + { + "cell_type": "code", + "execution_count": 605, + "id": "04e6dc6f-1196-4fe4-8593-0272035f9d96", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.7223447684118596, 0.0)" + ] + }, + "execution_count": 605, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stats.pearsonr(go_zscores_true, go_zscores_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": 606, + "id": "ed979857-3c22-424e-990f-42afd70d9b5b", + "metadata": {}, + "outputs": [], + "source": [ + "bin_true_scores = df_117.zscore_true_bin.values\n", + "bin_pred_scores = df_117.zscore_pred_bin.values\n", + "\n", + "true_scores = df_117.zscore_true.values\n", + "pred_scores = df_117.zscore_pred.values" + ] + }, + { + "cell_type": "markdown", + "id": "2c52b774-7978-4dd4-b834-379ad484928b", + "metadata": {}, + "source": [ + "# Z score corr in disordered regions" + ] + }, + { + "cell_type": "code", + "execution_count": 607, + "id": "22ebc5c4-3cef-46c1-8a19-9869a027b3c0", + "metadata": {}, + "outputs": [], + "source": [ + "dis_reg_true_zscore = []\n", + "dis_reg_pred_zscore = []\n", + "dis_reg_true_class = []\n", + "dis_reg_pred_class = []\n", + "\n", + "\n", + "for i in range(len(true_scores)):\n", + " bin_true_score = bin_true_scores[i] \n", + " bin_pred_score = bin_pred_scores[i] \n", + " true_score = true_scores[i] \n", + " pred_score = pred_scores[i] \n", + " dis_ixs = get_disorder_reg_index(bin_true_score, dis_reg_len=dis_reg_len)\n", + " true_z_score_dis_reg, pred_z_score_dis_reg, dis_reg_true_clss, dis_reg_pred_clss = compute_accuracy_per_region(true_score,\n", + " pred_score, \n", + " bin_true_score, \n", + " bin_pred_score, \n", + " dis_ixs)\n", + " dis_reg_true_zscore.extend(true_z_score_dis_reg)\n", + " dis_reg_pred_zscore.extend(pred_z_score_dis_reg)\n", + " dis_reg_true_class.extend(dis_reg_true_clss)\n", + " dis_reg_pred_class.extend(dis_reg_pred_clss)" + ] + }, + { + "cell_type": "code", + "execution_count": 608, + "id": "733050e3-ef52-430c-b2e9-585594c93a36", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SpearmanrResult(correlation=0.3098967718934523, pvalue=1.6292016723168205e-182)" + ] + }, + "execution_count": 608, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stats.spearmanr(dis_reg_true_zscore, dis_reg_pred_zscore)" + ] + }, + { + "cell_type": "code", + "execution_count": 609, + "id": "f6f544fe-b01a-451d-b47a-bff41e9be8c1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.33501025461019734, 8.02212577187757e-215)" + ] + }, + "execution_count": 609, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stats.pearsonr(dis_reg_true_zscore, dis_reg_pred_zscore)" + ] + }, + { + "cell_type": "markdown", + "id": "4f7798db-725e-466b-b4ec-2822af1c6cbe", + "metadata": {}, + "source": [ + "# Accuracy in disordered regions" + ] + }, + { + "cell_type": "code", + "execution_count": 613, + "id": "8325f744-193e-4895-a995-d168c216e86f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8295026146175362" + ] + }, + "execution_count": 613, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# per residue\n", + "accuracy_score(dis_reg_true_class, dis_reg_pred_class)" + ] + }, + { + "cell_type": "code", + "execution_count": 618, + "id": "e9a858a3-d922-4100-945a-342b1a9c9c88", + "metadata": {}, + "outputs": [], + "source": [ + "dis_reg_true = []\n", + "dis_reg_pred = []\n", + "\n", + "\n", + "for i in range(len(true_scores)):\n", + " bin_true_score = bin_true_scores[i] \n", + " bin_pred_score = bin_pred_scores[i] \n", + " true_score = true_scores[i] \n", + " pred_score = pred_scores[i] \n", + " dis_ixs = get_disorder_reg_index(bin_true_score, dis_reg_len=2)\n", + " dis_reg_true_clss, dis_reg_pred_clss = extract_disordered_regions(bin_true_score, \n", + " bin_pred_score, \n", + " dis_ixs,\n", + " perc_dis=0.8)\n", + " dis_reg_true.extend(dis_reg_true_clss)\n", + " dis_reg_pred.extend(dis_reg_pred_clss)" + ] + }, + { + "cell_type": "code", + "execution_count": 619, + "id": "cfe48c68-5c6e-401d-b23d-2d463debdac7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.840782122905028" + ] + }, + "execution_count": 619, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# per region\n", + "accuracy_score(dis_reg_true, dis_reg_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8bccb56c-adbc-4821-8fc8-cbf5002100fd", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 1125ba0f4d629363f1301378de91e4fc0a9b81e5 Mon Sep 17 00:00:00 2001 From: Carlo Fisicaro Date: Mon, 7 Nov 2022 21:01:42 +0100 Subject: [PATCH 04/12] feat: add additional studies --- notebooks/additional_studies.ipynb | 198 ++++++++++++++++++++++------- 1 file changed, 149 insertions(+), 49 deletions(-) diff --git a/notebooks/additional_studies.ipynb b/notebooks/additional_studies.ipynb index 9612aad..0e06d74 100644 --- a/notebooks/additional_studies.ipynb +++ b/notebooks/additional_studies.ipynb @@ -2,14 +2,14 @@ "cells": [ { "cell_type": "code", - "execution_count": 549, + "execution_count": 228, "id": "e5f15e74-83b0-4e63-ad75-e0cfb2aa8ecd", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", - "from sklearn.metrics import mean_absolute_error, accuracy_score\n", + "from sklearn.metrics import mean_absolute_error, accuracy_score, roc_auc_score, f1_score, recall_score, precision_score\n", "from scipy import stats" ] }, @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 550, + "execution_count": 229, "id": "f2ecd074-a55e-4be3-aaf3-003c85cfd675", "metadata": {}, "outputs": [], @@ -111,28 +111,45 @@ " pred_z_score_dis_l.extend(pred_z_score_dis_reg)\n", " return true_z_score_dis_l, pred_z_score_dis_l, dis_reg_true_clss, dis_reg_pred_clss\n", "\n", - "def extract_disordered_regions(bin_true_score, bin_pred_score, dis_ixs, perc_dis):\n", + "def extract_disordered_regions_bin(bin_true_score, bin_pred_score, dis_ixs, perc_dis):\n", " dis_reg_true_clss = []\n", " dis_reg_pred_clss = []\n", " for reg_ixs in dis_ixs:\n", - " true_z_score_dis_reg = [true_score[i] for i in reg_ixs]\n", - " pred_z_score_dis_reg = [pred_score[i] for i in reg_ixs]\n", - " n_true_dis_res = sum(true_z_score_dis_reg)\n", - " n_pred_dis_res = sum(pred_z_score_dis_reg)\n", - " fraction_of_true_disorder = (np.rint(len(true_z_score_dis_reg)*perc_dis)).astype(int)\n", - " fraction_of_pred_disorder = (np.rint(len(pred_z_score_dis_reg)*perc_dis)).astype(int)\n", + " true_z_score_class_dis_reg = [bin_true_score[i] for i in reg_ixs]\n", + " pred_z_score_class_dis_reg = [bin_pred_score[i] for i in reg_ixs]\n", + " n_true_dis_res = sum(true_z_score_class_dis_reg)\n", + " n_pred_dis_res = sum(pred_z_score_class_dis_reg)\n", + " fraction_of_true_disorder = (np.rint(len(true_z_score_class_dis_reg)*perc_dis)).astype(int)\n", + " fraction_of_pred_disorder = (np.rint(len(pred_z_score_class_dis_reg)*perc_dis)).astype(int)\n", " \n", - " if n_true_dis_res > fraction_of_true_disorder:\n", + " if n_true_dis_res >= fraction_of_true_disorder:\n", " dis_reg_true_clss.append(1)\n", " else: \n", " dis_reg_true_clss.append(0)\n", " \n", - " if n_pred_dis_res > fraction_of_pred_disorder:\n", + " if n_pred_dis_res >= fraction_of_pred_disorder:\n", " dis_reg_pred_clss.append(1)\n", " else: \n", " dis_reg_pred_clss.append(0)\n", " \n", - " return dis_reg_true_clss, dis_reg_pred_clss" + " return dis_reg_true_clss, dis_reg_pred_clss\n", + "\n", + "def extract_disordered_regions(bin_true_score, bin_pred_score, dis_ixs):\n", + " dis_reg_true_frac = []\n", + " dis_reg_pred_frac = []\n", + " for reg_ixs in dis_ixs:\n", + " true_z_score_class_dis_reg = [bin_true_score[i] for i in reg_ixs]\n", + " pred_z_score_class_dis_reg = [bin_pred_score[i] for i in reg_ixs]\n", + " n_true_dis_res = sum(true_z_score_class_dis_reg)\n", + " n_pred_dis_res = sum(pred_z_score_class_dis_reg)\n", + " fraction_of_true_disorder = float(n_true_dis_res/len(true_z_score_class_dis_reg))\n", + " fraction_of_pred_disorder = float(n_pred_dis_res/len(pred_z_score_class_dis_reg))\n", + " #print(fraction_of_pred_disorder)\n", + " \n", + " dis_reg_true_frac.append(fraction_of_true_disorder)\n", + " dis_reg_pred_frac.append(fraction_of_pred_disorder) \n", + " \n", + " return dis_reg_true_frac, dis_reg_pred_frac" ] }, { @@ -145,7 +162,7 @@ }, { "cell_type": "code", - "execution_count": 551, + "execution_count": 230, "id": "df05ff2f-f028-4b69-ae9c-9cdd1a1f52a7", "metadata": {}, "outputs": [], @@ -161,7 +178,7 @@ }, { "cell_type": "code", - "execution_count": 552, + "execution_count": 231, "id": "5f87df22-5db7-49cc-b0ff-6ab56d06d1ba", "metadata": {}, "outputs": [ @@ -255,7 +272,7 @@ "4 [8.4731874466, 8.9697351456, 9.9485492706, 10.... " ] }, - "execution_count": 552, + "execution_count": 231, "metadata": {}, "output_type": "execute_result" } @@ -274,7 +291,7 @@ }, { "cell_type": "code", - "execution_count": 553, + "execution_count": 232, "id": "4d491aaa-aa06-40bc-bbc4-5a3aabb51221", "metadata": {}, "outputs": [], @@ -289,7 +306,7 @@ }, { "cell_type": "code", - "execution_count": 554, + "execution_count": 233, "id": "d1c474ae-fb5c-4ea7-833b-256db54243a4", "metadata": {}, "outputs": [], @@ -300,7 +317,7 @@ }, { "cell_type": "code", - "execution_count": 555, + "execution_count": 234, "id": "f280447a-2756-48f1-a297-edbf8b2c72b9", "metadata": {}, "outputs": [], @@ -319,7 +336,7 @@ }, { "cell_type": "code", - "execution_count": 602, + "execution_count": 235, "id": "1367f716-ec76-4325-bb77-36d438e0545c", "metadata": {}, "outputs": [], @@ -337,7 +354,7 @@ }, { "cell_type": "code", - "execution_count": 603, + "execution_count": 236, "id": "1b6b355c-9bf3-491b-9a56-f1361b923078", "metadata": {}, "outputs": [ @@ -347,7 +364,7 @@ "3.3715380375075217" ] }, - "execution_count": 603, + "execution_count": 236, "metadata": {}, "output_type": "execute_result" } @@ -358,7 +375,7 @@ }, { "cell_type": "code", - "execution_count": 604, + "execution_count": 237, "id": "28ce6cf2-7a4b-4e0f-9f2f-e9f20618b750", "metadata": {}, "outputs": [ @@ -368,7 +385,7 @@ "SpearmanrResult(correlation=0.6896238159488697, pvalue=0.0)" ] }, - "execution_count": 604, + "execution_count": 237, "metadata": {}, "output_type": "execute_result" } @@ -379,7 +396,7 @@ }, { "cell_type": "code", - "execution_count": 605, + "execution_count": 238, "id": "04e6dc6f-1196-4fe4-8593-0272035f9d96", "metadata": {}, "outputs": [ @@ -389,7 +406,7 @@ "(0.7223447684118596, 0.0)" ] }, - "execution_count": 605, + "execution_count": 238, "metadata": {}, "output_type": "execute_result" } @@ -400,7 +417,7 @@ }, { "cell_type": "code", - "execution_count": 606, + "execution_count": 239, "id": "ed979857-3c22-424e-990f-42afd70d9b5b", "metadata": {}, "outputs": [], @@ -422,7 +439,7 @@ }, { "cell_type": "code", - "execution_count": 607, + "execution_count": 240, "id": "22ebc5c4-3cef-46c1-8a19-9869a027b3c0", "metadata": {}, "outputs": [], @@ -452,7 +469,7 @@ }, { "cell_type": "code", - "execution_count": 608, + "execution_count": 241, "id": "733050e3-ef52-430c-b2e9-585594c93a36", "metadata": {}, "outputs": [ @@ -462,7 +479,7 @@ "SpearmanrResult(correlation=0.3098967718934523, pvalue=1.6292016723168205e-182)" ] }, - "execution_count": 608, + "execution_count": 241, "metadata": {}, "output_type": "execute_result" } @@ -473,7 +490,7 @@ }, { "cell_type": "code", - "execution_count": 609, + "execution_count": 242, "id": "f6f544fe-b01a-451d-b47a-bff41e9be8c1", "metadata": {}, "outputs": [ @@ -483,7 +500,7 @@ "(0.33501025461019734, 8.02212577187757e-215)" ] }, - "execution_count": 609, + "execution_count": 242, "metadata": {}, "output_type": "execute_result" } @@ -500,9 +517,17 @@ "# Accuracy in disordered regions" ] }, + { + "cell_type": "markdown", + "id": "a47f095f-f769-441a-ba47-915031265481", + "metadata": {}, + "source": [ + "### Per residue" + ] + }, { "cell_type": "code", - "execution_count": 613, + "execution_count": 243, "id": "8325f744-193e-4895-a995-d168c216e86f", "metadata": {}, "outputs": [ @@ -512,68 +537,143 @@ "0.8295026146175362" ] }, - "execution_count": 613, + "execution_count": 243, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# per residue\n", "accuracy_score(dis_reg_true_class, dis_reg_pred_class)" ] }, + { + "cell_type": "markdown", + "id": "9317e1c4-e85c-4e7a-b513-215e1ae7dc00", + "metadata": {}, + "source": [ + "### Per region" + ] + }, { "cell_type": "code", - "execution_count": 618, - "id": "e9a858a3-d922-4100-945a-342b1a9c9c88", + "execution_count": 264, + "id": "0ce03e09-c3e1-4c72-8807-5250f1a99c9f", "metadata": {}, "outputs": [], "source": [ "dis_reg_true = []\n", "dis_reg_pred = []\n", + "dis_reg_true_prob = []\n", + "dis_reg_pred_prob = []\n", "\n", "\n", "for i in range(len(true_scores)):\n", " bin_true_score = bin_true_scores[i] \n", " bin_pred_score = bin_pred_scores[i] \n", - " true_score = true_scores[i] \n", - " pred_score = pred_scores[i] \n", - " dis_ixs = get_disorder_reg_index(bin_true_score, dis_reg_len=2)\n", - " dis_reg_true_clss, dis_reg_pred_clss = extract_disordered_regions(bin_true_score, \n", + " dis_ixs = get_disorder_reg_index(bin_true_score, dis_reg_len=dis_reg_len)\n", + " dis_reg_true_clss, dis_reg_pred_clss = extract_disordered_regions_bin(bin_true_score, \n", + " bin_pred_score, \n", + " dis_ixs,\n", + " perc_dis=0.7)\n", + " dis_reg_true_frac, dis_reg_pred_frac = extract_disordered_regions(bin_true_score, \n", " bin_pred_score, \n", - " dis_ixs,\n", - " perc_dis=0.8)\n", + " dis_ixs)\n", + " \n", " dis_reg_true.extend(dis_reg_true_clss)\n", - " dis_reg_pred.extend(dis_reg_pred_clss)" + " dis_reg_pred.extend(dis_reg_pred_clss)\n", + " dis_reg_true_prob.extend(dis_reg_true_frac)\n", + " dis_reg_pred_prob.extend(dis_reg_pred_frac)" ] }, { "cell_type": "code", - "execution_count": 619, + "execution_count": 265, "id": "cfe48c68-5c6e-401d-b23d-2d463debdac7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.840782122905028" + "0.6555555555555556" ] }, - "execution_count": 619, + "execution_count": 265, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# per region\n", "accuracy_score(dis_reg_true, dis_reg_pred)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 266, "id": "8bccb56c-adbc-4821-8fc8-cbf5002100fd", "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.6555555555555556" + ] + }, + "execution_count": 266, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "recall_score(dis_reg_true, dis_reg_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": 269, + "id": "d2a9ed05-6af3-4895-a03c-a44b8bb7a271", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "236" + ] + }, + "execution_count": 269, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sum(dis_reg_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": 270, + "id": "87458d05-6e9b-49b0-ac19-4464f1821a52", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "360" + ] + }, + "execution_count": 270, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sum(dis_reg_true)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "91c8a68b-68c8-4dd2-9b81-d11689655192", + "metadata": {}, "outputs": [], "source": [] } From cdb470f9d6d2b564f72e83f47f6741503dfe825c Mon Sep 17 00:00:00 2001 From: CFisicaro Date: Tue, 8 Nov 2022 09:44:54 +0000 Subject: [PATCH 05/12] feat: add trim exp --- datasets/chezod_117_all_trim_10.fasta | 234 +++++++++++++++++++++ datasets/chezod_117_all_trim_3.fasta | 234 +++++++++++++++++++++ notebooks/additional_studies.ipynb | 155 ++++++++------ results/chezod_117_predicted_z_scores.json | 1 + 4 files changed, 558 insertions(+), 66 deletions(-) create mode 100644 datasets/chezod_117_all_trim_10.fasta create mode 100644 datasets/chezod_117_all_trim_3.fasta create mode 100644 results/chezod_117_predicted_z_scores.json diff --git a/datasets/chezod_117_all_trim_10.fasta b/datasets/chezod_117_all_trim_10.fasta new file mode 100644 index 0000000..4b5a837 --- /dev/null +++ b/datasets/chezod_117_all_trim_10.fasta @@ -0,0 +1,234 @@ +>4307 +GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVNITIKQHTVTTTTKGENFTETDIKIMERVVEQMCTTQYQKE +>15768 +MSTNPKPQRKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGVRATRKTSERSQPRGRRQPIPKARRPEGRTWAQ +>15397 +GTQNRPLLRNSLDDLVGPPSNLEGQSDERALLDQLHTLLSNTDATGLEEIDRALGIPELVN +>15123 +GESGERWARQVSGGHFVTLHGAERLEEETNDEDVSDIERRIAMRLAERR +>6047 +MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRH +>17290 +MGSSHHHHHHSSGLVPRGSHMYRKDKRRQEPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTLRRSPDDIPLMTPNTITMIPNSLVGLQTLHPYNTFAAGFNSTG +>16876 +MAEEIKNVPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTTEVEVKEEEKKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPKT +>15736 +MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEETLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVKLGGDLGTYVINKQTPNKQIWLSSPSSGPKRYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDL +>25118 +LADGSSDAAREPRPAPAPIRRRSSNYRAYATEPHAKKKSKISASRKLQLKTLLLQIAKQELEREAEERRG +>15274 +GSHMSSSSESTGTPSNPDLDAGVSEHSGDWLDQDSVSDQFSVEFEVESLDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESDTDSFEED +>4950 +GGKWSKSSVVGWPAVRERMRRAEPAADGVGAASRDLEKHGAITSSNT +>16505 +MKKRPKPGGWNTGGSRYPGQGSPGGNRYPPQGGGTWGQPHGGGWGQPHGGGWGQPHGGGWGQPHGGGWGQGGGTH +>11454 +GILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQAGQQKEGEQNQQTQQQQILIQPQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPNSGPIIIRTPTVGPNGQVSWQTLQLQNLQVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDD +>15131 +ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQDENPVVHFFKNIVTPRTPPPSQGKGRGLSLSRFSWGAEGQRPGFGYGGRASDYKSAHKGFKGAYDAQGTLSKIFKLGGRDSRSGSPMA +>6078 +MNTDQQKVSEIFQSSKEKLQGDAKVVSDAFKKMASQDKDGKTTDADESEKHNYQEQYNKLKGAGHK +>4287 +GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMIIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKS +>15086 +MPTKTYSEEFKRDAVALYENSDGASLQQIANDLGINRVTLKNWIIKYGSNHNVQGTTPSAAVSEAEQIRQLKKENALQRARTRHPAE +>16912 +GIKQYSQEELKEMALVEIAHELFEEHKKPVPFQELLNEIASLLGVKKEELGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDFDEEDLDEDDDDLEIEEDIIDEDDE +>18177 +MQKLSARLRALRQRQLDRAAAAVEPDVVVKRQEALAAARLKMQEELNAQVEKHKEKLKQLEEEKRRQKIEMWDSMQEGKSYKGNAKKPQEEDSPGPSTSSVLKRKSDRKPLRGGGYNPLSGEGGGACSWRPG +>18198 +GAMGASGGEDDELKGLLGLPEEETELDNLTEFNTAHNKRISTLTIEEGNLDIQRPKRKRKNSRVTFSEDDEIINPEDV +>15179 +GHMPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDEMNILATYHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEATEAMAPDILARKLAAAEGLEPKYRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIK +>18248 +ASSHSLLFSSSFLSKPSSFTSSLRRFVYLPTRQFWPRQRHGFSTVFAVA +>7279 +MSESSSKSSQPLASKQEKDGTEKRGRGRPRKQPPVSPGTALVGSQKEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTPGRKPRGRPKKLEKEEEEG +>18446 +MGEKTVKLYEDTHFKGYSVELPVGDYNLSSLISRGALNDDLSSARVPSGLRLEVFQHNNFKGVRDFYTSDAAELSRDNDASS +>19650 +SLLDKDDSKAGMEEDHTYEGLDIDQTATYEDIVTLRTGEVK +>19224 +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQ +>5204 +SKKIKDPDAAKPEDWDERAKIDDPTDSKPEDWDKPEHIPDPDAKKPEDWDEEMDGEWEPPVIQN +>4686 +SKSMQVPFSRCCFSFAEQEIPLRAILCYRNTSSICSNEGLIFKLKRGKEACALDTVGWVQRHRK +>10010 +EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRVYVEELKPTPEGDLEILLQKWENDECAQKKIIAEKTKIPAVFKIDALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALEKFDKALKALPMHIRLSFN +>19672 +WVTVQRTEAAERCGLHGSYVLRVEAERLTLLTVGAQSQILEPLLSWPYTLLRRYGRDKVMFSFEAGRRCPSGPGTFTFQTAQGNDIFQAVE +>18890 +SLQDGVRQSRASDKQTLLPNDQLYQPLKDREDDQYS +>5545 +SYYHHHHHHDYDIPTTENLYFQGAMGSGPCRRHLDSVLQQLQTEVYRGAQTLYVPNCDHRGFYRKRQCRSSQGQRRGPCWCVDRMGKSLPGSPDGNG +>17483 +MSDAGRKGFGEKASEALKPDSQKSYAEQGKEYITDKADKVAGKVQPEDNKGVFQGVHDSAEKGKDNAEGQGESLADQARDYMGAAKSKLNDAVEYVSGR +>11019 +GSFTMPGLVDSNPAPPESQEKKPLKPCCACPETKKARDACIIEKGEEHCGHLIEAHK +>15563 +MASNKSKPKDASQRRRSLEPAENVHGAGGGAFPASQTPSKPASADGHRGPSAAFAPAAAEPKLFGGFNSSDTVTSPQRAGPLAGG +>18578 +GSKRRELDDPGAYNYPFTWNTPSAPPGYNIAVKPDQIQYTELSNAKIAYKQNKANIAQEQQYGSHEEHLPADLETLQREIRMAQERLDLAIQAYHHQNNPHGPREKKAKVGSKSGSNKSSISSK +>17836 +MAYSEKVIDHYENPRNVGSFDNNDENVGSGMVGAPACGDVMKLQIKVNDEGIIEDARFKTYGCGSAIASSSLVTEWVKGKSLDEAQAIKNTDIAEELELPPVKIHCSILAEDAIKAAI +>5076 +MKKVIATKVLGTVKWFNVRNGYGFINRNDTKEDVFVHQTAIKKNNPRKYLRSVGDGETVEFDVVEGEKG +>5736 +MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVA +>18631 +MAAPGERGRFHGGNLFFLPGGARSEMMDDLATDARGRGAGRRDAAASASTPAQAPTSDSPVAEDASRRRP +>4286 +GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTAELQAEIDDTVGIMRDNINKVAERGERLTSIEDKADNLAVSAQGFKRGANRVRK +>19332 +MVRTKADSVPGTYRKVVAARAPRKVLGSSTSATNSTSVSSRKAENKYAGGNPVCVRPTPKWQKGIGEFFRLSPKDSEKENQIPEEAGSSGLGKAKRKACPL +>15180 +GHMDEEDGEPPYEPESGCVEIPGLSEEEDPAPSRKIHFSTAPIQVFSTYSNEDYDRRNEDVDPMAASAEYE +>2956 +MKPVTLIDVAEYAGVSYQTVSRVVNQASHVSAKTREKVEAAMAELN +>18927 +ENREIQPPFKPKVSGKGAENFDKFFTRGQPVLTPPDQLVIANIDQSDFEGFSYVNPQF +>18867 +SLRKRWQNEKLGLDAGDEYEDENLYEGLNLDDCSMYEDISRGLQGTYQDVGSL +>4034 +AIPKRLCLVCGDIASGYHYGVASCEACKAFFKRTIQGNIEYSCPATNECEITKRRRKSCQACRFMKALKVGMLKEGVRLDRVRGGRQK +>19482 +NPLEAVVFEERDGNAVLNLLFSLRGTKPSSLSRAVKVFETFEAKIHHLETRPAQRPLAGSPHLEYFVRFEVPSGDLAALLSSV +>25093 +MIHSSVKRWGNSPAVRIPATLMQALNLNIDDEVKIDLVDGKLIIEPVRKEPVFTLAELVNDITPENLHENID +>15430 +MNLEPPKAEIRSATRVMGGPVTPRKGPPKFKQRQTRQFKSKPPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFNHLE +>25327 +GSHMADENANRPVNPGEDPNEAFRSTPFEATTSALGDCRECIAYRTGATTGKGSRRHDDTVSREIKGSSATPG +>17048 +ASTASPAKAESSGVIDLFGDAFGSGASETQPAPQAVSSSSASADLLAG +>16670 +MAGGAWGRLACYLEFLKKEELKEFQLLLANKAHSRSSSGETPAQPEKTSGMEVASYLVAQYGEQRAWDLALHTWEQMGLRSLCAQAQ +>15162 +NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLYDHARGTQTGFVRHDDGYVSTSISLRSAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAP +>15336 +GAMESAERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSILNPINSIRKFSIVQKTPLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEED +>5022 +AFPSPAADYVEQRIDLNQLLIQHPSATYFVKASGDSMIDGGISDGDLLIVDSAITASHGDIVIAAVDGEFTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFG +>15855 +GPHMTLEEFSAGEQKTERMDKVGDALEEVLSKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADEDDDRDVALQIHFTLIQAFCCENDINILRVSNPGRLAELLLLETDAGPAASEGAEQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQ +>16450 +MAYQQDPCANPTRQTGKTGGQTDQYGNPVHQTEALGAYGAGTGTGMHGGEHQQQPHQQPGVLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTSATSTPGQGQQQKGMME +>15766 +AVPVESKPDKPSGKSGMDAALDDLIDTLGGPEETEEENTTYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGPPADSSKPIGPDDAIDALSSDFTCGSPTAAGKKTEKEESTEVLKAQSAGT +>6431 +EAESLTSAQKAKAEERKRRKMSRGLPDKTEEEKSVMAKKLEQKPKGEGIPTTAKLKVDEFESNVNEVKDPYPSADFPGDDEEDEPEIPVSPRPRPLAELQLKEKAVPIPEASSFFI +>17926 +MGSSHHHHHHSSGLVPRGSHMAAPEGGISDVVEKSIKEAQETCAGDPVSGECVAAWDEVEELSAAASHARDKKKADGSDPLEEYCKDNP +>4280 +ASASPKQRRSIIRDRGPMYDDPTLPEGWTRKLKQRKSGRSAGKYDVYLINPQGKAFRSKVELIAYFEKVGDTSLDPNDFDFT +>6139 +DEAQFKECYDTCHKECSDKGNGFTFCEMKCDTDCSVKDVK +>11338 +GSSGSSGMTDYGEEQRNELEALESIYPDSFTVLSENPPSFTITVTSEAGENDETVQTTLKFTYSEKYPDEAPLYEIFSQENLEDNDVSDILKLLALQAEENLGMVMIFTLVTAVQEKL +>18889 +SLKNRKAKAKPVTRGAGAGGRQRGQNKERPPPVPNPDYEPIRKGQRD +>19485 +MGLSFPSPGESAPPTPDLEEKRAKLAEAAERRQKEAASRGILDVQSVQEKRKKKEKIEKQIATSGPPPEGGLRWT +>15174 +GXSFCKADEKXCEYHADCCNCCLSGICAXSTNWILP +>6974 +MQPASAKWYDRRDYVFIEFCVEDSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNWLSVDFNNWKDWEDDSDEDMSNFDRFSEMMNNMGGDEDVDLPEVDGADDDSQD +>19796 +GRAMGLPGERGLRGEPGSVPNVDRLLETAGIKASALREIVETWDESSGSFLPVPERRRGPKGD +>5956 +MADKRAHHNALERKRRDHIKDSFHSLRDSVPSLQGEKASRAQILDKATEYIQYMRRKVHTLQQDIDDLKRQNALLEQ +>7292 +GAMGSEPQDGNYFEHKHNIRPKPFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFRVLQGMVDDG +>19037 +LLQEALSAYFDSMKIPSGQPETADVSREQVDKELDRASNSLISGLSQDEEDPPLPPTPMNSLVDECPLDQGLPKLSAEAVFEKCSQISLS +>1128 +VVYTDCTESGQNLCLCEGSNVCGQGNKCILGSDGEKNQCVTGEGTPKPQSHNDGD +>4272 +MSATAATAPPAAPAGEGGPPAPPPNLTSNRRLQQTQAQVDEVVDIMRVNVDKVLERDQKLSELDDRADALQAGASQFETSAAKLKR +>15136 +MSQKQEEENPAEETGEEKQDTQEKEGILPERAEEAKLKAKYPSLGQKPGGSDFLMKRLQKGQKYFDSGDYNMAKAKMKNKQLPSAGPDKNLVTGDHIPTPQDLPQRKSSLV +>11388 +GSSGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPHVERKILDLFQLNKLVAEEGGFAVVCKDRKWTKIATKMGFAPGKAVGSHIRGHYERILNPYNLFLSGDSLRCLQKPN +>6968 +MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEGVLYVGSKTKEGVVHGVATVAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEAYEMPSE +>6498 +MASVLEELQKDLEEVKVLLEKSTRKRLRDTLTSEKSKIETELKNKMQQKSQKKPELDNEKPAAVVAP +>6212 +NKELDPVQKLFVDKIREYRTKRQTSGGPVDAGPEYQQDLDRELFKLKQMYGKADMNTFPNFTFEDP +>19521 +GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAREVIPMAAVKQALREAGDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELYGNNA +>6970 +MQAIKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSANVMVDGKPVNLGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGTKLDLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGLKTVFDEAI +>5313 +GPLGSPSKDCGSPKYAYFNGCSSPTAPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNWANYSAEQNRMGQAGSTISNSHAQPFDFPDDNQNAKKVAAGHELQPLAIVDQRPSSRASSRAS +>6846 +HLMYTLGPDGKRIYTLKKVTESGEITKSAHPARFSPDDKYSRQRVTLKKRFGL +>19135 +MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAED +>4716 +GPLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFNAHKDKKGPRTIAEMRKEEMAKEMDPEKLKILEWIEGKERNIRALLSTMHTVLWAGETKWKPVGMADLVTPEQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSE +>6521 +GSHMNNTSSSPQPKKKPLDGEYFTLQIRGRERFEMFRELNEALEL +>26549 +GHMASGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVS +>11526 +MNIVPQDTFKSQVSTDQDKSVLSSAVPSLPDTLRQQEGGAVPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQIFGIAEPMKRTMEMEIVNRTDFNPLSTNGSIHRDILLNKECSIDWEDVYPGTGLQASTMVGDDV +>19364 +MRGSHHHHHHGSATFPPATSAPQQPPGPEDEDSSLDESDLYSLAHSYLGGGGRKGRTKREAAANTNRPSPGGHERKLVTKLQN +>15719 +AKTKGNKVNVGVKYAEKQERRFEPEKLREGRNIIGLQMGINKFASQQGMTAYGTRRHLYDPKLGTDQPLDQATISLQMGTNKGASQAG +>4985 +ATPAPAAEMPGITIISASQTGNARRVAEALRDDLLAAKLNVKLVNAGDYKFKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLFSKKAPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRA +>15506 +GSNGADNAHNNAFGGGKNPGIGNTSGAGSNGSASSNRGNSNGWSWSNKPHKNDGFHSDGSYHITFHGDNNSKPKPGGNSG +>6112 +GSHMEHPKPSACRNLFGPVDHEELTRDLEKHCRDMEEASQRKWNFDFQNHKPLEGKYEWQEVEKGSLPEFYYRPPRPP +>15398 +PNRSISPSALQDLLRTLKSPSSPQQQQQVLNILKSNPQLMAAFIKQRTA +>19357 +MEANIRGQGGLAYPGVRTHGTLESVNGPKAGSRGLTSLADTFEHMIEELLDEDQKVRPNEENNKDADLYTSRVMLSSQVPLE +>15141 +MKAKRSHQAIIMSTSLRVSPSIHGYHFDTASRKKAVGNIFENTDQESLERLFRNSGDKKAEERAKIIFAIDQDVEEKTRALMALKKRTKDKLFQFL +>15711 +ATKAVAVLKGDGPVQGIINFEQKESNGPVKVWGSIKGLTEGLHGFHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSR +>16296 +PGPEEQEEEPQPRKPGTRRERTLGAPASSERSAAGGRGPRGHKRKLNEEDAASESSRESSNEDEGSSSEADEMAK +>17760 +MEEPQSDPSVEPPLSQETFSDLWKLLPENNVLSPLPSQAMDDLMLSPDDIEQWFTEDPGPDEAPRMPEAAPPVAPAPAAPTPA +>19507 +MAEMKTDAATLAQEAGNFERISGDLKTQIDQVESTAGSLQGQWRGAAGTAAQAAVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEEQQQALSSQMGFKLA +>4922 +IDVLLGADDGSLAFVPSEFSISPGEKIVFKNNAGFPHNIVFDEDSIPSGVDASKISMSEEDLLNAKGETFEVALSNKGEYSFYCSPHQG +>17325 +GPMELSVSSDSDSSQAGSNAGNQPMLWPAWVYCTRYSDRPSSGPRSRKPKKKNPNKEDKRPRTAFTAEQLQRLKAEFQTNRYLTEQRRQSLAQELGLNESQIKIWFQ +>15672 +PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPYRDPRPPPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAG +>15176 +GHMDPKGRKKIQFSVPAPPSQLDPRQVEMIRRRRPTPALLFRVSEHSSPEEESSPHQRTSGEGHHPKSKRPNPSAYTPPSLKAVQRIAESHLQTISNLSENQASEEEDEL +>17205 +MTETDKKQEQENHAECEDKPKPCCVCKPEKEERDTCILFNGQDSEKCKEFIEKYKECMK +>4914 +LGASWHRPDKCCLGYQKRPLPQVLLSSWYPTSQLCSKPGVIFLTKRGRQVCADKSKDWVKK +>hmbdi +MKHDHHQGHTHSGKGHACHHEHNSPKTQQASSKMEGPIVYTCPMHPEIRQSAPGHCPLCGMALEPETVTVSEVV +>15097 +PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLPLWKQ +>19478 +GPDSMDCQAVLQTLLSRTDLDPRVLSNTGWGQTQIKQDTVWDIEEVPRPEGKSDKGTEGWESAATQTKNSGGWGDAPSQS +>6580 +LKTFSSKSEYQLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLVHHYMPPPGTPSFSLPPTEPSSEVPEQPPAQALPGSTPKRAYYIYSGGEKIP +>16160 +GHMKMADAKQKRNEQLKRWIGSETDLEPPVVKRKKTKVKFDDGAVFLAACSSGDTEEVLRLLERGADINYANVDGLTALHQASIDDNVDM +>5070 +ALFSGDIANLTAAEIEQGFKDVPSFVHEGGDVPLVELLVSAGISPSKRQAREDIQNGAIYVNGERLQDVGAILTAEHRLEGRFTVIRRGKKKYYLIR +>15409 +GSLRVKFSRSADAPAYQQGQNQLYNELNLGRREEYDVLDKRRGRDPEMGGKPRRKNPQEGLYNELQKDKMAEAYSEIGMKGERRRGKGHDGLYQGLSTATKDTYD +>19171 +MHHHHHHSSGLVPRGSEFDEWTPGTAVLTSPVLVPGCPSKAVDPGLPSVKQEPPDPEEDKEENKDDSASKLAPEEEAGGAGTPVITEIFSLGGTRFRDTAVWLPRSK +>15441 +SHHHHHHSMANSAGSSNTQTPDASLQATVNGQSGGKKQPLNLSVYNVQATNIPPKETLVYTKQTQ +>19114 +MPLGSPEFMSSSAGSGHQPSQSRAIPTRTVAISDAAQLPHDYCTTPGGTLFSTTPGGTRIIYDRKFLLDRRNSPMAQTPPCHLPNIPGVTSPGTLIEDSKVEVNNLDNLDNHDRKHAV +>7358 +GNHSGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDSDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGK diff --git a/datasets/chezod_117_all_trim_3.fasta b/datasets/chezod_117_all_trim_3.fasta new file mode 100644 index 0000000..5748a24 --- /dev/null +++ b/datasets/chezod_117_all_trim_3.fasta @@ -0,0 +1,234 @@ +>4307 +GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVNITIKQHTVTTTTKGENFTETDIKIMERVVEQMCTTQYQKESQAYYDG +>15768 +MSTNPKPQRKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGVRATRKTSERSQPRGRRQPIPKARRPEGRTWAQPGYPHHH +>15397 +GTQNRPLLRNSLDDLVGPPSNLEGQSDERALLDQLHTLLSNTDATGLEEIDRALGIPELVNQGQALEP +>15123 +GESGERWARQVSGGHFVTLHGAERLEEETNDEDVSDIERRIAMRLAERRQEDSATH +>6047 +MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRHLLQTMSS +>17290 +MGSSHHHHHHSSGLVPRGSHMYRKDKRRQEPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTLRRSPDDIPLMTPNTITMIPNSLVGLQTLHPYNTFAAGFNSTGLPHSHST +>16876 +MAEEIKNVPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTTEVEVKEEEKKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPKTTVEEEKK +>15736 +MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEETLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVKLGGDLGTYVINKQTPNKQIWLSSPSSGPKRYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDLSSLAYSG +>25118 +LADGSSDAAREPRPAPAPIRRRSSNYRAYATEPHAKKKSKISASRKLQLKTLLLQIAKQELEREAEERRGEKGRHHH +>15274 +GSHMSSSSESTGTPSNPDLDAGVSEHSGDWLDQDSVSDQFSVEFEVESLDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESDTDSFEEDPEISLAD +>4950 +GGKWSKSSVVGWPAVRERMRRAEPAADGVGAASRDLEKHGAITSSNTAANNAAC +>16505 +MKKRPKPGGWNTGGSRYPGQGSPGGNRYPPQGGGTWGQPHGGGWGQPHGGGWGQPHGGGWGQPHGGGWGQGGGTHNQWNKPS +>11454 +GILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQAGQQKEGEQNQQTQQQQILIQPQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPNSGPIIIRTPTVGPNGQVSWQTLQLQNLQVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDDKGSHHH +>15131 +ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQDENPVVHFFKNIVTPRTPPPSQGKGRGLSLSRFSWGAEGQRPGFGYGGRASDYKSAHKGFKGAYDAQGTLSKIFKLGGRDSRSGSPMARRLEHHH +>6078 +MNTDQQKVSEIFQSSKEKLQGDAKVVSDAFKKMASQDKDGKTTDADESEKHNYQEQYNKLKGAGHKKELEHHH +>4287 +GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMIIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSARKARKN +>15086 +MPTKTYSEEFKRDAVALYENSDGASLQQIANDLGINRVTLKNWIIKYGSNHNVQGTTPSAAVSEAEQIRQLKKENALQRARTRHPAESCLEHHH +>16912 +GIKQYSQEELKEMALVEIAHELFEEHKKPVPFQELLNEIASLLGVKKEELGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDFDEEDLDEDDDDLEIEEDIIDEDDEDYDDEEE +>18177 +MQKLSARLRALRQRQLDRAAAAVEPDVVVKRQEALAAARLKMQEELNAQVEKHKEKLKQLEEEKRRQKIEMWDSMQEGKSYKGNAKKPQEEDSPGPSTSSVLKRKSDRKPLRGGGYNPLSGEGGGACSWRPGRRGPSSG +>18198 +GAMGASGGEDDELKGLLGLPEEETELDNLTEFNTAHNKRISTLTIEEGNLDIQRPKRKRKNSRVTFSEDDEIINPEDVDPSVGRF +>15179 +GHMPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDEMNILATYHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEATEAMAPDILARKLAAAEGLEPKYRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKLARQLIS +>18248 +ASSHSLLFSSSFLSKPSSFTSSLRRFVYLPTRQFWPRQRHGFSTVFAVATEPAISS +>7279 +MSESSSKSSQPLASKQEKDGTEKRGRGRPRKQPPVSPGTALVGSQKEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTPGRKPRGRPKKLEKEEEEGISQESSE +>18446 +MGEKTVKLYEDTHFKGYSVELPVGDYNLSSLISRGALNDDLSSARVPSGLRLEVFQHNNFKGVRDFYTSDAAELSRDNDASSVRVSKME +>19650 +SLLDKDDSKAGMEEDHTYEGLDIDQTATYEDIVTLRTGEVKWSVGEHP +>19224 +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQAASPAKG +>5204 +SKKIKDPDAAKPEDWDERAKIDDPTDSKPEDWDKPEHIPDPDAKKPEDWDEEMDGEWEPPVIQNPEYKGEW +>4686 +SKSMQVPFSRCCFSFAEQEIPLRAILCYRNTSSICSNEGLIFKLKRGKEACALDTVGWVQRHRKMLRHCPS +>10010 +EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRVYVEELKPTPEGDLEILLQKWENDECAQKKIIAEKTKIPAVFKIDALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQLEEQ +>19672 +WVTVQRTEAAERCGLHGSYVLRVEAERLTLLTVGAQSQILEPLLSWPYTLLRRYGRDKVMFSFEAGRRCPSGPGTFTFQTAQGNDIFQAVETAIHRQK +>18890 +SLQDGVRQSRASDKQTLLPNDQLYQPLKDREDDQYSHLQGNQL +>5545 +SYYHHHHHHDYDIPTTENLYFQGAMGSGPCRRHLDSVLQQLQTEVYRGAQTLYVPNCDHRGFYRKRQCRSSQGQRRGPCWCVDRMGKSLPGSPDGNGSSSCPTG +>17483 +MSDAGRKGFGEKASEALKPDSQKSYAEQGKEYITDKADKVAGKVQPEDNKGVFQGVHDSAEKGKDNAEGQGESLADQARDYMGAAKSKLNDAVEYVSGRVHGEEDP +>11019 +GSFTMPGLVDSNPAPPESQEKKPLKPCCACPETKKARDACIIEKGEEHCGHLIEAHKECMRALG +>15563 +MASNKSKPKDASQRRRSLEPAENVHGAGGGAFPASQTPSKPASADGHRGPSAAFAPAAAEPKLFGGFNSSDTVTSPQRAGPLAGGSAWSHPQ +>18578 +GSKRRELDDPGAYNYPFTWNTPSAPPGYNIAVKPDQIQYTELSNAKIAYKQNKANIAQEQQYGSHEEHLPADLETLQREIRMAQERLDLAIQAYHHQNNPHGPREKKAKVGSKSGSNKSSISSKSGDGKTS +>17836 +MAYSEKVIDHYENPRNVGSFDNNDENVGSGMVGAPACGDVMKLQIKVNDEGIIEDARFKTYGCGSAIASSSLVTEWVKGKSLDEAQAIKNTDIAEELELPPVKIHCSILAEDAIKAAIADYKSKR +>5076 +MKKVIATKVLGTVKWFNVRNGYGFINRNDTKEDVFVHQTAIKKNNPRKYLRSVGDGETVEFDVVEGEKGAEAANVT +>5736 +MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVAGQFEDAD +>18631 +MAAPGERGRFHGGNLFFLPGGARSEMMDDLATDARGRGAGRRDAAASASTPAQAPTSDSPVAEDASRRRPCRACVDF +>4286 +GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTAELQAEIDDTVGIMRDNINKVAERGERLTSIEDKADNLAVSAQGFKRGANRVRKAMWYKDL +>19332 +MVRTKADSVPGTYRKVVAARAPRKVLGSSTSATNSTSVSSRKAENKYAGGNPVCVRPTPKWQKGIGEFFRLSPKDSEKENQIPEEAGSSGLGKAKRKACPLQPDHTND +>15180 +GHMDEEDGEPPYEPESGCVEIPGLSEEEDPAPSRKIHFSTAPIQVFSTYSNEDYDRRNEDVDPMAASAEYELEKRVER +>2956 +MKPVTLIDVAEYAGVSYQTVSRVVNQASHVSAKTREKVEAAMAELNYIPNRVA +>18927 +ENREIQPPFKPKVSGKGAENFDKFFTRGQPVLTPPDQLVIANIDQSDFEGFSYVNPQFVHPILQS +>18867 +SLRKRWQNEKLGLDAGDEYEDENLYEGLNLDDCSMYEDISRGLQGTYQDVGSLNIGDVQL +>4034 +AIPKRLCLVCGDIASGYHYGVASCEACKAFFKRTIQGNIEYSCPATNECEITKRRRKSCQACRFMKALKVGMLKEGVRLDRVRGGRQKYKRRLDS +>19482 +NPLEAVVFEERDGNAVLNLLFSLRGTKPSSLSRAVKVFETFEAKIHHLETRPAQRPLAGSPHLEYFVRFEVPSGDLAALLSSVRRVSDDV +>25093 +MIHSSVKRWGNSPAVRIPATLMQALNLNIDDEVKIDLVDGKLIIEPVRKEPVFTLAELVNDITPENLHENIDWGEPKDK +>15430 +MNLEPPKAEIRSATRVMGGPVTPRKGPPKFKQRQTRQFKSKPPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFNHLELHELAQY +>25327 +GSHMADENANRPVNPGEDPNEAFRSTPFEATTSALGDCRECIAYRTGATTGKGSRRHDDTVSREIKGSSATPGGSEKAGT +>17048 +ASTASPAKAESSGVIDLFGDAFGSGASETQPAPQAVSSSSASADLLAGFGGSFMA +>16670 +MAGGAWGRLACYLEFLKKEELKEFQLLLANKAHSRSSSGETPAQPEKTSGMEVASYLVAQYGEQRAWDLALHTWEQMGLRSLCAQAQEGAGHSL +>15162 +NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLYDHARGTQTGFVRHDDGYVSTSISLRSAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAADGYGL +>15336 +GAMESAERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSILNPINSIRKFSIVQKTPLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLKECLFD +>5022 +AFPSPAADYVEQRIDLNQLLIQHPSATYFVKASGDSMIDGGISDGDLLIVDSAITASHGDIVIAAVDGEFTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHVVK +>15855 +GPHMTLEEFSAGEQKTERMDKVGDALEEVLSKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADEDDDRDVALQIHFTLIQAFCCENDINILRVSNPGRLAELLLLETDAGPAASEGAEQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVPVINL +>16450 +MAYQQDPCANPTRQTGKTGGQTDQYGNPVHQTEALGAYGAGTGTGMHGGEHQQQPHQQPGVLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTSATSTPGQGQQQKGMMEKIKEKLP +>15766 +AVPVESKPDKPSGKSGMDAALDDLIDTLGGPEETEEENTTYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGPPADSSKPIGPDDAIDALSSDFTCGSPTAAGKKTEKEESTEVLKAQSAGTVRSAAPP +>6431 +EAESLTSAQKAKAEERKRRKMSRGLPDKTEEEKSVMAKKLEQKPKGEGIPTTAKLKVDEFESNVNEVKDPYPSADFPGDDEEDEPEIPVSPRPRPLAELQLKEKAVPIPEASSFFIFSPTNKV +>17926 +MGSSHHHHHHSSGLVPRGSHMAAPEGGISDVVEKSIKEAQETCAGDPVSGECVAAWDEVEELSAAASHARDKKKADGSDPLEEYCKDNPETNECRT +>4280 +ASASPKQRRSIIRDRGPMYDDPTLPEGWTRKLKQRKSGRSAGKYDVYLINPQGKAFRSKVELIAYFEKVGDTSLDPNDFDFTVTGRGSG +>6139 +DEAQFKECYDTCHKECSDKGNGFTFCEMKCDTDCSVKDVKEKLENYK +>11338 +GSSGSSGMTDYGEEQRNELEALESIYPDSFTVLSENPPSFTITVTSEAGENDETVQTTLKFTYSEKYPDEAPLYEIFSQENLEDNDVSDILKLLALQAEENLGMVMIFTLVTAVQEKLNEIVDQI +>18889 +SLKNRKAKAKPVTRGAGAGGRQRGQNKERPPPVPNPDYEPIRKGQRDLYSGLNQ +>19485 +MGLSFPSPGESAPPTPDLEEKRAKLAEAAERRQKEAASRGILDVQSVQEKRKKKEKIEKQIATSGPPPEGGLRWTVSLEHHH +>15174 +GXSFCKADEKXCEYHADCCNCCLSGICAXSTNWILPGCSTSSF +>6974 +MQPASAKWYDRRDYVFIEFCVEDSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNWLSVDFNNWKDWEDDSDEDMSNFDRFSEMMNNMGGDEDVDLPEVDGADDDSQDSDDEKMP +>19796 +GRAMGLPGERGLRGEPGSVPNVDRLLETAGIKASALREIVETWDESSGSFLPVPERRRGPKGDSGEQGPP +>5956 +MADKRAHHNALERKRRDHIKDSFHSLRDSVPSLQGEKASRAQILDKATEYIQYMRRKVHTLQQDIDDLKRQNALLEQQVRALEG +>7292 +GAMGSEPQDGNYFEHKHNIRPKPFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFRVLQGMVDDGSDDRPAG +>19037 +LLQEALSAYFDSMKIPSGQPETADVSREQVDKELDRASNSLISGLSQDEEDPPLPPTPMNSLVDECPLDQGLPKLSAEAVFEKCSQISLSQSTTASL +>1128 +VVYTDCTESGQNLCLCEGSNVCGQGNKCILGSDGEKNQCVTGEGTPKPQSHNDGDFEEIPEE +>4272 +MSATAATAPPAAPAGEGGPPAPPPNLTSNRRLQQTQAQVDEVVDIMRVNVDKVLERDQKLSELDDRADALQAGASQFETSAAKLKRKYWWKNL +>15136 +MSQKQEEENPAEETGEEKQDTQEKEGILPERAEEAKLKAKYPSLGQKPGGSDFLMKRLQKGQKYFDSGDYNMAKAKMKNKQLPSAGPDKNLVTGDHIPTPQDLPQRKSSLVTSKLAGG +>11388 +GSSGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPHVERKILDLFQLNKLVAEEGGFAVVCKDRKWTKIATKMGFAPGKAVGSHIRGHYERILNPYNLFLSGDSLRCLQKPNLTSDTKD +>6968 +MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEGVLYVGSKTKEGVVHGVATVAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEAYEMPSEEGYQDYE +>6498 +MASVLEELQKDLEEVKVLLEKSTRKRLRDTLTSEKSKIETELKNKMQQKSQKKPELDNEKPAAVVAPLTTGYTV +>6212 +NKELDPVQKLFVDKIREYRTKRQTSGGPVDAGPEYQQDLDRELFKLKQMYGKADMNTFPNFTFEDPKFEVVEK +>19521 +GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAREVIPMAAVKQALREAGDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELYGNNAAAESRKG +>6970 +MQAIKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSANVMVDGKPVNLGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGTKLDLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGLKTVFDEAIRAVLSPP +>5313 +GPLGSPSKDCGSPKYAYFNGCSSPTAPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNWANYSAEQNRMGQAGSTISNSHAQPFDFPDDNQNAKKVAAGHELQPLAIVDQRPSSRASSRASSRPRPDD +>6846 +HLMYTLGPDGKRIYTLKKVTESGEITKSAHPARFSPDDKYSRQRVTLKKRFGLVPGQHHH +>19135 +MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAK +>4716 +GPLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFNAHKDKKGPRTIAEMRKEEMAKEMDPEKLKILEWIEGKERNIRALLSTMHTVLWAGETKWKPVGMADLVTPEQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSEFENQGQK +>6521 +GSHMNNTSSSPQPKKKPLDGEYFTLQIRGRERFEMFRELNEALELKDAQAGK +>26549 +GHMASGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEASEDV +>11526 +MNIVPQDTFKSQVSTDQDKSVLSSAVPSLPDTLRQQEGGAVPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQIFGIAEPMKRTMEMEIVNRTDFNPLSTNGSIHRDILLNKECSIDWEDVYPGTGLQASTMVGDDVHSKIEKQ +>19364 +MRGSHHHHHHGSATFPPATSAPQQPPGPEDEDSSLDESDLYSLAHSYLGGGGRKGRTKREAAANTNRPSPGGHERKLVTKLQNSERKKRG +>15719 +AKTKGNKVNVGVKYAEKQERRFEPEKLREGRNIIGLQMGINKFASQQGMTAYGTRRHLYDPKLGTDQPLDQATISLQMGTNKGASQAGMTAPGTK +>4985 +ATPAPAAEMPGITIISASQTGNARRVAEALRDDLLAAKLNVKLVNAGDYKFKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLFSKKAPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRAPVAAPSQ +>15506 +GSNGADNAHNNAFGGGKNPGIGNTSGAGSNGSASSNRGNSNGWSWSNKPHKNDGFHSDGSYHITFHGDNNSKPKPGGNSGNRGNNGD +>6112 +GSHMEHPKPSACRNLFGPVDHEELTRDLEKHCRDMEEASQRKWNFDFQNHKPLEGKYEWQEVEKGSLPEFYYRPPRPPKGACKVP +>15398 +PNRSISPSALQDLLRTLKSPSSPQQQQQVLNILKSNPQLMAAFIKQRTAKYVANQP +>19357 +MEANIRGQGGLAYPGVRTHGTLESVNGPKAGSRGLTSLADTFEHMIEELLDEDQKVRPNEENNKDADLYTSRVMLSSQVPLEPPLLFLL +>15141 +MKAKRSHQAIIMSTSLRVSPSIHGYHFDTASRKKAVGNIFENTDQESLERLFRNSGDKKAEERAKIIFAIDQDVEEKTRALMALKKRTKDKLFQFLKLRKYSI +>15711 +ATKAVAVLKGDGPVQGIINFEQKESNGPVKVWGSIKGLTEGLHGFHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSRLACGVIG +>16296 +PGPEEQEEEPQPRKPGTRRERTLGAPASSERSAAGGRGPRGHKRKLNEEDAASESSRESSNEDEGSSSEADEMAKALEAELN +>17760 +MEEPQSDPSVEPPLSQETFSDLWKLLPENNVLSPLPSQAMDDLMLSPDDIEQWFTEDPGPDEAPRMPEAAPPVAPAPAAPTPAAPAPAPS +>19507 +MAEMKTDAATLAQEAGNFERISGDLKTQIDQVESTAGSLQGQWRGAAGTAAQAAVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEEQQQALSSQMGFKLAAALEHHH +>4922 +IDVLLGADDGSLAFVPSEFSISPGEKIVFKNNAGFPHNIVFDEDSIPSGVDASKISMSEEDLLNAKGETFEVALSNKGEYSFYCSPHQGAGMVGKV +>17325 +GPMELSVSSDSDSSQAGSNAGNQPMLWPAWVYCTRYSDRPSSGPRSRKPKKKNPNKEDKRPRTAFTAEQLQRLKAEFQTNRYLTEQRRQSLAQELGLNESQIKIWFQNKRAKIK +>15672 +PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPYRDPRPPPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHHHH +>15176 +GHMDPKGRKKIQFSVPAPPSQLDPRQVEMIRRRRPTPALLFRVSEHSSPEEESSPHQRTSGEGHHPKSKRPNPSAYTPPSLKAVQRIAESHLQTISNLSENQASEEEDELGELRELG +>17205 +MTETDKKQEQENHAECEDKPKPCCVCKPEKEERDTCILFNGQDSEKCKEFIEKYKECMKGYGFEVP +>4914 +LGASWHRPDKCCLGYQKRPLPQVLLSSWYPTSQLCSKPGVIFLTKRGRQVCADKSKDWVKKLMQQLPV +>hmbdi +MKHDHHQGHTHSGKGHACHHEHNSPKTQQASSKMEGPIVYTCPMHPEIRQSAPGHCPLCGMALEPETVTVSEVVSPEYLDM +>15097 +PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLPLWKQQNLKKEK +>19478 +GPDSMDCQAVLQTLLSRTDLDPRVLSNTGWGQTQIKQDTVWDIEEVPRPEGKSDKGTEGWESAATQTKNSGGWGDAPSQSNQMKSGW +>6580 +LKTFSSKSEYQLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLVHHYMPPPGTPSFSLPPTEPSSEVPEQPPAQALPGSTPKRAYYIYSGGEKIPLVLSRPL +>16160 +GHMKMADAKQKRNEQLKRWIGSETDLEPPVVKRKKTKVKFDDGAVFLAACSSGDTEEVLRLLERGADINYANVDGLTALHQASIDDNVDMVKFLVEN +>5070 +ALFSGDIANLTAAEIEQGFKDVPSFVHEGGDVPLVELLVSAGISPSKRQAREDIQNGAIYVNGERLQDVGAILTAEHRLEGRFTVIRRGKKKYYLIRYALEHHH +>15409 +GSLRVKFSRSADAPAYQQGQNQLYNELNLGRREEYDVLDKRRGRDPEMGGKPRRKNPQEGLYNELQKDKMAEAYSEIGMKGERRRGKGHDGLYQGLSTATKDTYDALHMQAL +>19171 +MHHHHHHSSGLVPRGSEFDEWTPGTAVLTSPVLVPGCPSKAVDPGLPSVKQEPPDPEEDKEENKDDSASKLAPEEEAGGAGTPVITEIFSLGGTRFRDTAVWLPRSKDLKKPGA +>15441 +SHHHHHHSMANSAGSSNTQTPDASLQATVNGQSGGKKQPLNLSVYNVQATNIPPKETLVYTKQTQTTSTGGG +>19114 +MPLGSPEFMSSSAGSGHQPSQSRAIPTRTVAISDAAQLPHDYCTTPGGTLFSTTPGGTRIIYDRKFLLDRRNSPMAQTPPCHLPNIPGVTSPGTLIEDSKVEVNNLDNLDNHDRKHAVGDDAQFE +>7358 +GNHSGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDSDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKVSLEHHH diff --git a/notebooks/additional_studies.ipynb b/notebooks/additional_studies.ipynb index 0e06d74..dcfc861 100644 --- a/notebooks/additional_studies.ipynb +++ b/notebooks/additional_studies.ipynb @@ -2,15 +2,17 @@ "cells": [ { "cell_type": "code", - "execution_count": 228, + "execution_count": 11, "id": "e5f15e74-83b0-4e63-ad75-e0cfb2aa8ecd", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", - "from sklearn.metrics import mean_absolute_error, accuracy_score, roc_auc_score, f1_score, recall_score, precision_score\n", - "from scipy import stats" + "from sklearn.metrics import mean_absolute_error, accuracy_score\n", + "from scipy import stats\n", + "from Bio import SeqIO\n", + "from adopt.utils import fasta_to_df, df_to_fasta" ] }, { @@ -23,7 +25,7 @@ }, { "cell_type": "code", - "execution_count": 229, + "execution_count": 16, "id": "f2ecd074-a55e-4be3-aaf3-003c85cfd675", "metadata": {}, "outputs": [], @@ -149,7 +151,88 @@ " dis_reg_true_frac.append(fraction_of_true_disorder)\n", " dis_reg_pred_frac.append(fraction_of_pred_disorder) \n", " \n", - " return dis_reg_true_frac, dis_reg_pred_frac" + " return dis_reg_true_frac, dis_reg_pred_frac\n", + "\n", + "def trim_seq(x, trim_fac):\n", + " x_trim = list(x)\n", + " x_trim = x_trim[:-trim_fac]\n", + " return ''.join(x_trim)" + ] + }, + { + "cell_type": "markdown", + "id": "42f1fd2f-451a-43cf-8ebe-21be27af1d24", + "metadata": {}, + "source": [ + "# Parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "aaa9053a-8428-4d12-8260-d65b8f24cabc", + "metadata": {}, + "outputs": [], + "source": [ + "dis_reg_len = 3\n", + "trim_fac = 10" + ] + }, + { + "cell_type": "markdown", + "id": "ffa02dd8-6fa3-4501-b5d4-ffdec9b31add", + "metadata": {}, + "source": [ + "# Trim sequences" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "2e6796d2-5dfb-4f96-989e-a70b030d58d2", + "metadata": {}, + "outputs": [], + "source": [ + "df_117_orig = fasta_to_df(\"../datasets/chezod_117_all.fasta\")" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "89e10ac3-96f6-4c50-ad78-619e6ceaeb2a", + "metadata": {}, + "outputs": [], + "source": [ + "df_117_trim = df_117_orig.copy()\n", + "df_117_trim['sequence'] = df_117_trim.sequence.apply(trim_seq, trim_fac=trim_fac)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "f6ca46bb-cc7a-40fb-8616-58c37b619cbd", + "metadata": {}, + "outputs": [], + "source": [ + "df_to_fasta(df_117_trim, f\"../datasets/chezod_117_all_trim_{trim_fac}.fasta\")" + ] + }, + { + "cell_type": "markdown", + "id": "f39bbed5-e095-4316-9d47-a3a7701af755", + "metadata": {}, + "source": [ + "# Predict z scores" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "65068183-48df-4852-871b-62e5c491969f", + "metadata": {}, + "outputs": [], + "source": [ + "! sh ../examples/paper_updates.sh" ] }, { @@ -167,7 +250,7 @@ "metadata": {}, "outputs": [], "source": [ - "chezod_117_pred_path = 'chezod_117_predicted_z_scores.json'\n", + "chezod_117_pred_path = '../results/chezod_117_predicted_z_scores.json'\n", "chezod_117_true_path = '../datasets/117_dataset_raw.json'\n", "\n", "df_117_pred = pd.read_json(chezod_117_pred_path, orient='records')\n", @@ -326,24 +409,6 @@ "go_zscores_pred = np.concatenate(df_117.go_zscore_pred.values)" ] }, - { - "cell_type": "markdown", - "id": "5736e3cd-9ef1-48ca-9861-ea07f3fa07ba", - "metadata": {}, - "source": [ - "# Parameters" - ] - }, - { - "cell_type": "code", - "execution_count": 235, - "id": "1367f716-ec76-4325-bb77-36d438e0545c", - "metadata": {}, - "outputs": [], - "source": [ - "dis_reg_len = 3" - ] - }, { "cell_type": "markdown", "id": "fe54fc0f-fa4c-40a6-ba16-45802625b7fe", @@ -627,48 +692,6 @@ "recall_score(dis_reg_true, dis_reg_pred)" ] }, - { - "cell_type": "code", - "execution_count": 269, - "id": "d2a9ed05-6af3-4895-a03c-a44b8bb7a271", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "236" - ] - }, - "execution_count": 269, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "sum(dis_reg_pred)" - ] - }, - { - "cell_type": "code", - "execution_count": 270, - "id": "87458d05-6e9b-49b0-ac19-4464f1821a52", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "360" - ] - }, - "execution_count": 270, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "sum(dis_reg_true)" - ] - }, { "cell_type": "code", "execution_count": null, diff --git a/results/chezod_117_predicted_z_scores.json b/results/chezod_117_predicted_z_scores.json new file mode 100644 index 0000000..b7b34e1 --- /dev/null +++ b/results/chezod_117_predicted_z_scores.json @@ -0,0 +1 @@ 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\ No newline at end of file From 6e8aa0464025ee6d5bc781a2b75cf8cc9746f334 Mon Sep 17 00:00:00 2001 From: Carlo Fisicaro <66260709+CFisicaro@users.noreply.github.com> Date: Tue, 8 Nov 2022 11:10:59 +0100 Subject: [PATCH 06/12] build: update .gitignore --- .gitignore | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index 72043a8..bae918c 100644 --- a/.gitignore +++ b/.gitignore @@ -30,7 +30,7 @@ Network Trash Folder Temporary Items .apdisk -# Jupyter chekcpoints & pycache +# Jupyter checkpoints & pycache .ipynb_checkpoints __pycache__ *.pyc @@ -44,6 +44,9 @@ __pycache__ # End of https://www.toptal.com/developers/gitignore/api/macos *.html +# pythorch files +*.pt + .adopt-venv .vscode build/ From d1d6fd77263fd1aed7b067008cf9e81a47bc8b15 Mon Sep 17 00:00:00 2001 From: CFisicaro Date: Tue, 8 Nov 2022 13:52:10 +0000 Subject: [PATCH 07/12] feat: add trim exp --- notebooks/additional_studies.ipynb | 256 ++++++------------ ...chezod_117_predicted_z_scores_trim_10.json | 1 + .../chezod_117_predicted_z_scores_trim_3.json | 1 + 3 files changed, 85 insertions(+), 173 deletions(-) create mode 100644 results/chezod_117_predicted_z_scores_trim_10.json create mode 100644 results/chezod_117_predicted_z_scores_trim_3.json diff --git a/notebooks/additional_studies.ipynb b/notebooks/additional_studies.ipynb index dcfc861..725307d 100644 --- a/notebooks/additional_studies.ipynb +++ b/notebooks/additional_studies.ipynb @@ -2,10 +2,19 @@ "cells": [ { "cell_type": "code", - "execution_count": 11, + "execution_count": 1, "id": "e5f15e74-83b0-4e63-ad75-e0cfb2aa8ecd", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/ubuntu/python3-venv/lib/python3.8/site-packages/tqdm-4.64.0-py3.8.egg/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], "source": [ "import pandas as pd\n", "import numpy as np\n", @@ -25,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 34, "id": "f2ecd074-a55e-4be3-aaf3-003c85cfd675", "metadata": {}, "outputs": [], @@ -154,9 +163,13 @@ " return dis_reg_true_frac, dis_reg_pred_frac\n", "\n", "def trim_seq(x, trim_fac):\n", - " x_trim = list(x)\n", - " x_trim = x_trim[:-trim_fac]\n", - " return ''.join(x_trim)" + " if isinstance(x, list):\n", + " x_trim = x[:-trim_fac]\n", + " else:\n", + " x_trim = list(x)\n", + " x_trim = x_trim[:-trim_fac]\n", + " x_trim = ''.join(x_trim)\n", + " return x_trim" ] }, { @@ -169,7 +182,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 19, "id": "aaa9053a-8428-4d12-8260-d65b8f24cabc", "metadata": {}, "outputs": [], @@ -188,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 4, "id": "2e6796d2-5dfb-4f96-989e-a70b030d58d2", "metadata": {}, "outputs": [], @@ -198,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 5, "id": "89e10ac3-96f6-4c50-ad78-619e6ceaeb2a", "metadata": {}, "outputs": [], @@ -209,7 +222,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 6, "id": "f6ca46bb-cc7a-40fb-8616-58c37b619cbd", "metadata": {}, "outputs": [], @@ -219,162 +232,80 @@ }, { "cell_type": "markdown", - "id": "f39bbed5-e095-4316-9d47-a3a7701af755", + "id": "82e2a8ac-9cee-44ec-8e25-0db2e419d273", "metadata": {}, "source": [ - "# Predict z scores" + "# Import data" + ] + }, + { + "cell_type": "markdown", + "id": "da1bfa5b-e3fc-44fb-97d1-83c00efb8b09", + "metadata": {}, + "source": [ + "### Test" ] }, { "cell_type": "code", - "execution_count": null, - "id": "65068183-48df-4852-871b-62e5c491969f", + "execution_count": 25, + "id": "df05ff2f-f028-4b69-ae9c-9cdd1a1f52a7", "metadata": {}, "outputs": [], "source": [ - "! sh ../examples/paper_updates.sh" + "chezod_117_pred_path = '../results/chezod_117_predicted_z_scores.json'\n", + "chezod_117_true_path = '../datasets/117_dataset_raw.json'\n", + "\n", + "df_117_pred = pd.read_json(chezod_117_pred_path, orient='records')\n", + "df_117_true = pd.read_json(chezod_117_true_path, orient='records')" ] }, { "cell_type": "markdown", - "id": "82e2a8ac-9cee-44ec-8e25-0db2e419d273", + "id": "b2dfa8c8-8bbd-403d-9ee9-7a8c0a542ca1", "metadata": {}, "source": [ - "# Import test data" + "### Trim test" ] }, { "cell_type": "code", - "execution_count": 230, - "id": "df05ff2f-f028-4b69-ae9c-9cdd1a1f52a7", + "execution_count": 36, + "id": "6db7fba3-e112-4379-90b9-174cf6200e73", "metadata": {}, "outputs": [], "source": [ - "chezod_117_pred_path = '../results/chezod_117_predicted_z_scores.json'\n", + "chezod_117_pred_path = f'../results/chezod_117_predicted_z_scores_trim_{trim_fac}.json'\n", "chezod_117_true_path = '../datasets/117_dataset_raw.json'\n", "\n", "df_117_pred = pd.read_json(chezod_117_pred_path, orient='records')\n", "df_117_true = pd.read_json(chezod_117_true_path, orient='records')\n", - "df_117 = pd.concat([df_117_true, df_117_pred[[\"z_scores\"]]], axis=1)\n", - "df_117.rename(columns={\"zscore\": \"zscore_true\", \"z_scores\": \"zscore_pred\"}, inplace=True)" + "df_117_true['sequence'] = df_117_true.sequence.apply(trim_seq, trim_fac=trim_fac)\n", + "df_117_true['zscore'] = df_117_true.zscore.apply(trim_seq, trim_fac=trim_fac)" ] }, { - "cell_type": "code", - "execution_count": 231, - "id": "5f87df22-5db7-49cc-b0ff-6ab56d06d1ba", + "cell_type": "markdown", + "id": "29022566-6308-4a55-9a1b-0e113599218d", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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brmidsequencezscore_truezscore_pred
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215397GTQNRPLLRNSLDDLVGPPSNLEGQSDERALLDQLHTLLSNTDATG...[999.0, 999.0, 999.0, 0.743, 0.113, -0.651, -0...[6.2993073463, 4.5708003044, 4.3846402168, 4.9...
315123GESGERWARQVSGGHFVTLHGAERLEEETNDEDVSDIERRIAMRLA...[999.0, 1.921, 1.558, 1.052, 3.171, 3.83, 4.54...[6.3239626884, 4.2550883293, 4.4980754852, 5.2...
46047MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGIL...[999.0, 999.0, 999.0, 999.0, 999.0, 999.0, 999...[8.4731874466, 8.9697351456, 9.9485492706, 10....
\n", - "
" - ], - "text/plain": [ - " brmid sequence \\\n", - "0 4307 GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMS... \n", - "1 15768 MSTNPKPQRKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGV... \n", - "2 15397 GTQNRPLLRNSLDDLVGPPSNLEGQSDERALLDQLHTLLSNTDATG... \n", - "3 15123 GESGERWARQVSGGHFVTLHGAERLEEETNDEDVSDIERRIAMRLA... \n", - "4 6047 MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGIL... \n", - "\n", - " zscore_true \\\n", - "0 [999.0, 2.98, 2.698, -0.383, 1.34, 2.54, 2.932... \n", - "1 [999.0, 7.239, 8.155, 6.443, 6.22, 4.927, 4.94... \n", - "2 [999.0, 999.0, 999.0, 0.743, 0.113, -0.651, -0... \n", - "3 [999.0, 1.921, 1.558, 1.052, 3.171, 3.83, 4.54... \n", - "4 [999.0, 999.0, 999.0, 999.0, 999.0, 999.0, 999... \n", - "\n", - " zscore_pred \n", - "0 [3.6018576622, -1.0244698524, -1.7650139332, -... \n", - "1 [5.0190544128, 1.1615294218, 2.0954835415, 1.8... \n", - "2 [6.2993073463, 4.5708003044, 4.3846402168, 4.9... \n", - "3 [6.3239626884, 4.2550883293, 4.4980754852, 5.2... \n", - "4 [8.4731874466, 8.9697351456, 9.9485492706, 10.... " - ] - }, - "execution_count": 231, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "df_117.head()" + "# Preprocessing" ] }, { - "cell_type": "markdown", - "id": "29022566-6308-4a55-9a1b-0e113599218d", + "cell_type": "code", + "execution_count": 41, + "id": "d960eb2b-acd8-4b8c-bac7-4b5ba35ba145", "metadata": {}, + "outputs": [], "source": [ - "# Preprocessing" + "df_117 = pd.concat([df_117_true, df_117_pred[[\"z_scores\"]]], axis=1)\n", + "df_117.rename(columns={\"zscore\": \"zscore_true\", \"z_scores\": \"zscore_pred\"}, inplace=True)" ] }, { "cell_type": "code", - "execution_count": 232, + "execution_count": 42, "id": "4d491aaa-aa06-40bc-bbc4-5a3aabb51221", "metadata": {}, "outputs": [], @@ -389,7 +320,7 @@ }, { "cell_type": "code", - "execution_count": 233, + "execution_count": 43, "id": "d1c474ae-fb5c-4ea7-833b-256db54243a4", "metadata": {}, "outputs": [], @@ -400,7 +331,7 @@ }, { "cell_type": "code", - "execution_count": 234, + "execution_count": 44, "id": "f280447a-2756-48f1-a297-edbf8b2c72b9", "metadata": {}, "outputs": [], @@ -419,17 +350,17 @@ }, { "cell_type": "code", - "execution_count": 236, + "execution_count": 45, "id": "1b6b355c-9bf3-491b-9a56-f1361b923078", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "3.3715380375075217" + "3.360727014360871" ] }, - "execution_count": 236, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -440,17 +371,17 @@ }, { "cell_type": "code", - "execution_count": 237, + "execution_count": 46, "id": "28ce6cf2-7a4b-4e0f-9f2f-e9f20618b750", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "SpearmanrResult(correlation=0.6896238159488697, pvalue=0.0)" + "SpearmanrResult(correlation=0.6945910326085772, pvalue=0.0)" ] }, - "execution_count": 237, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -461,17 +392,17 @@ }, { "cell_type": "code", - "execution_count": 238, + "execution_count": 47, "id": "04e6dc6f-1196-4fe4-8593-0272035f9d96", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(0.7223447684118596, 0.0)" + "(0.7250096213283791, 0.0)" ] }, - "execution_count": 238, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -482,7 +413,7 @@ }, { "cell_type": "code", - "execution_count": 239, + "execution_count": 48, "id": "ed979857-3c22-424e-990f-42afd70d9b5b", "metadata": {}, "outputs": [], @@ -504,7 +435,7 @@ }, { "cell_type": "code", - "execution_count": 240, + "execution_count": 49, "id": "22ebc5c4-3cef-46c1-8a19-9869a027b3c0", "metadata": {}, "outputs": [], @@ -534,17 +465,17 @@ }, { "cell_type": "code", - "execution_count": 241, + "execution_count": 50, "id": "733050e3-ef52-430c-b2e9-585594c93a36", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "SpearmanrResult(correlation=0.3098967718934523, pvalue=1.6292016723168205e-182)" + "SpearmanrResult(correlation=0.3075198199734613, pvalue=1.126664906230272e-163)" ] }, - "execution_count": 241, + "execution_count": 50, "metadata": {}, "output_type": "execute_result" } @@ -555,17 +486,17 @@ }, { "cell_type": "code", - "execution_count": 242, + "execution_count": 51, "id": "f6f544fe-b01a-451d-b47a-bff41e9be8c1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(0.33501025461019734, 8.02212577187757e-215)" + "(0.3345466357133406, 3.7222839454334604e-195)" ] }, - "execution_count": 242, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -592,17 +523,17 @@ }, { "cell_type": "code", - "execution_count": 243, + "execution_count": 52, "id": "8325f744-193e-4895-a995-d168c216e86f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.8295026146175362" + "0.8263193052772211" ] }, - "execution_count": 243, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -621,7 +552,7 @@ }, { "cell_type": "code", - "execution_count": 264, + "execution_count": 53, "id": "0ce03e09-c3e1-4c72-8807-5250f1a99c9f", "metadata": {}, "outputs": [], @@ -652,17 +583,17 @@ }, { "cell_type": "code", - "execution_count": 265, + "execution_count": 54, "id": "cfe48c68-5c6e-401d-b23d-2d463debdac7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.6555555555555556" + "0.6488095238095238" ] }, - "execution_count": 265, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } @@ -671,27 +602,6 @@ "accuracy_score(dis_reg_true, dis_reg_pred)" ] }, - { - "cell_type": "code", - "execution_count": 266, - "id": "8bccb56c-adbc-4821-8fc8-cbf5002100fd", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.6555555555555556" - ] - }, - "execution_count": 266, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "recall_score(dis_reg_true, dis_reg_pred)" - ] - }, { "cell_type": "code", "execution_count": null, diff --git a/results/chezod_117_predicted_z_scores_trim_10.json b/results/chezod_117_predicted_z_scores_trim_10.json new file mode 100644 index 0000000..2db1a31 --- /dev/null +++ b/results/chezod_117_predicted_z_scores_trim_10.json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/results/chezod_117_predicted_z_scores_trim_3.json b/results/chezod_117_predicted_z_scores_trim_3.json new file mode 100644 index 0000000..a74e8ea --- /dev/null +++ b/results/chezod_117_predicted_z_scores_trim_3.json @@ -0,0 +1 @@ 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\ No newline at end of file From d29307d4a1c310ba311e2a7a493edc8f2d8258dd Mon Sep 17 00:00:00 2001 From: CFisicaro Date: Tue, 8 Nov 2022 16:45:08 +0000 Subject: [PATCH 08/12] feat: add additional analysis --- .gitignore | 5 +- datasets/chezod_117_all_rand_0.fasta | 234 ++++++ datasets/chezod_117_all_rand_1.fasta | 234 ++++++ datasets/chezod_117_all_rand_10.fasta | 234 ++++++ datasets/chezod_117_all_rand_2.fasta | 234 ++++++ datasets/chezod_117_all_rand_3.fasta | 234 ++++++ datasets/chezod_117_all_rand_4.fasta | 234 ++++++ datasets/chezod_117_all_rand_5.fasta | 234 ++++++ datasets/chezod_117_all_rand_6.fasta | 234 ++++++ datasets/chezod_117_all_rand_7.fasta | 234 ++++++ datasets/chezod_117_all_rand_8.fasta | 234 ++++++ datasets/chezod_117_all_rand_9.fasta | 234 ++++++ datasets/chezod_117_all_trim_0.fasta | 234 ++++++ datasets/chezod_117_all_trim_1.fasta | 234 ++++++ datasets/chezod_117_all_trim_2.fasta | 234 ++++++ datasets/chezod_117_all_trim_4.fasta | 234 ++++++ datasets/chezod_117_all_trim_5.fasta | 234 ++++++ datasets/chezod_117_all_trim_6.fasta | 234 ++++++ datasets/chezod_117_all_trim_7.fasta | 234 ++++++ datasets/chezod_117_all_trim_8.fasta | 234 ++++++ datasets/chezod_117_all_trim_9.fasta | 234 ++++++ examples/models.zip | Bin 0 -> 83008 bytes examples/paper_updates.sh | 10 +- models.zip | Bin 0 -> 83008 bytes notebooks/additional_studies-fixed.ipynb | 675 ++++++++++++++++++ notebooks/additional_studies.ipynb | 163 +++-- .../chezod_117_predicted_z_scores_rand_1.json | 1 + ...chezod_117_predicted_z_scores_rand_10.json | 1 + .../chezod_117_predicted_z_scores_rand_2.json | 1 + .../chezod_117_predicted_z_scores_rand_3.json | 1 + .../chezod_117_predicted_z_scores_rand_4.json | 1 + .../chezod_117_predicted_z_scores_rand_5.json | 1 + .../chezod_117_predicted_z_scores_rand_6.json | 1 + .../chezod_117_predicted_z_scores_rand_7.json | 1 + .../chezod_117_predicted_z_scores_rand_8.json | 1 + .../chezod_117_predicted_z_scores_rand_9.json | 1 + .../chezod_117_predicted_z_scores_trim_1.json | 1 + .../chezod_117_predicted_z_scores_trim_2.json | 1 + .../chezod_117_predicted_z_scores_trim_4.json | 1 + .../chezod_117_predicted_z_scores_trim_5.json | 1 + .../chezod_117_predicted_z_scores_trim_6.json | 1 + .../chezod_117_predicted_z_scores_trim_7.json | 1 + .../chezod_117_predicted_z_scores_trim_8.json | 1 + .../chezod_117_predicted_z_scores_trim_9.json | 1 + 44 files changed, 5499 insertions(+), 52 deletions(-) create mode 100644 datasets/chezod_117_all_rand_0.fasta create mode 100644 datasets/chezod_117_all_rand_1.fasta create mode 100644 datasets/chezod_117_all_rand_10.fasta create mode 100644 datasets/chezod_117_all_rand_2.fasta create mode 100644 datasets/chezod_117_all_rand_3.fasta create mode 100644 datasets/chezod_117_all_rand_4.fasta create mode 100644 datasets/chezod_117_all_rand_5.fasta create mode 100644 datasets/chezod_117_all_rand_6.fasta create mode 100644 datasets/chezod_117_all_rand_7.fasta create mode 100644 datasets/chezod_117_all_rand_8.fasta create mode 100644 datasets/chezod_117_all_rand_9.fasta create mode 100644 datasets/chezod_117_all_trim_0.fasta create mode 100644 datasets/chezod_117_all_trim_1.fasta create mode 100644 datasets/chezod_117_all_trim_2.fasta create mode 100644 datasets/chezod_117_all_trim_4.fasta create mode 100644 datasets/chezod_117_all_trim_5.fasta create mode 100644 datasets/chezod_117_all_trim_6.fasta create mode 100644 datasets/chezod_117_all_trim_7.fasta create mode 100644 datasets/chezod_117_all_trim_8.fasta create mode 100644 datasets/chezod_117_all_trim_9.fasta create mode 100644 examples/models.zip create mode 100644 models.zip create mode 100644 notebooks/additional_studies-fixed.ipynb create mode 100644 results/chezod_117_predicted_z_scores_rand_1.json create mode 100644 results/chezod_117_predicted_z_scores_rand_10.json create mode 100644 results/chezod_117_predicted_z_scores_rand_2.json create mode 100644 results/chezod_117_predicted_z_scores_rand_3.json create mode 100644 results/chezod_117_predicted_z_scores_rand_4.json create mode 100644 results/chezod_117_predicted_z_scores_rand_5.json create mode 100644 results/chezod_117_predicted_z_scores_rand_6.json create mode 100644 results/chezod_117_predicted_z_scores_rand_7.json create mode 100644 results/chezod_117_predicted_z_scores_rand_8.json create mode 100644 results/chezod_117_predicted_z_scores_rand_9.json create mode 100644 results/chezod_117_predicted_z_scores_trim_1.json create mode 100644 results/chezod_117_predicted_z_scores_trim_2.json create mode 100644 results/chezod_117_predicted_z_scores_trim_4.json create mode 100644 results/chezod_117_predicted_z_scores_trim_5.json create mode 100644 results/chezod_117_predicted_z_scores_trim_6.json create mode 100644 results/chezod_117_predicted_z_scores_trim_7.json create mode 100644 results/chezod_117_predicted_z_scores_trim_8.json create mode 100644 results/chezod_117_predicted_z_scores_trim_9.json diff --git a/.gitignore b/.gitignore index bae918c..132290c 100644 --- a/.gitignore +++ b/.gitignore @@ -44,9 +44,12 @@ __pycache__ # End of https://www.toptal.com/developers/gitignore/api/macos *.html -# pythorch files +# pytorch files *.pt +# onnx files +*.onnx + .adopt-venv .vscode build/ diff --git a/datasets/chezod_117_all_rand_0.fasta b/datasets/chezod_117_all_rand_0.fasta new file mode 100644 index 0000000..967b396 --- /dev/null +++ b/datasets/chezod_117_all_rand_0.fasta @@ -0,0 +1,234 @@ +>4307 +GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVNITIKQHTVTTTTKGENFTETDIKIMERVVEQMCTTQYQKESQAYYDGRRS +>15768 +MSTNPKPQRKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGVRATRKTSERSQPRGRRQPIPKARRPEGRTWAQPGYPHHHHHH +>15397 +GTQNRPLLRNSLDDLVGPPSNLEGQSDERALLDQLHTLLSNTDATGLEEIDRALGIPELVNQGQALEPKQD +>15123 +GESGERWARQVSGGHFVTLHGAERLEEETNDEDVSDIERRIAMRLAERRQEDSATHGDE +>6047 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+ATPAPAAEMPGITIISASQTGNARRVAEALRDDLLAAKLNVKLVNAGDYKFKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLFSKKAPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRAPVAAPSQSVA +>15506 +GSNGADNAHNNAFGGGKNPGIGNTSGAGSNGSASSNRGNSNGWSWSNKPHKNDGFHSDGSYHITFHGDNNSKPKPGGNSGNRGNNGDGAS +>6112 +GSHMEHPKPSACRNLFGPVDHEELTRDLEKHCRDMEEASQRKWNFDFQNHKPLEGKYEWQEVEKGSLPEFYYRPPRPPKGACKVPAQE +>15398 +PNRSISPSALQDLLRTLKSPSSPQQQQQVLNILKSNPQLMAAFIKQRTAKYVANQPGMQ +>19357 +MEANIRGQGGLAYPGVRTHGTLESVNGPKAGSRGLTSLADTFEHMIEELLDEDQKVRPNEENNKDADLYTSRVMLSSQVPLEPPLLFLLEEY +>15141 +MKAKRSHQAIIMSTSLRVSPSIHGYHFDTASRKKAVGNIFENTDQESLERLFRNSGDKKAEERAKIIFAIDQDVEEKTRALMALKKRTKDKLFQFLKLRKYSIKVH +>15711 +ATKAVAVLKGDGPVQGIINFEQKESNGPVKVWGSIKGLTEGLHGFHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSRLACGVIGIAQ +>16296 +PGPEEQEEEPQPRKPGTRRERTLGAPASSERSAAGGRGPRGHKRKLNEEDAASESSRESSNEDEGSSSEADEMAKALEAELNDLM +>17760 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+MKHDHHQGHTHSGKGHACHHEHNSPKTQQASSKMEGPIVYTCPMHPEIRQSAPGHCPLCGMALEPETVTVSEVVSPEYLDMRRR +>15097 +PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLPLWKQQNLKKEKGLF +>19478 +GPDSMDCQAVLQTLLSRTDLDPRVLSNTGWGQTQIKQDTVWDIEEVPRPEGKSDKGTEGWESAATQTKNSGGWGDAPSQSNQMKSGWGEL +>6580 +LKTFSSKSEYQLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLVHHYMPPPGTPSFSLPPTEPSSEVPEQPPAQALPGSTPKRAYYIYSGGEKIPLVLSRPLSSN +>16160 +GHMKMADAKQKRNEQLKRWIGSETDLEPPVVKRKKTKVKFDDGAVFLAACSSGDTEEVLRLLERGADINYANVDGLTALHQASIDDNVDMVKFLVENGAN +>5070 +ALFSGDIANLTAAEIEQGFKDVPSFVHEGGDVPLVELLVSAGISPSKRQAREDIQNGAIYVNGERLQDVGAILTAEHRLEGRFTVIRRGKKKYYLIRYALEHHHHHH +>15409 +GSLRVKFSRSADAPAYQQGQNQLYNELNLGRREEYDVLDKRRGRDPEMGGKPRRKNPQEGLYNELQKDKMAEAYSEIGMKGERRRGKGHDGLYQGLSTATKDTYDALHMQALPPR +>19171 +MHHHHHHSSGLVPRGSEFDEWTPGTAVLTSPVLVPGCPSKAVDPGLPSVKQEPPDPEEDKEENKDDSASKLAPEEEAGGAGTPVITEIFSLGGTRFRDTAVWLPRSKDLKKPGARKQ +>15441 +SHHHHHHSMANSAGSSNTQTPDASLQATVNGQSGGKKQPLNLSVYNVQATNIPPKETLVYTKQTQTTSTGGGNGD +>19114 +MPLGSPEFMSSSAGSGHQPSQSRAIPTRTVAISDAAQLPHDYCTTPGGTLFSTTPGGTRIIYDRKFLLDRRNSPMAQTPPCHLPNIPGVTSPGTLIEDSKVEVNNLDNLDNHDRKHAVGDDAQFEMDI +>7358 +GNHSGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDSDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKVSLEHHHHHH diff --git a/datasets/chezod_117_all_rand_1.fasta b/datasets/chezod_117_all_rand_1.fasta new file mode 100644 index 0000000..bba9573 --- /dev/null +++ b/datasets/chezod_117_all_rand_1.fasta @@ -0,0 +1,234 @@ +>4307 +GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVNITIKQHTVNTTTKGENFTETDIKIMERVVEQMCTTQYQKESQAYYDGRRS +>15768 +MSTNPKPQRKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGVRATRKTSERSQPRGRRQPIPKARRPEGRTWAQPRYPHHHHHH +>15397 +GTQNRPLLRNSLDDLVGPPSNLEGQSDERALLDQLHTLLSNTDATDLEEIDRALGIPELVNQGQALEPKQD +>15123 +GESGERWARQVSGGHFVTLHGAERLEEETNDEDVSDIERRIAMRLAETRQEDSATHGDE +>6047 +MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTMSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRHLLQTMSSRTP +>17290 +MGSSHHHHHHSSGLVPRGSHMYRKDKRRQEPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTLRRSPDDRPLMTPNTITMIPNSLVGLQTLHPYNTFAAGFNSTGLPHSHSTTRV +>16876 +MAEEIKNVPEQEVPKVATEERSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTTEVEVKEEEKKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPKTTVEEEKKDKE +>15736 +MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEETLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVKLGGDLGTYVINKQTPNKQIWLSSPSSGPYRYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDLSSLAYSGKDA +>25118 +LADGSSDAAREPRPAPAPIRRRSSNYRAYATEPHAKKKSKISASRKLQLKTLLLQIAKQSLEREAEERRGEKGRHHHHHH +>15274 +GSHMSSSSESTGTPSNPDLDAGVSEHSGDWLDQDSVSDQFSVEFEVESLDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESDTDSFEEDPEISQADYWK +>4950 +GGKWSKSSVVGRPAVRERMRRAEPAADGVGAASRDLEKHGAITSSNTAANNAACAWX +>16505 +MKKRPKPGGWNTGGSRYPGQGSPGGNRYPPQGGGTWGQPHGGGWGQPHGGGWGQPHGGGWGQPHGGGWGQGGGTHNQWNKFSKPK +>11454 +GILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQAGQQKEGEQNQQTQQQQILIQPQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPNSGPIIIRTPTVGPNGQVSWQTLQLQNLQVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDLKGSHHHHHH +>15131 +ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQDENPVVHFFKNIVTPRTPPPSQGKGRGLSLSRFSWGAEGQRPGFGYGGRASDYKSAHKGFKGAYDAQGTLSKIFKLGGRDSRSGSRMARRLEHHHHHH +>6078 +MNTDQQKVSEIFQSSKEKLQGDAKPVSDAFKKMASQDKDGKTTDADESEKHNYQEQYNKLKGAGHKKELEHHHHHH +>4287 +GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMIIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSARKARKNWIR +>15086 +MPTKTYSEEFKRDAVALYENSDGASLQQIANDLGINRVTLKNWIIKYGSNHCVQGTTPSAAVSEAEQIRQLKKENALQRARTRHPAESCLEHHHHHH +>16912 +GIKQYSQEELKEMMLVEIAHELFEEHKKPVPFQELLNEIASLLGVKKEELGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDFDEEDLDEDDDDLEIEEDIIDEDDEDYDDEEEEIK +>18177 +MQKLSARLRALRQRQLDRAAAAVEPDVVVKRQEALAAARLKMQEELNAQVEKHKEKLKQLEEEKRRQKIEMWDSMQEGKSYKGNAKKPQEEDSPGPSTSSVLKRKSDRKPLRGGGYNPLSFEGGGACSWRPGRRGPSSGGCG +>18198 +GFMGASGGEDDELKGLLGLPEEETELDNLTEFNTAHNKRISTLTIEEGNLDIQRPKRKRKNSRVTFSEDDEIINPEDVDPSVGRFRNM +>15179 +GHMPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDEMNILATYHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEATEAMAPDILARKLAAAEGLEPKYRIYEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKLARQLISKDL +>18248 +ASSHSLLFSSSFLSKPSSFTPSLRRFVYLPTRQFWPRQRHGFSTVFAVATEPAISSSGP +>7279 +MSESSSKSSQPLASKQEKDGTEKRGRGRPRKQPPVSPGTALVGSQKEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTPGRKPRGRPKKLEKEEEEGWSQESSEEEQ +>18446 +MGEKTVKLYEDTHFKGYSVELPVGDYNLSSLISRGALNDDLSSARVPSTLRLEVFQHNNFKGVRDFYTSDAAELSRDNDASSVRVSKMETTN +>19650 +SLLDKLDSKAGMEEDHTYEGLDIDQTATYEDIVTLRTGEVKWSVGEHPGQE +>19224 +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLFMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQAASPAKGEPS +>5204 +SKKIKDPDAAKPEDWDERAKIDDPTDSKPLDWDKPEHIPDPDAKKPEDWDEEMDGEWEPPVIQNPEYKGEWKPR +>4686 +SKSMQVPFSRCCFSFAEQVIPLRAILCYRNTSSICSNEGLIFKLKRGKEACALDTVGWVQRHRKMLRHCPSKRK +>10010 +EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRVYVEELKPTIEGDLEILLQKWENDECAQKKIIAEKTKIPAVFKIDALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQLEEQCHI +>19672 +WVTVQRTEAAERCGLHGSYVLRVEAERLTLLTVGAQSQILEPLLSWPYTLLRRYGRDKVMFSFEAGRRCPSGPGTFTFQTAQGNDIFQAVETMIHRQKAQG +>18890 +SVQDGVRQSRASDKQTLLPNDQLYQPLKDREDDQYSHLQGNQLRRN +>5545 +SYYHHHHHHDGDIPTTENLYFQGAMGSGPCRRHLDSVLQQLQTEVYRGAQTLYVPNCDHRGFYRKRQCRSSQGQRRGPCWCVDRMGKSLPGSPDGNGSSSCPTGSSG +>17483 +MSDAGRKGFGEKASEALKPDSQKSYAEQGKEYITDKADKVAGKVQPEDNKGVFQGVHDSAEKGKDNAEGQGESLADQARLYMGAAKSKLNDAVEYVSGRVHGEEDPTKK +>11019 +GSFTMPGLVDSNPAPPESQEKKPLLPCCACPETKKARDACIIEKGEEHCGHLIEAHKECMRALGFKI +>15563 +MASNKSKPKDASQRRRSLEPAENVHGAGGGAFPASQTPSKPASADGHRGPSAAFAPAAAEPSLFGGFNSSDTVTSPQRAGPLAGGSAWSHPQFEK +>18578 +GSKRRELDDPGAYNYPFTWNTPSAPPGYNIAVKPDQIQYTELSNAKIAYKQNKANIAQEQQYGSHEEHLPADLETLQREIRMAQERLDLAIQAYHFQNNPHGPREKKAKVGSKSGSNKSSISSKSGDGKTSVWI +>17836 +MAYSEKVIDHYENPRNVGSFDNNDENVGSGMVGAPACGDVMKLQIKVNDEGIIEDARFKTYGCGSAIASSSLVTEWVKGKSLDEAQAIKNTDIAEELELPPVKIHCSILAEYAIKAAIADYKSKREAK +>5076 +MKKVIATKVLGTVKWFIVRNGYGFINRNDTKEDVFVHQTAIKKNNPRKYLRSVGDGETVEFDVVEGEKGAEAANVTGPG +>5736 +MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAYFREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVAGQFEDADVDH +>18631 +MAAPGERGRFHGGNLFFLPGGARSEMMDDLATDARGRGAGRRDAAAGASTPAQAPTSDSPVAEDASRRRPCRACVDFKTW +>4286 +GSPEFMSSSTPFDPYALSEHDEERPQNPQSKSRTAELQAEIDDTVGIMRDNINKVAERGERLTSIEDKADNLAVSAQGFKRGANRVRKAMWYKDLKMK +>19332 +MVRTKADSVPGTYRKVVAARAPRKVLGSSTSATNSTSVSSRKAENKYAGGNPVCVRPTPKWQKGIGEFFRLSPKDSEKENQIPEEAGSSGLGKAKRKACPLQPDHTNDEFE +>15180 +GHMDEEDGEPPYYPESGCVEIPGLSEEEDPAPSRKIHFSTAPIQVFSTYSNEDYDRRNEDVDPMAASAEYELEKRVERLEL +>2956 +MKPVTLIDVAEYAGPSYQTVSRVVNQASHVSAKTREKVEAAMAELNYIPNRVAQQL +>18927 +ENREIQPPFKPKVSGKGAENFDKFFTRGQPVLTPPDQLVIANIDQSDFEGFSYVNPQKVHPILQSAVX +>18867 +SLRKRWQNEKLGLDAGDEYEDEILYEGLNLDDCSMYEDISRGLQGTYQDVGSLNIGDVQLEKP +>4034 +AIPKRLCLVCGDIASGYHYGVASCEACKAFFKRTIQGNIEYSCPATNECEITKRRRKSCQACRFMKALKVGMLKEGVRLDRVRGGRQKYIRRLDSENS +>19482 +NPLEAVVFEERDGNAVLNLLFSLRGTKPSSLSRAVKVFETFEAKIHHLETRPDQRPLAGSPHLEYFVRFEVPSGDLAALLSSVRRVSDDVRSA +>25093 +MIHSSVKRWGNSPAVRIPATLMQALNLNIDDEVKIDLVDGKLIIEPVRKEWVFTLAELVNDITPENLHENIDWGEPKDKEVW +>15430 +MNLEPPKAEIRSATRVMGGPVTPRKGPKKFKQRQTRQFKSKPPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFNHLELHELAQYGII +>25327 +GSHMADENANRPVNPGEDPNEAFRSTPFEATTSALGDCRECIAYRTGATTGKGSRRHDDTVSREIKGSSATPGGSEKAGTQRQ +>17048 +ASTASPAKAESSGVIDLFGDAFGSGASETQPRPQAVSSSSASADLLAGFGGSFMAPST +>16670 +MAGGAWGRLACYLEFLKKEELKEFQLLLANKAHSRSSSGETPAQPEKTSGMEVASYLVAQYGEQRAWDLALHTWEQMGLRSLCAQAQEGAQHSLEHH +>15162 +NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLYDSARGTQTGFVRHDDGYVSTSISLRSAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAADGYGLAGF +>15336 +GAMESAERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSILNPINSRRKFSIVQKTPLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLKECLFDDME +>5022 +AFPSPAADYVEQRIDLNQLLIQHPSATYFVKASGDSMIDGGISDGDLLIVDSAITASHGDIVIAAVDGEFTVKKLQKRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHVVKAMR +>15855 +GPHMTLEEFSALEQKTERMDKVGDALEEVLSKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADEDDDRDVALQIHFTLIQAFCCENDINILRVSNPGRLAELLLLETDAGPAASEGAEQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVPVINLPER +>16450 +MAYQQDPCANPTRQTGKTGGQTDQYGNPVHQTEALGAYGAGTGTGMHGGEHQQQPHQQPGVLNRFGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTSATSTPGQGQQQKGMMEKIKEKLPGAH +>15766 +AVPVESKPDKPSGKSGMDAALDDLIDTLGGPEETEEENTTYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGPPADSNKPIGPDDAIDALSSDFTCGSPTAAGKKTEKEESTEVLKAQSAGTVRSAAPPQEK +>6431 +EAESLTSAQKAKAEERKRRKMSRGLPDKTEEEKSVMAKKLEQKPKGEGIPTTAKLKVDEFESNVNEVKDPYNSADFPGDDEEDEPEIPVSPRPRPLAELQLKEKAVPIPEASSFFIFSPTNKVRVL +>17926 +MGSSHHIHHHSSGLVPRGSHMAAPEGGISDVVEKSIKEAQETCAGDPVSGECVAAWDEVEELSAAASHARDKKKADGSDPLEEYCKDNPETNECRTYDN +>4280 +ASASPKQRRSIIRDRGPTYDDPTLPEGWTRKLKQRKSGRSAGKYDVYLINPQGKAFRSKVELIAYFEKVGDTSLDPNDFDFTVTGRGSGSGC +>6139 +DEAQFKECYDTCHKECSDKGNGFTFCEMKCDTDCSVKDVKEKLELYKPKN +>11338 +GSSGSSGMTDYGEEQRNELEALESIYPDSFTVLSENPPSFTITVTSEAGENDETVQTTLKFTYSEKYPDEAPLYECFSQENLEDNDVSDILKLLALQAEENLGMVMIFTLVTAVQEKLNEIVDQIKTR +>18889 +SLKNRKAKAKPVTRGAGAGMRQRGQNKERPPPVPNPDYEPIRKGQRDLYSGLNQRRI +>19485 +MGLSFPSPGESAPPTPDLEEKRAKLAEAAERRQKEAASRGILDVQSVQEKRKKKEKIEKQIATSGPPPEGGLRWTVSLEHEHHHH +>15174 +GXSFCKADEKXCEYHADCCNCCLSGICADSTNWILPGCSTSSFFKI +>6974 +MQPHSAKWYDRRDYVFIEFCVEDSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNWLSVDFNNWKDWEDDSDEDMSNFDRFSEMMNNMGGDEDVDLPEVDGADDDSQDSDDEKMPDLE +>19796 +GRAMGLPGERGLRGEPGSVPNVDRILETAGIKASALREIVETWDESSGSFLPVPERRRGPKGDSGEQGPPGKE +>5956 +MADKRAHHNALERKRRDHIKDSFHSLRDSVPSLQGEKASRAQILDKATEYIQYMRRKVHTLQQDIDDLKRQNALLEQQVRALEGSGW +>7292 +GAMGSEPQDGNYFEHKHNIRPKPFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFRVLQGMVDDGSDDRPAGPRS +>19037 +LLQEALSAYFDSMKIPSGQPETADVSREQVDKELDRASNSLISGLSQDEEDPPLPPTPMNSLVDECPLDQGLPKLSAEAVFEKCSQISLSQSTTASLSKT +>1128 +VVYTDCTWSGQNLCLCEGSNVCGQGNKCILGSDGEKNQCVTGEGTPKPQSHNDGDFEEIPEEYLQ +>4272 +MSATAATAPPAAPDGEGGPPAPPPNLTSNRRLQQTQAQVDEVVDIMRVNVDKVLERDQKLSELDDRADALQAGASQFETSAAKLKRKYWWKNLKMM +>15136 +MSQKQEEENPAEETGEEKQDTQEKEGILPERAEEAKLKAKYPSLGQKPGGSDFLMKRLQKGQKYFDSGDYNMAKAKMKNKQLPSAGPDKNLVTGDTIPTPQDLPQRKSSLVTSKLAGGQVE +>11388 +GSSGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPHVERKILDLFQLNKLVAEEGGFAVVCKDRKWTFIATKMGFAPGKAVGSHIRGHYERILNPYNLFLSGDSLRCLQKPNLTSDTKDKEY +>6968 +MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEGVVYVGSKTKEGVVHGVATVAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEAYEMPSEEGYQDYEPEA +>6498 +MASVLEELQKDLEEVKVLLEKSTRKRLRDTLTSEKSKIETELKNKMQQKSQKKPELDNEKPNAVVAPLTTGYTVKIS +>6212 +NKELDPVQKLFVDKIREYRTKRQTSGGPVDAGPEYQQDLDRELFKLKQMYGKADMNTFPNFTFEDPKFSVVEKPQS +>19521 +GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAREVIPMAAVKQALREGGDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELYGNNAAAESRKGQER +>6970 +MQAIKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSANVMVDGKPVNLGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGTKLDLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGLKTVFDEAIRAVLSPPVVK +>5313 +GPLGSPSKDCGSPKYAYFNGPSSPTAPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNWANYSAEQNRMGQAGSTISNSHAQPFDFPDDNQNAKKVAAGHELQPLAIVDQRPSSRASSRASSRPRPDDLEI +>6846 +HLMYTLGPDGKRIYTLKKVTESGEFTKSAHPARFSPDDKYSRQRVTLKKRFGLVPGQHHHHHH +>19135 +MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGNYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQGL +>4716 +GPLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFNAHKDKKGPRTIAEMRKEEMAKEMDPEKLKILEWIEGKERNIRALLSTMMTVLWAGETKWKPVGMADLVTPEQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSEFENQGQKPLY +>6521 +GSHMNNTSSSPQPKKKPLDGEYFTLQIRGRERFEMFRELNEALEIKDAQAGKEPG +>26549 +GHMASGSLRGGEPEPDVTVLTSMLTDPSHITAETKKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEASEDVVCC +>11526 +MNIVPQDTFKSQVSTDQDKSVLSSAVPSLPDTLRQQEGGAVPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQIFGIACPMKRTMEMEIVNRTDFNPLSTNGSIHRDILLNKECSIDWEDVYPGTGLQASTMVGDDVHSKIEKQLGI +>19364 +MRGSHHHHHHGSATFPPATSAPQQPPGPEDEDSSLEESDLYSLAHSYLGGGGRKGRTKREAAANTNRPSPGGHERKLVTKLQNSERKKRGARR +>15719 +AKTKGNKVNVGVKYAEKQERRFEPEKLREGRNIIGLQMGINKFASQQGMTAYGTRRHLYDPKLGTDQPLDQATISLQMGTNKGASQAGMTAPGTKNQI +>4985 +ATPAPAAEMPGITIISASQTGNARRVAEALRDDLLAAKLNVKLVNAGDYKFKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLFSKKVPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRAPVAAPSQSVA +>15506 +GSNGADNAHNNAFGGGKNPGIGNTSGAGSNGSASSNRGNSNGWQWSNKPHKNDGFHSDGSYHITFHGDNNSKPKPGGNSGNRGNNGDGAS +>6112 +GSHMEHPKPSACRNLFGPVDHEELTRDLENHCRDMEEASQRKWNFDFQNHKPLEGKYEWQEVEKGSLPEFYYRPPRPPKGACKVPAQE +>15398 +PNRSISPSALQDLLRTLKSPSSPQQQQQVLNILKSNPQLWAAFIKQRTAKYVANQPGMQ +>19357 +MEANIRGQGGLAYPGVRTHGTLESVNGPKAGSRGLTSLADTFEHMIEELLDEDQKVRPNEENNKDADLYTIRVMLSSQVPLEPPLLFLLEEY +>15141 +MKAKRSHQAIIMSTSLRVSPSIHGYHFDTASRKKAVGNIFENTDQESLERLFRNSGDKKAEERAKIIFAIDQDVEEKTRALMALKKRTKDKLFQFLKLRKYSIKVA +>15711 +ATKAVAVLKGDGPVQGIINFEQKESNGPVKVWGSIKGLTEGLHGTHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSRLACGVIGIAQ +>16296 +PGPEEQEEEPQPRKPGTRRERTLGAPASSERSAAGGRGPRGHKRKLHEEDAASESSRESSNEDEGSSSEADEMAKALEAELNDLM +>17760 +MEEPQSDPSVEPPLSQETFSDLWKLLPENNVLSPLPSQAMDDLMLSSDDIEQWFTEDPGPDEAPRMPEAAPPVAPAPAAPTPAAPAPAPSWPL +>19507 +MAEMKTDAATLAQEAGNFERISGDLKTQIDQVESTAGSLQGQWRGAAGTAAQAAVVRFQEAMNKQKQELDEISTNIRQAGVQYSRADEEQQQALSSQMGFKLAAALEHHHHHH +>4922 +IKVLLGADDGSLAFVPSEFSISPGEKIVFKNNAGFPHNIVFDEDSIPSGVDASKISMSEEDLLNAKGETFEVALSNKGEYSFYCSPHQGAGMVGKVTVN +>17325 +GPMELSVSSDSDSSQAGSNAANQPMLWPAWVYCTRYSDRPSSGPRSRKPKKKNPNKEDKRPRTAFTAEQLQRLKAEFQTNRYLTEQRRQSLAQELGLNESQIKIWFQNKRAKIKKAT +>15672 +PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPYRDPRPPPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEHDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHHHH +>15176 +GHMDPKGRKKIQFSVPAPPSQLDPRQVEMIRRRRPTPALLFRVSEHSSPEEESSPHQRTSGEGHHPKSKRPNPSAYTPPSLNAVQRIAESHLQTISNLSENQASEEEDELGELRELGYPQ +>17205 +MTETDKKQEQENHAECEDKPKPCCVCKPEKEERDTCILFNGQDSEKCKEFIEKYKRCMKGYGFEVPSAN +>4914 +LGASWHRPDKCCLGYQKRPLPQVLLSSWYPTSQLCSKPGVIFLTKRGRQVCADKSKDWVKKLMHQLPVTAR +>hmbdi +MKHDHHQGHTHSGKGHACHHEHNSPKTQQASSKMEGPIVYTMPMHPEIRQSAPGHCPLCGMALEPETVTVSEVVSPEYLDMRRR +>15097 +PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAVRGMTRSAFANLPLWKQQNLKKEKGLF +>19478 +GPDSMDCQAVLQTLLSRTDLDPRVLSITGWGQTQIKQDTVWDIEEVPRPEGKSDKGTEGWESAATQTKNSGGWGDAPSQSNQMKSGWGEL +>6580 +LKTFSSKSEYQLVVNAVRILQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLVHHYMPPPGTPSFSLPPTEPSSEVPEQPPAQALPGSTPKRAYYIYSGGEKIPLVLSRPLSSN +>16160 +GHMKMADAKQKRNEQLKRWIGSETDLEPPVVKRKKTKVKFDDGAVFLAACSSGDTEEVLRLLERGADINYANVDGLTALHQASIDDNVDMVKFLAENGAN +>5070 +ALFSGDIANLTAAEIEQGFKDVPSFVHEGGDVPLVELLVSAGISPSKRQAREDIQNGAIYVNGERLPDVGAILTAEHRLEGRFTVIRRGKKKYYLIRYALEHHHHHH +>15409 +GSLRVKFSRSADAPAYQQGQNQLYNELNLGRREEYDVLDKRRGRDPEMGGKPRRKNPQEGLYNELQKDKMAEAYSEIGMKGERRRGKGHDGLYQGLSTATKDTYDANHMQALPPR +>19171 +MHHHHHHSSGLVPRGSEFDEWTPGTAVLTSPVLVPGCPSKAVDPGLPSVIQEPPDPEEDKEENKDDSASKLAPEEEAGGAGTPVITEIFSLGGTRFRDTAVWLPRSKDLKKPGARKQ +>15441 +SHHHHHHSMANSAGSSNTQTPDAPLQATVNGQSGGKKQPLNLSVYNVQATNIPPKETLVYTKQTQTTSTGGGNGD +>19114 +MPLGSPEFMSSSAGSGHQPSQSRAAPTRTVAISDAAQLPHDYCTTPGGTLFSTTPGGTRIIYDRKFLLDRRNSPMAQTPPCHLPNIPGVTSPGTLIEDSKVEVNNLDNLDNHDRKHAVGDDAQFEMDI +>7358 +GNHSGKRELSAEKASKDGEIHRGEAGSKRSVGKLSQTASEDSDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKVSLEHHHHHH diff --git a/datasets/chezod_117_all_rand_10.fasta b/datasets/chezod_117_all_rand_10.fasta new file mode 100644 index 0000000..4ef4123 --- /dev/null +++ b/datasets/chezod_117_all_rand_10.fasta @@ -0,0 +1,234 @@ +>4307 +GQGGGTHNQWNKPSKPKKNMKHHAGAAAAGAVVGGLGGFMLGSAMPRPMAHFGNDWEDRYYREFMNRYPNQVYYRPVDQYNNQNNFVHDCVQITIKQHTVTTITKGENFTETDIFIMERCVEQMCTTQYQKESQAYYDGRRS +>15768 +MSTNPKPQRKTFRNTNRRPQDVKFPHTGQIVGGVSLLPRRGPRLGVRATRKTSERSQDRGRRQPIIKARRPEGPTWARWGSPHHHHHH +>15397 +GTQNRPLLRNSLDDLNGPPNNLEGQSDEREMLDQLHTWLSNTDATGAEDIDRALGIPELVNQGQALDPKQD +>15123 +GESGHRWLRQVSGGHFGNLWGAEDLEEETNDEDVSYIEDRIAMRLAERRQTDSAFHGDE +>6047 +MKLAWYILELLTSANRTNGTADLLVPELRELAKGRPVSRTTLAGILDWPAERVAAVLEQATKTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFYALIGRTARVSSHCAATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAIDWASKHQGLFGLAIVSVHEAFGLTQEFNRHLLQTISSPTP +>17290 +MGSSTHHHHHSSGLVPRGSHMYRKPKRRQEPLRQPSPQRGADAPELGAAPEEEMAALQLGPTHHECEASPPHDTLRLTALPDYTLTLRRSPDDIPPMTYNTIAMIPNMLVGHQTLHPYNTFAAGFNSTGLPHSHSTTYV +>16876 +GAEEIKNVPEQEVPKVATEESSAEKTDRGLFSFLGKKKDETKPEETPIASEWEQKVHISEPEPETKHESLLEKLHRSDSSSSSSSEEEGRMGEKRKKKKEKKKPTTEVEVKEEEKYGFMEKLGEKLPGHKKPEDGSAVAAAPVVVPPPVEEAHPVEKKGILEKIKNKLPGYHPKTTVEEEKKDKE +>15736 +MGSSHHNHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNKIWNVKKQSVYLMNNRKSGTLGHPGSLDETTYERFAEYTLDSLAEFEEDLADKPYTFEDYDVSDGSGVLTVKHGGDLGTYVINKQTPNKQIWLTSPRSGPKRYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDLSSLAYSGKDA +>25118 +CAEGSSDAAREPRVAPAPIRRRSSNYRGYATEPHAKKPSNRSASRKLQLKTFLLQIAVQELEREAEERRGEKGRSHHHHH +>15274 +GSHMSSSSSSTGTPSNPPLDAGVSAHSGDMLDQDSVSDQFSVEFEVENLDSEDYSLSEEGQELSDEDDEGYQLTQYQAGESDTDSFEEDPEISLADAWI +>4950 +HGKWVKSSVVGCPGVRERMRRVEPAADRVGAASRDLEKHGAITSSNTAAYLFACAGX +>16505 +MKKRPKPGFWNTGGTRYPGQGEHGGNRYPPQGGGTWGQPHGGGWGQPVGGGWGQPHSGGWGQPHGGGWINGGGTHNQWNKFSKPK +>11454 +GILTGSQGQTPQRESGLQGSDALNIQQNQTCGGSLQAGQQKEGNQNQQTQQQQILIQPQLVQGGQALQALQAIQLSGQTFTTQAISQETLDNLQLQAVPNSGPSIIRTPTVGPNGQVSWQTLQLQNLQVQNPQQQTITLAPMQGVSSGQTPGGTLEDYKDDDDKGSHHHHHH +>15131 +ASQKRPSQRSKYLATASTMDKTRQGFLPRHRDTGILDSSGRFFSGDRGAPKRGSGKDSKGRTTHYGSLPQKSQHGRTQDENPVVHFFKNIVTPRTPPPFQGKGRGLSLSRVSWGAEGQRPGFGYGGRASDYKSAHKGFKGAYDAQGTLSKIFKLGGRDSRSGSPMARRLEHHHHCH +>6078 +MNTDQQKESEIFQFSKEPLQGDATVVSDCNKKMASQSYDGKTTDADESEHHNHQEQYNKLKGAGHKKELEHHHHHH +>4287 +GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKYKNEIKSAQRDGIHDTNKQPQAENSRQRFLKLIQDYRIVDYNYKEENNFQAKRQYMIIQPEATEDEVEMKIQDVGGQQIFSQALLNANRRGEAKTALAEVQARHQTLHKLEKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSARKARKNKIR +>15086 +MPPKTQSEEFKRDAVALYENSDHASLQQIANDLGIMRVTLKEWIIKYGSVHNTQGTTPSAAVSEAKQIRQLKKENALQRARTRHPAEYCLEHHLHHH +>16912 +GIKQYSQEELKNMAMVEIAHELFEEHKKPDPFQELLNEIASQLGVKKEELGDRIAQFYTDLNIAGRFLPLSDQTWGLRSWYPYDQLDEQTQPTVKDKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDFDEEDLDEDDDDLEIEEDIIDEDDEDYDDEECEIK +>18177 +MQALSATLRALRQRQLDRAAAAVEPDVVVKRQEALEAARLKMQEELNAQVEKHKEKLKQLEEEKRRQKIEMWDSMQEGKSYIVEAKKPQEEDSPGPSTSSVLKRKSDRKPLRGVGYNPLSGEGHGACSWRPGRRGPSFGGCG +>18198 +GAMGASAGEDDELKRGKGLPEEETELAWLTEFNTAHDKRISTLTIEEGNLAIQRPKRKRKNSRVTFSGDDEIINPEDVDPSVTRFRNM +>15179 +GHMPAKGILKNKTSTTSSMVASSEQPYGNVDEELSKKSQKWDEMNTLDTYHPAIKDYGLMKIDEPSTPYHSMMGDDEDACSDTEATEAMAPQILARKLAAAEGLEPKYRIQEQESSGEEDSDLSPEEREKKRQFETLRKLHYNEGLNIKLARQLISKDK +>18248 +LSSHSLLFSSSQLSKPSSSTSSSRRFRYLPRRQFWPRKRHGFSTVKAVATEGAISWSGP +>7279 +MSESSSKSSQPLASKQEKDGTDKRGRWTPRTQPPVSPGTALVGSQKECSEVYTPKRPRGLPKGSKNKNAAKTRKTTTTPGRKPRGRPKKLEREEEEGISQESSEEEQ +>18446 +MGEKTVKLYEDTHVKGYSVMLPVGDYNLSSLISRGALNRDLSSARVPSGLRLEVFQHNNFKHLRDFYTSPVAELVRDNDASSVRVIKMETTN +>19650 +SLLMKADSKAGMEEDHTYEGADSDQTATYEDIATCRTGAVKASPGEHPGQE +>19224 +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNFCGHFWEMVWEQKSRGVVMLNRVMEKGSLSCAQYWPQKEEKEMIFEDTNLKLTLMSEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSNEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMGKWRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSNEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPQGIESMSQDTEVQSRVVGGYLRGAQAASPAKGEPS +>5204 +SKKISDPDAAKPEDWDEQAKIDDPTDSKPEDWDKPFHIPPPDAKKPEDWDEEMLGAWEKPVQQNPEYKGEWKPR +>4686 +MKSMQVSFSRCCFQFAFQEIPLRKILCYRNTSIICSNEGLIFKLKRGKEACALDTGGLVQRHRKMLRHFPSKRM +>10010 +EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRVYVEELKPTPEGMLEILLQKWENDELAQKKIIAEKTKIPAVFKIDALNENKVLVLITDHKKYLLFCMENSAEPEQSLVCQCLVRTPRVDDEALEKFEKALKFLPMHMRLSFNPTQLEEQCHI +>19672 +WVCVQRTEAAERCGLHGSYVLRVCAERLTLLTVGMQSQILEPLLSWPYTLLRRYGRDKVMFYFIAGRPCPSGPGTFVFQTAQGNDIRQAVETAIHIQKAQI +>18890 +SLQDGVRQWRFSDKQTLLPLRQLYQPLKDNEDDQYSKMQGNQLIRN +>5545 +EYYHHHHHHDYDIPTTENLYFQGEMGSGPCRRHLDSVLQQLQTEVYVGAQTLYVPNCDHRGFYRKVQCRSSSGQRRGPCWCVDRMYPSLPGSPAGNGSSSCPTGSSG +>17483 +MSDAGRKGFGEAASEALKWDSQKPYAEQGQEQITDKADKVAGKVQCEDIKGVFQGVHDSAEKGKDNAEGQGESLADQARDYMGAAKSKLSDAVEYVSGRVHGEEDPKKV +>11019 +GSFTMEGRVDSNPAPPESQEEKPAKPCCACPETWKARDSCIIEKGEEHCGHLIEHHKECMLALGFKI +>15563 +MASNKSKQDDASQRRRTLEPAEHVHGAGGGAFPACQTPSKPASADIHRGPSAAFAPAAAEPRLKGGFNSNDTVTSMQRAGPLAGGSAWSHPQFEK +>18578 +DSKRRELDDPDAYNYPFTWNTPSAPPGYNIARKPDQIQYTEGSNAKIAYKQNKANIAQEQQYGSHEAHLPADLVTLQREIRMAQERLDLAIQAYYHQNNPHGPREHKVKVGSKSGSNKSSISSKSGDQKTSVWI +>17836 +MAYSEKVIYHYENPRNVGSFDNNDEEVGSIMVGAPACGDVMKLQIKVNYQGIIEDARFKTYGCGSAIAASSLVTEWVKLKSLDEAQAIKNTDIAEGLELPPVKIHCSILAEDAMKAAIADYKDKREAK +>5076 +MKKVIASKVLGTVKWFNVRNGYGGINRNHTKEDCFVHQTAIKKENPNKYLRSVIDGETVEFDVVEGPKGATASNVTGPG +>5736 +MHHHHHHMEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLEGSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEWRFVPSDKSALEAMFTAMCECQALIWDPEDEDSDDYDGEEYDVEAHEQGQGDIPTAYTYEEGLSHLTAQGQDTLERHEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVAGQFEDADWDH +>18631 +CAAPGERGRFHGGNLFFLPGGARSEMMDCLATDARGRGAGRRDAKASASTLAQAPTSDSPVAEDINRRRPDRACVDYKCW +>4286 +GSPEFMSSSTPFDPYALSQHDEERPQNVQDKSRTAELQAEIDDTVSIMRDNIDKVNEYGERLTSIEDKADNLAVSAQGDPRGANRARKAMYYKDLKMK +>19332 +MIRTSADSVPGTYRKVVAARAPRKVLGYSTSQTNSTSVSSRKAENKYAGMNPMCVRPTPKWQKGIGIFFRLSPKDSEKENQIPEEAGNSGLGNAKRKACPLQPDHTKDEKE +>15180 +GHMDEQDNEPPYEPESGCVKIFGLSEEEDPAPERKIHFSTAPEQVFSTYCNEDYDPRNEDVDPMAASAEYALEKRVERLDL +>2956 +MKPVKLIDVAEYAGVSYQLNSRVGNSASHVSAKMREVVEWAMAELNYIMNRVAQNL +>18927 +ENKEIQTETKPNVSGKGWENFDKFFTRGQPVITPPDQLVIANIDQSDPEGFSYVNPQFVHPILQSAVX +>18867 +SLRKRHQNEYSGLDAGDEYEDENLDEGLNFVDTSMYEDISRGLQGQYQDVGSVNIGDVQLYKP +>4034 +AIPKRLCIVCGDIASGYHYGVASCIACKAFFKDTIQGNIEGSCPATFECERTKRRRKSCQACRFMKQLKVGMLKEGWRLCRERGGRQKYKRRLDSENS +>19482 +NPLEAVVFEERDGNACYNLLPSLRGTKESSLSRAVKVFETFCAKIHHLEYRPAQRPPAGSPHLEYFVRFEVPSGDLAALLSIDRRVSDDVRSA +>25093 +MIHSSVKRWGNNPEVRIPQTLMQALNLNIDDETKIDLVDGWLIIEPVRKEPVFTLAEPVNDVTPESLKENIDWGEPKDKWVW +>15430 +VNTETPKFEIRSATRVMWGPVTWRPGPPKFKQRQTRQFKSKPPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFNHCELMELAQYGEI +>25327 +GSHMAMENANRPVNPGEDPIEAFRSTPFEATTSALGDCRENIAYRTGATTGKGSRRHDDTLSREIKGLSATPNHSEKAETGIQ +>17048 +ASTASPAKAESSGVSDLAGDAPGSGSKETQWAPQGVSSSSASADLLAGFGSSFMFPST +>16670 +MAGGAWGRLACYLEFLKKEELKMFQLLLANLAHSRYSSGETPAQHEQTSGMEVASYLVSQYGEQREWDEALHTWEQMCLRSLCAQAQEGAGHILEHH +>15162 +NDDKLYRADSRPPDHIKQSGGLMPRGQLDYFDRGTQMNINLYDHARGTQTGFSRHDDGYVSTSMSLRSAHLVGQTILSGHSTYYIYVIASAPCMFNVNDVGGAYSPHPDKQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRDYSNLVIAPAADGYGLAGF +>15336 +GAMESAERRNSILTETLHRFSLEGDAPVSWTPTKKQSFKITAEFGEKRKNSILNPINSIRKFSCVQKTPLQMNGIERDSDEPLERRLSLVPDSEVGEAILPRISVRSTGPTLQARRRQSVLNLMTHSVNQGQNIHRQTTASTRKVSLAPQANLTELDIYSRRLSQETGLEIFEEINEEDLKECLFDDME +>5022 +AFPNPAADYVEQRIDLNQLLIQSPSATSFVKASGDSMIDGGISDGDLLIVDSAITASNKDAVIAAVDGEFTVKKLQLRPTVQLIPMNSTYSPITISSEDTLDKFGVVIHVLKAMR +>15855 +QNHMTLEEFSAGEQKTERMDKVGDALEEVLSKALSQRTLTVGVYEAAKLLNIDPDNVVLCLLAADEDDDRDVALQIHFTLIQAFCCENDLNILRVSNPGRLAELLLLETEAGPAASEGAHQPPDLHCVLVTNPHSSQWKDPALSQLIKFCRESRYMDQWVPVINLPER +>16450 +MAYQQDPCALPTRQTEHTGGQTDQYGNPVHQTEALGAYGAGTGTLCHGGEHQQQPHQLPGVLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGCKDEQKQTSATSTPVQGQQQKGMMEKIKERLPGAH +>15766 +AVTVESKPDKPSGKSGRDAALDDLIDTLNGPEETEEENTTYTGPEPHWPMSSTYIEELGKREVTIPPKYRELLAKKEGITGSPADMSKPIGPDDAIDALSSDDTCGSPTAAGKKTEKEEITEVLKAQSAGTVRSAAPPQEK +>6431 +EAEYLTSAQKAKAEERKQRKMSRGLKDKTEEEKSVMAKKLEQKPKGEGIPTTAKLKVDEFESNVNEVKDPKPSADQPGDDEEDPPEIPVSPRPRPAAELQLKEKAVPISEASSFFIFRPINKVRVL +>17926 +MGSSHHHHNHSSGLVPRGSEMAAPEGGISDVVEKAIKEAQETCAGDPVSGECVAAFDEVEESSAAFSHACHKKKADGGNPLEEYCKDNPETNECRTYDN +>4280 +ASASPKQRRYIIRDRGPRYDDPTLPEGQTRKLKQRKSGRVAGKYKVYLINSQGKAFRSKVELIAVIEKVGDTSLDPVDFDFTVTGRGSGSGY +>6139 +NEAQFKECYITCHKECSYKANTFTFCEMMCDRDGSVKDWKEKLENYKEKN +>11338 +WSSCSSGMTHYGEEQRNELEALESISPDSFTVLSENGPSFTITVTSEAGETDETVQTTLKFTYSEKYPDEAPLYEIFDQENLEDNDCSDQLKLLALQAEENLGMVMIFTLVTAVQEKLNEIVDAIKTR +>18889 +SLKNRKAKAKPVTAGAGAGGRNRGDNKERPHPVPNPDYEPIRKTQRDLYSGPNKHRI +>19485 +MGLSFPSPGESAPPTPDLEEKRAKLAENAERRQKEAASRGILDQQSVEMEGKNKEKIEKQDATSGPPPEGGLRWTVSLEHHHHHH +>15174 +GXSFIKNDEWXCEYHADCCNCVLSAHWAXSTNWILPGCETSGFIKI +>6974 +MQPASAKWYDRRDYVFIEFCVEDSKDVNVNREKSKLIFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTDRSILCCLQKFESGQSWPRLTKERYKLNWLSVDFNNWKDWERDSDESMSNFARFSEMMNNMGDDEDVDLPEVDGADDDSQFSDDEKMPDLE +>19796 +GLAMGLPGERGLRGEPGSDPIVDRLLEYWGIKASALREIVETWDCSSGSFLPVPERRRRPKGQSFEQGPPGIE +>5956 +MADKRAHPNALERFNRDHIKDSFHSLRDSVPSLQGEKASRAQILDLAPMYIQYMRRKVHNLLQFIDDLKRQNALLEQQVRALECSGC +>7292 +GAMGSEPKDGNYREFKHNFRPKPFVIPGRSSGCSTPSGIDCGQGRSTPSSVSTVSTICPGDLKVAAKLHPNIPIEMELNGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTASVPPESDSYRMLHDNRNEPTCPRQSGSFRVLQGMVDDGSDDRPAGTRS +>19037 +LLQEAFSAYFDTMKIPSGQKETADVSREQVDKECDRASASLISGLSQDEEPPPLPPTPMNSLVDELPLDQGLPKLSAEAVFEKCSQISLSMSTTFSLAKK +>1128 +VCYTDCTESGQNLCLCEGFNVCGQGNKCCLGSDCEKNQCVSGEGTPKPLSHNDMDMVEITEEYLQ +>4272 +MQWTAATAPPAMPAGEGGPPAPPPNLTSNRRLQQTQAQVDIVVDIMRVNWDKVLERDCKLSELDDRADELQAGASQFETSANKPKRKYWWDNLKMM +>15136 +MSQVQHEYNPAEETGEQKQDTQEKEGYLPERAEEAKLKAFYPSLGQKPGGSDFLMKRLQKGQKYFDSGDYNRAKAKMKNKQLPSAGPDKNLVTGDHIPTPQDLPCRKSSSVTSKAAGGQVE +>11388 +GSSGSSGEAQTRVKLNFLDQIAKYSELQGSTLKIPHVERKILDLFQLNKLVWEEGGFAVVCKDRKWTKIATLMGFAPGKAVGSHIRGHYMRRLNPYNLFLSGQSMRCLQSPNLTSDEKDKEY +>6968 +MDVFMKGESKAKEGVVAAAEKTKQGVAEAADKTKEGVLYVGSGTKEGVVHGVATVAEKTVEQVTNSGGEVVTGVKAVAQKTVEGAGMIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEAYEMPSEEGDQDYEPRA +>6498 +MASVLEKLQKDLEEVSVLREKSTRKRLRDTLTPEKSKIETELKGKMQMKSQKKPDLDNEKSAFVVAPLTTGYTVKIM +>6212 +TKELDPAQKLFVHKIREYRTGRQTSGGPVDAGPEYQQDLDRELFKHKQMYGKADMNTSPNMLFEDEKIEVVEKPQS +>19521 +GHSMSQSNRELVVDFLSYKLSQKYYSWSQFSDVEENRTEAPEGTESEMETPSAINGMPSEHLADSPAVNGATGHSSSLDAREVIPMAAVKQALREAGWEFELRYRRAFSDLTSQLHVTPGTAYQSFEQVKNELFRDVVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIANWMATYLTGHLEPWIQENGGWDTFVELYGNNAAAESRKGQER +>6970 +MQAIKCVVVGDGAFGKTCLLISYTTNAFPGFYIPTFFDNYSANVMVDGKPVELGLWDTAGQEDYDRLRPLSYPQTDVFLIAFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGTKLQLRDDKDTIEKLKEKKLTPITLKQGLAMAKEIGAVKYLECSALTQRELKTVFDEAIRAVLSPPPVK +>5313 +GELGSPSKDCGSPKYAYFNGCSSPTAPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNWWNYSAEQNRMWQAGSKISNSHAQPFDFPDDNQNAKKVLAGHELQPLAIVDQNPSSCASSRASFKPRPWDLEI +>6846 +HHMYTLGPDGKRLWTLKKVTESGEITKSAHHARFSPDDKYSRARCTLIKRFGLVPLQHHHHPY +>19135 +MADERKISGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEQTVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAIVPGTPPSYSSRTPGWPGTPSYPNTPGTPKSGILVPSEKKVAIIRTPKKSPATPKQLRLINQPLFDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKPEGVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQGL +>4716 +GPLGSPECSMPHSMPQNRPNYNVSFSSMPGGQNERGQAAANLEGKQKAADFEDLLSGQGFFAHSTKKGPRTIAEMRKEEMAKEMDPRKLKILEWIEGCERNIRALLSTMHTVLWAGETKWKPVGMADLVTPEQVKKVYRKDVLVVHPDKATGQPHEQYAKMIFMELNDAWSEFENQGQKPLY +>6521 +GSHMNNTSSSPQHKKLQLDGEYFTLQIRGVERFEMFREGNEALELKYMFAGKELG +>26549 +GHMASGSLRGGEPEPDVTVLTSSLTDPSHITAETAKRRLARGSPPSLASSSASQLKAPSLKATCTTHHDSPDADLIEANLLWRLEMGGNIMRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVVHGKPLPPTKAPPIPPPRRKRFVVLTFSNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEASEDVVCC +>11526 +MNIVPQDTFKSQVSTDQDKHVLSSAVPSLVDTLRIQEGGAVPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQIAGIAEMMKRTYEMYIVTRTDFNPLSTNGSIHRDIHLNKECSIDWEDVYPGTGLQASTMVGDDVHSKIEKQLGI +>19364 +MRGSHHHHHHGSATFPGATSAPQQPPGPEDNDSSLDESDLYSLAHSYLGGGGRKGRTKREAAANTNRPSPGGTRRKLVTSLRSSEVKLRGARG +>15719 +AKTKGNKVNVFIKAAEKQSRRFEPEKLREGRNIIGLQFGINKFASQQGMEAYGTRRHLYDPKNGTDIPLDQATPSLQMGTNKGASQAGMWAPGTKRQI +>4985 +ATPAPAAEMPGITIISASQTGNARRVAEALRDQLLAAKLNVKLVNAGDYKFKQIASEKYLIVVTSTQGEGEPPEEAVALHKFLFSKKAPKLENTAFAHFSLGDTSYEFFFQSYKDFDSKLFELQGERLLDRVDADVEVQAKASENRARVVDALKSRAPVAAPSQSVA +>15506 +GSNGADNAHANKFGGGKNPGIGNTSGAGSNGSFSGNTGNSNRWSWSNKPHKNDGFHSDGSYHITFHGDNDSKPKPGGNWGNRRNNGPGAS +>6112 +GSHMEAPKPSACDNLFGPVDHEELTRDDSKHCRDMEERTQRKWNFDFQNHKPLEGKYEWQEVEKGSLPEFYYRQPRPKKGACKVWAQY +>15398 +PNFSISPMVLQDIRRTLKSPSSPQQMQQVIHILKSNPQLMAAFIKQRTASYDANQPGMQ +>19357 +YKANIRGQGGLAYPGVRTEGTLESVNGPKAGSHGLYSLADTFEKMIELLLDEDPMVRPNEENNKDADLYTSRCMLSSQVPLEPPLLFLLEEY +>15141 +MKNKRSHTAIIMSTSLCVSPSIHGYHFDTASRKKAVGNIFENTTQESLENLFTNSGDKKAEERAKIIFAADQDVEEKTRALMALKKRTKDKLFQFLPLRKYSIKVH +>15711 +ATKNVAVLKGDGPVQGIINFEQKESNGPVKVWGSIIGLTEGLHGFHVHEEEDNTAGCTSAGPHFNPLSYKHGGPKDEERGVGDLGNVTAIRDGVADTSIEDSVISLSGDHTIIGRTLVVHEKADDLGKGGNPESTKRGNAGSRLACGVIGIAQ +>16296 +PMPEEQEEEPQPRKPGTRRERTLTAPASSERSAAGGRGPRGHKRKLNEEDAASESVRESSNEDELSLWEADEMAKALMQFLMDLM +>17760 +GEEPQSDPSVEPPSSQETFYDLWKLLPENNVLSPLPSSAMDDLMNSPDDIEQWFTEDPGPDEAPRMPEWMPPVAPAPTLPTPAARAPAPSWPL +>19507 +MAEMKTFWHTLVQEAGNFERISGDLKTQIDQVESTQGSLQGQWCGAAGTAAQAAVVRFAEAANKQKQELDEIPTNIRQAGVQYSRADEEQQQALSSQMPFKLAAALEHHHHHH +>4922 +IDVKLPADDGSLAFVPSEFSISPGEKIVFKNNAGFPHEIVDDEDSIPSGMDASKISMSEEDLLNAHGETFEVALSNKGEYSFLQSPHQGAGMVGKKCVN +>17325 +GPMELSVSSDSDSSQAGSFAGNQPMLWPAWVYCTRYSDRPSSGPRPRKPKKKNPNKEDKRPRTAFTAENLQREKAEFQPGRYRTEQRRQSLMQELGLNESQIKIHFQNKRAKMKKAT +>15672 +PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPYRDPRWPPSDRDGNGGEATPKGEAPDPSPEASRLRGRREPPVADSTTSQAFPLQAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQNTWDDCQQHLGTLLTGEEKQRVLLEARKAVRYSDGRPTQLPNEVDANFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHHHH +>15176 +GHMDPKGRKKIQFSIPAPPSQLDPRQVEMIRRRRPCPALLFRYSFHSVPESESSPHQRTSGEGHGPKSKRPNPSAYTPPCLKNVQRIAESHLQWISNLSENQASEEEDELGELRELGYPQ +>17205 +MTEEDKKQEQENHAECEDKPKPCCVCKPHKIERETCILFNGQDSEKCNELIHKYKEHMKGYVFMVPSAN +>4914 +LGMSWHNPVKCCLGYQKRPLPQVLLSSWYPTSQLCSKSGVIFLTKEGRQVWADKSKYWVIKLIQQLEVTAR +>hmbdi +DKHDSHQGHTYSPKGHFCHHYHNSPKTQQASSKMEGPIVYTCPMHPEIGQSAPGHCPLCGMALVPETVTVSEVVSPEYLDMRRR +>15097 +PRLFECSNKTSRFLATEPVDFTQDDLDENDVYLLDTWDQIFFWIGAGANETEKEAAAETAQEYLVPHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGQNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLYNTAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANIPLWKQQNLKKEKGLF +>19478 +GPDSMDTQNVLQTLLSRTIEYPRVLQNTGWGQTQIKQDTVWDIEEVPRPEGKSVKGTEGWESAATQDKNSGGWGDAPSQSGQMKSGWGEL +>6580 +LKTFSSPSEYQLVVNAVRFLQESGLYWFAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRDDCVLALVHHYMPPPGTPSFSLPPTEWSSEVPEQPPAQGLPGSTPKRAYYIYSGGEKIPLVLSRPLSHN +>16160 +GHMKMADAKQKRNEQLKRWIGSETDLEAPVVKRKKTKVKFDSGAVFLAACSSGDTEFVLRLLERGAQINYANNDGLKALHKASIDDNVDQVKFTVEEGAN +>5070 +ALFSGDIAMLTAAEIEQGFKDVPSSVHEGYDVPLVILLVSAGIYPSKRQAREDIQCGAIYVNGERLQDVGAALTAEHRLEGQFTVIRRGKKKYYLIRYALEHHHHHV +>15409 +GSLRIKFIRSADASAYQQGQNSLYNELNLCRREEYDKLDKRWGRDPEMGGKPRRKNPQEGLYNELQKDKMAEAYSERGMKGMRRRGKGHDGLYQGLSTATKDTYDALHMQYLPPR +>19171 +MHHHHPHPSGLVPRGSEFDESTPGTAVLTSPVLVPGCPSKAVDPGLKSVKPEPPDPEEDKNENKPDSASKLAPEEEAGGAGTPVITEIFSYGGTRFRDTEVWLPRSKDLHKPGARKQ +>15441 +SHHHHHHSRANSAGSSNQQTPDAPNQATINGQSGGTKQMFNLSVLNVQATNIPPKETLVYTKQTQTTSTGGGNVD +>19114 +MPLGSIEFMSSSAGSGHQPSQSGAIPQRTVAISGAAQLPHDYCTTPGCTLFSTTPGGTRIIYHRKFLLDRRNSPYAQTPPCHLPNIPGVYSPGTLIEDSKYEVNNLDNLDNHDRKHAVGDDAQFEMDI +>7358 +GNHSGKRELSAEKASKDGEIHRGHAGKKRSEGKLSQTASEMSDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDHASESDELQTIQEDPTAASGRLDVMASQKRPSCNSKYLATASSMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKVSREHHHHHH diff --git a/datasets/chezod_117_all_rand_2.fasta b/datasets/chezod_117_all_rand_2.fasta new file mode 100644 index 0000000..6db66cb --- /dev/null +++ b/datasets/chezod_117_all_rand_2.fasta @@ -0,0 +1,234 @@ +>4307 +GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVLITIKQHTVTTTTKGENFTETDIKIMERVKEQMCTTQYQKESQAYYDGRRS +>15768 +MSTNPKKQRKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGVRATRKTSDRSQPRGRRQPIPKARRPEGRTWAQPGYPHHHHHH +>15397 +GTQNRPLLRNSLDDLVGPPSNLEDQSDERALLDQLHTRLSNTDATGLEEIDRALGIPELVNQGQALEPKQD +>15123 +GESGERWARQVSGGHFVTLHGAEILEYETNDEDVSDIERRIAMRLAERRQEDSATHGDE +>6047 +MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTTAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEDEASKHQGLEGLAIVSVHEAFGLGQEFNRHLLQTMSSRTP +>17290 +MGSSHHHHHHSSGLVPRGSHMYRKDKRRQEPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDFLRLTALPDYTLTLRRSPDDIPLMTPCTITMIPNSLVGLQTLHPYNTFAAGFNSTGLPHSHSTTRV +>16876 +MAEEIKNVPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTMEVEVKEEEKKGFMEKLKEKLPGHKKPEDWSAVAAAPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPKTTVEEEKKDKE +>15736 +MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEETLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVKLGGDLGTYVINKETPNKQIWLSSPSSGPKRYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDLSSLAYSGPDA +>25118 +LADGSSDAAREPRPAPAPIRRRSSNSRAYATEPHARKKSKISASRKLQLKTLLLQIAKQELEREAEERRGEKGRHHHHHH +>15274 +GSHMSSSSESTGTPSNPDLDAGVSEASGDWLDQDSVSDQFSVEFEVESLDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESSTDSFEEDPEISLADYWK +>4950 +GGKWSKSSVCGWPAVRERMRRAEPAADGVGAASRDLEKHGAITSSNTAANNAACAWT +>16505 +MKKRPKPGGWNTGGSRYPGQGSPGGNRYPPQGGGTWGQPHGGGWGQPHGGMWGQPHGGRWGQPHGGGWGQGGGTHNQWNKPSKPK +>11454 +GILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQAGQQKEGEQNQQTQQQQILIQPQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPNSGPISIRTPTVGPNGQVSWGTLQLQNLQVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDDKGSHHHHHH +>15131 +ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQDENPVVHFFKNIVTPRTPPPSQGKGRMLSLSRFSWGAEGQRPGFGYGGRASDYKSAHKGFKGAYDAQGTLCKIFKLGGRDSRSGSPMARRLEHHHHHH +>6078 +MNTDQQKVSEIFQSSKEKLQGDAKVVSDAFKKMASQDKDGKTTDADESEKHNYQEQYNKLKGATHKKRLEHHHHHH +>4287 +GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEERASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRGVDSNYKEENKEQAKRQYMIIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSARKARKNKIR +>15086 +MPTKTYSEEFKRDAVALYENSDGASLFQIQNDLGINRVTLKNWIIKYGSNHNVQGTTPSAAVSEAEQIRQLKKENALQRARTRHPAESCLEHHHHHH +>16912 +GIKQYSQEELKEMALVEIAHELFEEHKKPVPFQELLNEIASLLGVKKEECGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDFDEEDLDEDDDDLEIEEDIIDEDDEDYDDEEEEIQ +>18177 +MQKLSARLRALRQRQLDRAAAAVEPDVVVKRQEALAAARLKMQEELNAQVEKHKEKLKQEEEEKRRQKIEMWDSMQEGKSYKGNAKKPQEEDSPGPSTQSVLKRKSDRKPLRGGGYNPLSGEGGGACSWRPGRRGPSSGGCG +>18198 +RAMGASGGEDDELKGLLGLPEEETELDNLTEFNTAHNKRISTHTIEEGNLDIQRPKRKRKNSRVTFSEDDEIINPEDVDPSVGRFRNM +>15179 +GHMPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDEMFILATYHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEATEAMAPDILARKLAAAEGLEPKYRIQEQESSGEEDSDLSPEEDEKKRQFEMKRKLHYNEGLNIKLARQLISKDL +>18248 +ASSHSLLFSSSFLMKPSSFTSSLRRFVYLPTRQFWPRQRHGFSTVFAVATEPAISVSGP +>7279 +MSESSSKSSQPLASKQEKDGTYKRGRGRPRKQPPVSPTTALVGSQKEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTPGRKPRGRPKKLEKEEEEGISQESSEEEQ +>18446 +MGEKTVKLYEDTHFKGYKVELPVGDYNLSSLISRGALNDDLSSARVPSGLRLEVFQHNNFKGVRDFYTSDAAEASRDNDASSVRVSKMETTN +>19650 +SLLDKDDSKAGMEEDHTYEGLDLDQTATYEDIVTLRTGEVKWSVGEHWGQE +>19224 +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFERTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRLDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQAASPAKGEPS +>5204 +SKKIKDQDAAKPEDWDERAKWDDPTDSKPEDWDKPEHIPDPDAKKPEDWDEEMDGEWEPPVIQNPEYKGEWKPR +>4686 +SKSMQVPFSRCCFSFAEQEIPLHAILCYRNTSSICSNEGLIFKLKRGKEACALDTVGWGQRHRKMLRHCPSKRK +>10010 +EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRVYVEELKPTPTGDLEILLQKWENDECAQKKIIAEKTKIPAVFKWDALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQLEEQCHI +>19672 +WVTVQRTEAAERCGLHGCYVLRVEAERLTLLTVGAQSQILEPLLSWPYTLLRRYGRMKVMFSFEAGRRCPSGPGTFTFQTAQGNDIFQAVETAIHRQKAQG +>18890 +SLQDGVRQFRASGKQTLLPNDQLYQPLKDREDDQYSHLQGNQLRRN +>5545 +SYYHHHHHHDHDIPTTENLYFQGAMGSGPCRRHLDSVLQQLQTEVYRGAQTLYVPNCDHRGFYRKRQCRSSQGQRRGPCWCVDRMGKSLPGSPDGNGSSSCMTGSSG +>17483 +MSDAGRKGFGEKASEALKPDSQKSYAEQGKEYITDKADKVAGKVQPEDNKGVFQGVHDSAEKGKDNAEGQRESLADQARDYMGAAKSKLCDAVEYVSGRVHGEEDPTKK +>11019 +GSFTMPGLVDSNPAPSESQEKKPLKPCCACPETKKARDACIIEKGEEHCGHLIEAHKECMRAFGFKI +>15563 +MASNKSKPKDASQRRRSLEPAENVHGAGGGAFPASQTPSKPASADGHRGPKAAFAPAAAEPKLFGGFNSSDTVTSPQRAGPLAGGSAWSHPFFEK +>18578 +GSKRRELDDPGAYNYRFTWNTPSAPPGYNIAVKPDQIQYTELSNAKIAYKQNKANIAQEQQYGSHEEHLPADLETLQREIRMAQERLDLAIQAYHHQNNPHGPREKKAKVGSKSGSNKSSISSKSGDGKTSVWH +>17836 +MAYSEKVIDHYENPRNVGSFVNNDENVGSGMVGAPACGDVMKLQIKVNDEGIIEDARFKPYGCGSAIASSSLVTEWVKGKSLDEAQAIKNTDIAEELELPPVKIHCSILAEDAIKAAIADYKSKREAK +>5076 +MKKVIATKVLGTVKWFNVRNGYGFINRNDTKEDVFVTQTAIKKNNPRKYLRSVGDGETVEFDVVEGEKGAEAANVTGPT +>5736 +MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLAYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTYDYEDGMEVDTTPTVAGQFEDADVDH +>18631 +MAAPGERGRFHGGNLFFLPGGARSEMMDDLATDARGRGAGRQDAAASASTPAQAPTSDSPVAEDARRRRPCRACVDFKTW +>4286 +GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTAELQAEIDDTVGIMRDNINKWAERGERLTSIEDKADNLAVSAQGFKRGANRVRKAMWYPDLKMK +>19332 +MVRTKADSVPGTYRKVVAARAPRKVLGSSTSATNSTSVSSRKAENKYAGGNPVCVRPGPKWQKGIGEFFRLSPKESEKENQIPEEAGSSGLGKAKRKACPLQPDHTNDEKE +>15180 +GHMDEEDGEPPYEPESGCVEIPGLSHEEDPAPSRKIHFSTAPIQVFSTMSNEDYDRRNEDVDPMAASAEYELEKRVERLEL +>2956 +MKPVTLIDVAEYAGVWYQTVSRVVNQASHESAKTREKVEAAMAELNYIPNRVAQQL +>18927 +ENREIQPPFKPKVSGKGAENFDKFFTRGQPVLTPPDQLVIANIDQSDFEGFSYVNSQFVHPELQSAVX +>18867 +SLRKRWQNEKLNLDAGDEYEDENLYEGLNLDDCSMYEDISRGLQGTYQDVGSMNIGDVQLEKP +>4034 +AIGKRLCLVCGDIASGYHYGVASCEACKAFFKRTIQGNIEYSCPATNECEITKRRRKSCQACRFMKALKVGMLKDGVRLDRVRGGRQKYKRRLDSENS +>19482 +NPLEAVVFEERYGNAVLNLLFSLRGTKPSSLSRAVKVFETFEAKIHHLETRPAQRPWAGSPHLEYFVRFEVPSGDLAALLSSVRRVSDDVRSA +>25093 +MIHSSVKRWGNSDAVRIPATLMQALNLNIDDEVKIDLVDGKFIIEPVRKEPVFTLAELVNDITPENLHENIDWGEPKDKEVW +>15430 +MNLEPPKAEIRSATRVMGGPYTPRWGPPKFKQRQTRQFKSKPPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFNHLELHELAQYGII +>25327 +GSHMADENANRPVNPGEDVNEAFRSTPFEATTSALGDCRECIAYRTGATTGKGSRRHDDTVSREIKGSSAQPGGSEKAGTGRQ +>17048 +ASTASFAKAESSGVIDLFGDAFGSGASETQPAPQAVSSSSASADLLAGFAGSFMAPST +>16670 +MAGGAWGRLACYLEFLKKEELKEFQLLLANKAHDRSSSGETPAQPEKTSGMEVASYLVAQYGENRAWDLALHTWEQMGLRSLCAQAQEGAGHSLEHH +>15162 +NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLEDHARGTQTGFVRHDDGYVSTSISLRSAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGHYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAADGYGLAGF +>15336 +GAMESAERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTWEFGEKRKNQILNPINSIRKFSIVQKTPLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLKECLFDDME +>5022 +AFPSPAADYVEQRIDLNQLLIQHPSATYFVKASGDSMIDGEISDGDLWIVDSAITASHGDIVIAAVDGEFTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHVVKAMR +>15855 +GPHMTLEEFSAGEQKTEFMDKVGDALEEVLSKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADEDDDRDVALQIHFTLIQAFCCENDINILRVSNPGRLAELLLLETDAGPAATEGAEQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVPVINLPER +>16450 +MAYQQDVCPNPTRQTGKTGGQTDQYGNPVHQTEALGAYGAGTGTGMHGGEHQQQPHQQPGVLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTSATSTPGQGQQQKGMMEKIKEKLPGAH +>15766 +AVPVESKPDKPSGKSGMDAALDDLIDTLGGPEETEEENTTYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGPPADSSKPIGPDDAINALSSDFTCGSPTAAGKKTEKEESYEVLKAQSAGTVRSAAPPQEK +>6431 +EAESLTSAQKAKAEERKRRKMSRGLPDKTEEEKSVMAKKLEQKPKGEGIPVTAKLKVDEFESNVNEVKDPYPSARFPGDDEEDEPEIPVSPRPRPLAELQLKEKAVPIPEASSFFIFSPTNKVRVL +>17926 +MGSSHHHHHHSEGLVPRGSHMAAPEGGISDVVEKSIKEAEETCAGDPVSGECVAAWDEVEELSAAASHARDKKKADGSDPLEEYCKDNPETNECRTYDN +>4280 +ASASPKQRRSIIRDRGQMYDDPTLPEGWTRKLKQRKSGRSAGKYDVYLINPQGKAFRSKVELIAYFEKVGDTSLDPNDFPFTVTGRGSGSGC +>6139 +DEAQFKECYDSCHKECSDKGLGFTFCEMKCDTDCSVKDVKEKLENYKPKN +>11338 +GSSGSSGMTWYGEEQRNELEALESIYPDSFTVLSENPPSFTITVTSEAGENDETVQTTLKFTYSEKYPDEAPLYEIFSQENLEDNDVSDILKLLALQAEENLGMVMIFTLVTAVQEKLNEHVDQIKTR +>18889 +SLKNRKAKAKPVTRGAGAGGRKRGQNKERPPPVPNPDYEPIRKGQRDVYSGLNQRRI +>19485 +MGLSFPSPGESAPPTPDLEEKRAKLAEAAERRAKEAASRGILDVQSVQEKRKKKEKIEKQIATSGPPPEGGLRWTVSLEHHVHHH +>15174 +GXSFCKADEKXGEYHADCCNCCLCGICAXSTNWILPGCSTSSFFKI +>6974 +MQPASAKWYDRRDYVFIEFCVEDSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTDRSILCYLRKGESGQSWPRLTKERAKLNWLSVDFNNWKDWEDDSDEDMSNFDTFSEMMNNMGGDEDVDLPEVDGADDDSQDSDDEKMPDLE +>19796 +GRAMGLPGERGLRGEPGSVPNVDRLLEHAGIKASALREIVETWDESSGGFLPVPERRRGPKGDSGEQGPPGKE +>5956 +MADKRAHHNALERKMRDHIKDSFHSLRDSVPSLQGEKASRAQILDKATEYIQYMRRKVHTLQQDIDDWKRQNALLEQQVRALEGSGC +>7292 +GAMGSEPQDGNYFEHKHNIRPKPFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDHKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTASVPPESDVYRMLHDNRNEATQPRQSGSFRVLQGMVDDGSDDRPAGTRS +>19037 +LLQEALSAYFDSMKIPSGQPETADVSREQVDKELDRASNSLISGLSQDEEDPPLPPTPMNSLVDYCPLDQGLPKLSAEAVFEYCSQISLSQSTTASLSKK +>1128 +VVYTDCTESGQNHCLCEGSNVCAQGNKCILGSDGEKNQCVTGEGTPKPQSHNDGDFEEIPEEYLQ +>4272 +MSATAATAPPAAPAGEGGPPAIPPNLTSNRRLQQTQAQVDEWVDIMRVNVDKVLERDQKLSELDDRADALQAGASQFETSAAKLKRKYWWKNLKMM +>15136 +MSQKQEEENPAEETGEEKQDTQEKEGILPERAEEAKLKAKYPSLGQKPGGSDQLMKRLQKGQKYFDSGDYNMAKAKMKNKQLPSAGPDKNLVTGKHIPTPQDLPQRKSSLVTSKLAGGQVE +>11388 +GSSGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPHVERKILLLFQLNKLVAEEGGFAVVCKDRKWTKIATKMGFAPGKAVGSHIRGHYERILNPYNLFLSGDSLRCLQKMNLTSDTKDKEY +>6968 +MDVFMKGLSKAKEGVVAAAEKTKQGNAEAAGKTKEGVLYVGSKTKEGVVHGVATVAEKTKEQVTNVGGAVVTGVTAVAQKTVETAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEAYEMPSEEGYQDYEPEA +>6498 +MASVLEELQKDLEEVKVLLEKSTRKRLRDTETSEKSKIETELKNWMQQKSQKKPELDNEKPAAVVAPLTTGYTVKIS +>6212 +NKELDPVQKLFVDKIREYRTKRQTSGGPVDAGPEYQQDLDRELFKLKQMYGKADMNTFPNFTFEDPWFEVGEKPQS +>19521 +GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADMPAVNGATGHSSSLDAREVIPMAAVKQALREAGDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELYGNNACAESRKGQER +>6970 +MQAIKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSANVMVDGKPVNLGLWDTAGQEDYDRLRPLSYPQTDPFLICFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGTKLDLRDDKDTIEKLKTKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGLKTVFDEAIRAVLSPPPVK +>5313 +GPLSSPSKDCGSPKYIYFNGCSSPTAPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNWANYSAEQNRMGQAGSTISNSHAQPFDFPDDNQNAKKVAAGHELQPLAIVDQRPSSRASSRASSRPRPDDLEI +>6846 +HLMYTLGPDGKRIYTLIKVTESGDITKSAHPARFSPDDKYSRQRVTLKKRFGLVPGQHHHHHH +>19135 +MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKGKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDGKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQGL +>4716 +GPLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFNAHKDKKGPRTIAEMRKEEMAKEMDPEKLKILEWIEGKERNIRALLSTMHTVLWAGETKWKPVGMADLVTPIQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDDWSEFENQGQKPLY +>6521 +GSHMNNTSSSPQPKKKPLDGEYFTLQIRGRERCEMFRELNEALELKDAVAGKEPG +>26549 +GHMASGSLRGGEPEPDVTVDTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVVHECPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEASEDVVCC +>11526 +MNIVPQDTFKSQVSTDQDKSVLSSAVPMLPDTLRQQEGGAVPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQIFGIAERMKRTMEMEIVNRTDFNPLSTNGSIHRDILLNKECSIDWEDVYPGTGLQASTMVGDDVHSKIEKQLGI +>19364 +MRGSHHHHHHGSATFPPATSAPGQPPGPEDEDSSLDESDLYSLAHSYLGGGGRKGRTKREAAANTNRPSDGGHERKLVTKLQNSERKKRGARR +>15719 +AKTKGNKVNVGVKYAEKQERRFEPELLREGRNIIGLQMGINKFASQQGMTAYGTRRHLYDPKLGTDHPLDQATISLQMGTNKGASQAGMTAPGTKRQI +>4985 +ATPAPAAEMPGITIISASQTGNARRVAEALRDDLLAAKLNVKLVNAGDRKFKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLFSKKAPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRAPVAAPSQTVA +>15506 +GSNGADNAHNNAFGGGKNPGIGNTSGAGSNGSASSNRGNSNGWSWSNKPHKNDGFHSDGSYHITFHGDNNSKKKWGGNSGNRGNNGDGAS +>6112 +GSHMEHPKPSACRNLFGPVDHEELTRDLEKHCRDMEEASQRKWNFDFQNHKPLEGKYEWQEVEKGSLPEFYYRPPAPPKGACKVCAQE +>15398 +PNRSISPSALQDLLRTLKSPSSPQQQQQVLNILNSNPQLMAAFIKQRTAKYVANQPLMQ +>19357 +MEANIRGQLGLAYPGVRTHGTLESVNGPKAGSRGLTWLADTFEHMIEELLDEDQKVRPNEENNKDADLYTSRVMLSSQVPLEPPLLFLLEEY +>15141 +MKAKRSHQAIIMSTSLRVSPSIHGYHFDTASRKKAVGNIFENTDQESLEQLFRNSGDKKAEERAKIIFAIDQDVEEKTRALMALKKRTKDKLFQFLKLRKYSIKVQ +>15711 +ATKAVAVLKGDGPVQGIINFEQKESNGPVKVPGSIKGLTEGLHGFHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLCGDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSRLACGVIGIAQ +>16296 +PGPEEQEEEPQPRKPGTKRERTLGAPASSERSAATGRGPRGHKRKLNEEDAASESSRESSNEDEGSSSEADEMAKALEAELNDLM +>17760 +MEEPQSDPSVEPPLSQETFSDLTKLLPENNVLSPLPSQAMDDLMLSPDDIEQWFTEDPGPDEAPRMPEAAPPVAPAPAQPTPAAPAPAPSWPL +>19507 +MAEMKTDAATLAQEAGNFERISGDLKTQIDQVESTAGSLQGQWRGAAGTAAQAAVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEEQQQALMSQMGFKLAAHLEHHHHHH +>4922 +IDVLLGADDGSLAFVPSEFSISPGEKIFFKNNAGFPHNIVFDEDSIPSGVDASKISMQEEDLLNAKGETFEVALSNKGEYSFYCSPHQGAGMVGKVTVN +>17325 +GPMELSVSSDSDSSQAGSNAGNQPMLWPAWVYCTRYSKRPSSGPRSRKPKKKNPNKEDKRPRTAFTAEQLQRLKAEFQTNRYLTYQRRQSLAQELGLNESQIKIWFQNKRAKIKKAT +>15672 +PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPYRDPRPPPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPPADSTTSQAFPLRAGGNGQLHYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHHHH +>15176 +GHMDPKGRKKIQFSVPAPPSQLDPRQVKMIRRRRPTPALLFRVMEHSSPEEESSPHQRTSGEGHHPKSKRPNPSAYTPPSLKAVQRIAESHLQTISNLSENQASEEEDELGELRELGYPQ +>17205 +MTERDKKQEQENHPECEDKPKPCCVCKPEKEERDTCILFNGQDSEKCKEFIEKYKECMKGYGFEVPSAN +>4914 +LGASWQRPDKCCLGYQVRPLPQVLLSSWYPTSQLCSKPGVIFLTKRGRQVCADKSKDWVKKLMQQLPVTAR +>hmbdi +MKHDHHQGHTHSGKGHACHHEHNSPKTQQASSFMEGPIVYTCPMHPEIRQSAPGHCPLCGMALEPELVTVSEVVSPEYLDMRRR +>15097 +PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTAKNEVFTATTTLVPTKLETFPLDVLVNTAAHDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLPLWKQQNLKKEKGLF +>19478 +GPDSMDCQAVLQTFLSRTDLDPRVLSNTGWGQTQIKQDIVWDIEEVPRPEGKSDKGTEGWESAATQTKNSGGWGDAPSQSNQMKSGWGEL +>6580 +LKTFSSKSEYQLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFWIRDSSDSRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLVHHYMPPPGTPSFSLPPTEPSSEVPEQPPAQALPGSTPKRAYYIYSGGEKIPLVLSRPLSSN +>16160 +GHMKMADAKQKRNEQLKRWIGSETDLEPPVVKAKKTKVKFDDGAVFLAACSSGDTEEVLRLLERGADINYANADGLTALHQASIDDNVDMVKFLVENGAN +>5070 +ALFSGDIANLTAMEIEQGFKDVPSFVHEGGDVPLVELLVSAGISPSKRQAREDIQNGAIYVNGERLQDVGAILTAEHRLEGRFTVIRRGKKKYYLIRYALMHHHHHH +>15409 +GSLRVKFSRSADARAYQQGQNQPYNELNLGRREEYDVLDKRRGRDPEMGGKPRRKNPQEGLYNELQKDKMAEAYSEIGMKGERRRGKGHDGLYQGLSTATKDTYDALHMQALPPR +>19171 +MHRHHHHSSGLVPRGSEFDEWTPGTAVLTSPVLVPGCPSKAVDPGLPSVKQEPPDPEEDKEENKDDSASKLAPEEEAGGAGTPVITEIFSLGGTRFRDTAVWQPRSKDLKKPGARKQ +>15441 +SHHHHHHSMANSAGSSNTQTPDASLQATVNGQSGGDKQPLNLSVYNVQATNIGPKETLVYTKQTQTTSTGGGNGD +>19114 +MPLGSPEFMSSSAGSGHQPSQSRAIPTRTVAISDAAQLYHDYCTTPGGTLFSTTPGGTRIIYDRKFLLDRRNSPMAQTIPCHLPNIPGVTSPGTLIEDSKVEVNNLDNLDNHDRKHAVGDDAQFEMDI +>7358 +GNHSGKRELSAEKASKDGEIHRGEAGKKRAVGKLSQTASEDSDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMEHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKVSLEHHHHHH diff --git a/datasets/chezod_117_all_rand_3.fasta b/datasets/chezod_117_all_rand_3.fasta new file mode 100644 index 0000000..182e0fd --- /dev/null +++ b/datasets/chezod_117_all_rand_3.fasta @@ -0,0 +1,234 @@ +>4307 +GRGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDLVNHTIKQHTVTTTTKGENFTETDIKIMERVVEQMCTTQYQKESQAYYDGRRS +>15768 +MSTNPKPQRKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGVRATCKTSFRSQPRGRAQPIPKARRPEGRTWAQPGYPHHHHHH +>15397 +GTQNMPLLRNSLDDKVGPPSNLEGQSDERALLDQLHTLLSNTDATPLEEIDRALGIPELVNQGQALEPKQD +>15123 +GESGERWARQFSGAHFVTPHGAERLEEETNDEDVSDIERRIAMRLAERRQEDSATHGDE +>6047 +MKLAPYILELLTSVNRTNGTADLLEPLLRQLAKGRPVSRTTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEDWASKHQGLEGLAIVSMHEAFGLGQEFNRHLLQTMSSRTP +>17290 +MGSSHHHHHHSSGLVPRGSHMYRKDKRRQEPLRQHSPQRGAWWPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTLRRSPDDIPLMTPNTITMIPNSLVGLQTLHPYNFFAAGFNSTGLPHSHSTTRV +>16876 +MAEEICNVPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKECKKPTTEVEVKIEEKKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPKTTVEEEKKDKE +>15736 +MGSSHHHHHHSSGLVPEGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEEVLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVKLGGDLGTYVINKQTPNKQIWLSSPSSQPKRYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDLSSLAYSGKDA +>25118 +LADGSSDAARPPRPWPCPIRRRSSNYRAYATEPHAKKKSKISASRKLQLKTLLLQIAKQELEREAEERRGEKGRHHHHHH +>15274 +GSHMQSSSESTGTPSNPDLDAGVSEHSGDWLDQSSVSDQRSVEFEVESLDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESDTDSFEEDPEISLADYWK +>4950 +GGKWSKPSVVGWPAVRERMRRAEPAADGVGAAMRDLEKHGAITSDNTAANNAACAWX +>16505 +MKKRPKPGGWNTGGSRYPGQGSPGGNRYPPQGGGTWGQPHGYGWGQPHGGGWGQDHGGFWGQPHGGGWGQGGGTHNQWNKPSKPK +>11454 +GILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQAGQQKEGFQNQQTQQQQILIQPQLVQGGQALQALQAAPLSCQTFTTQAISQETLQNLQLQAVPNSGPIIIRTPTVGPNGQVSWQTLQLQNLQVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDDKGPHHHHHH +>15131 +ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQDENPVLHFFKNIVTPRTPPPSQGKGRGLSLSRFSWGAEGQRPGFGVGGRASDYKSAHKGFKGAYDAQGTLSKRFKLGGRDSRSGSPMARRLEHHHHHH +>6078 +MNTDQQKVSEIFQSSKEKLQGDAKVVSDAFKKMASQDKDGKTTDADISETHNYQFQYNKLKGAGHKKELEHHHHHH +>4287 +GSHWSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMIIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMAELGQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSARKERKNKIR +>15086 +MPTKTYSEEFHRDAVALYENSDGASLQQIANDLGINRVTLKNWIIKYGSNHNVQGTTPSAAVSSAEQIRQLKKENALQRARTRHFAESCLEHHHHHH +>16912 +GIKQYSQEELKEMALVEIAHELFEEHKKPVPFQELLNEIASLLGVKKEELGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDFDEEDLDEKDNDLEIEEDIIDEDDEDYDSEEEEIK +>18177 +MQKLSARLRALRQRQLDRAAAAVEPDVVVKRQEALAAARLKMQEELNAQVEKHKEKLKWLEEEKRRQKIEMWDSMQEGKSYKGNAKKPQEEDSPGPSCSSVLKRKSDRKPLRGGGYNPLSGEGGGACSWRPGRRGPSKGGCG +>18198 +GAMGAGGGEDDELKGLLGLPEEYTELDNLTEFNTAHNKRISTLTIEEGNLDIQRPKRKRKNSRVTFSEDDEIINPEDVDPSVGRFFNM +>15179 +GHMPIKGILYNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDEMNILATSHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEATEAMAPDILARKLAAAEGLDPKYRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKLARQLISKDL +>18248 +ASSHSLLFSSSFLSKPSSFTSSLRRFVYLPTRQFWPRQRHGFSTVFDVATEHAISSSKP +>7279 +MSESSSKSSQPLASKQEKDMTENRGRRRPRKQPPVSPGTALVGSQKEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTPGRKPRGRPKKLEKEEEEGISQESSEEEQ +>18446 +MGEKTVKLYEDTHFKGYSVELQVGDYNLSSLISRGALNDDLSLARVPSGLRLEVFQHNNFKTVRDFYTSDAAELSRDNDASSVRVSKMETTN +>19650 +SLLDKDDSKAGMEEDHTQEGLEIDQTATYEEIVTLRTGEVKWSVGEHPGQE +>19224 +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRDYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFMNHQWVYEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQAASPAKGEPS +>5204 +SKKQKDPDAAKPEDWDERAKIKDPTDSKPEDWDKPEHIPDPDAKKPEDWDEEMQGEWEPPVIQNPEYKGEWKPR +>4686 +SKSMQVPFSRCCFSRAEQEIPLRAILCYRNTSSICSNEGLIFKLKRGKEACALDTVGWVYRHRKMLRHCPSFRK +>10010 +CAEAYVTQTMKGLDIQKVAGGWYSLAMAASDISLLDCQSAPLRVYVEELKPTPEGDLEILLQKWENDECAQKKIIAEKTKIPAVFKIDALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQLEEQCHP +>19672 +WVTVQRTEAAERCGLHGSYVLRVEAERLTLLTVGAQSQILEPLLSWPYTLLRRYQRDKVMFSFEAGRRCPSGPGTFTFQTAQSNDHFQAVETAIHRQKAQG +>18890 +SLQDGVRQSGASDKQSLLPNDQLYQPLKDREDDQYSILQGNQLRRN +>5545 +SYYHHHHHHDYDIPTTENLYFQGAMGSGPCRRHLDSVLQQLQTEVYRGAQFLYVPNCDHRGFYRKRQCPSSQGQRTGPCWCVDRMGKSLPGSPDGNGSSSCPTGSSG +>17483 +MSDAGRKGFGEKASEALKPDSQQSYAPQGKEYITDKADKVAGKVQPEDNKGVFQGVHDSAEKGKDNAEGQGESLADQARDYMGLAKSKLNDAVEYVSGRVHGEEDPTKK +>11019 +GSFTMPGLVDSNPDPPESQEKIPLKPCCACPETKKARDACIIEKGEEHCGHLIEAHKETMRALGFKI +>15563 +MASNKSEPKDASQRRRSLELAENVHGAGGGAFPASQTPSKHASADGHRGPSAAFAPAAAEPKLFGGFNSSDTVTSPQRAGPLAGGSAWSHPQFEK +>18578 +GSKRRELDDPGAYNYPFTWNTPSAPPGYNIAVKPDQIQYTELSNAKIAYKQNKANYADEQQYGSHEEHLPADLETLQREIRMAQERLDLAIQAYHHQNNPHGPREKKAKVGSKSGSQKSSISSKSGDGKTSVWI +>17836 +MAYSEKVIDHYENPRNVGYFDNNDENVGSGMVGAPACGDVMKLQIKVNDEGIIEDAIFKTYGCGSAIASSSLVTEWVKGKSLDERQAIKNTDIAEELELPPVKIHCSILAEDAIKAAIADYKSKREAK +>5076 +MKKVIATKVTGTVKWFNVRNGYGFIWCNDTKEDVFVHQTAIKKNNPRKYLRSVGDGETVEFDVVEGEKGAEAANVTGPG +>5736 +MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVISDKSALEAMFTAMCECQELHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVARQFEDADVDH +>18631 +MAAPGERGRFHGGALFFLPGGARSEMMDDLATDARGRGAGRRDAIASASTPAQAPTSDSPVAEDKSRRRPCRACVDFKTW +>4286 +GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTAELQAEIDDTVGIMRDNINKVAERGERLTSIHDKAFNLAVSAQGFKRGANRVRKAMWYKDKKMK +>19332 +MVRTKADSVPGTYRKVVAATAPRKVLGSSTWATNSTSVSSRKAENVYAGGNPVCVRPTPKWQKGIGEFFRLSPKDSEKENQIPEEAGSSGLGKAKRKACPLQPDHTNDEKE +>15180 +GHMDEEDCEPPYEPESYCVEIPGLSEEEDPAPSRKIHFSTAPHQVFSTYSNEDYDRRNEDVDPMAASAEYELEKRVERLEL +>2956 +MKPVTLIDVAEYAGVSRQQVSRVVNQASMVSAKTREKVEAAMAELNYIPNRVAQQL +>18927 +ENREIQPPFKPKVSGKGHEIFDKFFTRGQPVLTPPDQLVIARIDQSDFEGFSYVNPQFVHPILQSAVX +>18867 +LLRKRWQNEKLGLDAGDEYEDKNLYEGLNLDDCSMYLDISRGLQGTYQDVGSLNIGDVQLEKP +>4034 +AIPKRLCLVCGDIASGYHYGVASCEACKAFFKRTIQGNIEYSCDATNECEITKRRRKKCQACRFMKALKVGMLKEGVRLDRVRGGRQKYKRNLDSENS +>19482 +NPLEAVVFNERDGNAVENLTFSLRGTKPSSLSRAVKVFETFEAKIHHLETRPAQRPLAGSPHLEYFVRFEVPSGDLAALLSSVRRVSDDVRSA +>25093 +MIHSSVKRWGNSPAVRFPATLMQALNLNIDDEVKIDLVDGKLIIEPVRKEPVFTLAELVNDITPENLHENIDWGEPQDKEVW +>15430 +MNLEPPKAEPRWATRVMGGPVTPRKGPPKFKQRQTRQFKSKPPKKGVQGFGDDIPGMEGSGTDITVIAPWEAFNHLELHELAQYGII +>25327 +GSHMADENANRPVNPGEDPNIAHRSTPFEATTSALGDCRECIAYRTGATTGKGSRRHDDTVSREIKGSSATPGGSEKAGTGRQ +>17048 +AKTASPAKAEMSGVIDLFGDAFGSGASETQPAPQASSSSSASADLLAGFGGSFMAPST +>16670 +MAAGAWGRLACYLEFLKKEELKEFQLLLANKAHSRSSSGETPAQPEKTSGMEVASYLVAQYGEQRAWDLALHTWEQMHLRSLCAQAQEGLGHSLEHH +>15162 +NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLYDHARGTQTGFVRHDDGYVSTSISLRAAHLVGQTILSGHSTYYIYIIATAPNMFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAATGYGLAGF +>15336 +GAMESAERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSIANPINSLRKFSIVQKTPLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRMLSQETGLEISEEINEEDLKECLFDDME +>5022 +AFPSPAADYVNQRIGLNQLLIQHPSATYFVKASGDSMIDGGISDGDLLIVDSAITASHGDIVIAAVDGEFTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHHVKAMR +>15855 +GPHMTLEEFSWGEQKTERMDKVGDALEEVLSKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADEDDDRDVALQIHFTLIQAFCCENDINILRVSNPGRLAELLLLETDAFPAASEGAEQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVPVINTPER +>16450 +MAGQQDPCANPTRQTGKTGGQTDQYGNPVHQTEALGAYGAGTGTGMHGGEHTQQPHQQPGVLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQSSATSTPGQGQQQKGMMEKIKEKLPGAH +>15766 +AVPVESKPGKPSGKSGMDAALDDLIDTLGGPEETEEENTTYTGPEVSDPMSSTYIEFLGKREVTIPPKYRELLAKKEGITGPQADSSKPIGPDDAIDALSSDFTCGSPTAAGKKTEKEESTEVLKAQSAGTVRSAAPPQEK +>6431 +EAESLTSAQKAKAEERKIRKMSRGLPDKTEEEKSVMAKKLEQKPKGEGIPTTAKLKVDEFESDVNEVKDPYPSADMPGDDEEDEPEIPVSPRPRPLAELQLKEKAVPIPEASSFFIFSPTNKVRVL +>17926 +MGSSHHHHHHSSGLVPRGSHMAGPEGGISDVVEKSWKEAQETCAGDPVSGECVAAWDEVEELSAAASHARDKKKADGSDPLEEYCKANPETNECRTYDN +>4280 +ASASPKQRRSIIDDRKPMYDDPTLPEGWTRPLKQRKSGRSAGKYDVYLINPQGKAFRSKVELIAYFEKVGDTSLDPNDFDFTVTGRGSGSGC +>6139 +DEAQFKECYDTCHKECSKKGNGFTFCEMKCDTDCSVKDVKEKLENGKPNN +>11338 +GSSGSSGMTDYGEEQRNELEALQSIYPDRFTVLSEAPPSFTITVTSEAGENDETVQTTLKFTYSEKYPDEAPLYEIFSQENLEDNDVSDILKLLALQAEENLGMVMIFTLVTAVQEKLNEIVDQIKTR +>18889 +SLKNRCAKAKPVTRGAGAGGRQRGQNKERPPPVPNPDYEPIRKGQDDLYSGLFQRRI +>19485 +MMLSFPSPGEVAPPTPDLEEKRAKLAEAAERRQKEAASRGILDVQSKQEKRKKKEKIEKQIATSGPPPEGGLRWTVSLEHHHHHH +>15174 +GXSFCKADEKXCEYHADCCNCCLSGICFXYTNWILPGCSTSSFFKG +>6974 +MQPASAKWYDRRDYVFYEFCVEDSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNWLSVDFNNWKDWEDDSDEDMSNFDRFSEMMNNWGGDEDVDLPERDGADDDSQDSDDEKMPDLE +>19796 +GRKMGLPGESGLRGEPGSVPNVDRLLETAGIKAFALREIVETWDESSGSFLPVPERRRGPKGDSGEQGPPGKE +>5956 +MADKRAHHNALERKRRDHIKDSFDSLRDSVPSLQGEKASRAQILDKATEYIQYMRRKVHTYQQDIDDLKRQNALLEQQVRALEGSGC +>7292 +GAMGSEPQDGNYFEHKHNIRPKPFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTASVPPNSDVYRMLHDNRNEPTQPWQSGSFRVLQGMVDDGSDDRPAGIRS +>19037 +LLQEALSAYFDSMKIPSGQPETADVSREQVDKELDRASFSLISGLLQDEEDPPLPPTPMNSLVDECPLDQGLPKLSAEAVFEKCSQISLSQRTTASLSKK +>1128 +VVYHDCTESGQNLCLCENSNVCGQGNKCILGSDGEKNQCVTGEGTPKPQSHNDGDFEEIPEEYLL +>4272 +MRATAATAPPAAPAGEGEPPAPPPNLTSNRRLQQTQAQVDEVVDIMRVNVDKVLERDQKLSELDDRADALQAGASQFETSAAKLKWKYWWKNLKMM +>15136 +MSQKQEEENPAEETGEEKQDTQEKEGILPEYAEEAKLKAKYPSLGQKPGGSDFLMKRLQKGQKYFDSGDYNMAKAKMKNKQLTSAGPDKNLVTGDHIPTPDDLPQRKSSLVTSKLAGGQVE +>11388 +GSSGSSGEADTRVKLNFLDQIAKYWMLQGSTLKIPHVERKILDLFQLNKLVAEEGGFAVVCKDRKWTKIATKMGFAPGKAVGSHIRGHYERILNPYNLFLSGDSLRCLQKPNLRSDTKDKEY +>6968 +MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKESVLYVGSKTKEGVVHGVPTVAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEAYEMPSEEGYDDYEPEA +>6498 +MASVLEELQKDLEEVKVLLEKSTRKRLRDKLTSEKSKIETELKNKMQQKSQKSPELDNEKPAAVVAPLTTGYTEKIS +>6212 +NGELDPVQKLFVDKIREYRTKRQTSGGPVDYGREYQQDLDRELFKLKQMYGKADMNTFPNFTFEDPKFEVVEKPQS +>19521 +GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAIEGTESEMETPSAINGNPSWHLADSPAVNGATGHCSSLDAREVIPMAAVKQALREAGDEFELRYRRAFSDDTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELYGNNAAAESRKGQER +>6970 +MQAIKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSANVDVDGKPVNLGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGTKLDLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGMKTVFDEAIRFVLSPPPVK +>5313 +GPLGSPSKDCGSPKYAYFKGCSSPTAPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNWANYSAEQNRMGQAGSTISNSWAQPFDFPDDNQNAKKVAAGHECQPLAIVDQRPSSRASSRASSRPRPDDLEI +>6846 +HLMYTLGPDGKRIYTLKKVTESHEITKSAHPARFSPDDKYSWQRVTLKKRFGLVPGQHGHHHH +>19135 +MADERKDEGKAPHWTSASLTEAAANPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEGQHKDQPAALPLAAEETVNLPPSPPPSPASCQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQGL +>4716 +GGLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFNAHKDKKGTRTIAEMRKEEMAKEMDPEKLKILEWIEGKERNIRALLSTMHTVLWAGETKWKPVGMADLVTPEQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSGFENQGQKPLY +>6521 +GSHMNNTESSPQPKKKPLDGEYFTLTIRGSERFEMFRELNEALELKDAQAGKEPG +>26549 +GHMAVGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSMASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPSIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEASEDVVCC +>11526 +MNIVPQDTFKSQVSTDQDKSVLSSAVPSLPDTLRQQEGGAVPLSTQLNDRHPLESTLKNWETTQRQAQMEQHRQIFGIAEPMKRTMEMEIVNRTDFNPLSTNGSIHRDILLNKECSIDWEDVYPGTGLQASTMVGDDVHSKIEKQLGD +>19364 +MRGFHHHHHHGSATFPPATSAPQQEPGPEDEDSSLDESDLYSLAHSYLGGGGRKGRTKREAAQNTNRPSPGGHERKLVTKLQNSERKKRGARR +>15719 +CKTKGNKVNVGVKYAEKQERRFEPEKLREGRNIIGLQMKINKFASQQGMTAYGTRRHLYCPKLGTDQPLDQATISLQMGTNKGASQAGMTAPGTKRQI +>4985 +ATPAPAAEMPGITIISASQTGNARRVAEALRDDLLAANLNVKLVNAGDYKTKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLFSKKAPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKLAELGGERLLDRVDADIEYQAAASEWRARVVDALKSRAPVAAPSQSVA +>15506 +GSNGADNQHNNAYGGGKNPGIGNTSGAGSKGSASSNRGNSNGWSWSNKPHKNDGFHSDGSYHITFHGDNNSKPKPGGNSGNRGNNGDGAS +>6112 +GSHMEHPKPSACRNLFGTVDHEELTRDLEKHCRCMEEASWRKWNFDFQNHKPLEGKYEWQEVEKGSLPEFYYRPPRPPKGACKVPAQE +>15398 +PSRSISPSALQDLLPTLKSPSSPQQQQQVLNILKLNPQLMAAFIKQRTAKYVANQPGMQ +>19357 +MEANIRGQGGLAYPGVRTHGTLEEVNGPKAGSRGLTSLADTFEHMIEELLDEDQKVRPDEENNKDADLYTSRVMLSSQVPLVPPLLFLLEEY +>15141 +MKAKRSHQAIIMSTSLRVSPSQHGYHFDTASRKKAVGNIFENTDQESLERLFRNSADKKAEERAKIIFAIDQDVEEKTRALMALKKRTKDKLFQFLKLRKYSIKVH +>15711 +ATKAVAVLKGDGPVQGIINFEQKSSNGPVKVWGSIKGLTNGLHGFHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIGRTLVVHEKADDLGKAGNEESTKTGNAGSRLACGVIGIAQ +>16296 +PGPEEQEEQPQPRKPGTRRERTLGAPASSERSAAGGRVPRGHKNKLNEEDAASESSRESSNEDEGSSSEADEMAKALEAELNDLM +>17760 +MEEPQSDPSVEPPLSLETFSDLWKCLPENNVLSPLPSQAMDDLMLSPDDIEQWFTEDPGPDEAPRMPEAAPPVAPAPWAPTPAAPAPAPSWPL +>19507 +MAEMKTDAATLAQEAGNFERISGDLKTQIDQVESTAGSLQGKWRGAAGTAAQAAVVRFQEAANKQLQELDEISTNIRQAGVQESRADEEQQQALSSQMGFKLAAALEHHHHHH +>4922 +IDVLLGHDDGSLAFVPSEFSISPGEKIVFKNNAGFPHYIVFDEDSIPSGVDASKISMSEEDLLNAKGEWFEVALSNKGEYSFYCSPHQGAGMVGKVTVN +>17325 +GPMLLSVSSDSDSSQAGSNAGNQPMLWPAWVYCTRYSDRPSSGPRSRKPKKKNPNKEWKRPRTAFTAEQLQRLKAEFQTNRYLTEQRRQSLAQELGLNESQIKIWFQNKRAKIPKAT +>15672 +PALTPSLGAKPKPQVLSDSGGPHIDLLTEDPPPYRDPRPPPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDYTTQASRNHLVHYRQLGLAGLQNAGRSHHHHHHHH +>15176 +LHMDPKGRKKIQFSVPAPPSQFDPRQVEMIRRRRPTPALLFRVSEHPSPEEESSPHQRTSGEGHHPKSKRPNPSAYTPPSLKAVQRIAESHLQTISNLSENQASEEEDELGELRELGYPQ +>17205 +MTEMDKKQEQENHAECEDKPKPCCVCKPEKEERDTCILFNGQDSEKCKEFIEKYKECAKGYGFEQPSAN +>4914 +LGASWHRPDKCCLGYQKRPLDQVLLSQWYPTSQLCSKPGVIFLTKRFRQVCADKSKDWVKKLMQQLPVTAR +>hmbdi +MKHDHHQGHTHSGKGHACHHEHNSPKTQQASSVMELPIVYTCPMHPEIRQSAPGHCSLCGMALEPETVTVSEVVSPEYLDMRRR +>15097 +PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANKSEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKIEVFTATTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFSNLPLWKQQNLKKEKGLF +>19478 +GYDSMDCQAVLQTLLSRTDLDPRVLSNTGWGQTQIKQDTVWDIEEVPRPEGKSDKGTEGWESAATQTKNSGGWGDAPSQSNQMKSHWGEW +>6580 +LKTFSSKSEAQIVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLVHHYMPPPGTPSFSLPPTEPSSEVPEQPPAQALPGSTPKRACYIYSGGEKIPLVLSRPLSSN +>16160 +GHMKMADAKQKRNEQLKRWIGSETDLEPPVVKRKKTKYKFDDGAVFLAACSSGDTEEVLRLLEGGADINYANVDGLTALHQHSIDDNVDMVKFLVENGAN +>5070 +ALFSGDIQNLTAAEIEQGFKDVPSFVHEGGDVPLMELLVSAGISPSKRQAREDIQNGAIYVNGERLQDVGAILTAEHGLEGRFTVIRRGKKKYYLIRYALEHHHHHH +>15409 +GSLRVKFSRSADAPAYQQGQNQLYNELNLGRREMYDVLDKRRGRDPEMGGKPRRKNPQEGLYNELQKDKMAEAYSEIGMKGERRRGKGHDGLYQGLKTATKDTYDALHVQALPPR +>19171 +MHHHHHHSSGLVPRGLEFDEWTPGTAVLTSPVLVPGCPSKAVDPGLPEVKQEPPDPEEDKEENKDDSASSLAPEEEAGGAGTPVITEIFSLGGTRFRDTAVWLPRSKDLKKPGARKQ +>15441 +SHHHHHHSMANSAGSSNTQTPDASLQATVNGQSGGKKQPLNLLIYNVQATNIPPKETLVYTKQTQTTSTWGGNGD +>19114 +MPLGSPLFMSSSAGSGHQPSQSRAIPTRTVAISDAAQLPHDYCTTPGGTLFSTTPGMTRIIYDRKFLLDRRNSPMAQTPPCHLPNIPGVTSVGTLIEDSKVEVNNLDNLDNHDRKHAVGDDAQFEMDI +>7358 +GNHSGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDSDVFGEADAIQNNGTSAEDFAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDHTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKDGSGKVSLEHHHHHH diff --git a/datasets/chezod_117_all_rand_4.fasta b/datasets/chezod_117_all_rand_4.fasta new file mode 100644 index 0000000..8f8e612 --- /dev/null +++ b/datasets/chezod_117_all_rand_4.fasta @@ -0,0 +1,234 @@ +>4307 +GQGGCTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNWNNFVHDCVNITIKQHTVTTATKGENFTETAIKIMERVVEQMCTTQYQKESQAYYDGRRS +>15768 +MSTNPKPQNKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGVRATRKTSERSQPRGRMQPIPKARRYENRTWAQPGYPHHHHHH +>15397 +GTQNRPLLRNSLDDLVLPPSNLEGQSDERALLPQLHTLLSNTDATGLEEKDEALGIPELVNQGQALEPKQD +>15123 +GKSSERWARQVSGGAFVTLHGAEGLEEETNDEDVSDIERRIAMRLAERRQEDSATHGDE +>6047 +MKLAPYILELLTSVNRTNGTADLTVPLLRELAKGRPVSRTTLAGILDWPAERVAAVLEQATSTVYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCYATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRHLLQKMSSRTP +>17290 +MGSSHHHHHHSSGLVPRISHMYRKDKRRQEPLRQPSPQEGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTQTLFRSPDDIPLMTPNTITMIPNSLVGLQTLHPYNTFAAGFNSTGLPHSHSTTRV +>16876 +MAEEIKNVPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTTEVEVKEEEKKGFMEKLKEKLPGHKKPEWGSAKAAAPVVVPPPVEEAHPVHKKGIEEKIKEKLPGYHPKTTVEEEKKDKE +>15736 +MGSSHHHHHHSNGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEETLDSLAEFAEDLADKPYTFEDYDVSFGSGVPTVKLGGDLGTYVINKQTPNKQIWLSSPSSGPKRYDWTGKNWVYSHDGVSLTELLAAELTKALKTKLDLSSLAYSGKDA +>25118 +LADGSSDAAREPRPAPAPIRRRSSNYRAYATEPHAKKKSKQSASRKLQLKTLNLQIAKRELEREAEERREEKGRHHHHHH +>15274 +GSHMSSSSESTGMPSNPDLDAGVSEHSGDQLDQTSVSDQFSVEFEVESLDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESDTDSFNEDPEISLADYWK +>4950 +GGKWSKSSVVGWPAVRERMYRAEPAADGVGAASRDLEKHEAITSPNTAANNAACAWX +>16505 +MKKRPKPGGWNTGGSRYPGQGSPGGNRYIIQGGGTQEQPHGGGWGQPHGGGWGQPHGGGWGQPHGGGWGQGGGTHNQWNKPSKPK +>11454 +GILTNSQGQTPQRVSGLQGSDALNIQINQTSGGSLQAGQQKEGEQNQQTQQWQILIQPQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPNSGPIIIRTPTVGPNGQVSWQTLQLINLQVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDDKGSHHHHHH +>15131 +ASQKRPFQRSKYLATASTMDHARHGFLPRHRDTGILDSYGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQDENPVVHFFKNIVTPRTPPPSQGKGRGLSLSRFSWGYEGQRPGFGYGGRASDYKSAHTGFKGAYDAQGTLSKIFKLGGRDSRSGSPMARRLEHHHHHH +>6078 +YNTDQQKVSEIFQSSKEKLQGDAKVVSDAFKKMASQDKDGATTDADESEKHNYQYQYNILKGAGHKKELEHHHHHH +>4287 +GSHMSYNNDYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLEKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMIIQPEATEDEVEQAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMRELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSARKARKNKIR +>15086 +MPTKTYSKEFKRDAVALYENSDGASLQQIANDLGINRVTLKNWIIKYGSNHNVQGTTPSAAVSEAEQIRQLKKENALKIARTRHPAESCSEHHHHHH +>16912 +GIKQYSQEELKEMALVEIAHELFEEHKKPVPFQELLNEIASLLGVPKEELGDRIAQFYTDLNIDGRFLALSDQTWGLREWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEAQDFDEEDLDEDDDDLEIEEDIIDEDDEDYDDEEEEIK +>18177 +MQKLSARLRALRQRQLDRAAAAVEPDVVVKRQEARAAARLKMQDELNAQVEKHKEKLKQLEEEKRRQPIEMWDSMQERKSYKGNAKKPQEEDSPGPSTSSVLKRKSDRKPLRGGGYNPLSGEGGGACSWRPGRRGPSSGGCG +>18198 +GAMGLSGGEDQELKGLLGLPEEETELDNLTEFNTAHNKRISTLTIEEGNLDIQRPEGKRKNSRVTFSEDDEIINPEDVDPSVGRFRNM +>15179 +GHMPIKGILKNKTSTTSSMVASAEQPRGNVSEELSKKSQKWDEGNILATYHPADKDIGLMKIDEKSTPYHSMMGDDEDACSDTEATEAMAPDILARKLAAAEGLEPKYRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKLARQLISKDL +>18248 +ASSHSLLFSSSFLSKPSSFTSSLRRFVYLPTRQFWPPQRHGFSTVHAVADEPAVSSSGP +>7279 +MSESSSKSSQPLASKQEKDGTEKRGRGRPRKQPPVSPGTALCGWQKEPSEVPTPKRPRGRPKGSKNKGAAPTRKTTTTPGRKPRGRPKKLEKHEEEGISQESSEEEQ +>18446 +MGEKTVKLYEDTHFKGYSVELPVGDYNLSSLISRGALNDDLSSARVPQMLRLYVFQHNNFKGVRDFYTSDAAEISRDNDASSVRVSKMETTN +>19650 +SRLDKDDSKAGMEEDHTYERLDIDQTATYEDIVTLRTDEVKWSVGEHPGQQ +>19224 +IHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEHNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDIEVRSRVVGGSLRTAQAASPAKGEPS +>5204 +SKKIKDPDAAKPDDWDMRAKIDAPTDSKPEDWDKPEHIPDPDAKKPEDWDEEMGGEWEPPVIQNPEYKGEWKPR +>4686 +SKSMQVDFSRCCFSFAEQEIPLRAILCYRNTSSICSNEGLIFKLKRGKYACALDTVGWVQRHRKYLRHCNSKRK +>10010 +EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRVYVEELKPTPLGDLEILLQKWENDECFQKKIIAEKTKIPAVFKIDALNENKVLVLDTDYKKQLLFCMENSAEPEQSLVFQCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQLEEQCHI +>19672 +WVTVQRTEAAERCGLHGSGVWRVEAERLTLLTVGAQPQILEPLLSWPYTLLRRYGRDKVMFLFEAGRRCPSGPGTFTFQTAQGNDIFQAVETAIHRQKAQG +>18890 +SLQDGVRQSRASDKQTMLPNDQLYQPLWDREDDQYSHLQCNQLRCN +>5545 +SYYHHHHHHDYDIPTLENLYFQGAMGSGPCRRHLDSVLQQLQTEVYRGAQGLYVPNCDHRGFYRKRQCRSNQGQRRGPCWCVDVMGKSLPGSPDGNGSSSCPTGSSG +>17483 +MSDEGRKGFGEKASWALKPDSQKSYAEQGKEYITDKALKVAGKVQPGDNKGVFQGVHDSAEKGKDNAEGQGESLADQARDYMGAAKSKLNDAVEYVSGRVHGEEDPTKK +>11019 +GSFTMDGLVDSNPAPPESQEKKPLKPCCACPGTKKARDACIIEKGEEHCGHLIEAHKEWMRALGFKW +>15563 +MASNKSKCKDASQRRRSLEPALNVHGAGGGAFPASQTPSKPASADGHRGPSAAFAPAAAEPKLRGGFNSSDTVTSPQRRGPLAGGSAWSHPQFEK +>18578 +GSKRRELDDPGAYNYPFTWNRPSAPPGYNIAVKPDQIQYTEQCNAKIAYKQNKANIAQEQQYGSHEEHLPADLETLQREIRMAYERLDLAIQAYHHQNNPHGPREKKAKVGSKSGSNKSSISSKSGDGKTSVWI +>17836 +MAYSEKVIDHYENPRNVGSFDNNDENVGSGMVGAPACGDVMKLQIKVNDEGIIPDARFKTYGCGSAIASSSLVTEWVKGKSLDEAQAIKNTDIAEELELPPVKIHCSILAEDAIKAHIADYKSKREAK +>5076 +MKKVIATKVLGTVKWFNVRNGYGFINRNDSKFDVFAHQTAIKKNNPRKYLRSVGDGETVSFDVVEGEKGAEAANVTGPG +>5736 +MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLGYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPYDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLMHLTAEGQATLEFLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVAGQFEDADVDH +>18631 +MAAPGHRGRFYGGNLFFLPGGARSEMMDDLATDARGRGAGRRDAAASASTPAQAPTSDSPVAEDASRRRPCRACHDFKAW +>4286 +GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTRELQAEIDDTVGIMRDNINKVAERGERLTSIEDKADNLAVSAQVFARGQNRVRKAMWYKDLKMK +>19332 +MVRTKADSVPGTYRKVVACRAPRKVLGSSTSCTNSTSVSSRKAENKYAGGNPVCVRPTPKWQKGIGEFFRLSPKDSEKENQIPEEFGSSGLGNAKRKACPLQPDHTNDEKE +>15180 +GHMDEEDGEPPYEPESGCVEIPGLSEEEDPAPSRKIHFSTAPIQYFSTYSNYDYDRRNMDVDPQAASAEYELEKRVERLEL +>2956 +MKPVTLIDVAEYAGVSYQTVSRVVNQYSHCMAKTREKVEAAMAELNYIPNRVAQQK +>18927 +ENREIQPPFKPKVSGKGVENFDKFFPRGQPVLTPPDQLVIANIDQSDFEGFLYVNPQFVHPINQSAVX +>18867 +SLRYRWQNEKLGLDAGDDYEDEHLYEGLNLDDCSMYEDISRGLQGTYQDVGSLNIGDVQLEIP +>4034 +AIPKRLCLVCGDIASGYHYGVASCEACKAFFKRTIQGNIEYSCPATNECEITKRRRKSCQACRFMKALKVGFLKEGVRLYRDRGGRQKYKRRLDSENE +>19482 +NPLEAVVFEPRDGNAVGNLLFSLRGTKQSSLSRAVKVFETFEAKIHHLETRPAQRPLAGSPHLEYFVRFEVPSGDLAHLLSSVRRVSDDVRSA +>25093 +MIHSSVKRWGNSPAARIPATLMQALNLNPDDEVKIDLVDGKLIIEPVYKEPVFTLAELVNDITVENLHENIDWGEPKDKEVW +>15430 +MNLEPPKAECRSATRVMGGPCTPRKGPPKFKQRQTRQLKSKPPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFWHLELHELAQYGII +>25327 +GSHMADEDANRPVRPGEDPNEAFRSTPFEATTSALGLCRECIAYRTGATTGKGSRRHDDTVSREIKGDSATPGGSEKAGTGRQ +>17048 +ASTASPAKAESSGVIDLFCDAFGSGASETDPRFQAVSSSSASADLLAGFGGSFMAPST +>16670 +AAGGAWGRLACYLEFLKKEELKEFQLLLAFKAHSRSSSGETPAQPEKTSGMEVASNLVAQYGEQRAWDLALHTWEQMGLRSLCAQEQEGAGHSLEHH +>15162 +NDDKLYRADSWVPDEIKQSGGWMPRGQSDYFDRGTQMNINLYDHARGTQTGFVRHDDGYVSTSISLHSAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAADGYGLAGF +>15336 +GAMESAERRNSILTETLHRRSLEGDAPVSWTETKKQSTKQTGEFGEKRKNSILNPINSIRKFSIVQKTPLQMNGIEEDSDEPLERRLSLAPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVFQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLKECLFDDME +>5022 +AFPSPAADYVEQRIDLNQLLIQHPSATYFVKASGDSMIDYGISDGDLLISDSAITASHGDIVIAAVDGEFTVKCLQLRPTVQLIPMNSAYSPITDSSEDTLDVFGVVIHVVKAMR +>15855 +GPHMTLEEFSAGEQQTERMDKVGDALEEVLSKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADECDDRDYALQIHFTLIQAFCCENDINILRVSNPGRLAELLLLETDAGKAASEGAEQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVPVINLPER +>16450 +MAYQQDPCANPTRQTGKTGGQADQYGNPVHQTEALGAYGAGTGTGMHGGEHQQQPHQQPGVLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGWGRKDEQKQTSATSTPGAGQQQKRMMEKIKEKLPGAH +>15766 +AVPVESKPDKPSGKSGMDAALDDLIDTLGGPERTEEENTGYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGPPADSSKPIGPDDAIDALSSQFTCGSPTAAGKKTDKEESTEVLKAQSAGTVRSAAPPQEK +>6431 +EAESLQSAQKAKAEERKRRKMSRGLPDKTEMEKSVMAKKLEQKPKGEGIPTTAKLKVDEFESNVNEVKDPYPSADFPGDDEEDEPEIPVQPRPRPLAELQLKEWAVPIPEASSFFIFSPTNKVRVL +>17926 +MGSSHHHHHHSSGLVPRGSHMAAPEGGISDVLESSIKEAQETCAGDPVSGECVAAWDEVEELSAAASHARDKCKADGSDPLEEYCKDNPETTECRTYDN +>4280 +ASASPKQRRSIIADRGPMYDDPTLPEGWTRKLKQRKSGRSAGKYDVYLINPQGKAFRSKVELINYFEKVGDTSQDPNDFDFTVAGRGSGSGC +>6139 +DEAQFKETYDTCHQECSDKGNGFTFCEMKCDTICSVKDVKEKLENYKPKI +>11338 +GSSGSSGMTDYGHEQRNELEALESIYPISFTVLSENPPSFTITVTSEAGENDETVQTTLKFTYSEKYPDTAPLYEIFSQENLEDNDVSDILKLLALQAEENLGMVMIFTLVTAVQEKLNEIVDQIKTR +>18889 +SWKNRKAKAYPVTRGAGAGGRQRDQMKERPPPVPNPDYEPIRKGQRDLYSGLNQRRI +>19485 +MGLSFPSPGESAPPTPDLEEKRAKLAEAAPRRQKEAASRGILNVQSVQEKRKKKEKIEKQIATHGPPPEGGLRWTVSLEHHHHHH +>15174 +GXSFCKADEKXCEYHADCCNCWLSGICAXSTNWITTGCSTPSFFKI +>6974 +MQPASAKVYDRRDYVFIEFCVEDSKDVQVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNWLSVDFNNWKDWEDDSDEDMSNFDRFSEMMNNMGGDEDVDAPAVDGADDDSQDSDDEKMPDLE +>19796 +GRAMGLPGERGLRGEPGSVPNVDRLLETAGIKASALPEIVETWDEMFGSFLPVPERRRGPKGDSGEQGPPGKE +>5956 +MADKRAHHNALERKRRDHIMDSFHSLRDSVPSLQGEKQSRAQILDKASEYIQYMRRKVHTLQQDIDDLKRQNALKEQQVRALEGSGC +>7292 +GAMGSSPQDGNYFEHKHNIRPKPFIIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMNLPGVKIVHAQFNTPMQLYSDDNIMETLKGQVSTALGETPLMSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFRVLQGMVDDGSDDRPAGTRS +>19037 +LLQEALSAYFDSMKIPSGQPETADVSREQVDKELDRASNSLISGLYQDEEDPPDPPTPMNSLVDECPLDQGLPKLSALAVFEKCSQISKSQSTTASLSKK +>1128 +VVYTDCTESGQNLCWDEGSNVCGQGNKCILGSDGEKNQCVTGEGTPKPQSHNRGEFEEIPEEYLQ +>4272 +MSGTAETAPPAAPAGEGGPPAPPPNLTSNRRLQQTQAQVDEVVDTMRVNVDKVLERDQKLSELDDRADALQAGASLFETSAAKLKRKYWWKNLKMM +>15136 +MSQSQEEENPAEETGEEKQDTQEKEGILPERAEEAKLKAKYPSLGQKPGGSDFLMKRLQKGQKYFDSGDYNMAEAKMKNKQLPSAGPDKNLVTGDHIPTPQDLPQVSSSLVTSKLAGGQVE +>11388 +GSSGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPHVERKILDLFQLNKLVAEEGGFAVHCKDRKWTQIATKMGFAPGKAVGSVIRGHYERILNPYNLFLSKDSLRCLQKPNLTSDTKDKEY +>6968 +MDVFMKGLSKAKEGVVAAAEKTKQIVAEAAGKTKEGVLYVGSKTKEGVNHGVATVAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDDDNEAYEMPSEEGYQDYFPEA +>6498 +LASVLEELQKDLEEVKVLLEKSTRKRLRDTLTSEKSKIETELSNKMQQKSQFKPEPDNEKPAAVVAPLTTGYTVKIS +>6212 +NKELDPVQKLFVDKIREYRTKRQTSGGPVDAGPEYQQDLDRECFKLKQCYGKADMYTFPNETFEDPKFEVVEKPQS +>19521 +GHSMSQSNRELVVDFLSYKLSYKGYSWSQFSWVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAREVIPMAAVKQALREAGDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNEGFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRDAAWMATYLNDHLEPWIQENGGWDTFVELYGNNAAAESRKGQER +>6970 +PQAIKLVVVGDGAVGKTCLLRSYTTNAFPGEYIPTVFDNYSANVMVDGKPVNLGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGTKLDLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGMVKYLECSALTQRGLKTVFDEAIRAVLSPPPVK +>5313 +GPLGSPSKDCGSPKYAYFNGCSSPTAPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNVANYSAEQNRMGQEGSTISNMHAQPFDFPDDNQNAKKVAAGHELQPLAIVDQHPSSRASSRASSRPRPDDLEI +>6846 +HLMYTLGPDGKRPYTTKKVTESGEIPKSAHPARFSPDDKSSRQRVTLKKRFGLVPGQHHHHHH +>19135 +MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSFTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTKGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKDAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSVVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQGL +>4716 +GPLGSPEFSMPHSSPPNRPNYNVSCSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFNAHKDKKGPRTIAEMRKEEMAKEMDPEKLKILEWIEGKERNIRARLSTMHTVLWAGETKWKPVGMADLVTPGQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSEFENQGQKPLY +>6521 +GSDMNNTSSSPQFKKKPLDGEYFTLGIRGRERFEMFRELNEALELKDAQAGKRPG +>26549 +GHMASGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPKRRKRTVVLTESNVSSALAELATKTFGSSGSSAVVSGTATALPDQASDDGDKGSDVESYSSMPPFEGEPGDPDLSDGLWSTVSEEASEDVVCC +>11526 +MNIVPQDTFKSQVSTDQDKSVLSSAVPSLPDTLRQQEEGAVPLSTQLNDRHPLEMTLKNWETTQRQRQMEQYRQIFGIAEPMKRTMEMEIVNRTDFNPLSTNGSIHRDILLNKECSYDWEDVYPGTGCQASTMVGDDVHSKIEKQLGI +>19364 +MRGSHHHHHHGSATFPPATSLPVQPPGPEDEDSSLDESDLYSLAHSYLGGGGRKGRTKREAAANTNRPSPGHHEAKLVTKLQNSERKKRGARR +>15719 +AKTKGNKVNVGVKYAEKQEYRFSPEKLREGRNIIGLQMGINKFASQQGMTAYGTRRHLYDPKLGTDQPLDQATISLQMGTNKGASQAGMTAPGTKRGI +>4985 +ATPAPAAEMPGITIISASQTGNARRVAEALRDDLLAAKLNVKLVNAGDYKFKQIWSEKLLIVVTYTQGEGEPPEEAVALHKFLFSKKAPKLENTYFAVFSLGDTSYEFFCQSGKDFDSKLAELGDERLLDRVDADVEYQAAASEWRARVVDALKSRAPVAAPSQSVA +>15506 +GSNGADNAHNNAFGGGKNPGIGNTSGAGSNGSASSNRGNSNGWSWSNKPHKNDGFHSDGPLHITFHGDNNSKPKPGYNSGNRGNNGDDAS +>6112 +GSHMEHPKPSACRNLFGNVDHEELTRDLEKHCRDMEEASQRKWNFDFQNIKPLEGKYEWQEVEKGSLLEFYYRPPRPPKGACKVPWQE +>15398 +GNCSISPSALQDLFRTLKSPSSPQQQQQVLNILKSNPQLMAAFIKQRTAIYVANQPGMQ +>19357 +MEANISGQGGLAYPAVRTHGTLESVNGPKAGSRGLTSLADTFEHNIEELLNEDQKVRPNEENNKDADLYTSRVMLSSQVPLEPPLLFLLEEY +>15141 +MKAKRSHQAIIMSTSLRESPSIHGYHFDTCVRKKAVGNIFENTDQESLERLFRNSPDKKAEERAKIIFAIDQDVEEKTRALMALKKRTKDKLFQFLKLRKYSIKVH +>15711 +ATKAVAVLKGDGPVQGIINFEQKESCGPVKVWGSIKGLAEGLHGFHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVQSLSGDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSKLACGVIGIAQ +>16296 +PGPEEQEEEPQPRKPGTRRERTLGAPASSERSAAGKRGPRGHKRKLNEEDFASESSRESSNEDEGSSSHIDEMAKALEAELNDLM +>17760 +MEEPQSDPSVEPPLSQETFSDLWKLLPENNGLSPLPSQAMDDLMLSPDDIEQWFTEDPGPDEAPRMPEAAPPVAPACAAPTPAAPAMAPDWPL +>19507 +MAEMKTDAATLQQEAGNFERISGDLKTQIDQVESTAGSLQGQWRGAAASAAQAAVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEEQQEALSSQMGFKLAAALEHHHHHH +>4922 +IDVLLGADDGSLAFVPSEFSISPGEKIVFKNNAGGPHNIVFGEDSIPSGVDASKYSMSEEDLLNAKGETFEVALSNKGEYSFYCSPHQGAGMVGKVTVN +>17325 +GLMELSVSSDSDSSQAGSNAGNQPMLWPAWVYCTRYSDRPSSGPRSRKPKKKNPAKEDKRPRTAFTAEQLQRLKAEFKTNRYLTEQRRQSLAQELGLNESVIKIWFQNKRAKIKKAT +>15672 +PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPYRDPRPPPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGWGQLTYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDETTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHHHH +>15176 +GHMDPKGRKKIDFSVPAPPSQLDPDQVEMIRRRRPTPALLFRVSEHSSPEEESSPHQRTSGEGHHPKSKRPNPSAYTPPSLKAVQRIAESHLQTISNLSENQASREEDELGELGELGYPQ +>17205 +MVEKDKKQEQENHAECEDKPKPCCVCKPEKEERDTCILFNGQDSEKCKEFIEKYKECMKGYGFEVPSVN +>4914 +LGASRHRPDKCCDGYQKRPLPQVLLSSWYPVSQLCSKPGVIFLTKRGRQVCAAKSKDWVKKLMQQLPVTAR +>hmbdi +MKHDHHQGHTHSGKGGACHHEHNSPKTQQASSKMEGPIVKTCPMHPEIRQSAPGHCPLCGMWLEPEVVTVSEVVSPEYLDMRRR +>15097 +PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHTGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTCTNEVFTAFTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLPLWKQQNLKKEKGLF +>19478 +GPDSMDCQAVLQTLLSRTDLDPRVLSNSGWGGTQIKQDTVWDIEEVPRPEGKSDKGTEGEESAATQTKNSGGWGDAPSQSNQPKSGWGEL +>6580 +LKTFSSKSEYQLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSSTKNLRIQCEGGSFSLQSDSRSTQPVPRFDCVLKLVHHYMPPPGTPRFSLPPTEPSSEVPEQPPAQALPGVTPKRAYYIYSGGEKIPLVLSRPLSSN +>16160 +GHMKMADAKQKRNEQLKRWIGSETDLEPPVVKRKKTKVKFDDGARFLAACSSGDHEEVLRLLERGADINYANVDGLTALHQASIDDNVDMVKRLDENGAN +>5070 +AVFSGDIANLTAAEIEQGSKDVPSFVHEGGDVPLVELLVSAGISPSKPQAREDIQNGAIYVNGEQLQDVGAILTAEHRLEGRFTVIRRGKKKYYLIRYALEHHHHHH +>15409 +GSLEVKFSRSADAPAYQQGQNQLYNELNLGRREEYDVLDKRRGRDPEMGNKPRRKNPQEGLYNELQKDKMAEMYEEIGMKGERRRGKGHDGLYQGLSTATKDTYDALHMQALPPR +>19171 +MHHHDHHSSGLVPRGSEFDEWTPGTAVLTSPVLVPGCPSKAVDPGLPSVKQEPPDPEEDKEENWDDSASKLAPEEEAGGADTPVITEIFSLGGCRFRDTAVWLPRSKDLKKPGARKQ +>15441 +SHHHHHHSMANSAGSSNTQTHDASLQATVNGQSWGKKQPLNLSVYNVQAENIPPKETLVYTKQTQTTSTGGMNGD +>19114 +MPLGSPEFMSSSAGSGHQPSQSRAIPTTTVAISDAAQLPHQYCTTPGGTLFSTTPGGTRIIYDRKFLLDRRNSPMAQTPPCHLPNPPGQTSPGTLIEDSKVEVNNLDNLDNHDRKHAVGDDAQFEMDI +>7358 +GNHSGKRKLSAEKASKDGEIHRGEAGKKRSSGKLSQTASEDSDVFGEADAIQNNGTSAEDTAVTDCKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRQFSGDRGAPKRGSGKVSLEHHHHHH diff --git a/datasets/chezod_117_all_rand_5.fasta b/datasets/chezod_117_all_rand_5.fasta new file mode 100644 index 0000000..bc18569 --- /dev/null +++ b/datasets/chezod_117_all_rand_5.fasta @@ -0,0 +1,234 @@ +>4307 +GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSASSRPMMHFGNDWEDYYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVEITIKQNTVTTTTKGENDTETDIKIMERVVEQMCTTQYQKESQAYYDGRRS +>15768 +MSTNPKPQRKTKRNTNRRPQDAKFPGGGQIVGGWYLLPRRGPRLGVRATHKTSERSQPRGRRQAIPKARRPEGRTWAQPGYPHHGHHH +>15397 +GTQNRPLLRNSLDDLVMPPSNLEPQSDTRALLDQLHTLESNTDATGLEEIDRALRIPELVNQGQALEPKQD +>15123 +GESGERWARQVSFGHFVTLHGAENLEEETNDEDVSDTKRRIAMRLAERRQFDSATHGDE +>6047 +MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVSPIDIQAVEPAGMAVSLVLPQEAADVRQSWCCHHHFFASKPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRHLLQTMSSRTP +>17290 +MGSSHTHHHHPSGLVPRGSHMYRKDKRMQEPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTKRRSPDDIPLMTPNTITMIPNSLVGLQWLHPYNTFAAGFNSTGLPHSHSTTRV +>16876 +MAEEIKNVPEQEVPKVATEESSAEVTDRGLLDFLGKKKDETKPEETPIASEFEQKVHISEPEPEDKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTTETEVKEQEKKGFMEKLKEKLPGHKKPEDGSAVAAQPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPKTTVEEEKKDKE +>15736 +MGSSHHHHHHSSGLVPKASHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEKTADSLAEFFEDLADKPYTFEDYDVSFGSGVLTVALGGDLGTYVINKQTPNKQIWLSSPSSGPKRYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDLSSLAYSGKDA +>25118 +LADGSSDAAREPRPAPAPIRRRSSNYRAYATEPHAKKASKISASRKLQLKTKLLQILKQHLEREAEERRGEKGRHFHHHH +>15274 +GSHMSSSSESTGTPSNPDPDAGVVEHSGDWLDQSSVSDQFSVEFEVESLDSEDYSLSEEGQELSDEDDWVYQVTVYQAGESDTDSFEEDPEIVLADYWK +>4950 +GGKWSKSSVVGWWAVRERMRRAERAADGVGLASRDLEKHGAITTSNTAANTAACAWX +>16505 +MKKRPKPGGWNTGGSRYPEQGSPGGNRQPPKGGGTGGQPHGGGWGQPHGGGWGQPHGGGWGQPHGGGWIQGGGTHNQWNKPSKPK +>11454 +GILTNSQGQTPQRVSGLQRSDALNIQQNQTSGGFLQAGQQKEGEQNQQTQSQQILIQPQLVQGGQALQALQAAPLSGQTFTTQAISQEYLQNLQLQAVPNSGPIIIRTPTVGPNGQVSWQTLQLQNLNVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDDKGSHHHHHH +>15131 +ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQLENPVVHFFKNIVTPRTPPPSQGKGRGLSASRFSWGAEGQRPGFGYGGRASDYKSAHKGFKLAYDAQGTLSKIFKLGSRDSRSGSPMARRLEHHHDHH +>6078 +MNTDQQKVSQIFQSSKEKLQGDAKVVSDAFKKMASQDKDMKTTDEDESEKHNRQEQYNKLKGAGWKKELEHHHHHH +>4287 +GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKIDQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYEIVDSNYKEENKEQAKRQYMIIQPEATEDEVAAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQKVGHTDRAVKSARKARKNKIR +>15086 +MPTKTYSEEFERDAVALYENSDGASLWQIANDLGINRVTLKNWCIKYGSIHNVQCTTPSAAVSEAEQIRQLKKENALQRARTRHPAESCLEHHHHHH +>16912 +GIKQYSQCELKEMALVEIAHELHEEHKKPVPFQELLNEIASLLGVKKEELGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDDDEEDDDEDDDDLEIEEDIIDEDDEDYDEEEEEIK +>18177 +MQKNSARLRALRQRQLDRAAAAVEPDVVQKRQEALAAARLKMQEELNAQVEKHKEKLKQLEEEKRRQKIEMWDSMQEGKSYKGNAKKKQERDSPGPSTSSVLKRKSDRKWLRGGGYNPLSGEGGGACSWRPGRRGPSSGGCG +>18198 +GAMGASGGEDDELKGLLGLPEEWTELDNLTEFNTAHNKRISTLTIEEDNLDIQRPKRKRKNSRVTFSHDDEIINPEDVDPSVGRFCNM +>15179 +GHMPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWHEMNILATYHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEATEAMAPDILARLLAAAEGNEPKYRIQEQESSGEEDMDLSPEEREKKRQFEMKRKLHYNEGYNIKLARQLISKDL +>18248 +ASSHSLMFSSSFLSKPSSFTSSLRRFVELPTRQFWPRQRHGFSTVFEVAAEPAISSSGP +>7279 +MSESSSKSSQPLASKQEKDGTRKRGRDRPRKQPPVSPGTALVGSQNEPSEVPTPKRPRGRPKGSENKGAAKTRKTTTTPGRQPRGRPKKLEKEEEEGISQESSEEEQ +>18446 +MGEKTVKLYEDTSFKGYSVALPVGDYNLSSLISRGALNDDLSSARVPIGLRLEVFQHNNQKGVREFYTSDAAELSRDNDASSVRVSKMETTN +>19650 +SLLRKDDDKAGMEHDHTYEGLDIRQTATYEDIVTLRTGEVKFSVGEHPGQE +>19224 +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRTRYRDVSPFDHSRIRLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNLVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFWVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKTILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQAASPAKGEPS +>5204 +SKNIKDPDAAKPEDWDERFKIDDPTDSKEEDWDKPEHIPDPDAKKPEDWDEEEDGEWEPPVIQNPEYKGEWKPR +>4686 +SKSMQVPFSRCSFSFAEQEIPLRAILQYRNTSSICSNEGLIFKLKRGKEFNALDTVGWVQRHRKMLRHCPSTRK +>10010 +EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRSYVEELKPTPEGDLEIILQKWENDECAQKDIIAEKTKIPAVFKIDALNEFMVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQLEEQCHI +>19672 +WVTVQRTEAAERCGSHGSYVLRVEAERLTLLTVGAQSQILEPLLSWPYTLLRRYGRDKVMFSFEAGRRCPKGPETFTFQTARGNDIFQAVETAIHRIKAQG +>18890 +SLQDGVRQGRASDCQTLLPNDQLYQPLKDREDDQYSHLQWHQLRRN +>5545 +SYYHPHHHHDYDIPTTENLYFQGAMGSGPCRRHLDSVLQQLQTERYRGAWTLYVPNCDHRGFYRKRQCRSSQGQRRGPCWCVDRMGKSLWGSPDGNGSFSCPTGSSG +>17483 +MSDAGRKGFGEKASEALKPDSQKEYAEQGKEYSTDKADKVAGKVQPEDNKGVFQGVHDSAEKGKDNAEGVGESLADQARDYMGAAKNKENDAVEYVSGRVHGEEDPTKK +>11019 +GSFTMPGLVDSNVAPPESQERKPLKPCCACTETKKARDACDIHKGEEHCGHLIEAHKECMRALGFKI +>15563 +DASNKSKPKDASQRERGLEPAENVHGAGGGAFPASQTPSKPASADGHRVPSAAFAPAAAEPKLFGGFNSSDTVTSPQRAGPLAGGSWWSHPQFEK +>18578 +GSKRRELDDPGAYNYPFTWNTPSAPPGYNIAVKPNQIQYTELSNAKIAYKQNKANIAQEQQYGSHEEHLQASLETLAREIRMAQERLDLAIQAYHHQNNPHGPREKKAKVGSKTGSNKSSISSKSGDGKTSVWI +>17836 +MAYSEKVIDHYENPRNVGSFDNNDENVGSGMVGAPACGDVMKLQIKVFDEGIISDARFDTYGCGSAIASSSLVTEWVKGKSLDEAQAIKNTDIAEEAELLPVKIHCSILAEDAIKAAIADYKSKREAK +>5076 +MKKVIAWCVLGTVKWFNVRNGYGFINPNDTKEDPFVHQTAIKKNNPRKYLRSVGDGETVEFDVVESEKGAEAANVTGPG +>5736 +MHHHHHHLMMSFLKSFPPPGSAEGWRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAVPREHNYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGRRTEDSTRDYEDGMEVDTTPTVAGQFEDADVDH +>18631 +MAAPGERGRFHGGNKFFLPGGARQFMMDDLATDARGRGAGRRDAAASASFPAQAPTSDSPVAEDAARRRPCRACVDFKTW +>4286 +GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTAELQAEIDDTVGIMRDNINKVAERGERATSIEDKADNLEVSAQGYKRGANRVRKAMWYTDLKMQ +>19332 +MVRTKADSVPGTYRKVVAARAPRKVLGSSTSATNSTSVSSRKAENFYAGGNPVCVRPTPKWQKGIGEFFRLSPNDSEKENQIPEEALSSGLGKAKRKACPLQCDHTNDERE +>15180 +GHMDEEDGEPPTEPESGCVEIPGLSEEEDQAPSRKIHFSTGPIQVFSTYSNQDYDRRNEDFDPMAASAEYELEKRVERLEL +>2956 +MKPVTLIDVAEYAGVSYQTVSRVQNQASHVSAKTREKVRAAMYELHYIANRVAQQL +>18927 +YNREIQRPFKPKVSGQGAENFDDFFTRGQPVLTPPDQLVIANIDQSDFEGSSYVNPQFVHPILQSAVX +>18867 +SLRKKWQNEKLGLDAGDEYEDPNLYEGENLDDCSMYEDISRGLQGTYQDVPHLNIGDVQLEKP +>4034 +AIPKRLCLVCGDIASGYHYGVASCEAQKAFFKREIQGNIEYSCPATNECEITKRRRKSFQARRFMKALKVGMLKEGVALDRVRGGRQKYKRRLDSENS +>19482 +NPLEAVVFEERDGNAVLNLLFSLRGTKPSSLSRAVKQFETFEAKIHHLETRFAQRPLAGSPHLEYFVRFEVPGGDLAGLLSSVRRVSDDVASA +>25093 +MIHSSVKRWGNSPAVRIPATLMQALNLNSDDEVKIDLVDGKLIIEPVRGEPVFTLPELVNEITPENLHENIDWGEPKDWEVW +>15430 +MNLRPPKAEIRSATRVMGGPVTPRKGPPKFKQRQTRQFKSKPPKKGVQPFGDMIPGMEGLGTDITVIAPWEAFNHAELHELAPYGII +>25327 +GSHMADENANRPVNPGEDPNEASRSTPFEATTSALGDCREDIAYRTGATTGKGMRRHDDTVSWEIKGSSFTPGGSEKAGTGRQ +>17048 +ASTASRAAASSSGVIDLFGPAFGSGASETQPAPQGVSSSSASADLLAGFGGSFMAPST +>16670 +CAGGAWGRLRCYLEFLKKEELKEFQLLLNNKAHSRSSSVETPAQPEKTSGMEVASYLVAQYGEPRAWDLALHTWEQMGLRSLCAQAQEGAGHSLEHH +>15162 +NDDKLYRADSRPPDEIKQSGGLMPRGQSSYFDRGTQMNINLYDHARGTATGHVRHDDGYVSTSISMRSAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGFIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAADGYGLAGF +>15336 +GAMESGERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSILNPINSIRKFSIAQKTPLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRNLSQETGLEISEEINEEDLKELLRDDME +>5022 +AFPSVAADYVEQRIDLWQLLIQHPSATYFNKASGDSMIDGGISDGDLLIVDSAITASHGMIVRAAVDGEFTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHVVKAMR +>15855 +GPHMTLEEFSAGEQKTERMDKVGDALEEVLQKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADEDDDRDVALQIHFTLIQALCCENDINILRVSNPGRLAELLLLETDKGPANSEGEEQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVPVINLPER +>16450 +MAYQQDPCANPTRQAGKTGGQTDQYGNPVHQTEALGAAQTGTGTGMHGNEHQQQPHQQPGVLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTSATSTPGQGQQQKGMMEKIKEKLPGAH +>15766 +AVPVESKPDKPSGKSGEDAALDDLIDTLGGPEETEEMNTTYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITHPPADSSKPIGPDDNIDALSSDFTCGSPTAAGKKTEKEESTEVLKAQSAGTVRSVAPPQEK +>6431 +EAESLTSAQAVKAEERKRRKMGRGLPDKTEEEKSVMAGKLEQKPKGEGIPTTAKLKVDEFESNVNEVKDPYPSADFPGDDEEDEPEIPVSPRPRPLAELQLKEKAVPIPEASSFFIISPTNKVRVL +>17926 +MSSSHHHHHHSSGLVPRGSHMAALEGGISDVVEKSIKEAQETNAGDPVSGECVAAWDGVEELSAAASHARDKKKADGSDPLEEYCKDNTETNECRTYDN +>4280 +ASASRKQRRSIIRDRGPSYDDPTLPEGWTRKLKQRKSGRSAGKYDCYLINPQGKAFRSKVELIAVFEKVGDSSLDPNDFDFTVTGRGSGSGC +>6139 +DEAQFKECYDMCHKECSDKGNGFDFCEMKCDLDCSVKDVKMKLENYKPKP +>11338 +GSSGSSGMTDYGEEQRNELEALESIYPDSFTVLSENPPSFTITPTSEAGENDETVQTTLKFTYSEKYPDEAKLYEIFSQENLEDHDVSDILKLLQLQAEENLGMVMIQTLVTAVQEKLNEIVDQIKTR +>18889 +SLKNRKAKAKPVTLGAGAGGRQRGQRKERPPPVPNPDYEPWRKKQRDLYSGLNDRRI +>19485 +MGLSFPSPGESAPPTPDLERKRAKLAEAAERRQKEAASRGILDVQSVQEWRKKKEKIEKQIATSGPPSEGGLRWTVSLEHHHHHG +>15174 +GXSFCKADEKXCEYHADCCNCCLSHICAXSTNWTLPGCSHNSFFKI +>6974 +MQPASAKHYDRRDYVFIEFCVEDSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNFCSVDFNNWKDWEDDSDEDMSNFDRFSEMMNNMGGDEDVDLPEVDGFDDDSQDSQDEKMPDLE +>19796 +GRAMGLPGERGLRGEPGSVPNVDRLLETAGIKASALREGQETWDESSKSFLPVPERRRGPKGDSAEQGPLGKE +>5956 +MADKRAHHNALERKRRDHIKPSFHSLRDSVPSLQGEKASRAQILDKATEYIQYMRRKSHTLQQDIDDLKKQNALLEQQCRALEGSGC +>7292 +GAMGSEPQDGNYFEHKHNIRPKLFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTAYGETPLMSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFWVLMDMVDDGSDDRPAGTRS +>19037 +LLQEALSAIFDSMKIPSGQWETADVSREQVDKELDRASNSLISGLSQDEEDPPLPPTPMWSLVDECPLDQGLWKLSAEAVFEKCSQISLKQSTTASLSKK +>1128 +VVYTDCTESGQNLCNQEGSNRCGQGNKCILGSDGEKNQCGTGEGTPKPQSHNDGDFEEIPEEYLY +>4272 +MSATAASAPPAAPAGEGGPPAPPPNLISNRRPQQTQAQVDEVVDIMRVNVDKVLERDQKLSELDDRADALQAGASQFETSAAKLKRKYDWSNLKMM +>15136 +MSQKQEEENPAEETGEEKQDQREKEGILPERAEEAKLKAKYPSLGQKPGGSDFLMKTLQKGQKYFDSGDYNMAKAKMKNKQLPSAGPDKNQVTGDHIPTPQDLPQRKSSLVTAKLAGGQVE +>11388 +GISGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPHVERKILDLFQLNKLVAEEGGFAVVCKDRKWTKIATKMGFAPGKAVGSHIRGHYERILNPYNLFLSGDVLRCLAKPNLTSWTYDKEY +>6968 +MDVFMKGLSKAKNGVVAAAEKQKQYVAEAAGKTEEGVLYWGSKTKEGVVHGVATVAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEAYEMPSEEGYQDYEPEA +>6498 +MASVLEELQKDLEEVEVLLEKCTRKRLRDPSTSEKSKIETELKNKMQQKSQKKPELDNIKPAAVVAPLTTGYTVKIS +>6212 +NKELFPVQKLFVDKIRLYRTKRQTSGGPVDAGCEYQQDLDRELFKLKQCYGKADMNTFPNFTFEDPKFEVVEKPQS +>19521 +GHSMSQQNRELVVDFLSYKLSQKGYSWSLFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAREFIPMAAVKQALREACDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELDGNNAAAESRKGQER +>6970 +MQATKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSANVMVDGKPVNLGLWDTAGQEDYDRLRPLSYQQTDVFLICFSLVSPASFENVRAKWYPEVLHHCPNTPIILVGTKLDLRDDKDTIEMLKEKKLTPITYPQGLCMAKEIGAVKYLECSALTQRGLKTVFDEAIRAVLSPPPVK +>5313 +GTLGSPSKDCGRPKYAYFNGCSSWTAPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNWANYSAEQNVMGQAGSTISNSHAQPFDFPDDNQNAKKVAAGHFLQPLAIVDQRPSSRASSRASSRPRPDDLEI +>6846 +HLMATLGPDGKRIYTLKKVTESGEITISAHPTRFSPDDKYSRQRVTLKKRFGLDPGQHHCHHH +>19135 +MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQETYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQLPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYAPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESVQLATLAEDVTAALAKWGL +>4716 +GPLGSQEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFYAHKDKKGPRTIAEMRKEEMAKEMDPEKLKILEWIEGKERNIRALLSTMHTVLWAGETKWKPVGMADWVTPEQVKKVYRKAVLVVHPDKATGQPYEQYAGMIFMELNDAWSEFENQGQKMLY +>6521 +GSMMNNTFSSPQPRKAPLDGEYFTLQIRGRERFEMFRELNEALELDDAQAGKEPG +>26549 +GHMASGSLRGGEPEPDVTVLTSMLTDPSHLTAETAKRRDARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESTNKVVILDSFEPLHADGDEREISVTAEILRKSRKFVSALPIWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEASEDVVCC +>11526 +MNIFPQDTFKSQVSTDQDKSVLSSAVPSLPDTLRQQEGGAVPLSTHLNDRHPLESTLQNWETTQRQRQMEQYRQIFGIAEPMKGTTEMEIVNRTDFNPLSTNGSIHRDILLNKECSIDWEDVYPGTGLQASTMVGDDVHSKIEKQLGI +>19364 +MRGSHHHHHHGSATFPPATSAPQQPPGPEDEDSSLDESDLYSLAHSYLGGGGRKKRTKREAAANTNRPSPGGHEVKLVQKLQHGERKKRGARR +>15719 +ANTKGNKVAVGVKYAEKQEWRFEPEKLREGRNIIGLQMGINKFASQQRMTAYGTRRHLYDPKLGTDQPLDQATISLQMGTNKGASQAGMTAPGTKDQI +>4985 +ATPAPAAEMPGTTIISDSQTGNARRVAEALRDDLLAAKLNVKLVNAEDYKFKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLKSKKAPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVLALKSRAPVAAPSQSVA +>15506 +GSNGADNAHNNAFGGGKNPGIGNTSGAGSNGSASSNRGNSNGWYWSNKEHKNDGFHSDGSYHITFHGDNNSKPKPGGNSKNRGNNGDWAS +>6112 +GSHQEHPKPSACRNLFGVVDHEELTRFLEKHCRDMEEASQRKWNFDFQNHKPLEGKYEWQEVEKGSLFEFYYRPPRPPTGACKVPAQE +>15398 +PNYSRSPSVLQDLLRTLKSPSSPQQQMQVLNILKSNPQLMAAFIKQRTAKHVANQPGMQ +>19357 +EEANIRGQTGLHYPGVRTHGTLESVNGPKAGSRGLTSLADTFEAMIEELLDEDQKVRPNEENNKCADLYTSRVMLSSQVPLEPPLLFLLEEY +>15141 +MKAKRSHQAIIMSTSLRVSPSIHGVHFDTAQRKKAVGNIFENTDQESLERLFRNSGDKKAEERAKIIFAIGQDVEEKWRALMALKKRTKDKLFQFLKLRKYSIKRH +>15711 +ATKAVAVLKGDGPVQGIINFEQKESNGPVIVWGSIKGLTEGLHGFHVHEEEDNTAGCTSAGPHFHPLSRKHGGPKDTERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSRLACGVIGPAM +>16296 +PGREEQEEEPQPRKPGTRRERTLGAPASSERSAAGGRGPIGHKRKLVEEDLASESSRESSNEDEGSSSEADEMAKMLEAELNDLM +>17760 +MEEPQSDPSVEPPESCETFSDLWKLLPENNVLSPLPSQAMDDLMLIPDDIEQWFTEDPGPDEAPRMPEAAPPVAPAPAAPIPAAPAPAPSWPH +>19507 +MAEMKTQAWTLAQEAGNFERISGDLKTTIDQVESTAGSLQGQWRGAAGTAATAAVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEEQQQFLSSQMGFKLAAALEHHHHHH +>4922 +IDVLLGADDGSLAFVPSEFSISPGEKIVFKNNAGFGHNIVFDEDSIPSDVDASKISMSEHDLWNIKGETFEVALSNKGEYSFYCSPHQGAGMVGKVTVN +>17325 +GPMELSVSSDVDSSQAGSNAGNQPMLLPAWVYCTRYSDRPSSGPRSAKPKKKNPNKEDKRPRTAFTAEQLQRLKAEFQTNRYLTEQRRQSGAQELGLNESQIKIWFQNKRAKIKKAS +>15672 +PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPLRDPRPPPSDRDGNGGEATPAQEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPDQLPNSVDAAFPLERPDWDYTTQAPRNHLVHYRQLLLAGLQNAGRSHHHHHHHH +>15176 +GHMDPKGRKKIQFSVPAPPSQLDPRQVEMIRRRRPTPALLFRVTEHSSPEEESSPHQRTSGEGHHQKSKRPNPSAYTPPSRKAVQRIAESHLQTISNLSENQASPEEDELGELRELGYLQ +>17205 +MTEEDKKQEQEQHAMCEDKPKPVCVCKPEKEERDTCILFNGQDSEKCKEDIEKYKECMKGYGFEVPSAN +>4914 +TGASWHRPDKCCLGYQKRFLPQVDLSSWYPTSQLCSKPGVGFLTKRGRQVCADKSKDWVKKLMQQLPVTAR +>hmbdi +MNHDHHQGHTHSGKGHACGHGLNSPKTQQASSKMEGPIVYTCPMHPEIRQSTPGHCPLCGMALEPETVTVSEVVSPEYLDMRRR +>15097 +PRLFECSNKWGRFLADEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANEDEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAPLGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAIFGMTRSAFANLPLWKQQNLKKEKGLF +>19478 +GPDSMDCQAVLQTLLSRTDLDPRVLSNTGWGQTQIKQDTVWDIEEVPRPEGKSDKYTEGWESAATQTKNSGGNGDAPSQSNAMMSKWGEL +>6580 +LKTFSSKSEYQLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVATQSGTKNLRIQCEGGSFSLQSDPRSTQFVPRFDCVLKLVHHYMPPPGTPGFSLPPTEPSSEVPEQPPAQALPGSTPKRAYDIYSGGEKIPLYLSRPLSSN +>16160 +GEMKMADAKQKRNEQLKRWIHSETWLEPPVVKRKKTKVKFDDGAVFLADCSSGDTEEVLRLLERGADINYANVDGLTYLHQASIDDNVDMVKFLVENGAN +>5070 +TLFSGDIAFLEAAEIEQGFKDVPSFVHEGGDVPLVELLVSAGISPSKRQAREDIQNGAIYVNGERLQDVGAILTAEHRLEGRLTVIRRGKKKYYLIRYAGEHHHHHH +>15409 +GSLRVKFSRSADAPQYQQGQNQLYNELNGGRREEYDVLDKRRGRDPEMGGKPRRKNPQEGPYNELQKDKMAEAYSEIGMKGERRRGKGHDGLYQGLSPGTKDTYDALHMQALPPR +>19171 +MHHHHHHSSGLVPRGSEFDEWTPGTAVLTSPVLVVGCPSKAVDPGLPSVKQEPPDPEEDKEENKDDSASKLAPEEEAGGAGGPVITRIFSLGGTRFRDTAVWWPRSKDLKKPGARKQ +>15441 +SHHHHHHSMANSAGSSNTGTPDASLQATVNGQSDGKKQPLNLSVYNVIATNIPPKETLWYTKQTQTRSTGGGNGD +>19114 +MPLGSPEFMSSSAGSGHQPSQSRAIPTRTVAISDAAQLPHDYCTTPGGTLFSTTPGGTRIIYDRKALLDRRNSPMYQKPPCHLPEIPGVTSPGTLEEDSKVEVNNLDNLDNHDRKHAVGDDAQFEMDI +>7358 +GNHSGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDSDVFGEADAIQGNGTSAEDTWVTDSKHTADPKNNWQGAHPADPGNRPGLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGKLPRHRDTGILDSIGRFFSGDRGAPKRGSGKVELEHHHHHH diff --git a/datasets/chezod_117_all_rand_6.fasta b/datasets/chezod_117_all_rand_6.fasta new file mode 100644 index 0000000..f7582e9 --- /dev/null +++ b/datasets/chezod_117_all_rand_6.fasta @@ -0,0 +1,234 @@ +>4307 +HQGGGTHNQWNKPSKPKHNMKHMAGAAAAGAVVGGLGGYTLTSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVNITIKQHTVTTTTKGENFTETDIKIMERVVEQMCTTQYQKYSCAYYDGRRS +>15768 +MSTNPKTQRKTKRNTNRRPQAVKFPGGGQIVGGVYLCPRRLYRLGVRATRKTSERSQPRGRRQPIPKARRPEGRTWAQPGYDHHHHHH +>15397 +GTQFRPLLRNSLDFLFGPPSNLEGQSDELALLDQLHTLLSNTDATGLEEFDRVLGIPELVNQGQALEPKQD +>15123 +GESGERWARQDSGGHFVTLHGAERLERETNDEDVADIERRIAMRLAMSRQEDIATHGDE +>6047 +MKLAPYILELLTSVNRTNGGADLLVPLLRELAKGRPVSETTLHGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEFWASKHQGLEGLAIDSVHEAFGLGQEFNRHLLQTYSSRTP +>17290 +MGSSHHHHHHSSGLVPRGSHMYRKDKRRQMPHRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTLRRSPDDIPLMTPNTIQMIPNSLVGLTTLHPYNTFTAGFNSTCLPHSHSTTRV +>16876 +MMEEIKNVPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSHSSSSSSSEEYGSDGEKRKKKKEKKKAITEVEVKEEEKKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPPPVEENHPVEKKGILEKIKEKLPGYHPKTTVEEEKKDKE +>15736 +MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMGLRKSGTLGHCGSLDETTYERLAEETLDSLAEFFEDLADKPYTFEDYDVSCGYGVLTVKLGGDLGDYVINKQTPNKQIWLSSPSSGPKRYDWQGKNWVYSHDGVSLHELLAAELTKALKTKLDLSSLAYSGKDA +>25118 +LADGSSDAAREPRPAPAPIRRRSSNYRAYATEPHAKKKSKQFARRKLQLKTLLLQIAKQELERERNERRGEKGLHHHHHH +>15274 +GSHMSSSSESTGTPSNPDLDAGVSAHSGDWLRQDMVSDQFSVEFEVESLDSEDYSLSAEGQELSDEDDEVYQVTVYQAGESDTDSFEEDPEISLVDYMK +>4950 +GHKWSKSSVVGWPAVGERMRRAEIAADAVGAASRDLEPHGAITSSNTAANNAPCAWX +>16505 +MKKRPKWGGWNTGGSRYPGQGSPGGNRYPPQGMGTWGQCNGGGWGQPTGGGWGQPHGLGWGQPHGGGWGQGGGTHNQWNKPSKPK +>11454 +GILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQAGQQKEGEQNQQTGQQQILIQPQLVWGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPNSGPIIIRTPTVGPNGQVSWQTLQLQNLQVQNPQAQTIALAPMQGVSLGQTPGGTQEDYKCDDDKGSYHHHHH +>15131 +ASQKRPSQRSKYLATASTMDHARHGFHPRHRDTGILDSIGRFFSTDRGAPKRGSGKDSHTRTTHYGSLCQKSQHGRTQDENPVVHFFKNIVTPRTPEPSQGKGRGLSLSRFSWGAEGQRPGFGYGGRASDYKSAHKGFKGAKDAQGTHSKIFKLGGRDSRSGSPMARRLEHHHHHH +>6078 +MNTDQQKVSEIFQSSKEKLQGDAKVVSDAFKKMWSQDKQGKTTDADESEKHNYQEIYNKLKGAGFKKEIEHWHHHH +>4287 +PSFMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTITQVDSLHKRLLTEVNEEQASHLRWSLDNFVAQATDLQFKLKNEIASAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMIIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLVKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSARKARKNKIR +>15086 +MPTKTYSGPFKADAVALYENSDGSSLQQIAVDLGINRVPLKNWIIKYGSNHNVQGTTPSAAVSEAEQIRQLKKENALQRARTRHPAESCLEHHHHHH +>16912 +GIKQYSQEELKEMALVEILHELFEEHKKPVPFQELLNEIARLLGFKKEELGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEGELDLEADDFDEEDLDEDDDDLEIEEDIQDEDDMDYDDEEEEIK +>18177 +MQKLSARLRYLRQRQLDRAAAAVEPDVRVKRQEALAAARLKMQPELNAQVEKHKEKLKQLEEEKRRQKIEMWDSMQEGKSYKGNAKKPQECDNPGPSTSEVLKRKSDRKPLRGGGYNPLSGEGGGACSWRPGRRGPSSGGCG +>18198 +GASGASGHEDYELKGLLGLPEEETELDNLTEFNTAHQKRISTLTINEGNLDIQRPKRKRKNSRVTFSELDEIINPEDVDPSVGRFRNM +>15179 +GHIPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDEMNILATYHPADKFYGLMKIDEPSTPYHSMMGDDIDACSDTEATEAMAPDILARKLAAAEGPEPKYRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNETLNIKLARQLISPDL +>18248 +ISSHSLLFSSWFLSKPSSFTSSLRRFVYNPYRQTWPRQRHGFSTVFAVADEPAISSSGP +>7279 +MSEVSHKSSQPLASKQRKDGTEKRGRGRPRKQPPVSPGTALVGSQKEPSEVPTPKRPRGRPKGLKNKGAAKTRKTTTTPGRKPRGRPKKLEKEEEEGISQEPSEEEQ +>18446 +MGEKTVKLYEDTHFKGYSVELPVGDYNYSSLISRGALNDDLQSARVPSGLRLEVFGHNNFKGVRDFLTSDAHELSRDPDASSVRVSKMETTN +>19650 +SLLDKDDSKKGSEEDRTYEGLDIDQTATYEDQVTLRTGYVKWSVGEHPGQE +>19224 +GHMASMEMEKEFEQIDKSGSMAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYKPQKEEKEMIFEDTNLKLTLISEDIKSYYSVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIDKPLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQAASPAKGEPE +>5204 +SKKIKDGIFAKPEDWDERAKIDDPTDSKPEDWDKIEHIPDPDAKKPEDWDEEMDGEWEPPVIDYPEYKGEWKPR +>4686 +SKSMQVPQSRCCFSFAEQEGPMRAILCYRLTSSICSLEGLIFKLKRGKEACALDGVGWVQRHRKMLRHCPSKRK +>10010 +EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDKQSADLDVYVEELKETPEGDLEILLQKWENDECAQKKIIAEKTKIPAVFKIDALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCRVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQLEEICHI +>19672 +WVTVRRTEAAERCGLHGSYVLRVEAERLTLLTVGHQSQILEPLLSWPYTLLREYGRDVSMFSFEAGRRCPSGPGTFTFQTAQGNDIFQAVETAIHDQKAQG +>18890 +SLQDGVRVSRANDKQTLLPNDQLYQPLFDWEDDQFSHLQGNQLRRN +>5545 +SLYHHHHHHDYDIPTTENLYLQCAMGSGPCRRHLDSVLQQLQTEVYRGAQTLYVPNCDHRGFYRKRQCMSSQGQRRGPCWCVARMGKSLPGSFDGNGSSSCPTGSSG +>17483 +MSDAGRKGFGEKAGEALKNKSQKSYAEQGKEYITDKADKVSGKVQPCDNKGVFQGVHDFAEKGKDNAEGQGESLADQARDYMGAAKSKLNDAVEYVSGRVHGEEDPTKK +>11019 +GSETMPGLVDSNPAPPESQEKKPLTPCCARPETKKARQACIIEFGEEHCWHLIEAHKECMRALGFKI +>15563 +MASNKSKPDDASQRRRSLEPAENVHGAGGGAFPASQTPSKPAFADGHRGPSAAFAPAAAEPELFGGFNSYDTVTSPQRAGPVAGGSAWSHPQFEK +>18578 +GSKRRELDPPGAYNYPFTWNTPSAPPGYNITVKPDQIQYTELWNAKIAYKQNKANIAQEQQYGSHEEHLPADLETLQREIRMAQERLRLAIQAYHHQNNPEGPREKKAKVGSKSGSNKSSISSKSGDGKTSKWI +>17836 +MAYSEKVIDHYENPRNVGRFDNNDENVGSGMVGAPACGDVMKLQIKVNDEGIIEDAIFKTYGCGSFIASSDLVTEWVKGKSLDEAQAIKNTDIAEELCLPPVKICCSILAEDAIKAAIADYKSKREAK +>5076 +MKKVIATKVLMTVKWFNPRNGYGFINRNDTKEDVFVHQTAIMKNMPRKYLRSVLDGEDVEFDVVEGEKGAEAANVTGPG +>5736 +MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAPLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSGKSALEAYFTAMCECTALHPDPEDEDSDDYEGEEYDVEAHEQGQGDIPTFVTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVAGQFEDADVDH +>18631 +MAAPGERGRFHGGNLFFLPGGARSEMMDDLYTDWRGRGAGRREALASASTPAQANTSDSPVAEDASRRRPCRACVVFKTW +>4286 +GSPEFMAHSTPFDPYALSEHDEERPQNVQSKSRTAELQAEIDDTVGIMRDNINDVAERGPRLTSIEDKADNLAVCAQGFKRGANRVRKAMWYKDLKMK +>19332 +MVRTKADSVPGTYRKVVAARAPRKVLGSQTSAINSTSVSSQKAENKYAGGNPVCVRPTPKWQKGIGEFFRLSPKDAEKESQIPEEAGSSGLGKAKRKACPLQPDHTNDEGE +>15180 +GHMDEEDGEPPYEPESGCVEIPGLSEEIDPAPSRKIHFSTCVIQVFSTPSNEDYDRRNNDVDPMAYSAEYELEKRVERLEL +>2956 +MKPVTLLDAFEYAGVSYQTVSRVVNQASHVSAKTRPKVEAAMLELNYIPNDVAQQL +>18927 +ENREIQPPFKPKDFGKGAEEFDKFITRGQPVLTPPDQLVIAWIDQSDFEGFSYVFPQFVHPILQSAVX +>18867 +SLRKRWQGEKLGLDAGDEYEHENLYEGLNLHDCSHYEDISRGLQGTYQDVGSLNIGDVQYEKP +>4034 +AIPKRLCLVCGLIASLYHYGVASCEACKAAFKRTIQGHIEYSCPATNECEITKRRRKSCQACRFMKAHKVGMLKEGVRCDRVRGGRQKYKRRLDSENS +>19482 +NPLEAVVFEERDGVAVLVGLFHLRGTKPSSLSRAVKVFETFEAKIHHLETRPAQRPLAGSPHLEYFVRFEVPSGDLAALESVVRRVSDDVRSA +>25093 +MIHSSVKRWGNQPVVRIHATLMQALNLNIDDEVKIDLVDGKGINEPVRKEPVFTLAELVNDITPENLMENIDWGEPKDKEVW +>15430 +HNLEPPKAEIRSATRVMGGPVTPRKGPPKFKQRQTRQFMSKPPKGGVQDFGDDHPGMEGLGTDITVIAPWEAFNHLELVELAQYGII +>25327 +GSHMADENANRPRNPNEDPNEAFRFTPFEATTSALGDCRECIAYITGATTGKGSRRHDDTVSREWKGSSATPGGSEKAGRGRQ +>17048 +ASTASPAVAESSGVIDLFDDAFGSGISETQPAPQAVSSSSASADLDAGFGGSFMAPST +>16670 +MAGGAGGRLACYLEALKKEELKEFQLLLANKAHSRSSSGETPAQPEKTSGAEVASDLVANYGEQRAWDLALHIWEQMGLRSLCAQAQEGAGHSLEHH +>15162 +NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLYDHARGTQTGFVRHDDGYVSTTISLRSAHLVGQTILSGHSTYYIYVIATAPGMFNVNDVLGAYSPHPDEQDVSAYGGIPYSQIVGWYRVHFGTLDEQLHRNRGYWDRYYSNLDLAPAADGYGLAGF +>15336 +GAMESAERRNSSLTEALHRFSLEGDAPVSWTETKKQSFKQTGEFEEKRKNSILNPINSIRKFSIVQKTPLQMNGIEEDSDEPLERRLSLVPDSAQGEAILPRISVISTGPTLQARRRQSVENLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLKECLFDDME +>5022 +IFPDPAADYVEQRKDLNQLLIQHPSATYFVKASGDSMIDGHISDGDLLIVDSAITASHGDIVIAAVDVEFTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHVVKAKR +>15855 +GPHMTLEEFSAGEQKTERMDKVGDALEEVLSKALKQRTITVGVYEAAKLLNVDPDNVVLCLLKADEDDDRDVALQIHFTLIQAFCCENDINILRVENPGRLAQLLLLETDAGPAASEGAEQPPDLHCVLVPNPHSSQWKDPALSQLICFCRESRYMDQWVPVINLPER +>16450 +MAYQQDPCANPSRQTGKTGGQTDQYGNPVHQTEALGAYGPGTGTGMFGGEHQQQPHQMPGVLNRSGSHSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTKATSTPGQGQQQKGMMEKIKEKLPGAH +>15766 +AVPVESKPDKPSGLSGMDAALDDLIDTLGGPYETEEENTTYTGPEVSDPMSSTYIEELGWREVTIPPKYRMLLAKKEGITGPMADSSKPIGPDDAIDAQSSDFTCGSPTAAGKKTEKEESTEVLKAQSAGTVRSAAPPQEK +>6431 +EAESLTSAQKAKAEERKRRKMSRELPDKTEEEKSVMAKKLEQKPKGEGIPTTAKLKVDEFNSNVNEVKDPYPSADFPGDDEEDEPEIPVSPRPRPLAEFQLKLKAVPIPEASSFFIFSPTNKVNVL +>17926 +MASSHHHHHHSSGLVKRGSHMAAPEGGMSSVVEKSIKEAQETCAGDPVSGECVAAWDEVEENSAAASHARDKKKADGWDPLEEYCKDNPETNECRTYDN +>4280 +ASASGKQRRSIEGDRLPMYDDPTLPEGWTRKLKQRKSGFSAGKYDVYYINPQGKAFRSKVELIAYFEKVGDTSLDPNDFDFTVTGRGSGSGC +>6139 +DEAQFMECYDTCHKECSDRGNGETFCAMKCDTDCSVKDVKEVLENYKPKN +>11338 +PSSGSSGMTDYGEEQRNELEALESIYPDSFTVLSENPPSFTITVTSEAGENDETVQTTRKFTYSEKYPDEAPLYEIFSQENLEDNDVMDILKLLALQAEMNAGMVMIFTLVTAVQEGLNEIVDQIKTR +>18889 +SDKNRKAKAKPVTAGAGAGGRQRGQNKERPPGVPNPDYEPIRFGERDYYSGLNQRRI +>19485 +MGLSYPSTGESAPPTPDLEEKRAKLAEAAERRQPEAASRGILDLQSVQEKRKKKEKIEKQIATSWPPPEGGLRWTVSLEHCHHHH +>15174 +GXSFYKADEKXCEYHADCCNCCLSGICAXSTNWGLPSCGTESFFKQ +>6974 +MQPASAKWYDRRDYVFCEFCVEDSKDVNVNFEKSKLTFSCLPWSDNFKHLNEIDLFHCIDPNDSKHARTDRSILCCLRKGERGQSWPRLTKERAKLNWLSVDFNNWYDWEDDSDEDMSNFDRFSEMMNNMGGDEDVDLPEVDGADDDSQDSDDEKMPDLE +>19796 +GRAMGLPLERGLRGEPGSMTWVDMLLETAGIKASALREIVETWDESSGKFLPVPERRRGPKGDSGEQGPPGKE +>5956 +MADKFAHHNADERKRRRFIKDSFHSGRDSVPSLQGEKASRAQILDKATEYIQYMDRKVHTLQQDIDDLKRQNALLEQQVRALEGSGC +>7292 +GAMGSEPQDGNYFCHKHNIRPAPFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKYVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTASVPPESYVYRMLHDNRAEPTQPRQSASFRVLQGMVDDGSDDRPAGTRS +>19037 +LLQEALSFYYDSMKIPSGQPETADVSREQVDKELDRASNLLISGLSQDCEDPPLPPTPMNSLVDECPLDQQLPKLSAEAVFEKCQQISLSQSTTASLSKK +>1128 +VVYTDCTESGQNLEQCEGYNVCGQGNKCILGSDSEKNQCVTGEGTPKPQSHNDGDFEKIPELYLQ +>4272 +MSATAATAPPPAPAGCGGPPAPPTNLTSNRRLQQTQAQVDEVVDIMRVNVDKVLERSQKLSELDYRADALQAGASQFETSAAKLKRKYWWKNLKMM +>15136 +MSQKQEEENPPEETGPEKQDTTEKEGILPERAEEAKLKAKYPSLGQKPGGSDFLIKRLQKGQLYFDSGVYNMAKAKMKNKQLPSAGPDKNLVTGDHIPTPQDLPQRKSSLVTSKLAGGQVE +>11388 +GSSGSSGEAQTRVKLNFLDQIAKIWELQGSTLKIPHVERVILDLFQLNKLVAEVGGFAVVCKDRKWTKIATKMGFAPGKAVGSHIRGHYERILNPYNLFSSGDSLRCLQKPNQTSDTKDKKY +>6968 +MDVFMKGLSKAKEGVVAAAEYTNQGVAEAAGKTKEGVLYVGSKTKEGVVHGVATVAEKTKEQVTTVGGAVVTGVEAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAWQEGILEDMPVDPDNEAYEMPSEEGYQDYEPEM +>6498 +MASVLEMLQKDLEEVKVLLEYSTRKTLRDTLTSEKSKIETEAKNKMMQKSQKKPELDNEKPAAVVAPLTTGYTVKIS +>6212 +NKVLDPVQKNFVDKIREYRTKRQTSGGPVDAGPEYQQNLDTELFRLKQMYGKADMNTFPNFTFRDPKFEVVEKPQS +>19521 +GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAREVIPMAAVKQANREAGDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGADCVESADKEYQSLVSRIAAWMATYLNTHLEPWIQENGGWDTFVELYGNNAAAESRKGQER +>6970 +MQRIKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSAAVMVDGKPVNLGLWDTAGQEDMDRLRPLSYPQTDVFLICFSLVSPASFENYRAKWYPEVRHHCPNQPIILVGTKLDLRDDKDTIEKLKEKPLTPITYPQGLAMAKEIGAVKYLECSALTQRGLKTVFDEAIRAVLSPPPVK +>5313 +GPLGSVSKDIGSPKYAYFNGCSSPTAPLSPMRPPGYKLVTYDRNNSSCRNYNKQASYQNWANYSAEQNRMGQAGSTISNSHAQPFDFPDDNQNAKKVAAGHELQPLAIVDQRPSSRASSRASSRPRPDDLEI +>6846 +HLMYTLGPDGKRIYTLKKVTSSGEITKSAHPARFSPDDKYSRQRVILKLRFGLVPGMCHHHHH +>19135 +MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGSSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQNKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPQTPPSYSSRTPGTPGTPSGPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAHARVDHGAEIITQSPSRSFVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQGL +>4716 +SPLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKSAFNLEGSQKAADFEDLLSGQGFNAHKDKKGPRTIAEMRKERMAKEMDPEKLKILEWIEGKERNIRALLSTMHTVLWAGETKWKPVGMADLVTPEQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFVELNDAWSEFENQGQKPLY +>6521 +SSHMNNTSSSLQPKKKPLDGEYFTLQIMGRERYQMFREANEALELKDAQAGKEPG +>26549 +GHMASGILRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDAQLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSNLPIWYRPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGFDHESYSSMPPLEGEPGDPDLSDGSWSTVSEEASEDVVCC +>11526 +MNIVPQDTFKSLVSTDQDKSVLSSAVPSLPDTLRQQDGGAVPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQIFGIAEPMSNTMEMEIVNRTDFNPLSTNGSIHRDHLLNKECSIDWEDVYPGTGLQASTMVGDDVHSKQEKQLGI +>19364 +MRGSHHHHHHGSATFPPATSAEQQPCGPEDEDPSLDYSDLYSLAHSYEGGGGRRGRTKREAAANTNRPSPGGHERKLVTKLQNSERKKRGARR +>15719 +AKTKGIKVRVGVKYAEKQERRFEYEKFREGRNIIGLQMGINKFASQQGMTAYGTRRVLYDPKLGTDQPLDQATISLQMGTNKGASQAGMTAWGTKRQI +>4985 +ATPAPAAEMPGITIISASQTGNAGRVAEALRDDLLAAKLNVSLVNAGDYKFKQIASEKLLIVVTSTQGEGEPDEEAVALHKFLFSKKAPKLENTAFAVFSLGDTSGEFFCQSGKDFDSKHAELGGERLLDRVDADVEYQAAASEWQARVVDALKSRAPVAAPSQSVA +>15506 +GENSADNGHNNAFGGGKNPGIGNTSGAGSNGSASSNRGTSNGWSWSNQPHKNDGFHSDGSYHITFHGDNNAKPKPGGNSGNRGNNGDGAS +>6112 +GSHMEHPKPSACRNLFGPVDHEELTRDLEKHCRNMEEASQRKWNFDFQNHKPLEGKYEWQEVFKGSLPEFYCAPPRPPKGACKVPCQE +>15398 +PNRSISPSALQDLLRTLKSPSSPQQQDQVLNPLKMNPQLMAAFIKQRSAKYVANQPCMQ +>19357 +MEANIRGQGGLAYPGVRTHHTLESVNGPKRGSRYLTSLADTFEHMIEELLDEDQKVRPNEENNVDADLYTSRVMLSSQVPLEPPLLFLLERY +>15141 +MKAKRSHQAIIMSTSLRVSPSIHGYHFDTASRKKWVGNPFHNTDQESLERLFRNGGDKKAEERAKIRFAIDQDVEEKCRALMALKKRTKDKLFQFLKLRKYSIKVH +>15711 +ATKAVDVLKGDGPVQGIINFEQKHSNGPVKVWGSIKGLTEGLHGFHVHEEEDNTAGCTSAGPKFNPLSRKCGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIGRTLVVFEKADDLGKGGNEEITKTGNAGSRLACGVIGIAQ +>16296 +PGPEEQEEEPQPRKPGTRRERTLGAPASSLRSAAGGRGPRQHKRKLNEEDIASESSRESSNEDEGFSSEADEIAKALELELNDLM +>17760 +MEEPQSDPSVEPPLSQETFSDLWRLLPLNNVLSPLPSQSMDDLMLSPDDIEQWFTERPGPDEAPRMPEAKPPVAPAPAACTPAAPAPAPSWPL +>19507 +MAEMKTDAATLAQEAGNFERISGDLKTQIDQVESTAGMLQGKWRGAAGTAANAAVVRFQEAANKQKQELDEILTNIRQAGVQYSRADEEQQQALSSQMGFFLAAALEKHHHHH +>4922 +IDVLLGADDGSLAFVPSEFSISPGEKIVFGNNAGFPHNIVFDEDSIPSGDCASKIRMSEEDLLNAKGEGFEKALSNKGEYSFYCSPHQGAGMVGKVTVN +>17325 +GPMELSVSSWSDSSQAISNAGNQPMLWPAWVYCTRYSDRPSSGPRSRKPKKKNPNKEDKRPRTAFTAECLQRLKAEFQTNTYLEEQRRQSLAQELGLNESQIKIWFQNKRAKQKKAT +>15672 +PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPYRMPRPPPSPRDGNGGEATPAGEAPDPSPMASRLDGRREKPVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPGKLTALQESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGAPTQLPNEVDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHHHH +>15176 +GHMDPKDRKIIQFSVPAPPSQLDDRQVEMIRRRRPTPALLFRVSEHSSPKEESSPHQRTSGEGHHPKSKRPNPSAYTPPSLKAVQRIAESHLQTISPLSTNQASEEEDELGELRELGYPQ +>17205 +RTETDKKQEQENHAECEDKPKPCCVCKPEKEERATCILFNGQSSQKCKEFIEKYTECMKGYRFEVPSAN +>4914 +LGASWHRPDKPQLYYCKRPLPQVLLSSWYPTSQLCSKPGVIFLNKRGRQVCADKSHDWVKKLMQQLPVTAR +>hmbdi +MKHDQHQGHTHSGKGHACHHEHNSPKTQQASEKMEGPIVYTCPMHPEDTQSAPSHCPLCGMALEPETVTVSEVVSPEDLDMRRR +>15097 +PRLFECSNKTGRFLATETVDFTQDDLDENPFYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDERKAELGDNASIGQLVIGLTSKNEVFTATTTLVPTKLETFPLDVLVNGAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLPLWKQQNLKKEKGLF +>19478 +GPKSMDCQALLQTLLSRTDLDPRVLSNTGWGQTQIKHDTVWDIEEVPRPEGKSDKGTEGWESAATFTKNSGGWGDAPSQSNQMKDGWGEL +>6580 +LKTFSSKSEGWLVVNAVRKLQESGFYWSAVTGGEANLLLPAEPAGTFLSRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLSHHYMPPPGTPSFSLPPTEPSSEVPEQPPAQALPGSTPKRAYYIYSGGEKIPLVLSRPLSTN +>16160 +GAMKWADAKQKRNEQLKRWILSETDLEPPVVKRKKTKVKFDDGAVFEAACSSGDTEEVLRLLERGADIGYANVDGLTALHQASEDDNVDMVKFLVENGAN +>5070 +ALFSGDIANLTAAEIEQGFKDVPSHNHEGGDVPLVELLVSAGISPSKRQAREDIQSGAIYVNGERLQDCGAILTAEHRLEGRFTVIRRGKKKYYLIRIALEHHQHHH +>15409 +GSLRVKFSRSVDAPAYQQGHNQSYNELNLGAREEYDVLDKRRGRDPEMGGKPTRKNPQEGLYNELQKDKMAEAYSEIGMKGERRRGKGHDGLYQGLSTATKDTYDALHMQTLPPR +>19171 +MHHHHHHSSGLVPRGSEFDEWTPGTAVLTSPVLVPGCPSKAVDPGLPSVKQEPPDPEEDDEENKDQSASKLAPEEEYGGAGTPVITEIFSLGNTRFRDTAVWLPRSKDPKDPGARKQ +>15441 +SHHHHHHSMANSAGSSNTQTPDASLEATVGGQSGGKKQPLNLSVYNVQATKIPPKETLQYTKQTETTSNGGGNGD +>19114 +MPLGSPEFMSSSAGSGHQRSQSRAIPTRTVAISDAAQLPHDYCPTPGGTLASTTPGGTRIIYDRKQLLDRRNSPMAQTPPCHLPNIPGVTSPGTLIEDSKVEVWNLDNLDNHDRKHAVGDDIQFEMDI +>7358 +GNHSGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDSDVFGEADAIQNNGTSAEDTAVKDSKHTADPKNNWQGAHPADNGYRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPAGASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKFGSGKVSLEHHHHHH diff --git a/datasets/chezod_117_all_rand_7.fasta b/datasets/chezod_117_all_rand_7.fasta new file mode 100644 index 0000000..c2463ae --- /dev/null +++ b/datasets/chezod_117_all_rand_7.fasta @@ -0,0 +1,234 @@ +>4307 +GQGGGTFNQWNKPDKPKTNMKHMAGAAAAGGVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVNITIKAHTVITTTKGENFTETDIKIMERVYEQMCTTQYQKESQAYLDGRRS +>15768 +MSTNPKPGRKTKRNTNRRPQDVKFPGGGQIVGGVTLLPRRGPRRGVRATRKTSERSQPNGRRQPIPKARRPEGRTWAQPGYPHATHIH +>15397 +GTQNRPLLRNSLDDLVGDDSNCEGQSDERALLDQLHTLLSNTDATGLEEIDRASGIVELVNQGQALEPKKI +>15123 +GESGERWARCCSGGYFVTWDGAERLEEETNDEDVSDSERRIAMRLAERRQEDSATHGDE +>6047 +MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGILDWPAERVAAVLEQATSTTYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLIVSPSEIQAMEPAGMAVWLVLPQEAADVRQSFCCHVHFFASVPTAEDWASKWCGLEGLAIVSVHEAFGNGQEFNRHLLQTMSSRTP +>17290 +MGSSHHHHHHSSGLVPRGSHMYRIDKRRQEPLRQPSPQRGAWDPELGAAPEEELAALQLGPTHHECEASPEHDTLRLTALPDYTCTLRRSPDDIPLMTPNTITMIPNSLVGLQKLHPYNNFAAGFESTGLPHSHSTTRV +>16876 +MAEEIKNVPETEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEWSDGEKRKKKKEKKKPTDEVEVKEEEKKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPTPVEEAHPVEKKGILEKNKEKLPGYLPKTTVEVEKKDKE +>15736 +MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRTSSNQRGLNQIWNVKKQSVYLMNLRKNGTLGQPGSLDETTYERLAEETLDSLAEFFEFLADKPYTFEDYDVSFGSGVLTVKLGGDLGTYVTNKQTPNKQIWLSSPSSGPKRYDWTGKNWVYSHDWVSSHELLAAELTKALKTKLDLSSLAYSGKDA +>25118 +LADGSSDAAREPRPAPAPITRRSSNYVAHATEPHAKKKSKISASRKLQLKTLLLQIAKQELWREAEERRGETVRHHHHHC +>15274 +GDHMSSSSESTGTPSNSDLDAGVSEHSGDWLDQDSVSDQFDVAFEVEKLDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESDKDSFEEDPEISLADYWK +>4950 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+GIKQYSQEELKEMALVEIAHELFEEHKKPVYFQELLNEIASLLGVKKEELGDRIAQFYTYLNIDGRFLALSDQTWGLRSWYPYDQLDEEAQDTVKAKKKKAKKAVEEDLDLDEFEEIDEDHLDLDEVEEELDLEADDFDEWDLDEDDDDLEIEEDIIDEDDELYDDEEEEIK +>18177 +MQKCSARLRALRQRQLDRAAAYVEPDVVVKRQEALAAARLKMQEELGAQVEKHKNKLKQLEEEKRRQKIEMTDSMQEGKSYKGNWKKPQEEDSPGPSTSSVLKRKSDRKPLRGGGYNPLSGEGGGACSWRAGRRGPSSGGCG +>18198 +GAMTASGGEDDWGKGLLGLPEEETELDDLTEFNTPHNKRISTLTIEEGNLDIQREKRKRKNSRVTFTEDDEIINPEDVDPSVGRFRNM +>15179 +GHMPIKGCLKNKTSTTMSMVASAEQYRWNVDEELSKKSQKWDEMIILATYHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEMTEAMAPDIMARKLAAAEGLEPKYRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKLARQLISKDL +>18248 +ASSHSLLFSSSFLSKPSSFTSSLRRFVYLNTRNFWPRQRHGFSFAFAVATEPAKSSSPP +>7279 +MSESSSKSSQPSASKQEKDGTEKGIRGRPYKQPPVSPGTAKVGSQKEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTPGRKPRGRPKKLEKEEEEGISTESSEEEQ +>18446 +MGEKTVKLYEDTHFKGYSCELPVGDYNLSVLISRGALNDDLSSARVPSGLRLELFQGNNFKGVRDFYTSFAAEGSRDNDASSVRVSKMESTN +>19650 +SLTDKDDSKAGCEEDHTYEGLDIDQINTYEDIVTLRTGEVKWSVGEFPNCE +>19224 +GHMAYMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQMDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFTVRESGSLSPEHGPVVVHCSKGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLITTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGICREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIWSMSQDTEVRSRVVGGSLRGAQAASPAKGEPS +>5204 +SKKIKHPDAAHPEDWDERAKIDDPTDSKPEDWDKPEHIPCPDAKDPEWWDEEMDGEVEPPVIQNPEAKGEWKPR +>4686 +SKSMQVPFSRCCFSFAEQEIPLRAILCYENTSSICSKEGLIFKLKRGKEACALLHVGWVQRHRGMLRHCFSKRK +>10010 +EAEAYVTCTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRVYVEELKPYPEGDLEILLQKWENDECAQKKIIAEKTKIPAVFKIDALNENKVQVLDTDFKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALYGFDKALSALPMHIRLSFNPTQLEEQCHI +>19672 +WVTIQRTEAAELCGLHYSYVLRVEAERLTLLTVGAQSQILRPLLSWPYTLLRRYGRDKVMFSFEAGRRRESGPGTFTFQTAQGNDIFQAVETIIHRQKAQG +>18890 +CFQDGVRQSRAQDKQILLPNDQLYQSLKDRGDPQYSHLQGNQLRRN +>5545 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+MQHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLGAVSRDLNAYPREHLYVMVNAKIGEESKESVALEEDSDDDVEPIAEFMFVPSDKSALEAMFTLMTECQALHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVAGQFEDADVDH +>18631 +MRAPGERGRFHGGNLFFLEGGARSEMMDDLATDAQGQGAGRRDAAASASTPAQAPTSWSPVAEDASRRRPVEACVDFKTW +>4286 +GHPEFMSSSTPFDPTADSEHDEERPQNVQSKSYTAELQAEIDDTVGIMRDDINKVAERGERLTSIEDKADNLAVSAQGFKRGANRVRKAMWYKDLKVK +>19332 +MVRTKCDYLKGTYRKVSAARAPRKVLGVSTSATNSTSVSSRKAENKYAGGNPVCVRPTPKWQMGIGEFFRLSPKDSEKENQIPEEAGSSGLGKAKRKACPLQPDHTNDEKE +>15180 +GHMDEEDGEPPYEPSSGNVFIRGLSEEEDPAHSRKIHFSTAPIQVFSTYLNEDYDRRNEDVDPMAASAEYELEKRVERLEG +>2956 +MKPVTLIDVAEYKGVSYQCVSRVVNRASHVSAKFREKVEAAMAELNEIPNRVDQYL +>18927 +ENREIQPPFKPKVSGKGAENFDKFWTRGSPVMTPPDQLVLANIVQSDFEWFSCVNPQFVHPILQSAVX +>18867 +SLRKRWQNEKLGLSALDEYTDLNLYEGLNLDDGSMYEDIHRGLIGTYQDVGSLNIGDVQLEKP +>4034 +WIPKRLCLVCGDIASGYHHGVASCEACKAFFKRTIQGNIEYFCPATNECEWTKRRRKVCQACRFWHALKVGMLKEGVRLDRVRGGRQKYKRRLDSENS +>19482 +QPLEAVVFMERDGNAVLNLLFSLRKTKPSSLSRAVKVFETFEAKIHHLETWPAQRGLAGSPHLEGFVRFEVPSGDLAALLSSVRRVSDDVRDA +>25093 +MIHSSVKRWGWSPAVCIPATLMQALNLNIDDEVKIDLVDGSLIIEPVRKEPSFTMAELLNDIFPENLHENIDWGEPKDKEVW +>15430 +MPDEPPKATIRSATRVMGGPVTLRKRPCKFKQRQTRQFKSKPPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFNHLELHELAQYGIV +>25327 +GSGMADENANRPVNQYEDPNEAFRSTPFEATTSALGDCREPIAYRTGATTGKGSRRHDDTWSREIKGSSAFPGGSEKAGQGRQ +>17048 +ASPASPCKAESSGVIDQFGDAIGSGAQETQPAPQGVSSSSASADLLAGFGGSFMEPST +>16670 +MAGGAWGRLACYLEQARKEELKEFQLLLDNKAHSRSSSGETPTQPEKTSGMEVASYLVAQYGLQRAWDLALHTWETMGLRSLCAQAQEGAGHSLEHH +>15162 +NDDKLYRADSRPPDEIKQSVGLMPRGQSDYFDCGTQMNINLYDHARGTQTGFVRHDCGYVSTSITLRSAHLVGQTELSGHSTYYIYVIATAPNYFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIKPAADGYGLAGF +>15336 +GAMESAERRNSILTEHLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSILNPINIIRKFSIVQKTPLQMNRIEEDSDEPLERRLSLVPDSESGEAILPRISVISTGPMLQARRRQSHLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLKECLFDDME +>5022 +AFPSPAADYVEQRIDLNQLQIQHYSATYFSKASGHSMIDGGGSDGDLLIVDSACTASHGDIVIAAVDGEFTVKKLQLWPTVQLIPMNSAYSPITISSEDTLDVFGVVIHVVKAMR +>15855 +GPHMTLEEPSAGEQITERMDKVGDALEEVLSKALSQRRITVGVSEAAKLLNVDFDNVVQCLLAADEDDDRDVALQIHFTLIQAFCCENDINILRVSNPGRLAELLLLETDAGPAASEGAPQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVPVINLPER +>16450 +NAYQQDPCANPTRQTGKTGFQTDQYGNPVHQTEASGAYGAGTGTGMHGGEHQQQPHQQPGVLNRSGISSSEDDGQGGRRKKGMKEKIPERIPGMGRKDEQKQTSATSTPGQGQQQKGMMEKIKERLPGSH +>15766 +AVPVESKPDKPSGKSGMDAALDDLIDTLGVPEETEEENTTYTGPEVSDPESSTYIEELGKRCVTIPPKYQELLAKKEGITGPPADSSKPIGPDDAIDALSSDFTCGSPTAAGKKREKQESTEVLKAQSAGDVRSAAPPQEK +>6431 +EAESLTVARKAKNEERKRRKMSRGLPDKTEEEKSVMAKKLEQKPKGEGIPTTAKLKVDEFESNVNEAKDPYPSADIPGDDEEDEPEIPVSPRPRYLAELQLKEKAVPIPEASSFFIFSPTNKVRVY +>17926 +MGSSHHHHHHSSGLVPRGSHMIAPEFGISDVVFKSIKEAQETCAGDSVSGEKVAAWDEVEELSAAASHARDEKKADGSDPLEEYCKDNPETNECRTYDN +>4280 +ASASPKQRRNIKRMRGPMYDDPTGPEGWTRKLKQRKSGRSAGKYDVQLINPQGKAFRSKVELIVYFEKVGDTSLDPMDFDFTVTGRGSGSGC +>6139 +DEYQFKECYDTCHKCCSDKGNGFTFCEIKCWTDCSVKDVKEKFENVKPKN +>11338 +GSSGSSGMTDYGEEQRNELEADESIYPDWFGVLSENHPSFTITVTSEAGENDETVQTTLKFTYSEKYPDEAPLYEIFSQENLEDNDVSDILKLLALQAEENLGMVMIKTLVTAVQEKLNEIDPQIKTR +>18889 +SLKYIKAKCKPVTRGAGAGGRQRGQNKERPPPEPNPDIEPIRKGQRRLYSGLNQRRI +>19485 +MGLSFPSPNESAPPTGDLEEKRNKLAEAAERRQKEAASRGILDVQSVQEKRKKKEKMEKQIATNGPPPEWGLRWTVSLENHHHHH +>15174 +GXSFCKQDGKXPKCHADCCNCCLSGICAGSTNWILKGCSTSSFFKI +>6974 +MQPASAKWYDRRDYVFIEFCVEDSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIQLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKNRAKLNWLSVDFNNWNDWEDDSDEDMSNFPRFSAMMNNMGGDEDVDLPEVDGADDDSQDSDDEKMPHEE +>19796 +GRAMGTPGERGLRQWPGSVPNNDRLLITAGIKAKALREIVETWDCSSGSFLPVPERRRGPKGDSGEQGPPGKE +>5956 +CADKRAHHNALERKRRDHIKDSFHSLRDSVPSLQGEKASRAQILCKATEYIQYMRRKVHTLQQDIDDLKRQNCLMEQSVAALEGSGC +>7292 +GAMGSEPQDVNYFEHKQNIRPKPFVIPGRSSRCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLDSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFRVLQGMVDDGSDVRPAGTTH +>19037 +LLQEALSAYFDSMKIPSGQPETADVSREQVDKELDFASNSSITGLSCDEEDPPLPETPMNSLVDECTLDQGLPKLSAEAVFEKCSQISLSKSTTASLSKK +>1128 +VVYTDCTESGQNLCLCEGSNVCGQGNQCILWSDGEKNQCVYGEFTPKPQDHNDGDFEEIPEEYIQ +>4272 +MSATAATAPPAKPAGEGGPPAPPPNHTSNRRLQQTQAQVDEVNDDMRVNVDKVLERDQKMSCLDDRADALQAGASQFETSAAKLTRKYWWKNLKMM +>15136 +MSQKQEPENPAEETGEEKQDTQEKEGILPERAEEAKLKFKYPSLGQKPGGSDFLMKRLQKGQKYFLSGDYNMAKAKMLNKQLPSAGPDKNLVTGDTIPTPQDWPQRKSSLVTSKLAGGQVE +>11388 +GSSGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPMVERKILDLFQLNKLVWEEGGFAVVCKDRKWTKIETYMGFAPGKAVGSHIRGHYERLLNPYNLFLSGDSLRCLQKPNLTSDTKICEY +>6968 +MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEGVLYVGSKTVEGVVHGVATVAEKTKEQVTNVGGAVVTNVTAVAKPTVEGAGSIAAATGFVKKDGLGKNEEGAPQEGILEAMPVDPDNEAYEMPSEEGYQDYEVEA +>6498 +MASVLEELQKDLEEVKVLLEKSTRMRLRDTLTSPGSKIEFELKNKMQQKSQKKPELDNEKPAAVVAFLTTGYTWKIS +>6212 +NKELDYVQKLFVDKIIEYRTKRQTSGIPVDAGPEYQQDLDQELFKLKQMYDKIDMNTGPNFTFEDPKFEVVEKPQS +>19521 +GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVESNRTTAPEGTESEMETPSAINGNPSWHKADSPAVNGATGHSSSLDAREVIPMAAVKQALREAGDEFQLRYRRAFSDLTEQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGMDTFVELYGNNAAANSRKGQER +>6970 +MQAIKCVVVGDGAVGKTCLLISYVTNAFPGEYIPTVFDNYSANVMVDGKPVYLGLWDTAGQEYYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGDKLDLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGGKTVFDEAIRAVLSPPPCQ +>5313 +HPQGSPSKDCGSPKYAYFNGCSSPTAPLSPMSPPGYKLVTGDRNNSSCRNMNKQASEQNWANYSAEQNMMGQAGSTISNSKAQPFDFPDDNQNAKKVAAGHELLPLAITDQRPSSRASSRASSRPRPDDLEI +>6846 +HLMYPRGPDGKRIYTLKKVTESGELTWSAGPARHSPDDKYSRQRVTLKKRFGLVPGQSHHHHH +>19135 +MADERKDEGKAPHWTSASLTEAAAYPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSATIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSFPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPAEPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSQVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKAKVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAAQAKQGL +>4716 +GPLGSPEFSMPHSSPQNRPNYNVHFSSMPGWQNERVKAAAKLEGKQWAADFEDLLSGQGFNAHKDKKGPRTIAEMRKEEMAKEMDPEKLIILEWIEGKERNIRALLSTMHTVLWAGETKWAPVGMADLVTPEQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSEFENQGQKPLY +>6521 +GSHMNNCWSSPQPKKKPLQGESFTLQIRGRETFEMFRELNEHLELKDAQAGKEPG +>26549 +HHMASGSLRGGEPEPTVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVIQDSFEPLHADGDEREIRVAAEIWRKSRKFPSALPRWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEAAEDVVCC +>11526 +MNIVPQDTFKSQVSTDQDRSVLSSAVPSLPDTLRQQAGGAVPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQIFGIAKPMKRTMEMEIVNRTDFNPLSTNGSIHRRILLNKECSIDWEDVYPGKGLQASTMVGDDVHSTIEKQLEI +>19364 +MRGSQHHDHHGSATFPPATSAPQQPPGPEDEDSSLMESDLTPLAHSYLGGGGVKGRTKREAAANTNRPSPGGGERKLVTKLQNSERKKRGARR +>15719 +AKTKGNKVNVGVKYAEKFERHFEPEKLREGRNIIGLQMGINKFASQQGMTAYGTRWHLYDPKLGIDQPLDQITESLQMGTNKGASQAGMTDPGTKRQI +>4985 +ATPAPAADMPGITCISASQTGNARRVAEALRDSLLAAKLNVKLVNAGDYKFKQIASEKLLIVVTSTQGEGEPPEEAVALHKFWFIKKAPKLENTAFAVFSSGDTSYEFFCQSAKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRAPVAAPSQSVA +>15506 +GMNGADNARNNAFGGGKNPGIGNTSGHGSNGHASSNRGNSNGWSWSNKPHKNDGVHSCGSYHITFHGDNNSKPKPGGNSGNRGNNGDGAS +>6112 +GSPMEHPKPSACRNVFGPVDHENLTRDLEKHCRDMEEASQRKWNFDFQNHKPLEGKYEWQEVENGSLPEFIYRPFRPPKAACKVPAQE +>15398 +PNRSIWPSALQDLLRKLKSPSSPQQQQQVLNILKSHPQLIAAFIKTRTAKYVANQPGAQ +>19357 +MEANIRGQGGLAYPGVRTHVTLESVNGPKAGSRGLTSLADTFEHMIEEVLDEDQKVRPNEENNKDADLYTSRVMLSSDVWLEPCLLFLLEEI +>15141 +MKAKRSHQAIIMITSLRVSPSIHGYHFDTASRKKAVGNRFENTDQESLERLFRNSGDKKQEELAKIIFAIDQDVDEKTRALMANKKRTKDKLFQFLKLRKYSIKVH +>15711 +ATKAVAVLKGDGPVQGIINFEQKESNGPVKVWGSIKSLTEDLHGFHVHEEIDNTAGCTSAGPHFNPLVRKHGDPKDEERHVGDLQNVTADKDGVADVSKEDSVISLSGDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSRLACGVIGIAQ +>16296 +PGPEEQEEEPQPRAPGTRRERTTGAPASSPRSAAGGRGPRGHKRKLNEEDAASESSRNSSNEDDGSSSEHDEMAKALEAELNDLM +>17760 +MEEPQSDPSVEPPLSVETQSDLWKLLPWSNMLSQLPSQAMDDLMLSPDDIEQWFTEDPGPDEAPRMPEAAPPVAPAVAAPTPAAPAPAPSWPL +>19507 +MAEMKTDAATLAQEAGNFERISGDLKTQIDQVESTAGSLQGQWRDAAGTAQQAAVLRFQEAANKQKQELDEISTNIHQAGVQYSRADEEQQQALMSVMGFKKAAALEHHHHHH +>4922 +IDVNLGADDGSLAFVPSEFSISPGEKIVFKNNAGFPHNIEFDEDSIPSGVDASKISMSEEDLLNAKGETFEVALSQKGQYSFYCSPHQGAGMCRKSTVN +>17325 +GPMELSVSSDSDSSQAGYNAGNQPMLWPAWVYPNRYSDRPSSGPRSRKHKKKNPNKEDKRPRTAFTAEQLQRLKAEFQTNRYLTEQRRQSLAQELSGNESQIKIWFQNKRAKIKKAT +>15672 +PALTPSLGANPKPQVPSDSGGPLIDLLTEDPPPYRDPRPVPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPVKAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRHDDGRPTQLPNEVDAYFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHHHH +>15176 +GHMDPKGRKKIQFSVKAPPSQLDPRQVFMIRRCRPTPALLFRVSEHSSPEEESSPHQRTSGEGHHPKSKWPNPSAYTPPQLKAVQRIAESHMQTISNLHENQASEEEDELGELRELGYPQ +>17205 +MTETDKKQEPENHAECEDKPKPPCVCKPEKEEGDTCILFNGQDSEQCKEFIEKYKECMKGYGFMPPSAL +>4914 +LGASWHRPHKCCLGYQKRPLPQVLLSSSYPTVQLCSKVGNIFLTKRGRQVCAFKSKDWVKKLMQQLPQTAR +>hmbdi +MKHDHHIGHTHSGKSHACHHEHNSTKTQQASSKMEGPIVYTCPMRPEIRQSAPGHCPLCGMCLEPETDTVSEVVSSEYLDMRRR +>15097 +PRLFECRNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAEDAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLVNDAAKDTPRGVDPSRKENHLSDEDFKAVFGVTCSAFANLPLWKQQNLKKEKGLF +>19478 +GPDSMDCQAVLQILLSITDLDPRVLSNFGWGLTQIKQDTVWDIEEVPRSEGKSDKGTEGWESGATQTKNSGGEGDAPSQSNQMKSGWGEL +>6580 +LKTFSSKSEYQLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKYLRTQCEGGSFSLLSDPRSTQPVPRFDCVLFLVHHFMGPPGTPSFSLPPTEPSSEVPTQPPAQALPGSTPKRAYYIYSGGEKIPLVLSRPLSSN +>16160 +CHMKMADAKQKRNEQLKRWISSETDLEPPVVKRKGTKVKFLDGAVFLAACSSGKTDEVLRLLERGADINYANVDGLTALHQASIDDNVDMVKFLVENKAN +>5070 +ALFSGDIANLTAAEIEQGFKDPPSFHHEGGDVPLVELLVSAGIRPSKRQAQEDIQNGAIYVNGERLIDVGAILTAEHRLEGRFPVIRRGKKKYYLNRYALEHHHHHH +>15409 +GSLQVKFSRSADAPAYQQGQNQLYNELNLGRRENYDVLDKRRGRDPEMGGEPRRSNPQEGLYNELQKDKMAEAYSEIGMKGYRRRGKGHDGLYQGLSTATKDTYDALHMQALPPR +>19171 +WHHHHHHSSGLVPRGSDFDEWTPGTAVLTSPVLVPGCPSKAVDPGLPSVKQEPPDPEEDKEENKDDSASKLAPEEEAGGAGIPVCMEIFSLGGRWFRDTAVWLPRSKDLKKPGARKQ +>15441 +SHHHHHHSMAVSAGSSSTQTPDASLQATVNGQSGGKKQLLNLSVYNVQWTNIPPKETLVYTKQTQTTSTGLGNVD +>19114 +MPLGSPEFMSSSAGSGHQPSQSRARPTRTVAISDAAQLPHDYCTTPGGTLFCTTPGGTMIIYDRKFLLDRRNSPMDQTPPCHLPNIPGVYSPGTLIGDSKVEVNNWDNLDNHDRKHAVGDDAQFEMDI +>7358 +GNHSGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDRDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEWPTAASGGLDVMASQKRPSQRSKYLLTASTMDHAYHGFLPRHRDTGILMSIGRFFSGDYGAPKRGSGKVSGEHHHHHH diff --git a/datasets/chezod_117_all_rand_8.fasta b/datasets/chezod_117_all_rand_8.fasta new file mode 100644 index 0000000..c1b9d58 --- /dev/null +++ b/datasets/chezod_117_all_rand_8.fasta @@ -0,0 +1,234 @@ +>4307 +GQGGGTHNQWNKPSKPKTLMKHMAGAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYFRENSNRYPFQVYYRPVDQYNNQNNFVHDCVNISIKQHTVTTTTKGENFTETDIKHMERVVEQMCTTQYQKESQAYYDGRRS +>15768 +MSTNPFPQRKTKRNTNRRPQDVKFPGGGQVVGGDYLYPRRGPRLGVRATRGTSERSQPRGRGQPIPKARRPEHRTWAQPGYPHHHHHH +>15397 +GTQNRPLLRNSLDDLVGPASNREGQSDERALIDQLHHLLSNPDATGLEEIDHALGIPELVNQGQALEPETD +>15123 +GESGERWARGVSGGHFVTCHGAENLNEETYDEDVSDIERRYAMRLAYRRQEDSAIHGDE +>6047 +MKLAPAILELLTSVNRTNGTADLLVPLLRELACGRPVSRTPLAGILDWPAERVAAVLEQATSLEYDKDGNMIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVTPAEIQAVEPAGMAVSLVLPQEAADVRQSFNCHVHFFASVPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRHLLQTMSSRTP +>17290 +AGSSHHHHHHSSGLVIRGSHMYRKDKRRQFPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTLRRSPDMIKLMTPNTITMIPNSRVSLQTLHPYNTFAAGFNSTGLPHSHSTTSV +>16876 +MAEEIKNAPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPELEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTTEVEVKEEEKKGFMEKLKEKLPGHQKPEDGAVFAAAPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPCTTVEEMKKDKE +>15736 +MGSSHHHHHHSSGLVPRGSHDDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDGTTYERLAEETLDSLAEFFEDLWDKPYQFEDYMVSFGSGVLTVKLGGDLGTYVINKPTPNKQIWLSSPSSGPKPYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDLSSLAYSGKDA +>25118 +LADGSSDAAHEPRPAPAPIRRRFSNYIAYCTEPHAKKKSKISASRFLQLKTLLLQIAKQELESEAEERCGEGGRHHHHHH +>15274 +GSHMSSSSESFGTPTNPDLDAGVSEHSADWLDIDYVSDQNSVEFEVESLDSEDYSLSEEGQELSDEDDEVYQVPVYQAGESDTDSPEEDPEISLADYWK +>4950 +GGKWSKSSVVGWPAVRERMTRAEPAAAGVGAGSRDLGKFGAITLGNTAANNAACMWX +>16505 +MKKRPKPGGWETGMSRYPGQGSPGGNRYPPQGGGTWGQPHGGGWGEPHEGGWGCPHGGGWGQVHGGGWGQGMGTHNQWNKPSKPP +>11454 +GILTFSQGQTPQTESGLQGSDALNIQQNQTSGGSLQAGQQKEGEQNQQTQQQQILIQPQLVQGGQALQALQAAPLSGQTFTTHAISQETLQNLQLQAVPNSGPIIIRTPTVGPNGQVSWQTLQLQNLQVQNPQAQTITLAKMQGVSLGQEPGGTLEDYNDDDDKVSHHHHHH +>15131 +ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILQSIGRFFSGDRGAPKRGSGKDSHTITTHYGSLPQKSQHGRTQDENPVVQFFKNIVTPRTPPPSQGKGRGISCSRFSWGAEGQRPGFGYGGRAWDYISAHKGFKGAYDAQGTLSKIFKLGGRDSRSGSPMARGLEHHHHHH +>6078 +MNTKQQKVSRIFQSSWEQLQGDAKVVSDAFKKMASQDKDGKTTDADCSEKHNYQEQYNELKGNGHKKELEHHHHYH +>4287 +GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKESQINRDLDKYDHTINQVDSLHKRLHTEVNEEQASHLRHSLDNFVAQATDLQPDLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMAIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAGTALAEVQARHQELLKLECSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVNQGVGHTDKAVKSARKARKNKIR +>15086 +MPTKTYSEEFKRMAVKLYENSDGASLQQIANDLGINRVTLKNWIIKYGSNHNVQGTCPSAAVSEAEIIRELKKENALQRARKRHPAESWLEHHPHHH +>16912 +GIKQYSQEELKEMALVEITHELFEEHKKAVPFQELLNEIASLLGVKKEELGDRIHQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEGDLDLDEFEEADEDLLDLDEVEEELDLEADDFDEEDLDEDDDWLEIEEDIIDEDDEDYDDEEEERK +>18177 +MQKLSARLRALRQRQYDRAFAAVEPFVVVKRQEALAAARLKMQEELNAQVEKHKEKLKQLEEEKRRQKIEMSDSMQEGKSYKGNAKKPQEEDSPGPSTSSVEKRKSDRLPLRGGGYNPLSGEGGMACSWRPGRRGPSHGGCG +>18198 +GAMGASGGEMDELKGLLALPEEETELDNLTEFNDAHNKRISTLTIEERNLDIQRPKRKRKNSRKTFSEDDEIINPEHVDPSVGRFRNH +>15179 +GHMPIKGILKNKTSTTSSMVQSAESPRGNVDEELSKKSQKWDEMNILATYHPADKDYGLMKIDQPSTPYHSMMGDDEDACCDTEATEAMAPDILATKLAAAEGLEPKYRIQEQESSIEEDADLSPEEREKKNQFEMKRKLHYNEGLNIKLARQLISKDL +>18248 +ASSLSLLFSSSFLSKPSSHTSSLRRFVLVPTRQFRPRQRHGFSFVFAAATEPAIKSSGP +>7279 +MSESSSKSSQPLASKQEKDGTEKRGLGRPRKQPPVSPGTALVGSQKEYHEVPTPKRPRGRPKGSKNKGAAKTEKTTTTPGRKERGRPKKLDKIENEGISQESSEEEQ +>18446 +MGEKTVKLYEDTHFKGYSVELPQGDYVLSSLISRMALNDDLSSARVPSGLRLQVFQHNNFKGKRDFYTSDAASLSRDNDASSVRTSKMETTN +>19650 +SLMDKDDSDAGMHSDHTYESLDIDQTATYEDTVTLYTGEVKWSVGEEPGQE +>19224 +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQYPLPNTCGHFWEMDWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGRVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVDEGAKFIMGDSSPQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFEPNHQWVKWETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTLVRSRVVGGSLRGAQAASPAKGEPS +>5204 +SKKIKDPDAEKPECWDERAKIRDPTDSKAEDWDKPEHIPVPDAKKPEDWDEEMDGEWEPPWIQNPEYHGEWKPR +>4686 +GKIMQVPFSRCSFSFAEQEIQHRAHLCYRNTSSICSNEGLIFKLKRGKEACMLDTVGWVQRVRKMLRHCPSKRK +>10010 +EAEAYVTQTMKGLDIQKCAGTWYSLVMAASDISLLDCQSAPLRVYVEELKPTPEGDLEILLQKWFNDECAQKKIIAEKEKIPAVFKIHALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEAIEKFTKALKALPMHIRLSFNPTQLEEQCDI +>19672 +WVTVQRTEAAERCGLHGSYVLREEAERLTLLTVGAQSQILEPLLSAPYTLLREYGRDKVMFSFEAGRRCPSGQGTFTFQTAQGPDIFQAVMTAIHRQKAQQ +>18890 +SLQDGVRQVRAVLKQTLLPNDNLYKPLKDWEDDQYQLLQGNQLRRN +>5545 +SYYHHHHHHDYDIPTTENLYFSGAMGSGPCRRHLDSVLQQLQTEVYRGALTLYVPNCDHRGFYMKRTCRSSQGQRRLPCWCVDRMGKDLPVSPLGNGSSSCPTGSSG +>17483 +MSDAGREIFGEKASEALKPDFQKSYAEQGKEYITDKADKVAGKVQPHDNKGVFQGVRDSAEKGKDNAEGQGESLADQARDYMGAAKSKLNDAVEYVSGRVHGEGDPEKK +>11019 +GSFTMPGLVGSNPAPPESQEKKPLKSCCACPETKKARDACIIQKGEEGCNHKIEAHKECMRADGFKY +>15563 +MASNKSFPYDAVQSRRSLEPAENDHGAGGGAFPASQTPSKPASADGHRGPSAAFAPAAAEPKVFGGFNSSDRVTSPQRAGPLAGGSAWSHPQFEK +>18578 +GSKRRELDDPGAYNYPGTWNTPFAPPGYNIAVKPDQIQYTELSPAKIAGKQNKANIAQEQQYGSHEEHLPADLETLQREIRMAQERLDKASQAYHAQNNPHGPREKKAKVYSKSGSNKSSISSKSGDGKTSVWI +>17836 +MRYSEIVIDHYENPMNVGSFDNNDENVGSGMVGAPACGDVMKLQIKVNTEGIIEDARFKTYGCGSAIASSSLVTEWVKGKSLDEAQAISNTDIEEELELPPVKIQCSILAEDAIKAAIADYKSKREAK +>5076 +MNKVIATKVLGTVKWSNVRNGYGSINRNDTKEDVFFHQTAMKKNNPRKYLRSVGDGETVEFDVVPGEKGAEAAMVTGPG +>5736 +MHHHHHHLEMSFLKSFPPPGSAEGLRCQQPEPEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAYPREDLYVMVNAKFGEESKESVMEEEDSDDDYEPIAEFRFVPSDKSALEAMFTAMCECQALHPDSEDELSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTFPTVAGQFEDADVDH +>18631 +MAAPGERGRFHGGNLFFLPGGARSEMMDDLATDARCRGAGRRDAAASASTPAQAPTSDSPVASKPSRRRPCCKCIDFVTW +>4286 +GSPEIMSSSTPFDPYALSEHDEERPQNVQSKNRTAELQAEIDDTVGIMRDRHNKVAERGERLTSIEDKAHNLAVSAQGFKRGANRVRKAMWYKDLKMG +>19332 +MVRTKADSVDHTYRSVVAARAPRKVLGSSTSATNSTSVSSRKAENKYAGGNPVCVRPTPKWQKGIGEFFRLSPKDSEKEEQIPEEAGSGGLGHAKSKACSLQPDHTNDEKE +>15180 +GHMDEEDGEPPYEPESACVEPCGLSEEEDPAPSRKIHFSTLPIQSFYTYSNEDYDRRNEDVDPMAASAEYELEKRVGRLEL +>2956 +MKPVSLTDVAEYAGVSYQTVSRVVNQAFHVSAQTREHVEAEMAELNYIPMRVAQQL +>18927 +ENREIGLPFKPKYSPKPAENFDKFFTRGQPVLTPPDQLVIAPIDQKDFGGFSYVNPQFVHPILQSAVX +>18867 +SLRKDWCNEKLGGDAGDEYEDENLYEGLNLDDCSMYEIISRGLQGTIKDTGSLNIGDVQLEKQ +>4034 +AIPKRLCLVCGDPASGYHCGVASCEACKALFKRTIQGNIEYSCPATNECEITKRRRKSCQACRFMKAIKVGMLICKVRLDRVRGGRQKYKRRLDSENS +>19482 +CPLEAVVFEERDGNAVLNLLFSLRGTKPSSCSAAVKVFETFEPTIHHLETEPAQRPLAGSPHLEYFVRFETPSGDLAALLSSVRQVSDDVRSA +>25093 +MIHSSVKRWGNHPQVKIPATLMQHLNLNIDDEVKIDLVDGKLIIEPVRKEDVFTLAELVNDETPENLHENIDWVEPKDMEVW +>15430 +MNLEPPKAEIRYATFVMGGPVTPRKGPPKFKLRDTGQTKSCNPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFNHLELHELAQYGII +>25327 +GDHQADENANRPVNPGEDPNEAFRSTPFEATTSALGDCRECIAYRTGATVGAGSRRMDDTVSRECKSSSATPGGSEKAGTGGQ +>17048 +ASVAIPAKAESSWVIDLFGDAFGSGASETWPAPQAIELSSASADLLAGFGGSFMAPSV +>16670 +MAGGAWGRLACMLEFLKDEELKEFQLLTALKAHSRSSSGETPAQPEKTSQMEVASYLVAQYWEQRRWDLALHTWEQMGLRSGCAQAQEGAGHSLEHH +>15162 +NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLPDHARPTQTGFVRHDDGYVSTIISLRSAHLVGQTILSGHSQYYIYVIALAPNLFNVNDVLGAYSWHPDEQDVRALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAADGYGLAGF +>15336 +GAMESAERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKVKNSILNPINSCRKFSIVQKNGLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNLGQNIHRKTTASTRKVSLAPQANLTELDIYSRRKSQETGLEISEEINEEDLSECLFDDMR +>5022 +AFPSPASDYVEQRIDLNQLLIQHPSATYFVTASADRMIDCGISDGDLLIVDSAITASHGDIIIAAVDGCFVVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHVVKAMR +>15855 +GPHMTLVEFSAGEQKTERMDKVGDALEEVLSKALSQRTITVGVYEAAAKLNVDPDNVTLCLLAADEDDDRDVALQIHFTLIQAFCCEGDINILRVSNPGRLAELLLLETDADFAASEGAEQPPDLHCVLVTNPHSSQWKDPALSALICFCRESRYMDQWVPVINLPER +>16450 +QAYQQDPCANPTRQTGKTGGQTDQYDNPVHQTEALGEYGAGTGTGMHGGEHQQQPHQQPGFLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTSATVTPGQEQQQKGMMEKINEKLPGAH +>15766 +AVPVESKPDWPSGKSGMDAALDDLIDTLGGPEETEEENTTYTEPEVSDPMSSTYIEELGSREVTIPPKYRELLAKKEAITGPPADSSKPIGPDDAIDALSSDFTCGSPTAAGKKTEKEESTEVLKAQCAGTVRKFAPPQEK +>6431 +EAESLTSAQKAKAEERKRSKMSRELPDKTEEEKSVMAKKSEQKPKGEGIPTTAKVKVDEFESNVNEVKDPYPSADFPGDDEYDEPEWPVSPRPRPLAELQLNEKAVPIPEASSFFIFSPTNKVRVL +>17926 +MGSSHTPHHHSSGLVPRGSHMAAPEGGISDVVEWSIKEAQETCAGDPRSPEEVAAWDEVEELSAAASHARDKWKADGPDPLEEYCKDNPETNECRTYDN +>4280 +ASASPKQRRSIIRDRGPMYDLNTLPEGWTRKLKQRKSPRSAGKYDVYLPNPQGKAFRSKVELNAYFEKVGFTSLDPNDFDFTVTGRGSGSGD +>6139 +DEAQFKECYDTCWKECSDKSNWFTFCEIKCDTDCSNKDVMEHAENYKPKN +>11338 +GSSGSSGMTDKGEEQRNELEAWESIDPDSFTVLSENPPSITITVFSEAGENDWTVQTTLIFTYSEKYPDEAPLYEIFSQENLEDNDVSDILRLLALQAEENLGMVMIFTLVTAVQEKLNEIVDQIKTR +>18889 +SLKNRKACATPVTRGAGAGGYQYKQNKERPPPVPNPDYGPIRKGERDLYSGLNQRRI +>19485 +MGLSFPSPGESAPSTPDLEEKRAKLAEKAERRQKIAAARGILDVQSVQEKRKEKEKIEKQIATSQTPPEGGLRWTVSLEHHHHHG +>15174 +GXSFMKADEKXCMYHGDCLNQCSSGICPXSTNWILPGCSTSSFHKI +>6974 +MQPASAKWYDRRDYVFWEFCVGDSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTGRSILCCLRKGEHGISWPRLTKERAKLNWLSVQFNNWKDWEDDMDEDMSNFDSFSEMMNNMGGDEDVDLPEVDGADDDSQDSDDEKMPDLE +>19796 +GHAMVLPKERGLRTEPGSVANVDRLLETAGIKASCLREIRETWDESPGSFLPVPERRRGPKGDSGEQGPPGKE +>5956 +MADKRSHHNALERKRRDHQKGSFHSLRASVPSLQGERASRLQILDKATEYIQYMTRKVHTLQQDIDDLKAQNALLEQQVRALEGSGC +>7292 +GAKGSEPQDGNYFEHKHNIRPKPFVIPGRSSGCSTPSGISCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNISLEMELPGQKIVHAQFNTPMQLNSDDNIMETLQGQVSTALGETPLMSEPTASVPPESSVYRMLHDRRNEPTQPRQSGSFRVLQGMVDDGSDDRPAGTRS +>19037 +LLQEALSAYGDSMKAPSGQPLTADVSGEQVDKELDRASNSLIRGLSQDEEDPPLPPTPMYSLVDECPLDQGLPKLSAWAVFEKCSQISLSQSTTASLGKK +>1128 +VLYTDCTESGLNLCLKEGSNVCGQGYKCILGSDIEKNQCVTGEGTPKPQSENRGDFEEIPEEYLY +>4272 +MSATAAEAPPAAPAGEGGPMAPPPNCTSNRRLQQTQAQVDEVVDIMRVNVDKVLERDQKQEELDDRADALGAGASQFETSAAKLKRKYWWKRLKMM +>15136 +MSQKQEEENTAEETGEEKMDTQEKEGILPERDEEAKLKAKYPSLGSKPGGSDFLMKRLQKGQKYFDSGDYGMAKAKMKNKQLPSAGPDKWLVTGDHIPTDQDLPQRKSSLVTSKLAGGQEE +>11388 +GSSGSSGEAQTRVKLNFLDQIAKYWELQGSCLKIPHVERKILDLFQLNKGMAEEGGFAVVCKDRKWTKFATKMGFVPGKAVGSHIWGHYERILNAYNLFLSGDSLRCLQKPNLTSDTKDKEY +>6968 +MDVFMKGLSKAKEGVVAAAEKTKQGVAEAYGKTKEGVLQVGSKTKEDVVHGVATVAEKTKENVTNVGGAVVTWVTAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEFYEMPSIEGYQDWEPEA +>6498 +MYSVLEELQKDLEEAKVLLEKSTWKRLRDTLTSEKSMIETPRKNKMQQKSQKKPELDNEKPAAVVKPLTTGYTVKIS +>6212 +NKELDPVQKQFVDKIKEYRTERQTSGGPVDASPEYQQDLDRELFKLKQMWGKADMNTFPNFTFEDPKFRVVEKPQS +>19521 +GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAMEVIPMAAVKQALREAGDEFELRYRRAFSDLTSQLHITVGTAYQSFEQVVNELFRDGVNWGRGVAFFSFGGALCVESVDKEMQVLVSRIAASMATYLNKHLEPWIQENGGWDTFVELYGNNAAAERQKKQER +>6970 +MQPIGCVVVGDGAVGKTCLPISYTTNAFPGEYIPTVFDNYSANVMQDGKPVNLGLWDTAGQFDYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNTPGILVGTKLDLDDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGLKTVFDEAIRAVLSKPPVK +>5313 +GPLGSPSVYCGSPKYAYFNGCSSPTWPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNWANYSAEQNRMGQAGSTISNSHAQPFDFPDDNQNAKKVAAGHELQPLAIVDQIPSERASSRADSRPRPDDPEF +>6846 +HLMYTLGPDGKRIYTLKKVTEWIEITKRAHPARFSPDDKYSRQRVNLIHRFFLVPGQHHHHHH +>19135 +MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGFLTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGMSTPTTPGSTAITPGTPPIYSSRTPGTPGTDSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQCVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVLSLDNAHHVPGGGNVKIDSQKLNFTEHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQKL +>4716 +GPLGSPGFSMPHSSPQNRPNYNVSFSSMPGGQNERGKPAANLEGKQKAADFEDLLSGQGFNAHKDIKGPRTIAEMRKEEMAKEMDPEKLKISEWIEGKERNIRALLSTMHTVLPAGETKWKPVGMAGLVTPEQVGKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSEFENQGQKPLY +>6521 +GSVMNRTNSSPQQKKKPLDGEYFTLQIRDRERFEMFREFNECLELKDADAGKEPG +>26549 +GHMCSGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATGTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDERDISVAAEILRKSRKFPSALPIWARPDYNPPLLPSWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASADGDKGSNVESYMSMPPLEPEPGDPDLSDGSWSTVSEEASEDVVCC +>11526 +MNIVPQDTFKSQVSTDDDKSVLSSAVPSHPDTLRQQEGGAVPLSTQLNDNHPLESTLKNWETTQRQRQMEQYRQIFGIAEPMKRTMEMEIVTMTSFNPLSTNGSIHRDILLNKECSIDWEDVYPQTGDQASTMVGDDVHSKIEKQLGI +>19364 +MRGSHHHHHHGTATFPPATSAPDQPPGPEDEDSSLDESDLYSLAHSYLGGGGRKDRTYEEAAANTCRPSPPGHERKLVTKTQNSERKKRGARR +>15719 +AKTKGNKVNVGVKYWEKQERRIEPEKLREGRNFIGLQMGINKFASQQGMTAYGTRRCLYDPRLGTDQPLDQATWSLQMNTNKGASQAGMTAPGTKPQI +>4985 +ATPAPAAEVPGITIISASQTGNARRVAEALRDDLLAAKLNVKLVNAGDYCFKQIAVEKLLIVVTSTQGEGEPPEECVALHKFLFSKKAPKLENTLFAVFSLGDTSYETFCQSGKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRATVAAFSQSVA +>15506 +GSNGAKNAHNNAFGGGKNPGIGNLSGAGSNGSASSNTGNSNKWSWSNKPHKNDGFHSDGSYHITFHGDNNSHPKPGGNSWNRGNCGPGAS +>6112 +YSHMAHPKPSACRNLFGPVDCEELTRDLEKHCRDMEEGSQRKWNFDFQNHKPLEGKEEWQTVEKGSLPEFRYRPCRPPKGACKVPAQE +>15398 +PNLSISPSALQDLLRTLKSPSSPQQQQQVLNILKSNPQQMAAHIKQNTAKYVAWDHGMQ +>19357 +MEANIRGQGYLAYPGVRTSGTLESVNGPKAGSRGLTSLPPTFEHMIEELLDEDQKHRPNEENNKDADLYTSRVMLSSDVPLEPPLLFLLEEY +>15141 +MKAKRSHQAICMATSLRVSPSIHGYHFDFASRKKAVGNIFENTDQESLERLFRNSGDKKAEERAKQIDAIDQDVEEKTRADQALKKRTKDKLFQFLKLRQYSIKVH +>15711 +ATKAVAVLKGDGPVQGIINFEQKESKGPVKVWGSIKGLTEGLHGFHEHECEDNTAGCMSAGPHFNPLSRKHGGPKDEERHVGDLPNVTADKDGVADVSIEDSVISLSGDHYIIGRTLVVHEKADDLGKPGNEESVKTGNAGSRLACGVIGIAQ +>16296 +PNPEEQEEEPQPRKPGTRRERTDGAPASQEMSAAGGRGPRGHKRKLNERDAAGESSVESSNEDEGSSSEADEMAKADEAELNDLM +>17760 +MEEPQSDPSLEPPLSQETFSDLWKLLPENNELSPLPSQAMDDLMLQPDDIEQWFTTDPGPDECPVMPEAAHPVAPAPAAPTPAAPPPAPSWPL +>19507 +MAEMKTDAATLAQEAGNFERISGDLTTQINQVESTAGSLQGQWRGAAGTAAQAAVVRFQEAANKQKQWLDAISTNIRQAGVQYSRADEEQQQAESSQMGIKLHALLEHHHHHH +>4922 +WDVLLGAYDGTLAFQPSEFSISPGEKIVFKNNAGFPHNIVFDEDSIPSGVDASKISMSEEDLLNAKMETFEVALSNKGEYSGYCSPGQGSGMVGKVTVN +>17325 +GPMELSVSSRSDSSQAGSNAGNQPMLWCANVYFTRYSDRPSSGPRSRKKAKKNPNKEDKRPRTFFTAEQLQRLKAEFQTNRYLTEQRRQSLWQELGLNESQIKIWFQNKRAKIKKAT +>15672 +PARTPSLGLKPKPDVLSDSGGPLIDLLHEDPPPYRDPRPPPSDRDGNGGEATPAGDAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYHPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLTTHQPTWDDCQQLWGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHHHH +>15176 +GHMDPKGRKKIQFDVPAPPSQLDPRQVEMIRRRRPTPALLFRVSEHSSPEEESSFHQRTFGEGLHPKDKRTNPSAYTPPSLKAVQRMAESHLQTISNLSENQQSEEEDELGELRELGYPQ +>17205 +MLETDKKQEQENHAECEDKPKPCCVDKPEKMERDTCILFNGQDSEKTKEFIEKYKECMKGNGFEVPVAV +>4914 +LGASWHRPDKCCLGYQKQPHPQVLSESWKPTSQLCSKPGVVFLTKRGRQVCADKSKDWVKTLMQQLPVTAR +>hmbdi +MKHDHHQGHTHSGKEHVCHHECNSPKTQWASSKMEGPIVGTCPMHPEILQSAPGHCPLCGMALEPETVTVSHVVSPEHLDMRRR +>15097 +PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWGQIFFWIGKGANESEKEAAAETAQEYLRSHPGSQDLDTPIIVVKQPFGPPTFTGWFMAWDPLCWSDRKSYDELKAEFGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLVNTAAEDLPRGVMPSRKENHLSDEDFKAVFGMTRSAFRNLMLWKQQNLKKEKGLF +>19478 +GPDSMRCQAVLQTLLSRTDLEPRVPSNTGWGEGQIKQDTVWDIDEVPQWEGKSDKGTEGWESAATQTKNSGGWGDAPSQSNQMKSGWGEL +>6580 +LHTFSSKSEYQLVVNAVRCLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRITQWVPRFDCVLKLVHHYMPPPGTPSFSLRPTEESSEVPEPPPAQALPGSTPKRAYYIYSGGEKIPLVLSRPLSSS +>16160 +GHMKMADAKQKKNEQLKRWIGSETDLEPPVVKRKKTKVKFDDGAVFLAACSSGDSEEPLRLLERGADINYANVDILTAIHQASEDDNVMMVKFLVENGAN +>5070 +ALFSGDILNLTAAEREQGFKDVPSFVHEGGFVPLVELLQCAGISPSQRQAREDIQNGAYYVNGERLQDVGAILTAEHRLEGRHTVIRRGKKKYYLIRYALEHHHHHH +>15409 +GSLRVKFSRSAGAPAYQQPQNQLYNELNLGKREEYWVLDKRRGRDPEMGGKPRRKNPQEGLYNETQKGKMAEAYSEIGWKGEGRRGKGHDGLYQGLSTATKDTYDALHMQALPPR +>19171 +MHHHHSHSSGLVPRGSEGDEWTPGTGVLHSPVLVPGCPSKAVDPGLPSVKQWPPDPEEDKEENKDDSPSKLAPPEEAGGAGTPVITEINSLGGTRFRDTAVWLPRSKDLKKPGARKQ +>15441 +SHVHHHPSMANSAGSSNTQTPDASLQMTVNGQSSGKKRPLNLSKENVQATNIPPKETLVYTKQTQTTSTGGGNSD +>19114 +MPLGSPEFMSSSAGSGHQPSQSKASPTRTVWISDAAQLPHDYTTTPGGTLFSTTPGGTRIIYDRKFLLDRRNSPMAQTPPAHLPNIPGVTSPGTLIEDSKVEVNNLDNLDNHDRKYAVGDDAQFEMYI +>7358 +GNHSGKREMSAEAASKDGEIHRGEAGKKRSVGKLSQTASEDLDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFWRDAPTREDDTFKDRPSESDPLQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGTFFSGDRGAPKRGSGKVSLEHHHHHH diff --git a/datasets/chezod_117_all_rand_9.fasta b/datasets/chezod_117_all_rand_9.fasta new file mode 100644 index 0000000..9b94dc6 --- /dev/null +++ b/datasets/chezod_117_all_rand_9.fasta @@ -0,0 +1,234 @@ +>4307 +GDGGGTHNQWNKPSKPKTNMKHMAGYAAAGAVVGGLGGYMLGSAMSRPMMSNGNDWEDRYFRKNMNRYPNQVYYRPVDQYNNQNNFVHDCVNITIKQHTVTTTTKGENFTETDIKIRERVVEQMCTTQYQKESQADYDGRRS +>15768 +MSTNPKPQRRTKRNTNRRPQRVKFPGGGQHVGGVYLLHRRGPRLGVRATRKTSERSQPRGRRHPNPKARRPEGRTWAQPGYNHSHCHH +>15397 +GTQNRPLERNSLDDLVGPFSNEEGQWDERALLDQLHTLLSNTDATGLEEIERFLGIPELVNLGQALEPKQD +>15123 +DESGEHWARQVDGGWFNTLHGAERLEEETNDCDVEDIEGRIAMRLAERRQEDSDTHGDE +>6047 +MKLAPYILEWLTSVNRTNGTADLLVPLLRELAKGRPVSRKTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPAHIGRTCRVSSHCAATGAPVSETVSPAEIQAVEPAGMAVSLVLPQEAADMRQSFCCHVHFFASWPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRVLLQTMSSRTP +>17290 +MGSPHHHRHHSSGLCPRHSKMYRKDKRRQEPLRQPSPQRCAWAPEMGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTLRRSPDDIPLVTPNTITMIPNSLVGLQTLHPYNTFAAGFNSTGLPHSHSTMRV +>16876 +MAEEIKNVPEQEVPKHATEESSAEVTDRGLFDFLGKKKDETKPEETDIASEFEQKVHISEPEPEVKHNSLLEKLHRSDSFSSSSSEEEGSDGEKRKKKKEKKKPNTEVEVKEEEKKGFMEKNKEKLPDHKKPEDGSAVAAAPVVVPPPVEEAHPVEKKGILEKVKEKLPGYHPKTTGEEEKKDKE +>15736 +MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGKNQIRNVKKQSVYLMNLRKSGTLGHRGSLDETTYERLAEETLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVQLQGDVGTYVINKQTPNKQIWLSSPSSGPKEYDWTGKNWVYSHDGVSLHELLAAELTKALFTKLDLSSLAYSHKDA +>25118 +LADGSSDARPEPRPAPAPVRRRSSAYRAYATEPHYKEISKISASRKLQLKTLWLQIAKQELEREAEERRGEKGREHHHHH +>15274 +GSHMFSSSESTGTPSNPDLDAGVSEHSGDPLDQDSVSDQFSVEFEVEQLDSEDYSLSEEGQELRDEDDEVYQVTVYQAGESDTDSFEIDPEISAAFAWK +>4950 +GGKWSKAQVVGWPAVREHMRNAAPAADHVGAAVRDLEKHGMITSSNTKANNAACAWX +>16505 +MKQRPKPGGWNTGGSRYPGQGSPGGNRYPPQGGGTWGQPHGVPWGQPHGGGWFQVHGGGWYQPMGGGWGAGGGTHNQWNKPSCPK +>11454 +GILTNSQGQTPQRVSGLQGSDALNIQQNQTMGGSLQAGQQKEGEQNQRTQQQQILIQTQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLWAVPNSGMIIIRTYTVGPNGQVSWQTLQLQNLQVQNPQAQTITLAPMQGVSLGQTPGGFLEDYKRDDDKGSHHGHHH +>15131 +ASQKRPSQRSKYLATASTMDHARHGFLPRHRPTGQLDTIGRFFSGDRGAPKRGVGKDSHTRTTHYGSLPQKSMHGRTQDENPVVHFFVNIVTPRTPPPCQGKGRGLSLSRFSWGAEGQRPGFGYGGRASHYKSAHKGFKGAYDAQGTLSQIFKLGGRDSRSGSPMARRLEHHHHHH +>6078 +MNEDQQVVSEIFQTSKEKLGGDAKCVSDAFKKMASQDKDHKTTDADESEKHNYQEQYNKLKGADRKKENEHHHHHH +>4287 +GSHMSYNNPYQLETPFEESYELDIGSSAIGAEGHDFQGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVIEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQCSAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMYIQPRATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLGKSMAELTQLFNDMEELVIEQQENVDEIDKNVEDAQLDVEQGVGHTDKAVKSARKARKNKIR +>15086 +MPTKTYSEEFKRDAVALYENLDGASLQQIANDLGMNRVTLCNWIIKYGSNHNVQGATPSAAVSKAEQIRQEKLENSLQRARTRHPAESCLEHHHHHH +>16912 +GIKQMSQEELKEMALVEIAHETFEEHKKPVPFQELLNEIASLLGVKKERLGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAKEEDLDLLEFEEINEDDLDSDEVEEELILEADDFDEEDLDEDDDDLEIEEDIIDEDDEDYDDEEAEIK +>18177 +MQKLCARLRALRQRQLDRAAASVEPDVVVKRQEAEAAARLKMQEELNAQVEKHKEKLTQLEEEKRRQKIEMWDSMGEGKSYYGNAKKPQEEDSNGPSTSSVLKRKSDRKPLRGMGYNPLSGEGGGACSWRPGRDGPSSGGCG +>18198 +GAMGASVGEDDELKGLLRLPEEETELDNLSEFNRAHNKRISKLTIEEGNLDIQRPKRMRKNSRVTFDTDHEIINPEDVDPSVGRFRNM +>15179 +GHMPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDENNILATYHPADKDYGLMKIDEPSTPNHSMMGDDEDACSDTEATDFMAPDILARKLAAAEGLEPKYRQQEQKSSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKLARQLVSKDN +>18248 +GSSHSLLFSSSFLSKPSSFTSPLRRFTPLPTYQFWPRQRHGFSTVFAVATEPPMSSSPA +>7279 +MKHSSSKSSQPLASKQEKDGTEFRGRGRPRKQPPVSPGTALVSSQPEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTRGRKPRGRPKKLEKEEEEGKSQESSEERQ +>18446 +MGEKTVKLYEDTHFIGYSVEGPVGDENLSSLISRMAHNDDLSSARVPSRLRLEVFQHNNFKGVRDFETSDAAELSRDNDASSVRVSKMETLN +>19650 +NLLDSDDSKACMEEDHTYEGLDIDQTVQYEDIVTCRTGEGKCSVGEHPGWE +>19224 +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASAFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDDDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMVNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSACIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQYADQLRFSYLAVIEPACFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDRDCPIKEEKGSPLNAAAYGIESMSQDTEVRSRVVGGSLRGAQAASPAKGEPS +>5204 +SKKIKDPDAAKPEHWDERAKIDDPTDSKPLDWDKPEHIPDPDAFKPEDQDEEMYCEWEPPVIQNNECKGEWKPR +>4686 +SKSWQVPFSRCCFSFAENEIPLRQMLCYRATSSSCSNEGLIFKLKRMKEWCALDTVGWVQRHRKMLRPCPSKRK +>10010 +EAEAYVTQTMKGEDIWEVAGTWYSLAMAASDISLLDCQSAPLRVYVEELYPTPEGDLEILLKKWENDECYQKKIIAEKTKIPAVFKIDALNENKVWVLDTFYKKYLLFCMENSAEPEQSLVCHCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQLEEQCHI +>19672 +WVTAQRTEAAERCGFHGSYVLRVEAQRLTLLTVGAQSQILEPLLSWPYTLLIRRGRDDEMFSLERGRRCPSGPGTFTFQTAQGNDIFQAVETAIHRQKAQG +>18890 +SQQLGVPQSRASDKYTLWPNDQLHQNLKKREDDQYSHLYGNQLRRN +>5545 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+MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNCKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVNAKFGETSKESVAEENDSDDDVEPIAEFRFVPSDKSAAEAMFTAMCECQALHVDPEDEASDDYKGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAHVRTEDSTRDYEQGMEVDTTPTVAGQFEDADVDH +>18631 +MAAPGERGRFHGGNLFFLPGEARSEMIDDLATDARGRGAGRDDAWASASTPAVAPTSDSPQAEDASRRRPYRALVDFKTW +>4286 +GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTAELQAELDDTVGIMRDNINKVANRGETLTSIEDKADNLASSAMGQEAGANRVRKHMWYKDLKMK +>19332 +MSRDKADSVPGTYRKVVMLRAPRKVLGLSTSATNSTSVSSRKAENKYAGGNPVCVRPMPKWQKGIGEFFRLSPKDSEKENQIPEEAGSSGLGKAKRKACPLQPDHTNDEKE +>15180 +GHMDEEDGEPPWEPKSGMVEIPGLSEEEFPAPSRKIHFSTAPIQVFSTYSNEDYDRRNEDVDPMAQMAEYELEKMVEGLEL +>2956 +MKPVTLIDFAEEAGHSGQTRSRVVNQASCVSAKTRELVEAAMAELNYIPNRVAQYL +>18927 +ENREIQPPFKPKVSGKGAEYFDKFFHRTQPVLMPPDQLVIANPDQCDFEPFSYVNPQFVHPIYQSAGX +>18867 +SLREQWQNEKLGLDAGDEFERENLHEGLNLDACHMYEDISRGLQGTYQDVGSLAIGDVQLEKP +>4034 +AGPKRLCMVCGDIASGYHYGVASCEACKAGFKRTIQGMIEYSCPATNECEITKRRRKSCYASRFMKALKVGMLKEGWRLDRVRGGRQKYKRTLDSENS +>19482 +WPLEWVVFEERDGNAVLNLLTSLRGTKPSSLSRPVKVHETFEAKLAHLETRPAQRPLAGSPHLEYFVRFEVPSVDLAALLSSVRRVSDSVRSA +>25093 +MIHHSVKRWGNSPAVRIPATLMQGLSLNIDDEVKVDLVDGALIIEPVPKEPVFTLAILVNDITPENLAENIDWGEPKDKEVW +>15430 +MRLEPPAAEHRSATRVMVGPVTPRKGPPKFKQRQTRQFKSKPPKKGVQGRGKDIPGMEGLGTDITVIAPWEAFNVLELHEYAQYGII +>25327 +GSHMADENAPRPRNPGEDPNEAFRSTPFEATTSGLGDCRECIAYRTGATTHKIARKHDDTVSREIKGSSATPGGSEKDGIGRQ +>17048 +ASTASKAKHESSGVIDLFGDPFGSGASNTQPAPQKVSSSSAMAILLAGFMGSFMAMST +>16670 +MAGGAAGRLACYLEFLKKQELKEFQLLLTNKAHSRSSSGETPAQPEKTSGMEVASYLVAQYGEQRAEILALHTWDQMGLRSLCAQAQEGAGFSLEHI +>15162 +WDDNLYRADSRDSDEIKQSGGLMPRGQSDYFDRGTQMNINLYDHARGIQTGFVRHDDGYVSTSISLRSAHLVGETILSGHSTPYIYVIANAPNMFNVNDVLGAYSPHPDEQDVWALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAADGYGLAGF +>15336 +GAPESAERRNSILTEVLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSILNPPNSIRKFSIVQKTPLQMIGIEDDSDTPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQALLTELDIYSRRTSQETGLEISEIINEEDLKECLFDDME +>5022 +AFPSPAADYVEQRTDSNQLLIQHPSATYFVKASRRSMIDGGISDGDLLIVDSAITASHGDETIAAVKGEFIVKKLELRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHVVKAMR +>15855 +GPHMTLEEFSAGEQKTERMDKVLDALREVLTKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADADDDRDVALQIHFTLIIAFCCENDINILRVSNPGRLAELLLLETDAGPAASEDAEQPPDGHCVLVTNPHSSQWKDPALSQLICFCRESRYYDQWVPVINIPER +>16450 +MAYQQGPCANPTRQTGKTGGQTDQYGNPVHQTEALGAYRAGPGTGMLGGEHLQLPHQQPGVLNRSGSSSSEDDGQGGRRKKGMKHKIKERIPAMGRKDEQKQTSATSTPGQGQQQKGMMEKIKEKLPGAH +>15766 +AVPVESKPDKPSGKHGMDAALDDLYDTLGGPEGTEEENTTYTGPEVSDPMSSTYIEELGKREVTFPPKYRELLAKKEGITGPPADSSKPIGPDDAIDALSSDFDCGSPTAAGKKTTKEESTLVLKAKSAGTVRSAAPPQNK +>6431 +EAESLTSAQKAKAEERKRRKMSDGLPDKTEEEKSVMAKKLDQKPKGEGIPTTAKLKVDEKHSHVNEVKDPYPQADFPGDDEEDEPEIPVSPRPRPLAELQLKEKAVPIPEASQFFIFSPTAKARVL +>17926 +MGSSHHHHHGSSGLVPRGSHMAAPEGGISDVVEKSIKEAQETCAGDPVKGECVAAWDEVEELSAAARHARDKAKLDGSDKLEEYCKGNPSTNACRTYDN +>4280 +AEASPKQRRSIIRDWGPMYDDPTLPEGWTRKLKQRKSGRSAGKKQVYLINPEGKAFRSKVELIAYFELVGDTILDPNDFDLTVTGRGHGSGC +>6139 +DEMQSMECYDTCHVETSDDGNGFTFCEMKCDTDCSVIDVKEKLFNYKPNN +>11338 +GSSNSSGRTCYGEEQRNELIDLESIYPDSFTVLSENPPSFNITVTSEAEENDETVQTTLKFTYSEKYPDEAPLYEIFSQENLEDNDVLDILKLLALQKEENLGMVMIFTLVTAVQEKLNEIVDQIKTR +>18889 +SLKNRKAKAKLVTRGAGAGGRQRGQNKVRPPPVQNFDYEPRRLGVFDLVSGLNQRRI +>19485 +MGLSFPSEPESAPPTPDLEEKKMKLAEAAERRQKEAASRGILDVQSFQEKRKKGEKIEKQIATSGPPPEGGLRWTQSWEHHHHHH +>15174 +DXSFCKADEKVREYHADCCRCCGSGICAXSTEWIKPGCETSSFFKI +>6974 +MQTASAKWYDRRDYVFIYFCVEDSKDVNVNFEKSKLTFMALGGSDNFKHLNEIDLFHCIDPSDSKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNWLSVDFNNWEDCEDDSDEDMSNFDRFSEMMNNMSGDEDVDLPEHDGADDDSQDSDDEKMPDLE +>19796 +GRFMGLPGERGLRGEPDSVPNVDRLLETRGIKASALREIVETWDESSISFLPYPERRRGSKGDSGKQGPKGKW +>5956 +MADKRAHHNALERKRRDVIKDSFHSLRDSVPSLQDEKASRAQGLVKATEYIQYMRRKEETLQQYIDDLKRNNILLEQQVRALEGSGC +>7292 +GAMGSEPQDGNYFEHKHNIPPKPFVIPGRSSGCSTPSGIDCGSGRSAPSSVSTVSTIQPGDLDVAAKLAPIIPLEMELPGVTIVHAQFNTPMQLHSTDNIMETLQGQVSTALGETPLMSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFRVLQGMVDDGSDDGPAGTRS +>19037 +LLQEALSAYFDSMKIPSGQPETADVSREQVDKTLDRASNSLIPGLTQDEHDPPIPPTPMNSLVDECPLDQGLPKLSAEAVFEKCSEISLSQGTTASLSKK +>1128 +VVYTDCTGKLQNLCAWEGSNVCFQGNECILGSDGNKNQCVTGEGTPKNQSHNDGDFEEIPEEYLQ +>4272 +MSATAATAPPAAPAGEGGPPAPPPNLTSNRQLQQTQAQVDEVVAIMRVNVDKVLDRKQQHSELDDRADALQAGRSQFETSAAKLKRKYWGKHLKMM +>15136 +MSQKQEEEWPAEETGEEKQDTQEKEGILPERAEEAKLKAKYPKLGHKPGGSDFLMKRLQKGQKYFKVGDYNMAKAKGKNRQLPSAGPDKNLVTGDHIPTPQDLPQRKSSLVTSKLAGGQVE +>11388 +GSSGSSMEAQTRVKLNFLDQIAKYWELQGSTLKIPHFERKILDKFQLNKLVAEEGGFAVVCKDRKWAKIATKMGFAPGKAVGSHIRSHYERIINPYNLFLSGFSLWCDQKPNLTSDTKDKEY +>6968 +MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEAVLYVGSKTKEGVVHGVATVAEKFKEQVTNVGGAVVTGVTCVAQKHVEYAGSIAAATGFVKKDQLGKNEEGAPQKGILEDMPVDPWNEAYETPSEEGYQDYEREA +>6498 +MASVGEELQKDLEEIKVLLEKSTRKRVRDTLTSEKSKIETELKNKMQQKSLKKPELDNERSAAVVAELTTGLTVKIP +>6212 +NDELDPVQMLFVDKIREARTKRQTSGGPVDAGPEYQVDLDRELFKLWQMYGKAWMNTFVNFTFFDPKFEVVEKPQS +>19521 +GHSMSQSNRELVADFLSYKRYQKGYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADEPAVNGATGHSSSLDAREVIPMVAVKQALREAGCEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNPLFRDGVNWGRIVAFFSFGGALCVESVDKESQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELRGNNAAAESRKGQER +>6970 +MQAIKCVVVGDGAVCKTCLLISYTTNARPGEYIPTVFDNYSANVMVDGDPWNQGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFENVRPKWYFEVRHHCPNTPIILVGTKLDLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGLKEVADEAIRAVLSPPPVK +>5313 +GPLQSPSIDCGSLKNAYFNGCSSPTAPLSPMSPPGYKLVTGDRNNSSCRNINKQASEQNWANYSAEQNRMGQAGSTISNSHAQPFDYPDTNQNHKKVAAGHELQPLAIVDQRRSSRASSRASSRPRPDDLEI +>6846 +ILMYTLGPDGKVIYTLKKVTESGEKTKSLHPARWSPDDKYSAQRVVLKKRFGVVPGQHHHHHH +>19135 +MADERKDEGKAPHDTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREMEEGAFGEHGSQSTYSDTKENGINGELTSADRETAEEVSCRIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKVSSLPRPSSILPPRRGVSGDRSHNSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGHTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPRPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQGL +>4716 +GPLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAEANLEGKQKAADFEDLLSGQGFNMYKDKKGPRTIAEMRKEEMAKEMDPEKLKINEWIEGKERNIRALLSTMHTVRWAGKTKWKPPGMADLITPEQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSEFANQGQKPLY +>6521 +ASHMNETSSSPQIKKKYSDGEYVTLQPRGRERVEMFRELNEALELKKAQAGKEPG +>26549 +GHMASGSWRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAESLKATCHTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVAHGCPLPDTKAPPIPPPRRKRTVVLTESWVSSALAELATKTFGSSGSSAVDSGTATALPDQDSDDPDKGSDVESYSSMPPLEGEPGDPDLSDGSVSTVSEEASEDVVCC +>11526 +MNIVPQDTFKSQVSTDQDKSVLSSAVPSLIDTLRLQEGYADPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQLFGIAEPMKRTMEMEIPNRTDFNPLEYNGSIHRDILLNKECSIDWEDVYPGTGLQESTMVGDDVHSKIEKQLGI +>19364 +GRLYHHHHHHGSATHPPATSAPQQPPGPEDEDSSLDESDLYSLAHSYAGGGGRKPRTKREADANTNRPSPGDHERKLVTKLQNSERKKRGAKR +>15719 +HKTKGNKVNVGVKYAEKQERRFEPEKLREGRNIIGLEMGINEFCSQQGMTAYGTRRAFYDPKLGTWQPLDQATISLQMGTNKTASQEGMTAPGTKRQI +>4985 +ATPAPAAPMPGITIISASQTGNARRVAEALRDDLLAAKLNVKLVKAGDYKFKQIASENLLIVVTSTQGEGEPPEENVALGKFLFSKKAPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKQAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRAPRAAPNLSVA +>15506 +GSNGADNAHNNAFGGGKQPGIGNTSGAGSPGSASSNRGNSNGWSWSNKPHKNDGFHSDGNYHITFHGDNLSKPKPGGMGGERGNNGKGAS +>6112 +GSHMEHPKVSACRNLFGMVDHEEDTRDLEKHCFDMEEASQRKINFDFQNHKPLEGKYEWQFVEKGSLPEFYYRPPWPPVGACKVFAQE +>15398 +PNRSISPSALQCYDRTLESPCSPQQQQQVLNILKSNPILMAAAIKRRLAKYVANQPGMQ +>19357 +MEANIRGQGLLAYPCTRMHGTLESVNGMKAGSRGLTSLCDQFFHMIEELLDEDQKVRTNEENNKDADLYTSRVMLSSQVPLEPPLLFLLEEY +>15141 +MIAKRSGQAIIMSTSLRVSPSIHGYRFDTASRKKAVGNIFENTDQQSLERLFRNSGDKKAEEYAKIIFAIDFDVEEKTRALMALKKRTKDKLFQFLKLRKYVINLH +>15711 +ATKAVAVLTGDGPKQGIINFEQKESNGPVHVWGSIKGLTEGLHGFHVHEEEDNTAACTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIRRTNVVHEKADDLGWGGNEEHTKTGNAGSRLACGVIRIAQ +>16296 +PGPEEQEEEPQPRIPCWRRERTLGEPASSERSAAGGRGPRGCKRKLNEEDAAHESSRESSNEDEGSSSEADEQAKALFAELVDLM +>17760 +MEEPPSPPSVEPPLSQETFSDLWRELPKNNVLSPLPSQAMDDLMFSPDDIEQWFFERPGPDEAPRMPEAAPPVAPAPAACTPAAPAPAPSWPL +>19507 +MYEMKTDTATLAGSAGNFERISGDLKTQIDQVESTAGSKQGQWRGARGTAAQAAVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEEQQQALSSQRGFKLAAALAHHAHHH +>4922 +IDVLLGAQDGSLAFVPSEFSISPGEKIVCKNNAGRPHNIVFDEDSIPSGVDASKISMSEEDLLNAKGETFHVALSNYGEYSFYCSPHQGAGMGGKKCDN +>17325 +NLMELSVSSDSDSSQAGSNAGMQPMLWPAWVYCTRYSDRPSSGPRSRKPPKKNPNKIDKRPRTAFTAEQLPRLKAEFQTARYLTEIRRQSLAQELGLNESQIKIWAQNKRAKIKKAT +>15672 +PDLTPSLGAKPKPQDLSDSGGPLIDLLTEDPPPYRDPRPPPSDRDGTGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYNVKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKHRVLLEARKAVRGDDGRPTQLPNEVDAADPLERPDWNYTTQAGRNHLVHYRQLLLAGLQNAGRTHHWHHHHH +>15176 +GHMDPKGRKKIQFSVPAPPSQHDPRQVEMIRRRRPTPALLFRVSEHSSPAEEESPHQRTSGEMHHPESKRPNPCAYTPPSLKAVQREAESHLQTISNLSENQASEEEDCLGELRDLGYPQ +>17205 +MTETDKKQEQENHAHCEDKPKPCCWCKPEKEERDLCILFNGQDSEKCADFSEKYKECMKGEGFEVPSAN +>4914 +LYASWHRPDVCCLGYQKRPKCQVLLSSWYPTSALCSKPGYIFLTKRGRQVCADKTKDNVKKLMQQLPVTAR +>hmbdi +MKHDHHQGHTHSGKGHACHHEHNKPLTQYASSKMEGPIVYTCPMHPEIRQSAPGHCPLCGMMLEPEEVTVSEVVSKEYLDMERW +>15097 +PRIFECWNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQRFFPIGKGANESEKEAAAETAQEYLRSHPGSVDVDTPIIVVKQGFEPPTRTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLWLWKQQNLKKEKGLM +>19478 +GPDYMDQQAPLQTLLSRTDLDPRVLSNTGWGQTQIKQDTVWDIEEVPRVEGKSDKGTVGWYSAATQTKNSIGWGDAPSQSNQMKSMWGEL +>6580 +LKTFSSKTEYPLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQDHFFTLSVKTQSGTKNLRIQCEGGSFSLQKDPRSLQPVPRFDCVLKLVHHYMPPPGTYSFSLPPTEPSSTVPDQPPNQALPGSTPKRAYYIYSGGEKIPLVLSRPLSSN +>16160 +GHMKMADAKQKRNEHLKRWIGHETDLEPPVVKLKKTKVKFDDGAVFLAATSSGDQEEVLRLGERGACINYANVDGATALHQASIDDWVDMVKFLVENGAN +>5070 +ALFSGDGANLTQKEIEQGFKDVPSFVHEGGDVPLVELLVFAGISPSVRQARMDIQNGAIGVNGERLQDVGAILTAEHRLEGKFTVIRRGKKKYYLIRYALEHHHHHH +>15409 +GSLRVKFSRWADAPAYQQGQNQLYNELNLGRREEYDVLDKRRGRDPEMGGKPRRMNPQEGLYNELLKDKMAEHYSEIGMCGERRQGKGDDNLYQGLSTATKDTYDALHMQALPPW +>19171 +WHHHHHHSSGLVPRGSEFDEWTPGTAVLTSPVLRPGCPSPAVDPGLPSVHQEPPDPEEDKEEEKDDSASKLAPEEESEGAGTPVITEIFSLGGCRFRDTAVWLPRSKDLKKPGARKQ +>15441 +IHHHHHHSMANMAGSCNTQTPDASLQATVRGQSGGKKQPLNLSVYNVQATCIPPKETLVYTKQENTWLTGGGNGD +>19114 +MPLGSPEFMSSSAGSGHQPSQSRAIPTRTVFISDAAQLMHDYCTTPGGTLFSTEPGGTRIIYDRKFLLDRRNSPCAQTPPSHLPNIPGVTSPGTLVEDSKVEVNNLDNLDNHDRKHAVGDDVQFEKII +>7358 +GNHSGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDSDNFGMADAIQNNGTSAEDNAVTDSKHTADPKNNWQGAHPADPENRPHLIRLTSRDAPGREDNTFKDRPSESDELQTIQEDPSAASGGLDVMASQKRPSQRSKYLKTASTMMHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKVELEHHHHHH diff --git a/datasets/chezod_117_all_trim_0.fasta b/datasets/chezod_117_all_trim_0.fasta new file mode 100644 index 0000000..f425ea6 --- /dev/null +++ b/datasets/chezod_117_all_trim_0.fasta @@ -0,0 +1,234 @@ +>4307 + +>15768 + +>15397 + +>15123 + +>6047 + +>17290 + +>16876 + +>15736 + +>25118 + +>15274 + +>4950 + +>16505 + +>11454 + +>15131 + +>6078 + +>4287 + +>15086 + +>16912 + +>18177 + +>18198 + +>15179 + +>18248 + +>7279 + +>18446 + +>19650 + +>19224 + +>5204 + +>4686 + +>10010 + +>19672 + +>18890 + +>5545 + +>17483 + +>11019 + +>15563 + +>18578 + +>17836 + +>5076 + +>5736 + +>18631 + +>4286 + +>19332 + +>15180 + +>2956 + +>18927 + +>18867 + +>4034 + +>19482 + +>25093 + +>15430 + +>25327 + +>17048 + +>16670 + +>15162 + +>15336 + +>5022 + +>15855 + +>16450 + +>15766 + +>6431 + +>17926 + +>4280 + +>6139 + +>11338 + +>18889 + +>19485 + +>15174 + +>6974 + +>19796 + +>5956 + +>7292 + +>19037 + +>1128 + +>4272 + +>15136 + +>11388 + +>6968 + +>6498 + +>6212 + +>19521 + +>6970 + +>5313 + +>6846 + +>19135 + +>4716 + +>6521 + +>26549 + +>11526 + +>19364 + +>15719 + +>4985 + +>15506 + +>6112 + +>15398 + +>19357 + +>15141 + +>15711 + +>16296 + +>17760 + +>19507 + +>4922 + +>17325 + +>15672 + +>15176 + +>17205 + +>4914 + +>hmbdi + +>15097 + +>19478 + +>6580 + +>16160 + +>5070 + +>15409 + +>19171 + +>15441 + +>19114 + +>7358 + diff --git a/datasets/chezod_117_all_trim_1.fasta b/datasets/chezod_117_all_trim_1.fasta new file mode 100644 index 0000000..3658495 --- /dev/null +++ b/datasets/chezod_117_all_trim_1.fasta @@ -0,0 +1,234 @@ +>4307 +GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVNITIKQHTVTTTTKGENFTETDIKIMERVVEQMCTTQYQKESQAYYDGRR +>15768 +MSTNPKPQRKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGVRATRKTSERSQPRGRRQPIPKARRPEGRTWAQPGYPHHHHH +>15397 +GTQNRPLLRNSLDDLVGPPSNLEGQSDERALLDQLHTLLSNTDATGLEEIDRALGIPELVNQGQALEPKQ +>15123 +GESGERWARQVSGGHFVTLHGAERLEEETNDEDVSDIERRIAMRLAERRQEDSATHGD +>6047 +MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRHLLQTMSSRT +>17290 +MGSSHHHHHHSSGLVPRGSHMYRKDKRRQEPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTLRRSPDDIPLMTPNTITMIPNSLVGLQTLHPYNTFAAGFNSTGLPHSHSTTR +>16876 +MAEEIKNVPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTTEVEVKEEEKKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPKTTVEEEKKDK +>15736 +MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEETLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVKLGGDLGTYVINKQTPNKQIWLSSPSSGPKRYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDLSSLAYSGKD +>25118 +LADGSSDAAREPRPAPAPIRRRSSNYRAYATEPHAKKKSKISASRKLQLKTLLLQIAKQELEREAEERRGEKGRHHHHH +>15274 +GSHMSSSSESTGTPSNPDLDAGVSEHSGDWLDQDSVSDQFSVEFEVESLDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESDTDSFEEDPEISLADYW +>4950 +GGKWSKSSVVGWPAVRERMRRAEPAADGVGAASRDLEKHGAITSSNTAANNAACAW +>16505 +MKKRPKPGGWNTGGSRYPGQGSPGGNRYPPQGGGTWGQPHGGGWGQPHGGGWGQPHGGGWGQPHGGGWGQGGGTHNQWNKPSKP +>11454 +GILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQAGQQKEGEQNQQTQQQQILIQPQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPNSGPIIIRTPTVGPNGQVSWQTLQLQNLQVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDDKGSHHHHH +>15131 +ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQDENPVVHFFKNIVTPRTPPPSQGKGRGLSLSRFSWGAEGQRPGFGYGGRASDYKSAHKGFKGAYDAQGTLSKIFKLGGRDSRSGSPMARRLEHHHHH +>6078 +MNTDQQKVSEIFQSSKEKLQGDAKVVSDAFKKMASQDKDGKTTDADESEKHNYQEQYNKLKGAGHKKELEHHHHH +>4287 +GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMIIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSARKARKNKI +>15086 +MPTKTYSEEFKRDAVALYENSDGASLQQIANDLGINRVTLKNWIIKYGSNHNVQGTTPSAAVSEAEQIRQLKKENALQRARTRHPAESCLEHHHHH +>16912 +GIKQYSQEELKEMALVEIAHELFEEHKKPVPFQELLNEIASLLGVKKEELGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDFDEEDLDEDDDDLEIEEDIIDEDDEDYDDEEEEI +>18177 +MQKLSARLRALRQRQLDRAAAAVEPDVVVKRQEALAAARLKMQEELNAQVEKHKEKLKQLEEEKRRQKIEMWDSMQEGKSYKGNAKKPQEEDSPGPSTSSVLKRKSDRKPLRGGGYNPLSGEGGGACSWRPGRRGPSSGGC +>18198 +GAMGASGGEDDELKGLLGLPEEETELDNLTEFNTAHNKRISTLTIEEGNLDIQRPKRKRKNSRVTFSEDDEIINPEDVDPSVGRFRN +>15179 +GHMPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDEMNILATYHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEATEAMAPDILARKLAAAEGLEPKYRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKLARQLISKD +>18248 +ASSHSLLFSSSFLSKPSSFTSSLRRFVYLPTRQFWPRQRHGFSTVFAVATEPAISSSG +>7279 +MSESSSKSSQPLASKQEKDGTEKRGRGRPRKQPPVSPGTALVGSQKEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTPGRKPRGRPKKLEKEEEEGISQESSEEE +>18446 +MGEKTVKLYEDTHFKGYSVELPVGDYNLSSLISRGALNDDLSSARVPSGLRLEVFQHNNFKGVRDFYTSDAAELSRDNDASSVRVSKMETT +>19650 +SLLDKDDSKAGMEEDHTYEGLDIDQTATYEDIVTLRTGEVKWSVGEHPGQ +>19224 +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQAASPAKGEP +>5204 +SKKIKDPDAAKPEDWDERAKIDDPTDSKPEDWDKPEHIPDPDAKKPEDWDEEMDGEWEPPVIQNPEYKGEWKP +>4686 +SKSMQVPFSRCCFSFAEQEIPLRAILCYRNTSSICSNEGLIFKLKRGKEACALDTVGWVQRHRKMLRHCPSKR +>10010 +EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRVYVEELKPTPEGDLEILLQKWENDECAQKKIIAEKTKIPAVFKIDALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQLEEQCH +>19672 +WVTVQRTEAAERCGLHGSYVLRVEAERLTLLTVGAQSQILEPLLSWPYTLLRRYGRDKVMFSFEAGRRCPSGPGTFTFQTAQGNDIFQAVETAIHRQKAQ +>18890 +SLQDGVRQSRASDKQTLLPNDQLYQPLKDREDDQYSHLQGNQLRR +>5545 +SYYHHHHHHDYDIPTTENLYFQGAMGSGPCRRHLDSVLQQLQTEVYRGAQTLYVPNCDHRGFYRKRQCRSSQGQRRGPCWCVDRMGKSLPGSPDGNGSSSCPTGSS +>17483 +MSDAGRKGFGEKASEALKPDSQKSYAEQGKEYITDKADKVAGKVQPEDNKGVFQGVHDSAEKGKDNAEGQGESLADQARDYMGAAKSKLNDAVEYVSGRVHGEEDPTK +>11019 +GSFTMPGLVDSNPAPPESQEKKPLKPCCACPETKKARDACIIEKGEEHCGHLIEAHKECMRALGFK +>15563 +MASNKSKPKDASQRRRSLEPAENVHGAGGGAFPASQTPSKPASADGHRGPSAAFAPAAAEPKLFGGFNSSDTVTSPQRAGPLAGGSAWSHPQFE +>18578 +GSKRRELDDPGAYNYPFTWNTPSAPPGYNIAVKPDQIQYTELSNAKIAYKQNKANIAQEQQYGSHEEHLPADLETLQREIRMAQERLDLAIQAYHHQNNPHGPREKKAKVGSKSGSNKSSISSKSGDGKTSVW +>17836 +MAYSEKVIDHYENPRNVGSFDNNDENVGSGMVGAPACGDVMKLQIKVNDEGIIEDARFKTYGCGSAIASSSLVTEWVKGKSLDEAQAIKNTDIAEELELPPVKIHCSILAEDAIKAAIADYKSKREA +>5076 +MKKVIATKVLGTVKWFNVRNGYGFINRNDTKEDVFVHQTAIKKNNPRKYLRSVGDGETVEFDVVEGEKGAEAANVTGP +>5736 +MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVAGQFEDADVD +>18631 +MAAPGERGRFHGGNLFFLPGGARSEMMDDLATDARGRGAGRRDAAASASTPAQAPTSDSPVAEDASRRRPCRACVDFKT +>4286 +GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTAELQAEIDDTVGIMRDNINKVAERGERLTSIEDKADNLAVSAQGFKRGANRVRKAMWYKDLKM +>19332 +MVRTKADSVPGTYRKVVAARAPRKVLGSSTSATNSTSVSSRKAENKYAGGNPVCVRPTPKWQKGIGEFFRLSPKDSEKENQIPEEAGSSGLGKAKRKACPLQPDHTNDEK +>15180 +GHMDEEDGEPPYEPESGCVEIPGLSEEEDPAPSRKIHFSTAPIQVFSTYSNEDYDRRNEDVDPMAASAEYELEKRVERLE +>2956 +MKPVTLIDVAEYAGVSYQTVSRVVNQASHVSAKTREKVEAAMAELNYIPNRVAQQ +>18927 +ENREIQPPFKPKVSGKGAENFDKFFTRGQPVLTPPDQLVIANIDQSDFEGFSYVNPQFVHPILQSAV +>18867 +SLRKRWQNEKLGLDAGDEYEDENLYEGLNLDDCSMYEDISRGLQGTYQDVGSLNIGDVQLEK +>4034 +AIPKRLCLVCGDIASGYHYGVASCEACKAFFKRTIQGNIEYSCPATNECEITKRRRKSCQACRFMKALKVGMLKEGVRLDRVRGGRQKYKRRLDSEN +>19482 +NPLEAVVFEERDGNAVLNLLFSLRGTKPSSLSRAVKVFETFEAKIHHLETRPAQRPLAGSPHLEYFVRFEVPSGDLAALLSSVRRVSDDVRS +>25093 +MIHSSVKRWGNSPAVRIPATLMQALNLNIDDEVKIDLVDGKLIIEPVRKEPVFTLAELVNDITPENLHENIDWGEPKDKEV +>15430 +MNLEPPKAEIRSATRVMGGPVTPRKGPPKFKQRQTRQFKSKPPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFNHLELHELAQYGI +>25327 +GSHMADENANRPVNPGEDPNEAFRSTPFEATTSALGDCRECIAYRTGATTGKGSRRHDDTVSREIKGSSATPGGSEKAGTGR +>17048 +ASTASPAKAESSGVIDLFGDAFGSGASETQPAPQAVSSSSASADLLAGFGGSFMAPS +>16670 +MAGGAWGRLACYLEFLKKEELKEFQLLLANKAHSRSSSGETPAQPEKTSGMEVASYLVAQYGEQRAWDLALHTWEQMGLRSLCAQAQEGAGHSLEH +>15162 +NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLYDHARGTQTGFVRHDDGYVSTSISLRSAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAADGYGLAG +>15336 +GAMESAERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSILNPINSIRKFSIVQKTPLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLKECLFDDM +>5022 +AFPSPAADYVEQRIDLNQLLIQHPSATYFVKASGDSMIDGGISDGDLLIVDSAITASHGDIVIAAVDGEFTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHVVKAM +>15855 +GPHMTLEEFSAGEQKTERMDKVGDALEEVLSKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADEDDDRDVALQIHFTLIQAFCCENDINILRVSNPGRLAELLLLETDAGPAASEGAEQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVPVINLPE +>16450 +MAYQQDPCANPTRQTGKTGGQTDQYGNPVHQTEALGAYGAGTGTGMHGGEHQQQPHQQPGVLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTSATSTPGQGQQQKGMMEKIKEKLPGA +>15766 +AVPVESKPDKPSGKSGMDAALDDLIDTLGGPEETEEENTTYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGPPADSSKPIGPDDAIDALSSDFTCGSPTAAGKKTEKEESTEVLKAQSAGTVRSAAPPQE +>6431 +EAESLTSAQKAKAEERKRRKMSRGLPDKTEEEKSVMAKKLEQKPKGEGIPTTAKLKVDEFESNVNEVKDPYPSADFPGDDEEDEPEIPVSPRPRPLAELQLKEKAVPIPEASSFFIFSPTNKVRV +>17926 +MGSSHHHHHHSSGLVPRGSHMAAPEGGISDVVEKSIKEAQETCAGDPVSGECVAAWDEVEELSAAASHARDKKKADGSDPLEEYCKDNPETNECRTYD +>4280 +ASASPKQRRSIIRDRGPMYDDPTLPEGWTRKLKQRKSGRSAGKYDVYLINPQGKAFRSKVELIAYFEKVGDTSLDPNDFDFTVTGRGSGSG +>6139 +DEAQFKECYDTCHKECSDKGNGFTFCEMKCDTDCSVKDVKEKLENYKPK +>11338 +GSSGSSGMTDYGEEQRNELEALESIYPDSFTVLSENPPSFTITVTSEAGENDETVQTTLKFTYSEKYPDEAPLYEIFSQENLEDNDVSDILKLLALQAEENLGMVMIFTLVTAVQEKLNEIVDQIKT +>18889 +SLKNRKAKAKPVTRGAGAGGRQRGQNKERPPPVPNPDYEPIRKGQRDLYSGLNQRR +>19485 +MGLSFPSPGESAPPTPDLEEKRAKLAEAAERRQKEAASRGILDVQSVQEKRKKKEKIEKQIATSGPPPEGGLRWTVSLEHHHHH +>15174 +GXSFCKADEKXCEYHADCCNCCLSGICAXSTNWILPGCSTSSFFK +>6974 +MQPASAKWYDRRDYVFIEFCVEDSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNWLSVDFNNWKDWEDDSDEDMSNFDRFSEMMNNMGGDEDVDLPEVDGADDDSQDSDDEKMPDL +>19796 +GRAMGLPGERGLRGEPGSVPNVDRLLETAGIKASALREIVETWDESSGSFLPVPERRRGPKGDSGEQGPPGK +>5956 +MADKRAHHNALERKRRDHIKDSFHSLRDSVPSLQGEKASRAQILDKATEYIQYMRRKVHTLQQDIDDLKRQNALLEQQVRALEGSG +>7292 +GAMGSEPQDGNYFEHKHNIRPKPFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFRVLQGMVDDGSDDRPAGTR +>19037 +LLQEALSAYFDSMKIPSGQPETADVSREQVDKELDRASNSLISGLSQDEEDPPLPPTPMNSLVDECPLDQGLPKLSAEAVFEKCSQISLSQSTTASLSK +>1128 +VVYTDCTESGQNLCLCEGSNVCGQGNKCILGSDGEKNQCVTGEGTPKPQSHNDGDFEEIPEEYL +>4272 +MSATAATAPPAAPAGEGGPPAPPPNLTSNRRLQQTQAQVDEVVDIMRVNVDKVLERDQKLSELDDRADALQAGASQFETSAAKLKRKYWWKNLKM +>15136 +MSQKQEEENPAEETGEEKQDTQEKEGILPERAEEAKLKAKYPSLGQKPGGSDFLMKRLQKGQKYFDSGDYNMAKAKMKNKQLPSAGPDKNLVTGDHIPTPQDLPQRKSSLVTSKLAGGQV +>11388 +GSSGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPHVERKILDLFQLNKLVAEEGGFAVVCKDRKWTKIATKMGFAPGKAVGSHIRGHYERILNPYNLFLSGDSLRCLQKPNLTSDTKDKE +>6968 +MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEGVLYVGSKTKEGVVHGVATVAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEAYEMPSEEGYQDYEPE +>6498 +MASVLEELQKDLEEVKVLLEKSTRKRLRDTLTSEKSKIETELKNKMQQKSQKKPELDNEKPAAVVAPLTTGYTVKI +>6212 +NKELDPVQKLFVDKIREYRTKRQTSGGPVDAGPEYQQDLDRELFKLKQMYGKADMNTFPNFTFEDPKFEVVEKPQ +>19521 +GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAREVIPMAAVKQALREAGDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELYGNNAAAESRKGQE +>6970 +MQAIKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSANVMVDGKPVNLGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGTKLDLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGLKTVFDEAIRAVLSPPPV +>5313 +GPLGSPSKDCGSPKYAYFNGCSSPTAPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNWANYSAEQNRMGQAGSTISNSHAQPFDFPDDNQNAKKVAAGHELQPLAIVDQRPSSRASSRASSRPRPDDLE +>6846 +HLMYTLGPDGKRIYTLKKVTESGEITKSAHPARFSPDDKYSRQRVTLKKRFGLVPGQHHHHH +>19135 +MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQG +>4716 +GPLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFNAHKDKKGPRTIAEMRKEEMAKEMDPEKLKILEWIEGKERNIRALLSTMHTVLWAGETKWKPVGMADLVTPEQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSEFENQGQKPL +>6521 +GSHMNNTSSSPQPKKKPLDGEYFTLQIRGRERFEMFRELNEALELKDAQAGKEP +>26549 +GHMASGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEASEDVVC +>11526 +MNIVPQDTFKSQVSTDQDKSVLSSAVPSLPDTLRQQEGGAVPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQIFGIAEPMKRTMEMEIVNRTDFNPLSTNGSIHRDILLNKECSIDWEDVYPGTGLQASTMVGDDVHSKIEKQLG +>19364 +MRGSHHHHHHGSATFPPATSAPQQPPGPEDEDSSLDESDLYSLAHSYLGGGGRKGRTKREAAANTNRPSPGGHERKLVTKLQNSERKKRGAR +>15719 +AKTKGNKVNVGVKYAEKQERRFEPEKLREGRNIIGLQMGINKFASQQGMTAYGTRRHLYDPKLGTDQPLDQATISLQMGTNKGASQAGMTAPGTKRQ +>4985 +ATPAPAAEMPGITIISASQTGNARRVAEALRDDLLAAKLNVKLVNAGDYKFKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLFSKKAPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRAPVAAPSQSV +>15506 +GSNGADNAHNNAFGGGKNPGIGNTSGAGSNGSASSNRGNSNGWSWSNKPHKNDGFHSDGSYHITFHGDNNSKPKPGGNSGNRGNNGDGA +>6112 +GSHMEHPKPSACRNLFGPVDHEELTRDLEKHCRDMEEASQRKWNFDFQNHKPLEGKYEWQEVEKGSLPEFYYRPPRPPKGACKVPAQ +>15398 +PNRSISPSALQDLLRTLKSPSSPQQQQQVLNILKSNPQLMAAFIKQRTAKYVANQPGM +>19357 +MEANIRGQGGLAYPGVRTHGTLESVNGPKAGSRGLTSLADTFEHMIEELLDEDQKVRPNEENNKDADLYTSRVMLSSQVPLEPPLLFLLEE +>15141 +MKAKRSHQAIIMSTSLRVSPSIHGYHFDTASRKKAVGNIFENTDQESLERLFRNSGDKKAEERAKIIFAIDQDVEEKTRALMALKKRTKDKLFQFLKLRKYSIKV +>15711 +ATKAVAVLKGDGPVQGIINFEQKESNGPVKVWGSIKGLTEGLHGFHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSRLACGVIGIA +>16296 +PGPEEQEEEPQPRKPGTRRERTLGAPASSERSAAGGRGPRGHKRKLNEEDAASESSRESSNEDEGSSSEADEMAKALEAELNDL +>17760 +MEEPQSDPSVEPPLSQETFSDLWKLLPENNVLSPLPSQAMDDLMLSPDDIEQWFTEDPGPDEAPRMPEAAPPVAPAPAAPTPAAPAPAPSWP +>19507 +MAEMKTDAATLAQEAGNFERISGDLKTQIDQVESTAGSLQGQWRGAAGTAAQAAVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEEQQQALSSQMGFKLAAALEHHHHH +>4922 +IDVLLGADDGSLAFVPSEFSISPGEKIVFKNNAGFPHNIVFDEDSIPSGVDASKISMSEEDLLNAKGETFEVALSNKGEYSFYCSPHQGAGMVGKVTV +>17325 +GPMELSVSSDSDSSQAGSNAGNQPMLWPAWVYCTRYSDRPSSGPRSRKPKKKNPNKEDKRPRTAFTAEQLQRLKAEFQTNRYLTEQRRQSLAQELGLNESQIKIWFQNKRAKIKKA +>15672 +PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPYRDPRPPPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHHH +>15176 +GHMDPKGRKKIQFSVPAPPSQLDPRQVEMIRRRRPTPALLFRVSEHSSPEEESSPHQRTSGEGHHPKSKRPNPSAYTPPSLKAVQRIAESHLQTISNLSENQASEEEDELGELRELGYP +>17205 +MTETDKKQEQENHAECEDKPKPCCVCKPEKEERDTCILFNGQDSEKCKEFIEKYKECMKGYGFEVPSA +>4914 +LGASWHRPDKCCLGYQKRPLPQVLLSSWYPTSQLCSKPGVIFLTKRGRQVCADKSKDWVKKLMQQLPVTA +>hmbdi +MKHDHHQGHTHSGKGHACHHEHNSPKTQQASSKMEGPIVYTCPMHPEIRQSAPGHCPLCGMALEPETVTVSEVVSPEYLDMRR +>15097 +PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLPLWKQQNLKKEKGL +>19478 +GPDSMDCQAVLQTLLSRTDLDPRVLSNTGWGQTQIKQDTVWDIEEVPRPEGKSDKGTEGWESAATQTKNSGGWGDAPSQSNQMKSGWGE +>6580 +LKTFSSKSEYQLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLVHHYMPPPGTPSFSLPPTEPSSEVPEQPPAQALPGSTPKRAYYIYSGGEKIPLVLSRPLSS +>16160 +GHMKMADAKQKRNEQLKRWIGSETDLEPPVVKRKKTKVKFDDGAVFLAACSSGDTEEVLRLLERGADINYANVDGLTALHQASIDDNVDMVKFLVENGA +>5070 +ALFSGDIANLTAAEIEQGFKDVPSFVHEGGDVPLVELLVSAGISPSKRQAREDIQNGAIYVNGERLQDVGAILTAEHRLEGRFTVIRRGKKKYYLIRYALEHHHHH +>15409 +GSLRVKFSRSADAPAYQQGQNQLYNELNLGRREEYDVLDKRRGRDPEMGGKPRRKNPQEGLYNELQKDKMAEAYSEIGMKGERRRGKGHDGLYQGLSTATKDTYDALHMQALPP +>19171 +MHHHHHHSSGLVPRGSEFDEWTPGTAVLTSPVLVPGCPSKAVDPGLPSVKQEPPDPEEDKEENKDDSASKLAPEEEAGGAGTPVITEIFSLGGTRFRDTAVWLPRSKDLKKPGARK +>15441 +SHHHHHHSMANSAGSSNTQTPDASLQATVNGQSGGKKQPLNLSVYNVQATNIPPKETLVYTKQTQTTSTGGGNG +>19114 +MPLGSPEFMSSSAGSGHQPSQSRAIPTRTVAISDAAQLPHDYCTTPGGTLFSTTPGGTRIIYDRKFLLDRRNSPMAQTPPCHLPNIPGVTSPGTLIEDSKVEVNNLDNLDNHDRKHAVGDDAQFEMD +>7358 +GNHSGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDSDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKVSLEHHHHH diff --git a/datasets/chezod_117_all_trim_2.fasta b/datasets/chezod_117_all_trim_2.fasta new file mode 100644 index 0000000..b89d3bb --- /dev/null +++ b/datasets/chezod_117_all_trim_2.fasta @@ -0,0 +1,234 @@ +>4307 +GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVNITIKQHTVTTTTKGENFTETDIKIMERVVEQMCTTQYQKESQAYYDGR +>15768 +MSTNPKPQRKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGVRATRKTSERSQPRGRRQPIPKARRPEGRTWAQPGYPHHHH +>15397 +GTQNRPLLRNSLDDLVGPPSNLEGQSDERALLDQLHTLLSNTDATGLEEIDRALGIPELVNQGQALEPK +>15123 +GESGERWARQVSGGHFVTLHGAERLEEETNDEDVSDIERRIAMRLAERRQEDSATHG +>6047 +MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRHLLQTMSSR +>17290 +MGSSHHHHHHSSGLVPRGSHMYRKDKRRQEPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTLRRSPDDIPLMTPNTITMIPNSLVGLQTLHPYNTFAAGFNSTGLPHSHSTT +>16876 +MAEEIKNVPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTTEVEVKEEEKKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPKTTVEEEKKD +>15736 +MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEETLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVKLGGDLGTYVINKQTPNKQIWLSSPSSGPKRYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDLSSLAYSGK +>25118 +LADGSSDAAREPRPAPAPIRRRSSNYRAYATEPHAKKKSKISASRKLQLKTLLLQIAKQELEREAEERRGEKGRHHHH +>15274 +GSHMSSSSESTGTPSNPDLDAGVSEHSGDWLDQDSVSDQFSVEFEVESLDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESDTDSFEEDPEISLADY +>4950 +GGKWSKSSVVGWPAVRERMRRAEPAADGVGAASRDLEKHGAITSSNTAANNAACA +>16505 +MKKRPKPGGWNTGGSRYPGQGSPGGNRYPPQGGGTWGQPHGGGWGQPHGGGWGQPHGGGWGQPHGGGWGQGGGTHNQWNKPSK +>11454 +GILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQAGQQKEGEQNQQTQQQQILIQPQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPNSGPIIIRTPTVGPNGQVSWQTLQLQNLQVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDDKGSHHHH +>15131 +ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQDENPVVHFFKNIVTPRTPPPSQGKGRGLSLSRFSWGAEGQRPGFGYGGRASDYKSAHKGFKGAYDAQGTLSKIFKLGGRDSRSGSPMARRLEHHHH +>6078 +MNTDQQKVSEIFQSSKEKLQGDAKVVSDAFKKMASQDKDGKTTDADESEKHNYQEQYNKLKGAGHKKELEHHHH +>4287 +GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMIIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSARKARKNK +>15086 +MPTKTYSEEFKRDAVALYENSDGASLQQIANDLGINRVTLKNWIIKYGSNHNVQGTTPSAAVSEAEQIRQLKKENALQRARTRHPAESCLEHHHH +>16912 +GIKQYSQEELKEMALVEIAHELFEEHKKPVPFQELLNEIASLLGVKKEELGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDFDEEDLDEDDDDLEIEEDIIDEDDEDYDDEEEE +>18177 +MQKLSARLRALRQRQLDRAAAAVEPDVVVKRQEALAAARLKMQEELNAQVEKHKEKLKQLEEEKRRQKIEMWDSMQEGKSYKGNAKKPQEEDSPGPSTSSVLKRKSDRKPLRGGGYNPLSGEGGGACSWRPGRRGPSSGG +>18198 +GAMGASGGEDDELKGLLGLPEEETELDNLTEFNTAHNKRISTLTIEEGNLDIQRPKRKRKNSRVTFSEDDEIINPEDVDPSVGRFR +>15179 +GHMPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDEMNILATYHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEATEAMAPDILARKLAAAEGLEPKYRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKLARQLISK +>18248 +ASSHSLLFSSSFLSKPSSFTSSLRRFVYLPTRQFWPRQRHGFSTVFAVATEPAISSS +>7279 +MSESSSKSSQPLASKQEKDGTEKRGRGRPRKQPPVSPGTALVGSQKEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTPGRKPRGRPKKLEKEEEEGISQESSEE +>18446 +MGEKTVKLYEDTHFKGYSVELPVGDYNLSSLISRGALNDDLSSARVPSGLRLEVFQHNNFKGVRDFYTSDAAELSRDNDASSVRVSKMET +>19650 +SLLDKDDSKAGMEEDHTYEGLDIDQTATYEDIVTLRTGEVKWSVGEHPG +>19224 +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQAASPAKGE +>5204 +SKKIKDPDAAKPEDWDERAKIDDPTDSKPEDWDKPEHIPDPDAKKPEDWDEEMDGEWEPPVIQNPEYKGEWK +>4686 +SKSMQVPFSRCCFSFAEQEIPLRAILCYRNTSSICSNEGLIFKLKRGKEACALDTVGWVQRHRKMLRHCPSK +>10010 +EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRVYVEELKPTPEGDLEILLQKWENDECAQKKIIAEKTKIPAVFKIDALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQLEEQC +>19672 +WVTVQRTEAAERCGLHGSYVLRVEAERLTLLTVGAQSQILEPLLSWPYTLLRRYGRDKVMFSFEAGRRCPSGPGTFTFQTAQGNDIFQAVETAIHRQKA +>18890 +SLQDGVRQSRASDKQTLLPNDQLYQPLKDREDDQYSHLQGNQLR +>5545 +SYYHHHHHHDYDIPTTENLYFQGAMGSGPCRRHLDSVLQQLQTEVYRGAQTLYVPNCDHRGFYRKRQCRSSQGQRRGPCWCVDRMGKSLPGSPDGNGSSSCPTGS +>17483 +MSDAGRKGFGEKASEALKPDSQKSYAEQGKEYITDKADKVAGKVQPEDNKGVFQGVHDSAEKGKDNAEGQGESLADQARDYMGAAKSKLNDAVEYVSGRVHGEEDPT +>11019 +GSFTMPGLVDSNPAPPESQEKKPLKPCCACPETKKARDACIIEKGEEHCGHLIEAHKECMRALGF +>15563 +MASNKSKPKDASQRRRSLEPAENVHGAGGGAFPASQTPSKPASADGHRGPSAAFAPAAAEPKLFGGFNSSDTVTSPQRAGPLAGGSAWSHPQF +>18578 +GSKRRELDDPGAYNYPFTWNTPSAPPGYNIAVKPDQIQYTELSNAKIAYKQNKANIAQEQQYGSHEEHLPADLETLQREIRMAQERLDLAIQAYHHQNNPHGPREKKAKVGSKSGSNKSSISSKSGDGKTSV +>17836 +MAYSEKVIDHYENPRNVGSFDNNDENVGSGMVGAPACGDVMKLQIKVNDEGIIEDARFKTYGCGSAIASSSLVTEWVKGKSLDEAQAIKNTDIAEELELPPVKIHCSILAEDAIKAAIADYKSKRE +>5076 +MKKVIATKVLGTVKWFNVRNGYGFINRNDTKEDVFVHQTAIKKNNPRKYLRSVGDGETVEFDVVEGEKGAEAANVTG +>5736 +MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVAGQFEDADV +>18631 +MAAPGERGRFHGGNLFFLPGGARSEMMDDLATDARGRGAGRRDAAASASTPAQAPTSDSPVAEDASRRRPCRACVDFK +>4286 +GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTAELQAEIDDTVGIMRDNINKVAERGERLTSIEDKADNLAVSAQGFKRGANRVRKAMWYKDLK +>19332 +MVRTKADSVPGTYRKVVAARAPRKVLGSSTSATNSTSVSSRKAENKYAGGNPVCVRPTPKWQKGIGEFFRLSPKDSEKENQIPEEAGSSGLGKAKRKACPLQPDHTNDE +>15180 +GHMDEEDGEPPYEPESGCVEIPGLSEEEDPAPSRKIHFSTAPIQVFSTYSNEDYDRRNEDVDPMAASAEYELEKRVERL +>2956 +MKPVTLIDVAEYAGVSYQTVSRVVNQASHVSAKTREKVEAAMAELNYIPNRVAQ +>18927 +ENREIQPPFKPKVSGKGAENFDKFFTRGQPVLTPPDQLVIANIDQSDFEGFSYVNPQFVHPILQSA +>18867 +SLRKRWQNEKLGLDAGDEYEDENLYEGLNLDDCSMYEDISRGLQGTYQDVGSLNIGDVQLE +>4034 +AIPKRLCLVCGDIASGYHYGVASCEACKAFFKRTIQGNIEYSCPATNECEITKRRRKSCQACRFMKALKVGMLKEGVRLDRVRGGRQKYKRRLDSE +>19482 +NPLEAVVFEERDGNAVLNLLFSLRGTKPSSLSRAVKVFETFEAKIHHLETRPAQRPLAGSPHLEYFVRFEVPSGDLAALLSSVRRVSDDVR +>25093 +MIHSSVKRWGNSPAVRIPATLMQALNLNIDDEVKIDLVDGKLIIEPVRKEPVFTLAELVNDITPENLHENIDWGEPKDKE +>15430 +MNLEPPKAEIRSATRVMGGPVTPRKGPPKFKQRQTRQFKSKPPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFNHLELHELAQYG +>25327 +GSHMADENANRPVNPGEDPNEAFRSTPFEATTSALGDCRECIAYRTGATTGKGSRRHDDTVSREIKGSSATPGGSEKAGTG +>17048 +ASTASPAKAESSGVIDLFGDAFGSGASETQPAPQAVSSSSASADLLAGFGGSFMAP +>16670 +MAGGAWGRLACYLEFLKKEELKEFQLLLANKAHSRSSSGETPAQPEKTSGMEVASYLVAQYGEQRAWDLALHTWEQMGLRSLCAQAQEGAGHSLE +>15162 +NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLYDHARGTQTGFVRHDDGYVSTSISLRSAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAADGYGLA +>15336 +GAMESAERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSILNPINSIRKFSIVQKTPLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLKECLFDD +>5022 +AFPSPAADYVEQRIDLNQLLIQHPSATYFVKASGDSMIDGGISDGDLLIVDSAITASHGDIVIAAVDGEFTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHVVKA +>15855 +GPHMTLEEFSAGEQKTERMDKVGDALEEVLSKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADEDDDRDVALQIHFTLIQAFCCENDINILRVSNPGRLAELLLLETDAGPAASEGAEQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVPVINLP +>16450 +MAYQQDPCANPTRQTGKTGGQTDQYGNPVHQTEALGAYGAGTGTGMHGGEHQQQPHQQPGVLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTSATSTPGQGQQQKGMMEKIKEKLPG +>15766 +AVPVESKPDKPSGKSGMDAALDDLIDTLGGPEETEEENTTYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGPPADSSKPIGPDDAIDALSSDFTCGSPTAAGKKTEKEESTEVLKAQSAGTVRSAAPPQ +>6431 +EAESLTSAQKAKAEERKRRKMSRGLPDKTEEEKSVMAKKLEQKPKGEGIPTTAKLKVDEFESNVNEVKDPYPSADFPGDDEEDEPEIPVSPRPRPLAELQLKEKAVPIPEASSFFIFSPTNKVR +>17926 +MGSSHHHHHHSSGLVPRGSHMAAPEGGISDVVEKSIKEAQETCAGDPVSGECVAAWDEVEELSAAASHARDKKKADGSDPLEEYCKDNPETNECRTY +>4280 +ASASPKQRRSIIRDRGPMYDDPTLPEGWTRKLKQRKSGRSAGKYDVYLINPQGKAFRSKVELIAYFEKVGDTSLDPNDFDFTVTGRGSGS +>6139 +DEAQFKECYDTCHKECSDKGNGFTFCEMKCDTDCSVKDVKEKLENYKP +>11338 +GSSGSSGMTDYGEEQRNELEALESIYPDSFTVLSENPPSFTITVTSEAGENDETVQTTLKFTYSEKYPDEAPLYEIFSQENLEDNDVSDILKLLALQAEENLGMVMIFTLVTAVQEKLNEIVDQIK +>18889 +SLKNRKAKAKPVTRGAGAGGRQRGQNKERPPPVPNPDYEPIRKGQRDLYSGLNQR +>19485 +MGLSFPSPGESAPPTPDLEEKRAKLAEAAERRQKEAASRGILDVQSVQEKRKKKEKIEKQIATSGPPPEGGLRWTVSLEHHHH +>15174 +GXSFCKADEKXCEYHADCCNCCLSGICAXSTNWILPGCSTSSFF +>6974 +MQPASAKWYDRRDYVFIEFCVEDSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNWLSVDFNNWKDWEDDSDEDMSNFDRFSEMMNNMGGDEDVDLPEVDGADDDSQDSDDEKMPD +>19796 +GRAMGLPGERGLRGEPGSVPNVDRLLETAGIKASALREIVETWDESSGSFLPVPERRRGPKGDSGEQGPPG +>5956 +MADKRAHHNALERKRRDHIKDSFHSLRDSVPSLQGEKASRAQILDKATEYIQYMRRKVHTLQQDIDDLKRQNALLEQQVRALEGS +>7292 +GAMGSEPQDGNYFEHKHNIRPKPFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFRVLQGMVDDGSDDRPAGT +>19037 +LLQEALSAYFDSMKIPSGQPETADVSREQVDKELDRASNSLISGLSQDEEDPPLPPTPMNSLVDECPLDQGLPKLSAEAVFEKCSQISLSQSTTASLS +>1128 +VVYTDCTESGQNLCLCEGSNVCGQGNKCILGSDGEKNQCVTGEGTPKPQSHNDGDFEEIPEEY +>4272 +MSATAATAPPAAPAGEGGPPAPPPNLTSNRRLQQTQAQVDEVVDIMRVNVDKVLERDQKLSELDDRADALQAGASQFETSAAKLKRKYWWKNLK +>15136 +MSQKQEEENPAEETGEEKQDTQEKEGILPERAEEAKLKAKYPSLGQKPGGSDFLMKRLQKGQKYFDSGDYNMAKAKMKNKQLPSAGPDKNLVTGDHIPTPQDLPQRKSSLVTSKLAGGQ +>11388 +GSSGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPHVERKILDLFQLNKLVAEEGGFAVVCKDRKWTKIATKMGFAPGKAVGSHIRGHYERILNPYNLFLSGDSLRCLQKPNLTSDTKDK +>6968 +MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEGVLYVGSKTKEGVVHGVATVAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEAYEMPSEEGYQDYEP +>6498 +MASVLEELQKDLEEVKVLLEKSTRKRLRDTLTSEKSKIETELKNKMQQKSQKKPELDNEKPAAVVAPLTTGYTVK +>6212 +NKELDPVQKLFVDKIREYRTKRQTSGGPVDAGPEYQQDLDRELFKLKQMYGKADMNTFPNFTFEDPKFEVVEKP +>19521 +GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAREVIPMAAVKQALREAGDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELYGNNAAAESRKGQ +>6970 +MQAIKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSANVMVDGKPVNLGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGTKLDLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGLKTVFDEAIRAVLSPPP +>5313 +GPLGSPSKDCGSPKYAYFNGCSSPTAPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNWANYSAEQNRMGQAGSTISNSHAQPFDFPDDNQNAKKVAAGHELQPLAIVDQRPSSRASSRASSRPRPDDL +>6846 +HLMYTLGPDGKRIYTLKKVTESGEITKSAHPARFSPDDKYSRQRVTLKKRFGLVPGQHHHH +>19135 +MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQ +>4716 +GPLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFNAHKDKKGPRTIAEMRKEEMAKEMDPEKLKILEWIEGKERNIRALLSTMHTVLWAGETKWKPVGMADLVTPEQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSEFENQGQKP +>6521 +GSHMNNTSSSPQPKKKPLDGEYFTLQIRGRERFEMFRELNEALELKDAQAGKE +>26549 +GHMASGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEASEDVV +>11526 +MNIVPQDTFKSQVSTDQDKSVLSSAVPSLPDTLRQQEGGAVPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQIFGIAEPMKRTMEMEIVNRTDFNPLSTNGSIHRDILLNKECSIDWEDVYPGTGLQASTMVGDDVHSKIEKQL +>19364 +MRGSHHHHHHGSATFPPATSAPQQPPGPEDEDSSLDESDLYSLAHSYLGGGGRKGRTKREAAANTNRPSPGGHERKLVTKLQNSERKKRGA +>15719 +AKTKGNKVNVGVKYAEKQERRFEPEKLREGRNIIGLQMGINKFASQQGMTAYGTRRHLYDPKLGTDQPLDQATISLQMGTNKGASQAGMTAPGTKR +>4985 +ATPAPAAEMPGITIISASQTGNARRVAEALRDDLLAAKLNVKLVNAGDYKFKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLFSKKAPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRAPVAAPSQS +>15506 +GSNGADNAHNNAFGGGKNPGIGNTSGAGSNGSASSNRGNSNGWSWSNKPHKNDGFHSDGSYHITFHGDNNSKPKPGGNSGNRGNNGDG +>6112 +GSHMEHPKPSACRNLFGPVDHEELTRDLEKHCRDMEEASQRKWNFDFQNHKPLEGKYEWQEVEKGSLPEFYYRPPRPPKGACKVPA +>15398 +PNRSISPSALQDLLRTLKSPSSPQQQQQVLNILKSNPQLMAAFIKQRTAKYVANQPG +>19357 +MEANIRGQGGLAYPGVRTHGTLESVNGPKAGSRGLTSLADTFEHMIEELLDEDQKVRPNEENNKDADLYTSRVMLSSQVPLEPPLLFLLE +>15141 +MKAKRSHQAIIMSTSLRVSPSIHGYHFDTASRKKAVGNIFENTDQESLERLFRNSGDKKAEERAKIIFAIDQDVEEKTRALMALKKRTKDKLFQFLKLRKYSIK +>15711 +ATKAVAVLKGDGPVQGIINFEQKESNGPVKVWGSIKGLTEGLHGFHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSRLACGVIGI +>16296 +PGPEEQEEEPQPRKPGTRRERTLGAPASSERSAAGGRGPRGHKRKLNEEDAASESSRESSNEDEGSSSEADEMAKALEAELND +>17760 +MEEPQSDPSVEPPLSQETFSDLWKLLPENNVLSPLPSQAMDDLMLSPDDIEQWFTEDPGPDEAPRMPEAAPPVAPAPAAPTPAAPAPAPSW +>19507 +MAEMKTDAATLAQEAGNFERISGDLKTQIDQVESTAGSLQGQWRGAAGTAAQAAVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEEQQQALSSQMGFKLAAALEHHHH +>4922 +IDVLLGADDGSLAFVPSEFSISPGEKIVFKNNAGFPHNIVFDEDSIPSGVDASKISMSEEDLLNAKGETFEVALSNKGEYSFYCSPHQGAGMVGKVT +>17325 +GPMELSVSSDSDSSQAGSNAGNQPMLWPAWVYCTRYSDRPSSGPRSRKPKKKNPNKEDKRPRTAFTAEQLQRLKAEFQTNRYLTEQRRQSLAQELGLNESQIKIWFQNKRAKIKK +>15672 +PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPYRDPRPPPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHH +>15176 +GHMDPKGRKKIQFSVPAPPSQLDPRQVEMIRRRRPTPALLFRVSEHSSPEEESSPHQRTSGEGHHPKSKRPNPSAYTPPSLKAVQRIAESHLQTISNLSENQASEEEDELGELRELGY +>17205 +MTETDKKQEQENHAECEDKPKPCCVCKPEKEERDTCILFNGQDSEKCKEFIEKYKECMKGYGFEVPS +>4914 +LGASWHRPDKCCLGYQKRPLPQVLLSSWYPTSQLCSKPGVIFLTKRGRQVCADKSKDWVKKLMQQLPVT +>hmbdi +MKHDHHQGHTHSGKGHACHHEHNSPKTQQASSKMEGPIVYTCPMHPEIRQSAPGHCPLCGMALEPETVTVSEVVSPEYLDMR +>15097 +PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLPLWKQQNLKKEKG +>19478 +GPDSMDCQAVLQTLLSRTDLDPRVLSNTGWGQTQIKQDTVWDIEEVPRPEGKSDKGTEGWESAATQTKNSGGWGDAPSQSNQMKSGWG +>6580 +LKTFSSKSEYQLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLVHHYMPPPGTPSFSLPPTEPSSEVPEQPPAQALPGSTPKRAYYIYSGGEKIPLVLSRPLS +>16160 +GHMKMADAKQKRNEQLKRWIGSETDLEPPVVKRKKTKVKFDDGAVFLAACSSGDTEEVLRLLERGADINYANVDGLTALHQASIDDNVDMVKFLVENG +>5070 +ALFSGDIANLTAAEIEQGFKDVPSFVHEGGDVPLVELLVSAGISPSKRQAREDIQNGAIYVNGERLQDVGAILTAEHRLEGRFTVIRRGKKKYYLIRYALEHHHH +>15409 +GSLRVKFSRSADAPAYQQGQNQLYNELNLGRREEYDVLDKRRGRDPEMGGKPRRKNPQEGLYNELQKDKMAEAYSEIGMKGERRRGKGHDGLYQGLSTATKDTYDALHMQALP +>19171 +MHHHHHHSSGLVPRGSEFDEWTPGTAVLTSPVLVPGCPSKAVDPGLPSVKQEPPDPEEDKEENKDDSASKLAPEEEAGGAGTPVITEIFSLGGTRFRDTAVWLPRSKDLKKPGAR +>15441 +SHHHHHHSMANSAGSSNTQTPDASLQATVNGQSGGKKQPLNLSVYNVQATNIPPKETLVYTKQTQTTSTGGGN +>19114 +MPLGSPEFMSSSAGSGHQPSQSRAIPTRTVAISDAAQLPHDYCTTPGGTLFSTTPGGTRIIYDRKFLLDRRNSPMAQTPPCHLPNIPGVTSPGTLIEDSKVEVNNLDNLDNHDRKHAVGDDAQFEM +>7358 +GNHSGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDSDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKVSLEHHHH diff --git a/datasets/chezod_117_all_trim_4.fasta b/datasets/chezod_117_all_trim_4.fasta new file mode 100644 index 0000000..144d792 --- /dev/null +++ b/datasets/chezod_117_all_trim_4.fasta @@ -0,0 +1,234 @@ +>4307 +GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVNITIKQHTVTTTTKGENFTETDIKIMERVVEQMCTTQYQKESQAYYD +>15768 +MSTNPKPQRKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGVRATRKTSERSQPRGRRQPIPKARRPEGRTWAQPGYPHH +>15397 +GTQNRPLLRNSLDDLVGPPSNLEGQSDERALLDQLHTLLSNTDATGLEEIDRALGIPELVNQGQALE +>15123 +GESGERWARQVSGGHFVTLHGAERLEEETNDEDVSDIERRIAMRLAERRQEDSAT +>6047 +MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRHLLQTMS +>17290 +MGSSHHHHHHSSGLVPRGSHMYRKDKRRQEPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTLRRSPDDIPLMTPNTITMIPNSLVGLQTLHPYNTFAAGFNSTGLPHSHS +>16876 +MAEEIKNVPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTTEVEVKEEEKKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPKTTVEEEK +>15736 +MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEETLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVKLGGDLGTYVINKQTPNKQIWLSSPSSGPKRYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDLSSLAYS +>25118 +LADGSSDAAREPRPAPAPIRRRSSNYRAYATEPHAKKKSKISASRKLQLKTLLLQIAKQELEREAEERRGEKGRHH +>15274 +GSHMSSSSESTGTPSNPDLDAGVSEHSGDWLDQDSVSDQFSVEFEVESLDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESDTDSFEEDPEISLA +>4950 +GGKWSKSSVVGWPAVRERMRRAEPAADGVGAASRDLEKHGAITSSNTAANNAA +>16505 +MKKRPKPGGWNTGGSRYPGQGSPGGNRYPPQGGGTWGQPHGGGWGQPHGGGWGQPHGGGWGQPHGGGWGQGGGTHNQWNKP +>11454 +GILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQAGQQKEGEQNQQTQQQQILIQPQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPNSGPIIIRTPTVGPNGQVSWQTLQLQNLQVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDDKGSHH +>15131 +ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQDENPVVHFFKNIVTPRTPPPSQGKGRGLSLSRFSWGAEGQRPGFGYGGRASDYKSAHKGFKGAYDAQGTLSKIFKLGGRDSRSGSPMARRLEHH +>6078 +MNTDQQKVSEIFQSSKEKLQGDAKVVSDAFKKMASQDKDGKTTDADESEKHNYQEQYNKLKGAGHKKELEHH +>4287 +GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMIIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSARKARK +>15086 +MPTKTYSEEFKRDAVALYENSDGASLQQIANDLGINRVTLKNWIIKYGSNHNVQGTTPSAAVSEAEQIRQLKKENALQRARTRHPAESCLEHH +>16912 +GIKQYSQEELKEMALVEIAHELFEEHKKPVPFQELLNEIASLLGVKKEELGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDFDEEDLDEDDDDLEIEEDIIDEDDEDYDDEE +>18177 +MQKLSARLRALRQRQLDRAAAAVEPDVVVKRQEALAAARLKMQEELNAQVEKHKEKLKQLEEEKRRQKIEMWDSMQEGKSYKGNAKKPQEEDSPGPSTSSVLKRKSDRKPLRGGGYNPLSGEGGGACSWRPGRRGPSS +>18198 +GAMGASGGEDDELKGLLGLPEEETELDNLTEFNTAHNKRISTLTIEEGNLDIQRPKRKRKNSRVTFSEDDEIINPEDVDPSVGR +>15179 +GHMPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDEMNILATYHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEATEAMAPDILARKLAAAEGLEPKYRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKLARQLI +>18248 +ASSHSLLFSSSFLSKPSSFTSSLRRFVYLPTRQFWPRQRHGFSTVFAVATEPAIS +>7279 +MSESSSKSSQPLASKQEKDGTEKRGRGRPRKQPPVSPGTALVGSQKEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTPGRKPRGRPKKLEKEEEEGISQESS +>18446 +MGEKTVKLYEDTHFKGYSVELPVGDYNLSSLISRGALNDDLSSARVPSGLRLEVFQHNNFKGVRDFYTSDAAELSRDNDASSVRVSKM +>19650 +SLLDKDDSKAGMEEDHTYEGLDIDQTATYEDIVTLRTGEVKWSVGEH +>19224 +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQAASPAK +>5204 +SKKIKDPDAAKPEDWDERAKIDDPTDSKPEDWDKPEHIPDPDAKKPEDWDEEMDGEWEPPVIQNPEYKGE +>4686 +SKSMQVPFSRCCFSFAEQEIPLRAILCYRNTSSICSNEGLIFKLKRGKEACALDTVGWVQRHRKMLRHCP +>10010 +EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRVYVEELKPTPEGDLEILLQKWENDECAQKKIIAEKTKIPAVFKIDALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQLEE +>19672 +WVTVQRTEAAERCGLHGSYVLRVEAERLTLLTVGAQSQILEPLLSWPYTLLRRYGRDKVMFSFEAGRRCPSGPGTFTFQTAQGNDIFQAVETAIHRQ +>18890 +SLQDGVRQSRASDKQTLLPNDQLYQPLKDREDDQYSHLQGNQ +>5545 +SYYHHHHHHDYDIPTTENLYFQGAMGSGPCRRHLDSVLQQLQTEVYRGAQTLYVPNCDHRGFYRKRQCRSSQGQRRGPCWCVDRMGKSLPGSPDGNGSSSCPT +>17483 +MSDAGRKGFGEKASEALKPDSQKSYAEQGKEYITDKADKVAGKVQPEDNKGVFQGVHDSAEKGKDNAEGQGESLADQARDYMGAAKSKLNDAVEYVSGRVHGEED +>11019 +GSFTMPGLVDSNPAPPESQEKKPLKPCCACPETKKARDACIIEKGEEHCGHLIEAHKECMRAL +>15563 +MASNKSKPKDASQRRRSLEPAENVHGAGGGAFPASQTPSKPASADGHRGPSAAFAPAAAEPKLFGGFNSSDTVTSPQRAGPLAGGSAWSHP +>18578 +GSKRRELDDPGAYNYPFTWNTPSAPPGYNIAVKPDQIQYTELSNAKIAYKQNKANIAQEQQYGSHEEHLPADLETLQREIRMAQERLDLAIQAYHHQNNPHGPREKKAKVGSKSGSNKSSISSKSGDGKT +>17836 +MAYSEKVIDHYENPRNVGSFDNNDENVGSGMVGAPACGDVMKLQIKVNDEGIIEDARFKTYGCGSAIASSSLVTEWVKGKSLDEAQAIKNTDIAEELELPPVKIHCSILAEDAIKAAIADYKSK +>5076 +MKKVIATKVLGTVKWFNVRNGYGFINRNDTKEDVFVHQTAIKKNNPRKYLRSVGDGETVEFDVVEGEKGAEAANV +>5736 +MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVAGQFEDA +>18631 +MAAPGERGRFHGGNLFFLPGGARSEMMDDLATDARGRGAGRRDAAASASTPAQAPTSDSPVAEDASRRRPCRACVD +>4286 +GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTAELQAEIDDTVGIMRDNINKVAERGERLTSIEDKADNLAVSAQGFKRGANRVRKAMWYKD +>19332 +MVRTKADSVPGTYRKVVAARAPRKVLGSSTSATNSTSVSSRKAENKYAGGNPVCVRPTPKWQKGIGEFFRLSPKDSEKENQIPEEAGSSGLGKAKRKACPLQPDHTN +>15180 +GHMDEEDGEPPYEPESGCVEIPGLSEEEDPAPSRKIHFSTAPIQVFSTYSNEDYDRRNEDVDPMAASAEYELEKRVE +>2956 +MKPVTLIDVAEYAGVSYQTVSRVVNQASHVSAKTREKVEAAMAELNYIPNRV +>18927 +ENREIQPPFKPKVSGKGAENFDKFFTRGQPVLTPPDQLVIANIDQSDFEGFSYVNPQFVHPILQ +>18867 +SLRKRWQNEKLGLDAGDEYEDENLYEGLNLDDCSMYEDISRGLQGTYQDVGSLNIGDVQ +>4034 +AIPKRLCLVCGDIASGYHYGVASCEACKAFFKRTIQGNIEYSCPATNECEITKRRRKSCQACRFMKALKVGMLKEGVRLDRVRGGRQKYKRRLD +>19482 +NPLEAVVFEERDGNAVLNLLFSLRGTKPSSLSRAVKVFETFEAKIHHLETRPAQRPLAGSPHLEYFVRFEVPSGDLAALLSSVRRVSDD +>25093 +MIHSSVKRWGNSPAVRIPATLMQALNLNIDDEVKIDLVDGKLIIEPVRKEPVFTLAELVNDITPENLHENIDWGEPKD +>15430 +MNLEPPKAEIRSATRVMGGPVTPRKGPPKFKQRQTRQFKSKPPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFNHLELHELAQ +>25327 +GSHMADENANRPVNPGEDPNEAFRSTPFEATTSALGDCRECIAYRTGATTGKGSRRHDDTVSREIKGSSATPGGSEKAG +>17048 +ASTASPAKAESSGVIDLFGDAFGSGASETQPAPQAVSSSSASADLLAGFGGSFM +>16670 +MAGGAWGRLACYLEFLKKEELKEFQLLLANKAHSRSSSGETPAQPEKTSGMEVASYLVAQYGEQRAWDLALHTWEQMGLRSLCAQAQEGAGHS +>15162 +NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLYDHARGTQTGFVRHDDGYVSTSISLRSAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAADGYG +>15336 +GAMESAERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSILNPINSIRKFSIVQKTPLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLKECLF +>5022 +AFPSPAADYVEQRIDLNQLLIQHPSATYFVKASGDSMIDGGISDGDLLIVDSAITASHGDIVIAAVDGEFTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHVV +>15855 +GPHMTLEEFSAGEQKTERMDKVGDALEEVLSKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADEDDDRDVALQIHFTLIQAFCCENDINILRVSNPGRLAELLLLETDAGPAASEGAEQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVPVIN +>16450 +MAYQQDPCANPTRQTGKTGGQTDQYGNPVHQTEALGAYGAGTGTGMHGGEHQQQPHQQPGVLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTSATSTPGQGQQQKGMMEKIKEKL +>15766 +AVPVESKPDKPSGKSGMDAALDDLIDTLGGPEETEEENTTYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGPPADSSKPIGPDDAIDALSSDFTCGSPTAAGKKTEKEESTEVLKAQSAGTVRSAAP +>6431 +EAESLTSAQKAKAEERKRRKMSRGLPDKTEEEKSVMAKKLEQKPKGEGIPTTAKLKVDEFESNVNEVKDPYPSADFPGDDEEDEPEIPVSPRPRPLAELQLKEKAVPIPEASSFFIFSPTNK +>17926 +MGSSHHHHHHSSGLVPRGSHMAAPEGGISDVVEKSIKEAQETCAGDPVSGECVAAWDEVEELSAAASHARDKKKADGSDPLEEYCKDNPETNECR +>4280 +ASASPKQRRSIIRDRGPMYDDPTLPEGWTRKLKQRKSGRSAGKYDVYLINPQGKAFRSKVELIAYFEKVGDTSLDPNDFDFTVTGRGS +>6139 +DEAQFKECYDTCHKECSDKGNGFTFCEMKCDTDCSVKDVKEKLENY +>11338 +GSSGSSGMTDYGEEQRNELEALESIYPDSFTVLSENPPSFTITVTSEAGENDETVQTTLKFTYSEKYPDEAPLYEIFSQENLEDNDVSDILKLLALQAEENLGMVMIFTLVTAVQEKLNEIVDQ +>18889 +SLKNRKAKAKPVTRGAGAGGRQRGQNKERPPPVPNPDYEPIRKGQRDLYSGLN +>19485 +MGLSFPSPGESAPPTPDLEEKRAKLAEAAERRQKEAASRGILDVQSVQEKRKKKEKIEKQIATSGPPPEGGLRWTVSLEHH +>15174 +GXSFCKADEKXCEYHADCCNCCLSGICAXSTNWILPGCSTSS +>6974 +MQPASAKWYDRRDYVFIEFCVEDSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNWLSVDFNNWKDWEDDSDEDMSNFDRFSEMMNNMGGDEDVDLPEVDGADDDSQDSDDEKM +>19796 +GRAMGLPGERGLRGEPGSVPNVDRLLETAGIKASALREIVETWDESSGSFLPVPERRRGPKGDSGEQGP +>5956 +MADKRAHHNALERKRRDHIKDSFHSLRDSVPSLQGEKASRAQILDKATEYIQYMRRKVHTLQQDIDDLKRQNALLEQQVRALE +>7292 +GAMGSEPQDGNYFEHKHNIRPKPFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFRVLQGMVDDGSDDRPA +>19037 +LLQEALSAYFDSMKIPSGQPETADVSREQVDKELDRASNSLISGLSQDEEDPPLPPTPMNSLVDECPLDQGLPKLSAEAVFEKCSQISLSQSTTAS +>1128 +VVYTDCTESGQNLCLCEGSNVCGQGNKCILGSDGEKNQCVTGEGTPKPQSHNDGDFEEIPE +>4272 +MSATAATAPPAAPAGEGGPPAPPPNLTSNRRLQQTQAQVDEVVDIMRVNVDKVLERDQKLSELDDRADALQAGASQFETSAAKLKRKYWWKN +>15136 +MSQKQEEENPAEETGEEKQDTQEKEGILPERAEEAKLKAKYPSLGQKPGGSDFLMKRLQKGQKYFDSGDYNMAKAKMKNKQLPSAGPDKNLVTGDHIPTPQDLPQRKSSLVTSKLAG +>11388 +GSSGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPHVERKILDLFQLNKLVAEEGGFAVVCKDRKWTKIATKMGFAPGKAVGSHIRGHYERILNPYNLFLSGDSLRCLQKPNLTSDTK +>6968 +MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEGVLYVGSKTKEGVVHGVATVAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEAYEMPSEEGYQDY +>6498 +MASVLEELQKDLEEVKVLLEKSTRKRLRDTLTSEKSKIETELKNKMQQKSQKKPELDNEKPAAVVAPLTTGYT +>6212 +NKELDPVQKLFVDKIREYRTKRQTSGGPVDAGPEYQQDLDRELFKLKQMYGKADMNTFPNFTFEDPKFEVVE +>19521 +GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAREVIPMAAVKQALREAGDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELYGNNAAAESRK +>6970 +MQAIKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSANVMVDGKPVNLGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGTKLDLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGLKTVFDEAIRAVLSP +>5313 +GPLGSPSKDCGSPKYAYFNGCSSPTAPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNWANYSAEQNRMGQAGSTISNSHAQPFDFPDDNQNAKKVAAGHELQPLAIVDQRPSSRASSRASSRPRPD +>6846 +HLMYTLGPDGKRIYTLKKVTESGEITKSAHPARFSPDDKYSRQRVTLKKRFGLVPGQHH +>19135 +MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALA +>4716 +GPLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFNAHKDKKGPRTIAEMRKEEMAKEMDPEKLKILEWIEGKERNIRALLSTMHTVLWAGETKWKPVGMADLVTPEQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSEFENQGQ +>6521 +GSHMNNTSSSPQPKKKPLDGEYFTLQIRGRERFEMFRELNEALELKDAQAG +>26549 +GHMASGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEASED +>11526 +MNIVPQDTFKSQVSTDQDKSVLSSAVPSLPDTLRQQEGGAVPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQIFGIAEPMKRTMEMEIVNRTDFNPLSTNGSIHRDILLNKECSIDWEDVYPGTGLQASTMVGDDVHSKIEK +>19364 +MRGSHHHHHHGSATFPPATSAPQQPPGPEDEDSSLDESDLYSLAHSYLGGGGRKGRTKREAAANTNRPSPGGHERKLVTKLQNSERKKR +>15719 +AKTKGNKVNVGVKYAEKQERRFEPEKLREGRNIIGLQMGINKFASQQGMTAYGTRRHLYDPKLGTDQPLDQATISLQMGTNKGASQAGMTAPGT +>4985 +ATPAPAAEMPGITIISASQTGNARRVAEALRDDLLAAKLNVKLVNAGDYKFKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLFSKKAPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRAPVAAPS +>15506 +GSNGADNAHNNAFGGGKNPGIGNTSGAGSNGSASSNRGNSNGWSWSNKPHKNDGFHSDGSYHITFHGDNNSKPKPGGNSGNRGNNG +>6112 +GSHMEHPKPSACRNLFGPVDHEELTRDLEKHCRDMEEASQRKWNFDFQNHKPLEGKYEWQEVEKGSLPEFYYRPPRPPKGACKV +>15398 +PNRSISPSALQDLLRTLKSPSSPQQQQQVLNILKSNPQLMAAFIKQRTAKYVANQ +>19357 +MEANIRGQGGLAYPGVRTHGTLESVNGPKAGSRGLTSLADTFEHMIEELLDEDQKVRPNEENNKDADLYTSRVMLSSQVPLEPPLLFL +>15141 +MKAKRSHQAIIMSTSLRVSPSIHGYHFDTASRKKAVGNIFENTDQESLERLFRNSGDKKAEERAKIIFAIDQDVEEKTRALMALKKRTKDKLFQFLKLRKYS +>15711 +ATKAVAVLKGDGPVQGIINFEQKESNGPVKVWGSIKGLTEGLHGFHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSRLACGVI +>16296 +PGPEEQEEEPQPRKPGTRRERTLGAPASSERSAAGGRGPRGHKRKLNEEDAASESSRESSNEDEGSSSEADEMAKALEAEL +>17760 +MEEPQSDPSVEPPLSQETFSDLWKLLPENNVLSPLPSQAMDDLMLSPDDIEQWFTEDPGPDEAPRMPEAAPPVAPAPAAPTPAAPAPAP +>19507 +MAEMKTDAATLAQEAGNFERISGDLKTQIDQVESTAGSLQGQWRGAAGTAAQAAVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEEQQQALSSQMGFKLAAALEHH +>4922 +IDVLLGADDGSLAFVPSEFSISPGEKIVFKNNAGFPHNIVFDEDSIPSGVDASKISMSEEDLLNAKGETFEVALSNKGEYSFYCSPHQGAGMVGK +>17325 +GPMELSVSSDSDSSQAGSNAGNQPMLWPAWVYCTRYSDRPSSGPRSRKPKKKNPNKEDKRPRTAFTAEQLQRLKAEFQTNRYLTEQRRQSLAQELGLNESQIKIWFQNKRAKI +>15672 +PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPYRDPRPPPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHHH +>15176 +GHMDPKGRKKIQFSVPAPPSQLDPRQVEMIRRRRPTPALLFRVSEHSSPEEESSPHQRTSGEGHHPKSKRPNPSAYTPPSLKAVQRIAESHLQTISNLSENQASEEEDELGELREL +>17205 +MTETDKKQEQENHAECEDKPKPCCVCKPEKEERDTCILFNGQDSEKCKEFIEKYKECMKGYGFEV +>4914 +LGASWHRPDKCCLGYQKRPLPQVLLSSWYPTSQLCSKPGVIFLTKRGRQVCADKSKDWVKKLMQQLP +>hmbdi +MKHDHHQGHTHSGKGHACHHEHNSPKTQQASSKMEGPIVYTCPMHPEIRQSAPGHCPLCGMALEPETVTVSEVVSPEYLD +>15097 +PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLPLWKQQNLKKE +>19478 +GPDSMDCQAVLQTLLSRTDLDPRVLSNTGWGQTQIKQDTVWDIEEVPRPEGKSDKGTEGWESAATQTKNSGGWGDAPSQSNQMKSG +>6580 +LKTFSSKSEYQLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLVHHYMPPPGTPSFSLPPTEPSSEVPEQPPAQALPGSTPKRAYYIYSGGEKIPLVLSRP +>16160 +GHMKMADAKQKRNEQLKRWIGSETDLEPPVVKRKKTKVKFDDGAVFLAACSSGDTEEVLRLLERGADINYANVDGLTALHQASIDDNVDMVKFLVE +>5070 +ALFSGDIANLTAAEIEQGFKDVPSFVHEGGDVPLVELLVSAGISPSKRQAREDIQNGAIYVNGERLQDVGAILTAEHRLEGRFTVIRRGKKKYYLIRYALEHH +>15409 +GSLRVKFSRSADAPAYQQGQNQLYNELNLGRREEYDVLDKRRGRDPEMGGKPRRKNPQEGLYNELQKDKMAEAYSEIGMKGERRRGKGHDGLYQGLSTATKDTYDALHMQA +>19171 +MHHHHHHSSGLVPRGSEFDEWTPGTAVLTSPVLVPGCPSKAVDPGLPSVKQEPPDPEEDKEENKDDSASKLAPEEEAGGAGTPVITEIFSLGGTRFRDTAVWLPRSKDLKKPG +>15441 +SHHHHHHSMANSAGSSNTQTPDASLQATVNGQSGGKKQPLNLSVYNVQATNIPPKETLVYTKQTQTTSTGG +>19114 +MPLGSPEFMSSSAGSGHQPSQSRAIPTRTVAISDAAQLPHDYCTTPGGTLFSTTPGGTRIIYDRKFLLDRRNSPMAQTPPCHLPNIPGVTSPGTLIEDSKVEVNNLDNLDNHDRKHAVGDDAQF +>7358 +GNHSGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDSDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKVSLEHH diff --git a/datasets/chezod_117_all_trim_5.fasta b/datasets/chezod_117_all_trim_5.fasta new file mode 100644 index 0000000..8d66237 --- /dev/null +++ b/datasets/chezod_117_all_trim_5.fasta @@ -0,0 +1,234 @@ +>4307 +GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVNITIKQHTVTTTTKGENFTETDIKIMERVVEQMCTTQYQKESQAYY +>15768 +MSTNPKPQRKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGVRATRKTSERSQPRGRRQPIPKARRPEGRTWAQPGYPH +>15397 +GTQNRPLLRNSLDDLVGPPSNLEGQSDERALLDQLHTLLSNTDATGLEEIDRALGIPELVNQGQAL +>15123 +GESGERWARQVSGGHFVTLHGAERLEEETNDEDVSDIERRIAMRLAERRQEDSA +>6047 +MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRHLLQTM +>17290 +MGSSHHHHHHSSGLVPRGSHMYRKDKRRQEPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTLRRSPDDIPLMTPNTITMIPNSLVGLQTLHPYNTFAAGFNSTGLPHSH +>16876 +MAEEIKNVPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTTEVEVKEEEKKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPKTTVEEE +>15736 +MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEETLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVKLGGDLGTYVINKQTPNKQIWLSSPSSGPKRYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDLSSLAY +>25118 +LADGSSDAAREPRPAPAPIRRRSSNYRAYATEPHAKKKSKISASRKLQLKTLLLQIAKQELEREAEERRGEKGRH +>15274 +GSHMSSSSESTGTPSNPDLDAGVSEHSGDWLDQDSVSDQFSVEFEVESLDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESDTDSFEEDPEISL +>4950 +GGKWSKSSVVGWPAVRERMRRAEPAADGVGAASRDLEKHGAITSSNTAANNA +>16505 +MKKRPKPGGWNTGGSRYPGQGSPGGNRYPPQGGGTWGQPHGGGWGQPHGGGWGQPHGGGWGQPHGGGWGQGGGTHNQWNK +>11454 +GILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQAGQQKEGEQNQQTQQQQILIQPQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPNSGPIIIRTPTVGPNGQVSWQTLQLQNLQVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDDKGSH +>15131 +ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQDENPVVHFFKNIVTPRTPPPSQGKGRGLSLSRFSWGAEGQRPGFGYGGRASDYKSAHKGFKGAYDAQGTLSKIFKLGGRDSRSGSPMARRLEH +>6078 +MNTDQQKVSEIFQSSKEKLQGDAKVVSDAFKKMASQDKDGKTTDADESEKHNYQEQYNKLKGAGHKKELEH +>4287 +GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMIIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSARKAR +>15086 +MPTKTYSEEFKRDAVALYENSDGASLQQIANDLGINRVTLKNWIIKYGSNHNVQGTTPSAAVSEAEQIRQLKKENALQRARTRHPAESCLEH +>16912 +GIKQYSQEELKEMALVEIAHELFEEHKKPVPFQELLNEIASLLGVKKEELGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDFDEEDLDEDDDDLEIEEDIIDEDDEDYDDE +>18177 +MQKLSARLRALRQRQLDRAAAAVEPDVVVKRQEALAAARLKMQEELNAQVEKHKEKLKQLEEEKRRQKIEMWDSMQEGKSYKGNAKKPQEEDSPGPSTSSVLKRKSDRKPLRGGGYNPLSGEGGGACSWRPGRRGPS +>18198 +GAMGASGGEDDELKGLLGLPEEETELDNLTEFNTAHNKRISTLTIEEGNLDIQRPKRKRKNSRVTFSEDDEIINPEDVDPSVG +>15179 +GHMPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDEMNILATYHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEATEAMAPDILARKLAAAEGLEPKYRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKLARQL +>18248 +ASSHSLLFSSSFLSKPSSFTSSLRRFVYLPTRQFWPRQRHGFSTVFAVATEPAI +>7279 +MSESSSKSSQPLASKQEKDGTEKRGRGRPRKQPPVSPGTALVGSQKEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTPGRKPRGRPKKLEKEEEEGISQES +>18446 +MGEKTVKLYEDTHFKGYSVELPVGDYNLSSLISRGALNDDLSSARVPSGLRLEVFQHNNFKGVRDFYTSDAAELSRDNDASSVRVSK +>19650 +SLLDKDDSKAGMEEDHTYEGLDIDQTATYEDIVTLRTGEVKWSVGE +>19224 +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQAASPA +>5204 +SKKIKDPDAAKPEDWDERAKIDDPTDSKPEDWDKPEHIPDPDAKKPEDWDEEMDGEWEPPVIQNPEYKG +>4686 +SKSMQVPFSRCCFSFAEQEIPLRAILCYRNTSSICSNEGLIFKLKRGKEACALDTVGWVQRHRKMLRHC +>10010 +EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRVYVEELKPTPEGDLEILLQKWENDECAQKKIIAEKTKIPAVFKIDALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQLE +>19672 +WVTVQRTEAAERCGLHGSYVLRVEAERLTLLTVGAQSQILEPLLSWPYTLLRRYGRDKVMFSFEAGRRCPSGPGTFTFQTAQGNDIFQAVETAIHR +>18890 +SLQDGVRQSRASDKQTLLPNDQLYQPLKDREDDQYSHLQGN +>5545 +SYYHHHHHHDYDIPTTENLYFQGAMGSGPCRRHLDSVLQQLQTEVYRGAQTLYVPNCDHRGFYRKRQCRSSQGQRRGPCWCVDRMGKSLPGSPDGNGSSSCP +>17483 +MSDAGRKGFGEKASEALKPDSQKSYAEQGKEYITDKADKVAGKVQPEDNKGVFQGVHDSAEKGKDNAEGQGESLADQARDYMGAAKSKLNDAVEYVSGRVHGEE +>11019 +GSFTMPGLVDSNPAPPESQEKKPLKPCCACPETKKARDACIIEKGEEHCGHLIEAHKECMRA +>15563 +MASNKSKPKDASQRRRSLEPAENVHGAGGGAFPASQTPSKPASADGHRGPSAAFAPAAAEPKLFGGFNSSDTVTSPQRAGPLAGGSAWSH +>18578 +GSKRRELDDPGAYNYPFTWNTPSAPPGYNIAVKPDQIQYTELSNAKIAYKQNKANIAQEQQYGSHEEHLPADLETLQREIRMAQERLDLAIQAYHHQNNPHGPREKKAKVGSKSGSNKSSISSKSGDGK +>17836 +MAYSEKVIDHYENPRNVGSFDNNDENVGSGMVGAPACGDVMKLQIKVNDEGIIEDARFKTYGCGSAIASSSLVTEWVKGKSLDEAQAIKNTDIAEELELPPVKIHCSILAEDAIKAAIADYKS +>5076 +MKKVIATKVLGTVKWFNVRNGYGFINRNDTKEDVFVHQTAIKKNNPRKYLRSVGDGETVEFDVVEGEKGAEAAN +>5736 +MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVAGQFED +>18631 +MAAPGERGRFHGGNLFFLPGGARSEMMDDLATDARGRGAGRRDAAASASTPAQAPTSDSPVAEDASRRRPCRACV +>4286 +GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTAELQAEIDDTVGIMRDNINKVAERGERLTSIEDKADNLAVSAQGFKRGANRVRKAMWYK +>19332 +MVRTKADSVPGTYRKVVAARAPRKVLGSSTSATNSTSVSSRKAENKYAGGNPVCVRPTPKWQKGIGEFFRLSPKDSEKENQIPEEAGSSGLGKAKRKACPLQPDHT +>15180 +GHMDEEDGEPPYEPESGCVEIPGLSEEEDPAPSRKIHFSTAPIQVFSTYSNEDYDRRNEDVDPMAASAEYELEKRV +>2956 +MKPVTLIDVAEYAGVSYQTVSRVVNQASHVSAKTREKVEAAMAELNYIPNR +>18927 +ENREIQPPFKPKVSGKGAENFDKFFTRGQPVLTPPDQLVIANIDQSDFEGFSYVNPQFVHPIL +>18867 +SLRKRWQNEKLGLDAGDEYEDENLYEGLNLDDCSMYEDISRGLQGTYQDVGSLNIGDV +>4034 +AIPKRLCLVCGDIASGYHYGVASCEACKAFFKRTIQGNIEYSCPATNECEITKRRRKSCQACRFMKALKVGMLKEGVRLDRVRGGRQKYKRRL +>19482 +NPLEAVVFEERDGNAVLNLLFSLRGTKPSSLSRAVKVFETFEAKIHHLETRPAQRPLAGSPHLEYFVRFEVPSGDLAALLSSVRRVSD +>25093 +MIHSSVKRWGNSPAVRIPATLMQALNLNIDDEVKIDLVDGKLIIEPVRKEPVFTLAELVNDITPENLHENIDWGEPK +>15430 +MNLEPPKAEIRSATRVMGGPVTPRKGPPKFKQRQTRQFKSKPPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFNHLELHELA +>25327 +GSHMADENANRPVNPGEDPNEAFRSTPFEATTSALGDCRECIAYRTGATTGKGSRRHDDTVSREIKGSSATPGGSEKA +>17048 +ASTASPAKAESSGVIDLFGDAFGSGASETQPAPQAVSSSSASADLLAGFGGSF +>16670 +MAGGAWGRLACYLEFLKKEELKEFQLLLANKAHSRSSSGETPAQPEKTSGMEVASYLVAQYGEQRAWDLALHTWEQMGLRSLCAQAQEGAGH +>15162 +NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLYDHARGTQTGFVRHDDGYVSTSISLRSAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAADGY +>15336 +GAMESAERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSILNPINSIRKFSIVQKTPLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLKECL +>5022 +AFPSPAADYVEQRIDLNQLLIQHPSATYFVKASGDSMIDGGISDGDLLIVDSAITASHGDIVIAAVDGEFTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHV +>15855 +GPHMTLEEFSAGEQKTERMDKVGDALEEVLSKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADEDDDRDVALQIHFTLIQAFCCENDINILRVSNPGRLAELLLLETDAGPAASEGAEQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVPVI +>16450 +MAYQQDPCANPTRQTGKTGGQTDQYGNPVHQTEALGAYGAGTGTGMHGGEHQQQPHQQPGVLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTSATSTPGQGQQQKGMMEKIKEK +>15766 +AVPVESKPDKPSGKSGMDAALDDLIDTLGGPEETEEENTTYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGPPADSSKPIGPDDAIDALSSDFTCGSPTAAGKKTEKEESTEVLKAQSAGTVRSAA +>6431 +EAESLTSAQKAKAEERKRRKMSRGLPDKTEEEKSVMAKKLEQKPKGEGIPTTAKLKVDEFESNVNEVKDPYPSADFPGDDEEDEPEIPVSPRPRPLAELQLKEKAVPIPEASSFFIFSPTN +>17926 +MGSSHHHHHHSSGLVPRGSHMAAPEGGISDVVEKSIKEAQETCAGDPVSGECVAAWDEVEELSAAASHARDKKKADGSDPLEEYCKDNPETNEC +>4280 +ASASPKQRRSIIRDRGPMYDDPTLPEGWTRKLKQRKSGRSAGKYDVYLINPQGKAFRSKVELIAYFEKVGDTSLDPNDFDFTVTGRG +>6139 +DEAQFKECYDTCHKECSDKGNGFTFCEMKCDTDCSVKDVKEKLEN +>11338 +GSSGSSGMTDYGEEQRNELEALESIYPDSFTVLSENPPSFTITVTSEAGENDETVQTTLKFTYSEKYPDEAPLYEIFSQENLEDNDVSDILKLLALQAEENLGMVMIFTLVTAVQEKLNEIVD +>18889 +SLKNRKAKAKPVTRGAGAGGRQRGQNKERPPPVPNPDYEPIRKGQRDLYSGL +>19485 +MGLSFPSPGESAPPTPDLEEKRAKLAEAAERRQKEAASRGILDVQSVQEKRKKKEKIEKQIATSGPPPEGGLRWTVSLEH +>15174 +GXSFCKADEKXCEYHADCCNCCLSGICAXSTNWILPGCSTS +>6974 +MQPASAKWYDRRDYVFIEFCVEDSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNWLSVDFNNWKDWEDDSDEDMSNFDRFSEMMNNMGGDEDVDLPEVDGADDDSQDSDDEK +>19796 +GRAMGLPGERGLRGEPGSVPNVDRLLETAGIKASALREIVETWDESSGSFLPVPERRRGPKGDSGEQG +>5956 +MADKRAHHNALERKRRDHIKDSFHSLRDSVPSLQGEKASRAQILDKATEYIQYMRRKVHTLQQDIDDLKRQNALLEQQVRAL +>7292 +GAMGSEPQDGNYFEHKHNIRPKPFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFRVLQGMVDDGSDDRP +>19037 +LLQEALSAYFDSMKIPSGQPETADVSREQVDKELDRASNSLISGLSQDEEDPPLPPTPMNSLVDECPLDQGLPKLSAEAVFEKCSQISLSQSTTA +>1128 +VVYTDCTESGQNLCLCEGSNVCGQGNKCILGSDGEKNQCVTGEGTPKPQSHNDGDFEEIP +>4272 +MSATAATAPPAAPAGEGGPPAPPPNLTSNRRLQQTQAQVDEVVDIMRVNVDKVLERDQKLSELDDRADALQAGASQFETSAAKLKRKYWWK +>15136 +MSQKQEEENPAEETGEEKQDTQEKEGILPERAEEAKLKAKYPSLGQKPGGSDFLMKRLQKGQKYFDSGDYNMAKAKMKNKQLPSAGPDKNLVTGDHIPTPQDLPQRKSSLVTSKLA +>11388 +GSSGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPHVERKILDLFQLNKLVAEEGGFAVVCKDRKWTKIATKMGFAPGKAVGSHIRGHYERILNPYNLFLSGDSLRCLQKPNLTSDT +>6968 +MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEGVLYVGSKTKEGVVHGVATVAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEAYEMPSEEGYQD +>6498 +MASVLEELQKDLEEVKVLLEKSTRKRLRDTLTSEKSKIETELKNKMQQKSQKKPELDNEKPAAVVAPLTTGY +>6212 +NKELDPVQKLFVDKIREYRTKRQTSGGPVDAGPEYQQDLDRELFKLKQMYGKADMNTFPNFTFEDPKFEVV +>19521 +GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAREVIPMAAVKQALREAGDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELYGNNAAAESR +>6970 +MQAIKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSANVMVDGKPVNLGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGTKLDLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGLKTVFDEAIRAVLS +>5313 +GPLGSPSKDCGSPKYAYFNGCSSPTAPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNWANYSAEQNRMGQAGSTISNSHAQPFDFPDDNQNAKKVAAGHELQPLAIVDQRPSSRASSRASSRPRP +>6846 +HLMYTLGPDGKRIYTLKKVTESGEITKSAHPARFSPDDKYSRQRVTLKKRFGLVPGQH +>19135 +MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAAL +>4716 +GPLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFNAHKDKKGPRTIAEMRKEEMAKEMDPEKLKILEWIEGKERNIRALLSTMHTVLWAGETKWKPVGMADLVTPEQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSEFENQG +>6521 +GSHMNNTSSSPQPKKKPLDGEYFTLQIRGRERFEMFRELNEALELKDAQA +>26549 +GHMASGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEASE +>11526 +MNIVPQDTFKSQVSTDQDKSVLSSAVPSLPDTLRQQEGGAVPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQIFGIAEPMKRTMEMEIVNRTDFNPLSTNGSIHRDILLNKECSIDWEDVYPGTGLQASTMVGDDVHSKIE +>19364 +MRGSHHHHHHGSATFPPATSAPQQPPGPEDEDSSLDESDLYSLAHSYLGGGGRKGRTKREAAANTNRPSPGGHERKLVTKLQNSERKK +>15719 +AKTKGNKVNVGVKYAEKQERRFEPEKLREGRNIIGLQMGINKFASQQGMTAYGTRRHLYDPKLGTDQPLDQATISLQMGTNKGASQAGMTAPG +>4985 +ATPAPAAEMPGITIISASQTGNARRVAEALRDDLLAAKLNVKLVNAGDYKFKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLFSKKAPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRAPVAAP +>15506 +GSNGADNAHNNAFGGGKNPGIGNTSGAGSNGSASSNRGNSNGWSWSNKPHKNDGFHSDGSYHITFHGDNNSKPKPGGNSGNRGNN +>6112 +GSHMEHPKPSACRNLFGPVDHEELTRDLEKHCRDMEEASQRKWNFDFQNHKPLEGKYEWQEVEKGSLPEFYYRPPRPPKGACK +>15398 +PNRSISPSALQDLLRTLKSPSSPQQQQQVLNILKSNPQLMAAFIKQRTAKYVAN +>19357 +MEANIRGQGGLAYPGVRTHGTLESVNGPKAGSRGLTSLADTFEHMIEELLDEDQKVRPNEENNKDADLYTSRVMLSSQVPLEPPLLF +>15141 +MKAKRSHQAIIMSTSLRVSPSIHGYHFDTASRKKAVGNIFENTDQESLERLFRNSGDKKAEERAKIIFAIDQDVEEKTRALMALKKRTKDKLFQFLKLRKY +>15711 +ATKAVAVLKGDGPVQGIINFEQKESNGPVKVWGSIKGLTEGLHGFHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSRLACGV +>16296 +PGPEEQEEEPQPRKPGTRRERTLGAPASSERSAAGGRGPRGHKRKLNEEDAASESSRESSNEDEGSSSEADEMAKALEAE +>17760 +MEEPQSDPSVEPPLSQETFSDLWKLLPENNVLSPLPSQAMDDLMLSPDDIEQWFTEDPGPDEAPRMPEAAPPVAPAPAAPTPAAPAPA +>19507 +MAEMKTDAATLAQEAGNFERISGDLKTQIDQVESTAGSLQGQWRGAAGTAAQAAVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEEQQQALSSQMGFKLAAALEH +>4922 +IDVLLGADDGSLAFVPSEFSISPGEKIVFKNNAGFPHNIVFDEDSIPSGVDASKISMSEEDLLNAKGETFEVALSNKGEYSFYCSPHQGAGMVG +>17325 +GPMELSVSSDSDSSQAGSNAGNQPMLWPAWVYCTRYSDRPSSGPRSRKPKKKNPNKEDKRPRTAFTAEQLQRLKAEFQTNRYLTEQRRQSLAQELGLNESQIKIWFQNKRAK +>15672 +PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPYRDPRPPPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHH +>15176 +GHMDPKGRKKIQFSVPAPPSQLDPRQVEMIRRRRPTPALLFRVSEHSSPEEESSPHQRTSGEGHHPKSKRPNPSAYTPPSLKAVQRIAESHLQTISNLSENQASEEEDELGELRE +>17205 +MTETDKKQEQENHAECEDKPKPCCVCKPEKEERDTCILFNGQDSEKCKEFIEKYKECMKGYGFE +>4914 +LGASWHRPDKCCLGYQKRPLPQVLLSSWYPTSQLCSKPGVIFLTKRGRQVCADKSKDWVKKLMQQL +>hmbdi +MKHDHHQGHTHSGKGHACHHEHNSPKTQQASSKMEGPIVYTCPMHPEIRQSAPGHCPLCGMALEPETVTVSEVVSPEYL +>15097 +PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLPLWKQQNLKK +>19478 +GPDSMDCQAVLQTLLSRTDLDPRVLSNTGWGQTQIKQDTVWDIEEVPRPEGKSDKGTEGWESAATQTKNSGGWGDAPSQSNQMKS +>6580 +LKTFSSKSEYQLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLVHHYMPPPGTPSFSLPPTEPSSEVPEQPPAQALPGSTPKRAYYIYSGGEKIPLVLSR +>16160 +GHMKMADAKQKRNEQLKRWIGSETDLEPPVVKRKKTKVKFDDGAVFLAACSSGDTEEVLRLLERGADINYANVDGLTALHQASIDDNVDMVKFLV +>5070 +ALFSGDIANLTAAEIEQGFKDVPSFVHEGGDVPLVELLVSAGISPSKRQAREDIQNGAIYVNGERLQDVGAILTAEHRLEGRFTVIRRGKKKYYLIRYALEH +>15409 +GSLRVKFSRSADAPAYQQGQNQLYNELNLGRREEYDVLDKRRGRDPEMGGKPRRKNPQEGLYNELQKDKMAEAYSEIGMKGERRRGKGHDGLYQGLSTATKDTYDALHMQ +>19171 +MHHHHHHSSGLVPRGSEFDEWTPGTAVLTSPVLVPGCPSKAVDPGLPSVKQEPPDPEEDKEENKDDSASKLAPEEEAGGAGTPVITEIFSLGGTRFRDTAVWLPRSKDLKKP +>15441 +SHHHHHHSMANSAGSSNTQTPDASLQATVNGQSGGKKQPLNLSVYNVQATNIPPKETLVYTKQTQTTSTG +>19114 +MPLGSPEFMSSSAGSGHQPSQSRAIPTRTVAISDAAQLPHDYCTTPGGTLFSTTPGGTRIIYDRKFLLDRRNSPMAQTPPCHLPNIPGVTSPGTLIEDSKVEVNNLDNLDNHDRKHAVGDDAQ +>7358 +GNHSGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDSDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKVSLEH diff --git a/datasets/chezod_117_all_trim_6.fasta b/datasets/chezod_117_all_trim_6.fasta new file mode 100644 index 0000000..9bfff34 --- /dev/null +++ b/datasets/chezod_117_all_trim_6.fasta @@ -0,0 +1,234 @@ +>4307 +GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVNITIKQHTVTTTTKGENFTETDIKIMERVVEQMCTTQYQKESQAY +>15768 +MSTNPKPQRKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGVRATRKTSERSQPRGRRQPIPKARRPEGRTWAQPGYP +>15397 +GTQNRPLLRNSLDDLVGPPSNLEGQSDERALLDQLHTLLSNTDATGLEEIDRALGIPELVNQGQA +>15123 +GESGERWARQVSGGHFVTLHGAERLEEETNDEDVSDIERRIAMRLAERRQEDS +>6047 +MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRHLLQT +>17290 +MGSSHHHHHHSSGLVPRGSHMYRKDKRRQEPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTLRRSPDDIPLMTPNTITMIPNSLVGLQTLHPYNTFAAGFNSTGLPHS +>16876 +MAEEIKNVPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTTEVEVKEEEKKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPKTTVEE +>15736 +MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEETLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVKLGGDLGTYVINKQTPNKQIWLSSPSSGPKRYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDLSSLA +>25118 +LADGSSDAAREPRPAPAPIRRRSSNYRAYATEPHAKKKSKISASRKLQLKTLLLQIAKQELEREAEERRGEKGR +>15274 +GSHMSSSSESTGTPSNPDLDAGVSEHSGDWLDQDSVSDQFSVEFEVESLDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESDTDSFEEDPEIS +>4950 +GGKWSKSSVVGWPAVRERMRRAEPAADGVGAASRDLEKHGAITSSNTAANN +>16505 +MKKRPKPGGWNTGGSRYPGQGSPGGNRYPPQGGGTWGQPHGGGWGQPHGGGWGQPHGGGWGQPHGGGWGQGGGTHNQWN +>11454 +GILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQAGQQKEGEQNQQTQQQQILIQPQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPNSGPIIIRTPTVGPNGQVSWQTLQLQNLQVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDDKGS +>15131 +ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQDENPVVHFFKNIVTPRTPPPSQGKGRGLSLSRFSWGAEGQRPGFGYGGRASDYKSAHKGFKGAYDAQGTLSKIFKLGGRDSRSGSPMARRLE +>6078 +MNTDQQKVSEIFQSSKEKLQGDAKVVSDAFKKMASQDKDGKTTDADESEKHNYQEQYNKLKGAGHKKELE +>4287 +GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMIIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSARKA +>15086 +MPTKTYSEEFKRDAVALYENSDGASLQQIANDLGINRVTLKNWIIKYGSNHNVQGTTPSAAVSEAEQIRQLKKENALQRARTRHPAESCLE +>16912 +GIKQYSQEELKEMALVEIAHELFEEHKKPVPFQELLNEIASLLGVKKEELGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDFDEEDLDEDDDDLEIEEDIIDEDDEDYDD +>18177 +MQKLSARLRALRQRQLDRAAAAVEPDVVVKRQEALAAARLKMQEELNAQVEKHKEKLKQLEEEKRRQKIEMWDSMQEGKSYKGNAKKPQEEDSPGPSTSSVLKRKSDRKPLRGGGYNPLSGEGGGACSWRPGRRGP +>18198 +GAMGASGGEDDELKGLLGLPEEETELDNLTEFNTAHNKRISTLTIEEGNLDIQRPKRKRKNSRVTFSEDDEIINPEDVDPSV +>15179 +GHMPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDEMNILATYHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEATEAMAPDILARKLAAAEGLEPKYRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKLARQ +>18248 +ASSHSLLFSSSFLSKPSSFTSSLRRFVYLPTRQFWPRQRHGFSTVFAVATEPA +>7279 +MSESSSKSSQPLASKQEKDGTEKRGRGRPRKQPPVSPGTALVGSQKEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTPGRKPRGRPKKLEKEEEEGISQE +>18446 +MGEKTVKLYEDTHFKGYSVELPVGDYNLSSLISRGALNDDLSSARVPSGLRLEVFQHNNFKGVRDFYTSDAAELSRDNDASSVRVS +>19650 +SLLDKDDSKAGMEEDHTYEGLDIDQTATYEDIVTLRTGEVKWSVG +>19224 +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQAASP +>5204 +SKKIKDPDAAKPEDWDERAKIDDPTDSKPEDWDKPEHIPDPDAKKPEDWDEEMDGEWEPPVIQNPEYK +>4686 +SKSMQVPFSRCCFSFAEQEIPLRAILCYRNTSSICSNEGLIFKLKRGKEACALDTVGWVQRHRKMLRH +>10010 +EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRVYVEELKPTPEGDLEILLQKWENDECAQKKIIAEKTKIPAVFKIDALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQL +>19672 +WVTVQRTEAAERCGLHGSYVLRVEAERLTLLTVGAQSQILEPLLSWPYTLLRRYGRDKVMFSFEAGRRCPSGPGTFTFQTAQGNDIFQAVETAIH +>18890 +SLQDGVRQSRASDKQTLLPNDQLYQPLKDREDDQYSHLQG +>5545 +SYYHHHHHHDYDIPTTENLYFQGAMGSGPCRRHLDSVLQQLQTEVYRGAQTLYVPNCDHRGFYRKRQCRSSQGQRRGPCWCVDRMGKSLPGSPDGNGSSSC +>17483 +MSDAGRKGFGEKASEALKPDSQKSYAEQGKEYITDKADKVAGKVQPEDNKGVFQGVHDSAEKGKDNAEGQGESLADQARDYMGAAKSKLNDAVEYVSGRVHGE +>11019 +GSFTMPGLVDSNPAPPESQEKKPLKPCCACPETKKARDACIIEKGEEHCGHLIEAHKECMR +>15563 +MASNKSKPKDASQRRRSLEPAENVHGAGGGAFPASQTPSKPASADGHRGPSAAFAPAAAEPKLFGGFNSSDTVTSPQRAGPLAGGSAWS +>18578 +GSKRRELDDPGAYNYPFTWNTPSAPPGYNIAVKPDQIQYTELSNAKIAYKQNKANIAQEQQYGSHEEHLPADLETLQREIRMAQERLDLAIQAYHHQNNPHGPREKKAKVGSKSGSNKSSISSKSGDG +>17836 +MAYSEKVIDHYENPRNVGSFDNNDENVGSGMVGAPACGDVMKLQIKVNDEGIIEDARFKTYGCGSAIASSSLVTEWVKGKSLDEAQAIKNTDIAEELELPPVKIHCSILAEDAIKAAIADYK +>5076 +MKKVIATKVLGTVKWFNVRNGYGFINRNDTKEDVFVHQTAIKKNNPRKYLRSVGDGETVEFDVVEGEKGAEAA +>5736 +MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVAGQFE +>18631 +MAAPGERGRFHGGNLFFLPGGARSEMMDDLATDARGRGAGRRDAAASASTPAQAPTSDSPVAEDASRRRPCRAC +>4286 +GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTAELQAEIDDTVGIMRDNINKVAERGERLTSIEDKADNLAVSAQGFKRGANRVRKAMWY +>19332 +MVRTKADSVPGTYRKVVAARAPRKVLGSSTSATNSTSVSSRKAENKYAGGNPVCVRPTPKWQKGIGEFFRLSPKDSEKENQIPEEAGSSGLGKAKRKACPLQPDH +>15180 +GHMDEEDGEPPYEPESGCVEIPGLSEEEDPAPSRKIHFSTAPIQVFSTYSNEDYDRRNEDVDPMAASAEYELEKR +>2956 +MKPVTLIDVAEYAGVSYQTVSRVVNQASHVSAKTREKVEAAMAELNYIPN +>18927 +ENREIQPPFKPKVSGKGAENFDKFFTRGQPVLTPPDQLVIANIDQSDFEGFSYVNPQFVHPI +>18867 +SLRKRWQNEKLGLDAGDEYEDENLYEGLNLDDCSMYEDISRGLQGTYQDVGSLNIGD +>4034 +AIPKRLCLVCGDIASGYHYGVASCEACKAFFKRTIQGNIEYSCPATNECEITKRRRKSCQACRFMKALKVGMLKEGVRLDRVRGGRQKYKRR +>19482 +NPLEAVVFEERDGNAVLNLLFSLRGTKPSSLSRAVKVFETFEAKIHHLETRPAQRPLAGSPHLEYFVRFEVPSGDLAALLSSVRRVS +>25093 +MIHSSVKRWGNSPAVRIPATLMQALNLNIDDEVKIDLVDGKLIIEPVRKEPVFTLAELVNDITPENLHENIDWGEP +>15430 +MNLEPPKAEIRSATRVMGGPVTPRKGPPKFKQRQTRQFKSKPPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFNHLELHEL +>25327 +GSHMADENANRPVNPGEDPNEAFRSTPFEATTSALGDCRECIAYRTGATTGKGSRRHDDTVSREIKGSSATPGGSEK +>17048 +ASTASPAKAESSGVIDLFGDAFGSGASETQPAPQAVSSSSASADLLAGFGGS +>16670 +MAGGAWGRLACYLEFLKKEELKEFQLLLANKAHSRSSSGETPAQPEKTSGMEVASYLVAQYGEQRAWDLALHTWEQMGLRSLCAQAQEGAG +>15162 +NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLYDHARGTQTGFVRHDDGYVSTSISLRSAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAADG +>15336 +GAMESAERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSILNPINSIRKFSIVQKTPLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLKEC +>5022 +AFPSPAADYVEQRIDLNQLLIQHPSATYFVKASGDSMIDGGISDGDLLIVDSAITASHGDIVIAAVDGEFTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVVIH +>15855 +GPHMTLEEFSAGEQKTERMDKVGDALEEVLSKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADEDDDRDVALQIHFTLIQAFCCENDINILRVSNPGRLAELLLLETDAGPAASEGAEQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVPV +>16450 +MAYQQDPCANPTRQTGKTGGQTDQYGNPVHQTEALGAYGAGTGTGMHGGEHQQQPHQQPGVLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTSATSTPGQGQQQKGMMEKIKE +>15766 +AVPVESKPDKPSGKSGMDAALDDLIDTLGGPEETEEENTTYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGPPADSSKPIGPDDAIDALSSDFTCGSPTAAGKKTEKEESTEVLKAQSAGTVRSA +>6431 +EAESLTSAQKAKAEERKRRKMSRGLPDKTEEEKSVMAKKLEQKPKGEGIPTTAKLKVDEFESNVNEVKDPYPSADFPGDDEEDEPEIPVSPRPRPLAELQLKEKAVPIPEASSFFIFSPT +>17926 +MGSSHHHHHHSSGLVPRGSHMAAPEGGISDVVEKSIKEAQETCAGDPVSGECVAAWDEVEELSAAASHARDKKKADGSDPLEEYCKDNPETNE +>4280 +ASASPKQRRSIIRDRGPMYDDPTLPEGWTRKLKQRKSGRSAGKYDVYLINPQGKAFRSKVELIAYFEKVGDTSLDPNDFDFTVTGR +>6139 +DEAQFKECYDTCHKECSDKGNGFTFCEMKCDTDCSVKDVKEKLE +>11338 +GSSGSSGMTDYGEEQRNELEALESIYPDSFTVLSENPPSFTITVTSEAGENDETVQTTLKFTYSEKYPDEAPLYEIFSQENLEDNDVSDILKLLALQAEENLGMVMIFTLVTAVQEKLNEIV +>18889 +SLKNRKAKAKPVTRGAGAGGRQRGQNKERPPPVPNPDYEPIRKGQRDLYSG +>19485 +MGLSFPSPGESAPPTPDLEEKRAKLAEAAERRQKEAASRGILDVQSVQEKRKKKEKIEKQIATSGPPPEGGLRWTVSLE +>15174 +GXSFCKADEKXCEYHADCCNCCLSGICAXSTNWILPGCST +>6974 +MQPASAKWYDRRDYVFIEFCVEDSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNWLSVDFNNWKDWEDDSDEDMSNFDRFSEMMNNMGGDEDVDLPEVDGADDDSQDSDDE +>19796 +GRAMGLPGERGLRGEPGSVPNVDRLLETAGIKASALREIVETWDESSGSFLPVPERRRGPKGDSGEQ +>5956 +MADKRAHHNALERKRRDHIKDSFHSLRDSVPSLQGEKASRAQILDKATEYIQYMRRKVHTLQQDIDDLKRQNALLEQQVRA +>7292 +GAMGSEPQDGNYFEHKHNIRPKPFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFRVLQGMVDDGSDDR +>19037 +LLQEALSAYFDSMKIPSGQPETADVSREQVDKELDRASNSLISGLSQDEEDPPLPPTPMNSLVDECPLDQGLPKLSAEAVFEKCSQISLSQSTT +>1128 +VVYTDCTESGQNLCLCEGSNVCGQGNKCILGSDGEKNQCVTGEGTPKPQSHNDGDFEEI +>4272 +MSATAATAPPAAPAGEGGPPAPPPNLTSNRRLQQTQAQVDEVVDIMRVNVDKVLERDQKLSELDDRADALQAGASQFETSAAKLKRKYWW +>15136 +MSQKQEEENPAEETGEEKQDTQEKEGILPERAEEAKLKAKYPSLGQKPGGSDFLMKRLQKGQKYFDSGDYNMAKAKMKNKQLPSAGPDKNLVTGDHIPTPQDLPQRKSSLVTSKL +>11388 +GSSGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPHVERKILDLFQLNKLVAEEGGFAVVCKDRKWTKIATKMGFAPGKAVGSHIRGHYERILNPYNLFLSGDSLRCLQKPNLTSD +>6968 +MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEGVLYVGSKTKEGVVHGVATVAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEAYEMPSEEGYQ +>6498 +MASVLEELQKDLEEVKVLLEKSTRKRLRDTLTSEKSKIETELKNKMQQKSQKKPELDNEKPAAVVAPLTTG +>6212 +NKELDPVQKLFVDKIREYRTKRQTSGGPVDAGPEYQQDLDRELFKLKQMYGKADMNTFPNFTFEDPKFEV +>19521 +GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAREVIPMAAVKQALREAGDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELYGNNAAAES +>6970 +MQAIKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSANVMVDGKPVNLGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGTKLDLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGLKTVFDEAIRAVL +>5313 +GPLGSPSKDCGSPKYAYFNGCSSPTAPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNWANYSAEQNRMGQAGSTISNSHAQPFDFPDDNQNAKKVAAGHELQPLAIVDQRPSSRASSRASSRPR +>6846 +HLMYTLGPDGKRIYTLKKVTESGEITKSAHPARFSPDDKYSRQRVTLKKRFGLVPGQ +>19135 +MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAA +>4716 +GPLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFNAHKDKKGPRTIAEMRKEEMAKEMDPEKLKILEWIEGKERNIRALLSTMHTVLWAGETKWKPVGMADLVTPEQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSEFENQ +>6521 +GSHMNNTSSSPQPKKKPLDGEYFTLQIRGRERFEMFRELNEALELKDAQ +>26549 +GHMASGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEAS +>11526 +MNIVPQDTFKSQVSTDQDKSVLSSAVPSLPDTLRQQEGGAVPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQIFGIAEPMKRTMEMEIVNRTDFNPLSTNGSIHRDILLNKECSIDWEDVYPGTGLQASTMVGDDVHSKI +>19364 +MRGSHHHHHHGSATFPPATSAPQQPPGPEDEDSSLDESDLYSLAHSYLGGGGRKGRTKREAAANTNRPSPGGHERKLVTKLQNSERK +>15719 +AKTKGNKVNVGVKYAEKQERRFEPEKLREGRNIIGLQMGINKFASQQGMTAYGTRRHLYDPKLGTDQPLDQATISLQMGTNKGASQAGMTAP +>4985 +ATPAPAAEMPGITIISASQTGNARRVAEALRDDLLAAKLNVKLVNAGDYKFKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLFSKKAPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRAPVAA +>15506 +GSNGADNAHNNAFGGGKNPGIGNTSGAGSNGSASSNRGNSNGWSWSNKPHKNDGFHSDGSYHITFHGDNNSKPKPGGNSGNRGN +>6112 +GSHMEHPKPSACRNLFGPVDHEELTRDLEKHCRDMEEASQRKWNFDFQNHKPLEGKYEWQEVEKGSLPEFYYRPPRPPKGAC +>15398 +PNRSISPSALQDLLRTLKSPSSPQQQQQVLNILKSNPQLMAAFIKQRTAKYVA +>19357 +MEANIRGQGGLAYPGVRTHGTLESVNGPKAGSRGLTSLADTFEHMIEELLDEDQKVRPNEENNKDADLYTSRVMLSSQVPLEPPLL +>15141 +MKAKRSHQAIIMSTSLRVSPSIHGYHFDTASRKKAVGNIFENTDQESLERLFRNSGDKKAEERAKIIFAIDQDVEEKTRALMALKKRTKDKLFQFLKLRK +>15711 +ATKAVAVLKGDGPVQGIINFEQKESNGPVKVWGSIKGLTEGLHGFHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSRLACG +>16296 +PGPEEQEEEPQPRKPGTRRERTLGAPASSERSAAGGRGPRGHKRKLNEEDAASESSRESSNEDEGSSSEADEMAKALEA +>17760 +MEEPQSDPSVEPPLSQETFSDLWKLLPENNVLSPLPSQAMDDLMLSPDDIEQWFTEDPGPDEAPRMPEAAPPVAPAPAAPTPAAPAP +>19507 +MAEMKTDAATLAQEAGNFERISGDLKTQIDQVESTAGSLQGQWRGAAGTAAQAAVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEEQQQALSSQMGFKLAAALE +>4922 +IDVLLGADDGSLAFVPSEFSISPGEKIVFKNNAGFPHNIVFDEDSIPSGVDASKISMSEEDLLNAKGETFEVALSNKGEYSFYCSPHQGAGMV +>17325 +GPMELSVSSDSDSSQAGSNAGNQPMLWPAWVYCTRYSDRPSSGPRSRKPKKKNPNKEDKRPRTAFTAEQLQRLKAEFQTNRYLTEQRRQSLAQELGLNESQIKIWFQNKRA +>15672 +PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPYRDPRPPPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHH +>15176 +GHMDPKGRKKIQFSVPAPPSQLDPRQVEMIRRRRPTPALLFRVSEHSSPEEESSPHQRTSGEGHHPKSKRPNPSAYTPPSLKAVQRIAESHLQTISNLSENQASEEEDELGELR +>17205 +MTETDKKQEQENHAECEDKPKPCCVCKPEKEERDTCILFNGQDSEKCKEFIEKYKECMKGYGF +>4914 +LGASWHRPDKCCLGYQKRPLPQVLLSSWYPTSQLCSKPGVIFLTKRGRQVCADKSKDWVKKLMQQ +>hmbdi +MKHDHHQGHTHSGKGHACHHEHNSPKTQQASSKMEGPIVYTCPMHPEIRQSAPGHCPLCGMALEPETVTVSEVVSPEY +>15097 +PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLPLWKQQNLK +>19478 +GPDSMDCQAVLQTLLSRTDLDPRVLSNTGWGQTQIKQDTVWDIEEVPRPEGKSDKGTEGWESAATQTKNSGGWGDAPSQSNQMK +>6580 +LKTFSSKSEYQLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLVHHYMPPPGTPSFSLPPTEPSSEVPEQPPAQALPGSTPKRAYYIYSGGEKIPLVLS +>16160 +GHMKMADAKQKRNEQLKRWIGSETDLEPPVVKRKKTKVKFDDGAVFLAACSSGDTEEVLRLLERGADINYANVDGLTALHQASIDDNVDMVKFL +>5070 +ALFSGDIANLTAAEIEQGFKDVPSFVHEGGDVPLVELLVSAGISPSKRQAREDIQNGAIYVNGERLQDVGAILTAEHRLEGRFTVIRRGKKKYYLIRYALE +>15409 +GSLRVKFSRSADAPAYQQGQNQLYNELNLGRREEYDVLDKRRGRDPEMGGKPRRKNPQEGLYNELQKDKMAEAYSEIGMKGERRRGKGHDGLYQGLSTATKDTYDALHM +>19171 +MHHHHHHSSGLVPRGSEFDEWTPGTAVLTSPVLVPGCPSKAVDPGLPSVKQEPPDPEEDKEENKDDSASKLAPEEEAGGAGTPVITEIFSLGGTRFRDTAVWLPRSKDLKK +>15441 +SHHHHHHSMANSAGSSNTQTPDASLQATVNGQSGGKKQPLNLSVYNVQATNIPPKETLVYTKQTQTTST +>19114 +MPLGSPEFMSSSAGSGHQPSQSRAIPTRTVAISDAAQLPHDYCTTPGGTLFSTTPGGTRIIYDRKFLLDRRNSPMAQTPPCHLPNIPGVTSPGTLIEDSKVEVNNLDNLDNHDRKHAVGDDA +>7358 +GNHSGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDSDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKVSLE diff --git a/datasets/chezod_117_all_trim_7.fasta b/datasets/chezod_117_all_trim_7.fasta new file mode 100644 index 0000000..fce3e97 --- /dev/null +++ b/datasets/chezod_117_all_trim_7.fasta @@ -0,0 +1,234 @@ +>4307 +GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVNITIKQHTVTTTTKGENFTETDIKIMERVVEQMCTTQYQKESQA +>15768 +MSTNPKPQRKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGVRATRKTSERSQPRGRRQPIPKARRPEGRTWAQPGY +>15397 +GTQNRPLLRNSLDDLVGPPSNLEGQSDERALLDQLHTLLSNTDATGLEEIDRALGIPELVNQGQ +>15123 +GESGERWARQVSGGHFVTLHGAERLEEETNDEDVSDIERRIAMRLAERRQED +>6047 +MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRHLLQ +>17290 +MGSSHHHHHHSSGLVPRGSHMYRKDKRRQEPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTLRRSPDDIPLMTPNTITMIPNSLVGLQTLHPYNTFAAGFNSTGLPH +>16876 +MAEEIKNVPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTTEVEVKEEEKKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPKTTVE +>15736 +MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEETLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVKLGGDLGTYVINKQTPNKQIWLSSPSSGPKRYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDLSSL +>25118 +LADGSSDAAREPRPAPAPIRRRSSNYRAYATEPHAKKKSKISASRKLQLKTLLLQIAKQELEREAEERRGEKG +>15274 +GSHMSSSSESTGTPSNPDLDAGVSEHSGDWLDQDSVSDQFSVEFEVESLDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESDTDSFEEDPEI +>4950 +GGKWSKSSVVGWPAVRERMRRAEPAADGVGAASRDLEKHGAITSSNTAAN +>16505 +MKKRPKPGGWNTGGSRYPGQGSPGGNRYPPQGGGTWGQPHGGGWGQPHGGGWGQPHGGGWGQPHGGGWGQGGGTHNQW +>11454 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+MQKLSARLRALRQRQLDRAAAAVEPDVVVKRQEALAAARLKMQEELNAQVEKHKEKLKQLEEEKRRQKIEMWDSMQEGKSYKGNAKKPQEEDSPGPSTSSVLKRKSDRKPLRGGGYNPLSGEGGGACSWRPGRRG +>18198 +GAMGASGGEDDELKGLLGLPEEETELDNLTEFNTAHNKRISTLTIEEGNLDIQRPKRKRKNSRVTFSEDDEIINPEDVDPS +>15179 +GHMPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDEMNILATYHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEATEAMAPDILARKLAAAEGLEPKYRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKLAR +>18248 +ASSHSLLFSSSFLSKPSSFTSSLRRFVYLPTRQFWPRQRHGFSTVFAVATEP +>7279 +MSESSSKSSQPLASKQEKDGTEKRGRGRPRKQPPVSPGTALVGSQKEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTPGRKPRGRPKKLEKEEEEGISQ +>18446 +MGEKTVKLYEDTHFKGYSVELPVGDYNLSSLISRGALNDDLSSARVPSGLRLEVFQHNNFKGVRDFYTSDAAELSRDNDASSVRV +>19650 +SLLDKDDSKAGMEEDHTYEGLDIDQTATYEDIVTLRTGEVKWSV +>19224 +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQAAS +>5204 +SKKIKDPDAAKPEDWDERAKIDDPTDSKPEDWDKPEHIPDPDAKKPEDWDEEMDGEWEPPVIQNPEY +>4686 +SKSMQVPFSRCCFSFAEQEIPLRAILCYRNTSSICSNEGLIFKLKRGKEACALDTVGWVQRHRKMLR +>10010 +EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRVYVEELKPTPEGDLEILLQKWENDECAQKKIIAEKTKIPAVFKIDALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQ +>19672 +WVTVQRTEAAERCGLHGSYVLRVEAERLTLLTVGAQSQILEPLLSWPYTLLRRYGRDKVMFSFEAGRRCPSGPGTFTFQTAQGNDIFQAVETAI +>18890 +SLQDGVRQSRASDKQTLLPNDQLYQPLKDREDDQYSHLQ +>5545 +SYYHHHHHHDYDIPTTENLYFQGAMGSGPCRRHLDSVLQQLQTEVYRGAQTLYVPNCDHRGFYRKRQCRSSQGQRRGPCWCVDRMGKSLPGSPDGNGSSS +>17483 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+ASTASPAKAESSGVIDLFGDAFGSGASETQPAPQAVSSSSASADLLAGFGG +>16670 +MAGGAWGRLACYLEFLKKEELKEFQLLLANKAHSRSSSGETPAQPEKTSGMEVASYLVAQYGEQRAWDLALHTWEQMGLRSLCAQAQEGA +>15162 +NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLYDHARGTQTGFVRHDDGYVSTSISLRSAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAAD +>15336 +GAMESAERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSILNPINSIRKFSIVQKTPLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLKE +>5022 +AFPSPAADYVEQRIDLNQLLIQHPSATYFVKASGDSMIDGGISDGDLLIVDSAITASHGDIVIAAVDGEFTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVVI +>15855 +GPHMTLEEFSAGEQKTERMDKVGDALEEVLSKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADEDDDRDVALQIHFTLIQAFCCENDINILRVSNPGRLAELLLLETDAGPAASEGAEQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVP +>16450 +MAYQQDPCANPTRQTGKTGGQTDQYGNPVHQTEALGAYGAGTGTGMHGGEHQQQPHQQPGVLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTSATSTPGQGQQQKGMMEKIK +>15766 +AVPVESKPDKPSGKSGMDAALDDLIDTLGGPEETEEENTTYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGPPADSSKPIGPDDAIDALSSDFTCGSPTAAGKKTEKEESTEVLKAQSAGTVRS +>6431 +EAESLTSAQKAKAEERKRRKMSRGLPDKTEEEKSVMAKKLEQKPKGEGIPTTAKLKVDEFESNVNEVKDPYPSADFPGDDEEDEPEIPVSPRPRPLAELQLKEKAVPIPEASSFFIFSP +>17926 +MGSSHHHHHHSSGLVPRGSHMAAPEGGISDVVEKSIKEAQETCAGDPVSGECVAAWDEVEELSAAASHARDKKKADGSDPLEEYCKDNPETN +>4280 +ASASPKQRRSIIRDRGPMYDDPTLPEGWTRKLKQRKSGRSAGKYDVYLINPQGKAFRSKVELIAYFEKVGDTSLDPNDFDFTVTG +>6139 +DEAQFKECYDTCHKECSDKGNGFTFCEMKCDTDCSVKDVKEKL +>11338 +GSSGSSGMTDYGEEQRNELEALESIYPDSFTVLSENPPSFTITVTSEAGENDETVQTTLKFTYSEKYPDEAPLYEIFSQENLEDNDVSDILKLLALQAEENLGMVMIFTLVTAVQEKLNEI +>18889 +SLKNRKAKAKPVTRGAGAGGRQRGQNKERPPPVPNPDYEPIRKGQRDLYS +>19485 +MGLSFPSPGESAPPTPDLEEKRAKLAEAAERRQKEAASRGILDVQSVQEKRKKKEKIEKQIATSGPPPEGGLRWTVSL +>15174 +GXSFCKADEKXCEYHADCCNCCLSGICAXSTNWILPGCS +>6974 +MQPASAKWYDRRDYVFIEFCVEDSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNWLSVDFNNWKDWEDDSDEDMSNFDRFSEMMNNMGGDEDVDLPEVDGADDDSQDSDD +>19796 +GRAMGLPGERGLRGEPGSVPNVDRLLETAGIKASALREIVETWDESSGSFLPVPERRRGPKGDSGE +>5956 +MADKRAHHNALERKRRDHIKDSFHSLRDSVPSLQGEKASRAQILDKATEYIQYMRRKVHTLQQDIDDLKRQNALLEQQVR +>7292 +GAMGSEPQDGNYFEHKHNIRPKPFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFRVLQGMVDDGSDD +>19037 +LLQEALSAYFDSMKIPSGQPETADVSREQVDKELDRASNSLISGLSQDEEDPPLPPTPMNSLVDECPLDQGLPKLSAEAVFEKCSQISLSQST +>1128 +VVYTDCTESGQNLCLCEGSNVCGQGNKCILGSDGEKNQCVTGEGTPKPQSHNDGDFEE +>4272 +MSATAATAPPAAPAGEGGPPAPPPNLTSNRRLQQTQAQVDEVVDIMRVNVDKVLERDQKLSELDDRADALQAGASQFETSAAKLKRKYW +>15136 +MSQKQEEENPAEETGEEKQDTQEKEGILPERAEEAKLKAKYPSLGQKPGGSDFLMKRLQKGQKYFDSGDYNMAKAKMKNKQLPSAGPDKNLVTGDHIPTPQDLPQRKSSLVTSK +>11388 +GSSGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPHVERKILDLFQLNKLVAEEGGFAVVCKDRKWTKIATKMGFAPGKAVGSHIRGHYERILNPYNLFLSGDSLRCLQKPNLTS +>6968 +MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEGVLYVGSKTKEGVVHGVATVAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEAYEMPSEEGY +>6498 +MASVLEELQKDLEEVKVLLEKSTRKRLRDTLTSEKSKIETELKNKMQQKSQKKPELDNEKPAAVVAPLTT +>6212 +NKELDPVQKLFVDKIREYRTKRQTSGGPVDAGPEYQQDLDRELFKLKQMYGKADMNTFPNFTFEDPKFE +>19521 +GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAREVIPMAAVKQALREAGDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELYGNNAAAE +>6970 +MQAIKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSANVMVDGKPVNLGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGTKLDLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGLKTVFDEAIRAV +>5313 +GPLGSPSKDCGSPKYAYFNGCSSPTAPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNWANYSAEQNRMGQAGSTISNSHAQPFDFPDDNQNAKKVAAGHELQPLAIVDQRPSSRASSRASSRP +>6846 +HLMYTLGPDGKRIYTLKKVTESGEITKSAHPARFSPDDKYSRQRVTLKKRFGLVPG +>19135 +MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTA +>4716 +GPLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFNAHKDKKGPRTIAEMRKEEMAKEMDPEKLKILEWIEGKERNIRALLSTMHTVLWAGETKWKPVGMADLVTPEQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSEFEN +>6521 +GSHMNNTSSSPQPKKKPLDGEYFTLQIRGRERFEMFRELNEALELKDA +>26549 +GHMASGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEA +>11526 +MNIVPQDTFKSQVSTDQDKSVLSSAVPSLPDTLRQQEGGAVPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQIFGIAEPMKRTMEMEIVNRTDFNPLSTNGSIHRDILLNKECSIDWEDVYPGTGLQASTMVGDDVHSK +>19364 +MRGSHHHHHHGSATFPPATSAPQQPPGPEDEDSSLDESDLYSLAHSYLGGGGRKGRTKREAAANTNRPSPGGHERKLVTKLQNSER +>15719 +AKTKGNKVNVGVKYAEKQERRFEPEKLREGRNIIGLQMGINKFASQQGMTAYGTRRHLYDPKLGTDQPLDQATISLQMGTNKGASQAGMTA +>4985 +ATPAPAAEMPGITIISASQTGNARRVAEALRDDLLAAKLNVKLVNAGDYKFKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLFSKKAPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRAPVA +>15506 +GSNGADNAHNNAFGGGKNPGIGNTSGAGSNGSASSNRGNSNGWSWSNKPHKNDGFHSDGSYHITFHGDNNSKPKPGGNSGNRG +>6112 +GSHMEHPKPSACRNLFGPVDHEELTRDLEKHCRDMEEASQRKWNFDFQNHKPLEGKYEWQEVEKGSLPEFYYRPPRPPKGA +>15398 +PNRSISPSALQDLLRTLKSPSSPQQQQQVLNILKSNPQLMAAFIKQRTAKYV +>19357 +MEANIRGQGGLAYPGVRTHGTLESVNGPKAGSRGLTSLADTFEHMIEELLDEDQKVRPNEENNKDADLYTSRVMLSSQVPLEPPL +>15141 +MKAKRSHQAIIMSTSLRVSPSIHGYHFDTASRKKAVGNIFENTDQESLERLFRNSGDKKAEERAKIIFAIDQDVEEKTRALMALKKRTKDKLFQFLKLR +>15711 +ATKAVAVLKGDGPVQGIINFEQKESNGPVKVWGSIKGLTEGLHGFHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSRLAC +>16296 +PGPEEQEEEPQPRKPGTRRERTLGAPASSERSAAGGRGPRGHKRKLNEEDAASESSRESSNEDEGSSSEADEMAKALE +>17760 +MEEPQSDPSVEPPLSQETFSDLWKLLPENNVLSPLPSQAMDDLMLSPDDIEQWFTEDPGPDEAPRMPEAAPPVAPAPAAPTPAAPA +>19507 +MAEMKTDAATLAQEAGNFERISGDLKTQIDQVESTAGSLQGQWRGAAGTAAQAAVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEEQQQALSSQMGFKLAAAL +>4922 +IDVLLGADDGSLAFVPSEFSISPGEKIVFKNNAGFPHNIVFDEDSIPSGVDASKISMSEEDLLNAKGETFEVALSNKGEYSFYCSPHQGAGM +>17325 +GPMELSVSSDSDSSQAGSNAGNQPMLWPAWVYCTRYSDRPSSGPRSRKPKKKNPNKEDKRPRTAFTAEQLQRLKAEFQTNRYLTEQRRQSLAQELGLNESQIKIWFQNKR +>15672 +PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPYRDPRPPPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSH +>15176 +GHMDPKGRKKIQFSVPAPPSQLDPRQVEMIRRRRPTPALLFRVSEHSSPEEESSPHQRTSGEGHHPKSKRPNPSAYTPPSLKAVQRIAESHLQTISNLSENQASEEEDELGEL +>17205 +MTETDKKQEQENHAECEDKPKPCCVCKPEKEERDTCILFNGQDSEKCKEFIEKYKECMKGYG +>4914 +LGASWHRPDKCCLGYQKRPLPQVLLSSWYPTSQLCSKPGVIFLTKRGRQVCADKSKDWVKKLMQ +>hmbdi +MKHDHHQGHTHSGKGHACHHEHNSPKTQQASSKMEGPIVYTCPMHPEIRQSAPGHCPLCGMALEPETVTVSEVVSPE +>15097 +PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLPLWKQQNL +>19478 +GPDSMDCQAVLQTLLSRTDLDPRVLSNTGWGQTQIKQDTVWDIEEVPRPEGKSDKGTEGWESAATQTKNSGGWGDAPSQSNQM +>6580 +LKTFSSKSEYQLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLVHHYMPPPGTPSFSLPPTEPSSEVPEQPPAQALPGSTPKRAYYIYSGGEKIPLVL +>16160 +GHMKMADAKQKRNEQLKRWIGSETDLEPPVVKRKKTKVKFDDGAVFLAACSSGDTEEVLRLLERGADINYANVDGLTALHQASIDDNVDMVKF +>5070 +ALFSGDIANLTAAEIEQGFKDVPSFVHEGGDVPLVELLVSAGISPSKRQAREDIQNGAIYVNGERLQDVGAILTAEHRLEGRFTVIRRGKKKYYLIRYAL +>15409 +GSLRVKFSRSADAPAYQQGQNQLYNELNLGRREEYDVLDKRRGRDPEMGGKPRRKNPQEGLYNELQKDKMAEAYSEIGMKGERRRGKGHDGLYQGLSTATKDTYDALH +>19171 +MHHHHHHSSGLVPRGSEFDEWTPGTAVLTSPVLVPGCPSKAVDPGLPSVKQEPPDPEEDKEENKDDSASKLAPEEEAGGAGTPVITEIFSLGGTRFRDTAVWLPRSKDLK +>15441 +SHHHHHHSMANSAGSSNTQTPDASLQATVNGQSGGKKQPLNLSVYNVQATNIPPKETLVYTKQTQTTS +>19114 +MPLGSPEFMSSSAGSGHQPSQSRAIPTRTVAISDAAQLPHDYCTTPGGTLFSTTPGGTRIIYDRKFLLDRRNSPMAQTPPCHLPNIPGVTSPGTLIEDSKVEVNNLDNLDNHDRKHAVGDD +>7358 +GNHSGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDSDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKVSL diff --git a/datasets/chezod_117_all_trim_8.fasta b/datasets/chezod_117_all_trim_8.fasta new file mode 100644 index 0000000..ca66082 --- /dev/null +++ b/datasets/chezod_117_all_trim_8.fasta @@ -0,0 +1,234 @@ +>4307 +GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVNITIKQHTVTTTTKGENFTETDIKIMERVVEQMCTTQYQKESQ +>15768 +MSTNPKPQRKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGVRATRKTSERSQPRGRRQPIPKARRPEGRTWAQPG +>15397 +GTQNRPLLRNSLDDLVGPPSNLEGQSDERALLDQLHTLLSNTDATGLEEIDRALGIPELVNQG +>15123 +GESGERWARQVSGGHFVTLHGAERLEEETNDEDVSDIERRIAMRLAERRQE +>6047 +MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRHLL +>17290 +MGSSHHHHHHSSGLVPRGSHMYRKDKRRQEPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTLRRSPDDIPLMTPNTITMIPNSLVGLQTLHPYNTFAAGFNSTGLP +>16876 +MAEEIKNVPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTTEVEVKEEEKKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPKTTV +>15736 +MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEETLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVKLGGDLGTYVINKQTPNKQIWLSSPSSGPKRYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDLSS +>25118 +LADGSSDAAREPRPAPAPIRRRSSNYRAYATEPHAKKKSKISASRKLQLKTLLLQIAKQELEREAEERRGEK +>15274 +GSHMSSSSESTGTPSNPDLDAGVSEHSGDWLDQDSVSDQFSVEFEVESLDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESDTDSFEEDPE +>4950 +GGKWSKSSVVGWPAVRERMRRAEPAADGVGAASRDLEKHGAITSSNTAA +>16505 +MKKRPKPGGWNTGGSRYPGQGSPGGNRYPPQGGGTWGQPHGGGWGQPHGGGWGQPHGGGWGQPHGGGWGQGGGTHNQ +>11454 +GILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQAGQQKEGEQNQQTQQQQILIQPQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPNSGPIIIRTPTVGPNGQVSWQTLQLQNLQVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDDK +>15131 +ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQDENPVVHFFKNIVTPRTPPPSQGKGRGLSLSRFSWGAEGQRPGFGYGGRASDYKSAHKGFKGAYDAQGTLSKIFKLGGRDSRSGSPMARR +>6078 +MNTDQQKVSEIFQSSKEKLQGDAKVVSDAFKKMASQDKDGKTTDADESEKHNYQEQYNKLKGAGHKKE +>4287 +GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMIIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSAR +>15086 +MPTKTYSEEFKRDAVALYENSDGASLQQIANDLGINRVTLKNWIIKYGSNHNVQGTTPSAAVSEAEQIRQLKKENALQRARTRHPAESC +>16912 +GIKQYSQEELKEMALVEIAHELFEEHKKPVPFQELLNEIASLLGVKKEELGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDFDEEDLDEDDDDLEIEEDIIDEDDEDY +>18177 +MQKLSARLRALRQRQLDRAAAAVEPDVVVKRQEALAAARLKMQEELNAQVEKHKEKLKQLEEEKRRQKIEMWDSMQEGKSYKGNAKKPQEEDSPGPSTSSVLKRKSDRKPLRGGGYNPLSGEGGGACSWRPGRR +>18198 +GAMGASGGEDDELKGLLGLPEEETELDNLTEFNTAHNKRISTLTIEEGNLDIQRPKRKRKNSRVTFSEDDEIINPEDVDP +>15179 +GHMPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDEMNILATYHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEATEAMAPDILARKLAAAEGLEPKYRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKLA +>18248 +ASSHSLLFSSSFLSKPSSFTSSLRRFVYLPTRQFWPRQRHGFSTVFAVATE +>7279 +MSESSSKSSQPLASKQEKDGTEKRGRGRPRKQPPVSPGTALVGSQKEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTPGRKPRGRPKKLEKEEEEGIS +>18446 +MGEKTVKLYEDTHFKGYSVELPVGDYNLSSLISRGALNDDLSSARVPSGLRLEVFQHNNFKGVRDFYTSDAAELSRDNDASSVR +>19650 +SLLDKDDSKAGMEEDHTYEGLDIDQTATYEDIVTLRTGEVKWS +>19224 +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQAA +>5204 +SKKIKDPDAAKPEDWDERAKIDDPTDSKPEDWDKPEHIPDPDAKKPEDWDEEMDGEWEPPVIQNPE +>4686 +SKSMQVPFSRCCFSFAEQEIPLRAILCYRNTSSICSNEGLIFKLKRGKEACALDTVGWVQRHRKML +>10010 +EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRVYVEELKPTPEGDLEILLQKWENDECAQKKIIAEKTKIPAVFKIDALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPT +>19672 +WVTVQRTEAAERCGLHGSYVLRVEAERLTLLTVGAQSQILEPLLSWPYTLLRRYGRDKVMFSFEAGRRCPSGPGTFTFQTAQGNDIFQAVETA +>18890 +SLQDGVRQSRASDKQTLLPNDQLYQPLKDREDDQYSHL +>5545 +SYYHHHHHHDYDIPTTENLYFQGAMGSGPCRRHLDSVLQQLQTEVYRGAQTLYVPNCDHRGFYRKRQCRSSQGQRRGPCWCVDRMGKSLPGSPDGNGSS +>17483 +MSDAGRKGFGEKASEALKPDSQKSYAEQGKEYITDKADKVAGKVQPEDNKGVFQGVHDSAEKGKDNAEGQGESLADQARDYMGAAKSKLNDAVEYVSGRVH +>11019 +GSFTMPGLVDSNPAPPESQEKKPLKPCCACPETKKARDACIIEKGEEHCGHLIEAHKEC +>15563 +MASNKSKPKDASQRRRSLEPAENVHGAGGGAFPASQTPSKPASADGHRGPSAAFAPAAAEPKLFGGFNSSDTVTSPQRAGPLAGGSA +>18578 +GSKRRELDDPGAYNYPFTWNTPSAPPGYNIAVKPDQIQYTELSNAKIAYKQNKANIAQEQQYGSHEEHLPADLETLQREIRMAQERLDLAIQAYHHQNNPHGPREKKAKVGSKSGSNKSSISSKSG +>17836 +MAYSEKVIDHYENPRNVGSFDNNDENVGSGMVGAPACGDVMKLQIKVNDEGIIEDARFKTYGCGSAIASSSLVTEWVKGKSLDEAQAIKNTDIAEELELPPVKIHCSILAEDAIKAAIAD +>5076 +MKKVIATKVLGTVKWFNVRNGYGFINRNDTKEDVFVHQTAIKKNNPRKYLRSVGDGETVEFDVVEGEKGAE +>5736 +MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVAGQ +>18631 +MAAPGERGRFHGGNLFFLPGGARSEMMDDLATDARGRGAGRRDAAASASTPAQAPTSDSPVAEDASRRRPCR +>4286 +GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTAELQAEIDDTVGIMRDNINKVAERGERLTSIEDKADNLAVSAQGFKRGANRVRKAM +>19332 +MVRTKADSVPGTYRKVVAARAPRKVLGSSTSATNSTSVSSRKAENKYAGGNPVCVRPTPKWQKGIGEFFRLSPKDSEKENQIPEEAGSSGLGKAKRKACPLQP +>15180 +GHMDEEDGEPPYEPESGCVEIPGLSEEEDPAPSRKIHFSTAPIQVFSTYSNEDYDRRNEDVDPMAASAEYELE +>2956 +MKPVTLIDVAEYAGVSYQTVSRVVNQASHVSAKTREKVEAAMAELNYI +>18927 +ENREIQPPFKPKVSGKGAENFDKFFTRGQPVLTPPDQLVIANIDQSDFEGFSYVNPQFVH +>18867 +SLRKRWQNEKLGLDAGDEYEDENLYEGLNLDDCSMYEDISRGLQGTYQDVGSLNI +>4034 +AIPKRLCLVCGDIASGYHYGVASCEACKAFFKRTIQGNIEYSCPATNECEITKRRRKSCQACRFMKALKVGMLKEGVRLDRVRGGRQKYK +>19482 +NPLEAVVFEERDGNAVLNLLFSLRGTKPSSLSRAVKVFETFEAKIHHLETRPAQRPLAGSPHLEYFVRFEVPSGDLAALLSSVRR +>25093 +MIHSSVKRWGNSPAVRIPATLMQALNLNIDDEVKIDLVDGKLIIEPVRKEPVFTLAELVNDITPENLHENIDWG +>15430 +MNLEPPKAEIRSATRVMGGPVTPRKGPPKFKQRQTRQFKSKPPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFNHLELH +>25327 +GSHMADENANRPVNPGEDPNEAFRSTPFEATTSALGDCRECIAYRTGATTGKGSRRHDDTVSREIKGSSATPGGS +>17048 +ASTASPAKAESSGVIDLFGDAFGSGASETQPAPQAVSSSSASADLLAGFG +>16670 +MAGGAWGRLACYLEFLKKEELKEFQLLLANKAHSRSSSGETPAQPEKTSGMEVASYLVAQYGEQRAWDLALHTWEQMGLRSLCAQAQEG +>15162 +NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLYDHARGTQTGFVRHDDGYVSTSISLRSAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAA +>15336 +GAMESAERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSILNPINSIRKFSIVQKTPLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLK +>5022 +AFPSPAADYVEQRIDLNQLLIQHPSATYFVKASGDSMIDGGISDGDLLIVDSAITASHGDIVIAAVDGEFTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVV +>15855 +GPHMTLEEFSAGEQKTERMDKVGDALEEVLSKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADEDDDRDVALQIHFTLIQAFCCENDINILRVSNPGRLAELLLLETDAGPAASEGAEQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQWV +>16450 +MAYQQDPCANPTRQTGKTGGQTDQYGNPVHQTEALGAYGAGTGTGMHGGEHQQQPHQQPGVLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTSATSTPGQGQQQKGMMEKI +>15766 +AVPVESKPDKPSGKSGMDAALDDLIDTLGGPEETEEENTTYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGPPADSSKPIGPDDAIDALSSDFTCGSPTAAGKKTEKEESTEVLKAQSAGTVR +>6431 +EAESLTSAQKAKAEERKRRKMSRGLPDKTEEEKSVMAKKLEQKPKGEGIPTTAKLKVDEFESNVNEVKDPYPSADFPGDDEEDEPEIPVSPRPRPLAELQLKEKAVPIPEASSFFIFS +>17926 +MGSSHHHHHHSSGLVPRGSHMAAPEGGISDVVEKSIKEAQETCAGDPVSGECVAAWDEVEELSAAASHARDKKKADGSDPLEEYCKDNPET +>4280 +ASASPKQRRSIIRDRGPMYDDPTLPEGWTRKLKQRKSGRSAGKYDVYLINPQGKAFRSKVELIAYFEKVGDTSLDPNDFDFTVT +>6139 +DEAQFKECYDTCHKECSDKGNGFTFCEMKCDTDCSVKDVKEK +>11338 +GSSGSSGMTDYGEEQRNELEALESIYPDSFTVLSENPPSFTITVTSEAGENDETVQTTLKFTYSEKYPDEAPLYEIFSQENLEDNDVSDILKLLALQAEENLGMVMIFTLVTAVQEKLNE +>18889 +SLKNRKAKAKPVTRGAGAGGRQRGQNKERPPPVPNPDYEPIRKGQRDLY +>19485 +MGLSFPSPGESAPPTPDLEEKRAKLAEAAERRQKEAASRGILDVQSVQEKRKKKEKIEKQIATSGPPPEGGLRWTVS +>15174 +GXSFCKADEKXCEYHADCCNCCLSGICAXSTNWILPGC +>6974 +MQPASAKWYDRRDYVFIEFCVEDSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNWLSVDFNNWKDWEDDSDEDMSNFDRFSEMMNNMGGDEDVDLPEVDGADDDSQDSD +>19796 +GRAMGLPGERGLRGEPGSVPNVDRLLETAGIKASALREIVETWDESSGSFLPVPERRRGPKGDSG +>5956 +MADKRAHHNALERKRRDHIKDSFHSLRDSVPSLQGEKASRAQILDKATEYIQYMRRKVHTLQQDIDDLKRQNALLEQQV +>7292 +GAMGSEPQDGNYFEHKHNIRPKPFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFRVLQGMVDDGSD +>19037 +LLQEALSAYFDSMKIPSGQPETADVSREQVDKELDRASNSLISGLSQDEEDPPLPPTPMNSLVDECPLDQGLPKLSAEAVFEKCSQISLSQS +>1128 +VVYTDCTESGQNLCLCEGSNVCGQGNKCILGSDGEKNQCVTGEGTPKPQSHNDGDFE +>4272 +MSATAATAPPAAPAGEGGPPAPPPNLTSNRRLQQTQAQVDEVVDIMRVNVDKVLERDQKLSELDDRADALQAGASQFETSAAKLKRKY +>15136 +MSQKQEEENPAEETGEEKQDTQEKEGILPERAEEAKLKAKYPSLGQKPGGSDFLMKRLQKGQKYFDSGDYNMAKAKMKNKQLPSAGPDKNLVTGDHIPTPQDLPQRKSSLVTS +>11388 +GSSGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPHVERKILDLFQLNKLVAEEGGFAVVCKDRKWTKIATKMGFAPGKAVGSHIRGHYERILNPYNLFLSGDSLRCLQKPNLT +>6968 +MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEGVLYVGSKTKEGVVHGVATVAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEAYEMPSEEG +>6498 +MASVLEELQKDLEEVKVLLEKSTRKRLRDTLTSEKSKIETELKNKMQQKSQKKPELDNEKPAAVVAPLT +>6212 +NKELDPVQKLFVDKIREYRTKRQTSGGPVDAGPEYQQDLDRELFKLKQMYGKADMNTFPNFTFEDPKF +>19521 +GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAREVIPMAAVKQALREAGDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELYGNNAAA +>6970 +MQAIKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSANVMVDGKPVNLGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGTKLDLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGLKTVFDEAIRA +>5313 +GPLGSPSKDCGSPKYAYFNGCSSPTAPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNWANYSAEQNRMGQAGSTISNSHAQPFDFPDDNQNAKKVAAGHELQPLAIVDQRPSSRASSRASSR +>6846 +HLMYTLGPDGKRIYTLKKVTESGEITKSAHPARFSPDDKYSRQRVTLKKRFGLVP +>19135 +MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVT +>4716 +GPLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFNAHKDKKGPRTIAEMRKEEMAKEMDPEKLKILEWIEGKERNIRALLSTMHTVLWAGETKWKPVGMADLVTPEQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSEFE +>6521 +GSHMNNTSSSPQPKKKPLDGEYFTLQIRGRERFEMFRELNEALELKD +>26549 +GHMASGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEE +>11526 +MNIVPQDTFKSQVSTDQDKSVLSSAVPSLPDTLRQQEGGAVPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQIFGIAEPMKRTMEMEIVNRTDFNPLSTNGSIHRDILLNKECSIDWEDVYPGTGLQASTMVGDDVHS +>19364 +MRGSHHHHHHGSATFPPATSAPQQPPGPEDEDSSLDESDLYSLAHSYLGGGGRKGRTKREAAANTNRPSPGGHERKLVTKLQNSE +>15719 +AKTKGNKVNVGVKYAEKQERRFEPEKLREGRNIIGLQMGINKFASQQGMTAYGTRRHLYDPKLGTDQPLDQATISLQMGTNKGASQAGMT +>4985 +ATPAPAAEMPGITIISASQTGNARRVAEALRDDLLAAKLNVKLVNAGDYKFKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLFSKKAPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRAPV +>15506 +GSNGADNAHNNAFGGGKNPGIGNTSGAGSNGSASSNRGNSNGWSWSNKPHKNDGFHSDGSYHITFHGDNNSKPKPGGNSGNR +>6112 +GSHMEHPKPSACRNLFGPVDHEELTRDLEKHCRDMEEASQRKWNFDFQNHKPLEGKYEWQEVEKGSLPEFYYRPPRPPKG +>15398 +PNRSISPSALQDLLRTLKSPSSPQQQQQVLNILKSNPQLMAAFIKQRTAKY +>19357 +MEANIRGQGGLAYPGVRTHGTLESVNGPKAGSRGLTSLADTFEHMIEELLDEDQKVRPNEENNKDADLYTSRVMLSSQVPLEPP +>15141 +MKAKRSHQAIIMSTSLRVSPSIHGYHFDTASRKKAVGNIFENTDQESLERLFRNSGDKKAEERAKIIFAIDQDVEEKTRALMALKKRTKDKLFQFLKL +>15711 +ATKAVAVLKGDGPVQGIINFEQKESNGPVKVWGSIKGLTEGLHGFHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSRLA +>16296 +PGPEEQEEEPQPRKPGTRRERTLGAPASSERSAAGGRGPRGHKRKLNEEDAASESSRESSNEDEGSSSEADEMAKAL +>17760 +MEEPQSDPSVEPPLSQETFSDLWKLLPENNVLSPLPSQAMDDLMLSPDDIEQWFTEDPGPDEAPRMPEAAPPVAPAPAAPTPAAP +>19507 +MAEMKTDAATLAQEAGNFERISGDLKTQIDQVESTAGSLQGQWRGAAGTAAQAAVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEEQQQALSSQMGFKLAAA +>4922 +IDVLLGADDGSLAFVPSEFSISPGEKIVFKNNAGFPHNIVFDEDSIPSGVDASKISMSEEDLLNAKGETFEVALSNKGEYSFYCSPHQGAG +>17325 +GPMELSVSSDSDSSQAGSNAGNQPMLWPAWVYCTRYSDRPSSGPRSRKPKKKNPNKEDKRPRTAFTAEQLQRLKAEFQTNRYLTEQRRQSLAQELGLNESQIKIWFQNK +>15672 +PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPYRDPRPPPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRS +>15176 +GHMDPKGRKKIQFSVPAPPSQLDPRQVEMIRRRRPTPALLFRVSEHSSPEEESSPHQRTSGEGHHPKSKRPNPSAYTPPSLKAVQRIAESHLQTISNLSENQASEEEDELGE +>17205 +MTETDKKQEQENHAECEDKPKPCCVCKPEKEERDTCILFNGQDSEKCKEFIEKYKECMKGY +>4914 +LGASWHRPDKCCLGYQKRPLPQVLLSSWYPTSQLCSKPGVIFLTKRGRQVCADKSKDWVKKLM +>hmbdi +MKHDHHQGHTHSGKGHACHHEHNSPKTQQASSKMEGPIVYTCPMHPEIRQSAPGHCPLCGMALEPETVTVSEVVSP +>15097 +PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLPLWKQQN +>19478 +GPDSMDCQAVLQTLLSRTDLDPRVLSNTGWGQTQIKQDTVWDIEEVPRPEGKSDKGTEGWESAATQTKNSGGWGDAPSQSNQ +>6580 +LKTFSSKSEYQLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLVHHYMPPPGTPSFSLPPTEPSSEVPEQPPAQALPGSTPKRAYYIYSGGEKIPLV +>16160 +GHMKMADAKQKRNEQLKRWIGSETDLEPPVVKRKKTKVKFDDGAVFLAACSSGDTEEVLRLLERGADINYANVDGLTALHQASIDDNVDMVK +>5070 +ALFSGDIANLTAAEIEQGFKDVPSFVHEGGDVPLVELLVSAGISPSKRQAREDIQNGAIYVNGERLQDVGAILTAEHRLEGRFTVIRRGKKKYYLIRYA +>15409 +GSLRVKFSRSADAPAYQQGQNQLYNELNLGRREEYDVLDKRRGRDPEMGGKPRRKNPQEGLYNELQKDKMAEAYSEIGMKGERRRGKGHDGLYQGLSTATKDTYDAL +>19171 +MHHHHHHSSGLVPRGSEFDEWTPGTAVLTSPVLVPGCPSKAVDPGLPSVKQEPPDPEEDKEENKDDSASKLAPEEEAGGAGTPVITEIFSLGGTRFRDTAVWLPRSKDL +>15441 +SHHHHHHSMANSAGSSNTQTPDASLQATVNGQSGGKKQPLNLSVYNVQATNIPPKETLVYTKQTQTT +>19114 +MPLGSPEFMSSSAGSGHQPSQSRAIPTRTVAISDAAQLPHDYCTTPGGTLFSTTPGGTRIIYDRKFLLDRRNSPMAQTPPCHLPNIPGVTSPGTLIEDSKVEVNNLDNLDNHDRKHAVGD +>7358 +GNHSGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDSDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKVS diff --git a/datasets/chezod_117_all_trim_9.fasta b/datasets/chezod_117_all_trim_9.fasta new file mode 100644 index 0000000..5ddd0fe --- /dev/null +++ b/datasets/chezod_117_all_trim_9.fasta @@ -0,0 +1,234 @@ +>4307 +GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVNITIKQHTVTTTTKGENFTETDIKIMERVVEQMCTTQYQKES +>15768 +MSTNPKPQRKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGVRATRKTSERSQPRGRRQPIPKARRPEGRTWAQP +>15397 +GTQNRPLLRNSLDDLVGPPSNLEGQSDERALLDQLHTLLSNTDATGLEEIDRALGIPELVNQ +>15123 +GESGERWARQVSGGHFVTLHGAERLEEETNDEDVSDIERRIAMRLAERRQ +>6047 +MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRHL +>17290 +MGSSHHHHHHSSGLVPRGSHMYRKDKRRQEPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTLRRSPDDIPLMTPNTITMIPNSLVGLQTLHPYNTFAAGFNSTGL +>16876 +MAEEIKNVPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTTEVEVKEEEKKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPKTT +>15736 +MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEETLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVKLGGDLGTYVINKQTPNKQIWLSSPSSGPKRYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDLS +>25118 +LADGSSDAAREPRPAPAPIRRRSSNYRAYATEPHAKKKSKISASRKLQLKTLLLQIAKQELEREAEERRGE +>15274 +GSHMSSSSESTGTPSNPDLDAGVSEHSGDWLDQDSVSDQFSVEFEVESLDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESDTDSFEEDP +>4950 +GGKWSKSSVVGWPAVRERMRRAEPAADGVGAASRDLEKHGAITSSNTA +>16505 +MKKRPKPGGWNTGGSRYPGQGSPGGNRYPPQGGGTWGQPHGGGWGQPHGGGWGQPHGGGWGQPHGGGWGQGGGTHN +>11454 +GILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQAGQQKEGEQNQQTQQQQILIQPQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPNSGPIIIRTPTVGPNGQVSWQTLQLQNLQVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDD +>15131 +ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQDENPVVHFFKNIVTPRTPPPSQGKGRGLSLSRFSWGAEGQRPGFGYGGRASDYKSAHKGFKGAYDAQGTLSKIFKLGGRDSRSGSPMAR +>6078 +MNTDQQKVSEIFQSSKEKLQGDAKVVSDAFKKMASQDKDGKTTDADESEKHNYQEQYNKLKGAGHKK +>4287 +GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMIIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSA +>15086 +MPTKTYSEEFKRDAVALYENSDGASLQQIANDLGINRVTLKNWIIKYGSNHNVQGTTPSAAVSEAEQIRQLKKENALQRARTRHPAES +>16912 +GIKQYSQEELKEMALVEIAHELFEEHKKPVPFQELLNEIASLLGVKKEELGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDFDEEDLDEDDDDLEIEEDIIDEDDED +>18177 +MQKLSARLRALRQRQLDRAAAAVEPDVVVKRQEALAAARLKMQEELNAQVEKHKEKLKQLEEEKRRQKIEMWDSMQEGKSYKGNAKKPQEEDSPGPSTSSVLKRKSDRKPLRGGGYNPLSGEGGGACSWRPGR +>18198 +GAMGASGGEDDELKGLLGLPEEETELDNLTEFNTAHNKRISTLTIEEGNLDIQRPKRKRKNSRVTFSEDDEIINPEDVD +>15179 +GHMPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDEMNILATYHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEATEAMAPDILARKLAAAEGLEPKYRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKL +>18248 +ASSHSLLFSSSFLSKPSSFTSSLRRFVYLPTRQFWPRQRHGFSTVFAVAT +>7279 +MSESSSKSSQPLASKQEKDGTEKRGRGRPRKQPPVSPGTALVGSQKEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTPGRKPRGRPKKLEKEEEEGI +>18446 +MGEKTVKLYEDTHFKGYSVELPVGDYNLSSLISRGALNDDLSSARVPSGLRLEVFQHNNFKGVRDFYTSDAAELSRDNDASSV +>19650 +SLLDKDDSKAGMEEDHTYEGLDIDQTATYEDIVTLRTGEVKW +>19224 +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQA +>5204 +SKKIKDPDAAKPEDWDERAKIDDPTDSKPEDWDKPEHIPDPDAKKPEDWDEEMDGEWEPPVIQNP +>4686 +SKSMQVPFSRCCFSFAEQEIPLRAILCYRNTSSICSNEGLIFKLKRGKEACALDTVGWVQRHRKM +>10010 +EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRVYVEELKPTPEGDLEILLQKWENDECAQKKIIAEKTKIPAVFKIDALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALEKFDKALKALPMHIRLSFNP +>19672 +WVTVQRTEAAERCGLHGSYVLRVEAERLTLLTVGAQSQILEPLLSWPYTLLRRYGRDKVMFSFEAGRRCPSGPGTFTFQTAQGNDIFQAVET +>18890 +SLQDGVRQSRASDKQTLLPNDQLYQPLKDREDDQYSH +>5545 +SYYHHHHHHDYDIPTTENLYFQGAMGSGPCRRHLDSVLQQLQTEVYRGAQTLYVPNCDHRGFYRKRQCRSSQGQRRGPCWCVDRMGKSLPGSPDGNGS +>17483 +MSDAGRKGFGEKASEALKPDSQKSYAEQGKEYITDKADKVAGKVQPEDNKGVFQGVHDSAEKGKDNAEGQGESLADQARDYMGAAKSKLNDAVEYVSGRV +>11019 +GSFTMPGLVDSNPAPPESQEKKPLKPCCACPETKKARDACIIEKGEEHCGHLIEAHKE +>15563 +MASNKSKPKDASQRRRSLEPAENVHGAGGGAFPASQTPSKPASADGHRGPSAAFAPAAAEPKLFGGFNSSDTVTSPQRAGPLAGGS +>18578 +GSKRRELDDPGAYNYPFTWNTPSAPPGYNIAVKPDQIQYTELSNAKIAYKQNKANIAQEQQYGSHEEHLPADLETLQREIRMAQERLDLAIQAYHHQNNPHGPREKKAKVGSKSGSNKSSISSKS +>17836 +MAYSEKVIDHYENPRNVGSFDNNDENVGSGMVGAPACGDVMKLQIKVNDEGIIEDARFKTYGCGSAIASSSLVTEWVKGKSLDEAQAIKNTDIAEELELPPVKIHCSILAEDAIKAAIA +>5076 +MKKVIATKVLGTVKWFNVRNGYGFINRNDTKEDVFVHQTAIKKNNPRKYLRSVGDGETVEFDVVEGEKGA +>5736 +MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVAG +>18631 +MAAPGERGRFHGGNLFFLPGGARSEMMDDLATDARGRGAGRRDAAASASTPAQAPTSDSPVAEDASRRRPC +>4286 +GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTAELQAEIDDTVGIMRDNINKVAERGERLTSIEDKADNLAVSAQGFKRGANRVRKA +>19332 +MVRTKADSVPGTYRKVVAARAPRKVLGSSTSATNSTSVSSRKAENKYAGGNPVCVRPTPKWQKGIGEFFRLSPKDSEKENQIPEEAGSSGLGKAKRKACPLQ +>15180 +GHMDEEDGEPPYEPESGCVEIPGLSEEEDPAPSRKIHFSTAPIQVFSTYSNEDYDRRNEDVDPMAASAEYEL +>2956 +MKPVTLIDVAEYAGVSYQTVSRVVNQASHVSAKTREKVEAAMAELNY +>18927 +ENREIQPPFKPKVSGKGAENFDKFFTRGQPVLTPPDQLVIANIDQSDFEGFSYVNPQFV +>18867 +SLRKRWQNEKLGLDAGDEYEDENLYEGLNLDDCSMYEDISRGLQGTYQDVGSLN +>4034 +AIPKRLCLVCGDIASGYHYGVASCEACKAFFKRTIQGNIEYSCPATNECEITKRRRKSCQACRFMKALKVGMLKEGVRLDRVRGGRQKY +>19482 +NPLEAVVFEERDGNAVLNLLFSLRGTKPSSLSRAVKVFETFEAKIHHLETRPAQRPLAGSPHLEYFVRFEVPSGDLAALLSSVR +>25093 +MIHSSVKRWGNSPAVRIPATLMQALNLNIDDEVKIDLVDGKLIIEPVRKEPVFTLAELVNDITPENLHENIDW +>15430 +MNLEPPKAEIRSATRVMGGPVTPRKGPPKFKQRQTRQFKSKPPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFNHLEL +>25327 +GSHMADENANRPVNPGEDPNEAFRSTPFEATTSALGDCRECIAYRTGATTGKGSRRHDDTVSREIKGSSATPGG +>17048 +ASTASPAKAESSGVIDLFGDAFGSGASETQPAPQAVSSSSASADLLAGF +>16670 +MAGGAWGRLACYLEFLKKEELKEFQLLLANKAHSRSSSGETPAQPEKTSGMEVASYLVAQYGEQRAWDLALHTWEQMGLRSLCAQAQE +>15162 +NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLYDHARGTQTGFVRHDDGYVSTSISLRSAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPA +>15336 +GAMESAERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSILNPINSIRKFSIVQKTPLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDL +>5022 +AFPSPAADYVEQRIDLNQLLIQHPSATYFVKASGDSMIDGGISDGDLLIVDSAITASHGDIVIAAVDGEFTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGV +>15855 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license found in the # LICENSE file in the root directory of this source tree. -NEW_PROT_FASTA_FILE_PATH="../datasets/chezod_117_all.fasta" # put here your path -NEW_PROT_RES_REPR_DIR_PATH="../representations/chezod_117" # put here your path +NEW_PROT_FASTA_FILE_PATH="datasets/chezod_117_all_trim_9.fasta" # put here your path +NEW_PROT_RES_REPR_DIR_PATH="representations/chezod_117" # put here your path TRAIN_STRATEGY="train_on_cleared_1325_test_on_117_residue_split" MODEL_TYPE="esm-1b" -PRED_Z_FILE_PATH="predicted_z_scores.json" +PRED_Z_FILE_PATH="results/chezod_117_predicted_z_scores_trim_9.json" printf "Extracting residue level representation of %s \n" $NEW_PROT_FASTA_FILE_PATH -python ../adopt/embedding.py $NEW_PROT_FASTA_FILE_PATH \ +python adopt/embedding.py $NEW_PROT_FASTA_FILE_PATH \ $NEW_PROT_RES_REPR_DIR_PATH printf "Computing Z scores of %s \n" $NEW_PROT_FASTA_FILE_PATH -python ../adopt/inference.py $NEW_PROT_FASTA_FILE_PATH \ +python adopt/inference.py 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Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.metrics import mean_absolute_error, accuracy_score\n", + "from scipy import stats\n", + "from Bio import SeqIO\n", + "from adopt.utils import fasta_to_df, df_to_fasta\n", + "import random" + ] + }, + { + "cell_type": "markdown", + "id": "2531569e-889d-4d4e-a2f4-3ea34552970b", + "metadata": {}, + "source": [ + "# Functions" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "f2ecd074-a55e-4be3-aaf3-003c85cfd675", + "metadata": {}, + "outputs": [], + "source": [ + "def no_go_ixs(zscores):\n", + " no_go_ixs = [i for i, x in enumerate(zscores) if x == 999.0]\n", + " return no_go_ixs\n", + "\n", + "def take_go_pos(scores, no_go_pos):\n", + " go_pos = [scores[i] for i in range(len(scores)) if i not in no_go_pos]\n", + " return go_pos\n", + "\n", + "def put_nans(x):\n", + " new_scores = [i if i != 999.0 else np.nan for i in x]\n", + " return new_scores\n", + "\n", + "def to_bin(x):\n", + " bin_scores = []\n", + " for score in x:\n", + " if score < 8:\n", + " new_score = 1\n", + " elif score >=8:\n", + " new_score = 0\n", + " else:\n", + " new_score = score\n", + " bin_scores.append(new_score)\n", + " return bin_scores\n", + "\n", + "def get_dis_regions(z_score_bin, dis_reg_len):\n", + " zones = {\"ones\": [], \"zeros\": [], 'ones_region': []}\n", + " reg = 0\n", + " for n, i in enumerate(z_score_bin):\n", + " pos_reg_diff = n-dis_reg_len+1\n", + " pos_reg_sum = n+dis_reg_len\n", + " #if n>0:\n", + " if pos_reg_diff>=0:\n", + " #if z_score_bin[n]+z_score_bin[n-1])==2:\n", + " if (sum(z_score_bin[pos_reg_diff:n+1]))==dis_reg_len:\n", + " zones['ones'].append(n)\n", + " zones['ones_region'].append(reg) \n", + " else:\n", + " zones['zeros'].append(n)\n", + " reg+=1\n", + " else:\n", + " #if (z_score_bin[n]+z_score_bin[n+1])==2:\n", + " if (sum(z_score_bin[n:pos_reg_sum]))==dis_reg_len:\n", + " zones['ones'].append(n)\n", + " zones['ones_region'].append(reg) \n", + " else:\n", + " zones['zeros'].append(n)\n", + " return zones\n", + "\n", + "def get_disorder_reg_index(bin_true_score, dis_reg_len):\n", + " dis_regions = get_dis_regions(bin_true_score, dis_reg_len)['ones_region']\n", + " dis_regions_ixs = get_dis_regions(bin_true_score, dis_reg_len)['ones']\n", + "\n", + " regions = list(set(dis_regions))\n", + " dis_reg_ix_list = []\n", + "\n", + " for n, reg in enumerate(regions):\n", + " region_ix = [i for i, j in enumerate(dis_regions) if j == reg]\n", + " dis_reg_ix = [dis_regions_ixs[n] for n in region_ix]\n", + " dis_reg_ix_list.append(dis_reg_ix)\n", + " return dis_reg_ix_list\n", + "\n", + "def compute_accuracy_per_region(true_score, pred_score, bin_true_score, bin_pred_score, dis_ixs):\n", + " #accuracy_prot = []\n", + " #corr_prot = []\n", + " true_z_score_dis_l = []\n", + " pred_z_score_dis_l = []\n", + " dis_reg_true_clss = []\n", + " dis_reg_pred_clss = []\n", + " for reg_ixs in dis_ixs:\n", + " true_z_score_class_dis_reg = [bin_true_score[i] for i in reg_ixs]\n", + " pred_z_score_class_dis_reg = [bin_pred_score[i] for i in reg_ixs]\n", + " true_z_score_dis_reg = [true_score[i] for i in reg_ixs]\n", + " pred_z_score_dis_reg = [pred_score[i] for i in reg_ixs]\n", + " #acc = accuracy_score(true_z_score_class_dis_reg, pred_z_score_class_dis_reg)\n", + " #prs = stats.pearsonr(true_z_score_dis_reg, pred_z_score_dis_reg)\n", + " #accuracy_prot.append(acc)\n", + " #corr_prot.append(prs)\n", + " dis_reg_true_clss.extend(true_z_score_class_dis_reg)\n", + " dis_reg_pred_clss.extend(pred_z_score_class_dis_reg)\n", + " true_z_score_dis_l.extend(true_z_score_dis_reg)\n", + " pred_z_score_dis_l.extend(pred_z_score_dis_reg)\n", + " return true_z_score_dis_l, pred_z_score_dis_l, dis_reg_true_clss, dis_reg_pred_clss\n", + "\n", + "def extract_disordered_regions_bin(bin_true_score, bin_pred_score, dis_ixs, perc_dis):\n", + " dis_reg_true_clss = []\n", + " dis_reg_pred_clss = []\n", + " for reg_ixs in dis_ixs:\n", + " true_z_score_class_dis_reg = [bin_true_score[i] for i in reg_ixs]\n", + " pred_z_score_class_dis_reg = [bin_pred_score[i] for i in reg_ixs]\n", + " n_true_dis_res = sum(true_z_score_class_dis_reg)\n", + " n_pred_dis_res = sum(pred_z_score_class_dis_reg)\n", + " fraction_of_true_disorder = (np.rint(len(true_z_score_class_dis_reg)*perc_dis)).astype(int)\n", + " fraction_of_pred_disorder = (np.rint(len(pred_z_score_class_dis_reg)*perc_dis)).astype(int)\n", + " \n", + " if n_true_dis_res >= fraction_of_true_disorder:\n", + " dis_reg_true_clss.append(1)\n", + " else: \n", + " dis_reg_true_clss.append(0)\n", + " \n", + " if n_pred_dis_res >= fraction_of_pred_disorder:\n", + " dis_reg_pred_clss.append(1)\n", + " else: \n", + " dis_reg_pred_clss.append(0)\n", + " \n", + " return dis_reg_true_clss, dis_reg_pred_clss\n", + "\n", + "def extract_disordered_regions(bin_true_score, bin_pred_score, dis_ixs):\n", + " dis_reg_true_frac = []\n", + " dis_reg_pred_frac = []\n", + " for reg_ixs in dis_ixs:\n", + " true_z_score_class_dis_reg = [bin_true_score[i] for i in reg_ixs]\n", + " pred_z_score_class_dis_reg = [bin_pred_score[i] for i in reg_ixs]\n", + " n_true_dis_res = sum(true_z_score_class_dis_reg)\n", + " n_pred_dis_res = sum(pred_z_score_class_dis_reg)\n", + " fraction_of_true_disorder = float(n_true_dis_res/len(true_z_score_class_dis_reg))\n", + " fraction_of_pred_disorder = float(n_pred_dis_res/len(pred_z_score_class_dis_reg))\n", + " #print(fraction_of_pred_disorder)\n", + " \n", + " dis_reg_true_frac.append(fraction_of_true_disorder)\n", + " dis_reg_pred_frac.append(fraction_of_pred_disorder) \n", + " \n", + " return dis_reg_true_frac, dis_reg_pred_frac\n", + "\n", + "def trim_seq(x, trim_fac):\n", + " if isinstance(x, list):\n", + " x_trim = x[:-trim_fac]\n", + " else:\n", + " x_trim = list(x)\n", + " x_trim = x_trim[:-trim_fac]\n", + " x_trim = ''.join(x_trim)\n", + " return x_trim\n", + "\n", + "def mutate(x, vocab):\n", + " # choose random index to change\n", + " index = random.randint(0, len(x) - 1)\n", + " # make sure you are not using the previous char by removing it from \n", + " # the mutations to choose from\n", + " mutations = [c for c in vocab if c != x[index]]\n", + " # swap out the char at index with a random mutation\n", + " return x[:index] + random.choice(mutations) + x[index+1:]\n", + "\n", + "def get_rand_seq(x, n_mut, vocab):\n", + " for i in range(n_mut):\n", + " x = mutate(x, vocab)\n", + " return x" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d9112efa-2b3d-4f8c-8091-595f444682b7", + "metadata": {}, + "outputs": [], + "source": [ + "def write_trimmed_seqs(fasta_dir, orig_fasta_file, out_fasta_prefix, trim_fac):\n", + " df_117_orig = fasta_to_df(f'{fasta_dir}/{orig_fasta_file}')\n", + " df_117_trim = df_117_orig.copy()\n", + " df_117_trim['sequence'] = df_117_trim.sequence.apply(trim_seq, trim_fac=trim_fac)\n", + " df_to_fasta(df_117_trim, f\"{fasta_dir}/{out_fasta_prefix}_{trim_fac}.fasta\")\n", + " \n", + "def write_rand_seqs(fasta_dir, orig_fasta_file, out_fasta_prefix, n_mut, aa):\n", + " df_117_orig = fasta_to_df(f'{fasta_dir}/{orig_fasta_file}')\n", + " df_117_rand = df_117_orig.copy()\n", + " df_117_rand['sequence'] = df_117_rand.sequence.apply(get_rand_seq, n_mut=n_mut, vocab=aa)\n", + " df_to_fasta(df_117_rand, f\"{fasta_dir}/{out_fasta_prefix}_{n_mut}.fasta\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "2526786f-85b1-4040-8260-a5b6694569d5", + "metadata": {}, + "outputs": [], + "source": [ + "def import_data(gt_path, pred_prefix, mode, trim_fac, n_mut):\n", + " chezod_117_true_path = gt_path\n", + " if mode=='test':\n", + " chezod_117_pred_path = f'{pred_prefix}.json'\n", + " df_117_pred = pd.read_json(chezod_117_pred_path, orient='records')\n", + " df_117_true = pd.read_json(chezod_117_true_path, orient='records')\n", + " elif mode=='trim':\n", + " chezod_117_pred_path = f'{pred_prefix}_trim_{trim_fac}.json'\n", + " df_117_pred = pd.read_json(chezod_117_pred_path, orient='records')\n", + " df_117_true = pd.read_json(chezod_117_true_path, orient='records')\n", + " df_117_true['sequence'] = df_117_true.sequence.apply(trim_seq, trim_fac=trim_fac)\n", + " df_117_true['zscore'] = df_117_true.zscore.apply(trim_seq, trim_fac=trim_fac)\n", + " elif mode=='rand':\n", + " chezod_117_pred_path = f'{pred_prefix}_rand_{n_mut}.json'\n", + " df_117_pred = pd.read_json(chezod_117_pred_path, orient='records')\n", + " df_117_true = pd.read_json(chezod_117_true_path, orient='records')\n", + " df_117_true['sequence'] = df_117_pred.sequence\n", + " else:\n", + " print(\"Wrong mode\")\n", + " \n", + " return df_117_true, df_117_pred" + ] + }, + { + "cell_type": "markdown", + "id": "42f1fd2f-451a-43cf-8ebe-21be27af1d24", + "metadata": {}, + "source": [ + "# Parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "aaa9053a-8428-4d12-8260-d65b8f24cabc", + "metadata": {}, + "outputs": [], + "source": [ + "dis_reg_len = 3\n", + "trim_fac = 10\n", + "n_mut = 9\n", + "perc_dis = 0.7\n", + "aa = 'ARNDCQEGHILKMFPSTWYV'\n", + "\n", + "fasta_dir = \"../datasets\"\n", + "orig_fasta_file = \"chezod_117_all.fasta\"\n", + "max_trim_fac = 10\n", + "max_n_mut = 10" + ] + }, + { + "cell_type": "markdown", + "id": "ffa02dd8-6fa3-4501-b5d4-ffdec9b31add", + "metadata": {}, + "source": [ + "# Trim sequences" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "748f3bc7-9967-4462-b3b4-8679375facfd", + "metadata": {}, + "outputs": [], + "source": [ + "for i in range(max_trim_fac):\n", + " write_trimmed_seqs(fasta_dir, orig_fasta_file, \"chezod_117_all_trim\", i)" + ] + }, + { + "cell_type": "markdown", + "id": "265f30a0-6206-4ff3-ae13-05919070335d", + "metadata": {}, + "source": [ + "# Randomize sequences" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "c8c1b09f-dbbd-4b6c-b1e6-0d5e56d67b31", + "metadata": {}, + "outputs": [], + "source": [ + "for i in range(max_n_mut):\n", + " write_rand_seqs(fasta_dir, orig_fasta_file, \"chezod_117_all_rand\", i, aa)" + ] + }, + { + "cell_type": "markdown", + "id": "82e2a8ac-9cee-44ec-8e25-0db2e419d273", + "metadata": {}, + "source": [ + "# Import data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2294ea58-ac74-479a-8949-4e2e52a8fdba", + "metadata": {}, + "outputs": [], + "source": [ + "df_117_true, df_117_pred = import_data('../datasets/117_dataset_raw.json', \n", + " 'chezod_117_all', \n", + " 'test', \n", + " trim_fac, \n", + " n_mut)" + ] + }, + { + "cell_type": "markdown", + "id": "29022566-6308-4a55-9a1b-0e113599218d", + "metadata": {}, + "source": [ + "# Preprocessing" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "d960eb2b-acd8-4b8c-bac7-4b5ba35ba145", + "metadata": {}, + "outputs": [], + "source": [ + "df_117 = pd.concat([df_117_true, df_117_pred[[\"z_scores\"]]], axis=1)\n", + "df_117.rename(columns={\"zscore\": \"zscore_true\", \"z_scores\": \"zscore_pred\"}, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "id": "4d491aaa-aa06-40bc-bbc4-5a3aabb51221", + "metadata": {}, + "outputs": [], + "source": [ + "df_117[\"no_go_ixs\"] = df_117.zscore_true.apply(no_go_ixs)\n", + "df_117[\"zscore_true_nan\"] = df_117.zscore_true.apply(put_nans)\n", + "df_117[\"go_zscore_true\"] = df_117.apply(lambda x: take_go_pos(x['zscore_true'], x['no_go_ixs']), axis=1)\n", + "df_117[\"go_zscore_pred\"] = df_117.apply(lambda x: take_go_pos(x['zscore_pred'], x['no_go_ixs']), axis=1)\n", + "df_117[\"zscore_true_bin\"] = df_117.zscore_true_nan.apply(to_bin)\n", + "df_117[\"zscore_pred_bin\"] = df_117.zscore_pred.apply(to_bin)" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "id": "d1c474ae-fb5c-4ea7-833b-256db54243a4", + "metadata": {}, + "outputs": [], + "source": [ + "zscores_true = np.concatenate(df_117.zscore_true_nan.values)\n", + "zscores_pred = np.concatenate(df_117.zscore_pred.values)" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "id": "f280447a-2756-48f1-a297-edbf8b2c72b9", + "metadata": {}, + "outputs": [], + "source": [ + "go_zscores_true = np.concatenate(df_117.go_zscore_true.values)\n", + "go_zscores_pred = np.concatenate(df_117.go_zscore_pred.values)" + ] + }, + { + "cell_type": "markdown", + "id": "fe54fc0f-fa4c-40a6-ba16-45802625b7fe", + "metadata": {}, + "source": [ + "# Statistical analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "id": "1b6b355c-9bf3-491b-9a56-f1361b923078", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3.3942266032934425" + ] + }, + "execution_count": 122, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mean_absolute_error(go_zscores_true, go_zscores_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "id": "28ce6cf2-7a4b-4e0f-9f2f-e9f20618b750", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SpearmanrResult(correlation=0.6817357326225366, pvalue=0.0)" + ] + }, + "execution_count": 123, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stats.spearmanr(zscores_true, zscores_pred, nan_policy='omit')" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "id": "04e6dc6f-1196-4fe4-8593-0272035f9d96", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.7151340204905843, 0.0)" + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stats.pearsonr(go_zscores_true, go_zscores_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "id": "ed979857-3c22-424e-990f-42afd70d9b5b", + "metadata": {}, + "outputs": [], + "source": [ + "bin_true_scores = df_117.zscore_true_bin.values\n", + "bin_pred_scores = df_117.zscore_pred_bin.values\n", + "\n", + "true_scores = df_117.zscore_true.values\n", + "pred_scores = df_117.zscore_pred.values" + ] + }, + { + "cell_type": "markdown", + "id": "2c52b774-7978-4dd4-b834-379ad484928b", + "metadata": {}, + "source": [ + "# Z score corr in disordered regions" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "id": "22ebc5c4-3cef-46c1-8a19-9869a027b3c0", + "metadata": {}, + "outputs": [], + "source": [ + "dis_reg_true_zscore = []\n", + "dis_reg_pred_zscore = []\n", + "dis_reg_true_class = []\n", + "dis_reg_pred_class = []\n", + "\n", + "\n", + "for i in range(len(true_scores)):\n", + " bin_true_score = bin_true_scores[i] \n", + " bin_pred_score = bin_pred_scores[i] \n", + " true_score = true_scores[i] \n", + " pred_score = pred_scores[i] \n", + " dis_ixs = get_disorder_reg_index(bin_true_score, dis_reg_len=dis_reg_len)\n", + " true_z_score_dis_reg, pred_z_score_dis_reg, dis_reg_true_clss, dis_reg_pred_clss = compute_accuracy_per_region(true_score,\n", + " pred_score, \n", + " bin_true_score, \n", + " bin_pred_score, \n", + " dis_ixs)\n", + " dis_reg_true_zscore.extend(true_z_score_dis_reg)\n", + " dis_reg_pred_zscore.extend(pred_z_score_dis_reg)\n", + " dis_reg_true_class.extend(dis_reg_true_clss)\n", + " dis_reg_pred_class.extend(dis_reg_pred_clss)" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "id": "733050e3-ef52-430c-b2e9-585594c93a36", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SpearmanrResult(correlation=0.29801228916857764, pvalue=2.7520931323800866e-168)" + ] + }, + "execution_count": 127, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stats.spearmanr(dis_reg_true_zscore, dis_reg_pred_zscore)" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "id": "f6f544fe-b01a-451d-b47a-bff41e9be8c1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.3216994014129946, 2.5908855591832515e-197)" + ] + }, + "execution_count": 128, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stats.pearsonr(dis_reg_true_zscore, dis_reg_pred_zscore)" + ] + }, + { + "cell_type": "markdown", + "id": "4f7798db-725e-466b-b4ec-2822af1c6cbe", + "metadata": {}, + "source": [ + "# Accuracy in disordered regions" + ] + }, + { + "cell_type": "markdown", + "id": "a47f095f-f769-441a-ba47-915031265481", + "metadata": {}, + "source": [ + "### Per residue" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "id": "8325f744-193e-4895-a995-d168c216e86f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8269488021403381" + ] + }, + "execution_count": 129, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "accuracy_score(dis_reg_true_class, dis_reg_pred_class)" + ] + }, + { + "cell_type": "markdown", + "id": "9317e1c4-e85c-4e7a-b513-215e1ae7dc00", + "metadata": {}, + "source": [ + "### Per region" + ] + }, + { + "cell_type": "code", + "execution_count": 130, + "id": "0ce03e09-c3e1-4c72-8807-5250f1a99c9f", + "metadata": {}, + "outputs": [], + "source": [ + "dis_reg_true = []\n", + "dis_reg_pred = []\n", + "dis_reg_true_prob = []\n", + "dis_reg_pred_prob = []\n", + "\n", + "\n", + "for i in range(len(true_scores)):\n", + " bin_true_score = bin_true_scores[i] \n", + " bin_pred_score = bin_pred_scores[i] \n", + " dis_ixs = get_disorder_reg_index(bin_true_score, dis_reg_len=dis_reg_len)\n", + " dis_reg_true_clss, dis_reg_pred_clss = extract_disordered_regions_bin(bin_true_score, \n", + " bin_pred_score, \n", + " dis_ixs,\n", + " perc_dis=perc_dis)\n", + " dis_reg_true_frac, dis_reg_pred_frac = extract_disordered_regions(bin_true_score, \n", + " bin_pred_score, \n", + " dis_ixs)\n", + " \n", + " dis_reg_true.extend(dis_reg_true_clss)\n", + " dis_reg_pred.extend(dis_reg_pred_clss)\n", + " dis_reg_true_prob.extend(dis_reg_true_frac)\n", + " dis_reg_pred_prob.extend(dis_reg_pred_frac)" + ] + }, + { + "cell_type": "code", + "execution_count": 131, + "id": "cfe48c68-5c6e-401d-b23d-2d463debdac7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.6555555555555556" + ] + }, + "execution_count": 131, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "accuracy_score(dis_reg_true, dis_reg_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "91c8a68b-68c8-4dd2-9b81-d11689655192", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/additional_studies.ipynb b/notebooks/additional_studies.ipynb index 725307d..09b46ef 100644 --- a/notebooks/additional_studies.ipynb +++ b/notebooks/additional_studies.ipynb @@ -2,26 +2,18 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 79, "id": "e5f15e74-83b0-4e63-ad75-e0cfb2aa8ecd", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/ubuntu/python3-venv/lib/python3.8/site-packages/tqdm-4.64.0-py3.8.egg/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], + "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "from sklearn.metrics import mean_absolute_error, accuracy_score\n", "from scipy import stats\n", "from Bio import SeqIO\n", - "from adopt.utils import fasta_to_df, df_to_fasta" + "from adopt.utils import fasta_to_df, df_to_fasta\n", + "import random" ] }, { @@ -34,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 96, "id": "f2ecd074-a55e-4be3-aaf3-003c85cfd675", "metadata": {}, "outputs": [], @@ -169,7 +161,21 @@ " x_trim = list(x)\n", " x_trim = x_trim[:-trim_fac]\n", " x_trim = ''.join(x_trim)\n", - " return x_trim" + " return x_trim\n", + "\n", + "def mutate(x, vocab):\n", + " # choose random index to change\n", + " index = random.randint(0, len(x) - 1)\n", + " # make sure you are not using the previous char by removing it from \n", + " # the mutations to choose from\n", + " mutations = [c for c in vocab if c != x[index]]\n", + " # swap out the char at index with a random mutation\n", + " return x[:index] + random.choice(mutations) + x[index+1:]\n", + "\n", + "def get_rand_seq(x, n_mut, vocab):\n", + " for i in range(n_mut):\n", + " x = mutate(x, vocab)\n", + " return x" ] }, { @@ -182,13 +188,16 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 164, "id": "aaa9053a-8428-4d12-8260-d65b8f24cabc", "metadata": {}, "outputs": [], "source": [ "dis_reg_len = 3\n", - "trim_fac = 10" + "trim_fac = 10\n", + "n_mut = 9\n", + "perc_dis = 0.7\n", + "aa = 'ARNDCQEGHILKMFPSTWYV'" ] }, { @@ -230,6 +239,45 @@ "df_to_fasta(df_117_trim, f\"../datasets/chezod_117_all_trim_{trim_fac}.fasta\")" ] }, + { + "cell_type": "markdown", + "id": "265f30a0-6206-4ff3-ae13-05919070335d", + "metadata": {}, + "source": [ + "# Randomize sequences" + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "id": "3f860ffb-858d-49e1-b030-dbdc90d51601", + "metadata": {}, + "outputs": [], + "source": [ + "df_117_orig = fasta_to_df(\"../datasets/chezod_117_all.fasta\")" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "id": "e5ccbfea-8362-41b3-9eba-6025fe18f7af", + "metadata": {}, + "outputs": [], + "source": [ + "df_117_rand = df_117_orig.copy()\n", + "df_117_rand['sequence'] = df_117_rand.sequence.apply(get_rand_seq, n_mut=n_mut, vocab=aa)" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "id": "7b8bf71f-bfe4-4c64-8cd6-62cd5222cb29", + "metadata": {}, + "outputs": [], + "source": [ + "df_to_fasta(df_117_rand, f\"../datasets/chezod_117_all_rand_{n_mut}.fasta\")" + ] + }, { "cell_type": "markdown", "id": "82e2a8ac-9cee-44ec-8e25-0db2e419d273", @@ -270,7 +318,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 110, "id": "6db7fba3-e112-4379-90b9-174cf6200e73", "metadata": {}, "outputs": [], @@ -284,6 +332,29 @@ "df_117_true['zscore'] = df_117_true.zscore.apply(trim_seq, trim_fac=trim_fac)" ] }, + { + "cell_type": "markdown", + "id": "9dabf95c-9e21-4e46-9134-94782845a81c", + "metadata": {}, + "source": [ + "### Random test" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "id": "27de2cc1-870f-4dd4-81c2-eed30e8656ca", + "metadata": {}, + "outputs": [], + "source": [ + "chezod_117_pred_path = f'../results/chezod_117_predicted_z_scores_rand_{n_mut}.json'\n", + "chezod_117_true_path = '../datasets/117_dataset_raw.json'\n", + "\n", + "df_117_pred = pd.read_json(chezod_117_pred_path, orient='records')\n", + "df_117_true = pd.read_json(chezod_117_true_path, orient='records')\n", + "df_117_true['sequence'] = df_117_pred.sequence" + ] + }, { "cell_type": "markdown", "id": "29022566-6308-4a55-9a1b-0e113599218d", @@ -294,7 +365,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 117, "id": "d960eb2b-acd8-4b8c-bac7-4b5ba35ba145", "metadata": {}, "outputs": [], @@ -305,7 +376,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 119, "id": "4d491aaa-aa06-40bc-bbc4-5a3aabb51221", "metadata": {}, "outputs": [], @@ -320,7 +391,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 120, "id": "d1c474ae-fb5c-4ea7-833b-256db54243a4", "metadata": {}, "outputs": [], @@ -331,7 +402,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 121, "id": "f280447a-2756-48f1-a297-edbf8b2c72b9", "metadata": {}, "outputs": [], @@ -350,17 +421,17 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 122, "id": "1b6b355c-9bf3-491b-9a56-f1361b923078", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "3.360727014360871" + "3.3942266032934425" ] }, - "execution_count": 45, + "execution_count": 122, "metadata": {}, "output_type": "execute_result" } @@ -371,17 +442,17 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 123, "id": "28ce6cf2-7a4b-4e0f-9f2f-e9f20618b750", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "SpearmanrResult(correlation=0.6945910326085772, pvalue=0.0)" + "SpearmanrResult(correlation=0.6817357326225366, pvalue=0.0)" ] }, - "execution_count": 46, + "execution_count": 123, "metadata": {}, "output_type": "execute_result" } @@ -392,17 +463,17 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 124, "id": "04e6dc6f-1196-4fe4-8593-0272035f9d96", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(0.7250096213283791, 0.0)" + "(0.7151340204905843, 0.0)" ] }, - "execution_count": 47, + "execution_count": 124, "metadata": {}, "output_type": "execute_result" } @@ -413,7 +484,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 125, "id": "ed979857-3c22-424e-990f-42afd70d9b5b", "metadata": {}, "outputs": [], @@ -435,7 +506,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 126, "id": "22ebc5c4-3cef-46c1-8a19-9869a027b3c0", "metadata": {}, "outputs": [], @@ -465,17 +536,17 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 127, "id": "733050e3-ef52-430c-b2e9-585594c93a36", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "SpearmanrResult(correlation=0.3075198199734613, pvalue=1.126664906230272e-163)" + "SpearmanrResult(correlation=0.29801228916857764, pvalue=2.7520931323800866e-168)" ] }, - "execution_count": 50, + "execution_count": 127, "metadata": {}, "output_type": "execute_result" } @@ -486,17 +557,17 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 128, "id": "f6f544fe-b01a-451d-b47a-bff41e9be8c1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(0.3345466357133406, 3.7222839454334604e-195)" + "(0.3216994014129946, 2.5908855591832515e-197)" ] }, - "execution_count": 51, + "execution_count": 128, "metadata": {}, "output_type": "execute_result" } @@ -523,17 +594,17 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 129, "id": "8325f744-193e-4895-a995-d168c216e86f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.8263193052772211" + "0.8269488021403381" ] }, - "execution_count": 52, + "execution_count": 129, "metadata": {}, "output_type": "execute_result" } @@ -552,7 +623,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 130, "id": "0ce03e09-c3e1-4c72-8807-5250f1a99c9f", "metadata": {}, "outputs": [], @@ -570,7 +641,7 @@ " dis_reg_true_clss, dis_reg_pred_clss = extract_disordered_regions_bin(bin_true_score, \n", " bin_pred_score, \n", " dis_ixs,\n", - " perc_dis=0.7)\n", + " perc_dis=perc_dis)\n", " dis_reg_true_frac, dis_reg_pred_frac = extract_disordered_regions(bin_true_score, \n", " bin_pred_score, \n", " dis_ixs)\n", @@ -583,17 +654,17 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 131, "id": "cfe48c68-5c6e-401d-b23d-2d463debdac7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.6488095238095238" + "0.6555555555555556" ] }, - "execution_count": 54, + "execution_count": 131, "metadata": {}, "output_type": "execute_result" } diff --git a/results/chezod_117_predicted_z_scores_rand_1.json b/results/chezod_117_predicted_z_scores_rand_1.json new file mode 100644 index 0000000..277a340 --- /dev/null +++ b/results/chezod_117_predicted_z_scores_rand_1.json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/results/chezod_117_predicted_z_scores_rand_2.json b/results/chezod_117_predicted_z_scores_rand_2.json new file mode 100644 index 0000000..8e4d31d --- /dev/null +++ b/results/chezod_117_predicted_z_scores_rand_2.json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/results/chezod_117_predicted_z_scores_rand_3.json b/results/chezod_117_predicted_z_scores_rand_3.json new file mode 100644 index 0000000..b9604a4 --- /dev/null +++ b/results/chezod_117_predicted_z_scores_rand_3.json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/results/chezod_117_predicted_z_scores_rand_8.json b/results/chezod_117_predicted_z_scores_rand_8.json new file mode 100644 index 0000000..2e4c891 --- /dev/null +++ b/results/chezod_117_predicted_z_scores_rand_8.json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/results/chezod_117_predicted_z_scores_rand_9.json b/results/chezod_117_predicted_z_scores_rand_9.json new file mode 100644 index 0000000..4904b47 --- /dev/null +++ b/results/chezod_117_predicted_z_scores_rand_9.json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/results/chezod_117_predicted_z_scores_trim_2.json b/results/chezod_117_predicted_z_scores_trim_2.json new file mode 100644 index 0000000..f897756 --- /dev/null +++ b/results/chezod_117_predicted_z_scores_trim_2.json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/results/chezod_117_predicted_z_scores_trim_4.json b/results/chezod_117_predicted_z_scores_trim_4.json new file mode 100644 index 0000000..0d6cc5a --- /dev/null +++ b/results/chezod_117_predicted_z_scores_trim_4.json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/results/chezod_117_predicted_z_scores_trim_5.json b/results/chezod_117_predicted_z_scores_trim_5.json new file mode 100644 index 0000000..67fbff9 --- /dev/null +++ b/results/chezod_117_predicted_z_scores_trim_5.json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/results/chezod_117_predicted_z_scores_trim_6.json b/results/chezod_117_predicted_z_scores_trim_6.json new file mode 100644 index 0000000..b4b942f --- /dev/null +++ b/results/chezod_117_predicted_z_scores_trim_6.json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/results/chezod_117_predicted_z_scores_trim_7.json b/results/chezod_117_predicted_z_scores_trim_7.json new file mode 100644 index 0000000..b1d49db --- /dev/null +++ b/results/chezod_117_predicted_z_scores_trim_7.json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/results/chezod_117_predicted_z_scores_trim_8.json b/results/chezod_117_predicted_z_scores_trim_8.json new file mode 100644 index 0000000..9f1d2e3 --- /dev/null +++ b/results/chezod_117_predicted_z_scores_trim_8.json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/results/chezod_117_predicted_z_scores_trim_9.json b/results/chezod_117_predicted_z_scores_trim_9.json new file mode 100644 index 0000000..c49b55c --- /dev/null +++ b/results/chezod_117_predicted_z_scores_trim_9.json @@ -0,0 +1 @@ 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\ No newline at end of file From d08fed2d2c2df464fd6301276e7cdfc4192c25df Mon Sep 17 00:00:00 2001 From: CFisicaro Date: Tue, 8 Nov 2022 17:54:06 +0000 Subject: [PATCH 09/12] feat: disordered regions plot --- datasets/chezod_117_all_rand_0.fasta | 234 --- datasets/chezod_117_all_trim_0.fasta | 234 --- notebooks/additional_studies-fixed.ipynb | 2394 +++++++++++++++++++--- 3 files changed, 2130 insertions(+), 732 deletions(-) delete mode 100644 datasets/chezod_117_all_rand_0.fasta delete mode 100644 datasets/chezod_117_all_trim_0.fasta diff --git a/datasets/chezod_117_all_rand_0.fasta b/datasets/chezod_117_all_rand_0.fasta deleted file mode 100644 index 967b396..0000000 --- a/datasets/chezod_117_all_rand_0.fasta +++ /dev/null @@ -1,234 +0,0 @@ ->4307 -GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVNITIKQHTVTTTTKGENFTETDIKIMERVVEQMCTTQYQKESQAYYDGRRS ->15768 -MSTNPKPQRKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGVRATRKTSERSQPRGRRQPIPKARRPEGRTWAQPGYPHHHHHH ->15397 -GTQNRPLLRNSLDDLVGPPSNLEGQSDERALLDQLHTLLSNTDATGLEEIDRALGIPELVNQGQALEPKQD ->15123 -GESGERWARQVSGGHFVTLHGAERLEEETNDEDVSDIERRIAMRLAERRQEDSATHGDE ->6047 -MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRHLLQTMSSRTP ->17290 -MGSSHHHHHHSSGLVPRGSHMYRKDKRRQEPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTLRRSPDDIPLMTPNTITMIPNSLVGLQTLHPYNTFAAGFNSTGLPHSHSTTRV ->16876 -MAEEIKNVPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTTEVEVKEEEKKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPKTTVEEEKKDKE ->15736 -MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEETLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVKLGGDLGTYVINKQTPNKQIWLSSPSSGPKRYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDLSSLAYSGKDA ->25118 -LADGSSDAAREPRPAPAPIRRRSSNYRAYATEPHAKKKSKISASRKLQLKTLLLQIAKQELEREAEERRGEKGRHHHHHH ->15274 -GSHMSSSSESTGTPSNPDLDAGVSEHSGDWLDQDSVSDQFSVEFEVESLDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESDTDSFEEDPEISLADYWK ->4950 -GGKWSKSSVVGWPAVRERMRRAEPAADGVGAASRDLEKHGAITSSNTAANNAACAWX ->16505 -MKKRPKPGGWNTGGSRYPGQGSPGGNRYPPQGGGTWGQPHGGGWGQPHGGGWGQPHGGGWGQPHGGGWGQGGGTHNQWNKPSKPK ->11454 -GILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQAGQQKEGEQNQQTQQQQILIQPQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPNSGPIIIRTPTVGPNGQVSWQTLQLQNLQVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDDKGSHHHHHH ->15131 -ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQDENPVVHFFKNIVTPRTPPPSQGKGRGLSLSRFSWGAEGQRPGFGYGGRASDYKSAHKGFKGAYDAQGTLSKIFKLGGRDSRSGSPMARRLEHHHHHH ->6078 -MNTDQQKVSEIFQSSKEKLQGDAKVVSDAFKKMASQDKDGKTTDADESEKHNYQEQYNKLKGAGHKKELEHHHHHH ->4287 -GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMIIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSARKARKNKIR ->15086 -MPTKTYSEEFKRDAVALYENSDGASLQQIANDLGINRVTLKNWIIKYGSNHNVQGTTPSAAVSEAEQIRQLKKENALQRARTRHPAESCLEHHHHHH ->16912 -GIKQYSQEELKEMALVEIAHELFEEHKKPVPFQELLNEIASLLGVKKEELGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDFDEEDLDEDDDDLEIEEDIIDEDDEDYDDEEEEIK ->18177 -MQKLSARLRALRQRQLDRAAAAVEPDVVVKRQEALAAARLKMQEELNAQVEKHKEKLKQLEEEKRRQKIEMWDSMQEGKSYKGNAKKPQEEDSPGPSTSSVLKRKSDRKPLRGGGYNPLSGEGGGACSWRPGRRGPSSGGCG ->18198 -GAMGASGGEDDELKGLLGLPEEETELDNLTEFNTAHNKRISTLTIEEGNLDIQRPKRKRKNSRVTFSEDDEIINPEDVDPSVGRFRNM ->15179 -GHMPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDEMNILATYHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEATEAMAPDILARKLAAAEGLEPKYRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKLARQLISKDL ->18248 -ASSHSLLFSSSFLSKPSSFTSSLRRFVYLPTRQFWPRQRHGFSTVFAVATEPAISSSGP ->7279 -MSESSSKSSQPLASKQEKDGTEKRGRGRPRKQPPVSPGTALVGSQKEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTPGRKPRGRPKKLEKEEEEGISQESSEEEQ ->18446 -MGEKTVKLYEDTHFKGYSVELPVGDYNLSSLISRGALNDDLSSARVPSGLRLEVFQHNNFKGVRDFYTSDAAELSRDNDASSVRVSKMETTN ->19650 -SLLDKDDSKAGMEEDHTYEGLDIDQTATYEDIVTLRTGEVKWSVGEHPGQE ->19224 -GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQAASPAKGEPS ->5204 -SKKIKDPDAAKPEDWDERAKIDDPTDSKPEDWDKPEHIPDPDAKKPEDWDEEMDGEWEPPVIQNPEYKGEWKPR ->4686 -SKSMQVPFSRCCFSFAEQEIPLRAILCYRNTSSICSNEGLIFKLKRGKEACALDTVGWVQRHRKMLRHCPSKRK ->10010 -EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRVYVEELKPTPEGDLEILLQKWENDECAQKKIIAEKTKIPAVFKIDALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQLEEQCHI ->19672 -WVTVQRTEAAERCGLHGSYVLRVEAERLTLLTVGAQSQILEPLLSWPYTLLRRYGRDKVMFSFEAGRRCPSGPGTFTFQTAQGNDIFQAVETAIHRQKAQG ->18890 -SLQDGVRQSRASDKQTLLPNDQLYQPLKDREDDQYSHLQGNQLRRN ->5545 -SYYHHHHHHDYDIPTTENLYFQGAMGSGPCRRHLDSVLQQLQTEVYRGAQTLYVPNCDHRGFYRKRQCRSSQGQRRGPCWCVDRMGKSLPGSPDGNGSSSCPTGSSG ->17483 -MSDAGRKGFGEKASEALKPDSQKSYAEQGKEYITDKADKVAGKVQPEDNKGVFQGVHDSAEKGKDNAEGQGESLADQARDYMGAAKSKLNDAVEYVSGRVHGEEDPTKK ->11019 -GSFTMPGLVDSNPAPPESQEKKPLKPCCACPETKKARDACIIEKGEEHCGHLIEAHKECMRALGFKI ->15563 -MASNKSKPKDASQRRRSLEPAENVHGAGGGAFPASQTPSKPASADGHRGPSAAFAPAAAEPKLFGGFNSSDTVTSPQRAGPLAGGSAWSHPQFEK ->18578 -GSKRRELDDPGAYNYPFTWNTPSAPPGYNIAVKPDQIQYTELSNAKIAYKQNKANIAQEQQYGSHEEHLPADLETLQREIRMAQERLDLAIQAYHHQNNPHGPREKKAKVGSKSGSNKSSISSKSGDGKTSVWI ->17836 -MAYSEKVIDHYENPRNVGSFDNNDENVGSGMVGAPACGDVMKLQIKVNDEGIIEDARFKTYGCGSAIASSSLVTEWVKGKSLDEAQAIKNTDIAEELELPPVKIHCSILAEDAIKAAIADYKSKREAK ->5076 -MKKVIATKVLGTVKWFNVRNGYGFINRNDTKEDVFVHQTAIKKNNPRKYLRSVGDGETVEFDVVEGEKGAEAANVTGPG ->5736 -MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVAGQFEDADVDH ->18631 -MAAPGERGRFHGGNLFFLPGGARSEMMDDLATDARGRGAGRRDAAASASTPAQAPTSDSPVAEDASRRRPCRACVDFKTW ->4286 -GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTAELQAEIDDTVGIMRDNINKVAERGERLTSIEDKADNLAVSAQGFKRGANRVRKAMWYKDLKMK ->19332 -MVRTKADSVPGTYRKVVAARAPRKVLGSSTSATNSTSVSSRKAENKYAGGNPVCVRPTPKWQKGIGEFFRLSPKDSEKENQIPEEAGSSGLGKAKRKACPLQPDHTNDEKE ->15180 -GHMDEEDGEPPYEPESGCVEIPGLSEEEDPAPSRKIHFSTAPIQVFSTYSNEDYDRRNEDVDPMAASAEYELEKRVERLEL ->2956 -MKPVTLIDVAEYAGVSYQTVSRVVNQASHVSAKTREKVEAAMAELNYIPNRVAQQL ->18927 -ENREIQPPFKPKVSGKGAENFDKFFTRGQPVLTPPDQLVIANIDQSDFEGFSYVNPQFVHPILQSAVX ->18867 -SLRKRWQNEKLGLDAGDEYEDENLYEGLNLDDCSMYEDISRGLQGTYQDVGSLNIGDVQLEKP ->4034 -AIPKRLCLVCGDIASGYHYGVASCEACKAFFKRTIQGNIEYSCPATNECEITKRRRKSCQACRFMKALKVGMLKEGVRLDRVRGGRQKYKRRLDSENS ->19482 -NPLEAVVFEERDGNAVLNLLFSLRGTKPSSLSRAVKVFETFEAKIHHLETRPAQRPLAGSPHLEYFVRFEVPSGDLAALLSSVRRVSDDVRSA ->25093 -MIHSSVKRWGNSPAVRIPATLMQALNLNIDDEVKIDLVDGKLIIEPVRKEPVFTLAELVNDITPENLHENIDWGEPKDKEVW ->15430 -MNLEPPKAEIRSATRVMGGPVTPRKGPPKFKQRQTRQFKSKPPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFNHLELHELAQYGII ->25327 -GSHMADENANRPVNPGEDPNEAFRSTPFEATTSALGDCRECIAYRTGATTGKGSRRHDDTVSREIKGSSATPGGSEKAGTGRQ ->17048 -ASTASPAKAESSGVIDLFGDAFGSGASETQPAPQAVSSSSASADLLAGFGGSFMAPST ->16670 -MAGGAWGRLACYLEFLKKEELKEFQLLLANKAHSRSSSGETPAQPEKTSGMEVASYLVAQYGEQRAWDLALHTWEQMGLRSLCAQAQEGAGHSLEHH ->15162 -NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLYDHARGTQTGFVRHDDGYVSTSISLRSAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAADGYGLAGF ->15336 -GAMESAERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSILNPINSIRKFSIVQKTPLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLKECLFDDME ->5022 -AFPSPAADYVEQRIDLNQLLIQHPSATYFVKASGDSMIDGGISDGDLLIVDSAITASHGDIVIAAVDGEFTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHVVKAMR ->15855 -GPHMTLEEFSAGEQKTERMDKVGDALEEVLSKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADEDDDRDVALQIHFTLIQAFCCENDINILRVSNPGRLAELLLLETDAGPAASEGAEQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVPVINLPER ->16450 -MAYQQDPCANPTRQTGKTGGQTDQYGNPVHQTEALGAYGAGTGTGMHGGEHQQQPHQQPGVLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTSATSTPGQGQQQKGMMEKIKEKLPGAH ->15766 -AVPVESKPDKPSGKSGMDAALDDLIDTLGGPEETEEENTTYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGPPADSSKPIGPDDAIDALSSDFTCGSPTAAGKKTEKEESTEVLKAQSAGTVRSAAPPQEK ->6431 -EAESLTSAQKAKAEERKRRKMSRGLPDKTEEEKSVMAKKLEQKPKGEGIPTTAKLKVDEFESNVNEVKDPYPSADFPGDDEEDEPEIPVSPRPRPLAELQLKEKAVPIPEASSFFIFSPTNKVRVL ->17926 -MGSSHHHHHHSSGLVPRGSHMAAPEGGISDVVEKSIKEAQETCAGDPVSGECVAAWDEVEELSAAASHARDKKKADGSDPLEEYCKDNPETNECRTYDN ->4280 -ASASPKQRRSIIRDRGPMYDDPTLPEGWTRKLKQRKSGRSAGKYDVYLINPQGKAFRSKVELIAYFEKVGDTSLDPNDFDFTVTGRGSGSGC ->6139 -DEAQFKECYDTCHKECSDKGNGFTFCEMKCDTDCSVKDVKEKLENYKPKN ->11338 -GSSGSSGMTDYGEEQRNELEALESIYPDSFTVLSENPPSFTITVTSEAGENDETVQTTLKFTYSEKYPDEAPLYEIFSQENLEDNDVSDILKLLALQAEENLGMVMIFTLVTAVQEKLNEIVDQIKTR ->18889 -SLKNRKAKAKPVTRGAGAGGRQRGQNKERPPPVPNPDYEPIRKGQRDLYSGLNQRRI ->19485 -MGLSFPSPGESAPPTPDLEEKRAKLAEAAERRQKEAASRGILDVQSVQEKRKKKEKIEKQIATSGPPPEGGLRWTVSLEHHHHHH ->15174 -GXSFCKADEKXCEYHADCCNCCLSGICAXSTNWILPGCSTSSFFKI ->6974 -MQPASAKWYDRRDYVFIEFCVEDSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNWLSVDFNNWKDWEDDSDEDMSNFDRFSEMMNNMGGDEDVDLPEVDGADDDSQDSDDEKMPDLE ->19796 -GRAMGLPGERGLRGEPGSVPNVDRLLETAGIKASALREIVETWDESSGSFLPVPERRRGPKGDSGEQGPPGKE ->5956 -MADKRAHHNALERKRRDHIKDSFHSLRDSVPSLQGEKASRAQILDKATEYIQYMRRKVHTLQQDIDDLKRQNALLEQQVRALEGSGC ->7292 -GAMGSEPQDGNYFEHKHNIRPKPFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFRVLQGMVDDGSDDRPAGTRS ->19037 -LLQEALSAYFDSMKIPSGQPETADVSREQVDKELDRASNSLISGLSQDEEDPPLPPTPMNSLVDECPLDQGLPKLSAEAVFEKCSQISLSQSTTASLSKK ->1128 -VVYTDCTESGQNLCLCEGSNVCGQGNKCILGSDGEKNQCVTGEGTPKPQSHNDGDFEEIPEEYLQ ->4272 -MSATAATAPPAAPAGEGGPPAPPPNLTSNRRLQQTQAQVDEVVDIMRVNVDKVLERDQKLSELDDRADALQAGASQFETSAAKLKRKYWWKNLKMM ->15136 -MSQKQEEENPAEETGEEKQDTQEKEGILPERAEEAKLKAKYPSLGQKPGGSDFLMKRLQKGQKYFDSGDYNMAKAKMKNKQLPSAGPDKNLVTGDHIPTPQDLPQRKSSLVTSKLAGGQVE ->11388 -GSSGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPHVERKILDLFQLNKLVAEEGGFAVVCKDRKWTKIATKMGFAPGKAVGSHIRGHYERILNPYNLFLSGDSLRCLQKPNLTSDTKDKEY ->6968 -MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEGVLYVGSKTKEGVVHGVATVAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEAYEMPSEEGYQDYEPEA ->6498 -MASVLEELQKDLEEVKVLLEKSTRKRLRDTLTSEKSKIETELKNKMQQKSQKKPELDNEKPAAVVAPLTTGYTVKIS ->6212 -NKELDPVQKLFVDKIREYRTKRQTSGGPVDAGPEYQQDLDRELFKLKQMYGKADMNTFPNFTFEDPKFEVVEKPQS ->19521 -GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAREVIPMAAVKQALREAGDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELYGNNAAAESRKGQER ->6970 -MQAIKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSANVMVDGKPVNLGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGTKLDLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGLKTVFDEAIRAVLSPPPVK ->5313 -GPLGSPSKDCGSPKYAYFNGCSSPTAPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNWANYSAEQNRMGQAGSTISNSHAQPFDFPDDNQNAKKVAAGHELQPLAIVDQRPSSRASSRASSRPRPDDLEI ->6846 -HLMYTLGPDGKRIYTLKKVTESGEITKSAHPARFSPDDKYSRQRVTLKKRFGLVPGQHHHHHH ->19135 -MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQGL ->4716 -GPLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFNAHKDKKGPRTIAEMRKEEMAKEMDPEKLKILEWIEGKERNIRALLSTMHTVLWAGETKWKPVGMADLVTPEQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSEFENQGQKPLY ->6521 -GSHMNNTSSSPQPKKKPLDGEYFTLQIRGRERFEMFRELNEALELKDAQAGKEPG ->26549 -GHMASGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEASEDVVCC ->11526 -MNIVPQDTFKSQVSTDQDKSVLSSAVPSLPDTLRQQEGGAVPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQIFGIAEPMKRTMEMEIVNRTDFNPLSTNGSIHRDILLNKECSIDWEDVYPGTGLQASTMVGDDVHSKIEKQLGI ->19364 -MRGSHHHHHHGSATFPPATSAPQQPPGPEDEDSSLDESDLYSLAHSYLGGGGRKGRTKREAAANTNRPSPGGHERKLVTKLQNSERKKRGARR ->15719 -AKTKGNKVNVGVKYAEKQERRFEPEKLREGRNIIGLQMGINKFASQQGMTAYGTRRHLYDPKLGTDQPLDQATISLQMGTNKGASQAGMTAPGTKRQI ->4985 -ATPAPAAEMPGITIISASQTGNARRVAEALRDDLLAAKLNVKLVNAGDYKFKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLFSKKAPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRAPVAAPSQSVA ->15506 -GSNGADNAHNNAFGGGKNPGIGNTSGAGSNGSASSNRGNSNGWSWSNKPHKNDGFHSDGSYHITFHGDNNSKPKPGGNSGNRGNNGDGAS ->6112 -GSHMEHPKPSACRNLFGPVDHEELTRDLEKHCRDMEEASQRKWNFDFQNHKPLEGKYEWQEVEKGSLPEFYYRPPRPPKGACKVPAQE ->15398 -PNRSISPSALQDLLRTLKSPSSPQQQQQVLNILKSNPQLMAAFIKQRTAKYVANQPGMQ ->19357 -MEANIRGQGGLAYPGVRTHGTLESVNGPKAGSRGLTSLADTFEHMIEELLDEDQKVRPNEENNKDADLYTSRVMLSSQVPLEPPLLFLLEEY ->15141 -MKAKRSHQAIIMSTSLRVSPSIHGYHFDTASRKKAVGNIFENTDQESLERLFRNSGDKKAEERAKIIFAIDQDVEEKTRALMALKKRTKDKLFQFLKLRKYSIKVH ->15711 -ATKAVAVLKGDGPVQGIINFEQKESNGPVKVWGSIKGLTEGLHGFHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSRLACGVIGIAQ ->16296 -PGPEEQEEEPQPRKPGTRRERTLGAPASSERSAAGGRGPRGHKRKLNEEDAASESSRESSNEDEGSSSEADEMAKALEAELNDLM ->17760 -MEEPQSDPSVEPPLSQETFSDLWKLLPENNVLSPLPSQAMDDLMLSPDDIEQWFTEDPGPDEAPRMPEAAPPVAPAPAAPTPAAPAPAPSWPL ->19507 -MAEMKTDAATLAQEAGNFERISGDLKTQIDQVESTAGSLQGQWRGAAGTAAQAAVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEEQQQALSSQMGFKLAAALEHHHHHH ->4922 -IDVLLGADDGSLAFVPSEFSISPGEKIVFKNNAGFPHNIVFDEDSIPSGVDASKISMSEEDLLNAKGETFEVALSNKGEYSFYCSPHQGAGMVGKVTVN ->17325 -GPMELSVSSDSDSSQAGSNAGNQPMLWPAWVYCTRYSDRPSSGPRSRKPKKKNPNKEDKRPRTAFTAEQLQRLKAEFQTNRYLTEQRRQSLAQELGLNESQIKIWFQNKRAKIKKAT ->15672 -PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPYRDPRPPPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHHHH ->15176 -GHMDPKGRKKIQFSVPAPPSQLDPRQVEMIRRRRPTPALLFRVSEHSSPEEESSPHQRTSGEGHHPKSKRPNPSAYTPPSLKAVQRIAESHLQTISNLSENQASEEEDELGELRELGYPQ ->17205 -MTETDKKQEQENHAECEDKPKPCCVCKPEKEERDTCILFNGQDSEKCKEFIEKYKECMKGYGFEVPSAN ->4914 -LGASWHRPDKCCLGYQKRPLPQVLLSSWYPTSQLCSKPGVIFLTKRGRQVCADKSKDWVKKLMQQLPVTAR ->hmbdi -MKHDHHQGHTHSGKGHACHHEHNSPKTQQASSKMEGPIVYTCPMHPEIRQSAPGHCPLCGMALEPETVTVSEVVSPEYLDMRRR ->15097 -PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLPLWKQQNLKKEKGLF ->19478 -GPDSMDCQAVLQTLLSRTDLDPRVLSNTGWGQTQIKQDTVWDIEEVPRPEGKSDKGTEGWESAATQTKNSGGWGDAPSQSNQMKSGWGEL ->6580 -LKTFSSKSEYQLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLVHHYMPPPGTPSFSLPPTEPSSEVPEQPPAQALPGSTPKRAYYIYSGGEKIPLVLSRPLSSN ->16160 -GHMKMADAKQKRNEQLKRWIGSETDLEPPVVKRKKTKVKFDDGAVFLAACSSGDTEEVLRLLERGADINYANVDGLTALHQASIDDNVDMVKFLVENGAN ->5070 -ALFSGDIANLTAAEIEQGFKDVPSFVHEGGDVPLVELLVSAGISPSKRQAREDIQNGAIYVNGERLQDVGAILTAEHRLEGRFTVIRRGKKKYYLIRYALEHHHHHH ->15409 -GSLRVKFSRSADAPAYQQGQNQLYNELNLGRREEYDVLDKRRGRDPEMGGKPRRKNPQEGLYNELQKDKMAEAYSEIGMKGERRRGKGHDGLYQGLSTATKDTYDALHMQALPPR ->19171 -MHHHHHHSSGLVPRGSEFDEWTPGTAVLTSPVLVPGCPSKAVDPGLPSVKQEPPDPEEDKEENKDDSASKLAPEEEAGGAGTPVITEIFSLGGTRFRDTAVWLPRSKDLKKPGARKQ ->15441 -SHHHHHHSMANSAGSSNTQTPDASLQATVNGQSGGKKQPLNLSVYNVQATNIPPKETLVYTKQTQTTSTGGGNGD ->19114 -MPLGSPEFMSSSAGSGHQPSQSRAIPTRTVAISDAAQLPHDYCTTPGGTLFSTTPGGTRIIYDRKFLLDRRNSPMAQTPPCHLPNIPGVTSPGTLIEDSKVEVNNLDNLDNHDRKHAVGDDAQFEMDI ->7358 -GNHSGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDSDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKVSLEHHHHHH diff --git a/datasets/chezod_117_all_trim_0.fasta b/datasets/chezod_117_all_trim_0.fasta deleted file mode 100644 index f425ea6..0000000 --- a/datasets/chezod_117_all_trim_0.fasta +++ /dev/null @@ -1,234 +0,0 @@ ->4307 - ->15768 - ->15397 - ->15123 - ->6047 - ->17290 - ->16876 - ->15736 - ->25118 - ->15274 - ->4950 - ->16505 - ->11454 - ->15131 - ->6078 - ->4287 - ->15086 - ->16912 - ->18177 - ->18198 - ->15179 - ->18248 - ->7279 - ->18446 - ->19650 - ->19224 - ->5204 - ->4686 - ->10010 - ->19672 - ->18890 - ->5545 - ->17483 - ->11019 - ->15563 - ->18578 - ->17836 - ->5076 - ->5736 - ->18631 - ->4286 - ->19332 - ->15180 - ->2956 - ->18927 - ->18867 - ->4034 - ->19482 - ->25093 - ->15430 - ->25327 - ->17048 - ->16670 - ->15162 - ->15336 - ->5022 - ->15855 - ->16450 - ->15766 - ->6431 - ->17926 - ->4280 - ->6139 - ->11338 - ->18889 - ->19485 - ->15174 - ->6974 - ->19796 - ->5956 - ->7292 - ->19037 - ->1128 - ->4272 - ->15136 - ->11388 - ->6968 - ->6498 - ->6212 - ->19521 - ->6970 - ->5313 - ->6846 - ->19135 - ->4716 - ->6521 - ->26549 - ->11526 - ->19364 - ->15719 - ->4985 - ->15506 - ->6112 - ->15398 - ->19357 - ->15141 - ->15711 - ->16296 - ->17760 - ->19507 - ->4922 - ->17325 - ->15672 - ->15176 - ->17205 - ->4914 - ->hmbdi - ->15097 - ->19478 - ->6580 - ->16160 - ->5070 - ->15409 - ->19171 - ->15441 - ->19114 - ->7358 - diff --git a/notebooks/additional_studies-fixed.ipynb b/notebooks/additional_studies-fixed.ipynb index fca8323..0065e91 100644 --- a/notebooks/additional_studies-fixed.ipynb +++ b/notebooks/additional_studies-fixed.ipynb @@ -2,19 +2,10 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 54, "id": "e5f15e74-83b0-4e63-ad75-e0cfb2aa8ecd", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/ubuntu/python3-venv/lib/python3.8/site-packages/tqdm-4.64.0-py3.8.egg/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], + "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", @@ -22,7 +13,8 @@ "from scipy import stats\n", "from Bio import SeqIO\n", "from adopt.utils import fasta_to_df, df_to_fasta\n", - "import random" + "import random\n", + "import plotly.express as px" ] }, { @@ -209,12 +201,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 18, "id": "2526786f-85b1-4040-8260-a5b6694569d5", "metadata": {}, "outputs": [], "source": [ - "def import_data(gt_path, pred_prefix, mode, trim_fac, n_mut):\n", + "def import_data(gt_path, pred_prefix, mode, trim_fac=None, n_mut=None):\n", " chezod_117_true_path = gt_path\n", " if mode=='test':\n", " chezod_117_pred_path = f'{pred_prefix}.json'\n", @@ -234,7 +226,58 @@ " else:\n", " print(\"Wrong mode\")\n", " \n", - " return df_117_true, df_117_pred" + " return df_117_true, df_117_pred\n", + "\n", + "def run_analysis(df_117_true, df_117_pred, dis_reg_len, perc_dis):\n", + " df_117 = pd.concat([df_117_true, df_117_pred[[\"z_scores\"]]], axis=1)\n", + " df_117.rename(columns={\"zscore\": \"zscore_true\", \"z_scores\": \"zscore_pred\"}, inplace=True)\n", + " df_117[\"no_go_ixs\"] = df_117.zscore_true.apply(no_go_ixs)\n", + " df_117[\"zscore_true_nan\"] = df_117.zscore_true.apply(put_nans)\n", + " df_117[\"go_zscore_true\"] = df_117.apply(lambda x: take_go_pos(x['zscore_true'], x['no_go_ixs']), axis=1)\n", + " df_117[\"go_zscore_pred\"] = df_117.apply(lambda x: take_go_pos(x['zscore_pred'], x['no_go_ixs']), axis=1)\n", + " df_117[\"zscore_true_bin\"] = df_117.zscore_true_nan.apply(to_bin)\n", + " df_117[\"zscore_pred_bin\"] = df_117.zscore_pred.apply(to_bin)\n", + " zscores_true = np.concatenate(df_117.zscore_true_nan.values)\n", + " zscores_pred = np.concatenate(df_117.zscore_pred.values)\n", + " go_zscores_true = np.concatenate(df_117.go_zscore_true.values)\n", + " go_zscores_pred = np.concatenate(df_117.go_zscore_pred.values)\n", + " \n", + " mae = mean_absolute_error(go_zscores_true, go_zscores_pred)\n", + " srho = stats.spearmanr(zscores_true, zscores_pred, nan_policy='omit')\n", + " pcoeff = stats.pearsonr(go_zscores_true, go_zscores_pred)\n", + " \n", + " bin_true_scores = df_117.zscore_true_bin.values\n", + " bin_pred_scores = df_117.zscore_pred_bin.values\n", + " true_scores = df_117.zscore_true.values\n", + " pred_scores = df_117.zscore_pred.values\n", + " \n", + " \n", + " dis_reg_true = []\n", + " dis_reg_pred = []\n", + " dis_reg_true_prob = []\n", + " dis_reg_pred_prob = []\n", + "\n", + "\n", + " for i in range(len(true_scores)):\n", + " bin_true_score = bin_true_scores[i] \n", + " bin_pred_score = bin_pred_scores[i] \n", + " dis_ixs = get_disorder_reg_index(bin_true_score, dis_reg_len=dis_reg_len)\n", + " dis_reg_true_clss, dis_reg_pred_clss = extract_disordered_regions_bin(bin_true_score, \n", + " bin_pred_score, \n", + " dis_ixs,\n", + " perc_dis=perc_dis)\n", + " dis_reg_true_frac, dis_reg_pred_frac = extract_disordered_regions(bin_true_score, \n", + " bin_pred_score, \n", + " dis_ixs)\n", + "\n", + " dis_reg_true.extend(dis_reg_true_clss)\n", + " dis_reg_pred.extend(dis_reg_pred_clss)\n", + " dis_reg_true_prob.extend(dis_reg_true_frac)\n", + " dis_reg_pred_prob.extend(dis_reg_pred_frac)\n", + " \n", + " acc_in_dis_reg = accuracy_score(dis_reg_true, dis_reg_pred)\n", + " \n", + " return mae, srho, pcoeff, acc_in_dis_reg" ] }, { @@ -247,21 +290,18 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 19, "id": "aaa9053a-8428-4d12-8260-d65b8f24cabc", "metadata": {}, "outputs": [], "source": [ - "dis_reg_len = 3\n", - "trim_fac = 10\n", - "n_mut = 9\n", - "perc_dis = 0.7\n", - "aa = 'ARNDCQEGHILKMFPSTWYV'\n", - "\n", "fasta_dir = \"../datasets\"\n", "orig_fasta_file = \"chezod_117_all.fasta\"\n", "max_trim_fac = 10\n", - "max_n_mut = 10" + "max_n_mut = 10\n", + "dis_reg_len = 3\n", + "perc_dis = 0.7\n", + "aa = 'ARNDCQEGHILKMFPSTWYV'" ] }, { @@ -279,7 +319,7 @@ "metadata": {}, "outputs": [], "source": [ - "for i in range(max_trim_fac):\n", + "for i in range(1, max_trim_fac):\n", " write_trimmed_seqs(fasta_dir, orig_fasta_file, \"chezod_117_all_trim\", i)" ] }, @@ -298,7 +338,7 @@ "metadata": {}, "outputs": [], "source": [ - "for i in range(max_n_mut):\n", + "for i in range(1, max_n_mut):\n", " write_rand_seqs(fasta_dir, orig_fasta_file, \"chezod_117_all_rand\", i, aa)" ] }, @@ -307,345 +347,2171 @@ "id": "82e2a8ac-9cee-44ec-8e25-0db2e419d273", "metadata": {}, "source": [ - "# Import data" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2294ea58-ac74-479a-8949-4e2e52a8fdba", - "metadata": {}, - "outputs": [], - "source": [ - "df_117_true, df_117_pred = import_data('../datasets/117_dataset_raw.json', \n", - " 'chezod_117_all', \n", - " 'test', \n", - " trim_fac, \n", - " n_mut)" + "# Analysis" ] }, { "cell_type": "markdown", - "id": "29022566-6308-4a55-9a1b-0e113599218d", + "id": "f78cd400-160d-43e5-9177-39d2352b5b83", "metadata": {}, "source": [ - "# Preprocessing" + "### Test" ] }, { "cell_type": "code", - "execution_count": 117, - "id": "d960eb2b-acd8-4b8c-bac7-4b5ba35ba145", - "metadata": {}, - "outputs": [], - "source": [ - "df_117 = pd.concat([df_117_true, df_117_pred[[\"z_scores\"]]], axis=1)\n", - "df_117.rename(columns={\"zscore\": \"zscore_true\", \"z_scores\": \"zscore_pred\"}, inplace=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 119, - "id": "4d491aaa-aa06-40bc-bbc4-5a3aabb51221", - "metadata": {}, - "outputs": [], - "source": [ - "df_117[\"no_go_ixs\"] = df_117.zscore_true.apply(no_go_ixs)\n", - "df_117[\"zscore_true_nan\"] = df_117.zscore_true.apply(put_nans)\n", - "df_117[\"go_zscore_true\"] = df_117.apply(lambda x: take_go_pos(x['zscore_true'], x['no_go_ixs']), axis=1)\n", - "df_117[\"go_zscore_pred\"] = df_117.apply(lambda x: take_go_pos(x['zscore_pred'], x['no_go_ixs']), axis=1)\n", - "df_117[\"zscore_true_bin\"] = df_117.zscore_true_nan.apply(to_bin)\n", - "df_117[\"zscore_pred_bin\"] = df_117.zscore_pred.apply(to_bin)" - ] - }, - { - "cell_type": "code", - "execution_count": 120, - "id": "d1c474ae-fb5c-4ea7-833b-256db54243a4", - "metadata": {}, - "outputs": [], - "source": [ - "zscores_true = np.concatenate(df_117.zscore_true_nan.values)\n", - "zscores_pred = np.concatenate(df_117.zscore_pred.values)" - ] - }, - { - "cell_type": "code", - "execution_count": 121, - "id": "f280447a-2756-48f1-a297-edbf8b2c72b9", + "execution_count": 22, + "id": "2294ea58-ac74-479a-8949-4e2e52a8fdba", "metadata": {}, "outputs": [], "source": [ - "go_zscores_true = np.concatenate(df_117.go_zscore_true.values)\n", - "go_zscores_pred = np.concatenate(df_117.go_zscore_pred.values)" - ] - }, - { - "cell_type": "markdown", - "id": "fe54fc0f-fa4c-40a6-ba16-45802625b7fe", - "metadata": {}, - "source": [ - "# Statistical analysis" + "df_117_true, df_117_pred = import_data('../datasets/117_dataset_raw.json', \n", + " '../results/chezod_117_predicted_z_scores', \n", + " 'test')\n", + "mae, srho, pcoeff, acc_in_dis_reg = run_analysis(df_117_true, df_117_pred, dis_reg_len, perc_dis)" ] }, { "cell_type": "code", - "execution_count": 122, - "id": "1b6b355c-9bf3-491b-9a56-f1361b923078", + "execution_count": 30, + "id": "91c8a68b-68c8-4dd2-9b81-d11689655192", "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "3.3942266032934425" - ] - }, - "execution_count": 122, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "MAE 3.3715380375075217\n", + "Spearman corr SpearmanrResult(correlation=0.6896238159488697, pvalue=0.0)\n", + "Pearson corr (0.7223447684118596, 0.0)\n", + "Disordered regions accuracy 0.6555555555555556\n" + ] } ], "source": [ - "mean_absolute_error(go_zscores_true, go_zscores_pred)" + "print('MAE', mae)\n", + "print('Spearman corr', srho)\n", + "print('Pearson corr', pcoeff)\n", + "print('Disordered regions accuracy', acc_in_dis_reg)" ] }, { - "cell_type": "code", - "execution_count": 123, - "id": "28ce6cf2-7a4b-4e0f-9f2f-e9f20618b750", + "cell_type": "markdown", + "id": "fc2c6b6a-1a0e-4aa4-ada3-247be9e1f225", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "SpearmanrResult(correlation=0.6817357326225366, pvalue=0.0)" - ] - }, - "execution_count": 123, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "stats.spearmanr(zscores_true, zscores_pred, nan_policy='omit')" + "### Trim" ] }, { "cell_type": "code", - "execution_count": 124, - "id": "04e6dc6f-1196-4fe4-8593-0272035f9d96", + "execution_count": 50, + "id": "86fbe5fa-1510-4023-bde2-17c22090fa09", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(0.7151340204905843, 0.0)" - ] - }, - "execution_count": 124, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "stats.pearsonr(go_zscores_true, go_zscores_pred)" + "mae_trim_list = []\n", + "srho_trim_list = []\n", + "pcoeff_trim_list = []\n", + "acc_dis_trim_list = []\n", + "trim_facs = np.arange(1, max_trim_fac)\n", + "\n", + "for trim_fac in range(1, max_trim_fac):\n", + " df_117_true, df_117_pred = import_data('../datasets/117_dataset_raw.json', \n", + " '../results/chezod_117_predicted_z_scores', \n", + " 'trim',\n", + " trim_fac\n", + " )\n", + " mae, srho, pcoeff, acc_in_dis_reg = run_analysis(df_117_true, df_117_pred, dis_reg_len, perc_dis)\n", + " mae_trim_list.append(mae)\n", + " srho_trim_list.append(srho)\n", + " pcoeff_trim_list.append(pcoeff)\n", + " acc_dis_trim_list.append(acc_in_dis_reg)\n", + " \n", + "srho_trim_list = [c[0] for c in srho_trim_list]\n", + "pcoeff_trim_list = [c[0] for c in pcoeff_trim_list]" ] }, { "cell_type": "code", - "execution_count": 125, - "id": "ed979857-3c22-424e-990f-42afd70d9b5b", + "execution_count": 69, + "id": "0908d328-5fbb-4222-9edc-82a7a65e6bc6", "metadata": {}, "outputs": [], "source": [ - "bin_true_scores = df_117.zscore_true_bin.values\n", - "bin_pred_scores = df_117.zscore_pred_bin.values\n", - "\n", - "true_scores = df_117.zscore_true.values\n", - "pred_scores = df_117.zscore_pred.values" + "df_trim_mae = pd.DataFrame({'Score': mae_trim_list, \n", + " '# Trimmed residues': trim_facs,\n", + " 'Strategy': 'MAE'})\n", + "df_trim_srho= pd.DataFrame({'Score': srho_trim_list, \n", + " '# Trimmed residues': trim_facs,\n", + " 'Strategy': 'Spearman corr'})\n", + "df_trim_pcoeff= pd.DataFrame({'Score': pcoeff_trim_list, \n", + " '# Trimmed residues': trim_facs,\n", + " 'Strategy': 'Pearson corr'})\n", + "df_trim_dreg= pd.DataFrame({'Score': acc_dis_trim_list, \n", + " '# Trimmed residues': trim_facs,\n", + " 'Strategy': 'Disordered regions accuracy'})\n", + "df_trim_show = pd.concat([df_trim_srho, df_trim_dreg])" ] }, { "cell_type": "markdown", - "id": "2c52b774-7978-4dd4-b834-379ad484928b", + "id": "a5b59dd2-f716-42aa-83ed-2f0e23547c27", "metadata": {}, "source": [ - "# Z score corr in disordered regions" + "### Random" ] }, { "cell_type": "code", - "execution_count": 126, - "id": "22ebc5c4-3cef-46c1-8a19-9869a027b3c0", + "execution_count": 52, + "id": "989f901e-c425-4933-aaf7-18aba643e327", "metadata": {}, "outputs": [], "source": [ - "dis_reg_true_zscore = []\n", - "dis_reg_pred_zscore = []\n", - "dis_reg_true_class = []\n", - "dis_reg_pred_class = []\n", - "\n", + "mae_rand_list = []\n", + "srho_rand_list = []\n", + "pcoeff_rand_list = []\n", + "acc_dis_rand_list = []\n", + "n_muts = np.arange(1, max_n_mut)\n", "\n", - "for i in range(len(true_scores)):\n", - " bin_true_score = bin_true_scores[i] \n", - " bin_pred_score = bin_pred_scores[i] \n", - " true_score = true_scores[i] \n", - " pred_score = pred_scores[i] \n", - " dis_ixs = get_disorder_reg_index(bin_true_score, dis_reg_len=dis_reg_len)\n", - " true_z_score_dis_reg, pred_z_score_dis_reg, dis_reg_true_clss, dis_reg_pred_clss = compute_accuracy_per_region(true_score,\n", - " pred_score, \n", - " bin_true_score, \n", - " bin_pred_score, \n", - " dis_ixs)\n", - " dis_reg_true_zscore.extend(true_z_score_dis_reg)\n", - " dis_reg_pred_zscore.extend(pred_z_score_dis_reg)\n", - " dis_reg_true_class.extend(dis_reg_true_clss)\n", - " dis_reg_pred_class.extend(dis_reg_pred_clss)" - ] - }, - { - "cell_type": "code", - "execution_count": 127, - "id": "733050e3-ef52-430c-b2e9-585594c93a36", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "SpearmanrResult(correlation=0.29801228916857764, pvalue=2.7520931323800866e-168)" - ] - }, - "execution_count": 127, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "stats.spearmanr(dis_reg_true_zscore, dis_reg_pred_zscore)" + "for n_mut in range(1, max_n_mut):\n", + " df_117_true, df_117_pred = import_data('../datasets/117_dataset_raw.json', \n", + " '../results/chezod_117_predicted_z_scores', \n", + " 'rand',\n", + " None,\n", + " n_mut\n", + " )\n", + " mae, srho, pcoeff, acc_in_dis_reg = run_analysis(df_117_true, df_117_pred, dis_reg_len, perc_dis)\n", + " mae_rand_list.append(mae)\n", + " srho_rand_list.append(srho)\n", + " pcoeff_rand_list.append(pcoeff)\n", + " acc_dis_rand_list.append(acc_in_dis_reg)\n", + " \n", + "srho_rand_list = [c[0] for c in srho_rand_list]\n", + "pcoeff_rand_list = [c[0] for c in pcoeff_rand_list]" ] }, { "cell_type": "code", - "execution_count": 128, - "id": "f6f544fe-b01a-451d-b47a-bff41e9be8c1", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(0.3216994014129946, 2.5908855591832515e-197)" - ] - }, - "execution_count": 128, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "stats.pearsonr(dis_reg_true_zscore, dis_reg_pred_zscore)" - ] - }, - { - "cell_type": "markdown", - "id": "4f7798db-725e-466b-b4ec-2822af1c6cbe", + "execution_count": 70, + "id": "c8cfade4-74c2-41e0-8afa-579fd408dfe8", "metadata": {}, + "outputs": [], "source": [ - "# Accuracy in disordered regions" + "df_rand_mae = pd.DataFrame({'Score': mae_rand_list, \n", + " '# Mutated residues': n_muts,\n", + " 'Strategy': 'MAE'})\n", + "df_rand_srho= pd.DataFrame({'Score': srho_rand_list, \n", + " '# Mutated residues': n_muts,\n", + " 'Strategy': 'Spearman corr'})\n", + "df_rand_pcoeff= pd.DataFrame({'Score': pcoeff_rand_list, \n", + " '# Mutated residues': n_muts,\n", + " 'Strategy': 'Pearson corr'})\n", + "df_rand_dreg= pd.DataFrame({'Score': acc_dis_rand_list, \n", + " '# Mutated residues': n_muts,\n", + " 'Strategy': 'Disordered regions accuracy'})\n", + "df_rand_show = pd.concat([df_rand_srho, df_rand_dreg])" ] }, { "cell_type": "markdown", - "id": "a47f095f-f769-441a-ba47-915031265481", + "id": "a2ed6296-4178-4c22-9dcd-ae61c153a1a9", "metadata": {}, "source": [ - "### Per residue" + "# Plots" ] }, { "cell_type": "code", - "execution_count": 129, - "id": "8325f744-193e-4895-a995-d168c216e86f", + "execution_count": 71, + "id": "629998bc-e194-4f9f-b256-a6ba2d030862", "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "0.8269488021403381" + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Strategy=Spearman corr
# Trimmed residues=%{x}
Score=%{y}", + "legendgroup": "Spearman corr", + "line": { + "color": "#636efa", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines", + "name": "Spearman corr", + "orientation": "v", + "showlegend": true, + "type": "scatter", + "x": [ + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9 + ], + "xaxis": "x", + "y": [ + 0.6908788114505338, + 0.6906975626275907, + 0.6926827555937489, + 0.6917241013913513, + 0.6929942568967166, + 0.6926582389497157, + 0.6938338685826414, + 0.6961348852124011, + 0.6953798968370393 + ], + "yaxis": "y" + }, + { + "hovertemplate": "Strategy=Disordered regions accuracy
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", 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" ] }, - "execution_count": 129, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "accuracy_score(dis_reg_true_class, dis_reg_pred_class)" - ] - }, - { - "cell_type": "markdown", - "id": "9317e1c4-e85c-4e7a-b513-215e1ae7dc00", - "metadata": {}, - "source": [ - "### Per region" + "fig = px.line(df_trim_show, x='# Trimmed residues', y='Score', color='Strategy')\n", + "fig.show()" ] }, { "cell_type": "code", - "execution_count": 130, - "id": "0ce03e09-c3e1-4c72-8807-5250f1a99c9f", - "metadata": {}, - "outputs": [], - "source": [ - "dis_reg_true = []\n", - "dis_reg_pred = []\n", - "dis_reg_true_prob = []\n", - "dis_reg_pred_prob = []\n", - "\n", - "\n", - "for i in range(len(true_scores)):\n", - " bin_true_score = bin_true_scores[i] \n", - " bin_pred_score = bin_pred_scores[i] \n", - " dis_ixs = get_disorder_reg_index(bin_true_score, dis_reg_len=dis_reg_len)\n", - " dis_reg_true_clss, dis_reg_pred_clss = extract_disordered_regions_bin(bin_true_score, \n", - " bin_pred_score, \n", - " dis_ixs,\n", - " perc_dis=perc_dis)\n", - " dis_reg_true_frac, dis_reg_pred_frac = extract_disordered_regions(bin_true_score, \n", - " bin_pred_score, \n", - " dis_ixs)\n", - " \n", - " dis_reg_true.extend(dis_reg_true_clss)\n", - " dis_reg_pred.extend(dis_reg_pred_clss)\n", - " dis_reg_true_prob.extend(dis_reg_true_frac)\n", - " dis_reg_pred_prob.extend(dis_reg_pred_frac)" - ] - }, - { - "cell_type": "code", - "execution_count": 131, - "id": "cfe48c68-5c6e-401d-b23d-2d463debdac7", + "execution_count": 72, + "id": "bab3b28d-a7c8-42a0-8ed8-1df5d29c0bf0", "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "0.6555555555555556" + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Strategy=Spearman corr
# Mutated residues=%{x}
Score=%{y}", + "legendgroup": "Spearman corr", + "line": { + "color": "#636efa", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines", + "name": "Spearman corr", + "orientation": "v", + "showlegend": true, + "type": "scatter", + "x": [ + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9 + ], + "xaxis": "x", + "y": [ + 0.6826513362429262, + 0.6811542965297817, + 0.6862452116615037, + 0.6817357326225366, + 0.6832122568820769, + 0.6897559307155579, + 0.6755037112833752, + 0.673708501224676, + 0.6844011973740854 + ], + "yaxis": "y" + }, + { + "hovertemplate": "Strategy=Disordered regions accuracy
# Mutated residues=%{x}
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", + "text/html": [ + "
" ] }, - "execution_count": 131, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "accuracy_score(dis_reg_true, dis_reg_pred)" + "fig = px.line(df_rand_show, x='# Mutated residues', y='Score', color='Strategy')\n", + "fig.show()" ] }, { "cell_type": "code", "execution_count": null, - "id": "91c8a68b-68c8-4dd2-9b81-d11689655192", + "id": "5ef9a28f-8809-4825-80c5-2ef27048dfc2", "metadata": {}, "outputs": [], "source": [] From 0a9df0c22ab4933a4aa83060bf48425ab4f45b0e Mon Sep 17 00:00:00 2001 From: CFisicaro Date: Tue, 8 Nov 2022 17:56:15 +0000 Subject: [PATCH 10/12] feat: disordered regions plot --- notebooks/additional_studies-fixed.ipynb | 2541 ---------------------- notebooks/additional_studies.ipynb | 2523 ++++++++++++++++++--- 2 files changed, 2179 insertions(+), 2885 deletions(-) delete mode 100644 notebooks/additional_studies-fixed.ipynb diff --git a/notebooks/additional_studies-fixed.ipynb b/notebooks/additional_studies-fixed.ipynb deleted file mode 100644 index 0065e91..0000000 --- a/notebooks/additional_studies-fixed.ipynb +++ /dev/null @@ -1,2541 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 54, - "id": "e5f15e74-83b0-4e63-ad75-e0cfb2aa8ecd", - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "from sklearn.metrics import mean_absolute_error, accuracy_score\n", - "from scipy import stats\n", - "from Bio import SeqIO\n", - "from adopt.utils import fasta_to_df, df_to_fasta\n", - "import random\n", - "import plotly.express as px" - ] - }, - { - "cell_type": "markdown", - "id": "2531569e-889d-4d4e-a2f4-3ea34552970b", - "metadata": {}, - "source": [ - "# Functions" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "f2ecd074-a55e-4be3-aaf3-003c85cfd675", - "metadata": {}, - "outputs": [], - "source": [ - "def no_go_ixs(zscores):\n", - " no_go_ixs = [i for i, x in enumerate(zscores) if x == 999.0]\n", - " return no_go_ixs\n", - "\n", - "def take_go_pos(scores, no_go_pos):\n", - " go_pos = [scores[i] for i in range(len(scores)) if i not in no_go_pos]\n", - " return go_pos\n", - "\n", - "def put_nans(x):\n", - " new_scores = [i if i != 999.0 else np.nan for i in x]\n", - " return new_scores\n", - "\n", - "def to_bin(x):\n", - " bin_scores = []\n", - " for score in x:\n", - " if score < 8:\n", - " new_score = 1\n", - " elif score >=8:\n", - " new_score = 0\n", - " else:\n", - " new_score = score\n", - " bin_scores.append(new_score)\n", - " return bin_scores\n", - "\n", - "def get_dis_regions(z_score_bin, dis_reg_len):\n", - " zones = {\"ones\": [], \"zeros\": [], 'ones_region': []}\n", - " reg = 0\n", - " for n, i in enumerate(z_score_bin):\n", - " pos_reg_diff = n-dis_reg_len+1\n", - " pos_reg_sum = n+dis_reg_len\n", - " #if n>0:\n", - " if pos_reg_diff>=0:\n", - " #if z_score_bin[n]+z_score_bin[n-1])==2:\n", - " if (sum(z_score_bin[pos_reg_diff:n+1]))==dis_reg_len:\n", - " zones['ones'].append(n)\n", - " zones['ones_region'].append(reg) \n", - " else:\n", - " zones['zeros'].append(n)\n", - " reg+=1\n", - " else:\n", - " #if (z_score_bin[n]+z_score_bin[n+1])==2:\n", - " if (sum(z_score_bin[n:pos_reg_sum]))==dis_reg_len:\n", - " zones['ones'].append(n)\n", - " zones['ones_region'].append(reg) \n", - " else:\n", - " zones['zeros'].append(n)\n", - " return zones\n", - "\n", - "def get_disorder_reg_index(bin_true_score, dis_reg_len):\n", - " dis_regions = get_dis_regions(bin_true_score, dis_reg_len)['ones_region']\n", - " dis_regions_ixs = get_dis_regions(bin_true_score, dis_reg_len)['ones']\n", - "\n", - " regions = list(set(dis_regions))\n", - " dis_reg_ix_list = []\n", - "\n", - " for n, reg in enumerate(regions):\n", - " region_ix = [i for i, j in enumerate(dis_regions) if j == reg]\n", - " dis_reg_ix = [dis_regions_ixs[n] for n in region_ix]\n", - " dis_reg_ix_list.append(dis_reg_ix)\n", - " return dis_reg_ix_list\n", - "\n", - "def compute_accuracy_per_region(true_score, pred_score, bin_true_score, bin_pred_score, dis_ixs):\n", - " #accuracy_prot = []\n", - " #corr_prot = []\n", - " true_z_score_dis_l = []\n", - " pred_z_score_dis_l = []\n", - " dis_reg_true_clss = []\n", - " dis_reg_pred_clss = []\n", - " for reg_ixs in dis_ixs:\n", - " true_z_score_class_dis_reg = [bin_true_score[i] for i in reg_ixs]\n", - " pred_z_score_class_dis_reg = [bin_pred_score[i] for i in reg_ixs]\n", - " true_z_score_dis_reg = [true_score[i] for i in reg_ixs]\n", - " pred_z_score_dis_reg = [pred_score[i] for i in reg_ixs]\n", - " #acc = accuracy_score(true_z_score_class_dis_reg, pred_z_score_class_dis_reg)\n", - " #prs = stats.pearsonr(true_z_score_dis_reg, pred_z_score_dis_reg)\n", - " #accuracy_prot.append(acc)\n", - " #corr_prot.append(prs)\n", - " dis_reg_true_clss.extend(true_z_score_class_dis_reg)\n", - " dis_reg_pred_clss.extend(pred_z_score_class_dis_reg)\n", - " true_z_score_dis_l.extend(true_z_score_dis_reg)\n", - " pred_z_score_dis_l.extend(pred_z_score_dis_reg)\n", - " return true_z_score_dis_l, pred_z_score_dis_l, dis_reg_true_clss, dis_reg_pred_clss\n", - "\n", - "def extract_disordered_regions_bin(bin_true_score, bin_pred_score, dis_ixs, perc_dis):\n", - " dis_reg_true_clss = []\n", - " dis_reg_pred_clss = []\n", - " for reg_ixs in dis_ixs:\n", - " true_z_score_class_dis_reg = [bin_true_score[i] for i in reg_ixs]\n", - " pred_z_score_class_dis_reg = [bin_pred_score[i] for i in reg_ixs]\n", - " n_true_dis_res = sum(true_z_score_class_dis_reg)\n", - " n_pred_dis_res = sum(pred_z_score_class_dis_reg)\n", - " fraction_of_true_disorder = (np.rint(len(true_z_score_class_dis_reg)*perc_dis)).astype(int)\n", - " fraction_of_pred_disorder = (np.rint(len(pred_z_score_class_dis_reg)*perc_dis)).astype(int)\n", - " \n", - " if n_true_dis_res >= fraction_of_true_disorder:\n", - " dis_reg_true_clss.append(1)\n", - " else: \n", - " dis_reg_true_clss.append(0)\n", - " \n", - " if n_pred_dis_res >= fraction_of_pred_disorder:\n", - " dis_reg_pred_clss.append(1)\n", - " else: \n", - " dis_reg_pred_clss.append(0)\n", - " \n", - " return dis_reg_true_clss, dis_reg_pred_clss\n", - "\n", - "def extract_disordered_regions(bin_true_score, bin_pred_score, dis_ixs):\n", - " dis_reg_true_frac = []\n", - " dis_reg_pred_frac = []\n", - " for reg_ixs in dis_ixs:\n", - " true_z_score_class_dis_reg = [bin_true_score[i] for i in reg_ixs]\n", - " pred_z_score_class_dis_reg = [bin_pred_score[i] for i in reg_ixs]\n", - " n_true_dis_res = sum(true_z_score_class_dis_reg)\n", - " n_pred_dis_res = sum(pred_z_score_class_dis_reg)\n", - " fraction_of_true_disorder = float(n_true_dis_res/len(true_z_score_class_dis_reg))\n", - " fraction_of_pred_disorder = float(n_pred_dis_res/len(pred_z_score_class_dis_reg))\n", - " #print(fraction_of_pred_disorder)\n", - " \n", - " dis_reg_true_frac.append(fraction_of_true_disorder)\n", - " dis_reg_pred_frac.append(fraction_of_pred_disorder) \n", - " \n", - " return dis_reg_true_frac, dis_reg_pred_frac\n", - "\n", - "def trim_seq(x, trim_fac):\n", - " if isinstance(x, list):\n", - " x_trim = x[:-trim_fac]\n", - " else:\n", - " x_trim = list(x)\n", - " x_trim = x_trim[:-trim_fac]\n", - " x_trim = ''.join(x_trim)\n", - " return x_trim\n", - "\n", - "def mutate(x, vocab):\n", - " # choose random index to change\n", - " index = random.randint(0, len(x) - 1)\n", - " # make sure you are not using the previous char by removing it from \n", - " # the mutations to choose from\n", - " mutations = [c for c in vocab if c != x[index]]\n", - " # swap out the char at index with a random mutation\n", - " return x[:index] + random.choice(mutations) + x[index+1:]\n", - "\n", - "def get_rand_seq(x, n_mut, vocab):\n", - " for i in range(n_mut):\n", - " x = mutate(x, vocab)\n", - " return x" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "d9112efa-2b3d-4f8c-8091-595f444682b7", - "metadata": {}, - "outputs": [], - "source": [ - "def write_trimmed_seqs(fasta_dir, orig_fasta_file, out_fasta_prefix, trim_fac):\n", - " df_117_orig = fasta_to_df(f'{fasta_dir}/{orig_fasta_file}')\n", - " df_117_trim = df_117_orig.copy()\n", - " df_117_trim['sequence'] = df_117_trim.sequence.apply(trim_seq, trim_fac=trim_fac)\n", - " df_to_fasta(df_117_trim, f\"{fasta_dir}/{out_fasta_prefix}_{trim_fac}.fasta\")\n", - " \n", - "def write_rand_seqs(fasta_dir, orig_fasta_file, out_fasta_prefix, n_mut, aa):\n", - " df_117_orig = fasta_to_df(f'{fasta_dir}/{orig_fasta_file}')\n", - " df_117_rand = df_117_orig.copy()\n", - " df_117_rand['sequence'] = df_117_rand.sequence.apply(get_rand_seq, n_mut=n_mut, vocab=aa)\n", - " df_to_fasta(df_117_rand, f\"{fasta_dir}/{out_fasta_prefix}_{n_mut}.fasta\")" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "2526786f-85b1-4040-8260-a5b6694569d5", - "metadata": {}, - "outputs": [], - "source": [ - "def import_data(gt_path, pred_prefix, mode, trim_fac=None, n_mut=None):\n", - " chezod_117_true_path = gt_path\n", - " if mode=='test':\n", - " chezod_117_pred_path = f'{pred_prefix}.json'\n", - " df_117_pred = pd.read_json(chezod_117_pred_path, orient='records')\n", - " df_117_true = pd.read_json(chezod_117_true_path, orient='records')\n", - " elif mode=='trim':\n", - " chezod_117_pred_path = f'{pred_prefix}_trim_{trim_fac}.json'\n", - " df_117_pred = pd.read_json(chezod_117_pred_path, orient='records')\n", - " df_117_true = pd.read_json(chezod_117_true_path, orient='records')\n", - " df_117_true['sequence'] = df_117_true.sequence.apply(trim_seq, trim_fac=trim_fac)\n", - " df_117_true['zscore'] = df_117_true.zscore.apply(trim_seq, trim_fac=trim_fac)\n", - " elif mode=='rand':\n", - " chezod_117_pred_path = f'{pred_prefix}_rand_{n_mut}.json'\n", - " df_117_pred = pd.read_json(chezod_117_pred_path, orient='records')\n", - " df_117_true = pd.read_json(chezod_117_true_path, orient='records')\n", - " df_117_true['sequence'] = df_117_pred.sequence\n", - " else:\n", - " print(\"Wrong mode\")\n", - " \n", - " return df_117_true, df_117_pred\n", - "\n", - "def run_analysis(df_117_true, df_117_pred, dis_reg_len, perc_dis):\n", - " df_117 = pd.concat([df_117_true, df_117_pred[[\"z_scores\"]]], axis=1)\n", - " df_117.rename(columns={\"zscore\": \"zscore_true\", \"z_scores\": \"zscore_pred\"}, inplace=True)\n", - " df_117[\"no_go_ixs\"] = df_117.zscore_true.apply(no_go_ixs)\n", - " df_117[\"zscore_true_nan\"] = df_117.zscore_true.apply(put_nans)\n", - " df_117[\"go_zscore_true\"] = df_117.apply(lambda x: take_go_pos(x['zscore_true'], x['no_go_ixs']), axis=1)\n", - " df_117[\"go_zscore_pred\"] = df_117.apply(lambda x: take_go_pos(x['zscore_pred'], x['no_go_ixs']), axis=1)\n", - " df_117[\"zscore_true_bin\"] = df_117.zscore_true_nan.apply(to_bin)\n", - " df_117[\"zscore_pred_bin\"] = df_117.zscore_pred.apply(to_bin)\n", - " zscores_true = np.concatenate(df_117.zscore_true_nan.values)\n", - " zscores_pred = np.concatenate(df_117.zscore_pred.values)\n", - " go_zscores_true = np.concatenate(df_117.go_zscore_true.values)\n", - " go_zscores_pred = np.concatenate(df_117.go_zscore_pred.values)\n", - " \n", - " mae = mean_absolute_error(go_zscores_true, go_zscores_pred)\n", - " srho = stats.spearmanr(zscores_true, zscores_pred, nan_policy='omit')\n", - " pcoeff = stats.pearsonr(go_zscores_true, go_zscores_pred)\n", - " \n", - " bin_true_scores = df_117.zscore_true_bin.values\n", - " bin_pred_scores = df_117.zscore_pred_bin.values\n", - " true_scores = df_117.zscore_true.values\n", - " pred_scores = df_117.zscore_pred.values\n", - " \n", - " \n", - " dis_reg_true = []\n", - " dis_reg_pred = []\n", - " dis_reg_true_prob = []\n", - " dis_reg_pred_prob = []\n", - "\n", - "\n", - " for i in range(len(true_scores)):\n", - " bin_true_score = bin_true_scores[i] \n", - " bin_pred_score = bin_pred_scores[i] \n", - " dis_ixs = get_disorder_reg_index(bin_true_score, dis_reg_len=dis_reg_len)\n", - " dis_reg_true_clss, dis_reg_pred_clss = extract_disordered_regions_bin(bin_true_score, \n", - " bin_pred_score, \n", - " dis_ixs,\n", - " perc_dis=perc_dis)\n", - " dis_reg_true_frac, dis_reg_pred_frac = extract_disordered_regions(bin_true_score, \n", - " bin_pred_score, \n", - " dis_ixs)\n", - "\n", - " dis_reg_true.extend(dis_reg_true_clss)\n", - " dis_reg_pred.extend(dis_reg_pred_clss)\n", - " dis_reg_true_prob.extend(dis_reg_true_frac)\n", - " dis_reg_pred_prob.extend(dis_reg_pred_frac)\n", - " \n", - " acc_in_dis_reg = accuracy_score(dis_reg_true, dis_reg_pred)\n", - " \n", - " return mae, srho, pcoeff, acc_in_dis_reg" - ] - }, - { - "cell_type": "markdown", - "id": "42f1fd2f-451a-43cf-8ebe-21be27af1d24", - "metadata": {}, - "source": [ - "# Parameters" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "aaa9053a-8428-4d12-8260-d65b8f24cabc", - "metadata": {}, - "outputs": [], - "source": [ - "fasta_dir = \"../datasets\"\n", - "orig_fasta_file = \"chezod_117_all.fasta\"\n", - "max_trim_fac = 10\n", - "max_n_mut = 10\n", - "dis_reg_len = 3\n", - "perc_dis = 0.7\n", - "aa = 'ARNDCQEGHILKMFPSTWYV'" - ] - }, - { - "cell_type": "markdown", - "id": "ffa02dd8-6fa3-4501-b5d4-ffdec9b31add", - "metadata": {}, - "source": [ - "# Trim sequences" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "748f3bc7-9967-4462-b3b4-8679375facfd", - "metadata": {}, - "outputs": [], - "source": [ - "for i in range(1, max_trim_fac):\n", - " write_trimmed_seqs(fasta_dir, orig_fasta_file, \"chezod_117_all_trim\", i)" - ] - }, - { - "cell_type": "markdown", - "id": "265f30a0-6206-4ff3-ae13-05919070335d", - "metadata": {}, - "source": [ - "# Randomize sequences" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "c8c1b09f-dbbd-4b6c-b1e6-0d5e56d67b31", - "metadata": {}, - "outputs": [], - "source": [ - "for i in range(1, max_n_mut):\n", - " write_rand_seqs(fasta_dir, orig_fasta_file, \"chezod_117_all_rand\", i, aa)" - ] - }, - { - "cell_type": "markdown", - "id": "82e2a8ac-9cee-44ec-8e25-0db2e419d273", - "metadata": {}, - "source": [ - "# Analysis" - ] - }, - { - "cell_type": "markdown", - "id": "f78cd400-160d-43e5-9177-39d2352b5b83", - "metadata": {}, - "source": [ - "### Test" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "2294ea58-ac74-479a-8949-4e2e52a8fdba", - "metadata": {}, - "outputs": [], - "source": [ - "df_117_true, df_117_pred = import_data('../datasets/117_dataset_raw.json', \n", - " '../results/chezod_117_predicted_z_scores', \n", - " 'test')\n", - "mae, srho, pcoeff, acc_in_dis_reg = run_analysis(df_117_true, df_117_pred, dis_reg_len, perc_dis)" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "91c8a68b-68c8-4dd2-9b81-d11689655192", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "MAE 3.3715380375075217\n", - "Spearman corr SpearmanrResult(correlation=0.6896238159488697, pvalue=0.0)\n", - "Pearson corr (0.7223447684118596, 0.0)\n", - "Disordered regions accuracy 0.6555555555555556\n" - ] - } - ], - "source": [ - "print('MAE', mae)\n", - "print('Spearman corr', srho)\n", - "print('Pearson corr', pcoeff)\n", - "print('Disordered regions accuracy', acc_in_dis_reg)" - ] - }, - { - "cell_type": "markdown", - "id": "fc2c6b6a-1a0e-4aa4-ada3-247be9e1f225", - "metadata": {}, - "source": [ - "### Trim" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "id": "86fbe5fa-1510-4023-bde2-17c22090fa09", - "metadata": {}, - "outputs": [], - "source": [ - "mae_trim_list = []\n", - "srho_trim_list = []\n", - "pcoeff_trim_list = []\n", - "acc_dis_trim_list = []\n", - "trim_facs = np.arange(1, max_trim_fac)\n", - "\n", - "for trim_fac in range(1, max_trim_fac):\n", - " df_117_true, df_117_pred = import_data('../datasets/117_dataset_raw.json', \n", - " '../results/chezod_117_predicted_z_scores', \n", - " 'trim',\n", - " trim_fac\n", - " )\n", - " mae, srho, pcoeff, acc_in_dis_reg = run_analysis(df_117_true, df_117_pred, dis_reg_len, perc_dis)\n", - " mae_trim_list.append(mae)\n", - " srho_trim_list.append(srho)\n", - " pcoeff_trim_list.append(pcoeff)\n", - " acc_dis_trim_list.append(acc_in_dis_reg)\n", - " \n", - "srho_trim_list = [c[0] for c in srho_trim_list]\n", - "pcoeff_trim_list = [c[0] for c in pcoeff_trim_list]" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "id": "0908d328-5fbb-4222-9edc-82a7a65e6bc6", - "metadata": {}, - "outputs": [], - "source": [ - "df_trim_mae = pd.DataFrame({'Score': mae_trim_list, \n", - " '# Trimmed residues': trim_facs,\n", - " 'Strategy': 'MAE'})\n", - "df_trim_srho= pd.DataFrame({'Score': srho_trim_list, \n", - " '# Trimmed residues': trim_facs,\n", - " 'Strategy': 'Spearman corr'})\n", - "df_trim_pcoeff= pd.DataFrame({'Score': pcoeff_trim_list, \n", - " '# Trimmed residues': trim_facs,\n", - " 'Strategy': 'Pearson corr'})\n", - "df_trim_dreg= pd.DataFrame({'Score': acc_dis_trim_list, \n", - " '# Trimmed residues': trim_facs,\n", - " 'Strategy': 'Disordered regions accuracy'})\n", - "df_trim_show = pd.concat([df_trim_srho, df_trim_dreg])" - ] - }, - { - "cell_type": "markdown", - "id": "a5b59dd2-f716-42aa-83ed-2f0e23547c27", - "metadata": {}, - "source": [ - "### Random" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "id": "989f901e-c425-4933-aaf7-18aba643e327", - "metadata": {}, - "outputs": [], - "source": [ - "mae_rand_list = []\n", - "srho_rand_list = []\n", - "pcoeff_rand_list = []\n", - "acc_dis_rand_list = []\n", - "n_muts = np.arange(1, max_n_mut)\n", - "\n", - "for n_mut in range(1, max_n_mut):\n", - " df_117_true, df_117_pred = import_data('../datasets/117_dataset_raw.json', \n", - " '../results/chezod_117_predicted_z_scores', \n", - " 'rand',\n", - " None,\n", - " n_mut\n", - " )\n", - " mae, srho, pcoeff, acc_in_dis_reg = run_analysis(df_117_true, df_117_pred, dis_reg_len, perc_dis)\n", - " mae_rand_list.append(mae)\n", - " srho_rand_list.append(srho)\n", - " pcoeff_rand_list.append(pcoeff)\n", - " acc_dis_rand_list.append(acc_in_dis_reg)\n", - " \n", - "srho_rand_list = [c[0] for c in srho_rand_list]\n", - "pcoeff_rand_list = [c[0] for c in pcoeff_rand_list]" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "id": "c8cfade4-74c2-41e0-8afa-579fd408dfe8", - "metadata": {}, - "outputs": [], - "source": [ - "df_rand_mae = pd.DataFrame({'Score': mae_rand_list, \n", - " '# Mutated residues': n_muts,\n", - " 'Strategy': 'MAE'})\n", - "df_rand_srho= pd.DataFrame({'Score': srho_rand_list, \n", - " '# Mutated residues': n_muts,\n", - " 'Strategy': 'Spearman corr'})\n", - "df_rand_pcoeff= pd.DataFrame({'Score': pcoeff_rand_list, \n", - " '# Mutated residues': n_muts,\n", - 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", 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", - "text/html": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = px.line(df_rand_show, x='# Mutated residues', y='Score', color='Strategy')\n", - "fig.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5ef9a28f-8809-4825-80c5-2ef27048dfc2", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.10" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/additional_studies.ipynb b/notebooks/additional_studies.ipynb index 09b46ef..0065e91 100644 --- a/notebooks/additional_studies.ipynb +++ b/notebooks/additional_studies.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 79, + "execution_count": 54, "id": "e5f15e74-83b0-4e63-ad75-e0cfb2aa8ecd", "metadata": {}, "outputs": [], @@ -13,7 +13,8 @@ "from scipy import stats\n", "from Bio import SeqIO\n", "from adopt.utils import fasta_to_df, df_to_fasta\n", - "import random" + "import random\n", + "import plotly.express as px" ] }, { @@ -26,7 +27,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 2, "id": "f2ecd074-a55e-4be3-aaf3-003c85cfd675", "metadata": {}, "outputs": [], @@ -179,64 +180,147 @@ ] }, { - "cell_type": "markdown", - "id": "42f1fd2f-451a-43cf-8ebe-21be27af1d24", + "cell_type": "code", + "execution_count": 7, + "id": "d9112efa-2b3d-4f8c-8091-595f444682b7", "metadata": {}, + "outputs": [], "source": [ - "# Parameters" + "def write_trimmed_seqs(fasta_dir, orig_fasta_file, out_fasta_prefix, trim_fac):\n", + " df_117_orig = fasta_to_df(f'{fasta_dir}/{orig_fasta_file}')\n", + " df_117_trim = df_117_orig.copy()\n", + " df_117_trim['sequence'] = df_117_trim.sequence.apply(trim_seq, trim_fac=trim_fac)\n", + " df_to_fasta(df_117_trim, f\"{fasta_dir}/{out_fasta_prefix}_{trim_fac}.fasta\")\n", + " \n", + "def write_rand_seqs(fasta_dir, orig_fasta_file, out_fasta_prefix, n_mut, aa):\n", + " df_117_orig = fasta_to_df(f'{fasta_dir}/{orig_fasta_file}')\n", + " df_117_rand = df_117_orig.copy()\n", + " df_117_rand['sequence'] = df_117_rand.sequence.apply(get_rand_seq, n_mut=n_mut, vocab=aa)\n", + " df_to_fasta(df_117_rand, f\"{fasta_dir}/{out_fasta_prefix}_{n_mut}.fasta\")" ] }, { "cell_type": "code", - "execution_count": 164, - "id": "aaa9053a-8428-4d12-8260-d65b8f24cabc", + "execution_count": 18, + "id": "2526786f-85b1-4040-8260-a5b6694569d5", "metadata": {}, "outputs": [], "source": [ - "dis_reg_len = 3\n", - "trim_fac = 10\n", - "n_mut = 9\n", - "perc_dis = 0.7\n", - "aa = 'ARNDCQEGHILKMFPSTWYV'" + "def import_data(gt_path, pred_prefix, mode, trim_fac=None, n_mut=None):\n", + " chezod_117_true_path = gt_path\n", + " if mode=='test':\n", + " chezod_117_pred_path = f'{pred_prefix}.json'\n", + " df_117_pred = pd.read_json(chezod_117_pred_path, orient='records')\n", + " df_117_true = pd.read_json(chezod_117_true_path, orient='records')\n", + " elif mode=='trim':\n", + " chezod_117_pred_path = f'{pred_prefix}_trim_{trim_fac}.json'\n", + " df_117_pred = pd.read_json(chezod_117_pred_path, orient='records')\n", + " df_117_true = pd.read_json(chezod_117_true_path, orient='records')\n", + " df_117_true['sequence'] = df_117_true.sequence.apply(trim_seq, trim_fac=trim_fac)\n", + " df_117_true['zscore'] = df_117_true.zscore.apply(trim_seq, trim_fac=trim_fac)\n", + " elif mode=='rand':\n", + " chezod_117_pred_path = f'{pred_prefix}_rand_{n_mut}.json'\n", + " df_117_pred = pd.read_json(chezod_117_pred_path, orient='records')\n", + " df_117_true = pd.read_json(chezod_117_true_path, orient='records')\n", + " df_117_true['sequence'] = df_117_pred.sequence\n", + " else:\n", + " print(\"Wrong mode\")\n", + " \n", + " return df_117_true, df_117_pred\n", + "\n", + "def run_analysis(df_117_true, df_117_pred, dis_reg_len, perc_dis):\n", + " df_117 = pd.concat([df_117_true, df_117_pred[[\"z_scores\"]]], axis=1)\n", + " df_117.rename(columns={\"zscore\": \"zscore_true\", \"z_scores\": \"zscore_pred\"}, inplace=True)\n", + " df_117[\"no_go_ixs\"] = df_117.zscore_true.apply(no_go_ixs)\n", + " df_117[\"zscore_true_nan\"] = df_117.zscore_true.apply(put_nans)\n", + " df_117[\"go_zscore_true\"] = df_117.apply(lambda x: take_go_pos(x['zscore_true'], x['no_go_ixs']), axis=1)\n", + " df_117[\"go_zscore_pred\"] = df_117.apply(lambda x: take_go_pos(x['zscore_pred'], x['no_go_ixs']), axis=1)\n", + " df_117[\"zscore_true_bin\"] = df_117.zscore_true_nan.apply(to_bin)\n", + " df_117[\"zscore_pred_bin\"] = df_117.zscore_pred.apply(to_bin)\n", + " zscores_true = np.concatenate(df_117.zscore_true_nan.values)\n", + " zscores_pred = np.concatenate(df_117.zscore_pred.values)\n", + " go_zscores_true = np.concatenate(df_117.go_zscore_true.values)\n", + " go_zscores_pred = np.concatenate(df_117.go_zscore_pred.values)\n", + " \n", + " mae = mean_absolute_error(go_zscores_true, go_zscores_pred)\n", + " srho = stats.spearmanr(zscores_true, zscores_pred, nan_policy='omit')\n", + " pcoeff = stats.pearsonr(go_zscores_true, go_zscores_pred)\n", + " \n", + " bin_true_scores = df_117.zscore_true_bin.values\n", + " bin_pred_scores = df_117.zscore_pred_bin.values\n", + " true_scores = df_117.zscore_true.values\n", + " pred_scores = df_117.zscore_pred.values\n", + " \n", + " \n", + " dis_reg_true = []\n", + " dis_reg_pred = []\n", + " dis_reg_true_prob = []\n", + " dis_reg_pred_prob = []\n", + "\n", + "\n", + " for i in range(len(true_scores)):\n", + " bin_true_score = bin_true_scores[i] \n", + " bin_pred_score = bin_pred_scores[i] \n", + " dis_ixs = get_disorder_reg_index(bin_true_score, dis_reg_len=dis_reg_len)\n", + " dis_reg_true_clss, dis_reg_pred_clss = extract_disordered_regions_bin(bin_true_score, \n", + " bin_pred_score, \n", + " dis_ixs,\n", + " perc_dis=perc_dis)\n", + " dis_reg_true_frac, dis_reg_pred_frac = extract_disordered_regions(bin_true_score, \n", + " bin_pred_score, \n", + " dis_ixs)\n", + "\n", + " dis_reg_true.extend(dis_reg_true_clss)\n", + " dis_reg_pred.extend(dis_reg_pred_clss)\n", + " dis_reg_true_prob.extend(dis_reg_true_frac)\n", + " dis_reg_pred_prob.extend(dis_reg_pred_frac)\n", + " \n", + " acc_in_dis_reg = accuracy_score(dis_reg_true, dis_reg_pred)\n", + " \n", + " return mae, srho, pcoeff, acc_in_dis_reg" ] }, { "cell_type": "markdown", - "id": "ffa02dd8-6fa3-4501-b5d4-ffdec9b31add", + "id": "42f1fd2f-451a-43cf-8ebe-21be27af1d24", "metadata": {}, "source": [ - "# Trim sequences" + "# Parameters" ] }, { "cell_type": "code", - "execution_count": 4, - "id": "2e6796d2-5dfb-4f96-989e-a70b030d58d2", + "execution_count": 19, + "id": "aaa9053a-8428-4d12-8260-d65b8f24cabc", "metadata": {}, "outputs": [], "source": [ - "df_117_orig = fasta_to_df(\"../datasets/chezod_117_all.fasta\")" + "fasta_dir = \"../datasets\"\n", + "orig_fasta_file = \"chezod_117_all.fasta\"\n", + "max_trim_fac = 10\n", + "max_n_mut = 10\n", + "dis_reg_len = 3\n", + "perc_dis = 0.7\n", + "aa = 'ARNDCQEGHILKMFPSTWYV'" ] }, { - "cell_type": "code", - "execution_count": 5, - "id": "89e10ac3-96f6-4c50-ad78-619e6ceaeb2a", + "cell_type": "markdown", + "id": "ffa02dd8-6fa3-4501-b5d4-ffdec9b31add", "metadata": {}, - "outputs": [], "source": [ - "df_117_trim = df_117_orig.copy()\n", - "df_117_trim['sequence'] = df_117_trim.sequence.apply(trim_seq, trim_fac=trim_fac)" + "# Trim sequences" ] }, { "cell_type": "code", - "execution_count": 6, - "id": "f6ca46bb-cc7a-40fb-8616-58c37b619cbd", + "execution_count": 10, + "id": "748f3bc7-9967-4462-b3b4-8679375facfd", "metadata": {}, "outputs": [], "source": [ - "df_to_fasta(df_117_trim, f\"../datasets/chezod_117_all_trim_{trim_fac}.fasta\")" + "for i in range(1, max_trim_fac):\n", + " write_trimmed_seqs(fasta_dir, orig_fasta_file, \"chezod_117_all_trim\", i)" ] }, { @@ -249,33 +333,13 @@ }, { "cell_type": "code", - "execution_count": 165, - "id": "3f860ffb-858d-49e1-b030-dbdc90d51601", - "metadata": {}, - "outputs": [], - "source": [ - "df_117_orig = fasta_to_df(\"../datasets/chezod_117_all.fasta\")" - ] - }, - { - "cell_type": "code", - "execution_count": 166, - "id": "e5ccbfea-8362-41b3-9eba-6025fe18f7af", - "metadata": {}, - "outputs": [], - "source": [ - "df_117_rand = df_117_orig.copy()\n", - "df_117_rand['sequence'] = df_117_rand.sequence.apply(get_rand_seq, n_mut=n_mut, vocab=aa)" - ] - }, - { - "cell_type": "code", - "execution_count": 167, - "id": "7b8bf71f-bfe4-4c64-8cd6-62cd5222cb29", + "execution_count": 12, + "id": "c8c1b09f-dbbd-4b6c-b1e6-0d5e56d67b31", "metadata": {}, "outputs": [], "source": [ - "df_to_fasta(df_117_rand, f\"../datasets/chezod_117_all_rand_{n_mut}.fasta\")" + "for i in range(1, max_n_mut):\n", + " write_rand_seqs(fasta_dir, orig_fasta_file, \"chezod_117_all_rand\", i, aa)" ] }, { @@ -283,12 +347,12 @@ "id": "82e2a8ac-9cee-44ec-8e25-0db2e419d273", "metadata": {}, "source": [ - "# Import data" + "# Analysis" ] }, { "cell_type": "markdown", - "id": "da1bfa5b-e3fc-44fb-97d1-83c00efb8b09", + "id": "f78cd400-160d-43e5-9177-39d2352b5b83", "metadata": {}, "source": [ "### Test" @@ -296,387 +360,2158 @@ }, { "cell_type": "code", - "execution_count": 25, - "id": "df05ff2f-f028-4b69-ae9c-9cdd1a1f52a7", + "execution_count": 22, + "id": "2294ea58-ac74-479a-8949-4e2e52a8fdba", "metadata": {}, "outputs": [], "source": [ - "chezod_117_pred_path = '../results/chezod_117_predicted_z_scores.json'\n", - "chezod_117_true_path = '../datasets/117_dataset_raw.json'\n", - "\n", - "df_117_pred = pd.read_json(chezod_117_pred_path, orient='records')\n", - "df_117_true = pd.read_json(chezod_117_true_path, orient='records')" - ] - }, - { - "cell_type": "markdown", - "id": "b2dfa8c8-8bbd-403d-9ee9-7a8c0a542ca1", - "metadata": {}, - "source": [ - "### Trim test" + "df_117_true, df_117_pred = import_data('../datasets/117_dataset_raw.json', \n", + " '../results/chezod_117_predicted_z_scores', \n", + " 'test')\n", + "mae, srho, pcoeff, acc_in_dis_reg = run_analysis(df_117_true, df_117_pred, dis_reg_len, perc_dis)" ] }, { "cell_type": "code", - "execution_count": 110, - "id": "6db7fba3-e112-4379-90b9-174cf6200e73", - "metadata": {}, - "outputs": [], - "source": [ - "chezod_117_pred_path = f'../results/chezod_117_predicted_z_scores_trim_{trim_fac}.json'\n", - "chezod_117_true_path = '../datasets/117_dataset_raw.json'\n", - "\n", - "df_117_pred = pd.read_json(chezod_117_pred_path, orient='records')\n", - "df_117_true = pd.read_json(chezod_117_true_path, orient='records')\n", - "df_117_true['sequence'] = df_117_true.sequence.apply(trim_seq, trim_fac=trim_fac)\n", - "df_117_true['zscore'] = df_117_true.zscore.apply(trim_seq, trim_fac=trim_fac)" - ] - }, - { - "cell_type": "markdown", - "id": "9dabf95c-9e21-4e46-9134-94782845a81c", - "metadata": {}, - "source": [ - "### Random test" - ] - }, - { - "cell_type": "code", - "execution_count": 116, - "id": "27de2cc1-870f-4dd4-81c2-eed30e8656ca", - "metadata": {}, - "outputs": [], - "source": [ - "chezod_117_pred_path = f'../results/chezod_117_predicted_z_scores_rand_{n_mut}.json'\n", - "chezod_117_true_path = '../datasets/117_dataset_raw.json'\n", - "\n", - "df_117_pred = pd.read_json(chezod_117_pred_path, orient='records')\n", - "df_117_true = pd.read_json(chezod_117_true_path, orient='records')\n", - "df_117_true['sequence'] = df_117_pred.sequence" - ] - }, - { - "cell_type": "markdown", - "id": "29022566-6308-4a55-9a1b-0e113599218d", - "metadata": {}, - "source": [ - "# Preprocessing" - ] - }, - { - "cell_type": "code", - "execution_count": 117, - "id": "d960eb2b-acd8-4b8c-bac7-4b5ba35ba145", - "metadata": {}, - "outputs": [], - "source": [ - "df_117 = pd.concat([df_117_true, df_117_pred[[\"z_scores\"]]], axis=1)\n", - "df_117.rename(columns={\"zscore\": \"zscore_true\", \"z_scores\": \"zscore_pred\"}, inplace=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 119, - "id": "4d491aaa-aa06-40bc-bbc4-5a3aabb51221", - "metadata": {}, - "outputs": [], - "source": [ - "df_117[\"no_go_ixs\"] = df_117.zscore_true.apply(no_go_ixs)\n", - "df_117[\"zscore_true_nan\"] = df_117.zscore_true.apply(put_nans)\n", - "df_117[\"go_zscore_true\"] = df_117.apply(lambda x: take_go_pos(x['zscore_true'], x['no_go_ixs']), axis=1)\n", - "df_117[\"go_zscore_pred\"] = df_117.apply(lambda x: take_go_pos(x['zscore_pred'], x['no_go_ixs']), axis=1)\n", - "df_117[\"zscore_true_bin\"] = df_117.zscore_true_nan.apply(to_bin)\n", - "df_117[\"zscore_pred_bin\"] = df_117.zscore_pred.apply(to_bin)" - ] - }, - { - "cell_type": "code", - "execution_count": 120, - "id": "d1c474ae-fb5c-4ea7-833b-256db54243a4", - "metadata": {}, - "outputs": [], - "source": [ - "zscores_true = np.concatenate(df_117.zscore_true_nan.values)\n", - "zscores_pred = np.concatenate(df_117.zscore_pred.values)" - ] - }, - { - "cell_type": "code", - "execution_count": 121, - "id": "f280447a-2756-48f1-a297-edbf8b2c72b9", - "metadata": {}, - "outputs": [], - "source": [ - "go_zscores_true = np.concatenate(df_117.go_zscore_true.values)\n", - "go_zscores_pred = np.concatenate(df_117.go_zscore_pred.values)" - ] - }, - { - "cell_type": "markdown", - "id": "fe54fc0f-fa4c-40a6-ba16-45802625b7fe", - "metadata": {}, - "source": [ - "# Statistical analysis" - ] - }, - { - "cell_type": "code", - "execution_count": 122, - "id": "1b6b355c-9bf3-491b-9a56-f1361b923078", + "execution_count": 30, + "id": "91c8a68b-68c8-4dd2-9b81-d11689655192", "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "3.3942266032934425" - ] - }, - "execution_count": 122, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "MAE 3.3715380375075217\n", + "Spearman corr SpearmanrResult(correlation=0.6896238159488697, pvalue=0.0)\n", + "Pearson corr (0.7223447684118596, 0.0)\n", + "Disordered regions accuracy 0.6555555555555556\n" + ] } ], "source": [ - "mean_absolute_error(go_zscores_true, go_zscores_pred)" + "print('MAE', mae)\n", + "print('Spearman corr', srho)\n", + "print('Pearson corr', pcoeff)\n", + "print('Disordered regions accuracy', acc_in_dis_reg)" ] }, { - "cell_type": "code", - "execution_count": 123, - "id": "28ce6cf2-7a4b-4e0f-9f2f-e9f20618b750", + "cell_type": "markdown", + "id": "fc2c6b6a-1a0e-4aa4-ada3-247be9e1f225", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "SpearmanrResult(correlation=0.6817357326225366, pvalue=0.0)" - ] - }, - "execution_count": 123, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "stats.spearmanr(zscores_true, zscores_pred, nan_policy='omit')" + "### Trim" ] }, { "cell_type": "code", - "execution_count": 124, - "id": "04e6dc6f-1196-4fe4-8593-0272035f9d96", + "execution_count": 50, + "id": "86fbe5fa-1510-4023-bde2-17c22090fa09", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(0.7151340204905843, 0.0)" - ] - }, - "execution_count": 124, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "stats.pearsonr(go_zscores_true, go_zscores_pred)" + "mae_trim_list = []\n", + "srho_trim_list = []\n", + "pcoeff_trim_list = []\n", + "acc_dis_trim_list = []\n", + "trim_facs = np.arange(1, max_trim_fac)\n", + "\n", + "for trim_fac in range(1, max_trim_fac):\n", + " df_117_true, df_117_pred = import_data('../datasets/117_dataset_raw.json', \n", + " '../results/chezod_117_predicted_z_scores', \n", + " 'trim',\n", + " trim_fac\n", + " )\n", + " mae, srho, pcoeff, acc_in_dis_reg = run_analysis(df_117_true, df_117_pred, dis_reg_len, perc_dis)\n", + " mae_trim_list.append(mae)\n", + " srho_trim_list.append(srho)\n", + " pcoeff_trim_list.append(pcoeff)\n", + " acc_dis_trim_list.append(acc_in_dis_reg)\n", + " \n", + "srho_trim_list = [c[0] for c in srho_trim_list]\n", + "pcoeff_trim_list = [c[0] for c in pcoeff_trim_list]" ] }, { "cell_type": "code", - "execution_count": 125, - "id": "ed979857-3c22-424e-990f-42afd70d9b5b", + "execution_count": 69, + "id": "0908d328-5fbb-4222-9edc-82a7a65e6bc6", "metadata": {}, "outputs": [], "source": [ - "bin_true_scores = df_117.zscore_true_bin.values\n", - "bin_pred_scores = df_117.zscore_pred_bin.values\n", - "\n", - "true_scores = df_117.zscore_true.values\n", - "pred_scores = df_117.zscore_pred.values" + "df_trim_mae = pd.DataFrame({'Score': mae_trim_list, \n", + " '# Trimmed residues': trim_facs,\n", + " 'Strategy': 'MAE'})\n", + "df_trim_srho= pd.DataFrame({'Score': srho_trim_list, \n", + " '# Trimmed residues': trim_facs,\n", + " 'Strategy': 'Spearman corr'})\n", + "df_trim_pcoeff= pd.DataFrame({'Score': pcoeff_trim_list, \n", + " '# Trimmed residues': trim_facs,\n", + " 'Strategy': 'Pearson corr'})\n", + "df_trim_dreg= pd.DataFrame({'Score': acc_dis_trim_list, \n", + " '# Trimmed residues': trim_facs,\n", + " 'Strategy': 'Disordered regions accuracy'})\n", + "df_trim_show = pd.concat([df_trim_srho, df_trim_dreg])" ] }, { "cell_type": "markdown", - "id": "2c52b774-7978-4dd4-b834-379ad484928b", + "id": "a5b59dd2-f716-42aa-83ed-2f0e23547c27", "metadata": {}, "source": [ - "# Z score corr in disordered regions" + "### Random" ] }, { "cell_type": "code", - "execution_count": 126, - "id": "22ebc5c4-3cef-46c1-8a19-9869a027b3c0", + "execution_count": 52, + "id": "989f901e-c425-4933-aaf7-18aba643e327", "metadata": {}, "outputs": [], "source": [ - "dis_reg_true_zscore = []\n", - "dis_reg_pred_zscore = []\n", - "dis_reg_true_class = []\n", - "dis_reg_pred_class = []\n", - "\n", + "mae_rand_list = []\n", + "srho_rand_list = []\n", + "pcoeff_rand_list = []\n", + "acc_dis_rand_list = []\n", + "n_muts = np.arange(1, max_n_mut)\n", "\n", - "for i in range(len(true_scores)):\n", - " bin_true_score = bin_true_scores[i] \n", - " bin_pred_score = bin_pred_scores[i] \n", - " true_score = true_scores[i] \n", - " pred_score = pred_scores[i] \n", - " dis_ixs = get_disorder_reg_index(bin_true_score, dis_reg_len=dis_reg_len)\n", - " true_z_score_dis_reg, pred_z_score_dis_reg, dis_reg_true_clss, dis_reg_pred_clss = compute_accuracy_per_region(true_score,\n", - " pred_score, \n", - " bin_true_score, \n", - " bin_pred_score, \n", - " dis_ixs)\n", - " dis_reg_true_zscore.extend(true_z_score_dis_reg)\n", - " dis_reg_pred_zscore.extend(pred_z_score_dis_reg)\n", - " dis_reg_true_class.extend(dis_reg_true_clss)\n", - " dis_reg_pred_class.extend(dis_reg_pred_clss)" - ] - }, - { - "cell_type": "code", - "execution_count": 127, - "id": "733050e3-ef52-430c-b2e9-585594c93a36", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "SpearmanrResult(correlation=0.29801228916857764, pvalue=2.7520931323800866e-168)" - ] - }, - "execution_count": 127, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "stats.spearmanr(dis_reg_true_zscore, dis_reg_pred_zscore)" + "for n_mut in range(1, max_n_mut):\n", + " df_117_true, df_117_pred = import_data('../datasets/117_dataset_raw.json', \n", + " '../results/chezod_117_predicted_z_scores', \n", + " 'rand',\n", + " None,\n", + " n_mut\n", + " )\n", + " mae, srho, pcoeff, acc_in_dis_reg = run_analysis(df_117_true, df_117_pred, dis_reg_len, perc_dis)\n", + " mae_rand_list.append(mae)\n", + " srho_rand_list.append(srho)\n", + " pcoeff_rand_list.append(pcoeff)\n", + " acc_dis_rand_list.append(acc_in_dis_reg)\n", + " \n", + "srho_rand_list = [c[0] for c in srho_rand_list]\n", + "pcoeff_rand_list = [c[0] for c in pcoeff_rand_list]" ] }, { "cell_type": "code", - "execution_count": 128, - "id": "f6f544fe-b01a-451d-b47a-bff41e9be8c1", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(0.3216994014129946, 2.5908855591832515e-197)" - ] - }, - "execution_count": 128, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "stats.pearsonr(dis_reg_true_zscore, dis_reg_pred_zscore)" - ] - }, - { - "cell_type": "markdown", - "id": "4f7798db-725e-466b-b4ec-2822af1c6cbe", + "execution_count": 70, + "id": "c8cfade4-74c2-41e0-8afa-579fd408dfe8", "metadata": {}, + "outputs": [], "source": [ - "# Accuracy in disordered regions" + "df_rand_mae = pd.DataFrame({'Score': mae_rand_list, \n", + " '# Mutated residues': n_muts,\n", + " 'Strategy': 'MAE'})\n", + "df_rand_srho= pd.DataFrame({'Score': srho_rand_list, \n", + " '# Mutated residues': n_muts,\n", + " 'Strategy': 'Spearman corr'})\n", + "df_rand_pcoeff= pd.DataFrame({'Score': pcoeff_rand_list, \n", + " '# Mutated residues': n_muts,\n", + " 'Strategy': 'Pearson corr'})\n", + "df_rand_dreg= pd.DataFrame({'Score': acc_dis_rand_list, \n", + " '# Mutated residues': n_muts,\n", + " 'Strategy': 'Disordered regions accuracy'})\n", + "df_rand_show = pd.concat([df_rand_srho, df_rand_dreg])" ] }, { "cell_type": "markdown", - 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dcNsN+hoL31iNUY/PxrVNLsOF51pm7A0tG+Hjz79BxpAn0KppA1zd8N/46tvNmDXvTdyd0QE9O7ZAfkEB2t82Ej/+/Ce6tLsGF5x9Cj789CssWfERZo0fjMv+fRYGjnoK6zd+h1WvTgzM49EnX8Kryz7Ah0umIDkp0e1/DDk/gQRontoUjeapTYDCT2fDJFxAA+mzYTIAUXAImqeCxTOUOs1TQyAFh2EtIFg8Q6mzFjAE8rAwBw54kJUJZPpWdyqDU6/6zPQiS60KzfKZojnWOOtnj61kkpO8SE0DUpOBlFQvUlPUr0BamhdpKXHWZ6nQn8f5LpUQ70G5lATsPZgX0rULCoHCQiA/Hygo9KIg3wP1WUHBof8KCzzIV2PyCn1jrTGF+dCfFxR4UFjgRX7gHE/gfPW9GqfGq2sU+sbkF1hjJB5JSSWs6NWrba2VtcEreo9cBezVq3zjldFrcEVvYgIQSfO0sNCL8dNexuwFbwXkU6tL1cpS9Uh9okrgKI/t7z+Qqc3TG9s0xn19OgfGBt8HBzOzsXvvfr0StXy5FEwbezeO9th+257D9UrU6eMGBUIMHDUVP/2yBa8/PwYrP/wCfYdPxhOjeqNZo0v1mN+3bEPzLkMC5ulnX/6A7v0fwZSH+qHx/10Edf1LW2Sgd/c2euUrDxJwIgGapzZVoXlqE6Dw09kwCRfQQPpsmAxAFByC5qlg8QylTvPUEEjBYVgLCBbPUOqsBYoHqQzCbGVsqpWdWcr4VKs8fY/BB35vrfrUK0D1SlHr98r0K+2hfKTUVC9SUtSvQFrQ71PTPEhNVgap+t6jv9MGqR7rhVqVGe4hsRZQfJWZqjRS5qpl5Aabs+p79Z1luFq/92rT1m/OahNXm7OlMHqLXNeLwnwrhopnGcnWdSWtBJ45KfKrJXfs2gu1/+kPm3/Hx59/C7Xa9JzT6+LlZ0aWaJ6OG3EHWjSpH7i91QpRtRXAwqWrsW377sDn6pH5F6YMLdY8zcvLxwXX3KpXsNasXiVwzm9/btOP53+zejaeeWEpJs96FWuXTkV6hXLFmqderxdtegxDjeqVMfPxe7Bg6Wo8MH423lv4BGoFxQ33zyLHk0AkCdA8tUmX5qlNgMJPZ8MkXEAD6bNhMgBRcAiJDZNg3I5MneapI2WJalKsBaKK25EXc3stYO39aa3s1L/3GaDW/p+FerWn+t5vfCozVD0Kn5tbCicySOFyyuBM9SIt1YOUFMsMTdOrPpX56dGmp14F6jNH1Xfly0f/uXvWApH9Y5mnDFq/uVpkpa0yc480XK0VvD6j1zdemcR+QzY/v9AyaNWK36DVvpZBHLRi13eO/jyw4tdnNged57/Po2GeBpNWBuSkma9qA3Txsw/htJPrFPvCKP/K08PNU2VwKqNzYK8OaFj/PNSqUQVjJs/Flq07jmqe+leItm/ZCE0aXnSY8B40rH8unnx2MZ6eswSfvTVd74+qjsDK0ycG47KLztKf+Q3TpXMewYARU3BK3Tp6tSoPEnAqAZqnNpWheWoToPDT2TAJF9BA+m5vmAwgcnUINkyuljekydE8DQmTqwexFnC1vCFNTkItkJdnrfy0DFDr8Xa/4ZmZ6fWZoj5j9DCztLSr/9QqTm16JsN6FF6Zniken9npRVpanP69ZYJaj8NbY72QtOUha4GQ/pi4flAkH9tfv/F7nHXaSSiXllKE40uL38PDk17AS0+NwPln1cPMl5ZpQ3T98mmBcUczT2/s9YDe+zT48Xv1wqk//tquzVO1MvX8Jrfg/ru66Uf+/UfD6/rqfVMPNzqVmevxePTepirOcxPuxaUXnqFP++aHX9Gh16jAY/vqM78Rq0xftT/qC1OG4SLf3qquv1k4QZEEaJ7alI3mqU2Awk9nwyRcQAPpS2iYDEyTIY5CgA0Tbw2ap7wHWAvwHohWLaBWy1lveVdvf/fqR+LVW+Gz1J6g6nO9F6hvhajvhUjKJFUvR1LnlvZQ+0369/n07wNq/axWhVoGqPW5ZYz6xyYnl+4x+NLmWVbnsRYoK/LOum4kzdN7x0zHR59uQo8bm+Ps005CamoyNn7zk17lWad2NSx4ZpTey1S9vKlT79F4aMgt2mxVZmbtGlX0nqeHrzwdP20B5i9ZiUeH3o5qVdPxwcdfYtqc1/Wb7pV5qo6MIeNx4GA2hvW/CXv3H8TF55+OBa+v1obtLZ1a6JdG5ebmY+M3/9PbCSgjVpmija4foB/jb9fiSiQkxGPB66t0PP8Lo/zKjZ06D3MWrtCrZtXqWR4k4GQCNE9tqkPz1CZA4aezYRIuoIH0o9UwGUiVISJAgA1TBKAKC0nzVJhgEUiXtUAEoAoLGU4toFZxBj8Gr41Q9dZ3vSpU/VeIrEyPfkmSfiO83ivUMkfV6tHSHurFOcHGpvXou7XSM62cbx9Q/Qi8b4WoWgWq/kux3qTO4+gEWAvw7lAEImmeKmPy+QVv4ZMN3xWBfW2Ty3B3xo2oWb2y/rygoBDDxs7E0rfX6p8zurXGzTc2R/1r7zjCPN3y9w79gqgvNv2ox553Vj0UFhRqY3b2xHv1Z+s++waPTHlR762qDrWiNTkpCS8uegdTnl2sDVL/ocxUtQWAOn75fSumPLsI3//0O+qdeBwaXHIOHpr4AuY9NUJfx3/4XxylzF714iseJOBkAjRPbapD89QmQOGns2ESLqCB9MNpmAxcjiEcRoANk8MEKYN0aJ6WAXSHXZK1gMMEKYN04gtSsenHHJ/RqV6KVOhbHXrI+FT7gaoXIuXk2NsH1G+Aqv09U9SLj1J9qz19+4Aqw9P/GLx6wtf62YvEyL/LpgzIO+OSrAWcoUNZZxFJ89Q/t7z8AuzavQ95+fn6hU2JCfHFTluZmplZOahauaJefXqsY+u2nYiLiwsYsMWN/WfHHlQonxbYw1SNUY/pqxdYqX8QUteJP8a/sixf+QkGPfg03l80CdWqpAcuMe6p+Xrv0w8WTy4Su6y15PVJoDgCNE9t3hc0T20CFH46GybhAhpIn+apAYiCQ7BhEiyeodRpnhoCKTgMa4GyEU+9HTwvz3oru3qhTEEekOv7fX6eR3+Wn+9FnnrRTK41Jl/9Pq8QuYHvfTHy1DjrBTK5edZ5KoaKp+LbNTwPJ5SsHoNXe4D69vdUqz+VyZmW5kVaiv8xeOvlSHrPUJ8hqsxSHs4jwFrAeZqURUbRME/LYl6lueaQh59BxfJpqHNcDezctRez5r0JtUr2sREZgXD7DmTi8pa90atrK/S75frSXIbnkEBUCdA8tYmb5qlNgMJPZ8MkXEAD6dM8NQBRcAg2TILFM5Q6zVNDIAWHYS1giZeTaz1Wnp+njEplalqGZMDIVAZlkNmpP88rDJia+tx8ywBVMZTRqT7zf26Zn4cM07K4ZdSj74mJXiQkAIkJQEKS9Wv51DjEJRTot8Grx97V2+HVak//m+Kt31srQpVBysNdBFgLuEvP0s6G5ukhctPnLsV7a77Ann0HULtmVVz+77PRrX2zIqtLV374hX651cQH++gxPEjA6QRontpUiOapTYDCT2fDJFxAA+nTPDUAUXAINkyCxTOUOs1TQyAFh3FaLaAeocwvCDYtfaajz3xUqy4tg9MbMCi1UamNyULk5R5azWmNK2paBlZz+oxNZZQW2ngZUWmlj1NGZoJlZCYpIzNRPZrusYxNn8GZkOApanYmeJGUFIeEBG+Q+alieKyfVQx/PJ8xGmyYHi1X1gKlVdEd57EWcIeOdmdB89QuQZ5PAs4mQPPUpj40T20CFH660xom4ThFps+GSaRsxpJmw2QMZUQCKRNJrVrzP6Kbpx7d9a1uUyvg1M/qEV3LNLLMptzcQuQGrXjT5/hWu+lY6vf+OL4Vdso4UluKeeIAtbNYnPrV49U/x6nPfZ+p36if9ffwjdc/e3WAQ+cGfafO9/8X57XiBf2nYqnPoH7VMT2I811bjdPvefHn4bu2/kjn6L+2L09f3Lj4OOu7QI6+6wbl7Z+Hf06B+Xv8OXoCefqv5c87mI++TpE5+hjpJH1zOYJtMXx8zINjqetE4yipFigsUPdNsCGpVlQq4zL4sXPrMXFrpaa1clMZmdYj6f7Hzn2rOf3f+x9RDzySbsUrKIjGrIteQ+mozUdlZib6f69MzEOGZJHPfUalMjL9pqU2QH3/6fP06s7D4iVZ11DnlLCNX1QhsBaIKm7HXYy1gOMkKZOEaJ6WCXZelASiRoDmqU3UNE9tAhR+ekkNk/DpxWT62Tke5OgXOgDZuUBOtgfZOV7frx7k5BTqN+JmqzHqBZPeeOQXFlgNXzwQH9T86Z/jvUhUq1zifU2l/lWN8yIh3rdCJgGI0z8DiUEx/LHU3mg8nEmADVPpddGmpc/AtIwi6xFftepNP6rrM5H0OP2Zb59Cv9npMz71Y76+ONbvrXPVn10eJHA4Ab/p5onzWgZxwJj2m8k+c/ow41gbuZafa5nkvl/VZ0lJHmTnerWp7t9/85ABWnYaJKuXBAWZker3lilpvTzIWm1p/V79/yZJrdZMVGam77F0bYJaqzKTkqz/bx0RLwFQ14n1g+ZpbN8BrAViW3//7Gme8j4gAXcToHlqU1+apzYBCj+d5qmzBMz2m5q51ttt1QselMGpjc4ca0XZwSwPcnOs73NzPfrNuDm5h8Y4a0ZFs1GPDvpX3GhjVZuzalWPtcpHGbXWGP/PPqNWj1ENchwS4qwYAZM3YOYCyepNvHGHmuPg+JYxbH3H4xABNzZM/tVw/r0G9UrLwKpM61HfIqanMixz1Ao530pOvxHq27Mw17dK02+Iqj930VwZp4whZQAp88cyjSwjSP0+SX2nV8ZZf2YSk6xHev2GkvW9dY4aV5wdm5Ycr7/IzI78cr9Cr3q7LaB+he9X/bi07/fqzbfWz9Zj1GpYke8LAf10tRqvvvd64NW/WjH1r4WF+jM17tC5h8b5Y6qxh5/rLfT4Ynj1tf1j/LH1z/oa1jj/dfxx9M/qe5VjodeXk+/avnhW3ke/tjLOnXgkJVl/f/rNS2VIWvfdof0zE/V96Vu1majuT/V4edDqS/996jdA9erNoHN8j6vzrerRvwNonkafuZOu6MZawEl8peRC81SKUsyTBEpHgOZp6bgFzqJ5ahOg8NNpnpoTMDPTc8jEzPYgK8da2WmtAPUgO6sQ1qpQayWoWomWmeUNfKZWm5k4VNOZnOzVL3pISvZAvdlWvQU3OQX6V9UABx8V0hKxP7Pki1uPCluPZCrjSL/xN9+LArW6rsB6nNP6ve/NwEHj1LlOOxQHazXtIQM38LN/Fa3+ThkEPlPXb/7qVU5qNe6hGMGrcZWxqw0FZdgqY0Cv0PX97DOClanlhCPaDZP6BwK/qWmt0rRWXVqGp2VqWis6rUd91T8Y6FWb/keB9SPsvsfT9TjrfrMeTbdiR+tQRn+woaRNzoBZqX7vQZIyO9W+g8rA9D3eq41N/2e+FXHWPw5Y+x4Gx1H3VaQP7nkaacLm4qs/B5ZBW9Q0DpjPxZjLhdr5PWREH27cqq/TU5OQrf4QegoDqzm1Mar+f8InB8wJ6OBINE8dLE4UUot2LRCFKfESpSBA87QU0HgKCQgiQPPUplg0T20CFH46zVNLwAMHrdWc2TlqBZpHr+pUv9fGp/o5Sz327lvdqVZ5ahP0kPFpaqWQMmL8RmdairWKLCXFZ4CqN92mxOlGVr0NNzlZvRFXGaSWKar+Uz+He0SzYfIbsMp8zfO9DKSgwNo3T3/m2+tOmbLanNUmbbBZa+2fZxm3vheK6HE+E1cbuNZ5Kn6BMtn0dawY6k3KTjv8e+XpF3r4VseqFV3+lbl+09UyZw/tp3e0LRWsMcfeUsG/2lf9WrGcBxXLJWLL9txDb4VWhqb/xSz+R9D9hqbeM1PtX1hovZk68AIXywhV2vjNz3zfPobqZ7VaM5qH/3Hf4JWZ+pFe/Wiv+rPlW6mpDEvfqma9ajN4Face519t53s82Gd6OsVtyEsVAAAgAElEQVT8NsGU5qkJirJjsBaQrZ+J7KNZC5jIlzHMEqB5apan1Gg0T6Uqx7xJIDQCNE9D43TUUTRPbQIUfrr0hkkZaP49PpXZqVa1WYanteozK9sbePQ9S+//eWi8Gqf2/jTx+K3aO06t9tSmZhL0r2rFpzI2U9VnKV6kJsfpX61VoR5rvFoR6jM+k5Kt/euifcRiw6SN2nxLe7+xesiMtQxAa3WttZJW/xxs1vre6KxW3PpjKJNWjyli6vrjewOrc60VupbBq1aAxdKhXn4TeHmKz8A8tNLSZ1Jqc9L6T63a1G+V9q3K1G+Q9hufPiNUj/UZoZYJ6qyXsEjQl+apBJUim6P0WiCydGIjeizWArGhbGizpHkaGie3j4p183Tn7n1ISkxAhfJpbpea84tRAjRPbQpP89QmQOGnl2XDpFajWY+wB63iVC828q/8VCs7lRnqMz2tx+B9LzryPQqv3gBs91CGjjIy9UpO/+Pt2uT0r+j0IiU1TpuhyvxMSfbo1Z/6MXi/SZpkN4uyO58NU9mxLyj0rar1r7g9fDsE9Ri635TVq2t9K279WyWo8bmFvhW6liFrmbnK1LVeXmSt3vWZv0Erev1msIqpHtu19jL0PU7u21fT/wh6YD9NvUrTt6+meilLkKmpDEz9XdCehYHVnb7P4uLLjjWvfHQCNE95d5RlLUD6ziDAWsAZOpRVFjRPy4q8s64bi+ap2trmmbmvY/l7n2Dzb39pQdJSU3Bnj+vQ48b/OksgZkMCNgm41jxVf5D/2bkb1aqkI0E9Wxniof7FRB1VK1cscob6PD4uDpXSyxf5nOZpiGBdOqy0DZN6XFfv56lWdxbzRvesLOuRXr0KVD/ubv1er/xU43Osl4HYPeLjlIHpMzKV2RlkelrmpzI+1SpPv9FpfZbsexTe/2iv3Twkn8+GSbJ69nNnw2SfofQINE+lK2g//9LWAvavzAhOIcBawClKlE0erAXKhrvTrhqL5un8JSsxesIcTBt7Ny4691Ts2XcAaz/7Gt/++BtGDuzuNImYDwnYIuBK8/T9dV9i0INPI1NtvAhg5N090KFVo6OCUkbrrHnLMGfhCuzas1//a8n65dP0+C1/78DAkVPx9Q+/6J8vueAMjB/ZO2Cujh6faz0q7PHqt/D6HxsO/KpO8j1KHPyd/shjjVe/9/p+1Z95fXE8HutU33cej/X2Wn3O4TH9l9FJWFP1xz50/qFYfhhF4gRdx39+kev58grOyboQ4ImLK5Jr4Jq+C1mMDuWlXr1QJD//49a++fvPD2YUPA9/XsVex6+DjnnYdXwTC6QTfN2g8w7XUl+vGH0rl0/Erv35OHBArfi0TM3M7ELfo+7Wi43UHqCZ/pcfKcPU0N6Fau9B61F3tcrT2tdTreZMTfK93Ci16GcpqdbLWfx7gpYvF2PPPNv6q/LoJ7NhihBYIWHZMAkRKoJp0jyNIFwhoWmeChEqgmmyFoggXAGhWQsIECkKKcaieTp49DRtmE4fN6hYwj/9sgX3jpmOa668GC+/vhL7D2Th9pta4rYuLfX4rOxcTJr5Cpa9uw6V0yvgxjZXoV2L/yA1JQmfffkDHnzieWz9Z5cee1WDCzBsQFekVygHFXfYozNxb9/OeOGVt/HPjj0YdXcPfa0WTepj7qvvIC8vHwN7dUBSUiKemfM6du/dj643NMXtN7XS8UqKr2K1vOZyzFv8nh5/S6cW6ND6qmLn6fV68eqyD/Dionfw59YdOOOUEzCwV3tceM6pWLV2AyY8s1CvzL3o3NMw4q5uOO3kOjpOp96jNY81n2zCd//7DQ8NuQXDx8464rN6Jx4XhTuYlyiJgOvMU/UH8Mq2/dCnZ1t0aXc1Vq/diP4jpmDFvHGoU7t6sTzGT1uA195ag4xubdC8cX3k5uWhVvUqeuyox2fj7+078cCgnkhOSkSvweNR76TjMOa+2/T3t/aP4quJS1KT34shEPxG99RUj37hilrN6X/Lu36xUdCenmrfT7Wnp37MPUU9DkHj0ylis2FyihJlkwcbprLh7qSr0jx1khplkwvN07Lh7qSrshZwkhrRz4W1QPSZO/GK0TBP9+wFtv0T/T6wUroHNWscSf3N9z7BPaOf1qZko8svwGn1jkeVShUCAzd99zM63vEgrm1yGVo1bYBPNnyH5+Yvx/IXx+KEf9XUXosyDe/q1R4ejwcPjJ+NO7q10WPV4rX//fwnzjz1RGRl52DkuOfQqMEF2hD1x61ZvTKub3ElUlKScekFZ+hrKaO2fatG+PLbzZj63GJ9vjJM8/MLdK5vzHkEdU+oHVL8xldcqA3TP/7ajocnvYC1S6dq8/bwY+nba7Vx2++W63H5v8/C2s++QcUK5XRObW4eps3iKy87T5u66zd+jxXzHkdaajLObtRDh+rS7hocV6sqmjW6FFd3GHjEZ7VrWN4Uj7Il4DrzVK067X3fBGx4e4b+VwZ1tLhpiDZS1U15+LF95x40un6AdvnbNm9Y5Ot9BzJxecveeOqRu/Cfy8/X36388Av0HT4ZX696Tv8BX/t5jt7vTh3+l5eoX/0rFQ//TH3h/14P0ida4/WPXmt1aeAz/YPH+vnw6wTOsb7TK1h9sYqcH/yZHhSUr//avusEXsASfL3g6wTnpp4bL+56Kl3f+f6crKl5Ds3tsLn4wgbmeSQDXxLBrPz4gmId4hB0LT9Xda5v/lqf4LkX4RD0Ihr//IrRVwVLiPcgLl69lMX3iLv/je4+41O/AEnv8+lbDZpUuje6l+1fE7z6sQiwYYrt+4MNU2zrr2ZP85T3AM1T3gOsBWL7HmAtENv6+2cfDfP0/Y8K8cICAy+tCFOy/zSIQ9cbj9wKMb+gAMo4nDbndfy5dbuOesUl5+Ce3h1xat06AZPT752o75U3o8zE/15VHxf/93YM698VF55zij530ZsfYNuO3Zg8up/+WXk1X2z6H/7ZsRtvv/8ZKlZIw9QxAwJxP31zGsqlpeixfkPVfy31FPIlzTOw4JlROPv0k/SYtj2Ho1v7ZgHfp6T4wXk3vK4vHhzcE1c1uPAIejf1eRh1jquOR4feXuS7ybNexbJ3P9YL+dShtoJUC/2eHNNfx1HmqdryoGH9cwPnFfdZmHJxeIQIuM48XbB0NWa/vBxvzh0bQNZ32CScdHxt3J3R4QiM7635Av1GTEbHNo3x489/Ijk5Ea2bNkDrplfgwMEs1L/2jiI39Pc//Y7rb70fHyyerB/d556nEbozhYRlwyREqAimyYYpgnAFhGbDJECkCKdI8zTCgAWEZy0gQKQIp8haIMKAHR6etYDDBYpSetEwT7/82ou3V0XfPD3/nDg0vSrumCSVEbnp+18wZdarSEpMxMvPjCzWPB04aqp+RP+m669By2736ZWhKcmH3h5co1olPDHqTixf+YneilE96n7mqSdoryYlOVF7M4cbpcWZpwUFhTivSU+dxzmn19W5K5OzRZPL0Lltk7DjK9O3z83t9LYAhx/KpL23T2dcf+2VRb5Sq1HVEWyqNm5/lzaPO13XRJunc58cph/v9x/FfRalW5iXKYGA68zTmS8tw1urPsUrMx4ITF39oSuflopRg6xl0cHHi4vexZjJc/Vj/qeffDx++PkPPPnsYjw2IkMvL7/j3gn4YfPv6NuzHRITEvD2B+uhDFe/ear2t+BBAiQQmwTU6nMeJEACJEACJEACJEAC5gmwzzLPlBEjRyAW+4LMrBz9+Hnw8frbH+G+MTOw8Z2ZUAvP1KP0wSs4lXmoHqvv3PZqNGh1JxZOH4WzTrNWhgYfrbsPxX8b10fv7m30x8/OfxOfbvguZPNUvdfm3MY3H9U8DTf+scxTtaK1/kVnaQM1+Bj31Hz9Aq3Fzz6kPz6YmY1LW2TgiVG99SP6NE8j9+cxEpFdZ56Gu/JUmacvL1mJ158fE+Cr/oUgOzsXEx/sg/0HMqEMWbVnRoVyqcjLz9cb+vr/AuDK00jclnJicrWJHK0ilSlXm0SKrIy4XG0iQ6dIZsmVp5GkKyM2awEZOkUyS9YCkaTr/NisBZyvUTQyjMbK02jMI5xr3DpoHM4782S96Kx2zWr46Zc/8fCkuXr7xBemDA2sEFXmYY2qlbBo+QdQ75tZNGs0Tq93PHreNRZ5+QV64Vq1Kul60drnX/2I7u2b6VWip55cBwNvb6+3BFD7o1auVN6YeRpu/GOZp2pv1flLVur34lx+8dn4bOMPOJCZhXKpKVCMlFna4OJz9AvKn3p+CVa/OhHVq1aieRrOzeaAsa4zT/17nqp/6UhMTNCIm3W6B93aNy12z9PA+HdnITHB2sdDrVRVmxKr/TQOP9QfcLWvxpSH++uvaJ464C4uwxTYMJUhfIdcmg2TQ4QoozTYMJUReAddluapg8Qoo1RYC5QReAddlrWAg8Qog1RYC5QBdAdeMhbNU/V2+Vnz3sS27bsDiqiXOt1/V3eolzn5H69XL5HatWe/HjN6cE+0a2E93q7OGzV+Nj74+MvA+b26ttIvXvpo/de49+Fn9HlpqSnabK1QPg1PP3qX3h6gY8YDRVa0Hv5ZcStPu/Ydox+7V4/MhxtfmafqaWT1gvHDD/XS8ocmzsFrb32ov1L5jh3eC+qFU0/PWaKfbPZ/rh7hb9LwIv0zV5468A/yMVJynXmqlo5f0rwXhtzZCZ3bXY3Vazei/4gpepPeOrWr67ebjZ06D+NH9saJdWpCvRSqSfuB+l837ujeRr91rXPv0XrjYrUXhtr3VC3BV5shv/HOWoyZ/CLmTxuJc8+w9s2geSrrhjedLRsm00TlxWPDJE8zkxmzYTJJU2YsmqcydTOZNWsBkzRlxmItIFM3U1mzFjBFUnacWDRP/Yqpp3WVr6JWjyb7XtqtvvObp1++Nwt79x1EpYrlER9/5N6p2Tm5+vuqVSoiIf7Qi6mUB7N1207UqlE1sNDN5F1iOn5ubh72qHlUrlhknmp+O3btRa0aVYrMz+RcGCvyBFxnnipkKz/aAPWSKP8xfEBX/a8L6li1dgP6DJ0UWCquPlv32TfoN2IK1BvZ1KFM0yF9OusbW/2LxO33PK4/r3ficXjgnpuLbOhL8zTyN6mTr8CGycnqRCc3NkzR4ezUq7Bhcqoy0cuL5mn0WDv1SqwFnKpM9PJiLRA91k68EmsBJ6oS/Zxi2Tw9Gu3iXuwUfWV4RRIwQ8CV5qlCo96u9vf2XXpvDf/j+8dCpv7VQS0br5xeXi+z9h/+f41Q/3oQ/Ln/e5qnZm5EqVHYMElVzlzebJjMsZQYiQ2TRNXM5kzz1CxPidFYC0hUzWzOrAXM8pQWjbWANMUiky/N0yO5qkfu31+3EW2bN4wMdEYlgSgScK15Gi2GNE+jRdqZ12HD5ExdopkVG6Zo0nbetdgwOU+TaGdE8zTaxJ13PdYCztMk2hmxFog2cWddj7WAs/Qoq2xonpYVeV6XBKJDgOapTc40T20CFH46GybhAhpInw2TAYiCQ7BhEiyeodRpnhoCKTgMawHB4hlKnbWAIZBCw7AWECqc4bRpnhoGynAk4DACNE9tCkLz1CZA4aezYRIuoIH02TAZgCg4BBsmweIZSp3mqSGQgsOwFhAsnqHUWQsYAik0DGsBocIZTpvmqWGgDEcCDiNA89SmIDRPbQIUfjobJuECGkifDZMBiIJDsGESLJ6h1GmeGgIpOAxrAcHiGUqdtYAhkELDsBYQKpzhtGmeGgbKcCTgMAI0T20KQvPUJkDhp7NhEi6ggfTZMBmAKDgEGybB4hlKneapIZCCw7AWECyeodRZCxgCKTQMawGhwhlOm+apYaAMRwIOI0Dz1KYgNE9tAhR+Ohsm4QIaSJ8NkwGIgkOwYRIsnqHUaZ4aAik4DGsBweIZSp21gCGQQsOwFhAqnOG0aZ4aBspwJOAwAjRPbQpC89QmQOGns2ESLqCB9NkwGYAoOAQbJsHiGUqd5qkhkILDsBYQLJ6h1FkLGAIpNAxrAaHCGU6b5mnxQAsKCpGTm4e01GTDxIuGKyz0YsXqT9HgknOQXqGca66lJpKdk4v4uDgkJiZEdF4MfmwCNE9t3iE0T20CFH46GybhAhpInw2TAYiCQ7BhEiyeodRpnhoCKTgMawHB4hlKnbWAIZBCw7AWECqc4bRj0Txd+vZa3DtmeoBkzeqV0azRpejR4b9Qv1fHus++wa2DxuGjJU+iUnp5w9QPhcvLy8cF19yKV2Y8gDNPPTFi11GBo3ktdb2b+jyM8848GYPv7BTReTE4zdOI3gM0TyOK1/HB2TA5XqKIJ8iGKeKIHX0BNkyOlicqydE8jQpmR1+EtYCj5YlKcqwFooLZsRdhLeBYaaKaWKyap489NQ8LnhmFg5nZ+OWPrZj54jLs2XcAL04djmpV0nHgYBZ++3MbTj/leCTEx0dMk2gamtG8lgL2y+9bkZqajFrVq0SMHwOXTIArT0tmdMwRNE9tAhR+Ohsm4QIaSJ8NkwGIgkOwYRIsnqHUaZ4aAik4DGsBweIZSp21gCGQQsOwFhAqnOG0Y9k8XfPalABNZaJ27/8I6p10HMYO64XNv/2FoWNm4KWnRiA+Pg4ff/4tJkxfiJ9/34rqVdPRtnlD3NalJdTj/c/OfxPzXnsP+w9koUnDi3Bfny5Ir1gOP/2yBcMenYl7+3bGC6+8jX927MHcJ4fpVa2PTHlRX+O8s+rhq283B1aeZmXnYtLMV7Ds3XWonF4BN7a5Cu1a/AepKUlQK2Y3fvMTzj+7Ht54Zx1OrVsHg+64EQteX4XnF67A/gOZaNfiSnRq2yRgWB7rWoffSqWJv+aTrzDuqfl6Lhedexpyc/Pw6LDbUfeE2nhs6jycUvdfOqeSOKmVwC2vuRzzFr+n07qlUwt0aH2V/v3R2B+e/569B3DHfRM0d3WcffpJuK9vF5xe73j989ZtOzHu6ZexfuN3eiuBqxv+G0P73QTF/KnZr+Ht99cjMysbl1xwhj5v9bqN+P3Pf3B3Rgfr/H92YcCIKZj1xGCUL5eKTr1H4/abWmLNJ5vw3f9+w0NDbsH0uUuxdv3X2LVnP+qdeBzuvLktmjW6RJ9f3HXU9+o+Gz6gK84982Q9Tt0nfYdNwrj778AJ/6ph+088zVObCGme2gQo/HQ2TMIFNJA+GyYDEAWHYMMkWDxDqdM8NQRScBjWAoLFM5Q6awFDIIWGYS0gVDjDaUfDPPXu2oGCrb8bzrzkcHGVqyHuuBOOGKhMQrXyNNg8VYOUAapMNPX5Nz/8ig69RuHL92YhP78A/252O3p1bYVrm1yGX//Yho+/+AbD+nfFwjdW47Gp83FP746oXaMKJs18FcfVqorJo/th03c/o+MdD+qtAK5vcSVSUpLR9D8X47+dB6NNsytwQ8tG+PufXbhn9NMB83TU47O1EXdXr/bweDx4YPxs3NGtDVo1bYDZL7+FcU/P14arMv5q16gKL7xQ5zww6GbUPaEWnp6zBOkVymP04J74469/jnmtw8GEG18Zya263Ycb2zTGdc2uwJ9bdxSZy51DJ+K8M+tpbqFwanzFhdow/eOv7Xh40gtYu3QqkpMSj8r+8Pz37j+IxcvX4KJzTkVSUiKenfemNrvVlghq1W2bm4ehRrXK2phVe83OePENbWaPeOxZfLR+E/r2bIcT69TEq8s+QMc2jbHm0034/qfftJbq+H3LNjTvMkTnpfanPbtRD/15l3bXaM3V1g8rP/wcp9Stg6qVKmrzVRnua1+fqs30o13nqeeXoEqlCnj43lt1vGdeWIp3PvhM523ioHlqkyLNU5sAhZ/Ohkm4gAbSZ8NkAKLgEGyYBItnKHWap4ZACg7DWkCweIZSZy1gCKTQMKwFhApnOO1omKe577yGzBmPG8685HBJV7dB2u33hGyeqhWEGUPG45NlT+tH9v3maXZ2Lupfewf63XI9ut5wDdJSUwIx1erDM045ASMHdtefvbvmc/QfMUUbZspsU+bpp29OQ7k06xxljM199W18sHiyNkeDH6U/6fjauPi/t2tT9sJzTtHjF735Abbt2K0NPGVurnh/PV58cjji4jz6e7WvqDL8brr+Gv2zMl4fmfIS1r0xFbNeevOo1ypuf9Vw40+f+wbmLX43YEIfvi1AsHkaCqevVz2nmaij4XV98eDgnrjk/DOOyr64O0Ct7vzqu8349fet2PT9L9pM/Wb17MAetm/OHat5+Q81XjFXq0bVauLgQ5maJZmn08bejYb1zw2cplbY/rD5d3z/0+96BemUZxfh5WdGot6J/zrqdd5f9yV63zdB3zPlyqXgqusHaDO+ddMrSr7JQxhB8zQESMcaQvPUJkDhp7NhEi6ggfTZMBmAKDgEGybB4hlKneapIZCCw7AWECyeodRZCxgCKTQMawGhwhlOOxrmad5nHyLnjZcNZ15yuMSLr0Byy45HDDzaytOXl6zEM3OXYuXCCUVWnqo9T19a/J5eDamOC885FQNuuwEXn3+6NvkG9uoQMN7Uo+FX33g3Fs0arR9hV+ZpsCk4fOws/fljIzJ0rGDDMSU5CS273adfHKV+7z9qVKuEJ0bdqc3TD9dvwszHDxnC6vrKzK1etVKReU58sA8mznjlqNc6mnkabvy8/Hy9zcHhc1Hxg83TcDm1uGkI+tzcDi2a1D8q+8OFVY/r33zXo6hQPk0/ep+Tm6e3OlDmqVpN+uiTL2H98mlFTlP7sirmb8x5RG81EHyEYp6qlavqflCH2vohY8gT2jht/H8X6pXBanXrvKdG6JyOdp38ggI07TgIt3S6Vq9gHTz6Gax5bXKRe6Dku/3oI2ie2qEHgOapTYDCT2fDJFxAA+mzYTIAUXAINkyCxTOUOs1TQyAFh2EtIFg8Q6mzFjAEUmgY1gJChTOcdjTMU8Mp2w5XnHmamZWDbv3GaONSPfIe/Ni+/4VR2Tm5+GHzH3h+wQq9b+bqVyfhhtvuxxWXnotBGTfqvNQeo7cOGodVr0zEtu27jjBP1d6k77z/mX5c/HDD8bha1dCg1Z1YOH0UzjrtpCPmWZx5esNtI/UWAF1vaHrE+GNdK1Tz9FjxFyxdrfdb9T9efqyVp217Dg+LU7B5qiZWHHu1F23wMXbqPL3ydtb4wXqf2i+/3YzOvUdr83T12o3azH1/0ST9QjD/oR71V8wnje6rt0IIPtQqYbXH7NOP3qU/Lu6x/WDz9L01X6DfiMmBx/rVOerRfmWennh8raNeR42b+dIyvcq4Tu3qWntlzps6aJ7aJEnz1CZA4aezYRIuoIH02TAZgCg4BBsmweIZSp3mqSGQgsOwFhAsnqHUWQsYAik0DGsBocIZTjuWzdOXp43Ewaxs/PrH33h2/nLs3XcA8566X+9PGWyebt+xB0tWfKRf3qT2E52/ZKVvL8sn9WP4i5Z/gIkP9EHN6lXw0MQ5+sVCygD9+vtfjjBP1arE62+9H+NG3IFLLzxDv/hJ7WOqDEhlaPa8ayzy8gv0ylRl8qlHwD//6kd0b9+s2JWn6gVF6mVUTz1ylzbdtvy9A6+8sVqvhi3pWoffSsWZs8eK//uWf9C8y2B0aXe1Xum5fOWnWLH608BcgleePvns4rA4+c1TtX3B0dirlz4FH1OfW4xVazdqs1PtUzt19muBx/Z3792Pph3v0S+lUnvIJiTEY87CFdqkVFsfqO0ChvW/CScdXwvL3v0YF5xdDzt379eG66szH9RmrDI4lVkcvOdpsHmqXmx1y92P6VXHtapXwbL3PtarlZV5qvapPdp16p30L+zYtRf/addfT2fFvHHaRDV10Dy1SZLmqU2Awk9nwyRcQAPps2EyAFFwCDZMgsUzlDrNU0MgBYdhLSBYPEOpsxYwBFJoGNYCQoUznHasmqfq7e7qsB55T0ejyy9AjxubQz0ir45vf/wV7W+3Xhi1e89+dO//iN4HVR3K5FQvF/rP5efrt7MPfWSmfsGPOtR+mlMe6gdliKk9NztmPFDksX31oqLBD03D8pWf6PGNGlygV0Uqg07tnbpt+26MGj8bH3z8ZUBp9cIltd/q7AVv6Te5Tx83KPCd2gJgwoxXtBHoP5SROXvivfqlSMe61uG3Urjx1fn+1afxcXFodMUFUCbp0jmP4OQTaus3xqs3yN9+U6uwOSnzVDFWWyMcjf3h+SvTWl1TrT5Vh9qLVO1jq1aeqkOtCh42dqZmrI6Lzj0NL0wZCmUCD31kBjZ8/T/9uTIuZzx+D2rXrIoB90/R+qijWaNLsGL1+qOap4r3wFFTA/eCegHWyo82YP7T92sOR7vOCf+qoePffs/j+gVZUx62TFRTB81TmyRpntoEKPx0NkzCBTSQPhsmAxAFh2DDJFg8Q6nTPDUEUnAY1gKCxTOUOmsBQyCFhmEtIFQ4w2nHonlaWoT7DmSioKAAldMrHBFCPf6tXixVs3rlkMKrlYZq5aR6a3txh3pMfe++g6hapSL82wYcK7DaN3Pnrn2oWKEcUlMO7ZeqzinpWqEkfLT46nN/fl9s+h+69n0Yn701/Ygc/NcIl5P/vGOxPzz/v/7egUrpFZCWmlzs1Hbu3qf3E/W/xMs/6MDBLOTm5es33wcfarwy2Q/nejRuirdaqVrcfaLOKe46an6Xt+yt97O9/OKzQ5Ek5DE0T0NGVfxAmqc2AQo/nQ2TcAENpM+GyQBEwSHYMAkWz1DqNE8NgRQchrWAYPEMpc5awBBIoWFYCwgVznDaNE8NA42xcJc0z4B6tF6tmFSrLNVq0YxurWOMgv3pqv1pX1r0Lpa/+Bji4jz2AwZFoHlqEyfNU5sAhZ/Ohkm4gAbSZ8NkAKLgEGyYBItnKHWap4ZACg7DWkCweIZSZy1gCKTQMKwFhApnOG2ap4aBxli4j9Z/jT//+gcJCQl624GzTz/yRVcxhqRU013zyVd6FbLaG9X0QfPUJlGapzYBCj+dDZNwAQ2kz4bJAETBIWvwLvEAACAASURBVNgwCRbPUOo0Tw2BFByGtYBg8QylzlrAEEihYVgLCBXOcNo0Tw0DZTgScBgBmqc2BaF5ahOg8NPZMAkX0ED6bJgMQBQcgg2TYPEMpU7z1BBIwWFYCwgWz1DqrAUMgRQahrWAUOEMp03z1DBQhiMBhxGgeWpTEJqnNgEKP50Nk3ABDaTPhskARMEh2DAJFs9Q6jRPDYEUHIa1gGDxDKXOWsAQSKFhWAsIFc5w2jRPDQNlOBJwGAGapzYFoXlqE6Dw09kwCRfQQPpsmAxAFByCDZNg8QylTvPUEEjBYVgLCBbPUOqsBQyBFBqGtYBQ4QynTfPUMFCGIwGHEaB5alMQmqc2AQo/nQ2TcAENpM+GyQBEwSHYMAkWz1DqNE8NgRQchrWAYPEMpc5awBBIoWFYCwgVznDaNE8NA2U4EnAYAZqnNgWheWoToPDT2TAJF9BA+myYDEAUHIINk2DxDKVO89QQSMFhWAsIFs9Q6qwFDIEUGoa1gFDhDKdN89QwUIYjAYcRoHlqUxCapzYBCj+dDZNwAQ2kz4bJAETBIdgwCRbPUOo0Tw2BFByGtYBg8QylzlrAEEihYVgLCBXOcNo0Tw0DZTgScBgBmqc2BaF5ahOg8NPZMAkX0ED6bJgMQBQcgg2TYPEMpU7z1BBIwWFYCwgWz1DqrAUMgRQahrWAUOEMp03z1DBQhiMBhxFwrXlaWOjFPzt3o1qVdCTEx4eMfefufXps1coVi5yTmZWNvLwCpFcsV+Rzmqcho3XlQDZMrpQ1rEmxYQoLl+sGs2FynaRhT4jmadjIXHcCawHXSRr2hFgLhI3MVSewFnCVnKWeDM3TUqPjiSQggoArzdP3132JQQ8+DWV4qmPk3T3QoVWjowqijNZZ85ZhzsIV2LVnP9JSU7B++TQ9ftv23Xho4hx8/MV3+uczTjkBQ/t1wZmnnqh/pnkq4j6PWJJsmCKGVkxgNkxipIpIomyYIoJVVFCap6LkikiyrAUiglVUUNYCouQynixrAeNIRQakeSpSNiZNAiETcJ15mpWdiyvb9kOfnm3Rpd3VWL12I/qPmIIV88ahTu3qxYIZP20BXntrDTK6tUHzxvWRm5eHWtWr6LGDR0/Dnn0HMHXMAHjiPHhg/PPYvnM3po29m+ZpyLeZeweyYXKvtqHOjA1TqKTcOY4Nkzt1DWdWNE/DoeXOsawF3KlrOLNiLRAOLfeNZS3gPk1LMyOap6WhxnNIQA4B15mnatVp7/smYMPbM5CUlKiVaHHTEG2kdml3zRHKbN+5B42uH4CHhtyCts0bHvH9TX0exol1auLhe2/V3y1evgZTnl2ElQsn0DyVc59HLFM2TBFDKyYwGyYxUkUkUTZMEcEqKijNU1FyRSRZ1gIRwSoqKGsBUXIZT5a1gHGkIgPSPBUpG5MmgZAJuM48XbB0NWa/vBxvzh0bgNB32CScdHxt3J3R4Qgw7635Av1GTEbHNo3x489/Ijk5Ea2bNkDrplfosSs//AJ9h09Gk4YXaXN13FPz0bNjC9zQ8j80T0O+zdw7kA2Te7UNdWZsmEIl5c5xbJjcqWs4s6J5Gg4td45lLeBOXcOZFWuBcGi5byxrAfdpWpoZ0TwtDTWeQwJyCLjOPJ350jK8tepTvDLjgYAKav/T8mmpGDWoxxHKvLjoXYyZPFc/5n/6ycfjh5//wJPPLsZjIzJwbZPLsOXvHbht0DicdvLx+Gj910hJTsRzE+7FKXX/pWNl5uTLUZuZGieQnBiPvPxCFHq9xmMzoAwCackJ/HtAhlQRyTLO40FiQhxy8goiEp9BnU8gMT5OJ5lXUOj8ZJlhRAiwFogIVlFBWQuIkst4sqwFjCMVGVD9PcCDBEjAvQRcZ56Gu/JUmacvL1mJ158fE1D53jHTkZ2di4kP9sGNvR7AfxpcgN7d22D/gUyMfHw21nzyFda9MRUJ8fHYczDPvXcHZ1YigQopCcjKK0B+Ac3TEmG5dEClcon8e8Cl2oYyrYQ4D1KT47E/i/+QFgovN45JSYwDPB5k59JAd6O+ocyJtUAolNw9hrWAu/UtaXasBUoiFBvfq78HeJAACbiXgOvMU/+epxvfmYnEROtff5p1ugfd2jctds/TwPh3ZyExIV6PVytVs7Jz8NjwDFzaIgNTHuqHxv93kf7umx9+RYdeo/Dacw/h1Lp18NfOLPfeHZxZiQT4qF6JiFw/gI/quV7iY06Qj+rFtv5q9nxsn/cAawHeA6wFYvseYC0Q2/r7Z8/H9nkfkIC7CbjOPM3MysElzXthyJ2d0Lnd1Vi9diP6j5iCFfPGoU7t6li/8XuMnToP40f21i+C2ncgE03aD0T39s1wR/c2+PqHX9C592gM698Vnds20cZr3RNqYezwDKSlJGPijFewau0GvVJVrTyleeruPyAlzY4NU0mE3P89Gyb3a3ysGbJhim39aZ5Sf0WAtQDvA9YCsX0PsBaIbf1pnlJ/EogNAq4zT5VsKz/aAPWSKP8xfEBXdLquif5RGZ99hk7ColmjcXq94/Vn6z77Bv1GTEFmVrb+WZmmQ/p01ubod//7DU/PWQL1Yqm01BRcfP7p+hH+c888WY+leRobf1CONks2TLGtv5o9G6bYvgfYMMW2/jRPqT/NU94DrAV4D7AW4D3g/3uAJEiABNxLwJXmqZKroKAQf2/fhRpVKwUe3z+WjPkFBdi2fTcqp5fXJunhx8HMbOTnFyC9YrkiX9E8de8fjlBmRvM0FEruHkPz1N36ljQ7NkwlEXL/93xs3/0alzRD1gIlEXL/96wF3K/xsWbIWiC29ffPno/t8z4gAXcTcK15Gi3ZaJ5Gi7Qzr8OGyZm6RDMrNkzRpO28a7Fhcp4m0c6I5mm0iTvveqwFnKdJtDNiLRBt4s66HmsBZ+lRVtnQPC0r8rwuCUSHAM1Tm5xpntoEKPx0NkzCBTSQPhsmAxAFh2DDJFg8Q6nTPDUEUnAY1gKCxTOUOmsBQyCFhmEtIFQ4w2nTPDUMlOFIwGEEaJ7aFITmqU2Awk9nwyRcQAPps2EyAFFwCDZMgsUzlDrNU0MgBYdhLSBYPEOpsxYwBFJoGNYCQoUznDbNU8NAGY4EHEaA5qlNQWie2gQo/HQ2TMIFNJA+GyYDEAWHYMMkWDxDqdM8NQRScBjWAoLFM5Q6awFDIIWGYS0gVDjDadM8NQyU4UjAYQRontoUhOapTYDCT2fDJFxAA+mzYTIAUXAINkyCxTOUOs1TQyAFh2EtIFg8Q6mzFjAEUmgY1gJChTOcNs1Tw0AZjgQcRoDmqU1BaJ7aBCj8dDZMwgU0kD4bJgMQBYdgwyRYPEOp0zw1BFJwGNYCgsUzlDprAUMghYZhLSBUOMNp0zw1DJThSMBhBGie2hSE5qlNgMJPZ8MkXEAD6bNhMgBRcAg2TILFM5Q6zVNDIAWHYS0gWDxDqbMWMARSaBjWAkKFM5w2zVPDQBmOBBxGgOapTUFontoEKPx0NkzCBTSQPhsmAxAFh2DDJFg8Q6nTPDUEUnAY1gKCxTOUOmsBQyCFhmEtIFQ4w2nTPDUMlOFIwGEEaJ7aFITmqU2Awk9nwyRcQAPps2EyAFFwCDZMgsUzlDrNU0MgBYdhLSBYPEOpsxYwBFJoGNYCQoUznDbNU8NAGY4EHEaA5qlNQWie2gQo/HQ2TMIFNJA+GyYDEAWHYMMkWDxDqdM8NQRScBjWAoLFM5Q6awFDIIWGYS0gVDjDadM8NQyU4UjAYQRontoUhOapTYDCT2fDJFxAA+mzYTIAUXAINkyCxTOUOs1TQyAFh2EtIFg8Q6mzFjAEUmgY1gJChTOcNs1Tw0AZjgQcRoDmqU1BaJ7aBCj8dDZMwgU0kD4bJgMQBYdgwyRYPEOp0zw1BFJwGNYCgsUzlDprAUMghYZhLSBUOMNp0zw1DJThSMBhBIybp16vF7/+8Tf+/mcXTj7xONSsXhm/b9mGtNQUVKuS7rDp20+H5ql9hpIjsGGSrJ6Z3NkwmeEoNQobJqnKmcub5qk5llIjsRaQqpy5vFkLmGMpMRJrAYmqmc+Z5ql5poxIAk4iYNQ8PZiZjYwhT+CLTT/qOT469Ha0atoA/UZMxq+//43Xnx/jpLkbyYXmqRGMYoOwYRIrnbHE2TAZQykyEBsmkbIZTZrmqVGcIoOxFhApm9GkWQsYxSkuGGsBcZJFJGGapxHByqAk4BgCRs3TBUtXY8qsVzG4dyfMffUd3HT9Ndo8/XTD97j5rkex6pWJqFGtkmMmbyIRmqcmKMqNwYZJrnamMmfDZIqkzDhsmGTqZjJrmqcmacqMxVpApm4ms2YtYJKmvFisBeRpFomMaZ5GgipjkoBzCBg1T9v2HI5mjS5FRrfWuP2ex9HqmgbaPN21Zz8aXtcX86eNxLln1HXO7A1kQvPUAETBIdgwCRbPUOpsmAyBFBqGDZNQ4QymTfPUIEyhoVgLCBXOYNqsBQzCFBiKtYBA0SKQMs3TCEBlSBJwEAGj5mnr7kNxXfP/Q8+OLYqYp5t/3YLWPYbh7fmP41+1qjlo+vZToXlqn6HkCGyYJKtnJnc2TGY4So3ChkmqcubypnlqjqXUSKwFpCpnLm/WAuZYSozEWkCiauZzpnlqnikjkoCTCBg1T0dPmIMPP92E5yffh/sfe1avPG3S8N+4Z/TT+OrbzVj96iTEx8c5af62c6F5ahuh6ABsmETLZyR5NkxGMIoNwoZJrHTGEqd5agyl2ECsBcRKZyxx1gLGUIoMxFpApGzGk6Z5ahwpA5KAowgYNU93792P62+9H9u279aTrFO7un5kPzMrG0+O6Y+rGlzoqMmbSIbmqQmKcmOwYZKrnanM2TCZIikzDhsmmbqZzJrmqUmaMmOxFpCpm8msWQuYpCkvFmsBeZpFImOap5Ggypgk4BwCRs1TNa2s7FwsWLoK33z/C/YfzELd42uhbYuGOLVuHefM2mAmNE8NwhQYig2TQNEMp8yGyTBQYeHYMAkTLALp0jyNAFRhIVkLCBMsAumyFogAVEEhWQsIEiuCqdI8jSBchiYBBxAwap6+8Mrb2LFrL+66vb0DphadFGieRoezU6/ChsmpykQvLzZM0WPtxCuxYXKiKtHNieZpdHk78WqsBZyoSnRzYi0QXd5OuxprAacpUjb50DwtG+68KglEi4BR83Tw6GnYs+8Apo8bFK38y/w6NE/LXIIyTYANU5nid8TF2TA5QoYyS4INU5mhd8yFaZ46RooyS4S1QJmhd8yFWQs4RooySYS1QJlgd9xFaZ46ThImRAJGCRg1T+cvWYnx0xZg3RtTkRAfbzRRpwajeepUZaKTFxum6HB28lXYMDlZncjnxoYp8oydfgWap05XKPL5sRaIPGOnX4G1gNMVimx+rAUiy1dKdJqnUpRiniRQOgJGzdPNv/2FjhkP4uaOzXFVgwuOyOi0k49HfHxc6TJ16Fk0Tx0qTJTSYsMUJdAOvgwbJgeLE4XU2DBFAbLDL0Hz1OECRSE91gJRgOzwS7AWcLhAEU6PtUCEAQsJT/NUiFBMkwRKScCoedp32CSs/GjDUVNZu3Qq0iuUK2WqzjyN5qkzdYlWVmyYokXauddhw+RcbaKRGRumaFB29jVonjpbn2hkx1ogGpSdfQ3WAs7WJ9LZsRaINGEZ8WmeytCJWZJAaQkYNU9/+3Mb9u0/eNRczjztRNc9zk/ztLS3njvOY8PkDh3tzIINkx168s9lwyRfQ7szoHlql6D881kLyNfQ7gxYC9glKPt81gKy9TOVPc1TUyQZhwScScCoeerMKUY2K5qnkeXr9OhsmJyuUOTzY8MUecZOvgIbJierE53caJ5Gh7OTr8JawMnqRCc31gLR4ezUq7AWcKoy0c2L5ml0efNqJBBtAsbNU7Xv6YwX38C3P/yKA5lZOPnE49Cu+ZX471WXIi7OE7X5FRZ68c/O3ahWJT2s1a47d+/TOVatXDGkXGmehoTJtYPYMLlW2pAnxoYpZFSuHMiGyZWyhjUpmqdh4XLlYNYCrpQ1rEmxFggLl+sGsxZwnaSlmhDN01Jh40kkIIaAUfN00/e/oGPGA3ryl198NqqkV8C6z7/Brj37cVuXlhhw2w1RAfP+ui8x6MGnkZmVra838u4e6NCq0VGvrYzWWfOWYc7CFTrXtNQUrF8+TY9veF1f/dnhx5LnHsYpdf8FmqdRkdSxF2HD5FhpopYYG6aooXbkhdgwOVKWqCZF8zSquB15MdYCjpQlqkmxFogqbsddjLWA4yQpk4RonpYJdl6UBKJGwKh5eufQifjply147bmHkZqSpCfh9XoxYfpCzJr3Jj5a8iQqpZeP6OSysnNxZdt+6NOzLbq0uxqr125E/xFTsGLeONSpXb3Ya4+ftgCvvbUGGd3aoHnj+sjNy0Ot6lX02D/++gfKXPUf3/74qzZmVy6cgJrVK9M8jaiazg/Ohsn5GkU6QzZMkSbs7PhsmJytTzSyo3kaDcrOvgZrAWfrE43sWAtEg7Jzr8FawLnaRDMzmqfRpM1rkUD0CRg1T9UqzW7tm+lVpsHHlr93oGnHQXhhyjBcdO6pEZ2lWnXa+74J2PD2DCQlJeprtbhpiDZSu7S75ohrb9+5B42uH4CHhtyCts0blphbxpDxqF61MkYP7qnHcuVpichcPYANk6vlDWlybJhCwuTaQWyYXCttyBOjeRoyKtcOZC3gWmlDnhhrgZBRuXIgawFXyhr2pGieho2MJ5CAKAJGzdOb+jyMtNRkTB83qAiEpW+vxb1jpmPpnEdw8gm1IwpowdLVmP3ycrw5d2zgOn2HTcJJx9fG3Rkdjrj2e2u+QL8Rk9GxTWP8+POfSE5OROumDdC66RVHjF2/8Xv0GPAo3pn/OI6rVY3maUSVlBGcDZMMnSKZJRumSNJ1fmw2TM7XKNIZ0jyNNGHnx2ct4HyNIp0ha4FIE3Z2fNYCztYnWtnRPI0WaV6HBMqGgFHzdOEbqzHq8dm4tslles/TyukVoAzH19/+CMfVrIb50+6HxxPZl0bNfGkZ3lr1KV6ZYe29qg71mH35tFSMGtTjCMovLnoXYybP1Y/5n37y8fjh5z/w5LOL8diIDD0P/6G2H+iY8SAuOu80DLmzU+Dznftzy0Y5XtURBNLTEpGZk4+8gkNbOzgiMSYRNQJVKySBfw9EDbfjLpQY50FaSgL2ZuY5LjcmFB0CaUnxgAfIzCmIzgV5FccRYC3gOEminhBrgagjd9QFWQs4So4yS0b9PcCDBEjAvQSMmqfKYFTm5cQZrxQh1viKCzF8QDe9R2ikj3BXnirz9OUlK/H682MCqalVstnZuZj4YJ/AZ++u+Vzvnfr+okmoViU98HlOLpulSGvq5PiJCXHIL/TCG7QvrpPzZW7mCSQnxYN/D5jnKiWiJ86DhHgP8vIKpaTMPA0TiI9X/yjsQUEB7wHDaMWEYy0gRqqIJcpaIGJoRQRmLSBCpognqf4e4EECJOBeAkbNUz8m9dKmLVu3Izs3F7VrVEXVyhWjRtC/5+nGd2YiMTFBX7dZp3vQrX3TYvc8DYx/dxYSE6y/8NRK1azsHEwdM0D/nF9QgNbdh+qXSfXt2a7IXLjnadSkdeSF+KieI2WJalJ8VC+quB13MT6q5zhJop4QH9uPOnLHXZC1gOMkiXpCrAWijtxRF2Qt4Cg5yiwZPrZfZuh5YRKICgGj5qnaP/TpOUswbkQG6gbtbTp49DSUK5eKkQO7R3xSmVk5uKR5L/1ofed2V2P12o16xeiKeeNQp3Z1vY3A2KnzMH5kb5xYpyb2HchEk/YD0b19M9zRvQ2+/uEXdO49GsP6d0Xntk10vove/ACPTHkJ7y4Yj/QK5WieRlxFORdgwyRHq0hlyoYpUmRlxGXDJEOnSGZJ8zSSdGXEZi0gQ6dIZslaIJJ0nR+btYDzNYpGhjRPo0GZ1yCBsiNg1DxVL2Yq9HoDKzb901r54RfoO3wy1r4+FekVi5qPkZj6yo82QOXiP4YP6IpO11lG6Kq1G9Bn6CQsmjUap9c7Xn+27rNv0G/EFGRmZeuflWk6pE9nJMSrx3HzcHWHgejWvhlu69LyiHS58jQSCsqJyYZJjlaRypQNU6TIyojLhkmGTpHMkuZpJOnKiM1aQIZOkcyStUAk6To/NmsB52sUjQxpnkaDMq9BAmVHwKh52uKmIfqt9cpoDD52792P/2vTFwunj8JZp50Uldmqvcf+3r4LNapWCjy+f6wLq0fzt23fjcrp5ZGWmhJyjjRPQ0blyoFsmFwpa1iTYsMUFi7XDWbD5DpJw54QzdOwkbnuBNYCrpM07AmxFggbmatOYC3gKjlLPRmap6VGxxNJQAQBo+ZpjwGPIjUlGU8/eleRyS9f+YneR/Sd+Y/juFrVRIAJNUmap6GScuc4Nkzu1DWcWbFhCoeW+8ayYXKfpuHOiOZpuMTcN561gPs0DXdGrAXCJeau8awF3KVnaWdD87S05HgeCcggYNQ8fX7hCjw2dR4G9uqA/1x2vn4r/ScbvsWkma9qGm/MeRRxceqttO45aJ66R8vSzIQNU2mouescNkzu0jPc2bBhCpeY+8bTPHWfpuHOiLVAuMTcN561gPs0DWdGrAXCoeXesTRP3astZ0YCioBR81Q9+j549DNYsfrTInSrVKqApx4diHPPqOs66jRPXSdpWBNiwxQWLlcOZsPkSllDnhQbppBRuXYgzVPXShvyxFgLhIzKtQNZC7hW2pAmxlogJEyuH0Tz1PUSc4IxTsCoeepn+dW3m/H9T7/jYGa2fqP9pReeifLlUl2JmuapK2UNeVJsmEJG5dqBbJhcK21IE2PDFBImVw+ieepqeUOaHGuBkDC5ehBrAVfLW+LkWAuUiCgmBtA8jQmZOckYJhAR89TPMys7F1nZOVArT9160Dx1q7KhzYsNU2ic3DyKDZOb1S15bmyYSmbk9hE0T92ucMnzYy1QMiO3j2At4HaFjz0/1gKxrb9/9jRPeR+QgLsJGDFPhz06E/sPZmLSg33h8Vh7mo6dOg9zFq7Qv7/iknMwdngvVE53n4lK89Tdf0BKmh0bppIIuf97Nkzu1/hYM2TDFNv6q9nTPOU9wFqA9wBrgdi+B1gLxLb+NE+pPwnEBgHb5unWbTtx9Y13Y1DGjbi5Y3NNbf3G79FjwKNoWP9c1D3hOG2itmraAI8Ovd11VGmeuk7SsCbEhiksXK4czIbJlbKGPCk2TCGjcu1AmqeulTbkibEWCBmVaweyFnCttCFNjLVASJhcP4grT10vMScY4wRsm6drPtmEjCHj8e6CJ1C7RhWNc/DoaVi1diPeXzQRaakpmL9kJUZPmIOP33gKFcqnuQo5zVNXyRn2ZNgwhY3MdSewYXKdpGFNiA1TWLhcOZjmqStlDWtSrAXCwuXKwawFXClryJNiLRAyKlcPpHnqank5ORKAbfN08fI1GD52Fr5e9Vzgkf1mne7BaSfXwZSH+2vEP2z+A+1uGYFXZz6IM045wVXYaZ66Ss6wJ8OGKWxkrjuBDZPrJA1rQmyYwsLlysE0T10pa1iTYi0QFi5XDmYt4EpZQ54Ua4GQUbl6IM1TV8vLyZGAffN0xepPMXDUU1i7dCrSK5TD3n0H0aD1nbjz5rbo3b2NRvzz71vRqtt9WDh9FM467SRXYad56io5w54MG6awkbnuBDZMrpM0rAmxYQoLlysH0zx1paxhTYq1QFi4XDmYtYArZQ15UqwFQkbl6oE0T10tLydHAvbN082/bkHrHsMw+M5O6HZDU8x8aRkmzngFLz8zEuecXlcj9husq16ZiBrVKrkKO81TV8kZ9mTYMIWNzHUnsGFynaRhTYgNU1i4XDmY5qkrZQ1rUqwFwsLlysGsBVwpa8iTYi0QMipXD6R56mp5OTkSsG+eKoZq5akySNX+pplZ2fpFUdPG3q3xer1edL7zIWzbvgvvvvwE4uI8rsJO89RVcoY9GTZMYSNz3QlsmFwnaVgTYsMUFi5XDqZ56kpZw5oUa4GwcLlyMGsBV8oa8qRYC4SMytUDaZ66Wl5OjgTMmKe5uXl47uW38NV3m3HFJeeieeNLUTm9gsb75bebMerx59CqaQP07NjCdchpnrpO0rAmxIYpLFyuHMyGyZWyhjwpNkwho3LtQJqnrpU25ImxFggZlWsHshZwrbQhTYy1QEiYXD+I5qnrJeYEY5yA7RdGxTg/0DyN7TuADVNs669mz4Yptu8BNkyxrb+aPc1T3gOsBXgPsBaI7XuAtUBs6++fPc1T3gck4G4CNE9t6kvz1CZA4aezYRIuoIH02TAZgCg4BBsmweIZSp3mqSGQgsOwFhAsnqHUWQsYAik0DGsBocIZTpvmqWGgDEcCDiNA89SmIDRPbQIUfjobJuECGkifDZMBiIJDsGESLJ6h1GmeGgIpOAxrAcHiGUqdtYAhkELDsBYQKpzhtGmeGgbKcCTgMAI0T20KQvPUJkDhp7NhEi6ggfTZMBmAKDgEGybB4hlKneapIZCCw7AWECyeodRZCxgCKTQMawGhwhlOm+apYaAMRwIOI0Dz1KYgNE9tAhR+Ohsm4QIaSJ8NkwGIgkOwYRIsnqHUaZ4aAik4DGsBweIZSp21gCGQQsOwFhAqnOG0aZ4aBspwJOAwAjRPbQpC89QmQOGns2ESLqCB9NkwGYAoOAQbJsHiGUqd5qkhkILDsBYQLJ6h1FkLGAIpNAxrAaHCGU6b5qlhoAxHAg4jQPPUpiA0T20CFH46GybhAhpInw2TAYiCQ7BhEiyeodRpnhoCKTgMawHB4hlKnbWAIZBCw7AWECqc4bRpnhoGynAk4DACNE9tCkLz1CZA4aezYRIuoIH02TAZgCg4BBsmweIZSp3mqSGQgsOwFhAsnqHUWQsYAik0DGsBocIZTpvmqWGgDEcCDiNA89SmIDRPbQIUfjobJuECGkifDZMBvoOHsAAAIABJREFUiIJDsGESLJ6h1GmeGgIpOAxrAcHiGUqdtYAhkELDsBYQKpzhtGmeGgbKcCTgMAI0T20KQvPUJkDhp7NhEi6ggfTZMBmAKDgEGybB4hlKneapIZCCw7AWECyeodRZCxgCKTQMawGhwhlOm+apYaAMRwIOI0Dz1KYgNE9tAhR+Ohsm4QIaSJ8NkwGIgkOwYRIsnqHUaZ4aAik4DGsBweIZSp21gCGQQsOwFhAqnOG0aZ4aBspwJOAwAjRPbQpC89QmQOGns2ESLqCB9NkwGYAoOAQbJsHiGUqd5qkhkILDsBYQLJ6h1FkLGAIpNAxrAaHCGU6b5qlhoAxHAg4jQPPUpiA0T20CFH46GybhAhpInw2TAYiCQ7BhEiyeodRpnhoCKTgMawHB4hlKnbWAIZBCw7AWECqc4bRpnhoGynAk4DACNE9tCkLz1CZA4aezYRIuoIH02TAZgCg4BBsmweIZSp3mqSGQgsOwFhAsnqHUWQsYAik0DGsBocIZTpvmqWGgDEcCDiNA89SmIDRPbQIUfjobJuECGkifDZMBiIJDsGESLJ6h1GmeGgIpOAxrAcHiGUqdtYAhkELDsBYQKpzhtGmeGgbKcCTgMAKuNU8LC734Z+duVKuSjoT4+JCx79y9T4+tWrniEefk5eXjn517UL1KOpKSEvX3NE9DRuvKgWyYXClrWJNiwxQWLtcNZsPkOknDnhDN07CRue4E1gKukzTsCbEWCBuZq05gLeAqOUs9GZqnpUbHE0lABAFXmqfvr/sSgx58GplZ2VqEkXf3QIdWjY4qiDJaZ81bhjkLV2DXnv1IS03B+uXTAuN/+X0r7h/3HL7Y9KP+bMRd3dCxTWOapyJu8cgmyYYpsnwlRGfDJEGlyOXIhilybKVEpnkqRanI5claIHJspURmLSBFqcjkyVogMlylRaV5Kk0x5ksC4RFwnXmalZ2LK9v2Q5+ebdGl3dVYvXYj+o+YghXzxqFO7erF0hk/bQFee2sNMrq1QfPG9ZGbl4da1avosdu270bj9nfpzzu3bYIzTz0J2Tk5qJxegeZpePeaK0ezYXKlrGFNig1TWLhcN5gNk+skDXtCNE/DRua6E1gLuE7SsCfEWiBsZK46gbWAq+Qs9WRonpYaHU8kAREEXGeeqlWnve+bgA1vzwg8Wt/ipiHaSO3S7pojRNm+cw8aXT8ADw25BW2bNzzi+8emzsPSd9Zi1asTi338n4/ti7jPI5YkG6aIoRUTmA2TGKkikigbpohgFRWU5qkouSKSLGuBiGAVFZS1gCi5jCfLWsA4UpEBaZ6KlI1Jk0DIBFxnni5YuhqzX16ON+eODUDoO2wSTjq+Nu7O6HAEmPfWfIF+Iybrx/B//PlPJCcnonXTBmjd9Ao9tnX3oUhNSUbtmlWxddtOnHnqicjo3jqwMpXmacj3misHsmFypaxhTYoNU1i4XDeYDZPrJA17QjRPw0bmuhNYC7hO0rAnxFogbGSuOoG1gKvkLPVkaJ6WGh1PJAERBFxnns58aRneWvUpXpnxQEAAtf9p+bRUjBrU4whRXlz0LsZMnqsf8z/95OPxw89/4MlnF+OxERm4tsllOLtRD9S/8Ey9KjUpKQEzXlym91Jd8tzDSExMgNovlUfsEvB4AH0H8DaI2ZsgLs6DQi9vgFi9ATzwQP09wHsgVu8AqDtAT97L/xHE7E0Q5/FA/W+A90DM3gJQ9wB7gtjVX/1vQP2fgOVgDN8DAFRPwIMESMC9BFxnnoa78lSZpy8vWYnXnx8TUPneMdORnZ2LiQ/20ebp5NH90KThRfp79fKolt3uw6JZo3F6veOxdVeWe+8OzqxEAlUrJGN/Vh5y8wtLHMsB7iRQu0oq/t5lvZyOR+wRSEyIQ4W0BOzalxt7k+eMNYHyqfFQDvqBzHwSiVECVSokYX92PvLyWAvE6C2AWlVS2BPEqvgAkuLjUKFcInbuy4lhCpy66gl4kAAJuJeA68xT/56nG9+ZqVeGqqNZp3vQrX3TYvc8DYx/dxYSE+L1eLVSNSs7B1PHDMANt43UK1Bv7thcf7f51y1o3WMY5k8biXPPqAs+tu/ePxyhzIyP6oVCyd1j+Kieu/UtaXZ8VK8kQu7/no/tu1/jkmbIWqAkQu7/nrWA+zU+1gxZC8S2/v7Z87F93gck4G4CrjNPM7NycEnzXhhyZyd0bnc1Vq/diP4jpmDFvHGoU7s61m/8HmOnzsP4kb1xYp2a2HcgE03aD0T39s1wR/c2+PqHX9C592gM698Vnds2wbPz38Rz85drs7R8uVRMeGYh3vvwc7w9fzxSU5Jonrr7z0eJs2PDVCIi1w9gw+R6iY85QTZMsa2/mj3NU94DrAV4D7AWiO17gLVAbOtP85T6k0BsEHCdeapkW/nRBqiXRPmP4QO6otN1TfSPq9ZuQJ+hkwKP3avP1n32DfqNmKL3MlWHMk2H9OmMhPh45ObmYeijM7F85Sf6u5rVK2PiA31w3ln19M9ceRobf1CONks2TLGtv5o9G6bYvgfYMMW2/jRPqb8iwFqA9wFrgdi+B1gLxLb+NE+pPwnEBgFXmqdKuoKCQvy9fRdqVK0UeHz/WJLmFxRg2/bdqJxeHmmpKUcMVStUDx7MQq0aVeBRbwfxHTRPY+MPCs3T2Nb5WLNnwxTb9wYbptjWn+Yp9ad5ynuA/5DKe4C1AO8B/98DJEECJOBeAq41T6Ml2a6B3VBYrTa8p52PgtMvQOFxdaN1aV7HAQS42sQBIpRxCjRPy1iAMr48G6YyFsABl+dj+w4QoYxTYC1QxgI44PKsBRwgQhmmwFqgDOE76NLc89RBYjAVEogAAZqnNqHu6fB/RSJ4y1VEwWnnofC0C1CozNTaJ9q8Ak93MgE2TE5WJzq5sWGKDmenXoUNk1OViV5eNE+jx9qpV2It4FRlopcXa4H/b+9MwOuqqv69zrlNmjRJ07l0onNSKp1QPgb/KIKKDIogiICowIdWZgQsgmVUFJlBpFJAHBgEPiYVKDKKAjI1hQJpOpcOlI5J24y99/6ftc+9adKkzb055957zrnveZ48SZOz9177XafJ2r+z9trZY+3HkYgF/OiV7NuEeJp95owIgWwSQDx1SXtNzVKJ1MwTe0GV2Pp507r2YmppuUSNkDrFEVT3GOFyRJr7iQALJj95Ize2sGDKDXe/jMqCyS+eyJ0diKe5Y++XkYkF/OKJ3NlBLJA79n4YmVjAD17IvQ2Ip7n3ARZAIJMEEE9d0t255qm9brXYC98Tu3qu2Avnib15Q7sRYr37Smz8FIlPmCrR8ZMlNhgx1aULctqcBVNO8fticBZMvnBDzoxgwZQz9L4ZGPHUN67ImSHEAjlD75uBiQV844qcGEIskBPsvhsU8dR3LsEgCHhKAPHUJc6uDoyyP11pMlOt6ipHTK3b1F5MLe8vsYopEq+cKtGKKRIbONSlRTTPJgEWTNmk7c+xWDD50y/ZsooFU7ZI+3ccxFP/+iZblhELZIu0f8chFvCvb7JhGbFANij7fwzEU//7CAsh4IYA4qkbeiLSlXi6c/f2Jx+LXVMl9oJ5EqmpEmtrbXsxte9AiWnN1MpppnZqvP8QlxbSPJMEWDBlkm4w+mbBFAw/ZcpKFkyZIhucfhFPg+OrTFlKLJApssHpl1ggOL7KhKXEApmgGrw+EU+D5zMshkA6BBBP06HVyb3piqc7dxFZvVwsFVNrqiRS855Y2+ra3RLvN0iiWi91/DTzWf/N5R8CLJj844tcWcKCKVfk/TEuCyZ/+CGXViCe5pK+P8YmFvCHH3JpBbFALunnfmxigdz7wA8WIJ76wQvYAIHMEUA8dcnWrXjaXimNi71mmUT08Cn9WKRi6tZ2t8T6D2nNTI1VTpVYn/4uZ0BzNwRYMLmhF462LJjC4cfuzoIFU3fJhacd4ml4fNndmRALdJdceNoRC4THl92ZCbFAd6iFrw3iafh8yowg0JYA4qnL58FT8XRnW+JxsVctccTUmnnmICqrYVt7MXXgUKdWauVUUzc11rufyxnRPB0CLJjSoRXOe1kwhdOvqc6KBVOqpMJ7H+JpeH2b6syIBVIlFd77iAXC69tUZkYskAql8N+DeBp+HzPD/CaAeOrS/xkVT3e2LRYTe+Ui5wCqBVUSWfS+WI0N7cXUwcMlOn6KxCfoAVRTJV7Wx+UMab47AiyYeD5YMOX3M8CCKb/9r7NHPOUZIBbgGSAWyO9ngFggv/2fnD3iKc8BBMJNAPHUpX+zKp52EFOjElmxyGSlWgvmSmTxB2I17SSm7jFCYhVTJVY5xRFTS8tdzpjmbQmwYOJ5YMGU388AC6b89j/iKf5XAsQCPAfEAvn9DBAL5Lf/EU/xPwTygwDiqUs/51Q87UxMXVbjbPGvmSv24g/Fam5sd1d06EiJq5haoZmpUyReUuaSQH43Z8GU3/7X2bNgyu9ngAVTfvsf8RT/I57yDBAL8AwQC/AMJH8PQAICEAgvAcRTl771lXi601ys7dvFXl5taqXa1XPFXvKhWC3N7e6KDR0tUa2VqnVTVUztVeqSSH41RzzNL393NlvE0/x+Blgw5bf/EU/xP+IpzwDiKc8AsQDPAOIpzwAEwk8A8dSlj/0snu48NWt7i1jLqk3NVLu6SuylH4m1vY2YalkSGzbabO/XA6hi4ydLvLjEJaFwN0c8Dbd/U5kd4mkqlMJ7Dwum8Po21ZlR8zRVUuG9j1ggvL5NdWbEAqmSCud9xALh9Gu6s6LmabrEuB8CwSKAeOrSX0ESTzuKqc1iL/lI7AVzxa55T+xlKqZu33Gbiqkjxpnt/UZMHTdZ4kXFLomFqzkLpnD5szuzYcHUHWrhacOCKTy+7O5MEE+7Sy487YgFwuPL7s6EWKC75MLRjlggHH50OwvEU7cEaQ8BfxNAPHXpnyCLpx3E1JYmUyfVXlDl1E1dXi1WNLrjNtuW6Ihxzvb+CdMkOvYzEu/ZyyXBYDdnwRRs/3lhPQsmLygGtw8WTMH1nVeWI556RTK4/RALBNd3XllOLOAVyWD2QywQTL95bTXiqddE6Q8C/iKAeOrSH2ESTzuIqc2NCTFVM1PnSWR5jUisrZgakejIikS9VM1M/YzEC4tcEg1WcxZMwfJXJqxlwZQJqsHpkwVTcHyVKUsRTzNFNjj9EgsEx1eZspRYIFNkg9EvsUAw/JRpKxFPM02Y/iGQWwKIpy75h1k87SCmNjVIZNF8scw2/4SYutNN0dETJVaph08lxNSCni4J+7s5CyZ/+ycb1rFgygZl/47Bgsm/vsmWZYin2SLt33GIBfzrm2xZRiyQLdL+HIdYwJ9+8dIqq7FBrK2bxdqyWWTLZrG21oq9pVbiWzaZ70tTowy49Dovh6QvCEDAZwQQT106JJ/E0w5iaqOKqe+LVVMlkeq5Yn+8qAPN6Ni9d4ipYyZKvKDQJXF/NWfB5C9/5MIaFky5oO6fMVkw+ccXubIE8TRX5P0zLrGAf3yRK0uIBXJF3h/jEgv4ww/pWGE11Yu1pdYRQ7c6nx0xVIXRTSJbVBxN/qy2/SHLuxioz8P/TscE7oUABAJGAPHUpcPyWTztIKY2bBN74XumZmpE66auWtJRTB03SWITpkmsYrJEx09xST/3zVkw5d4HubaABVOuPZDb8Vkw5Za/H0ZHPPWDF3JrA7FAbvn7YXRiAT94IXc2EAvkjn1yZBVDVQRVAbQ1M7Ruc0IMdbJF7a21jlBatzklMbTtrDQBKF7WR6S0j8RKy0XKyp1/l/WVeFm5SHk/GXTQF3IPAgsgAIGMEUA8dYkW8XTXAK36rRKpqRJrwTyxNTt19bKOYqrZ4j9NohWTJTZukktvZL85C6bsM/fbiCyY/OaR7NrDgim7vP04GuKpH72SHZvs5TUSqZknRUvnS4tYEi3tK1LWx1lQl/eVeKl+rQvrvhIvKc2OUYySEwLEAjnB7ptBiQUy4wprwxpHDE1khmqmqOg2ebN1vlZs3S6f/FlLc1pGxHsUSry3iqHlCTG0j/mdbZX1kVhv/VoF0j4SU2G0tDylQ5KpeZqWC7gZAoEjgHjq0mWIp6kDtLbWSSSRmWrXzBV7zYp2jfWNXmzsZyRWmchMHfOZ1DvP0Z2IpzkC76NhWTD5yBk5MIUFUw6g+2xIxFOfOSSD5tgrFzs7a/Rj4TzRGnjpXLHy/q3iqi7aY30GiFVSbhbsUq7ZTJrF1EdifQem0y33+oAAsYAPnJBDE4gFUoNvbfgkIYY6NUM1AzReXyd27UYRzQZt2Cp27QYnc7Q7YmhC6IyZjFDnd6tV1tcIoE7WqPNZM0XjPXulZnQadyGepgGLWyEQQAKIpy6dhnjafYD6R9PJTE1s81+7cicxtafExiXE1PFTJDpmr+4PlqGWiKcZAuujbq2NnzoBnvmoE2ubvu2ucwK7bbVS1NIgTXahxItLJF5cKtLL+YjrZ/O9Mon3KjEfUlQq8ZIyH80OU9wSYMHklmDw2yOeBt+Hu5pBZNUysRbOE3vBXJNhqjtq2l4qfuohmcVDR0jT9qhEo3ERie/YFqp/J0yG1EaxG+rTAmX+pmjGam9nS6iTzdrfyYbSbaPlfRNCQF/n7w1XTgkgnuYUf84Hz9dYICmGaows5jClWolvq3XEUP39V58UQ2vFamlK20/6O9Zk8xvRUz92ZPcnfxfqiyiT5V9UnHb/XjdAPPWaKP1BwF8EEE9d+gPx1CXANs11gRFZMNds8zeZHetWtRdTC4skOm5viU/YR2LjJ0t0VKV3g3ezJ8TTboLLUTMjgGpxeA3wjBCqwV6d87bbfK9WrG11iS1A3Qv0UplavGexWezq4lhKeosU9Wovrhbrv8tEilR0VSG2RKRY7y+VeGnvVIbgniwRyNcFU5bwBmIYxNNAuCklI+21K038YVWrWFrl/D1oc8V695NYxRSJV06RaOVUiQ0cZn6aaixgb/zUERi2bhGrboPJupI63YK60YisRmit2yx23caU7G1nW0JkiKm4oGKCZrmW9k6UDehjRFgjuvbpn3bfNOiaAOJp14zCfEdYYgFrw9rEKfLOtniNjY0Yqr+TNFZWMTT5dXfF0LbZn5ptb14QJbbJm1InjkjqBzE03WcW8TRdYtwPgWARQDx16S/EU5cAd9Pc3rwhkfFRJZHqKrE3rGl3twpQKqJq1ke0YorE9qzInDG76DnVBVPWDcuDAXcUhlcRdEcmqCOGbhJ7W50RSJ2FqoqiW7pFxWyzLNEFqG7/SdQ9MtmjlumvrFeBbKlvadN3XKR+m9l6ZDVsE6nf6mQrNW4Tq35L2ts8OzPaiK8qsGqmq9qmb9sTWa9GdFVR1oizeo/zbyf7tcyZA5dnBMKyYPIMSB52hHgaXKfb61Y7GaUqlurLWxUv2/42Ly03h1tqnGFKCu0xotPJZiIW0L9Zlgqr+jesTk9+VnF1k/P3LSGy6r+N6NqUXvkArb9qMrV693NKBhixtV+bLa2O2Bov7Wv+jnB1TQDxtGtGYb7Dr7FAqxiqmaGJRAHR+LhOt8bXmrjUyRKtFau5MW0XmZcxScHTfHYOUNIt82brfFIo1Z/lwe8SxNO0HyEaQCBQBBBPXboL8dQlwDSa25vWiV0zT2xd5GitsQ1r2y9yiksSYupUiVZMldiw0SKWI3Bl6srEgilTtvq631jUCJ12UuzcphmiTgZocnt8MmvUBH0a5G1PrzC8zr91wVjinJIZS4iiWhw+rt/TIE8Lx5f1FilJbQtQdxZMraJqg4qsWxyxVT8ana9l21bn64Z6I7yaDxVik4JsXLeGdv+KFxY5YqoKria71RFbnezWRDZsUnA14quKsAnxVYVjO9L9wUPW0q8LppBh9vV0EE997Z52xmkZlog5xHKuE09oJmibS8uqOGLpVIlXTJXo0JEpTS7XsYC1fbtIXTJ71RFUba0lmPyeCrC1m8zLRHPadCyW0rzM382CwsShKTuEET1MxdIs3MTJ0/Hk4Vj6cs62U+47TDd2JxYI0/zzfS7ZiAWs7S3OixQ9UV4PStJYeMsmc5q8HqpkXv603WGV7kuVSIFzanzrFnlnO7w5TT55gFJboTQPxNB0n2vE03SJcT8EgkUA8dSlvxBPXQJ00dwsgmqqjJhq60FUHRZBpWYRFK9IbK8bMspzMTXXCyYX+DLa1FLRzwigm8UROzULdLPEdeGmAZ7JFE3UEdX7dqojl4px8YKeO4I8FUGN8KkZNOVONqYGeLplMfnWWzMyM7Coy8WCSfk6Qmoiq9WIsAlxVcVXzXBVpglxVoVZI9A2bhHTNo2Fc2e+0MW0U981UVagKFHnNSG42q11Xp1SA07ma5kjzOrXuhgPyZWNBVNIUIV2Goin/nWt7mAxIumCuWKraLrzDhaPXroGKhaIx83fYJOxajLRElmtiRqFJqu19WdpZrValsRLejuiqjmUxdmOK1qf1RzaoploWq/V+ay7KMJy5SIWCAu7MMyjO7GAvvSwdAt8sq6+/r/TWDnx8sPUETUZ54lyU+mKoT167NgxZbbF7yozVONnssy9eA4RT72gSB8Q8C+B0IqnsVhcPt2wSQb0K5cekdSzpDZscupb9e+bWl1BxFP/PNz2+jU7Fkm6WNq8oZ1xGtBHKyZLTLNStVbZkNQySnY3w0AtmLrrqmjU2SKoIqfWCU2+7U4svpygT4O7Okco1fs0Cyady7YdcU23xuvJw4nPWq/NbCfULNCkEKqZLfq9Hv4Q4IK4YNKSBybTtX6bxBsTma0qsCYEWZP52pAUX/XnSWE2kQEbi6bj3Q73xiMFO4TXVnE1UdO1V4lYCfHVKT/giK7txNqCnq7G97JxdxZMXo5PX7kngHiaex8kLTC107VWaXWV2Y5vf7rTQZQ9i53a6ZXTJKpb8YeP8+SlWphjAbPLo3ZjolSAlhHQE7Kd8gFOnVbnYBjNdDUvRtPYGaEvQbXeYVJsTX5WsdURXhN1WvXfWh88w7uJ3DzJQYwF3MyXtu0JmFigpyUbV36SyP5Mip6dZYY69Y3TLrehYmhi55RTIzSRGdrbeVkR0/g4cbic+ZnGUFxZJYB4mlXcDAaBrBMIpXj6yuvz5KKr75T6Bqd2yxUX/kC+/fWDdwlXhdZ7HvyH/OmRObJx8xbpVVwkbz0zy9z/wqvvyrkzb+vQ9t3nZkvPwgJBPM36M5vygPbaj832PKvGWUR1qGVmxFQVUqeYAyC6I6YGccFk6qip2JnM/kyKoCYjNPGWW0W02sQhSmm+6VYHmWyS0t6ih2sY0avMyQTVTJPkdnkT4GlwZ7JEU3tZkbLzs3hjPi6Y2oqv0pgQWZMZr41adkDLDzhCq5Md20Z83ekAlu66yjw3yVIDiRIEZqGg3yspk3hR4pCtZEmCIufgLfPR07safoin3fVgeNohnubOl/r3zIik1e+KvXCe2GtWtDNGs9xj4/aWWMU0pz766L0yYmwQY4GMgNBq4Mk6rVu0xuJGsRPbjC2T2brJqbGoL7dVbE2z/I4pq2OEIq3HmjgEq3e/HfUVVUDSl6v9h2RqervsNx9jgaxD3mlAq6VZZHuL+TBfR/Xzdolvbxbd4q7/lpbEz83X20X0mdP7TZsWiev3m5tENAs02iLxlkTbxD3xlhaxos0isd2XS7ItEWt5jUhTenVDNU422+STJ8arAKqZ2okyUqb2sCkx1deJebh8TQDx1NfuwTgIuCYQOvG0obFZvnDMuXL2acfIycd+WV5+rUrOm3m7zHnwehk+ZGCnwG6c9bA88eyrMv17R8vhh+wnzS0tssfAfube5199R3527Wx5dPZV7druOWyQWJaFeOr6EcxeB62n6C5QMbXKZE+0vWKa/aDb/CdozdQpEhs0vEvjcr1gMsFfssZRol6oqWemi5bkNqA23zeHJqWZNRiPRJxsUBU4TUaoiqA7tsM7XydPyUx83aNHl+zCcgMLpvQ9abU0OWUF2h2spTVenWxYqa9LlBzQf7fNgE200cWOm8uOJGq4Juu89tohxJpDuJLlBpKCq1N6wKkPq8Lsjq2miKduHBGOtoin2fOjvpBxtuFXSWRBldirl7YbXHckxMbu5RzupH/HR06QeBb+HuU6FsieB7wdybyI0xe3iQOxbD0QSzPytD6ryWp1ygoYQTbNQx/NwYoamyRKBDhZrX1F67O2LSlgMvg8yGoNeyxgdhSpiNiy3QiP8WizESodIbJZ4gkx0hEwVbBUMXO7I2oagTMhXDY7IucOUVN/nuhH27X9WULoNKKnGc8RQs0Y6e5w8vbR7by3SERiJjM0cWJ8cpu8Cv4q/CcSCFqzRhFDs+GVrI6BeJpV3AwGgawTCJ14qlmnZ/7sZpn73GwpLCwwQI/47gwjpJ587Fc6AF63YbMc/K3z5RczTpdjDj+ow89VPL3qxvvk1Sdu79Q5ZJ5m/Zn1bMDI6uUmK1VroZkDqLZt3UlM7WcWX3HNVtFt/gOHdRjb6wVT66FI9XWJLXAqgurp8ZopmtgCZE6RdwRSFaHSvWJa4D251Ucz9DSgK+8rVq/EifK6iDABX29HNCW42y3isC+Y0n2+snF/p+JrmwxXaWxwXh4ka8I2NznZ1kaIrU8726mzOSWzXrXua6RPX2kaPEriw0ZLbMgoiY2syAYGxvAJAcTTzDlCxbXIwvnODhKtb/7xog6DRcdNkpiW5JkwzdQ5z8XldSyQizkEYUy7Vk8IT8RCpmyA1ousE0u/X6eHYW025QTszevTno4KWkZgLe+XqJXe15QUMEJXnwGmhIz+PN5/cKd9ex0L6LO/W6FSa5c3NzoZlvqhoma0vYhpBEqNE1vFyYRw2UboND8z2ZYJkXMnoTLdreVpg3fZwOx00u3sPQrF6lHgvCzpUSjxggIRLQuhCQA9Csz3RD8X9JB4JPl14p5EG+1H79H79cPSA5S0H9M28TOt2a6lh8z3nfv05wWlJdLxXwiCAAAgAElEQVS7pEDW16Yfl7tEQHMfEUA89ZEzMAUCGSAQOvH04b+9LPf99Rl5+i/XteI657JbZdSIIXLh9G93QJjclv+dow+RmiUrpWfPAvnGVw+Ub3z18+ZeFU81c/Xowz4vPXsWyuemVMphB+/bWkcV8TQDT2WOurRXLXEOoNJDJRa+1+EQo1if/iYzVRdoJqNlwBDZ3YLJBL56grxmgeoWZt2upoG9iqFaH8xkhuqJ8ppZoVvmt3Rr5mqXtK0Tmqx3ZERQrR/q1As1b711exCXpwS8XjB5ahyd7ZKAyWQyma5bzDY7U6tX/5+aOrD1Tv1ePYSrfqvYWrpCS1okM2U1k6aLKzZ4uCkFEh8xTmLDx0p8yJ6dvoDpqh9+7n8CiKfe+chqbhR7UUIs1ezSZQs6dB4dPTEhlu4jsbETxdTNzPGFeJpjB3QyvPn9XrcxUaNVD8Fy6rVK7YZErVYn49XEZvq7Po3LZLVqbNWmZEDZ4EFSt6XeycZMZkkmtorrdnAVKI1QmfiZydRss+Vct49r23RLGaRhtutb44VFreKjVZAQDpMCo/5M69cbgXKHwNgqQhqRsYdIYc9WUdIRHhPipBE1d3wtkYQA2nqPCplOv3EfnvLOLhTXj1coOkA8DYUbmQQEdr1+jMfTqOweAJB3P/APefalN9tts9f6p6W9iuXKi37QYQb3P/a8XHvbX8w2/8oxI2TBko/lt/c+Lr+ZOV2OPHR/eb96qcx5+U0pLyuR1Ws3yMNPvSQnHXOoXHbeKaavrQ1pHowTAIaYmCCwrEbi1VUS+2iuxKrniaWCStur30ApmPRZiRUWS1QFUj1RfosWhk9ki6YgsHRgXVJmtvtYusUn+XV5P7ESW+at3n3NSfK6fd5SkbTIu9qN+L17BEqLe/B7oHvogt1Kt5luU2F1m0TqNkrTomqJr1gk8dXLRNau7nxuhYUiI8aJNWyU2MNGi4wcJ9bIcSajiSu4BAp7aLE7S5pbYsGdRK4sb26W+KL3Jf6h/q19V2TRBx0tGTNBrMqpEvnMPmKNn9SubEauzN553OLCiDRvj0m0i7qIfrEXOzohsHGdyVrVF2fxTZrhukliehDmpnUS190/dRvNZ9npMNJMsYyryKgZjybDsYcjSLYKjQWJLEv93PZnBWIVOKKjpdmVugMv8bX5XmsfjsCpbc33W7MyVZxM9qefE2JmYe5fUGSKs1f9RmxLCgtsaWhyd6CmV/bQT24I6JqACwIQCC+BvM88VfH0r0++KE/98dpWL19y7V3S2Ngst1x9dgfPP/b0v2Tmb+6VeS/cY7JP6+pd1t4L77MVvplpBkz1PLPAi1e/LyazdDeXBr5G5EycfmmZrfDlRhg1YqgKoQlRVAVT88EVOAK9exXweyBwXvPO4IhtS1GhLdsa27xI05puur141TKJrVoqsmKRyMplJuO800tr8Bkxdbwjqg4fLTKKrf/eeSmzPfUsiJgBmlpYNKdEekGVxD+aJ/EP3xWpea9jkz3Hiew1VeyJnxOrUsVS/78kLCnqIY0tMYlGEdBTegaCfpMefKhCqoqtdZuMqNqzaZs0xSxJZmSaLeRGmCxIbPNWMVPFyYizDTyx7bvt16ZNz6Kg08lL+zuNBfKSRH5PWtcEXBCAQHgJhE48TdY8rfrn3VJQ4Lz9OezEi+V7x3+105qnrfc/f48U9HAWQJqp2tDYJHdce34Hz7/63/dl+owb5Z05d0lRz0IOjArv/40uZxZZVi1lKz+SxpjI9qLE9vhEDdF4v0FdtueGcBBg2344/NjdWaSzVU+3iNqrl4m9cpFYq5eKvWqZWFp7eRcnTrdu/d9zvKmlamqqDhzaXVNplyECbNvfPdjI4vmmFI5d/a7Yiz/q8LxHh46SWMVUie21j8TGTQpknW227WfoP1eAuiUWCJCzMmBqOrFABoanS58QYNu+TxyBGRDIEIHQiaf1DU2y7+E/khlnnSgnHftlefm1KlOzdM6D18vwIQPlrapque6OB+XGK86UkcMHS93Wejn0+J/I948/TH78/aNl/oKlctKZ15ht+bo9/4HHX5DKsSNkYsUoqd2yVS6+epYRWe+9eYZxCTVPM/RkBqRbFkwBcVQGzWTBlEG4Aeja9YIpHhd73SqxVy4Va9USsVRcXbVU7PWrRTqpqqO19mIqNg0dJfHhYyQ+dLRTU5WD3XL2tCCetkEfi0pkxUKJLJgn1oK5Yi/+QLSOadsrpvV/VSytmCpRPZRRd2AE/CIWCLgDPTCfWMADiAHuwnUsEOC5Y/oOAoinPA0QCDeB0Imn6q4X/zNX9JCo5PXz80+RE795qPnnS6/NlbMvvVUeu+caI4rq9frbH8i5M2+X+gYnwFfRdMbZJ5lt+Tf9/mG558GnW/uaPHGsXD9zuhFi9UI8Dfd/kK5mx4KpK0Lh/zkLpvD7eHczzNSCydLTj42QukSslUvFXr3EiKrmwJNOrlh5f4mrqDpstMSHjZGYCqt77Okc3sGVUQJ5LZ7GYmKvXGwOW7T0gKdF74vV2NCOd2zQcEcknaBi6VRz0E7YLmKBsHk0/fkQC6TPLEwtMhULhIlRPswF8TQfvMwc85lAKMVTdajWnfpk3UYZ1L9P6/b93Tl6ezQqa9dtkr7lpdKruH29ocamZlm3YbOUlfSSPuWl7bpBPM3n/z4iLJjy2/86exZM+f0MZHvBZG3Z7GSmrl4q1seLTRkAa81ysVqaOjrCtiU2aJjEho6R+PDRElNRddgoifcfkt9O83j2eSWeaqb06qVGLLWrq8RWsbR+a3uxtP8QiVVOkVjlNIlVTJFYn/4eE/dfd8QC/vNJti0iFsg2cX+Nl+1YwF+zx5okAcRTngUIhJtAaMXTbLkN8TRbpP05Dgsmf/olm1axYMombf+N5YsFU3Lrv6mhulSslU6Wapdb/xNZqvFhoyQ2fJzEi0v8BzgAFoVdPLXXLBd7QZXYNVUSqXlPLD0sp80V6zfIEUkrpkm0corkY81vYoEA/EfNsInEAhkG7PPufREL+JxRPpiHeJoPXmaO+UwA8dSl9xFPXQIMeHMWTAF3oAfms2DyAGKAu/Dzgql163+roNr11n9n239i679+Zut/l09n2MRT+9OVEqmZJ1a1iqVVotnO7cTS8v6OWDohkVk6gExmYoEu/5uE/gZigdC7eLcT9HMskN+eye7sEU+zy5vRIJBtAoinLokjnroEGPDmLJgC7kAPzGfB5AHEAHcRxAWTtW2L2B8vcrb+J7JUd731PyKxwbr1f7Q5oEo/G4G1/x4B9pq3pgddPLU2rDEHPNl6wFPNPLE3b2gHKF5aLtHKqRKvdA54ig126sVz7SBALMDTQCyQ389AEGOB/PZYZmaPeJoZrvQKAb8QQDx16QnEU5cAA96cBVPAHeiB+SyYPIAY4C5Cs2Daeev/qiVi60FV61eLxOMdPBTvWWzqpxpRddgYk60aGz42L7f+B008tTetS2zDn2tEU2vjp+3F0pIyRyStmCqxyqkSGzIywP9Ds2M6sUB2OPt5FGIBP3sn87aFJhbIPKpQj4B4Gmr3MjkICOKpy4cA8dQlwIA3Z8EUcAd6YD4LJg8gBriLsC+YOmz9X71U7JVLxNpa26nX9HAgR1DVj7FOlqrZ+t8jwF7evel+F0/tuo1iac3S6rlmO769fk17sbS4RGLjJ0tsgmaWTjX+E8sKrb8yMTFigUxQDVafxALB8pfX1oY9FvCaV1j7QzwNq2eZFwQcAoinLp8ExFOXAAPenAVTwB3ogfksmDyAGOAu8nXBtPPWfz2oyl69XKyWpo7etJNb/8cktv6PCtXWf7+JpypsRxZUGcFUa5baa1e2F0t7Fkt0/KTENvypJmNYbDvA/wtzbzqxQO59kGsLiAVy7YHcjp+vsUBuqftvdMRT//kEiyDgJQHEU5c0EU9dAgx4cxZMAXegB+azYPIAYoC7YMHUxnmdbf1ftUzsdas63/pfVCyxIYkaqomDqmLDx0m8uFegnohci6cqZJuMUj3cSQXTNcvbi6WFRRIb+xmJV06TaOUUie45XsSOBIqx340lFvC7hzJvH7FA5hn7eQRiAT97J3u2IZ5mjzUjQSAXBBBPXVJHPHUJMODNWTAF3IEemM+CyQOIAe6CBVPXzrO2N4ulImrygCrNUl21tMMp7smeYn0GJLb+j5L48HGmtmp8sH+3/mdbPLUatom98D2xqxOZpauWtBdLCwolNmaixCZMk5jWLt2zMtRlE7p+AjN/B7FA5hn7fQRiAb97KLP2EQtklm9Qekc8DYqnsBMC3SOAeNo9bq2tEE9dAgx4cxZMAXegB+azYPIAYoC7YMHUfeelu/U/Oni4xLWe6nCtpZo4rKr/4O4b4FHLTIunVlO9RBbOF2tBombpx4vaZfLGIwUSGz3BEUonTJXY6L0k3qPQo9nRTSoEiAVSoRTue4gFwu3frmZHLNAVofz4OeJpfviZWeYvAcRTl75HPHUJMODNWTAF3IEemM+CyQOIAe6CBZPHzuvu1v/hY8whVeaAqmFjs7r132vx1GpuFHvxh2IvmCt2zTyJLK8RiUVbQccjEZNNGqucIrHKac6W/ALEUo+fxLS6IxZIC1cobyYWCKVbU54UsUDKqEJ9I+JpqN3L5CDAgVFunwHEU7cEg92eBVOw/eeF9SyYvKAY3D5YMGXHd2br/+plznb/lUtMCYDdbv3vO1BiQ52DqWSYk6maqa3/bsVTq6VZ7CUftYql9rKPxIruEEv1MCetUxqtmGLqlsbG7S3xwqLsgGeUlAgQC6SEKdQ3EQuE2r1dTo5YoEtEeXED4mleuJlJ5jEBMk9dOh/x1CXAgDdnwRRwB3pgPgsmDyAGuAsWTLl1ntn6v3Kx2KuWGFHVUlF19XKxWpo6GGYyNs3Wf81SHSOx4aOd2qr9BrmaRLriqbW9Raxl1c4hT9VVYi/5UKxoyw4bLEtiw8dKtGKqsw1//CSJ9wzWIVqugAawMbFAAJ3mscnEAh4DDVh3xAIBc1iGzEU8zRBYuoWATwggnrp0BOKpS4ABb86CKeAO9MB8FkweQAxwFyyYfOg83fq/frWTmWo+loitB1atW9WuVmjS8lhxL4kPSWz5Hz5mx9b/ouKUJteleBqNSmT5ArMF32zFX/yBaLZp20tF3GjlVInph2aYFpekNDY3+YMAsYA//JBLK4gFckk/92MTC+TeB36wAPHUD17ABghkjgDiqUu2iKcuAQa8OQumgDvQA/NZMHkAMcBdsGAKjvNat/6vXibWx4tT2/rfWkfVqakaHzSiw8n1HcTTWFQiKxYZsdQc8qRiaVNDe7F0yJ4S08zSiqlGNI2XlAUHJJZ2IEAswENBLJDfzwCxQH77Pzl7xFOeAwiEmwDiqUv/Ip66BBjw5iyYAu5AD8xnweQBxAB3wYIpwM5LmN669X/lIrFWLhXrk+Vi6+ft7bNDkzON6Zb/ISPN1v/4iLFSPHKUSP1WaXzvbbEXzBN74XsdxdLBwx2RNCmWlpYHHxwzaCVALMDDQCyQ388AsUB++x/xFP9DID8IIJ669DPiqUuAAW/OgingDvTAfBZMHkAMcBcsmALsvN2Z3nbrv2aqmrqqu976v3NXsf5DJFY5RWJ6wJPWLe3dL6SgmJYSIBbgOSAWyO9ngFggv/2PeIr/IZAfBBBPXfoZ8dQlwIA3Z8EUcAd6YD4LJg8gBrgLFkwBdl43TG+39X+l1lJdIpHVSyVeUCjR8VMkVpEQS/sO7EbvNAkqAWKBoHrOO7uJBbxjGcSeiAWC6DXvbWbbvvdM6RECfiKAeOrSG4inLgEGvDkLpoA70APzWTB5ADHAXbBgCrDzPDK9ywOjPBqHbvxLgFjAv77JlmXEAtki7c9xiAX86ZdsW4V4mm3ijAeB7BJAPHXJG/HUJcCAN2fBFHAHemA+CyYPIAa4CxZMAXaeR6YjnnoEMsDdEAsE2HkemU4s4BHIgHZDLBBQx3lsNuKpx0DpDgI+I4B46tIhiKcuAQa8OQumgDvQA/NZMHkAMcBdsGAKsPM8Mh3x1COQAe6GWCDAzvPIdGIBj0AGtBtigYA6zmOzEU89Bkp3EPAZAcRTlw5BPHUJMODNWTAF3IEemM+CyQOIAe6CBVOAneeR6YinHoEMcDfEAgF2nkemEwt4BDKg3RALBNRxHpuNeOoxULqDgM8IIJ66dAjiqUuAAW/OgingDvTAfBZMHkAMcBcsmALsPI9MRzz1CGSAuyEWCLDzPDKdWMAjkAHthlggoI7z2GzEU4+B0h0EfEYA8dSlQxBPXQIMeHMWTAF3oAfms2DyAGKAu2DBFGDneWQ64qlHIAPcDbFAgJ3nkenEAh6BDGg3xAIBdZzHZiOeegyU7iDgMwKIpy4dgnjqEmDAm7NgCrgDPTCfBZMHEAPcBQumADvPI9MRTz0CGeBuiAUC7DyPTCcW8AhkQLshFgio4zw2G/HUY6B0BwGfEUA8dekQxFOXAAPenAVTwB3ogfksmDyAGOAuWDAF2HkemY546hHIAHdDLBBg53lkOrGARyAD2g2xQEAd57HZiKceA6U7CPiMAOKpS4cgnroEGPDmLJgC7kAPzGfB5AHEAHfBginAzvPIdMRTj0AGuBtigQA7zyPTiQU8AhnQbogFAuo4j81GPPUYKN1BwGcEEE9dOgTx1CXAgDdnwRRwB3pgPgsmDyAGuAsWTAF2nkemI556BDLA3RALBNh5HplOLOARyIB2QywQUMd5bDbiqcdA6Q4CPiOAeOozh2AOBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQg4A8CiKf+8ANWQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAj4jgHjqM4dgDgQgAAEIQAACEIAABCAAAQhAAAIQgAAEIOAPAoinLvwQj8clGotJj0jERS80DSqBhsZm2bS5TvYY1F9s2wrqNLDbBYGt2xpkU+0W6dent5T0KnLRE00hAAEIQCDIBLbVN0rd1noZPKAvMUGQHYntEOgGge3RqGzYWCeDB/btRmuahIHAhk11ErFt6VNeGobpMAcIQKATAoinLh6Lvz33mtw8+xF58ZGbXfRC0yASOOeyW+XF/8w1pvfrUybf/NpBcuH0bwdxKtjcDQL1DY1y8lm/kJolK1tbn3TMoXLJ2SdLJGJ3o0eaBJnAK6/PkzN/drP87lcXyBcPmBLkqWB7GgReePVdOXfmbR1avPvcbOlZWJBGT9waZAL6//+6Ox6Q5SvXmmk8fu8vpGLM8CBPCdtTJPD4M6/Kz6+7p8Pdhx38P3LTlWem2Au3BZmAiqa/uu1+ee6Vt8w0ykp7ydmnHitHHLpfkKeF7WkQWPXJevnJFXfI/AVLTat9p06QG684U/r37Z1GL9wKAQgEgQDiaTe8tGLVWjnjohtk5Zp15g0j4mk3IAa8yW/vfVy+evC+suewQfLGOx/KWZfeIg/deblM2mtMwGeG+akQ0IzT+/76rBz9tc/L0MED5LW358v0GTfJn2+/VPaZVJFKF9wTEgILFn8s3z37l6KCOuJpSJya4jSef/Ud+dm1s+XR2Ve1a6F/FyyL3QgpYgz0bS+/VmX+/p9x8lFy9GGfl77lZdKzZ6EUFxUGel4YnxoBjQU026ztdcm1d8nelaPksvNOSa0T7go0gUf//opcd8eDMufB600yhQrq1952v7zy2C3Sq5gdSYF2borGX3nDffLJug1y1UWnmRenP/rpjTJ21FC59mdnpNgDt0EAAkEhgHjaDU/pW8b1G2vlxX/Plbsf+DviaTcYhq3JIcdfIN85+hD54Xe/HrapMZ8UCCxetkq+8YPL5Mk//FLGjR6WQgtuCQOBdRs2ywnTr5Kf/PDbctVNf5QbLv8xmadhcGyKc1Dx9Kob75NXn7g9xRbcFiYCWrrp2NNnSuW4PeXXl/4wTFNjLt0k8N6Hi+XEM6+RZ+7/jXm5zhV+Ar+77wl5cs5/5Kk/XmuEM02wOfzkGfLcQzfIsD0GhB9Ans9QS7UccNSZ7V6ev/jvd+Wcn98m81/6Ay9S8/z5YPrhI4B46sKnz7z4X7n+zocQT10wDENT3ap3xHdnkHUWBmemOQfNPn/4qZdERZQjDtlfzj7tmDR74PagEtCaxz8471dy0H6Tjd/3PXw64mlQndlNu/X//XkzbzcZh5pt+LkplXLYwftSB72bPIPWbOPmLXLQN8+RQz4/TVq2b5dt9U1ywGcnymknHiFFPck8DZo/vbD3B+f/WsaOHCozL/ieF93RRwAIqFiqZZwG9Cs3CRTPvPRfk3HKC5UAOM8DEzX7fL8jfyyzrrtQDtpvkumxetEK+db/Xi7/evw2tu57wJguIOAnAoinLryBeOoCXkia6gER3z37F1Ja0kvuu+US6l2GxK+pTuOjhcvl93/+m7zz3gL54gFT5YqffF8KCnqk2pz7AkogFovLRVffaazXbFM9MA7xNKDOdGH2+9VLZc7Lb0p5WYmsXrvBvEjR2sds13UBNUBN9ff/cWdcIccfdbAcuO/eUrdlm9m+e+Sh+8uVF/0gQDPBVC8IvPrf92X6jBtNQgWHBnlBNBh96IvUGb+cJfUNTbJk+WpZu26T3HbNuXLoQfsEYwJY6ZrAjy+5WRYsXiHnnHasFPToIc/96y3RmuiIp67R0gEEfEcA8dSFSxBPXcALQVMNmM6beZt88ulG+dNtl3K6Ygh82t0p1G7ZJl/+9oUy84JT5Btf/Xx3u6FdQAh8un6zfOm48+W4o74oJYmaZn98ZI4cfOBU43/NPuTKPwKPPf0vmfmbe2XeC/eQfZoH7k+Kp1q2QWsd6qXPwK9uf0DefPpOtmvmwTOQnGI0GpPjzrjc7ET4yY84PDSPXC833/WIzPtwsdx70wzRUh5/emSO3DDrr/LEH34h40dzcFw+PAtbttbL3Q/8wzwHZSXFZieCvkxh234+eJ855hsBxFMXHkc8dQEv4E21xs25P79NGhqa5Pe/uRDhNOD+9MJ8Ld1wzOEHmYNDuMJNQA+H+sv//bPdJG+9+//kqK8cIEd9+QCzgObKPwLJzLN35tzFtu08cL++NDvw62fJg7+bKZMnjjUz1uxjrX/8/ot/MBnpXPlB4B8vvCE/vWaW/PvJ282hYVz5Q+CEH10l+0yukBlnnWgmrTtTJh1yqlx+wffkhKMPyR8QzLSVwGkXXCclvYrk9l+eBxUIQCBkBBBPu+FQfbO4fXtUnn3pTbl59iMy54HrxbItMk26wTKITXRrznemXyV6cNjNV50tpSXFZhq2bcuQQf2COCVsTpPA3PkL5aOFK+TLB31W+vQuEV04/fy6e0wG8mcnV6TZG7eHgQDb9sPgxfTm8MDjL0jl2BEysWKU1G7ZKhdfPUsKekTk3ptnpNcRdweWgG7TVrHklqvPlvUb6+Tiq++UIYP7m39z5QeB5uYW+drJP5XjjjpYzvz+0fkxaWbZSkBfljz/r7fl/jtmyoihA+Wf/3pHLrjitxwYlUfPiNY9tSzLrAv//s/X5Nrb7peHZl0hkyaMziMKTBUC+UEA8bQbfl60dJUcfepl7Vp+/asHUhy8GyyD2ETrGR1y/AUdTNdte5y6HESPpm/z+x8tkTN/drPogSHJS7MOvnf8Yel3RotQEEA8DYUb05rETb9/WO558OnWNpp9eP3M6TJ8yMC0+uHm4BLQQwPPv/y3olv49dpv2l7ym5nTzeExXPlB4KEnX5QbZz0sLz5yk5SV9sqPSTPLVgKba7fKLbMfNS/R9Ro5fLD84NtfMztRuPKDwH/emi8/vPgGM1k9MO6qi0+VaXuPz4/JM0sI5BkBxNM8czjThQAEvCGgGeib67aKvnHeY1B/k3HGBQEI5BeBxqZmWbdhs5SV9KJ8S365vt1stQ5yjx6R1tqneYyCqUMgLwlo1uH6jbWyx0B2oOXbA6C+X7N2g/Tv21t6Jerg5xsD5guBfCGAeJovnmaeEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQFoEEE/TwsXNEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQL4QQDzNF08zTwhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCAtAoinaeHiZghAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCBfCCCe5ounmScEIAABCEAAAhCAAAQgAAEIQAACEIAABCCQFgHE07RwcTMEIAABCEAAAhCAAAQgAAEIQAACEIAABCCQLwQQT/PF08wTAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQSIsA4mlauLgZAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQyBcCiKf54mnmCQEIQAACEIAABCAAAQhAAAIQgAAEIAABCKRFAPE0LVzcDAEIQAACEIAABCAAAQhAAAIQgAAEIAABCOQLAcTTfPE084QABCAAAQhAAAIQgAAEIAABCEAAAhCAAATSIoB4mhYuboYABCAAAQhAAAIQgAAEIAABCEAAAhCAAATyhQDiab54mnlCAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACaRFAPE0LFzdDAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAC+UIA8TRfPM08IQABCEAAAhCAAAQgAAEIQAACEIAABCAAgbQIIJ6mhYubIQABCEAAAhCAAAQgAAEIQAACEIAABCAAgXwhgHiaL55mnhCAAAQgAAGPCbxfvVQG9CuXIYP6ySuvz5P9PztRehYWdDrKug2b5f2PluzWgnGjh8uewwZ1uGfOy29J79JecsDnPuPxDDLT3aw/PSVr12+SK37y/cwMsIteV6z6VN55b4EcfOBU6Vte1uld6qdZf35K/nTrz6SgoEdW7WMwCEAAAhCAAAQgAAEIBJEA4mkQvYbNEIAABCAAAR8Q+Mb3L5VfzDhd9hjUX4485RJ5/e93SI9IpFPLXn6tSs669JbdWn3ZeafISccc2uGeQ78VEWsAAA5lSURBVI6/QPYaP1LuuPZ8H8y6axMu+/XdsnzlWvnLby/r+mYP7/jHC2/IT6+ZJX/9/RWyd+XoTnt+/JlX5efX3SPvzLlLinoWejg6XUEAAhCAAAQgAAEIQCCcBBBPw+lXZgUBCEAAAhDIKIGNm7fIQd88R6qev0de/Pc78vd/vi63//K8XY4Zj8dlezTW+vOLr75TVq5ZJw/eeXnr9yK2LbZtdeijbmu96M9KehVldE5edZ4r8bSlZbtsq2+U0tLiXYrYiKdeeZl+IAABCEAAAhCAAATyhQDiab54mnlCAAIQgAAEPCDw6n/fl1WfrJMly9fIMy++IWedeow8/+o7YluWHPL/9pFpe4+XyrEjuhzpJ1f+TlasWiuPzr6q9d6Zv7lXRu+5h4wfPVz+9txr8umGzXLrNefILbMflaGD+8sZJx8lDY3NcsZF18sRh+4vb8+rFrVHywZcOP0EU0Lg1rsflbnzF8kBn5sop594pEyZONb0P+/DxXL97x6S7xx9iDz05Isyd/5C2XfqBLn64lNlfvUy+ePDz8qSFWvkmMMPklNP+JoMGdzftItGY/KXx/4p//f3V2Tx8tVSMWa4TP/e0XLYwfu22q3zv+MPj0vNkpUyduRQaWpukYH9++w283RXcy3tVbzb8dau22Tm+Ma7H8qWrQ2G9Qnf+JJ8/asHmrII193xoNx81VlmfL0WLl1pvvf62x9Ivz5lMnTwAJm/YGlr5ul9f31WFi1bZTKIk5cKrGZOiUzfrhjszqYuHwRugAAEIAABCEAAAhCAgM8JIJ763EGYBwEIQAACEPATgb8++aJ8tHCF/Ou/82TPYYNlzMihot87/JD9RIW/rx3yP7L/PhO7NLkz8fS4M66QjxYuN221bmckYss1F58u0y+5ScaNGibX/PQ02bK1XvY/6kxzjwqGKo4+9dxr8t6Hi833jjvqi1I5dk955G8vGeHzqT9ea77/6n/fk+kzbjJfn37iETJ4YF/R2qSaQduruEhOOe4r0rusRO74wxPyrSO/IJecfZK596bfPywPPvGinPjNQ2TyxLHy7EtvyjMv/lce+N1MM3ay35HDB8spx31VNPvzvoefNSLl7rbt72qu9zz4j92O992zfymr166Xc047VnoWFspb86rlk083yp2/vkD+89Z8+eHFN8icB6+X4UMGitaZPfhb55v5nfqdw2WPgX3l8Wf+Le++X9Mqnl59858Mu7YitnK558Gn5a1nZqXEYHc2dfkgcAMEIAABCEAAAhCAAAR8TgDx1OcOwjwIQAACEICAHwlovdNrLz1D9hjYTw4/ecZu6512Zv+uxFM9xEgzHjVLMnmdeOY1HcTTtvVRNav0pDOvketn/liOOHS/dmLpC4/cZGxMipyP3XNNa2bsvQ89LTfOeliS92jDm+96xAikKkBu2FQnXzjmXPnJj75tBFe9tkejcsBRZ7UKrCf86CrZXLdVnrn/N60lB1LZtq/i6c5z7Wq8i3/8HZl86GmmLqzOP3lpNm5xUWEH8VTncvcD/5B/PnSDDN1jgLl95237XYmnbm3y47OLTRCAAAQgAAEIQAACEEiHAOJpOrS4FwIQgAAEIAAB2VS7Rf7f0efIvBfuET0I6sln/73beqfpiKeT9hrT4ZT6zsTTtkLpx6s/la+d9FOZdd2FctB+k8xwH9Ysk+N/eKU8+LuZJmM0KZ4+//BNZpu/Xk899x/52bWz5c2nZ7XWU/3zo8/Jr3/7gHzw8n3y9rwF8v3zfmWyOMtKe7VOQ7NjNTNWSwpMOfR0k3GazFTVm1IVT3eea1fjqaisovOcl9805RE0w/eLB0wR7UevnTNPNQtVs1KT2bfdEU/d2sR/FwhAAAIQgAAEIAABCASdAOJp0D2I/RCAAAQgAIEsEfjTI3NM/czkpdvB6xsaW//97W98qYPwuSvTdpV52h3xdPUn6+Ur37monXhavWiFfOt/L9+teKqHXM345e/biacPPP6C/PLWPxvxVOupTp9xo1x67ndlz2GD2k2lT3mZjB05RPY9fLpc8MPj5X9POrL1590VT7sab9KE0Sbz9Yln/i2vvF4lb7z7keGvY6sNO4unmhVb3rtE7rr+olbbOss8nft+jTx+7y9a72m7bd+tTVl6NBkGAhCAAAQgAAEIQAACGSOAeJoxtHQMAQhAAAIQCBcBPcl967YGuXn2IzJiyEA57qiD5bgzLpdfX/Yjs62+qKhQystKUpp0EMTTFas+lcNP/qkRhFUYbnvF43GxLMuIp/vvs1e7zNtLfzVbtG1XNU93FopTGU/ruGotWL20vurM6+81h2u998K95hCptjVPk1mq+rNkm53F09vvfUwefuolefWJ21un97s/Pil/eOgZU/PUrU3JcVN6KLgJAhCAAAQgAAEIQAACPiSAeOpDp2ASBCAAAQhAwM8EtN7pNTNOlyGD+suRp1ySdr1TnVsQxFO189yZt8kLr74rV110qnx2coWpg/qvN+aJbdty/hnHybW3/UXuf+x5Oe07R8gX9p9ssj9n3/93s60+XfG0q/H00KcTf3y1nH3qsbL3hNGyrb5BrrzhPonGYvLIXVfKa29/0E48fe6Vt+WCK34rX/nC5+SEb3xJlq9aK3f84XFzSNY7c+6Sop6FMnf+QtEDn7TsgPb5+jsfmns0qzh5YNTuGHRlkwrMXBCAAAQgAAEIQAACEAgyAcTTIHsP2yEAAQhAAAJZJlC7ZZsc+PWzpOqfd8srb8wzBxBpLc50r87EU91mPrFy1G5rnmrm635H/rjd4VBr1m6QL59wodme/vl99zamLFj8sRx7+kx56M7LTU3QZM3TtodD/eOFN+Sn18wyIqGKhXq13bav/9b53jL7UZOdmbz0MCvdyn/4IfvJ5tqtcs7PbzMn2Ou11/iRErFtcxjU7sTTXc11d+MdfOA0Oefnt8rrb3/QasuhB+0j553+LRk7apj5/v9edL0899ANMmyPAaJZqtfd8YARd/VSu6dNGm/E4Hefmy09CwtMGQAVYNWPelWMGW4Ol3pzbnWreOrGpnSfC+6HAAQgAAEIQAACEICA3wggnvrNI9gDAQhAAAIQgIDvCKjIuG79ZlOaoG95WQf71q7bZLbxDxrQxxPbdzdeU3OLfLp+kwwe0FcKCwu6HE/Fz9q6bebgK9vuPBO0bmu9NDQ0yeCBfXfZn5c2dWk0N0AAAhCAAAQgAAEIQMAnBBBPfeIIzIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAT8RQDx1F/+wBoIQAACEIAABCAAAQhAAAIQgAAEIAABCEDAJwQQT33iCMyAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAE/EUA8dRf/sAaCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAwCcEEE994gjMgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABPxFAPHUX/7AGghAAAIQgAAEIAABCEAAAhCAAAQgAAEIQMAnBBBPfeIIzIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAT8RQDx1F/+wBoIQAACEIAABCAAAQhAAAIQgAAEIAABCEDAJwQQT33iCMyAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAE/EUA8dRf/sAaCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAwCcEEE994gjMgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABPxFAPHUX/7AGghAAAIQgAAEIAABCEAAAhCAAAQgAAEIQMAnBBBPfeIIzIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAT8RQDx1F/+wBoIQAACEIAABCAAAQhAAAIQgAAEIAABCEDAJwQQT33iCMyAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAE/EUA8dRf/sAaCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAwCcEEE994gjMgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABPxFAPHUX/7AGghAAAIQgAAEIAABCEAAAhCAAAQgAAEIQMAnBBBPfeIIzIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAT8RQDx1F/+wBoIQAACEIAABCAAAQhAAAIQgAAEIAABCEDAJwQQT33iCMyAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAE/EUA8dRf/sAaCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAwCcEEE994gjMgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABPxFAPHUX/7AGghAAAIQgAAEIAABCEAAAhCAAAQgAAEIQMAnBBBPfeIIzIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAT8RQDx1F/+wBoIQAACEIAABCAAAQhAAAIQgAAEIAABCEDAJwQQT33iCMyAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAE/EUA8dRf/sAaCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAwCcEEE994gjMgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABPxFAPHUX/7AGghAAAIQgAAEIAABCEAAAhCAAAQgAAEIQMAnBBBPfeIIzIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAT8RQDx1F/+wBoIQAACEIAABCAAAQhAAAIQgAAEIAABCEDAJwQQT33iCMyAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAE/EUA8dRf/sAaCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAwCcEEE994gjMgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABPxFAPHUX/7AGghAAAIQgAAEIAABCEAAAhCAAAQgAAEIQMAnBBBPfeIIzIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAT8RQDx1F/+wBoIQAACEIAABCAAAQhAAAIQgAAEIAABCEDAJwT+P1jO5GqypcnfAAAAAElFTkSuQmCC", + "text/html": [ + "
" ] }, - "execution_count": 129, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "accuracy_score(dis_reg_true_class, dis_reg_pred_class)" - ] - }, - { - "cell_type": "markdown", - "id": "9317e1c4-e85c-4e7a-b513-215e1ae7dc00", - "metadata": {}, - "source": [ - "### Per region" + "fig = px.line(df_trim_show, x='# Trimmed residues', y='Score', color='Strategy')\n", + "fig.show()" ] }, { "cell_type": "code", - "execution_count": 130, - "id": "0ce03e09-c3e1-4c72-8807-5250f1a99c9f", - "metadata": {}, - "outputs": [], - "source": [ - "dis_reg_true = []\n", - "dis_reg_pred = []\n", - "dis_reg_true_prob = []\n", - "dis_reg_pred_prob = []\n", - "\n", - "\n", - "for i in range(len(true_scores)):\n", - " bin_true_score = bin_true_scores[i] \n", - " bin_pred_score = bin_pred_scores[i] \n", - " dis_ixs = get_disorder_reg_index(bin_true_score, dis_reg_len=dis_reg_len)\n", - " dis_reg_true_clss, dis_reg_pred_clss = extract_disordered_regions_bin(bin_true_score, \n", - " bin_pred_score, \n", - " dis_ixs,\n", - " perc_dis=perc_dis)\n", - " dis_reg_true_frac, dis_reg_pred_frac = extract_disordered_regions(bin_true_score, \n", - " bin_pred_score, \n", - " dis_ixs)\n", - " \n", - " dis_reg_true.extend(dis_reg_true_clss)\n", - " dis_reg_pred.extend(dis_reg_pred_clss)\n", - " dis_reg_true_prob.extend(dis_reg_true_frac)\n", - " dis_reg_pred_prob.extend(dis_reg_pred_frac)" - ] - }, - { - "cell_type": "code", - "execution_count": 131, - "id": "cfe48c68-5c6e-401d-b23d-2d463debdac7", + "execution_count": 72, + "id": "bab3b28d-a7c8-42a0-8ed8-1df5d29c0bf0", "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "0.6555555555555556" + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Strategy=Spearman corr
# Mutated residues=%{x}
Score=%{y}", + "legendgroup": "Spearman corr", + "line": { + "color": "#636efa", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines", + "name": "Spearman corr", + "orientation": "v", + "showlegend": true, + "type": "scatter", + "x": [ + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9 + ], + "xaxis": "x", + "y": [ + 0.6826513362429262, + 0.6811542965297817, + 0.6862452116615037, + 0.6817357326225366, + 0.6832122568820769, + 0.6897559307155579, + 0.6755037112833752, + 0.673708501224676, + 0.6844011973740854 + ], + "yaxis": "y" + }, + { + "hovertemplate": "Strategy=Disordered regions accuracy
# Mutated residues=%{x}
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", + "text/html": [ + "
" ] }, - "execution_count": 131, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "accuracy_score(dis_reg_true, dis_reg_pred)" + "fig = px.line(df_rand_show, x='# Mutated residues', y='Score', color='Strategy')\n", + "fig.show()" ] }, { "cell_type": "code", "execution_count": null, - "id": "91c8a68b-68c8-4dd2-9b81-d11689655192", + "id": "5ef9a28f-8809-4825-80c5-2ef27048dfc2", "metadata": {}, "outputs": [], "source": [] From f5eca66695c9a877e30b2b530dbebd2f7084cc49 Mon Sep 17 00:00:00 2001 From: CFisicaro Date: Wed, 9 Nov 2022 09:39:46 +0000 Subject: [PATCH 11/12] feat: add reliability plots --- datasets/chezod_117_all_rand_1.fasta | 234 +-- datasets/chezod_117_all_rand_2.fasta | 234 +-- datasets/chezod_117_all_rand_3.fasta | 234 +-- datasets/chezod_117_all_rand_4.fasta | 234 +-- datasets/chezod_117_all_rand_5.fasta | 234 +-- datasets/chezod_117_all_rand_6.fasta | 234 +-- datasets/chezod_117_all_rand_7.fasta | 234 +-- datasets/chezod_117_all_rand_8.fasta | 234 +-- datasets/chezod_117_all_rand_9.fasta | 234 +-- notebooks/additional_studies.ipynb | 2035 +++++++++++++++++++++++++- 10 files changed, 3029 insertions(+), 1112 deletions(-) diff --git a/datasets/chezod_117_all_rand_1.fasta b/datasets/chezod_117_all_rand_1.fasta index bba9573..df2141e 100644 --- a/datasets/chezod_117_all_rand_1.fasta +++ b/datasets/chezod_117_all_rand_1.fasta @@ -1,234 +1,234 @@ >4307 -GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVNITIKQHTVNTTTKGENFTETDIKIMERVVEQMCTTQYQKESQAYYDGRRS +GQGGGTHNQWNKPSKPKTNMKHMANAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVNITIKQHTVTTTTKGENFTETDIKIMERVVEQMCTTQYQKESQAYYDGRRS >15768 -MSTNPKPQRKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGVRATRKTSERSQPRGRRQPIPKARRPEGRTWAQPRYPHHHHHH +MSTNPKPQRKTLRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGVRATRKTSERSQPRGRRQPIPKARRPEGRTWAQPGYPHHHHHH >15397 -GTQNRPLLRNSLDDLVGPPSNLEGQSDERALLDQLHTLLSNTDATDLEEIDRALGIPELVNQGQALEPKQD +GTQNRPLLRNSLDDKVGPPSNLEGQSDERALLDQLHTLLSNTDATGLEEIDRALGIPELVNQGQALEPKQD >15123 -GESGERWARQVSGGHFVTLHGAERLEEETNDEDVSDIERRIAMRLAETRQEDSATHGDE +GESGERWARQVSGGHFVTLHGAERLEEETNDEDVSDIERRIAMRLAERRYEDSATHGDE >6047 -MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTMSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRHLLQTMSSRTP +MKLAPYILELLTSVNRTGGTADLLVPLLRELAKGRPVSRTTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRHLLQTMSSRTP >17290 -MGSSHHHHHHSSGLVPRGSHMYRKDKRRQEPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTLRRSPDDRPLMTPNTITMIPNSLVGLQTLHPYNTFAAGFNSTGLPHSHSTTRV +MGSSHHHHHHSSGLVPRGSHMYRKDKRRQEPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYYLTLRRSPDDIPLMTPNTITMIPNSLVGLQTLHPYNTFAAGFNSTGLPHSHSTTRV >16876 -MAEEIKNVPEQEVPKVATEERSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTTEVEVKEEEKKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPKTTVEEEKKDKE +MAEEIKNVPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKYKEKKKPTTEVEVKEEEKKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPKTTVEEEKKDKE >15736 -MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEETLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVKLGGDLGTYVINKQTPNKQIWLSSPSSGPYRYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDLSSLAYSGKDA +MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEETLDSLAEFFECLADKPYTFEDYDVSFGSGVLTVKLGGDLGTYVINKQTPNKQIWLSSPSSGPKRYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDLSSLAYSGKDA >25118 -LADGSSDAAREPRPAPAPIRRRSSNYRAYATEPHAKKKSKISASRKLQLKTLLLQIAKQSLEREAEERRGEKGRHHHHHH +LADGSSDAAREPRPAPAPIRRRSSNYRAYATEPHAKKKSKISASRKLQLKTLLLQIAKQELEREAEERRGFKGRHHHHHH >15274 -GSHMSSSSESTGTPSNPDLDAGVSEHSGDWLDQDSVSDQFSVEFEVESLDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESDTDSFEEDPEISQADYWK +GSHMSSSSESTGTPSNPDLDAGVSEHSGDWLDQDSVSDQFSVEFEVESLDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESDTDSFERDPEISLADYWK >4950 -GGKWSKSSVVGRPAVRERMRRAEPAADGVGAASRDLEKHGAITSSNTAANNAACAWX +GKKWSKSSVVGWPAVRERMRRAEPAADGVGAASRDLEKHGAITSSNTAANNAACAWX >16505 -MKKRPKPGGWNTGGSRYPGQGSPGGNRYPPQGGGTWGQPHGGGWGQPHGGGWGQPHGGGWGQPHGGGWGQGGGTHNQWNKFSKPK +MKKRPKPGGWNTGGSRYPGQGSPGGNRYPPQGGGTWGQPHGGGWGQPHGGGWGQPHGGGWGQPHGGGIGQGGGTHNQWNKPSKPK >11454 -GILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQAGQQKEGEQNQQTQQQQILIQPQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPNSGPIIIRTPTVGPNGQVSWQTLQLQNLQVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDLKGSHHHHHH +GILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQAGQQKEGEQNQQTQQQQILIQPQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPNSGPIIIRTPTVGPFGQVSWQTLQLQNLQVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDDKGSHHHHHH >15131 -ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQDENPVVHFFKNIVTPRTPPPSQGKGRGLSLSRFSWGAEGQRPGFGYGGRASDYKSAHKGFKGAYDAQGTLSKIFKLGGRDSRSGSRMARRLEHHHHHH +ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQDENPVVHFFKNIVTPRTNPPSQGKGRGLSLSRFSWGAEGQRPGFGYGGRASDYKSAHKGFKGAYDAQGTLSKIFKLGGRDSRSGSPMARRLEHHHHHH >6078 -MNTDQQKVSEIFQSSKEKLQGDAKPVSDAFKKMASQDKDGKTTDADESEKHNYQEQYNKLKGAGHKKELEHHHHHH +MNTDQQKVSEIFQSSKEKLQGDAKVVSDAFKKMASQDKDGKTTDADESECHNYQEQYNKLKGAGHKKELEHHHHHH >4287 -GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMIIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSARKARKNWIR +GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMIIQPEATEDEMEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSARKARKNKIR >15086 -MPTKTYSEEFKRDAVALYENSDGASLQQIANDLGINRVTLKNWIIKYGSNHCVQGTTPSAAVSEAEQIRQLKKENALQRARTRHPAESCLEHHHHHH +MPTKTYSEEFKRDAVALYENSDGASLQQIANDLGINRVTLKNWIIKYGSNHNVQGTCPSAAVSEAEQIRQLKKENALQRARTRHPAESCLEHHHHHH >16912 -GIKQYSQEELKEMMLVEIAHELFEEHKKPVPFQELLNEIASLLGVKKEELGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDFDEEDLDEDDDDLEIEEDIIDEDDEDYDDEEEEIK +SIKQYSQEELKEMALVEIAHELFEEHKKPVPFQELLNEIASLLGVKKEELGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDFDEEDLDEDDDDLEIEEDIIDEDDEDYDDEEEEIK >18177 -MQKLSARLRALRQRQLDRAAAAVEPDVVVKRQEALAAARLKMQEELNAQVEKHKEKLKQLEEEKRRQKIEMWDSMQEGKSYKGNAKKPQEEDSPGPSTSSVLKRKSDRKPLRGGGYNPLSFEGGGACSWRPGRRGPSSGGCG +MQKLSARLRALRQRQLDRAAAAVEPDVVVKRQEALAAARLKMNEELNAQVEKHKEKLKQLEEEKRRQKIEMWDSMQEGKSYKGNAKKPQEEDSPGPSTSSVLKRKSDRKPLRGGGYNPLSGEGGGACSWRPGRRGPSSGGCG >18198 -GFMGASGGEDDELKGLLGLPEEETELDNLTEFNTAHNKRISTLTIEEGNLDIQRPKRKRKNSRVTFSEDDEIINPEDVDPSVGRFRNM +GAMGASGGEDDELKGLLGLPEEETEFDNLTEFNTAHNKRISTLTIEEGNLDIQRPKRKRKNSRVTFSEDDEIINPEDVDPSVGRFRNM >15179 -GHMPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDEMNILATYHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEATEAMAPDILARKLAAAEGLEPKYRIYEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKLARQLISKDL +GHMPIKNILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDEMNILATYHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEATEAMAPDILARKLAAAEGLEPKYRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKLARQLISKDL >18248 -ASSHSLLFSSSFLSKPSSFTPSLRRFVYLPTRQFWPRQRHGFSTVFAVATEPAISSSGP +ASSHSLLFSSSFLSKPSSFTSSLRRFVYLPTRQFWPRQRHGFSTVFAVATERAISSSGP >7279 -MSESSSKSSQPLASKQEKDGTEKRGRGRPRKQPPVSPGTALVGSQKEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTPGRKPRGRPKKLEKEEEEGWSQESSEEEQ +MSESSSKSSQPLASKQEKDGTEKRGRGRPRKQPPVSPGTALVGSQKEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTPGVKPRGRPKKLEKEEEEGISQESSEEEQ >18446 -MGEKTVKLYEDTHFKGYSVELPVGDYNLSSLISRGALNDDLSSARVPSTLRLEVFQHNNFKGVRDFYTSDAAELSRDNDASSVRVSKMETTN +MGEKTVKLYEDTHFKGYSVELPVGDYNLSSLISRGALNDDLSSARVPSGLRLEVFQHNNFKGVRDFYASDAAELSRDNDASSVRVSKMETTN >19650 -SLLDKLDSKAGMEEDHTYEGLDIDQTATYEDIVTLRTGEVKWSVGEHPGQE +SLLDKDDSKAGMEEDHTYEGLDIDQTATYEDIVTLRTGEVKWSVGEHPGTE >19224 -GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLFMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQAASPAKGEPS +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCRECFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQAASPAKGEPS >5204 -SKKIKDPDAAKPEDWDERAKIDDPTDSKPLDWDKPEHIPDPDAKKPEDWDEEMDGEWEPPVIQNPEYKGEWKPR +SKKIKDPDAAKPEDWDERAKIDDPTDSKPEDWDKPEHIPDPDAKKPEDWDEEMDGEWEPPVIQNPEAKGEWKPR >4686 -SKSMQVPFSRCCFSFAEQVIPLRAILCYRNTSSICSNEGLIFKLKRGKEACALDTVGWVQRHRKMLRHCPSKRK +SKSMQVPFSRCCFSFAEQEIPLRAILCYRNTSSICSNEGLIFKLKKGKEACALDTVGWVQRHRKMLRHCPSKRK >10010 -EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRVYVEELKPTIEGDLEILLQKWENDECAQKKIIAEKTKIPAVFKIDALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQLEEQCHI +EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRVYVEELKPTPEGDLEILLQKWENDECAQKKIIAEKTKIPAVFKIDALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPECDDEALEKFDKALKALPMHIRLSFNPTQLEEQCHI >19672 -WVTVQRTEAAERCGLHGSYVLRVEAERLTLLTVGAQSQILEPLLSWPYTLLRRYGRDKVMFSFEAGRRCPSGPGTFTFQTAQGNDIFQAVETMIHRQKAQG +WVTVQRTEAAERCGLHGSYVLRVEAERLTLLTVGAQSQILEPLLSWPYTLLRRYGRDGVMFSFEAGRRCPSGPGTFTFQTAQGNDIFQAVETAIHRQKAQG >18890 -SVQDGVRQSRASDKQTLLPNDQLYQPLKDREDDQYSHLQGNQLRRN +SLQDGVRQSRDSDKQTLLPNDQLYQPLKDREDDQYSHLQGNQLRRN >5545 -SYYHHHHHHDGDIPTTENLYFQGAMGSGPCRRHLDSVLQQLQTEVYRGAQTLYVPNCDHRGFYRKRQCRSSQGQRRGPCWCVDRMGKSLPGSPDGNGSSSCPTGSSG +SYYHHHHHHDYDIPTTENLYFQGAMGSEPCRRHLDSVLQQLQTEVYRGAQTLYVPNCDHRGFYRKRQCRSSQGQRRGPCWCVDRMGKSLPGSPDGNGSSSCPTGSSG >17483 -MSDAGRKGFGEKASEALKPDSQKSYAEQGKEYITDKADKVAGKVQPEDNKGVFQGVHDSAEKGKDNAEGQGESLADQARLYMGAAKSKLNDAVEYVSGRVHGEEDPTKK +MSDAGVKGFGEKASEALKPDSQKSYAEQGKEYITDKADKVAGKVQPEDNKGVFQGVHDSAEKGKDNAEGQGESLADQARDYMGAAKSKLNDAVEYVSGRVHGEEDPTKK >11019 -GSFTMPGLVDSNPAPPESQEKKPLLPCCACPETKKARDACIIEKGEEHCGHLIEAHKECMRALGFKI +GSFTMPGLVDSNPAPPESQEKKPLKPCCACPETKKARDACIIEKGEEHCGHLIEAHKECMRALGKKI >15563 -MASNKSKPKDASQRRRSLEPAENVHGAGGGAFPASQTPSKPASADGHRGPSAAFAPAAAEPSLFGGFNSSDTVTSPQRAGPLAGGSAWSHPQFEK +MASNKSKPKDASQRRRSLEPAENVHGAGGGAFPASQTPSKPASADGERGPSAAFAPAAAEPKLFGGFNSSDTVTSPQRAGPLAGGSAWSHPQFEK >18578 -GSKRRELDDPGAYNYPFTWNTPSAPPGYNIAVKPDQIQYTELSNAKIAYKQNKANIAQEQQYGSHEEHLPADLETLQREIRMAQERLDLAIQAYHFQNNPHGPREKKAKVGSKSGSNKSSISSKSGDGKTSVWI +GSKRRELDDPGAYNYPFTWNTPSAPPGYNIAVKPDQIQYTELSNAKIAYKQNKANIAQEQQYGSHEEHLPADLETLQREIRMAQERLDLAIQAYHHWNNPHGPREKKAKVGSKSGSNKSSISSKSGDGKTSVWI >17836 -MAYSEKVIDHYENPRNVGSFDNNDENVGSGMVGAPACGDVMKLQIKVNDEGIIEDARFKTYGCGSAIASSSLVTEWVKGKSLDEAQAIKNTDIAEELELPPVKIHCSILAEYAIKAAIADYKSKREAK +MAYSEKVIDHYENPRNVGSFDNKDENVGSGMVGAPACGDVMKLQIKVNDEGIIEDARFKTYGCGSAIASSSLVTEWVKGKSLDEAQAIKNTDIAEELELPPVKIHCSILAEDAIKAAIADYKSKREAK >5076 -MKKVIATKVLGTVKWFIVRNGYGFINRNDTKEDVFVHQTAIKKNNPRKYLRSVGDGETVEFDVVEGEKGAEAANVTGPG +MKKVIATKVLGTVKWQNVRNGYGFINRNDTKEDVFVHQTAIKKNNPRKYLRSVGDGETVEFDVVEGEKGAEAANVTGPG >5736 -MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAYFREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVAGQFEDADVDH +MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDVSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVAGQFEDADVDH >18631 -MAAPGERGRFHGGNLFFLPGGARSEMMDDLATDARGRGAGRRDAAAGASTPAQAPTSDSPVAEDASRRRPCRACVDFKTW +MAAPGERGRFHGGNLFFLPGGARSEMMDDLATDARGRGAGRRDAAASASTLAQAPTSDSPVAEDASRRRPCRACVDFKTW >4286 -GSPEFMSSSTPFDPYALSEHDEERPQNPQSKSRTAELQAEIDDTVGIMRDNINKVAERGERLTSIEDKADNLAVSAQGFKRGANRVRKAMWYKDLKMK +GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTAELQAEIDDFVGIMRDNINKVAERGERLTSIEDKADNLAVSAQGFKRGANRVRKAMWYKDLKMK >19332 -MVRTKADSVPGTYRKVVAARAPRKVLGSSTSATNSTSVSSRKAENKYAGGNPVCVRPTPKWQKGIGEFFRLSPKDSEKENQIPEEAGSSGLGKAKRKACPLQPDHTNDEFE +MVRTKADSVPGTYRKVVAARAPRKVLGSSTSATNSTSVSSRKHENKYAGGNPVCVRPTPKWQKGIGEFFRLSPKDSEKENQIPEEAGSSGLGKAKRKACPLQPDHTNDEKE >15180 -GHMDEEDGEPPYYPESGCVEIPGLSEEEDPAPSRKIHFSTAPIQVFSTYSNEDYDRRNEDVDPMAASAEYELEKRVERLEL +GHMDEEDGEPPYEPESGCVEIPGLSEEEDPAPSRKIHFSQAPIQVFSTYSNEDYDRRNEDVDPMAASAEYELEKRVERLEL >2956 -MKPVTLIDVAEYAGPSYQTVSRVVNQASHVSAKTREKVEAAMAELNYIPNRVAQQL +MKPVTLIDVAEYAGVSYQTVSRVVNQASHVSAKTREKVEAAMAELIYIPNRVAQQL >18927 -ENREIQPPFKPKVSGKGAENFDKFFTRGQPVLTPPDQLVIANIDQSDFEGFSYVNPQKVHPILQSAVX +ENREIQPPFKPKVSGKGAENFDKFFTRGQPVLTPPDQLVIANIDQSDFEGFWYVNPQFVHPILQSAVX >18867 -SLRKRWQNEKLGLDAGDEYEDEILYEGLNLDDCSMYEDISRGLQGTYQDVGSLNIGDVQLEKP +SLRKRWQNEKLGLDAGDEYEDENLYEGLNLDDCSMYEDISRGLQGTYQWVGSLNIGDVQLEKP >4034 -AIPKRLCLVCGDIASGYHYGVASCEACKAFFKRTIQGNIEYSCPATNECEITKRRRKSCQACRFMKALKVGMLKEGVRLDRVRGGRQKYIRRLDSENS +AMPKRLCLVCGDIASGYHYGVASCEACKAFFKRTIQGNIEYSCPATNECEITKRRRKSCQACRFMKALKVGMLKEGVRLDRVRGGRQKYKRRLDSENS >19482 -NPLEAVVFEERDGNAVLNLLFSLRGTKPSSLSRAVKVFETFEAKIHHLETRPDQRPLAGSPHLEYFVRFEVPSGDLAALLSSVRRVSDDVRSA +NPLEAVVFEERDGNAVLNLLFSLRGTKPSSLSRAVKVFETFEAKIHHLETRPAQRPLAGSPHLEYFVFFEVPSGDLAALLSSVRRVSDDVRSA >25093 -MIHSSVKRWGNSPAVRIPATLMQALNLNIDDEVKIDLVDGKLIIEPVRKEWVFTLAELVNDITPENLHENIDWGEPKDKEVW +MIHSSVKRWGNSPAVRIPATLMQALNLNIDDEVKIDLVDGKLIIEPVRKEPVFTLAELVNDITPENLHENILWGEPKDKEVW >15430 -MNLEPPKAEIRSATRVMGGPVTPRKGPKKFKQRQTRQFKSKPPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFNHLELHELAQYGII +MNLEPPKAEIRSATRVMGGPVTPRKGPPKFKQRQTRKFKSKPPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFNHLELHELAQYGII >25327 -GSHMADENANRPVNPGEDPNEAFRSTPFEATTSALGDCRECIAYRTGATTGKGSRRHDDTVSREIKGSSATPGGSEKAGTQRQ +GSHMADENANRPVNPGEDPNEAFRSTPFEATTSALGDCRECIAYRTGATTGKGSRRHDDTCSREIKGSSATPGGSEKAGTGRQ >17048 -ASTASPAKAESSGVIDLFGDAFGSGASETQPRPQAVSSSSASADLLAGFGGSFMAPST +ASTASPAKAESSGVIDLFGDAFGSGASETQPAPQRVSSSSASADLLAGFGGSFMAPST >16670 -MAGGAWGRLACYLEFLKKEELKEFQLLLANKAHSRSSSGETPAQPEKTSGMEVASYLVAQYGEQRAWDLALHTWEQMGLRSLCAQAQEGAQHSLEHH +MAWGAWGRLACYLEFLKKEELKEFQLLLANKAHSRSSSGETPAQPEKTSGMEVASYLVAQYGEQRAWDLALHTWEQMGLRSLCAQAQEGAGHSLEHH >15162 -NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLYDSARGTQTGFVRHDDGYVSTSISLRSAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAADGYGLAGF +NDDKLYRADSRPPDEIKQSGGLMPRGQSDGFDRGTQMNINLYDHARGTQTGFVRHDDGYVSTSISLRSAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAADGYGLAGF >15336 -GAMESAERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSILNPINSRRKFSIVQKTPLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLKECLFDDME +GAAESAERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSILNPINSIRKFSIVQKTPLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLKECLFDDME >5022 -AFPSPAADYVEQRIDLNQLLIQHPSATYFVKASGDSMIDGGISDGDLLIVDSAITASHGDIVIAAVDGEFTVKKLQKRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHVVKAMR +AFPSPAADYVEQRIDLNQLLIQHPFATYFVKASGDSMIDGGISDGDLLIVDSAITASHGDIVIAAVDGEFTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHVVKAMR >15855 -GPHMTLEEFSALEQKTERMDKVGDALEEVLSKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADEDDDRDVALQIHFTLIQAFCCENDINILRVSNPGRLAELLLLETDAGPAASEGAEQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVPVINLPER +GPHMTLEEFSAGEQKTERMDKVGDALEEVLSKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADEDDDRDVALQIHFTLIQAFCCENDINILRVSNPGRLAELLLLETDAGPAASEGAEQPPDLHCVLVTNPHSSQWKDPALSQLICYCRESRYMDQWVPVINLPER >16450 -MAYQQDPCANPTRQTGKTGGQTDQYGNPVHQTEALGAYGAGTGTGMHGGEHQQQPHQQPGVLNRFGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTSATSTPGQGQQQKGMMEKIKEKLPGAH +MAYQQDPCANPTRQTGKTGGQTDQYGNPVHQTEALGAYGAGTGTGMHGGEHQQQPHQQPGVLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTSATSTPGQGQQKKGMMEKIKEKLPGAH >15766 -AVPVESKPDKPSGKSGMDAALDDLIDTLGGPEETEEENTTYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGPPADSNKPIGPDDAIDALSSDFTCGSPTAAGKKTEKEESTEVLKAQSAGTVRSAAPPQEK +AVPVESKPDKPSGKSGMDAALDDLIDTLGGPEETEEENTTYSGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGPPADSSKPIGPDDAIDALSSDFTCGSPTAAGKKTEKEESTEVLKAQSAGTVRSAAPPQEK >6431 -EAESLTSAQKAKAEERKRRKMSRGLPDKTEEEKSVMAKKLEQKPKGEGIPTTAKLKVDEFESNVNEVKDPYNSADFPGDDEEDEPEIPVSPRPRPLAELQLKEKAVPIPEASSFFIFSPTNKVRVL +EAESLTSAQKAKAEERKRRKMSRGLPDKTEEEKSVMAKKLEQKPKGEGIPTTAKLKVDEFESNVNEVKDPYPSADFPGDDEEDEPEIPVSPSPRPLAELQLKEKAVPIPEASSFFIFSPTNKVRVL >17926 -MGSSHHIHHHSSGLVPRGSHMAAPEGGISDVVEKSIKEAQETCAGDPVSGECVAAWDEVEELSAAASHARDKKKADGSDPLEEYCKDNPETNECRTYDN +MGSSHHHHHHSSGLVPRGSHMAAPEGGISDVVEKLIKEAQETCAGDPVSGECVAAWDEVEELSAAASHARDKKKADGSDPLEEYCKDNPETNECRTYDN >4280 -ASASPKQRRSIIRDRGPTYDDPTLPEGWTRKLKQRKSGRSAGKYDVYLINPQGKAFRSKVELIAYFEKVGDTSLDPNDFDFTVTGRGSGSGC +ASASPKQRRSIIRDREPMYDDPTLPEGWTRKLKQRKSGRSAGKYDVYLINPQGKAFRSKVELIAYFEKVGDTSLDPNDFDFTVTGRGSGSGC >6139 -DEAQFKECYDTCHKECSDKGNGFTFCEMKCDTDCSVKDVKEKLELYKPKN +DEAQFKECYDTCHKECSDKGNGFTFCEMKCDTDYSVKDVKEKLENYKPKN >11338 -GSSGSSGMTDYGEEQRNELEALESIYPDSFTVLSENPPSFTITVTSEAGENDETVQTTLKFTYSEKYPDEAPLYECFSQENLEDNDVSDILKLLALQAEENLGMVMIFTLVTAVQEKLNEIVDQIKTR +GSSGSSGMTDYGEEQRNELEALESIYPDSFTVLSENPPSFTITVTSEAGENDETVQTTLKFTYSEKYPDEAPLYEIFSQENLEDNDVSDILKLLALQAEENLGMVMIWTLVTAVQEKLNEIVDQIKTR >18889 -SLKNRKAKAKPVTRGAGAGMRQRGQNKERPPPVPNPDYEPIRKGQRDLYSGLNQRRI +SLKNRKAKAKPVTRLAGAGGRQRGQNKERPPPVPNPDYEPIRKGQRDLYSGLNQRRI >19485 -MGLSFPSPGESAPPTPDLEEKRAKLAEAAERRQKEAASRGILDVQSVQEKRKKKEKIEKQIATSGPPPEGGLRWTVSLEHEHHHH +MGLSFPSPGESAPPTPDLEEKRAKLAEAAERRQKEAASRGILDVQSVQEKRKKKEKIEKQIATSGPPPEEGLRWTVSLEHHHHHH >15174 -GXSFCKADEKXCEYHADCCNCCLSGICADSTNWILPGCSTSSFFKI +GXSFCKADEKXCEYHADCCNCCLSGICLXSTNWILPGCSTSSFFKI >6974 -MQPHSAKWYDRRDYVFIEFCVEDSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNWLSVDFNNWKDWEDDSDEDMSNFDRFSEMMNNMGGDEDVDLPEVDGADDDSQDSDDEKMPDLE +MQPASAKWYDRRDYVFIEFCVEDSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNWLSVDFVNWKDWEDDSDEDMSNFDRFSEMMNNMGGDEDVDLPEVDGADDDSQDSDDEKMPDLE >19796 -GRAMGLPGERGLRGEPGSVPNVDRILETAGIKASALREIVETWDESSGSFLPVPERRRGPKGDSGEQGPPGKE +GRAMGLPGERGLRGEPGSVPNVDRLLETAGIKASALREIVETWDTSSGSFLPVPERRRGPKGDSGEQGPPGKE >5956 -MADKRAHHNALERKRRDHIKDSFHSLRDSVPSLQGEKASRAQILDKATEYIQYMRRKVHTLQQDIDDLKRQNALLEQQVRALEGSGW +MADKRAHHNALERKRRDHIKDSFHSLRDSVPSLQGEKASRAQILDKATEYIQYMRRKVHTLQQDIDDLKRQNALLEQQVNALEGSGC >7292 -GAMGSEPQDGNYFEHKHNIRPKPFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFRVLQGMVDDGSDDRPAGPRS +GAMGSEPQDGNYFEHKHNIRPKPFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETCQGQVSTALGETPLMSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFRVLQGMVDDGSDDRPAGTRS >19037 -LLQEALSAYFDSMKIPSGQPETADVSREQVDKELDRASNSLISGLSQDEEDPPLPPTPMNSLVDECPLDQGLPKLSAEAVFEKCSQISLSQSTTASLSKT +LLQEALSAYFDSMKIPSGQPETADVSREQVDKELDRASNSLISGLSQDEEDPPLPPTPMNSLVDECPLDQGLPKLSAEAVFEKCSQISLSNSTTASLSKK >1128 -VVYTDCTWSGQNLCLCEGSNVCGQGNKCILGSDGEKNQCVTGEGTPKPQSHNDGDFEEIPEEYLQ +VVYTDCTESGQNLCLCEGSNVCGQGNKCIPGSDGEKNQCVTGEGTPKPQSHNDGDFEEIPEEYLQ >4272 -MSATAATAPPAAPDGEGGPPAPPPNLTSNRRLQQTQAQVDEVVDIMRVNVDKVLERDQKLSELDDRADALQAGASQFETSAAKLKRKYWWKNLKMM +MSATAATAPPAAPAGEGGPPAPPPNLTSNRRLQQTQAQVVEVVDIMRVNVDKVLERDQKLSELDDRADALQAGASQFETSAAKLKRKYWWKNLKMM >15136 -MSQKQEEENPAEETGEEKQDTQEKEGILPERAEEAKLKAKYPSLGQKPGGSDFLMKRLQKGQKYFDSGDYNMAKAKMKNKQLPSAGPDKNLVTGDTIPTPQDLPQRKSSLVTSKLAGGQVE +MSQKQEEENPAEETGEEKQDTQEKEGILPERAEEAKLKAKYPSLGQKPGGSDFLMKRLQKGQKYFDSGDYNMAKAKMKNKQLPSAYPDKNLVTGDHIPTPQDLPQRKSSLVTSKLAGGQVE >11388 -GSSGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPHVERKILDLFQLNKLVAEEGGFAVVCKDRKWTFIATKMGFAPGKAVGSHIRGHYERILNPYNLFLSGDSLRCLQKPNLTSDTKDKEY +GSSGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPHVERKILDLFQLNKLVAEEGGFAVVCKDRMWTKIATKMGFAPGKAVGSHIRGHYERILNPYNLFLSGDSLRCLQKPNLTSDTKDKEY >6968 -MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEGVVYVGSKTKEGVVHGVATVAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEAYEMPSEEGYQDYEPEA +MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEGVLYVGSKTKEGVVHGVATVAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGSIAAATGFVKKDQHGKNEEGAPQEGILEDMPVDPDNEAYEMPSEEGYQDYEPEA >6498 -MASVLEELQKDLEEVKVLLEKSTRKRLRDTLTSEKSKIETELKNKMQQKSQKKPELDNEKPNAVVAPLTTGYTVKIS +MASVLEELQKDLEEVKVLLEKSTRFRLRDTLTSEKSKIETELKNKMQQKSQKKPELDNEKPAAVVAPLTTGYTVKIS >6212 -NKELDPVQKLFVDKIREYRTKRQTSGGPVDAGPEYQQDLDRELFKLKQMYGKADMNTFPNFTFEDPKFSVVEKPQS +NKELDPVQKLFVDKIREYRTKRQTSGGPVDAGPEYQQRLDRELFKLKQMYGKADMNTFPNFTFEDPKFEVVEKPQS >19521 -GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAREVIPMAAVKQALREGGDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELYGNNAAAESRKGQER +GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAPEGTESEMETPSAIEGNPSWHLADSPAVNGATGHSSSLDAREVIPMAAVKQALREAGDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELYGNNAAAESRKGQER >6970 -MQAIKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSANVMVDGKPVNLGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGTKLDLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGLKTVFDEAIRAVLSPPVVK +MQAIKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSANVMVDGKPVNLGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGTKLDLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALHQRGLKTVFDEAIRAVLSPPPVK >5313 -GPLGSPSKDCGSPKYAYFNGPSSPTAPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNWANYSAEQNRMGQAGSTISNSHAQPFDFPDDNQNAKKVAAGHELQPLAIVDQRPSSRASSRASSRPRPDDLEI +GPLGSPSKDCGSPKYAYFNGCSSPTAPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNWANYSAEQNRMGQAGSTISNSHAQPFDFPDDNQNAKKVAAGHELQPLAIVDQRTSSRASSRASSRPRPDDLEI >6846 -HLMYTLGPDGKRIYTLKKVTESGEFTKSAHPARFSPDDKYSRQRVTLKKRFGLVPGQHHHHHH +HLMYTLGPDGKRIYTLKKCTESGEITKSAHPARFSPDDKYSRQRVTLKKRFGLVPGQHHHHHH >19135 -MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGNYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQGL +MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIREPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQGL >4716 -GPLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFNAHKDKKGPRTIAEMRKEEMAKEMDPEKLKILEWIEGKERNIRALLSTMMTVLWAGETKWKPVGMADLVTPEQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSEFENQGQKPLY +GPLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFNAHKDKKGPRTIAEMRKEEMAKEMDPEKLKIVEWIEGKERNIRALLSTMHTVLWAGETKWKPVGMADLVTPEQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSEFENQGQKPLY >6521 -GSHMNNTSSSPQPKKKPLDGEYFTLQIRGRERFEMFRELNEALEIKDAQAGKEPG +GSHMNNTSSSPQPKKKPLDGEHFTLQIRGRERFEMFRELNEALELKDAQAGKEPG >26549 -GHMASGSLRGGEPEPDVTVLTSMLTDPSHITAETKKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEASEDVVCC +GHMASGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPHLEGEPGDPDLSDGSWSTVSEEASEDVVCC >11526 -MNIVPQDTFKSQVSTDQDKSVLSSAVPSLPDTLRQQEGGAVPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQIFGIACPMKRTMEMEIVNRTDFNPLSTNGSIHRDILLNKECSIDWEDVYPGTGLQASTMVGDDVHSKIEKQLGI +MNIVPQDTFKSQVSTDQDKSVLSSAVPSLPDTLRQQEGGAVPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQIFGIAEPMKRTMEMEIVNRTDFNPLSTNGSIHRDILLNKECSIDWEDVYPGTGLQASTMVGDDVHSKIEKQLGY >19364 -MRGSHHHHHHGSATFPPATSAPQQPPGPEDEDSSLEESDLYSLAHSYLGGGGRKGRTKREAAANTNRPSPGGHERKLVTKLQNSERKKRGARR +MDGSHHHHHHGSATFPPATSAPQQPPGPEDEDSSLDESDLYSLAHSYLGGGGRKGRTKREAAANTNRPSPGGHERKLVTKLQNSERKKRGARR >15719 -AKTKGNKVNVGVKYAEKQERRFEPEKLREGRNIIGLQMGINKFASQQGMTAYGTRRHLYDPKLGTDQPLDQATISLQMGTNKGASQAGMTAPGTKNQI +AKTKGNKVNVGVKYAEKQERRFEPEKLREGRNIIGFQMGINKFASQQGMTAYGTRRHLYDPKLGTDQPLDQATISLQMGTNKGASQAGMTAPGTKRQI >4985 -ATPAPAAEMPGITIISASQTGNARRVAEALRDDLLAAKLNVKLVNAGDYKFKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLFSKKVPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRAPVAAPSQSVA +ATPAPAAEMPGITIISASQTGNARRVAEALRDDLLAAKLNVKLVNAGDYKFKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLFSKKAPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKLAELGGERLLDRVDADVEYQAAASEWRKRVVDALKSRAPVAAPSQSVA >15506 -GSNGADNAHNNAFGGGKNPGIGNTSGAGSNGSASSNRGNSNGWQWSNKPHKNDGFHSDGSYHITFHGDNNSKPKPGGNSGNRGNNGDGAS +GSNGADNAHNNAFGGGKNPGIGNTSGAGSNGSASSNRGNSNDWSWSNKPHKNDGFHSDGSYHITFHGDNNSKPKPGGNSGNRGNNGDGAS >6112 -GSHMEHPKPSACRNLFGPVDHEELTRDLENHCRDMEEASQRKWNFDFQNHKPLEGKYEWQEVEKGSLPEFYYRPPRPPKGACKVPAQE +GSHMEHPKPSACRNLFGPLDHEELTRDLEKHCRDMEEASQRKWNFDFQNHKPLEGKYEWQEVEKGSLPEFYYRPPRPPKGACKVPAQE >15398 -PNRSISPSALQDLLRTLKSPSSPQQQQQVLNILKSNPQLWAAFIKQRTAKYVANQPGMQ +PNRSISPSALQDLLRTLKSPSSPQQQQQVLNILKSNPQLMAAFIKQRHAKYVANQPGMQ >19357 -MEANIRGQGGLAYPGVRTHGTLESVNGPKAGSRGLTSLADTFEHMIEELLDEDQKVRPNEENNKDADLYTIRVMLSSQVPLEPPLLFLLEEY +MEANIRGQGGLAYPGVRTHGTLESVNGPKAGSRGLTSLADTFEHMIEELLDEDQKVRPNEENNKDADLYTGRVMLSSQVPLEPPLLFLLEEY >15141 -MKAKRSHQAIIMSTSLRVSPSIHGYHFDTASRKKAVGNIFENTDQESLERLFRNSGDKKAEERAKIIFAIDQDVEEKTRALMALKKRTKDKLFQFLKLRKYSIKVA +MKAKRSHQAIIMSTSLRVSPSIHGYHFDTASRKKAVGNIFENTDQESLERLFRNSGDKKAEERAKIIFAIDQDVEEKTHALMALKKRTKDKLFQFLKLRKYSIKVH >15711 -ATKAVAVLKGDGPVQGIINFEQKESNGPVKVWGSIKGLTEGLHGTHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSRLACGVIGIAQ +ATKAVAVLKGDGPVQGIINFEQKESNGPVKVWGSIKGLTEGLHGFHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSEDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSRLACGVIGIAQ >16296 -PGPEEQEEEPQPRKPGTRRERTLGAPASSERSAAGGRGPRGHKRKLHEEDAASESSRESSNEDEGSSSEADEMAKALEAELNDLM +PGPEEQEEEPQPRKPGTRRERTLGAPASSERSAAGGRGPRGHKRKLNEEDAASESSREKSNEDEGSSSEADEMAKALEAELNDLM >17760 -MEEPQSDPSVEPPLSQETFSDLWKLLPENNVLSPLPSQAMDDLMLSSDDIEQWFTEDPGPDEAPRMPEAAPPVAPAPAAPTPAAPAPAPSWPL +MEEPQSDPSVEPPLSQETFSDLWKDLPENNVLSPLPSQAMDDLMLSPDDIEQWFTEDPGPDEAPRMPEAAPPVAPAPAAPTPAAPAPAPSWPL >19507 -MAEMKTDAATLAQEAGNFERISGDLKTQIDQVESTAGSLQGQWRGAAGTAAQAAVVRFQEAMNKQKQELDEISTNIRQAGVQYSRADEEQQQALSSQMGFKLAAALEHHHHHH +MAEMKTDAATLAQEMGNFERISGDLKTQIDQVESTAGSLQGQWRGAAGTAAQAAVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEEQQQALSSQMGFKLAAALEHHHHHH >4922 -IKVLLGADDGSLAFVPSEFSISPGEKIVFKNNAGFPHNIVFDEDSIPSGVDASKISMSEEDLLNAKGETFEVALSNKGEYSFYCSPHQGAGMVGKVTVN +IDVLLGADDGSLAFVPSEFSISPGEKIVFKNNAGFPHNIVFDEDSIPSGVDASKIDMSEEDLLNAKGETFEVALSNKGEYSFYCSPHQGAGMVGKVTVN >17325 -GPMELSVSSDSDSSQAGSNAANQPMLWPAWVYCTRYSDRPSSGPRSRKPKKKNPNKEDKRPRTAFTAEQLQRLKAEFQTNRYLTEQRRQSLAQELGLNESQIKIWFQNKRAKIKKAT +GPMELSVSSDSDSSQAGSNAGNQPMLWPAWVYCTRYSDRPSSGPRSRKPKKKNPNKEDKRPRTAFTAEQLQRLKAEFQTNRYLTNQRRQSLAQELGLNESQIKIWFQNKRAKIKKAT >15672 -PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPYRDPRPPPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEHDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHHHH +PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPYRDPRPPPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPLIAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHHHH >15176 -GHMDPKGRKKIQFSVPAPPSQLDPRQVEMIRRRRPTPALLFRVSEHSSPEEESSPHQRTSGEGHHPKSKRPNPSAYTPPSLNAVQRIAESHLQTISNLSENQASEEEDELGELRELGYPQ +GHMDPKGRKKIQFSVPAPPSQLDPRQVEMIRRRRPTPALLFRVSEHSSPEEESSPHQRTSGEGHHPKSKRPNPSAYTPPSLKAVQRIAEFHLQTISNLSENQASEEEDELGELRELGYPQ >17205 -MTETDKKQEQENHAECEDKPKPCCVCKPEKEERDTCILFNGQDSEKCKEFIEKYKRCMKGYGFEVPSAN +MTETDKKQEQENHAECEDKPKPCCVCKFEKEERDTCILFNGQDSEKCKEFIEKYKECMKGYGFEVPSAN >4914 -LGASWHRPDKCCLGYQKRPLPQVLLSSWYPTSQLCSKPGVIFLTKRGRQVCADKSKDWVKKLMHQLPVTAR +LGASWHRPDKCCLGYQKRPLGQVLLSSWYPTSQLCSKPGVIFLTKRGRQVCADKSKDWVKKLMQQLPVTAR >hmbdi -MKHDHHQGHTHSGKGHACHHEHNSPKTQQASSKMEGPIVYTMPMHPEIRQSAPGHCPLCGMALEPETVTVSEVVSPEYLDMRRR +MKHDHHIGHTHSGKGHACHHEHNSPKTQQASSKMEGPIVYTCPMHPEIRQSAPGHCPLCGMALEPETVTVSEVVSPEYLDMRRR >15097 -PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAVRGMTRSAFANLPLWKQQNLKKEKGLF +PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAVANLPLWKQQNLKKEKGLF >19478 -GPDSMDCQAVLQTLLSRTDLDPRVLSITGWGQTQIKQDTVWDIEEVPRPEGKSDKGTEGWESAATQTKNSGGWGDAPSQSNQMKSGWGEL +GPDSMDCQAVLTTLLSRTDLDPRVLSNTGWGQTQIKQDTVWDIEEVPRPEGKSDKGTEGWESAATQTKNSGGWGDAPSQSNQMKSGWGEL >6580 -LKTFSSKSEYQLVVNAVRILQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLVHHYMPPPGTPSFSLPPTEPSSEVPEQPPAQALPGSTPKRAYYIYSGGEKIPLVLSRPLSSN +LKTFSSKSEYQLVVNAVRKHQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLVHHYMPPPGTPSFSLPPTEPSSEVPEQPPAQALPGSTPKRAYYIYSGGEKIPLVLSRPLSSN >16160 -GHMKMADAKQKRNEQLKRWIGSETDLEPPVVKRKKTKVKFDDGAVFLAACSSGDTEEVLRLLERGADINYANVDGLTALHQASIDDNVDMVKFLAENGAN +GHMKMADAKQKRNEQLKRWIGSETDLEPPVVKRKKTKVKFDDGAVFLAACSSGDTEEVLRLLERGADINYANVDGLTALHQASIDDNVDMVKFLVEAGAN >5070 -ALFSGDIANLTAAEIEQGFKDVPSFVHEGGDVPLVELLVSAGISPSKRQAREDIQNGAIYVNGERLPDVGAILTAEHRLEGRFTVIRRGKKKYYLIRYALEHHHHHH +ALFSGDIANLTAAEITQGFKDVPSFVHEGGDVPLVELLVSAGISPSKRQAREDIQNGAIYVNGERLQDVGAILTAEHRLEGRFTVIRRGKKKYYLIRYALEHHHHHH >15409 -GSLRVKFSRSADAPAYQQGQNQLYNELNLGRREEYDVLDKRRGRDPEMGGKPRRKNPQEGLYNELQKDKMAEAYSEIGMKGERRRGKGHDGLYQGLSTATKDTYDANHMQALPPR +GSLRVKFSRSADAPAYQQGQNQLLNELNLGRREEYDVLDKRRGRDPEMGGKPRRKNPQEGLYNELQKDKMAEAYSEIGMKGERRRGKGHDGLYQGLSTATKDTYDALHMQALPPR >19171 -MHHHHHHSSGLVPRGSEFDEWTPGTAVLTSPVLVPGCPSKAVDPGLPSVIQEPPDPEEDKEENKDDSASKLAPEEEAGGAGTPVITEIFSLGGTRFRDTAVWLPRSKDLKKPGARKQ +MHHHHHHSSGLVPRGSEFDEWTPGTAVITSPVLVPGCPSKAVDPGLPSVKQEPPDPEEDKEENKDDSASKLAPEEEAGGAGTPVITEIFSLGGTRFRDTAVWLPRSKDLKKPGARKQ >15441 -SHHHHHHSMANSAGSSNTQTPDAPLQATVNGQSGGKKQPLNLSVYNVQATNIPPKETLVYTKQTQTTSTGGGNGD +SHHHHHHSMANSAGSSNTQTPDASLQATYNGQSGGKKQPLNLSVYNVQATNIPPKETLVYTKQTQTTSTGGGNGD >19114 -MPLGSPEFMSSSAGSGHQPSQSRAAPTRTVAISDAAQLPHDYCTTPGGTLFSTTPGGTRIIYDRKFLLDRRNSPMAQTPPCHLPNIPGVTSPGTLIEDSKVEVNNLDNLDNHDRKHAVGDDAQFEMDI +MPLGSPEFMSSSAGSGHQPSQSRAIPTRTVAISDAAQLPHDYCTTPGGTLFSTTPGGTRIIYDRKFLLDRRNSPMAQTPPCHLPNIPGVTSPGTLIEDSKVEVNNLDNLDNHDRKHAVGDDAQFEMHI >7358 -GNHSGKRELSAEKASKDGEIHRGEAGSKRSVGKLSQTASEDSDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKVSLEHHHHHH +GNHSGKRELSANKASKDGEIHRGEAGKKRSVGKLSQTASEDSDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKVSLEHHHHHH diff --git a/datasets/chezod_117_all_rand_2.fasta b/datasets/chezod_117_all_rand_2.fasta index 6db66cb..a68d3cf 100644 --- a/datasets/chezod_117_all_rand_2.fasta +++ b/datasets/chezod_117_all_rand_2.fasta @@ -1,234 +1,234 @@ >4307 -GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVLITIKQHTVTTTTKGENFTETDIKIMERVKEQMCTTQYQKESQAYYDGRRS +GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVKGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVNITIKQHTVTTTTKGENFTETDIKIMERVVEQVCTTQYQKESQAYYDGRRS >15768 -MSTNPKKQRKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGVRATRKTSDRSQPRGRRQPIPKARRPEGRTWAQPGYPHHHHHH +MSTNPKPQRKTKRNTNRRPQDVKFPGGGEIVGGVYLLPRRGPRLGVRATRKTSERSQPRGRRQPIPKARHPEGRTWAQPGYPHHHHHH >15397 -GTQNRPLLRNSLDDLVGPPSNLEDQSDERALLDQLHTRLSNTDATGLEEIDRALGIPELVNQGQALEPKQD +GTQNRPLLANSLDDLVGPPSNLEGQSDERALLDQLHTLLSNTDATGSEEIDRALGIPELVNQGQALEPKQD >15123 -GESGERWARQVSGGHFVTLHGAEILEYETNDEDVSDIERRIAMRLAERRQEDSATHGDE +GESGERWARQVSGGHFVTLHGAERLEEETNDEDVSDIERRIAMRLAERRQEDSADHHDE >6047 -MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTTAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEDEASKHQGLEGLAIVSVHEAFGLGQEFNRHLLQTMSSRTP +MKLAPYILELLTSVNRTNGTADLLVPLLRELGKGRPVSRTTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIFRTARVSSHCAATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRHLLQTMSSRTP >17290 -MGSSHHHHHHSSGLVPRGSHMYRKDKRRQEPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDFLRLTALPDYTLTLRRSPDDIPLMTPCTITMIPNSLVGLQTLHPYNTFAAGFNSTGLPHSHSTTRV +MGSSHHHHHHSSGLVPRGSHMYRKDKRRQEPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHNCEASPPHDTLRLTALPDYTLTLRRSPDDIPLMTPNTITMIPNSLVGLQTLHIYNTFAAGFNSTGLPHSHSTTRV >16876 -MAEEIKNVPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTMEVEVKEEEKKGFMEKLKEKLPGHKKPEDWSAVAAAPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPKTTVEEEKKDKE +MAEEIKNVPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPINSEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRHKKKEKKKPTTEVEVKEEEKKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPKTTVEEEKKDKE >15736 -MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEETLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVKLGGDLGTYVINKETPNKQIWLSSPSSGPKRYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDLSSLAYSGPDA +MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYQMNLRKSGTLGHPGSLDETTYERLAEETLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVKLGGDLGTYVINKQTPNKQIWLSSPSSGPKRYDWTGKNWVYSADGVSLHELLAAELTKALKTKLDLSSLAYSGKDA >25118 -LADGSSDAAREPRPAPAPIRRRSSNSRAYATEPHARKKSKISASRKLQLKTLLLQIAKQELEREAEERRGEKGRHHHHHH +LADQSSDAAREPRPAKAPIRRRSSNYRAYATEPHAKKKSKISASRKLQLKTLLLQIAKQELEREAEERRGEKGRHHHHHH >15274 -GSHMSSSSESTGTPSNPDLDAGVSEASGDWLDQDSVSDQFSVEFEVESLDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESSTDSFEEDPEISLADYWK +GSHMSSSSESTGTPSNPDLKAGVSEHSGDWLDQDSVSDQFSVEFEVESLDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESDTDSFEEDKEISLADYWK >4950 -GGKWSKSSVCGWPAVRERMRRAEPAADGVGAASRDLEKHGAITSSNTAANNAACAWT +GGKWSKSSVVGWPAVRERMRRAEPACDGVGAASRDLEKHGAITSSNTAANQAACAWX >16505 -MKKRPKPGGWNTGGSRYPGQGSPGGNRYPPQGGGTWGQPHGGGWGQPHGGMWGQPHGGRWGQPHGGGWGQGGGTHNQWNKPSKPK +SFKRPKPGGWNTGGSRYPGQGSPGGNRYPPQGGGTWGQPHGGGWGQPHGGGWGQPHGGGWGQPHGGGWGQGGGTHNQWNKPSKPK >11454 -GILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQAGQQKEGEQNQQTQQQQILIQPQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPNSGPISIRTPTVGPNGQVSWGTLQLQNLQVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDDKGSHHHHHH +GILTNSQGQTPQRVSGRQGSDALNIQQNQTSGGSLQAGQQKEGEQNQQTQQQQILIQPQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPNSGCIIIRTPTVGPNGQVSWQTLQLQNLQVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDDKGSHHHHHH >15131 -ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQDENPVVHFFKNIVTPRTPPPSQGKGRMLSLSRFSWGAEGQRPGFGYGGRASDYKSAHKGFKGAYDAQGTLCKIFKLGGRDSRSGSPMARRLEHHHHHH +ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQDENPVVHFFKNIVTPRTPPPSQGKGRGLSLSRFSWIAEFQRPGFGYGGRASDYKSAHKGFKGAYDAQGTLSKIFKLGGRDSRSGSPMARRLEHHHHHH >6078 -MNTDQQKVSEIFQSSKEKLQGDAKVVSDAFKKMASQDKDGKTTDADESEKHNYQEQYNKLKGATHKKRLEHHHHHH +MNTDQQKVSEIFQSSKEKLGGDAKVVSDAFSKMASQDKDGKTTDADESEKHNYQEQYNKLKGAGHKKELEHHHHHH >4287 -GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEERASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRGVDSNYKEENKEQAKRQYMIIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSARKARKNKIR +GSHMSYNNPYQLETPFEESYELDEGSSGIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMSIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSARKARKNKIR >15086 -MPTKTYSEEFKRDAVALYENSDGASLFQIQNDLGINRVTLKNWIIKYGSNHNVQGTTPSAAVSEAEQIRQLKKENALQRARTRHPAESCLEHHHHHH +MPTKTYSEEFKRDAVALYENSDGASLQQIANDLGINRVTLKNWIIKYGVNHNVQGTTPSAAVSEAEQIRQLKKENALQRARTRHPAESCLEHCHHHH >16912 -GIKQYSQEELKEMALVEIAHELFEEHKKPVPFQELLNEIASLLGVKKEECGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDFDEEDLDEDDDDLEIEEDIIDEDDEDYDDEEEEIQ +GIKQYSQEELKEMALVEIAHELFEEHKKPVSFQELLNEIASLLGVKKEELGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDADEEDLDEDDDDLEIEEDIIDEDDEDYDDEEEEIK >18177 -MQKLSARLRALRQRQLDRAAAAVEPDVVVKRQEALAAARLKMQEELNAQVEKHKEKLKQEEEEKRRQKIEMWDSMQEGKSYKGNAKKPQEEDSPGPSTQSVLKRKSDRKPLRGGGYNPLSGEGGGACSWRPGRRGPSSGGCG +MQKLSARLRALRQRQLDRAAAAVEPDVVVKRQEALAAARLMMQEELNAQVEKHKEKLKQLEEEKRRQKIEMWDSMQEGKSYKGNAKKPQEEDSPGPSTSSVLKRKSDRKPLRGGGYNPLSGEDGGACSWRPGRRGPSSGGCG >18198 -RAMGASGGEDDELKGLLGLPEEETELDNLTEFNTAHNKRISTHTIEEGNLDIQRPKRKRKNSRVTFSEDDEIINPEDVDPSVGRFRNM +GAMGASGGEDDELKGLLGLPEEETELDNLTEFNTAHIKRISTLTIEEGNLDIQRPKRKRKNSRVTFSEDDEIINPEDVDPYVGRFRNM >15179 -GHMPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDEMFILATYHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEATEAMAPDILARKLAAAEGLEPKYRIQEQESSGEEDSDLSPEEDEKKRQFEMKRKLHYNEGLNIKLARQLISKDL +GHMPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDEMNILATYHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDSEATEAMAPDILARKLAAAEGMEPKYRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKLARQLISKDL >18248 -ASSHSLLFSSSFLMKPSSFTSSLRRFVYLPTRQFWPRQRHGFSTVFAVATEPAISVSGP +ASSHSLLFSSSFLSKPSSFTSSLRRFVYLPTRQFWPLQRHGFSTVFWVATEPAISSSGP >7279 -MSESSSKSSQPLASKQEKDGTYKRGRGRPRKQPPVSPTTALVGSQKEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTPGRKPRGRPKKLEKEEEEGISQESSEEEQ +MSESSSKVSQPLASKQEKDGTEKRGRGRPRKQPPVSSGTALVGSQKEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTPGRKPRGRPKKLEKEEEEGISQESSEEEQ >18446 -MGEKTVKLYEDTHFKGYKVELPVGDYNLSSLISRGALNDDLSSARVPSGLRLEVFQHNNFKGVRDFYTSDAAEASRDNDASSVRVSKMETTN +MGEKTVKLYEDTHFKGYSVELPVGDENLSSLISRGALNDDLSSARVPSGLRLEVFQHNNFKGVRDFYTSDAPELSRDNDASSVRVSKMETTN >19650 -SLLDKDDSKAGMEEDHTYEGLDLDQTATYEDIVTLRTGEVKWSVGEHWGQE +SLSDKDDSKAGMEEDHTYEGLDIDQTATYKDIVTLRTGEVKWSVGEHPGQE >19224 -GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFERTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRLDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQAASPAKGEPS +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVKIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPREPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQAASPAKGEPS >5204 -SKKIKDQDAAKPEDWDERAKWDDPTDSKPEDWDKPEHIPDPDAKKPEDWDEEMDGEWEPPVIQNPEYKGEWKPR +SKKIKDPDAAKPEDWDERAKIDDPTDSKPEDWDKPEHIPDPDAKKPEDWEEEMDGEWEPPWIQNPEYKGEWKPR >4686 -SKSMQVPFSRCCFSFAEQEIPLHAILCYRNTSSICSNEGLIFKLKRGKEACALDTVGWGQRHRKMLRHCPSKRK +SKSMQVFFSRCCFSFAEQEIPLRAILCYRNTSSICSNEGLIFKLKRGKEACALDTVGWVQRHRKSLRHCPSKRK >10010 -EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRVYVEELKPTPTGDLEILLQKWENDECAQKKIIAEKTKIPAVFKWDALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQLEEQCHI +EAEAYVTQTEKGLDIQKVAGTWYSLNMAASDISLLDCQSAPLRVYVEELKPTPEGDLEILLQKWENDECAQKKIIAEKTKIPAVFKIDALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQLEEQCHI >19672 -WVTVQRTEAAERCGLHGCYVLRVEAERLTLLTVGAQSQILEPLLSWPYTLLRRYGRMKVMFSFEAGRRCPSGPGTFTFQTAQGNDIFQAVETAIHRQKAQG +WVTVQRTEAAERCGLHGSYVLRVEAERLTLLTVGAQSQILEPLLSWPYTLLRRYGRWKVMFSFEAGRRCPSGPGTFTFQTAQGNDIFQHVETAIHRQKAQG >18890 -SLQDGVRQFRASGKQTLLPNDQLYQPLKDREDDQYSHLQGNQLRRN +SLQDGVRQSFASDKQTLLPNDQLYQPLKDREDDQYSHLQGNQLRRN >5545 -SYYHHHHHHDHDIPTTENLYFQGAMGSGPCRRHLDSVLQQLQTEVYRGAQTLYVPNCDHRGFYRKRQCRSSQGQRRGPCWCVDRMGKSLPGSPDGNGSSSCMTGSSG +SYYHHHHHHDYDIPTTENLYFQGAMGSGPCRRHLDSVLHQLQTEVYRGAQTLYVPNCDHRGFYRKRQCRSSQGQRRGPCWCVDRMSKSLPGSPDGNGSSSCPTGSSG >17483 -MSDAGRKGFGEKASEALKPDSQKSYAEQGKEYITDKADKVAGKVQPEDNKGVFQGVHDSAEKGKDNAEGQRESLADQARDYMGAAKSKLCDAVEYVSGRVHGEEDPTKK +MSDAGRKGFGEKASEALKPDSQKSYAEQGKEYITDKADKVAGKVQPEDNKGVFQGVIDSAEKGKDNAEGQGESLADQARDYMGAAKSKLNDAVEFVSGRVHGEEDPTKK >11019 -GSFTMPGLVDSNPAPSESQEKKPLKPCCACPETKKARDACIIEKGEEHCGHLIEAHKECMRAFGFKI +GSFTMPGLVDSNPAPPESQEKKPLKPCCACPETKKARDCCIIEKGEEHCGHLIEAHKECMRALGFKG >15563 -MASNKSKPKDASQRRRSLEPAENVHGAGGGAFPASQTPSKPASADGHRGPKAAFAPAAAEPKLFGGFNSSDTVTSPQRAGPLAGGSAWSHPFFEK +MAANKSKPKDASQRRRSLEPAENVHGAGGGAFPASQTPSKPASADGHRGPSAAFAPAAAEPKLFGGFNSSDTVTKPQRAGPLAGGSAWSHPQFEK >18578 -GSKRRELDDPGAYNYRFTWNTPSAPPGYNIAVKPDQIQYTELSNAKIAYKQNKANIAQEQQYGSHEEHLPADLETLQREIRMAQERLDLAIQAYHHQNNPHGPREKKAKVGSKSGSNKSSISSKSGDGKTSVWH +GSKRRELDDPGAYNYPFTWNTPSAPPGYNIAVKPDQIQYTELSMAKIAYKQNKANIAQEQQYGSHEEHLPADLETLQREIRMAQERLDLYIQAYHHQNNPHGPREKKAKVGSKSGSNKSSISSKSGDGKTSVWI >17836 -MAYSEKVIDHYENPRNVGSFVNNDENVGSGMVGAPACGDVMKLQIKVNDEGIIEDARFKPYGCGSAIASSSLVTEWVKGKSLDEAQAIKNTDIAEELELPPVKIHCSILAEDAIKAAIADYKSKREAK +MAYSEKVIDHYENPRNVGSFMNNDENVGSGMVGAPACGDVMKLQIKVNDEGIIEDARFKTYGCGSAIASSSLVTEWVKGKSLDEAYAIKNTDIAEELELPPVKIHCSILAEDAIKAAIADYKSKREAK >5076 -MKKVIATKVLGTVKWFNVRNGYGFINRNDTKEDVFVTQTAIKKNNPRKYLRSVGDGETVEFDVVEGEKGAEAANVTGPT +MKKVIATKVLGTVKWFNVRNGYGFINRNDTKEDVFVHQTAIKKNNPRKYLRSVGDGETVEFDVVEGEKGAEAANVTGPP >5736 -MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLAYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTYDYEDGMEVDTTPTVAGQFEDADVDH +MHHHHHHLFMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPEDEDSDDYDGEEYDVENHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVAGQFEDADVDH >18631 -MAAPGERGRFHGGNLFFLPGGARSEMMDDLATDARGRGAGRQDAAASASTPAQAPTSDSPVAEDARRRRPCRACVDFKTW +MAAPGERGRFHGGNLFFLPGGARSFMMDDLATDARGRGAGRRDANASASTPAQAPTSDSPVAEDASRRRPCRACVDFKTW >4286 -GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTAELQAEIDDTVGIMRDNINKWAERGERLTSIEDKADNLAVSAQGFKRGANRVRKAMWYPDLKMK +GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTAEQQAEIDDTVGIMRDNINKVAERGERLTSIEDKADNPAVSAQGFKRGANRVRKAMWYKDLKMK >19332 -MVRTKADSVPGTYRKVVAARAPRKVLGSSTSATNSTSVSSRKAENKYAGGNPVCVRPGPKWQKGIGEFFRLSPKESEKENQIPEEAGSSGLGKAKRKACPLQPDHTNDEKE +MVRTKADSVPGTYRKVVAARAPRKVNGSSTSATNSTSVSSRKAENKYAGGNPHCVRPTPKWQKGIGEFFRLSPKDSEKENQIPEEAGSSGLGKAKRKACPLQPDHTNDEKE >15180 -GHMDEEDGEPPYEPESGCVEIPGLSHEEDPAPSRKIHFSTAPIQVFSTMSNEDYDRRNEDVDPMAASAEYELEKRVERLEL +FHMDEEDGEPPYEPESGCVEIPGLSEEEDPAPSRKIHFMTAPIQVFSTYSNEDYDRRNEDVDPMAASAEYELEKRVERLEL >2956 -MKPVTLIDVAEYAGVWYQTVSRVVNQASHESAKTREKVEAAMAELNYIPNRVAQQL +MKPVTLIDVAEYAGVSYQTVSRVVNQASHVSAKTRQKGEAAMAELNYIPNRVAQQL >18927 -ENREIQPPFKPKVSGKGAENFDKFFTRGQPVLTPPDQLVIANIDQSDFEGFSYVNSQFVHPELQSAVX +ENREIQPPFKDKVSGKGAENFDKFFTRGQPVLTPPDQLVIANIDQSDFEGFSYVNPQFGHPILQSAVX >18867 -SLRKRWQNEKLNLDAGDEYEDENLYEGLNLDDCSMYEDISRGLQGTYQDVGSMNIGDVQLEKP +SLRKRWQNEKLPLDAGDEKEDENLYEGLNLDDCSMYEDISRGLQGTYQDVGSLNIGDVQLEKP >4034 -AIGKRLCLVCGDIASGYHYGVASCEACKAFFKRTIQGNIEYSCPATNECEITKRRRKSCQACRFMKALKVGMLKDGVRLDRVRGGRQKYKRRLDSENS +AIPKRCCLVCGDIASGYHYGVASCEACKAFFKRTIQGNIEYSCPATNECEITKRRRWSCQACRFMKALKVGMLKEGVRLDRVRGGRQKYKRRLDSENS >19482 -NPLEAVVFEERYGNAVLNLLFSLRGTKPSSLSRAVKVFETFEAKIHHLETRPAQRPWAGSPHLEYFVRFEVPSGDLAALLSSVRRVSDDVRSA +NPLEAVVFEERDGNAVLNLLFSLRGTKPSSLSRAVKVFETFEAKIHHLETRPAQRPLAGSQHLEYFVRFEVPSGDLAALLSSVRRVSDDVRFA >25093 -MIHSSVKRWGNSDAVRIPATLMQALNLNIDDEVKIDLVDGKFIIEPVRKEPVFTLAELVNDITPENLHENIDWGEPKDKEVW +MIHSSVKRWGNSPAVRIPATLMQALNLYIDDEVKIDLVDGKLIIEPVRKEPVRTLAELVNDITPENLHENIDWGEPKDKEVW >15430 -MNLEPPKAEIRSATRVMGGPYTPRWGPPKFKQRQTRQFKSKPPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFNHLELHELAQYGII +MNLEPPKGEIRSATRVMGGPVTPRKGPPKFKQRQTRQFKSKPPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFNQLELHELAQYGII >25327 -GSHMADENANRPVNPGEDVNEAFRSTPFEATTSALGDCRECIAYRTGATTGKGSRRHDDTVSREIKGSSAQPGGSEKAGTGRQ +GSHSADENANRPVNPGEDPNEAFRSTPFEATTSLLGDCRECIAYRTGATTGKGSRRHDDTVSREIKGSSATPGGSEKAGTGRQ >17048 -ASTASFAKAESSGVIDLFGDAFGSGASETQPAPQAVSSSSASADLLAGFAGSFMAPST +ASTASPAKAESSGVTDLFGDAFGSGASETQPAPQAVSSSSASADLLAGFGGSFMAPTT >16670 -MAGGAWGRLACYLEFLKKEELKEFQLLLANKAHDRSSSGETPAQPEKTSGMEVASYLVAQYGENRAWDLALHTWEQMGLRSLCAQAQEGAGHSLEHH +MAGGAWGRLACYLEFLKKEELKEFQLLLANKAHSRSSSGETPAQPEKTSGMEVASYLVAQYGEQRAWDLALHTWEQMGLRSLCAQAQEGAWHSLEHP >15162 -NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLEDHARGTQTGFVRHDDGYVSTSISLRSAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGHYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAADGYGLAGF +NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLYDHRRGWQTGFVRHDDGYVSTSISLRSAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAADGYGLAGF >15336 -GAMESAERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTWEFGEKRKNQILNPINSIRKFSIVQKTPLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLKECLFDDME +GAMESFERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSILNPINSIRKFSIVQKTPLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTLPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLKECLFDDME >5022 -AFPSPAADYVEQRIDLNQLLIQHPSATYFVKASGDSMIDGEISDGDLWIVDSAITASHGDIVIAAVDGEFTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHVVKAMR +AFPSPAADYVEQRIDLNQLLIQHPSATYFVKASGDSMIDGGISDGDLLIVDSAITASHGDIVIAAVDGEFTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHAVQAMR >15855 -GPHMTLEEFSAGEQKTEFMDKVGDALEEVLSKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADEDDDRDVALQIHFTLIQAFCCENDINILRVSNPGRLAELLLLETDAGPAATEGAEQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVPVINLPER +GPHMTLEEFSAGEQKTERMDKVGDALEEVLSKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADEDDDRDVALQIHFTLIQAFCCENPINILRVSNPGRLAELLLLETDAGPPASEGAEQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVPVINLPER >16450 -MAYQQDVCPNPTRQTGKTGGQTDQYGNPVHQTEALGAYGAGTGTGMHGGEHQQQPHQQPGVLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTSATSTPGQGQQQKGMMEKIKEKLPGAH +MAYQQDPCANPTRQTGKTGGVTDQYGNPVHQTEALGAYGAGTGTGMHGGEHQQQPHQQPGVLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTSATSTPGQGQQQKGMMEKIKEKLPGLH >15766 -AVPVESKPDKPSGKSGMDAALDDLIDTLGGPEETEEENTTYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGPPADSSKPIGPDDAINALSSDFTCGSPTAAGKKTEKEESYEVLKAQSAGTVRSAAPPQEK +AVPVESKPDKPSGKSGMDAALDDLIDTLGGPEGTEEENTTYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGPPADSSKPIGPDDAIDALSSDFTCGSPTAAGKKTEKEESYEVLKAQSAGTVRSAAPPQEK >6431 -EAESLTSAQKAKAEERKRRKMSRGLPDKTEEEKSVMAKKLEQKPKGEGIPVTAKLKVDEFESNVNEVKDPYPSARFPGDDEEDEPEIPVSPRPRPLAELQLKEKAVPIPEASSFFIFSPTNKVRVL +EAESLTSAQKAKAEERKRRKMSRGLPDKTEAEKSVMAKKLEQKPKGEGIPTTAKLKVDEFESNVNEVKDPYPSADFPGDDEEDEPEIPVSPRPRPLAELQLKEKAMPIPEASSFFIFSPTNKVRVL >17926 -MGSSHHHHHHSEGLVPRGSHMAAPEGGISDVVEKSIKEAEETCAGDPVSGECVAAWDEVEELSAAASHARDKKKADGSDPLEEYCKDNPETNECRTYDN +MGSSHHHHHHSSCLVPRGSHMAAPEGGISDVVEKSIKEAQETCAGDPVSGECVAAWDEVEELSAAASHARDKKKADGSDPLEEYCKANPETNECRTYDN >4280 -ASASPKQRRSIIRDRGQMYDDPTLPEGWTRKLKQRKSGRSAGKYDVYLINPQGKAFRSKVELIAYFEKVGDTSLDPNDFPFTVTGRGSGSGC +ASASPKQRRSIIRDRGPMYDDPTLPEMWTRKLKQRKSGRSAGKYDVYHINPQGKAFRSKVELIAYFEKVGDTSLDPNDFDFTVTGRGSGSGC >6139 -DEAQFKECYDSCHKECSDKGLGFTFCEMKCDTDCSVKDVKEKLENYKPKN +DEAQFKECYDTCHKECSVKGNGFTFCEMKCDTCCSVKDVKEKLENYKPKN >11338 -GSSGSSGMTWYGEEQRNELEALESIYPDSFTVLSENPPSFTITVTSEAGENDETVQTTLKFTYSEKYPDEAPLYEIFSQENLEDNDVSDILKLLALQAEENLGMVMIFTLVTAVQEKLNEHVDQIKTR +GSSGSSGMTDYIEEQRNELEALESIYPDSFTELSENPPSFTITVTSEAGENDETVQTTLKFTYSEKYPDEAPLYEIFSQENLEDNDVSDILKLLALQAEENLGMVMIFTLVTAVQEKLNEIVDQIKTR >18889 -SLKNRKAKAKPVTRGAGAGGRKRGQNKERPPPVPNPDYEPIRKGQRDVYSGLNQRRI +GLKNRKAKAKPVTRGAGAGGRQRGQNKERPPPVPNPDYEPIRKGQRDLYSGLNQQRI >19485 -MGLSFPSPGESAPPTPDLEEKRAKLAEAAERRAKEAASRGILDVQSVQEKRKKKEKIEKQIATSGPPPEGGLRWTVSLEHHVHHH +MGLSFPSPGESAPPTPDLEEKRAKLAEAAERRQKEAASRKILDVQSVQEKRKKKEWIEKQIATSGPPPEGGLRWTVSLEHHHHHH >15174 -GXSFCKADEKXGEYHADCCNCCLCGICAXSTNWILPGCSTSSFFKI +GXSFCKADEKXCEYHADCCNCCLSGICAXSTNWIGPGCSMSSFFKI >6974 -MQPASAKWYDRRDYVFIEFCVEDSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTDRSILCYLRKGESGQSWPRLTKERAKLNWLSVDFNNWKDWEDDSDEDMSNFDTFSEMMNNMGGDEDVDLPEVDGADDDSQDSDDEKMPDLE +MQPASAKWYDRRDYVFIEFCVEYSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPILTKERAKLNWLSVDFNNWKDWEDDSDEDMSNFDRFSEMMNNMGGDEDVDLPEVDGADDDSQDSDDEKMPDLE >19796 -GRAMGLPGERGLRGEPGSVPNVDRLLEHAGIKASALREIVETWDESSGGFLPVPERRRGPKGDSGEQGPPGKE +GRAMGLPGERGLRGEPGSVPVVDRLLETAIIKASALREIVETWDESSGSFLPVPERRRGPKGDSGEQGPPGKE >5956 -MADKRAHHNALERKMRDHIKDSFHSLRDSVPSLQGEKASRAQILDKATEYIQYMRRKVHTLQQDIDDWKRQNALLEQQVRALEGSGC +MADKRAHHNALERKRRDHIKDSFHSLRDSVPSLQGWKASRAQILDKATEYIQYMRRKVHTLQQDIDDLKRQNAWLEQQVRALEGSGC >7292 -GAMGSEPQDGNYFEHKHNIRPKPFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDHKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTASVPPESDVYRMLHDNRNEATQPRQSGSFRVLQGMVDDGSDDRPAGTRS +GAMGSEPQDGNYFEHMHNIRKKPFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFRVLQGMVDDGSDDRPAGTRS >19037 -LLQEALSAYFDSMKIPSGQPETADVSREQVDKELDRASNSLISGLSQDEEDPPLPPTPMNSLVDYCPLDQGLPKLSAEAVFEYCSQISLSQSTTASLSKK +LLQEALSAYFDSMKIPSGQPETADVSREQVDKELDRASNSLISGLSQDEEDPPLPPTPMNSRVDECPLDQGLPKLSAMAVFEKCSQISLSQSTTASLSKK >1128 -VVYTDCTESGQNHCLCEGSNVCAQGNKCILGSDGEKNQCVTGEGTPKPQSHNDGDFEEIPEEYLQ +VVYTDCTESGQNLCLCEGSNVCGQGDKCILGSDGEKNQCVTVEGTPKPQSHNDGDFEEIPEEYLQ >4272 -MSATAATAPPAAPAGEGGPPAIPPNLTSNRRLQQTQAQVDEWVDIMRVNVDKVLERDQKLSELDDRADALQAGASQFETSAAKLKRKYWWKNLKMM +MSATAATAPPAAPAGEGGGPAPPPNLTSNRRLQQTQAQVDEVVDIMRVNVDKVLERDQKLSELDDRADALQAGASQFETSAAKLRRKYWWKNLKMM >15136 -MSQKQEEENPAEETGEEKQDTQEKEGILPERAEEAKLKAKYPSLGQKPGGSDQLMKRLQKGQKYFDSGDYNMAKAKMKNKQLPSAGPDKNLVTGKHIPTPQDLPQRKSSLVTSKLAGGQVE +MSQKQEEENPAEETGEEKQDTQEKEGILPERAEEAKLPAKYPSLGQKPGGSDFLMKRLQKGQKYFDSGDYNMAKAKMKFKQLPSAGPDKNLVTGDHIPTPQDLPQRKSSLVTSKLAGGQVE >11388 -GSSGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPHVERKILLLFQLNKLVAEEGGFAVVCKDRKWTKIATKMGFAPGKAVGSHIRGHYERILNPYNLFLSGDSLRCLQKMNLTSDTKDKEY +GSSGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPHVERKILDLFQLNKLVAEEGGFAVVCNDRKWTKIATKMGFAPGKAVGSHIRGHYERILNPYNLNLSGDSLRCLQKPNLTSDTKDKEY >6968 -MDVFMKGLSKAKEGVVAAAEKTKQGNAEAAGKTKEGVLYVGSKTKEGVVHGVATVAEKTKEQVTNVGGAVVTGVTAVAQKTVETAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEAYEMPSEEGYQDYEPEA +MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKTGVLYVGSKTKEGVVHGVATVAEKTKEQVTNVGGAVVTGVTAVAQKTVEDAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEAYEMPSEEGYQDYEPEA >6498 -MASVLEELQKDLEEVKVLLEKSTRKRLRDTETSEKSKIETELKNWMQQKSQKKPELDNEKPAAVVAPLTTGYTVKIS +MASVLEELQKDLEEVKVLLELSTRKRLRDTLTSEKSKIETELKNKMQQKSQKKPELDNEKPAAVVAPGTTGYTVKIS >6212 -NKELDPVQKLFVDKIREYRTKRQTSGGPVDAGPEYQQDLDRELFKLKQMYGKADMNTFPNFTFEDPWFEVGEKPQS +NKELDPVVKLFVDKIREYRTKRQTSGGPVDAGPEVQQDLDRELFKLKQMYGKADMNTFPNFTFEDPKFEVVEKPQS >19521 -GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADMPAVNGATGHSSSLDAREVIPMAAVKQALREAGDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELYGNNACAESRKGQER +GYSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAREVIPMAAVKQALREAGDEFELRYRRAHSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELYGNNAAAESRKGQER >6970 -MQAIKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSANVMVDGKPVNLGLWDTAGQEDYDRLRPLSYPQTDPFLICFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGTKLDLRDDKDTIEKLKTKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGLKTVFDEAIRAVLSPPPVK +MQAIKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSANVMVDGKPVVLGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGTKLDLRIDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGLKTVFDEAIRAVLSPPPVK >5313 -GPLSSPSKDCGSPKYIYFNGCSSPTAPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNWANYSAEQNRMGQAGSTISNSHAQPFDFPDDNQNAKKVAAGHELQPLAIVDQRPSSRASSRASSRPRPDDLEI +GPLGSPSKDCGSPKYAYFNGCSSPTAPLSFMSPPGYKLVTGDRNNSSCRNYNKQASEQNWANYSAEQNRMGQAGSTISNSHAQPFDFPDDNQNVKKVAAGHELQPLAIVDQRPSSRASSRASSRPRPDDLEI >6846 -HLMYTLGPDGKRIYTLIKVTESGDITKSAHPARFSPDDKYSRQRVTLKKRFGLVPGQHHHHHH +HLMYTLGPDGKRIYTLKKVTEVGEITKSAHPARFSEDDKYSRQRVTLKKRFGLVPGQHHHHHH >19135 -MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKGKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDGKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQGL +MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGDNGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKKDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQGL >4716 -GPLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFNAHKDKKGPRTIAEMRKEEMAKEMDPEKLKILEWIEGKERNIRALLSTMHTVLWAGETKWKPVGMADLVTPIQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDDWSEFENQGQKPLY +GPLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFNAHKPKKGPRTIAEMRKEEMAKEMDPEKLKILEWIEGKERNIRALLSTMHTVLWAGETKWKPVGMADLVTPEQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSHFENQGQKPLY >6521 -GSHMNNTSSSPQPKKKPLDGEYFTLQIRGRERCEMFRELNEALELKDAVAGKEPG +GSHMNNTSSSPQPKKGPVDGEYFTLQIRGRERFEMFRELNEALELKDAQAGKEPG >26549 -GHMASGSLRGGEPEPDVTVDTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVVHECPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEASEDVVCC +GHMASGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFMSSGSSAVDSGVATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEASEDVVCC >11526 -MNIVPQDTFKSQVSTDQDKSVLSSAVPMLPDTLRQQEGGAVPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQIFGIAERMKRTMEMEIVNRTDFNPLSTNGSIHRDILLNKECSIDWEDVYPGTGLQASTMVGDDVHSKIEKQLGI +MNIVPQDTFKSQVSTDQDKSVLSSAVPSLPDTLRQQEGGADPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQIFGIAEPMKRTMEMEIVNRTDLNPLSTNGSIHRDILLNKECSIDWEDVYPGTGLQASTMVGDDVHSKIEKQLGI >19364 -MRGSHHHHHHGSATFPPATSAPGQPPGPEDEDSSLDESDLYSLAHSYLGGGGRKGRTKREAAANTNRPSDGGHERKLVTKLQNSERKKRGARR +MRGSHHHHHHGSATFPPATSAPQQPPGPEDEDSSLDESDLYSLAHSYLGGGGRKGRTIREAAANFNRPSPGGHERKLVTKLQNSERKKRGARR >15719 -AKTKGNKVNVGVKYAEKQERRFEPELLREGRNIIGLQMGINKFASQQGMTAYGTRRHLYDPKLGTDHPLDQATISLQMGTNKGASQAGMTAPGTKRQI +AKTKGNKVNVGVKYAEMQERRFEPEKLREGRNIIGLQMGINKFASQQGMTAYGTRRHLYDPKLGTDQPLTQATISLQMGTNKGASQAGMTAPGTKRQI >4985 -ATPAPAAEMPGITIISASQTGNARRVAEALRDDLLAAKLNVKLVNAGDRKFKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLFSKKAPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRAPVAAPSQTVA +ATPAPAAEYPWITIISASQTGNARRVAEALRDDLLAAKLNVKLVNAGDYKFKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLFSKKAPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRAPVAAPSQSVA >15506 -GSNGADNAHNNAFGGGKNPGIGNTSGAGSNGSASSNRGNSNGWSWSNKPHKNDGFHSDGSYHITFHGDNNSKKKWGGNSGNRGNNGDGAS +GSNGADNAHNNAFGGGKNPGIGNTSGAGSNGSASSNRGNSNGWSWSNKPHKNDGFHSDGSYHITFHGDNNSNPKPGGNSGNRPNNGDGAS >6112 -GSHMEHPKPSACRNLFGPVDHEELTRDLEKHCRDMEEASQRKWNFDFQNHKPLEGKYEWQEVEKGSLPEFYYRPPAPPKGACKVCAQE +GSHMEHPKPSACRNLFGPVDHEELTRDLGKHCRDMEEKSQRKWNFDFQNHKPLEGKYEWQEVEKGSLPEFYYRPPRPPKGACKVPAQE >15398 -PNRSISPSALQDLLRTLKSPSSPQQQQQVLNILNSNPQLMAAFIKQRTAKYVANQPLMQ +PNRSISPSALQDLLRCLKSPSSPQQQQQVLNILKSNPQLMAAFIKQRTAKYVANQTGMQ >19357 -MEANIRGQLGLAYPGVRTHGTLESVNGPKAGSRGLTWLADTFEHMIEELLDEDQKVRPNEENNKDADLYTSRVMLSSQVPLEPPLLFLLEEY +MEANIRGQGGLAYPGVRTHGTLESVNGPKAGSRGLTSLADTFEHMIEELLDEDQKVRPNEENVKDADLYTSRVMLSSQVPLEPPLLFQLEEY >15141 -MKAKRSHQAIIMSTSLRVSPSIHGYHFDTASRKKAVGNIFENTDQESLEQLFRNSGDKKAEERAKIIFAIDQDVEEKTRALMALKKRTKDKLFQFLKLRKYSIKVQ +MKAKRSHQAIIMSTSLRVSPSIHGYHFDTASRKKAVGNIFEGTDQESLERLFRNSGDKKAEERAKIIFAIDQDVEEKTRALMALKKRTKNKLFQFLKLRKYSIKVH >15711 -ATKAVAVLKGDGPVQGIINFEQKESNGPVKVPGSIKGLTEGLHGFHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLCGDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSRLACGVIGIAQ +ATKAVAVLKGDGPVQGIINFEQKESNGPVKVQGSIKGLTEGLHGFHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIGRTLVVHEKADDLGKAGNEESTKTGNAGSRLACGVIGIAQ >16296 -PGPEEQEEEPQPRKPGTKRERTLGAPASSERSAATGRGPRGHKRKLNEEDAASESSRESSNEDEGSSSEADEMAKALEAELNDLM +PGPEEQEEEPQPRKPGTRRERTLGAPASSERSAAGGRGPRGHKRKLNEEDAALESSREESNEDEGSSSEADEMAKALEAELNDLM >17760 -MEEPQSDPSVEPPLSQETFSDLTKLLPENNVLSPLPSQAMDDLMLSPDDIEQWFTEDPGPDEAPRMPEAAPPVAPAPAQPTPAAPAPAPSWPL +MEEPQSDPSVERPLSQETFSDRWKLLPENNVLSPLPSQAMDDLMLSPDDIEQWFTEDPGPDEAPRMPEAAPPVAPAPAAPTPAAPAPAPSWPL >19507 -MAEMKTDAATLAQEAGNFERISGDLKTQIDQVESTAGSLQGQWRGAAGTAAQAAVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEEQQQALMSQMGFKLAAHLEHHHHHH +MAEMKTDAATLAQEAGNFERISGDHKTQIDQVESTAGSLQGQWRGAAGTAAQAAVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEEQQQALSSQMGFWLAAALEHHHHHH >4922 -IDVLLGADDGSLAFVPSEFSISPGEKIFFKNNAGFPHNIVFDEDSIPSGVDASKISMQEEDLLNAKGETFEVALSNKGEYSFYCSPHQGAGMVGKVTVN +IDVLLGADDGSLAFVPSEFSISPGEKGVFKNNAGRPHNIVFDEDSIPSGVDASKISMSEEDLLNAKGETFEVALSNKGEYSFYCSPHQGAGMVGKVTVN >17325 -GPMELSVSSDSDSSQAGSNAGNQPMLWPAWVYCTRYSKRPSSGPRSRKPKKKNPNKEDKRPRTAFTAEQLQRLKAEFQTNRYLTYQRRQSLAQELGLNESQIKIWFQNKRAKIKKAT +GPMELEVSSDSDSSQAGSNAGNQPMLWPAWVYCTRYSDRPSSGPRSRGPKKKNPNKEDKRPRTAFTAEQLQRLKAEFQTNRYLTEQRRQSLAQELGLNESQIKIWFQNKRAKIKKAT >15672 -PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPYRDPRPPPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPPADSTTSQAFPLRAGGNGQLHYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHHHH +PGLTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPYRDPRPPPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYDPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHHHH >15176 -GHMDPKGRKKIQFSVPAPPSQLDPRQVKMIRRRRPTPALLFRVMEHSSPEEESSPHQRTSGEGHHPKSKRPNPSAYTPPSLKAVQRIAESHLQTISNLSENQASEEEDELGELRELGYPQ +GHMDPKGRKKIQFSVPAPPSQLDPRQVEMIRRRRPTPALLFRVSEHSSPEEESSPHQRTSGEGRHPKSKRPNPSAYTPPSLKAVQWIAESHLQTISNLSENQASEEEDELGELRELGYPQ >17205 -MTERDKKQEQENHPECEDKPKPCCVCKPEKEERDTCILFNGQDSEKCKEFIEKYKECMKGYGFEVPSAN +MTETDKKQEQENHAECEDKPKPCCVCKPEKEERDTCILFNGQDSEKCKPFIEKYKECMKGYGFEVPAAN >4914 -LGASWQRPDKCCLGYQVRPLPQVLLSSWYPTSQLCSKPGVIFLTKRGRQVCADKSKDWVKKLMQQLPVTAR +LGASWHRPVKCCLGYQKRPLPQVLLSSWYPTSQLCSKPGVIFLTKRGRQVCADKSKDWVKKLMVQLPVTAR >hmbdi -MKHDHHQGHTHSGKGHACHHEHNSPKTQQASSFMEGPIVYTCPMHPEIRQSAPGHCPLCGMALEPELVTVSEVVSPEYLDMRRR +MKHDHHQHHTHSGKGDACHHEHNSPKTQQASSKMEGPIVYTCPMHPEIRQSAPGHCPLCGMALEPETVTVSEVVSPEYLDMRRR >15097 -PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTAKNEVFTATTTLVPTKLETFPLDVLVNTAAHDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLPLWKQQNLKKEKGLF +PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTATTTLVATKLETFPLDVLVNTAAEDLPRGVDLSRKENHLSDEDFKAVFGMTRSAFANLPLWKQQNLKKEKGLF >19478 -GPDSMDCQAVLQTFLSRTDLDPRVLSNTGWGQTQIKQDIVWDIEEVPRPEGKSDKGTEGWESAATQTKNSGGWGDAPSQSNQMKSGWGEL +GPDSMDCQAVLQMLLSFTDLDPRVLSNTGWGQTQIKQDTVWDIEEVPRPEGKSDKGTEGWESAATQTKNSGGWGDAPSQSNQMKSGWGEL >6580 -LKTFSSKSEYQLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFWIRDSSDSRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLVHHYMPPPGTPSFSLPPTEPSSEVPEQPPAQALPGSTPKRAYYIYSGGEKIPLVLSRPLSSN +LKTFSSKSEYQLVVNAVRKLQESGFYWSANTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLVHHYMPPPGTPSFSLPPTEPSSEVPEQPPAQALPGSTPKRAYYIYSGGEKTPLVLSRPLSSN >16160 -GHMKMADAKQKRNEQLKRWIGSETDLEPPVVKAKKTKVKFDDGAVFLAACSSGDTEEVLRLLERGADINYANADGLTALHQASIDDNVDMVKFLVENGAN +GHMKMADAKQKRNEQLKRWIGSETDLEPPVVKRKKTKVKMDDGAVFLAACSSGDTEEVLRLLERGADINYANVDGLEALHQASIDDNVDMVKFLVENGAN >5070 -ALFSGDIANLTAMEIEQGFKDVPSFVHEGGDVPLVELLVSAGISPSKRQAREDIQNGAIYVNGERLQDVGAILTAEHRLEGRFTVIRRGKKKYYLIRYALMHHHHHH +ALFSGDIANLTAAEIEQGFKDVPSFVHEGDDVPLVELLVSAGISPSKRQKREDIQNGAIYVNGERLQDVGAILTAEHRLEGRFTVIRRGKKKYYLIRYALEHHHHHH >15409 -GSLRVKFSRSADARAYQQGQNQPYNELNLGRREEYDVLDKRRGRDPEMGGKPRRKNPQEGLYNELQKDKMAEAYSEIGMKGERRRGKGHDGLYQGLSTATKDTYDALHMQALPPR +GSLRVKFSRSADAPAYQQGQNQLYNELNLGRREEYDVLDKRRGRDPEMGGKPRRKNPQEGLYNELQKDKMAEAYSEIHMKGERRRGKGHDGLYQGLSTATKDTYDPLHMQALPPR >19171 -MHRHHHHSSGLVPRGSEFDEWTPGTAVLTSPVLVPGCPSKAVDPGLPSVKQEPPDPEEDKEENKDDSASKLAPEEEAGGAGTPVITEIFSLGGTRFRDTAVWQPRSKDLKKPGARKQ +MHHHHHHSSGLVPRGSEFDEWTPGTAVLRSPVLVPGCPSKAVDPGLPSVKQEPPDPEERKEENKDDSASKLAPEEEAGGAGTPVITEIFSLGGTRFRDTAVWLPRSKDLKKPGARKQ >15441 -SHHHHHHSMANSAGSSNTQTPDASLQATVNGQSGGDKQPLNLSVYNVQATNIGPKETLVYTKQTQTTSTGGGNGD +SHHHHHHSMANSAGSSNTQTPDASLQATMNGQSHGKKQPLNLSVYNVQATNIPPKETLVYTKQTQTTSTGGGNGD >19114 -MPLGSPEFMSSSAGSGHQPSQSRAIPTRTVAISDAAQLYHDYCTTPGGTLFSTTPGGTRIIYDRKFLLDRRNSPMAQTIPCHLPNIPGVTSPGTLIEDSKVEVNNLDNLDNHDRKHAVGDDAQFEMDI +MPLGSPEFMSSSAGSGHQPSQSRAIPTRTVAISDAWQLPHDYCTTPGGTLFSTTPGGTRIIYDRKFLLDRRNSPMAQTPPCHLPNIPGVTSPGTLIEDSKVEVNNLDNLDNHDRKHAVCDDAQFEMDI >7358 -GNHSGKRELSAEKASKDGEIHRGEAGKKRAVGKLSQTASEDSDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMEHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKVSLEHHHHHH +GNHSGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASADSDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSISRFFSGDRGAPKRGSGKVSLEHHHHHH diff --git a/datasets/chezod_117_all_rand_3.fasta b/datasets/chezod_117_all_rand_3.fasta index 182e0fd..54c6122 100644 --- a/datasets/chezod_117_all_rand_3.fasta +++ b/datasets/chezod_117_all_rand_3.fasta @@ -1,234 +1,234 @@ >4307 -GRGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDLVNHTIKQHTVTTTTKGENFTETDIKIMERVVEQMCTTQYQKESQAYYDGRRS +GQGGGTHNQWNKPSFPKTNAKHMAGAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVNITIKSHTVTTTTKGENFTETDIKIMERVVEQMCTTQYQKESQAYYDGRRS >15768 -MSTNPKPQRKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGVRATCKTSFRSQPRGRAQPIPKARRPEGRTWAQPGYPHHHHHH +NSTNPKPQRKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGVRATRKTSERSQPRSRRQPIPKARRPEGRTWAQPRYPHHHHHH >15397 -GTQNMPLLRNSLDDKVGPPSNLEGQSDERALLDQLHTLLSNTDATPLEEIDRALGIPELVNQGQALEPKQD +GTPNRPLLRNSLDDLVGPPCNLEGQSDERALLDQLRTLLSNTDATGLEEIDRALGIPELVNQGQALEPKQD >15123 -GESGERWARQFSGAHFVTPHGAERLEEETNDEDVSDIERRIAMRLAERRQEDSATHGDE +GESGKRWARQVSGGHFVTLHGPERLEEETNDEDVSDIERRIAMRLAERRQEDSAFHGDE >6047 -MKLAPYILELLTSVNRTNGTADLLEPLLRQLAKGRPVSRTTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEDWASKHQGLEGLAIVSMHEAFGLGQEFNRHLLQTMSSRTP +MKLAPYILELLTSVNRTNGTADLLVPLLRELEKGRPVSRTTGAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATDAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRHLLQTMSSRTP >17290 -MGSSHHHHHHSSGLVPRGSHMYRKDKRRQEPLRQHSPQRGAWWPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTLRRSPDDIPLMTPNTITMIPNSLVGLQTLHPYNFFAAGFNSTGLPHSHSTTRV +MGSSHMHHHHSSGLVPRGSHMYRKDKRRRCPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTLRRSPDDIPLMTPNTITMIPNSLVGLQTLHPYNTFAAGFNSTGLPHSHSTTRV >16876 -MAEEICNVPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKECKKPTTEVEVKIEEKKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPKTTVEEEKKDKE +MAEEIKNVPEQEVPKVAKEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQLVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKPKKKKEKKKPTTEVEVKEEEKKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPKTTVEEEKKDKE >15736 -MGSSHHHHHHSSGLVPEGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEEVLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVKLGGDLGTYVINKQTPNKQIWLSSPSSQPKRYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDLSSLAYSGKDA +MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEETLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVKLMGDLGTYHINKQTPNKQIWLSSPSSGPKRYDWTGKSWVYSHDGVSLHELLAAELTKALKTKLDLSSLAYSGKDA >25118 -LADGSSDAARPPRPWPCPIRRRSSNYRAYATEPHAKKKSKISASRKLQLKTLLLQIAKQELEREAEERRGEKGRHHHHHH +LADGSSDAAREPRPAPAPIRRRYSNYRAYATEPHAKKKSKISASRKLQLKTLLLQIAKQELEREAEERRGEKGRHEHHFH >15274 -GSHMQSSSESTGTPSNPDLDAGVSEHSGDWLDQSSVSDQRSVEFEVESLDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESDTDSFEEDPEISLADYWK +GSHMSSSSESTGTPSNPDLDAGVSEHSGDWLDQDSVSDFFSVEFEVESLDSEDYSLSEEGQEKSDEDDEVYQVTVYQAGESDTDLFEEDPEISLADYWK >4950 -GGKWSKPSVVGWPAVRERMRRAEPAADGVGAAMRDLEKHGAITSDNTAANNAACAWX +GGKWSKSSVVKWPAVRERMRRAEFAADGVGAASRSLEKHGAITSSNTAANNAACAWX >16505 -MKKRPKPGGWNTGGSRYPGQGSPGGNRYPPQGGGTWGQPHGYGWGQPHGGGWGQDHGGFWGQPHGGGWGQGGGTHNQWNKPSKPK +MKKRPKPGGWNTGGSRYPGQGSPGGNRYPPQQGGTWGQPHGGGWGQPHGGGWGQPGGGGWGQPHVGGWGQGGGTHNQWNKPSKPK >11454 -GILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQAGQQKEGFQNQQTQQQQILIQPQLVQGGQALQALQAAPLSCQTFTTQAISQETLQNLQLQAVPNSGPIIIRTPTVGPNGQVSWQTLQLQNLQVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDDKGPHHHHHH +GILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQAGQQSEGEQNQQTQQQQILIQPQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPRSGPIIIRTPTVGPNGQVSWQTLQLQNLQVQNPQAQTITLAPMQGVSSGQTPGGTLEDYKDDDDKGSHHHHHH >15131 -ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQDENPVLHFFKNIVTPRTPPPSQGKGRGLSLSRFSWGAEGQRPGFGVGGRASDYKSAHKGFKGAYDAQGTLSKRFKLGGRDSRSGSPMARRLEHHHHHH +ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQTENPVVHFFKNIVTPRTPPPSQGKGRGLSLSRFSWGAEGQRPGFGYGGRASDYKSAHKGFKGAYDAQGTLSKIFKLGGRDSVSGSPMARRLEHHCHHH >6078 -MNTDQQKVSEIFQSSKEKLQGDAKVVSDAFKKMASQDKDGKTTDADISETHNYQFQYNKLKGAGHKKELEHHHHHH +MNTDQQKVSEIFQSSKEKLQGDAQVVSDAFKKMASQTKDGKTTDADESEKHNYQEQPNKLKGAGHKKELEHHHHHH >4287 -GSHWSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMIIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMAELGQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSARKERKNKIR +GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMIIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQENLKLEKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQEDVEQGVGHTDKAVKSARKAQKNKIR >15086 -MPTKTYSEEFHRDAVALYENSDGASLQQIANDLGINRVTLKNWIIKYGSNHNVQGTTPSAAVSSAEQIRQLKKENALQRARTRHFAESCLEHHHHHH +MPTKTYSEEFKRDAVAGYENSDGASLQQIANDLGINRVTLKNWIIKYGSNHNPQGTTPSAAVSEAEQIMQLKKENALQRARTRHPAESCLEHHHHHH >16912 -GIKQYSQEELKEMALVEIAHELFEEHKKPVPFQELLNEIASLLGVKKEELGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDFDEEDLDEKDNDLEIEEDIIDEDDEDYDSEEEEIK +GIKQYSQEELLEMALVEIAHELFEEHKKPVPFQELLNEIASLLGVKKEELGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDFDEEDLDEDDDDLEIDEDIIDWDDEDYDDEEEEIK >18177 -MQKLSARLRALRQRQLDRAAAAVEPDVVVKRQEALAAARLKMQEELNAQVEKHKEKLKWLEEEKRRQKIEMWDSMQEGKSYKGNAKKPQEEDSPGPSCSSVLKRKSDRKPLRGGGYNPLSGEGGGACSWRPGRRGPSKGGCG +MQKLSARLRALRQRQLDRAAAAVEPDVVVKRQEALAAARLKMREELNAQVEKHKEKLKQLEEEKRRQKIEMWDSKQEGKSYKGNAKKPQEEDSPGPSTSSVLKRKSDRKRLRGGGYNPLSGEGGGACSWRPGRRGPSSGGCG >18198 -GAMGAGGGEDDELKGLLGLPEEYTELDNLTEFNTAHNKRISTLTIEEGNLDIQRPKRKRKNSRVTFSEDDEIINPEDVDPSVGRFFNM +GAVGASGGEDDELKGLLSLPEEETELDQLTEFNTAHNKRISTLTIEEGNLDIQRPKRKRKNSRVTFSEDDEIINPEDVDPSVGRFRNM >15179 -GHMPIKGILYNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDEMNILATSHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEATEAMAPDILARKLAAAEGLDPKYRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKLARQLISKDL +GHTPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDEMNILATYHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEATEAMAPDILARKLAAAEGLEPKYRIQEQESSGPEDSDRSPEEREKKRQFEMKRKLHYNEGLNIKLARQLISKDL >18248 -ASSHSLLFSSSFLSKPSSFTSSLRRFVYLPTRQFWPRQRHGFSTVFDVATEHAISSSKP +ASSHSLLFSSSFLSKPSSFTSSVRRFVYLPTRQFWPRQRHGRSTVFAVATEPAISMSGP >7279 -MSESSSKSSQPLASKQEKDMTENRGRRRPRKQPPVSPGTALVGSQKEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTPGRKPRGRPKKLEKEEEEGISQESSEEEQ +MIESSSKSSQPLASKQEKDGTEKRGRGRPRKQPPVSPGTALVGSQKEPSEVPTPKRPRGRPKGSKNKGYAKTRKTTTTPGRKPRGRPKKLEKEEEFGISQESSEEEQ >18446 -MGEKTVKLYEDTHFKGYSVELQVGDYNLSSLISRGALNDDLSLARVPSGLRLEVFQHNNFKTVRDFYTSDAAELSRDNDASSVRVSKMETTN +MGEKTVKLYEDTHKKGYSVELPVGDYNLSSLISRGALNDDLSSARVPSGLRLEVFQHKNFKGVRDFYTFDAAELSRDNDASSVRVSKMETTN >19650 -SLLDKDDSKAGMEEDHTQEGLEIDQTATYEEIVTLRTGEVKWSVGEHPGQE +SLLDKDDDKAGSEEDHTYEGLAIDQTATYEDIVTLRTGEVKWSVGEHPGQE >19224 -GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRDYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFMNHQWVYEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQAASPAKGEPS +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTPISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESNASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDMSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQAASPAKGEPS >5204 -SKKQKDPDAAKPEDWDERAKIKDPTDSKPEDWDKPEHIPDPDAKKPEDWDEEMQGEWEPPVIQNPEYKGEWKPR +SKKIKDPDAAKPEDWPERAKIDDPTDSKGEDWDKPEHIPDPDAKKPEDWDEEMDGEWEPPVDQNPEYKGEWKPR >4686 -SKSMQVPFSRCCFSRAEQEIPLRAILCYRNTSSICSNEGLIFKLKRGKEACALDTVGWVYRHRKMLRHCPSFRK +SKSMQVPFSRCCFSFAEQELPLRAILCYRNTSSICSNEGLIFKLKRGKEKCALDTVGWVQRHRKDLRHCPSKRK >10010 -CAEAYVTQTMKGLDIQKVAGGWYSLAMAASDISLLDCQSAPLRVYVEELKPTPEGDLEILLQKWENDECAQKKIIAEKTKIPAVFKIDALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQLEEQCHP +EAEAYVTQTMKGLDIQKVAGTWYSLAMAMSDISLLDCQSAPLRVYVEELKPTPEGDLEILLQKMENDECAQKKIIAEKTKIPAVFKIDALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQLEEQCHI >19672 -WVTVQRTEAAERCGLHGSYVLRVEAERLTLLTVGAQSQILEPLLSWPYTLLRRYQRDKVMFSFEAGRRCPSGPGTFTFQTAQSNDHFQAVETAIHRQKAQG +WVTVQRTEAAERSGLHGSYVLRVEAERLTLLTVIAQSQILEPLLSWPYTLLRRYGRDKVMFSFEAGRRCPSGPGTFTFPTAQGNDIFQAVETAIHRQKAQG >18890 -SLQDGVRQSGASDKQSLLPNDQLYQPLKDREDDQYSILQGNQLRRN +SLQDGVRQSRASDKQTLLPNDQLYPPLKKREDDQYSHLQGNQLLRN >5545 -SYYHHHHHHDYDIPTTENLYFQGAMGSGPCRRHLDSVLQQLQTEVYRGAQFLYVPNCDHRGFYRKRQCPSSQGQRTGPCWCVDRMGKSLPGSPDGNGSSSCPTGSSG +SYYHHHHHHDYDIPTTENLYFQGAMGSGPCRRHLDSVLQQLQTEVYRGAQTLYVPNCDHRGFYRKRICRSSQGQNRGPCWCVDRMGKSLPGSPDGNGSSSCTTGSSG >17483 -MSDAGRKGFGEKASEALKPDSQQSYAPQGKEYITDKADKVAGKVQPEDNKGVFQGVHDSAEKGKDNAEGQGESLADQARDYMGLAKSKLNDAVEYVSGRVHGEEDPTKK +MSDAGRKGFGEKASEALKPDSQKSYAEQGKEYITDKADKVAGKVQPEDNKGVFQGVHESAEKGKDNAEGCGESLADQARDYMGAWKSKLNDAVEYVSGRVHGEEDPTKK >11019 -GSFTMPGLVDSNPDPPESQEKIPLKPCCACPETKKARDACIIEKGEEHCGHLIEAHKETMRALGFKI +GSFTMYGLVDSNPAPYESQDKKPLKPCCACPETKKARDACIIEKGEEHCGHLIEAHKECMRALGFKI >15563 -MASNKSEPKDASQRRRSLELAENVHGAGGGAFPASQTPSKHASADGHRGPSAAFAPAAAEPKLFGGFNSSDTVTSPQRAGPLAGGSAWSHPQFEK +MNSNKSKPKDASQRRRSLEPAENVHGAGGGAFPASQTPSKPASADGHRGPSAAFHPAAYEPKLFGGFNSSDTVTSPQRAGPLAGGSAWSHPQFEK >18578 -GSKRRELDDPGAYNYPFTWNTPSAPPGYNIAVKPDQIQYTELSNAKIAYKQNKANYADEQQYGSHEEHLPADLETLQREIRMAQERLDLAIQAYHHQNNPHGPREKKAKVGSKSGSQKSSISSKSGDGKTSVWI +GSKRRELDDPGAYNYPFTWNTPSAPPGYNIAVKPDQIQSTELSNAKIAYKQNKANIAQEQQYGSHEEHLPADLETLQREIRMAQEELDLAIQAYHHQNNPHGPREKKAKVGSKSGSNKSSISSKSGDGKTSVWI >17836 -MAYSEKVIDHYENPRNVGYFDNNDENVGSGMVGAPACGDVMKLQIKVNDEGIIEDAIFKTYGCGSAIASSSLVTEWVKGKSLDERQAIKNTDIAEELELPPVKIHCSILAEDAIKAAIADYKSKREAK +MAYSEKVIDHYENGRNVGSFDNNDENVGSGMVGAPACGDVMKLQIKVNDEGIIEDARFKTYGCGLAIASSSLVTEWVKQKSLDEAQAIKNTDIAEELELPPVKIHCSILAEDAIKAAIADYKSKREAK >5076 -MKKVIATKVTGTVKWFNVRNGYGFIWCNDTKEDVFVHQTAIKKNNPRKYLRSVGDGETVEFDVVEGEKGAEAANVTGPG +MKKVIATKVLGTVKWFNVRNGYGFINRNDTKEDVFVHQTAIKKNNGRKYLRSVGDYETVEFDVVEGEKGAEAATVTGPG >5736 -MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVISDKSALEAMFTAMCECQELHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVARQFEDADVDH +MHHHHHHLETSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLHWLDGSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFKPSDKSALEAMFTAMCECQALHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVAGQFEDADVDH >18631 -MAAPGERGRFHGGALFFLPGGARSEMMDDLATDARGRGAGRRDAIASASTPAQAPTSDSPVAEDKSRRRPCRACVDFKTW +MAAPGERGRFHGGNLFFLPGGARSEMMDDLATNARGRGAGRRDAAASASTPAQAPTSDSPVAEDASRRHPCRMCVDFKTW >4286 -GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTAELQAEIDDTVGIMRDNINKVAERGERLTSIHDKAFNLAVSAQGFKRGANRVRKAMWYKDKKMK +GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTAELWAEIDDTVGIMRDNINKVAERGERLTSIEDKADNYAVSAQGFKRGANRVRKAMWYKDLCMK >19332 -MVRTKADSVPGTYRKVVAATAPRKVLGSSTWATNSTSVSSRKAENVYAGGNPVCVRPTPKWQKGIGEFFRLSPKDSEKENQIPEEAGSSGLGKAKRKACPLQPDHTNDEKE +MVRTKADSVPGTYRKVVQALAPRKVLGSSTSATNSTSVSSRKAENKYAGGNPVCVRPTPKWQKGICEFFRLSPKDSEKENQIPEEAGSSGLGKAKRKACPLQPDHTNDEKE >15180 -GHMDEEDCEPPYEPESYCVEIPGLSEEEDPAPSRKIHFSTAPHQVFSTYSNEDYDRRNEDVDPMAASAEYELEKRVERLEL +GHMDEEDGEPPYEPESGCVEIPGLSEEEDPAPSRKIHFSTAPIQVFSTYSNEDYDRRNVDVDPMAASCEYELEKRPERLEL >2956 -MKPVTLIDVAEYAGVSRQQVSRVVNQASMVSAKTREKVEAAMAELNYIPNRVAQQL +MKPVTLHDVAEYAGVSYQTVSRVVNQAWHVSWKTREKVEAAMAELNYIPNRVAQQL >18927 -ENREIQPPFKPKVSGKGHEIFDKFFTRGQPVLTPPDQLVIARIDQSDFEGFSYVNPQFVHPILQSAVX +ENREIQPCFKPKVSGKGAENFDKFFTRGQPVLTPPDQEVIANIDQTDFEGFSYVNPQFVHPILQSAVX >18867 -LLRKRWQNEKLGLDAGDEYEDKNLYEGLNLDDCSMYLDISRGLQGTYQDVGSLNIGDVQLEKP +SLRKRWQNLKLGADAGDEYEDENLYEGLNLVDCSMYEDISRGLQGTYQDVGSLNIGDVQLEKP >4034 -AIPKRLCLVCGDIASGYHYGVASCEACKAFFKRTIQGNIEYSCDATNECEITKRRRKKCQACRFMKALKVGMLKEGVRLDRVRGGRQKYKRNLDSENS +AIPKRLCLVCGDIESGYHYGVASCFACKAFFKRTIQGNIEYSCPAQNECEITKRRRKSCQACRFMKALKVGMLKEGVRLDRVRGGRQKYKRRLDSENS >19482 -NPLEAVVFNERDGNAVENLTFSLRGTKPSSLSRAVKVFETFEAKIHHLETRPAQRPLAGSPHLEYFVRFEVPSGDLAALLSSVRRVSDDVRSA +NPLEAVVFEERDANAVLNLQFSLRGTKPSSLSRAVKVFETFEAKIHHLETRPAQRPLAGSPHLEYFVRFEVPSGDLAALLSSVRRVSDDLRSA >25093 -MIHSSVKRWGNSPAVRFPATLMQALNLNIDDEVKIDLVDGKLIIEPVRKEPVFTLAELVNDITPENLHENIDWGEPQDKEVW +MIHSSVKPWGNSPAVRIPNTLMQALNLNIDDEVKIDLVDGKLIIEPVRKEPVFTLAELNNDITPENLHENIDWGEPKDKEVW >15430 -MNLEPPKAEPRWATRVMGGPVTPRKGPPKFKQRQTRQFKSKPPKKGVQGFGDDIPGMEGSGTDITVIAPWEAFNHLELHELAQYGII +MNLEPPKAEIRSATRVMGYPVTPRKGPPKFKQRATRQFKSKPPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFNHLYLHELAQYGII >25327 -GSHMADENANRPVNPGEDPNIAHRSTPFEATTSALGDCRECIAYRTGATTGKGSRRHDDTVSREIKGSSATPGGSEKAGTGRQ +GSHMADENANRPWNPGEDPNEAFRSTPFEATTSALGDCRECIAYRTIATTGKGSRRHDDTVSREIKGSSATPGGSRKAGTGRQ >17048 -AKTASPAKAEMSGVIDLFGDAFGSGASETQPAPQASSSSSASADLLAGFGGSFMAPST +ASTASPAKAESSGVIDLFGDAFGSGASETQPAPQAVSSSSASADNLAGFGGSMMAPGT >16670 -MAAGAWGRLACYLEFLKKEELKEFQLLLANKAHSRSSSGETPAQPEKTSGMEVASYLVAQYGEQRAWDLALHTWEQMHLRSLCAQAQEGLGHSLEHH +MAGGAWGRLACYLEFLKKEELKAFQLLLANKFHSRSSSGETPAQPEKTSGMEVASYLVAHYGEQRAWDLALHTWEQMGLRSLCAQAQEGAGHSLEHH >15162 -NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLYDHARGTQTGFVRHDDGYVSTSISLRAAHLVGQTILSGHSTYYIYIIATAPNMFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAATGYGLAGF +NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLYDHARGTQTGFVRHDDGYVSTSISLRSAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYLVHFGVLMEQLHQNRGYRDRYYSNLDIAPAADGYGLAGF >15336 -GAMESAERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSIANPINSLRKFSIVQKTPLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRMLSQETGLEISEEINEEDLKECLFDDME +GAMESAERRNSILTETLHRFSLEGDAPVSWTETKKQSFKTTGEFGEPRKNSILNPINSIRKFSIVQKTPLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEISEEDLKECLFDDME >5022 -AFPSPAADYVNQRIGLNQLLIQHPSATYFVKASGDSMIDGGISDGDLLIVDSAITASHGDIVIAAVDGEFTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHHVKAMR +AFPSPAADYVEQFIDVNQLLIQHPSATYFVKASGDSMIDGGISDGDLLIVDSAITASHGDIVIAAVDGEFTVKKLQLRPTVQLIPMNSAYSPITISYEDTLDVFGVVIHVVKAMR >15855 -GPHMTLEEFSWGEQKTERMDKVGDALEEVLSKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADEDDDRDVALQIHFTLIQAFCCENDINILRVSNPGRLAELLLLETDAFPAASEGAEQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVPVINTPER +GPHMTLEEFSAGEQKTERMDKVGDALEEVLSKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAEDEDDDRDVALQAHFTLIQAFCCENDINILRVSNPGRLAELLLLETDAGPAASEGAEQPPDLHHVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVPVINLPER >16450 -MAGQQDPCANPTRQTGKTGGQTDQYGNPVHQTEALGAYGAGTGTGMHGGEHTQQPHQQPGVLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQSSATSTPGQGQQQKGMMEKIKEKLPGAH +MAYQQDPCANPCRQTGKTGGQTDQYGNPVHQTEALGAYGAGTGTGMHGGEHQQQPHQQPGVLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTCATSTPGQGQQQKGMMEKIKEKLPGAP >15766 -AVPVESKPGKPSGKSGMDAALDDLIDTLGGPEETEEENTTYTGPEVSDPMSSTYIEFLGKREVTIPPKYRELLAKKEGITGPQADSSKPIGPDDAIDALSSDFTCGSPTAAGKKTEKEESTEVLKAQSAGTVRSAAPPQEK +AVPVESKPDKPSGKSGMDAALDDLIDTLGGPEETEEENTTYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGPPADSSKPIGPDDAIDALSSDFTCGSPTFAGKKTEKEESTEVLKAQSAGTVDSAAPPQEN >6431 -EAESLTSAQKAKAEERKIRKMSRGLPDKTEEEKSVMAKKLEQKPKGEGIPTTAKLKVDEFESDVNEVKDPYPSADMPGDDEEDEPEIPVSPRPRPLAELQLKEKAVPIPEASSFFIFSPTNKVRVL +EMESLTSAQKAKAEERKRCKMSRGLPDKTEEEKSVMAKKLEQKPKGEGIPTTAKLKVDEFESNVNEVKDPYPSADFPGDDEEDEPEIPVSPRPRPLAELQLKEKAVPIPESSSFFIFSPTNKVRVL >17926 -MGSSHHHHHHSSGLVPRGSHMAGPEGGISDVVEKSWKEAQETCAGDPVSGECVAAWDEVEELSAAASHARDKKKADGSDPLEEYCKANPETNECRTYDN +MGSSHHHHPHSSGLVPRGSHMAAPEGGISDVVEKSIKEAQETCAGDPVSGECVAAWDECEELSAAASHARDKKKADGSDPLEEYCKDNPEPNECRTYDN >4280 -ASASPKQRRSIIDDRKPMYDDPTLPEGWTRPLKQRKSGRSAGKYDVYLINPQGKAFRSKVELIAYFEKVGDTSLDPNDFDFTVTGRGSGSGC +ASWSPKQRRSIIRDRGPMYDDPTLPEGWTRKLKQRKSGRSAGKYWVYLINPQGKAFRSKVEHIAYFEKVGDTSLDPNDFDFTVTGRGSGSGC >6139 -DEAQFKECYDTCHKECSKKGNGFTFCEMKCDTDCSVKDVKEKLENGKPNN +DEAQFEECYDTCHKECSDKGNGFTFCEMKCDLDCSVKDFKEKLENYKPKN >11338 -GSSGSSGMTDYGEEQRNELEALQSIYPDRFTVLSEAPPSFTITVTSEAGENDETVQTTLKFTYSEKYPDEAPLYEIFSQENLEDNDVSDILKLLALQAEENLGMVMIFTLVTAVQEKLNEIVDQIKTR +GSSGSSGMTDYGEEQRNELEALESIYPDSFTVLSENPPSFTITVTSEAGENDETVQTTLKFTYSWKYPDEAPLYEIFIQENLEDNDVSDILKLLALQAEENLGMVMIFTLVTAVQETLNEIVDQIKTR >18889 -SLKNRCAKAKPVTRGAGAGGRQRGQNKERPPPVPNPDYEPIRKGQDDLYSGLFQRRI +SLKNGKVKAKPVTRGAGAGGRQRGQNKERPPPVPNPDYEPIRKGQRRLYSGLNQRRI >19485 -MMLSFPSPGEVAPPTPDLEEKRAKLAEAAERRQKEAASRGILDVQSKQEKRKKKEKIEKQIATSGPPPEGGLRWTVSLEHHHHHH +MGLSFPSPGESAPPTPDLEEKRLKLLEAAERRQKEAASRGILDVQSYQEKRKKKEKIEKQIATSGPPPEGGLRWTVSLEHHHHHH >15174 -GXSFCKADEKXCEYHADCCNCCLSGICFXYTNWILPGCSTSSFFKG +FXSFCIADEKXCEYHADCCNCCLSGFCAXSTNWILPGCSTSSFFKI >6974 -MQPASAKWYDRRDYVFYEFCVEDSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNWLSVDFNNWKDWEDDSDEDMSNFDRFSEMMNNWGGDEDVDLPERDGADDDSQDSDDEKMPDLE +MQPASAKWYDRRDYVFIEFCVEDSKDVNVNFEKSKLTFSCLGGSDAFKHLNEIDLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNWLQVDFNNWKDWEDDSDEDMSNFDRFSEMMNNMGGDEDVDLPNVDGADDDSQDSDDEKMPDLE >19796 -GRKMGLPGESGLRGEPGSVPNVDRLLETAGIKAFALREIVETWDESSGSFLPVPERRRGPKGDSGEQGPPGKE +GRAMGQPGERGARGEPGSVPNVDRLLETQGIKASALREIVETWDESSGSFLPVPERRRGPKGDSGEQGPPGKE >5956 -MADKRAHHNALERKRRDHIKDSFDSLRDSVPSLQGEKASRAQILDKATEYIQYMRRKVHTYQQDIDDLKRQNALLEQQVRALEGSGC +MADKRFHHNALERKRRDHIKHSFHSLRDSVPSLQGEKASRAQILDKATEYIQYMRRKVHTLQQDIDDLKRQNAKLEQQVRALEGSGC >7292 -GAMGSEPQDGNYFEHKHNIRPKPFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTASVPPNSDVYRMLHDNRNEPTQPWQSGSFRVLQGMVDDGSDDRPAGIRS +GAMGSEPQDGNYFEHKHNIRPKEFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNGPLEMELPGVKIVHAQCNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFRVLQGMVDDGSDDRPAGTRS >19037 -LLQEALSAYFDSMKIPSGQPETADVSREQVDKELDRASFSLISGLLQDEEDPPLPPTPMNSLVDECPLDQGLPKLSAEAVFEKCSQISLSQRTTASLSKK +LLQEALSAYFDSMKIPPGQPETADVSREQVDKELDRASNSLISGLSQDEEDPPLPPTPMNSLVDEMPLDQGLPKLSAEAVFEKCSQISLSQSSTASLSKK >1128 -VVYHDCTESGQNLCLCENSNVCGQGNKCILGSDGEKNQCVTGEGTPKPQSHNDGDFEEIPEEYLL +VVYTDCTESGQNLCLCEGSNVCGQGNKCILGSDGEKNQCVTGYGTPKPQSHNDGDFNEIYEEYLQ >4272 -MRATAATAPPAAPAGEGEPPAPPPNLTSNRRLQQTQAQVDEVVDIMRVNVDKVLERDQKLSELDDRADALQAGASQFETSAAKLKWKYWWKNLKMM +MSATAATADPAAPAGEGGPPAPPPNLTSNRRLQNTQAQVDEVVDIMRVNVDKVLERDQKLSELDDRADANQAGASQFETSAAKLKRKYWWKNLKMM >15136 -MSQKQEEENPAEETGEEKQDTQEKEGILPEYAEEAKLKAKYPSLGQKPGGSDFLMKRLQKGQKYFDSGDYNMAKAKMKNKQLTSAGPDKNLVTGDHIPTPDDLPQRKSSLVTSKLAGGQVE +MSQKQEEENPAEETGEEKQDFQEKEGILPERAEEAKLKAKYPSLGQKPGGSDFLMKSLQKGQKYFDSGDYNMAKAKMKNKQLPSAGPDKNLVTGDHIPTPQDLPQRCSSLVTSKLAGGQVE >11388 -GSSGSSGEADTRVKLNFLDQIAKYWMLQGSTLKIPHVERKILDLFQLNKLVAEEGGFAVVCKDRKWTKIATKMGFAPGKAVGSHIRGHYERILNPYNLFLSGDSLRCLQKPNLRSDTKDKEY +GSSGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPHVERKILDLFQLNKLVAEETGFAVVCKDRKWTKIATKMGFAPGKAVGSISRGHYERILNPYNLFLSGDSLRCLQKPNLTSDTKDKEY >6968 -MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKESVLYVGSKTKEGVVHGVPTVAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEAYEMPSEEGYDDYEPEA +MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEGVLYVGSKTKEGVVHGVATVAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGLIAAATGFVKKDQLGKNEEGAPQEGHLEDMPVDPDNEAYEMCSEEGYQDYEPEA >6498 -MASVLEELQKDLEEVKVLLEKSTRKRLRDKLTSEKSKIETELKNKMQQKSQKSPELDNEKPAAVVAPLTTGYTEKIS +MASVLEELQKDLEEGKVLLEKVTRKRLRDTLTSEKSKIETELKNKMQQKSQKKRELDNEKPAAVVAPLTTGYTVKIS >6212 -NGELDPVQKLFVDKIREYRTKRQTSGGPVDYGREYQQDLDRELFKLKQMYGKADMNTFPNFTFEDPKFEVVEKPQS +NKWLDPVQKLFVDKIREYRTKRQTSGGPVDAGPEYQQDLDRELFKLKQMYGAADMNDFPNFTFEDPKFEVVEKPQS >19521 -GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAIEGTESEMETPSAINGNPSWHLADSPAVNGATGHCSSLDAREVIPMAAVKQALREAGDEFELRYRRAFSDDTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELYGNNAAAESRKGQER +GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGAYGHSSSLDAREVIPMAAVKQALREAGDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNNHLEPWIQENGGWDTFVELYGNFAAAESRKGQER >6970 -MQAIKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSANVDVDGKPVNLGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGTKLDLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGMKTVFDEAIRFVLSPPPVK +MQAIKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSANVMVDGKPVNLGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFTNVRAKWYPEVRHHCPCTPIILVGTKLDLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGLRTVFDEAIRAVLSPPPVK >5313 -GPLGSPSKDCGSPKYAYFKGCSSPTAPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNWANYSAEQNRMGQAGSTISNSWAQPFDFPDDNQNAKKVAAGHECQPLAIVDQRPSSRASSRASSRPRPDDLEI +GPLGSPSKDCGSPKYAYFNGCSSPTAPLSPMSPPMYKLVTGDRNNSSCRNYNKKASEQNWANYSAEQNRMGQAGSTISNSHAQPFDFPDDNQNAKKVVAGHELQPLAIVDQRPSSRASSRASSRPRPDDLEI >6846 -HLMYTLGPDGKRIYTLKKVTESHEITKSAHPARFSPDDKYSWQRVTLKKRFGLVPGQHGHHHH +HNMYTLGPDGKRIYTLKKVTESGTITKSAHPARQSPDDKYSRQRVTLKKRFGLVPGQHHHHHH >19135 -MADERKDEGKAPHWTSASLTEAAANPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEGQHKDQPAALPLAAEETVNLPPSPPPSPASCQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQGL +MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSKLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQKKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGCGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQGL >4716 -GGLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFNAHKDKKGTRTIAEMRKEEMAKEMDPEKLKILEWIEGKERNIRALLSTMHTVLWAGETKWKPVGMADLVTPEQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSGFENQGQKPLY +GPLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAACLEGKQKAADFEDLLSGQGFNAHKDKKGPRTIAEMRKEEMAKEMAPEKLKILEWIEGKERNIRALLSTMHTVLWAGETKWKPVGMADLVTPEQVKKVYRKAVLVGHPDKATGQPYEQYAKMIFMELNDAWSEFENQGQKPLY >6521 -GSHMNNTESSPQPKKKPLDGEYFTLTIRGSERFEMFRELNEALELKDAQAGKEPG +GSHMNNTSSSPQPKKKPLDGEFFTLQIRGRERFEMFRELNEALELKDAQIGKEVG >26549 -GHMAVGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSMASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPSIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEASEDVVCC +GHMASGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTYVLTESNVSAALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEASEDVVCY >11526 -MNIVPQDTFKSQVSTDQDKSVLSSAVPSLPDTLRQQEGGAVPLSTQLNDRHPLESTLKNWETTQRQAQMEQHRQIFGIAEPMKRTMEMEIVNRTDFNPLSTNGSIHRDILLNKECSIDWEDVYPGTGLQASTMVGDDVHSKIEKQLGD +MNIVPQDTFKSQVSTDQDKSVLSSAVPSLPDTLRGQEGGATPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQIFGIAEPMKRTMEMEIVNRTDFNPLSTNGSIHRDILLNKECSIDWEDVYPGTGLQASTMVGDDVHSKIEKQLGI >19364 -MRGFHHHHHHGSATFPPATSAPQQEPGPEDEDSSLDESDLYSLAHSYLGGGGRKGRTKREAAQNTNRPSPGGHERKLVTKLQNSERKKRGARR +MRGSHHHHHHGSATFPPATSAPQQPPIPEDEDSSLDESDLYSLAHSYLGGGGRKGRTKREAAANMNRASPGGHERKLVTKLQNSERKKRGARR >15719 -CKTKGNKVNVGVKYAEKQERRFEPEKLREGRNIIGLQMKINKFASQQGMTAYGTRRHLYCPKLGTDQPLDQATISLQMGTNKGASQAGMTAPGTKRQI +AKTKGNKVNVGVKYAEKQERRFEPEKLREGRNIIGLQMGINKFASQQGMTAYGTCRHLYDPKLGTDQPLHQATIDLQMGTNKGASQAGMTAPGTKRQI >4985 -ATPAPAAEMPGITIISASQTGNARRVAEALRDDLLAANLNVKLVNAGDYKTKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLFSKKAPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKLAELGGERLLDRVDADIEYQAAASEWRARVVDALKSRAPVAAPSQSVA +ATPAPAAEMPGITIISASQTGNARRVAEALRDDLLAAKLNVPLVNAGDYKFKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLFSKKAPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKLTELGGERLLDRVDADVEYQAAASIWRARVVDALKSRAPVAAPSQSVA >15506 -GSNGADNQHNNAYGGGKNPGIGNTSGAGSKGSASSNRGNSNGWSWSNKPHKNDGFHSDGSYHITFHGDNNSKPKPGGNSGNRGNNGDGAS +GSNGADNAHNNAFGGGKFPGIGNTSGAGSNGSASSNRGNSNGWSWSNKPHKNDGFHSDGSYHITFHGNNNSKPKPGGNSGNRYNNGDGAS >6112 -GSHMEHPKPSACRNLFGTVDHEELTRDLEKHCRCMEEASWRKWNFDFQNHKPLEGKYEWQEVEKGSLPEFYYRPPRPPKGACKVPAQE +GSHMEHPKPSACRNLFGPVDTEELTRDLEKHCRDMEEASQRKWNFDFQNHKPLEGKYEWQEQEKGSLKEFYYRPPRPPKGACKVPAQE >15398 -PSRSISPSALQDLLPTLKSPSSPQQQQQVLNILKLNPQLMAAFIKQRTAKYVANQPGMQ +PNRSCSTSALQDLLRTLKSPSSPQQQQQVLNILKSNPQLMAAFIKQRTFKYVANQPGMQ >19357 -MEANIRGQGGLAYPGVRTHGTLEEVNGPKAGSRGLTSLADTFEHMIEELLDEDQKVRPDEENNKDADLYTSRVMLSSQVPLVPPLLFLLEEY +MEANIRGQGGLAYPGVRTHGTLESVNGPKAGSRGLTSLADTFEHMIENLLDEDQKVRPNEENNKDADLYTSRVMLISQVPLEPPLLFWLEEY >15141 -MKAKRSHQAIIMSTSLRVSPSQHGYHFDTASRKKAVGNIFENTDQESLERLFRNSADKKAEERAKIIFAIDQDVEEKTRALMALKKRTKDKLFQFLKLRKYSIKVH +MKAKRSHQAIIMSVSLRVSPSWHGYHFDTASRKKAVGNITENTDQESLERLFRNSGDKKAEERAKIIFAIDQDVEEKTRALMALKKRTKDKLFQFLKLRKYSIKVH >15711 -ATKAVAVLKGDGPVQGIINFEQKSSNGPVKVWGSIKGLTNGLHGFHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIGRTLVVHEKADDLGKAGNEESTKTGNAGSRLACGVIGIAQ +ATKAVAVLKGDGPVQGIENFEQKESNGPVKVWGSIKGLTEGLHGFHRHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIGRTLNVHEKADDLGKGGNEESTKTGNAGSRLACGVIGIAQ >16296 -PGPEEQEEQPQPRKPGTRRERTLGAPASSERSAAGGRVPRGHKNKLNEEDAASESSRESSNEDEGSSSEADEMAKALEAELNDLM +PGPEEQEEEPQPRKPGTRRERTLGAPASSERSAAGGRGPRGHKRKLNENDAASESSRESSNEDEGSSSEADEMAGALENELNDLM >17760 -MEEPQSDPSVEPPLSLETFSDLWKCLPENNVLSPLPSQAMDDLMLSPDDIEQWFTEDPGPDEAPRMPEAAPPVAPAPWAPTPAAPAPAPSWPL +MEEPQSDPSVEPPLSQETFSDLWKLLPENNVLSPLPSQAMDDLMLSPDDIEQWFYEAPGPDEAPRDPEAAPPVAPAPAAPTPAAPAPAPSWPL >19507 -MAEMKTDAATLAQEAGNFERISGDLKTQIDQVESTAGSLQGKWRGAAGTAAQAAVVRFQEAANKQLQELDEISTNIRQAGVQESRADEEQQQALSSQMGFKLAAALEHHHHHH +MAEMKTDAATPAQEAGNFERISGDLKTQIDQVESTAGSLQGQWRGAAGTAAQAAVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEEQQQALSPQMGFKLAAAPEHHHHHH >4922 -IDVLLGHDDGSLAFVPSEFSISPGEKIVFKNNAGFPHYIVFDEDSIPSGVDASKISMSEEDLLNAKGEWFEVALSNKGEYSFYCSPHQGAGMVGKVTVN +IDVLLGADDGSLAFVPSEFSISPGEKIVFKNNAGFPHNIVFDEDSIGSGVDASKISMSEEDLLNAKGEAFEVALSNKGEYSFYCSPYQGAGMVGKVTVN >17325 -GPMLLSVSSDSDSSQAGSNAGNQPMLWPAWVYCTRYSDRPSSGPRSRKPKKKNPNKEWKRPRTAFTAEQLQRLKAEFQTNRYLTEQRRQSLAQELGLNESQIKIWFQNKRAKIPKAT +GPMVLSVSSDSDSSQAGSNAGNQPMLWPAWVYCTRYSDRPSSGPRSRKPKKKNPNKEDKRPRTAFTAEQLQRLKAEFNTNRYQTEQRRQSLAQELGLNESQIKIWFQNKRAKIKKAT >15672 -PALTPSLGAKPKPQVLSDSGGPHIDLLTEDPPPYRDPRPPPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDYTTQASRNHLVHYRQLGLAGLQNAGRSHHHHHHHH +PALTPSLGAKPKPQVLSDSGGPLIDLLREDPPPYRDPRPPPSDRDGNGGEATPAIEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPLKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHHHH >15176 -LHMDPKGRKKIQFSVPAPPSQFDPRQVEMIRRRRPTPALLFRVSEHPSPEEESSPHQRTSGEGHHPKSKRPNPSAYTPPSLKAVQRIAESHLQTISNLSENQASEEEDELGELRELGYPQ +GHMDPKGRKKIQFSVPAPPSQLDPRQVEMIRRRRPTVALLFRVSQHSSPEEESSPHQRTSGEGHHPKSKRPNPSAYTPPSLKAVQRIAESHLQTISNASENQASEEEDELGELRELGYPQ >17205 -MTEMDKKQEQENHAECEDKPKPCCVCKPEKEERDTCILFNGQDSEKCKEFIEKYKECAKGYGFEQPSAN +MEETDKKQEQENHAECEDKPKPCCVCKPEKEERDRCILFNGQDAEKCKEFIEKYKECMKGYGFEVPSAN >4914 -LGASWHRPDKCCLGYQKRPLDQVLLSQWYPTSQLCSKPGVIFLTKRFRQVCADKSKDWVKKLMQQLPVTAR +LGASWHRPDKCCLGYQKRSSPQVLLSSWYPTSQLCSKPGVIFLTKRGRQVCADKSKDWVKKLMQQLPVTAD >hmbdi -MKHDHHQGHTHSGKGHACHHEHNSPKTQQASSVMELPIVYTCPMHPEIRQSAPGHCSLCGMALEPETVTVSEVVSPEYLDMRRR +NKHDHHQGHTHSGKGHACHHEHNSPKTQQASSKMEGPIVYTCPMHPEIRQSAPGHCPLCGMALEPEMVTVSEVVSPEYLDMRRV >15097 -PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANKSEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKIEVFTATTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFSNLPLWKQQNLKKEKGLF +PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTAWTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLPLWKMQNLKKEKGLF >19478 -GYDSMDCQAVLQTLLSRTDLDPRVLSNTGWGQTQIKQDTVWDIEEVPRPEGKSDKGTEGWESAATQTKNSGGWGDAPSQSNQMKSHWGEW +TPDSMDCQAVCQTLLSRTDLDPRVLSNTGWGQTQIKQDGVWDIEEVPRPEGKSDKGTEGWESAATQTKNSGGWGDAPSQSNQMKSGWGEL >6580 -LKTFSSKSEAQIVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLVHHYMPPPGTPSFSLPPTEPSSEVPEQPPAQALPGSTPKRACYIYSGGEKIPLVLSRPLSSN +LKTFSSKSEYQLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLVHHYMAPPGTPSFSLPPTEASSGVPEQPPAQALPGSTPKRAYYIYSGGEKIPLVLSRPLSSN >16160 -GHMKMADAKQKRNEQLKRWIGSETDLEPPVVKRKKTKYKFDDGAVFLAACSSGDTEEVLRLLEGGADINYANVDGLTALHQHSIDDNVDMVKFLVENGAN +GHMKMADAKQKRNEQLKRWIGSETDLEPPVVKRKKTKVKFDDGAVFLAACSSGDTEETLRLLERGADINYANVSGLTALHQASIDDNVDMVKFLVENGCN >5070 -ALFSGDIQNLTAAEIEQGFKDVPSFVHEGGDVPLMELLVSAGISPSKRQAREDIQNGAIYVNGERLQDVGAILTAEHGLEGRFTVIRRGKKKYYLIRYALEHHHHHH +ALFSGDIANLTAAEIEQGFKDVPSFVHEGGDVPLVELLVSAGISPSKRQAREDIQNGAIYVNGEALQDVGAILTAEHRLEGRFTVIRRGKKKYYLIFYALEHHHHKH >15409 -GSLRVKFSRSADAPAYQQGQNQLYNELNLGRREMYDVLDKRRGRDPEMGGKPRRKNPQEGLYNELQKDKMAEAYSEIGMKGERRRGKGHDGLYQGLKTATKDTYDALHVQALPPR +GSLRVKFSRSADAPAYQQGQNQLYNELNLGRREEYDHLDKRRGRDPEMGGKPRRKNPQEGLYNELQKDKMAEAYFEIGFKGERRRGKGHDGLYQGLSTATKDTYDALHMQALPPR >19171 -MHHHHHHSSGLVPRGLEFDEWTPGTAVLTSPVLVPGCPSKAVDPGLPEVKQEPPDPEEDKEENKDDSASSLAPEEEAGGAGTPVITEIFSLGGTRFRDTAVWLPRSKDLKKPGARKQ +CHHHHHHSSGLVPRGSEFDEWTPGTAVLTSPVLVPGCPSKAVDPELPSVKQEPPDPEEDKEENCDDSASKLAPEEEAGGAGTPVITEIFSLGGTRFRDTAVWLPRSKDLKKPGARKQ >15441 -SHHHHHHSMANSAGSSNTQTPDASLQATVNGQSGGKKQPLNLLIYNVQATNIPPKETLVYTKQTQTTSTWGGNGD +SHHHHHHSMANSAGSSNTQTPDASLQATVNGQSGYKKQPLNLSVYNVQATNIPPTETLVYWKQTQTTSTGGGNGD >19114 -MPLGSPLFMSSSAGSGHQPSQSRAIPTRTVAISDAAQLPHDYCTTPGGTLFSTTPGMTRIIYDRKFLLDRRNSPMAQTPPCHLPNIPGVTSVGTLIEDSKVEVNNLDNLDNHDRKHAVGDDAQFEMDI +MPLGSPEFMSSSAGSGHQPSQSRAIPTRTEAISDAAQLPHDYCTTPGGTLFSTTPGGTRIIYDNKFLLDRRNSPMAQTPPCHLPNIPGVTSPGTLIEDSKVEVNNLDCLDNHDRKHAVGDDAQFEMDI >7358 -GNHSGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDSDVFGEADAIQNNGTSAEDFAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDHTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKDGSGKVSLEHHHHHH +GNHSGKRELSSEKASKDGEIHRGEAGKKRSVGKLSQTASEDSDVFGEADAIQNNGTSAEDTAVTDSKHDADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSKRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKVSLEHHHHHH diff --git a/datasets/chezod_117_all_rand_4.fasta b/datasets/chezod_117_all_rand_4.fasta index 8f8e612..8d5b189 100644 --- a/datasets/chezod_117_all_rand_4.fasta +++ b/datasets/chezod_117_all_rand_4.fasta @@ -1,234 +1,234 @@ >4307 -GQGGCTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNWNNFVHDCVNITIKQHTVTTATKGENFTETAIKIMERVVEQMCTTQYQKESQAYYDGRRS +GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMEGSAMSRPMMHFGNDWEDRYYRENMNRYPNQLYYRPVDQYNNQNNFVHDCVNITIKQHTVLTTTKGEGFTETDIKIMERVVEQMCTTQYQKESQAYYDGRRS >15768 -MSTNPKPQNKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGPRLGVRATRKTSERSQPRGRMQPIPKARRYENRTWAQPGYPHHHHHH +MSTNPKPQRKTKRNTNRRPQDVKFPGGGQIVGGVYLLPRRGARLGVRATVPTSERSQPRGRRQPIPKARHPEGRTWAQPGYPHHHHHH >15397 -GTQNRPLLRNSLDDLVLPPSNLEGQSDERALLPQLHTLLSNTDATGLEEKDEALGIPELVNQGQALEPKQD +GTQNRPPLRNSLDQLVGPPHNLEGQSDERALLDQLHTLLSNTDATGLEEIDRALGIPELVNQGQALEPAQD >15123 -GKSSERWARQVSGGAFVTLHGAEGLEEETNDEDVSDIERRIAMRLAERRQEDSATHGDE +GESYERWARQVSGGHFVTLHGAERLEEETNDEDVEDIERRIAMRLAERRQEASAKHGDE >6047 -MKLAPYILELLTSVNRTNGTADLTVPLLRELAKGRPVSRTTLAGILDWPAERVAAVLEQATSTVYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCYATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRHLLQKMSSRTP +MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGILDWPAERVARVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVSPSEIQAVEEAGMAVSKVLPQEAADVRQSFCCHVHFFASVPTAEDWASKHQGLEGLAIVYVHEAFGLGQEFNRHLLQTMSSRTP >17290 -MGSSHHHHHHSSGLVPRISHMYRKDKRRQEPLRQPSPQEGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTQTLFRSPDDIPLMTPNTITMIPNSLVGLQTLHPYNTFAAGFNSTGLPHSHSTTRV +MGSSHHHHHHSSGLVPRGSHMYRKDKRRQELLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTWRRSPDDIPLMTPNTITMIPNSLVVVQTLHPYNTFAAGFNSTGLPHSHSTTRV >16876 -MAEEIKNVPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTTEVEVKEEEKKGFMEKLKEKLPGHKKPEWGSAKAAAPVVVPPPVEEAHPVHKKGIEEKIKEKLPGYHPKTTVEEEKKDKE +MAEEIKNVPEQEVPKVATEESFAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTTEVEVKEEEKKGFMEKRKEKLPGHKKPEDGSAVAAAPVVVPPPVEEAHPVEKKGILKKIKEKLPGYHPKTTVEEEKKDKE >15736 -MGSSHHHHHHSNGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEETLDSLAEFAEDLADKPYTFEDYDVSFGSGVPTVKLGGDLGTYVINKQTPNKQIWLSSPSSGPKRYDWTGKNWVYSHDGVSLTELLAAELTKALKTKLDLSSLAYSGKDA +MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGNPGSLDETTYERLAEETLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVKLGGDLGTYVINKQTPNKQIWLSSPSSGPKRYDWTGKNWVYSHDKVSLHELLAAELTKALKTKPDLSTLAYSGKDA >25118 -LADGSSDAAREPRPAPAPIRRRSSNYRAYATEPHAKKKSKQSASRKLQLKTLNLQIAKRELEREAEERREEKGRHHHHHH +LADGSSDAAREPRPAPAPIRRRSSNEMAYATEPHAKKKSKISASRKLQLKTLLSQIADQELEREAEERRGEKGRHHHHHH >15274 -GSHMSSSSESTGMPSNPDLDAGVSEHSGDQLDQTSVSDQFSVEFEVESLDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESDTDSFNEDPEISLADYWK +GSHMSSSSESTGPPSNPDLDAGVSEHSGDWLDQDSVSDYFSVEFEVESLDSEDYSLSEEGQELSDEDDEVAQVTVYQAGHSDTDSFEEDPEISLADYWK >4950 -GGKWSKSSVVGWPAVRERMYRAEPAADGVGAASRDLEKHEAITSPNTAANNAACAWX +GGKWSKSSVVGWPAVRERMRRAEPAADGVGAASRDLEKFGAITSLNTAANNAACAWX >16505 -MKKRPKPGGWNTGGSRYPGQGSPGGNRYIIQGGGTQEQPHGGGWGQPHGGGWGQPHGGGWGQPHGGGWGQGGGTHNQWNKPSKPK +MKKRPKPGGWNTGGSRYPGQGSPGGNRYPTQGGGTWGQPHGGGWGQAHGGGWGQNHGGGWGQPHGGGWGQGGGTHNQWNKWSKPK >11454 -GILTNSQGQTPQRVSGLQGSDALNIQINQTSGGSLQAGQQKEGEQNQQTQQWQILIQPQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPNSGPIIIRTPTVGPNGQVSWQTLQLINLQVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDDKGSHHHHHH +GILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQAGQQKEMEQNQQTQQQQILIQPQLVQGGQALQALQAAPLSEQTFTTQAISQETLQNLKLQAVPNSGPIIIRTPTVGPKGQVSWQTLQLQNLQVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDDKGSHHHHHH >15131 -ASQKRPFQRSKYLATASTMDHARHGFLPRHRDTGILDSYGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQDENPVVHFFKNIVTPRTPPPSQGKGRGLSLSRFSWGYEGQRPGFGYGGRASDYKSAHTGFKGAYDAQGTLSKIFKLGGRDSRSGSPMARRLEHHHHHH +ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTRTTHYGKLPQKSQHGRTQDENPNCHFFKNIVTPRTPPPSQGKGRGLSLSRFSWGAEGQRPGFGYGGRASDYKSAHKGFKGAYDAQGTLSKIFKLGGRDSRSGSPMARRLEHHHHHE >6078 -YNTDQQKVSEIFQSSKEKLQGDAKVVSDAFKKMASQDKDGATTDADESEKHNYQYQYNILKGAGHKKELEHHHHHH +MNTDQQKVSEIFQSSKEKLQGDAKVVSDAFKKMASQDKDGKTTDADESEKHNYQEQYNKLKGAGHHKELEHWHHHK >4287 -GSHMSYNNDYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLEKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMIIQPEATEDEVEQAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMRELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSARKARKNKIR +GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKIMQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRINDSNYKEENKEQAKRQYMIIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMAELTQLVNDMEELVIEQQENVWVIDKNVEDAQLDVEQGVGHTDKAVKSARKARKNKIR >15086 -MPTKTYSKEFKRDAVALYENSDGASLQQIANDLGINRVTLKNWIIKYGSNHNVQGTTPSAAVSEAEQIRQLKKENALKIARTRHPAESCSEHHHHHH +MPAKTYSEEFKRDAVALYENSSGASLQQIANDLGINRVFLKNWIQKYGSNHNVQGTTPSAAVSEAEQIRQLKKENALQRARTRHPAESCLEHHHHHH >16912 -GIKQYSQEELKEMALVEIAHELFEEHKKPVPFQELLNEIASLLGVPKEELGDRIAQFYTDLNIDGRFLALSDQTWGLREWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEAQDFDEEDLDEDDDDLEIEEDIIDEDDEDYDDEEEEIK +GIKQYSQEELKEMALVEIAHELFEEHWKPVPFQELLNEIASLLGVKKEELGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDPDLDEVEEELDLEADDFDEEDCDEDDDDLECEEDIIDEDDEDYDDEEEEIK >18177 -MQKLSARLRALRQRQLDRAAAAVEPDVVVKRQEARAAARLKMQDELNAQVEKHKEKLKQLEEEKRRQPIEMWDSMQERKSYKGNAKKPQEEDSPGPSTSSVLKRKSDRKPLRGGGYNPLSGEGGGACSWRPGRRGPSSGGCG +MQKLSARLRALRQRQLDRALAAVEPDVVVKRQEALAAARLKMQEELNAQVEKHKEKLKQLEEEKRRQKIEMWDSMQEVKSYKGNAKLPQEEDSPGPSTSSVLKSKSDRKPLRGGGYNPLSGEGGGACSWRPGRRGPSSGGCG >18198 -GAMGLSGGEDQELKGLLGLPEEETELDNLTEFNTAHNKRISTLTIEEGNLDIQRPEGKRKNSRVTFSEDDEIINPEDVDPSVGRFRNM +GAMGASGGEDTELKGLLGLPEEETELDNLTEFNTAHNKRISTLTIEEGNLDIQRPKRKRKNSRVTFSEDDEIINVEDADPSVNRFRNM >15179 -GHMPIKGILKNKTSTTSSMVASAEQPRGNVSEELSKKSQKWDEGNILATYHPADKDIGLMKIDEKSTPYHSMMGDDEDACSDTEATEAMAPDILARKLAAAEGLEPKYRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKLARQLISKDL +GHMPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDEMNILATYHPADKDYGLMCIDEPSTTYHSMMGDDEDACSDTVATEAMAPDILARKLAAAEGLEPKYRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHYSEGLNIKLARQLISKDL >18248 -ASSHSLLFSSSFLSKPSSFTSSLRRFVYLPTRQFWPPQRHGFSTVHAVADEPAVSSSGP +ASSHSLLFDSSFLSKPSSFTSSLRRFVYLQTNQFWPRQRHGFSTVFAVATEKAISSSGP >7279 -MSESSSKSSQPLASKQEKDGTEKRGRGRPRKQPPVSPGTALCGWQKEPSEVPTPKRPRGRPKGSKNKGAAPTRKTTTTPGRKPRGRPKKLEKHEEEGISQESSEEEQ +MSESSSKSSQPLFSKQEKDGTEKRGRGFPRKQPPVSPGTALVDSQKEPSEFPTPKRPRGRPKGSKNKGAAKTRKTTTTPGRKPRGRPKKLEKEEEEGISQESSEEEQ >18446 -MGEKTVKLYEDTHFKGYSVELPVGDYNLSSLISRGALNDDLSSARVPQMLRLYVFQHNNFKGVRDFYTSDAAEISRDNDASSVRVSKMETTN +MGEKTVKLYEDTHFKGYSVELPVGDSNLSSLISRGALNDPLSSARVPSGQRLEYFQHNNFKGVRDFYTSDAAELSRDNDASSVRVSKMETTN >19650 -SRLDKDDSKAGMEEDHTYERLDIDQTATYEDIVTLRTDEVKWSVGEHPGQQ +SLLDKDDSKAGMEEDHTYEGMDVDQTATYEDIVTWRTGEVKWSKGEHPGQE >19224 -IHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEHNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDIEVRSRVVGGSLRTAQAASPAKGEPS +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVARLPKNKNRNRYRDVSTFDHSRIKLHQEDNDQINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSYVVGGSLRGAQAASPAKGEPS >5204 -SKKIKDPDAAKPDDWDMRAKIDAPTDSKPEDWDKPEHIPDPDAKKPEDWDEEMGGEWEPPVIQNPEYKGEWKPR +SHKIKDPDAAKPEDWDERAKIDDPTDSKPEDWDKPEHIPDPDAKKKEDWDEEMDGEWWPPVIQNPEYKGEWKPR >4686 -SKSMQVDFSRCCFSFAEQEIPLRAILCYRNTSSICSNEGLIFKLKRGKYACALDTVGWVQRHRKYLRHCNSKRK +SKSMQVPFSRCCFSFAEFEIPLRAILCLRNTSSIASNEGLIFKLKRGKEACALDTVGWHQRHRKMLRHCPSKRK >10010 -EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRVYVEELKPTPLGDLEILLQKWENDECFQKKIIAEKTKIPAVFKIDALNENKVLVLDTDYKKQLLFCMENSAEPEQSLVFQCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQLEEQCHI +EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRVYVEELKPTPEGDLEILLQKWENDECAQKKIIAEKTKIPAVFKIDALNEGKVLVFDTDYKKYLLFCMENSALPEQSLVCQCLVRTPEVDDEALEKFDKALKALCMHIRLSFNPTQLEEQCHI >19672 -WVTVQRTEAAERCGLHGSGVWRVEAERLTLLTVGAQPQILEPLLSWPYTLLRRYGRDKVMFLFEAGRRCPSGPGTFTFQTAQGNDIFQAVETAIHRQKAQG +WVTVQRTEAAERCGLHGSLVLRVEAERLTLLTVGAQSQILEPLLSWPYTLLRRYGRDKVMFSFEAGRRCKNGPGTFTFQTDQGNDIFQAVETAIHRQKAQG >18890 -SLQDGVRQSRASDKQTMLPNDQLYQPLWDREDDQYSHLQCNQLRCN +SLQDGVRQSRAEDKQTLLPNDQLQQDLKDREDDQYSHLQGMQLRRN >5545 -SYYHHHHHHDYDIPTLENLYFQGAMGSGPCRRHLDSVLQQLQTEVYRGAQGLYVPNCDHRGFYRKRQCRSNQGQRRGPCWCVDVMGKSLPGSPDGNGSSSCPTGSSG +SYYHHHHHHDYDIPTTENLYFQGAMGSGPCRRHLDSWLQQLQTEVYRGAQILYVPNCDHRGFYRKVQCRSSQGQRRGPFWCVDRMGKSLPGSPDGNGSSSCPTGSSG >17483 -MSDEGRKGFGEKASWALKPDSQKSYAEQGKEYITDKALKVAGKVQPGDNKGVFQGVHDSAEKGKDNAEGQGESLADQARDYMGAAKSKLNDAVEYVSGRVHGEEDPTKK +MSDAGRHGFGEKGSEALKPDSQKSYAEQGKEYITDKADKVAGKVQPEDNKGVFQGVHDGAEKGKDNAEGQGESLADQARDYMGAAKSKLYDAVEYVSGRVHGEEDPTKK >11019 -GSFTMDGLVDSNPAPPESQEKKPLKPCCACPGTKKARDACIIEKGEEHCGHLIEAHKEWMRALGFKW +GSFTMPGSVDSNPAPPESQEKKPLKPCCACLETKKLRDACIIENGEEHCGHLIEAHKECMRALGFKI >15563 -MASNKSKCKDASQRRRSLEPALNVHGAGGGAFPASQTPSKPASADGHRGPSAAFAPAAAEPKLRGGFNSSDTVTSPQRRGPLAGGSAWSHPQFEK +MASNKSPPKDASQRRRSLEPAENVHGAGGGAFKASQTPSKPASADGHRGPSAAFAPAAAEPKLFGGFNSSDTVTSPQEAGPLAGGSAWSHPQFEK >18578 -GSKRRELDDPGAYNYPFTWNRPSAPPGYNIAVKPDQIQYTEQCNAKIAYKQNKANIAQEQQYGSHEEHLPADLETLQREIRMAYERLDLAIQAYHHQNNPHGPREKKAKVGSKSGSNKSSISSKSGDGKTSVWI +GSKRRELDDPGAYNYPFTWNTPSAPPGYNIAVKPDQIQYTELGNAKIAYKQNKANIAQEQQYGSQEEHLPRDLETLQREIRMAQERLDLAIQAYHHENNPHGPREKKAKVGSKSGSNKSSISSKSGDGKTSVWI >17836 -MAYSEKVIDHYENPRNVGSFDNNDENVGSGMVGAPACGDVMKLQIKVNDEGIIPDARFKTYGCGSAIASSSLVTEWVKGKSLDEAQAIKNTDIAEELELPPVKIHCSILAEDAIKAHIADYKSKREAK +MAYSFKVIDHYENPRNVGSFDNNDENVGSGMVGAPACGDVMKLQIKVNDEGIEEDARFKTYGCGSASASSSLVTEWVKGKSLDEAQAIKNTDIAEELELPPVKIHCSILAEDAIKAAIADYKSKREAK >5076 -MKKVIATKVLGTVKWFNVRNGYGFINRNDSKFDVFAHQTAIKKNNPRKYLRSVGDGETVSFDVVEGEKGAEAANVTGPG +MKKVIATKVLFTVKWFNVRNGYGFITRNDTKEDVFVHQTAIKKNNPRYYLRSVGDGETVEFDVVEGEKGAQAANVTGPG >5736 -MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLGYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPYDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLMHLTAEGQATLEFLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVAGQFEDADVDH +MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLMTSTLYIAESHLSWLDGSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDWDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVAGQFEDADVDH >18631 -MAAPGHRGRFYGGNLFFLPGGARSEMMDDLATDARGRGAGRRDAAASASTPAQAPTSDSPVAEDASRRRPCRACHDFKAW +MAAPGERGRFHGGNLFFLPGGARSEMMDDLATDARGRHKGRRDAAFSASTPAQAPTSDSPVAEDASRRRPCRACVDFKIW >4286 -GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTRELQAEIDDTVGIMRDNINKVAERGERLTSIEDKADNLAVSAQVFARGQNRVRKAMWYKDLKMK +GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTAELQAEIDDTVGILRDNHNKVLERGERLTSIEDKADNLAVSAQGFKRGANRVRKALWYKDLKMK >19332 -MVRTKADSVPGTYRKVVACRAPRKVLGSSTSCTNSTSVSSRKAENKYAGGNPVCVRPTPKWQKGIGEFFRLSPKDSEKENQIPEEFGSSGLGNAKRKACPLQPDHTNDEKE +MVRTKADSVPGTYRKVVAARAPRKVLGSSTSAINSTSVSSRKAENKYAGGNPVCVRPTPKWQKGWGEFFRLSDKDSEKENQIPEEAGSSGTGKAKRKACPLQPDHTNDEKE >15180 -GHMDEEDGEPPYEPESGCVEIPGLSEEEDPAPSRKIHFSTAPIQYFSTYSNYDYDRRNMDVDPQAASAEYELEKRVERLEL +GHMDEEDGEPPGEPESGCVEIPGLSEEEDDAPSRKDHFSTAPIQVASTYSNEDYDRRNEDVDPMAASAEYELEKRVERLEL >2956 -MKPVTLIDVAEYAGVSYQTVSRVVNQYSHCMAKTREKVEAAMAELNYIPNRVAQQK +MKPVTLDDVAEYAGVSYITVSRVVNQASHVSAKTREKVEAHFAELNYIPNRVAQQL >18927 -ENREIQPPFKPKVSGKGVENFDKFFPRGQPVLTPPDQLVIANIDQSDFEGFLYVNPQFVHPINQSAVX +ENREIQPPFKPKVSGNGAENFDKFFTRGQPVLTPPDQLVIANIDQSDFEGLSYVNPQFVHPILQSAVX >18867 -SLRYRWQNEKLGLDAGDDYEDEHLYEGLNLDDCSMYEDISRGLQGTYQDVGSLNIGDVQLEIP +SLRKRWQNEKIGLHAGDEYEDENLYEGLNLDDCSMYEDISRGLQGTYQDVGTLNIGDVQLEKP >4034 -AIPKRLCLVCGDIASGYHYGVASCEACKAFFKRTIQGNIEYSCPATNECEITKRRRKSCQACRFMKALKVGFLKEGVRLYRDRGGRQKYKRRLDSENE +AIPKRLCLVCGDIASGYHYGVASPEACKAFFKRTIQGNIEYSCFATNECEITKRRRKSCQACRFMKALKVGMKKEGVRLDRVRGGRQSYKRRLDSENS >19482 -NPLEAVVFEPRDGNAVGNLLFSLRGTKQSSLSRAVKVFETFEAKIHHLETRPAQRPLAGSPHLEYFVRFEVPSGDLAHLLSSVRRVSDDVRSA +NPLEAVVFEERDGNAVCNLYFSLRGTKPSSLSRAVVVFETFEAKIHHGETRPAQRPLAGSPHLEYFVRFEVPSGDLAALLSSVRRVSDDVRSA >25093 -MIHSSVKRWGNSPAARIPATLMQALNLNPDDEVKIDLVDGKLIIEPVYKEPVFTLAELVNDITVENLHENIDWGEPKDKEVW +MIHSSCKRWGNSPAVRIPATLMQALNCNIDDEVKIDLVDGKLIIEPVRKEPVFTLAELVNDDKPENLHENIDWGEPKDKEVW >15430 -MNLEPPKAECRSATRVMGGPCTPRKGPPKFKQRQTRQLKSKPPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFWHLELHELAQYGII +MNLEPWKAEIRSATRVMGGPVTPRKGPPKFKQRQTRQFKSKPPKKGVQGFGDWIPGMEGLGNDITVIAPDEAFNHLELHELAQYGII >25327 -GSHMADEDANRPVRPGEDPNEAFRSTPFEATTSALGLCRECIAYRTGATTGKGSRRHDDTVSREIKGDSATPGGSEKAGTGRQ +GSHMADENANRPVNPGEDPNEAFRSTPFEAWTSALGDCFECIAYRTGATTGKGSRRHDDTVSREIKGSSATPGGSCKAGTGRQ >17048 -ASTASPAKAESSGVIDLFCDAFGSGASETDPRFQAVSSSSASADLLAGFGGSFMAPST +APTASCAKAESSGVIDLWGDAFGSGASETQPAPQAVSSSSESADLLAGFGGSFMAPST >16670 -AAGGAWGRLACYLEFLKKEELKEFQLLLAFKAHSRSSSGETPAQPEKTSGMEVASNLVAQYGEQRAWDLALHTWEQMGLRSLCAQEQEGAGHSLEHH +MAGGAWGRLACYLEFLKKEELKEFQLLLANKAHSRSSSGETPAQPEKTSGMEVASYLVSQYGEQRAWDLRLLTWEQMGLRSLCAQAQEGAGHSLEIH >15162 -NDDKLYRADSWVPDEIKQSGGWMPRGQSDYFDRGTQMNINLYDHARGTQTGFVRHDDGYVSTSISLHSAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAADGYGLAGF +NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLYDIARGTQTGFVRHDDGYVSTSISLRKAHLVGQTILSGHSTLYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGMRDRYYSNLDIAPAADGYGLAGF >15336 -GAMESAERRNSILTETLHRRSLEGDAPVSWTETKKQSTKQTGEFGEKRKNSILNPINSIRKFSIVQKTPLQMNGIEEDSDEPLERRLSLAPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVFQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLKECLFDDME +GAMESAERRNSILTETLHRFSLEGDAPVSWTETKKQSWKQTGEFGEKRKNSILCPINSIRKFWIVQKTPLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSENQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLKECLFDDME >5022 -AFPSPAADYVEQRIDLNQLLIQHPSATYFVKASGDSMIDYGISDGDLLISDSAITASHGDIVIAAVDGEFTVKCLQLRPTVQLIPMNSAYSPITDSSEDTLDVFGVVIHVVKAMR +AFPSPAADYVECRIDLNQKLIQHASATYFVKASGDSMIDGGISDGDLLIVDSAITASHGDIVIAAVDGEFTVKKLQLRPTVQLDPMNSAYSPITISSEDTLDVFGVVIHVVKAMR >15855 -GPHMTLEEFSAGEQQTERMDKVGDALEEVLSKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADECDDRDYALQIHFTLIQAFCCENDINILRVSNPGRLAELLLLETDAGKAASEGAEQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVPVINLPER +GPHMTLEEFSAGEQKTERMDKVGDALEEVLSKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADEDDDRDNALQIHFTWIQAFCCENDINIMRVSNPGRLAELLLLETDAGPAASEGAEQPPDGHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVPVINLPER >16450 -MAYQQDPCANPTRQTGKTGGQADQYGNPVHQTEALGAYGAGTGTGMHGGEHQQQPHQQPGVLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGWGRKDEQKQTSATSTPGAGQQQKRMMEKIKEKLPGAH +MAYQQDPCANPTRQTGKTGGQTDQYGNPVHQTEALGAYGAGTGTGMHGGEHQQQPHQWPGVLNRSGSSSLEDDGQGNRRKKGMKEKIKERIPGAGRKDEQKQTSATSTPGQGQQQKGMMEKIKEKLPGAH >15766 -AVPVESKPDKPSGKSGMDAALDDLIDTLGGPERTEEENTGYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGPPADSSKPIGPDDAIDALSSQFTCGSPTAAGKKTDKEESTEVLKAQSAGTVRSAAPPQEK +AVPVYSKPDKPSGKSGMDAALDDLIDTLGGPEETEEENTTYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGDPADSSKPIGPDKAIDALSSDFTCGSPTAAGKKTQKEESTEVLKAQSAGTVRSAAPPQEK >6431 -EAESLQSAQKAKAEERKRRKMSRGLPDKTEMEKSVMAKKLEQKPKGEGIPTTAKLKVDEFESNVNEVKDPYPSADFPGDDEEDEPEIPVQPRPRPLAELQLKEWAVPIPEASSFFIFSPTNKVRVL +EAESLTSAQKAKAEERKRRKMSRGLPDKTEEEKSVMAKKLEQKPKGEGHPTTAKLKVDEFESNVNEVKDPYPSADFPGDDEEDEPEAPVSPRPSDLAELQLKEKAVPIPEASSFFIFSPTNKVRVL >17926 -MGSSHHHHHHSSGLVPRGSHMAAPEGGISDVLESSIKEAQETCAGDPVSGECVAAWDEVEELSAAASHARDKCKADGSDPLEEYCKDNPETTECRTYDN +MGSSHHHCHHPSGLVPRGSHMAAPEGGISDVVEKSIKEAQETMAGDIVSGECVAAWDEVEELSAAASHARDKKKADGSDPLEEYCKDNPETNECRTYDN >4280 -ASASPKQRRSIIADRGPMYDDPTLPEGWTRKLKQRKSGRSAGKYDVYLINPQGKAFRSKVELINYFEKVGDTSQDPNDFDFTVAGRGSGSGC +AAGSPKQRRSIIRDRGYMYDDPRLPEGWTRKLKQRKSGRSAGKYDVYLINPQGKAFRSKVELIAYFEKVGDTSLDPNDFDFTVTGRGSGSGC >6139 -DEAQFKETYDTCHQECSDKGNGFTFCEMKCDTICSVKDVKEKLENYKPKI +DEAQFKECYDTCHKECSNKDNGFTKCEMKCDTDCSVKDVKEKLENYKPKN >11338 -GSSGSSGMTDYGHEQRNELEALESIYPISFTVLSENPPSFTITVTSEAGENDETVQTTLKFTYSEKYPDTAPLYEIFSQENLEDNDVSDILKLLALQAEENLGMVMIFTLVTAVQEKLNEIVDQIKTR +MSSGSSGMTDYGEEQRNELEALESIYPDSFTVLSENPPSFTITVTSEAGENDETVQTTLKFTYSEKYPDEAPLYEIFSQENLRDVDVSDILKLLALQAEENLGMVMIFTLVTAVQEKVNEIVDQIKTR >18889 -SWKNRKAKAYPVTRGAGAGGRQRDQMKERPPPVPNPDYEPIRKGQRDLYSGLNQRRI +SLKNRKAKARPVTRGAGAGGRQRGQNKERPPPVPNADYEPIRSGQRDLYSGLNARRI >19485 -MGLSFPSPGESAPPTPDLEEKRAKLAEAAPRRQKEAASRGILNVQSVQEKRKKKEKIEKQIATHGPPPEGGLRWTVSLEHHHHHH +MGLSFPSPGESAPPMPDLEEKRAKLAEIAERRQKEAASRGILDVQSVQEKRKKKEKIFKQIATSKPPPEGGLRWTVSLEHHHHHH >15174 -GXSFCKADEKXCEYHADCCNCWLSGICAXSTNWITTGCSTPSFFKI +HXSFCKADEKXDEYHAECCNCCLSTICAXSTNWILPGCSTSSFFKI >6974 -MQPASAKVYDRRDYVFIEFCVEDSKDVQVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNWLSVDFNNWKDWEDDSDEDMSNFDRFSEMMNNMGGDEDVDAPAVDGADDDSQDSDDEKMPDLE +MQPASAKWYDRRDYVFIEFCVELSKDVNVNVEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSHHKRTDRSILCCLRKGESGQSWPRLTKELAKLNWLSVDFNNWKDWEDDSDEDMSNFDRFSEMMNNMGGDEDVDLPEVDGADDDSQDSDDEKMPDLE >19796 -GRAMGLPGERGLRGEPGSVPNVDRLLETAGIKASALPEIVETWDEMFGSFLPVPERRRGPKGDSGEQGPPGKE +GRAMGLPGERGLRGEPGSVPNVDRLLETAGIKASARRERVETWDESSGSFLPTPERSRGPKGDSGEQGPPGKE >5956 -MADKRAHHNALERKRRDHIMDSFHSLRDSVPSLQGEKQSRAQILDKASEYIQYMRRKVHTLQQDIDDLKRQNALKEQQVRALEGSGC +MADKRAHHNALERKRRDHIKDSFHSLRDSVPSLQITKASRAQILDKATEYIQYMRRKVHTLQQDIDDMKRQNALLEQQVRALEGSSC >7292 -GAMGSSPQDGNYFEHKHNIRPKPFIIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMNLPGVKIVHAQFNTPMQLYSDDNIMETLKGQVSTALGETPLMSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFRVLQGMVDDGSDDRPAGTRS +GAMGSEPQDGNYFEHKHNIRPKPFVIPGRSSGCSTPSFIDCGSKRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETLQGQGSTALGETPLMSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFRVLQGMVDDGSDDRPAGTRY >19037 -LLQEALSAYFDSMKIPSGQPETADVSREQVDKELDRASNSLISGLYQDEEDPPDPPTPMNSLVDECPLDQGLPKLSALAVFEKCSQISKSQSTTASLSKK +KLQEALSAYFDSMKIPSGQPETADVSREQVDKELDRASNSLISGLSQDEEDPPLPPTPMNSLVDERPLDQWLPKLSAEAVFEKCSQISLSQSTRASLSKK >1128 -VVYTDCTESGQNLCWDEGSNVCGQGNKCILGSDGEKNQCVTGEGTPKPQSHNRGEFEEIPEEYLQ +VVYTDCTESFQPLCLCEGSNCCGQGNKCILGSVGEKNQCVTGEGTPKPQSHNDGDFEEIPEEYLQ >4272 -MSGTAETAPPAAPAGEGGPPAPPPNLTSNRRLQQTQAQVDEVVDTMRVNVDKVLERDQKLSELDDRADALQAGASLFETSAAKLKRKYWWKNLKMM +MSATAATAPPAAPAGEGGAPAPPPNLTSNRRLQQTQAQVDEVVDIMRVNVDKVLERDQKLSELDDRADALQAGASQFETSAAKLKRKYWWENLKMM >15136 -MSQSQEEENPAEETGEEKQDTQEKEGILPERAEEAKLKAKYPSLGQKPGGSDFLMKRLQKGQKYFDSGDYNMAEAKMKNKQLPSAGPDKNLVTGDHIPTPQDLPQVSSSLVTSKLAGGQVE +MQQKQEEENPAEETGEEKQDTQEKEGIVPERAEEAKLKAKYPSLGQKPGGSDFLMKRLQKGQKYFDSGDMNMAKAKMKNKQLPSAGPDKNLVTGDHIPTPQDLPQRKSSLVTSGLAGGQVE >11388 -GSSGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPHVERKILDLFQLNKLVAEEGGFAVHCKDRKWTQIATKMGFAPGKAVGSVIRGHYERILNPYNLFLSKDSLRCLQKPNLTSDTKDKEY +GSSGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPHVERKILDLCQLNKLVAEMGGFAVVCKDRKWTKIATKMGFAPGKAVGSHIRGHYERILNPYNLFLSGDSLRCLQKPNLTSVTKDKEY >6968 -MDVFMKGLSKAKEGVVAAAEKTKQIVAEAAGKTKEGVLYVGSKTKEGVNHGVATVAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDDDNEAYEMPSEEGYQDYFPEA +MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEGVLYVGSKTKEGVVHGNATVAEKTKEQVTNVGGAVVTGVTAVYQKTVEGAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEDYEMPSEEGYQDYHPEA >6498 -LASVLEELQKDLEEVKVLLEKSTRKRLRDTLTSEKSKIETELSNKMQQKSQFKPEPDNEKPAAVVAPLTTGYTVKIS +MASVLEELQKDLEEVKVLLEKSTRKRLRDTLTSEKSRIETELKNKMGMKSQKKPELDNEKFAAVVAPLTTGYTVKIS >6212 -NKELDPVQKLFVDKIREYRTKRQTSGGPVDAGPEYQQDLDRECFKLKQCYGKADMYTFPNETFEDPKFEVVEKPQS +NKELDPVQGLFVDKIREYRTKRQTSGGPVDAGPEYQQDLDRELFKLKQMYGKADMNTFPNFTFEDPKFEVVGKYHS >19521 -GHSMSQSNRELVVDFLSYKLSYKGYSWSQFSWVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAREVIPMAAVKQALREAGDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNEGFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRDAAWMATYLNDHLEPWIQENGGWDTFVELYGNNAAAESRKGQER +GHSMSQSNRELVVDFLSYKLSQKQYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAREVIPMAAVKQALREAGDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAVFSFGGALCVESVDKEMQVLVSRIAAPMATYLNDHLEPWIQENGGWDTFVEDYGNNAAAESRKGQER >6970 -PQAIKLVVVGDGAVGKTCLLRSYTTNAFPGEYIPTVFDNYSANVMVDGKPVNLGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGTKLDLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGMVKYLECSALTQRGLKTVFDEAIRAVLSPPPVK +MQAIKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSANVMVDGKPVNLGLWDTAGQEDYDRLRPLSYPQTDVFLICRSLVSPASFENVRAKWYPEVRHHCPNTPIILVGTKLWLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGVVKYLECSALTQRGLKTQFDEAIRAVLSPPPVK >5313 -GPLGSPSKDCGSPKYAYFNGCSSPTAPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNVANYSAEQNRMGQEGSTISNMHAQPFDFPDDNQNAKKVAAGHELQPLAIVDQHPSSRASSRASSRPRPDDLEI +GPLGSPSKNCGSPKYAYFNGCSSPTAPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNSANYSAEQNRMGQAGSTISNSHAQPFDFPDDNQNAKLVAAGHELQPLAIVDQRPSSRASSAASSRPRPDDLEI >6846 -HLMYTLGPDGKRPYTTKKVTESGEIPKSAHPARFSPDDKSSRQRVTLKKRFGLVPGQHHHHHH +HLMYTLGPDGKRIYTLKKSTESGEITKSAHPARFSPDDKYSRQRNTLKKRFGLVPGQHHHHHH >19135 -MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSFTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTKGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKDAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSVVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQGL +MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTNSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSIFSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKDGILRPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQGL >4716 -GPLGSPEFSMPHSSPPNRPNYNVSCSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFNAHKDKKGPRTIAEMRKEEMAKEMDPEKLKILEWIEGKERNIRARLSTMHTVLWAGETKWKPVGMADLVTPGQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSEFENQGQKPLY +GPEGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNARGKAAANLEGKQKAADFEDLLSGQGFNAHKDKKGPRTIAEMRKEEMAKEMDPEKLKILEWIEGKERNIRALLSTMHTVLWAGETKWMPVGMADLVTPEQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSEFENQGQKPLY >6521 -GSDMNNTSSSPQFKKKPLDGEYFTLGIRGRERFEMFRELNEALELKDAQAGKRPG +GSHMNNTSSSPQPKKKPLDGEYFTLFIEGRERFEMFREFNEGLELKDAQAGKEPG >26549 -GHMASGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPKRRKRTVVLTESNVSSALAELATKTFGSSGSSAVVSGTATALPDQASDDGDKGSDVESYSSMPPFEGEPGDPDLSDGLWSTVSEEASEDVVCC +GHMASGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLGAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPHHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKFSDVESYSSMPPLEGEPGDPDLSDDSWSTVSEEASEDVVCC >11526 -MNIVPQDTFKSQVSTDQDKSVLSSAVPSLPDTLRQQEEGAVPLSTQLNDRHPLEMTLKNWETTQRQRQMEQYRQIFGIAEPMKRTMEMEIVNRTDFNPLSTNGSIHRDILLNKECSYDWEDVYPGTGCQASTMVGDDVHSKIEKQLGI +MNIVPQDTFKSQVSTDQDKSVLSSAVPSLPDTLRAQEGGAVPLSTPLNDRHPLESTLKNWETTQRQRQMEQYRQAFGIAEPMKRTMEMEIVNRTDFNPLSTNGSIHRDILLNKECSIDWEDVYPGTGLQASTMVGDDVHSKIEKQSGI >19364 -MRGSHHHHHHGSATFPPATSLPVQPPGPEDEDSSLDESDLYSLAHSYLGGGGRKGRTKREAAANTNRPSPGHHEAKLVTKLQNSERKKRGARR +MRGPHHMHHHGSATFPPATSAPQQTPGPEDESSSLDESDLYSLAHSYLGGGGRKGRTKREAAANTNRPSPGGHERKLVTKLQNSERKKRGARR >15719 -AKTKGNKVNVGVKYAEKQEYRFSPEKLREGRNIIGLQMGINKFASQQGMTAYGTRRHLYDPKLGTDQPLDQATISLQMGTNKGASQAGMTAPGTKRGI +AKTKGNKVKSGVKYAEKQERRFVPEKLREGRNIIGLQMGINKFASQQGMTAYGTRRHLYDPKLGTDQPLDQATISLQMGTNWGASQAGMTAPGTKRQI >4985 -ATPAPAAEMPGITIISASQTGNARRVAEALRDDLLAAKLNVKLVNAGDYKFKQIWSEKLLIVVTYTQGEGEPPEEAVALHKFLFSKKAPKLENTYFAVFSLGDTSYEFFCQSGKDFDSKLAELGDERLLDRVDADVEYQAAASEWRARVVDALKSRAPVAAPSQSVA +AMPAPAAEMPGITISSASQTGNARRVAEALRDDLLAAKLNVKLVNAGDYKFKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLFSKKAPKLENTAFAVFSLGWTSYEFFCQSGKDFDSALAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRAPVAAPSQSVA >15506 -GSNGADNAHNNAFGGGKNPGIGNTSGAGSNGSASSNRGNSNGWSWSNKPHKNDGFHSDGPLHITFHGDNNSKPKPGYNSGNRGNNGDDAS +GSNGADNAHNNAFGGGKNPGIGNTSGAGSNGSASSNRGNSNDWSWSNKPHFNDGFHSDGSYHITFHGDHNSKPKPGGNSGNRGGNGDGAS >6112 -GSHMEHPKPSACRNLFGNVDHEELTRDLEKHCRDMEEASQRKWNFDFQNIKPLEGKYEWQEVEKGSLLEFYYRPPRPPKGACKVPWQE +GSHMEHPKPSACRNLFGPVDHEELTRDLEKHCRDMEEASQRKWNFDFQNHKPMEGKYEWQEVEKGLLPEFYYRQPRPPKGACKVPAGE >15398 -GNCSISPSALQDLFRTLKSPSSPQQQQQVLNILKSNPQLMAAFIKQRTAIYVANQPGMQ +PNRSISPSALQDLLRTLKSPSSPQQQQQVRNILKSNDILMAFFIKQRTAKYVANQPGMQ >19357 -MEANISGQGGLAYPAVRTHGTLESVNGPKAGSRGLTSLADTFEHNIEELLNEDQKVRPNEENNKDADLYTSRVMLSSQVPLEPPLLFLLEEY +MEADERGQGGLAYPGVRTHGTLESVNGPKAGSRGLTSLADTFEHMIEELLDEDQKVRPNEHNNKDADLYTSRVMLSSQVPLEPPLLFLLEEY >15141 -MKAKRSHQAIIMSTSLRESPSIHGYHFDTCVRKKAVGNIFENTDQESLERLFRNSPDKKAEERAKIIFAIDQDVEEKTRALMALKKRTKDKLFQFLKLRKYSIKVH +MKAKRSHQAYIMSISLRVSPSIHGYHFDTASRKKAVGNIFENTDQESLERLIRNSGDKKAEERAKIIFAIDQDVEEKTRALMALIKRTKDKLFQFLKLRKYSIKVH >15711 -ATKAVAVLKGDGPVQGIINFEQKESCGPVKVWGSIKGLAEGLHGFHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVQSLSGDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSKLACGVIGIAQ +ATKAVAVLKGDGPVQGIINEEQKESNGPVKVWGSIHRLTEGLHGFHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAISRLACGVIGIAQ >16296 -PGPEEQEEEPQPRKPGTRRERTLGAPASSERSAAGKRGPRGHKRKLNEEDFASESSRESSNEDEGSSSHIDEMAKALEAELNDLM +PGPEYQEEEPQPGKPGTRRERTLGAPASSERSAAGGRGPRGHKRYLNEEDAASESSRESSNEDEGSSSEADEMAKALEAELNDLM >17760 -MEEPQSDPSVEPPLSQETFSDLWKLLPENNGLSPLPSQAMDDLMLSPDDIEQWFTEDPGPDEAPRMPEAAPPVAPACAAPTPAAPAMAPDWPL +MEVPQSDPSVEPPLSQETFSDLWKLLPENNVLSPLPSQAMDDLMLSPDDIEQWFTEDPGPDEAPRMPEAAPPVAPAPMAPTPPRPAPAPSWPL >19507 -MAEMKTDAATLQQEAGNFERISGDLKTQIDQVESTAGSLQGQWRGAAASAAQAAVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEEQQEALSSQMGFKLAAALEHHHHHH +MAEMKTDAATLAQEAHNFERTSGDLKTQQDQVESTAGSLQGQWRGLAGTAAQAAVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEEQQQALSSQMGFKLAAALEHHHHHH >4922 -IDVLLGADDGSLAFVPSEFSISPGEKIVFKNNAGGPHNIVFGEDSIPSGVDASKYSMSEEDLLNAKGETFEVALSNKGEYSFYCSPHQGAGMVGKVTVN +IDVLLGADDGYLAFVPSEFSIKPGEKIVFKNNAGFPHNIVFDEDSIPSGVDDSKISMSEEDLLNAKGETFEVALSNKGEYSFYCSPDQGAGMVGKVTVN >17325 -GLMELSVSSDSDSSQAGSNAGNQPMLWPAWVYCTRYSDRPSSGPRSRKPKKKNPAKEDKRPRTAFTAEQLQRLKAEFKTNRYLTEQRRQSLAQELGLNESVIKIWFQNKRAKIKKAT +GPMELSCSSDSDSSQAGSNAGNQPMLWPAWVYCTRYSDRPSSGPRSRKPKKKNPNKESKRPRTVFTAEQLQRSKAEFQTNRYLTEQRRQSLAQELGLNESQIKIWFQNKRAKIKKAT >15672 -PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPYRDPRPPPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGWGQLTYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDETTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHHHH +PALTPSLGAKPKPQHLSDSGGPLIDLLTEDPPRYRDPRPPPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYNWKNMNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDYTTQAGRNHLVHYRQALLAGLQNAGRSHHHHHHHH >15176 -GHMDPKGRKKIDFSVPAPPSQLDPDQVEMIRRRRPTPALLFRVSEHSSPEEESSPHQRTSGEGHHPKSKRPNPSAYTPPSLKAVQRIAESHLQTISNLSENQASREEDELGELGELGYPQ +GHMDPKHRKKIQFSVPAPPSQHDPRQVEMIRRRRPTPALLFRVSEHSSPEEESSPHQRTSGEGDHPKSKRPNPSAYTGPSLKAVQRIAESHLQTISNLSENQASEEEDELGELRELGYPQ >17205 -MVEKDKKQEQENHAECEDKPKPCCVCKPEKEERDTCILFNGQDSEKCKEFIEKYKECMKGYGFEVPSVN +MTETDKKQEQENHAECEDKPKPCCVCKPEKEERDTCICFNGQDKEKHKEFIEKYKECMKGYGFSVPSAN >4914 -LGASRHRPDKCCDGYQKRPLPQVLLSSWYPVSQLCSKPGVIFLTKRGRQVCAAKSKDWVKKLMQQLPVTAR +LGASWHRPDKCCLGYQKRWLPQVLLSSWYPTSQLCSKPGVIMLTKRGRSVCADKSKDWVKILMQQLPVTAR >hmbdi -MKHDHHQGHTHSGKGGACHHEHNSPKTQQASSKMEGPIVKTCPMHPEIRQSAPGHCPLCGMWLEPEVVTVSEVVSPEYLDMRRR +MKHDHHQGHTHSGKGHACHHEHNSPKEQQASSKMEGPIVYTWPMHPEIRQSAPGHCRLCGMNLEPETVTVSEVVSPEYLDMRRR >15097 -PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHTGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTCTNEVFTAFTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLPLWKQQNLKKEKGLF +PRLFECSNKTPRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFIATTTLVPTKLETFPLDVLVNTAKEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLPLWKQQNLKMEKGLF >19478 -GPDSMDCQAVLQTLLSRTDLDPRVLSNSGWGGTQIKQDTVWDIEEVPRPEGKSDKGTEGEESAATQTKNSGGWGDAPSQSNQPKSGWGEL +GPDSMDCQAVLQTLLSPTDLDPRVLSNTGWGQTQIKQDTVWDIKEVPRPEGKSDKGTEGWESAATQTQNSGGWGDAPSQSFQMKSGWGEL >6580 -LKTFSSKSEYQLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSSTKNLRIQCEGGSFSLQSDSRSTQPVPRFDCVLKLVHHYMPPPGTPRFSLPPTEPSSEVPEQPPAQALPGVTPKRAYYIYSGGEKIPLVLSRPLSSN +LKTFSRKSEYQLVVNAVRKLQESGFRWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLHLVHHYMPPPGTPSFSLPPTEPSSEVPEQYPAQALPGSTPKRAYYIYSGGEKIPLVLSRPLSSN >16160 -GHMKMADAKQKRNEQLKRWIGSETDLEPPVVKRKKTKVKFDDGARFLAACSSGDHEEVLRLLERGADINYANVDGLTALHQASIDDNVDMVKRLDENGAN +SHMKMADAKQKRNEQLKRWIGSETDLEPPVVKRKKTKVQFDDGAVFLAACSSGDTTEVLRLLEAGADINYANVDGLTALHQASIDDNVDMVKFLVENGAN >5070 -AVFSGDIANLTAAEIEQGSKDVPSFVHEGGDVPLVELLVSAGISPSKPQAREDIQNGAIYVNGEQLQDVGAILTAEHRLEGRFTVIRRGKKKYYLIRYALEHHHHHH +ALFSGDIANLTAAEIEQGFKDVLSFVHEGGDVPLVELLVSAGIIPSKRQAREDIQNGAIYVNGERLQDVGAILTAEHRLEGRFTVIRRGKKKYMLIFYALEHHHHHH >15409 -GSLEVKFSRSADAPAYQQGQNQLYNELNLGRREEYDVLDKRRGRDPEMGNKPRRKNPQEGLYNELQKDKMAEMYEEIGMKGERRRGKGHDGLYQGLSTATKDTYDALHMQALPPR +GSLRVKFSRSADAPAYQQGQNQLYNELNLGRREEYSVLDKRRGRDPEMGGKPRRKNVQEGLYNELQKDKMAEAYSEIGMKGEDRRGKGHDGLYQGLSTATKDTYDALHMQALPPK >19171 -MHHHDHHSSGLVPRGSEFDEWTPGTAVLTSPVLVPGCPSKAVDPGLPSVKQEPPDPEEDKEENWDDSASKLAPEEEAGGADTPVITEIFSLGGCRFRDTAVWLPRSKDLKKPGARKQ +MHHHHHHSSGVVPRGSEFDEWTPGTAVLTSPVLVPGCPSKAWDPGLPSVKQEPPDPEEDKEENKDDSASKLAPEEEAGGAGTPVITEIFSLGGTRFRDTAVWLPRSDALKKPGARKQ >15441 -SHHHHHHSMANSAGSSNTQTHDASLQATVNGQSWGKKQPLNLSVYNVQAENIPPKETLVYTKQTQTTSTGGMNGD +SHHHHHHSMANSAGSSNTCTPDASLQATVNGQSGGKKQGLNLSVYNVQATNIPPKETQVYTKQTQTTSTGGGAGD >19114 -MPLGSPEFMSSSAGSGHQPSQSRAIPTTTVAISDAAQLPHQYCTTPGGTLFSTTPGGTRIIYDRKFLLDRRNSPMAQTPPCHLPNPPGQTSPGTLIEDSKVEVNNLDNLDNHDRKHAVGDDAQFEMDI +MPLGSPEFMSSSAGSGHQPSQSRAIPTRTVAISDAAQLPHDYCTTPGGTLFSTTPGGTRIIYDRKFLLDRRNSPMAQTPPCHLPNPPGVPSPGTLMEDSKVEVNNLDNLFNHDRKHAVGDDAQFEMDI >7358 -GNHSGKRKLSAEKASKDGEIHRGEAGKKRSSGKLSQTASEDSDVFGEADAIQNNGTSAEDTAVTDCKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRQFSGDRGAPKRGSGKVSLEHHHHHH +GNHLGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDSDVFGHADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQWDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKSGSGKVSLEHHHHHH diff --git a/datasets/chezod_117_all_rand_5.fasta b/datasets/chezod_117_all_rand_5.fasta index bc18569..add2cb6 100644 --- a/datasets/chezod_117_all_rand_5.fasta +++ b/datasets/chezod_117_all_rand_5.fasta @@ -1,234 +1,234 @@ >4307 -GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSASSRPMMHFGNDWEDYYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVEITIKQNTVTTTTKGENDTETDIKIMERVVEQMCTTQYQKESQAYYDGRRS +GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSAMARPMMHFGNDWEDRRYRENMNRYPNQVYYRPVDQYNNQNNFVHDLVNITIKQHIVTTTTKGENFTETDIKIMERVVEQMCTTQYQKESMAYYDGRRS >15768 -MSTNPKPQRKTKRNTNRRPQDAKFPGGGQIVGGWYLLPRRGPRLGVRATHKTSERSQPRGRRQAIPKARRPEGRTWAQPGYPHHGHHH +MQTNPKPQRKTKRNTNRRPQDVEFPGGWQIVGGVYLLPSRGPRCGVRATRKTSERSQPRGRRQPIPKARRPEGRTWAQPGYPHHHHHH >15397 -GTQNRPLLRNSLDDLVMPPSNLEPQSDTRALLDQLHTLESNTDATGLEEIDRALRIPELVNQGQALEPKQD +GDQNRPLLRNSLDDIVGPHSNLEGQSDERALLNQLHTLLSNTDATGLEEIDRALGIPELVTQGQALEPKQD >15123 -GESGERWARQVSFGHFVTLHGAENLEEETNDEDVSDTKRRIAMRLAERRQFDSATHGDE +GESGERWARQVIGGHNVTLHGEERLEEETNDEDVSDIERRLAMRLAERCQEDSATHGDE >6047 -MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVSPIDIQAVEPAGMAVSLVLPQEAADVRQSWCCHHHFFASKPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRHLLQTMSSRTP +MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAACVRQSFCCHVHFFASVPTGEHWASKRQGLEGLAIVSVHEAFGLGQEFNRHQLQTMSSRTP >17290 -MGSSHTHHHHPSGLVPRGSHMYRKDKRMQEPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTKRRSPDDIPLMTPNTITMIPNSLVGLQWLHPYNTFAAGFNSTGLPHSHSTTRV +MGSSHHHHHHSSGLVPRGSHMYRKDKRRQEPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHPCEASPPHDTLILTALPDYTLTLRRSGDDIPLMTPNTITMIPNSLVGKQTLHPYNTFAAGFNSTGLPFSHSTTRV >16876 -MAEEIKNVPEQEVPKVATEESSAEVTDRGLLDFLGKKKDETKPEETPIASEFEQKVHISEPEPEDKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTTETEVKEQEKKGFMEKLKEKLPGHKKPEDGSAVAAQPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPKTTVEEEKKDKE +MAEEIKNVPEQEVPKVAMEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLSKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTTEVEVKEEEKKGFMWKLKEKLPGHKKPEDGSAVAAAPVVVPPPVEKAHPVEKKGILEKIKEKLPGYHPKTTVESEKKDKE >15736 -MGSSHHHHHHSSGLVPKASHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEKTADSLAEFFEDLADKPYTFEDYDVSFGSGVLTVALGGDLGTYVINKQTPNKQIWLSSPSSGPKRYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDLSSLAYSGKDA +MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEETLDSLAEFFEHLADKPYTCEDYDVSFGSGVLTVKLGGDLGTYVINKQTPNKQIWLSSPSSGPKRYDPTGKNCVYSHDGVSLHELLAAELTKALKTKLDLSSLAYSGKDG >25118 -LADGSSDAAREPRPAPAPIRRRSSNYRAYATEPHAKKASKISASRKLQLKTKLLQILKQHLEREAEERRGEKGRHFHHHH +LADGSSDAAREPRPAPAPIRDRSSNYRAYATEPHAKKKSKISQSRKLQLVTLLLQIAKGELEREAEERRKEKGRHHHHHH >15274 -GSHMSSSSESTGTPSNPDPDAGVVEHSGDWLDQSSVSDQFSVEFEVESLDSEDYSLSEEGQELSDEDDWVYQVTVYQAGESDTDSFEEDPEIVLADYWK +LSHMSSSSESTGTPSNPDLDAGVSEHSGDWLDQDSVSDQFSVEFEVESLDSEDYSLSEEGQELSDHDDEVYQVTVYQAGESDTSSFEEDREISLADHWK >4950 -GGKWSKSSVVGWWAVRERMRRAERAADGVGLASRDLEKHGAITTSNTAANTAACAWX +GGKWSKSSVVGWPAVRERMRRMEPAADGVMAASQDLEFHGAITSSNTAANNAQCAWX >16505 -MKKRPKPGGWNTGGSRYPEQGSPGGNRQPPKGGGTGGQPHGGGWGQPHGGGWGQPHGGGWGQPHGGGWIQGGGTHNQWNKPSKPK +MKKRPKPGGWNTGGSRYPGQGSPGGNRYPPQGGGTWGQPHGGGWGQPHGGGDGQPAGGGWGIPHGGGWGQGGMTHNQWNKPSKPC >11454 -GILTNSQGQTPQRVSGLQRSDALNIQQNQTSGGFLQAGQQKEGEQNQQTQSQQILIQPQLVQGGQALQALQAAPLSGQTFTTQAISQEYLQNLQLQAVPNSGPIIIRTPTVGPNGQVSWQTLQLQNLNVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDDKGSHHHHHH +GILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQAGQQKEREQNQQTQQQQILIQPQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPNSGPIIIRTPTVGPNGQVSWQTLQLQNLQDQNPQAQTITLAPMQGVGLGQMDGGTLEDYKDDDDKGSHHHHHH >15131 -ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQLENPVVHFFKNIVTPRTPPPSQGKGRGLSASRFSWGAEGQRPGFGYGGRASDYKSAHKGFKLAYDAQGTLSKIFKLGSRDSRSGSPMARRLEHHHDHH +ASQKRASQRSKYLATASTMDHARHGFLPRHRDTGILDSEGRFFSGDRGAPKRGSGKDSHTRTTHYGSLPQKSQHGRTQDENPVVHFFKNIVTPRTPPPDQGKGRGLSLSRFSWGAEGQRPGFGYGGRASDYKSMHKGFKGAYDAQMTLSKIFKLGGRDSRSGSPMARRLEHHHHHH >6078 -MNTDQQKVSQIFQSSKEKLQGDAKVVSDAFKKMASQDKDMKTTDEDESEKHNRQEQYNKLKGAGWKKELEHHHHHH +QNTDQQKVSEIFQSSKEKLQGDAKVVQDAFKKMHSQDKDGKTTDADELEKHNYQEQYKKLKGAGHKKELEHHHHHH >4287 -GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKIDQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYEIVDSNYKEENKEQAKRQYMIIQPEATEDEVAAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQKVGHTDRAVKSARKARKNKIR +GSKMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGRHDTNKQAQAENSRQRFLKLIQDYRIVDSNVKEENKEQAKRQYMIIQPEATEDEVEAAIIDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSARKARKNKIR >15086 -MPTKTYSEEFERDAVALYENSDGASLWQIANDLGINRVTLKNWCIKYGSIHNVQCTTPSAAVSEAEQIRQLKKENALQRARTRHPAESCLEHHHHHH +MPTKTYSEEFKRDAVALYENSDGASLQEIASDLGINRVTLENWIIKYGSNHNVQGTTPSAAVSEAEQHRQLKKENALQRARTRHPALSCLEHHHHHH >16912 -GIKQYSQCELKEMALVEIAHELHEEHKKPVPFQELLNEIASLLGVKKEELGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDDDEEDDDEDDDDLEIEEDIIDEDDEDYDEEEEEIK +QIKQQSQEELKEMALVEIAHELFEEHKKPVPFQELLNEIASLLGVKKEELGDRIAQFYTDLNIDGRFLALSHQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLWLDEVEEELDLEADDFDEEDLDEDDDDLEIEEDIIDEDDEDYDAEEEEIK >18177 -MQKNSARLRALRQRQLDRAAAAVEPDVVQKRQEALAAARLKMQEELNAQVEKHKEKLKQLEEEKRRQKIEMWDSMQEGKSYKGNAKKKQERDSPGPSTSSVLKRKSDRKWLRGGGYNPLSGEGGGACSWRPGRRGPSSGGCG +MQKLSARLRALRYRQLDRAAAAVEPDVVVKRQEALAASRLKMQEELNASVEKHKEKLKQLEEEKRRQKIEMWDSMQEGKSYKGNAAKPQEEDSPGPSTSSVLKRKSDRKPLRGGGYNPLSGEGGGACAWRPGRRGPSSGGCG >18198 -GAMGASGGEDDELKGLLGLPEEWTELDNLTEFNTAHNKRISTLTIEEDNLDIQRPKRKRKNSRVTFSHDDEIINPEDVDPSVGRFCNM +GAMGRSGGEDDELKGLLGLPEEETPLDNLTEFNTAHNKRISTYTIEEGNLDIQEPKRKRKNSRVTFSEDDEIINPEDVFPSVGRFRNM >15179 -GHMPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWHEMNILATYHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEATEAMAPDILARLLAAAEGNEPKYRIQEQESSGEEDMDLSPEEREKKRQFEMKRKLHYNEGYNIKLARQLISKDL +GHMPIKGILKNKTHTTSSMVASAEQPRGNVDEELSKKSQKWDEMVILATYHPADKDYGLMKIDEPSTPYHSMMPDDEDACSDTEATEAMAPDILARKLAAAEGLEPKYRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHANHGLNIKLARQLISKDL >18248 -ASSHSLMFSSSFLSKPSSFTSSLRRFVELPTRQFWPRQRHGFSTVFEVAAEPAISSSGP +MSSHSLLFHSSFLSKPSSFLSSLRRFVYLPTRQFWPRCRHGFSTVFAVATEPAISSLGP >7279 -MSESSSKSSQPLASKQEKDGTRKRGRDRPRKQPPVSPGTALVGSQNEPSEVPTPKRPRGRPKGSENKGAAKTRKTTTTPGRQPRGRPKKLEKEEEEGISQESSEEEQ +MSEKSSKSSQPLASKQEVMGTEKRGRGYPRKQPPVSPGTALVGSQKEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTPGRKPRGRPKMLEKEEEEGISQESSEEEQ >18446 -MGEKTVKLYEDTSFKGYSVALPVGDYNLSSLISRGALNDDLSSARVPIGLRLEVFQHNNQKGVREFYTSDAAELSRDNDASSVRVSKMETTN +MGNKTVKLYEDTHFKGYSVELRVGCYNLSSLISRGALNDDLSSARVPSGRRLEVFQHNNFKPVRDFYTSDAAELSRDNDASSVRVSKMETTN >19650 -SLLRKDDDKAGMEHDHTYEGLDIRQTATYEDIVTLRTGEVKFSVGEHPGQE +SLLDKDVSKTGMEEDHTYEGLDIDQTATYEDIVKLRTGEVKWSVAEHVGQE >19224 -GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRTRYRDVSPFDHSRIRLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNLVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFWVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKTILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQAASPAKGEPS +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSKIKLHQEDNDYINASLIKMECAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELECLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPGNAAPYGIESMSQDTEVRSRVVGGSLRGAQAASPAKGEPS >5204 -SKNIKDPDAAKPEDWDERFKIDDPTDSKEEDWDKPEHIPDPDAKKPEDWDEEEDGEWEPPVIQNPEYKGEWKPR +SKKIDDPDAAKPEDWDERAKIDDPTDSKPEDWDHPEHIPDPDACKPEDWDEEMDGQWEPPVITNPEYKGEWKPR >4686 -SKSMQVPFSRCSFSFAEQEIPLRAILQYRNTSSICSNEGLIFKLKRGKEFNALDTVGWVQRHRKMLRHCPSTRK +SKSMQWPESRCCFPFAEQEIPLRAILCYRNTSSISSNEGLIFKLKRGKEACALDTVGWVQRHRKMLRHCPKKRK >10010 -EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRSYVEELKPTPEGDLEIILQKWENDECAQKDIIAEKTKIPAVFKIDALNEFMVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQLEEQCHI +EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLQVYVEELMPTPEGDLEILLQKWENDECAQKKIIAEKTKIPAVFKIFALNENKVLVLDTDYKKYLLFCMENSAEPQQSLVCQCLVRTPEVDDEALEKFDKLLKALPMHIRLSFNPTQLEEQCHI >19672 -WVTVQRTEAAERCGSHGSYVLRVEAERLTLLTVGAQSQILEPLLSWPYTLLRRYGRDKVMFSFEAGRRCPKGPETFTFQTARGNDIFQAVETAIHRIKAQG +WTTIQRTEAAERCGLHGSYVLRVEAEHLTLLTVGAQSQILEPLLNWPYTLLRRYGRDKVMFSFEAGRRCPSGPGTFTFQTAQGNDIFQAVETAIHHQKAQG >18890 -SLQDGVRQGRASDCQTLLPNDQLYQPLKDREDDQYSHLQWHQLRRN +SLQDGVRQSRASDKQTLLPNDQDMQPLKDREDDIYSHLQWNQLRPN >5545 -SYYHPHHHHDYDIPTTENLYFQGAMGSGPCRRHLDSVLQQLQTERYRGAWTLYVPNCDHRGFYRKRQCRSSQGQRRGPCWCVDRMGKSLWGSPDGNGSFSCPTGSSG +SYYHHHHHHDYDIPTTENLYFQGAMGSGPCRRHLDSVLQQLQTEVYRGAQTLYVPNCQHRGFYRKDQCRSSQAQRRGPCWCVDRMGKSLPGSPDGAGSSSCYTGSSG >17483 -MSDAGRKGFGEKASEALKPDSQKEYAEQGKEYSTDKADKVAGKVQPEDNKGVFQGVHDSAEKGKDNAEGVGESLADQARDYMGAAKNKENDAVEYVSGRVHGEEDPTKK +MSDAGRKGFGEKASEALKPDTQTSYAEQGKEYITDKADKVAHKVQPEDNKGVFQGVHDRAEKGKDNAEGQGESLADSARDYMGAAKSKLNDAVEYVSGRVHGEEDPTKK >11019 -GSFTMPGLVDSNVAPPESQERKPLKPCCACTETKKARDACDIHKGEEHCGHLIEAHKECMRALGFKI +GSFTMPGAVFSNPWPPESQEKKPLKPCCACPETKKARDAHIIEKDEEHCGHLIEAHKECMRALGFKI >15563 -DASNKSKPKDASQRERGLEPAENVHGAGGGAFPASQTPSKPASADGHRVPSAAFAPAAAEPKLFGGFNSSDTVTSPQRAGPLAGGSWWSHPQFEK +MASNKSKPKDASHRRRSLEPAENVHGAGGGAFPASQTPSKPASADGHRGPSAGFAPKAAEPKLEGGFNSSDTVTSPYRAGPLAGGSAWSHPQFEK >18578 -GSKRRELDDPGAYNYPFTWNTPSAPPGYNIAVKPNQIQYTELSNAKIAYKQNKANIAQEQQYGSHEEHLQASLETLAREIRMAQERLDLAIQAYHHQNNPHGPREKKAKVGSKTGSNKSSISSKSGDGKTSVWI +GSKRRELDDKGAYNYPFTWNTPSAPPGYNIAVKPDPIQYTELSNAKIAYKQNKRNIAQEQQYGSHEEHLPADLETLQREIRMAQERLDLAIQAYHHQNNPHGPIEKKAKVGSKSGSEKSSISSKSGDGKTSVWI >17836 -MAYSEKVIDHYENPRNVGSFDNNDENVGSGMVGAPACGDVMKLQIKVFDEGIISDARFDTYGCGSAIASSSLVTEWVKGKSLDEAQAIKNTDIAEEAELLPVKIHCSILAEDAIKAAIADYKSKREAK +MAYSEKVHDHYENPRNVGSFDNNDENVGSGMVGAPACGDVMKLQIKVNDEGIIEDMRFKTYGCGSAIASSSLVTDWVKGKSLDEAQAIKNADIAEELELPPVKIHCSIWAEDAIKAAIADYKSKREAK >5076 -MKKVIAWCVLGTVKWFNVRNGYGFINPNDTKEDPFVHQTAIKKNNPRKYLRSVGDGETVEFDVVESEKGAEAANVTGPG +MKHVIATKVLGTVKTFNVRNGYGFINRNDTKEDVFVHQTAKKKNEPRKYLRSVGDGATVEFDVVEGEKGAEAANVTGPG >5736 -MHHHHHHLMMSFLKSFPPPGSAEGWRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAVPREHNYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGRRTEDSTRDYEDGMEVDTTPTVAGQFEDADVDH +MHHHHHHLEMSFLKSFPPPGSAELLRQQQPETEAVLNGKTLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRMLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLDQSVSSQYNMAGVRTEDSTRDYEDMMEVDTTPTVAGQFEDADVDH >18631 -MAAPGERGRFHGGNKFFLPGGARQFMMDDLATDARGRGAGRRDAAASASFPAQAPTSDSPVAEDAARRRPCRACVDFKTW +MAAPGERGRFHGGNLFFLPGGARPEMMDDLATDARGRGAGRVDAAASASTPIQAPTSDSEVAEDASRRRPCRACVDFKTW >4286 -GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTAELQAEIDDTVGIMRDNINKVAERGERATSIEDKADNLEVSAQGYKRGANRVRKAMWYTDLKMQ +GSPEFMSSSTPFDPYALSENDEERPQNVQSKSRTAELQAEIDDTVGIMRDNINKVAERGERLTSIEDKADNLQVSAQGFKRGANRVRKANWFHDLKMK >19332 -MVRTKADSVPGTYRKVVAARAPRKVLGSSTSATNSTSVSSRKAENFYAGGNPVCVRPTPKWQKGIGEFFRLSPNDSEKENQIPEEALSSGLGKAKRKACPLQCDHTNDERE +MVRTKADSVPGTYMKVVAARAPRKVLQSSTSATNSTSVSSRKAENKYAGGNPHCVRPTPKWQKGIGEFFRLSVKDSEKENQIPEEAGSSGLGKAKRKACPLQPDSTNDEKE >15180 -GHMDEEDGEPPTEPESGCVEIPGLSEEEDQAPSRKIHFSTGPIQVFSTYSNQDYDRRNEDFDPMAASAEYELEKRVERLEL +GHMDEEDGEPPYEPEWGCVEIPGLSEEEDPAPSRKIHFSTAPIQVFSTYSKEDGDRRNEVVDPIAASAEYELEKRVERLEL >2956 -MKPVTLIDVAEYAGVSYQTVSRVQNQASHVSAKTREKVRAAMYELHYIANRVAQQL +MKPVTLIDVAEYAGPSYQTYSRVVNQASHVSAKCREKVEAAMAELPYQPNRVAQQL >18927 -YNREIQRPFKPKVSGQGAENFDDFFTRGQPVLTPPDQLVIANIDQSDFEGSSYVNPQFVHPILQSAVX +ENREIQPPFKPKVSGKGAENFDKFFTRGQPVLTPHDQLVLSNIDQSDFEGFSYVNPQFCHPILESAVX >18867 -SLRKKWQNEKLGLDAGDEYEDPNLYEGENLDDCSMYEDISRGLQGTYQDVPHLNIGDVQLEKP +SLRKRWQNEKLGLDAGIEYEGENLYEGLNLDDCSMYEDISRGLQGTYQDVGSLNIGDVQLHEP >4034 -AIPKRLCLVCGDIASGYHYGVASCEAQKAFFKREIQGNIEYSCPATNECEITKRRRKSFQARRFMKALKVGMLKEGVALDRVRGGRQKYKRRLDSENS +AIRKRLWLRCGDIASGYHYGVASCHACKAFFKRTIQGNIECSCPATNECEITKRRRKSCQACRFMKALKVGMLKEGVRLDRVRGGRQKYKRRLDSENS >19482 -NPLEAVVFEERDGNAVLNLLFSLRGTKPSSLSRAVKQFETFEAKIHHLETRFAQRPLAGSPHLEYFVRFEVPGGDLAGLLSSVRRVSDDVASA +GPLEAVVFEERDGNAVLNLLFSLRGTKPSSLSRAVKVFETFEPKIHHLETRPAQRPLAGSPHLEYWVRFEVPSGLLAALLSSVRRVSDDVRSA >25093 -MIHSSVKRWGNSPAVRIPATLMQALNLNSDDEVKIDLVDGKLIIEPVRGEPVFTLPELVNEITPENLHENIDWGEPKDWEVW +MIHSSVKRWYNSPAVRIPATLMRALNLNIDDEVKIDLVKGHLIIEPVRKEPVFTLAELVNDITPFNLHENIDWGEPKDKEVW >15430 -MNLRPPKAEIRSATRVMGGPVTPRKGPPKFKQRQTRQFKSKPPKKGVQPFGDMIPGMEGLGTDITVIAPWEAFNHAELHELAPYGII +MNLEPPKAEIRSATRVMGGPVTPRKGPPKFKQRKTRQLKLKPPKKGVQGFGDDIPGMEGLGTDIAVIAPWEAFNHLPLHELAQYGII >25327 -GSHMADENANRPVNPGEDPNEASRSTPFEATTSALGDCREDIAYRTGATTGKGMRRHDDTVSWEIKGSSFTPGGSEKAGTGRQ +GNHMADENANRPVNPGEDPNEAFRSTPFEATTSALGDCRECIAYRTGATMGKGSRRHDDTVSFEIKGSEATPGGSEKAWTGRQ >17048 -ASTASRAAASSSGVIDLFGPAFGSGASETQPAPQGVSSSSASADLLAGFGGSFMAPST +ASTASPAKHESSGVIDLFGDAFGYGASEQQPAPQCVSSSSASADLLAGFGGSAMAPST >16670 -CAGGAWGRLRCYLEFLKKEELKEFQLLLNNKAHSRSSSVETPAQPEKTSGMEVASYLVAQYGEPRAWDLALHTWEQMGLRSLCAQAQEGAGHSLEHH +MAGGAWGRLACYNECLKKAELKEFQLLLANKAHSRSSSGETPAQPEKTSGMEVASYLVAQYGEQWAWDLALHTWEQMGLCSLCAQAQEGAGHSLEHH >15162 -NDDKLYRADSRPPDEIKQSGGLMPRGQSSYFDRGTQMNINLYDHARGTATGHVRHDDGYVSTSISMRSAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGFIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAADGYGLAGF +NDDKLYRADSRPPDEIKQSGGLYPRGQPDYFDRGTQMNINLYDHARGQQTGFVRHDDGYVSTSISLRFAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGAYGPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAADGYGLAGF >15336 -GAMESGERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSILNPINSIRKFSIAQKTPLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRNLSQETGLEISEEINEEDLKELLRDDME +GAMESAERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSILNPINSIRKFSIVQKTPLQMNVIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLCARRRQSVLNLETHTVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLKECLFDDDE >5022 -AFPSVAADYVEQRIDLWQLLIQHPSATYFNKASGDSMIDGGISDGDLLIVDSAITASHGMIVRAAVDGEFTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHVVKAMR +AFPSPAADYVEQRIDLNQLLIQHPSATYFVWASGDSMIDGGISDGDLLIVDSAITASHGDIVIAAVDGEGTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHDQKAMR >15855 -GPHMTLEEFSAGEQKTERMDKVGDALEEVLQKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADEDDDRDVALQIHFTLIQALCCENDINILRVSNPGRLAELLLLETDKGPANSEGEEQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVPVINLPER +GPHMTLEEFSAGEQKTERMDKVGDALEEVLSKALSQRTITVGVYEAAKLLNVDPDNYVLCLLAADDDDDRDVALQIHFTLIQAFCCENDINILRVINPGRLAELLLLETDAGPAASEGAEQPPDLHNVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVPVANLPER >16450 -MAYQQDPCANPTRQAGKTGGQTDQYGNPVHQTEALGAAQTGTGTGMHGNEHQQQPHQQPGVLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTSATSTPGQGQQQKGMMEKIKEKLPGAH +MAYQQDACANPTRQIGKTGGQTDQYGNPVHQTEALGAYGAGTGTGMHGGEHQQQPHQQPGVLNRSGSSSSEDDGSGGRRKKGMKEKIKERIPGMGRKDEQKQTSATSTPGQGQQQKGMMEKFKEKLPTAH >15766 -AVPVESKPDKPSGKSGEDAALDDLIDTLGGPEETEEMNTTYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITHPPADSSKPIGPDDNIDALSSDFTCGSPTAAGKKTEKEESTEVLKAQSAGTVRSVAPPQEK +CVPVESKPDKPSGKSGMDAALDDLIDTLGGAEETEEENTTYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGPIADSSKPIGPDDAIDALSSDFTCHSPTAAGKKTEKEESTEVLKAQSAGTVRSAAPCQEK >6431 -EAESLTSAQAVKAEERKRRKMGRGLPDKTEEEKSVMAGKLEQKPKGEGIPTTAKLKVDEFESNVNEVKDPYPSADFPGDDEEDEPEIPVSPRPRPLAELQLKEKAVPIPEASSFFIISPTNKVRVL +EAESLTSAQKAKAEERKRRKMKRGLPDATEEEKVVMAKKLEQKPKGEGIPTTAKLKLDEFESNVNEVKDPYPSADFPGDDEEDEPEIPVSPRPRPLAELQLKEKAVPIPEASSFFIFSPTNKVRTL >17926 -MSSSHHHHHHSSGLVPRGSHMAALEGGISDVVEKSIKEAQETNAGDPVSGECVAAWDGVEELSAAASHARDKKKADGSDPLEEYCKDNTETNECRTYDN +MGSSHHHHHHSSGLVPRGSHMAAQEGGISDVVEKSIKEAQETCAGDPVSIEGVAAWDEVEEQSAAASHARDKKPADGSDPLEEYCKDNPETNECRTYDN >4280 -ASASRKQRRSIIRDRGPSYDDPTLPEGWTRKLKQRKSGRSAGKYDCYLINPQGKAFRSKVELIAVFEKVGDSSLDPNDFDFTVTGRGSGSGC +ASASPKQRRSIIRDRGPHYDDPTLPEGWTRKLKQRKSGRSAGKYDVYLYNPQGKAFRSKVELIAYFERMGDTSLDPNDFQFTVTGRGSGSGC >6139 -DEAQFKECYDMCHKECSDKGNGFDFCEMKCDLDCSVKDVKMKLENYKPKP +DTAQFSEHYDTCHKECSDKGNGFTFCEMKCDTDCSVKIVKEWLENYKPKN >11338 -GSSGSSGMTDYGEEQRNELEALESIYPDSFTVLSENPPSFTITPTSEAGENDETVQTTLKFTYSEKYPDEAKLYEIFSQENLEDHDVSDILKLLQLQAEENLGMVMIQTLVTAVQEKLNEIVDQIKTR +GSSGSSGMTDYGEEQGNELEALSSFYPDSFTVLSENPPSFTRTVTSEAGENDETVQTTLKFTYSEKYPDEAPLYEIFSQENLEDNDVSDILKLLALQAEENLGMVMIFTLVTAVQEKLNEIVDQIKTR >18889 -SLKNRKAKAKPVTLGAGAGGRQRGQRKERPPPVPNPDYEPWRKKQRDLYSGLNDRRI +SLKNRKAKAKPVTRGAIAGGDQRGQNKERPNPVPNPDYEPPRKGQRDLYSGLWQRRI >19485 -MGLSFPSPGESAPPTPDLERKRAKLAEAAERRQKEAASRGILDVQSVQEWRKKKEKIEKQIATSGPPSEGGLRWTVSLEHHHHHG +MGLSFPSPGESAPPTPDVEEERAKLAEAAERRQKEGASRGILDVQSVQEKRKKKEKIEKWIATSGPPPDGGLRWTVSLEHHHHHH >15174 -GXSFCKADEKXCEYHADCCNCCLSHICAXSTNWTLPGCSHNSFFKI +GXSFCKADEKXCEYHADCQNCCLSGINGXATNWILPGCSCSSFFKI >6974 -MQPASAKHYDRRDYVFIEFCVEDSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNFCSVDFNNWKDWEDDSDEDMSNFDRFSEMMNNMGGDEDVDLPEVDGFDDDSQDSQDEKMPDLE +MQPASAKWYDRRDYVFIEFCVEDSKDVNVNFWKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKETDRSILCCLRKGESGQSVPRLTKERAFLNWLSVDFNNWKDWEDDSDEDMSNFDRFSEMMNNMGGDEDVDLPEVDGADEDSQDSDDEKMPDLE >19796 -GRAMGLPGERGLRGEPGSVPNVDRLLETAGIKASALREGQETWDESSKSFLPVPERRRGPKGDSAEQGPLGKE +GRAMGLPGERGLRSEPGSVPNVDRLLETAGIKASALREIRETWDESSHSCLPVPIRRRGPKGDSGEQGPPGKE >5956 -MADKRAHHNALERKRRDHIKPSFHSLRDSVPSLQGEKASRAQILDKATEYIQYMRRKSHTLQQDIDDLKKQNALLEQQCRALEGSGC +MADKRAHHNHLERKRRDHWKDSFHSSRDSVPSLQGEKAMRAQILDKATEYIQYMRRKVHTLQQTIDDLKRQNALLEQQVRALEGSGC >7292 -GAMGSEPQDGNYFEHKHNIRPKLFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTAYGETPLMSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFWVLMDMVDDGSDDRPAGTRS +GAMGSEPQDGNYFEHKHNIRPKPFVIPGRSSGCSTPSGIDCGSGISTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVHAQFNPPMQLYSDDNIMETLQGQHSTALGETPLMSEPTASVPPEIDVYRMLHDNRNEPTQPRQSGSFRVLQGMVTDGSDDRPAGTRS >19037 -LLQEALSAIFDSMKIPSGQWETADVSREQVDKELDRASNSLISGLSQDEEDPPLPPTPMWSLVDECPLDQGLWKLSAEAVFEKCSQISLKQSTTASLSKK +LLQEYLSAYFDSMKIQIGQPETAAVSREQVDKELDRASNSLISGLSQDEEDPPLPPTPMNSLVDECPLDQGLPKLSAEAVFEKDSQISLSQSTTASLSKK >1128 -VVYTDCTESGQNLCNQEGSNRCGQGNKCILGSDGEKNQCGTGEGTPKPQSHNDGDFEEIPEEYLY +VVYTDCQESGQNLRLCEGSNVNGQGNQCILGSDGDKNQCVTGEGTPKPQSHNDGDFEEIPEEYLQ >4272 -MSATAASAPPAAPAGEGGPPAPPPNLISNRRPQQTQAQVDEVVDIMRVNVDKVLERDQKLSELDDRADALQAGASQFETSAAKLKRKYDWSNLKMM +MWATAATAPPAAPGGEFGPPAPPPNRTSFRRLQQTQAQVDEVVDIMRVNVDKVLERDQKLSELDDRADALQAGASQFETSAAKLKRKYWWKNLKMM >15136 -MSQKQEEENPAEETGEEKQDQREKEGILPERAEEAKLKAKYPSLGQKPGGSDFLMKTLQKGQKYFDSGDYNMAKAKMKNKQLPSAGPDKNQVTGDHIPTPQDLPQRKSSLVTAKLAGGQVE +MSQKQEEENPAEETGEEKQDTQEKEGILIERAKEAKLKAKYPSLGQKPGGSDFLMKRLRKGQKYLDSGDYNMAKAKMKLKQLPSAGPDKNLVTGDHIPTPQDLPQRKSSLVTSKLAGGQVE >11388 -GISGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPHVERKILDLFQLNKLVAEEGGFAVVCKDRKWTKIATKMGFAPGKAVGSHIRGHYERILNPYNLFLSGDVLRCLAKPNLTSWTYDKEY +GSSGSSGHAQTRVKLNFLDQQAKYWELQGSTLKIPHVERKILDLFQLNKLVAEEGGFAVVCKDRKWTKIAEKMGFAPGKAVGSHIRGLYERILNPYNLHLSGDSLRCLQKPNLTSDTKDKEY >6968 -MDVFMKGLSKAKNGVVAAAEKQKQYVAEAAGKTEEGVLYWGSKTKEGVVHGVATVAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEAYEMPSEEGYQDYEPEA +MYVFMHGLSKAKEGVVAAAEKTKQGVAEAAGKTKEGVLYVGSGTKEGVVHGVATVAEKTKEQVTNVGGAVVTTVTAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEAVEMPSEEGYQDYEPEA >6498 -MASVLEELQKDLEEVEVLLEKCTRKRLRDPSTSEKSKIETELKNKMQQKSQKKPELDNIKPAAVVAPLTTGYTVKIS +MASVLEELKKDLEEVKKLLEKSTRKRLRNTLTSEKSKIEQELKNKMQQKSQKKPELDNEKPAAVVAPLTTGYTVVIS >6212 -NKELFPVQKLFVDKIRLYRTKRQTSGGPVDAGCEYQQDLDRELFKLKQCYGKADMNTFPNFTFEDPKFEVVEKPQS +NKELDPVQKLFIDKIREYYTKRQTSGGPVDAGPEYQQDLDRELFKEKQMYGKADHNTFPNFTFGDPKFEVVEKPQS >19521 -GHSMSQQNRELVVDFLSYKLSQKGYSWSLFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAREFIPMAAVKQALREACDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELDGNNAAAESRKGQER +GHSMSQSSRELVVDFLSMKLSQKGYSWSQFSDVEENRTEAPEGTESEMETPAAINGNPSWHLADSPAVNGATGHSSSLDAREVIPMAAVKQALREAGDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELYGRNARAESRKGQER >6970 -MQATKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSANVMVDGKPVNLGLWDTAGQEDYDRLRPLSYQQTDVFLICFSLVSPASFENVRAKWYPEVLHHCPNTPIILVGTKLDLRDDKDTIEMLKEKKLTPITYPQGLCMAKEIGAVKYLECSALTQRGLKTVFDEAIRAVLSPPPVK +IQAIKCVVVGDGAVGKTCLLISYTTTAFPGEYIPTVFDNYSANVMVDGKPVNLGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNLPIILVGTKLDLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECGALTQRGLKTVFDEAIRAVLSPPDVK >5313 -GTLGSPSKDCGRPKYAYFNGCSSWTAPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNWANYSAEQNVMGQAGSTISNSHAQPFDFPDDNQNAKKVAAGHFLQPLAIVDQRPSSRASSRASSRPRPDDLEI +GPLGVPSKDCGSPKYAYFNGTSSDTAPLSPMSPPGYKLVTWDRNNSSCRNYNKQASEQNWANYSAEQNRSGQAGSTISNSHAQPFDFPDDNQNAKKVAAGHELQPLAIVDQRPSSRASSRASSRPRPDDLEI >6846 -HLMATLGPDGKRIYTLKKVTESGEITISAHPTRFSPDDKYSRQRVTLKKRFGLDPGQHHCHHH +HLMYTYGPDGKRIYTLKKVTESGEITKSAHVARFSPDDKYSRQRFTLKKYFGLVPGQHHHHQH >19135 -MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQETYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQLPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYAPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESVQLATLAEDVTAALAKWGL +MADERKDEGKFPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSDSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYCRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRKSNVSSSGSINLLESPQLATLHEDVTAALAKQGL >4716 -GPLGSQEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFYAHKDKKGPRTIAEMRKEEMAKEMDPEKLKILEWIEGKERNIRALLSTMHTVLWAGETKWKPVGMADWVTPEQVKKVYRKAVLVVHPDKATGQPYEQYAGMIFMELNDAWSEFENQGQKMLY +GPLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAAKLAGKQKAADFEDLLSGQGFNAHKDKKGPRTIAEMRKEEMAKEMDPVKLKILEWIEGKERNIRALLSTMHTVLWAGETKWKPVGMADLVTPEQVKKVYRKAVLVVHPDKATGQPYEQYYVMIFMELNDAWSEFENQGQKPLY >6521 -GSMMNNTFSSPQPRKAPLDGEYFTLQIRGRERFEMFRELNEALELDDAQAGKEPG +GSHMNNTSSSPQPKKKELDGLYFTLQIRGIERFEMFRELNEALPLKDAWAGKEPG >26549 -GHMASGSLRGGEPEPDVTVLTSMLTDPSHLTAETAKRRDARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESTNKVVILDSFEPLHADGDEREISVTAEILRKSRKFVSALPIWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEASEDVVCC +GHMASGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLFRGSPPSLASSSASQLSAPSLKATCTTHHDYPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFRSALPIWARPDYNPPLLESWKDPDYVPPVMHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEASEDVVCL >11526 -MNIFPQDTFKSQVSTDQDKSVLSSAVPSLPDTLRQQEGGAVPLSTHLNDRHPLESTLQNWETTQRQRQMEQYRQIFGIAEPMKGTTEMEIVNRTDFNPLSTNGSIHRDILLNKECSIDWEDVYPGTGLQASTMVGDDVHSKIEKQLGI +MNIVPQDTFASQVSTDQDKSVLSSAVPSLPDTLRQQEGGAVSLSTQLNDRHPLESTMKNWETTQRQRQMEQYRQIFGIAEPMKRTMEMEIVNRTDFNPLSTNGSIHRDILLNKECSIDWNDVYPGTGLQASTMVGDDVHSKIHKQLGI >19364 -MRGSHHHHHHGSATFPPATSAPQQPPGPEDEDSSLDESDLYSLAHSYLGGGGRKKRTKREAAANTNRPSPGGHEVKLVQKLQHGERKKRGARR +MRGSHHHHHCGSATFPPATSAPQQPPVPEDEDSSLDESDLYSLAHSYLGGGQRKGRTKREAAINTNRPSPGGHERKLVWKLQNSERKKRGARR >15719 -ANTKGNKVAVGVKYAEKQEWRFEPEKLREGRNIIGLQMGINKFASQQRMTAYGTRRHLYDPKLGTDQPLDQATISLQMGTNKGASQAGMTAPGTKDQI +AKTKGNKVNVGVKHAEKSERRFEPEKLREGRGIIGLQMGINKFASQQGMTDYGTRRHLYDPKLGTDQPLDCATISLQMGTNKGASQAGMTAPGTKRQI >4985 -ATPAPAAEMPGTTIISDSQTGNARRVAEALRDDLLAAKLNVKLVNAEDYKFKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLKSKKAPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVLALKSRAPVAAPSQSVA +ATPAPAAQMPGPTIISASFTGNARRVAEALRDDLLAAKLNVKLVNAGDYKFKQIASEKLLIVVTSTQGIGEPPEEAVALHKFLFSKKAPKLENTAFAVNSLGDTSYEFFCQSGKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRAPVAAPSQSVA >15506 -GSNGADNAHNNAFGGGKNPGIGNTSGAGSNGSASSNRGNSNGWYWSNKEHKNDGFHSDGSYHITFHGDNNSKPKPGGNSKNRGNNGDWAS +GSNGADNAHNNAFGGGKNPGWGNTSGAESNGSASSNRGSSNGWSWSNKPHKNDGFHSDGSYHITFHGDNNSKPKPGGNSGNPGNNGDGAS >6112 -GSHQEHPKPSACRNLFGVVDHEELTRFLEKHCRDMEEASQRKWNFDFQNHKPLEGKYEWQEVEKGSLFEFYYRPPRPPTGACKVPAQE +GSHMEHPKPSACRNLFGPVEHEELTRDTEKHCRDMEEASQRKWNFDFQNHKPLEGKYEWQEVEKGTLPEFYYRPPRPPKGACKVPTQE >15398 -PNYSRSPSVLQDLLRTLKSPSSPQQQMQVLNILKSNPQLMAAFIKQRTAKHVANQPGMQ +PNRWISPHALQDLLRTLKSPSSPQQQQQVLNILKSNPQLMAKFIKQRTAKYVANHPGMG >19357 -EEANIRGQTGLHYPGVRTHGTLESVNGPKAGSRGLTSLADTFEAMIEELLDEDQKVRPNEENNKCADLYTSRVMLSSQVPLEPPLLFLLEEY +MEANIRGQGGLAYPGVRTHGTLESVNGPKAGSRGLTSLADTPGHMIEELLDEDQKVDPNEENNKDADLYTSRVMLSSQVPLEPPKLFLLEEY >15141 -MKAKRSHQAIIMSTSLRVSPSIHGVHFDTAQRKKAVGNIFENTDQESLERLFRNSGDKKAEERAKIIFAIGQDVEEKWRALMALKKRTKDKLFQFLKLRKYSIKRH +MKAKRSHQAIIMSTSLRVYPSIHGYHFDQASRKKAVGNIFENTDQESLERLFRNSGDKKAEERAKIIFAIDQDVEEKTRALMALKKRTKDKGFQFNKLRKYSIKVH >15711 -ATKAVAVLKGDGPVQGIINFEQKESNGPVIVWGSIKGLTEGLHGFHVHEEEDNTAGCTSAGPHFHPLSRKHGGPKDTERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSRLACGVIGPAM +ATKAVAVLKGDGPVQGIINFEQKESNGPVKVWGSRKGLTEGLHGFHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHYGDLGNVTADKDGVADVSIEDHVISLLGDHAIIGRTLVVHECADDLGKGGNEESTKTGNAGSRLACGVIGIAQ >16296 -PGREEQEEEPQPRKPGTRRERTLGAPASSERSAAGGRGPIGHKRKLVEEDLASESSRESSNEDEGSSSEADEMAKMLEAELNDLM +PGPEEQEEEPQNRKPGTRRERTLGAPASSERSAAGGRGPGGHKRKLNEEDAASESSVESSNEDEGSSSENDEMAKALEAEKNDLM >17760 -MEEPQSDPSVEPPESCETFSDLWKLLPENNVLSPLPSQAMDDLMLIPDDIEQWFTEDPGPDEAPRMPEAAPPVAPAPAAPIPAAPAPAPSWPH +MEEPQSDPSVEPPLSQETFSDLWKLLPENNVLSPLQQQAMDDLMLSPDDIEQWQTEAPGPDEAPRMPEAAPPVAPAPAAPTPAAPAPAPSWQL >19507 -MAEMKTQAWTLAQEAGNFERISGDLKTTIDQVESTAGSLQGQWRGAAGTAATAAVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEEQQQFLSSQMGFKLAAALEHHHHHH +MAEMKTDAATLAQEARNFERISGDLKTQIDQVESTAGSLQAAWRGAAGTAAQAAVVRFQEAANKQKQTLVEISTNIRQAGVQYSRADEEQQQALSSQMGFKLAAALEHHHHHH >4922 -IDVLLGADDGSLAFVPSEFSISPGEKIVFKNNAGFGHNIVFDEDSIPSDVDASKISMSEHDLWNIKGETFEVALSNKGEYSFYCSPHQGAGMVGKVTVN +IDVLLGADDGKLAFVPSEFSISPGEKIVFKLNAGFPHNIVFWEDSIPSGVDASKCSMSEEDLLNAKGETFEVALSNKGEYSFYCSPHQGAGMVGKPTVN >17325 -GPMELSVSSDVDSSQAGSNAGNQPMLLPAWVYCTRYSDRPSSGPRSAKPKKKNPNKEDKRPRTAFTAEQLQRLKAEFQTNRYLTEQRRQSGAQELGLNESQIKIWFQNKRAKIKKAS +GPMELSVSSDSDSSQAGSNAGNQPMLWPAWVYCTRYSVRPSSGPRSQKPKKKNPNKEDKRPRTAFTAEQLQRIKAEFQTNRYLTEQRRQSLDNELGLNESQIKIWFQNKRAKIKKAT >15672 -PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPLRDPRPPPSDRDGNGGEATPAQEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPDQLPNSVDAAFPLERPDWDYTTQAPRNHLVHYRQLLLAGLQNAGRSHHHHHHHH +PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPYRDPRPPPSDRDGNGGEATPAGAAPDPSPMASRLRGRREPTVADSTQSQAFPLRAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDVRPTQLPNEVDAAFPLERPDWDYMTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHHHH >15176 -GHMDPKGRKKIQFSVPAPPSQLDPRQVEMIRRRRPTPALLFRVTEHSSPEEESSPHQRTSGEGHHQKSKRPNPSAYTPPSRKAVQRIAESHLQTISNLSENQASPEEDELGELRELGYLQ +GHMDPKGRKKIQFSVMAPPSQLDPRQVEMIRRRRPTPALLFRVQEHSSPERESSPHQRTSGEGHHPKSKRPNPSAYTPPSLKAVQRITMSHLQTISNLSENQASEEEDELGELRELGYPQ >17205 -MTEEDKKQEQEQHAMCEDKPKPVCVCKPEKEERDTCILFNGQDSEKCKEDIEKYKECMKGYGFEVPSAN +MTATDKKQEQENHAECEEKPKPYCVCKPEKEERDTCILFNGQDSEKCKEFIEKYKECMKNYGFEVPSAN >4914 -TGASWHRPDKCCLGYQKRFLPQVDLSSWYPTSQLCSKPGVGFLTKRGRQVCADKSKDWVKKLMQQLPVTAR +LIASMIRPDKCCLGYQKRPLPQVLLSSWYPTSQLCSKPGVIFLTKRGRQVCADKSKDWVFKLMQQLPVTAA >hmbdi -MNHDHHQGHTHSGKGHACGHGLNSPKTQQASSKMEGPIVYTCPMHPEIRQSTPGHCPLCGMALEPETVTVSEVVSPEYLDMRRR +MKHDHHQGHTHSGKGHACHHEHQSPKPQQARSKMEGPIVYTCPMCPEIRQSAPGHCPLCGMALEPEKVTVSEVVSPEYLDMRRR >15097 -PRLFECSNKWGRFLADEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANEDEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAPLGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAIFGMTRSAFANLPLWKQQNLKKEKGLF +PRLFECSNKTGRFLATEIVDFHQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFRAWDPLCWMDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTATTTLVPTVLETFPLNVLVNTAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLPLWKQQNLKKEKGLF >19478 -GPDSMDCQAVLQTLLSRTDLDPRVLSNTGWGQTQIKQDTVWDIEEVPRPEGKSDKYTEGWESAATQTKNSGGNGDAPSQSNAMMSKWGEL +GPDSMDCQAVLQTLLSKTLLDPGVLSNTGWGQTQIKQDTVWDIEEVPRPEGKSDKGTFGWESAAQQTKNSGGWGDAPSQSNQMKSGWGEL >6580 -LKTFSSKSEYQLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVATQSGTKNLRIQCEGGSFSLQSDPRSTQFVPRFDCVLKLVHHYMPPPGTPGFSLPPTEPSSEVPEQPPAQALPGSTPKRAYDIYSGGEKIPLYLSRPLSSN +LKTFSSKSEYQLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSLSLQADPRSTQMVPRFDCVLKLVHHYMPPPGHPSFSLPPTEPSSEVPEQPPAQALPGSTPKRAYHIYSGGEKIPLVLSRPLSSN >16160 -GEMKMADAKQKRNEQLKRWIHSETWLEPPVVKRKKTKVKFDDGAVFLADCSSGDTEEVLRLLERGADINYANVDGLTYLHQASIDDNVDMVKFLVENGAN +GHMKMADANQKRNEQLKRWIGSETDLEPPVVGRKKTKVKFDDGAVFLAACSSGATEEVLRLLERGADIKKANVDGLTALHQASIDDNVDMVKFLVENGAN >5070 -TLFSGDIAFLEAAEIEQGFKDVPSFVHEGGDVPLVELLVSAGISPSKRQAREDIQNGAIYVNGERLQDVGAILTAEHRLEGRLTVIRRGKKKYYLIRYAGEHHHHHH +ALFSGDIANLTAAEIEQGFKDVPSPVHEGGDVPLVELLVSAGISPSKRAAREDIQNGAIYVNGERPQDVGAILTAEHRLEGRFTVIRRGKKKYYLINYAHEHHHHHH >15409 -GSLRVKFSRSADAPQYQQGQNQLYNELNGGRREEYDVLDKRRGRDPEMGGKPRRKNPQEGPYNELQKDKMAEAYSEIGMKGERRRGKGHDGLYQGLSPGTKDTYDALHMQALPPR +GSLRVDFSRSADAPAYQQGQNVLYNELNLGRREEYDVLDKTRGRDPEMGGKPRRKNPQEGKYNELQKDKMAEAYSEIGMKGERRRGKGNDGLYQGLSTATKDTYDALHMQALPPR >19171 -MHHHHHHSSGLVPRGSEFDEWTPGTAVLTSPVLVVGCPSKAVDPGLPSVKQEPPDPEEDKEENKDDSASKLAPEEEAGGAGGPVITRIFSLGGTRFRDTAVWWPRSKDLKKPGARKQ +MHHHHGHSSGLVPRGSEFDEWTPGTAPLTSPVLVPGCPSKAVDPGLPSVKQEQPDPEEDKEENKDDSASKLAPEEEAGGAYTPVITEIFSLGGTRFRDTAVWLHRSKDLKKPGARKQ >15441 -SHHHHHHSMANSAGSSNTGTPDASLQATVNGQSDGKKQPLNLSVYNVIATNIPPKETLWYTKQTQTRSTGGGNGD +SHHHHHHSMANSAGSSNRQTPDASMQATVNGQSGGKKQYLNNSVYNVQATNAPPKETLVYTKQTQTTSTGGGNGD >19114 -MPLGSPEFMSSSAGSGHQPSQSRAIPTRTVAISDAAQLPHDYCTTPGGTLFSTTPGGTRIIYDRKALLDRRNSPMYQKPPCHLPEIPGVTSPGTLEEDSKVEVNNLDNLDNHDRKHAVGDDAQFEMDI +MPLGSPEFMSSSAGSGHQPSQSRAIPTRTVAISDAAQLPHDYCTTPSGTLGSTTPGGTRIIYDRKFLLDRRNSPMAQTCPCHLPNIPGVTSPGTLIEDSKVEVNNLDNLDNHDRKHAVGDDAQFEMDI >7358 -GNHSGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDSDVFGEADAIQGNGTSAEDTWVTDSKHTADPKNNWQGAHPADPGNRPGLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGKLPRHRDTGILDSIGRFFSGDRGAPKRGSGKVELEHHHHHH +GNHSGKRELSAEQASKDGEIHRGEAQKKRSVGKLSQTASEDSDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRSHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLFRHRDTGILDSIGWFFSGDRGAPKRGSGKVSLEHHHHHH diff --git a/datasets/chezod_117_all_rand_6.fasta b/datasets/chezod_117_all_rand_6.fasta index f7582e9..1a8dc35 100644 --- a/datasets/chezod_117_all_rand_6.fasta +++ b/datasets/chezod_117_all_rand_6.fasta @@ -1,234 +1,234 @@ >4307 -HQGGGTHNQWNKPSKPKHNMKHMAGAAAAGAVVGGLGGYTLTSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVNITIKQHTVTTTTKGENFTETDIKIMERVVEQMCTTQYQKYSCAYYDGRRS +GQGGGTHNQWNKPSKPGTNMKHMAGAAAAGAVVGGLGGYMLGSAMSRHMMMFGNDWEDRYKRENMNRYPNQVYYRPVDQYNIQNNFVHDCVNILIKQHTVTTTTKGENFTETDIKIMERVVEQMCTTQYQKESQAYYDGRRS >15768 -MSTNPKTQRKTKRNTNRRPQAVKFPGGGQIVGGVYLCPRRLYRLGVRATRKTSERSQPRGRRQPIPKARRPEGRTWAQPGYDHHHHHH +MSTNPKPQRKTKRNTNRRPQDVKFNGGGQIVGGVYLLPRRGPDLGVPATRKTSERSQPRGRRQPIRKARRPETRTWAQPGYPHKHHHH >15397 -GTQFRPLLRNSLDFLFGPPSNLEGQSDELALLDQLHTLLSNTDATGLEEFDRVLGIPELVNQGQALEPKQD +GTQNRFLLRNSLDDLVFPPSNLEGQSDFRALLDQLHTLLSNTDATGLEEIDRALGIPELVNQGQAREPKCD >15123 -GESGERWARQDSGGHFVTLHGAERLERETNDEDVADIERRIAMRLAMSRQEDIATHGDE +GESWERWARQVSGGHFVTLHGAERLEEETNDSDVSHIERRIAMRLAERRQWDSATHGDE >6047 -MKLAPYILELLTSVNRTNGGADLLVPLLRELAKGRPVSETTLHGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEFWASKHQGLEGLAIDSVHEAFGLGQEFNRHLLQTYSSRTP +MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGILDWPAERVATVLEKATSTEYDCDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVSPSEIQAVEPAGMAVSLVLPQEAADVRQSFCCHVHFFASVPTAEDWASKHQGLEGLAIVSVHENFGLGQEFNRHLLSTMRSRTP >17290 -MGSSHHHHHHSSGLVPRGSHMYRKDKRRQMPHRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTLRRSPDDIPLMTPNTIQMIPNSLVGLTTLHPYNTFTAGFNSTCLPHSHSTTRV +MGSSHHHHHHSSGLVPRGVHMKRKDKRRQEPLRQPSPQQGAWDPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTLTRSPDIIPLMTPNTITMIPNSLVGLQTLHPYNTFAAGFNSTGLPHSHSTTRV >16876 -MMEEIKNVPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSHSSSSSSSEEYGSDGEKRKKKKEKKKAITEVEVKEEEKKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPPPVEENHPVEKKGILEKIKEKLPGYHPKTTVEEEKKDKE +MAVEIKNVPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEHTPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTQEVEVKEEEKKGFMEKLKEYLPDHKKPEDGSAVAAAPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPKTTVEEEKKDKD >15736 -MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMGLRKSGTLGHCGSLDETTYERLAEETLDSLAEFFEDLADKPYTFEDYDVSCGYGVLTVKLGGDLGDYVINKQTPNKQIWLSSPSSGPKRYDWQGKNWVYSHDGVSLHELLAAELTKALKTKLDLSSLAYSGKDA +MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNQKKQSVYLMNLRKSGTLGHPGSLDETTYERLAEETLDSLAEFFEDLADPPNTFEDYDVSFGSGVLTVKLGGDLGTYVINKQTPNKQIWLSSPSSGPKRYDWTGKNWVYSHDRVSLHRLLAARLTKALKTKLDLSSLAYSGKDA >25118 -LADGSSDAAREPRPAPAPIRRRSSNYRAYATEPHAKKKSKQFARRKLQLKTLLLQIAKQELERERNERRGEKGLHHHHHH +LADGSSDAAREPRPAPHPIRRCSSNYRAYATEPHAKKKSAISASRKLWLKTLLLAIAKQELEREAEECRGEKGRHHHHHH >15274 -GSHMSSSSESTGTPSNPDLDAGVSAHSGDWLRQDMVSDQFSVEFEVESLDSEDYSLSAEGQELSDEDDEVYQVTVYQAGESDTDSFEEDPEISLVDYMK +GSHMSSSSESTGTPSNPDLDAGVTESSGDWLDQDSVSDQFSVEFEVESKDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESDHDSFEEQPEISLADYWR >4950 -GHKWSKSSVVGWPAVGERMRRAEIAADAVGAASRDLEPHGAITSSNTAANNAPCAWX +GGKLSKPSVVGWPAVRERMRRAEPAADLVGAAYRDLEKHGAITSSRTAANNAACAWX >16505 -MKKRPKWGGWNTGGSRYPGQGSPGGNRYPPQGMGTWGQCNGGGWGQPTGGGWGQPHGLGWGQPHGGGWGQGGGTHNQWNKPSKPK +MKKRPKPGGWNTGGSRYMGQGSPGGNRGPPQGGGTWRQPHGMGWGQPHGGGWGQPHGGGWGQPHGGGHGQGGGTHNQWLKPSKPK >11454 -GILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQAGQQKEGEQNQQTGQQQILIQPQLVWGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPNSGPIIIRTPTVGPNGQVSWQTLQLQNLQVQNPQAQTIALAPMQGVSLGQTPGGTQEDYKCDDDKGSYHHHHH +GILTNSQGQTPQRVVGLQGSDALNIQQNQTSCGSLQAGQQKEGEQNQQTQQQQILYQPQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPNSRPEIIRTPTVGPNGQVSWQTLQLQNLQVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKHDDDKGSHHHHHH >15131 -ASQKRPSQRSKYLATASTMDHARHGFHPRHRDTGILDSIGRFFSTDRGAPKRGSGKDSHTRTTHYGSLCQKSQHGRTQDENPVVHFFKNIVTPRTPEPSQGKGRGLSLSRFSWGAEGQRPGFGYGGRASDYKSAHKGFKGAKDAQGTHSKIFKLGGRDSRSGSPMARRLEHHHHHH +AKQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTRTTVYGSLPQKSQHGRTQDENDVVHFFKNIVTPRTPPPSQGKGRGLSLSRFSWGAEGQRPGFGYGGRASMYKSAHKGFKGAYDAQGTLSKIFKLGGRDSRSGSPMARMLCHHHHHH >6078 -MNTDQQKVSEIFQSSKEKLQGDAKVVSDAFKKMWSQDKQGKTTDADESEKHNYQEIYNKLKGAGFKKEIEHWHHHH +MNTDQQKVSEIFQSSKEKLQGDAKVVSDAFKKMASQDKDGKTTDAPVSAKHNYQEQYNFLKGAEHKKELGHHHHHH >4287 -PSFMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTITQVDSLHKRLLTEVNEEQASHLRWSLDNFVAQATDLQFKLKNEIASAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMIIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLVKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSARKARKNKIR +GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFEGFMNKISQINRDLDKYDHTINQVDSLHKRLLTHVNEEQASHLRHSLDNFVAQATDLQFKLKHEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMIIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKRMAELTSTFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKAVKSARKARKNKIR >15086 -MPTKTYSGPFKADAVALYENSDGSSLQQIAVDLGINRVPLKNWIIKYGSNHNVQGTTPSAAVSEAEQIRQLKKENALQRARTRHPAESCLEHHHHHH +MPTKTYSEEDKRDAVALYENSDGASLQQIANDLGINRVTLKNWIIKYGSNHNVQGTTPSAAVSGAEQIRQLKKENALKRSRIRVPAESCLEHHHHHH >16912 -GIKQYSQEELKEMALVEILHELFEEHKKPVPFQELLNEIARLLGFKKEELGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEGELDLEADDFDEEDLDEDDDDLEIEEDIQDEDDMDYDDEEEEIK +GIKQYSQEELKEMALVEIAPELFEEHKKPVHFSELLNEIASLLGVKKEELGDRIAQFYTDLNIDGRFLALSDQTWGLRYWGPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDFDEEDLDEDDDDLEIEEDIIDEDDEDYDDESEEIK >18177 -MQKLSARLRYLRQRQLDRAAAAVEPDVRVKRQEALAAARLKMQPELNAQVEKHKEKLKQLEEEKRRQKIEMWDSMQEGKSYKGNAKKPQECDNPGPSTSEVLKRKSDRKPLRGGGYNPLSGEGGGACSWRPGRRGPSSGGCG +MQKLSARLRALRQRQLSRAAAAVEPDVVVKRQEALAAARLQMTEELNAQVEKNKEKLKQLEEEKRRQKIEMWDSMQEGKSYKGNAKKPQEEDSPGPSTSSVLKRKSDRKPLRGGGYNPNSGEGGGACQWRPGRRGPSSGGCG >18198 -GASGASGHEDYELKGLLGLPEEETELDNLTEFNTAHQKRISTLTINEGNLDIQRPKRKRKNSRVTFSELDEIINPEDVDPSVGRFRNM +GAMGASGGEADENKGLLGLPEEETELDNLTEFNTAHNKRISTLTIEEGNLDIQGPKRKRKNSRVAFSEDDVIINPEDQDPSVGRFRNM >15179 -GHIPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDEMNILATYHPADKFYGLMKIDEPSTPYHSMMGDDIDACSDTEATEAMAPDILARKLAAAEGPEPKYRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNETLNIKLARQLISPDL +GHMPIKGILKNITSTTSSMVASAEQPRGNVDEELSKKRQKWDEMNILAKYHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEATEAMAPDILARKLAAAYGLEPKYRIQEQESSGEEDSDLSPEEREKKRQFEMERKLHYNEGLNIKLARQLISKDL >18248 -ISSHSLLFSSWFLSKPSSFTSSLRRFVYNPYRQTWPRQRHGFSTVFAVADEPAISSSGP +ASSHSLLFSSSALSKPSSFTSWLRRFVYLKHRQFWPRQRHHFSTVFAVATEPMISSSGP >7279 -MSEVSHKSSQPLASKQRKDGTEKRGRGRPRKQPPVSPGTALVGSQKEPSEVPTPKRPRGRPKGLKNKGAAKTRKTTTTPGRKPRGRPKKLEKEEEEGISQEPSEEEQ +MSEGSSKSSQPLASKQEKDSTEKRGRGRPRKCPPVSPGTALVGSQKEPSEVNTPKRPRGRPKGSKNKGAWKTRKTTTYPGRKPRGRPKKLEKEEEEGISQESSEEEQ >18446 -MGEKTVKLYEDTHFKGYSVELPVGDYNYSSLISRGALNDDLQSARVPSGLRLEVFGHNNFKGVRDFLTSDAHELSRDPDASSVRVSKMETTN +MGEKTVKLEEATHFKGYSVELPVGDYNLSSLISRGALNDDLSSARVPSGLGLEVFQNNNFPRVRDFYTSDAAELSRDNDASSVRVSKMETTN >19650 -SLLDKDDSKKGSEEDRTYEGLDIDQTATYEDQVTLRTGYVKWSVGEHPGQE +QLLDKDISKAGMEEDHTYEGLDVDQTATYHDIVTLRTGEVKWIVGEHEGQE >19224 -GHMASMEMEKEFEQIDKSGSMAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYKPQKEEKEMIFEDTNLKLTLISEDIKSYYSVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIDKPLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQAASPAKGEPE +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDISPFDHARIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLINEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPMHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQWTEVRSRVVNGSLRGAQAASPAKGEPS >5204 -SKKIKDGIFAKPEDWDERAKIDDPTDSKPEDWDKIEHIPDPDAKKPEDWDEEMDGEWEPPVIDYPEYKGEWKPR +SKKIKDPDAAKPEDHDERDKIDDPTDSKPEDWLKPEHIPDPDAKKPEDWDEEFYGEWEPPVIQNPEYKMEWKPR >4686 -SKSMQVPQSRCCFSFAEQEGPMRAILCYRLTSSICSLEGLIFKLKRGKEACALDGVGWVQRHRKMLRHCPSKRK +SKSMQVPFSRCCFSFGELEIPLRAILGYRNSSSICSNEGLIFKLKRGKEACALDTVGWVQRHRKMLMHCPSKRD >10010 -EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDKQSADLDVYVEELKETPEGDLEILLQKWENDECAQKKIIAEKTKIPAVFKIDALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCRVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQLEEICHI +EAEAYVTQTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRIYVEELKPTPEGDFEILLQKNENDECAQKKIIAEKTKIPAVFKIDAQNEQKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQLEEQCHI >19672 -WVTVRRTEAAERCGLHGSYVLRVEAERLTLLTVGHQSQILEPLLSWPYTLLREYGRDVSMFSFEAGRRCPSGPGTFTFQTAQGNDIFQAVETAIHDQKAQG +WVTVQRTEAAERCGLHGSYVLRVEAERWTLLTVGAQSQHLEALLSWPYTLLRRYGRDKVMFSFEAGRRLPSGPGTFTFQTAQGNDIFQAVETAIHRQKAQG >18890 -SLQDGVRVSRANDKQTLLPNDQLYQPLFDWEDDQFSHLQGNQLRRN +SLQGNVRQSRASDKQTLMPNDSLYQPLKDEEDDQYSHLQGNQLRRQ >5545 -SLYHHHHHHDYDIPTTENLYLQCAMGSGPCRRHLDSVLQQLQTEVYRGAQTLYVPNCDHRGFYRKRQCMSSQGQRRGPCWCVARMGKSLPGSFDGNGSSSCPTGSSG +SYYHHHHHHDYWIRTTENLYFQGAMGSGPCRRHLDSVLNQLQTEVYRGAQTLYVPNCDHRGFYRKRQCRSSQGQRRGPCWCVDPMCKSLPGSSDGNGSSSCPTGSSG >17483 -MSDAGRKGFGEKAGEALKNKSQKSYAEQGKEYITDKADKVSGKVQPCDNKGVFQGVHDFAEKGKDNAEGQGESLADQARDYMGAAKSKLNDAVEYVSGRVHGEEDPTKK +MSDAGRKGFGEKASEALKPDSPNSYAEQGKEYITDKADKQAGKVQPEDNKGVTQGVHDSAEKGPDNAEGQGESLADQARDYMGAAKSKLNDAVEYVSGRVHGQEDPTKK >11019 -GSETMPGLVDSNPAPPESQEKKPLTPCCARPETKKARQACIIEFGEEHCWHLIEAHKECMRALGFKI +GSFTMPGGVCSNPAPPESQEKKPLKPCCACPETKKARHACIIEKVEEHGIHLIEAHKECMRALGFKI >15563 -MASNKSKPDDASQRRRSLEPAENVHGAGGGAFPASQTPSKPAFADGHRGPSAAFAPAAAEPELFGGFNSYDTVTSPQRAGPVAGGSAWSHPQFEK +MASNKSKPKDASQRRRSLEPAGNNIGAGGGAFPASQTPSKPGSADGHRGPSAAFAPAAAEPKAFGGFNMSDTVTSPQRAGPLAGGSAWSHPQFEK >18578 -GSKRRELDPPGAYNYPFTWNTPSAPPGYNITVKPDQIQYTELWNAKIAYKQNKANIAQEQQYGSHEEHLPADLETLQREIRMAQERLRLAIQAYHHQNNPEGPREKKAKVGSKSGSNKSSISSKSGDGKTSKWI +GSKRRELDDPGAYNYPFTWNTPSAPPGYNAAVKPDQIQYTELSNEKIAYLQNKYNIAQEQQYGSHEEHRPADLETLQREIRMAQERCDLAIQAYHHQNNPHGPREKKAKVGSKSGSNKSSISSKSGDGKTSVWI >17836 -MAYSEKVIDHYENPRNVGRFDNNDENVGSGMVGAPACGDVMKLQIKVNDEGIIEDAIFKTYGCGSFIASSDLVTEWVKGKSLDEAQAIKNTDIAEELCLPPVKICCSILAEDAIKAAIADYKSKREAK +MAYSEKVIDHYENSRNVGSFDNNDENVHEGMVGAPACGDVMKLQIKVNDEGIIEDARFKCYGCGSAIASSSLNTEWVKGKSLDEAQAIKNTDIAEELELPPVKLHCSILAEDAIKAAIADYKSKREAK >5076 -MKKVIATKVLMTVKWFNPRNGYGFINRNDTKEDVFVHQTAIMKNMPRKYLRSVLDGEDVEFDVVEGEKGAEAANVTGPG +MKKVIATKVLGTVKWFNVRNGYRFIERNDTKEDVFVHQTAIKKNNPRKYLRSDGDGETVEFDVYEGEKFAEAAYVTGPG >5736 -MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAPLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSGKSALEAYFTAMCECTALHPDPEDEDSDDYEGEEYDVEAHEQGQGDIPTFVTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVAGQFEDADVDH +MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETQAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAVEEDSDDDVEPIAEFRFVPSDKSALEAMFTAMCKCQALHPDPEDEDSDPYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDTMEVDTTPTVAGQFEDADVDP >18631 -MAAPGERGRFHGGNLFFLPGGARSEMMDDLYTDWRGRGAGRREALASASTPAQANTSDSPVAEDASRRRPCRACVVFKTW +MAAPGERGRFHGGVLFFLPGCARSEMMDDLAPDARGRGAGRHDAAAQASTPAQAPTSDSPVAEDASRRRPCRACPDFKTW >4286 -GSPEFMAHSTPFDPYALSEHDEERPQNVQSKSRTAELQAEIDDTVGIMRDNINDVAERGPRLTSIEDKADNLAVCAQGFKRGANRVRKAMWYKDLKMK +GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTAELQAEIDDTVGIMRDNINKVDERGHRLTSILDKKDSNAVSAQGFKRGANRVRKAMWYKDLKMK >19332 -MVRTKADSVPGTYRKVVAARAPRKVLGSQTSAINSTSVSSQKAENKYAGGNPVCVRPTPKWQKGIGEFFRLSPKDAEKESQIPEEAGSSGLGKAKRKACPLQPDHTNDEGE +EVRTKADSVPGTYRKVVCARAPRKVLNSSTSATNSTSVSSRKAENKYAGGNPVCVRPTGKWQKGIGEFFRLSPKDSEKENQIPEEAGSSGLGKAKRKWCPLQPHHTNDEKE >15180 -GHMDEEDGEPPYEPESGCVEIPGLSEEIDPAPSRKIHFSTCVIQVFSTPSNEDYDRRNNDVDPMAYSAEYELEKRVERLEL +GHMDEEDGEPPYEQESGCVEIPGLSEEEQPAPRRKIHFSTAPIEVFSTYSNEDYDIRNEDVDPMAGSAEYELEKRVERLEL >2956 -MKPVTLLDAFEYAGVSYQTVSRVVNQASHVSAKTRPKVEAAMLELNYIPNDVAQQL +MKPVTLSDVAEYAHVSYQTVSRVVNQASHVSAKTKEKVEAAMAEWGYHPNRVAQQL >18927 -ENREIQPPFKPKDFGKGAEEFDKFITRGQPVLTPPDQLVIAWIDQSDFEGFSYVFPQFVHPILQSAVX +ENIEIQPPFKLKVSTKGAENFDAFFTRGQPVLTPPDQLVIALIDQSDFEGFSYVNPQFVHPILQSAVQ >18867 -SLRKRWQGEKLGLDAGDEYEHENLYEGLNLHDCSHYEDISRGLQGTYQDVGSLNIGDVQYEKP +SLRKRNQDEKLGLIAGDEYEDLNLYEGLKLDDCSMYEDISRGLQGTYQDVGSLNIGDVQLEAP >4034 -AIPKRLCLVCGLIASLYHYGVASCEACKAAFKRTIQGHIEYSCPATNECEITKRRRKSCQACRFMKAHKVGMLKEGVRCDRVRGGRQKYKRRLDSENS +AIPKRLCIVCGDIASGYHYGWASCEACKAFQKRTIQGNIEYSCPATNECEITKRRRKSCQACRFMKFLKVGMLKTGYRLDRVRGGRQKYKRRLDSENS >19482 -NPLEAVVFEERDGVAVLVGLFHLRGTKPSSLSRAVKVFETFEAKIHHLETRPAQRPLAGSPHLEYFVRFEVPSGDLAALESVVRRVSDDVRSA +NPLEAVVFEERDGNAVLNLLFSLRGTKPSSLSRAVKMFNTFEAKIHHLETRPAQRPLAGSPHLMYFVRFEVPSGDLAALLSSWRRVSDDHRSA >25093 -MIHSSVKRWGNQPVVRIHATLMQALNLNIDDEVKIDLVDGKGINEPVRKEPVFTLAELVNDITPENLMENIDWGEPKDKEVW +MIHSSVKRWGNSPAVRIPATLMQALNLNIDPEVKILLVDGKLIIEPSRKHPVFTLAELVNLITPEKLHENIDWGEPKDKEVW >15430 -HNLEPPKAEIRSATRVMGGPVTPRKGPPKFKQRQTRQFMSKPPKGGVQDFGDDHPGMEGLGTDITVIAPWEAFNHLELVELAQYGII +MNLEPPKAEIFSATRVMGGPVTPRKGPPKFKRRQTRQFKSKPPKKKVQGFGDDIPGMWGLGTDITVFYPWEAFNHLELHELAQYGII >25327 -GSHMADENANRPRNPNEDPNEAFRFTPFEATTSALGDCRECIAYITGATTGKGSRRHDDTVSREWKGSSATPGGSEKAGRGRQ +ASHMADENANRPVNPGEDPNEAFRKTPFEATTSALEDCRECIACRTGATTGKASRRHDDTVSREIKGSSATPGGCEKAGTGRQ >17048 -ASTASPAVAESSGVIDLFDDAFGSGISETQPAPQAVSSSSASADLDAGFGGSFMAPST +AQVASPAKAESSGVIFLFGDAFGSGASETQPAAQAVSSSSASADLLAMFGGSFMAPST >16670 -MAGGAGGRLACYLEALKKEELKEFQLLLANKAHSRSSSGETPAQPEKTSGAEVASDLVANYGEQRAWDLALHIWEQMGLRSLCAQAQEGAGHSLEHH +MAGGAWGVLACYLEFLKKEELKKFWLLLANKAHSRSSSGETPAQPEKTSVMEVASYLVAQYGEQRAWDLELHTWEQMGLRSLKAQAQEGAGHSLEHH >15162 -NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLYDHARGTQTGFVRHDDGYVSTTISLRSAHLVGQTILSGHSTYYIYVIATAPGMFNVNDVLGAYSPHPDEQDVSAYGGIPYSQIVGWYRVHFGTLDEQLHRNRGYWDRYYSNLDLAPAADGYGLAGF +NDDKLSRWDSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLYDHARGTQTGFVRHDDGYVSTSPSLRSAHLVGQTILSGHSTYYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGGDPYSQIVGWYRVHFGVLDEQLHRNRPYRDRYYSNLDIAPAADTYGLAGF >15336 -GAMESAERRNSSLTEALHRFSLEGDAPVSWTETKKQSFKQTGEFEEKRKNSILNPINSIRKFSIVQKTPLQMNGIEEDSDEPLERRLSLVPDSAQGEAILPRISVISTGPTLQARRRQSVENLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLKECLFDDME +GAMESAERRNSILTCTLHRFTLEGDAPVMWTETKKQSFKQTGEFGEKRKNSILNPINSIRKFSIVQKTPLQMNGIEEDSDEPLEQRLSLVPDSEHGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELRIYSRRLSQETGLEISEEINEEDLKECLFDDME >5022 -IFPDPAADYVEQRKDLNQLLIQHPSATYFVKASGDSMIDGHISDGDLLIVDSAITASHGDIVIAAVDVEFTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHVVKAKR +FFPSPAADYVEQRIDLNQLLNQHPSATYFVKASGDSMIDGWISDGDLLIVDSAITASHGDIVIAAVDDEFTVKKLQLRPTVGLIPMNSAYSPITISSEDNLDVFGVVIHVVKAMR >15855 -GPHMTLEEFSAGEQKTERMDKVGDALEEVLSKALKQRTITVGVYEAAKLLNVDPDNVVLCLLKADEDDDRDVALQIHFTLIQAFCCENDINILRVENPGRLAQLLLLETDAGPAASEGAEQPPDLHCVLVPNPHSSQWKDPALSQLICFCRESRYMDQWVPVINLPER +GPHMTLEEFSAGEQKTERMRKVGDALEEVLSKANSQRTITVGVYEAAKLLNVDPDNVVLCLLANDEDDDRDVALQIHFTLIQAFCCENDINILRVSNPGRLAELERLETDAGPAASEGAEQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMSQWVPVINLPER >16450 -MAYQQDPCANPSRQTGKTGGQTDQYGNPVHQTEALGAYGPGTGTGMFGGEHQQQPHQMPGVLNRSGSHSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTKATSTPGQGQQQKGMMEKIKEKLPGAH +WAYQQDPCANPVRQTGKTGGMTDQYGNPVHQTEALGAYGAGTGTGMHGGEHQQQPHQQPGRLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTSAPSTPGQGQQQKGMMEKIKEKLPGMH >15766 -AVPVESKPDKPSGLSGMDAALDDLIDTLGGPYETEEENTTYTGPEVSDPMSSTYIEELGWREVTIPPKYRMLLAKKEGITGPMADSSKPIGPDDAIDAQSSDFTCGSPTAAGKKTEKEESTEVLKAQSAGTVRSAAPPQEK +AVPVESKPDKPSGKSGMDAALDDLIDTLGGPEETEEENTTYTGPEVSDPMSSTYIEELGKREVTWPPKYRGLLAKKEGIEGPPADSSKPIGPDDAIDALEYWFTCGSPTAAGKKTEKEESTEVLKAQSAGTVRSAAPPQEK >6431 -EAESLTSAQKAKAEERKRRKMSRELPDKTEEEKSVMAKKLEQKPKGEGIPTTAKLKVDEFNSNVNEVKDPYPSADFPGDDEEDEPEIPVSPRPRPLAEFQLKLKAVPIPEASSFFIFSPTNKVNVL +EAESLTSAQKAKAEKRKRRKMSRGLPDKTEEEKSVMAKKLEQKPKTEGIPTTAKLKVDEFEPNVNVHKDPYPSADFPGDDEEDEPTIPVSPRPRPLAELQLKEKAVPIPEASSFFIFSPTNKVRVL >17926 -MASSHHHHHHSSGLVKRGSHMAAPEGGMSSVVEKSIKEAQETCAGDPVSGECVAAWDEVEENSAAASHARDKKKADGWDPLEEYCKDNPETNECRTYDN +MGSSHKHHHHSSGLVPRGSHMAAPEGGIVDVVEKSIKEAQETCAGDPVSAECVAAWDEVEELSAAADHARDKKKADGSDPLEEYYKDNPMTNECRTYDN >4280 -ASASGKQRRSIEGDRLPMYDDPTLPEGWTRKLKQRKSGFSAGKYDVYYINPQGKAFRSKVELIAYFEKVGDTSLDPNDFDFTVTGRGSGSGC +ASASPKQRRSIIRDRGPMYDDPTLPEGWTRKLKQRKSGRSHGKYDVYLINPQGKAFRSKVENIAYFEKVGFTSLDPVDFDFTVTGRFSGSGQ >6139 -DEAQFMECYDTCHKECSDRGNGETFCAMKCDTDCSVKDVKEVLENYKPKN +DEAQPKEFYDDCHKECSDKGNSFTFFEMKCDTDCSVKDVCEKLENYKPKN >11338 -PSSGSSGMTDYGEEQRNELEALESIYPDSFTVLSENPPSFTITVTSEAGENDETVQTTRKFTYSEKYPDEAPLYEIFSQENLEDNDVMDILKLLALQAEMNAGMVMIFTLVTAVQEGLNEIVDQIKTR +GSSGSSGMTDYGEEQRNELEALESIYPDSFTVLSENPPSFTITVTSEAGENDETVQTTLKFTYSEKYPDEAPLDEIFSQENLEDNDVSDILKLLAWQAPENLGMVMIFTGVTAVQEKLNCIVDQIKTR >18889 -SDKNRKAKAKPVTAGAGAGGRQRGQNKERPPGVPNPDYEPIRFGERDYYSGLNQRRI +SLKNEKAKAKPYTRGAGAGGRQRGFNKERPPPVPHPDYEPIRKGQRDLYSGLNQRQH >19485 -MGLSYPSTGESAPPTPDLEEKRAKLAEAAERRQPEAASRGILDLQSVQEKRKKKEKIEKQIATSWPPPEGGLRWTVSLEHCHHHH +MGLSFPGPNESAPPTPDLEEKRAKLAEAIERRPKEAASRGILDVQSVQEKRKKKEKIEAQIATSGPFPEGGLRWTVSLEHHHHHH >15174 -GXSFYKADEKXCEYHADCCNCCLSGICAXSTNWGLPSCGTESFFKQ +GXSFCDADEKXCEYHALCGNCCLSGICAXSTNPILPGCTTCSFFKI >6974 -MQPASAKWYDRRDYVFCEFCVEDSKDVNVNFEKSKLTFSCLPWSDNFKHLNEIDLFHCIDPNDSKHARTDRSILCCLRKGERGQSWPRLTKERAKLNWLSVDFNNWYDWEDDSDEDMSNFDRFSEMMNNMGGDEDVDLPEVDGADDDSQDSDDEKMPDLE +MQPASAKWYDRRDYVFIEFCVEDGKDVNVNFEKSKLTFSCLGGSDNFKHLNEIWLFHCIDPNISKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNWLSVDRNNWKDWEDDSDEDMSNFDRFSEMMNNMFGDEDVDLPEVDGADDDSQDSDDEGMPDLE >19796 -GRAMGLPLERGLRGEPGSMTWVDMLLETAGIKASALREIVETWDESSGKFLPVPERRRGPKGDSGEQGPPGKE +GRAMGLPVERGLRGEPGSLPNVDRLLETAGIKQSALREIVETWDESSGSFINVPERRRGPKGDSGEQGPRGKE >5956 -MADKFAHHNADERKRRRFIKDSFHSGRDSVPSLQGEKASRAQILDKATEYIQYMDRKVHTLQQDIDDLKRQNALLEQQVRALEGSGC +MADKRAHHNALERKRRDHIKDSFHSLCDSVPSVQPEKASRAQILDKQTEYIQYMRRCLHTLQQDIDDLKRQNALLEQQVRALEGSGC >7292 -GAMGSEPQDGNYFCHKHNIRPAPFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKYVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTASVPPESYVYRMLHDNRAEPTQPRQSASFRVLQGMVDDGSDDRPAGTRS +GAMGSEPQDGPYFEHKHNIRPKPFVIPGRSSGCSTPSGIDCGTGRSTPSSVSTVSIICPGDLKVAAKLAPNIPLEMELGGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTASVPPESDVYRMLHDNVNEPTQPRQSISFRVLQGMVDDGSDDRPAGTRS >19037 -LLQEALSFYYDSMKIPSGQPETADVSREQVDKELDRASNLLISGLSQDCEDPPLPPTPMNSLVDECPLDQQLPKLSAEAVFEKCQQISLSQSTTASLSKK +LLQEALSAYFDSMSIPSGQPETADVSRYQVDKELDRASNSLISNLSQDEEDPPLPRTPMNSLVDECPLDQGLPKLSAEAVFEKCSQISLSWSPTASLSKK >1128 -VVYTDCTESGQNLEQCEGYNVCGQGNKCILGSDSEKNQCVTGEGTPKPQSHNDGDFEKIPELYLQ +VVYTPCTESGDNLCLCTGSNVCGQGNKCELGHDGEKNQCVTGEGTPKPQSHNDGDFEEIPEEALQ >4272 -MSATAATAPPPAPAGCGGPPAPPTNLTSNRRLQQTQAQVDEVVDIMRVNVDKVLERSQKLSELDYRADALQAGASQFETSAAKLKRKYWWKNLKMM +MSYTAAYAPPAAPAGEGGPPAPPPNLTSNRRLQQTQAQADEVVDINRVNVDKVLERDQKLSELDDRADALQAGAAQFETSAAKLKRKYWWKNLKMA >15136 -MSQKQEEENPPEETGPEKQDTTEKEGILPERAEEAKLKAKYPSLGQKPGGSDFLIKRLQKGQLYFDSGVYNMAKAKMKNKQLPSAGPDKNLVTGDHIPTPQDLPQRKSSLVTSKLAGGQVE +MSQKQEEENPAEETGEEKQDHQEKEGILPERAEEAKLKAKYPSLGQKPGGSDFLLKRLQKGQKYFDSGDYNMAKAKMKNKQLPSAGPDKNNVTGAHIPTPQDLPQRKSNLVTSILAGGQVE >11388 -GSSGSSGEAQTRVKLNFLDQIAKIWELQGSTLKIPHVERVILDLFQLNKLVAEVGGFAVVCKDRKWTKIATKMGFAPGKAVGSHIRGHYERILNPYNLFSSGDSLRCLQKPNQTSDTKDKKY +GSSGSSGEAQTRVKLNFLDQIAKYWELQRSTDKIPHVERKILHLFQLNALVAEEGGFAVVCKDRKWHKIATKMGMAPGKAVGSHIRGHYERILNPYNLFLSGDSLRCLQKPNLTSDTKDKEY >6968 -MDVFMKGLSKAKEGVVAAAEYTNQGVAEAAGKTKEGVLYVGSKTKEGVVHGVATVAEKTKEQVTTVGGAVVTGVEAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAWQEGILEDMPVDPDNEAYEMPSEEGYQDYEPEM +MDVFAKGLSFAKEGVVAAAEWTKQGVAEAAGKTKEGDLYVGSKTKEGVVHGVATVAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGSIAAATVFVKKDQLGKNEEGAPQENILEDMPVDPDNEAYEMPSEEGYQDYEPEA >6498 -MASVLEMLQKDLEEVKVLLEYSTRKTLRDTLTSEKSKIETEAKNKMMQKSQKKPELDNEKPAAVVAPLTTGYTVKIS +MASVLEELQKDLEEVKVLQEKSTRKRLRDTLTSEKSKIETWLKPKMNQKSQKKPELDNEKPAHVVAPLTTGYTVDIS >6212 -NKVLDPVQKNFVDKIREYRTKRQTSGGPVDAGPEYQQNLDTELFRLKQMYGKADMNTFPNFTFRDPKFEVVEKPQS +NKELDPVQKLFQDKIRAYRTKRQTSGGPMDAGPEWQQDLDRELEKLKQMYGKADMNTFPNFTFEDPFFEVVEKPQS >19521 -GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAREVIPMAAVKQANREAGDEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGADCVESADKEYQSLVSRIAAWMATYLNTHLEPWIQENGGWDTFVELYGNNAAAESRKGQER +GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAREVIPMAAVKQALREAGDEFELRYRRFFSDLTSQLHITPGTAYQSFEQVVNELFRDGVNWGIIVAFFSFGGALCVESVDKEMQVLVSRIAAGMATYLNDHLEPWIQGNGGWDTFVELYGNNAAAEHRKGQER >6970 -MQRIKCVVVGDGAVGKTCLLISYTTNAFPGEYIPTVFDNYSAAVMVDGKPVNLGLWDTAGQEDMDRLRPLSYPQTDVFLICFSLVSPASFENYRAKWYPEVRHHCPNQPIILVGTKLDLRDDKDTIEKLKEKPLTPITYPQGLAMAKEIGAVKYLECSALTQRGLKTVFDEAIRAVLSPPPVK +MQAIKCVVRGDGAVGKTCALISYTTNAFPGEYIPTVFDNYSANVMVDGKPVNLGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFNNVRAKWYPEVRHHCPNTPISLVGTKLDLRDDKDTIEKLKEYKLTPITYPQGLAMAKEIGAVKYEECSALTQRGLKTVFDEAIRAVLSPPPVK >5313 -GPLGSVSKDIGSPKYAYFNGCSSPTAPLSPMRPPGYKLVTYDRNNSSCRNYNKQASYQNWANYSAEQNRMGQAGSTISNSHAQPFDFPDDNQNAKKVAAGHELQPLAIVDQRPSSRASSRASSRPRPDDLEI +GPLGSPSKDCGSPKYAYTNGPSSPTAPLSPMSPPGYKWVTGDRNNSSSRNYNKQASEQNWANYSANQNRMGQAGSTISNSHAQPFDFPDRNQNAKKVAAGHELQPLAIVDQRPSSRASSRASSRPRPDDLEI >6846 -HLMYTLGPDGKRIYTLKKVTSSGEITKSAHPARFSPDDKYSRQRVILKLRFGLVPGMCHHHHH +HLMYILGPDYLRIYTLKKVTESGHITKSAHPARFSPDDKYSRQRVTLKKRFGQVPGGHHHHHH >19135 -MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGSSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQNKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPQTPPSYSSRTPGTPGTPSGPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAHARVDHGAEIITQSPSRSFVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQGL +MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENSINGELTSADRETAEEVSARIVQVVTAEAVAVLDGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITSGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINHPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVVLDFKEQAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQGL >4716 -SPLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKSAFNLEGSQKAADFEDLLSGQGFNAHKDKKGPRTIAEMRKERMAKEMDPEKLKILEWIEGKERNIRALLSTMHTVLWAGETKWKPVGMADLVTPEQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFVELNDAWSEFENQGQKPLY +GPLTSPEFSMPHSSPQNRPNYNVSFSGMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFNAHKDKKGPRTIREMRKEEMAKEMWPEKLKILEWIEGKERNIRALLSTMHTVLWAGETKWKPVGMADLVTPHTVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSEFENQGQKPLY >6521 -SSHMNNTSSSLQPKKKPLDGEYFTLQIMGRERYQMFREANEALELKDAQAGKEPG +GSHMMNTSSSPQPKMKPLHGEYFTLNIRGRECFEMFRELNEAPELKDAQAGKEPG >26549 -GHMASGILRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDAQLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSNLPIWYRPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGFDHESYSSMPPLEGEPGDPDLSDGSWSTVSEEASEDVVCC +GHMASGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLAIGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVPSENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSASPIWARYDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPYPPPRRKRTVVLFESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEASEDVVCC >11526 -MNIVPQDTFKSLVSTDQDKSVLSSAVPSLPDTLRQQDGGAVPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQIFGIAEPMSNTMEMEIVNRTDFNPLSTNGSIHRDHLLNKECSIDWEDVYPGTGLQASTMVGDDVHSKQEKQLGI +MNIVPQDTFKSQVSTDQDCSVLSSAVPSLPDTLRQQEGGAVPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQIFTIAVPMKRTMEMEIVNRTDLNPLSTNGSIHRDILLNKECSIDWEDVYPGTGLQHSTMVGDCVHSKIEKQLGI >19364 -MRGSHHHHHHGSATFPPATSAEQQPCGPEDEDPSLDYSDLYSLAHSYEGGGGRRGRTKREAAANTNRPSPGGHERKLVTKLQNSERKKRGARR +MRGSHHHHHHGSLMFPPATSAPQQPPGPEDENSSLDESDLYSLAHSYGSGGTRKGRTKREAAANTNRPSPGGHERKLVTKLQNSERKKRGARR >15719 -AKTKGIKVRVGVKYAEKQERRFEYEKFREGRNIIGLQMGINKFASQQGMTAYGTRRVLYDPKLGTDQPLDQATISLQMGTNKGASQAGMTAWGTKRQI +AKTKGNKCNVGVKYAEKQERRFEPEKLREGRNIIGLQMGWNKFASQQGMTAYGTRYHLYDPKLGTDQPLDQATISLQMGTLNGASQAGMTAPGNKRQI >4985 -ATPAPAAEMPGITIISASQTGNAGRVAEALRDDLLAAKLNVSLVNAGDYKFKQIASEKLLIVVTSTQGEGEPDEEAVALHKFLFSKKAPKLENTAFAVFSLGDTSGEFFCQSGKDFDSKHAELGGERLLDRVDADVEYQAAASEWQARVVDALKSRAPVAAPSQSVA +ATPAPAAEMPGITIISASQTGNSRRVAEALRDDLLAAKLNVKLVNAGDYKFKQIASEKLLIVVTSTQVEGEPPEEAVALHKFLFSKKNPKLENTAFAVFSLGDTSYEFFSQSGKFFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVDCLKSRAPVAAPSQSVA >15506 -GENSADNGHNNAFGGGKNPGIGNTSGAGSNGSASSNRGTSNGWSWSNQPHKNDGFHSDGSYHITFHGDNNAKPKPGGNSGNRGNNGDGAS +LSNGADNAHNYAFGEGKNPGIGNTAGAGSNGSASSNRGNSNGWSWQNKPHKNDGFHSDGSYHITFHGDNNSKPKPGGNSGNRGNNGDGAS >6112 -GSHMEHPKPSACRNLFGPVDHEELTRDLEKHCRNMEEASQRKWNFDFQNHKPLEGKYEWQEVFKGSLPEFYCAPPRPPKGACKVPCQE +GSHMEHPKPSACRNLFPPVCHEELTRDLEKHPRDMDEASQRKWNFDEQNHKPLYGKYEWQEVEKGSLPEFYYRPPRPPKGACKVPAQE >15398 -PNRSISPSALQDLLRTLKSPSSPQQQDQVLNPLKMNPQLMAAFIKQRSAKYVANQPCMQ +PNRSISPSALQDLLRTIKSPSSPQQQQQWLNILESNPQLMAAFIKQRTAHYVSNGPGMQ >19357 -MEANIRGQGGLAYPGVRTHHTLESVNGPKRGSRYLTSLADTFEHMIEELLDEDQKVRPNEENNVDADLYTSRVMLSSQVPLEPPLLFLLERY +MEANIRGQGGLALPGVRTHGTLESVNGPKAGSRGLTSLADTFEHMQEELLDPWQKVRPNEENNKDQDLYTSRVMLRSQVPLEPPLLFLLEEY >15141 -MKAKRSHQAIIMSTSLRVSPSIHGYHFDTASRKKWVGNPFHNTDQESLERLFRNGGDKKAEERAKIRFAIDQDVEEKCRALMALKKRTKDKLFQFLKLRKYSIKVH +MKAKHSHQAIIMSTSLRVSPSFHHYHFDTASRKKAVGNIFENTDQESLERLFRNSGDKKACEGAKIIFAIDQDMEEKTRALMALKKRTKDKLFQFLKLRKYSIKVH >15711 -ATKAVDVLKGDGPVQGIINFEQKHSNGPVKVWGSIKGLTEGLHGFHVHEEEDNTAGCTSAGPKFNPLSRKCGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIGRTLVVFEKADDLGKGGNEEITKTGNAGSRLACGVIGIAQ +GTKAVAVLKSDGPVQGIINWLQKESNGPVKVWGSIKGLTEGLHGFHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDECRHVGDLGNVTADKDGVADVSIEDSVISLSGNHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSRLACGVIGIAQ >16296 -PGPEEQEEEPQPRKPGTRRERTLGAPASSLRSAAGGRGPRQHKRKLNEEDIASESSRESSNEDEGFSSEADEIAKALELELNDLM +PGPEEQEEEPQPRKPGTRRERTLGAPASSERSAAGGRGPRGHKRKLNEEDNASESSRESSNESEGPSSEADEMAKALNAELNDLM >17760 -MEEPQSDPSVEPPLSQETFSDLWRLLPLNNVLSPLPSQSMDDLMLSPDDIEQWFTERPGPDEAPRMPEAKPPVAPAPAACTPAAPAPAPSWPL +MEEPLSDPSVEPPLSQETFSDLWMLLPENNVLSPLPSQAMDDPMLSPDDIEQWFTEDPGPDEAPRMPEAAPPVAPVPAAPCPAAPAPAPSWPL >19507 -MAEMKTDAATLAQEAGNFERISGDLKTQIDQVESTAGMLQGKWRGAAGTAANAAVVRFQEAANKQKQELDEILTNIRQAGVQYSRADEEQQQALSSQMGFFLAAALEKHHHHH +MAIMKTDAATLAQEAGNCERISGDLKTQIDQVESTAGSLQGQWRGAAHTAAQANVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEERQQALSSQMGFKLAAALEHHHHHH >4922 -IDVLLGADDGSLAFVPSEFSISPGEKIVFGNNAGFPHNIVFDEDSIPSGDCASKIRMSEEDLLNAKGEGFEKALSNKGEYSFYCSPHQGAGMVGKVTVN +IDVLLGADDGSLAFVPSEFSISPSEKIVFKNNAGFPHYIVFDELSIPSGVDASKISMSEEDLLNRCGETFECALSNKGEYSFYCSPHQGAGMVGKVTVN >17325 -GPMELSVSSWSDSSQAISNAGNQPMLWPAWVYCTRYSDRPSSGPRSRKPKKKNPNKEDKRPRTAFTAECLQRLKAEFQTNTYLEEQRRQSLAQELGLNESQIKIWFQNKRAKQKKAT +GPMELSVSSDSDSSQAGSNAGNQPMAEPAWVYCTRDSDRWSSGPRSRKPKKKNPNKEDKRPRTAFTAEQLQRLKAEFQTNRYLTEQRRQSLYQELGLNESQINIWFQNKRAKIKKAT >15672 -PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPYRMPRPPPSPRDGNGGEATPAGEAPDPSPMASRLDGRREKPVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPGKLTALQESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGAPTQLPNEVDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHHHH +PALTPSLGAKPKPQVLSDSGGPLIDMLTEDPPSYRDPRPPPSDRDGNGGEATPAGEAPDCSPMASRLRGRREPPVADSTTSQACPLRAGGNGQLQYWPFSSSDLYSWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEVKQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHHHH >15176 -GHMDPKDRKIIQFSVPAPPSQLDDRQVEMIRRRRPTPALLFRVSEHSSPKEESSPHQRTSGEGHHPKSKRPNPSAYTPPSLKAVQRIAESHLQTISPLSTNQASEEEDELGELRELGYPQ +GHMDPKGRKKIQFSVPAPPAQLDPRQVEMIRRRRPTPALLFDISEHSSPEEESSPHQRTGGEGHHPKSKRPNPSAYTPPSLKAVQRIAESHLQTVSNLSENQASEEEDELGELRELGYPQ >17205 -RTETDKKQEQENHAECEDKPKPCCVCKPEKEERATCILFNGQSSQKCKEFIEKYTECMKGYRFEVPSAN +MTETDKKQEQENHAECEDKPKPCCVCKPEKETRMTCILPNGQDSEMCKEFIYKYKECMKGYGFEVPSAG >4914 -LGASWHRPDKPQLYYCKRPLPQVLLSSWYPTSQLCSKPGVIFLNKRGRQVCADKSHDWVKKLMQQLPVTAR +LGASWHRPDKCCLMYQKMPLPQVLLSSWYPTSQLCSKPGVIFLTKPGRQVEADKSKDWVKKLMHQLSVTAR >hmbdi -MKHDQHQGHTHSGKGHACHHEHNSPKTQQASEKMEGPIVYTCPMHPEDTQSAPSHCPLCGMALEPETVTVSEVVSPEDLDMRRR +CKHDHHQGHTHSGKGHACHYEHNSPKTGQACNKMEGPIVYWCPMHPEIRQSAPGHCPLCGMALEPETVTVSEVVSPEYLDMRRR >15097 -PRLFECSNKTGRFLATETVDFTQDDLDENPFYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDERKAELGDNASIGQLVIGLTSKNEVFTATTTLVPTKLETFPLDVLVNGAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLPLWKQQNLKKEKGLF +PRLVECSQKTGRFLATEIVDFTQDDLDENDVYKLDTNDQIFFWIGKGANESEKEAAAETAQEYLRSMPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSVKENHLSDEDFKAVFGMTRSAFANLPLWKQQNLKKEKGLF >19478 -GPKSMDCQALLQTLLSRTDLDPRVLSNTGWGQTQIKHDTVWDIEEVPRPEGKSDKGTEGWESAATFTKNSGGWGDAPSQSNQMKDGWGEL +GPDSMDCQAVLQHLLSRTDLDPRVLSNTGWGQTFFKQDTVWDIEEVPRPEGKSDKPTEGWESAATCTKNSGGWGDAPSLSNQMKSGWGEL >6580 -LKTFSSKSEGWLVVNAVRKLQESGFYWSAVTGGEANLLLPAEPAGTFLSRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLSHHYMPPPGTPSFSLPPTEPSSEVPEQPPAQALPGSTPKRAYYIYSGGEKIPLVLSRPLSTN +CKRFSSKSEYQLVVVAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLVHHYMPPPGTPSFSLPPTESSSEVPEQPPAQALPGSTPKRAYYIYSGGEKIPLVCSRPLHSN >16160 -GAMKWADAKQKRNEQLKRWILSETDLEPPVVKRKKTKVKFDDGAVFEAACSSGDTEEVLRLLERGADIGYANVDGLTALHQASEDDNVDMVKFLVENGAN +GHMKMADAKQKRNEQLKRWIGSETDLEPPVVKRKKTKVGRDDGAVFLAACSSGDTEEVLRLRERGADINYAKVDGLTALHQASIDDNVDGVKFLVENGAE >5070 -ALFSGDIANLTAAEIEQGFKDVPSHNHEGGDVPLVELLVSAGISPSKRQAREDIQSGAIYVNGERLQDCGAILTAEHRLEGRFTVIRRGKKKYYLIRIALEHHQHHH +ALRSGDIANLTAAEIKQGFKDVPSFVHEGGDVALQELLCSAGISPSKRQAREDIQNGAIYVNGERLQDVGAILTAEHRLEGRFTVIRRGKKKYYLHRYALEHHHHHH >15409 -GSLRVKFSRSVDAPAYQQGHNQSYNELNLGAREEYDVLDKRRGRDPEMGGKPTRKNPQEGLYNELQKDKMAEAYSEIGMKGERRRGKGHDGLYQGLSTATKDTYDALHMQTLPPR +GSLRVKFSRSADAPAYQQGQNQLYNELNLGRREEYDVLDKRRGRDPEMGGKPRRKNPQEGLNNHLQKDKMAEAYSEIGMMGEARRGKGHDGLYQGLSTATKDTYDALHMQALIPR >19171 -MHHHHHHSSGLVPRGSEFDEWTPGTAVLTSPVLVPGCPSKAVDPGLPSVKQEPPDPEEDDEENKDQSASKLAPEEEYGGAGTPVITEIFSLGNTRFRDTAVWLPRSKDPKDPGARKQ +MHHHHHHSSGLVPRGSERDEWTPGTAVLTSPVLVPGYPSKAVDPGLPCVKQEPPDCEEDKEENKDDSASKLAPEEEANGAGTPVITEIFSLGGTRFRDTAVWLPRSKDLKKPGARKY >15441 -SHHHHHHSMANSAGSSNTQTPDASLEATVGGQSGGKKQPLNLSVYNVQATKIPPKETLQYTKQTETTSNGGGNGD +CHHHHHHSMYNSAGSSNTQAPDASLQATVNGQSGGKAQPLNLSVYNVQATNIPPKETLVYWKQTQTTSTGGGNGD >19114 -MPLGSPEFMSSSAGSGHQRSQSRAIPTRTVAISDAAQLPHDYCPTPGGTLASTTPGGTRIIYDRKQLLDRRNSPMAQTPPCHLPNIPGVTSPGTLIEDSKVEVWNLDNLDNHDRKHAVGDDIQFEMDI +MPLGSPDFMSSSAGSGHQPSQSRAIPTRTVAISDAAQLPHDYCTTPGGTLFSTTPGGRRIIYDRKFFLDRRNSPMPQEPPCHLPNIPGVTSPGTLIEDSKQEVNNLDNLDNHDRKHAVGDDAQFEMDI >7358 -GNHSGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDSDVFGEADAIQNNGTSAEDTAVKDSKHTADPKNNWQGAHPADNGYRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPAGASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKFGSGKVSLEHHHHHH +GNHSGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDSDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLKSRDAPCRCDNTFKDRPSESDELQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGILPRHRDTGALDSIGRFFSGDRPAPKRGSGKVSLEHHHHHH diff --git a/datasets/chezod_117_all_rand_7.fasta b/datasets/chezod_117_all_rand_7.fasta index c2463ae..8e4c309 100644 --- a/datasets/chezod_117_all_rand_7.fasta +++ b/datasets/chezod_117_all_rand_7.fasta @@ -1,234 +1,234 @@ >4307 -GQGGGTFNQWNKPDKPKTNMKHMAGAAAAGGVVGGLGGYMLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVYYRPVDQYNNQNNFVHDCVNITIKAHTVITTTKGENFTETDIKIMERVYEQMCTTQYQKESQAYLDGRRS +GQGGGTHNQWNKPSNPKTNMKHMAGQAAAGAVVGGLGGYMLGSAMSRPMMAFGNDWEDRYYRENMNRYPEQVYYRPVDQYNNQNNFDHDCVNITAKQHTVTTTTKGENFCETDIKIMERVVEQMCTTQYQKESQAYYDGRRS >15768 -MSTNPKPGRKTKRNTNRRPQDVKFPGGGQIVGGVTLLPRRGPRRGVRATRKTSERSQPNGRRQPIPKARRPEGRTWAQPGYPHATHIH +MSTNPKPQRQTKRNTNRRPGDVKFPAGGQIVGIVYLLPRRGPRLGVRATRKTSTRTQPRGRRQPIPKARRPEGRTWAQPGYPHKHHHH >15397 -GTQNRPLLRNSLDDLVGDDSNCEGQSDERALLDQLHTLLSNTDATGLEEIDRASGIVELVNQGQALEPKKI +GTQNRPLIRNSLDDLVGPPPNLEGQSDERADLDQAHTLLSNTDATGEEERDRALGIPELVNQGQALPPKQD >15123 -GESGERWARCCSGGYFVTWDGAERLEEETNDEDVSDSERRIAMRLAERRQEDSATHGDE +WESGERWARQVSFGHFVTLHGAERLEEETNDEDYSDIERRMMMRLAERRQEDSATHTDE >6047 -MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGILDWPAERVAAVLEQATSTTYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLIVSPSEIQAMEPAGMAVWLVLPQEAADVRQSFCCHVHFFASVPTAEDWASKWCGLEGLAIVSVHEAFGNGQEFNRHLLQTMSSRTP +MKLAPYILELLTSVNRTNGTADLLVPLLRELAKGRPVSRTTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYPLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSKTVSQSEIQAVEPAGMWVSLVLPQEAADVRQSFCCHVHFDASVPTAEDWASKHQGLRGLAIVSVHEAFGLGQEFNRHLLQTMSSRWP >17290 -MGSSHHHHHHSSGLVPRGSHMYRIDKRRQEPLRQPSPQRGAWDPELGAAPEEELAALQLGPTHHECEASPEHDTLRLTALPDYTCTLRRSPDDIPLMTPNTITMIPNSLVGLQKLHPYNNFAAGFESTGLPHSHSTTRV +MGSSHHHHHHSSGLVPRGSHMYRKDFRRQEPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALVDYTLTIRRSPDDIPLMTPKTITMIPNSLVGLQTLHPYNTFAWGENMTGLPHSHSTTRV >16876 -MAEEIKNVPETEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSSSSSEEEWSDGEKRKKKKEKKKPTDEVEVKEEEKKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPTPVEEAHPVEKKGILEKNKEKLPGYLPKTTVEVEKKDKE +MAEEIKNVPEQEVPKVATEEESAEVTMRGLFDFLGKKKDETKPEETPIASEFEQKVHISLPEPEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTTEVEVKEEEFKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPPPVEEAHIVEKKGILEKIKYKLPGYHPKTTVEEEKKDKE >15736 -MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRTSSNQRGLNQIWNVKKQSVYLMNLRKNGTLGQPGSLDETTYERLAEETLDSLAEFFEFLADKPYTFEDYDVSFGSGVLTVKLGGDLGTYVTNKQTPNKQIWLSSPSSGPKRYDWTGKNWVYSHDWVSSHELLAAELTKALKTKLDLSSLAYSGKDA +MGSSHHHHHHSSGLVPRGSHMDQDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSMTLGHPISLDETTYERLAEESLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVKLGGDLGTYVINKQTPNKQIWLSSPSSGPKRYQWTHKNWVYSHDGVSLHGLLAAELTKALKTKLDLSSLAYSGKDA >25118 -LADGSSDAAREPRPAPAPITRRSSNYVAHATEPHAKKKSKISASRKLQLKTLLLQIAKQELWREAEERRGETVRHHHHHC +LADGSSDAAVEPRPAPYPIRRRSSNYRAYATEPHTKKKSKDSASRKLQLKTLLLQIAKQCLEREAEERRMHKGRHHHHHH >15274 -GDHMSSSSESTGTPSNSDLDAGVSEHSGDWLDQDSVSDQFDVAFEVEKLDSEDYSLSEEGQELSDEDDEVYQVTVYQAGESDKDSFEEDPEISLADYWK +SSHMSSSSESTGTPSNPDLDAGVSEHSGNWLDQDSVSDQFSVEFEVESLDSEDYFLSEEGQELSDEDDEVYQVTVYQAKESDTDCFEEDPEISLSDYWK >4950 -GGKWSKSSVYGWGAVRFRMRRAEPADDGVGAASRDLEKHGAITSSNTAANNAYCAWT +GGKWSKSSVVRWPAVRERMRMNEGAADGVGAAPRDSEKHGAITSSNTAANNVACAWX >16505 -MKKRPKPGGWNTGGSRYPAQGSPGGNRYPPQGGGTWGQPHGGIWGQPHGGGWPQPHGGGWHQPHCGGWGQGGGTHNQWNKPSKFK +MKNRPKPGGWNTGGSRYPGQGSPGGNRYPPQSGGTWGQPHGGGIDQPHGGGWGQPHGHGWGQPHHGGWGQGGGTQNQWNKPSKPK >11454 -GILTNSQGQTPQVVSRLQGSDALNIQQNQTSYGSLQAGQQKEGEQNQQTQQQQILIQPQLVQHGQADQALQAAPLSGQTFTTQAISQRTLQNLQLQAVPVSGPIIIRTPTVGPNGQVSWQTLQLQNLQVQNPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDDKGSHHHHHH +GILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQACQQKEGEQNQQTQQQQILIQPQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLQAVPNSGPIIIGTPTVGPNGQVSWQTLQLQWLQVQNPQGMTVTLAPMQGVFLGQTPGGTLEDYKDDDDKGSHHHHHH >15131 -ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKDSHTCTTHYGSLPQKSQHGRTQDENPVVHFFKNIVTPRTPPPSQKKGRGLSLERFSWGAEGQRIGFGYGGRASDGKSAHKWFKGAYDAQGTLSKIFKLGGRDSRVGSPMARRLEHHHHHH +ASQKRPSPRSKYLATASTMDHARRGFLPRHRDTGILDSIGRFFLGDRGAPKRGSGKDSHTRTTHYGSLPQKSAHGRTEDENPVVHFFKNIVTPRTPPPSQGKGRGLSLSRFSWQAEGQRPGLGYGGRASDYKSAHKGFKGAYDAQGTLSKIFKLGGRDSRSGSPMARRLEHHHHHH >6078 -MNTDQQKVSEEFQSSDEKLQGDAKVRSDAFKKMASQDKDGKTTVADESEKHNYQEQENKLKGAMHKKELMHHHHHH +MNTDQQKDSERFQSSKIKLQGDAKVVSDAFWKMASQDKDGKTTDADESEKHNYQCQYNKLKGAGHKKELEHNHHHL >4287 -GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVTQATDLQFKLKNEIKSAQRDGIHDVNKQAQAENSRQRFLELIQDYRIVDSNYKEENKEQAKRQYMIIQPEATEDEVMAAISDVGGQQIFSQALLNANRRGEAKTALAEHQARHQELLKLEKSMAELTQLFNDMEELVIQQQENVDVIDKNVEFAQLDVEQGVGHTDKAVKSARKARKNKIR +GSHMSYNNPYQLEGPFEESYELDEGSSAIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDDIHDTNKQAQAENSRQRFLKLIQDYRIVGSNYKEEFKEQAKRQMMIIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARTQELLKLEKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAKLDVEQGVGHTDKAVKSARKARKNKIR >15086 -MPTLTYSEEFKRDAVALYENSDGASPQQIANDLGINKVTLKNWIIKYGSNHNPQGATPWAAVSEAEQIRQLKKENALQRARTCHPAESCLEHHHHHH +MSTKTYSEEFKRDAVALYENSDGASLQQIANDLGINRVTYKNWIIKYGSNHNVQGTTPSAAFSKAEQIRQLKNENALQFARTRHPAEGCLEHHHHHH >16912 -GIKQYSQEELKEMALVEIAHELFEEHKKPVYFQELLNEIASLLGVKKEELGDRIAQFYTYLNIDGRFLALSDQTWGLRSWYPYDQLDEEAQDTVKAKKKKAKKAVEEDLDLDEFEEIDEDHLDLDEVEEELDLEADDFDEWDLDEDDDDLEIEEDIIDEDDELYDDEEEEIK +GIKQYSQEELKEMALVEIAHELFEEHKKPVPFQELLNEIASLLVVKREELGDRIAQFYTPLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEEDLDLDEFEGIDEDDLDLDEVEEELDHEADDFDENDLDEDDDDLEIEADIIDEDDEDYDDEEEEIK >18177 -MQKCSARLRALRQRQLDRAAAYVEPDVVVKRQEALAAARLKMQEELGAQVEKHKNKLKQLEEEKRRQKIEMTDSMQEGKSYKGNWKKPQEEDSPGPSTSSVLKRKSDRKPLRGGGYNPLSGEGGGACSWRAGRRGPSSGGCG +MQKLSARLRALRQRQLDKAAAAVEPDVVVKCQEALAAARLKMPEELNAQVEKHAEKLKCLEEEKRTQKIEMWDSMQEGKSYKGNAKKPQEEDSPGPSTSSVLKVKSDRKPLRGGGYNPLSGEGGGACSWRPGRRGPSSGGCG >18198 -GAMTASGGEDDWGKGLLGLPEEETELDDLTEFNTPHNKRISTLTIEEGNLDIQREKRKRKNSRVTFTEDDEIINPEDVDPSVGRFRNM +GAMGGSGGEDDNLKGLLGLPEEETELDNLTEFNTAGNKRISTLTIEEMNLDIQRPKRKRKNSRVTFSEDDEIIDPEDVDPSVYRFRND >15179 -GHMPIKGCLKNKTSTTMSMVASAEQYRWNVDEELSKKSQKWDEMIILATYHPADKDYGLMKIDEPSTPYHSMMGDDEDACSDTEMTEAMAPDIMARKLAAAEGLEPKYRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKLARQLISKDL +GHMPIKGILINKTSCTSSMVASAEQPRGNVDEELSKKSQKWDEMNILATYHPADKDYGLMKIDEPSTPNHSMMGDDEDACSDTEATEAMAPDILARKLAAAVGLEPKYRIQCQESSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKLARRLISKDL >18248 -ASSHSLLFSSSFLSKPSSFTSSLRRFVYLNTRNFWPRQRHGFSFAFAVATEPAKSSSPP +ASSHILLFSSSFLSKPSSFTTYSRRFVYLPGRQFWTRQRHGFSTVFAVATEPAISSSGP >7279 -MSESSSKSSQPSASKQEKDGTEKGIRGRPYKQPPVSPGTAKVGSQKEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTPGRKPRGRPKKLEKEEEEGISTESSEEEQ +MSESSSKSSQPLASKWEKDGTEKRGRGSPRKEPPVSPGTALVGSQKEPSEVPTPKTPRGRPKGSHGKGAAKTRKTTTTPGRKPRGRPKKHEKEEEEGISQESSEEEQ >18446 -MGEKTVKLYEDTHFKGYSCELPVGDYNLSVLISRGALNDDLSSARVPSGLRLELFQGNNFKGVRDFYTSFAAEGSRDNDASSVRVSKMESTN +MGEKTVKLYEDTLFKGYSVELPVGDYNLSSLISGGALNDDYSSARVPSGLRLEGFQHNNFEGVRDFYTSDAAELSRDNDASSVQVSKMEETN >19650 -SLTDKDDSKAGCEEDHTYEGLDIDQINTYEDIVTLRTGEVKWSVGEFPNCE +SLLEKDDCKTGMEEDHTYEGGDIDRLATGEDIVTLRTGEVKWSVGEHPGQE >19224 -GHMAYMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQMDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFTVRESGSLSPEHGPVVVHCSKGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLITTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGICREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIWSMSQDTEVRSRVVGGSLRGAQAASPAKGEPS +GHMASMEMEKEFEQIDKSGSWGAIYQDIRHEASDFPCRLAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQESRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKNRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLWPPPEHIPPPPRPPKRILEPHNGKIREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGKLRGAQAASPAKGEPS >5204 -SKKIKHPDAAHPEDWDERAKIDDPTDSKPEDWDKPEHIPCPDAKDPEWWDEEMDGEVEPPVIQNPEAKGEWKPR +SKSIKDPDAAKPEDWDEDAKICDPTDSKPEDWDKPENIPDPDAKKPENWDEEMDGEWEPPVIQAPEYPGEWKPR >4686 -SKSMQVPFSRCCFSFAEQEIPLRAILCYENTSSICSKEGLIFKLKRGKEACALLHVGWVQRHRGMLRHCFSKRK +SKSMQVPFSRCCFSFAFQEIPLRAILCYRNLSSIGSNNKLIFKLKRGKEACALDTVGWHQRHRKMLRHCDSKRK >10010 -EAEAYVTCTMKGLDIQKVAGTWYSLAMAASDISLLDCQSAPLRVYVEELKPYPEGDLEILLQKWENDECAQKKIIAEKTKIPAVFKIDALNENKVQVLDTDFKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEALYGFDKALSALPMHIRLSFNPTQLEEQCHI +WAEAYVTQTMKGLDIQKVAGTWYSLHMAASDISLLDCQSAPLRVYVEELKPTPEGDLEILLQKWENDECAQKKTIAEKTKIPAVFKIDALNENKVLVLDTDYKKYLLFWMENSAEPEQSLVCQCLGRTPEVDDEALHKFDKALKALPMHIRLSFNPTQLEEQCYI >19672 -WVTIQRTEAAELCGLHYSYVLRVEAERLTLLTVGAQSQILRPLLSWPYTLLRRYGRDKVMFSFEAGRRRESGPGTFTFQTAQGNDIFQAVETIIHRQKAQG +TVTVQRTEAAERCGLHGSYVLRVEAERLTLLTVCAQSQILEPLLSWPYMLSRRYGRDKVMFSAEAGRRCPSGPGTFTFQSAQGNDIFQAVETAIHRQKAQG >18890 -CFQDGVRQSRAQDKQILLPNDQLYQSLKDRGDPQYSHLQGNQLRRN +SLQYGVMQSRAEDTQTLKPNDQLYQPLKDREDDQYSHAQGNQGRRN >5545 -SYYHHHHHHDYDSPTTENLYFQGAMPSGPCRRHLDSVLQQLQTEVYRQYQTLYVPNCDHRGFYRKRQCVSSQGQRRGPCWCVDRFGKSLPGSADGNGSSSCPTGSSG +SYYHHHHHHDYDILNEENLYFQGAMGSGPCRRHLDSVLQMLQTEVYRGAQTLYVPNCDHRGFYRHRQCRSSQGQRRGPCWCVDRMGKSLPGSPDGSGSSSCPTGSSG >17483 -MSDAGMKGFGVKASEALKPDSQKSYAEQGKEYITDKADKYAGKVQAEDNAGVFQGVHDVAEKGKDNAEGQGEALADQARDYMGAAKSKLNDAVEYVSGRVHGEEDPTKK +MSDAGRKGFGEKASEALKPDSQKSAAEQGKEYITDKADKVYGKVQPEDNQGVFQGVHDSDEKGKDNMEGQGESLADQARDYMGAAKSKLNDAVENVSGRVHGEEDPKKK >11019 -GSFTMPGFVDSCPAPPESQEKKPLKACCAGPETKKPKDACIIEKGEEHCGHLIEAHKYCMRALGFKI +GSFTMPALVDKNPEPPESQEKKPLKPCCACPETKKARSACIIEKGEECCGDLIEAHKECMRPLGFKI >15563 -MASNKSKFKDASQRRRSLEYAENVHGAGGGAFPASQTPSKPASAPGPRGPSAAFAPAAAEPKLFGGFNSSDTVTVPQVAGPLAGGSAWSHPQFEW +MASNKSKPKDFSQRRRSLEPAENVHGAGNGAFPASRTPSKPASADGHRGPRAAFAPAAAEPKLFGGFNSSDTVTSPQRAGPLAGNSAWSRPQFEK >18578 -GSKRRELDDPGAYNYPFTWNTPSAPMGYNIAGKPDQCQYTELSNAKIAYKGNKANIAAEQQYGSHEEHLPADLETLQREIFMAQERLDLAIQAYHHQNNPIGPREKKAKVGSKSGSNKSSISSKSGDGKTSVWI +GSKRRELDDPGAYNYGFTWNTPSAPPHYNIAVKRDQIQYTELSNAKIAYKQNKANIAQECQYGSHEEHLPADLETDQREIRMAQERLDLAIQAYHHQNNPHGPREKKAKVGSKSGSNKSSISSKSGDGKTSVMY >17836 -MAQSEKVIVHYENFRNMGSFDNNDENVGSGMVGAPACGDVMKLQIKVNDEGGIEDARFHTYGCGSAIASSSLVTEWVKGKSLDEAQAIKNTDIARELELPPVKIHCSILAEDAIKAAIADYKSKREAK +MAYSEKLIDHYENPRNVGSFDNNDENVGSGMVGAPACGDVMKLQRKVNDEGHIEDARFKTYGCGSQIASSSLVTEWVKGKSLDRAQAIKNTDIAEERELPPVKIHGSILAEDAIKAAIADYKSKREAK >5076 -QPKVIATKVLGTVKWFNCRCGYGFANRNDTKEDVFVHQTAIKKNNPRKILRSVGDGETVEFDVVEGEKGAEAANVTGEG +MKKVIATEVLGTVKWFNVRNGYGFINRNDTKEDVFVLQTAIKKNNPRKYCRSVGDGEEVESDVVEGEKEAEAANVEGPG >5736 -MQHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLGAVSRDLNAYPREHLYVMVNAKIGEESKESVALEEDSDDDVEPIAEFMFVPSDKSALEAMFTLMTECQALHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVAGQFEDADVDH +MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWYDGSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVMAKFGEESKESVAEEEDSDDDVEPQAEFRFVPSDKSALEAMFTAMCECQALHPDPEDELSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSGSSQYNMAPVRTEDSTRDYEDGMEVDTLPTVAGQFEDADVDH >18631 -MRAPGERGRFHGGNLFFLEGGARSEMMDDLATDAQGQGAGRRDAAASASTPAQAPTSWSPVAEDASRRRPVEACVDFKTW +MAAPRERGRFHGGHLFFLPGGARSEMMDDLATDARGRGAGRRDAAASASTPYQAPTSDSAVIEDARRHRPCRACVDFKTW >4286 -GHPEFMSSSTPFDPTADSEHDEERPQNVQSKSYTAELQAEIDDTVGIMRDDINKVAERGERLTSIEDKADNLAVSAQGFKRGANRVRKAMWYKDLKVK +GSPEFMSSSTPFDPYALSEGDEERPQVVQSKSRTAELQAEIDDTVGIMSDNKNKEAERGEYLTSIEDKADNLAVSAQGFKRGANRVNKAMWYKDLKMK >19332 -MVRTKCDYLKGTYRKVSAARAPRKVLGVSTSATNSTSVSSRKAENKYAGGNPVCVRPTPKWQMGIGEFFRLSPKDSEKENQIPEEAGSSGLGKAKRKACPLQPDHTNDEKE +MVRTIADSVPGTYRKVVAARAPRKVLGSSTSATFSTSVSSRKAENKYMGGNPVCVRPTPIWQKGIGEFFRLSPKDSEKTNQIPYEAGSSGLGKAKRKACPLHPDHTNDEKE >15180 -GHMDEEDGEPPYEPSSGNVFIRGLSEEEDPAHSRKIHFSTAPIQVFSTYLNEDYDRRNEDVDPMAASAEYELEKRVERLEG +SHMDEEDGEMPYQPESGCVEIPGLSEEEDPAPSRKIHFSTAPIQVFKTYSNEDYDRLNEDVDPMAASAEYELKKRVERLET >2956 -MKPVTLIDVAEYKGVSYQCVSRVVNRASHVSAKFREKVEAAMAELNEIPNRVDQYL +MKTVTLIDVAEYAGVSYQTVSRVVMQASHVSAKVRYKVECAVAELNYIPNRVAQQP >18927 -ENREIQPPFKPKVSGKGAENFDKFWTRGSPVMTPPDQLVLANIVQSDFEWFSCVNPQFVHPILQSAVX +ENREIQPPFKPKFSGKGKENFDKFFTRGQPRLTPPDQLVIAFIDQSDFSGFHYVNPQFVHHILQSAVX >18867 -SLRKRWQNEKLGLSALDEYTDLNLYEGLNLDDGSMYEDIHRGLIGTYQDVGSLNIGDVQLEKP +SLRKNWQNMKLGLDAGDEYEDENLYEGLNLDDCSMYEDISRGDQGCYQDYGYLNIGDVCLEKP >4034 -WIPKRLCLVCGDIASGYHHGVASCEACKAFFKRTIQGNIEYFCPATNECEWTKRRRKVCQACRFWHALKVGMLKEGVRLDRVRGGRQKYKRRLDSENS +AIPRRLCLVCGDIASGYHYGVASCEACKAFFKRTKQGNIEYSCPATNECEITKRRRKSCQACRFMKALKVCMLKEGVRLDRVRGGRQKYKRRLDWENY >19482 -QPLEAVVFMERDGNAVLNLLFSLRKTKPSSLSRAVKVFETFEAKIHHLETWPAQRGLAGSPHLEGFVRFEVPSGDLAALLSSVRRVSDDVRDA +NPLEAVVTEERDGNAVLNLLFSLRGTKPSSLSRAVKVFETFENKIHHLETRPAQSPWAGSPFLEMFVRFEVPSGDLAALLSSVRRVSDDTRSA >25093 -MIHSSVKRWGWSPAVCIPATLMQALNLNIDDEVKIDLVDGSLIIEPVRKEPSFTMAELLNDIFPENLHENIDWGEPKDKEVW +MIHSSVKRWGNSPIVRIYAFLMQALNLNIDDEVKADLVPGKLIIEPVRKEPVFTLAELQNDIFPENLHENIDWGEPKDKEVW >15430 -MPDEPPKATIRSATRVMGGPVTLRKRPCKFKQRQTRQFKSKPPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFNHLELHELAQYGIV +MNLEPPKAEIRSATRVMGGPVTGRKGPPKFKQRQTRQFKSKPHKKGVQGIGDDYPGMEGLGTVIKVIAPWEAWNHLELHELAQYGII >25327 -GSGMADENANRPVNQYEDPNEAFRSTPFEATTSALGDCREPIAYRTGATTGKGSRRHDDTWSREIKGSSAFPGGSEKAGQGRQ +GSHMADENANRPVNPGEDINERFRSTPFVATTSAYGDCCECIAYRTGAWTGKGSRRHDDTVSREIKGSSATPGGSEKAGTSRQ >17048 -ASPASPCKAESSGVIDQFGDAIGSGAQETQPAPQGVSSSSASADLLAGFGGSFMEPST +ASTASPAKAYHSGVQDLFGDAFGSGASETQPAFQAVSSSHASADLLAGFGGSISAPST >16670 -MAGGAWGRLACYLEQARKEELKEFQLLLDNKAHSRSSSGETPTQPEKTSGMEVASYLVAQYGLQRAWDLALHTWETMGLRSLCAQAQEGAGHSLEHH +MAGNAWGRLACYLEFLKKEELKEFQLLLPNKAHERSSSGETPAQPEKTSGMEVCSYLVAQYGEQRAWDIALHTWEQMGLRSLCAQAQEGAGHSLEHE >15162 -NDDKLYRADSRPPDEIKQSVGLMPRGQSDYFDCGTQMNINLYDHARGTQTGFVRHDCGYVSTSITLRSAHLVGQTELSGHSTYYIYVIATAPNYFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIKPAADGYGLAGF +NDDKLYRADSRPPDEIKQSGGLMPRGQMDYFDRGTQMNINLYDHARGTQTGFVRHDDGYNSTSISLRSAHCVGQTILSGHSTYYIYVIATAPNMFNVNDVLGAYSPHPNEQDVSALGGIPGSQIVGWYRVHFGVLDEQLHRNRGYLDRYYSNLDIAPYADGYGLAGF >15336 -GAMESAERRNSILTEHLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSILNPINIIRKFSIVQKTPLQMNRIEEDSDEPLERRLSLVPDSESGEAILPRISVISTGPMLQARRRQSHLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLKECLFDDME +GAMESAERRNSNLTETLHRFSLENDAPVSWTETKKQSFKQTGEFGEKRKNSILNPINSIRKFSIVQKTPLQMNGIEEDSDEPDERRLSLVPDSWQGEAILPRISVISTGPTLQARRRQSVQNLMTHSVNQGQNKHRKTTASTRKVSLAPQANLTELDIYSRRLSQETGLEISEEINEEDLKECLFDDRE >5022 -AFPSPAADYVEQRIDLNQLQIQHYSATYFSKASGHSMIDGGGSDGDLLIVDSACTASHGDIVIAAVDGEFTVKKLQLWPTVQLIPMNSAYSPITISSEDTLDVFGVVIHVVKAMR +AFPSPWADYVEQRIAGNQLLKQHLSATYFVKASGDSMIDGGISDGDLLIVDSAITAEHGDIVIAAVDGEFTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHVVKAMR >15855 -GPHMTLEEPSAGEQITERMDKVGDALEEVLSKALSQRRITVGVSEAAKLLNVDFDNVVQCLLAADEDDDRDVALQIHFTLIQAFCCENDINILRVSNPGRLAELLLLETDAGPAASEGAPQPPDLHCVLVTNPHSSQWKDPALSQLICFCRESRYMDQWVPVINLPER +GPHMTLEEFSAGEQKTERMDKVGDALEEVLSKALSQRTITVGPYEAAKLLNVDPDNVVLCLLFADEDDDRDVALQIHHTLIHAFCCENDINILRVSNPGRLAELLLLETDAGPAASEGAEQPPDLHTVLVTNPHSSQWKDPALSQLLCFCRESRYMDQWVPVINLPER >16450 -NAYQQDPCANPTRQTGKTGFQTDQYGNPVHQTEASGAYGAGTGTGMHGGEHQQQPHQQPGVLNRSGISSSEDDGQGGRRKKGMKEKIPERIPGMGRKDEQKQTSATSTPGQGQQQKGMMEKIKERLPGSH +MAYQQDPCMNPTRQTGKTGGQTDQYGNPEHQTEALGAYGAGTGTGMHGGEHQQQPHQQPGVLNRPGSSSSEDDGQGGRRKKGMYEKIKERIPGMGRKDEQKQTSAISTCGQGQQQKGMMEKIKEKLPGAH >15766 -AVPVESKPDKPSGKSGMDAALDDLIDTLGVPEETEEENTTYTGPEVSDPESSTYIEELGKRCVTIPPKYQELLAKKEGITGPPADSSKPIGPDDAIDALSSDFTCGSPTAAGKKREKQESTEVLKAQSAGDVRSAAPPQEK +AVPVESKPDKPSGKSGMDAAADDLIYTLGGPEETFEENTTYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGPPAASSKPIGPDDAIDALSSDFTCGSPTAAGKKTEKEESTEVLKAQSAGTVYSIAGPQEK >6431 -EAESLTVARKAKNEERKRRKMSRGLPDKTEEEKSVMAKKLEQKPKGEGIPTTAKLKVDEFESNVNEAKDPYPSADIPGDDEEDEPEIPVSPRPRYLAELQLKEKAVPIPEASSFFIFSPTNKVRVY +EAESLTSAQKAKAEERERRDMSRGLPDKTEEEKSVMAKVLEQKPKGEGIPTVAKLKVDEFESNVNEVKDPYPSADFPGDDEEDEPEIPVSPRSRPLAELQLKEKAVPIPEASSFFIFSPTRKVRLL >17926 -MGSSHHHHHHSSGLVPRGSHMIAPEFGISDVVFKSIKEAQETCAGDSVSGEKVAAWDEVEELSAAASHARDEKKADGSDPLEEYCKDNPETNECRTYDN +MGSSHEHHHHSSGLVPRGSHMAEPEGGHSDVVEKWIKEAQETCWGDPVSGICVAAWDEVEELSAAASHARDKTKADGSDPLEEYCKDNPETNECRTYDN >4280 -ASASPKQRRNIKRMRGPMYDDPTGPEGWTRKLKQRKSGRSAGKYDVQLINPQGKAFRSKVELIVYFEKVGDTSLDPMDFDFTVTGRGSGSGC +ASASPKQRRSIIRDRGPMYMDPTLPEGWTRKLTQRKSGRSAGKYDVYLINPQGKAFKSKVELIAYFEKNGDTSLDPNHFDFTVTGRGSGEGC >6139 -DEYQFKECYDTCHKCCSDKGNGFTFCEIKCWTDCSVKDVKEKFENVKPKN +DEAMFKECYQTCHKECSDKGNGATFVQMKCDTDCSVKDGKTKLENYKPKN >11338 -GSSGSSGMTDYGEEQRNELEADESIYPDWFGVLSENHPSFTITVTSEAGENDETVQTTLKFTYSEKYPDEAPLYEIFSQENLEDNDVSDILKLLALQAEENLGMVMIKTLVTAVQEKLNEIDPQIKTR +GSSGSSGMTDYGEEQRNELEALESIYPDSFTVLIENPPSFTITVTSFAGENDETVQTTLKFTYSEKYPRFAPLYEIFSQENLEDNDVSDILKLLALQVECNLGMVMIFTLVTAVQEKLNEIVDQILTR >18889 -SLKYIKAKCKPVTRGAGAGGRQRGQNKERPPPEPNPDIEPIRKGQRRLYSGLNQRRI +SLKNRKAKAEPVTRGAGAGGNQLPVNKERPPQVPNPDYEPIRKGQRDLYSGLNQRRY >19485 -MGLSFPSPNESAPPTGDLEEKRNKLAEAAERRQKEAASRGILDVQSVQEKRKKKEKMEKQIATNGPPPEWGLRWTVSLENHHHHH +MGLSFPSPGASAPPTPDLEEKRAKLAEAAERRQKEASSRGILDVQSVSEKRKKKGKIHKQIATSGPFPEGGLRETVSLEHHHHHH >15174 -GXSFCKQDGKXPKCHADCCNCCLSGICAGSTNWILKGCSTSSFFKI +GXSFCKADEKXYEYPADCKNCCWSGICMXSTNWILPGCSTSCFFKI >6974 -MQPASAKWYDRRDYVFIEFCVEDSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIQLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKNRAKLNWLSVDFNNWNDWEDDSDEDMSNFPRFSAMMNNMGGDEDVDLPEVDGADDDSQDSDDEKMPHEE +MQPASAKWYDRRDYVFIEFCVERSCDVNVNFEKSKLTFSCLGGSDNFKHLNEPDLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKWRAKLNWLSVRFNNWKDWEDDSDEDMSNFDRFSEMMSNMGGDEDVDLPEVDGADDDSQDSDDEKMPDLE >19796 -GRAMGTPGERGLRQWPGSVPNNDRLLITAGIKAKALREIVETWDCSSGSFLPVPERRRGPKGDSGEQGPPGKE +GRAMGLPGERGLRGEPGEVPNVDRLLEKAGDKASALREIVETWDESSHSVLPVPERRRGPTGDSGEQGPPGKE >5956 -CADKRAHHNALERKRRDHIKDSFHSLRDSVPSLQGEKASRAQILCKATEYIQYMRRKVHTLQQDIDDLKRQNCLMEQSVAALEGSGC +MADKRAHHNATERKRRDFIKDSFHSLRVSVPSLQNEKASRAQILDKATEYIQYMRRKVHTLQQDIDWLTRQNALLEQQVDALEGSGC >7292 -GAMGSEPQDVNYFEHKQNIRPKPFVIPGRSSRCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLDSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFRVLQGMVDDGSDVRPAGTTH +GAMGSNPQDGNYFEHKHNIRPKPFVIPGRSSGCSTPHGIDCGSGRLTPSSVSTVSTICPRDLKVAAKLAPNIPLEMELPGVKIVHAQQNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTASVPPESDVYRVLHDNKNEPTQPRQSGSFRVLQGMVDDGSDDRPAGTRS >19037 -LLQEALSAYFDSMKIPSGQPETADVSREQVDKELDFASNSSITGLSCDEEDPPLPETPMNSLVDECTLDQGLPKLSAEAVFEKCSQISLSKSTTASLSKK +LLLEALSAYFDSMKIPSRQPETADVSRDQVYKELDRASNSLISGLSQDEEDPPLPPTPMNSLVDECPLDQMLPKLSTEAVFEKCSQISLSQSTTAVLSKK >1128 -VVYTDCTESGQNLCLCEGSNVCGQGNQCILWSDGEKNQCVYGEFTPKPQDHNDGDFEEIPEEYIQ +VVYTDCTSSGQNVCLCEGSIVCGQGNKCILGSDGEFNCCVTGEGTPKPQSHNDGDFEEIPEEYLW >4272 -MSATAATAPPAKPAGEGGPPAPPPNHTSNRRLQQTQAQVDEVNDDMRVNVDKVLERDQKMSCLDDRADALQAGASQFETSAAKLTRKYWWKNLKMM +SSAVAATAPPAAPAGEGGPPAPPLNLTSNRRLQQTQAQVDEVVMIMRVNVDKVLERDQKLSELDDRADALQIGASQEETSAAKLKRRYWWKNLKMM >15136 -MSQKQEPENPAEETGEEKQDTQEKEGILPERAEEAKLKFKYPSLGQKPGGSDFLMKRLQKGQKYFLSGDYNMAKAKMLNKQLPSAGPDKNLVTGDTIPTPQDWPQRKSSLVTSKLAGGQVE +MSQKCEEETPAEQTGEEKQDGQEKEGILPERAEEAKLTAKYPSLGQKPGGSDFLMKRLQKGQKYFDYGDYNMAKAKMKNKQLPSAGPDKNLVTGDHIPTPQDLPQRKQSLVTSKLAGGQVE >11388 -GSSGSSGEAQTRVKLNFLDQIAKYWELQGSTLKIPMVERKILDLFQLNKLVWEEGGFAVVCKDRKWTKIETYMGFAPGKAVGSHIRGHYERLLNPYNLFLSGDSLRCLQKPNLTSDTKICEY +GSSGSSGEAQTRVKLNFLDKIAKYWELQGSTLKIPHVKRKILDLFGLNKLVCEEGGFAVPCKDRKWTKIATKMGFAPGKAVGSHIRGHYERILNPYNLFLSGDSLRALQKPNLTSDTKDKAY >6968 -MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEGVLYVGSKTVEGVVHGVATVAEKTKEQVTNVGGAVVTNVTAVAKPTVEGAGSIAAATGFVKKDGLGKNEEGAPQEGILEAMPVDPDNEAYEMPSEEGYQDYEVEA +MDVFMKGLTKCKEGVVAAAEKTKQGVAEAAGKTMEGVLYVGSKTKEGVVHGTATVPEKTKEQVTNVGGAVVTGVFAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDAEAYEMPSEEGYQDYEPEA >6498 -MASVLEELQKDLEEVKVLLEKSTRMRLRDTLTSPGSKIEFELKNKMQQKSQKKPELDNEKPAAVVAFLTTGYTWKIS +SASVLEELQKDLEEVKVHLEKYTRKRLRDTLCSERSKIETELKNKMQQKSQKKPELDNEKTAAVVAPLTTGYTVKRS >6212 -NKELDYVQKLFVDKIIEYRTKRQTSGIPVDAGPEYQQDLDQELFKLKQMYDKIDMNTGPNFTFEDPKFEVVEKPQS +NKELDPVQKLFVDKIREYRSKRQTSGGPVDAGPEYQQDLDRELFKLKQMYGKADMNTFPAFTQHDPKTEVVEKPQS >19521 -GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVESNRTTAPEGTESEMETPSAINGNPSWHKADSPAVNGATGHSSSLDAREVIPMAAVKQALREAGDEFQLRYRRAFSDLTEQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGMDTFVELYGNNAAANSRKGQER +GHSMSQSNQELVVDFLSYKLSVKGYSWSQFSDVEENRTEAPEGTESEMETPSCINGNPSWHLHDSPAVNGATGHSSSLDAREVIPTAAVKQALREAGDEFELRYRRAFSDLTSQLHITPGTAYQEFEQVVNELFRDGVNWGRIVAFFSFGGALCVEGVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELYGNNAAAESRKGQER >6970 -MQAIKCVVVGDGAVGKTCLLISYVTNAFPGEYIPTVFDNYSANVMVDGKPVYLGLWDTAGQEYYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGDKLDLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGGKTVFDEAIRAVLSPPPCQ +MQAILCVVVGDGAVGKTCLLISFTTNAFPGEYRPTVFDNYSANVMYDGKPVNLGLWNTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNTPIILVGTKLDLRDDKDTIEKLKEKDLTPITYPQGLAMAKEIGAVKYLGCSALTQRGLKTVFDEAIRAVLSPPPVK >5313 -HPQGSPSKDCGSPKYAYFNGCSSPTAPLSPMSPPGYKLVTGDRNNSSCRNMNKQASEQNWANYSAEQNMMGQAGSTISNSKAQPFDFPDDNQNAKKVAAGHELLPLAITDQRPSSRASSRASSRPRPDDLEI +PPLPSPSKDIGSPKYAYFNGCSSPTAPLSPMSPPGRKLVTGDRNNSSCRNYNKQASEQNWANCSAEQNRMGQAGSTISNSHAQPFDFPDDNQNAKDVAAGHELQPLQIVDQRPSSRASSRASSRPRPDDLEI >6846 -HLMYPRGPDGKRIYTLKKVTESGELTWSAGPARHSPDDKYSRQRVTLKKRFGLVPGQSHHHHH +HLKYTLGPDGKRIYFLKKPTESEEITKSAHPARFSYSDKYSRQRVTLKKRFGLVPGQHHHFHH >19135 -MADERKDEGKAPHWTSASLTEAAAYPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSATIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSFPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPAEPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSQVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKAKVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAAQAKQGL +MADERKDEGKAPHWTDASLTEACAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETPNLPPSPPPSPASEQTDALEPATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISTARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSPTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQGL >4716 -GPLGSPEFSMPHSSPQNRPNYNVHFSSMPGWQNERVKAAAKLEGKQWAADFEDLLSGQGFNAHKDKKGPRTIAEMRKEEMAKEMDPEKLIILEWIEGKERNIRALLSTMHTVLWAGETKWAPVGMADLVTPEQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSEFENQGQKPLY +GALGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFNAHKDKKGPRTIAEMRKEEMAKEMDPEKLKILEWIEGKERVIRALLSTMHTVLWAGETKWKPVGMADLVTPEQVKKVYRKAVLVVHPDFATGQPWESYMKMIFMELNDAWSEFENQLQKPLY >6521 -GSHMNNCWSSPQPKKKPLQGESFTLQIRGRETFEMFRELNEHLELKDAQAGKEPG +GSHMNARPLSVRPKPKPLDGEYFTLQIRGRERFEMFRELNEALELKDAQAGKEPG >26549 -HHMASGSLRGGEPEPTVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVIQDSFEPLHADGDEREIRVAAEIWRKSRKFPSALPRWARPDYNPPLLESWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEAAEDVVCC +GHMASGSLRGGEPEPDVTVLESMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEHLRKSRKFPSALHIWARPDYNPPLLESWKDPDYVPPVVHGCPLKPTKAPPIPPPRRKRTAVLTESNVSSALAELATKTFGSSGSSAVDSGTDTALPDQASDDGDKGSDVESVSSMPPLEGEPGDPDLSDGSWSTVSEEASEDVVCC >11526 -MNIVPQDTFKSQVSTDQDRSVLSSAVPSLPDTLRQQAGGAVPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQIFGIAKPMKRTMEMEIVNRTDFNPLSTNGSIHRRILLNKECSIDWEDVYPGKGLQASTMVGDDVHSTIEKQLEI +MNIVPQDTFKSQVSTDQDKSVLSSAVPSLPDHLRQQEGGAVPLSTQLNDRHPLESTLKNWETTQRTFQMEKYRQITGIAEPMKRTMEMEIVNRTDFNPLSTNGSIYRDILLNKECSIDWEDVYPGTGLQASTMVGDKVHSKIEKQLGI >19364 -MRGSQHHDHHGSATFPPATSAPQQPPGPEDEDSSLMESDLTPLAHSYLGGGGVKGRTKREAAANTNRPSPGGGERKLVTKLQNSERKKRGARR +GRGSHHHHHHGSATFPPAYSAPQQPPGPEDEDSSRDESDLYSLAHSYLGGGGRWGRTKREAAANTNRPSPTGHERKEVTKLQNSERKWRGARR >15719 -AKTKGNKVNVGVKYAEKFERHFEPEKLREGRNIIGLQMGINKFASQQGMTAYGTRWHLYDPKLGIDQPLDQITESLQMGTNKGASQAGMTDPGTKRQI +AKTKGNKVNVFVKYAEKQERRFEPEKLREGRNYIGLWMGINKFASQQGMTAYGTRRHLYDPKLGTDQPLDQATCSHQMGTNKGASQAGMTAPNTKRQI >4985 -ATPAPAADMPGITCISASQTGNARRVAEALRDSLLAAKLNVKLVNAGDYKFKQIASEKLLIVVTSTQGEGEPPEEAVALHKFWFIKKAPKLENTAFAVFSSGDTSYEFFCQSAKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRAPVAAPSQSVA +ATEAPAAEMPGITIISASQTGNARRVAEALRDDLLQAKLNVKLVNAGDYKTKQIASEKLLIVVTSTQGEGEPPEEAVALHKFLFSKKAPKLENTSFAVFSLGDTSYEFFCQDGKDFDKKLAELGGERLLDRVDADVEYQQAASEWRARVVDALKSRAPVAAPSQSVA >15506 -GMNGADNARNNAFGGGKNPGIGNTSGHGSNGHASSNRGNSNGWSWSNKPHKNDGVHSCGSYHITFHGDNNSKPKPGGNSGNRGNNGDGAS +GSDGADNAHNNAFGGGKNPGIGNTSGAGHNGSASSNRGNSNGWSWSNKPHKNDGFHSDGAYHITHHGDRNSKPKPGGNSGNRFNNGDGNS >6112 -GSPMEHPKPSACRNVFGPVDHENLTRDLEKHCRDMEEASQRKWNFDFQNHKPLEGKYEWQEVENGSLPEFIYRPFRPPKAACKVPAQE +GSHMEHPKPSAWRNMPGPVDHEEETRDLEKHCRDMEEGSQRKTNFDFQNHKPLEGKYEWQEVEKGSLPEFYYRPPRPPKGACKVPAQE >15398 -PNRSIWPSALQDLLRKLKSPSSPQQQQQVLNILKSHPQLIAAFIKTRTAKYVANQPGAQ +PNRSISPSALQDLLRTLKSPSSPQQQQGDLNILKSNPQPMAANIKQRTAKYCSNQQGMQ >19357 -MEANIRGQGGLAYPGVRTHVTLESVNGPKAGSRGLTSLADTFEHMIEEVLDEDQKVRPNEENNKDADLYTSRVMLSSDVWLEPCLLFLLEEI +MEANIRGQNGLAYPGVFTHGTLESGNGPKAGSRGLTSSADTFEHMILELLDEDQKVRPNEENNKDADLYTSRVMLSSQVPVEPPLLFTLEEY >15141 -MKAKRSHQAIIMITSLRVSPSIHGYHFDTASRKKAVGNRFENTDQESLERLFRNSGDKKQEELAKIIFAIDQDVDEKTRALMANKKRTKDKLFQFLKLRKYSIKVH +MKAIRSHQATIMSTSLRESPSIHGYHFDTASRKKAVGNIFENTDMESLERLFRNSGDKKAEERAKIIFFIDQDVEEKTRALMNLKSRTKDKLFQFLKLRKYSIKVH >15711 -ATKAVAVLKGDGPVQGIINFEQKESNGPVKVWGSIKSLTEDLHGFHVHEEIDNTAGCTSAGPHFNPLVRKHGDPKDEERHVGDLQNVTADKDGVADVSKEDSVISLSGDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSRLACGVIGIAQ +ATKAVAVLKGDGIVQGIINFEQKESNPPVKVWGSIKGLTEGLHGFHVHEEEDNTAGCTSAGPHKNPLSRKHGGPKDEERHVGDLGNVHADKDGVADVSNEDPVISLSGDHAIIGRTLVVHEKADDLGKGGNEESTKTGNAGSRLACGVIHIAQ >16296 -PGPEEQEEEPQPRAPGTRRERTTGAPASSPRSAAGGRGPRGHKRKLNEEDAASESSRNSSNEDDGSSSEHDEMAKALEAELNDLM +PGPEESEDEPQPRKPGTRRERTWGAPASSERSAAGGRLPRGHKRKLNEEDEASESSRESSNEDEGSSSEADEMAKANEAELRDLM >17760 -MEEPQSDPSVEPPLSVETQSDLWKLLPWSNMLSQLPSQAMDDLMLSPDDIEQWFTEDPGPDEAPRMPEAAPPVAPAVAAPTPAAPAPAPSWPL +MEEPQSDPSVEPPLSQETFSDLWKLLPENNILSWLPSQAMDDLMLSPDDIEQWRTEDPGPDEALIMPEAAPAVAHAPAAPTPAAPAPAPSWPL >19507 -MAEMKTDAATLAQEAGNFERISGDLKTQIDQVESTAGSLQGQWRDAAGTAQQAAVLRFQEAANKQKQELDEISTNIHQAGVQYSRADEEQQQALMSVMGFKKAAALEHHHHHH +MAMMKTEAATLAQEAKNFERISGDLKTQIDQVESTAGSLQGQWIRAAGTAAQAQVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEEQQQALSSQMGFKLAAALEHHHFHH >4922 -IDVNLGADDGSLAFVPSEFSISPGEKIVFKNNAGFPHNIEFDEDSIPSGVDASKISMSEEDLLNAKGETFEVALSQKGQYSFYCSPHQGAGMCRKSTVN +IDVLLGADDGSLAFVPNEFSIVPGEKIVFKNNAGFPHNIVFDEDSITSGVDASKISMSEEDLLNAKGETFGVALSNKGEYSEYCSPHLGAGMVGKVTVN >17325 -GPMELSVSSDSDSSQAGYNAGNQPMLWPAWVYPNRYSDRPSSGPRSRKHKKKNPNKEDKRPRTAFTAEQLQRLKAEFQTNRYLTEQRRQSLAQELSGNESQIKIWFQNKRAKIKKAT +GPMELSVSSDSDSSQAGCNAGNQPMLWPAWVYCTRYSDRPSSGPRSRKPKKKNPNKEDKRPRTAFTAEELQPLKAEFQTHRYLTELRRQSLAQELGGNESQIKIGFQNKRAKIKKAT >15672 -PALTPSLGANPKPQVPSDSGGPLIDLLTEDPPPYRDPRPVPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPVKAGGNGQLQYWPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKQRVLLEARKAVRHDDGRPTQLPNEVDAYFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHHHH +PALTPSLGAKPKPQVLSDSGGPLIDLLTEDPPPYRDPRPPPSDCDGNGGEATPAGEAPDPSPMASRLRGRREPMVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYDWKNNNPSFSEDPGKLTALIPSVLITHQPTWDDCQQQLGTLLTYEEGQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHHHH >15176 -GHMDPKGRKKIQFSVKAPPSQLDPRQVFMIRRCRPTPALLFRVSEHSSPEEESSPHQRTSGEGHHPKSKWPNPSAYTPPQLKAVQRIAESHMQTISNLHENQASEEEDELGELRELGYPQ +IHMDPKGRKKIQFSVPAPPSQLDPRQVTMIRRRRPTPALLFRVSEHSSPEEESSPHQRTSGEGNHPKSKRPNPSAYTMPSLKAVQRIAESELRQISNLSENQASEEEDELGELRELGYPQ >17205 -MTETDKKQEPENHAECEDKPKPPCVCKPEKEEGDTCILFNGQDSEQCKEFIEKYKECMKGYGFMPPSAL +MTATLKKQEQENHAECEDKPKPCCVMKPEKIERDTCILFNGQHSEKCKEFMEKYKECMKGYGFFVPSAN >4914 -LGASWHRPHKCCLGYQKRPLPQVLLSSSYPTVQLCSKVGNIFLTKRGRQVCAFKSKDWVKKLMQQLPQTAR +LGASWHRPDKCCLGYQKRPLPQVLLSSWYPTSRLCSKPGVIFLTKIGDQVCADNSKDWVTKLMQQLPVGAR >hmbdi -MKHDHHIGHTHSGKSHACHHEHNSTKTQQASSKMEGPIVYTCPMRPEIRQSAPGHCPLCGMCLEPETDTVSEVVSSEYLDMRRR +MKHDHHQGHAHHGKGHACHHEHNSPKTQQASSKDEGPWVYTCPMHPEIRQSARGHCPLCGMRLEPETVTVSEVVSPEYLDMRRR >15097 -PRLFECRNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAEDAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLVNDAAKDTPRGVDPSRKENHLSDEDFKAVFGVTCSAFANLPLWKQQNLKKEKGLF +PRLFECSNKTGRFLATEIVDFTQDDLDENDVYRLDTWDQIFFWIGKGLNESEKVAAAETAQEYQRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTATTTPVPTQLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLPLVKQQNLKKEKGLF >19478 -GPDSMDCQAVLQILLSITDLDPRVLSNFGWGLTQIKQDTVWDIEEVPRSEGKSDKGTEGWESGATQTKNSGGEGDAPSQSNQMKSGWGEL +GPDSMDCAAVLQTLLSRTDLDKRVLSNTGWIQTQIKQDTVWDIEEVDRPEGKSDKGTEFWESANTQTKNSGGWGDAPSQSNQMKSTWGEL >6580 -LKTFSSKSEYQLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKYLRTQCEGGSFSLLSDPRSTQPVPRFDCVLFLVHHFMGPPGTPSFSLPPTEPSSEVPTQPPAQALPGSTPKRAYYIYSGGEKIPLVLSRPLSSN +LKTFSSKSEYQLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDFSDQRHDFTLSVDTQSGTKFLRIQCEGGSFSLQADPRSTQPVPRFDCVLKLVHHYMPPPGTPSFVLPPTEPSSEVPEQPPAQALDGSTPKRAYYIYSGGEKIPLVLSRPLSSN >16160 -CHMKMADAKQKRNEQLKRWISSETDLEPPVVKRKGTKVKFLDGAVFLAACSSGKTDEVLRLLERGADINYANVDGLTALHQASIDDNVDMVKFLVENKAN +GHMKMADAKQKRNEQLKRWIGSETDLEPPVVSRKKTKVWFDDGAVFLACCSSGDTEEVLRLLEMGADIDYANVDGLTAEHQASIDDNVDMMKFLVENGAN >5070 -ALFSGDIANLTAAEIEQGFKDPPSFHHEGGDVPLVELLVSAGIRPSKRQAQEDIQNGAIYVNGERLIDVGAILTAEHRLEGRFPVIRRGKKKYYLNRYALEHHHHHH +ALFSGDIANLTAAEIEQGFKDVPKFVHEGGDIPLVELLVQAGISPSLRQASEDIQNGAIYVNGERLQDVGAILTAEHRLEGCFVVIRRGKKKYYLIRYALEHHHHHH >15409 -GSLQVKFSRSADAPAYQQGQNQLYNELNLGRRENYDVLDKRRGRDPEMGGEPRRSNPQEGLYNELQKDKMAEAYSEIGMKGYRRRGKGHDGLYQGLSTATKDTYDALHMQALPPR +GSLRVKFSRSADAPTYQQGQCQLYNELNLGRREEYDVHDKRRGRDPEMGGKPRRKNPQEGLYNEHQKLKMAEAYSEILMKGERRRGKGHDGLYQGLSTATKDTYDADHMQALPPR >19171 -WHHHHHHSSGLVPRGSDFDEWTPGTAVLTSPVLVPGCPSKAVDPGLPSVKQEPPDPEEDKEENKDDSASKLAPEEEAGGAGIPVCMEIFSLGGRWFRDTAVWLPRSKDLKKPGARKQ +MHHHHHHSSGLVPRGSECDEWTPGTAVLTSPVLVPGCPSKAVDPGLPSNKGEPPDPEEDKEENKDDSASKLAPEEEAGGAGVPVITEIFSLGGTRFRDTAVWNPQSKDLKKEGARKQ >15441 -SHHHHHHSMAVSAGSSSTQTPDASLQATVNGQSGGKKQLLNLSVYNVQWTNIPPKETLVYTKQTQTTSTGLGNVD +SHHHHHKPMANSAGSSNNQTPDVSLQAQVNGQSGGKKQPLNLSKYNVQATNIPPKETLIYTKQTQTTSTGGGNGD >19114 -MPLGSPEFMSSSAGSGHQPSQSRARPTRTVAISDAAQLPHDYCTTPGGTLFCTTPGGTMIIYDRKFLLDRRNSPMDQTPPCHLPNIPGVYSPGTLIGDSKVEVNNWDNLDNHDRKHAVGDDAQFEMDI +MPHGSPEFRSSSAGSGHQPSQSRAIPTRTVAISDAAQCPHDWCTTPGVTLFSTTPGGTGIIYDRKFLLDRRNSPMAQTPPCHLPNIPGVTSPGTEIEDSKVEVNNLDNLDNHDRKHAVGDDAQFEMDI >7358 -GNHSGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDRDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEWPTAASGGLDVMASQKRPSQRSKYLLTASTMDHAYHGFLPRHRDTGILMSIGRFFSGDYGAPKRGSGKVSGEHHHHHH +GNHSGKRELSAEKASPDGEIHRGEAGKKRSVGELSQTASEDSDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGIHPADPQNRPHLTRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTMASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKVSLEHTHHHH diff --git a/datasets/chezod_117_all_rand_8.fasta b/datasets/chezod_117_all_rand_8.fasta index c1b9d58..435bff8 100644 --- a/datasets/chezod_117_all_rand_8.fasta +++ b/datasets/chezod_117_all_rand_8.fasta @@ -1,234 +1,234 @@ >4307 -GQGGGTHNQWNKPSKPKTLMKHMAGAAAAGAVVGGLGGYMLGSAMSRPMMHFGNDWEDRYFRENSNRYPFQVYYRPVDQYNNQNNFVHDCVNISIKQHTVTTTTKGENFTETDIKHMERVVEQMCTTQYQKESQAYYDGRRS +GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGAVVGGLGGYMLGSVMSRPMMHFQNDWLDRYYRENMNRYPNQVFYLPVDQYNNQNNFVHDCVNITIKQHTVTCTTKGENFTETDIKIMETFVEQMCTTQYQKESQAYYDGRRS >15768 -MSTNPFPQRKTKRNTNRRPQDVKFPGGGQVVGGDYLYPRRGPRLGVRATRGTSERSQPRGRGQPIPKARRPEHRTWAQPGYPHHHHHH +MSTNPKPQWKTKRNTNRRPQDVKFPQGGQIVGGVYLLRRRGPRKGVRATRATSERSQPRGRRQPIPKARRCEQRTIAQPGYPHHHHHH >15397 -GTQNRPLLRNSLDDLVGPASNREGQSDERALIDQLHHLLSNPDATGLEEIDHALGIPELVNQGQALEPETD +LTQNRPLLRNPLDDLVGPPSNSEGVSDERALLLGLHTVLSNTDATGLEEIDRAGGIPELVNQGQALEPKQD >15123 -GESGERWARGVSGGHFVTCHGAENLNEETYDEDVSDIERRYAMRLAYRRQEDSAIHGDE +IESGERKARQVSGCHFVQLHGAERLEEETNNEDVSDIQRRHAMRLAERRQEDSRTHGDE >6047 -MKLAPAILELLTSVNRTNGTADLLVPLLRELACGRPVSRTPLAGILDWPAERVAAVLEQATSLEYDKDGNMIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVSSHCAATGAPVSLTVTPAEIQAVEPAGMAVSLVLPQEAADVRQSFNCHVHFFASVPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRHLLQTMSSRTP +MKLAPYILELLESVNRTNGTADLLVPLLRELAKGRPVSRTTLGGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPALIGRTARVNSHCAAQGAPVSLSVSPSVIQAVEPAGMAVSLVLPQEAANVRQSFCCHVHFFASVPTAEDWASKHQGLEGLAIVSFHEAFGLGQEFNRHLLQTMSSRTP >17290 -AGSSHHHHHHSSGLVIRGSHMYRKDKRRQFPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTLRRSPDMIKLMTPNTITMIPNSRVSLQTLHPYNTFAAGFNSTGLPHSHSTTSV +MGSSHHHHHHSNGLVPRGSHMYRKDKHRQEPLRQPSPQRGAWAPELGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPYYTLTLRRSPDDIPLMWPNTITMIPNSLDGLQTLHPYNTFAAVFNSSGLPHSHSTTRV >16876 -MAEEIKNAPEQEVPKVATEESSAEVTDRGLFDFLGKKKDETKPEETPIASEFEQKVHISEPELEVKHESLLEKLHRSDSSSSSSSEEEGSDGEKRKKKKEKKKPTTEVEVKEEEKKGFMEKLKEKLPGHQKPEDGAVFAAAPVVVPPPVEEAHPVEKKGILEKIKEKLPGYHPCTTVEEMKKDKE +MASEIKNVPEQEVPKVATEESSAEVWDRGLFDFLGKKKDETKPHETPIASEFEQKTHISEPEPEVKHEHLLEKLHRSDSSSSSSSEEEGSSGEKRKKKKEKKKPTTEVEVKEEEKKGFREKLKEKLPGHKKPEDGSAVAAAPVVVPPPVEEAHPVEYKGILEKIKEKLPGYHPKTTVEEEKKDKE >15736 -MGSSHHHHHHSSGLVPRGSHDDIDATCTPRRASSNQRGLNQIWNVKKQSVYLMNLRKSGTLGHPGSLDGTTYERLAEETLDSLAEFFEDLWDKPYQFEDYMVSFGSGVLTVKLGGDLGTYVINKPTPNKQIWLSSPSSGPKPYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDLSSLAYSGKDA +MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVYLPNWRKSGTDGHPGSLDETTYERLAEETLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVNLGGWLGTYVINKQTPNKQIWLSSPSSGPKIYDWTGKNWVYSHDGVSLHELLAAELTKALKTKLDLSSLAYSGKDA >25118 -LADGSSDAAHEPRPAPAPIRRRFSNYIAYCTEPHAKKKSKISASRFLQLKTLLLQIAKQELESEAEERCGEGGRHHHHHH +SADGSSDAARDPRPAPAPIRRVSSNYRAYTTEPHAKKKSKISASRKLQLKTLLLQITKQELEREAEERSFEKGRHHHHHH >15274 -GSHMSSSSESFGTPTNPDLDAGVSEHSADWLDIDYVSDQNSVEFEVESLDSEDYSLSEEGQELSDEDDEVYQVPVYQAGESDTDSPEEDPEISLADYWK +GSHMSSSSESTGTPANGDLDAGVSEHSGNWLDQDSVSDQFSVEFEVESLDSEDYSFLEEGQELSDEDDEVYQVTVYQAGESDTDSFEEDPEISLLFYSK >4950 -GGKWSKSSVVGWPAVRERMTRAEPAAAGVGAGSRDLGKFGAITLGNTAANNAACMWX +GGKWSKSSVGGWPAVRMRWRRAEPAADGVLAVSRDLEWHGAITSQNTAANNAPCAWX >16505 -MKKRPKPGGWETGMSRYPGQGSPGGNRYPPQGGGTWGQPHGGGWGEPHEGGWGCPHGGGWGQVHGGGWGQGMGTHNQWNKPSKPP +CKKRGKPGGWNTGGSRYPGQGSPGGNRYPPQGFGTWGQPHGGGWGQDHIGGWGQPHGCGWGQPHGGGWGQGGGTHNQWNKLSKPW >11454 -GILTFSQGQTPQTESGLQGSDALNIQQNQTSGGSLQAGQQKEGEQNQQTQQQQILIQPQLVQGGQALQALQAAPLSGQTFTTHAISQETLQNLQLQAVPNSGPIIIRTPTVGPNGQVSWQTLQLQNLQVQNPQAQTITLAKMQGVSLGQEPGGTLEDYNDDDDKVSHHHHHH +WILTNSQGQTPQRVSGLQGSDALNIQQNQTSGGSLQAGQQKEGEQNQQTQQQKIVIQPQLGQGGQALQALQAAELSGQTFTTQAISQETLQNLQLQAVPNSGPIIIRTPTVGPNGKVSWQTLPLQNLQVQNPQAQTITLAPMQGVSLGQTPGGTLCDYKDDDDKGSHHHHHH >15131 -ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILQSIGRFFSGDRGAPKRGSGKDSHTITTHYGSLPQKSQHGRTQDENPVVQFFKNIVTPRTPPPSQGKGRGISCSRFSWGAEGQRPGFGYGGRAWDYISAHKGFKGAYDAQGTLSKIFKLGGRDSRSGSPMARGLEHHHHHH +ASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGYGKDSHTRTTHYGSLPQKSQHGRTQDENPVVHFFKNIVTPRTPPPSQDKGRGLSLSRFSWGGIGQRPGFGYGGRDSDYHSDHKGFKGAYDAQGTLSKIFTLGGRDSRSGSPMARRLEHHHHHH >6078 -MNTKQQKVSRIFQSSWEQLQGDAKVVSDAFKKMASQDKDGKTTDADCSEKHNYQEQYNELKGNGHKKELEHHHHYH +MNTDQQKVSETFQSLIEKLQGDANVVSDAFKKMASQDKDGFTTDEDESEVHNYQEQQNKLKGAGHKKELEHHHHHH >4287 -GSHMSYNNPYQLETPFEESYELDEGSSAIGAEGHDFVGFMNKESQINRDLDKYDHTINQVDSLHKRLHTEVNEEQASHLRHSLDNFVAQATDLQPDLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMAIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAGTALAEVQARHQELLKLECSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVNQGVGHTDKAVKSARKARKNKIR +GSHMSYNNPYPLEWPTEESYELDEGSSAIGAEGHDMVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLMFKLKNEIKSAPRDGIHDTNKQAQAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMIIQPEATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLEKSMAELTQLFNDMEELVIEQQENVDVIDKNVEDAQLDVEQGVGHTDKYVVSARKARKNKIR >15086 -MPTKTYSEEFKRMAVKLYENSDGASLQQIANDLGINRVTLKNWIIKYGSNHNVQGTCPSAAVSEAEIIRELKKENALQRARKRHPAESWLEHHPHHH +MFTKTYSEEFKRDAVALYENSDMAWLQDIANDLGINRVTLKDWIIKYGSNHNVQGTTPSAAVSEAEQIRQLKKHNALQRARTLHPAESCLEHHHHLH >16912 -GIKQYSQEELKEMALVEITHELFEEHKKAVPFQELLNEIASLLGVKKEELGDRIHQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAVEGDLDLDEFEEADEDLLDLDEVEEELDLEADDFDEEDLDEDDDWLEIEEDIIDEDDEDYDDEEEERK +GIKQYSQEELKEMALVEIAIELFEEHKKPVPFQELLNEIASLLGVKKEELGDRIRQNSGQLNIDGRFLALSDQTWGLRSWYPYDQLDPETQPTVKAKKKKAKKAVEEDLDLDEFEEIDEDDLDLDEVEEELDLEADDFDEEDLDEDDDDLEIEEDIIDEDDEDYDDEEEFIK >18177 -MQKLSARLRALRQRQYDRAFAAVEPFVVVKRQEALAAARLKMQEELNAQVEKHKEKLKQLEEEKRRQKIEMSDSMQEGKSYKGNAKKPQEEDSPGPSTSSVEKRKSDRLPLRGGGYNPLSGEGGMACSWRPGRRGPSHGGCG +MQKLSHRLAALRQLQLDRAAAAVEPDVEVKRQEALAAARLKMQEELNAQVEKHKEKLKQLEEEGRRQKIEMWDSMQEGKSYKGNAKKPQEEDSPGPSTSSVLKRKSDRKPERGGGYNPLSGEGGGACSKRPGRRGPSSGGEG >18198 -GAMGASGGEMDELKGLLALPEEETELDNLTEFNDAHNKRISTLTIEERNLDIQRPKRKRKNSRKTFSEDDEIINPEHVDPSVGRFRNH +GAMGASGGEYRELKGLLGWPEEETELDNLTEFNTAHNKRISTLTIEEKNLDIQQPKRKRKNSRVTFSEDDEIPNPEDVDPSVGCFRNY >15179 -GHMPIKGILKNKTSTTSSMVQSAESPRGNVDEELSKKSQKWDEMNILATYHPADKDYGLMKIDQPSTPYHSMMGDDEDACCDTEATEAMAPDILATKLAAAEGLEPKYRIQEQESSIEEDADLSPEEREKKNQFEMKRKLHYNEGLNIKLARQLISKDL +GHMPIKGMLNNKTSTTSSMVASAVQPRGNVDEELSKKSQKWDEMNILATYHPARKDYGLMKWDEPSTPYHSMMGDMEDACSDTEATEAMAPDITARKLAAAEGLEPKHRIQEQESSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKLARQLISKDL >18248 -ASSLSLLFSSSFLSKPSSHTSSLRRFVLVPTRQFRPRQRHGFSFVFAAATEPAIKSSGP +ATSHGLLWSSSFLSKPSSFTSILGRFVYLPTRQFWPRWRHGFSKVFAVVTEPAISSSGP >7279 -MSESSSKSSQPLASKQEKDGTEKRGLGRPRKQPPVSPGTALVGSQKEYHEVPTPKRPRGRPKGSKNKGAAKTEKTTTTPGRKERGRPKKLDKIENEGISQESSEEEQ +MSESSSKSSQPLASKQEKDGTEKRDLGRPRKQPPVSPGTALVGSQKEPSEVPTPKRPRGRPKGSKNKGAAVTRPTTTTPGRKPRGPPKKLEKEEEEGISQESSEEEL >18446 -MGEKTVKLYEDTHFKGYSVELPQGDYVLSSLISRMALNDDLSSARVPSGLRLQVFQHNNFKGKRDFYTSDAASLSRDNDASSVRTSKMETTN +RGEKTVKLYEDTHFKGYYVELPVGDYNLSSLGSRGALNTDLSSARVPSGLRLEVFQHNNFKGSRDFYTSDAAELSRDNDASSVRVSEMETTN >19650 -SLMDKDDSDAGMHSDHTYESLDIDQTATYEDTVTLYTGEVKWSVGEEPGQE +SLLDIDDSKAGKEEFHTYEGKDIDPTATYEDIVTLFPGEVKWSVGEHPEQE >19224 -GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQYPLPNTCGHFWEMDWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGRVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVDEGAKFIMGDSSPQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFEPNHQWVKWETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTLVRSRVVGGSLRGAQAASPAKGEPS +THMASMEMEKEFQQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDNDYINASLIKMEEAQRSYILTQGPLPNHCGHFWEMVWEQKSEGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKDVLLWMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFKPNHQWVKEETQEDKDCPIKEEKGSPLNAAPYGIESMSQDTEVRSRVVGGSLRGAQAASPAKGEPV >5204 -SKKIKDPDAEKPECWDERAKIRDPTDSKAEDWDKPEHIPVPDAKKPEDWDEEMDGEWEPPWIQNPEYHGEWKPR +HKKIKDEDAARPFDWIERAVIDDPTDWKPEDWDKPEHIPDPDAKKPEDWDEEMDGEREPPVIQNPEYKGEWKPR >4686 -GKIMQVPFSRCSFSFAEQEIQHRAHLCYRNTSSICSNEGLIFKLKRGKEACMLDTVGWVQRVRKMLRHCPSKRK +HKSMQVPFSRCCFSFAEQEIPLRAILCYRNTQSHGSNESLIFKLKRGKEACALDTVPWCQRHRKMLRHCPSKDK >10010 -EAEAYVTQTMKGLDIQKCAGTWYSLVMAASDISLLDCQSAPLRVYVEELKPTPEGDLEILLQKWFNDECAQKKIIAEKEKIPAVFKIHALNENKVLVLDTDYKKYLLFCMENSAEPEQSLVCQCLVRTPEVDDEAIEKFTKALKALPMHIRLSFNPTQLEEQCDI +LAEAYVTQTMKGLDIQEVAGTWYSLAMAASDISLLDCQSAPLRVLVEELKPTPEGDLEILLQKWHNDECAQKKIIAEKTKIPAVFKIDALNENKVLVLDTDYKKYLLFCMENSWEPYQSLVCQCLVGTPEVDDEALEKFDKALKALPMHIRLSFNPTQLEEQCHI >19672 -WVTVQRTEAAERCGLHGSYVLREEAERLTLLTVGAQSQILEPLLSAPYTLLREYGRDKVMFSFEAGRRCPSGQGTFTFQTAQGPDIFQAVMTAIHRQKAQQ +WVTVQRTEHAERCGLHGSYVLRVEAERLTLLTVGAQSQGLEPLLSWPYWLLRRYGRDKVMFSCEAGRRCNTGPGTSWFQTAQGNDIFQAVETAIHRQKAQG >18890 -SLQDGVRQVRAVLKQTLLPNDNLYKPLKDWEDDQYQLLQGNQLRRN +SLQDGVRCSRASDKRTLLPADQSIQPLKDREDLQYSHYQGWQLRRN >5545 -SYYHHHHHHDYDIPTTENLYFSGAMGSGPCRRHLDSVLQQLQTEVYRGALTLYVPNCDHRGFYMKRTCRSSQGQRRLPCWCVDRMGKDLPVSPLGNGSSSCPTGSSG +SYYHHHHHHDYDIPTTENLYFQGAMGSGPCRPHLDSVLQQLQTEVIRGWQTLYHPNCDHRFFYRKRQCRSSQGQRRGPCWCVDRMGLSLPGSPDGNGSSSCPTGSSG >17483 -MSDAGREIFGEKASEALKPDFQKSYAEQGKEYITDKADKVAGKVQPHDNKGVFQGVRDSAEKGKDNAEGQGESLADQARDYMGAAKSKLNDAVEYVSGRVHGEGDPEKK +MSDAGRKGFGEKRSEALKPDSQKSYAEQGKEYITDWADKVAGKVQPEDNKCVFQGVHDSAEKGKDNAEGQGEYLADHARDYMGAAKSKLNDAVEYVSGRFHGFEDPTKK >11019 -GSFTMPGLVGSNPAPPESQEKKPLKSCCACPETKKARDACIIQKGEEGCNHKIEAHKECMRADGFKY +NSFTMPGLVDSNDAPGESQEKKPLKPCCAGPEWKKARDACEIEKGEEHCGVLIEAHKECMRALGFQI >15563 -MASNKSFPYDAVQSRRSLEPAENDHGAGGGAFPASQTPSKPASADGHRGPSAAFAPAAAEPKVFGGFNSSDRVTSPQRAGPLAGGSAWSHPQFEK +MTSNKSKPKDASQRRRSLEPAENVHGAEGGAVPASQTPSKPASADGHRGPAFAFAPAAAEIKLFGGFNSSDTVTSPQRAGKLAGGSAWSHPSFEK >18578 -GSKRRELDDPGAYNYPGTWNTPFAPPGYNIAVKPDQIQYTELSPAKIAGKQNKANIAQEQQYGSHEEHLPADLETLQREIRMAQERLDKASQAYHAQNNPHGPREKKAKVYSKSGSNKSSISSKSGDGKTSVWI +GYKRRELDDPDAMNYPFTWNTPSMPPGYNIAVKPDQIQYLELSNAKIAYKQNKLNIAQEQQYGSTEEHLPADLETLQREIRMAQERLDLAIQAYHHQNNPHGPREKKAGVGSKSGSNKSSISSKSGDGKTSVWI >17836 -MRYSEIVIDHYENPMNVGSFDNNDENVGSGMVGAPACGDVMKLQIKVNTEGIIEDARFKTYGCGSAIASSSLVTEWVKGKSLDEAQAISNTDIEEELELPPVKIQCSILAEDAIKAAIADYKSKREAK +MAYSEMVIDHYENPRNVGMFDNFDFNMGSGMVGAPACGDVMKLQIKVNDEGIIECARFKTYGCGSHIASSSLVTEWVKGKSLDEAQAIKNTDIAEELELPPVKIHCSILAEDAIKAAIADYKSKREAK >5076 -MNKVIATKVLGTVKWSNVRNGYGSINRNDTKEDVFFHQTAMKKNNPRKYLRSVGDGETVEFDVVPGEKGAEAAMVTGPG +MVKVIATKTLGTVKWFNVRNGYGFINDNDTVEDVVVHWTAIKKNNPRKYLQSVGDGETTEFDVVEGEKGAEAANVTGPG >5736 -MHHHHHHLEMSFLKSFPPPGSAEGLRCQQPEPEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAYPREDLYVMVNAKFGEESKESVMEEEDSDDDYEPIAEFRFVPSDKSALEAMFTAMCECQALHPDSEDELSDDYDGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTFPTVAGQFEDADVDH +MHHEHHHLEMSFLKSFPPPGSAEGLRQQQPETCAVLNGKGLGTGTLYIAESRLSWLDISGLGFSLEYPTISLHAVSMDLYAYPREHLYVMVNAKFGEESKESVAEEEGSDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPEDEDSDDYDGEEYDVEAHEQGQGDIPTFGTYEEGLSHLTAMGQATLERLEGMLSQSVSSQYNMAGVRTEDSTRDYEDGMEVDTTPTVAGQFEDADVDH >18631 -MAAPGERGRFHGGNLFFLPGGARSEMMDDLATDARCRGAGRRDAAASASTPAQAPTSDSPVASKPSRRRPCCKCIDFVTW +MAAPGERGRFHGGNLKFLRGGQRSEMMDDLATDARGRGAGRRDAAASACTPAQAPTSYSPVAEDASRRCPCRACVKFQTW >4286 -GSPEIMSSSTPFDPYALSEHDEERPQNVQSKNRTAELQAEIDDTVGIMRDRHNKVAERGERLTSIEDKAHNLAVSAQGFKRGANRVRKAMWYKDLKMG +GSPEFMSSSTPFDPYALSEHDEKRPQNVQSKSRTAELQAEIDDTHGQMRDNINKVSERGERLCSIEDKADNLAVSAQQFKRGANRVRKAMWYKDLTMT >19332 -MVRTKADSVDHTYRSVVAARAPRKVLGSSTSATNSTSVSSRKAENKYAGGNPVCVRPTPKWQKGIGEFFRLSPKDSEKEEQIPEEAGSGGLGHAKSKACSLQPDHTNDEKE +MVRTKADSVPFTYRKVKAARAPRRVLGSSTSATNQTSVSSRKAENKYAGGNPVCVRPTPKWQCGIGQFFRVSPKDSEKENQIPEEAGSSGLGKAKRKAVPLQPDHTNDEKE >15180 -GHMDEEDGEPPYEPESACVEPCGLSEEEDPAPSRKIHFSTLPIQSFYTYSNEDYDRRNEDVDPMAASAEYELEKRVGRLEL +GHMDEPDGLPPYEPEHHCVEIPGTSEEEDRAPSRKIHFSTAPIQVFSTYSNEDYDRRNEDVVPMAASAEYELEKRVERLEL >2956 -MKPVSLTDVAEYAGVSYQTVSRVVNQAFHVSAQTREHVEAEMAELNYIPMRVAQQL +MVPVTLIDVAEYAGVSAQDVSDVVNQASHCSAKTREKVIAAMAELNYIVNRVAQQL >18927 -ENREIGLPFKPKYSPKPAENFDKFFTRGQPVLTPPDQLVIAPIDQKDFGGFSYVNPQFVHPILQSAVX +QNREIQPPFKPKVSGKGAENFDKSFFVGQPVLTPPDQLVIANIDQSDTEGCSYVSPQFVHPILQSAVX >18867 -SLRKDWCNEKLGGDAGDEYEDENLYEGLNLDDCSMYEIISRGLQGTIKDTGSLNIGDVQLEKQ +SLKKRWQNDKIGLDAGDEYEDENTYEDLNLDDGSMYEDISRGLQGTYQDVTSLNNGDVQLEKP >4034 -AIPKRLCLVCGDPASGYHCGVASCEACKALFKRTIQGNIEYSCPATNECEITKRRRKSCQACRFMKAIKVGMLICKVRLDRVRGGRQKYKRRLDSENS +AIPKRLCLVCGTIASGWHYGKASCEACTAFFKRTIQGNIEYSCVAVNECETTKRRRKSCQACRFMKALKVGMLKESVRLDRVRGGRQKYKRRLDSENS >19482 -CPLEAVVFEERDGNAVLNLLFSLRGTKPSSCSAAVKVFETFEPTIHHLETEPAQRPLAGSPHLEYFVRFETPSGDLAALLSSVRQVSDDVRSA +NPLEAVVVLERDGNCVKNLLFSLRGTKPSSLSRAVKVFETFRAKIHHLETRPAQRPLAGSPHLEVFVRFEVDSGDLAALLSSVRRVSDDVRPA >25093 -MIHSSVKRWGNHPQVKIPATLMQHLNLNIDDEVKIDLVDGKLIIEPVRKEDVFTLAELVNDETPENLHENIDWVEPKDMEVW +MIHPSVKRWGNSPAVRIPATLMQRLNLNIDDEVKIDLVDGKLIIEPVRKEFVFYLAELENDITPKNLHENIDWGEPKLKEVW >15430 -MNLEPPKAEIRYATFVMGGPVTPRKGPPKFKLRDTGQTKSCNPKKGVQGFGDDIPGMEGLGTDITVIAPWEAFNHLELHELAQYGII +MNLEPPKAEIRSATRVVGDPVTPRKGPPKFAQRQTRQFKSKPAKKGVQGFGDDIPGMEGLGFDITVIAPWEAPNYLELHELAQYAII >25327 -GDHQADENANRPVNPGEDPNEAFRSTPFEATTSALGDCRECIAYRTGATVGAGSRRMDDTVSRECKSSSATPGGSEKAGTGGQ +GSHEVDENANRPVNPMEDPNEAGRSTPFEATTSALGHCRECIAYRTGATTGKGMRRHDDTVSREAKGPSATPGGSEKAGTGRQ >17048 -ASVAIPAKAESSWVIDLFGDAFGSGASETWPAPQAIELSSASADLLAGFGGSFMAPSV +ASTASPAKAESKGVIDLFGDAFGCGASETQPAPGQVSLSSASADLLLGFGGTFMAPST >16670 -MAGGAWGRLACMLEFLKDEELKEFQLLTALKAHSRSSSGETPAQPEKTSQMEVASYLVAQYWEQRRWDLALHTWEQMGLRSGCAQAQEGAGHSLEHH +MAGGAWGRLACYYEFLKKEELKEFQLLLANKAHSRSSSGTTHPQPEKTSGMIVASYLVAQYGEQFAWDLALHTWEQMGLRSLCVQAQEGAGHILEHH >15162 -NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFDRGTQMNINLPDHARPTQTGFVRHDDGYVSTIISLRSAHLVGQTILSGHSQYYIYVIALAPNLFNVNDVLGAYSWHPDEQDVRALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAADGYGLAGF +NDDKLYRADSRPPDEIKQSGGLMPRGQSDYFHRGTQMNRNLYDHARGTQTGFVRHDDGGVSTSISLRSAHLVFQTRLSGHSTYYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGGIPYSQIVGWYRVHYGSLDEQLHGNRGYRDRYYSNLDIAPAADGYGLAGF >15336 -GAMESAERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKVKNSILNPINSCRKFSIVQKNGLQMNGIEEDSDEPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNLGQNIHRKTTASTRKVSLAPQANLTELDIYSRRKSQETGLEISEEINEEDLSECLFDDMR +GAMESAERRNSILTETLHRFSLEGDAPVSWTETIKQSFKQTGEFGEKRKNSILNPINSIRSFSIVQKTPLQMNGIEEDSDEPLERRLSFVEDSEQGEAILPRIRVISTGPMLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQANLTELDIYSRRLSQETMLELSEEINEEDLKECLFDDME >5022 -AFPSPASDYVEQRIDLNQLLIQHPSATYFVTASADRMIDCGISDGDLLIVDSAITASHGDIIIAAVDGCFVVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHVVKAMR +AFPSPAADYVEQRIDLNQLLIQHPSATYPVKASGDSMIDGGISDGDLLIVDSAITASHGDISEAAVDGEFTVKKPHLRPTVQLIPMNQAYSPATISYEDTLDVFGVVIHVVKAMR >15855 -GPHMTLVEFSAGEQKTERMDKVGDALEEVLSKALSQRTITVGVYEAAAKLNVDPDNVTLCLLAADEDDDRDVALQIHFTLIQAFCCEGDINILRVSNPGRLAELLLLETDADFAASEGAEQPPDLHCVLVTNPHSSQWKDPALSALICFCRESRYMDQWVPVINLPER +GPHMTLEEFSAGEQKTERMDKVGAALEEVLSKALSQRFITVGVYEAAKLLNVDDDNVVLCLLAADEDDDRDVALQGHFTLIQAFCCENDINILRVSIPGRLSELLLLETDAGPAASEGAEQPPDLHCVLVTNPRSSQWKDPALSQLICFCRESRYMDQWVPVINLPSR >16450 -QAYQQDPCANPTRQTGKTGGQTDQYDNPVHQTEALGEYGAGTGTGMHGGEHQQQPHQQPGFLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTSATVTPGQEQQQKGMMEKINEKLPGAH +MAYQQDPCANTTRQTGKTGGQTDQYGNPVNQTEALGCYGAGTGTGMHGGEHQDQPHQQPGVLNRSGSSTSEDMGQAGRRKKGMKEKIKERIPCMGRKDEQKQTSATSTPGQGQQQKGMMEKIKEKLPGAH >15766 -AVPVESKPDWPSGKSGMDAALDDLIDTLGGPEETEEENTTYTEPEVSDPMSSTYIEELGSREVTIPPKYRELLAKKEAITGPPADSSKPIGPDDAIDALSSDFTCGSPTAAGKKTEKEESTEVLKAQCAGTVRKFAPPQEK +AVPVESKPDKASLKSGMDAATDSLIDTLGGPEETEEDNTTYTGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGPPADSSPPIGPDDAIDALESDFTCGSPTEAGKKTEKEESTEVLKAQSAGTVRSAAPPQEK >6431 -EAESLTSAQKAKAEERKRSKMSRELPDKTEEEKSVMAKKSEQKPKGEGIPTTAKVKVDEFESNVNEVKDPYPSADFPGDDEYDEPEWPVSPRPRPLAELQLNEKAVPIPEASSFFIFSPTNKVRVL +EAESLTSAQKAKAEERKCRKMSRGLPDKTEEEKSVMAKALEQKVKGELIPTTAKLKVDEFESNVNEVKDPYPSAYFPGDDEEYEPEIEVSPRPRLLAELQLKEKAVPIPEASSFFIFSPTNKVRVL >17926 -MGSSHTPHHHSSGLVPRGSHMAAPEGGISDVVEWSIKEAQETCAGDPRSPEEVAAWDEVEELSAAASHARDKWKADGPDPLEEYCKDNPETNECRTYDN +MGSSHHHHHHSEGLVPRGSTMAAPEGGWSDVVEKSIKEAQEMCAGDPASGMCVAAPDEVEELSAAASHARDKKKADGSDPLEEYCKDNPETNECRTYDN >4280 -ASASPKQRRSIIRDRGPMYDLNTLPEGWTRKLKQRKSPRSAGKYDVYLPNPQGKAFRSKVELNAYFEKVGFTSLDPNDFDFTVTGRGSGSGD +ASASPKQRRSIIRDRSPMYDDPRLPEGWTGKLWQRKSGRSAGWYDVYLINPQGKAFISKVELICGFEKVGDTSLDPNDFDFTVTGRGSGSGC >6139 -DEAQFKECYDTCWKECSDKSNWFTFCEIKCDTDCSNKDVMEHAENYKPKN +DEAPFKECTDLCPPEIQDKGNGFTFCEMKCDTYCSVKDVKEKLENYKPKN >11338 -GSSGSSGMTDKGEEQRNELEAWESIDPDSFTVLSENPPSITITVFSEAGENDWTVQTTLIFTYSEKYPDEAPLYEIFSQENLEDNDVSDILRLLALQAEENLGMVMIFTLVTAVQEKLNEIVDQIKTR +GSAGSSGMTDYGEEQRNEWEALESIYPDSFTVLSENPPSCTITVTSEAGEKDMTVQTTLKFTYSEKYPDEAPLYEIFSQENLWDNDVSGILKLLALQAEENLGMVMIFTLVTAVQEKLNEIYDQIKTR >18889 -SLKNRKACATPVTRGAGAGGYQYKQNKERPPPVPNPDYGPIRKGERDLYSGLNQRRI +SLKCRKAKADPVTRGAGAGGRQRGQNKERPPPIGNPDYEPIHKGQRDFYQGLNQLRI >19485 -MGLSFPSPGESAPSTPDLEEKRAKLAEKAERRQKIAAARGILDVQSVQEKRKEKEKIEKQIATSQTPPEGGLRWTVSLEHHHHHG +MGLSFPSPGESAPPTVDLEEKRAKLAMAAERSQKEAASRGILDVQLVQEKRKKKEKIEKQIADSGPPPEGGLKWTVSLSHHHHKH >15174 -GXSFMKADEKXCMYHGDCLNQCSSGICPXSTNWILPGCSTSSFHKI +GMSICAADEKXCEYHSDCCNCCLSGRCFXTTNWILPGCSTSSFFKN >6974 -MQPASAKWYDRRDYVFWEFCVGDSKDVNVNFEKSKLTFSCLGGSDNFKHLNEIDLFHCIDPNDSKHKRTGRSILCCLRKGEHGISWPRLTKERAKLNWLSVQFNNWKDWEDDMDEDMSNFDSFSEMMNNMGGDEDVDLPEVDGADDDSQDSDDEKMPDLE +MQPASEKWYDRRDYVFIEFCVEDSKDVNVNFEKSKLTFSCLGGSDNVKHLNEIDLFHCIDPNDSKHKRTDRSIPCCLRKGESGQSQPRLKKETAKLNWISVDFNNWKDWEDDSDEDMSNFDRFSEDMNNMGGDEDVDLPEVDGADDDSQDSDDEKMPDLE >19796 -GHAMVLPKERGLRTEPGSVANVDRLLETAGIKASCLREIRETWDESPGSFLPVPERRRGPKGDSGEQGPPGKE +FRAMGLPGERGLRGEPGNVPNVDCLEETAAIKASYLREIVETWDEFSGSFLPVPERRIGPKGDSGEQGPPGKE >5956 -MADKRSHHNALERKRRDHQKGSFHSLRASVPSLQGERASRLQILDKATEYIQYMTRKVHTLQQDIDDLKAQNALLEQQVRALEGSGC +MALKRAHHNALFRKRRDHIKDSFHSLRDSVPSLQGERASRAQILDPAFEYIQYMRRKVHTLCQDIDDLKRQNALLEQQSRALEGSGC >7292 -GAKGSEPQDGNYFEHKHNIRPKPFVIPGRSSGCSTPSGISCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNISLEMELPGQKIVHAQFNTPMQLNSDDNIMETLQGQVSTALGETPLMSEPTASVPPESSVYRMLHDRRNEPTQPRQSGSFRVLQGMVDDGSDDRPAGTRS +GAMGSEPQHGNYFEHKHNIRPKPFVIIRRSSGCSTPSGIDCGSNDSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVHAQFNTPMQLYSDDNIMETLQGQVSTALGETPLMSEPTFSVPPESDVYRMLHDNRNEPTQPRQSGSFRVLQSMVLDGSDDRPAGTRS >19037 -LLQEALSAYGDSMKAPSGQPLTADVSGEQVDKELDRASNSLIRGLSQDEEDPPLPPTPMYSLVDECPLDQGLPKLSAWAVFEKCSQISLSQSTTASLGKK +LLQEAPSAYEDSMKIISGQPETADVSREQTDKELDRASNSLISGNSQDEEDPPLMPTPMNSLVDQCPLDQGLPKLSKEAVFEKCSQISLSQSTTASLSKK >1128 -VLYTDCTESGLNLCLKEGSNVCGQGYKCILGSDIEKNQCVTGEGTPKPQSENRGDFEEIPEEYLY +VVYTWCTESGQNLCLCEKSCVCGQTNKCILGSDGEKNQCVTLEGTPKPQSHNDGDFEEIPEEYQQ >4272 -MSATAAEAPPAAPAGEGGPMAPPPNCTSNRRLQQTQAQVDEVVDIMRVNVDKVLERDQKQEELDDRADALGAGASQFETSAAKLKRKYWWKRLKMM +HTATNATAPPAVPAGEGGPPAPPPNLTSDRRLQQTQAQVDEVVDIMRVNVDKVLERDQKLSELIDFADALQAGASQFETSAAILKRKYWWKNLKMM >15136 -MSQKQEEENTAEETGEEKMDTQEKEGILPERDEEAKLKAKYPSLGSKPGGSDFLMKRLQKGQKYFDSGDYGMAKAKMKNKQLPSAGPDKWLVTGDHIPTDQDLPQRKSSLVTSKLAGGQEE +MSQKQEEENPAEETGEEKQDTQEKEGILPERAEEAKLKAKYPSLGPKPGGSDFLMKRLQKGQKYFDHGDYNMAKAKMKNKQLPSAGPDKNYVTGDYIPTMQDLRQRKSWLVTRKLAGGQVE >11388 -GSSGSSGEAQTRVKLNFLDQIAKYWELQGSCLKIPHVERKILDLFQLNKGMAEEGGFAVVCKDRKWTKFATKMGFVPGKAVGSHIWGHYERILNAYNLFLSGDSLRCLQKPNLTSDTKDKEY +GSGGSPGEAPTRVKLNFLDQIAKYWELQGSTLKIPHVYRKILDLFNLNKLVAEFGGFANVCKDRKWTKIATKMGFAPGKAVGSHIRGHYERALNPYNLFLSGDSLRCLQKPNLTSDTKDKEY >6968 -MDVFMKGLSKAKEGVVAAAEKTKQGVAEAYGKTKEGVLQVGSKTKEDVVHGVATVAEKTKENVTNVGGAVVTWVTAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEFYEMPSIEGYQDWEPEA +DDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKWGVLYVGSKKKEGDVHGVATVAEKTKMQVTNVGGAVVTGVTAVAQKTVEGAWSIAAATGWVKKNQLGKNEEGAPQEGILEDMPVDPDNEAYEMPSEEGYQDYEPEA >6498 -MYSVLEELQKDLEEAKVLLEKSTWKRLRDTLTSEKSMIETPRKNKMQQKSQKKPELDNEKPAAVVKPLTTGYTVKIS +MASVHEECQKDLEEVKVLLEKSTRKRLRDTLTSEKSKIETELKNKMQQKSQKKPELDNEKPMYVVAPLTTGPTQKIM >6212 -NKELDPVQKQFVDKIKEYRTERQTSGGPVDASPEYQQDLDRELFKLKQMWGKADMNTFPNFTFEDPKFRVVEKPQS +NCELDPVQKLFVDKIREYRTKRQTCGGPVDAGPGYQQDLDFELFKLKQMYGKPDMNTFPNLTFEHPKFEGVEKPQS >19521 -GHSMSQSNRELVVDFLSYKLSQKGYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAMEVIPMAAVKQALREAGDEFELRYRRAFSDLTSQLHITVGTAYQSFEQVVNELFRDGVNWGRGVAFFSFGGALCVESVDKEMQVLVSRIAASMATYLNKHLEPWIQENGGWDTFVELYGNNAAAERQKKQER +GHSMSQSNRDLVVDFLSYKLSQKGYSWSQFSDVEENRTEAPEGTCSEMETPSARNGNPSWHLADSPAVNGALGHSSSLDASEVIPMAAVKQALREAGDEFELRYRRAFSDLTSQLHITPGTATQSFEQVVNHLFRDGVNWGRIVAFFSFGGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELYGNNAAAESRKGQER >6970 -MQPIGCVVVGDGAVGKTCLPISYTTNAFPGEYIPTVFDNYSANVMQDGKPVNLGLWDTAGQFDYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNTPGILVGTKLDLDDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGLKTVFDEAIRAVLSKPPVK +MQAIKCVVVGDGMVGKTCLAISYTTNAFPGEYIPTVFDNYSANVMVDGKPVNVGLWDTYGQEDYDRLRPLSYPQTDVFLICFSLVSPASFENVRAKWYPEVRHHCPNYPIILVGTKLCLRDDKFTIEKLKEKKLTFITYPQGLAMAKEIGAVKYLECSALTQRGLKTVFDEAIRAVLSPPPVK >5313 -GPLGSPSVYCGSPKYAYFNGCSSPTWPLSPMSPPGYKLVTGDRNNSSCRNYNKQASEQNWANYSAEQNRMGQAGSTISNSHAQPFDFPDDNQNAKKVAAGHELQPLAIVDQIPSERASSRADSRPRPDDPEF +GPLGEPSKDCGSPKYAYFNGCSSPTAPLSPMSPPGYKLVTNDRNNSSCRNYNKQASEQNWANYSAEQNRMGQAGSTISNSHAQPFDVPDDNQVAKKVAAGHELQPLAIVDQRPSSRALSRASSRVRRDCLEI >6846 -HLMYTLGPDGKRIYTLKKVTEWIEITKRAHPARFSPDDKYSRQRVNLIHRFFLVPGQHHHHHH +HLMYTLGPDGKRPYTLKKVPEHGEPTKSAHPARKSPDVKCSRQRVTLKKRFGLVPGLHHHHHH >19135 -MADERKDEGKAPHWTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGFLTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLNSSISSARRTTRSEPIRRAGKSGMSTPTTPGSTAITPGTPPIYSSRTPGTPGTDSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQCVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVLSLDNAHHVPGGGNVKIDSQKLNFTEHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQKL +MADERNDEGKAPHWTSASLTEAAYHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENYINGELTSADRETAEEVSARIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDRFENSFSLNSSISSARRTTRSEPIRRRGKSGTSTPTTPGSTAITAGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIECVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGCINLLESPQLATLAEDVTAALAKQGL >4716 -GPLGSPGFSMPHSSPQNRPNYNVSFSSMPGGQNERGKPAANLEGKQKAADFEDLLSGQGFNAHKDIKGPRTIAEMRKEEMAKEMDPEKLKISEWIEGKERNIRALLSTMHTVLPAGETKWKPVGMAGLVTPEQVGKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSEFENQGQKPLY +GPLGSPEFSMPHYSPQNRPNMNVSFSSMPGGQNERGKAAANLEGKQKAADFEDLLSGQGFNAHSDKKGPRTHAEMRKEEMAKEMDPEKLKILEWIEGKERNIRALLSTMHTVLWDGETKWKPVGMADLVTPEQVKKVYRKAVLVVHPDKATLQPYEQYAKMIFMELNDAWSEFYNQGQKPLY >6521 -GSVMNRTNSSPQQKKKPLDGEYFTLQIRDRERFEMFREFNECLELKDADAGKEPG +GSTMNRISSSPQPKKKPLDGNYFTLQIRGRERFHTFMELNEALELKDAQCGKEPG >26549 -GHMCSGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATGTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDERDISVAAEILRKSRKFPSALPIWARPDYNPPLLPSWKDPDYVPPVVHGCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATALPDQASADGDKGSNVESYMSMPPLEPEPGDPDLSDGSWSTVSEEASEDVVCC +GHMASGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAPSLKATCTTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPWYNPPLLESWKDPDYVGPVVHGCPLPPTKAPPFPPPRRKRTVVLTESNVSMALAELYTKTFGSSGSSAVDSGTATALPDQASDDGDKGSDVESYSSLPPLEGEPGDPDLSDGSWSTVNEENSEDVVCC >11526 -MNIVPQDTFKSQVSTDDDKSVLSSAVPSHPDTLRQQEGGAVPLSTQLNDNHPLESTLKNWETTQRQRQMEQYRQIFGIAEPMKRTMEMEIVTMTSFNPLSTNGSIHRDILLNKECSIDWEDVYPQTGDQASTMVGDDVHSKIEKQLGI +FNIVPMDTFKSQVSTDQDKSVLSNAVPSLQDTLRQQEGGAVQLSTQLNDRHPLETTLKNWETTQRQRQMEQYRQIFGIAEPMKRTMEMEIVNRTDFWPLSTNGSIHRDILLNKECSIMWEDVYPGTGLQASTMVGDDVHSKIEKQLGI >19364 -MRGSHHHHHHGTATFPPATSAPDQPPGPEDEDSSLDESDLYSLAHSYLGGGGRKDRTYEEAAANTCRPSPPGHERKLVTKTQNSERKKRGARR +MRGSHHIHHHGSATFPPATSAPQQPPGPEDEMYSLDESDLWSLAHSYLGEGGRKGRTKREAAANTNRPSPGMHERKLVTKLQNSCRKKRGARR >15719 -AKTKGNKVNVGVKYWEKQERRIEPEKLREGRNFIGLQMGINKFASQQGMTAYGTRRCLYDPRLGTDQPLDQATWSLQMNTNKGASQAGMTAPGTKPQI +HKTKGWKNNHGVKYAEKQERRFEPEKLREGRNHIGLQMGINKFASQQGMTAVGTRRHLYDPKLGTDQPLDQATISLQMGTNKGASQAHMTATGTKRQI >4985 -ATPAPAAEVPGITIISASQTGNARRVAEALRDDLLAAKLNVKLVNAGDYCFKQIAVEKLLIVVTSTQGEGEPPEECVALHKFLFSKKAPKLENTLFAVFSLGDTSYETFCQSGKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRATVAAFSQSVA +ATPAPAAEMPGITIFSRSQTGNARRVAEALRDDLLAAKLNVKLVNAGDYKFKQIASEKLLIVVTSLQGEGEPPEEAVALWKFLDSKEAPKLENTAFAVFSLGDTSYEFFYQSGKDFDSKLAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRAPVAVPSQSVA >15506 -GSNGAKNAHNNAFGGGKNPGIGNLSGAGSNGSASSNTGNSNKWSWSNKPHKNDGFHSDGSYHITFHGDNNSHPKPGGNSWNRGNCGPGAS +GQNGADNAHNNAFGGGKNPGIGNTWGAGHNGSASDNRGNSNGVSWSNKPHKNDGFHSDGRYHYTFHGDNNKKPKPGGNSGNRGNNGDGAS >6112 -YSHMAHPKPSACRNLFGPVDCEELTRDLEKHCRDMEEGSQRKWNFDFQNHKPLEGKEEWQTVEKGSLPEFRYRPCRPPKGACKVPAQE +GSHMEHPKPSACRNLFGPVDHEELTRDLEKHCRDMEEYSNRKWNFDFQNHKPLEGKYEQQEGNKGSLPEFYYRPPLPPKGACWQPAQE >15398 -PNLSISPSALQDLLRTLKSPSSPQQQQQVLNILKSNPQQMAAHIKQNTAKYVAWDHGMQ +PNRMISPSTLQDLLPTLKTPSSPQQQQTVLNILKSNWQLMAAFIKQRTHKYVAYQPGMQ >19357 -MEANIRGQGYLAYPGVRTSGTLESVNGPKAGSRGLTSLPPTFEHMIEELLDEDQKHRPNEENNKDADLYTSRVMLSSDVPLEPPLLFLLEEY +MEANIRGQGGLAYPGVRTHATLESVNGPKHGSRGLTELAWTFEHMIEVLLDEDQKVRPNEENNKDADLYGSRVMLSSQVPLEPPLLFLLEWY >15141 -MKAKRSHQAICMATSLRVSPSIHGYHFDFASRKKAVGNIFENTDQESLERLFRNSGDKKAEERAKQIDAIDQDVEEKTRADQALKKRTKDKLFQFLKLRQYSIKVH +MKAKRSHQAIIMSTSLWVSPSIHGYHFDTFSRKKAVGNIFENTDQESLERLFRNSGDKKAEERAKIIFAIDQDVEEGTRASMALKKRTKDKLFQFLKLRKYSIKEY >15711 -ATKAVAVLKGDGPVQGIINFEQKESKGPVKVWGSIKGLTEGLHGFHEHECEDNTAGCMSAGPHFNPLSRKHGGPKDEERHVGDLPNVTADKDGVADVSIEDSVISLSGDHYIIGRTLVVHEKADDLGKPGNEESVKTGNAGSRLACGVIGIAQ +ATKAVAVLKGDGPVQGIINFEQKESNGPVKVWGSIKGLTEGLHGFHVHEEEDNRAGCTSAGPHFNPLSRKHGGPKDEERTVGDLGNVTADKDGVYDVSIEDSVISLSGDHTIEGRTLVVHEKADWLGKGGNEESTKTYNAGSRLTCGVIGIAQ >16296 -PNPEEQEEEPQPRKPGTRRERTDGAPASQEMSAAGGRGPRGHKRKLNERDAAGESSVESSNEDEGSSSEADEMAKADEAELNDLM +PGPEEQEEEPFPRIPGTHRERTLGAPASSERSAANGRGPRGHKRKLDEGDAASEDSRESSCEDEGSSSEADEMAKALEAELNDLM >17760 -MEEPQSDPSLEPPLSQETFSDLWKLLPENNELSPLPSQAMDDLMLQPDDIEQWFTTDPGPDECPVMPEAAHPVAPAPAAPTPAAPPPAPSWPL +MEEPQLDPSVEPSLSQETFSDLWKLLPENNVLSPLPSQAMDDLMLSPDDIEQWFWERPGPDEQPRMPEAAPPSAPAPAATTPAAPAPAPEWPL >19507 -MAEMKTDAATLAQEAGNFERISGDLTTQINQVESTAGSLQGQWRGAAGTAAQAAVVRFQEAANKQKQWLDAISTNIRQAGVQYSRADEEQQQAESSQMGIKLHALLEHHHHHH +GAEMKTDAATLTQEAGNFSRISGVLKTQIDQVWSTAGSLQGTWRGAAGTAAQAAVVRFQEAGNKQKQELDEISTNIRQAGVQYSRADEEQQQALSSQMGFKGAAALEHHHHHH >4922 -WDVLLGAYDGTLAFQPSEFSISPGEKIVFKNNAGFPHNIVFDEDSIPSGVDASKISMSEEDLLNAKMETFEVALSNKGEYSGYCSPGQGSGMVGKVTVN +IDVLLGADDGSLSFVSSQFFISPGEKIVFKNRPGFPHNQVFDEDSIPSGVDASKISMSEEDLLNANGETFEVALSNKGEYSFYCSPHQGAGMVGKVTVN >17325 -GPMELSVSSRSDSSQAGSNAGNQPMLWCANVYFTRYSDRPSSGPRSRKKAKKNPNKEDKRPRTFFTAEQLQRLKAEFQTNRYLTEQRRQSLWQELGLNESQIKIWFQNKRAKIKKAT +GPMELSPSSDSDSSQTASNAGNKPMLWPAWVYCTRYSDRPSSGPRCRKPKKKNPNKEDKRPRTAFTAEQLQRLKAEQQTNRYLTEQRRQSLAQEIGLNESQIKIWFQNKRAKIKKAT >15672 -PARTPSLGLKPKPDVLSDSGGPLIDLLHEDPPPYRDPRPPPSDRDGNGGEATPAGDAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYHPFSSSDLYNWKNNNPSFSEDPGKLTALIESVLTTHQPTWDDCQQLWGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEVDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHHHH +PALTPSLGAKPKPQVLSDSGGPLIDLLTEDSPPYRDPRPPPSDMDKNGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYNWKNFNPSQSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTAAEKQRVLLEARKAVRLDDGRPTQLPNEVDAAFPLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHHHH >15176 -GHMDPKGRKKIQFDVPAPPSQLDPRQVEMIRRRRPTPALLFRVSEHSSPEEESSFHQRTFGEGLHPKDKRTNPSAYTPPSLKAVQRMAESHLQTISNLSENQQSEEEDELGELRELGYPQ +GHMDCFGGKKIQFPVPAPPSQLDPRQVEMIRRRRPNPALLFRVSEHSSPEEESSPHQRTLGEGHHPKSKRPNPSAYTPPSLKAVYRIAEGHLQTISNLSENQASEEEDELGELRELGYPQ >17205 -MLETDKKQEQENHAECEDKPKPCCVDKPEKMERDTCILFNGQDSEKTKEFIEKYKECMKGNGFEVPVAV +MTETDKWQEQENHAECECKPKPCCVCENEREERDTCILYNGQDSAKCKEFIEKYKECMKGYGFQVPSAN >4914 -LGASWHRPDKCCLGYQKQPHPQVLSESWKPTSQLCSKPGVVFLTKRGRQVCADKSKDWVKTLMQQLPVTAR +LGAAWHRPDKCCLGYQKRPLWQVLLSSWPPWSQLCSKPGVINLTKCSRQVCAGKSKDWVKKLMQQLPVTAR >hmbdi -MKHDHHQGHTHSGKEHVCHHECNSPKTQWASSKMEGPIVGTCPMHPEILQSAPGHCPLCGMALEPETVTVSHVVSPEHLDMRRR +MKHDHTQGHTHSEKGHACSHEHNSPKTQQASSFMEGPGVYTCPEHPEIRQSAPGHCIYCGMALEPETVTVSEVVSPEYLDMRRR >15097 -PRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWGQIFFWIGKGANESEKEAAAETAQEYLRSHPGSQDLDTPIIVVKQPFGPPTFTGWFMAWDPLCWSDRKSYDELKAEFGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLVNTAAEDLPRGVMPSRKENHLSDEDFKAVFGMTRSAFRNLMLWKQQNLKKEKGLF +PRLFECSNKTGCFLATEIVDFTQDDLDENDVYLLDTWDQIFFWIGKGANESEKEAAAETAQEYLRSHPGSRTLDTPIIVVKQGFIPPTFTGWFMAWHPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVWQNTAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLPLWKQQNLKCEKCLF >19478 -GPDSMRCQAVLQTLLSRTDLEPRVPSNTGWGEGQIKQDTVWDIDEVPQWEGKSDKGTEGWESAATQTKNSGGWGDAPSQSNQMKSGWGEL +GKDSMDCQAVLQTLLSRTDLDPRVLSKTGWGQTQIKQDTVWDIEEVPRPEGKEDEGTEGEESAATQTKNQGGWGDAPSQSNQMPSGCGEL >6580 -LHTFSSKSEYQLVVNAVRCLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTKNLRIQCEGGSFSLQSDPRITQWVPRFDCVLKLVHHYMPPPGTPSFSLRPTEESSEVPEPPPAQALPGSTPKRAYYIYSGGEKIPLVLSRPLSSS +LKTFSSYSEYQRLVNAVRKLKESKFYWSAVTGGEANLLLSAEPAGTFLIRDHSDQRHFFTLSVKTKSGTKNLRIQCEGGSFSLQSDPRSTQPVPRFDCVLKLVHHYMPPPGTPSFSLPPTEPSSEVPEQPPAQALPGSTPKRAYYIYSGGEKIPLVLSRPLPSN >16160 -GHMKMADAKQKKNEQLKRWIGSETDLEPPVVKRKKTKVKFDDGAVFLAACSSGDSEEPLRLLERGADINYANVDILTAIHQASEDDNVMMVKFLVENGAN +GHMKMADAKQKRNEQLKRQIGSDTDLEPPVVKRKPTKVKFDDGAPFLAACSSGDTEEVQRLLERGADINYANVDGLTALHQAFIDDNVDMRKFLVENGAN >5070 -ALFSGDILNLTAAEREQGFKDVPSFVHEGGFVPLVELLQCAGISPSQRQAREDIQNGAYYVNGERLQDVGAILTAEHRLEGRHTVIRRGKKKYYLIRYALEHHHHHH +ALFSGDIQNLTANEIEQGFKDVPSFVMEGGLVPLVELLVSAGISPSKRQPRWDIQNGAIYVNGERMQDVGAILTAEHRLEGRFVVIRRGKKKYYLIRYALEHHHHHH >15409 -GSLRVKFSRSAGAPAYQQPQNQLYNELNLGKREEYWVLDKRRGRDPEMGGKPRRKNPQEGLYNETQKGKMAEAYSEIGWKGEGRRGKGHDGLYQGLSTATKDTYDALHMQALPPR +GHLRVKFSRSADAPAYQQGQNQLYGFLKLGRREEYDVLDKRRGRDPEMGGKPRRKCPQEGLYNELQKDKMAEAYSEIGMIGERRRGKGHDGLYQGLSTATKDTYDRLHMQKLPPR >19171 -MHHHHSHSSGLVPRGSEGDEWTPGTGVLHSPVLVPGCPSKAVDPGLPSVKQWPPDPEEDKEENKDDSPSKLAPPEEAGGAGTPVITEINSLGGTRFRDTAVWLPRSKDLKKPGARKQ +MHHHHHHSSGLVPRGSDFDEWTPGTAVLTSPVLVPICPSWAVDPGLPSVKQEPPDPEEDKEENKDDSASKLAPEEEAGGAGTPGITEIFSLGGTAFLDTAVWLPRSKDLKKPGARKA >15441 -SHVHHHPSMANSAGSSNTQTPDASLQMTVNGQSSGKKRPLNLSKENVQATNIPPKETLVYTKQTQTTSTGGGNSD +SHHHVHHSMASSAPSSNTQTPTASLQATVNGCSGGKKWSLNLSVYNVQATNIPPKETLVYTKQTQTTSTGGGNGD >19114 -MPLGSPEFMSSSAGSGHQPSQSKASPTRTVWISDAAQLPHDYTTTPGGTLFSTTPGGTRIIYDRKFLLDRRNSPMAQTPPAHLPNIPGVTSPGTLIEDSKVEVNNLDNLDNHDRKYAVGDDAQFEMYI +MPLGSPEFMSSSAGSAHQPSQSRAIPTRTVAISDAAQLPHDYCTTPLGLLFSTTPGYTPIIYDRKFLLDRRNSPMAQTPPCHLPNIPGVTSPGTNIEDSKVEVNDLDNLDNHDRKHEVGDDAQFEMDI >7358 -GNHSGKREMSAEAASKDGEIHRGEAGKKRSVGKLSQTASEDLDVFGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFWRDAPTREDDTFKDRPSESDPLQTIQEDPTAASGGLDVMASQKRPSQRSKYLATASTMDHARHGFLPRHRDTGILDSIGTFFSGDRGAPKRGSGKVSLEHHHHHH +GNHSGKRELSAEKAGKDGEIHRGEAGKKRSVGKLSQTASEKSDVFGEADAIQNNGTSAEDTAVTDSKHTVDPKNNWQNAHPADPGNRPHLIRLFSRDAPGREDNTFKDRPSESDELQTIQEDPTAAQGGLDVMASQKRPSNRSKYLATASTMDHARHGFLPRHRDTGISPSIGRFFSGDRGAPKRGSGKVSLEHHHHHH diff --git a/datasets/chezod_117_all_rand_9.fasta b/datasets/chezod_117_all_rand_9.fasta index 9b94dc6..dedc57d 100644 --- a/datasets/chezod_117_all_rand_9.fasta +++ b/datasets/chezod_117_all_rand_9.fasta @@ -1,234 +1,234 @@ >4307 -GDGGGTHNQWNKPSKPKTNMKHMAGYAAAGAVVGGLGGYMLGSAMSRPMMSNGNDWEDRYFRKNMNRYPNQVYYRPVDQYNNQNNFVHDCVNITIKQHTVTTTTKGENFTETDIKIRERVVEQMCTTQYQKESQADYDGRRS +GQGGGTHNQWNKPSKPKTNMKHMAGAAAAGKVVGGLGGYKLGSAMSRPMMHFGNDWEDRYYRENMNRYPNQVMYRPVDQYNEQNNFVHDCVNITWKQHTVTTTTKGENFTEQDIKIMMRVVEQMCTTQHQKESQAYYGGRRS >15768 -MSTNPKPQRRTKRNTNRRPQRVKFPGGGQHVGGVYLLHRRGPRLGVRATRKTSERSQPRGRRHPNPKARRPEGRTWAQPGYNHSHCHH +MSTNPKPQRITKRNCNRRPQDVKSPGGGQIVGGVYSLPRRGPRLWVRATRKCSERSQPRGRRQPHPKGRRPEGRTWAQPGYPHHHHHH >15397 -GTQNRPLERNSLDDLVGPFSNEEGQWDERALLDQLHTLLSNTDATGLEEIERFLGIPELVNLGQALEPKQD +GLQNRPALRNSLDDLVGPPINLEGQSDERALLDQLWTLLSNTAATGLEGIDRALGIPELVHQGQALEGKQD >15123 -DESGEHWARQVDGGWFNTLHGAERLEEETNDCDVEDIEGRIAMRLAERRQEDSDTHGDE +KESGERWARQKSGGHFVTLHGAERLEEETNDIDVSDIERSQAWNLFERSQEDSATHGDE >6047 -MKLAPYILEWLTSVNRTNGTADLLVPLLRELAKGRPVSRKTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFEIDDRRLYAWCALDTLIFPAHIGRTCRVSSHCAATGAPVSETVSPAEIQAVEPAGMAVSLVLPQEAADMRQSFCCHVHFFASWPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRVLLQTMSSRTP +MKLAPYILELLTSYNRVNGTADLLVPLLRELAKGRPVSRTTLAGILDWPAERVAAVLEQATSTEYDKDGNIIGYGLTLRETSYVFETDDRRLYAWCALDTLILPALIGRTARVSSHCAATGAPVSLTVSPSEIQAVKPAGMAVSLVLPQWAMDVRQGFCCHVHEFASVPTAEDWASKHQGLEGLAIVSVHEAFGLGQEFNRHLLQTMSSRTP >17290 -MGSPHHHRHHSSGLCPRHSKMYRKDKRRQEPLRQPSPQRCAWAPEMGAAPEEELAALQLGPTHHECEASPPHDTLRLTALPDYTLTLRRSPDDIPLVTPNTITMIPNSLVGLQTLHPYNTFAAGFNSTGLPHSHSTMRV +MGHSHHHHHHSSGLVPRGSHMYRKDKRRQEPLRQPSPQRGAWAPELGAAPEEELASLQLGPTHHECEASPPHDTWRLPKLPDYTLTLRRSPDDIPLMTPNTITMIPNSLVWLDTLHPYNTFAAGFNSTRLPHSHSTTRL >16876 -MAEEIKNVPEQEVPKHATEESSAEVTDRGLFDFLGKKKDETKPEETDIASEFEQKVHISEPEPEVKHNSLLEKLHRSDSFSSSSSEEEGSDGEKRKKKKEKKKPNTEVEVKEEEKKGFMEKNKEKLPDHKKPEDGSAVAAAPVVVPPPVEEAHPVEKKGILEKVKEKLPGYHPKTTGEEEKKDKE +MAEEIGNVNEQEVPKVATEESSEMVTDRGLFDFLGVKKDETKPEETPIASEFEQKVHISEPEPEVKHESLLEKLHRSDSSSKSSSEEEGSDGEKRKKKKEKKKPTTEVEVKEEEKKGFMEKLKEKLPGHKKPEDGSAVAAAPVVVPPPVHEAHPVEKKGHLEKIKEKLPGYHPKTTVEEEKKDKE >15736 -MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGKNQIRNVKKQSVYLMNLRKSGTLGHRGSLDETTYERLAEETLDSLAEFFEDLADKPYTFEDYDVSFGSGVLTVQLQGDVGTYVINKQTPNKQIWLSSPSSGPKEYDWTGKNWVYSHDGVSLHELLAAELTKALFTKLDLSSLAYSHKDA +MGSSHHHHHHSSGLVPRGSHMDIDATCTPRRASSNQRGLNQIWNVKKQSVNLMNLRKSGTLGHPGSLDETTYERLAEETLDSWAEFFEDLAFKLYTFEDYGVSFGSGVLTVKLGGDLVTYVINSQTPNKQIWLSSPSSGPKRYDWTGKNWWYSHDGVSLHELLAAELTKALKTKLDLSSLAYSGKWA >25118 -LADGSSDARPEPRPAPAPVRRRSSAYRAYATEPHYKEISKISASRKLQLKTLWLQIAKQELEREAEERRGEKGREHHHHH +LTDGSSDAFREPRPAPAPIRRRSSRYRACAMEPHAKKKSKISASRKLQLKTLLNWIAKQELEREAEEIRGEKGRHHHHHH >15274 -GSHMFSSSESTGTPSNPDLDAGVSEHSGDPLDQDSVSDQFSVEFEVEQLDSEDYSLSEEGQELRDEDDEVYQVTVYQAGESDTDSFEIDPEISAAFAWK +GSHMSSSSESTGTPSIPDLDAGVSEHSGDWLDLDSVSNQVSVEFEHESLDSEDYSLSEEGTELSDADDEVYQVTVYQAGESDHDSFEEDPEISLADYPK >4950 -GGKWSKAQVVGWPAVREHMRNAAPAADHVGAAVRDLEKHGMITSSNTKANNAACAWX +GGKWCKSSVSGWPAVREIMRRAEPAAWGVGAASIDAEKHGAITKSNEAANNAACTWX >16505 -MKQRPKPGGWNTGGSRYPGQGSPGGNRYPPQGGGTWGQPHGVPWGQPHGGGWFQVHGGGWYQPMGGGWGAGGGTHNQWNKPSCPK +MAKRPKPGLWNTGGSRYPYQGIPGWNRYPPQGGGTWGQPHGGGWGQPHGGGPGQAHGGGWGSPKGGGWGQGGGTHNQWNKPSKPK >11454 -GILTNSQGQTPQRVSGLQGSDALNIQQNQTMGGSLQAGQQKEGEQNQRTQQQQILIQTQLVQGGQALQALQAAPLSGQTFTTQAISQETLQNLQLWAVPNSGMIIIRTYTVGPNGQVSWQTLQLQNLQVQNPQAQTITLAPMQGVSLGQTPGGFLEDYKRDDDKGSHHGHHH +GILANSQGITPQRVSGLQGSDALNIQQNQTSGGSLQAGQQKEGEQNQQTQQQQILIQPQLVQGGQVLQALQAAPCSGQTFTTQAISQECLQNPQLQAVLNSGPIIIRTPTVGPNGQVSWQTLQLQNLQVQFPQAQTITLAPMQGVSLGQTPGGTLEDYKDDDDKGSHHHHCH >15131 -ASQKRPSQRSKYLATASTMDHARHGFLPRHRPTGQLDTIGRFFSGDRGAPKRGVGKDSHTRTTHYGSLPQKSMHGRTQDENPVVHFFVNIVTPRTPPPCQGKGRGLSLSRFSWGAEGQRPGFGYGGRASHYKSAHKGFKGAYDAQGTLSQIFKLGGRDSRSGSPMARRLEHHHHHH +ASQKAPRMRSKYLATASTMDHARHGFLPRHRDEGILDSIGRFFSGDRGAPKRGSGKDSHARTTHYGSLPQKSQHGRTQDENPVVHFFKNIVTPRTPPPSQGKGRGLGLSRFSWGAEGQRPGFGYGGRASDYKSAHKGFKGAYDAQGTLSKINKLGGRRSRSGSPMARRLEHHSHHH >6078 -MNEDQQVVSEIFQTSKEKLGGDAKCVSDAFKKMASQDKDHKTTDADESEKHNYQEQYNKLKGADRKKENEHHHHHH +MNTDQQKWSEIFQSSKEDLFGDAAVVSDAFKKMASQDKDGKTTDAYESEKHNYQMQYNKLKGAGHKKELEHHHEHH >4287 -GSHMSYNNPYQLETPFEESYELDIGSSAIGAEGHDFQGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVIEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQCSAENSRQRFLKLIQDYRIVDSNYKEENKEQAKRQYMYIQPRATEDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELLKLGKSMAELTQLFNDMEELVIEQQENVDEIDKNVEDAQLDVEQGVGHTDKAVKSARKARKNKIR +GSHMSYNNPYQLGTPFEESYELDVGSLAIGAEGHDFVGFMNKISQINRDLDKYDHTINQVDSLHKRLLTEVNEEQASHLRHSLDNFVAQATDLQFKLKNEIKSAQRDGIHDTNKQAQAENSRQRFLKLIQDYRIVQSNYKEENKEQAKRQYMIIQPEATWDEVEAAISDVGGQQIFSQALLNANRRGEAKTALAEVQARHQELYKLGKSMAELTQLFNDMEELVIERQENVDVIDKNVEDAQLDVEQGVGHTDVAVKSARKARKNKIR >15086 -MPTKTYSEEFKRDAVALYENLDGASLQQIANDLGMNRVTLCNWIIKYGSNHNVQGATPSAAVSKAEQIRQEKLENSLQRARTRHPAESCLEHHHHHH +MPTKTYSEEFKRDAVALYENHDGHSLQQIANDLGINRVTLKNWIDKYGSNHNMVGTTPSAAVSEAEMIRQLKKEYALQPARTEHPAESCLEHHHHHH >16912 -GIKQMSQEELKEMALVEIAHETFEEHKKPVPFQELLNEIASLLGVKKERLGDRIAQFYTDLNIDGRFLALSDQTWGLRSWYPYDQLDEETQPTVKAKKKKAKKAKEEDLDLLEFEEINEDDLDSDEVEEELILEADDFDEEDLDEDDDDLEIEEDIIDEDDEDYDDEEAEIK +GIKQYSQEELKEMALAEIAHELFEEHKKPVPFQELLNEIASLLGVLKEELGDRMAQFYTDLNIIGRFLALSDQTWGLRSWFPYDQLDEETQPTVKAKKKQAKKAVEEKLYLDEFEEIDEDDLDLDEVEEELDLEADDFDEEDLDEDDDDLEIEEDIIDEDDEDYDDEESEIK >18177 -MQKLCARLRALRQRQLDRAAASVEPDVVVKRQEAEAAARLKMQEELNAQVEKHKEKLTQLEEEKRRQKIEMWDSMGEGKSYYGNAKKPQEEDSNGPSTSSVLKRKSDRKPLRGMGYNPLSGEGGGACSWRPGRDGPSSGGCG +MQKLSARLRALRQRRLDRGAAAVEPDVVAKRFEALAAARLRMQEELNADVEKHKEKLKQLEEEKRRQKIEMWDSMQAGKSAKGNAKKPQEEDSPGPSTSSVLKKKSDRKPLRGGGYNPLSGEGGGACSWRPGRRGPSSGGCG >18198 -GAMGASVGEDDELKGLLRLPEEETELDNLSEFNRAHNKRISKLTIEEGNLDIQRPKRMRKNSRVTFDTDHEIINPEDVDPSVGRFRNM +GAMGFLFGEDDPLKGLLGLPELETELDNLTEFNTAHNKRISTLTFEEGNLDIQRPKRKMKNSVFTFSEDDEIINPEDVDPSVGRFRNM >15179 -GHMPIKGILKNKTSTTSSMVASAEQPRGNVDEELSKKSQKWDENNILATYHPADKDYGLMKIDEPSTPNHSMMGDDEDACSDTEATDFMAPDILARKLAAAEGLEPKYRQQEQKSSGEEDSDLSPEEREKKRQFEMKRKLHYNEGLNIKLARQLVSKDN +GHMPIKGILKNKTSTTSSMVNSAEQPRGNVDEELSKKSQKWDEMNILAVYHPADKDYGLMKIDEPSTPYHSMMGDDEDACTDTEATEAMAIDILARKLADASGLEPKYRILEQESSGEETSDLSPEEREKKRQFEMKRKLPYNEGLNIKLARQLISKDL >18248 -GSSHSLLFSSSFLSKPSSFTSPLRRFTPLPTYQFWPRQRHGFSTVFAVATEPPMSSSPA +AMSHSLWFSSSPLSKPSSFNWSLRRFFYLPTRQFWPRQRHGFSTPFLVNTEPAISSSGP >7279 -MKHSSSKSSQPLASKQEKDGTEFRGRGRPRKQPPVSPGTALVSSQPEPSEVPTPKRPRGRPKGSKNKGAAKTRKTTTTRGRKPRGRPKKLEKEEEEGKSQESSEERQ +MSESSSKSSQPLASKQEKQGTEKRGRGAPRKHPPVSPGTALVGSQKEPSEVPTPKRPRGRPKDSKNKGAAKKRATTTTPGKKPRGRPKKLEKEEEEGISQESSEHEQ >18446 -MGEKTVKLYEDTHFIGYSVEGPVGDENLSSLISRMAHNDDLSSARVPSRLRLEVFQHNNFKGVRDFETSDAAELSRDNDASSVRVSKMETLN +MGEDQVKLYEDTHFKGYSVENPVGDYNLSLLISRGALNDDLSFARCPSGLREEVFNHNNFKGVRDFYTSDAAELSRDNDASSVRVSKSETTN >19650 -NLLDSDDSKACMEEDHTYEGLDIDQTVQYEDIVTCRTGEGKCSVGEHPGWE +SLWDHDRSKALMTEDHTYEGCDIDQTANYEDIVTLRTGEVKMSVGEHPGHE >19224 -GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASAFPCRVAKLPKNKNRNRYRDVSPFDHSRIKLHQEDDDYINASLIKMEEAQRSYILTQGPLPNTCGHFWEMVWEQKSRGVVMVNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTQETREILHFHYTTWPDFGVPESPASFLNFLFKVRESGSLSPEHGPVVVHCSACIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQYADQLRFSYLAVIEPACFIMGDSSVQDQWKELSHEDLEPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDRDCPIKEEKGSPLNAAAYGIESMSQDTEVRSRVVGGSLRGAQAASPAKGEPS +GHMASMEMEKEFEQIDKSGSWAAIYQDIRHEASDFPCRVAKLPKNKNRNRYRDVSPFDHSRKKLHQEDNDYINASLIKMEEAQFSYILTQGPLPNTCGHFHEMVWEQKSRGVVMLNRVMEKGSLKCAQYWPQKEEKEMIFEDTNLKLTLISEDIKSYYTVRQLELENLTTCETREILHFHFTTWPDFGVPESPASFLNFLFKVRESGSLVPEHGPVHVHCSAGIGRSGTFCLADTCLLLMDKRKDPSSVDIKKVLLEMRKFRMGLIQTADQLRFSYLAVIEGAKFIMGDSSVQDQWKELSHEDLTPPPEHIPPPPRPPKRILEPHNGKCREFFPNHQWVKEETQEDKDCPIKEEKGSPLNAACYGIESMSQDTEVRSRVVGGSLRGAQAASPAKGEPS >5204 -SKKIKDPDAAKPEHWDERAKIDDPTDSKPLDWDKPEHIPDPDAFKPEDQDEEMYCEWEPPVIQNNECKGEWKPR +DKYIKDPDAAKPEDWDERFKCDDPVDSKPEDWDKPEHIPDPDAKKPEDWDEEMYGEWEPPVRQNPEYQGEWKPR >4686 -SKSWQVPFSRCCFSFAENEIPLRQMLCYRATSSSCSNEGLIFKLKRMKEWCALDTVGWVQRHRKMLRPCPSKRK +SKSMQVYFSRCCFSFAFFEIPLRAILFYRNTSSIPSNEGLIFKLKRDKEACWRDTVGWVQRHNKMLRHCPSKRK >10010 -EAEAYVTQTMKGEDIWEVAGTWYSLAMAASDISLLDCQSAPLRVYVEELYPTPEGDLEILLKKWENDECYQKKIIAEKTKIPAVFKIDALNENKVWVLDTFYKKYLLFCMENSAEPEQSLVCHCLVRTPEVDDEALEKFDKALKALPMHIRLSFNPTQLEEQCHI +EAEAYVTQTMKGLDIQKVAGTWMSLAMAASDISLELCQSAPLRVYVEELKPTPEGSLEILLQKWENIECAQKKIIAERTKIPAVFKIDALNENKVLVLDTDYKKYLLFCMENSGEPEQSLVCQCLVATPEVDDEALEKFDKAEKALPMHIRLSFNPTQLEEQCHI >19672 -WVTAQRTEAAERCGFHGSYVLRVEAQRLTLLTVGAQSQILEPLLSWPYTLLIRRGRDDEMFSLERGRRCPSGPGTFTFQTAQGNDIFQAVETAIHRQKAQG +WVTVQRTEAAERCGLHGSYVLRVEAERLTGLTVGAQNQILEPFLSCPYTLLRRHGRPKVMFSFYAGRRCPWGPGTFTFQTAQGNDIFQAVEYAIHRQKAQG >18890 -SQQLGVPQSRASDKYTLWPNDQLHQNLKKREDDQYSHLYGNQLRRN +SLQDGVRQSWAPDKQTLLPKDQLYQMFKDREDDQYGHLQGNLLHRN >5545 -SYWHIHHFHDYDIPTTENLYFQGAWGSGPCRRHLDSVLQQLQTECYRGAQTLYVPNCDHLGFYRKRQCRSSQFGRYGPCWCVDRMGKSLPGSPDGNGSSSCPTGSSG +SRYHHHHHHDYDIPTTENLMFQGAMGSLPCRRHLDSVLQQLQTEVYRGAQTLYLPNCDHRGFYRKRQCRFSQGSRRGHCWCVHRMGKCLPGSPDGNGSSSCPTGSSG >17483 -MSDAGRKGFGEKASEALKPDSQKSFAEDGKEYITFKADKVAGKVQWGDNKGVFQGVHDSAEKGKDNACGQGESLADQARDYMGAAKSKFNDADEYVSTRVHGEEDPTKK +MSDAGRKGFGEKASEALKPDSQKSCAEQGKPYYTDRAQKVAGKVQPEDNKGVFKGVHDSHEKGKDNADGQGESLADQARDYMGAAKSKSNDAVEYVSGRVHGEEDPTKK >11019 -GSFTMPGTVDSNPFPPESQEKKPLKDCCAKPVTKKARLACIIYKGEEYCGHLIEAHKECMRALGFKI +GSFTMPGLVDSNPAPAEMGEKKPLKPCCAAPETKKERDACIIEIGENHCGHLIEAHKECMHALGFKI >15563 -MASEKSGPKDASQRRRSLEPAENVHGAGGGAFCASQTISKPASADGHRGPSAAFAPKAAEKKLFGGFNSSDEVTSPQRANPLAGGSAWSHPQFNK +MASNKSKPKDASIRRVSLEPAENVHGAGGGAFPSSQTPSKPATADGHRGPSAAFAPAAAEPKLFGGFNSSDTVTSPQRHGPLAYGTRWSHPQFSK >18578 -GSKRRELDDPGAYNYPFTWNTPSAPPGVNIAVKPDQIQYTELSMAKIAYVQNKASIAQEQYYGSHEEHLEADLETLQREIRMAQERLDLAIQAYHHQNNPIGPREKKAKVGSKSGSNKSMISSKSGDGKTSWWI +GSKRRELDDIGAYNYPFTWWTPSAPPGYNIAVKPDNIQYTELSNAKIAYKQNKANIAQETQYGSHEEHLPADKETLQMNIRMAQERLDLAIQAYHHQNNGHGQREKKAKVGSKSGSNKSSISSKSGDGKTSVWI >17836 -TAYSEKIIDHYENPRNVGSFDNNDENVGSGMVGAPACGDVVKLQIKVNDERIIEDARFKTYGCGSAIASSCLVTHWVKGKSLDEAQAHKNTDIAEELELPPNKIHCSIFAEDAIKAAIADYKSKREAK +MAYVEKVIDHYYNPRNVGSFDNNDENVGSGMVGAPACTDVMKLQIKNNDEGIIETARFKTYGCGSAIASSSLVTEWVKGKSLDEAQAIKNTDIAEELELTPVKINCSILAEDAVKTAIADYKSKREAK >5076 -MKKVIACKELGTTKAFLVRNGYGFINRNDTKWDVFDHQTAIKKNNPRKYLRSVGIGETVEFDVVEGEKGAEAANITGPG +MKKVIATKVLGTVKWFNVRNKHGFIKNNCTKEDVFVHQSAHKKNNPRKYLRSVRDGEGVEFDVVEGEKGAEAANVTGPG >5736 -MHHHHHHLEMSFLKSFPPPGSAEGLRQQQPETEAVLNCKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVNAKFGETSKESVAEENDSDDDVEPIAEFRFVPSDKSAAEAMFTAMCECQALHVDPEDEASDDYKGEEYDVEAHEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQSVSSQYNMAHVRTEDSTRDYEQGMEVDTTPTVAGQFEDADVDH +MHHHHHHREMSFLKSFPPPGSAEGLRQQQPETEAVLNGKGLGTGTLYIAESRLSWLDGSGLGFSLEYPTISLHAVSRDLNAYPREHLYVMVNAKFGEESKESVAEEEDSDDDVEPIAEFRFVPSDKSALEAMFTAMCECQALHPDPEHEDSDDYDGEEYDVEAAEQGQGDIPTFYTYEEGLSHLTAEGQATLERLEGMLSQFASSQYNMYGVRTADSTRDYEDGMPVDTTPTVAGQFEDAQVDH >18631 -MAAPGERGRFHGGNLFFLPGEARSEMIDDLATDARGRGAGRDDAWASASTPAVAPTSDSPQAEDASRRRPYRALVDFKTW +MMAPGERGRFHVGNLFFLPGGARHEMMDDLATDARGRGAGRRDAAASAMTPAQAFTSDSPVAEIGSRRRPCRVCVDFKTW >4286 -GSPEFMSSSTPFDPYALSEHDEERPQNVQSKSRTAELQAELDDTVGIMRDNINKVANRGETLTSIEDKADNLASSAMGQEAGANRVRKHMWYKDLKMK +WSPEFMSSSTPVDPYALSPEDEERPQNVQSKWRTAELQAEIDSTVGIMRDNINKVAERGERDTSIEDKADNLAVSAQGFKRGANRVRKAMWYKDLKMK >19332 -MSRDKADSVPGTYRKVVMLRAPRKVLGLSTSATNSTSVSSRKAENKYAGGNPVCVRPMPKWQKGIGEFFRLSPKDSEKENQIPEEAGSSGLGKAKRKACPLQPDHTNDEKE +MWRTKADSVPGTYRKVVAARAPRKVLGSSTSATNSESVHSRKAENKYAKGNPVCHRPTPKWQKGIGEFFRLSTKDSEKENQIPEEAGDSELGKAKRKAVPLQPDHTNDEKE >15180 -GHMDEEDGEPPWEPKSGMVEIPGLSEEEFPAPSRKIHFSTAPIQVFSTYSNEDYDRRNEDVDPMAQMAEYELEKMVEGLEL +GHMDQEDSEPPYEPESGCVEIPGLSEEEDPAPSRKIHQSTAPIQAFSTYVNYDYPRRNNDVDPMAASAEYELEKRVTRLEL >2956 -MKPVTLIDFAEEAGHSGQTRSRVVNQASCVSAKTRELVEAAMAELNYIPNRVAQYL +MKPKHLINVAEYAGVSNTTVSRVVNQACGVSAKTRVKVEAAMQELNYIPNRVAQQL >18927 -ENREIQPPFKPKVSGKGAEYFDKFFHRTQPVLMPPDQLVIANPDQCDFEPFSYVNPQFVHPIYQSAGX +ENRHPQPPFKPKVSGKGSENFDKFFTRGQPVLTPPDQCVIANIEQSDFEHFSYVNPQWVHPILLSAIX >18867 -SLREQWQNEKLGLDAGDEFERENLHEGLNLDACHMYEDISRGLQGTYQDVGSLAIGDVQLEKP +SLRKRWQNLKLGLDAGDESEDENLYEGLNLDDSFMYEDISRGEQGTYQNVGSLSIADVQLEKP >4034 -AGPKRLCMVCGDIASGYHYGVASCEACKAGFKRTIQGMIEYSCPATNECEITKRRRKSCYASRFMKALKVGMLKEGWRLDRVRGGRQKYKRTLDSENS +ADFKRLCLVCGDIASGAHYGVAVCEACKAFFKCTIQGNIEYSCPATKECEITKRRRKSCQACRFMKALKVGMLKEGVRLDRVRGGGQKYKMRLCSENS >19482 -WPLEWVVFEERDGNAVLNLLTSLRGTKPSSLSRPVKVHETFEAKLAHLETRPAQRPLAGSPHLEYFVRFEVPSVDLAALLSSVRRVSDSVRSA +NPLEAVVFEERDNNAVLNLLFSLRGTKPSSLSRAVKQFETFEARIHHLETRPKQRPGAGSPHLCYFVRFEVPSGCLAALLSSQRRVSDDVRSA >25093 -MIHHSVKRWGNSPAVRIPATLMQGLSLNIDDEVKVDLVDGALIIEPVPKEPVFTLAILVNDITPENLAENIDWGEPKDKEVW +MIHSSVKRWGNSPAVRISATLCQALNLNIDDEVKIDLVDGKLIIEPVRKNPVFTLAEGVCDITPEYLHWNFDWGEPKDLEVW >15430 -MRLEPPAAEHRSATRVMVGPVTPRKGPPKFKQRQTRQFKSKPPKKGVQGRGKDIPGMEGLGTDITVIAPWEAFNVLELHEYAQYGII +MNLEPPKAEIRSATRVMGMPVTPRKGPPKFKQVQTRQFKSKPPKKGRQGFGDDIPGSEGLGTDITVQAPWEAFNALELDYLAQYGII >25327 -GSHMADENAPRPRNPGEDPNEAFRSTPFEATTSGLGDCRECIAYRTGATTHKIARKHDDTVSREIKGSSATPGGSEKDGIGRQ +GSHMVDENANRPVNPGEDPNEAFRSTTFEATTCALGDCHECIAYRTGATTGKGSFRHDDTVSRQIKGSSATYGGSPKAPTGRQ >17048 -ASTASKAKHESSGVIDLFGDPFGSGASNTQPAPQKVSSSSAMAILLAGFMGSFMAMST +CSTASKAKFESSGVIDLFGDAFASGASEGQPAPQAVNSSSASADLLAGEGGSYMAPST >16670 -MAGGAAGRLACYLEFLKKQELKEFQLLLTNKAHSRSSSGETPAQPEKTSGMEVASYLVAQYGEQRAEILALHTWDQMGLRSLCAQAQEGAGFSLEHI +MAGGAWGRLARYLEFLKKEELMERQDLYANKAHSRSSSGETPIRPEKTSGMENASYLVAQYGEQRAWDLALHTWEQMGLRSLCAQAQEGAGHSLEWH >15162 -WDDNLYRADSRDSDEIKQSGGLMPRGQSDYFDRGTQMNINLYDHARGIQTGFVRHDDGYVSTSISLRSAHLVGETILSGHSTPYIYVIANAPNMFNVNDVLGAYSPHPDEQDVWALGGIPYSQIVGWYRVHFGVLDEQLHRNRGYRDRYYSNLDIAPAADGYGLAGF +NDDKLYRADARPPDEIKQSGGLMPRCQSDYFDRGTQMNINLYDHARGTQTGFVPHDDGYVSTSISLRSAHLVGQTILSSHSTYYIYVIATAPNMFNVNDVLGAYSPHPDEQDVSALGGIRYSQIVGWYRVHFGVLDDQLHRNMGYRDRYYSNLDIDPAADGYGLAFF >15336 -GAPESAERRNSILTEVLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSILNPPNSIRKFSIVQKTPLQMIGIEDDSDTPLERRLSLVPDSEQGEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQALLTELDIYSRRTSQETGLEISEIINEEDLKECLFDDME +GAMESAERRNSILTETLHRFSLEGDAPVSWTETKKQSFKQTGEFGEKRKNSIENPINSIVKFSIVQRTPLQWNGIEEDSVEPLERRLSLVPDSEQWEAILPRISVISTGPTLQARRRQSVLNLMTHSVNQGQNIHRKTTASTRKVSLAPQYNLTELDIYSRRLSQETGLEISEEINSEDLKECLFDAME >5022 -AFPSPAADYVEQRTDSNQLLIQHPSATYFVKASRRSMIDGGISDGDLLIVDSAITASHGDETIAAVKGEFIVKKLELRPTVQLIPMNSAYSPITISSEDTLDVFGVVIHVVKAMR +AFPSPAADYVEQRIDLNQLLIQHPSDTYFVKASGDSMIDGGISDGMLLIVPSAITASHGLIVITARDGEFTVKKLQLRPTVQLIPMNSAYSPITISSEDTLDVFGVHIHVVKAMR >15855 -GPHMTLEEFSAGEQKTERMDKVLDALREVLTKALSQRTITVGVYEAAKLLNVDPDNVVLCLLAADADDDRDVALQIHFTLIIAFCCENDINILRVSNPGRLAELLLLETDAGPAASEDAEQPPDGHCVLVTNPHSSQWKDPALSQLICFCRESRYYDQWVPVINIPER +GPHMTLEEFSAGEQKTERMDKVKDALEEVLSKALSQRTITAGVYEAAKLLTVDPDNVVLCLLAADEDDDRDMALQIHFTLIQAFCCENDINILRVSNPGRLAELLLLETTAGPDASEGAEQPPDLHCVLVTNPHSSQWKDPAHSQLICFCRESRYMDQWVPVINLPER >16450 -MAYQQGPCANPTRQTGKTGGQTDQYGNPVHQTEALGAYRAGPGTGMLGGEHLQLPHQQPGVLNRSGSSSSEDDGQGGRRKKGMKHKIKERIPAMGRKDEQKQTSATSTPGQGQQQKGMMEKIKEKLPGAH +MAYQQDPCANYTRIMGKTGGQTDQYGNPVIQTEALGAYGAGTGEGMHGGEHQQQPQQQPGVLNRSGSSSSEDDGQGGRRKKGMKEKIKERIPGMGRKDEQKQTSLTSTPGQGQQQKGMMEKNKEDLPGAH >15766 -AVPVESKPDKPSGKHGMDAALDDLYDTLGGPEGTEEENTTYTGPEVSDPMSSTYIEELGKREVTFPPKYRELLAKKEGITGPPADSSKPIGPDDAIDALSSDFDCGSPTAAGKKTTKEESTLVLKAKSAGTVRSAAPPQNK +AVPVEGKPDKPSGKSGMDAALDDLIDTLGGPEETETENSTYSGPEVSDPMSSTYIEELGKREVTIPPKYRELLAKKEGITGPPADSSKPSGPDDAIDALSADFTCGSPTADGKKTEKEESTEVLKAQKAGTVRSAAPPQGK >6431 -EAESLTSAQKAKAEERKRRKMSDGLPDKTEEEKSVMAKKLDQKPKGEGIPTTAKLKVDEKHSHVNEVKDPYPQADFPGDDEEDEPEIPVSPRPRPLAELQLKEKAVPIPEASQFFIFSPTAKARVL +EAESLTSAQKAKAEERKRGKMSRGLPDKTEEEKSVMAKKLEQKPKGEGMPTTAKLKVDECEYPVNEVKDPYHSADFPGDWEEDEPEVPVSPRDRPLAELQLKEKAVPIPEASSFFIFSPTNKVRVL >17926 -MGSSHHHHHGSSGLVPRGSHMAAPEGGISDVVEKSIKEAQETCAGDPVKGECVAAWDEVEELSAAARHARDKAKLDGSDKLEEYCKGNPSTNACRTYDN +MGRSHTHHHHSSGLVPRGSHMAAPEGGISDVVEKPIKEAQETCAGDPVSGECVAWWDEYEELTAAASHARDKDKADGSDPLEEYCKDNPETNECRTYDH >4280 -AEASPKQRRSIIRDWGPMYDDPTLPEGWTRKLKQRKSGRSAGKKQVYLINPEGKAFRSKVELIAYFELVGDTILDPNDFDLTVTGRGHGSGC +AGASPKQRRSIIRDRGPGYDDPTLPEGWTRKLKQRKSGRSAGKYDHYLSNPQGLAFRSKVEPIANGEKVGDTSLDPNDFDFKVTGRGSGSGC >6139 -DEMQSMECYDTCHVETSDDGNGFTFCEMKCDTDCSVIDVKEKLFNYKPNN +DEAQFKECYDTIHKRCSDKGNGGTFCLMKCDTNCSVKDVPEKLENYGVSN >11338 -GSSNSSGRTCYGEEQRNELIDLESIYPDSFTVLSENPPSFNITVTSEAEENDETVQTTLKFTYSEKYPDEAPLYEIFSQENLEDNDVLDILKLLALQKEENLGMVMIFTLVTAVQEKLNEIVDQIKTR +GSSGSSGMTDYGEEQRNELEALESIYPDSFAVLSENPPSFTITVTSEAGENDETVQNTTKFTYSEKYPDEAPLYEIFSQEWQEDNDVSDILKLLALQAEEVLGGVMIFTLVTAVQEKLNMIVDQIKTR >18889 -SLKNRKAKAKLVTRGAGAGGRQRGQNKVRPPPVQNFDYEPRRLGVFDLVSGLNQRRI +SLKNRKAKAKPVTRGSGAGGRQRGQNKERPPMAPFPDYAPPIKGQRDLYSGLNKFRI >19485 -MGLSFPSEPESAPPTPDLEEKKMKLAEAAERRQKEAASRGILDVQSFQEKRKKGEKIEKQIATSGPPPEGGLRWTQSWEHHHHHH +MGLSFTSPGESAPPYPDLEEHRAKLAHAAERMQKEAASRGINDVQSVQEKRKKKEKIEKQIATSGPPPQGGLRWRVSLNHHHHHH >15174 -DXSFCKADEKVREYHADCCRCCGSGICAXSTEWIKPGCETSSFFKI +RXSFCKANEKXCEYLADCCNNCCSGRCAGSHNFILPGCSTSSFFKI >6974 -MQTASAKWYDRRDYVFIYFCVEDSKDVNVNFEKSKLTFMALGGSDNFKHLNEIDLFHCIDPSDSKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNWLSVDFNNWEDCEDDSDEDMSNFDRFSEMMNNMSGDEDVDLPEHDGADDDSQDSDDEKMPDLE +MQPASAKWYDERDYVFIEFCVEDSKDVNVNFEKSKLTFGCLGGSDNFKFLNEIDLFHCIDPNDSKHKRTDRSILCCLRKGESGQSWPRLTKERAKLNWLSWDFNNWKDWEDDSDEDMSNFSRFSEMLNNMGGDEDVQLEEVDVADDDSQDSDDEKMPDLE >19796 -GRFMGLPGERGLRGEPDSVPNVDRLLETRGIKASALREIVETWDESSISFLPYPERRRGSKGDSGKQGPKGKW +GRAMGLPGDRGLRGEWGSMPNVDRLLETAGIVASALQEICQTWDESSGSFLPVPERRRGPKQDSEEQGPPGKE >5956 -MADKRAHHNALERKRRDVIKDSFHSLRDSVPSLQDEKASRAQGLVKATEYIQYMRRKEETLQQYIDDLKRNNILLEQQVRALEGSGC +MADKRAHPNALTRGRRDHIKDSFHSLRDSVPSLQGEKASRAQSLDKATEGIKYMCRKVHTLPQDIDDLKRQNALLEQQVRALNGSGC >7292 -GAMGSEPQDGNYFEHKHNIPPKPFVIPGRSSGCSTPSGIDCGSGRSAPSSVSTVSTIQPGDLDVAAKLAPIIPLEMELPGVTIVHAQFNTPMQLHSTDNIMETLQGQVSTALGETPLMSEPTASVPPESDVYRMLHDNRNEPTQPRQSGSFRVLQGMVDDGSDDGPAGTRS +GAMGSEPQDGNYFEHKNNIRPKPFVIPGRSSGCSTPSGIDCGSGRSTPSSVSTVSTICPGDLKVAAKLAPNIPLEMELPGVKIVPAQFNTPMQLYSCDNIMETLQGQVSTALGETILMKEPTASVPPESEVYRMLHDNRSEPTQPRQSGSFRVLFGMVDSGSDDRPAGTRS >19037 -LLQEALSAYFDSMKIPSGQPETADVSREQVDKTLDRASNSLIPGLTQDEHDPPIPPTPMNSLVDECPLDQGLPKLSAEAVFEKCSEISLSQGTTASLSKK +LLQEALSAYDNSMKILSGQPEVADVSREQVDKELDRASNSLISGLVKWEEDPPLPPTPMNSIVDECPLDQKLPKLSAEAVFEKCSQISLSQSTTASLSKK >1128 -VVYTDCTGKLQNLCAWEGSNVCFQGNECILGSDGNKNQCVTGEGTPKNQSHNDGDFEEIPEEYLQ +VVYTDWTESGQNLELCEFSNVCSQGNYCIYGSDGEKNQCVTGEGTPKPQSHNFGDFPLIPEEYLQ >4272 -MSATAATAPPAAPAGEGGPPAPPPNLTSNRQLQQTQAQVDEVVAIMRVNVDKVLDRKQQHSELDDRADALQAGRSQFETSAAKLKRKYWGKHLKMM +MSATAATAPPAAPAGEGGPPAPPPNATSNRRLQDTQAQVDEVVDIMRVDVDNKLERDQKLSELDDRADAAQAGASQFETSAAKLKRKYWWKSLKYM >15136 -MSQKQEEEWPAEETGEEKQDTQEKEGILPERAEEAKLKAKYPKLGHKPGGSDFLMKRLQKGQKYFKVGDYNMAKAKGKNRQLPSAGPDKNLVTGDHIPTPQDLPQRKSSLVTSKLAGGQVE +MSQKREEEKPAEETGEEKQDTQEKEGILPERAEEAKLKHKYPSLGQKPGGSDFLMKRLQKGQKYFDSGDYAMAKAKMKNSQLPSPGPDKNLVTGDHIPTPQDLPQRKSSLVTSKSRIGQVE >11388 -GSSGSSMEAQTRVKLNFLDQIAKYWELQGSTLKIPHFERKILDKFQLNKLVAEEGGFAVVCKDRKWAKIATKMGFAPGKAVGSHIRSHYERIINPYNLFLSGFSLWCDQKPNLTSDTKDKEY +GSYGSSGEAQTRVKLNFLDQIAKHWILQGSTLKIPHVERKILDLFQLNKLVAEEGCFAVVCKDMKWTKIATKMGFAPGKAVGCHIRGHYERILNPYIRFLSGDSLRCLQKPNATSDTKDKEY >6968 -MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEAVLYVGSKTKEGVVHGVATVAEKFKEQVTNVGGAVVTGVTCVAQKHVEYAGSIAAATGFVKKDQLGKNEEGAPQKGILEDMPVDPWNEAYETPSEEGYQDYEREA +MDVFMKGLSKAKEGQVAAAEKTKQGVAEAAHLTKEGVLQVGSKTKEGVVHGVATVAEKTKEQVINEGGAVVTGKTAVAQKTVEGAGSHAAATGFVKKDQLGKNEEGAPQEGILEDMPVDPDNEEYEMPSEEGYQDYEPEA >6498 -MASVGEELQKDLEEIKVLLEKSTRKRVRDTLTSEKSKIETELKNKMQQKSLKKPELDNERSAAVVAELTTGLTVKIP +MASVLEEVQKDLEEEKVLLEKSTRKRLRDTLTREKEKIETELTNKMQQKSQKKPELDNEKPPAVVAPLTTGAKVKIS >6212 -NDELDPVQMLFVDKIREARTKRQTSGGPVDAGPEYQVDLDRELFKLWQMYGKAWMNTFVNFTFFDPKFEVVEKPQS +NKELDPVQKLFVDKIRDYRTKRQTSGGPADQGTEYQGDLDRELFKLKQMYGKCDMNTEPNFTFNDPKFEVVSKPQS >19521 -GHSMSQSNRELVADFLSYKRYQKGYSWSQFSDVEENRTEAPEGTESEMETPSAINGNPSWHLADEPAVNGATGHSSSLDAREVIPMVAVKQALREAGCEFELRYRRAFSDLTSQLHITPGTAYQSFEQVVNPLFRDGVNWGRIVAFFSFGGALCVESVDKESQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELRGNNAAAESRKGQER +GHSMSQSNRELVVDALSYKLSQKGYSGSQFSDVEENRTETPEGTESEMETPSAINGNPSWHLADSPAVNGATGHSSSLDAREVIPMAAVKQALREAGDEFELRYRRAFSDFTSQLHITPGTAYQSFEQVVNELFRDGVNWGRIVAFFSFYGALCVESVDKEMQVLVSRIAAWMATYLNDHLEPWIQENGGWDTFVELYGCNAAAESRRGQWA >6970 -MQAIKCVVVGDGAVCKTCLLISYTTNARPGEYIPTVFDNYSANVMVDGDPWNQGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASFENVRPKWYFEVRHHCPNTPIILVGTKLDLRDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGLKEVADEAIRAVLSPPPVK +MEAIKCVVVGHGAVGKTCLLISYTTNAFPGEYIPTVFDNYSANVMVDGKPVQLGLWDTAGQEDYDRLRPLSYPQTDVFLICFSLVSPASIENVRAKWYPEVRHHCQNTPIILVGTKMDLQDDKDTIEKLKEKKLTPITYPQGLAMAKEIGAVKYLECSALTQRGLKTVFDEAIRAVLSPPPVK >5313 -GPLQSPSIDCGSLKNAYFNGCSSPTAPLSPMSPPGYKLVTGDRNNSSCRNINKQASEQNWANYSAEQNRMGQAGSTISNSHAQPFDYPDTNQNHKKVAAGHELQPLAIVDQRRSSRASSRASSRPRPDDLEI +GPLGSRSKPCGSPKYAYFNGCSHPTAPDSWMSPPGYKLVTGDRNNSSCRNYNKQASEQNWANYSAEQNRMGQAGSTISNSHAQPFDFPDDNQNAKKVAACHELQPLAIVDQRPSSRASTRASSRPFPDDLEV >6846 -ILMYTLGPDGKVIYTLKKVTESGEKTKSLHPARWSPDDKYSAQRVVLKKRFGVVPGQHHHHHH +HLMYTLGLDGKRIYTLKKVTESGETTKYAHPARFSPDDKPSTQRVTLKIRMGLVPYQHHHDHH >19135 -MADERKDEGKAPHDTSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREMEEGAFGEHGSQSTYSDTKENGINGELTSADRETAEEVSCRIVQVVTAEAVAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKVSSLPRPSSILPPRRGVSGDRSHNSFSLNSSISSARRTTRSEPIRRAGKSGTSTPTTPGHTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGILVPSEKKVAIIRTPPKSPATPKQLRLINQPRPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGGRVKIESVKLDFKEKAQAKVGSLDNAHHVPGGGNVKIDSQKLNFREHAKARVDHGAEIITQSPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQGL +MADERKDEGKALHWRSASLTEAAAHPHSPEMKDQGGSGEGLSRSANGFPYREEEEGAFGEHGSQGTYSDTKENGINGELTSADRETAEEVSARIVQVVTAEAEAVLKGEQEKEAQHKDQPAALPLAAEETVNLPPSPPPSPASEQTAALEEATSGESAQAPSAFKQAKDKVTDGITKSPEKRSSLPRPSSILPPRRGVSGDREENSFSLWSSISSARRTTRSEPIRRAGKSGTSTPTTPGSTAITPGTPPSYSSRTPGTPGTPSYPRTPGTPKSGGLVPSEKKVAIIRTPPKSPATPKQLRLINQPLPDLKNVKSKIGSTDNIKYQPKGGQVQIVTKKIDLSHVTSKCGSLKNIRHRPGGKRVKIESVKLDFKEKVQAKVGSLDNAHHYPGGGNVKIDSQKLNFREHAKARVDHGAEIITQRPSRSSVASPRRLSNVSSSGSINLLESPQLATLAEDVTAALAKQGL >4716 -GPLGSPEFSMPHSSPQNRPNYNVSFSSMPGGQNERGKAEANLEGKQKAADFEDLLSGQGFNMYKDKKGPRTIAEMRKEEMAKEMDPEKLKINEWIEGKERNIRALLSTMHTVRWAGKTKWKPPGMADLITPEQVKKVYRKAVLVVHPDKATGQPYEQYAKMIFMELNDAWSEFANQGQKPLY +GPLGSPECSMPHSSPQNRPNYNVSFSSMPGGQNERGKAAANLVGKQKAADFEMLLSGQGFNAHGDKKGPRTIAEMEKEEMAKEMDPEKLKILEWIEGKERNIRALWSTMHTVLWAGETKWKPVGMAHLVTPEQVKKVYRKAVLVVHPDKATGQPYEQYWKMIFMELNDAWSEFENQGMKPLY >6521 -ASHMNETSSSPQIKKKYSDGEYVTLQPRGRERVEMFRELNEALELKKAQAGKEPG +ESHMNNTSSSPQPKKKLLDGEYFQLCIRGRERTEMFRELTEALELKDPQPGKEPG >26549 -GHMASGSWRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARGSPPSLASSSASQLSAESLKATCHTHHDSPDADLIEANLLWRQEMGGNITRVESENKVVILDSFEPLHADGDEREISVAAEILRKSRKFPSALPIWARPDYNPPLLESWKDPDYVPPVAHGCPLPDTKAPPIPPPRRKRTVVLTESWVSSALAELATKTFGSSGSSAVDSGTATALPDQDSDDPDKGSDVESYSSMPPLEGEPGDPDLSDGSVSTVSEEASEDVVCC +GHMPSGSLRGGEPEPDVTVLTSMLTDPSHITAETAKRRLARIAPPSLASSSASQLSAVSLKATCTTHHDSPDADLIEANLLWRQEMGGNSTRVESENFVVILDSFEPLHADGDEREISVAAEILRKSRKFPSSLPIWARPDYNPPLLESWKDPDYVPPVVHFCPLPPTKAPPIPPPRRKRTVVLTESNVSSALAELATKTFGSSGSSAVDSGTATNLPDQASDDGDKGSDVESYSSMPPLEGEPGDPDLSDGSWSTVSEEASEDVVCC >11526 -MNIVPQDTFKSQVSTDQDKSVLSSAVPSLIDTLRLQEGYADPLSTQLNDRHPLESTLKNWETTQRQRQMEQYRQLFGIAEPMKRTMEMEIPNRTDFNPLEYNGSIHRDILLNKECSIDWEDVYPGTGLQESTMVGDDVHSKIEKQLGI +MNIVPQDTFKSQVSTDQDKSYLSSAVPNLPDTLRQQEGGAVPLSTQLNDRHPLESTLKNVETTQRQRQVEQYRQIFGIAEPMKRTMEDEIVNRTSFNPLSTNGSIHRDILLNKECSIDWEDVYPGSGWQASTMGGDDVHSKIEKQLGI >19364 -GRLYHHHHHHGSATHPPATSAPQQPPGPEDEDSSLDESDLYSLAHSYAGGGGRKPRTKREADANTNRPSPGDHERKLVTKLQNSERKKRGAKR +MRGSHHHHHHGSATFPMATSAPQQPPGPEDNDSCADESDLTSLAMSYRGGGGRKGRTKREHAANTNRPSPGGHERKLVTKLQNSERMKRGARR >15719 -HKTKGNKVNVGVKYAEKQERRFEPEKLREGRNIIGLEMGINEFCSQQGMTAYGTRRAFYDPKLGTWQPLDQATISLQMGTNKTASQEGMTAPGTKRQI +AKTKGNKVNVGVKYAEKQERRAEPEKLREGESIIGLQMGGWKFFSQQGMTAYGTRRHLYDPDLGTDQPLDQATISLQNGTNKGASQAGMTAPGSKRQI >4985 -ATPAPAAPMPGITIISASQTGNARRVAEALRDDLLAAKLNVKLVKAGDYKFKQIASENLLIVVTSTQGEGEPPEENVALGKFLFSKKAPKLENTAFAVFSLGDTSYEFFCQSGKDFDSKQAELGGERLLDRVDADVEYQAAASEWRARVVDALKSRAPRAAPNLSVA +ATPAPAAEMPGITIISASQTGNARRVAEALRDDLLAAKLNVKLVVAGDYDFKQIASEKLLIVVTSTQGEGTPPEEAVALHKFLFSKKAPKLENTAFAVFSLGDTQYEFFCQSGKDFDSKLAEIGGERLLDRVDVDVEYNAAASEWRARMVDALKSRAPVAAPSQSVA >15506 -GSNGADNAHNNAFGGGKQPGIGNTSGAGSPGSASSNRGNSNGWSWSNKPHKNDGFHSDGNYHITFHGDNLSKPKPGGMGGERGNNGKGAS +GSNGADNAHNNAFGMGKNPGSGNISGAGSNQSASSNRSNSNGASWSNKPHKNDGFHSDGSYHITFHADNNSKPKPGGNSGNRGNWGDGAS >6112 -GSHMEHPKVSACRNLFGMVDHEEDTRDLEKHCFDMEEASQRKINFDFQNHKPLEGKYEWQFVEKGSLPEFYYRPPWPPVGACKVFAQE +GSHMEHPKPSACRTLFGPVDHEELTRDLEKHCRDMEEAFQRKWNFDFQNYKPLEGKEEWQEDEKGSLPENIERPPRPPKGFCKVPAQE >15398 -PNRSISPSALQCYDRTLESPCSPQQQQQVLNILKSNPILMAAAIKRRLAKYVANQPGMQ +PYRLISPSALQDLLRTFKSPSSPQQQQQVLYILKSSHQLMAAFDHQRTAKYVANQPGMQ >19357 -MEANIRGQGLLAYPCTRMHGTLESVNGMKAGSRGLTSLCDQFFHMIEELLDEDQKVRTNEENNKDADLYTSRVMLSSQVPLEPPLLFLLEEY +MEANIRGQGGLAYPGVRTHGTHEKVNGPKAGSRGLTSLADTFEHMIEEALDEDSKVRPNSENNKDADLGTSRVMLRSQVPLNPPLLFLLEEY >15141 -MIAKRSGQAIIMSTSLRVSPSIHGYRFDTASRKKAVGNIFENTDQQSLERLFRNSGDKKAEEYAKIIFAIDFDVEEKTRALMALKKRTKDKLFQFLKLRKYVINLH +DKAKRSHQAIIMSTSLRVSPSIHGYHIDTASRKKANGNIFENTDQESMESLFRNSGDKDAEERAKIIFAIDQDVEEVTRALMALKKRTKDKQFQFLKLRKYSIDVH >15711 -ATKAVAVLTGDGPKQGIINFEQKESNGPVHVWGSIKGLTEGLHGFHVHEEEDNTAACTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHAIIRRTNVVHEKADDLGWGGNEEHTKTGNAGSRLACGVIRIAQ +PTKAVAVLKGDGPARGIINFEQKESNGPVKVWGKIKGLTEGLHGFHVHEEEDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNYTADKDGVADVSIEDLVICLSGDHAIIGRTLVVHEKTDDLGKFGNEESTKTGNAGSRLACGVIGIAQ >16296 -PGPEEQEEEPQPRIPCWRRERTLGEPASSERSAAGGRGPRGCKRKLNEEDAAHESSRESSNEDEGSSSEADEQAKALFAELVDLM +PGPEEQEEEPQPRKPGTRREMFLGAPAASERSAAGGRFPRGHKRRLNEEDAASESRAESSNEDEGSSSEADEINKALEAELNDLM >17760 -MEEPPSPPSVEPPLSQETFSDLWRELPKNNVLSPLPSQAMDDLMFSPDDIEQWFFERPGPDEAPRMPEAAPPVAPAPAACTPAAPAPAPSWPL +MEEPQSDPSVEPPLFQETFSVLWKLLPENNRLSMLMSQAMDDLPLSPDDIEQWFTEDPGPDMAPQMPEAAPPVAPAPAAPHPAAPAPAPSWPL >19507 -MYEMKTDTATLAGSAGNFERISGDLKTQIDQVESTAGSKQGQWRGARGTAAQAAVVRFQEAANKQKQELDEISTNIRQAGVQYSRADEEQQQALSSQRGFKLAAALAHHAHHH +MAEMKTDAATLAPEAGNFERISGDLKTQIDQVESTKGSLQGQWRGAAGTDAAAAVVRFQEAANKQKQELDEYSTNIRFAGVQYSRADEEQQYALSSQMGFKLAAALEHHEMHH >4922 -IDVLLGAQDGSLAFVPSEFSISPGEKIVCKNNAGRPHNIVFDEDSIPSGVDASKISMSEEDLLNAKGETFHVALSNYGEYSFYCSPHQGAGMGGKKCDN +QDVLLGADDGSLAFVPSTFSTSPGEKIVFKNNAGFPHNIVFDEDSIPIGVDASKISMSEEDDLKAKETTFEVALSNKGEYSFYCSWHQGAGMVGKVTVN >17325 -NLMELSVSSDSDSSQAGSNAGMQPMLWPAWVYCTRYSDRPSSGPRSRKPPKKNPNKIDKRPRTAFTAEQLPRLKAEFQTARYLTEIRRQSLAQELGLNESQIKIWAQNKRAKIKKAT +GPMWLSVSHDSDSSQLGSNAGNQPMLWPAWVYCFRYEDRPFSVPRSRKPKKKNPNKEDKRPRTATTAEQLSRLKAEFQTNRYLTEQRRQSLAQELGLNESQIKIWFQNKRAKIKKAT >15672 -PDLTPSLGAKPKPQDLSDSGGPLIDLLTEDPPPYRDPRPPPSDRDGTGGEATPAGEAPDPSPMASRLRGRREPPVADSTTSQAFPLRAGGNGQLQYWPFSSSDLYNVKNNNPSFSEDPGKLTALIESVLITHQPTWDDCQQLLGTLLTGEEKHRVLLEARKAVRGDDGRPTQLPNEVDAADPLERPDWNYTTQAGRNHLVHYRQLLLAGLQNAGRTHHWHHHHH +PALTPSLGAKPKPQVFSDSGGFLIDLLTEDPPPYRDPRPPPSDRDGNGGEATPAGEAPDPSPMASRLRGRREPPVAFSTTSQAFPLRAGGTGQLQYWPFSSSDLYNWKNNNPSFSEDPEKLPALIESVLITHQPTQDDCQQLLGTLLTGEEKQRVLLEARKAVRGDDGRPTQLPNEVDAAFFLERPDWDYTTQAGRNHLVHYRQLLLAGLQNAGRSHHHHHHHH >15176 -GHMDPKGRKKIQFSVPAPPSQHDPRQVEMIRRRRPTPALLFRVSEHSSPAEEESPHQRTSGEMHHPESKRPNPCAYTPPSLKAVQREAESHLQTISNLSENQASEEEDCLGELRDLGYPQ +GHWDPKGRKKIQFSVPAPKSQLDPRQVHMIRRPRPTTALLFRVSEHSSPEEESSPHQRTSGEGHHPKSKRPNPSAYTDPSLKAVHRIANEHLQTISNLSENQASEEEDELGELRELGYPQ >17205 -MTETDKKQEQENHAHCEDKPKPCCWCKPEKEERDLCILFNGQDSEKCADFSEKYKECMKGEGFEVPSAN +WTETDKKEEQENHAECEDKPKPCCVCKPEKEERDTCGMFNRQISEKCGEFIEKYKECMKGYGFYVPSAN >4914 -LYASWHRPDVCCLGYQKRPKCQVLLSSWYPTSALCSKPGYIFLTKRGRQVCADKTKDNVKKLMQQLPVTAR +LGAQWHRPDKCCLGYQKIPFPQVLLSSWRPGSQRCSKPGVIFLTKRGRQVYADRSKDWVKKLMQQLPVYAR >hmbdi -MKHDHHQGHTHSGKGHACHHEHNKPLTQYASSKMEGPIVYTCPMHPEIRQSAPGHCPLCGMMLEPEEVTVSEVVSKEYLDMERW +MKGDHFQGHKHSGKYRACTHEHNSPKTQQASSKMEGPIVYTCPMHPEISQSAPGHCPLCGMALEPETVTVSEVVSFEYLDMRRR >15097 -PRIFECWNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQRFFPIGKGANESEKEAAAETAQEYLRSHPGSVDVDTPIIVVKQGFEPPTRTGWFMAWDPLCWSDRKSYDELKAELGDNASIGQLVSGLTSKNEVFTATTTLVPTKLETFPLDVLVNTAAEDLPRGVDPSRKENHLSDEDFKAVFGMTRSAFANLWLWKQQNLKKEKGLM +LRLFECSNKTGRFLATEIVDFTQDDLDENDVYLLDTWDQIQFWIGKGANESEKEAAAETAQEYLRSHPGSRDLDTPIIVVKQGFEPPTFTGWFMAWDPLCWSDRKSYDELKAELGDNASLGQLVSGQTSKNEVFTATTTLVPTKLETFPLDVLVNTGAEDLPRGVDYSRKENHLSDEDGKAVFSMTRSYFANLPLWKQQNLKKEKGLF >19478 -GPDYMDQQAPLQTLLSRTDLDPRVLSNTGWGQTQIKQDTVWDIEEVPRVEGKSDKGTVGWYSAATQTKNSIGWGDAPSQSNQMKSMWGEL +VPDSMDCPAVYQTLLSRTMLDPRYCSNTGWGQTQIKQDTVWDIEEVPRPEGKSDKGTEGWESAATQTENSGGWGDAPCQSNCMKSGWGEL >6580 -LKTFSSKTEYPLVVNAVRKLQESGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQDHFFTLSVKTQSGTKNLRIQCEGGSFSLQKDPRSLQPVPRFDCVLKLVHHYMPPPGTYSFSLPPTEPSSTVPDQPPNQALPGSTPKRAYYIYSGGEKIPLVLSRPLSSN +LKTFSSKSEYQLVVNAYRKLQEFGFYWSAVTGGEANLLLSAEPAGTFLIRDSSDQRHFFTLSVKTQSGTQNLRIQCEGGSFSLQSDPRSTQPVPRFDCVYKLVHGYMPPPGTPSFFLPPTEPSSEVPECPPAQALPGSTPKRAYLIYSGGEKIPLVLARPLSSN >16160 -GHMKMADAKQKRNEHLKRWIGHETDLEPPVVKLKKTKVKFDDGAVFLAATSSGDQEEVLRLGERGACINYANVDGATALHQASIDDWVDMVKFLVENGAN +GHMKMASAKQKRWEQLKRWIGSETDLEPVVVKRKKLKVSFDDGAVFLAARSSGDTEEVLRLLERGADINYANVDGLTQLHQASIDANVDMVKFLVENGAN >5070 -ALFSGDGANLTQKEIEQGFKDVPSFVHEGGDVPLVELLVFAGISPSVRQARMDIQNGAIGVNGERLQDVGAILTAEHRLEGKFTVIRRGKKKYYLIRYALEHHHHHH +ALFSGDIANGTAAEIEQGFKDVPSFRAEGGDVPLVELYVSAGHSPSKRQAREDIQNGAQYFPGERLQDVGAILTAEHRLEGIFTVIRRGKKKYYLIRYALEHHHHHH >15409 -GSLRVKFSRWADAPAYQQGQNQLYNELNLGRREEYDVLDKRRGRDPEMGGKPRRMNPQEGLYNELLKDKMAEHYSEIGMCGERRQGKGDDNLYQGLSTATKDTYDALHMQALPPW +GSLRVKDSYSADAPAYQQGQNQLYNELNLGRREEYDVLDKRRGRDPEMGGKPRRKHPQKGLYNELQKDKMAEAYSEIGMKGERRRGRGHDGLYQRLSAATKDTYDALHMQALPDQ >19171 -WHHHHHHSSGLVPRGSEFDEWTPGTAVLTSPVLRPGCPSPAVDPGLPSVHQEPPDPEEDKEEEKDDSASKLAPEEESEGAGTPVITEIFSLGGCRFRDTAVWLPRSKDLKKPGARKQ +MHHHTHESSGLVPRGSEFDEWTPGTAVLTSPVLFPGCPSRAKDPGLPSVKQEPPDPEEDFEEEKDDSASKLAPEEEAGGAGGPVITEIFSLGGTRFRLTAVWLPRSKDLKKPGARKQ >15441 -IHHHHHHSMANMAGSCNTQTPDASLQATVRGQSGGKKQPLNLSVYNVQATCIPPKETLVYTKQENTWLTGGGNGD +SEHHHHHSMANSAGYSNTQTPDASLQATVNGQSGSKKQPLNLSVYNFQATNIAPKRNYVYTKQTLTTSTGGGNGD >19114 -MPLGSPEFMSSSAGSGHQPSQSRAIPTRTVFISDAAQLMHDYCTTPGGTLFSTEPGGTRIIYDRKFLLDRRNSPCAQTPPSHLPNIPGVTSPGTLVEDSKVEVNNLDNLDNHDRKHAVGDDVQFEKII +MPLGSYELMSSSAGSGHQPSQSTAIPTRWVAISDAAQLPHDYCTTPGGTLFSTTPLGTRIIYDRKFLLDRRNSPMAQTPPCHLCCIPGVTSPGTLIEDSKVEVNNLDNLDNHDRKHAHGDDAQNEMDI >7358 -GNHSGKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDSDNFGMADAIQNNGTSAEDNAVTDSKHTADPKNNWQGAHPADPENRPHLIRLTSRDAPGREDNTFKDRPSESDELQTIQEDPSAASGGLDVMASQKRPSQRSKYLKTASTMMHARHGFLPRHRDTGILDSIGRFFSGDRGAPKRGSGKVELEHHHHHH +GNCSCKRELSAEKASKDGEIHRGEAGKKRSVGKLSQTASEDSDVHGEADAIQNNGTSAEDTAVTDSKHTADPKNNWQGAHPADPGNRPHLIRLFSRDNPGREDVTFRDRPSESDELQTIQEDPTAASGGLDVMASQKRPSHRSKYLATASTMDHARHGFLPRHRDTMILDSIGRFFSGDRGAPKRGSGKVILEHHHHHH diff --git a/notebooks/additional_studies.ipynb b/notebooks/additional_studies.ipynb index 0065e91..82fb362 100644 --- a/notebooks/additional_studies.ipynb +++ b/notebooks/additional_studies.ipynb @@ -2,14 +2,23 @@ "cells": [ { "cell_type": "code", - "execution_count": 54, + "execution_count": 1, "id": "e5f15e74-83b0-4e63-ad75-e0cfb2aa8ecd", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/ubuntu/python3-venv/lib/python3.8/site-packages/tqdm-4.64.0-py3.8.egg/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], "source": [ "import pandas as pd\n", "import numpy as np\n", - "from sklearn.metrics import mean_absolute_error, accuracy_score\n", + "from sklearn.metrics import mean_absolute_error, recall_score, accuracy_score\n", "from scipy import stats\n", "from Bio import SeqIO\n", "from adopt.utils import fasta_to_df, df_to_fasta\n", @@ -181,7 +190,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "id": "d9112efa-2b3d-4f8c-8091-595f444682b7", "metadata": {}, "outputs": [], @@ -275,9 +284,9 @@ " dis_reg_true_prob.extend(dis_reg_true_frac)\n", " dis_reg_pred_prob.extend(dis_reg_pred_frac)\n", " \n", - " acc_in_dis_reg = accuracy_score(dis_reg_true, dis_reg_pred)\n", + " recall_in_dis_reg = recall_score(dis_reg_true, dis_reg_pred)\n", " \n", - " return mae, srho, pcoeff, acc_in_dis_reg" + " return mae, srho, pcoeff, recall_in_dis_reg" ] }, { @@ -314,7 +323,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 20, "id": "748f3bc7-9967-4462-b3b4-8679375facfd", "metadata": {}, "outputs": [], @@ -333,7 +342,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 21, "id": "c8c1b09f-dbbd-4b6c-b1e6-0d5e56d67b31", "metadata": {}, "outputs": [], @@ -368,12 +377,12 @@ "df_117_true, df_117_pred = import_data('../datasets/117_dataset_raw.json', \n", " '../results/chezod_117_predicted_z_scores', \n", " 'test')\n", - "mae, srho, pcoeff, acc_in_dis_reg = run_analysis(df_117_true, df_117_pred, dis_reg_len, perc_dis)" + "mae, srho, pcoeff, recall_in_dis_reg = run_analysis(df_117_true, df_117_pred, dis_reg_len, perc_dis)" ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 23, "id": "91c8a68b-68c8-4dd2-9b81-d11689655192", "metadata": {}, "outputs": [ @@ -384,7 +393,7 @@ "MAE 3.3715380375075217\n", "Spearman corr SpearmanrResult(correlation=0.6896238159488697, pvalue=0.0)\n", "Pearson corr (0.7223447684118596, 0.0)\n", - "Disordered regions accuracy 0.6555555555555556\n" + "Disordered regions recall 0.6555555555555556\n" ] } ], @@ -392,7 +401,7 @@ "print('MAE', mae)\n", "print('Spearman corr', srho)\n", "print('Pearson corr', pcoeff)\n", - "print('Disordered regions accuracy', acc_in_dis_reg)" + "print('Disordered regions recall', recall_in_dis_reg)" ] }, { @@ -405,7 +414,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 24, "id": "86fbe5fa-1510-4023-bde2-17c22090fa09", "metadata": {}, "outputs": [], @@ -413,7 +422,7 @@ "mae_trim_list = []\n", "srho_trim_list = []\n", "pcoeff_trim_list = []\n", - "acc_dis_trim_list = []\n", + "recall_dis_trim_list = []\n", "trim_facs = np.arange(1, max_trim_fac)\n", "\n", "for trim_fac in range(1, max_trim_fac):\n", @@ -422,11 +431,11 @@ " 'trim',\n", " trim_fac\n", " )\n", - " mae, srho, pcoeff, acc_in_dis_reg = run_analysis(df_117_true, df_117_pred, dis_reg_len, perc_dis)\n", + " mae, srho, pcoeff, recall_in_dis_reg = run_analysis(df_117_true, df_117_pred, dis_reg_len, perc_dis)\n", " mae_trim_list.append(mae)\n", " srho_trim_list.append(srho)\n", " pcoeff_trim_list.append(pcoeff)\n", - " acc_dis_trim_list.append(acc_in_dis_reg)\n", + " recall_dis_trim_list.append(recall_in_dis_reg)\n", " \n", "srho_trim_list = [c[0] for c in srho_trim_list]\n", "pcoeff_trim_list = [c[0] for c in pcoeff_trim_list]" @@ -434,23 +443,23 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 25, "id": "0908d328-5fbb-4222-9edc-82a7a65e6bc6", "metadata": {}, "outputs": [], "source": [ - "df_trim_mae = pd.DataFrame({'Score': mae_trim_list, \n", + "df_trim_mae = pd.DataFrame({'MAE': mae_trim_list, \n", " '# Trimmed residues': trim_facs,\n", - " 'Strategy': 'MAE'})\n", + " 'Metric': 'MAE'})\n", "df_trim_srho= pd.DataFrame({'Score': srho_trim_list, \n", " '# Trimmed residues': trim_facs,\n", - " 'Strategy': 'Spearman corr'})\n", + " 'Metric': 'Spearman correlation'})\n", "df_trim_pcoeff= pd.DataFrame({'Score': pcoeff_trim_list, \n", " '# Trimmed residues': trim_facs,\n", - " 'Strategy': 'Pearson corr'})\n", - "df_trim_dreg= pd.DataFrame({'Score': acc_dis_trim_list, \n", + " 'Metric': 'Pearson correlation'})\n", + "df_trim_dreg= pd.DataFrame({'Score': recall_dis_trim_list, \n", " '# Trimmed residues': trim_facs,\n", - " 'Strategy': 'Disordered regions accuracy'})\n", + " 'Metric': 'Disordered regions recall'})\n", "df_trim_show = pd.concat([df_trim_srho, df_trim_dreg])" ] }, @@ -464,7 +473,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 37, "id": "989f901e-c425-4933-aaf7-18aba643e327", "metadata": {}, "outputs": [], @@ -472,7 +481,7 @@ "mae_rand_list = []\n", "srho_rand_list = []\n", "pcoeff_rand_list = []\n", - "acc_dis_rand_list = []\n", + "recall_dis_rand_list = []\n", "n_muts = np.arange(1, max_n_mut)\n", "\n", "for n_mut in range(1, max_n_mut):\n", @@ -482,11 +491,11 @@ " None,\n", " n_mut\n", " )\n", - " mae, srho, pcoeff, acc_in_dis_reg = run_analysis(df_117_true, df_117_pred, dis_reg_len, perc_dis)\n", + " mae, srho, pcoeff, recall_dis_reg = run_analysis(df_117_true, df_117_pred, dis_reg_len, perc_dis)\n", " mae_rand_list.append(mae)\n", " srho_rand_list.append(srho)\n", " pcoeff_rand_list.append(pcoeff)\n", - " acc_dis_rand_list.append(acc_in_dis_reg)\n", + " recall_dis_rand_list.append(recall_dis_reg)\n", " \n", "srho_rand_list = [c[0] for c in srho_rand_list]\n", "pcoeff_rand_list = [c[0] for c in pcoeff_rand_list]" @@ -494,23 +503,23 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 38, "id": "c8cfade4-74c2-41e0-8afa-579fd408dfe8", "metadata": {}, "outputs": [], "source": [ - "df_rand_mae = pd.DataFrame({'Score': mae_rand_list, \n", + "df_rand_mae = pd.DataFrame({'MAE': mae_rand_list, \n", " '# Mutated residues': n_muts,\n", - " 'Strategy': 'MAE'})\n", + " 'Metric': 'MAE'})\n", "df_rand_srho= pd.DataFrame({'Score': srho_rand_list, \n", " '# Mutated residues': n_muts,\n", - " 'Strategy': 'Spearman corr'})\n", + " 'Metric': 'Spearman correlation'})\n", "df_rand_pcoeff= pd.DataFrame({'Score': pcoeff_rand_list, \n", " '# Mutated residues': n_muts,\n", - " 'Strategy': 'Pearson corr'})\n", - "df_rand_dreg= pd.DataFrame({'Score': acc_dis_rand_list, \n", + " 'Metric': 'Pearson correlation'})\n", + "df_rand_dreg= pd.DataFrame({'Score': recall_dis_rand_list, \n", " '# Mutated residues': n_muts,\n", - " 'Strategy': 'Disordered regions accuracy'})\n", + " 'Metric': 'Disordered regions recall'})\n", "df_rand_show = pd.concat([df_rand_srho, df_rand_dreg])" ] }, @@ -524,7 +533,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 39, "id": "629998bc-e194-4f9f-b256-a6ba2d030862", "metadata": {}, "outputs": [ @@ -536,8 +545,8 @@ }, "data": [ { - "hovertemplate": "Strategy=Spearman corr
# Trimmed residues=%{x}
Score=%{y}", - "legendgroup": "Spearman corr", + "hovertemplate": "Metric=Spearman correlation
# Trimmed residues=%{x}
Score=%{y}", + "legendgroup": "Spearman correlation", "line": { "color": "#636efa", "dash": "solid" @@ -546,7 +555,7 @@ "symbol": "circle" }, "mode": "lines", - "name": "Spearman corr", + "name": "Spearman correlation", "orientation": "v", "showlegend": true, "type": "scatter", @@ -576,8 +585,8 @@ "yaxis": "y" }, { - "hovertemplate": "Strategy=Disordered regions accuracy
# Trimmed residues=%{x}
Score=%{y}", - "legendgroup": "Disordered regions accuracy", + "hovertemplate": "Metric=Disordered regions recall
# Trimmed residues=%{x}
Score=%{y}", + "legendgroup": "Disordered regions recall", "line": { "color": "#EF553B", "dash": "solid" @@ -586,7 +595,7 @@ "symbol": "circle" }, "mode": "lines", - "name": "Disordered regions accuracy", + "name": "Disordered regions recall", "orientation": "v", "showlegend": true, "type": "scatter", @@ -620,7 +629,7 @@ "autosize": true, "legend": { "title": { - "text": "Strategy" + "text": "Metric" }, "tracegroupgap": 0 }, @@ -1477,11 +1486,11 @@ } } }, - "image/png": 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", + "image/png": 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", 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", + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = px.line(df_rand_mae, x='# Mutated residues', y='MAE')\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4b168fbc-c062-4e10-ab1f-f57acc826c19", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "279c3b78-20c6-4035-afc9-d09ef9fcfd3e", + "metadata": {}, "outputs": [], "source": [] } From 22a4b5f410dd336c2628e20a77c6c917b92e42d8 Mon Sep 17 00:00:00 2001 From: Carlo Fisicaro Date: Tue, 15 Nov 2022 15:35:22 +0100 Subject: [PATCH 12/12] feat: improve structure --- README.md | 4 +-- adopt/embedding.py | 3 ++ adopt/inference.py | 3 ++ adopt/transformer.py | 41 +++++++++++++++-------- notebooks/adopt_attention_viz.ipynb | 4 +-- notebooks/adopt_disorder_prediction.ipynb | 4 +-- notebooks/adopt_example.ipynb | 4 +-- 7 files changed, 41 insertions(+), 22 deletions(-) diff --git a/README.md b/README.md index 7d2f59e..293e283 100644 --- a/README.md +++ b/README.md @@ -80,8 +80,8 @@ MODEL_TYPE = "esm-1b" STRATEGY = "train_on_cleared_1325_test_on_117_residue_split" # Extract residue level representations -multi_head = MultiHead(MODEL_TYPE, SEQUENCE, PROTID) -representation, tokens = multi_head.get_representation() +multi_head = MultiHead(MODEL_TYPE) +representation, tokens = multi_head.get_representation(SEQUENCE, PROTID) # Predict the Z score related to each residue in the sequence specified above z_score_pred = ZScorePred(STRATEGY, MODEL_TYPE) diff --git a/adopt/embedding.py b/adopt/embedding.py index a766b08..d44b213 100644 --- a/adopt/embedding.py +++ b/adopt/embedding.py @@ -6,6 +6,7 @@ import argparse import subprocess from pathlib import Path +import time from adopt import constants, utils @@ -66,3 +67,5 @@ def get_representations(fasta_file, repr_dir, msa): parser = create_parser() args = parser.parse_args() get_representations(args.fasta_path, args.repr_dir, args.msa) + print("--- %s seconds ---" % (time.time() - start_time)) + diff --git a/adopt/inference.py b/adopt/inference.py index e080b09..534f0b2 100644 --- a/adopt/inference.py +++ b/adopt/inference.py @@ -8,6 +8,7 @@ import sys import subprocess from pathlib import Path +import time import numpy as np import pandas as pd @@ -164,6 +165,7 @@ def main(args): ) sys.exit(2) +start_time = time.time() if __name__ == "__main__": parser = create_parser() @@ -173,3 +175,4 @@ def main(args): z_score_pred.get_z_score_from_fasta( args.fasta_path, args.repr_dir, args.pred_z_scores_path ) + print("--- %s seconds ---" % (time.time() - start_time)) diff --git a/adopt/transformer.py b/adopt/transformer.py index 180eb48..d7c9bb7 100644 --- a/adopt/transformer.py +++ b/adopt/transformer.py @@ -43,21 +43,34 @@ def get_attention(self, sequence, brmid): return attention, tokens def get_representation(self, sequence, brmid): - results = self.get_results(sequence, brmid) - - if self.model_type in constants.model_types: - representation = results[0]["representations"][33] - elif self.model_type == 'esm-msa': - representation = results[0]["representations"][12][0] - elif self.model_type == "combined": - representation = torch.cat( - (results[0]["representations"][33], results[1]["representations"][33]), -1) + + max_len = 1000 + if len(sequence) < max_len: + print("Extracting representations.") else: - print("The model types are:") - print(*constants.msa_model_types, sep="\n") - sys.exit(2) + print("Protein sequence longer than context window!") + print("Applying sliding windows.") + sequence_chunks = [sequence[i:i + max_len] for i in range(0, len(sequence), max_len)] + + chunks_representation = [] + for seq in sequence_chunks: + results = self.get_results(seq, brmid) + if self.model_type in constants.model_types: + representation = results[0]["representations"][33] + elif self.model_type == 'esm-msa': + representation = results[0]["representations"][12][0] + elif self.model_type == "combined": + representation = torch.cat( + (results[0]["representations"][33], results[1]["representations"][33]), -1) + else: + print("The model types are:") + print(*constants.msa_model_types, sep="\n") + sys.exit(2) + # remove first and last token ( and ) + representation = representation[:, 1:-1, :] + chunks_representation.append(representation) + + representation = torch.cat(chunks_representation, 1) tokens = list(sequence) - # remove first and last token ( and ) - representation = representation[:, 1:-1, :] return representation, tokens diff --git a/notebooks/adopt_attention_viz.ipynb b/notebooks/adopt_attention_viz.ipynb index 871e0db..4056435 100644 --- a/notebooks/adopt_attention_viz.ipynb +++ b/notebooks/adopt_attention_viz.ipynb @@ -83,8 +83,8 @@ "outputs": [], "source": [ "sequence = df_fasta.loc[BRMID].sequence\n", - "multi_head = MultiHead(MODEL_TYPE, sequence, BRMID)\n", - "attention, tokens = multi_head.get_attention()" + "multi_head = MultiHead(MODEL_TYPE)\n", + "attention, tokens = multi_head.get_attention(sequence, BRMID)" ] }, { diff --git a/notebooks/adopt_disorder_prediction.ipynb b/notebooks/adopt_disorder_prediction.ipynb index ddec6e7..29699d7 100644 --- a/notebooks/adopt_disorder_prediction.ipynb +++ b/notebooks/adopt_disorder_prediction.ipynb @@ -83,8 +83,8 @@ "outputs": [], "source": [ "sequence = df_fasta.loc[BRMID].sequence\n", - "multi_head = MultiHead(MODEL_TYPE, sequence, BRMID)\n", - "representation, tokens = multi_head.get_representation()" + "multi_head = MultiHead(MODEL_TYPE)\n", + "representation, tokens = multi_head.get_representation(sequence, BRMID)" ] }, { diff --git a/notebooks/adopt_example.ipynb b/notebooks/adopt_example.ipynb index 004eb43..3e5ee01 100644 --- a/notebooks/adopt_example.ipynb +++ b/notebooks/adopt_example.ipynb @@ -83,8 +83,8 @@ "metadata": {}, "outputs": [], "source": [ - "multi_head = MultiHead(MODEL_TYPE, SEQUENCE, BRMID)\n", - "representation, tokens = multi_head.get_representation()" + "multi_head = MultiHead(MODEL_TYPE)\n", + "representation, tokens = multi_head.get_representation(SEQUENCE, BRMID)" ] }, {