diff --git a/SI_calculation_D_22_23_24.ipynb b/SI_calculation_D_22_23_24.ipynb
deleted file mode 100644
index a7929914ccb9f2e0347d7b28b92d9cee00898f98..0000000000000000000000000000000000000000
--- a/SI_calculation_D_22_23_24.ipynb
+++ /dev/null
@@ -1,4561 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Distmat "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [],
- "source": [
- "import pandas as pd\n",
- "import numpy as np\n",
- "\n",
- "distmat = pd.read_csv(\"22_23_24.distmat\", sep = ' ', skiprows=1, header=None, skipinitialspace=True)\n",
- "#distmat = distmat.dropna(axis=1)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [],
- "source": [
- "distmat.columns = ['rcsb_id'] + distmat[0].to_list()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
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- " .dataframe tbody tr th:only-of-type {\n",
- " vertical-align: middle;\n",
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- " .dataframe tbody tr th {\n",
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- "\n",
- " .dataframe thead th {\n",
- " text-align: right;\n",
- " }\n",
- "</style>\n",
- "<table border=\"1\" class=\"dataframe\">\n",
- " <thead>\n",
- " <tr style=\"text-align: right;\">\n",
- " <th></th>\n",
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- " <th>7u4a_A</th>\n",
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- " <th>7vti_B</th>\n",
- " <th>7vyx_C</th>\n",
- " </tr>\n",
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- " <tr>\n",
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- " <td>23.611111</td>\n",
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- " <td>28.571429</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3</th>\n",
- " <td>8dp3_R</td>\n",
- " <td>20.833333</td>\n",
- " <td>26.666667</td>\n",
- " <td>16.666667</td>\n",
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- " <td>20.000000</td>\n",
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- " <td>30.612245</td>\n",
- " <td>30.612245</td>\n",
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- " <td>28.571429</td>\n",
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- " <td>24.489796</td>\n",
- " <td>30.612245</td>\n",
- " <td>26.829268</td>\n",
- " <td>32.653061</td>\n",
- " </tr>\n",
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- " <td>...</td>\n",
- " <td>...</td>\n",
- " </tr>\n",
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- " </tr>\n",
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- " </tr>\n",
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- " </tr>\n",
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- " </tr>\n",
- " </tbody>\n",
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- "<p>248 rows × 249 columns</p>\n",
- "</div>"
- ],
- "text/plain": [
- " rcsb_id 7u4a_A 7wkp_B 8axf_Q 8dp3_R 8eyu_B \\\n",
- "0 7u4a_A 100.000000 26.666667 7.142857 20.833333 30.612245 \n",
- "1 7wkp_B 26.666667 100.000000 33.333333 26.666667 18.367347 \n",
- "2 8axf_Q 7.142857 33.333333 100.000000 16.666667 4.761905 \n",
- "3 8dp3_R 20.833333 26.666667 16.666667 100.000000 28.571429 \n",
- "4 8eyu_B 30.612245 18.367347 4.761905 28.571429 100.000000 \n",
- ".. ... ... ... ... ... ... \n",
- "243 7szu_R 19.402985 25.000000 0.000000 25.373134 22.448980 \n",
- "244 7v9e_A 23.529412 21.666667 4.761905 30.882353 24.489796 \n",
- "245 7vnv_A 22.222222 20.000000 14.285714 19.230769 30.612245 \n",
- "246 7vti_B 31.707317 24.390244 12.195122 34.146341 26.829268 \n",
- "247 7vyx_C 23.611111 25.000000 28.571429 20.000000 32.653061 \n",
- "\n",
- " 8f4o_A 8fc6_1A 8ffr_W 8fom_QA ... 7mky_A 7mlw_F \\\n",
- "0 20.833333 40.277778 23.611111 36.111111 ... 22.727273 31.944444 \n",
- "1 25.000000 33.333333 20.000000 31.666667 ... 18.333333 30.000000 \n",
- "2 4.761905 16.666667 0.000000 19.047619 ... 4.761905 14.285714 \n",
- "3 24.096386 37.777778 26.666667 32.222222 ... 22.727273 22.222222 \n",
- "4 26.530612 38.775510 12.244898 40.816327 ... 32.653061 30.612245 \n",
- ".. ... ... ... ... ... ... ... \n",
- "243 23.880597 34.328358 23.880597 35.820896 ... 24.242424 26.865672 \n",
- "244 29.411765 36.764706 26.470588 39.705882 ... 27.272727 29.411765 \n",
- "245 19.230769 38.461538 19.230769 29.487179 ... 28.787879 24.358974 \n",
- "246 34.146341 41.463415 21.951220 36.585366 ... 26.829268 31.707317 \n",
- "247 22.891566 30.882353 18.181818 28.676471 ... 27.272727 21.875000 \n",
- "\n",
- " 7oax_A 7os0_D 7qr3_C 7szu_R 7v9e_A 7vnv_A \\\n",
- "0 32.692308 29.629630 24.637681 19.402985 23.529412 22.222222 \n",
- "1 26.923077 20.370370 26.666667 25.000000 21.666667 20.000000 \n",
- "2 9.523810 16.666667 9.523810 0.000000 4.761905 14.285714 \n",
- "3 32.692308 38.888889 31.884058 25.373134 30.882353 19.230769 \n",
- "4 30.612245 22.448980 28.571429 22.448980 24.489796 30.612245 \n",
- ".. ... ... ... ... ... ... \n",
- "243 25.000000 25.925926 26.865672 100.000000 28.358209 20.895522 \n",
- "244 21.153846 31.481481 23.529412 28.358209 100.000000 26.470588 \n",
- "245 28.846154 25.925926 23.188406 20.895522 26.470588 100.000000 \n",
- "246 36.585366 26.829268 29.268293 24.390244 34.146341 26.829268 \n",
- "247 34.615385 37.037037 23.188406 25.373134 27.941176 23.076923 \n",
- "\n",
- " 7vti_B 7vyx_C \n",
- "0 31.707317 23.611111 \n",
- "1 24.390244 25.000000 \n",
- "2 12.195122 28.571429 \n",
- "3 34.146341 20.000000 \n",
- "4 26.829268 32.653061 \n",
- ".. ... ... \n",
- "243 24.390244 25.373134 \n",
- "244 34.146341 27.941176 \n",
- "245 26.829268 23.076923 \n",
- "246 100.000000 31.707317 \n",
- "247 31.707317 100.000000 \n",
- "\n",
- "[248 rows x 249 columns]"
- ]
- },
- "execution_count": 4,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "distmat"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " rcsb_id 7u4a_A 7wkp_B 8axf_Q 8dp3_R 8eyu_B 8f4o_A \\\n",
- "33 8ydc_A 25.862069 22.413793 4.761905 25.862069 18.367347 29.310345 \n",
- "34 9bun_A 25.000000 25.000000 4.761905 22.916667 22.916667 29.166667 \n",
- "35 1ehz_A 29.166667 21.666667 11.904762 21.052632 34.693878 23.684211 \n",
- "36 1f7u_B 20.833333 20.000000 9.523810 23.684211 24.489796 25.000000 \n",
- "\n",
- " 8fc6_1A 8ffr_W 8fom_QA ... 7mky_A 7mlw_F 7oax_A \\\n",
- "33 41.379310 27.586207 29.310345 ... 22.413793 25.862069 17.307692 \n",
- "34 41.666667 29.166667 33.333333 ... 25.000000 41.666667 22.916667 \n",
- "35 32.894737 18.421053 31.578947 ... 25.757576 28.947368 36.538462 \n",
- "36 35.526316 21.052632 32.894737 ... 22.727273 28.947368 28.846154 \n",
- "\n",
- " 7os0_D 7qr3_C 7szu_R 7v9e_A 7vnv_A 7vti_B \\\n",
- "33 22.222222 25.862069 31.034483 29.310345 18.965517 26.829268 \n",
- "34 27.083333 31.250000 22.916667 35.416667 27.083333 29.268293 \n",
- "35 27.777778 24.637681 22.388060 26.470588 43.421053 31.707317 \n",
- "36 25.925926 23.188406 22.388060 23.529412 39.473684 26.829268 \n",
- "\n",
- " 7vyx_C \n",
- "33 29.310345 \n",
- "34 33.333333 \n",
- "35 27.631579 \n",
- "36 25.000000 \n",
- "\n",
- "[4 rows x 249 columns]\n"
- ]
- }
- ],
- "source": [
- "print(distmat[33:37]) #Zeilen 33-36 werden gezeigt "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " rcsb_id 7u4a_A 7wkp_B 8axf_Q 8dp3_R 8eyu_B \\\n",
- "0 7u4a_A 100.000000 26.666667 7.142857 20.833333 30.612245 \n",
- "1 7wkp_B 26.666667 100.000000 33.333333 26.666667 18.367347 \n",
- "2 8axf_Q 7.142857 33.333333 100.000000 16.666667 4.761905 \n",
- "3 8dp3_R 20.833333 26.666667 16.666667 100.000000 28.571429 \n",
- "4 8eyu_B 30.612245 18.367347 4.761905 28.571429 100.000000 \n",
- "5 8f4o_A 20.833333 25.000000 4.761905 24.096386 26.530612 \n",
- "6 8fc6_1A 40.277778 33.333333 16.666667 37.777778 38.775510 \n",
- "7 8ffr_W 23.611111 20.000000 0.000000 26.666667 12.244898 \n",
- "8 8fom_QA 36.111111 31.666667 19.047619 32.222222 40.816327 \n",
- "9 8fw4_Z 31.944444 33.333333 19.047619 26.666667 42.857143 \n",
- "10 8g9z_E 33.333333 28.333333 16.666667 23.333333 38.775510 \n",
- "11 8gxb_A 22.950820 20.000000 16.666667 24.590164 18.367347 \n",
- "12 8hnt_B 31.944444 30.000000 28.571429 30.000000 26.530612 \n",
- "13 8hzl_A 25.000000 28.333333 14.285714 22.619048 24.489796 \n",
- "14 8idf_B 20.754717 22.641509 23.809524 26.415094 20.408163 \n",
- "15 8its_A 34.782609 19.565217 9.523810 26.086957 17.391304 \n",
- "16 8joz_B 22.222222 21.666667 14.285714 26.136364 32.653061 \n",
- "17 8kal_A 25.000000 30.000000 23.809524 18.888889 30.612245 \n",
- "18 8oi5_1 38.888889 36.666667 40.476190 38.888889 36.734694 \n",
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- "27 28.070175 35.087719 22.807018 33.333333 ... 26.315789 35.087719 \n",
- "28 26.506024 32.258065 24.731183 29.032258 ... 28.787879 19.354839 \n",
- "29 18.333333 46.666667 18.333333 38.333333 ... 28.333333 36.666667 \n",
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- "\n",
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- "34 22.916667 27.083333 31.250000 22.916667 35.416667 27.083333 \n",
- "\n",
- " 7vti_B 7vyx_C \n",
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- "19 36.585366 28.676471 \n",
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- "28 29.268293 26.881720 \n",
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- "33 26.829268 29.310345 \n",
- "34 29.268293 33.333333 \n",
- "\n",
- "[35 rows x 249 columns]\n"
- ]
- }
- ],
- "source": [
- "print(distmat[:35]) #für x-Achse die ersten 35 (-> nur Daten 23_24)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [
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- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "distmat.iloc[:, 36:249]"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### New Dataframe with D_23_24 on x-axis and D_22 on y-Achsis"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [
- {
- "data": {
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- " <td>20.833333</td>\n",
- " <td>27.777778</td>\n",
- " <td>21.428571</td>\n",
- " <td>29.166667</td>\n",
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- " <td>22.727273</td>\n",
- " <td>31.944444</td>\n",
- " <td>32.692308</td>\n",
- " <td>29.629630</td>\n",
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- " <td>26.530612</td>\n",
- " <td>25.000000</td>\n",
- " <td>21.666667</td>\n",
- " <td>25.000000</td>\n",
- " <td>20.000000</td>\n",
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- " <th>2</th>\n",
- " <td>8axf_Q</td>\n",
- " <td>11.904762</td>\n",
- " <td>9.523810</td>\n",
- " <td>42.857143</td>\n",
- " <td>14.285714</td>\n",
- " <td>7.142857</td>\n",
- " <td>14.285714</td>\n",
- " <td>4.761905</td>\n",
- " <td>4.761905</td>\n",
- " <td>4.761905</td>\n",
- " <td>...</td>\n",
- " <td>4.761905</td>\n",
- " <td>14.285714</td>\n",
- " <td>9.523810</td>\n",
- " <td>16.666667</td>\n",
- " <td>9.523810</td>\n",
- " <td>0.000000</td>\n",
- " <td>4.761905</td>\n",
- " <td>14.285714</td>\n",
- " <td>12.195122</td>\n",
- " <td>28.571429</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3</th>\n",
- " <td>8dp3_R</td>\n",
- " <td>21.052632</td>\n",
- " <td>23.684211</td>\n",
- " <td>20.000000</td>\n",
- " <td>20.930233</td>\n",
- " <td>28.571429</td>\n",
- " <td>29.333333</td>\n",
- " <td>33.766234</td>\n",
- " <td>30.000000</td>\n",
- " <td>21.111111</td>\n",
- " <td>...</td>\n",
- " <td>22.727273</td>\n",
- " <td>22.222222</td>\n",
- " <td>32.692308</td>\n",
- " <td>38.888889</td>\n",
- " <td>31.884058</td>\n",
- " <td>25.373134</td>\n",
- " <td>30.882353</td>\n",
- " <td>19.230769</td>\n",
- " <td>34.146341</td>\n",
- " <td>20.000000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4</th>\n",
- " <td>8eyu_B</td>\n",
- " <td>34.693878</td>\n",
- " <td>24.489796</td>\n",
- " <td>30.612245</td>\n",
- " <td>30.612245</td>\n",
- " <td>24.489796</td>\n",
- " <td>24.489796</td>\n",
- " <td>32.653061</td>\n",
- " <td>26.530612</td>\n",
- " <td>36.734694</td>\n",
- " <td>...</td>\n",
- " <td>32.653061</td>\n",
- " <td>30.612245</td>\n",
- " <td>30.612245</td>\n",
- " <td>22.448980</td>\n",
- " <td>28.571429</td>\n",
- " <td>22.448980</td>\n",
- " <td>24.489796</td>\n",
- " <td>30.612245</td>\n",
- " <td>26.829268</td>\n",
- " <td>32.653061</td>\n",
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- " <tr>\n",
- " <th>5</th>\n",
- " <td>8f4o_A</td>\n",
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- " <td>26.530612</td>\n",
- " <td>20.000000</td>\n",
- " <td>23.376623</td>\n",
- " <td>22.857143</td>\n",
- " <td>25.301205</td>\n",
- " <td>...</td>\n",
- " <td>21.212121</td>\n",
- " <td>30.120482</td>\n",
- " <td>28.846154</td>\n",
- " <td>24.074074</td>\n",
- " <td>20.289855</td>\n",
- " <td>23.880597</td>\n",
- " <td>29.411765</td>\n",
- " <td>19.230769</td>\n",
- " <td>34.146341</td>\n",
- " <td>22.891566</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>6</th>\n",
- " <td>8fc6_1A</td>\n",
- " <td>32.894737</td>\n",
- " <td>35.526316</td>\n",
- " <td>30.909091</td>\n",
- " <td>30.232558</td>\n",
- " <td>44.897959</td>\n",
- " <td>41.333333</td>\n",
- " <td>32.467532</td>\n",
- " <td>40.000000</td>\n",
- " <td>34.375000</td>\n",
- " <td>...</td>\n",
- " <td>36.363636</td>\n",
- " <td>33.593750</td>\n",
- " <td>48.076923</td>\n",
- " <td>35.185185</td>\n",
- " <td>37.681159</td>\n",
- " <td>34.328358</td>\n",
- " <td>36.764706</td>\n",
- " <td>38.461538</td>\n",
- " <td>41.463415</td>\n",
- " <td>30.882353</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>7</th>\n",
- " <td>8ffr_W</td>\n",
- " <td>18.421053</td>\n",
- " <td>21.052632</td>\n",
- " <td>0.000000</td>\n",
- " <td>22.093023</td>\n",
- " <td>28.571429</td>\n",
- " <td>21.333333</td>\n",
- " <td>20.779221</td>\n",
- " <td>17.142857</td>\n",
- " <td>23.232323</td>\n",
- " <td>...</td>\n",
- " <td>21.212121</td>\n",
- " <td>16.161616</td>\n",
- " <td>9.615385</td>\n",
- " <td>27.777778</td>\n",
- " <td>21.739130</td>\n",
- " <td>23.880597</td>\n",
- " <td>26.470588</td>\n",
- " <td>19.230769</td>\n",
- " <td>21.951220</td>\n",
- " <td>18.181818</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>8</th>\n",
- " <td>8fom_QA</td>\n",
- " <td>31.578947</td>\n",
- " <td>32.894737</td>\n",
- " <td>32.727273</td>\n",
- " <td>34.883721</td>\n",
- " <td>36.734694</td>\n",
- " <td>34.666667</td>\n",
- " <td>37.662338</td>\n",
- " <td>32.857143</td>\n",
- " <td>31.250000</td>\n",
- " <td>...</td>\n",
- " <td>36.363636</td>\n",
- " <td>30.468750</td>\n",
- " <td>40.384615</td>\n",
- " <td>31.481481</td>\n",
- " <td>43.478261</td>\n",
- " <td>35.820896</td>\n",
- " <td>39.705882</td>\n",
- " <td>29.487179</td>\n",
- " <td>36.585366</td>\n",
- " <td>28.676471</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>9</th>\n",
- " <td>8fw4_Z</td>\n",
- " <td>27.631579</td>\n",
- " <td>30.263158</td>\n",
- " <td>25.454545</td>\n",
- " <td>25.581395</td>\n",
- " <td>32.653061</td>\n",
- " <td>34.666667</td>\n",
- " <td>27.272727</td>\n",
- " <td>28.571429</td>\n",
- " <td>25.781250</td>\n",
- " <td>...</td>\n",
- " <td>28.787879</td>\n",
- " <td>27.343750</td>\n",
- " <td>32.692308</td>\n",
- " <td>31.481481</td>\n",
- " <td>31.884058</td>\n",
- " <td>29.850746</td>\n",
- " <td>26.470588</td>\n",
- " <td>33.333333</td>\n",
- " <td>34.146341</td>\n",
- " <td>22.058824</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>10</th>\n",
- " <td>8g9z_E</td>\n",
- " <td>36.842105</td>\n",
- " <td>31.578947</td>\n",
- " <td>23.636364</td>\n",
- " <td>23.255814</td>\n",
- " <td>26.530612</td>\n",
- " <td>32.000000</td>\n",
- " <td>27.272727</td>\n",
- " <td>27.142857</td>\n",
- " <td>24.444444</td>\n",
- " <td>...</td>\n",
- " <td>24.242424</td>\n",
- " <td>28.888889</td>\n",
- " <td>25.000000</td>\n",
- " <td>27.777778</td>\n",
- " <td>24.637681</td>\n",
- " <td>28.358209</td>\n",
- " <td>27.941176</td>\n",
- " <td>25.641026</td>\n",
- " <td>29.268293</td>\n",
- " <td>23.333333</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>11</th>\n",
- " <td>8gxb_A</td>\n",
- " <td>21.311475</td>\n",
- " <td>22.950820</td>\n",
- " <td>16.363636</td>\n",
- " <td>21.311475</td>\n",
- " <td>26.530612</td>\n",
- " <td>24.590164</td>\n",
- " <td>24.590164</td>\n",
- " <td>24.590164</td>\n",
- " <td>27.868852</td>\n",
- " <td>...</td>\n",
- " <td>27.868852</td>\n",
- " <td>36.065574</td>\n",
- " <td>19.230769</td>\n",
- " <td>22.222222</td>\n",
- " <td>29.508197</td>\n",
- " <td>24.590164</td>\n",
- " <td>27.868852</td>\n",
- " <td>21.311475</td>\n",
- " <td>19.512195</td>\n",
- " <td>26.229508</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>12</th>\n",
- " <td>8hnt_B</td>\n",
- " <td>28.947368</td>\n",
- " <td>25.000000</td>\n",
- " <td>23.636364</td>\n",
- " <td>22.093023</td>\n",
- " <td>26.530612</td>\n",
- " <td>24.000000</td>\n",
- " <td>22.077922</td>\n",
- " <td>24.285714</td>\n",
- " <td>21.093750</td>\n",
- " <td>...</td>\n",
- " <td>24.242424</td>\n",
- " <td>21.093750</td>\n",
- " <td>21.153846</td>\n",
- " <td>24.074074</td>\n",
- " <td>23.188406</td>\n",
- " <td>31.343284</td>\n",
- " <td>30.882353</td>\n",
- " <td>20.512821</td>\n",
- " <td>26.829268</td>\n",
- " <td>21.875000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>13</th>\n",
- " <td>8hzl_A</td>\n",
- " <td>23.684211</td>\n",
- " <td>22.368421</td>\n",
- " <td>23.636364</td>\n",
- " <td>15.476190</td>\n",
- " <td>24.489796</td>\n",
- " <td>25.333333</td>\n",
- " <td>23.376623</td>\n",
- " <td>25.714286</td>\n",
- " <td>21.428571</td>\n",
- " <td>...</td>\n",
- " <td>28.787879</td>\n",
- " <td>21.428571</td>\n",
- " <td>23.076923</td>\n",
- " <td>22.222222</td>\n",
- " <td>21.739130</td>\n",
- " <td>26.865672</td>\n",
- " <td>25.000000</td>\n",
- " <td>17.948718</td>\n",
- " <td>19.512195</td>\n",
- " <td>22.619048</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>14</th>\n",
- " <td>8idf_B</td>\n",
- " <td>30.188679</td>\n",
- " <td>24.528302</td>\n",
- " <td>18.867925</td>\n",
- " <td>22.641509</td>\n",
- " <td>22.448980</td>\n",
- " <td>35.849057</td>\n",
- " <td>22.641509</td>\n",
- " <td>24.528302</td>\n",
- " <td>28.301887</td>\n",
- " <td>...</td>\n",
- " <td>22.641509</td>\n",
- " <td>28.301887</td>\n",
- " <td>23.076923</td>\n",
- " <td>18.867925</td>\n",
- " <td>20.754717</td>\n",
- " <td>20.754717</td>\n",
- " <td>24.528302</td>\n",
- " <td>20.754717</td>\n",
- " <td>24.390244</td>\n",
- " <td>32.075472</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>15</th>\n",
- " <td>8its_A</td>\n",
- " <td>34.782609</td>\n",
- " <td>30.434783</td>\n",
- " <td>21.739130</td>\n",
- " <td>36.956522</td>\n",
- " <td>23.913043</td>\n",
- " <td>23.913043</td>\n",
- " <td>28.260870</td>\n",
- " <td>28.260870</td>\n",
- " <td>34.782609</td>\n",
- " <td>...</td>\n",
- " <td>28.260870</td>\n",
- " <td>34.782609</td>\n",
- " <td>23.913043</td>\n",
- " <td>32.608696</td>\n",
- " <td>23.913043</td>\n",
- " <td>28.260870</td>\n",
- " <td>23.913043</td>\n",
- " <td>23.913043</td>\n",
- " <td>26.829268</td>\n",
- " <td>30.434783</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>16</th>\n",
- " <td>8joz_B</td>\n",
- " <td>27.631579</td>\n",
- " <td>26.315789</td>\n",
- " <td>23.636364</td>\n",
- " <td>47.674419</td>\n",
- " <td>18.367347</td>\n",
- " <td>24.000000</td>\n",
- " <td>27.272727</td>\n",
- " <td>24.285714</td>\n",
- " <td>26.136364</td>\n",
- " <td>...</td>\n",
- " <td>24.242424</td>\n",
- " <td>25.000000</td>\n",
- " <td>23.076923</td>\n",
- " <td>22.222222</td>\n",
- " <td>20.289855</td>\n",
- " <td>22.388060</td>\n",
- " <td>25.000000</td>\n",
- " <td>29.487179</td>\n",
- " <td>29.268293</td>\n",
- " <td>23.863636</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>17</th>\n",
- " <td>8kal_A</td>\n",
- " <td>26.315789</td>\n",
- " <td>19.736842</td>\n",
- " <td>29.090909</td>\n",
- " <td>23.255814</td>\n",
- " <td>26.530612</td>\n",
- " <td>26.666667</td>\n",
- " <td>25.974026</td>\n",
- " <td>21.428571</td>\n",
- " <td>21.428571</td>\n",
- " <td>...</td>\n",
- " <td>25.757576</td>\n",
- " <td>18.367347</td>\n",
- " <td>30.769231</td>\n",
- " <td>22.222222</td>\n",
- " <td>18.840580</td>\n",
- " <td>25.373134</td>\n",
- " <td>26.470588</td>\n",
- " <td>25.641026</td>\n",
- " <td>26.829268</td>\n",
- " <td>19.387755</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>18</th>\n",
- " <td>8oi5_1</td>\n",
- " <td>34.210526</td>\n",
- " <td>34.210526</td>\n",
- " <td>40.000000</td>\n",
- " <td>30.232558</td>\n",
- " <td>42.857143</td>\n",
- " <td>38.666667</td>\n",
- " <td>40.259740</td>\n",
- " <td>38.571429</td>\n",
- " <td>34.375000</td>\n",
- " <td>...</td>\n",
- " <td>34.848485</td>\n",
- " <td>27.343750</td>\n",
- " <td>40.384615</td>\n",
- " <td>37.037037</td>\n",
- " <td>34.782609</td>\n",
- " <td>37.313433</td>\n",
- " <td>32.352941</td>\n",
- " <td>33.333333</td>\n",
- " <td>39.024390</td>\n",
- " <td>27.205882</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>19</th>\n",
- " <td>8olv_A</td>\n",
- " <td>31.578947</td>\n",
- " <td>28.947368</td>\n",
- " <td>32.727273</td>\n",
- " <td>27.906977</td>\n",
- " <td>34.693878</td>\n",
- " <td>30.666667</td>\n",
- " <td>27.272727</td>\n",
- " <td>31.428571</td>\n",
- " <td>28.906250</td>\n",
- " <td>...</td>\n",
- " <td>31.818182</td>\n",
- " <td>23.437500</td>\n",
- " <td>32.692308</td>\n",
- " <td>37.037037</td>\n",
- " <td>27.536232</td>\n",
- " <td>34.328358</td>\n",
- " <td>30.882353</td>\n",
- " <td>28.205128</td>\n",
- " <td>36.585366</td>\n",
- " <td>28.676471</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>20</th>\n",
- " <td>8pot_B</td>\n",
- " <td>22.368421</td>\n",
- " <td>30.263158</td>\n",
- " <td>21.818182</td>\n",
- " <td>37.209302</td>\n",
- " <td>22.448980</td>\n",
- " <td>44.000000</td>\n",
- " <td>37.662338</td>\n",
- " <td>25.714286</td>\n",
- " <td>24.137931</td>\n",
- " <td>...</td>\n",
- " <td>24.242424</td>\n",
- " <td>28.735632</td>\n",
- " <td>30.769231</td>\n",
- " <td>27.777778</td>\n",
- " <td>27.536232</td>\n",
- " <td>26.865672</td>\n",
- " <td>25.000000</td>\n",
- " <td>30.769231</td>\n",
- " <td>29.268293</td>\n",
- " <td>21.839080</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>21</th>\n",
- " <td>8q6n_A</td>\n",
- " <td>28.260870</td>\n",
- " <td>23.913043</td>\n",
- " <td>19.565217</td>\n",
- " <td>34.782609</td>\n",
- " <td>28.260870</td>\n",
- " <td>32.608696</td>\n",
- " <td>34.782609</td>\n",
- " <td>32.608696</td>\n",
- " <td>32.608696</td>\n",
- " <td>...</td>\n",
- " <td>36.956522</td>\n",
- " <td>34.782609</td>\n",
- " <td>26.086957</td>\n",
- " <td>23.913043</td>\n",
- " <td>41.304348</td>\n",
- " <td>30.434783</td>\n",
- " <td>30.434783</td>\n",
- " <td>34.782609</td>\n",
- " <td>31.707317</td>\n",
- " <td>26.086957</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>22</th>\n",
- " <td>8sh5_R</td>\n",
- " <td>31.578947</td>\n",
- " <td>23.684211</td>\n",
- " <td>18.181818</td>\n",
- " <td>25.581395</td>\n",
- " <td>30.612245</td>\n",
- " <td>24.000000</td>\n",
- " <td>27.272727</td>\n",
- " <td>24.285714</td>\n",
- " <td>27.272727</td>\n",
- " <td>...</td>\n",
- " <td>21.212121</td>\n",
- " <td>26.136364</td>\n",
- " <td>23.076923</td>\n",
- " <td>29.629630</td>\n",
- " <td>24.637681</td>\n",
- " <td>29.850746</td>\n",
- " <td>25.000000</td>\n",
- " <td>23.076923</td>\n",
- " <td>24.390244</td>\n",
- " <td>26.136364</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>23</th>\n",
- " <td>8t29_R</td>\n",
- " <td>25.000000</td>\n",
- " <td>34.210526</td>\n",
- " <td>25.454545</td>\n",
- " <td>23.255814</td>\n",
- " <td>28.571429</td>\n",
- " <td>21.333333</td>\n",
- " <td>20.779221</td>\n",
- " <td>25.714286</td>\n",
- " <td>30.000000</td>\n",
- " <td>...</td>\n",
- " <td>21.212121</td>\n",
- " <td>25.555556</td>\n",
- " <td>32.692308</td>\n",
- " <td>24.074074</td>\n",
- " <td>23.188406</td>\n",
- " <td>35.820896</td>\n",
- " <td>23.529412</td>\n",
- " <td>25.641026</td>\n",
- " <td>31.707317</td>\n",
- " <td>23.333333</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>24</th>\n",
- " <td>8toz_A</td>\n",
- " <td>26.315789</td>\n",
- " <td>26.315789</td>\n",
- " <td>18.181818</td>\n",
- " <td>30.232558</td>\n",
- " <td>32.653061</td>\n",
- " <td>25.333333</td>\n",
- " <td>27.272727</td>\n",
- " <td>27.142857</td>\n",
- " <td>23.762376</td>\n",
- " <td>...</td>\n",
- " <td>31.818182</td>\n",
- " <td>18.811881</td>\n",
- " <td>34.615385</td>\n",
- " <td>22.222222</td>\n",
- " <td>27.536232</td>\n",
- " <td>29.850746</td>\n",
- " <td>23.529412</td>\n",
- " <td>26.923077</td>\n",
- " <td>39.024390</td>\n",
- " <td>22.772277</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>25</th>\n",
- " <td>8uiw_N</td>\n",
- " <td>30.263158</td>\n",
- " <td>23.684211</td>\n",
- " <td>23.636364</td>\n",
- " <td>25.581395</td>\n",
- " <td>34.693878</td>\n",
- " <td>26.666667</td>\n",
- " <td>29.870130</td>\n",
- " <td>25.714286</td>\n",
- " <td>20.312500</td>\n",
- " <td>...</td>\n",
- " <td>25.757576</td>\n",
- " <td>17.187500</td>\n",
- " <td>23.076923</td>\n",
- " <td>31.481481</td>\n",
- " <td>28.985507</td>\n",
- " <td>37.313433</td>\n",
- " <td>22.058824</td>\n",
- " <td>21.794872</td>\n",
- " <td>24.390244</td>\n",
- " <td>17.968750</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>26</th>\n",
- " <td>8uo6_A</td>\n",
- " <td>34.210526</td>\n",
- " <td>40.789474</td>\n",
- " <td>30.909091</td>\n",
- " <td>36.046512</td>\n",
- " <td>30.612245</td>\n",
- " <td>45.333333</td>\n",
- " <td>44.155844</td>\n",
- " <td>31.428571</td>\n",
- " <td>21.093750</td>\n",
- " <td>...</td>\n",
- " <td>30.303030</td>\n",
- " <td>22.656250</td>\n",
- " <td>40.384615</td>\n",
- " <td>24.074074</td>\n",
- " <td>26.086957</td>\n",
- " <td>32.835821</td>\n",
- " <td>25.000000</td>\n",
- " <td>35.897436</td>\n",
- " <td>31.707317</td>\n",
- " <td>18.656716</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>27</th>\n",
- " <td>8v1i_B</td>\n",
- " <td>22.807018</td>\n",
- " <td>29.824561</td>\n",
- " <td>14.545455</td>\n",
- " <td>29.824561</td>\n",
- " <td>30.612245</td>\n",
- " <td>42.105263</td>\n",
- " <td>36.842105</td>\n",
- " <td>28.070175</td>\n",
- " <td>29.824561</td>\n",
- " <td>...</td>\n",
- " <td>26.315789</td>\n",
- " <td>35.087719</td>\n",
- " <td>28.846154</td>\n",
- " <td>16.666667</td>\n",
- " <td>24.561404</td>\n",
- " <td>17.543860</td>\n",
- " <td>24.561404</td>\n",
- " <td>42.105263</td>\n",
- " <td>31.707317</td>\n",
- " <td>36.842105</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>28</th>\n",
- " <td>8vm8_R</td>\n",
- " <td>22.368421</td>\n",
- " <td>22.368421</td>\n",
- " <td>23.636364</td>\n",
- " <td>20.930233</td>\n",
- " <td>28.571429</td>\n",
- " <td>26.666667</td>\n",
- " <td>27.272727</td>\n",
- " <td>30.000000</td>\n",
- " <td>19.354839</td>\n",
- " <td>...</td>\n",
- " <td>28.787879</td>\n",
- " <td>19.354839</td>\n",
- " <td>32.692308</td>\n",
- " <td>29.629630</td>\n",
- " <td>36.231884</td>\n",
- " <td>23.880597</td>\n",
- " <td>29.411765</td>\n",
- " <td>20.512821</td>\n",
- " <td>29.268293</td>\n",
- " <td>26.881720</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>29</th>\n",
- " <td>8vt5_A</td>\n",
- " <td>28.333333</td>\n",
- " <td>35.000000</td>\n",
- " <td>18.181818</td>\n",
- " <td>31.666667</td>\n",
- " <td>26.530612</td>\n",
- " <td>35.000000</td>\n",
- " <td>25.000000</td>\n",
- " <td>26.666667</td>\n",
- " <td>30.000000</td>\n",
- " <td>...</td>\n",
- " <td>28.333333</td>\n",
- " <td>36.666667</td>\n",
- " <td>34.615385</td>\n",
- " <td>25.925926</td>\n",
- " <td>23.333333</td>\n",
- " <td>23.333333</td>\n",
- " <td>21.666667</td>\n",
- " <td>38.333333</td>\n",
- " <td>31.707317</td>\n",
- " <td>30.000000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>30</th>\n",
- " <td>8vu0_C</td>\n",
- " <td>39.473684</td>\n",
- " <td>34.210526</td>\n",
- " <td>27.272727</td>\n",
- " <td>38.157895</td>\n",
- " <td>26.530612</td>\n",
- " <td>33.333333</td>\n",
- " <td>39.473684</td>\n",
- " <td>27.142857</td>\n",
- " <td>27.631579</td>\n",
- " <td>...</td>\n",
- " <td>33.333333</td>\n",
- " <td>27.631579</td>\n",
- " <td>40.384615</td>\n",
- " <td>25.925926</td>\n",
- " <td>26.086957</td>\n",
- " <td>23.880597</td>\n",
- " <td>22.058824</td>\n",
- " <td>43.421053</td>\n",
- " <td>29.268293</td>\n",
- " <td>23.684211</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>31</th>\n",
- " <td>8x5v_B</td>\n",
- " <td>22.368421</td>\n",
- " <td>25.000000</td>\n",
- " <td>21.818182</td>\n",
- " <td>24.418605</td>\n",
- " <td>28.571429</td>\n",
- " <td>28.000000</td>\n",
- " <td>24.675325</td>\n",
- " <td>27.142857</td>\n",
- " <td>22.727273</td>\n",
- " <td>...</td>\n",
- " <td>25.757576</td>\n",
- " <td>24.545455</td>\n",
- " <td>30.769231</td>\n",
- " <td>27.777778</td>\n",
- " <td>30.434783</td>\n",
- " <td>20.895522</td>\n",
- " <td>23.529412</td>\n",
- " <td>21.794872</td>\n",
- " <td>34.146341</td>\n",
- " <td>21.818182</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>32</th>\n",
- " <td>8xzn_A</td>\n",
- " <td>24.528302</td>\n",
- " <td>30.188679</td>\n",
- " <td>20.754717</td>\n",
- " <td>26.415094</td>\n",
- " <td>24.489796</td>\n",
- " <td>30.188679</td>\n",
- " <td>28.301887</td>\n",
- " <td>24.528302</td>\n",
- " <td>24.528302</td>\n",
- " <td>...</td>\n",
- " <td>30.188679</td>\n",
- " <td>33.962264</td>\n",
- " <td>21.153846</td>\n",
- " <td>18.867925</td>\n",
- " <td>33.962264</td>\n",
- " <td>39.622642</td>\n",
- " <td>24.528302</td>\n",
- " <td>28.301887</td>\n",
- " <td>34.146341</td>\n",
- " <td>28.301887</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>33</th>\n",
- " <td>8ydc_A</td>\n",
- " <td>25.862069</td>\n",
- " <td>22.413793</td>\n",
- " <td>27.272727</td>\n",
- " <td>27.586207</td>\n",
- " <td>20.408163</td>\n",
- " <td>25.862069</td>\n",
- " <td>24.137931</td>\n",
- " <td>25.862069</td>\n",
- " <td>27.586207</td>\n",
- " <td>...</td>\n",
- " <td>22.413793</td>\n",
- " <td>25.862069</td>\n",
- " <td>17.307692</td>\n",
- " <td>22.222222</td>\n",
- " <td>25.862069</td>\n",
- " <td>31.034483</td>\n",
- " <td>29.310345</td>\n",
- " <td>18.965517</td>\n",
- " <td>26.829268</td>\n",
- " <td>29.310345</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>34</th>\n",
- " <td>9bun_A</td>\n",
- " <td>27.083333</td>\n",
- " <td>31.250000</td>\n",
- " <td>14.583333</td>\n",
- " <td>33.333333</td>\n",
- " <td>25.000000</td>\n",
- " <td>31.250000</td>\n",
- " <td>25.000000</td>\n",
- " <td>31.250000</td>\n",
- " <td>33.333333</td>\n",
- " <td>...</td>\n",
- " <td>25.000000</td>\n",
- " <td>41.666667</td>\n",
- " <td>22.916667</td>\n",
- " <td>27.083333</td>\n",
- " <td>31.250000</td>\n",
- " <td>22.916667</td>\n",
- " <td>35.416667</td>\n",
- " <td>27.083333</td>\n",
- " <td>29.268293</td>\n",
- " <td>33.333333</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "<p>35 rows × 214 columns</p>\n",
- "</div>"
- ],
- "text/plain": [
- " rcsb_id 1ehz_A 1f7u_B 1gtf_W 1h3e_B 1hq1_B 1il2_C \\\n",
- "0 7u4a_A 29.166667 20.833333 21.818182 27.777778 32.653061 20.833333 \n",
- "1 7wkp_B 21.666667 20.000000 20.000000 26.666667 26.530612 25.000000 \n",
- "2 8axf_Q 11.904762 9.523810 42.857143 14.285714 7.142857 14.285714 \n",
- "3 8dp3_R 21.052632 23.684211 20.000000 20.930233 28.571429 29.333333 \n",
- "4 8eyu_B 34.693878 24.489796 30.612245 30.612245 24.489796 24.489796 \n",
- "5 8f4o_A 23.684211 25.000000 20.000000 22.891566 26.530612 20.000000 \n",
- "6 8fc6_1A 32.894737 35.526316 30.909091 30.232558 44.897959 41.333333 \n",
- "7 8ffr_W 18.421053 21.052632 0.000000 22.093023 28.571429 21.333333 \n",
- "8 8fom_QA 31.578947 32.894737 32.727273 34.883721 36.734694 34.666667 \n",
- "9 8fw4_Z 27.631579 30.263158 25.454545 25.581395 32.653061 34.666667 \n",
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- "\n",
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- "32 28.301887 24.528302 24.528302 ... 30.188679 33.962264 21.153846 \n",
- "33 24.137931 25.862069 27.586207 ... 22.413793 25.862069 17.307692 \n",
- "34 25.000000 31.250000 33.333333 ... 25.000000 41.666667 22.916667 \n",
- "\n",
- " 7os0_D 7qr3_C 7szu_R 7v9e_A 7vnv_A 7vti_B \\\n",
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- "17 22.222222 18.840580 25.373134 26.470588 25.641026 26.829268 \n",
- "18 37.037037 34.782609 37.313433 32.352941 33.333333 39.024390 \n",
- "19 37.037037 27.536232 34.328358 30.882353 28.205128 36.585366 \n",
- "20 27.777778 27.536232 26.865672 25.000000 30.769231 29.268293 \n",
- "21 23.913043 41.304348 30.434783 30.434783 34.782609 31.707317 \n",
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- "17 19.387755 \n",
- "18 27.205882 \n",
- "19 28.676471 \n",
- "20 21.839080 \n",
- "21 26.086957 \n",
- "22 26.136364 \n",
- "23 23.333333 \n",
- "24 22.772277 \n",
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- "27 36.842105 \n",
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- "29 30.000000 \n",
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- "32 28.301887 \n",
- "33 29.310345 \n",
- "34 33.333333 \n",
- "\n",
- "[35 rows x 214 columns]"
- ]
- },
- "execution_count": 8,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "new_distmat = distmat[:35] #neuen Dataframe erstellen mit den ersten 35 Zeilen (Daten 23_24)\n",
- "new_distmat = new_distmat.iloc[:, [0] + list(range(36,249))] #überschreibt new_distmat und erste Spalte bleibt erhalten, danach gelöscht und ab Spalte 36 wird wieder behalten\n",
- "new_distmat"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Calculation of Max SI value"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [],
- "source": [
- "row_max= new_distmat.iloc[:, 1:].max(axis=1) #calculation of max value in each row expect data of first column"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [],
- "source": [
- "new_distmat[\"Max-value\"] = row_max #adding a new column with calculated max value\n",
- "\n",
- "new_distmat=new_distmat.rename(columns={\"Max-value\":\"max_value\"}) #rename one column \n",
- "\n",
- "new_distmat['max_rcsb_id'] = new_distmat.iloc[:, 1:].idxmax(axis=1) #add column with max rcsb_id"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [
- {
- "data": {
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- " <td>25.000000</td>\n",
- " <td>21.666667</td>\n",
- " <td>25.000000</td>\n",
- " <td>20.000000</td>\n",
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- " <td>7.142857</td>\n",
- " <td>14.285714</td>\n",
- " <td>4.761905</td>\n",
- " <td>4.761905</td>\n",
- " <td>4.761905</td>\n",
- " <td>...</td>\n",
- " <td>9.523810</td>\n",
- " <td>16.666667</td>\n",
- " <td>9.523810</td>\n",
- " <td>0.000000</td>\n",
- " <td>4.761905</td>\n",
- " <td>14.285714</td>\n",
- " <td>12.195122</td>\n",
- " <td>28.571429</td>\n",
- " <td>100.000000</td>\n",
- " <td>4jng_L</td>\n",
- " </tr>\n",
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- " <th>3</th>\n",
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- " <td>20.000000</td>\n",
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- " <td>28.571429</td>\n",
- " <td>29.333333</td>\n",
- " <td>33.766234</td>\n",
- " <td>30.000000</td>\n",
- " <td>21.111111</td>\n",
- " <td>...</td>\n",
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- " <td>38.888889</td>\n",
- " <td>31.884058</td>\n",
- " <td>25.373134</td>\n",
- " <td>30.882353</td>\n",
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- " <td>20.000000</td>\n",
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- " <td>7eog_A</td>\n",
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- " <tr>\n",
- " <th>4</th>\n",
- " <td>8eyu_B</td>\n",
- " <td>34.693878</td>\n",
- " <td>24.489796</td>\n",
- " <td>30.612245</td>\n",
- " <td>30.612245</td>\n",
- " <td>24.489796</td>\n",
- " <td>24.489796</td>\n",
- " <td>32.653061</td>\n",
- " <td>26.530612</td>\n",
- " <td>36.734694</td>\n",
- " <td>...</td>\n",
- " <td>30.612245</td>\n",
- " <td>22.448980</td>\n",
- " <td>28.571429</td>\n",
- " <td>22.448980</td>\n",
- " <td>24.489796</td>\n",
- " <td>30.612245</td>\n",
- " <td>26.829268</td>\n",
- " <td>32.653061</td>\n",
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- " <td>3hhn_C</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>5</th>\n",
- " <td>8f4o_A</td>\n",
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- " <td>22.891566</td>\n",
- " <td>26.530612</td>\n",
- " <td>20.000000</td>\n",
- " <td>23.376623</td>\n",
- " <td>22.857143</td>\n",
- " <td>25.301205</td>\n",
- " <td>...</td>\n",
- " <td>28.846154</td>\n",
- " <td>24.074074</td>\n",
- " <td>20.289855</td>\n",
- " <td>23.880597</td>\n",
- " <td>29.411765</td>\n",
- " <td>19.230769</td>\n",
- " <td>34.146341</td>\n",
- " <td>22.891566</td>\n",
- " <td>57.142857</td>\n",
- " <td>3d2v_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>6</th>\n",
- " <td>8fc6_1A</td>\n",
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- " <td>35.526316</td>\n",
- " <td>30.909091</td>\n",
- " <td>30.232558</td>\n",
- " <td>44.897959</td>\n",
- " <td>41.333333</td>\n",
- " <td>32.467532</td>\n",
- " <td>40.000000</td>\n",
- " <td>34.375000</td>\n",
- " <td>...</td>\n",
- " <td>48.076923</td>\n",
- " <td>35.185185</td>\n",
- " <td>37.681159</td>\n",
- " <td>34.328358</td>\n",
- " <td>36.764706</td>\n",
- " <td>38.461538</td>\n",
- " <td>41.463415</td>\n",
- " <td>30.882353</td>\n",
- " <td>90.000000</td>\n",
- " <td>3umy_B</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>7</th>\n",
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- " <td>18.421053</td>\n",
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- " <td>0.000000</td>\n",
- " <td>22.093023</td>\n",
- " <td>28.571429</td>\n",
- " <td>21.333333</td>\n",
- " <td>20.779221</td>\n",
- " <td>17.142857</td>\n",
- " <td>23.232323</td>\n",
- " <td>...</td>\n",
- " <td>9.615385</td>\n",
- " <td>27.777778</td>\n",
- " <td>21.739130</td>\n",
- " <td>23.880597</td>\n",
- " <td>26.470588</td>\n",
- " <td>19.230769</td>\n",
- " <td>21.951220</td>\n",
- " <td>18.181818</td>\n",
- " <td>55.555556</td>\n",
- " <td>3pu0_R</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>8</th>\n",
- " <td>8fom_QA</td>\n",
- " <td>31.578947</td>\n",
- " <td>32.894737</td>\n",
- " <td>32.727273</td>\n",
- " <td>34.883721</td>\n",
- " <td>36.734694</td>\n",
- " <td>34.666667</td>\n",
- " <td>37.662338</td>\n",
- " <td>32.857143</td>\n",
- " <td>31.250000</td>\n",
- " <td>...</td>\n",
- " <td>40.384615</td>\n",
- " <td>31.481481</td>\n",
- " <td>43.478261</td>\n",
- " <td>35.820896</td>\n",
- " <td>39.705882</td>\n",
- " <td>29.487179</td>\n",
- " <td>36.585366</td>\n",
- " <td>28.676471</td>\n",
- " <td>100.000000</td>\n",
- " <td>4w2f_AA</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>9</th>\n",
- " <td>8fw4_Z</td>\n",
- " <td>27.631579</td>\n",
- " <td>30.263158</td>\n",
- " <td>25.454545</td>\n",
- " <td>25.581395</td>\n",
- " <td>32.653061</td>\n",
- " <td>34.666667</td>\n",
- " <td>27.272727</td>\n",
- " <td>28.571429</td>\n",
- " <td>25.781250</td>\n",
- " <td>...</td>\n",
- " <td>32.692308</td>\n",
- " <td>31.481481</td>\n",
- " <td>31.884058</td>\n",
- " <td>29.850746</td>\n",
- " <td>26.470588</td>\n",
- " <td>33.333333</td>\n",
- " <td>34.146341</td>\n",
- " <td>22.058824</td>\n",
- " <td>50.909091</td>\n",
- " <td>6lax_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>10</th>\n",
- " <td>8g9z_E</td>\n",
- " <td>36.842105</td>\n",
- " <td>31.578947</td>\n",
- " <td>23.636364</td>\n",
- " <td>23.255814</td>\n",
- " <td>26.530612</td>\n",
- " <td>32.000000</td>\n",
- " <td>27.272727</td>\n",
- " <td>27.142857</td>\n",
- " <td>24.444444</td>\n",
- " <td>...</td>\n",
- " <td>25.000000</td>\n",
- " <td>27.777778</td>\n",
- " <td>24.637681</td>\n",
- " <td>28.358209</td>\n",
- " <td>27.941176</td>\n",
- " <td>25.641026</td>\n",
- " <td>29.268293</td>\n",
- " <td>23.333333</td>\n",
- " <td>98.837209</td>\n",
- " <td>3rg5_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>11</th>\n",
- " <td>8gxb_A</td>\n",
- " <td>21.311475</td>\n",
- " <td>22.950820</td>\n",
- " <td>16.363636</td>\n",
- " <td>21.311475</td>\n",
- " <td>26.530612</td>\n",
- " <td>24.590164</td>\n",
- " <td>24.590164</td>\n",
- " <td>24.590164</td>\n",
- " <td>27.868852</td>\n",
- " <td>...</td>\n",
- " <td>19.230769</td>\n",
- " <td>22.222222</td>\n",
- " <td>29.508197</td>\n",
- " <td>24.590164</td>\n",
- " <td>27.868852</td>\n",
- " <td>21.311475</td>\n",
- " <td>19.512195</td>\n",
- " <td>26.229508</td>\n",
- " <td>41.818182</td>\n",
- " <td>6lax_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>12</th>\n",
- " <td>8hnt_B</td>\n",
- " <td>28.947368</td>\n",
- " <td>25.000000</td>\n",
- " <td>23.636364</td>\n",
- " <td>22.093023</td>\n",
- " <td>26.530612</td>\n",
- " <td>24.000000</td>\n",
- " <td>22.077922</td>\n",
- " <td>24.285714</td>\n",
- " <td>21.093750</td>\n",
- " <td>...</td>\n",
- " <td>21.153846</td>\n",
- " <td>24.074074</td>\n",
- " <td>23.188406</td>\n",
- " <td>31.343284</td>\n",
- " <td>30.882353</td>\n",
- " <td>20.512821</td>\n",
- " <td>26.829268</td>\n",
- " <td>21.875000</td>\n",
- " <td>71.093750</td>\n",
- " <td>6kc8_B</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>13</th>\n",
- " <td>8hzl_A</td>\n",
- " <td>23.684211</td>\n",
- " <td>22.368421</td>\n",
- " <td>23.636364</td>\n",
- " <td>15.476190</td>\n",
- " <td>24.489796</td>\n",
- " <td>25.333333</td>\n",
- " <td>23.376623</td>\n",
- " <td>25.714286</td>\n",
- " <td>21.428571</td>\n",
- " <td>...</td>\n",
- " <td>23.076923</td>\n",
- " <td>22.222222</td>\n",
- " <td>21.739130</td>\n",
- " <td>26.865672</td>\n",
- " <td>25.000000</td>\n",
- " <td>17.948718</td>\n",
- " <td>19.512195</td>\n",
- " <td>22.619048</td>\n",
- " <td>41.860465</td>\n",
- " <td>6sy4_C</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>14</th>\n",
- " <td>8idf_B</td>\n",
- " <td>30.188679</td>\n",
- " <td>24.528302</td>\n",
- " <td>18.867925</td>\n",
- " <td>22.641509</td>\n",
- " <td>22.448980</td>\n",
- " <td>35.849057</td>\n",
- " <td>22.641509</td>\n",
- " <td>24.528302</td>\n",
- " <td>28.301887</td>\n",
- " <td>...</td>\n",
- " <td>23.076923</td>\n",
- " <td>18.867925</td>\n",
- " <td>20.754717</td>\n",
- " <td>20.754717</td>\n",
- " <td>24.528302</td>\n",
- " <td>20.754717</td>\n",
- " <td>24.390244</td>\n",
- " <td>32.075472</td>\n",
- " <td>40.000000</td>\n",
- " <td>7elq_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>15</th>\n",
- " <td>8its_A</td>\n",
- " <td>34.782609</td>\n",
- " <td>30.434783</td>\n",
- " <td>21.739130</td>\n",
- " <td>36.956522</td>\n",
- " <td>23.913043</td>\n",
- " <td>23.913043</td>\n",
- " <td>28.260870</td>\n",
- " <td>28.260870</td>\n",
- " <td>34.782609</td>\n",
- " <td>...</td>\n",
- " <td>23.913043</td>\n",
- " <td>32.608696</td>\n",
- " <td>23.913043</td>\n",
- " <td>28.260870</td>\n",
- " <td>23.913043</td>\n",
- " <td>23.913043</td>\n",
- " <td>26.829268</td>\n",
- " <td>30.434783</td>\n",
- " <td>54.347826</td>\n",
- " <td>2oiu_P</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>16</th>\n",
- " <td>8joz_B</td>\n",
- " <td>27.631579</td>\n",
- " <td>26.315789</td>\n",
- " <td>23.636364</td>\n",
- " <td>47.674419</td>\n",
- " <td>18.367347</td>\n",
- " <td>24.000000</td>\n",
- " <td>27.272727</td>\n",
- " <td>24.285714</td>\n",
- " <td>26.136364</td>\n",
- " <td>...</td>\n",
- " <td>23.076923</td>\n",
- " <td>22.222222</td>\n",
- " <td>20.289855</td>\n",
- " <td>22.388060</td>\n",
- " <td>25.000000</td>\n",
- " <td>29.487179</td>\n",
- " <td>29.268293</td>\n",
- " <td>23.863636</td>\n",
- " <td>47.674419</td>\n",
- " <td>1h3e_B</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>17</th>\n",
- " <td>8kal_A</td>\n",
- " <td>26.315789</td>\n",
- " <td>19.736842</td>\n",
- " <td>29.090909</td>\n",
- " <td>23.255814</td>\n",
- " <td>26.530612</td>\n",
- " <td>26.666667</td>\n",
- " <td>25.974026</td>\n",
- " <td>21.428571</td>\n",
- " <td>21.428571</td>\n",
- " <td>...</td>\n",
- " <td>30.769231</td>\n",
- " <td>22.222222</td>\n",
- " <td>18.840580</td>\n",
- " <td>25.373134</td>\n",
- " <td>26.470588</td>\n",
- " <td>25.641026</td>\n",
- " <td>26.829268</td>\n",
- " <td>19.387755</td>\n",
- " <td>77.777778</td>\n",
- " <td>5b2r_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>18</th>\n",
- " <td>8oi5_1</td>\n",
- " <td>34.210526</td>\n",
- " <td>34.210526</td>\n",
- " <td>40.000000</td>\n",
- " <td>30.232558</td>\n",
- " <td>42.857143</td>\n",
- " <td>38.666667</td>\n",
- " <td>40.259740</td>\n",
- " <td>38.571429</td>\n",
- " <td>34.375000</td>\n",
- " <td>...</td>\n",
- " <td>40.384615</td>\n",
- " <td>37.037037</td>\n",
- " <td>34.782609</td>\n",
- " <td>37.313433</td>\n",
- " <td>32.352941</td>\n",
- " <td>33.333333</td>\n",
- " <td>39.024390</td>\n",
- " <td>27.205882</td>\n",
- " <td>60.344828</td>\n",
- " <td>1mms_C</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>19</th>\n",
- " <td>8olv_A</td>\n",
- " <td>31.578947</td>\n",
- " <td>28.947368</td>\n",
- " <td>32.727273</td>\n",
- " <td>27.906977</td>\n",
- " <td>34.693878</td>\n",
- " <td>30.666667</td>\n",
- " <td>27.272727</td>\n",
- " <td>31.428571</td>\n",
- " <td>28.906250</td>\n",
- " <td>...</td>\n",
- " <td>32.692308</td>\n",
- " <td>37.037037</td>\n",
- " <td>27.536232</td>\n",
- " <td>34.328358</td>\n",
- " <td>30.882353</td>\n",
- " <td>28.205128</td>\n",
- " <td>36.585366</td>\n",
- " <td>28.676471</td>\n",
- " <td>100.000000</td>\n",
- " <td>4faw_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>20</th>\n",
- " <td>8pot_B</td>\n",
- " <td>22.368421</td>\n",
- " <td>30.263158</td>\n",
- " <td>21.818182</td>\n",
- " <td>37.209302</td>\n",
- " <td>22.448980</td>\n",
- " <td>44.000000</td>\n",
- " <td>37.662338</td>\n",
- " <td>25.714286</td>\n",
- " <td>24.137931</td>\n",
- " <td>...</td>\n",
- " <td>30.769231</td>\n",
- " <td>27.777778</td>\n",
- " <td>27.536232</td>\n",
- " <td>26.865672</td>\n",
- " <td>25.000000</td>\n",
- " <td>30.769231</td>\n",
- " <td>29.268293</td>\n",
- " <td>21.839080</td>\n",
- " <td>100.000000</td>\n",
- " <td>4arc_B</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>21</th>\n",
- " <td>8q6n_A</td>\n",
- " <td>28.260870</td>\n",
- " <td>23.913043</td>\n",
- " <td>19.565217</td>\n",
- " <td>34.782609</td>\n",
- " <td>28.260870</td>\n",
- " <td>32.608696</td>\n",
- " <td>34.782609</td>\n",
- " <td>32.608696</td>\n",
- " <td>32.608696</td>\n",
- " <td>...</td>\n",
- " <td>26.086957</td>\n",
- " <td>23.913043</td>\n",
- " <td>41.304348</td>\n",
- " <td>30.434783</td>\n",
- " <td>30.434783</td>\n",
- " <td>34.782609</td>\n",
- " <td>31.707317</td>\n",
- " <td>26.086957</td>\n",
- " <td>100.000000</td>\n",
- " <td>7elq_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>22</th>\n",
- " <td>8sh5_R</td>\n",
- " <td>31.578947</td>\n",
- " <td>23.684211</td>\n",
- " <td>18.181818</td>\n",
- " <td>25.581395</td>\n",
- " <td>30.612245</td>\n",
- " <td>24.000000</td>\n",
- " <td>27.272727</td>\n",
- " <td>24.285714</td>\n",
- " <td>27.272727</td>\n",
- " <td>...</td>\n",
- " <td>23.076923</td>\n",
- " <td>29.629630</td>\n",
- " <td>24.637681</td>\n",
- " <td>29.850746</td>\n",
- " <td>25.000000</td>\n",
- " <td>23.076923</td>\n",
- " <td>24.390244</td>\n",
- " <td>26.136364</td>\n",
- " <td>37.777778</td>\n",
- " <td>6d3p_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>23</th>\n",
- " <td>8t29_R</td>\n",
- " <td>25.000000</td>\n",
- " <td>34.210526</td>\n",
- " <td>25.454545</td>\n",
- " <td>23.255814</td>\n",
- " <td>28.571429</td>\n",
- " <td>21.333333</td>\n",
- " <td>20.779221</td>\n",
- " <td>25.714286</td>\n",
- " <td>30.000000</td>\n",
- " <td>...</td>\n",
- " <td>32.692308</td>\n",
- " <td>24.074074</td>\n",
- " <td>23.188406</td>\n",
- " <td>35.820896</td>\n",
- " <td>23.529412</td>\n",
- " <td>25.641026</td>\n",
- " <td>31.707317</td>\n",
- " <td>23.333333</td>\n",
- " <td>42.222222</td>\n",
- " <td>6d3p_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>24</th>\n",
- " <td>8toz_A</td>\n",
- " <td>26.315789</td>\n",
- " <td>26.315789</td>\n",
- " <td>18.181818</td>\n",
- " <td>30.232558</td>\n",
- " <td>32.653061</td>\n",
- " <td>25.333333</td>\n",
- " <td>27.272727</td>\n",
- " <td>27.142857</td>\n",
- " <td>23.762376</td>\n",
- " <td>...</td>\n",
- " <td>34.615385</td>\n",
- " <td>22.222222</td>\n",
- " <td>27.536232</td>\n",
- " <td>29.850746</td>\n",
- " <td>23.529412</td>\n",
- " <td>26.923077</td>\n",
- " <td>39.024390</td>\n",
- " <td>22.772277</td>\n",
- " <td>97.029703</td>\n",
- " <td>6xkn_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>25</th>\n",
- " <td>8uiw_N</td>\n",
- " <td>30.263158</td>\n",
- " <td>23.684211</td>\n",
- " <td>23.636364</td>\n",
- " <td>25.581395</td>\n",
- " <td>34.693878</td>\n",
- " <td>26.666667</td>\n",
- " <td>29.870130</td>\n",
- " <td>25.714286</td>\n",
- " <td>20.312500</td>\n",
- " <td>...</td>\n",
- " <td>23.076923</td>\n",
- " <td>31.481481</td>\n",
- " <td>28.985507</td>\n",
- " <td>37.313433</td>\n",
- " <td>22.058824</td>\n",
- " <td>21.794872</td>\n",
- " <td>24.390244</td>\n",
- " <td>17.968750</td>\n",
- " <td>41.176471</td>\n",
- " <td>7k16_P</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>26</th>\n",
- " <td>8uo6_A</td>\n",
- " <td>34.210526</td>\n",
- " <td>40.789474</td>\n",
- " <td>30.909091</td>\n",
- " <td>36.046512</td>\n",
- " <td>30.612245</td>\n",
- " <td>45.333333</td>\n",
- " <td>44.155844</td>\n",
- " <td>31.428571</td>\n",
- " <td>21.093750</td>\n",
- " <td>...</td>\n",
- " <td>40.384615</td>\n",
- " <td>24.074074</td>\n",
- " <td>26.086957</td>\n",
- " <td>32.835821</td>\n",
- " <td>25.000000</td>\n",
- " <td>35.897436</td>\n",
- " <td>31.707317</td>\n",
- " <td>18.656716</td>\n",
- " <td>72.727273</td>\n",
- " <td>5ccb_N</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>27</th>\n",
- " <td>8v1i_B</td>\n",
- " <td>22.807018</td>\n",
- " <td>29.824561</td>\n",
- " <td>14.545455</td>\n",
- " <td>29.824561</td>\n",
- " <td>30.612245</td>\n",
- " <td>42.105263</td>\n",
- " <td>36.842105</td>\n",
- " <td>28.070175</td>\n",
- " <td>29.824561</td>\n",
- " <td>...</td>\n",
- " <td>28.846154</td>\n",
- " <td>16.666667</td>\n",
- " <td>24.561404</td>\n",
- " <td>17.543860</td>\n",
- " <td>24.561404</td>\n",
- " <td>42.105263</td>\n",
- " <td>31.707317</td>\n",
- " <td>36.842105</td>\n",
- " <td>45.614035</td>\n",
- " <td>3add_C</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>28</th>\n",
- " <td>8vm8_R</td>\n",
- " <td>22.368421</td>\n",
- " <td>22.368421</td>\n",
- " <td>23.636364</td>\n",
- " <td>20.930233</td>\n",
- " <td>28.571429</td>\n",
- " <td>26.666667</td>\n",
- " <td>27.272727</td>\n",
- " <td>30.000000</td>\n",
- " <td>19.354839</td>\n",
- " <td>...</td>\n",
- " <td>32.692308</td>\n",
- " <td>29.629630</td>\n",
- " <td>36.231884</td>\n",
- " <td>23.880597</td>\n",
- " <td>29.411765</td>\n",
- " <td>20.512821</td>\n",
- " <td>29.268293</td>\n",
- " <td>26.881720</td>\n",
- " <td>38.461538</td>\n",
- " <td>4enc_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>29</th>\n",
- " <td>8vt5_A</td>\n",
- " <td>28.333333</td>\n",
- " <td>35.000000</td>\n",
- " <td>18.181818</td>\n",
- " <td>31.666667</td>\n",
- " <td>26.530612</td>\n",
- " <td>35.000000</td>\n",
- " <td>25.000000</td>\n",
- " <td>26.666667</td>\n",
- " <td>30.000000</td>\n",
- " <td>...</td>\n",
- " <td>34.615385</td>\n",
- " <td>25.925926</td>\n",
- " <td>23.333333</td>\n",
- " <td>23.333333</td>\n",
- " <td>21.666667</td>\n",
- " <td>38.333333</td>\n",
- " <td>31.707317</td>\n",
- " <td>30.000000</td>\n",
- " <td>41.666667</td>\n",
- " <td>2zzm_B</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>30</th>\n",
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- " <td>39.473684</td>\n",
- " <td>34.210526</td>\n",
- " <td>27.272727</td>\n",
- " <td>38.157895</td>\n",
- " <td>26.530612</td>\n",
- " <td>33.333333</td>\n",
- " <td>39.473684</td>\n",
- " <td>27.142857</td>\n",
- " <td>27.631579</td>\n",
- " <td>...</td>\n",
- " <td>40.384615</td>\n",
- " <td>25.925926</td>\n",
- " <td>26.086957</td>\n",
- " <td>23.880597</td>\n",
- " <td>22.058824</td>\n",
- " <td>43.421053</td>\n",
- " <td>29.268293</td>\n",
- " <td>23.684211</td>\n",
- " <td>46.052632</td>\n",
- " <td>4yco_D</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>31</th>\n",
- " <td>8x5v_B</td>\n",
- " <td>22.368421</td>\n",
- " <td>25.000000</td>\n",
- " <td>21.818182</td>\n",
- " <td>24.418605</td>\n",
- " <td>28.571429</td>\n",
- " <td>28.000000</td>\n",
- " <td>24.675325</td>\n",
- " <td>27.142857</td>\n",
- " <td>22.727273</td>\n",
- " <td>...</td>\n",
- " <td>30.769231</td>\n",
- " <td>27.777778</td>\n",
- " <td>30.434783</td>\n",
- " <td>20.895522</td>\n",
- " <td>23.529412</td>\n",
- " <td>21.794872</td>\n",
- " <td>34.146341</td>\n",
- " <td>21.818182</td>\n",
- " <td>50.684932</td>\n",
- " <td>7el1_B</td>\n",
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- " <th>32</th>\n",
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- " <td>24.528302</td>\n",
- " <td>30.188679</td>\n",
- " <td>20.754717</td>\n",
- " <td>26.415094</td>\n",
- " <td>24.489796</td>\n",
- " <td>30.188679</td>\n",
- " <td>28.301887</td>\n",
- " <td>24.528302</td>\n",
- " <td>24.528302</td>\n",
- " <td>...</td>\n",
- " <td>21.153846</td>\n",
- " <td>18.867925</td>\n",
- " <td>33.962264</td>\n",
- " <td>39.622642</td>\n",
- " <td>24.528302</td>\n",
- " <td>28.301887</td>\n",
- " <td>34.146341</td>\n",
- " <td>28.301887</td>\n",
- " <td>45.283019</td>\n",
- " <td>6gyv_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>33</th>\n",
- " <td>8ydc_A</td>\n",
- " <td>25.862069</td>\n",
- " <td>22.413793</td>\n",
- " <td>27.272727</td>\n",
- " <td>27.586207</td>\n",
- " <td>20.408163</td>\n",
- " <td>25.862069</td>\n",
- " <td>24.137931</td>\n",
- " <td>25.862069</td>\n",
- " <td>27.586207</td>\n",
- " <td>...</td>\n",
- " <td>17.307692</td>\n",
- " <td>22.222222</td>\n",
- " <td>25.862069</td>\n",
- " <td>31.034483</td>\n",
- " <td>29.310345</td>\n",
- " <td>18.965517</td>\n",
- " <td>26.829268</td>\n",
- " <td>29.310345</td>\n",
- " <td>43.103448</td>\n",
- " <td>5wti_B</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>34</th>\n",
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- " <td>33.333333</td>\n",
- " <td>25.000000</td>\n",
- " <td>31.250000</td>\n",
- " <td>25.000000</td>\n",
- " <td>31.250000</td>\n",
- " <td>33.333333</td>\n",
- " <td>...</td>\n",
- " <td>22.916667</td>\n",
- " <td>27.083333</td>\n",
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- " <td>22.916667</td>\n",
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- " <td>45.833333</td>\n",
- " <td>4v9p_AA</td>\n",
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- "34 9bun_A 27.083333 31.250000 14.583333 33.333333 25.000000 31.250000 \n",
- "\n",
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- "17 25.974026 21.428571 21.428571 ... 30.769231 22.222222 18.840580 \n",
- "18 40.259740 38.571429 34.375000 ... 40.384615 37.037037 34.782609 \n",
- "19 27.272727 31.428571 28.906250 ... 32.692308 37.037037 27.536232 \n",
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- "28 27.272727 30.000000 19.354839 ... 32.692308 29.629630 36.231884 \n",
- "29 25.000000 26.666667 30.000000 ... 34.615385 25.925926 23.333333 \n",
- "30 39.473684 27.142857 27.631579 ... 40.384615 25.925926 26.086957 \n",
- "31 24.675325 27.142857 22.727273 ... 30.769231 27.777778 30.434783 \n",
- "32 28.301887 24.528302 24.528302 ... 21.153846 18.867925 33.962264 \n",
- "33 24.137931 25.862069 27.586207 ... 17.307692 22.222222 25.862069 \n",
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- "\n",
- " 7szu_R 7v9e_A 7vnv_A 7vti_B 7vyx_C max_value \\\n",
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- "1 25.000000 21.666667 20.000000 24.390244 25.000000 43.333333 \n",
- "2 0.000000 4.761905 14.285714 12.195122 28.571429 100.000000 \n",
- "3 25.373134 30.882353 19.230769 34.146341 20.000000 41.666667 \n",
- "4 22.448980 24.489796 30.612245 26.829268 32.653061 44.897959 \n",
- "5 23.880597 29.411765 19.230769 34.146341 22.891566 57.142857 \n",
- "6 34.328358 36.764706 38.461538 41.463415 30.882353 90.000000 \n",
- "7 23.880597 26.470588 19.230769 21.951220 18.181818 55.555556 \n",
- "8 35.820896 39.705882 29.487179 36.585366 28.676471 100.000000 \n",
- "9 29.850746 26.470588 33.333333 34.146341 22.058824 50.909091 \n",
- "10 28.358209 27.941176 25.641026 29.268293 23.333333 98.837209 \n",
- "11 24.590164 27.868852 21.311475 19.512195 26.229508 41.818182 \n",
- "12 31.343284 30.882353 20.512821 26.829268 21.875000 71.093750 \n",
- "13 26.865672 25.000000 17.948718 19.512195 22.619048 41.860465 \n",
- "14 20.754717 24.528302 20.754717 24.390244 32.075472 40.000000 \n",
- "15 28.260870 23.913043 23.913043 26.829268 30.434783 54.347826 \n",
- "16 22.388060 25.000000 29.487179 29.268293 23.863636 47.674419 \n",
- "17 25.373134 26.470588 25.641026 26.829268 19.387755 77.777778 \n",
- "18 37.313433 32.352941 33.333333 39.024390 27.205882 60.344828 \n",
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- "21 30.434783 30.434783 34.782609 31.707317 26.086957 100.000000 \n",
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- "28 23.880597 29.411765 20.512821 29.268293 26.881720 38.461538 \n",
- "29 23.333333 21.666667 38.333333 31.707317 30.000000 41.666667 \n",
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- "32 39.622642 24.528302 28.301887 34.146341 28.301887 45.283019 \n",
- "33 31.034483 29.310345 18.965517 26.829268 29.310345 43.103448 \n",
- "34 22.916667 35.416667 27.083333 29.268293 33.333333 45.833333 \n",
- "\n",
- " max_rcsb_id \n",
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- "9 6lax_A \n",
- "10 3rg5_A \n",
- "11 6lax_A \n",
- "12 6kc8_B \n",
- "13 6sy4_C \n",
- "14 7elq_A \n",
- "15 2oiu_P \n",
- "16 1h3e_B \n",
- "17 5b2r_A \n",
- "18 1mms_C \n",
- "19 4faw_A \n",
- "20 4arc_B \n",
- "21 7elq_A \n",
- "22 6d3p_A \n",
- "23 6d3p_A \n",
- "24 6xkn_A \n",
- "25 7k16_P \n",
- "26 5ccb_N \n",
- "27 3add_C \n",
- "28 4enc_A \n",
- "29 2zzm_B \n",
- "30 4yco_D \n",
- "31 7el1_B \n",
- "32 6gyv_A \n",
- "33 5wti_B \n",
- "34 4v9p_AA \n",
- "\n",
- "[35 rows x 216 columns]"
- ]
- },
- "execution_count": 11,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "new_distmat"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [],
- "source": [
- "less_SI = new_distmat[new_distmat[\"max_value\"]<50]\n",
- "more_SI = new_distmat[new_distmat[\"max_value\"]>50]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
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- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [
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- " <td>25.373134</td>\n",
- " <td>30.882353</td>\n",
- " <td>19.230769</td>\n",
- " <td>34.146341</td>\n",
- " <td>20.000000</td>\n",
- " <td>41.666667</td>\n",
- " <td>7eog_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4</th>\n",
- " <td>8eyu_B</td>\n",
- " <td>34.693878</td>\n",
- " <td>24.489796</td>\n",
- " <td>30.612245</td>\n",
- " <td>30.612245</td>\n",
- " <td>24.489796</td>\n",
- " <td>24.489796</td>\n",
- " <td>32.653061</td>\n",
- " <td>26.530612</td>\n",
- " <td>36.734694</td>\n",
- " <td>...</td>\n",
- " <td>30.612245</td>\n",
- " <td>22.448980</td>\n",
- " <td>28.571429</td>\n",
- " <td>22.448980</td>\n",
- " <td>24.489796</td>\n",
- " <td>30.612245</td>\n",
- " <td>26.829268</td>\n",
- " <td>32.653061</td>\n",
- " <td>44.897959</td>\n",
- " <td>3hhn_C</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>11</th>\n",
- " <td>8gxb_A</td>\n",
- " <td>21.311475</td>\n",
- " <td>22.950820</td>\n",
- " <td>16.363636</td>\n",
- " <td>21.311475</td>\n",
- " <td>26.530612</td>\n",
- " <td>24.590164</td>\n",
- " <td>24.590164</td>\n",
- " <td>24.590164</td>\n",
- " <td>27.868852</td>\n",
- " <td>...</td>\n",
- " <td>19.230769</td>\n",
- " <td>22.222222</td>\n",
- " <td>29.508197</td>\n",
- " <td>24.590164</td>\n",
- " <td>27.868852</td>\n",
- " <td>21.311475</td>\n",
- " <td>19.512195</td>\n",
- " <td>26.229508</td>\n",
- " <td>41.818182</td>\n",
- " <td>6lax_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>13</th>\n",
- " <td>8hzl_A</td>\n",
- " <td>23.684211</td>\n",
- " <td>22.368421</td>\n",
- " <td>23.636364</td>\n",
- " <td>15.476190</td>\n",
- " <td>24.489796</td>\n",
- " <td>25.333333</td>\n",
- " <td>23.376623</td>\n",
- " <td>25.714286</td>\n",
- " <td>21.428571</td>\n",
- " <td>...</td>\n",
- " <td>23.076923</td>\n",
- " <td>22.222222</td>\n",
- " <td>21.739130</td>\n",
- " <td>26.865672</td>\n",
- " <td>25.000000</td>\n",
- " <td>17.948718</td>\n",
- " <td>19.512195</td>\n",
- " <td>22.619048</td>\n",
- " <td>41.860465</td>\n",
- " <td>6sy4_C</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>14</th>\n",
- " <td>8idf_B</td>\n",
- " <td>30.188679</td>\n",
- " <td>24.528302</td>\n",
- " <td>18.867925</td>\n",
- " <td>22.641509</td>\n",
- " <td>22.448980</td>\n",
- " <td>35.849057</td>\n",
- " <td>22.641509</td>\n",
- " <td>24.528302</td>\n",
- " <td>28.301887</td>\n",
- " <td>...</td>\n",
- " <td>23.076923</td>\n",
- " <td>18.867925</td>\n",
- " <td>20.754717</td>\n",
- " <td>20.754717</td>\n",
- " <td>24.528302</td>\n",
- " <td>20.754717</td>\n",
- " <td>24.390244</td>\n",
- " <td>32.075472</td>\n",
- " <td>40.000000</td>\n",
- " <td>7elq_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>16</th>\n",
- " <td>8joz_B</td>\n",
- " <td>27.631579</td>\n",
- " <td>26.315789</td>\n",
- " <td>23.636364</td>\n",
- " <td>47.674419</td>\n",
- " <td>18.367347</td>\n",
- " <td>24.000000</td>\n",
- " <td>27.272727</td>\n",
- " <td>24.285714</td>\n",
- " <td>26.136364</td>\n",
- " <td>...</td>\n",
- " <td>23.076923</td>\n",
- " <td>22.222222</td>\n",
- " <td>20.289855</td>\n",
- " <td>22.388060</td>\n",
- " <td>25.000000</td>\n",
- " <td>29.487179</td>\n",
- " <td>29.268293</td>\n",
- " <td>23.863636</td>\n",
- " <td>47.674419</td>\n",
- " <td>1h3e_B</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>22</th>\n",
- " <td>8sh5_R</td>\n",
- " <td>31.578947</td>\n",
- " <td>23.684211</td>\n",
- " <td>18.181818</td>\n",
- " <td>25.581395</td>\n",
- " <td>30.612245</td>\n",
- " <td>24.000000</td>\n",
- " <td>27.272727</td>\n",
- " <td>24.285714</td>\n",
- " <td>27.272727</td>\n",
- " <td>...</td>\n",
- " <td>23.076923</td>\n",
- " <td>29.629630</td>\n",
- " <td>24.637681</td>\n",
- " <td>29.850746</td>\n",
- " <td>25.000000</td>\n",
- " <td>23.076923</td>\n",
- " <td>24.390244</td>\n",
- " <td>26.136364</td>\n",
- " <td>37.777778</td>\n",
- " <td>6d3p_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>23</th>\n",
- " <td>8t29_R</td>\n",
- " <td>25.000000</td>\n",
- " <td>34.210526</td>\n",
- " <td>25.454545</td>\n",
- " <td>23.255814</td>\n",
- " <td>28.571429</td>\n",
- " <td>21.333333</td>\n",
- " <td>20.779221</td>\n",
- " <td>25.714286</td>\n",
- " <td>30.000000</td>\n",
- " <td>...</td>\n",
- " <td>32.692308</td>\n",
- " <td>24.074074</td>\n",
- " <td>23.188406</td>\n",
- " <td>35.820896</td>\n",
- " <td>23.529412</td>\n",
- " <td>25.641026</td>\n",
- " <td>31.707317</td>\n",
- " <td>23.333333</td>\n",
- " <td>42.222222</td>\n",
- " <td>6d3p_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>25</th>\n",
- " <td>8uiw_N</td>\n",
- " <td>30.263158</td>\n",
- " <td>23.684211</td>\n",
- " <td>23.636364</td>\n",
- " <td>25.581395</td>\n",
- " <td>34.693878</td>\n",
- " <td>26.666667</td>\n",
- " <td>29.870130</td>\n",
- " <td>25.714286</td>\n",
- " <td>20.312500</td>\n",
- " <td>...</td>\n",
- " <td>23.076923</td>\n",
- " <td>31.481481</td>\n",
- " <td>28.985507</td>\n",
- " <td>37.313433</td>\n",
- " <td>22.058824</td>\n",
- " <td>21.794872</td>\n",
- " <td>24.390244</td>\n",
- " <td>17.968750</td>\n",
- " <td>41.176471</td>\n",
- " <td>7k16_P</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>27</th>\n",
- " <td>8v1i_B</td>\n",
- " <td>22.807018</td>\n",
- " <td>29.824561</td>\n",
- " <td>14.545455</td>\n",
- " <td>29.824561</td>\n",
- " <td>30.612245</td>\n",
- " <td>42.105263</td>\n",
- " <td>36.842105</td>\n",
- " <td>28.070175</td>\n",
- " <td>29.824561</td>\n",
- " <td>...</td>\n",
- " <td>28.846154</td>\n",
- " <td>16.666667</td>\n",
- " <td>24.561404</td>\n",
- " <td>17.543860</td>\n",
- " <td>24.561404</td>\n",
- " <td>42.105263</td>\n",
- " <td>31.707317</td>\n",
- " <td>36.842105</td>\n",
- " <td>45.614035</td>\n",
- " <td>3add_C</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>28</th>\n",
- " <td>8vm8_R</td>\n",
- " <td>22.368421</td>\n",
- " <td>22.368421</td>\n",
- " <td>23.636364</td>\n",
- " <td>20.930233</td>\n",
- " <td>28.571429</td>\n",
- " <td>26.666667</td>\n",
- " <td>27.272727</td>\n",
- " <td>30.000000</td>\n",
- " <td>19.354839</td>\n",
- " <td>...</td>\n",
- " <td>32.692308</td>\n",
- " <td>29.629630</td>\n",
- " <td>36.231884</td>\n",
- " <td>23.880597</td>\n",
- " <td>29.411765</td>\n",
- " <td>20.512821</td>\n",
- " <td>29.268293</td>\n",
- " <td>26.881720</td>\n",
- " <td>38.461538</td>\n",
- " <td>4enc_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>29</th>\n",
- " <td>8vt5_A</td>\n",
- " <td>28.333333</td>\n",
- " <td>35.000000</td>\n",
- " <td>18.181818</td>\n",
- " <td>31.666667</td>\n",
- " <td>26.530612</td>\n",
- " <td>35.000000</td>\n",
- " <td>25.000000</td>\n",
- " <td>26.666667</td>\n",
- " <td>30.000000</td>\n",
- " <td>...</td>\n",
- " <td>34.615385</td>\n",
- " <td>25.925926</td>\n",
- " <td>23.333333</td>\n",
- " <td>23.333333</td>\n",
- " <td>21.666667</td>\n",
- " <td>38.333333</td>\n",
- " <td>31.707317</td>\n",
- " <td>30.000000</td>\n",
- " <td>41.666667</td>\n",
- " <td>2zzm_B</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>30</th>\n",
- " <td>8vu0_C</td>\n",
- " <td>39.473684</td>\n",
- " <td>34.210526</td>\n",
- " <td>27.272727</td>\n",
- " <td>38.157895</td>\n",
- " <td>26.530612</td>\n",
- " <td>33.333333</td>\n",
- " <td>39.473684</td>\n",
- " <td>27.142857</td>\n",
- " <td>27.631579</td>\n",
- " <td>...</td>\n",
- " <td>40.384615</td>\n",
- " <td>25.925926</td>\n",
- " <td>26.086957</td>\n",
- " <td>23.880597</td>\n",
- " <td>22.058824</td>\n",
- " <td>43.421053</td>\n",
- " <td>29.268293</td>\n",
- " <td>23.684211</td>\n",
- " <td>46.052632</td>\n",
- " <td>4yco_D</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>32</th>\n",
- " <td>8xzn_A</td>\n",
- " <td>24.528302</td>\n",
- " <td>30.188679</td>\n",
- " <td>20.754717</td>\n",
- " <td>26.415094</td>\n",
- " <td>24.489796</td>\n",
- " <td>30.188679</td>\n",
- " <td>28.301887</td>\n",
- " <td>24.528302</td>\n",
- " <td>24.528302</td>\n",
- " <td>...</td>\n",
- " <td>21.153846</td>\n",
- " <td>18.867925</td>\n",
- " <td>33.962264</td>\n",
- " <td>39.622642</td>\n",
- " <td>24.528302</td>\n",
- " <td>28.301887</td>\n",
- " <td>34.146341</td>\n",
- " <td>28.301887</td>\n",
- " <td>45.283019</td>\n",
- " <td>6gyv_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>33</th>\n",
- " <td>8ydc_A</td>\n",
- " <td>25.862069</td>\n",
- " <td>22.413793</td>\n",
- " <td>27.272727</td>\n",
- " <td>27.586207</td>\n",
- " <td>20.408163</td>\n",
- " <td>25.862069</td>\n",
- " <td>24.137931</td>\n",
- " <td>25.862069</td>\n",
- " <td>27.586207</td>\n",
- " <td>...</td>\n",
- " <td>17.307692</td>\n",
- " <td>22.222222</td>\n",
- " <td>25.862069</td>\n",
- " <td>31.034483</td>\n",
- " <td>29.310345</td>\n",
- " <td>18.965517</td>\n",
- " <td>26.829268</td>\n",
- " <td>29.310345</td>\n",
- " <td>43.103448</td>\n",
- " <td>5wti_B</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>34</th>\n",
- " <td>9bun_A</td>\n",
- " <td>27.083333</td>\n",
- " <td>31.250000</td>\n",
- " <td>14.583333</td>\n",
- " <td>33.333333</td>\n",
- " <td>25.000000</td>\n",
- " <td>31.250000</td>\n",
- " <td>25.000000</td>\n",
- " <td>31.250000</td>\n",
- " <td>33.333333</td>\n",
- " <td>...</td>\n",
- " <td>22.916667</td>\n",
- " <td>27.083333</td>\n",
- " <td>31.250000</td>\n",
- " <td>22.916667</td>\n",
- " <td>35.416667</td>\n",
- " <td>27.083333</td>\n",
- " <td>29.268293</td>\n",
- " <td>33.333333</td>\n",
- " <td>45.833333</td>\n",
- " <td>4v9p_AA</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "<p>17 rows × 216 columns</p>\n",
- "</div>"
- ],
- "text/plain": [
- " rcsb_id 1ehz_A 1f7u_B 1gtf_W 1h3e_B 1hq1_B 1il2_C \\\n",
- "1 7wkp_B 21.666667 20.000000 20.000000 26.666667 26.530612 25.000000 \n",
- "3 8dp3_R 21.052632 23.684211 20.000000 20.930233 28.571429 29.333333 \n",
- "4 8eyu_B 34.693878 24.489796 30.612245 30.612245 24.489796 24.489796 \n",
- "11 8gxb_A 21.311475 22.950820 16.363636 21.311475 26.530612 24.590164 \n",
- "13 8hzl_A 23.684211 22.368421 23.636364 15.476190 24.489796 25.333333 \n",
- "14 8idf_B 30.188679 24.528302 18.867925 22.641509 22.448980 35.849057 \n",
- "16 8joz_B 27.631579 26.315789 23.636364 47.674419 18.367347 24.000000 \n",
- "22 8sh5_R 31.578947 23.684211 18.181818 25.581395 30.612245 24.000000 \n",
- "23 8t29_R 25.000000 34.210526 25.454545 23.255814 28.571429 21.333333 \n",
- "25 8uiw_N 30.263158 23.684211 23.636364 25.581395 34.693878 26.666667 \n",
- "27 8v1i_B 22.807018 29.824561 14.545455 29.824561 30.612245 42.105263 \n",
- "28 8vm8_R 22.368421 22.368421 23.636364 20.930233 28.571429 26.666667 \n",
- "29 8vt5_A 28.333333 35.000000 18.181818 31.666667 26.530612 35.000000 \n",
- "30 8vu0_C 39.473684 34.210526 27.272727 38.157895 26.530612 33.333333 \n",
- "32 8xzn_A 24.528302 30.188679 20.754717 26.415094 24.489796 30.188679 \n",
- "33 8ydc_A 25.862069 22.413793 27.272727 27.586207 20.408163 25.862069 \n",
- "34 9bun_A 27.083333 31.250000 14.583333 33.333333 25.000000 31.250000 \n",
- "\n",
- " 1j1u_B 1kxk_A 1l9a_B ... 7oax_A 7os0_D 7qr3_C \\\n",
- "1 21.666667 25.000000 20.000000 ... 26.923077 20.370370 26.666667 \n",
- "3 33.766234 30.000000 21.111111 ... 32.692308 38.888889 31.884058 \n",
- "4 32.653061 26.530612 36.734694 ... 30.612245 22.448980 28.571429 \n",
- "11 24.590164 24.590164 27.868852 ... 19.230769 22.222222 29.508197 \n",
- "13 23.376623 25.714286 21.428571 ... 23.076923 22.222222 21.739130 \n",
- "14 22.641509 24.528302 28.301887 ... 23.076923 18.867925 20.754717 \n",
- "16 27.272727 24.285714 26.136364 ... 23.076923 22.222222 20.289855 \n",
- "22 27.272727 24.285714 27.272727 ... 23.076923 29.629630 24.637681 \n",
- "23 20.779221 25.714286 30.000000 ... 32.692308 24.074074 23.188406 \n",
- "25 29.870130 25.714286 20.312500 ... 23.076923 31.481481 28.985507 \n",
- "27 36.842105 28.070175 29.824561 ... 28.846154 16.666667 24.561404 \n",
- "28 27.272727 30.000000 19.354839 ... 32.692308 29.629630 36.231884 \n",
- "29 25.000000 26.666667 30.000000 ... 34.615385 25.925926 23.333333 \n",
- "30 39.473684 27.142857 27.631579 ... 40.384615 25.925926 26.086957 \n",
- "32 28.301887 24.528302 24.528302 ... 21.153846 18.867925 33.962264 \n",
- "33 24.137931 25.862069 27.586207 ... 17.307692 22.222222 25.862069 \n",
- "34 25.000000 31.250000 33.333333 ... 22.916667 27.083333 31.250000 \n",
- "\n",
- " 7szu_R 7v9e_A 7vnv_A 7vti_B 7vyx_C max_value \\\n",
- "1 25.000000 21.666667 20.000000 24.390244 25.000000 43.333333 \n",
- "3 25.373134 30.882353 19.230769 34.146341 20.000000 41.666667 \n",
- "4 22.448980 24.489796 30.612245 26.829268 32.653061 44.897959 \n",
- "11 24.590164 27.868852 21.311475 19.512195 26.229508 41.818182 \n",
- "13 26.865672 25.000000 17.948718 19.512195 22.619048 41.860465 \n",
- "14 20.754717 24.528302 20.754717 24.390244 32.075472 40.000000 \n",
- "16 22.388060 25.000000 29.487179 29.268293 23.863636 47.674419 \n",
- "22 29.850746 25.000000 23.076923 24.390244 26.136364 37.777778 \n",
- "23 35.820896 23.529412 25.641026 31.707317 23.333333 42.222222 \n",
- "25 37.313433 22.058824 21.794872 24.390244 17.968750 41.176471 \n",
- "27 17.543860 24.561404 42.105263 31.707317 36.842105 45.614035 \n",
- "28 23.880597 29.411765 20.512821 29.268293 26.881720 38.461538 \n",
- "29 23.333333 21.666667 38.333333 31.707317 30.000000 41.666667 \n",
- "30 23.880597 22.058824 43.421053 29.268293 23.684211 46.052632 \n",
- "32 39.622642 24.528302 28.301887 34.146341 28.301887 45.283019 \n",
- "33 31.034483 29.310345 18.965517 26.829268 29.310345 43.103448 \n",
- "34 22.916667 35.416667 27.083333 29.268293 33.333333 45.833333 \n",
- "\n",
- " max_rcsb_id \n",
- "1 4u4r_2 \n",
- "3 7eog_A \n",
- "4 3hhn_C \n",
- "11 6lax_A \n",
- "13 6sy4_C \n",
- "14 7elq_A \n",
- "16 1h3e_B \n",
- "22 6d3p_A \n",
- "23 6d3p_A \n",
- "25 7k16_P \n",
- "27 3add_C \n",
- "28 4enc_A \n",
- "29 2zzm_B \n",
- "30 4yco_D \n",
- "32 6gyv_A \n",
- "33 5wti_B \n",
- "34 4v9p_AA \n",
- "\n",
- "[17 rows x 216 columns]"
- ]
- },
- "execution_count": 13,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "less_SI"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [
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- " <td>29.166667</td>\n",
- " <td>20.833333</td>\n",
- " <td>21.818182</td>\n",
- " <td>27.777778</td>\n",
- " <td>32.653061</td>\n",
- " <td>20.833333</td>\n",
- " <td>27.777778</td>\n",
- " <td>21.428571</td>\n",
- " <td>29.166667</td>\n",
- " <td>...</td>\n",
- " <td>32.692308</td>\n",
- " <td>29.629630</td>\n",
- " <td>24.637681</td>\n",
- " <td>19.402985</td>\n",
- " <td>23.529412</td>\n",
- " <td>22.222222</td>\n",
- " <td>31.707317</td>\n",
- " <td>23.611111</td>\n",
- " <td>52.941176</td>\n",
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- " <td>11.904762</td>\n",
- " <td>9.523810</td>\n",
- " <td>42.857143</td>\n",
- " <td>14.285714</td>\n",
- " <td>7.142857</td>\n",
- " <td>14.285714</td>\n",
- " <td>4.761905</td>\n",
- " <td>4.761905</td>\n",
- " <td>4.761905</td>\n",
- " <td>...</td>\n",
- " <td>9.523810</td>\n",
- " <td>16.666667</td>\n",
- " <td>9.523810</td>\n",
- " <td>0.000000</td>\n",
- " <td>4.761905</td>\n",
- " <td>14.285714</td>\n",
- " <td>12.195122</td>\n",
- " <td>28.571429</td>\n",
- " <td>100.000000</td>\n",
- " <td>4jng_L</td>\n",
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- " <th>5</th>\n",
- " <td>8f4o_A</td>\n",
- " <td>23.684211</td>\n",
- " <td>25.000000</td>\n",
- " <td>20.000000</td>\n",
- " <td>22.891566</td>\n",
- " <td>26.530612</td>\n",
- " <td>20.000000</td>\n",
- " <td>23.376623</td>\n",
- " <td>22.857143</td>\n",
- " <td>25.301205</td>\n",
- " <td>...</td>\n",
- " <td>28.846154</td>\n",
- " <td>24.074074</td>\n",
- " <td>20.289855</td>\n",
- " <td>23.880597</td>\n",
- " <td>29.411765</td>\n",
- " <td>19.230769</td>\n",
- " <td>34.146341</td>\n",
- " <td>22.891566</td>\n",
- " <td>57.142857</td>\n",
- " <td>3d2v_A</td>\n",
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- " <tr>\n",
- " <th>6</th>\n",
- " <td>8fc6_1A</td>\n",
- " <td>32.894737</td>\n",
- " <td>35.526316</td>\n",
- " <td>30.909091</td>\n",
- " <td>30.232558</td>\n",
- " <td>44.897959</td>\n",
- " <td>41.333333</td>\n",
- " <td>32.467532</td>\n",
- " <td>40.000000</td>\n",
- " <td>34.375000</td>\n",
- " <td>...</td>\n",
- " <td>48.076923</td>\n",
- " <td>35.185185</td>\n",
- " <td>37.681159</td>\n",
- " <td>34.328358</td>\n",
- " <td>36.764706</td>\n",
- " <td>38.461538</td>\n",
- " <td>41.463415</td>\n",
- " <td>30.882353</td>\n",
- " <td>90.000000</td>\n",
- " <td>3umy_B</td>\n",
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- " <tr>\n",
- " <th>7</th>\n",
- " <td>8ffr_W</td>\n",
- " <td>18.421053</td>\n",
- " <td>21.052632</td>\n",
- " <td>0.000000</td>\n",
- " <td>22.093023</td>\n",
- " <td>28.571429</td>\n",
- " <td>21.333333</td>\n",
- " <td>20.779221</td>\n",
- " <td>17.142857</td>\n",
- " <td>23.232323</td>\n",
- " <td>...</td>\n",
- " <td>9.615385</td>\n",
- " <td>27.777778</td>\n",
- " <td>21.739130</td>\n",
- " <td>23.880597</td>\n",
- " <td>26.470588</td>\n",
- " <td>19.230769</td>\n",
- " <td>21.951220</td>\n",
- " <td>18.181818</td>\n",
- " <td>55.555556</td>\n",
- " <td>3pu0_R</td>\n",
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- " <th>8</th>\n",
- " <td>8fom_QA</td>\n",
- " <td>31.578947</td>\n",
- " <td>32.894737</td>\n",
- " <td>32.727273</td>\n",
- " <td>34.883721</td>\n",
- " <td>36.734694</td>\n",
- " <td>34.666667</td>\n",
- " <td>37.662338</td>\n",
- " <td>32.857143</td>\n",
- " <td>31.250000</td>\n",
- " <td>...</td>\n",
- " <td>40.384615</td>\n",
- " <td>31.481481</td>\n",
- " <td>43.478261</td>\n",
- " <td>35.820896</td>\n",
- " <td>39.705882</td>\n",
- " <td>29.487179</td>\n",
- " <td>36.585366</td>\n",
- " <td>28.676471</td>\n",
- " <td>100.000000</td>\n",
- " <td>4w2f_AA</td>\n",
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- " <th>9</th>\n",
- " <td>8fw4_Z</td>\n",
- " <td>27.631579</td>\n",
- " <td>30.263158</td>\n",
- " <td>25.454545</td>\n",
- " <td>25.581395</td>\n",
- " <td>32.653061</td>\n",
- " <td>34.666667</td>\n",
- " <td>27.272727</td>\n",
- " <td>28.571429</td>\n",
- " <td>25.781250</td>\n",
- " <td>...</td>\n",
- " <td>32.692308</td>\n",
- " <td>31.481481</td>\n",
- " <td>31.884058</td>\n",
- " <td>29.850746</td>\n",
- " <td>26.470588</td>\n",
- " <td>33.333333</td>\n",
- " <td>34.146341</td>\n",
- " <td>22.058824</td>\n",
- " <td>50.909091</td>\n",
- " <td>6lax_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>10</th>\n",
- " <td>8g9z_E</td>\n",
- " <td>36.842105</td>\n",
- " <td>31.578947</td>\n",
- " <td>23.636364</td>\n",
- " <td>23.255814</td>\n",
- " <td>26.530612</td>\n",
- " <td>32.000000</td>\n",
- " <td>27.272727</td>\n",
- " <td>27.142857</td>\n",
- " <td>24.444444</td>\n",
- " <td>...</td>\n",
- " <td>25.000000</td>\n",
- " <td>27.777778</td>\n",
- " <td>24.637681</td>\n",
- " <td>28.358209</td>\n",
- " <td>27.941176</td>\n",
- " <td>25.641026</td>\n",
- " <td>29.268293</td>\n",
- " <td>23.333333</td>\n",
- " <td>98.837209</td>\n",
- " <td>3rg5_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>12</th>\n",
- " <td>8hnt_B</td>\n",
- " <td>28.947368</td>\n",
- " <td>25.000000</td>\n",
- " <td>23.636364</td>\n",
- " <td>22.093023</td>\n",
- " <td>26.530612</td>\n",
- " <td>24.000000</td>\n",
- " <td>22.077922</td>\n",
- " <td>24.285714</td>\n",
- " <td>21.093750</td>\n",
- " <td>...</td>\n",
- " <td>21.153846</td>\n",
- " <td>24.074074</td>\n",
- " <td>23.188406</td>\n",
- " <td>31.343284</td>\n",
- " <td>30.882353</td>\n",
- " <td>20.512821</td>\n",
- " <td>26.829268</td>\n",
- " <td>21.875000</td>\n",
- " <td>71.093750</td>\n",
- " <td>6kc8_B</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>15</th>\n",
- " <td>8its_A</td>\n",
- " <td>34.782609</td>\n",
- " <td>30.434783</td>\n",
- " <td>21.739130</td>\n",
- " <td>36.956522</td>\n",
- " <td>23.913043</td>\n",
- " <td>23.913043</td>\n",
- " <td>28.260870</td>\n",
- " <td>28.260870</td>\n",
- " <td>34.782609</td>\n",
- " <td>...</td>\n",
- " <td>23.913043</td>\n",
- " <td>32.608696</td>\n",
- " <td>23.913043</td>\n",
- " <td>28.260870</td>\n",
- " <td>23.913043</td>\n",
- " <td>23.913043</td>\n",
- " <td>26.829268</td>\n",
- " <td>30.434783</td>\n",
- " <td>54.347826</td>\n",
- " <td>2oiu_P</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>17</th>\n",
- " <td>8kal_A</td>\n",
- " <td>26.315789</td>\n",
- " <td>19.736842</td>\n",
- " <td>29.090909</td>\n",
- " <td>23.255814</td>\n",
- " <td>26.530612</td>\n",
- " <td>26.666667</td>\n",
- " <td>25.974026</td>\n",
- " <td>21.428571</td>\n",
- " <td>21.428571</td>\n",
- " <td>...</td>\n",
- " <td>30.769231</td>\n",
- " <td>22.222222</td>\n",
- " <td>18.840580</td>\n",
- " <td>25.373134</td>\n",
- " <td>26.470588</td>\n",
- " <td>25.641026</td>\n",
- " <td>26.829268</td>\n",
- " <td>19.387755</td>\n",
- " <td>77.777778</td>\n",
- " <td>5b2r_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>18</th>\n",
- " <td>8oi5_1</td>\n",
- " <td>34.210526</td>\n",
- " <td>34.210526</td>\n",
- " <td>40.000000</td>\n",
- " <td>30.232558</td>\n",
- " <td>42.857143</td>\n",
- " <td>38.666667</td>\n",
- " <td>40.259740</td>\n",
- " <td>38.571429</td>\n",
- " <td>34.375000</td>\n",
- " <td>...</td>\n",
- " <td>40.384615</td>\n",
- " <td>37.037037</td>\n",
- " <td>34.782609</td>\n",
- " <td>37.313433</td>\n",
- " <td>32.352941</td>\n",
- " <td>33.333333</td>\n",
- " <td>39.024390</td>\n",
- " <td>27.205882</td>\n",
- " <td>60.344828</td>\n",
- " <td>1mms_C</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>19</th>\n",
- " <td>8olv_A</td>\n",
- " <td>31.578947</td>\n",
- " <td>28.947368</td>\n",
- " <td>32.727273</td>\n",
- " <td>27.906977</td>\n",
- " <td>34.693878</td>\n",
- " <td>30.666667</td>\n",
- " <td>27.272727</td>\n",
- " <td>31.428571</td>\n",
- " <td>28.906250</td>\n",
- " <td>...</td>\n",
- " <td>32.692308</td>\n",
- " <td>37.037037</td>\n",
- " <td>27.536232</td>\n",
- " <td>34.328358</td>\n",
- " <td>30.882353</td>\n",
- " <td>28.205128</td>\n",
- " <td>36.585366</td>\n",
- " <td>28.676471</td>\n",
- " <td>100.000000</td>\n",
- " <td>4faw_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>20</th>\n",
- " <td>8pot_B</td>\n",
- " <td>22.368421</td>\n",
- " <td>30.263158</td>\n",
- " <td>21.818182</td>\n",
- " <td>37.209302</td>\n",
- " <td>22.448980</td>\n",
- " <td>44.000000</td>\n",
- " <td>37.662338</td>\n",
- " <td>25.714286</td>\n",
- " <td>24.137931</td>\n",
- " <td>...</td>\n",
- " <td>30.769231</td>\n",
- " <td>27.777778</td>\n",
- " <td>27.536232</td>\n",
- " <td>26.865672</td>\n",
- " <td>25.000000</td>\n",
- " <td>30.769231</td>\n",
- " <td>29.268293</td>\n",
- " <td>21.839080</td>\n",
- " <td>100.000000</td>\n",
- " <td>4arc_B</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>21</th>\n",
- " <td>8q6n_A</td>\n",
- " <td>28.260870</td>\n",
- " <td>23.913043</td>\n",
- " <td>19.565217</td>\n",
- " <td>34.782609</td>\n",
- " <td>28.260870</td>\n",
- " <td>32.608696</td>\n",
- " <td>34.782609</td>\n",
- " <td>32.608696</td>\n",
- " <td>32.608696</td>\n",
- " <td>...</td>\n",
- " <td>26.086957</td>\n",
- " <td>23.913043</td>\n",
- " <td>41.304348</td>\n",
- " <td>30.434783</td>\n",
- " <td>30.434783</td>\n",
- " <td>34.782609</td>\n",
- " <td>31.707317</td>\n",
- " <td>26.086957</td>\n",
- " <td>100.000000</td>\n",
- " <td>7elq_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>24</th>\n",
- " <td>8toz_A</td>\n",
- " <td>26.315789</td>\n",
- " <td>26.315789</td>\n",
- " <td>18.181818</td>\n",
- " <td>30.232558</td>\n",
- " <td>32.653061</td>\n",
- " <td>25.333333</td>\n",
- " <td>27.272727</td>\n",
- " <td>27.142857</td>\n",
- " <td>23.762376</td>\n",
- " <td>...</td>\n",
- " <td>34.615385</td>\n",
- " <td>22.222222</td>\n",
- " <td>27.536232</td>\n",
- " <td>29.850746</td>\n",
- " <td>23.529412</td>\n",
- " <td>26.923077</td>\n",
- " <td>39.024390</td>\n",
- " <td>22.772277</td>\n",
- " <td>97.029703</td>\n",
- " <td>6xkn_A</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>26</th>\n",
- " <td>8uo6_A</td>\n",
- " <td>34.210526</td>\n",
- " <td>40.789474</td>\n",
- " <td>30.909091</td>\n",
- " <td>36.046512</td>\n",
- " <td>30.612245</td>\n",
- " <td>45.333333</td>\n",
- " <td>44.155844</td>\n",
- " <td>31.428571</td>\n",
- " <td>21.093750</td>\n",
- " <td>...</td>\n",
- " <td>40.384615</td>\n",
- " <td>24.074074</td>\n",
- " <td>26.086957</td>\n",
- " <td>32.835821</td>\n",
- " <td>25.000000</td>\n",
- " <td>35.897436</td>\n",
- " <td>31.707317</td>\n",
- " <td>18.656716</td>\n",
- " <td>72.727273</td>\n",
- " <td>5ccb_N</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>31</th>\n",
- " <td>8x5v_B</td>\n",
- " <td>22.368421</td>\n",
- " <td>25.000000</td>\n",
- " <td>21.818182</td>\n",
- " <td>24.418605</td>\n",
- " <td>28.571429</td>\n",
- " <td>28.000000</td>\n",
- " <td>24.675325</td>\n",
- " <td>27.142857</td>\n",
- " <td>22.727273</td>\n",
- " <td>...</td>\n",
- " <td>30.769231</td>\n",
- " <td>27.777778</td>\n",
- " <td>30.434783</td>\n",
- " <td>20.895522</td>\n",
- " <td>23.529412</td>\n",
- " <td>21.794872</td>\n",
- " <td>34.146341</td>\n",
- " <td>21.818182</td>\n",
- " <td>50.684932</td>\n",
- " <td>7el1_B</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "<p>18 rows × 216 columns</p>\n",
- "</div>"
- ],
- "text/plain": [
- " rcsb_id 1ehz_A 1f7u_B 1gtf_W 1h3e_B 1hq1_B 1il2_C \\\n",
- "0 7u4a_A 29.166667 20.833333 21.818182 27.777778 32.653061 20.833333 \n",
- "2 8axf_Q 11.904762 9.523810 42.857143 14.285714 7.142857 14.285714 \n",
- "5 8f4o_A 23.684211 25.000000 20.000000 22.891566 26.530612 20.000000 \n",
- "6 8fc6_1A 32.894737 35.526316 30.909091 30.232558 44.897959 41.333333 \n",
- "7 8ffr_W 18.421053 21.052632 0.000000 22.093023 28.571429 21.333333 \n",
- "8 8fom_QA 31.578947 32.894737 32.727273 34.883721 36.734694 34.666667 \n",
- "9 8fw4_Z 27.631579 30.263158 25.454545 25.581395 32.653061 34.666667 \n",
- "10 8g9z_E 36.842105 31.578947 23.636364 23.255814 26.530612 32.000000 \n",
- "12 8hnt_B 28.947368 25.000000 23.636364 22.093023 26.530612 24.000000 \n",
- "15 8its_A 34.782609 30.434783 21.739130 36.956522 23.913043 23.913043 \n",
- "17 8kal_A 26.315789 19.736842 29.090909 23.255814 26.530612 26.666667 \n",
- "18 8oi5_1 34.210526 34.210526 40.000000 30.232558 42.857143 38.666667 \n",
- "19 8olv_A 31.578947 28.947368 32.727273 27.906977 34.693878 30.666667 \n",
- "20 8pot_B 22.368421 30.263158 21.818182 37.209302 22.448980 44.000000 \n",
- "21 8q6n_A 28.260870 23.913043 19.565217 34.782609 28.260870 32.608696 \n",
- "24 8toz_A 26.315789 26.315789 18.181818 30.232558 32.653061 25.333333 \n",
- "26 8uo6_A 34.210526 40.789474 30.909091 36.046512 30.612245 45.333333 \n",
- "31 8x5v_B 22.368421 25.000000 21.818182 24.418605 28.571429 28.000000 \n",
- "\n",
- " 1j1u_B 1kxk_A 1l9a_B ... 7oax_A 7os0_D 7qr3_C \\\n",
- "0 27.777778 21.428571 29.166667 ... 32.692308 29.629630 24.637681 \n",
- "2 4.761905 4.761905 4.761905 ... 9.523810 16.666667 9.523810 \n",
- "5 23.376623 22.857143 25.301205 ... 28.846154 24.074074 20.289855 \n",
- "6 32.467532 40.000000 34.375000 ... 48.076923 35.185185 37.681159 \n",
- "7 20.779221 17.142857 23.232323 ... 9.615385 27.777778 21.739130 \n",
- "8 37.662338 32.857143 31.250000 ... 40.384615 31.481481 43.478261 \n",
- "9 27.272727 28.571429 25.781250 ... 32.692308 31.481481 31.884058 \n",
- "10 27.272727 27.142857 24.444444 ... 25.000000 27.777778 24.637681 \n",
- "12 22.077922 24.285714 21.093750 ... 21.153846 24.074074 23.188406 \n",
- "15 28.260870 28.260870 34.782609 ... 23.913043 32.608696 23.913043 \n",
- "17 25.974026 21.428571 21.428571 ... 30.769231 22.222222 18.840580 \n",
- "18 40.259740 38.571429 34.375000 ... 40.384615 37.037037 34.782609 \n",
- "19 27.272727 31.428571 28.906250 ... 32.692308 37.037037 27.536232 \n",
- "20 37.662338 25.714286 24.137931 ... 30.769231 27.777778 27.536232 \n",
- "21 34.782609 32.608696 32.608696 ... 26.086957 23.913043 41.304348 \n",
- "24 27.272727 27.142857 23.762376 ... 34.615385 22.222222 27.536232 \n",
- "26 44.155844 31.428571 21.093750 ... 40.384615 24.074074 26.086957 \n",
- "31 24.675325 27.142857 22.727273 ... 30.769231 27.777778 30.434783 \n",
- "\n",
- " 7szu_R 7v9e_A 7vnv_A 7vti_B 7vyx_C max_value \\\n",
- "0 19.402985 23.529412 22.222222 31.707317 23.611111 52.941176 \n",
- "2 0.000000 4.761905 14.285714 12.195122 28.571429 100.000000 \n",
- "5 23.880597 29.411765 19.230769 34.146341 22.891566 57.142857 \n",
- "6 34.328358 36.764706 38.461538 41.463415 30.882353 90.000000 \n",
- "7 23.880597 26.470588 19.230769 21.951220 18.181818 55.555556 \n",
- "8 35.820896 39.705882 29.487179 36.585366 28.676471 100.000000 \n",
- "9 29.850746 26.470588 33.333333 34.146341 22.058824 50.909091 \n",
- "10 28.358209 27.941176 25.641026 29.268293 23.333333 98.837209 \n",
- "12 31.343284 30.882353 20.512821 26.829268 21.875000 71.093750 \n",
- "15 28.260870 23.913043 23.913043 26.829268 30.434783 54.347826 \n",
- "17 25.373134 26.470588 25.641026 26.829268 19.387755 77.777778 \n",
- "18 37.313433 32.352941 33.333333 39.024390 27.205882 60.344828 \n",
- "19 34.328358 30.882353 28.205128 36.585366 28.676471 100.000000 \n",
- "20 26.865672 25.000000 30.769231 29.268293 21.839080 100.000000 \n",
- "21 30.434783 30.434783 34.782609 31.707317 26.086957 100.000000 \n",
- "24 29.850746 23.529412 26.923077 39.024390 22.772277 97.029703 \n",
- "26 32.835821 25.000000 35.897436 31.707317 18.656716 72.727273 \n",
- "31 20.895522 23.529412 21.794872 34.146341 21.818182 50.684932 \n",
- "\n",
- " max_rcsb_id \n",
- "0 4pqv_A \n",
- "2 4jng_L \n",
- "5 3d2v_A \n",
- "6 3umy_B \n",
- "7 3pu0_R \n",
- "8 4w2f_AA \n",
- "9 6lax_A \n",
- "10 3rg5_A \n",
- "12 6kc8_B \n",
- "15 2oiu_P \n",
- "17 5b2r_A \n",
- "18 1mms_C \n",
- "19 4faw_A \n",
- "20 4arc_B \n",
- "21 7elq_A \n",
- "24 6xkn_A \n",
- "26 5ccb_N \n",
- "31 7el1_B \n",
- "\n",
- "[18 rows x 216 columns]"
- ]
- },
- "execution_count": 14,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "more_SI"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## alphafold predictions\n",
- "### more_SI"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " RCSB_ID pTM score RMSD\n",
- "0 7u4a_A 0.23 25.032\n",
- "1 8axf_Q 0.30 17.056\n",
- "2 8f4o_A 0.55 10.848\n",
- "3 8fc6_1A 0.82 2.248\n",
- "4 8ffr_W 0.10 38.089\n",
- "5 8fom_QA 0.81 1.387\n",
- "6 8fw4_Z 0.66 3.056\n",
- "7 8g9z_E 0.51 3.906\n",
- "8 8hnt_B 0.26 21.707\n",
- "9 8its_A 0.31 12.334\n",
- "10 8kal_A 0.24 17.716\n",
- "11 8oi5_1 0.71 5.041\n",
- "12 8olv_A 0.87 1.502\n",
- "13 8pot_B 0.56 2.627\n",
- "14 8q6n_A 0.31 6.203\n",
- "15 8toz_A 0.30 19.282\n",
- "16 8uo6_A 0.39 8.635\n",
- "17 8x5v_B 0.23 16.590\n"
- ]
- }
- ],
- "source": [
- "import pandas as pd\n",
- "#Data Frame with rcsb_id, ptm Score and number of cif with best ptm score \n",
- "rcsb_id = more_SI.iloc[:, 0].to_list()\n",
- "ptm_score = [0.23, 0.3, 0.55, 0.82, 0.1, 0.81, 0.66, 0.51, 0.26, 0.31, 0.24, 0.71, 0.87, 0.56, 0.31, 0.3, 0.39, 0.23]\n",
- "rmsd = [25.032, 17.056, 10.848, 2.248, 38.089, 1.387, 3.056, 3.906, 21.707, 12.334, 17.716, 5.041, 1.502, 2.627, 6.203, 19.282, 8.635, 16.590]\n",
- "df_ptm_more_SI = pd.DataFrame({\"RCSB_ID\" : rcsb_id, \"pTM score\":ptm_score, \"RMSD\": rmsd})\n",
- "print(df_ptm_more_SI)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": 16,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " RCSB_ID pTM score RMSD\n",
- "0 7wkp_B 0.26 5.407\n",
- "1 8dp3_R 0.38 20.842\n",
- "2 8eyu_B 0.29 12.863\n",
- "3 8gxb_A 0.33 6.878\n",
- "4 8hzl_A 0.29 30.568\n",
- "5 8idf_B 0.32 12.603\n",
- "6 8joz_B 0.51 2.939\n",
- "7 8sh5_R 0.34 6.499\n",
- "8 8t29_R 0.29 10.414\n",
- "9 8uiw_N 0.34 9.096\n",
- "10 8v1i_B 0.44 2.958\n",
- "11 8vm8_R 0.41 20.362\n",
- "12 8vt5_A 0.47 1.172\n",
- "13 8vu0_C 0.54 3.023\n",
- "14 8xzn_A 0.30 11.884\n",
- "15 8ydc_A 0.25 22.942\n",
- "16 9bun_A 0.28 17.300\n"
- ]
- }
- ],
- "source": [
- "rcsb_id2 = less_SI.iloc[:, 0].to_list()\n",
- "rcsb_id2\n",
- "ptm_score2 = [0.26, 0.38, 0.29, 0.33, 0.29, 0.32, 0.51, 0.34, 0.29, 0.34, 0.44, 0.41, 0.47, 0.54, 0.3, 0.25, 0.28]\n",
- "rmsd2=[5.407, 20.842, 12.863, 6.878, 30.568, 12.603, 2.939, 6.499, 10.414, 9.096, 2.958, 20.362, 1.172, 3.023, 11.884, 22.942, 17.300]\n",
- "#for 7wkp_B large part of the sequence is not modeled in pdb\n",
- "df_ptm_less_SI = pd.DataFrame({\"RCSB_ID\" : rcsb_id2, \"pTM score\":ptm_score2, \"RMSD\":rmsd2})\n",
- "print(df_ptm_less_SI)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": 17,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " RCSB_ID pTM score RMSD\n",
- "0 7wkp_B 0.26 5.407\n",
- "3 8gxb_A 0.33 6.878\n",
- "6 8joz_B 0.51 2.939\n",
- "7 8sh5_R 0.34 6.499\n",
- "9 8uiw_N 0.34 9.096\n",
- "10 8v1i_B 0.44 2.958\n",
- "12 8vt5_A 0.47 1.172\n",
- "13 8vu0_C 0.54 3.023\n"
- ]
- }
- ],
- "source": [
- "#RMSD kleiner als 5 bei less SI\n",
- "print(df_ptm_less_SI[df_ptm_less_SI[\"RMSD\"] <10])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 18,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " RCSB_ID pTM score RMSD\n",
- "12 8vt5_A 0.47 1.172\n",
- "6 8joz_B 0.51 2.939\n",
- "10 8v1i_B 0.44 2.958\n",
- "13 8vu0_C 0.54 3.023\n",
- "0 7wkp_B 0.26 5.407\n",
- "7 8sh5_R 0.34 6.499\n",
- "3 8gxb_A 0.33 6.878\n",
- "9 8uiw_N 0.34 9.096\n",
- "8 8t29_R 0.29 10.414\n",
- "14 8xzn_A 0.30 11.884\n",
- "5 8idf_B 0.32 12.603\n",
- "2 8eyu_B 0.29 12.863\n",
- "16 9bun_A 0.28 17.300\n",
- "11 8vm8_R 0.41 20.362\n",
- "1 8dp3_R 0.38 20.842\n",
- "15 8ydc_A 0.25 22.942\n",
- "4 8hzl_A 0.29 30.568\n"
- ]
- }
- ],
- "source": [
- "df_sorted_less = df_ptm_less_SI.sort_values(by='RMSD', ascending=True)\n",
- "print(df_sorted_less)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 19,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 900x500 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "import matplotlib.pyplot as plt\n",
- "from matplotlib.lines import Line2D\n",
- "\n",
- "fig, ax = plt.subplots(figsize = (9, 5))\n",
- "\n",
- "scatter1=ax.scatter(rmsd, ptm_score, label =\"more SI\", color = \"green\")\n",
- "scatter2=ax.scatter(rmsd2, ptm_score2, label = \"less SI\", color = \"orange\")\n",
- "\n",
- "# Bestimme die Punkte, die umkreist werden sollen (z.B. die ersten beiden)\n",
- "highlighted_rmsd = [rmsd[1], rmsd[3], rmsd[4], rmsd[5], rmsd[7], rmsd[8], rmsd[10], rmsd[11], rmsd[13], rmsd[17], rmsd2[1], rmsd2[3], rmsd2[5], rmsd2[6], rmsd2[7], rmsd2[8], rmsd2[9], rmsd2[11], rmsd2[13]] # z.B. den ersten Punkt von mehr SI und den zweiten von weniger SI\n",
- "highlighted_ptm_score = [ptm_score[1], ptm_score[3], ptm_score[4], ptm_score[5], ptm_score[7], ptm_score[8], ptm_score[10], ptm_score[11], ptm_score[13], ptm_score[17], ptm_score2[1], ptm_score2[3], ptm_score2[5], ptm_score2[6], ptm_score2[7], ptm_score2[8], ptm_score2[9], ptm_score2[11], ptm_score2[13]] # die entsprechenden pTM Scores\n",
- "\n",
- "# Umkreise die hervorgehobenen Punkte\n",
- "for x, y in zip(highlighted_rmsd, highlighted_ptm_score):\n",
- " ax.scatter(x, y, s=120, facecolors='none', edgecolors='black', linewidth=1) # Kreis um den Punkt\n",
- "\n",
- "ax.set_xlabel(\"RMSD\", fontsize =14)\n",
- "ax.set_ylabel(\"pTM Score\", fontsize = 14)\n",
- "ax.set_title(\"pTM score vs RMSD\", fontsize = 16)\n",
- "\n",
- "ax.axhline(y=0.5, color =\"gray\", linestyle = \"--\", linewidth = 0.8)\n",
- "\n",
- "ax.legend()\n",
- "# Leerer schwarzer Kreis als Legendeneintrag\n",
- "circle_patch = Line2D([0], [0], marker='o', color='white', markerfacecolor='black', markersize=10, label='RNA in complex', fillstyle='none')\n",
- "\n",
- "# Legende aktualisieren: Die Handles sind die Scatter-Objekte und der leere Kreis\n",
- "ax.legend([scatter1, scatter2, circle_patch], \n",
- " ['more SI', 'less SI', 'RNA in complex'], loc='upper right')\n",
- "\n",
- "ax.set_ylim(0, 1)\n",
- "\n",
- "plt.savefig(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/rmsd_more_less_SI.png\", dpi =300, bbox_inches =\"tight\")\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "py",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.12.5"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/alphafold_structures/23_24_rna_complexes/less_SI/rmsd_residue_less_si.ipynb b/alphafold_structures/23_24_rna_complexes/less_SI/rmsd_residue_less_si.ipynb
deleted file mode 100644
index a93d33cec829e7720570b7d3e1a23db5a48a2726..0000000000000000000000000000000000000000
--- a/alphafold_structures/23_24_rna_complexes/less_SI/rmsd_residue_less_si.ipynb
+++ /dev/null
@@ -1,1734 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "import BioHelpers_FABER.rmsd as rmsd\n",
- "\n",
- "import Bio.PDB as pdb\n",
- "import numpy as np\n",
- "\n",
- "import matplotlib.pyplot as plt\n",
- "\n",
- "def confidence_from_mmcif(filename: str) -> list[float]:\n",
- " structure = pdb.MMCIFParser().get_structure(\"\", filename)[0]['A']\n",
- " out = []\n",
- " for res in structure.get_residues():\n",
- " mean = 0\n",
- " atoms = list(res.get_atoms())\n",
- " for atom in atoms:\n",
- " mean += atom.get_bfactor()\n",
- " out.append(mean/len(atoms))\n",
- " return out\n"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 7wkp_B"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [],
- "source": [
- "#file_af_7wkp= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fold_7wkp_b_af3_model_0.cif\"\n",
- "#file_pdb_7wkp = \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/7wkp.cif\"\n",
- "#print(rmsd.rmsd_pdb(file_af_7wkp, file_pdb_7wkp))\n",
- "\n",
- "##### von 60 residues sind nur 21 in der struktur aufgeklärt, demnach entspricht dies nicht dem Längenkriterium und wird nicht berücksichtigt"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8dp3_R"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "20.841744168854966\n",
- "[np.float64(8.513665656440118), np.float64(6.862471156503689), np.float64(5.817998187623863), np.float64(5.009655076759515), np.float64(4.53669121578289), np.float64(5.491306485027196), np.float64(6.381490388090583), np.float64(6.827462968712118), np.float64(6.984259820681087), np.float64(6.57545562743787), np.float64(12.000050568737413), np.float64(13.522578647490004), np.float64(13.308239859858173), np.float64(10.512650494771368), np.float64(12.062942642643389), np.float64(18.95687567640546), np.float64(26.82471478462379), np.float64(32.85926787762318), np.float64(38.5550309808684), np.float64(42.24137732475848), np.float64(52.80460410862028), np.float64(53.63508985199807), np.float64(50.06700972301717), np.float64(42.914656332230585), np.float64(39.499512692408466), np.float64(35.0173328470434), np.float64(29.964302264530968), np.float64(23.75202358722515), np.float64(20.68275463143914), np.float64(19.72221921080187), np.float64(17.58207368184598), np.float64(14.81359127635815), np.float64(11.056897477562606), np.float64(13.527781680792115), np.float64(19.392271846867644), np.float64(24.675945608782794), np.float64(29.755292348217036), np.float64(33.38778803147119), np.float64(38.60079022992911), np.float64(46.21686161215162), np.float64(47.609163232180045), np.float64(47.55676852088612), np.float64(38.032654970725616), np.float64(30.833816797184152), np.float64(23.20441144127642), np.float64(15.634736090518977), np.float64(5.64254830694812), np.float64(5.2594444672442), np.float64(7.578053651557278), np.float64(11.673634858523107), np.float64(5.976397920316528), np.float64(4.3696587355480165), np.float64(3.942162625991876), np.float64(4.242705504035313), np.float64(4.543093678298159), np.float64(5.403344758294365), np.float64(5.555652603860134), np.float64(5.877907632777753), np.float64(6.124190042060572), np.float64(6.070897293141755), np.float64(5.969119227727687), np.float64(6.258022849918488), np.float64(6.126201046991873), np.float64(6.269983610450782), np.float64(7.3819345427585725), np.float64(5.879469113105609), np.float64(6.357682042514155), np.float64(5.929827109772501), np.float64(5.664411703061123), np.float64(5.401528640583994), np.float64(5.185263662058171), np.float64(5.152962311600942), np.float64(4.959878031076358), np.float64(4.637181220922316), np.float64(4.458589850238933), np.float64(4.169383064816278), np.float64(4.2401773880337), np.float64(5.383230116326124), np.float64(6.104648589159261), np.float64(5.627714709988051), np.float64(5.146852581077091), np.float64(5.295554714611689), np.float64(6.653180875935765), np.float64(7.731308774770086), np.float64(8.672147163198), np.float64(9.137151306067064), np.float64(9.459994290072345), np.float64(9.532837593732577), np.float64(10.829604690970354), np.float64(12.145313027251715)]\n",
- "[73.1995652173913, 73.6017391304348, 73.86549999999998, 75.46954545454544, 75.21090909090908, 73.84636363636362, 71.2459090909091, 68.149, 67.72818181818182, 67.67478260869565, 67.0515, 65.79549999999999, 69.8915, 72.11217391304349, 72.31250000000001, 71.27043478260869, 67.76391304347825, 63.003043478260885, 59.499, 55.15913043478261, 48.1640909090909, 47.61727272727273, 50.74, 52.105999999999995, 51.35363636363636, 53.4415, 58.63454545454544, 58.987999999999985, 60.915000000000006, 62.516, 67.67545454545456, 70.53099999999999, 73.12818181818183, 72.1708695652174, 70.36130434782609, 66.29217391304347, 65.6065, 61.50250000000001, 56.916, 52.40954545454545, 53.47450000000001, 51.1945, 55.89304347826087, 59.12869565217392, 62.5621739130435, 64.05449999999999, 64.44956521739131, 58.887, 47.65399999999999, 55.029545454545435, 66.30260869565218, 68.76899999999998, 70.93136363636361, 69.967, 66.0265, 60.88250000000001, 62.047000000000004, 63.2304347826087, 65.21521739130434, 67.57300000000001, 71.53636363636363, 71.992, 66.83850000000001, 62.08227272727274, 61.121, 61.589, 67.58521739130435, 70.83, 71.05727272727273, 68.778, 63.366499999999995, 59.9015, 59.7525, 59.86899999999999, 63.35347826086957, 65.137, 68.60739130434781, 69.607, 69.20173913043477, 70.723, 70.63150000000002, 70.346, 69.81130434782608, 69.932, 71.7155, 76.326, 79.01599999999999, 78.9490909090909, 80.77800000000002, 79.17699999999999]\n",
- "Index: 20, Wert: 52.80460410862028\n",
- "Index: 21, Wert: 53.63508985199807\n",
- "Index: 22, Wert: 50.06700972301717\n"
- ]
- }
- ],
- "source": [
- "file_af_8dp3= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8dp3_r_af3_model_0.cif\"\n",
- "file_pdb_8dp3 = \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8dp3_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8dp3, file_pdb_8dp3))\n",
- "\n",
- "rmsd_residue_8dp3= rmsd.rmsd_per_residue(file_af_8dp3, file_pdb_8dp3)\n",
- "print(rmsd_residue_8dp3)\n",
- "## ValueError: operands could not be broadcast together with shapes (3,24) (3,23) \n",
- "\n",
- "conf_value_8dp3 = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8dp3_r_af3_model_0.cif\")\n",
- "print(conf_value_8dp3)\n",
- "\n",
- "for index, value in enumerate(rmsd_residue_8dp3):\n",
- " if value >50:\n",
- " print(f\"Index: {index}, Wert: {value}\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8dp3, conf_value_8dp3)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8dp3_R\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8) #kleiner 70 gelb, größer 70 hellblau\n",
- "plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8) #kleiner 50 orange \n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8eyu_B"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "12.549235036447442\n",
- "[np.float64(4.223633400066034), np.float64(2.9639935533498862), np.float64(6.306027841034371), np.float64(8.744450229452898), np.float64(11.344027854889701), np.float64(12.093390364189439), np.float64(11.628202541616389), np.float64(10.078318581536442), np.float64(8.122584073168014), np.float64(10.85503586842341), np.float64(11.929862515500153), np.float64(3.0374985104741126), np.float64(2.4998587078434937), np.float64(3.6887206200200544), np.float64(4.995235795264601), np.float64(6.06510044470636), np.float64(9.435496088619775), np.float64(6.908537395972873), np.float64(13.92870585046589), np.float64(10.959972461631997), np.float64(14.113001824575507), np.float64(17.687390112397708), np.float64(26.60441753034977), np.float64(10.32609561209211), np.float64(8.780686121645463), np.float64(16.341777389203287), np.float64(20.799831898296855), np.float64(30.241542808569143), np.float64(21.813125605132907), np.float64(22.844503800135097), np.float64(21.280815284777244), np.float64(15.767351105011446), np.float64(14.070790207494387), np.float64(14.667942783935239), np.float64(11.154924752663144), np.float64(12.944327818262032), np.float64(4.666452021413018), np.float64(4.788473212443415), np.float64(5.425280605491178), np.float64(5.813906862186836), np.float64(5.092938845925362), np.float64(4.245839378685735), np.float64(5.008148084735922), np.float64(6.178173738068928), np.float64(8.879927925417915), np.float64(10.495986941326748), np.float64(11.429933932335267), np.float64(10.793883896712606), np.float64(10.266264087451802)]\n",
- "[76.49000000000001, 75.348, 73.79565217391306, 73.02550000000001, 73.9565, 73.09565217391305, 71.37695652173913, 67.12599999999999, 58.475, 51.69454545454546, 49.90913043478261, 58.494782608695644, 62.301, 64.1009090909091, 63.10434782608695, 61.30181818181818, 54.76, 47.52826086956522, 42.26449999999999, 39.86347826086956, 38.24478260869565, 35.81043478260869, 34.941500000000005, 36.4895652173913, 36.5904347826087, 36.9415, 35.10304347826087, 37.267, 37.03260869565217, 36.07434782608696, 39.41045454545454, 41.27478260869565, 41.56695652173913, 43.11681818181818, 42.49695652173913, 44.440999999999995, 51.47, 58.060500000000005, 61.446000000000005, 64.26549999999999, 66.40086956521739, 66.91299999999998, 72.3365, 75.0875, 77.7178260869565, 79.31695652173914, 79.8245, 81.14565217391305, 81.95599999999999]\n"
- ]
- }
- ],
- "source": [
- "file_af_8eyu= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8eyu_b_af3_model_0.cif\"\n",
- "file_pdb_8eyu = \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8eyu_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8eyu, file_pdb_8eyu))\n",
- "\n",
- "rmsd_residue_8eyu= rmsd.rmsd_per_residue(file_af_8eyu, file_pdb_8eyu)\n",
- "print(rmsd_residue_8eyu)\n",
- "\n",
- "conf_value_8eyu = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8eyu_b_af3_model_0.cif\")\n",
- "print(conf_value_8eyu)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8eyu, conf_value_8eyu)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8eyu_B\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8) #kleiner 70 gelb, größer 70 hellblau\n",
- "plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8) #kleiner 50 orange \n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8gxb_A"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "6.877703104961713\n",
- "[np.float64(4.966201644332058), np.float64(4.045062916778965), np.float64(3.106309946505436), np.float64(2.795901916419031), np.float64(5.611418069579289), np.float64(2.9202086051173395), np.float64(3.0532712953408376), np.float64(3.4967393420052595), np.float64(2.047226399528417), np.float64(5.925439536474756), np.float64(6.521831809590314), np.float64(7.70529318828265), np.float64(7.724800557785684), np.float64(6.928704355787207), np.float64(10.260984102388596), np.float64(3.932080796519504), np.float64(2.805659974005493), np.float64(1.5682140392522337), np.float64(1.888040688645076), np.float64(2.69653416796084), np.float64(2.902586635817115), np.float64(3.6674121603270975), np.float64(5.072026501608285), np.float64(6.665659540433521), np.float64(8.657405688390387), np.float64(3.961736491081447), np.float64(9.596446165474338), np.float64(13.729877534345697), np.float64(15.99075700664432), np.float64(15.864345686858565), np.float64(9.06862974333725), np.float64(5.894479124616336), np.float64(4.109679888827468), np.float64(3.571953915890112), np.float64(2.599350650000754), np.float64(1.574704013570075), np.float64(1.3439808251530045), np.float64(4.2031807413573725), np.float64(4.615747084100691), np.float64(10.605943542482454), np.float64(5.009130855030921), np.float64(4.4672699838712875), np.float64(3.8696444144652697), np.float64(3.3963415635375633), np.float64(3.137530531371622), np.float64(4.405744380009143), np.float64(3.684407760190503), np.float64(4.871714520615172), np.float64(4.774978541636039), np.float64(4.931801513839854), np.float64(6.3071574584846894), np.float64(7.462413479527984), np.float64(7.54287330088319), np.float64(4.970383253533637), np.float64(3.815769950851104), np.float64(13.371472310842776), np.float64(11.661046761820664), np.float64(10.400895989388857), np.float64(10.852271274672278), np.float64(11.422955640742385)]\n",
- "[53.78043478260869, 55.34727272727273, 56.537826086956514, 57.4995, 53.54695652173914, 53.6135, 55.388999999999996, 51.025, 49.297, 55.13304347826086, 56.33, 56.030499999999996, 57.2615, 58.04130434782609, 52.60409090909091, 48.290000000000006, 48.12636363636364, 54.47565217391303, 57.28000000000001, 60.77700000000001, 62.59999999999999, 64.777, 63.68090909090908, 63.4295, 60.85899999999998, 57.49521739130435, 60.63900000000001, 56.684090909090905, 53.354, 51.575, 53.052, 54.2125, 57.235652173913046, 57.72649999999999, 58.05434782608697, 57.04227272727273, 55.951499999999996, 49.91681818181817, 46.1515, 44.98260869565218, 51.84782608695652, 55.53249999999999, 55.4165, 56.468500000000006, 59.47949999999999, 56.739, 53.26950000000001, 52.96227272727272, 52.85090909090909, 52.90999999999999, 54.73363636363636, 54.13318181818182, 56.666999999999994, 53.26681818181819, 53.32772727272727, 52.98318181818181, 54.12318181818184, 57.270434782608696, 57.251304347826085, 60.3659090909091]\n"
- ]
- }
- ],
- "source": [
- "file_af_8gxb= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8gxb_a_af3_model_0.cif\"\n",
- "file_pdb_8gxb = \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8gxb_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8gxb, file_pdb_8gxb))\n",
- "\n",
- "rmsd_residue_8gxb= rmsd.rmsd_per_residue(file_af_8gxb, file_pdb_8gxb)\n",
- "print(rmsd_residue_8gxb)\n",
- "\n",
- "conf_value_8gxb = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8gxb_a_af3_model_0.cif\")\n",
- "print(conf_value_8gxb)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8gxb, conf_value_8gxb)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8gxb_A\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8) #kleiner 50 orange \n",
- "\n",
- "plt.xlim(0, 20)\n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8hzl_A"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "30.567983250453405\n",
- "[np.float64(36.298628780958936), np.float64(33.27687827766793), np.float64(29.761944928899208), np.float64(26.916159082584375), np.float64(25.413382673845522), np.float64(25.642829878503196), np.float64(25.744350345439635), np.float64(26.773164645270928), np.float64(28.33743324159409), np.float64(35.51707224779538), np.float64(44.627712405553375), np.float64(43.4690320518009), np.float64(41.89345609886643), np.float64(38.01148821388873), np.float64(33.93889223146668), np.float64(28.449111945070552), np.float64(25.0892439818924), np.float64(24.39907063429311), np.float64(25.100011518925395), np.float64(27.812336146165826), np.float64(28.773192608183663), np.float64(25.18478555426575), np.float64(29.02184157322516), np.float64(35.71371667958388), np.float64(42.969047656387346), np.float64(51.41324817225981), np.float64(46.303474012639654), np.float64(38.82125124433327), np.float64(31.17978752849677), np.float64(26.984278513497838), np.float64(25.041513300874318), np.float64(23.346011500670087), np.float64(20.6730302959317), np.float64(24.2604355732525), np.float64(25.25747060722505), np.float64(29.54309141571493), np.float64(35.704913233193494), np.float64(32.33692088402387), np.float64(29.049803463651546), np.float64(25.395074693544643), np.float64(21.071562650725316), np.float64(18.64944246650716), np.float64(16.28353737411451), np.float64(17.5584637793174), np.float64(17.20812433520134), np.float64(22.940798852031296), np.float64(29.912295919218565), np.float64(35.77216314716196), np.float64(40.634014390115624), np.float64(42.14794851535482), np.float64(46.692489819373485), np.float64(42.25532044759298), np.float64(39.08589717024638), np.float64(35.51562223426352), np.float64(34.284649216941105), np.float64(33.12504605625387), np.float64(30.644335949374867), np.float64(25.98621932978345), np.float64(19.746670403873527), np.float64(20.294433358797235), np.float64(22.661144370495983), np.float64(23.781166417619534), np.float64(31.40588518261022), np.float64(35.886864757609196), np.float64(38.006739994221974), np.float64(37.36033951011416), np.float64(33.390580280837575), np.float64(26.518436687499587), np.float64(25.135756136719657), np.float64(21.762144192914022), np.float64(15.344247766800022), np.float64(10.033471678669715), np.float64(5.4862979304275905), np.float64(7.6445964747934125), np.float64(11.95478662906784), np.float64(14.919285052092354), np.float64(18.190270134223642), np.float64(25.209912199859076), np.float64(28.495014917665493), np.float64(31.250994560365445), np.float64(32.99544973770493), np.float64(34.47333087481776), np.float64(36.305221457200034), np.float64(38.67769363314704)]\n",
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- ]
- }
- ],
- "source": [
- "file_af_8hzl= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8hzl_a_af3_model_0.cif\"\n",
- "file_pdb_8hzl = \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8hzl_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8hzl, file_pdb_8hzl))\n",
- "\n",
- "rmsd_residue_8hzl= rmsd.rmsd_per_residue(file_af_8hzl, file_pdb_8hzl)\n",
- "print(rmsd_residue_8hzl)\n",
- "\n",
- "conf_value_8hzl = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8hzl_a_af3_model_0.cif\")\n",
- "print(conf_value_8hzl)\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8hzl, conf_value_8hzl)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8hzl_A\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8) #kleiner 50 orange \n",
- "\n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8idf_B"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "12.603186105108502\n",
- "[np.float64(24.960849104346124), np.float64(26.005167287040607), np.float64(26.067551849443486), np.float64(29.35044067076721), np.float64(20.85661766563253), np.float64(16.42889735055944), np.float64(10.608606748225277), np.float64(7.842680559054356), np.float64(10.546874606974587), np.float64(10.362445095473314), np.float64(11.380964436930185), np.float64(11.033910460366727), np.float64(11.03341642227335), np.float64(10.494287026581736), np.float64(8.019673505830935), np.float64(4.775230213494156), np.float64(2.5006187869987873), np.float64(2.0070375101608966), np.float64(3.542223349610332), np.float64(5.871100537195695), np.float64(7.718202715942893), np.float64(8.784750205926057), np.float64(7.985431862247244), np.float64(9.255752989338175), np.float64(4.648041105005819), np.float64(4.443930725844923), np.float64(8.178672474136944), np.float64(11.05219142268235), np.float64(15.625370902467418), np.float64(13.731851242731219), np.float64(13.779940764566891), np.float64(11.04117867872828), np.float64(9.112140838383775), np.float64(7.713846211081257), np.float64(7.846865338818867), np.float64(7.963350068415443), np.float64(8.476988667082235), np.float64(10.297627148296552), np.float64(6.7608624660290335), np.float64(6.741207417364816), np.float64(7.296206968375158), np.float64(5.778233706425996), np.float64(4.267202442936189), np.float64(2.672267411170718), np.float64(3.0298875647415535), np.float64(5.716466967019158), np.float64(7.104671673789038), np.float64(16.154373077972842), np.float64(12.624913493834905), np.float64(13.446603680163165), np.float64(14.03395729461318), np.float64(19.96538730267233), np.float64(26.167793906669267)]\n",
- "[55.896956521739135, 54.006956521739134, 52.78227272727272, 50.084999999999994, 46.02454545454544, 50.5055, 52.43150000000001, 59.04363636363637, 61.679545454545455, 61.86272727272728, 63.32499999999998, 63.25099999999999, 66.41250000000001, 70.68304347826087, 74.7291304347826, 76.21909090909092, 76.59454545454545, 76.47099999999999, 74.94130434782608, 69.54772727272729, 68.296, 63.87454545454545, 65.43749999999999, 66.48818181818181, 70.38478260869566, 72.45000000000003, 74.0091304347826, 68.911, 67.2645, 64.236, 64.94913043478262, 68.296, 68.80349999999999, 67.14500000000001, 58.92304347826087, 58.68599999999999, 57.164347826086946, 59.238636363636374, 67.88636363636364, 71.24782608695651, 75.11500000000001, 76.61608695652174, 77.754, 76.26249999999999, 75.56550000000001, 72.36600000000001, 61.20500000000002, 51.590499999999984, 54.31818181818182, 60.84750000000001, 62.769000000000005, 61.7365, 60.9455]\n"
- ]
- }
- ],
- "source": [
- "file_af_8idf= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8idf_b_af3_model_0.cif\"\n",
- "file_pdb_8idf = \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8idf_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8idf, file_pdb_8idf))\n",
- "\n",
- "rmsd_residue_8idf= rmsd.rmsd_per_residue(file_af_8idf, file_pdb_8idf)\n",
- "print(rmsd_residue_8idf)\n",
- "\n",
- "conf_value_8idf = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8idf_b_af3_model_0.cif\")\n",
- "print(conf_value_8idf)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8idf, conf_value_8idf)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8idf_B\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8) #kleiner 50 orange \n",
- "plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8)\n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8joz_B"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [],
- "source": [
- "#file_af_8joz= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fold_8joz_b_af3_model_0.cif\"\n",
- "#file_pdb_8joz = \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8joz_fixed.cif\"\n",
- "#print(rmsd.rmsd_pdb(file_af_8joz, file_pdb_8joz))\n",
- "\n",
- "# 1700 zu 1883 atomen"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8sh5_R"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "6.481882442624211\n",
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- ]
- }
- ],
- "source": [
- "file_af_8sh5= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8sh5_r_af3_model_0.cif\"\n",
- "file_pdb_8sh5= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8sh5_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8sh5, file_pdb_8sh5))\n",
- "\n",
- "rmsd_residue_8sh5= rmsd.rmsd_per_residue(file_af_8sh5, file_pdb_8sh5)\n",
- "print(rmsd_residue_8sh5)\n",
- "\n",
- "conf_value_8sh5 = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8sh5_r_af3_model_0.cif\")\n",
- "print(conf_value_8sh5)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [
- {
- "data": {
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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8sh5, conf_value_8sh5)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8sh5_R\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8) #kleiner 50 orange \n",
- "plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8)\n",
- "\n",
- "plt.xlim(0, 20)\n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8t29_R"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 16,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "10.413673703357523\n",
- "[np.float64(4.3883358386339575), np.float64(5.6859643482343705), np.float64(7.552839784640683), np.float64(9.290562846056325), np.float64(10.843854506033257), np.float64(10.501184386267301), np.float64(10.095501618364533), np.float64(9.138881929506947), np.float64(8.0287937846208), np.float64(5.690114030372386), np.float64(6.552396068532401), np.float64(6.673809730779577), np.float64(6.568985606601988), np.float64(7.558796872640333), np.float64(17.388681134217), np.float64(21.627961248806415), np.float64(21.301842229209285), np.float64(21.56756835298621), np.float64(12.072096897532557), np.float64(5.644778883565692), np.float64(4.468809365169618), np.float64(3.329265542263358), np.float64(3.3485071821423555), np.float64(3.5266084270228926), np.float64(3.466071709676447), np.float64(3.735332453423955), np.float64(3.542129504516688), np.float64(3.8122265097229295), np.float64(4.255200522514278), np.float64(4.979419619989017), np.float64(6.034395162386653), np.float64(6.943629207571075), np.float64(7.475479319916081), np.float64(7.352299716511074), np.float64(6.922074091126381), np.float64(11.382408168246691), np.float64(9.371925493630002), np.float64(4.351039145090991), np.float64(3.6241230576788133), np.float64(5.132486207153277), np.float64(5.861020008290689), np.float64(6.78184337285064), np.float64(7.704762185714816), np.float64(8.424180543374742), np.float64(8.945433604985087), np.float64(8.685643087248788), np.float64(9.651109974453147), np.float64(13.93799028447104), np.float64(9.949236942110646), np.float64(7.664204904385342), np.float64(5.619507796484753), np.float64(4.409858693037825), np.float64(6.716814460066091), np.float64(9.974626483138808), np.float64(15.227643190572033), np.float64(17.247519219754537), np.float64(18.222314833846383), np.float64(19.38973375862387), np.float64(21.69949856801263), np.float64(25.836304861220576), np.float64(24.631205901029734), np.float64(21.596786900277927), np.float64(16.8980018139385), np.float64(13.389710906762005), np.float64(10.072698732155411), np.float64(7.474318604028111), np.float64(4.518955609547527), np.float64(4.755520610100697), np.float64(3.969205243096356), np.float64(7.842711813263032), np.float64(4.623672143606443), np.float64(4.147175447548015), np.float64(4.4668938446040745), np.float64(3.6724150735411767), np.float64(3.7382207091922512), np.float64(4.059089601994014), np.float64(5.212487767844112), np.float64(5.933635211824765), np.float64(5.470798562209866), np.float64(4.588032382143846), np.float64(4.89352312789236), np.float64(5.793248614712194), np.float64(4.813734157669313), np.float64(6.660430365683973), np.float64(8.913876563632607), np.float64(10.708744185588607), np.float64(12.20389976310189), np.float64(13.121594812144403), np.float64(12.743283929297721), np.float64(10.864471280578519)]\n",
- "[76.4695652173913, 77.92304347826087, 75.96350000000001, 73.881, 74.93217391304347, 73.83349999999999, 73.30049999999999, 71.868, 62.28304347826088, 63.995000000000005, 63.123000000000005, 57.70949999999999, 55.46608695652174, 50.30399999999999, 32.4104347826087, 27.116818181818186, 27.983478260869575, 30.024782608695656, 30.356086956521743, 30.67434782608696, 33.678636363636365, 50.264500000000005, 53.30949999999999, 55.62949999999999, 56.052727272727275, 56.64549999999999, 55.254000000000005, 50.256499999999996, 48.63181818181818, 48.764, 49.9405, 50.52, 52.739, 52.96826086956523, 54.42695652173913, 50.08681818181819, 50.405909090909084, 48.71409090909091, 45.178, 45.48772727272728, 49.864999999999995, 51.61999999999999, 53.13499999999999, 50.241, 50.09409090909091, 47.469130434782606, 39.546521739130434, 31.985454545454548, 30.55454545454545, 31.145999999999994, 33.545, 35.141, 36.85650000000001, 35.86300000000001, 36.28227272727272, 39.13999999999999, 45.25450000000001, 49.189, 49.564, 52.3035, 49.91199999999999, 45.07086956521739, 43.3504347826087, 43.84956521739131, 42.0075, 37.63652173913044, 33.70521739130434, 34.101499999999994, 37.87130434782608, 34.14681818181818, 47.3991304347826, 51.57086956521739, 55.929500000000004, 59.645454545454555, 60.17391304347827, 59.07869565217392, 58.91869565217391, 58.190499999999986, 60.74545454545455, 61.42217391304348, 63.25545454545454, 68.0959090909091, 72.63999999999999, 75.68, 77.96913043478261, 80.18199999999999, 79.77260869565217, 79.83, 81.96350000000002, 80.55299999999998]\n"
- ]
- }
- ],
- "source": [
- "file_af_8t29= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8t29_r_af3_model_0.cif\"\n",
- "file_pdb_8t29= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8t29.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8t29, file_pdb_8t29))\n",
- "\n",
- "rmsd_residue_8t29= rmsd.rmsd_per_residue(file_af_8t29, file_pdb_8t29)\n",
- "print(rmsd_residue_8t29)\n",
- "\n",
- "conf_value_8t29 = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8t29_r_af3_model_0.cif\")\n",
- "print(conf_value_8t29)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 17,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8t29, conf_value_8t29)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8t29_R\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8) #kleiner 50 orange \n",
- "plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8)\n",
- "\n",
- "\n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8uiw_N"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 18,
- "metadata": {},
- "outputs": [],
- "source": [
- "#file_af_8uiw= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fold_8uiw_n_af3_model_0.cif\"\n",
- "#file_pdb_8uiw= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8uiw_fixed.cif\"\n",
- "#print(rmsd.rmsd_pdb(file_af_8uiw, file_pdb_8uiw))\n",
- "\n",
- "# PDBConstructionException: Blank altlocs in duplicate residue A (' ', 82, ' ') of chain 'A'\n"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8v1i_B"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 19,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "3.4516228067388823\n",
- "[np.float64(1.4531785339958585), np.float64(1.6506261317547075), np.float64(1.898802947651553), np.float64(1.813244238530045), np.float64(1.2474758344855035), np.float64(0.5228664651138519), np.float64(0.6469275280738477), np.float64(1.046358362435201), np.float64(1.4997151805892477), np.float64(1.836191624084691), np.float64(2.0728064723642783), np.float64(5.572828723806644), np.float64(4.229009876976478), np.float64(0.6134094305824178), np.float64(0.9251710920678589), np.float64(1.3037133223041877), np.float64(1.7860145816017825), np.float64(2.0571134869914283), np.float64(2.182660002192653), np.float64(1.92600243847255), np.float64(1.7963351173298858), np.float64(2.03488164269047), np.float64(8.543055114188318), np.float64(10.155019475003863), np.float64(12.517229501472736), np.float64(6.367455211042551), np.float64(7.2144136014157425), np.float64(2.3597002512214655), np.float64(1.318160733675454), np.float64(1.6046657938403879), np.float64(1.95541883947409), np.float64(1.7104848508809085), np.float64(1.3165883366819224), np.float64(1.7797857269551094), np.float64(2.5245226979594033), np.float64(3.009744873720025), np.float64(2.8407252576825774), np.float64(2.6495096109674927), np.float64(2.2517915794071746), np.float64(1.6045975030688988), np.float64(1.3519711054175951), np.float64(1.2501236401345934), np.float64(1.113867835734239), np.float64(5.480334002956292), np.float64(2.978450156818575), np.float64(1.2509999029715464), np.float64(1.4105641043983763), np.float64(1.9114310624013662), np.float64(1.9177327512993003), np.float64(1.6291210136152243), np.float64(1.4800091559691928), np.float64(1.4859980433485016), np.float64(1.5481302323367339), np.float64(2.1515838050027054), np.float64(2.51770565752128), np.float64(3.1134233523507056), np.float64(3.3511338188835817)]\n",
- "[86.07000000000002, 86.29545454545456, 82.7785, 81.37956521739129, 79.28949999999999, 81.49799999999999, 80.96608695652175, 78.11782608695653, 77.30799999999999, 72.20869565217392, 59.47304347826086, 47.541999999999994, 47.35799999999999, 59.82608695652172, 61.9804347826087, 70.51149999999998, 75.68363636363637, 78.57749999999999, 78.90449999999998, 81.26149999999998, 80.113, 78.79799999999999, 77.80478260869565, 76.63391304347826, 63.636999999999986, 58.208000000000006, 50.4565, 71.607, 75.45500000000001, 77.14772727272727, 78.33086956521738, 79.9321739130435, 81.58409090909092, 82.282, 82.60999999999999, 82.98260869565216, 81.80347826086958, 81.08782608695653, 78.58950000000002, 76.00399999999999, 70.8305, 71.57136363636363, 72.63272727272725, 69.28818181818181, 71.32750000000001, 78.19250000000001, 82.2035, 83.338, 83.606, 84.29304347826087, 83.4495, 81.68652173913043, 81.55130434782609, 81.27750000000002, 82.33173913043478, 84.1265, 87.409]\n",
- "\n",
- "Index: 22, Wert: 8.543055114188318\n",
- "Index: 23, Wert: 10.155019475003863\n",
- "Index: 24, Wert: 12.517229501472736\n"
- ]
- }
- ],
- "source": [
- "file_af_8v1i= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8v1i_b_af3_model_0.cif\"\n",
- "file_pdb_8v1i= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8v1i_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8v1i, file_pdb_8v1i))\n",
- "\n",
- "rmsd_residue_8v1i= rmsd.rmsd_per_residue(file_af_8v1i, file_pdb_8v1i)\n",
- "print(rmsd_residue_8v1i)\n",
- "\n",
- "conf_value_8v1i = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8v1i_b_af3_model_0.cif\")\n",
- "print(conf_value_8v1i)\n",
- "\n",
- "print(\"\")\n",
- "for index, value in enumerate(rmsd_residue_8v1i):\n",
- " if value >8:\n",
- " print(f\"Index: {index}, Wert: {value}\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 20,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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WIxsx16yvutpujOka44rXRETU0LHFyIaS40IxKDYEB/JLdG71sT+vuM7p+jfvVOptwamra0xAVdfYoNgQuLoIXPGaiIgaPCZGNiJXiBoJ0cMdwzRmfG3JKcScb04YdC99LTjGdo2pxj4VSct1JlMCqlq0uOI1ERE5KyZGNlDXmB9V95ehQ5z1teBsyy0y6HpVYmXo2CdO2SciImfFMUZWVteYnx+OF9a5KrZKbXuWyRUivjtaYFBM1RMrrnhNREQNGVuMrMiQMT9zN+Sg+PZdg++prwXnQH4JSgy4j39jd3SLbILsvGJ1t96g2JBaxz4RERE5KyZGVmTImB9DkyI/b3e8PaqD3hYcQ2eOdQn3Q+K7u+qcyk9ERNQQsCvNisw5zf2jtNq7tQydObbjz7+4yjUREZESE6M6GLJitKHOX79d73hU44p6tqx9gUVDVtfW1zPGVa6JiKihYldaLQxdMdrQe72//Uy9YxIBDI6rGv+jGnStayxQXTPMRABiLTkPV7kmIqKGSBDF2r4enY9MJoNEIoFUKoWvr6/ecvqmzKsaWYyZoSVXiOi9aGet44t0qZnQ1OTXyB0ANBaBrJm46UvuBseFYNkv5+uM4d+jOyO1czOj4iYiIjI3Q7+/64stRjoYu2J0XeoadK1PXRmrrlWxVeODVImbrtW1u0U2wZfZ5w2KgatcExFRQ8IxRjoYumL0/rxig+5nzb3FdI0PcnURkBAdgNTOzSAtu4vEd3fhjc0na71PbWskEREROSsmRjoYmshMW23YzC1rt7pUHx9Unb7FJWviKtdERNRQMTHSwdBE5mZZpUHT2uuaIWYp1RO82roHa+Iq10RE1FAxMdLB2ESmrmntqhliAKyaHFVP8Awd5zR3aDvsm92fSRERETVITIx0qJ7I1EVft1VN+vYg8/N2w32emmPgQyVe8GvkbnISpWt8kKHdg019PNl9RkREDRZnpemhSmTmfHMCN8u0Z3/VZEjioWuGmL61iLblFulcg6gu+sYHGdo9yFloRETUkDExqkVyXCh8vNyR9sVvdZY1NKFQzRCrqeYxVWJWcw2i6nStYxSiZwFKVfdgkbRcZ6IlKK/lLDQiImrImBjVoWfLAJslFINiQ+Dj5Y7svGIAIuJbBMDFVcD1WxW1tjbp6gqrayVsgLPQiIiIuPK1AVTT3AHdCYUlZnCZczsSa9yXiIjIkqy18rVdDb6Wy+WYO3cuoqKi4O3tjejoaLzxxhuonruJooh58+YhNDQU3t7eGDhwIM6cqf8eZLXRN3DaUtPafzhegGd1rDdkjl3vk+NCsW92f6yZ3BP/Ht0Zayb35Cw0IiIiJbvqSlu0aBGWLFmCFStWoH379jh48CAmTpwIiUSCF154AQDwzjvv4MMPP8SKFSsQFRWFuXPnIikpCbm5ufDystzAYX0Dp83d9fTD8UI8t+aIznOmbEeii75xTkRERA2dXXWlPfzwwwgODsbSpUvVx0aNGgVvb29kZWVBFEWEhYVh5syZmDVrFgBAKpUiODgYy5cvx+jRo+v8DGs1xZliS04hnlV22dVlzeSeTG6IiKjBaJBdaQ888AB27NiB06dPAwCOHTuGffv2YfDgwQCA/Px8FBUVYeDAgeprJBIJ4uPjkZ2drfOeFRUVkMlkGi97pFqZ2lDW3H+NiIioobCrrrQ5c+ZAJpMhJiYGrq6ukMvlWLBgAdLS0gAARUVFAIDg4GCN64KDg9Xnalq4cCEyMjIsG7gZGLoytQrXGyIiIjI/u2oxWrt2LVatWoXVq1fj8OHDWLFiBd577z2sWLHC5Hu+8sorkEql6telS5fMGLHh5AoR2XnF2HD0CrLzirW2EDGmBYi73hMREVmGXbUYvfzyy5gzZ456rFCHDh1w4cIFLFy4EOPHj0dISAgA4OrVqwgN/XsW1dWrV9G5c2ed9/T09ISnp6fFY6+NIVPkjWkB4npDRERElmFXLUZ37tyBi4tmSK6urlAoFACAqKgohISEYMeOHerzMpkMv/32GxISEqwaq6FUayDVNfXekI1rXQTg4ye6cGo9ERGRhdhVYpSSkoIFCxZg8+bNOH/+PNavX4/FixdjxIgRAABBEPDSSy/hzTffxMaNG3HixAmMGzcOYWFhGD58uG2D10E1oFrXtD/VsYxNuZArRI2Na/UlR/8d0xVDOobp/JzauumIiIjIMHbVlfaf//wHc+fOxdSpU3Ht2jWEhYXhmWeewbx589Rl/vnPf+L27dt4+umncfPmTfTu3Rtbtmyx6BpGpqprQLUIoFBajgP5JUiIDtC7P1rNbje5QlSvp3T++m2sOXARRbIKveWJiIjIMHa1jpE1WHMdow1Hr+DFr47WWe7fozsjtXMz9fvqiU/NhSR1jVeqyZJblRAREdmCtb6/7arFyNkYOqC6Zjl9K1OrxivVlcmqzs/f+Ee9VsgmIiJqaOxqjJGzqWtAtQDDp97XNl5JnyJZBf6786wRVxARETVsTIwsqLYB1ar3hk69N3YBSJX3t5+u16azREREDQkTIwtTDagO9tVcSynY19OoMUDbcnWv7G0I1cw3IiIiqh3HGFlAzcHTVcsw6WszqtuWnEIs++W8yfFUn/lGRERE+jExMjNDZo0BwFVZ1QKPdbUaGbu5rD7cdJaIiKhu7EozI32rXOtSc4FHfUwdW1QTN50lc+PCokTkjNhiZCamzBqrucCjLvVt6REAhHDTWTIzQ/b/IyJyRGwxMpP6tOzUlvzUp6XH2JlvRIYwdP8/IiJHxMTITOrTslNb8mPI5rIA4OftBr9G7hrHQiReXP2azMqY/f+IiBwRu9LMxJSWHUO6uVRrIU3JOgwB0PmFNH1gGzzXvxUA6N1KhMgcjN3/j4jI0TAxMhNVy06RtNygcUaqdGXu0Ng6kxlDN5cFwC8jsihDW0Y5C5KIHBUTIzMxpGWnuhCJF4Z1CsUbmzWTHf/G7hjRuRkGxoZoJEnJcaEYFBvCFiGyKVP3/yMichSCKIoNajCApXfn1TdbZ+7QdmjS2FOd1Ny4XYFpq4/UmkBxlg/ZG7lCRO9FO/W2jKq6h/fN7s+knYjMytLf3ypMjCyg5srXNVt2VF8udc1iU13BAdRkT1Sz0gDNllH+90pElmStxIiz0izA1UVAQnQAUjs3Q0J0gNa/nA2d2s9ZPmSPVGPeQiSa3WWcBUlEzqBeY4x+/vln/PTTT7h69SpmzpyJmJgY3Lp1C4cPH0bHjh3h5+dnpjCdizEDUznLh+yRI4x5q6vllohIF5MSI7lcjieeeAL/+9//IIoiBEHAmDFjEBMTAzc3NwwfPhyzZs3Cq6++au54nYIpA1M5y4fsjapl1B5xZW4iMpVJXWmLFi3CN998g8WLF+PkyZOoPkzJy8sLI0aMwA8//GC2IJ2NoYs2VsdZPkSG4crcRFQfJiVGK1euxLhx4/Diiy+iadOmWufbtWuHvLy8egfnrFRT+w0hoOpfutzrjKhuXJmbiOrLpMTo/PnzSEhI0Hvez88PN27cMDmohkA1gDVUor8liHudERnHmJW5iYh0MWmMkY+PD0pK9P9hOXv2LAIDA00OqqGoPoB1W24RvjtagJLbd9XnQzgmgsgoXJmbiOrLpMSod+/eyMrKwj//+U+tczdu3MCyZcuQnJxc7+AaAtUA1oToAMwZ3A5fZp/HhZI7iPRvhCcTWsDDjSsqEBmKK3MTUX2ZlBi99tpr6N27N/r3748JEyYAAI4dO4YzZ87g7bffxu3btzFnzhxzxun0dM2i+WJfPluMiIxQ156FhmzcTEQNm8krX2/evBn/+Mc/cPXq1aobCQJEUURQUBBWrlyJhx56yKyBmou1Vs40hmoWTc0Hodpz7aleLTCoxt5pRKQbV+Ymck4OsSVIRUUFtm3bpp6y37p1ayQlJaFRo0bmjNGs7C0xMnR7EIDrsBAZiusYETkfh0iMHJGtE6Oaq/EqRBFpX/xm0LX8Fy+R4bjyNZFzsdb3d722BCHj6PpXrJ+3u8HXi6hKjjI25WJQbAj/yBPVwp5X5iYi+2VSYtSyZcs6ywiCwEUeq9E3juhmWaVR9+HeaURERJZjUmIUEREBQdBsrbh37x7y8/NRUFCAVq1aoVmzZmYJ0BnUthqvqbgOCxERkfmZlBjt3r1b77k1a9Zg5syZ+OSTT0yNyenUtRqvKbgOCxERkfmZffXAMWPGYPjw4Zg5c6bR17Zo0QKCIGi9pk2bBgDo16+f1rlnn33W3FUwO0NbdwwZb8S904iIiCzHIoOvO3fujKysLKOv+/333yGXy9Xvc3JyMGjQIDz66KPqY5MnT8brr7+ufm/PSwOoGNq689ETXeHiImB7bhGW/nJe6zz3TiMiIrIsiyRGR48ehYuL8Y1RNfdXe/vttxEdHY3ExET1sUaNGiEkJKTeMVqToavx9owOUM+k6R7lrzWDjXunERERWZZJidHPP/+s83hJSQm2b9+Ozz//HCNHjqxXYHfv3kVWVhZmzJihMdB71apVyMrKQkhICFJSUjB37txaW40qKipQUVGhfi+TyeoVlylcXQSkp8RiStZh9WrWKvpagapvMMt1WIiIiKzDpAUeXVxctGalAYDqVgMHDkRWVhaCgoJMDmzt2rV44okncPHiRYSFhQEAPvvsM0RGRiIsLAzHjx/H7Nmz0aNHD3z77bd67zN//nxkZGRoHbfFAo9cjZeIiMg0dr3y9YoVK7RvJAjw9/dHmzZt0KZNm3oHlpSUBA8PD2zatElvmZ07d2LAgAE4e/YsoqOjdZbR1WIUHh5uNytfsxWIiIiobna98vX48ePNHYeGCxcuYPv27bW2BAFAfHw8ANSaGHl6esLT09PsMZqKq/ESERHZL7NP1zeHzMxMBAUFYejQobWWO3r0KAAgNJTdUERERFR/BrUYVZ8ebyhBEDB37lyjr1MoFMjMzMT48ePh5vZ3eHl5eVi9ejWGDBmCgIAAHD9+HNOnT0ffvn3RsWNHoz+HiIiIqCaDxhjpmnqvGnxd83JBECCKIgRB0FiTyFA//fQTkpKScOrUKY2xSpcuXcLYsWORk5OD27dvIzw8HCNGjMD//d//GdXXaK0+SiIiIjIfuxp8feHCBY33t27dwrhx4+Dm5obp06cjNjYWAPDHH3/g/fffh0KhwMqVK9XH7QkTIyIiIsdjV4lRTS+88AIOHjyIn3/+WaO7CwAqKyvRt29fdO/eHR9++KHZAjUXJkZERESOx1rf3yYNvl67di1Gjx6tlRQBgLu7O0aPHo1169bVOzgiIiIiazIpMZLJZJBKpXrP37x5s9bzRERERPbIpMSoS5cu+O9//4u8vDytc2fPnsVHH32Erl271js4IiIiImsyaYHHRYsWYdCgQWjfvj2GDx+Otm3bAgD+/PNPbNiwAYIg4O233zZroERERESWZlJi1Lt3b+zevRvTp0/H2rVrNc717NkTixcvRs+ePc0SIBEREZG1mJQYAVXbcfz666/466+/cO7cOQBAVFRUvTaOJSIiIrIlkxMjlcDAQAQGBpojFiIiIiKbqndiRPrJFSIO5JfgWmk5gny80CPKH64ugq3DIiIiIj0MSoxcXFzg4uKCO3fuwMPDAy4uLuotQfQRBAH37t0zS5COaEtOITI25aJQWq4+FirxQnpKLJLjuOktERGRPTIoMRo3bhwEQYCrq6vGe9JtS04hpmQdRs0lxYuk5ZiSdRhLxnZlckRERGSHTNoSxJFZeklxuUJE70U7NVqKqhMAhEi8sG92f4O61dgdR0REZL0tQTjGyMwO5JfoTYoAQARQKC3HgfwSJEQH1HovdscRERFZl0krXxcXF+PkyZMax/Lz8/H8888jLS0NW7duNUtwjuhaqf6kyJhyqu64mkmWqjtuS06hyTESERGRbia1GL344os4ffo0Dhw4AAC4desW+vTpg4KCAgDA119/jZ07d6Jv377mi9RBBPl41bucXCEiY1Ou1hgloKrFSQCQsSkXg2JD2K1GRERkRia1GGVnZ2PIkCHq919//TUKCgrwww8/oKCgAO3atcM777xjtiAdSY8of4RKvKAvXRFQ1R3WI8pf7z2M6Y4jIiIi8zEpMbp69SrCw8PV73/88Ufcf//9SE5ORkhICCZMmIAjR46YLUhH4uoiID0lFgC0kiPV+/SU2FpbeurbHSdXiMjOK8aGo1eQnVcMuaJBja8nIiIymUldae7u7igrK1O/37NnDyZMmKB+7+fnh+Li4noH56iS40KxZGxXrYHT/o09kNo5DBJvD8gVot7kqD7dcRywTUREZDqTWozatGmDb775BqIoYuPGjSgpKcGAAQPU5y9dugR/f/1dRQ1Bclwo9s3ujzWTe2JSrxbwb+yO4tt3seyX8xjz+X70XrRT7wBqU7vjOGCbiIiofkxKjKZNm4Y9e/agSZMmeOSRR9CyZUuNxGjv3r3o0KGD2YJ0VK4uAqRlVclQye1KjXO1JSumdMfVNWAbqBqwbUi3GrviiIiooTKpK0218vV3330HiUSCV199Fe7u7gCqpvLfvHkTU6dONWugjqg+s8v0dceF6OkWM9f6SeyKIyKihszkBR6ffPJJPPnkk1rHAwICcOjQoXoF5Szqm6wkx4ViUGyIQStfm2P9JG5lQkREDV29V74+e/Ysrl69iri4OEgkEnPE5DTMkay4ugh1rpAN1H/9JK6dREREZOIYIwD4/vvvER0djbZt26Jv377qVqJr166hVatW+N///me2IB2VORZ7NFR910/i2klEREQmJka7d+/GiBEj4O/vj/T0dFTfhzYoKAjR0dH46quvzBako6orWQEAFwG4cbui3p9V3/WTzLWVCRERkSMzKTF6/fXX0alTJ/z222+YNm2a1vmEhAQcPny43sE5uurJij4KEZi2+ohZptKrBmyHSDRboEIkXnWOD7Jm6xYREZG9MmmM0e+//47XX38dLi6686rmzZujqKioXoE5i+S4UHz0RFc8t+Ywapv1bq7xO8YM2K5O1bpVJC3XOc5IQFWCVdtWJkRERI7OpBYjhUIBT09PveevX78ODw8Pk4NyNk0ae9SaFJl7/I5qwHZq52ZIiA4wKNkyx1YmREREjs6kxKhdu3bYu3ev3vPff/89OnXqZHJQzmZ7rmGtZ7Yev1OfrjgiIiJnYFJX2qRJk/DCCy9g4MCBGDZsGABAEATcuXMHc+bMQXZ2NlauXGnWQB2VXCFi/dErBpW1h/E7pnbFEREROQNBrD6lzAhjx47F6tWr4evri9LSUgQGBqK4uBhyuRwTJ07E0qVLzR2rWchkMkgkEkilUvj6+lr887LzijHm8/11lgto7IEDrw1kAkJERKSDtb6/TV7HKCsrC9988w0GDBiAmJgY+Pv7Y8iQIVi3bp3JSVGLFi0gCILWSzXzrby8HNOmTUNAQADuu+8+jBo1ClevXjW1ClZhaPdYaucwJkVEREQ2ZnRXWllZGdatW4e2bdtixIgRGDFihNmC+f333yGXy9Xvc3JyMGjQIDz66KMAgOnTp2Pz5s1Yt24dJBIJnnvuOYwcORK//PKL2WIwN0O7xwbFhlg4EiIiIqqL0S1Gnp6emDx5Mo4cOWL2YAIDAxESEqJ+qVbXTkxMhFQqxdKlS7F48WL0798f3bp1Q2ZmJn799Vfs3193V5WtGLLIY20rUhMREZH1GN1i5OLigvDwcMhkMkvEo3b37l1kZWVhxowZEAQBhw4dQmVlJQYOHKguExMTg4iICGRnZ6Nnz54671NRUYGKir9XllbFXf24i4sL3N3dUVlZCYVCoS7r6uoKNzc33L17V2N1bzc3N7i6umodd3d3h4uLi8bnAcC8h2MwddUReEChsUbQPbhAAPBacivcq7yLe8rjnp6eUCgUqKysVJcVBAEeHh6Qy+W4d++e1vF79+5ptLZZuk7u7u4QBAF3797VOO7h4QFRFDViZ51YJ9aJdWKdWCdz1MkaTJqVNn78eHz55Zd48cUXa13PqD6+++473Lx5ExMmTAAAFBUVwcPDA35+fhrlgoODa11McuHChcjIyNA6vnjxYnh5VXVzdenSBcOGDcOPP/6o0RKWmJiIfv36Ye3atcjLy1MfT0lJQdeuXfHFF1/gr7/+Uh9PS0tDq1atsHjxYo0HOGXKFPzn8Q44tHG5Rgzb3HtiRr/mOLRxOQ5trDrm4eGBV155BefOncOqVavUZQMDAzF16lQcO3YMmzZtUh+Pjo7G2LFjsW/fPuzZs0d93Bp1kkgkePvttzXqNGfOHEilUixZskR9jHVinVgn1ol1Yp3qW6cVK1bAGkyalbZjxw7MmjUL5eXlmDp1Klq3bo1GjRpplevbt6/JgSUlJcHDw0P9Q169ejUmTpyole326NEDDz74IBYtWqTzPrpajMLDw3Ht2jX1qHZrZeRl5RU4dP4G/rpVjsD7vJDQJhguAuwuI3fGf2UYUicXVzf8fv4Gim6UIvA+L3Rr0QSuLoJD18kZnxPrxDqxTg2zTtevX0dgYKDFZ6WZlBjV3ApEEDRH0IiiCEEQNH4Qxrhw4QJatmyJb7/9FqmpqQCAnTt3YsCAAbhx44ZGq1FkZCReeuklTJ8+3aB7W3u6PjmGLTmFyNiUi0Lp37MIQyVeSE+J5cKWRER2wFrf3yZ1pWVmZpo7Dq37BwUFYejQoepj3bp1g7u7O3bs2IFRo0YBAE6dOoWLFy8iISHBovGQc9uSU4gpWYe19ogrkpZjStZhrvpNRNSAmDzGyFIUCgUyMzMxfvx4uLn9HZ5EIsGkSZMwY8YM+Pv7w9fXF88//zwSEhL0DrwmqotcISJjU67OjXNFVO0TZ64NfomIyP6ZlBhZ0vbt23Hx4kU89dRTWufef/99uLi4YNSoUaioqEBSUhI+/vhjG0RJzuJAfolG91lN1Tf4TYgOsF5gRERkE3aXGD300EPQN+zJy8sLH330ET766CMrR0XOytCVyW29wS8REVmHyVuCEDkDQ1cmt4cNfomIyPKYGFGDVtfK5AK4MjkRUUPCxIgaNFcXAekpsQCglRyp3qenxHLgNRFRA2F0YiSXy3Hx4kWUlJRYIh4iq0uOC8WSsV0RItHsLguReHGqPhFRA2P04OvKykq0bNkSCxcuxMsvv2yJmIisLjkuFINiQ3AgvwTXSssR5FPVfcaWIiKihsXoxMjLywtNmzZF48aNLREPkc24ugickk9E1MCZNMZoyJAh+P77780dCxEREZFNmZQYvfPOOygsLMT48eNx4sQJlJdzjRciIiJyfCZvIisIgnqzWJ03FgSNXXbtBTeRJSIicjx2vYnsuHHj9CZERERERI7KpMRo+fLlZg6DiIiIyPa4wCMRERGRksmJkVwux8qVKzF27FgMGjQIR44cAQDcuHEDK1euxJUrV8wWJBEREZE1mNSVdufOHTz00EP49ddf0bhxY9y5cwc3btwAAPj6+mLOnDl46qmn8Oabb5o1WCIiIiJLMqnFaP78+Th48CDWr1+Pc+fOofrENldXV4wcORJbt241W5BERERE1mBSYrRu3To8/fTTSE1NhYuL9i1atWqF8+fP1zc2IiIiIqsyKTEqKChAp06d9J5v1KgRSktLTQ6KiIiIyBZMSowCAgJqHVz9xx9/ICwszOSgiIiIiGzBpMRowIAByMzMxJ07d7TO5efnY9myZUhOTq53cERERETWZFJilJ6ejhs3bqB79+5YsmQJBEHAli1b8Morr6Br167w9PTEK6+8Yu5YiYiIiCzKpL3SAODQoUN46qmncOLECY3jcXFx+PLLL2sdg2RL3CuNiIjI8dj1XmkA0K1bNxw7dgw5OTk4efIkRFFE69at0aVLF3PGR0RERGQ1JidGKnFxcYiLizNHLEREREQ2Va/EqKCgAJs2bcK5c+cAAC1btsTDDz+MZs2amSU4IiIiImsyOTF644038Oabb6KyslLj+PPPP4/XXnsN6enp9Q6OiIiIyJpMmpX23//+F+np6ejcuTNWr16No0eP4ujRo1i1ahU6d+6M119/Hf/973/NHSsRERGRRZk0K61t27Zo0qQJ9u3bBzc3zUanyspK9OrVC1KpFKdOnTJboObCWWlERESOx1rf3ya1GF28eBFjxozRSooAwN3dHWlpabh48WK9gyMiIiKyJpMSo4iIiFr3QistLUVERITJQRERERHZgkmJ0XPPPYdPP/0UhYWFWueuXLmCTz75BM8//3y9gyMiIiKyJpNmpUkkEgQHByMmJgZjx45FTEwMAODkyZNYtWoV2rRpA19fX6xcuVLjunHjxtU/YiIiIiILMWnwtYuL8Q1NgiBALpfXWe7KlSuYPXs2fvzxR9y5cwetWrVCZmYm7r//fgDAhAkTsGLFCo1rkpKSsGXLFoPi4OBrIiIix2PXW4Ls2rXL3HEAAG7cuIFevXrhwQcfxI8//ojAwECcOXMGTZo00SiXnJyMzMxM9XtPT0+LxENEREQNi0mJUWJiornjAAAsWrQI4eHhGklPVFSUVjlPT0+EhIRYJAYiIiJquEwafG0pGzduxP33349HH30UQUFB6NKlCz7//HOtcrt370ZQUBDatm2LKVOmoLi4WO89KyoqIJPJNF5EREREuthVYnTu3DksWbIErVu3xtatWzFlyhS88MILGmOKkpOTsXLlSuzYsQOLFi3Cnj17MHjwYL3jlxYuXAiJRKJ+hYeHW6s6RERE5GBMGnxtKR4eHrj//vvx66+/qo+98MIL+P3335Gdna3zmnPnziE6Ohrbt2/HgAEDtM5XVFSgoqJC/V4mkyE8PJyDr4mIiByIXa98bSmhoaGIjY3VONauXbtaV9Fu2bIlmjZtirNnz+o87+npCV9fX40XERERkS52lRj16tVLa3+106dPIzIyUu81ly9fRnFxMUJDQy0dHhERETk5gxOjlStX4vz58xYMBZg+fTr279+Pt956C2fPnsXq1avx2WefYdq0aQCAW7du4eWXX8b+/ftx/vx57NixA6mpqWjVqhWSkpIsGhsRERE5P4MTo4kTJ2qM/bGE7t27Y/369VizZg3i4uLwxhtv4IMPPkBaWhoAwNXVFcePH8ewYcPQpk0bTJo0Cd26dcPevXu5lhERERHVm8HrGFlrjPbDDz+Mhx9+WOc5b29vbN261SpxEBE5ArlCxIH8ElwrLUeQjxd6RPnD1UWwdVhEDsukBR6JiMj2tuQUImNTLgql5epjoRIvpKfEIjmO4y6JTGFXg6+JiMgwW3IKMSXrsEZSBABF0nJMyTqMLTmFNoqMyLEZ1WL02WefYfv27QaVFQQBS5cuNSkoIiLST64QkbEpF7oGOIgABAAZm3IxKDaE3WpERjJ4gUcXF+MalwRB0LsatS1Za4EoIiJLyc4rxpjP99dZbs3knkiIDrBCRESWZ63vb6NajD744AOkpqZaKhYiIjLAtdLyugsZUY6I/mZUYtS0adNaF1skIiLLC/LxMms5IvobB18TETmYHlH+CJV4Qd/oIQFVs9N6RPlbMywip8DEiIjIwbi6CEhPqdpXsmZypHqfnhLLgddEJjA4MUpMTERwcLAlYyEiIgMlx4ViydiuCJFodpeFSLywZGxXrmNEZCKDZ6Xpcvv2bchkMvj6+qJx48bmjMtiOCuNiJwJV76mhsJa399Gd6WdO3cOTz/9NJo3bw5fX1+N/3322WctvtEsERH9zdVFQEJ0AFI7N0NCdACTIqJ6MqrFaNeuXRg+fDhKS0vh6emJNm3awNfXFzKZDKdPn0ZFRQUkEgk2btyIPn36WDJuk7HFiIiIyPHYXYuRVCrFmDFjIAgCPv/8c0ilUhw7dgx79+7FsWPHIJVK8dlnn0EURYwePRoymcxiQRMRERFZgsGJ0cqVK3Ht2jVs2rQJkyZNgoeHh8Z5Dw8P/OMf/8CGDRtQVFSEL7/80uzB2jO5QkR2XjE2HL2C7LxiyBUmD90iIiIiGzG4K23o0KGoqKgwaK+0AQMGwMvLC5s3b653gOZmiaY47nBNRERkWXbXlZaTk4N+/foZVPbBBx9ETk6OqTE5FO5wTURE5DwMToxKSkoQFhZmUNmwsDAUFxebHJSjqGuHa6Bqh2t2qxERETkGgxOj27dvw8vLsH13PD09UVZWZnJQjuJAfolWS1F1IoBCaTkO5JdYLygiIiIymVHrGAkC18eojjtcExERORc3YwrPmTMHCxcurLOcVCo1OSBHwh2uiYiInIvBiVFERAQEQUBpaWmdZV1cXBAREVGvwByBaofrImm5znFGAqr2LeIO10RERI7B4MSIW31oU+1wPSXrMARAIzniDtdERESOx+i90kgTd7gmIiJyHkaNMaqurKwM586dg0wmg6+vL1q2bAlvb29zxuYwkuNCMSg2hDtcExEROTijE6Ps7Gykp6djz549uHfvnvq4u7s7+vXrh9dffx09evQwa5COQLXDNRERETkuoxKjr7/+GuPGjUNlZSUiIyPRsWNH+Pr6QiaT4fjx4/jpp5+wa9curF69GqNGjbJUzEREREQWYfBeaVevXkWbNm0gkUiQmZmJAQMGaJXZvn07Jk6ciNLSUpw+fRpBQUFmD7i+rLXXChEREZmP3e2VtmzZMpSVleHHH3/UmRQBwMCBA/HDDz/g9u3bWL58ubliJCIiIrIKgxOjnTt3Ijk5Ge3bt6+1XIcOHTB48GBs27at3sERERERWZPBiVFubi569eplUNlevXohNzfX5KCIiIiIbMHgxOjmzZsIDg42qGxwcDBu3LhhclBEREREtmBwYlRWVgYPDw+Dyrq7u6OiosKkgK5cuYKxY8ciICAA3t7e6NChAw4ePKg+L4oi5s2bh9DQUHh7e2PgwIE4c+aMSZ9lDLlCRHZeMTYcvYLsvGLIFQaNWSciIiIHYtR0fUGw7IKFN27cQK9evfDggw/ixx9/RGBgIM6cOYMmTZqoy7zzzjv48MMPsWLFCkRFRWHu3LlISkpCbm4uvLwss1nrlpxCZGzKRaG0XH0sVOKF9JRYrmxNRETkRAyeru/i4gIvLy+4udWdS927dw8VFRWQy+VGBTNnzhz88ssv2Lt3r87zoigiLCwMM2fOxKxZswAAUqkUwcHBWL58OUaPHl3nZxg73W9LTiGmZB3W2iRWlSJy2w8iIiLLs9Z0fYNbjPr27WvxFqONGzciKSkJjz76KPbs2YNmzZph6tSpmDx5MgAgPz8fRUVFGDhwoPoaiUSC+Ph4ZGdn60yMKioqNLr1ZDKZwfHIFSIyNuVqJUVA1YaxAoCMTbkYFBti9e0/5AqRW5AQERGZmcGJ0e7duy0YRpVz585hyZIlmDFjBl599VX8/vvveOGFF+Dh4YHx48ejqKgIALQGgQcHB6vP1bRw4UJkZGSYFM+B/BKN7rOaRACF0nIcyC+x6nYg7NojIiKyDIMHXxvjzz//xNq1a42+TqFQoGvXrnjrrbfQpUsXPP3005g8eTI++eQTk2N55ZVXIJVK1a9Lly4ZfO21Uv1JkSnlzEHVtVczYSuSlmNK1mFsySm0WixERETOxiKJ0TfffIMxY8YYfV1oaChiY2M1jrVr1w4XL14EAISEhACo2p6kuqtXr6rP1eTp6QlfX1+Nl6GCfAwbzG1oufqqq2sPqOra44w5IiIi01gkMTJVr169cOrUKY1jp0+fRmRkJAAgKioKISEh2LFjh/q8TCbDb7/9hoSEBLPH0yPKH6ESL+gbuSOgqgurR5S/2T9bF2O69oiIiMh4dpUYTZ8+Hfv378dbb72Fs2fPYvXq1fjss88wbdo0AFXLBbz00kt48803sXHjRpw4cQLjxo1DWFgYhg8fbvZ4XF0EpKdUtWDVTI5U79NTYq026Nkeu/aIiIiciV0lRt27d8f69euxZs0axMXF4Y033sAHH3yAtLQ0dZl//vOfeP755/H000+je/fuuHXrFrZs2WKxNYyS40KxZGxXhEg07x8i8bL6VH1769ojIiJyNgavY2SMBQsWYN68eUavY2QNpq6DYA/T4+UKEb0X7USRtFznOCMBVQnbvtn9OXWfiIicit2tY9TQuboIVp2Sry+G9JRYTMk6DAHQSI5s0bVHRETkbAxOjHx8fAxe4LGystLkgKh2qq69musYhXAdIyIionozODHq1q2bxVe+JsMkx4ViUGyIzbv2iIiInI1drXxNhrOHrj0yjD2MTyMiIsNwjBGRBXH7FiIix1KvxKiiogK7d+/GuXPnAAAtW7ZEYmKixabOEzkS1fYtNWcQqrZvsfZyD0REVDeTE6OVK1dixowZuHHjBlQz/gVBgJ+fH/71r39hwoQJ5oqRyOHUtX2LgKrtWwbFhrBbjYjIjpiUGH399deYMGECIiIiMGvWLPX+Zn/88Qc++eQTTJo0Cd7e3nj88cfNGiyRozBm+xaOFSMish8mLfDYqVMnVFZWYv/+/VqLLEmlUsTHx8PT0xPHjh0zW6DmYq0Foqhh23D0Cl786mid5f49ujNSOzezfEBERA7OWt/fJm0JcurUKUycOFFnYBKJBBMnTsTp06frHRyRo+L2LUREjsmkxCgkJKTW84IgIDg42KSAiJxBjyh/hEq8tDYfVhFQNTutR5S/NcMiIqI6mJQYTZgwAZmZmbh165bWOZlMhszMTEycOLHewRE5KtX2LQC0kiNu30JEZL9MGnzdp08ffP/99+jQoQOmTp2KmJgYAMDJkyexZMkSNG3aFH369MHPP/+scV3fvn3rHzGRg+D2LUREjsekwdcuLpoNTaqtQqrfqvr2IaIoQhAEyOVyU+M0Gw6+JmvjytdERPVnre9vk1qMMjMzzR0HkdPi9i1ERI7DpMRo/Pjx5o6DiIiIyOZMGnxNRERE5IyYGBEREREpMTEiIiIiUmJiRERERKTExIiIiIhIiYkRERERkRITIyIiIiIlJkZERERESkyMiIiIiJSYGBEREREpMTEiIiIiUmJiRERERKTExIiIiIhIiYkRERERkRITIyIiIiIlu0qM5s+fD0EQNF4xMTHq8/369dM6/+yzz9owYiIiInImbrYOoKb27dtj+/bt6vdubpohTp48Ga+//rr6faNGjawWGxERETk3u0uM3NzcEBISovd8o0aNaj1PREREZCq76koDgDNnziAsLAwtW7ZEWloaLl68qHF+1apVaNq0KeLi4vDKK6/gzp07td6voqICMplM40VERESki121GMXHx2P58uVo27YtCgsLkZGRgT59+iAnJwc+Pj544oknEBkZibCwMBw/fhyzZ8/GqVOn8O233+q958KFC5GRkWHFWhAREZGjEkRRFG0dhD43b95EZGQkFi9ejEmTJmmd37lzJwYMGICzZ88iOjpa5z0qKipQUVGhfi+TyRAeHg6pVApfX1+LxU5ERETmI5PJIJFILP79bVctRjX5+fmhTZs2OHv2rM7z8fHxAFBrYuTp6QlPT0+LxUhERETOw+7GGFV369Yt5OXlITQ0VOf5o0ePAoDe80RERETGsKsWo1mzZiElJQWRkZEoKChAeno6XF1dMWbMGOTl5WH16tUYMmQIAgICcPz4cUyfPh19+/ZFx44dbR06EREROQG7SowuX76MMWPGoLi4GIGBgejduzf279+PwMBAlJeXY/v27fjggw9w+/ZthIeHY9SoUfi///s/W4dNRERETsKuB19bgrUGbxEREZH5WOv7267HGBERERFZExMjIiIiIiUmRkRERERKTIyIiIiIlJgYERERESkxMSIiIiJSYmJEREREpMTEiIiIiEiJiRERERGREhMjIiIiIiUmRkRERERKTIyIiIiIlJgYERERESkxMSIiIiJSYmJEREREpMTEiIiIiEiJiRERERGREhMjIiIiIiUmRkRERERKTIyIiIiIlJgYERERESkxMSIiIiJSYmJEREREpMTEiIiIiEiJiRERERGREhMjIiIiIiU3WwdARMaTK0QcyC/BtdJyBPl4oUeUP1xdBFuHRUTk8JgYETmYLTmFyNiUi0JpufpYqMQL6SmxSI4LtWFkRESOj11pRA5kS04hpmQd1kiKAKBIWo4pWYexJafQRpERETkHJkZEDkKuEJGxKReijnOqYxmbciFX6CpBRESGsKvEaP78+RAEQeMVExOjPl9eXo5p06YhICAA9913H0aNGoWrV6/aMGIi6zmQX6LVUlSdCKBQWo4D+SXWC4qIyMnYVWIEAO3bt0dhYaH6tW/fPvW56dOnY9OmTVi3bh327NmDgoICjBw50obRElnPtVL9SZEp5YiISJvdDb52c3NDSEiI1nGpVIqlS5di9erV6N+/PwAgMzMT7dq1w/79+9GzZ09rh0pkVUE+XmYtR0RE2uyuxejMmTMICwtDy5YtkZaWhosXLwIADh06hMrKSgwcOFBdNiYmBhEREcjOzrZVuERW0yPKH6ESL+iblC+ganZajyh/a4ZFRORU7KrFKD4+HsuXL0fbtm1RWFiIjIwM9OnTBzk5OSgqKoKHhwf8/Pw0rgkODkZRUZHee1ZUVKCiokL9XiaTaR13cXGBu7s7KisroVAo1GVdXV3h5uaGu3fvQhT/HtDq5uYGV1dXrePu7u5wcXHR+DzVcUEQcPfuXY3jHh4eEEURlZWVGsc9PT2hUCg0jguCAA8PD8jlcty7d0/r+L179yCXy9XHWSfnrNPcoW0xbfUxuOPvewCAHC4QIeC15Fa4V3kXqk92hDo543NinVgn1skydbIGu0qMBg8erP7/HTt2RHx8PCIjI7F27Vp4e3ubdM+FCxciIyND6/jixYvh5VXV5dClSxcMGzYMP/74I44cOaIuk5iYiH79+mHt2rXIy8tTH09JSUHXrl3xxRdf4K+//lIfT0tLQ6tWrbB48WKNBzhlyhRIJBK8/fbbGjHMmTMHUqkUS5YsUR/z8PDAK6+8gnPnzmHVqlXq44GBgZg6dSqOHTuGTZs2qY9HR0dj7Nix2LdvH/bs2aM+zjo5b52WjO2K7d9mwUe8oz5+0K09pqX2wpFNy3Foo+PVyRmfE+vEOrFO5q3TihUrYA2CWD0ts0Pdu3fHwIEDMWjQIAwYMAA3btzQaDWKjIzESy+9hOnTp+u8XleLUXh4OK5duwZfX18AzMhZJ8erU1l5BQ7ml+CvW+UIvM8LPVsHwd3N1aHr5IzPiXVinVgn89Xp+vXrCAwMhFQqVX9/W4JdJ0a3bt1CREQE5s+fj/HjxyMwMBBr1qzBqFGjAACnTp1CTEwMsrOzDR58LZPJIJFILP6DJSIiIvOx1ve3XXWlzZo1CykpKYiMjERBQQHS09Ph6uqKMWPGQCKRYNKkSZgxYwb8/f3h6+uL559/HgkJCZyRRkRERGZhV4nR5cuXMWbMGBQXFyMwMBC9e/fG/v37ERgYCAB4//334eLiglGjRqGiogJJSUn4+OOPbRw1EREROQu77kqzBHalEREROR5rfX/b3TpGRERERLbCxIiIiIhIiYkRERERkRITIyIiIiIlJkZERERESkyMiIiIiJSYGBEREREpMTEiIiIiUmJiRERERKRkV1uCENkDuULEgfwSXCstR5CPF3pE+cPVRbB1WEREZAVMjIiq2ZJTiIxNuSiUlquPhUq8kJ4Si+S4UBtGRkRE1sCuNLIrcoWI7LxibDh6Bdl5xZArrLeV35acQkzJOqyRFAFAkbQcU7IOY0tOodViISIi22CLEdkNW7bWyBUiMjblQlcaJgIQAGRsysWg2BB2qxEROTG2GJFdsHVrzYH8Eq3Prk4EUCgtx4H8EovGQUREtsXEiGyurtYaoKq1xpLdatdK9SdFppQjIiLHxMSIbM4eWmuCfLzMWo6IiBwTEyOyOXtorekR5Y9QiRf0jR4SUDXeqUeUv8ViICIi22NiRDZnD601ri4C0lNiAUArOVK9T0+J5cBrIiInx8SIbM5eWmuS40KxZGxXhEg0E7AQiReWjO3KdYyIiBoATtcnm1O11kzJOgwB0BiEbe3WmuS4UAyKDeHK10REDZQgiqL1VtCzAzKZDBKJBFKpFL6+vrYOh6rhqtNERKSPtb6/2WJEdoOtNUREZGtMjMiuuLoISIgOsHUYRETUQHHwNREREZESEyMiIiIiJSZGREREREpMjIiIiIiUmBgRERERKTExIiIiIlJiYkRERESkxMSIiIiISImJEREREZFSg1v5WrU1nEwms3EkREREZCjV97alt3htcIlRcXExACA8PNzGkRAREZGxiouLIZFILHb/BpcY+fv7AwAuXrxo0R+svZHJZAgPD8elS5csuiuxvWG9We+GgPVmvRsCqVSKiIgI9fe4pTS4xMjFpWpYlUQiaVD/Qan4+vqy3g0I692wsN4NS0Ott+p73GL3t+jdiYiIiBwIEyMiIiIipQaXGHl6eiI9PR2enp62DsWqWG/WuyFgvVnvhoD1tmy9BdHS896IiIiIHESDazEiIiIi0oeJEREREZESEyMiIiIiJSZGREREREpOmRh99NFHaNGiBby8vBAfH48DBw7UWn7dunWIiYmBl5cXOnTogB9++MFKkZrHwoUL0b17d/j4+CAoKAjDhw/HqVOnar1m+fLlEARB4+Xl5WWliM1j/vz5WnWIiYmp9RpHf9YA0KJFC616C4KAadOm6SzvqM/6559/RkpKCsLCwiAIAr777juN86IoYt68eQgNDYW3tzcGDhyIM2fO1HlfY/8+WFtt9a6srMTs2bPRoUMHNG7cGGFhYRg3bhwKCgpqvacpvyvWVtfznjBhglYdkpOT67yvIz9vADp/1wVBwLvvvqv3no7wvA353iovL8e0adMQEBCA++67D6NGjcLVq1drva+pfxeqc7rE6Ouvv8aMGTOQnp6Ow4cPo1OnTkhKSsK1a9d0lv/1118xZswYTJo0CUeOHMHw4cMxfPhw5OTkWDly0+3ZswfTpk3D/v37sW3bNlRWVuKhhx7C7du3a73O19cXhYWF6teFCxesFLH5tG/fXqMO+/bt01vWGZ41APz+++8add62bRsA4NFHH9V7jSM+69u3b6NTp0746KOPdJ5/55138OGHH+KTTz7Bb7/9hsaNGyMpKQnl5eV672ns3wdbqK3ed+7cweHDhzF37lwcPnwY3377LU6dOoVhw4bVeV9jfldsoa7nDQDJyckadVizZk2t93T05w1Ao76FhYVYtmwZBEHAqFGjar2vvT9vQ763pk+fjk2bNmHdunXYs2cPCgoKMHLkyFrva8rfBS2ik+nRo4c4bdo09Xu5XC6GhYWJCxcu1Fn+scceE4cOHapxLD4+XnzmmWcsGqclXbt2TQQg7tmzR2+ZzMxMUSKRWC8oC0hPTxc7depkcHlnfNaiKIovvviiGB0dLSoUCp3nneFZAxDXr1+vfq9QKMSQkBDx3XffVR+7efOm6OnpKa5Zs0bvfYz9+2BrNeuty4EDB0QA4oULF/SWMfZ3xdZ01Xv8+PFiamqqUfdxxuedmpoq9u/fv9Yyjva8RVH7e+vmzZuiu7u7uG7dOnWZkydPigDE7Oxsnfcw9e9CTU7VYnT37l0cOnQIAwcOVB9zcXHBwIEDkZ2drfOa7OxsjfIAkJSUpLe8I5BKpQBQ50Z7t27dQmRkJMLDw5Gamoo//vjDGuGZ1ZkzZxAWFoaWLVsiLS0NFy9e1FvWGZ/13bt3kZWVhaeeegqCIOgt5wzPurr8/HwUFRVpPE+JRIL4+Hi9z9OUvw+OQCqVQhAE+Pn51VrOmN8Ve7V7924EBQWhbdu2mDJlCoqLi/WWdcbnffXqVWzevBmTJk2qs6yjPe+a31uHDh1CZWWlxvOLiYlBRESE3udnyt8FXZwqMbp+/TrkcjmCg4M1jgcHB6OoqEjnNUVFRUaVt3cKhQIvvfQSevXqhbi4OL3l2rZti2XLlmHDhg3IysqCQqHAAw88gMuXL1sx2vqJj4/H8uXLsWXLFixZsgT5+fno06cPSktLdZZ3tmcNAN999x1u3ryJCRMm6C3jDM+6JtUzM+Z5mvL3wd6Vl5dj9uzZGDNmTK2biRr7u2KPkpOTsXLlSuzYsQOLFi3Cnj17MHjwYMjlcp3lnfF5r1ixAj4+PnV2Jzna89b1vVVUVAQPDw+thL+u73NVGUOv0cXNiNjJAUybNg05OTl19icnJCQgISFB/f6BBx5Au3bt8Omnn+KNN96wdJhmMXjwYPX/79ixI+Lj4xEZGYm1a9ca9C8qZ7B06VIMHjwYYWFhess4w7MmbZWVlXjssccgiiKWLFlSa1ln+F0ZPXq0+v936NABHTt2RHR0NHbv3o0BAwbYMDLrWbZsGdLS0uqcPOFoz9vQ7y1rcaoWo6ZNm8LV1VVr1PrVq1cREhKi85qQkBCjytuz5557Dt9//z127dqF5s2bG3Wtu7s7unTpgrNnz1ooOsvz8/NDmzZt9NbBmZ41AFy4cAHbt2/HP/7xD6Ouc4ZnrXpmxjxPU/4+2CtVUnThwgVs27at1tYiXer6XXEELVu2RNOmTfXWwZmeNwDs3bsXp06dMvr3HbDv563veyskJAR3797FzZs3NcrX9X2uKmPoNbo4VWLk4eGBbt26YceOHepjCoUCO3bs0PgXc3UJCQka5QFg27ZtesvbI1EU8dxzz2H9+vXYuXMnoqKijL6HXC7HiRMnEBoaaoEIrePWrVvIy8vTWwdneNbVZWZmIigoCEOHDjXqOmd41lFRUQgJCdF4njKZDL/99pve52nK3wd7pEqKzpw5g+3btyMgIMDoe9T1u+IILl++jOLiYr11cJbnrbJ06VJ069YNnTp1Mvpae3zedX1vdevWDe7u7hrP79SpU7h48aLe52fK3wV9wTmVr776SvT09BSXL18u5ubmik8//bTo5+cnFhUViaIoik8++aQ4Z84cdflffvlFdHNzE9977z3x5MmTYnp6uuju7i6eOHHCVlUw2pQpU0SJRCLu3r1bLCwsVL/u3LmjLlOz3hkZGeLWrVvFvLw88dChQ+Lo0aNFLy8v8Y8//rBFFUwyc+ZMcffu3WJ+fr74yy+/iAMHDhSbNm0qXrt2TRRF53zWKnK5XIyIiBBnz56tdc5ZnnVpaal45MgR8ciRIyIAcfHixeKRI0fUs6/efvtt0c/PT9ywYYN4/PhxMTU1VYyKihLLysrU9+jfv7/4n//8R/2+rr8P9qC2et+9e1ccNmyY2Lx5c/Ho0aMav+8VFRXqe9Ssd12/K/agtnqXlpaKs2bNErOzs8X8/Hxx+/btYteuXcXWrVuL5eXl6ns42/NWkUqlYqNGjcQlS5bovIcjPm9DvreeffZZMSIiQty5c6d48OBBMSEhQUxISNC4T9u2bcVvv/1W/d6Qvwt1cbrESBRF8T//+Y8YEREhenh4iD169BD379+vPpeYmCiOHz9eo/zatWvFNm3aiB4eHmL79u3FzZs3Wzni+gGg85WZmakuU7PeL730kvpnFBwcLA4ZMkQ8fPiw9YOvh8cff1wMDQ0VPTw8xGbNmomPP/64ePbsWfV5Z3zWKlu3bhUBiKdOndI65yzPeteuXTr/u1bVTaFQiHPnzhWDg4NFT09PccCAAVo/j8jISDE9PV3jWG1/H+xBbfXOz8/X+/u+a9cu9T1q1ruu3xV7UFu979y5Iz700ENiYGCg6O7uLkZGRoqTJ0/WSnCc7XmrfPrpp6K3t7d48+ZNnfdwxOdtyPdWWVmZOHXqVLFJkyZio0aNxBEjRoiFhYVa96l+jSF/F+oiKG9MRERE1OA51RgjIiIiovpgYkRERESkxMSIiIiISImJEREREZESEyMiIiIiJSZGREREREpMjIiIiIiUmBgREdlIv3790KJFC4PK7t69G4IgYPny5RaNiaihY2JEZGdUX4DVX/fddx+6du2K999/H/fu3dO6pl+/fhAEAe7u7igqKtJ53xdffFF9v927d2ucO3fuHJ5++mnExMSgUaNGaNKkCdq1a4fx48dj165dGmVbtGihFVtERASGDBmCDz/8UGvTRyIiR+Jm6wCISLcxY8ZgyJAhEEURRUVFWLlyJWbMmIGTJ0/is88+0yrv5lb16/zll1/i5Zdf1jh39+5drFq1Cl5eXigvL9c4d/DgQSQmJsLd3R3jxo1D+/btUVZWhjNnzuCnn36Cj48PHnzwQY1rmjdvjoULFwIAysvLUVBQgN27d+PFF1/EggULsGbNGvTv39+cPw6n9NNPP4GbDxDZFyZGRHaqa9euGDt2rPr91KlTERMTgy+++AILFixAYGCgRnlPT0/0798fmZmZWonRhg0bUFxcjCeeeAKrV6/WOJeRkYE7d+7g6NGjOnfu1tUCJZFINGIDgHnz5mHPnj0YNmwYUlNTceTIEbRq1croeltSaWkpfHx8jLqmsrIScrkcXl5eZo/Hw8PD7PckovphVxqRg2jcuDF69uwJURSRl5ens8zEiRNx8uRJ/PbbbxrHMzMz0alTJ3Tp0kXrmjNnziAgIEBnUgQAISEhBseYmJiIf/3rX7h16xbefvvtOssvX74cgiBg+/btmD9/PiIjI+Hp6YmOHTviq6++0nnNwYMHMWLECDRt2hSenp5o27YtFixYoNXFqBq/c+7cOTzyyCPw9/eHr69vrfHMnz8fgiDgjz/+wIwZM9C8eXN4eXlh//79AICKigq89dZbaN++Pby8vODn54eUlBQcOXJE4z4KhQIffPABOnbsCB8fH/j6+qJt27aYNGkSKisrtWKsacOGDejSpQu8vLwQHh6OuXPnalxXM97z589rnWvRogX69eundXz79u146KGH4OfnBy8vL3Ts2BGffPJJrT8XooaELUZEDkSVEPn7++s8//DDDyMoKAjLli1DfHw8AODKlSv46aefsHjxYty9e1frmujoaJw6dQrffvstRo4cWe8Yn3zySTz33HP44YcfDL5m9uzZuH37NqZOnQqgKpEbM2YMysvLMWHCBHW5zZs3Y+TIkWjVqhVmzpwJf39/ZGdnY968eTh69CjWrVuncd9bt24hMTERvXr1woIFC3Dt2jWD4klLS4O3tzdmzpwJQRAQGhqKyspKJCcn49dff1XXUSqV4vPPP0evXr3w888/4/777wcALFiwAPPmzUNKSgqeffZZuLq6Ij8/Hxs3bkRFRQXc3d31fvb69esxatQotGjRAvPmzYObmxsyMzOxefNmg3+e+nz22Wd49tln0bNnT7z22mto3Lgxtm3bhilTpiAvLw/vvvtuvT+DyOGJRGRXdu3aJQIQMzIyxL/++ku8du2aePz4cXHq1KkiALFHjx5a1yQmJoqNGzcWRVEUZ8yYIUokEvHOnTuiKIriggULRA8PD/H69eviu+++KwIQd+3apb72119/Fd3d3UUAYuvWrcWJEyeKH3/8sZibm6szvsjISLF9+/a11qFDhw4iAFEmk9VaLjMzUwQgRkREiDdv3lQfv3nzphgRESE2adJEXY+ysjIxODhY7NOnj1hZWalxn8WLF2vVKzExUQQgvvbaa7XGUF16eroIQExMTNT7GVu2bNE4LpVKxfDwcDExMVF9rEuXLmK7du3q/LzExEQxMjJS/f7evXtieHi4GBAQIP7111/q46qfBwAxMzNTK978/Hyte0dGRmrEVFBQIHp6eopjxozRKvvCCy+ILi4uYl5eXp0xEzk7dqUR2an09HQEBgYiKCgIHTt2xMcff4yRI0diw4YNtV731FNPQSqV4ttvvwVQ1V2VmpqKgIAAneUTEhJw6NAhjB8/HlKpFJmZmZg6dSpiY2PRt29fnDt3zujYVV1WMpnMoPJTpkyBRCJRv5dIJHj22Wdx48YN9Qy6bdu24erVq5g4cSJu3ryJ69evq19DhgwBUDWYuaZZs2YZHf9LL72kHsyukpWVhZiYGHTr1k3js+/evYtBgwZh3759KCsrU8d/5coV7Nu3z6jPPXToEC5duoSJEyeiadOm6uOqn0d9/O9//0NFRQUmTZqkEf/169eRkpIChUKB7du31+sziJwBu9KI7NTTTz+NRx99FJWVlThx4gQWLVqEy5cv1zkIuH379ujevTsyMzMRERGBM2fO4N///net13To0EG9Ps6FCxewZ88efPHFF9i7dy9SU1Nx6NAhowYKqxKiusb0qLRr107rWGxsLACoE7OTJ08CqEr89Ll69arG+8DAQPj5+RkUQ3Vt2rTROnby5EmUlZVpDXqv7vr16wgPD8dbb72F4cOHo0+fPggLC0O/fv0wdOhQPPLII7X+HFV1jYmJ0Tqn+nmYSvXzGzhwoN4yNX9+RA0REyMiO9W6dWv1l9jgwYPRu3dv9O7dG88++6zegckqTz31lHq8TrNmzZCUlGTw50ZGRmLcuHF48skn0adPH/zyyy84cOAAevfubdD1FRUVOH36NEJDQ42eAVYbUTmt/d1330Xnzp11lgkLC9N436hRI5M+S9d1oiiiQ4cOWLx4sd7rVElTQkIC8vLysHXrVuzatQu7du3C6tWr8eabb2Lfvn16x4gZSxAEvedqDkZX/fxWrlyJ0NBQnde0bNnSLHEROTImRkQO4oEHHsCTTz6JlStX4oUXXsADDzygt+yYMWMwY8YM7NixA6+++ipcXIzvNRcEAfHx8fjll19w5coVg6/78ssvUVFRgaFDhxp8zcmTJ5GamqpxLDc3F8DfX9atW7cGUDU7r7ZWD0tp3bo1/vrrL/Tv39+gn+d9992HUaNGYdSoUQCAjz/+GNOmTcPSpUu1llNQUdX1zz//1Dqn+nlUp0qwSkpKNGa3lZeXo7CwUGO5BNXPr2nTpjb5+RE5Co4xInIgc+fOhaurK+bNm1drOYlEgk8++QTp6el45plnai27bds2natpl5WVqcfsGNqNs2fPHsycORM+Pj545ZVXDLoGAJYsWQKpVKp+L5VK8cknn8DPzw+JiYkAgKSkJAQFBeHtt99GSUmJznhLS0sN/kxjjRs3DkVFRXpbjKp3Q12/fl3rfNeuXQFAZ+wq3bp1Q/PmzZGZmalxD5lMpnNKvarLr+bYoPfffx8KhULj2GOPPQZPT0+kp6erx0JVJ5VKUVFRoTc2ooaCLUZEDqRVq1YYPXo0Vq1ahb1796JPnz56y44bN86ge06fPh3FxcUYNmwYOnTogEaNGuHSpUtYvXo1Tp8+jXHjxqFDhw4a10ilUmRlZQGo6jorKCjArl27sHv3bgQFBeGrr74yqlumadOmiI+Px8SJEwFUTde/ePEivvjiC3W3VuPGjbFy5UoMHz4cbdu2xVNPPYVWrVrh5s2b+PPPP/Htt99i/fr1OtfuMYcXX3wR27Ztw8svv4ydO3eif//+8PX1xcWLF7Fjxw54eXmpt09p164devbsifj4eISFhaGwsBCfffYZPDw8MHr0aL2f4erqivfffx+PPfYYevTogcmTJ8PNzQ3Lli1DQEAALl68qFF+4MCBaNu2LebNm4fi4mJERUVh37592L9/v8bgbaBqtfIlS5bgH//4B9q1a4cnn3wSkZGR+Ouvv3DixAl89913yM3NNXjvNiKnZeNZcURUg2q6/rvvvqvzfG5uruji4iL269dPfaz6dP3a6Jquv3XrVnHq1Klix44dxYCAANHV1VX09/cX+/XrJy5dulSUy+Ua94iMjBQBqF/e3t5i8+bNxeTkZPHf//63eOPGDYPrqpquv23bNnHevHlieHi46OHhIcbFxYmrVq3Sec2JEyfEtLQ0MSwsTHR3dxeDgoLEhIQE8fXXXxeLi4s1fibVp8Iborbp76IoipWVleK///1v8f777xcbNWokNmrUSGzVqpX4xBNPiFu3blWXW7hwodinTx8xMDBQ9PDwEJs3by4+8sgj4qFDhzTupy/Gb775RuzUqZP62v/7v/8Tf/rpJ63p+qIoiqdOnRKTkpJEb29vUSKRiI8++qh4+fJlren6Kvv27ROHDx8uBgYGiu7u7mJoaKjYr18/8b333hPLysqM+nkROSNBFLlRDxHZxvLlyzFx4kTs2rXLYi09RETG4BgjIiIiIiUmRkRERERKTIyIiIiIlDjGiIiIiEiJLUZERERESkyMiIiIiJSYGBEREREpMTEiIiIiUmJiRERERKTExIiIiIhIiYkRERERkRITIyIiIiIlJkZERERESv8PVy5KltGhdDgAAAAASUVORK5CYII=",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8v1i, conf_value_8v1i)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8v1i_B\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8) #kleiner 50 orange \n",
- "plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8)\n",
- "\n",
- "plt.xlim(0, 20)\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8vm8_R"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 21,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "20.36179265192532\n",
- "[np.float64(7.778933275239299), np.float64(7.228563640504514), np.float64(5.864926696537051), np.float64(5.22391784719866), np.float64(4.9264740257407444), np.float64(5.544334326098893), np.float64(6.2280892101059875), np.float64(6.757463888027491), np.float64(6.809873629097259), np.float64(6.268182112721579), np.float64(12.96319705982666), np.float64(15.01824986620639), np.float64(15.678008286138086), np.float64(13.76034185703802), np.float64(14.858131574324211), np.float64(19.22333681449626), np.float64(25.82599328708674), np.float64(31.50027763522011), np.float64(36.547423233380336), np.float64(41.65264264456443), np.float64(46.13522004596513), np.float64(58.66883726995103), np.float64(53.16547094671995), np.float64(46.97842108711381), np.float64(40.499533336379585), np.float64(33.60717418934795), np.float64(26.72381476087336), np.float64(20.842683331001872), np.float64(19.125941621448593), np.float64(18.535001174395376), np.float64(15.514042887143995), np.float64(10.715587180122236), np.float64(6.855407018377795), np.float64(12.95934207784688), np.float64(20.215796095609747), np.float64(25.517568575721462), np.float64(30.377132616804182), np.float64(33.905481861625525), np.float64(38.91428072268056), np.float64(46.47459092485408), np.float64(47.42730326827934), np.float64(48.19989488193331), np.float64(37.47625451299332), np.float64(30.44509763185039), np.float64(23.341949250120553), np.float64(16.304744929068487), np.float64(5.637431788068223), np.float64(4.152450704382834), np.float64(9.755694561680132), np.float64(4.857656923330823), np.float64(1.9084792520316223), np.float64(1.9283641223965928), np.float64(2.2392312199610984), np.float64(2.783611535848015), np.float64(3.196233158598887), np.float64(4.114449021455851), np.float64(4.008543945737508), np.float64(4.226544599738455), np.float64(4.763637068524165), np.float64(5.494822101269293), np.float64(5.772943966282262), np.float64(6.038793637444623), np.float64(6.974107011599851), np.float64(13.30337685465271), np.float64(9.617344543099163), np.float64(11.310700832382471), np.float64(6.688111329574359), np.float64(6.06935671072953), np.float64(7.375117855055073), np.float64(7.607530133956688), np.float64(7.173094985590909), np.float64(6.301088329343556), np.float64(4.988986960838237), np.float64(4.415774829021047), np.float64(4.214384731142792), np.float64(3.9760429679334277), np.float64(3.859767780390447), np.float64(3.7553824288749036), np.float64(3.5309727924562164), np.float64(3.0266492783498706), np.float64(2.8220376861261993), np.float64(2.855776078123755), np.float64(2.6966503722168236), np.float64(3.111169825765564), np.float64(3.9648257468853765), np.float64(5.511971533135401), np.float64(6.758635225493069), np.float64(8.170257156942666), np.float64(8.819364179950211), np.float64(9.413062952756285), np.float64(9.251454206977353), np.float64(10.264858153404377), np.float64(10.962761325422406)]\n",
- "[73.17565217391304, 74.1608695652174, 73.7925, 74.9040909090909, 75.67318181818183, 72.57590909090911, 69.6840909090909, 67.031, 66.87545454545456, 67.28565217391304, 67.01100000000001, 65.9235, 69.90850000000002, 70.62695652173913, 70.8025, 69.05217391304349, 66.06869565217391, 61.72260869565218, 55.64450000000001, 50.98649999999999, 45.38521739130435, 39.18590909090909, 44.5545, 46.651500000000006, 47.94850000000001, 51.74499999999999, 55.55818181818183, 57.8285, 60.17850000000001, 62.152, 65.885, 69.4645, 72.09454545454543, 72.6721739130435, 70.82260869565216, 66.97260869565218, 64.5375, 61.07649999999999, 57.277999999999984, 51.67045454545455, 49.861500000000014, 49.3855, 57.42217391304347, 58.75869565217391, 61.46608695652175, 62.818, 64.79826086956521, 60.67399999999999, 50.182, 58.32181818181818, 67.25, 70.577, 72.86409090909092, 71.9295, 66.99800000000002, 62.85350000000001, 62.15100000000001, 64.58304347826086, 67.28000000000002, 69.58449999999999, 74.02272727272727, 74.721, 74.64782608695651, 66.5359090909091, 61.04954545454545, 62.820454545454545, 62.436, 64.59545454545456, 71.3835, 73.46652173913043, 74.234, 73.38000000000001, 71.2555, 66.3785, 62.39799999999999, 61.585, 61.6645, 65.44043478260868, 66.8785, 69.89434782608696, 71.94350000000001, 70.93391304347826, 71.73550000000002, 71.18199999999999, 69.67949999999999, 68.97826086956522, 68.10850000000002, 70.29100000000001, 75.54849999999998, 78.66999999999999, 79.32818181818182, 80.29600000000002, 78.821]\n",
- "\n",
- "Index: 21, Wert: 58.66883726995103\n"
- ]
- }
- ],
- "source": [
- "file_af_8vm8= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8vm8_r_af3_model_0.cif\"\n",
- "file_pdb_8vm8= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8vm8_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8vm8, file_pdb_8vm8))\n",
- "\n",
- "rmsd_residue_8vm8= rmsd.rmsd_per_residue(file_af_8vm8, file_pdb_8vm8)\n",
- "print(rmsd_residue_8vm8)\n",
- "\n",
- "conf_value_8vm8 = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8vm8_r_af3_model_0.cif\")\n",
- "print(conf_value_8vm8)\n",
- "\n",
- "print(\"\")\n",
- "for index, value in enumerate(rmsd_residue_8vm8):\n",
- " if value >55:\n",
- " print(f\"Index: {index}, Wert: {value}\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 22,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8vm8, conf_value_8vm8)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8vm8_R\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8) #kleiner 50 orange \n",
- "plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8)\n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8vt5_A"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 23,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "1.9521526579650477\n",
- "[np.float64(3.650630422023696), np.float64(3.384742266596296), np.float64(2.6250708363010724), np.float64(1.44492262963253), np.float64(1.6614941834869978), np.float64(1.7464579188694216), np.float64(1.487086682785462), np.float64(1.5822452157245335), np.float64(1.4230330406037937), np.float64(1.0220914347080259), np.float64(1.0322081232516396), np.float64(3.1964203058447174), np.float64(0.9310091170384537), np.float64(0.9893257091349484), np.float64(0.62539619962786), np.float64(0.9181163821261371), np.float64(0.7498737691762692), np.float64(1.2134292360149428), np.float64(1.6166125655959243), np.float64(1.7131240235662821), np.float64(1.6784421350162235), np.float64(0.9909693629693289), np.float64(0.7415266418481642), np.float64(0.8314473958751005), np.float64(2.60364705089935), np.float64(2.403882180425515), np.float64(6.900730795798626), np.float64(1.1359758760997973), np.float64(0.7438668652327378), np.float64(0.7818631957156343), np.float64(1.0571899598814893), np.float64(1.121295331986085), np.float64(1.743408720732352), np.float64(2.764436760745507), np.float64(1.4401958423714112), np.float64(1.52137385492709), np.float64(1.2774515600804552), np.float64(1.27801915693403), np.float64(1.3622434600521383), np.float64(0.8970750396249643), np.float64(0.8624295149927503), np.float64(0.9891720438020316), np.float64(1.036766584485235), np.float64(0.7862334548112491), np.float64(4.401593731611844), np.float64(1.2926199739751898), np.float64(1.0316507168048856), np.float64(0.7529332653836989), np.float64(0.6587903611489121), np.float64(0.891735265385133), np.float64(0.765374172631833), np.float64(1.1135682435308891), np.float64(1.9437920249732554), np.float64(2.504639083190108), np.float64(2.1746881171045485), np.float64(1.0884876342302396), np.float64(1.174031489649665), np.float64(2.152997061665215), np.float64(3.015170540016817)]\n",
- "[86.02217391304347, 83.14956521739131, 83.32900000000001, 81.26391304347828, 81.15299999999999, 81.5055, 80.68608695652173, 78.09565217391304, 76.12500000000003, 71.3804347826087, 60.380434782608695, 58.160000000000004, 68.98739130434782, 72.87782608695652, 72.61800000000001, 76.11500000000001, 77.86800000000001, 78.14304347826085, 77.83250000000001, 78.81949999999999, 79.20199999999998, 79.10454545454546, 80.23347826086955, 78.36, 66.78818181818181, 66.826, 66.13826086956522, 75.11347826086957, 78.2365, 78.072, 78.37869565217392, 78.40086956521738, 78.0808695652174, 81.09400000000001, 81.81800000000001, 82.67869565217391, 82.2195652173913, 81.28260869565217, 81.33260869565217, 79.845, 78.922, 76.72000000000001, 75.42304347826087, 77.51409090909091, 70.16739130434784, 72.7535, 78.98600000000002, 81.36500000000001, 81.5915, 82.48499999999999, 83.6291304347826, 83.27049999999998, 83.415, 82.72043478260869, 82.30850000000001, 82.92739130434782, 84.03100000000002, 86.45349999999999, 88.86049999999999]\n"
- ]
- }
- ],
- "source": [
- "file_af_8vt5= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8vt5_a_af3_model_0.cif\"\n",
- "file_pdb_8vt5= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8vt5_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8vt5, file_pdb_8vt5))\n",
- "\n",
- "rmsd_residue_8vt5= rmsd.rmsd_per_residue(file_af_8vt5, file_pdb_8vt5)\n",
- "print(rmsd_residue_8vt5)\n",
- "\n",
- "conf_value_8vt5 = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8vt5_a_af3_model_0.cif\")\n",
- "print(conf_value_8vt5)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 24,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8vt5, conf_value_8vt5)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8vt5_A\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8)\n",
- "\n",
- "plt.xlim(0, 20)\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8vu0_C"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 25,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "3.023210214325163\n",
- "[np.float64(1.8865812092078271), np.float64(1.354685719692032), np.float64(1.7682551939193398), np.float64(1.539205764172072), np.float64(1.1719695603531635), np.float64(0.9574558456928337), np.float64(0.9678580199759871), np.float64(1.315193450208544), np.float64(1.1199145022444101), np.float64(0.7169173839478368), np.float64(0.7213777613502483), np.float64(0.9856929527181746), np.float64(1.4564325827290363), np.float64(2.424621821922916), np.float64(2.417031387816509), np.float64(8.02234673098805), np.float64(2.468747683483893), np.float64(1.2739779663826214), np.float64(1.8688862995360374), np.float64(5.90483743367013), np.float64(10.101388378849387), np.float64(2.109728415791462), np.float64(2.146616134201299), np.float64(1.8165522992699399), np.float64(1.5790274206055035), np.float64(1.325771232932271), np.float64(0.930266012823335), np.float64(0.6610901265839494), np.float64(1.040523173512113), np.float64(1.4318269774356747), np.float64(1.5943798085314582), np.float64(1.537437361522022), np.float64(1.1625465521400942), np.float64(2.121417405913791), np.float64(3.782067432617714), np.float64(3.2630419513404605), np.float64(3.2475803575994937), np.float64(1.7411336293871362), np.float64(1.5127025998199743), np.float64(1.7456117098837047), np.float64(2.114220491224636), np.float64(2.4432690726063844), np.float64(1.84192359938976), np.float64(1.5509813624147013), np.float64(1.284475648849032), np.float64(1.479322885666589), np.float64(2.195246113810059), np.float64(2.004534596353032), np.float64(1.7539028374208319), np.float64(1.2814396941304795), np.float64(0.9708449333151504), np.float64(0.9480379126373731), np.float64(0.7155131324745595), np.float64(1.0206315069645002), np.float64(1.4610703068437287), np.float64(2.11675885575491), np.float64(1.5806407051378306), np.float64(0.8282436574461252), np.float64(0.7070456210405204), np.float64(0.8202662810392592), np.float64(0.8921962073505639), np.float64(0.8847178666446022), np.float64(0.8184031763887858), np.float64(0.8643155862835669), np.float64(1.020685407626969), np.float64(1.264081887652562), np.float64(1.5775814666575068), np.float64(1.8634350330917575), np.float64(1.9806407308268414), np.float64(2.193064959387814), np.float64(1.945666048443448), np.float64(2.2003576567878316), np.float64(2.0693780405510966), np.float64(2.0467699919143896), np.float64(7.835582238029658), np.float64(15.111783898779581)]\n",
- "[91.39478260869564, 89.78695652173913, 88.11739130434783, 86.4145, 86.5975, 85.38449999999999, 86.39173913043479, 85.57, 85.09000000000002, 86.13217391304347, 86.057, 84.8545, 85.5675, 83.17636363636363, 81.22782608695651, 65.79043478260868, 65.11750000000002, 77.58826086956519, 78.25999999999999, 58.23, 59.8685, 79.75863636363636, 86.25608695652176, 85.72500000000001, 86.81260869565217, 87.30850000000001, 89.01304347826085, 88.87800000000001, 90.12863636363637, 91.41750000000002, 93.05699999999999, 93.86695652173913, 93.987, 93.99260869565217, 94.23590909090909, 93.3909090909091, 91.29227272727272, 90.50347826086958, 90.64400000000002, 90.01086956521738, 88.81260869565217, 87.444, 86.27217391304349, 84.90272727272726, 84.3691304347826, 82.7813043478261, 74.04700000000001, 85.215, 86.91173913043477, 86.56999999999998, 85.59400000000002, 86.26217391304347, 86.98478260869567, 86.81050000000002, 87.54499999999999, 85.771, 83.91636363636361, 85.81818181818183, 83.4491304347826, 83.72400000000002, 86.195, 86.2205, 86.20272727272726, 86.67, 87.73100000000002, 86.947, 86.07454545454544, 86.00695652173914, 87.21565217391306, 88.122, 89.439, 91.3945, 91.41363636363637, 88.9675, 88.31250000000001, 87.01136363636364]\n"
- ]
- }
- ],
- "source": [
- "file_af_8vu0= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8vu0_c_af3_model_0.cif\"\n",
- "file_pdb_8vu0= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8vu0_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8vu0, file_pdb_8vu0))\n",
- "\n",
- "rmsd_residue_8vu0= rmsd.rmsd_per_residue(file_af_8vu0, file_pdb_8vu0)\n",
- "print(rmsd_residue_8vu0)\n",
- "\n",
- "conf_value_8vu0 = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8vu0_c_af3_model_0.cif\")\n",
- "print(conf_value_8vu0)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 26,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8vu0, conf_value_8vu0)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8vu0_C\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8)\n",
- "plt.axhline(y=90, color='gray', linestyle='--', linewidth=0.8)\n",
- "\n",
- "plt.xlim(0, 20)\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8xzn_A"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 27,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "11.883534827651241\n",
- "[np.float64(14.173286085751581), np.float64(11.754230041343735), np.float64(8.32016471596077), np.float64(4.098492052841282), np.float64(2.0889130554279993), np.float64(4.130659166885242), np.float64(5.502243957727968), np.float64(6.646592035422323), np.float64(9.337209351859448), np.float64(12.550629497683438), np.float64(14.33755385370592), np.float64(16.426357095660418), np.float64(16.543792091058343), np.float64(12.6063155242308), np.float64(7.149865618500011), np.float64(13.737929308811644), np.float64(18.85611563074531), np.float64(23.280771727103303), np.float64(13.541968029425382), np.float64(12.356088474985533), np.float64(9.721818564599637), np.float64(7.243681544547299), np.float64(5.368775462984739), np.float64(5.78144379825472), np.float64(8.12940016183703), np.float64(11.546090128147542), np.float64(14.896134450667304), np.float64(23.18625066228043), np.float64(22.090404247748424), np.float64(16.044245120232546), np.float64(12.608309966508248), np.float64(12.824485936831664), np.float64(10.881563527306234), np.float64(10.53738663503968), np.float64(7.59991269099405), np.float64(3.882018209081072), np.float64(4.126989628712726), np.float64(7.911747587910253), np.float64(12.011505557141023), np.float64(15.988884989230383), np.float64(13.19107770945242), np.float64(11.12047010527479), np.float64(10.485541373992804), np.float64(9.317344577107479), np.float64(6.900219496748369), np.float64(3.156712455061937), np.float64(3.4754380682404213), np.float64(6.710620436577234), np.float64(9.14217140102385), np.float64(11.642049180572467), np.float64(14.332583520170461), np.float64(17.366201120870027)]\n",
- "[61.91434782608695, 65.54304347826086, 65.4145, 64.29739130434783, 57.00449999999999, 45.85869565217392, 39.22950000000001, 44.33090909090909, 47.83149999999999, 51.471000000000004, 51.52565217391304, 47.50600000000001, 42.022499999999994, 37.4835, 34.06545454545454, 31.68136363636364, 32.849999999999994, 40.5675, 49.07, 63.00739130434781, 68.91850000000001, 76.38350000000003, 78.9745, 81.06099999999998, 82.09227272727271, 84.0613043478261, 78.11649999999999, 72.8305, 67.046, 67.783, 67.88826086956522, 73.01636363636364, 80.40450000000001, 80.82499999999999, 81.00304347826086, 79.0808695652174, 73.7395652173913, 69.61272727272727, 62.880500000000005, 38.906499999999994, 47.46363636363637, 48.8395, 52.59217391304348, 51.89217391304348, 52.56, 55.50545454545455, 57.77086956521739, 63.649, 66.45565217391304, 64.924, 64.84700000000001, 69.67750000000001]\n"
- ]
- }
- ],
- "source": [
- "file_af_8xzn= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8xzn_a_af3_model_0.cif\"\n",
- "file_pdb_8xzn= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8xzn_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8xzn, file_pdb_8xzn))\n",
- "\n",
- "rmsd_residue_8xzn= rmsd.rmsd_per_residue(file_af_8xzn, file_pdb_8xzn)\n",
- "print(rmsd_residue_8xzn)\n",
- "\n",
- "conf_value_8xzn = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8xzn_a_af3_model_0.cif\")\n",
- "print(conf_value_8xzn)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 28,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8xzn, conf_value_8xzn)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8xzn_A\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8)\n",
- "plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8)\n",
- "\n",
- "plt.xlim(0, 25)\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8ydc_A"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 29,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "23.145733948181466\n",
- "[np.float64(51.37045354235543), np.float64(47.69458079523706), np.float64(42.617328893993786), np.float64(36.25481387682248), np.float64(28.644535532164635), np.float64(21.709054733688387), np.float64(16.543365804384184), np.float64(7.763853522306831), np.float64(6.094046410447297), np.float64(5.109648591194416), np.float64(8.125871921224931), np.float64(12.047758215614593), np.float64(14.551569091332516), np.float64(20.1589033817346), np.float64(22.232016331169568), np.float64(22.047581298982585), np.float64(20.8064565875422), np.float64(19.723175247584773), np.float64(16.62440568781763), np.float64(13.559607782102958), np.float64(14.673120782106693), np.float64(15.73407446961327), np.float64(15.620570617960821), np.float64(17.11429991587263), np.float64(21.724666804994307), np.float64(28.172185149951044), np.float64(26.123605805061853), np.float64(25.26063286992615), np.float64(23.866125178975228), np.float64(23.431322312744893), np.float64(23.842684658904265), np.float64(27.69488852414316), np.float64(29.721258032714008), np.float64(26.76953828886132), np.float64(21.725437213559882), np.float64(14.816262363047063), np.float64(10.733797417682412), np.float64(7.265984567586369), np.float64(15.024737754258231), np.float64(15.354472910253694), np.float64(14.496216766335289), np.float64(10.96390797801484), np.float64(8.130081702128164), np.float64(7.758506550823751), np.float64(10.568004511812008), np.float64(14.441846612609673), np.float64(24.9590756130099), np.float64(23.51227929141639), np.float64(20.04303526401241), np.float64(16.98936577467542), np.float64(18.783804280040734), np.float64(22.886397115691686), np.float64(27.49629626412597), np.float64(30.89969938972347), np.float64(32.09091894221575), np.float64(33.82183234378572), np.float64(32.65471655977792), np.float64(30.46778846915122)]\n",
- "[40.342, 37.45565217391305, 40.37181818181818, 40.07565217391304, 44.272727272727266, 45.43999999999999, 45.59090909090909, 43.54954545454546, 54.910000000000004, 57.3755, 58.92000000000002, 59.587391304347825, 59.41130434782609, 55.63818181818183, 47.59565217391304, 46.18599999999999, 43.854, 45.876999999999995, 49.068636363636365, 51.08200000000001, 53.27, 55.254999999999995, 55.07954545454545, 55.19500000000001, 55.23850000000001, 59.80999999999999, 55.3085, 54.586500000000015, 53.923500000000004, 52.531818181818174, 55.1795, 56.7285, 53.60173913043478, 54.280909090909084, 53.939, 52.32217391304347, 51.92999999999999, 51.21434782608694, 54.79772727272727, 56.818000000000005, 57.21799999999998, 58.17826086956522, 57.00086956521738, 52.853636363636376, 51.234, 48.44782608695652, 49.809999999999995, 47.16227272727272, 44.64681818181818, 45.095652173913045, 43.11181818181819, 43.520500000000006, 41.49818181818181, 46.03500000000001, 48.399565217391306, 49.983, 52.75909090909092, 54.0665]\n"
- ]
- }
- ],
- "source": [
- "file_af_8ydc= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8ydc_a_af3_model_0.cif\"\n",
- "file_pdb_8ydc= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8ydc_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8ydc, file_pdb_8ydc))\n",
- "\n",
- "rmsd_residue_8ydc= rmsd.rmsd_per_residue(file_af_8ydc, file_pdb_8ydc)\n",
- "print(rmsd_residue_8ydc)\n",
- "\n",
- "conf_value_8ydc = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8ydc_a_af3_model_0.cif\")\n",
- "print(conf_value_8ydc)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 30,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8ydc, conf_value_8ydc)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8ydc_A\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8)\n",
- "\n",
- "plt.xlim(0, 55)\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 9bun_A"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 31,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "17.300115606550147\n",
- "[np.float64(12.242741256371458), np.float64(12.828204989225497), np.float64(12.391641025883382), np.float64(10.585600980227701), np.float64(13.089960725712409), np.float64(13.624127799509175), np.float64(14.836096727628181), np.float64(15.369326539329814), np.float64(18.81635005136289), np.float64(22.85439245017282), np.float64(29.06335281875133), np.float64(27.735282290308817), np.float64(24.88837363501587), np.float64(25.52233665837719), np.float64(23.858560617102984), np.float64(24.897211690841715), np.float64(21.542963830447242), np.float64(13.464567407916253), np.float64(10.19558073056516), np.float64(7.5962913448441896), np.float64(8.705175799736606), np.float64(7.470917092978269), np.float64(7.77677389869395), np.float64(8.257037227080298), np.float64(8.34423076197904), np.float64(10.724260290271237), np.float64(13.480253486364248), np.float64(16.61816823397615), np.float64(18.279303971810293), np.float64(20.154545731512915), np.float64(25.470879922507248), np.float64(31.82480544912424), np.float64(28.18978846176298), np.float64(22.899854371205052), np.float64(18.78904368597143), np.float64(18.105136369359172), np.float64(16.400704124397212), np.float64(15.352137524727883), np.float64(15.305644538580072), np.float64(14.675007522259406), np.float64(14.019517433898171), np.float64(13.039083509594413), np.float64(12.36023752456079), np.float64(8.54133898295418), np.float64(7.502836356903071), np.float64(8.872683660523874), np.float64(11.347134655283392), np.float64(12.701086397411826)]\n",
- "[45.78608695652174, 44.150434782608706, 44.18363636363636, 42.611000000000004, 38.785, 38.74399999999999, 39.49478260869566, 41.85869565217392, 44.26499999999999, 43.694545454545455, 43.00590909090909, 46.3155, 42.525652173913045, 37.993500000000004, 33.42304347826089, 32.47181818181818, 33.056363636363635, 35.20695652173913, 35.56999999999999, 41.75409090909091, 50.66826086956522, 56.73863636363635, 60.65652173913044, 65.90347826086955, 69.42450000000002, 69.92739130434782, 68.61449999999999, 62.91272727272727, 60.76363636363636, 57.37391304347827, 55.75434782608696, 56.5345, 52.79950000000001, 53.346818181818186, 53.81636363636364, 59.248000000000005, 63.096999999999994, 64.61478260869566, 64.8545, 63.62850000000001, 60.891, 55.86500000000001, 48.32045454545453, 44.30434782608695, 45.059999999999995, 45.79600000000001, 46.484, 44.82363636363637]\n"
- ]
- }
- ],
- "source": [
- "file_af_9bun= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_9bun_a_af3_model_0.cif\"\n",
- "file_pdb_9bun= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/9bun_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_9bun, file_pdb_9bun))\n",
- "\n",
- "rmsd_residue_9bun= rmsd.rmsd_per_residue(file_af_9bun, file_pdb_9bun)\n",
- "print(rmsd_residue_9bun)\n",
- "\n",
- "conf_value_9bun = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_9bun_a_af3_model_0.cif\")\n",
- "print(conf_value_9bun)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 32,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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FDz/8UHdMcnIysrOzsWvXLqxYsQK5ubkYOXIkNBqNwXMuW7YMCoVC9woNDW2pn0MkC5x0kogcjSCKomT+HPPw8MB9992H/fv367Y99dRT+PHHH5GXl2fwM+fOnUNkZCR27tyJoUOHNthfXV2N6upq3Xu1Wo3Q0FCoVCr4+PhY/0cQyczmIxcxf/2RJo97ffy9GH3vPbYPiIicklqthkKhsMrzW1ItP8HBwYiKitLb1qNHDxQXFxv9TKdOndC+fXucPXvW4H5PT0/4+PjovYjIetq3NW3AganHERHZmqSSnwEDBuDUqVN6206fPo3w8HCjn7lw4QLKy8sRHMxiSiK7MLXtWDJtzEQkd5JKfhYsWIADBw7g5ZdfxtmzZ7F27Vq88847mDt3LgDg+vXr+Mtf/oIDBw7g119/xa5duzB69Gh07twZI0aMsHP0RPJ05UZ10weZcRwRka1JKvm5//77sWnTJqxbtw7R0dH4xz/+gddeew2TJk0CALi6uuLo0aN45JFH0LVrV8yYMQN9+/bFd999x7l+iOyEa60RkaORVMFzS7BmwRQR1Q11H7hiN0pVVQZ7tgTUzby979khnICSiCzmtAXPRCRdxpau4FprRORoJDXDMxFJU1NLV2jXWrv7GCWXtyAiCWK3FxE1ytjSFdp2nPpLV2hqRa61RkQ2Yc3nN1t+iMioppauEFC3dMWwKCVcXQSutUZEDoE1P0RkFJeuICJnxJYfIjKqrNJ44mPJcY1hlxkRtRQmP0RkVEvN4dNUQTURkTWx24uIjOoX4YdghVeDIexaAuqSlH4RfhZ/h7ag+u7utRJVFWbnHMbrO8/ohtUTEVkDkx8iMsrWc/g0VlCttWrnaQxYvgtbC0os+g4iorsx+SGiRmnn8FEq9Lu2lAovvWHulmiqoFqrVF2NtJzDTICIyCpY80NETUqODsawKKXVC5LNLZSuP6yeiMhSTH6IyCS2mMPHnELp+sPqOZcQETUHu72IyG6aKqg2xBrD6olI3pj8EJHd1C+oNlVzh9UTETH5ISK70hVU+zSe1FhjWD0REcDkh4gkIDk6GN8/NwQLkroY3G+NYfVERFpMfohIElxdBMxP6oq3U2MRbINh9UREWhztRUSSYqth9UREWkx+iEhybDGsnohIi91eREREJCtMfoiIiEhWmPwQERGRrDD5ISIiIllh8kNERESywuSHiIiIZIVD3YkImlqR8+oQkWww+SGSua0FJcjYchwlqj9WSw9WeCE9JcppZ1Rmskckb0x+SPL4oLKdrQUlSMs5DPGu7aWqKqTlHHbKJSXkmOwRkT4mPyRpfFDZjqZWRMaW4w0SHwAQUbeYaMaW4xgWpXSaZFOOyR4RNcSCZ5Is7YOqfuID/PGg2lpQYqfInMPBoooG17Y+EUCJqgoHiypaLigbairZA+qSPU2toSOIyJkw+SFJ4oPK9soqjSc+lhwndXJL9ojIOCY/JEl8UNleoLeXVY+TOrkle0RkHJMfkiQ+qGyvX4QfghVeMFbNI6CuvqpfhF9LhmUzckv2iMg4Jj8kSXxQ2Z6ri4D0lCgAaJAAad+np0Q5TbGz3JI9IjKuWcnPt99+i7///e+YOXMmTp48CQC4fv06vv32W1y7ds2ic168eBGpqanw9/dHq1at0KtXLxw6dEi3XxRFLFmyBMHBwWjVqhWSkpJw5syZ5vwMkiA+qFpGcnQwMlNjoVToJ5FKhZfTjXySW7JHRMYJoiiaXTGq0WgwceJEfPrppxBFEYIgYMeOHRgyZAiqqqoQEhKCRYsW4a9//atZ57169Sr69OmDBx98EGlpaQgICMCZM2cQGRmJyMhIAMCKFSuwbNkyfPjhh4iIiMDzzz+PY8eO4fjx4/DyaroVQK1WQ6FQQKVSwcfHx9yfTi1IO9oLgF7hs/bR5GwPZ3uS01xKnD6ByDFZ8/ltUfLz8ssvY8mSJfjXv/6F5ORk9OjRAzt37sSQIUMAADNmzMCpU6ewb98+s8773HPP4fvvv8d3331ncL8oiggJCcEzzzyDRYsWAQBUKhWCgoKwevVqjB8/vsnvYPLjWPigIluQU7JH5Cys+fy2aJLD7OxsTJkyBfPnz0d5eXmD/T169MDXX39t9nm/+OILjBgxAo8//jhyc3Nxzz33YM6cOZg5cyYAoKioCKWlpUhKStJ9RqFQIC4uDnl5eQaTn+rqalRXV+veq9Vqs+Mi+0mODsawKCUfVGRVri4C4iP97R0GEdmJRTU/v/76K+Lj443u9/X1xdWrV80+77lz55CZmYkuXbpg27ZtSEtLw1NPPYUPP/wQAFBaWgoACAoK0vtcUFCQbt/dli1bBoVCoXuFhoaaHRfZl/ZBNfreexAf6c/Eh4iImsWi5Mfb2xsVFcbnVzl79iwCAgLMPm9tbS1iY2Px8ssvo0+fPpg1axZmzpyJt99+25IwAQCLFy+GSqXSvc6fP2/xuYiIiMjxWZT8DBw4EDk5OTBULnT16lV88MEHePDBB80+b3BwMKKiovS29ejRA8XFxQAApVIJALh8+bLeMZcvX9btu5unpyd8fHz0XkQkP5paEXmF5dh85CLyCss5OziRjFlU8/O3v/0NAwcOxJAhQzBt2jQAwM8//4wzZ85g+fLluHHjBp577jmzzztgwACcOnVKb9vp06cRHh4OAIiIiIBSqcSuXbtw7733Aqir4fnhhx+QlpZmyU8hIhlg4TwR1WfRaC8A+Oqrr/CnP/1J1wojCAJEUURgYCCys7MxfPhws8/5448/4oEHHkBGRgaeeOIJHDx4EDNnzsQ777yDSZMmAagb6r58+XK9oe5Hjx7lUHciMsjYSu6cMoHIsdh9qLtWdXU1duzYgRMnTkAURXTp0gUjRoxA69atLQ7oyy+/xOLFi3HmzBlERERg4cKFutFeQN1w9/T0dLzzzju4du0aBg4ciLfeegtdu3Y16fxMfojkQ1MrYuCK3UbXiRNQN6HjvmeHsJCeSOIkk/w4IiY/RPKRV1iOCe8eaPK4dTP7c+g7kcRZ8/nNtb2IyGlxgVwiMsSigudOnTo1eYwgCCgsLLTk9EREVsEFconIEIuSn7CwMAiCfv/4nTt3UFRUhEuXLqFz58645557rBIgEZGltAvklqqqGhQ8A3/U/HCBXCJ5sSj52bt3r9F969atwzPPPNOsiQmJiKxBu5J7Ws5hCDC8QC5XcieSH6vX/EyYMAFjxozBM888Y+1TExGZLTk6GJmpsVAq9Lu2lAovDnMnkimLWn6acu+99yInJ8cWpyYiMhsXyCWi+myS/Bw5cgQuLhxIRkTSwZXciUjLouTn22+/Nbi9oqICO3fuxLvvvouxY8c2KzAiIiIiW7Ao+UlMTGww2guAbqHTpKQk/Pvf/25eZEREREQ2YFHyk5WV1WCbIAjw8/ND165dTV5qgoiIiKilWZT8TJ061dpxEBEREbUIViUTERGRrJjU8vPCCy+YfWJBEPD888+b/TkiImeiqRU5xJ5IYkxa1d3QsHVtwfPdHxcEAaIoQhAEaDQaK4VpPVzVnYhaytaCEmRsOY4S1R8LpwYrvJCeEsXJFYnMZM3nt0ktP0VFRXrvr1+/jilTpsDNzQ0LFixAVFQUAOCXX37BqlWrUFtbi+zs7GYFRkTkyLYWlCAt53CDNcVKVVVIyznM2aWJ7Miklp+7PfXUUzh06BC+/fZbuLnp5081NTUYPHgw7r//frzxxhtWC9Ra2PJDRLamqRUxcMVuvRaf+rQLqu57dgi7wIhMZM3nt0UFz5988gnGjx/fIPEBAHd3d4wfPx4bNmxoVmBERI7qYFGF0cQHqFtgtURVhYNFFS0XFBHpWDTUXa1WQ6VSGd1/7dq1RvcTNYYFouToyiqNJz6WHEdE1mVR8tOnTx/85z//wcSJExEZGam37+zZs3jzzTcRGxtrlQBJXlggSs4g0Nur6YPMOI6IrMui5GfFihUYNmwYevbsiTFjxqBbt24AgJMnT2Lz5s0QBAHLly+3aqDk/FggSs6iX4QfghVeKFVVNbifgT9qfvpF+LV0aERsXYeFyc/AgQOxd+9eLFiwAJ988onevv79+2PlypXo37+/VQIkedDUisjYctzgg0JE3cMiY8txDItSyu5fUnI8ri4C0lOikJZzGAKgd19r7970lCjey9Ti2Lpex6LRXvX9/vvvOHfuHAAgIiICgYGBVgnMVjjaS5ryCssx4d0DTR63bmZ/xEf6t0BERM3HBw1JibHWdW0KLvXW9Raf56cxAQEBCAgIaO5pSOZYIErOKDk6GMOilLLvYiD7Y+u6vmYnP0TWwAJRclauLgJbK8nuzJl+QQ73q0nz/Li4uMDNzQ23b9/WvXd1dW30ZWgOICJjtAWixv7eEFDXXcACUSIi87F1XZ9JGcqUKVMgCAJcXV313hNZCwtErYOjOIjIELau62t2wbOjYcGztLFA1HK8duTomLzbjnbJlaamX5DykivWfH4z+SHJ4X8AzefooziImLzbnva/E4Dh1nWp/3fC7mt7lZeX48SJE3rbioqK8Oc//xmTJk3Ctm3bmhUUyZu2QHT0vfcgPtKfiU8TmhrFAdSN4tDUyurvHHIg2ofy3QW52glOtxaU2Cky55IcHYzM1FgoFfpdW0qFl+QTH2uzqOUnNTUVp0+fxsGDBwEA169fR/fu3XHp0iUAdQXRu3fvxuDBg60brRWw5YecDedIIkem7Y4xNhLJEbpjHI2jtq7bveUnLy8Po0aN0r3/+OOPcenSJXz99de4dOkSevTogVdeeaVZgRGRaTiKgxyZOUOwyTrYum5h8nP58mWEhobq3n/zzTe47777kJycDKVSiWnTpuGnn36yWpBEZBxHcZAjY/JO9mBR8uPu7o5bt27p3ufm5iIhIUH33tfXF+Xl5c2PjoiaxDmSyJExeSd7sCj56dq1Kz777DOIoogvvvgCFRUVGDp0qG7/+fPn4efH/9AStQTtHEkAGiRAnCOJpI7JO9mDRcnP3LlzkZubi3bt2uGxxx5Dp06d9JKf7777Dr169TL7vEuXLoUgCHqv7t276/YnJiY22D979mxLfgKRU+EoDnJUTN7JHixag0I7w/Pnn38OhUKBv/71r3B3dwdQNwz+2rVrmDNnjkUB9ezZEzt37vwjwLuWyZg5cyZeeOEF3fvWrVtb9D1EzoaLaJKj0ibvd8/zo+Q8P2QjFi/ANXnyZEyePLnBdn9/f+Tn51sekJsblEql0f2tW7dudD+RnHERTXJUTN6pJVnU7VXf2bNn8f3330OlUlkjHpw5cwYhISHo1KkTJk2ahOLiYr39a9asQfv27REdHY3Fixfj5s2bjZ6vuroaarVa70VERNLDIdjUUixOfr788ktERkaiW7duGDx4sK61p6ysDJ07d8ann35q9jnj4uKwevVqbN26FZmZmSgqKsKgQYNQWVkJAJg4cSJycnKwZ88eLF68GB999BFSU1MbPeeyZcugUCh0r/pD9ImIiEh+LJrhee/evRg2bBjuvfdepKSkYOnSpdi5cyeGDBkCABgxYgS8vb0tSoDqu3btGsLDw7Fy5UrMmDGjwf7du3dj6NChOHv2LCIjIw2eo7q6GtXV1br3arUaoaGhnOGZiIjIgdh9hucXXngBvXv3xg8//IC5c+c22B8fH4/Dhw83KzCgbr6grl274uzZswb3x8XFAYDR/QDg6ekJHx8fvRcRERHJl0XJz48//ohJkybBxcXwxzt06IDS0tJmBQbUrRlWWFiI4GDDlf5HjhwBAKP7iYiIiO5m0Wiv2tpaeHp6Gt1/5coVeHh4mH3eRYsWISUlBeHh4bh06RLS09Ph6uqKCRMmoLCwEGvXrsWoUaPg7++Po0ePYsGCBRg8eDBiYmIs+RlEREQkQxa1/PTo0QPfffed0f1ffvklevfubfZ5L1y4gAkTJqBbt2544okn4O/vjwMHDiAgIAAeHh7YuXMnhg8fju7du+OZZ57BuHHjsGXLFkt+AhGRQZpaEXmF5dh85CLyCsuhqTW7LJKIJM6ilp8ZM2bgqaeeQlJSEh555BEAgCAIuHnzJp577jnk5eUhOzvb7POuX7/e6L7Q0FDk5uZaEi4RkUm2FpQ0mGgvmBPtETkdi0Z7AUBqairWrl0LHx8fVFZWIiAgAOXl5dBoNJg+fTref/99a8dqFdasFici57G1oARpOYdx938QtTPNcJkQIvuy+2gvAMjJycFnn32GoUOHonv37vDz88OoUaOwYcMGySY+RESGaGpFZGw53iDxAaDblrHlOLvAiJyE2d1et27dwoYNG9CtWzc8+uijePTRR20RFxFRizlYVKHX1XU3EUCJqgoHiyq4fAiREzC75cfT0xMzZ87ETz/9ZIt4iIhaXFml8cTHkuMcAQu7Sc7MbvlxcXFBaGgo18giIqcR6O1l1eOkjoXdJHcW1fxMnToVH330kd6yEUREjqpfhB+CFV4wtoymgLrkoF+EX0uGZRPawu67u/lKVVVIyzmMrQUldoqMqOVYNNT9gQcewMaNG3Hvvfdizpw56NKlC1q3bt3guMGDBzc7QCIiW3N1EZCeEoW0nMMQAL3CZ21ClJ4S5fCrjDdV2C2grrB7WJTS4X8rUWMsGup+97IWgqD/L4koihAEARqNpnnR2QCHuhORMc7eHZRXWI4J7x5o8rh1M/uzsJskx5rPb4tafrKyspr1pUREUpQcHYxhUUocLKpAWWUVAr3rurqcpRVEjoXd1qCpFZ32npAri5KfqVOnWjsOIiJJcHURnLbVQ26F3dbg7K2BcmXxJIdERORY5FTYbQ0sDndeTH6IiGRCW9gNoEEC5EyF3dbAWb+dG5MfIiIZSY4ORmZqLJQK/a4tpcKL65fVY86s3+R4LKr5ISIix+Xshd3WwOJw58bkh4hIhpy5sNsaWBzu3Mzu9tJoNCguLkZFBZv6iIjIObE43LmZnfzU1NSgU6dOeP/9920RDxERkd2xONy5mZ38eHl5oX379mjTpo0t4iEiIpIEFoc7L4uWt3jyySdRWlqKr7/+2hYx2RSXtyAiInNwhmdpsObz26Lk58qVKxg2bBhiYmKwaNEidOnSBV5ejlH0xeSHiIjI8dg9+XFxcYEgCLoFTA2eWBBw586dZgVnC0x+iIiIHI/dFzadMmWK0aSHiIiISMosSn5Wr15t5TCIiIiIWgaXtyAiIiJZsTj50Wg0yM7ORmpqKoYNG4affvoJAHD16lVkZ2fj4sWLVguSiIiIyFos6va6efMmhg8fjv3796NNmza4efMmrl69CgDw8fHBc889hyeffBIvvviiVYMlIiIiai6LWn6WLl2KQ4cOYdOmTTh37hzqDxhzdXXF2LFjsW3bNqsFSURERGQtFiU/GzZswKxZszB69Gi4uDQ8RefOnfHrr782NzYii2lqReQVlmPzkYvIKyyHptbsGR2IiMhJWdTtdenSJfTu3dvo/tatW6OystLioIiaY2tBCTK2HEeJqkq3LVjhhfSUKE5HT0RElrX8+Pv7N1rQ/MsvvyAkJMTioIgstbWgBGk5h/USHwAoVVUhLecwthaU2CkyIiKSCouSn6FDhyIrKws3b95ssK+oqAgffPABkpOTmx0ckTk0tSIythyHoQ4u7baMLcfZBUZEJHMWJT/p6em4evUq7r//fmRmZkIQBGzduhWLFy9GbGwsPD09sXjxYmvHStSog0UVDVp86hMBlKiqcLCoouWCIiIiybEo+encuTN27doFNzc3LFmyBKIo4p///CdWrFiB0NBQ7Nq1C6GhodaOlahRZZXGEx9LjiMiIudk8SSHffv2xc8//4yjR4/i448/xvr165Gfn4+jR482WgzdmKVLl0IQBL1X9+7ddfurqqowd+5c+Pv7o23bthg3bhwuX75s6U8gJxPo7WXV44iIyDlZNNqrvujoaERHR1sjFgBAz549sXPnTt17N7c/QlywYAG++uorbNiwAQqFAvPmzcPYsWPx/fffW+37yXH1i/BDsMILpaoqg3U/AgClwgv9IvxaOjQiIpKQZiU/ly5dwpYtW3Du3DkAQKdOnfDwww/jnnvusTwgNzcolcoG21UqFd5//32sXbsWQ4YMAQBkZWWhR48eOHDgAPr372/xd5JzcHURkJ4ShbScwxAAvQRI+L//TU+JgquLYODTREQkFxZ3e/3jH/9AREQE0tLS8Oqrr+LVV19FWloaIiIikJGRYXFAZ86cQUhICDp16oRJkyahuLgYAJCfn4+amhokJSXpju3evTvCwsKQl5dn8feRc0mODkZmaiyUCv2uLaXCC5mpsZznh4iILGv5+c9//oP09HTcf//9WLBgAaKiogDUze+zatUqvPDCC/D398e8efPMOm9cXBxWr16Nbt26oaSkBBkZGRg0aBAKCgpQWloKDw8P+Pr66n0mKCgIpaWlRs9ZXV2N6upq3Xu1Wt1gu4uLC9zd3VFTU4Pa2lrdsa6urnBzc8Pt27f1lvBwc3ODq6trg+3u7u5wcXHR+z7tdkEQcPv2bb3tHh4eEEURNTU1ets9PT1RW1urt10QBHh4eECj0eDOnTsNtt+5cwcajUa3Xc6/6cEufhj89AD8dF6NKzdr4Oflgr7h7eDqIqC6utohf5OWM/3/xN/E38TfxN9k7m+yFouSn3//+9/o168f9u3bp1eTExMTg8ceewwDBgzAv//9b7OTn5EjR+qdKy4uDuHh4fjkk0/QqlUrS0LFsmXLDLZErVy5El5eda0Dffr0wSOPPIJvvvlGtzo9ACQkJCAxMRGffPIJCgsLddtTUlIQGxuL9957D7///rtu+6RJk9C5c2esXLlS7/+ktLQ0KBQKLF++XC+G5557DiqVCpmZmbptHh4eWLx4Mc6dO4c1a9botgcEBGDOnDn4+eefsWXLFt32yMhIpKamYt++fcjNzdVt52+q+02jY2Px1ltvYbcT/SZn/P+Jv4m/ib+Jv6mp3/Thhx/CWgSxfnplolatWmH58uWYP3++wf2vv/46nnvuOdy6davZAd5///1ISkrCsGHDMHToUFy9elWv9Sc8PBxPP/00FixYYPDzhlp+QkNDUVZWBh8fHwDMrPmb+Jv4m/ib+Jv4m6T+m65cuYKAgACoVCrd89tSFrX8hIWFNbp2V2VlJcLCwiwOSuv69esoLCzE5MmT0bdvX7i7u2PXrl0YN24cAODUqVMoLi5GfHy80XN4enrC09PTpO3u7u4Gz+Hh4WHWdkPfZ2y7IAgGt7u4uBjc7urqCldX1wbb3dzc9FrhtPib+JuMbedv4m8C+Jsa287f5Bi/yRIWFTzPmzcP//3vf1FS0nCdpIsXL+Ltt9/Gn//8Z7PPu2jRIuTm5uLXX3/F/v378eijj8LV1RUTJkyAQqHAjBkzsHDhQuzZswf5+fmYPn064uPjOdKLiIiITGZRy49CoUBQUBC6d++O1NRU3USEJ06cwJo1a9C1a1f4+PggOztb73NTpkxp9LwXLlzAhAkTUF5ejoCAAAwcOBAHDhxAQEAAAGDVqlVwcXHBuHHjUF1djREjRuCtt96y5CcQERGRTFlU8+PiYn6DkSAIen1+9qJWq6FQKKzSZ0hEREQtw5rPb4tafvbs2dOsLyUiIiKyF4uSn4SEBGvHQURERNQiLJ7hmYiIiMgRMfkhIiIiWWn2qu5EZHuaWhEHiypQVlmFQO+6lem5QCsRkWWY/BBJ3NaCEmRsOY4SVZVuW7DCC+kpUVyolYjIAuz2IpKwrQUlSMs5rJf4AECpqgppOYextaDhRKNERNQ4k5Of7Oxs/PrrrzYMhYjq09SKyNhyHIYm4tJuy9hyHJpas6fqIiKSNZOTn+nTp2P//v22jIWI6jlYVNGgxac+EUCJqgoHiypaLigiIidgcvJjwUTQRNQMZZXGEx9LjiMiojqs+SGSqEBvL6seR0REdZj8EElUvwg/BCu8YGxAu4C6UV/9IvxaMiwiIodn1lD3d955Bzt37jTpWEEQ8P7771sUFBEBri4C0lOikJZzGAKgV/isTYjSU6I43w8RkZlMXtXd3JXcpbKK+924qjs5Gs7zQ0Rkx1XdX3vtNYwePbpZX0hE5kmODsawKCVneCYishKzkp/27dsjPDzcVrEQkRGuLgLiI/3tHQYRkVNgwTMRERHJCpMfIiIikhWTk5+EhAQEBQXZMhYiIiIimzO55mfPnj0Ntt24cQNqtRo+Pj5o06aNVQMjIiIisgWzu73OnTuHWbNmoUOHDvDx8dH739mzZ3PxU6JGaGpF5BWWY/ORi8grLOeipEREdmDyPD9AXevPmDFjUFlZCU9PT3Tt2hU+Pj5Qq9U4ffo0qquroVAo8MUXX2DQoEG2jNtinOeH7IXz9RARWc6az2+TW35UKhUmTJgAQRDw7rvvQqVS4eeff8Z3332Hn3/+GSqVCu+88w5EUcT48eOhVqubFRiRM9laUIK0nMMNVmkvVVUhLecwthaU2CkyItJiy6x8mFzzk52djbKyMuTm5hps1fHw8MCf/vQndOnSBUOGDMFHH32EuXPnWjVYIkekqRWRseU4DP1nVETdUhUZW45jWJSSExcS2QlbZuXF5JafrVu3YsiQIU12ZyUkJCAxMRFff/11s4MjcgYHiyoatPjUJwIoUVXhYFFFywVFRDpsmZUfk5OfgoICJCYmmnTsgw8+iIKCAktjInIqZZXGEx9LjiMi62mqZRaoa5llF5hzMbnbq6KiAiEhISYdGxISgvLycouDIrImTa1o13WxAr29LD7O3rETOTtzWma5xIzzMDn5uXHjBry8TPuPuKenJ27dumVxUETWIoV+/H4RfghWeKFUVWXwr0sBgFJRl9jUJ4XYiZwdW2blyax5fgSBf3GS45BKP76ri4D0lCgAdYlOfdr36SlRei06UomdyNk1p2WWHJfJ8/y4uLggNDQUCoWiyWNVKhUuXLgAjUbT7ACtjfP8yIOmVsTAFbuNNmdrW1v2PTukxbqRTG3JkWLsRM5K++9bUy2z/PfN/qz5/Da52yssLAyCIKCysrLJY11cXBAWFtaswIiaQ4r9+MnRwRgWpWyyhkeKsRM5K23LbFrOYQiAXgJkrGWWHJ/JyQ+XrSBHItV+fFcXocmERaqxEzmr5OhgZKbGNmiZVbLGzmmZnPwQORJH7sd35NiJHJWpLbPkHCxOfm7duoVz587pVnXv1KkTWrVqZc3YSKasMbzb0hFWUuDIsRM5MlNaZsk5mL2qe15eHoYPHw5fX1/ExMRg4MCBiImJQbt27ZCcnIyDBw9aJbDly5dDEAQ8/fTTum2JiYkQBEHvNXv2bKt8H0nD1oISDFyxGxPePYD5649gwrsHMHDFbrNHN1kywkoqHDl2IiJHYNaq7h9//DGmTJmCmpoahIeHIyYmRreq+9GjR/Hbb7/B3d0da9euxbhx4ywO6scff8QTTzwBHx8fPPjgg3jttdcA1CU/Xbt2xQsvvKA7tnXr1mZVfXO0l3Rph3fffUNqH/GZqbFm97078lw5TcXOCRCJSE7sMtrr8uXLmDVrFoKCgpCVlYWhQ4c2OGbnzp2YPn06ZsyYgUGDBiEwMNDsgK5fv45Jkybh3XffxYsvvthgf+vWraFUKs0+L0mbrRb/dOR+/MZid+SkjojI3kzu9vrggw9w69YtfPPNNwYTHwBISkrC119/jRs3bmD16tUWBTR37lw89NBDSEpKMrh/zZo1aN++PaKjo7F48WLcvHnTou8habHl4p/afvzR996D+Eh/h0h8tAzFzgkQiYiax+SWn927dyM5ORk9e/Zs9LhevXph5MiR2LFjB/73f//XrGDWr1+Pw4cP48cffzS4f+LEiQgPD0dISAiOHj2KZ599FqdOncLGjRuNnrO6uhrV1dW692q12qyYqGVweLdpbNVCRkQkJyYnP8ePH8dTTz1l0rEDBgzAG2+8YVYg58+fx/z587Fjxw6ja4jNmjVL98+9evVCcHAwhg4disLCQkRGRhr8zLJly5CRkWFWLNTyOLzbNJwAkYio+Uzu9rp27RqCgoJMOjYoKAhXr141K5D8/HyUlZUhNjYWbm5ucHNzQ25uLt544w24ubkZXCojLi4OAHD27Fmj5128eDFUKpXudf78ebPiopahHd5trK1CQF1NS1PDuzW1IvIKy7H5yEXkFZZDU2tyPb9DYAtZy3D2+4hI7kxu+bl16xY8PDxMOtbd3V2vq8kUQ4cOxbFjx/S2TZ8+Hd27d8ezzz4LV1fXBp85cuQIACA42HiBp6enJzw9Pc2KhVqeNaaYd/YiYE2tiCuVpv17JfcWsuZw9vuIiMyc5NCWq7p7e3sjOjpab1ubNm3g7++P6OhoFBYWYu3atRg1ahT8/f1x9OhRLFiwAIMHD0ZMTIzN4qKW05wp5o0Nk9cWAVsyTF5KDD2QjXERgKs3zPvjg+o4+31ERHXMWtXdy8sLbm5N50t37txBdXV1s1d1T0xMxL333ovXXnsN58+fR2pqKgoKCnDjxg2Ehobi0Ucfxd///nfO8+NkzJ2/xtlXQTf2QG6MAMvmRZIzZ7+PiBydXeb5GTx4sE1bfgzZu3ev7p9DQ0ORm5vbot9P9mHuFPPOXATc2OiupnDUl3mc+T4iIn0mJz/1ExEiKXHmIuCmHsjG8EFtPme+jwzhDOEkZzZZ1f3kyZM4evQonnjiCVucnkiPMw+Tb+6D1lke1C3Bme+ju7Gom+TO7IVNTfHZZ59hwoQJtjg1UQPWGiYvRc190DrDg7qlOPN9VB9nCCeyUfJD1JKceRX0ph7IxjjLg7olOfN9pNXUDOFAXa0Y5zUiZ8fkh5yCdpi8UqHf0qFUeDn0qKfGHsjGOMuD2h6c9T7SsuUaekSOxCY1P0T24MgruDfG2PxHwQovPNI7GF/8XGL2vEhknLPeR4D8irqJjGHyQ07F3GHyjqKxB/L/Jvdwyge1PTnrfSSnom5742g6aWPyQ+QgjD2QnfVBTdanrSErVVUZrPvRTuTIWrHm4Wg66TM5+fH29jZ5ksOamhqLAyIiItuwxhp61DgukeIYTE5++vbt2+IzPBMRkXU1Zw09alxTo+kEcOZ1qeAMz0TNxL59cjTOXNRtT1wixXGw5oeoGdi3T47KHrVizv6HAkfTOY5mJT/V1dXYu3cvzp07BwDo1KkTEhIS4OXFkQLk/Ni3T2Q6OfyhwNF0jsPi5Cc7OxsLFy7E1atXIYp1//kXBAG+vr7417/+hWnTplkrRiLJYd8+kenk8ocCR9M5DotmeP74448xbdo0tG3bFi+99BI+//xzfP7553jxxRfRtm1bzJgxAx9//LG1YyWSDM6US2QaOS2pIYclUpyFIGqbbczQu3dv1NTU4MCBA/Dx8dHbp1KpEBcXB09PT/z8889WC9Ra1Go1FAoFVCpVg9iJTLX5yEXMX3+kyeNeH38vRt97j+0DIpKovMJyTHj3QJPHrZvZ32mKgOXQxWcP1nx+W9TtderUKfzjH/8w+OUKhQLTp0/H0qVLmxUYkZSxb5/INHIsAuZoOumzKPlRKpWN7hcEAUFBQRYFROQI2LdvnLOP6CHzyPUPBc68Lm0WJT/Tpk1DVlYW0tLS0LZtW719arUaWVlZmD59ulUCJPmS8kOUM+UaxuZ+uhv/UCApsqjmZ9euXXj22WdRXl6OOXPmoHv37gCAEydOIDMzE+3bt8eKFSvg5qafWw0ePNg6UTcDa34cg6M8RB0lzpZgbESPNv1zlhE9ZD7tvQEY/kOB9waZwprPb4uSHxcX/UFi2mUv6p+q/lIYoihCEARoNBpL47QaJj/S52gPUSm3ULUUTa2IgSt2Gx0Bp/3rft+zQ2R3bagO/1Cg5rJ7wXNWVlazvpTIGEecP4d9+5zWn5rGImCSEouSn6lTp1o7DiIAfIg6KjmO6CHz8Q8FkgqLJjkkshU+RB2TXEf0EJFjYvJDksKHqGPSjugx1oEhoK6+gyN6iEgKmPyQpPAh6pg4rT8RORImPyQpfIg6ruToYGSmxkKp0G+VUyq8JDdCj4jkzaKh7o6MQ90dA4fFOi4O/SciW7D7PD+OjMmP4+BDlIiItOw+zw9RS+CwWCIisgXW/BAREZGsMPkhIiIiWWHyQ0RERLLC5IeIiIhkRbLJz/LlyyEIAp5++mndtqqqKsydOxf+/v5o27Ytxo0bh8uXL9svSCIiInI4kkx+fvzxR/z3v/9FTEyM3vYFCxZgy5Yt2LBhA3Jzc3Hp0iWMHTvWTlESERGRI5Jc8nP9+nVMmjQJ7777Ltq1a6fbrlKp8P7772PlypUYMmQI+vbti6ysLOzfvx8HDhywY8RERETkSCSX/MydOxcPPfQQkpKS9Lbn5+ejpqZGb3v37t0RFhaGvLw8o+errq6GWq3WexEREZF8SWqSw/Xr1+Pw4cP48ccfG+wrLS2Fh4cHfH199bYHBQWhtLTU6DmXLVuGjIwMa4dKJFuceZuIHJ1kkp/z589j/vz52LFjB7y8vJr+gIkWL16MhQsX6t6r1WqEhoZa7fxEcsI114jIGUim2ys/Px9lZWWIjY2Fm5sb3NzckJubizfeeANubm4ICgrC7du3ce3aNb3PXb58GUql0uh5PT094ePjo/ciIvNtLShBWs5hvcQHAEpVVUjLOYytBSV2ioyIyDySSX6GDh2KY8eO4ciRI7rXfffdh0mTJun+2d3dHbt27dJ95tSpUyguLkZ8fLwdIydyfppaERlbjsPQKsjabRlbjkNTK6t1konIQUmm28vb2xvR0dF629q0aQN/f3/d9hkzZmDhwoXw8/ODj48P/vznPyM+Ph79+/e3R8hEsnGwqKJBi099IoASVRUOFlVwMVoikjzJJD+mWLVqFVxcXDBu3DhUV1djxIgReOutt+wdFpHTK6s0nvhYchwRkT1JOvnZu3ev3nsvLy+8+eabePPNN+0TEJHE2WokVqC3aYMQTD2OiMieJJ38EJHpTBmJZWly1C/CD8EKL5SqqgzW/QgAlIq68xERSR2THyInoB2JdXdioh2JlZkaCwAWD1N3dRGQnhKFtJzDEAC979GmTukpUZzvh4gcgiCKoqyGZ6jVaigUCqhUKg57J6egqRUxcMVuowXJAgBFa3eobtY0SI60qUpmaqxJ8/Rwnh8ishdrPr/Z8kPk4EwZiXXtZo3RfQLqWoSGRSmbbLlJjg7GsCglZ3gmIofG5IfIwTV3hJW5w9RdXQQOZycihyaZSQ6JyDLWGmHFYepEJBds+SFycE2NxDIVh6mTFHDhXGoJTH6IHFxTI7FEAL5GCp61x3CYOkkBC+qppbDbi8gJJEcHIzM1FkqFfuuNUuGFt1NjsXxsLwB/jO7S4jB1kgounEstiUPdiZxIY10G/KuapMqU6RqUCi/se3YIk3QZ41B3IjKosZFYHKZOUsWFc6mlMfkhkhEOUycp4sK51NJY80NERHbFhXOppTH5ISIiu9JO12CsA1ZAXX0aRySStTD5ISIiu9JO1wBwRCK1DCY/RERkd41N12DqwrtEpmLBMxERSQJHJFJLYfJDRESSwRGJ1BLY7UVERESywuSHiIiIZIXJDxEREckKkx8iIiKSFSY/REREJCtMfoiIiEhWmPwQERGRrDD5ISIiIllh8kNERESywuSHiIiIZIXLWxCZSFMrcs0hIiInwOSHyARbC0qQseU4SlRVum3BCi+kp0RxtWkiIgfDbi+iJmwtKEFazmG9xAcASlVVSMs5jK0FJXaKjIiILMHkh6gRmloRGVuOQzSwT7stY8txaGoNHSEdmloReYXl2HzkIvIKyyUfLxGRLbHbi6gRB4sqGrT41CcCKFFV4WBRBeIj/VsuMDOwy46ISB9bfogaUVZpPPGx5LiWxi47IqKGJJX8ZGZmIiYmBj4+PvDx8UF8fDy++eYb3f7ExEQIgqD3mj17th0jJmcX6O1l1eNakrN02RERWZukkp8OHTpg+fLlyM/Px6FDhzBkyBCMHj0av/zyi+6YmTNnoqSkRPd65ZVX7BgxObt+EX4IVnjB2IB2AXVdSP0i/FoyLJOY02VHRCQnkkp+UlJSMGrUKHTp0gVdu3bFSy+9hLZt2+LAgQO6Y1q3bg2lUql7+fj42DFicnauLgLSU6IAoEECpH2fnhIlyfl+HL3LjojIViSV/NSn0Wiwfv163LhxA/Hx8brta9asQfv27REdHY3Fixfj5s2bjZ6nuroaarVa70VkjuToYGSmxkKp0O/aUiq8kJkaK9miYUfusiMisiXJjfY6duwY4uPjUVVVhbZt22LTpk2Iiqr7y3vixIkIDw9HSEgIjh49imeffRanTp3Cxo0bjZ5v2bJlyMjIaKnwyUklRwdjWJTSoWZ41nbZlaqqDNb9CKhL4KTYZUdEZEuCKIqSqna8ffs2iouLoVKp8Omnn+K9995Dbm6uLgGqb/fu3Rg6dCjOnj2LyMhIg+errq5GdXW17r1arUZoaChUKhW7zMjpaUd7AdBLgLQpm5RbroiI6lOr1VAoFFZ5fksu+blbUlISIiMj8d///rfBvhs3bqBt27bYunUrRowYYdL5rHnxiBwB5/khImdgzee35Lq97lZbW6vXclPfkSNHAADBwfwPOJExjthlR0RkS5JKfhYvXoyRI0ciLCwMlZWVWLt2Lfbu3Ytt27ahsLAQa9euxahRo+Dv74+jR49iwYIFGDx4MGJiYuwdOpGkuboIkp2BmoiopUkq+SkrK8OUKVNQUlIChUKBmJgYbNu2DcOGDcP58+exc+dOvPbaa7hx4wZCQ0Mxbtw4/P3vf7d32ERERORAJF/zY22s+SEiInI81nx+S3aeHyIiIiJbYPJDREREsiKpmh8iIpI2Ta3IkYPk8Jj8EBGRSThnFDkLdnsREVGTtLOF1098AKBUVYW0nMPYWlBip8iIzMfkh4iIGqWpFZGx5bjBNeK02zK2HIemVlaDh8mBMfkhInIQmloReYXl2HzkIvIKy1ss2ThYVNGgxac+EUCJqgoHiypaJB6i5mLNDxGRA7BnvU1ZpfHEx5LjiOyNLT9ERBJn73qbQG8vqx5HZG9MfoiIJEwK9Tb9IvwQrPCCsQHtAupaofpF+NksBiJrYvJDRCRhUqi3cXURkJ4SBQANEiDt+/SUKM73Qw6DyQ8RkYRJpd4mOToYmamxUCr0u7aUCi9kpsaaVHdkr4Jtorux4JmISMKkVG+THB2MYVFKi2Z45gSJJCVMfoiIJExbb1OqqjJY9yOgrvWlpeptXF0ExEf6m/UZbcH23fFrC7ZNbTkishZ2exERSZij19tIoWCb6G5MfoiIJM4a9Tb2IoWCbaK7sduLiMgBNKfexp6kUrBNVB+THyIiB2FJvY29Salgm0iL3V5ERGQznCCRpIjJDxER2YyjF2yTc2LyQ0RENuXIBdvknFjzQ0RENueoBdvknJj8EBFRi3DEgm1yTuz2IiIiIllh8kNERESywuSHiIiIZIXJDxEREckKkx8iIiKSFSY/REREJCtMfoiIiEhWmPwQERGRrDD5ISIiIlmR3QzPoigCANRqtZ0jISIiIlNpn9va53hzyC75KS8vBwCEhobaORIiIiIyV3l5ORQKRbPOIbvkx8/PDwBQXFzc7IvnbNRqNUJDQ3H+/Hn4+PjYOxxJ4bUxjNfFOF4b43htjOO1MU6lUiEsLEz3HG8O2SU/Li51ZU4KhYI3lhE+Pj68Nkbw2hjG62Icr41xvDbG8doYp32ON+scVoiDiIiIyGEw+SEiIiJZkV3y4+npifT0dHh6eto7FMnhtTGO18YwXhfjeG2M47UxjtfGOGteG0G0xpgxIiIiIgchu5YfIiIikjcmP0RERCQrTH6IiIhIVpj8EBERkazIKvl588030bFjR3h5eSEuLg4HDx60d0h2t3TpUgiCoPfq3r27vcOyi2+//RYpKSkICQmBIAj4/PPP9faLooglS5YgODgYrVq1QlJSEs6cOWOfYFtYU9dm2rRpDe6j5ORk+wTbwpYtW4b7778f3t7eCAwMxJgxY3Dq1Cm9Y6qqqjB37lz4+/ujbdu2GDduHC5fvmyniFuGKdclMTGxwX0ze/ZsO0XccjIzMxETE6ObyDA+Ph7ffPONbr8c7xetpq6Nte4Z2SQ/H3/8MRYuXIj09HQcPnwYvXv3xogRI1BWVmbv0OyuZ8+eKCkp0b327dtn75Ds4saNG+jduzfefPNNg/tfeeUVvPHGG3j77bfxww8/oE2bNhgxYgSqqqpaONKW19S1AYDk5GS9+2jdunUtGKH95ObmYu7cuThw4AB27NiBmpoaDB8+HDdu3NAds2DBAmzZsgUbNmxAbm4uLl26hLFjx9oxatsz5boAwMyZM/Xum1deecVOEbecDh06YPny5cjPz8ehQ4cwZMgQjB49Gr/88gsAed4vWk1dG8BK94woE/369RPnzp2re6/RaMSQkBBx2bJldozK/tLT08XevXvbOwzJASBu2rRJ9762tlZUKpXiq6++qtt27do10dPTU1y3bp0dIrSfu6+NKIri1KlTxdGjR9slHqkpKysTAYi5ubmiKNbdJ+7u7uKGDRt0x5w4cUIEIObl5dkrzBZ393URRVFMSEgQ58+fb7+gJKRdu3bie++9x/vFAO21EUXr3TOyaPm5ffs28vPzkZSUpNvm4uKCpKQk5OXl2TEyaThz5gxCQkLQqVMnTJo0CcXFxfYOSXKKiopQWlqqdw8pFArExcXxHvo/e/fuRWBgILp164a0tDSUl5fbOyS7UKlUAP5YRDk/Px81NTV690737t0RFhYmq3vn7uuitWbNGrRv3x7R0dFYvHgxbt68aY/w7Eaj0WD9+vW4ceMG4uPjeb/Uc/e10bLGPSOLhU2vXLkCjUaDoKAgve1BQUE4efKknaKShri4OKxevRrdunVDSUkJMjIyMGjQIBQUFMDb29ve4UlGaWkpABi8h7T75Cw5ORljx45FREQECgsL8de//hUjR45EXl4eXF1d7R1ei6mtrcXTTz+NAQMGIDo6GkDdvePh4QFfX1+9Y+V07xi6LgAwceJEhIeHIyQkBEePHsWzzz6LU6dOYePGjXaMtmUcO3YM8fHxqKqqQtu2bbFp0yZERUXhyJEjsr9fjF0bwHr3jCySHzJu5MiRun+OiYlBXFwcwsPD8cknn2DGjBl2jIwcyfjx43X/3KtXL8TExCAyMhJ79+7F0KFD7RhZy5o7dy4KCgpkWzdnjLHrMmvWLN0/9+rVC8HBwRg6dCgKCwsRGRnZ0mG2qG7duuHIkSNQqVT49NNPMXXqVOTm5to7LEkwdm2ioqKsds/Ioturffv2cHV1bVAtf/nyZSiVSjtFJU2+vr7o2rUrzp49a+9QJEV7n/AeMk2nTp3Qvn17Wd1H8+bNw5dffok9e/agQ4cOuu1KpRK3b9/GtWvX9I6Xy71j7LoYEhcXBwCyuG88PDzQuXNn9O3bF8uWLUPv3r3x+uuvy/5+AYxfG0MsvWdkkfx4eHigb9++2LVrl25bbW0tdu3apdePSMD169dRWFiI4OBge4ciKREREVAqlXr3kFqtxg8//MB7yIALFy6gvLxcFveRKIqYN28eNm3ahN27dyMiIkJvf9++feHu7q5375w6dQrFxcVOfe80dV0MOXLkCADI4r65W21tLaqrq2V7vzRGe20MsfieaXbJtINYv3696OnpKa5evVo8fvy4OGvWLNHX11csLS21d2h29cwzz4h79+4Vi4qKxO+//15MSkoS27dvL5aVldk7tBZXWVkp/vTTT+JPP/0kAhBXrlwp/vTTT+Jvv/0miqIoLl++XPT19RU3b94sHj16VBw9erQYEREh3rp1y86R215j16ayslJctGiRmJeXJxYVFYk7d+4UY2NjxS5duohVVVX2Dt3m0tLSRIVCIe7du1csKSnRvW7evKk7Zvbs2WJYWJi4e/du8dChQ2J8fLwYHx9vx6htr6nrcvbsWfGFF14QDx06JBYVFYmbN28WO3XqJA4ePNjOkdvec889J+bm5opFRUXi0aNHxeeee04UBEHcvn27KIryvF+0Grs21rxnZJP8iKIo/vvf/xbDwsJEDw8PsV+/fuKBAwfsHZLd/c///I8YHBwsenh4iPfcc4/4P//zP+LZs2ftHZZd7NmzRwTQ4DV16lRRFOuGuz///PNiUFCQ6OnpKQ4dOlQ8deqUfYNuIY1dm5s3b4rDhw8XAwICRHd3dzE8PFycOXOmbP6wMHRdAIhZWVm6Y27duiXOmTNHbNeundi6dWvx0UcfFUtKSuwXdAto6roUFxeLgwcPFv38/ERPT0+xc+fO4l/+8hdRpVLZN/AW8OSTT4rh4eGih4eHGBAQIA4dOlSX+IiiPO8XrcaujTXvGUEURdG8tiIiIiIixyWLmh8iIiIiLSY/REREJCtMfoiIiEhWmPwQERGRrDD5ISIiIllh8kNERESywuSHiIiIZIXJDxGRnSQmJqJjx44mHbt3714IgoDVq1fbNCYiOWDyQyQx2odc/Vfbtm0RGxuLVatW4c6dOw0+k5iYCEEQ4O7ujtLSUoPnnT9/vu58e/fu1dt37tw5zJo1C927d0fr1q3Rrl079OjRA1OnTsWePXv0ju3YsWOD2MLCwjBq1Ci88cYbDRZkJCKSGjd7B0BEhk2YMAGjRo2CKIooLS1FdnY2Fi5ciBMnTuCdd95pcLybW92/zh999BH+8pe/6O27ffs21qxZAy8vL1RVVentO3ToEBISEuDu7o4pU6agZ8+euHXrFs6cOYPt27fD29sbDz74oN5nOnTogGXLlgEAqqqqcOnSJezduxfz58/HSy+9hHXr1mHIkCHWvBxOafv27eAk+0Qtj8kPkUTFxsYiNTVV937OnDno3r073nvvPbz00ksICAjQO97T0xNDhgxBVlZWg+Rn8+bNKC8vx8SJE7F27Vq9fRkZGbh58yaOHDmC3r17N4jDUEuSQqHQiw0AlixZgtzcXDzyyCMYPXo0fvrpJ3Tu3Nns321LlZWV8Pb2NuszNTU10Gg08PLysno8Hh4eVj8nETWN3V5EDqJNmzbo378/RFFEYWGhwWOmT5+OEydO4IcfftDbnpWVhd69e6NPnz4NPnPmzBn4+/sbTHwAQKlUmhxjQkIC/vWvf+H69etYvnx5k8evXr0agiBg586dWLp0KcLDw+Hp6YmYmBisX7/e4GcOHTqERx99FO3bt4enpye6deuGl156qUF3oLae5ty5c3jsscfg5+cHHx+fRuNZunQpBEHAL7/8goULF6JDhw7w8vLCgQMHAADV1dV4+eWX0bNnT3h5ecHX1xcpKSn46aef9M5TW1uL1157DTExMfD29oaPjw+6deuGGTNmoKampkGMd9u8eTP69OkDLy8vhIaG4vnnn9f73N3x/vrrrw32dezYEYmJiQ2279y5E8OHD4evry+8vLwQExODt99+u9HrQuRs2PJD5EC0SY+fn5/B/Q8//DACAwPxwQcfIC4uDgBw8eJFbN++HStXrsTt27cbfCYyMhKnTp3Cxo0bMXbs2GbHOHnyZMybNw9ff/21yZ959tlncePGDcyZMwdAXbI2YcIEVFVVYdq0abrjvvrqK4wdOxadO3fGM888Az8/P+Tl5WHJkiU4cuQINmzYoHfe69evIyEhAQMGDMBLL72EsrIyk+KZNGkSWrVqhWeeeQaCICA4OBg1NTVITk7G/v37db9RpVLh3XffxYABA/Dtt9/ivvvuAwC89NJLWLJkCVJSUjB79my4urqiqKgIX3zxBaqrq+Hu7m70uzdt2oRx48ahY8eOWLJkCdzc3JCVlYWvvvrK5OtpzDvvvIPZs2ejf//++Nvf/oY2bdpgx44dSEtLQ2FhIV599dVmfweRQ7DiSvREZAV79uwRAYgZGRni77//LpaVlYlHjx4V58yZIwIQ+/Xr1+AzCQkJYps2bURRFMWFCxeKCoVCvHnzpiiKovjSSy+JHh4e4pUrV8RXX31VBCDu2bNH99n9+/eL7u7uIgCxS5cu4vTp08W33npLPH78uMH4wsPDxZ49ezb6G3r16iUCENVqdaPHZWVliQDEsLAw8dq1a7rt165dE8PCwsR27drpfsetW7fEoKAgcdCgQWJNTY3eeVauXNngdyUkJIgAxL/97W+NxlBfenq6CEBMSEgw+h1bt27V265SqcTQ0FAxISFBt61Pnz5ijx49mvy+hIQEMTw8XPf+zp07YmhoqOjv7y/+/vvvuu3a6wFAzMrKahBvUVFRg3OHh4frxXTp0iXR09NTnDBhQoNjn3rqKdHFxUUsLCxsMmYiZ8BuLyKJSk9PR0BAAAIDAxETE4O33noLY8eOxebNmxv93JNPPgmVSoWNGzcCqOtaGj16NPz9/Q0eHx8fj/z8fEydOhUqlQpZWVmYM2cOoqKiMHjwYJw7d87s2LXdS2q12qTj09LSoFAodO8VCgVmz56Nq1ev6kam7dixA5cvX8b06dNx7do1XLlyRfcaNWoUgLoC4rstWrTI7PiffvppXQG5Vk5ODrp3746+ffvqffft27cxbNgw7Nu3D7du3dLFf/HiRezbt8+s783Pz8f58+cxffp0tG/fXrddez2a49NPP0V1dTVmzJihF/+VK1eQkpKC2tpa7Ny5s1nfQeQo2O1FJFGzZs3C448/jpqaGhw7dgwrVqzAhQsXmiy87dmzJ+6//35kZWUhLCwMZ86cweuvv97oZ3r16qWbP+a3335Dbm4u3nvvPXz33XcYPXo08vPzzSrO1SY9TdXYaPXo0aPBtqioKADQJV8nTpwAUJfcGXP58mW99wEBAfD19TUphvq6du3aYNuJEydw69atBoXm9V25cgWhoaF4+eWXMWbMGAwaNAghISFITEzEQw89hMcee6zR66j9rd27d2+wT3s9LKW9fklJSUaPufv6ETkrJj9EEtWlSxfdg2rkyJEYOHAgBg4ciNmzZxstBtZ68skndfUz99xzD0aMGGHy94aHh2PKlCmYPHkyBg0ahO+//x4HDx7EwIEDTfp8dXU1Tp8+jeDgYLNHVjVG/L8h4a+++iruvfdeg8eEhITovW/durVF32Xoc6IoolevXli5cqXRz2kTo/j4eBQWFmLbtm3Ys2cP9uzZg7Vr1+LFF1/Evn37jNZsmUsQBKP77i4A116/7OxsBAcHG/xMp06drBIXkdQx+SFyEA888AAmT56M7OxsPPXUU3jggQeMHjthwgQsXLgQu3btwl//+le4uJjfwy0IAuLi4vD999/j4sWLJn/uo48+QnV1NR566CGTP3PixAmMHj1ab9vx48cB/PFA7tKlC4C6UW+NtV7YSpcuXfD7779jyJAhJl3Ptm3bYty4cRg3bhwA4K233sLcuXPx/vvvN5iKQEv7W0+ePNlgn/Z61KdNoioqKvRGjVVVVaGkpERvqgHt9Wvfvr1drh+RlLDmh8iBPP/883B1dcWSJUsaPU6hUODtt99Geno6/t//+3+NHrtjxw6Ds0bfunVLV0NjapdLbm4unnnmGXh7e2Px4sUmfQYAMjMzoVKpdO9VKhXefvtt+Pr6IiEhAQAwYsQIBAYGYvny5aioqDAYb2Vlpcnfaa4pU6agtLTUaMtP/S6jK1euNNgfGxsLAAZj1+rbty86dOiArKwsvXOo1WqDw9G13XN31+qsWrUKtbW1etueeOIJeHp6Ij09XVebVJ9KpUJ1dbXR2IicCVt+iBxI586dMX78eKxZswbfffcdBg0aZPTYKVOmmHTOBQsWoLy8HI888gh69eqF1q1b4/z581i7di1Onz6NKVOmoFevXnqfUalUyMnJAVDXzXXp0iXs2bMHe/fuRWBgINavX29WF0r79u0RFxeH6dOnA6gb6l5cXIz33ntP1wXVpk0bZGdnY8yYMejWrRuefPJJdO7cGdeuXcPJkyexceNGbNq0yeDcNtYwf/587NixA3/5y1+we/duDBkyBD4+PiguLsauXbvg5eWlWwqkR48e6N+/P+Li4hASEoKSkhK888478PDwwPjx441+h6urK1atWoUnnngC/fr1w8yZM+Hm5oYPPvgA/v7+KC4u1js+KSkJ3bp1w5IlS1BeXo6IiAjs27cPBw4c0CuYBupm5c7MzMSf/vQn9OjRA5MnT0Z4eDh+//13HDt2DJ9//jmOHz9u8lpjRA7NzqPNiOgu2qHur776qsH9x48fF11cXMTExETdtvpD3RtjaKj7tm3bxDlz5ogxMTGiv7+/6OrqKvr5+YmJiYni+++/L2o0Gr1zhIeHiwB0r1atWokdOnQQk5OTxddff128evWqyb9VO9R9x44d4pIlS8TQ0FDRw8NDjI6OFtesWWPwM8eOHRMnTZokhoSEiO7u7mJgYKAYHx8vvvDCC2J5ebneNak/jNwUjQ0dF0VRrKmpEV9//XXxvvvuE1u3bi22bt1a7Ny5szhx4kRx27ZtuuOWLVsmDho0SAwICBA9PDzEDh06iI899piYn5+vdz5jMX722Wdi7969dZ/9+9//Lm7fvr3BUHdRFMVTp06JI0aMEFu1aiUqFArx8ccfFy9cuNBgqLvWvn37xDFjxogBAQGiu7u7GBwcLCYmJor//Oc/xVu3bpl1vYgclSCKXFiGiOxj9erVmD59Ovbs2WOzFhsiorux5oeIiIhkhckPERERyQqTHyIiIpIV1vwQERGRrLDlh4iIiGSFyQ8RERHJCpMfIiIikhUmP0RERCQrTH6IiIhIVpj8EBERkaww+SEiIiJZYfJDREREssLkh4iIiGTl/wNi0Ne3zpYsTQAAAABJRU5ErkJggg==",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_9bun, conf_value_9bun)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"9bun_A\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8)\n",
- "\n",
- "plt.xlim(0, 35)\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## All figures in one "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 58,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1200x800 with 14 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "import matplotlib.pyplot as plt\n",
- "import numpy as np\n",
- "\n",
- "fig, axes = plt.subplots(4, 4, figsize =(12,8))\n",
- "axes[0, 0].scatter(rmsd_residue_8vt5, conf_value_8vt5, s=10)\n",
- "axes[0, 0].set_title(\"8vt5_A\")\n",
- "axes[0, 0].set_xlim(0, 20)\n",
- "\n",
- "axes[0, 1].scatter(rmsd_residue_8v1i, conf_value_8v1i, s=10)\n",
- "axes[0, 1].set_title(\"8v1i_B\")\n",
- "axes[0, 1].set_xlim(0, 20)\n",
- "\n",
- "axes[0, 2].scatter(rmsd_residue_8vu0, conf_value_8vu0, s=10)\n",
- "axes[0, 2].set_title(\"8vu0_C\")\n",
- "axes[0, 2].set_xlim(0, 20)\n",
- "\n",
- "axes[0, 3].scatter(rmsd_residue_8sh5, conf_value_8sh5, s=10)\n",
- "axes[0, 3].set_title(\"8sh5_R\")\n",
- "axes[0, 3].set_xlim(0, 20)\n",
- "\n",
- "axes[1, 0].scatter(rmsd_residue_8gxb, conf_value_8gxb, s=10)\n",
- "axes[1, 0].set_title(\"8gxb_A\")\n",
- "axes[1, 0].set_xlim(0, 20)\n",
- "\n",
- "axes[1, 1].scatter(rmsd_residue_8t29, conf_value_8t29, s=10)\n",
- "axes[1, 1].set_title(\"8t29_R\")\n",
- "axes[1, 1].set_xlim(0, 30)\n",
- "\n",
- "axes[1, 2].scatter(rmsd_residue_8xzn, conf_value_8xzn, s=10)\n",
- "axes[1, 2].set_title(\"8xzn_A\")\n",
- "axes[1, 2].set_xlim(0, 30)\n",
- "\n",
- "axes[1, 3].scatter(rmsd_residue_8idf, conf_value_8idf, s=10)\n",
- "axes[1, 3].set_title(\"8idf_B\")\n",
- "axes[1, 3].set_xlim(0, 35)\n",
- "\n",
- "axes[2, 0].scatter(rmsd_residue_8eyu, conf_value_8eyu, s=10)\n",
- "axes[2, 0].set_title(\"8eyu_B\")\n",
- "axes[2, 0].set_xlim(0, 35)\n",
- "\n",
- "axes[2, 1].scatter(rmsd_residue_9bun, conf_value_9bun, s=10)\n",
- "axes[2, 1].set_title(\"9bun_A\")\n",
- "axes[2, 1].set_xlim(0, 35)\n",
- "\n",
- "axes[2, 2].scatter(rmsd_residue_8vm8, conf_value_8vm8, s=10)\n",
- "axes[2, 2].set_title(\"8vm8_R\")\n",
- "\n",
- "axes[2, 3].scatter(rmsd_residue_8dp3, conf_value_8dp3, s=10)\n",
- "axes[2, 3].set_title(\"8dp3_R\")\n",
- "axes[2, 3].set_xlim(0, 55)\n",
- "\n",
- "axes[3, 0].scatter(rmsd_residue_8ydc, conf_value_8ydc, s=10)\n",
- "axes[3, 0].set_title(\"8ydc_A\")\n",
- "axes[3, 0].set_xlim(0, 55)\n",
- "\n",
- "axes[3, 1].scatter(rmsd_residue_8hzl, conf_value_8hzl, s=10)\n",
- "axes[3, 1].set_title(\"8hzl_A\")\n",
- "axes[3, 1].set_xlim(0, 55)\n",
- "\n",
- "fig.delaxes(axes[3,2]) \n",
- "fig.delaxes(axes[3,3])\n",
- "\n",
- "fig.suptitle(\"RMSD per residue - less Sequence Identity\", fontsize=18)\n",
- "\n",
- "for ax in axes.flat:\n",
- " ax.set_xlabel(\"RSMD per residue\")\n",
- " ax.set_ylabel(\"pLDDT\")\n",
- " ax.set_ylim(20, 100)\n",
- "\n",
- "text1 = (\n",
- " \"RCSB_ID RMSD\\n\" \n",
- " \"8vt5_A: 1.172\\n\"\n",
- " \"8v1i_B: 2.958\\n\"\n",
- " \"8vu0_C: 3.023\\n\"\n",
- " \"8sh5_R: 6.499\\n\"\n",
- " \"8gxb_A: 6.878\\n\"\n",
- " \"8t29_R: 10.414\\n\"\n",
- " \"8xzn_A: 11.884\"\n",
- ")\n",
- "\n",
- "text2 = (\n",
- " \"RCSB_ID RMSD\\n\" \n",
- " \"8idf_B: 12.603\\n\"\n",
- " \"8eyu_B: 12.863\\n\"\n",
- " \"9bun_A: 17.300\\n\"\n",
- " \"8vm8_R: 20.362\\n\"\n",
- " \"8dp3_R: 20.842\\n\"\n",
- " \"8ydc_A: 22.942\\n\"\n",
- " \"8hzl_A: 30.568\"\n",
- ")#\n",
- "\n",
- "fig.text(0.68, 0.04, text1, ha='center', fontsize=10) #ha= right bedeutet rechtsbündige ausrichtung \n",
- "fig.text(0.81, 0.04, text2, ha='center', fontsize=10) \n",
- "\n",
- "plt.tight_layout()\n",
- "#plt.savefig(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/rmsd_residue_less_SI.png\", dpi =300, bbox_inches =\"tight\")\n",
- "plt.show()\n"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# RMSD per residue and plDDT for each nucleotide; Secondary structure motifs marked \n",
- "\n",
- "### lightblue highlight: hairpin loop\n",
- "### yellow/khaki highligh: internal loop"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 59,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, ax1 = plt.subplots(figsize =(8, 6))\n",
- "\n",
- "ax1.scatter(range(1,len(rmsd_residue_8vt5)+1), rmsd_residue_8vt5)\n",
- "ax1.set_xlabel(\"Residue Number\", fontsize = 13)\n",
- "ax1.set_ylabel(\"RMSD per residue\", fontsize = 13)\n",
- "ax1.set_ylim(0, 10)\n",
- "\n",
- "ax2 = ax1.twinx()\n",
- "ax2.scatter(range(1,len(conf_value_8vt5)+1), conf_value_8vt5, color= \"magenta\")\n",
- "ax2.set_ylabel(\"pLDDT\", fontsize = 13)\n",
- "ax2.set_ylim(0, 100)\n",
- "\n",
- "# pseudoknot? 15 mit 43\n",
- "ax1.axvspan(11, 16, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(25, 29, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(40, 48, color='lightblue', alpha=0.3) \n",
- "\n",
- "ax1.set_title(\"8vt5_A\", fontsize =15)\n",
- "\n",
- "#plt.savefig(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/8vt5_a_rmsd_residue_motif.png\", dpi =300, bbox_inches =\"tight\")\n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 60,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, ax1 = plt.subplots(figsize =(8, 6))\n",
- "\n",
- "ax1.scatter(range(1,len(rmsd_residue_8v1i)+1), rmsd_residue_8v1i)\n",
- "ax1.set_xlabel(\"Residue Number\", fontsize = 13)\n",
- "ax1.set_ylabel(\"RMSD per residue\", fontsize = 13)\n",
- "ax1.set_ylim(0, 15)\n",
- "\n",
- "ax2 = ax1.twinx()\n",
- "ax2.scatter(range(1,len(conf_value_8v1i)+1), conf_value_8v1i, color= \"magenta\")\n",
- "ax2.set_ylabel(\"pLDDT\", fontsize = 13)\n",
- "ax2.set_ylim(0, 100)\n",
- "\n",
- "# pseudoknot? 15 mit 41\n",
- "ax1.axvspan(22, 30, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(38, 46, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(10, 16, color='lightblue', alpha=0.3)\n",
- "\n",
- "ax1.set_title(\"8v1i_B\", fontsize =15)\n",
- "\n",
- "#plt.savefig(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/8v1i_b_rmsd_residue_motif.png\", dpi =300, bbox_inches =\"tight\")\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 61,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, ax1 = plt.subplots(figsize =(8, 6))\n",
- "\n",
- "ax1.scatter(range(1,len(rmsd_residue_8vu0)+1), rmsd_residue_8vu0)\n",
- "ax1.set_xlabel(\"Residue Number\", fontsize = 13)\n",
- "ax1.set_ylabel(\"RMSD per residue\", fontsize = 13)\n",
- "ax1.set_ylim(0, 20)\n",
- "\n",
- "ax2 = ax1.twinx()\n",
- "ax2.scatter(range(1,len(conf_value_8vu0)+1), conf_value_8vu0, color= \"magenta\")\n",
- "ax2.set_ylabel(\"pLDDT\", fontsize = 13)\n",
- "ax2.set_ylim(0, 100)\n",
- "\n",
- "# Pseudoknot? 19 mit 56?\n",
- "ax1.axvspan(13, 23, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(33, 38, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(53, 61, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(7, 10, color='khaki', alpha=0.3)\n",
- "ax1.axvspan(26, 28, color='khaki', alpha=0.3)\n",
- "ax1.axvspan(43, 49, color='khaki', alpha=0.3)\n",
- "\n",
- "ax1.set_title(\"8vu0_C\", fontsize =15)\n",
- "\n",
- "#plt.savefig(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/8vu0_c_rmsd_residue_motif.png\", dpi =300, bbox_inches =\"tight\")\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 62,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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EREQKxWCfiIiIiEihGOwTERERESkUg30iIiIiIoVisE9EREREpFAM9omIiIiIFIrBPhERERGRQjHYJyIiIiJSKAb7REREREQKxWCfiIiIiEihGOwTERERESkUg30iIiIiIoVisE9EREREpFAM9omIiIiIFIrBPhERERGRQjHYJyIiIiJSKAb7REREREQKxWCfiIiIiEihGOwTERERESkUg30iIiIiIoVisE9EREREpFAM9omIiIiIFIrBPhERERGRQjHYJyIiIiJSKAb7REREREQKxWCfiIiIiEihGOwTERERESkUg30iIiIiIoVisE9EREREpFAM9omIiIiIFIrBPhERERGRQjHYJyIiIiJSKLcK9nfu3ImxY8ciJiYGgiBg8+bNRtcLgmDya+XKlWbvc+nSpU3OT0pKcvB3QkRERETkem4V7FdUVKBnz5546623TF6fk5Nj9PXhhx9CEATcddddFu+3a9euRrfbvXu3I4ZPRERERORWfFw9gIbGjBmDMWPGmL0+KirK6PI333yDYcOGoUOHDhbv18fHp8ltLamurkZ1dbXhcllZmeTbEhERERG5C7ea2bdFXl4e/vOf/+Dhhx+2eu6pU6cQExODDh06YPLkybhw4YLF85cvX47Q0FDDV3JyslzDJiIiIiJyGo8N9j/66CMEBwdjwoQJFs/r378/1q5diy1btmD16tXIzs7G4MGDLc7WL1y4ECUlJYavo0ePyj18IiIiIiKHc6s0Hlt8+OGHmDx5MgICAiye1zAtqEePHujfvz8SEhLw+eefm10V8Pf3h7+/v+FyaWmpPIMmIiIiInIijwz2d+3ahRMnTmDjxo023zYsLAydO3fG6dOnHTAyIiIiIiL34ZFpPB988AH69u2Lnj172nzb8vJynDlzBtHR0Q4YGRERERGR+3CrYL+8vByHDx/G4cOHAQDZ2dk4fPiw0Yba0tJSfPHFF3jkkUdM3sfw4cPx5ptvGi7PmzcPO3bswLlz57Bnzx7ceeedUKvVSE9Pd+j3QkRERETkam6VxnPgwAEMGzbMcDkjIwMAMGXKFKxduxYAsGHDBoiiaDZYP3PmDK5evWq4fOnSJaSnp6OgoABt2rTBoEGDsG/fPrRp08Zx3wgRERERkRtwq2A/LS0NoihaPGf69OmYPn262evPnTtndHnDhg1yDI2IiIiIyOO4VRoPERERERHJh8E+EREREZFCMdgnIiIiIlIoBvtERERERArlVht0iYiIiEgBNAB2AcgBEA1gMAC1S0fktRjsExEREZF8NgGYA+BSg2PtALwGYIJLRuTVmMZDRERERPLYBOBuGAf6AHC5/vgmp4/I6zHYJyIiIqLm00A3o2+qZZL+2Nz688hpGOwTERERUfPtQtMZ/YZEABfrzyOnYc4+EREREdmu8SbcyxJvl+OwEZEJDPaJiIiIyDamNuG2lnjbaPmHQ+Yx2CciIiIi8xrP4F8FcC+a5uZftXI/AnRVeQbLPUCyhME+EREREZlmagZfDdObcBsSGp0j1P+7Cqy372TcoEtERERETZkroymlmk7jlJ52AL4E6+y7AGf2iYiIiMiYpTKaUrwKIBbsoOsGGOwTERERkTFrZTStiQWQJs9QqHkY7BMRERGRMXvLY3ITrtthzj4RERERGbOnPCY34bolzuwTERERebvG5TUHQDdDfxnm8/bVMN6s2w66QJ+bcN0Kg30iIiIib2aqvGY7AOkAXoL5MprrAbQBN+G6OQb7nqTxp279H5W540RERESW6MtrNp69vwxdoD8PuqC+8QeBVeAMvodgsO8pLH3qNvVH+Br4R0hERETmWSqvKUI3g78BwBkAe8BJRQ/FYN8TmPvUfQnAShPnX64/n80riIiIyBxr5TVFABehC/TTnDEgcgRW43F39jS10J87F9K63BEREZH3kVpe094ynG5Oo9Fg0aJFSExMRGBgIDp27IhnnnkGong96BJFEYsXL0Z0dDQCAwMxYsQInDp1yoWjth2DfXdnb1ML/afxXfIOh4iIiBRCanlNe8pweoAVK1Zg9erVePPNN3Hs2DGsWLECL774It544w3DOS+++CJef/11vPPOO9i/fz9atGiBUaNGoaqqyoUjtw3TeNxdcz9NK/TTOBERETXTYFgur6nwBll79uzBuHHjcNtttwEA2rdvj/Xr1yMrKwuAblZ/1apV+Mc//oFx48YBAD7++GNERkZi8+bNmDhxosvGbgvO7Lu75n6abgsgE7pNvJlgWg8REZE30+B6XLALwKv1x4VG53lwg6yysjKUlpYavqqrq02eN2DAAGzbtg0nT54EAPz666/YvXs3xowZAwDIzs5Gbm4uRowYYbhNaGgo+vfvj7179zr+G5EJZ/bdnbVP3eYIACIATAUr9RAREZH5yn4KK6+ZnJxsdHnJkiVYunRpk/MWLFiA0tJSJCUlQa1WQ6PR4LnnnsPkyZMBALm5uQCAyMhIo9tFRkYarvMEDPbdnRq64PxuNG1qYY7+vAIT17FSDxERkfexVk9/IxTTIOvo0aOIjY01XPb39zd53ueff47PPvsM69atQ9euXXH48GHMnTsXMTExmDJlirOG63AM9j3BBOiC88afxuMATETTT+OxAK7BdLCvr5s7F8A4eOwfMhEREUkkpZ7+/wOQDUXEBcHBwQgJCbF63pNPPokFCxYYcu+7d++O8+fPY/ny5ZgyZQqioqIAAHl5eYiOvp5XnZeXh169ejlk7I7AnH1PMQHAOQDbAayr/zcbwIsmjq+F6UBfT1+p5w0wl5+IiEjppNbT97IKfpWVlVCpjENhtVoNrVYLAEhMTERUVBS2bdtmuL60tBT79+9HamqqU8faHJzZ9yRqmG5q0fj4eon390SD/2cuPxERkTJooAvc9Sk5lyXezssq+I0dOxbPPfcc4uPj0bVrV/zf//0fXnnlFTz00EMAAEEQMHfuXDz77LPo1KkTEhMTsWjRIsTExGD8+PGuHbwNGOwrkT0VfJjLT0RE5PlMbcJtLfG2Cq2nb84bb7yBRYsWYebMmcjPz0dMTAwee+wxLF682HDOU089hYqKCkyfPh3FxcUYNGgQtmzZgoCAABeO3DaC2LBNGJl06dIlxMXF4eLFi2jXrp2rh2OdBkB72FfBpx0Uk7MnhaitRs21YxBUARAEX1cPx2OIYi1EbRX8Am+EoDK98clb1Wq0uFh2Db4qFXxUjWvZuVadVkStVou44ED4qpnFKZWrf6f8vdnHntd3j39tM7cJ1xqFvP97XLzmJHzVUCJ9BR+gad1cS7w0Z4+IiMjjWdqE25CC6umTNAz2lUpfwSfW2okmeFnOHhERkUdq2CDrDVjehKvXOKWnHZjCq3DM2VeyCdCV19Rv0smD8aZcc7wsZ4+IiMjjmMrNl+JV6CYCFVBPn6RhsK90DSv1aAC8DPO5/PqcvQHQzRTwhYCIiMj92JubD+gC/TRZR0NujsG+N7HUjVefszcRQEc0bZnNspxERESuJzU3vzH9hN5g2UdEbo45+97GXC5/OwDzoGuZ3XhJUF+Wc5PDR0dERESWWGuQZQo34Xo1BvveyFQ33tPQbfAx10obAOaCnXaJiIhcyZ4iGtyE69WYxuOtGnfdzYT0VtppFs4jIiIix5FaRONVAJHg3jtisE/1pM4UsCwnERGR6wyGbqbeWrGNx8EAnwAwjcf9NKyZmwnnpc1InSlgWU4iIiLXsdQ4k7n5ZAKDfXeyCUB7AMMATKr/tz2cszFWP1NgruOuACAO3MVPRETkapaKbTA3nxphGo+7MFczV18Jx9F/vFLKcq4CZwqIiIicSYPrzTEb5t83bpzJ3Hwyw61m9nfu3ImxY8ciJiYGgiBg8+bNRtdPnToVgiAYfY0ePdrq/b711lto3749AgIC0L9/f2RlZTnoO7CTpZq5zqyEw5kCIiIi92FtxV9fbCO9/l8G+mSCWwX7FRUV6NmzJ9566y2z54wePRo5OTmGr/Xr11u8z40bNyIjIwNLlizBoUOH0LNnT4waNQr5+flyD99+1mrmNqyE42imynJmg4E+ERGRM+lX/Nn7hprJrdJ4xowZgzFjxlg8x9/fH1FRUZLv85VXXsGjjz6KadOmAQDeeecd/Oc//8GHH36IBQsWNGu8snG3SjiNy3ISERGR81hb8RegW/EfB87mk1VuNbMvRWZmJtq2bYsuXbpgxowZKCgoMHtuTU0NDh48iBEjRhiOqVQqjBgxAnv37jV7u+rqapSWlhq+ysrKZP0emmAlHCIiItJzpxV/8ngeFeyPHj0aH3/8MbZt24YVK1Zgx44dGDNmDDQa08nsV69ehUajQWRkpNHxyMhI5Obmmn2c5cuXIzQ01PCVnJws6/fRBCvhEBERkZ67rfiTR3OrNB5rJk6caPj/7t27o0ePHujYsSMyMzMxfPhw2R5n4cKFyMjIMFy+fPmyYwN+VsIhIiLybg2r7uRJvA1X/EkCj5rZb6xDhw5o3bo1Tp8+bfL61q1bQ61WIy/P+K8mLy/PYt6/v78/QkJCDF/BwcGyjtskVsIhIiLyTo2r7jwByxN8XPEnG3h0sH/p0iUUFBQgOtr0R1s/Pz/07dsX27ZtMxzTarXYtm0bUlNTnTVM6dy9Eo6ruvsSEREpReP30i9huuqOufdYrviTjdwqjae8vNxolj47OxuHDx9GREQEIiIisGzZMtx1112IiorCmTNn8NRTT+GGG27AqFGjDLcZPnw47rzzTsyePRsAkJGRgSlTpqBfv35ISUnBqlWrUFFRYajO43bctRLOJugqAzR8MWoHXfqRu3wYISIicmem3kvVMF11p+H1DQP/dtAF+nzvJYncKtg/cOAAhg0bZrisz5ufMmUKVq9ejd9++w0fffQRiouLERMTg1tvvRXPPPMM/P39Dbc5c+YMrl69arh833334c8//8TixYuRm5uLXr16YcuWLU027ZIFru7uS0RE5OnMvZdaWyXXAHgVQCTYJZfs4lbBflpaGkTR/MfbH374wep9nDt3rsmx2bNnG2b6yUas9UtERNQ8lt5LpYiErksukR08OmefnIC1fiXRiiKO55Zh/9kCHM8tg9bCh1YiIvIy1t5LrWHVHWoGt5rZJzfEWr9WHTpfiPVZF1FUWWM4Fh7kh/SUOPRJiHDhyIiIyC3Y+x4pQJejz6o71Ayc2SfL2N3XokPnC/F25hmjQB8Aiipr8HbmGRw6X+iikRERkduw5z2SVXdIJgz2yTJ29zVLK4pYn3XR4jnrsy4ypYeIyNtZey8Fmgb07LNDMmGwT5bpu/sCTV+kvHzW4WReeZMZ/caKKmtwMq/cSSMiIiK3ZO29VICu7r679tkhj8Zgn6xjd1+TSqwE+raeR0RECmbtvfQe6PrspNf/64WTaOQY3KBL0kyArrzmLug2GrHWL0KD/GQ9j4iIFI7vpeQCDPZJOnft7usinSNbIjzIz2IqT3iQHzpHtnTiqIiIyK3xvZScjGk85Dk0ADKhy2vMhPWugw6mEgSkp8RZPCc9JQ4qwdKOLCIiIiLHYbBPnmETgPYAhgGYVP9v+/rjLtQnIQIz0zoivFGqTniQH2amdWSdfSIiInIppvGQ+9HAOJ/xKoB70bTN+GUAd8Plm4T7JESgV3w4TuaVo6SyBqH1qTuc0Sci8lKN38eYl08uxGCf5CHXC9smAHNg3FZcjaaBPuqPCQDmQrfhyYUvpCpBQFJUsOsGQERE7sHU+1g76Epvemn1OnItpvFQ88mVYrMJupn6S42OW8rNFwFchO6DBhERkSuZex/Tr0S7OPWUvBODfWoeuV7YNNDNhNjbbDbHztsRuZhWK+J4Thn2ny3A8ZwyaLXsuEzkkSy9j+mPzYXLi0uQ92EaD9nP2gubLSk2u9D0A4MtoptxWyIXOXi+CBuyLqCwstZwLCLIFxNT4tE3IdyFIyMim1l7H2u4Ep3mjAER6XBmn+xnywubNfbOzAsA4qDbI0DkQQ6eL8LqzDNGgT4AFFXWYnXmGRw8X+SikRGRXaS+j3ElmpyMwT7ZT84XNntm5vXFblaBVQ7Io2i1IjZkXbC42r8h6wJTeog8idT3Ma5Ek5Mx2Cf7yfnCNhi6agWWqlU2DujbweVlN4nscTKvvMmMfkMigMLKWpzMK3feoIioeay9j3ElmlyEOftkP/0L22WYztsX6q+X8sKmhq4s2d31t2t4f/oXzvUA2oB1i8njlVyrkfU8InIDUt7HVoHvW+R0DPbJfs19YWtcm38cdDP1puoTr4LlGXw2MCEPEhroZ/0kG84jIjcxAfa/jxE5CIN9ah57X9gsNR05B9sCdzYwITen1Yq6DsvXahAa6Icb2rZERJAviiprzS6KhQf5onNkS2cPlYiaawJ0k1ecgCI3wWCfms/WFzZ9bf7GUY6+Nr8tefhy3heRA5grr5mSGIEf/sgzuyg2MSUeKpWlTSxE5LbUYHlNchsM9kke5l7YGqfXDIB8tfnlrPNP5AD68pqNn6JFlbX44Y88jOoaiazsQqMPAuGss09ERDJisE+OYyq9pjWAqxZuY0vTETYwITdmrbymACAruxDLJ/TA6fzrKT6dI1tyRp+IiGTDYJ8cw1x6jaVAvyEptfnZwITc2Jl8aeU1T+eXIyk62HkDIyIir8I6+yQ/S+k1Ukmpzc8GJuTGSqrMB/pG57G8JhERORCDfZKftfQaS2xpOsIGJuTGQgN8pZ3H8ppERORADPZJfvamzdjadERf57/hbe29LyKZdawvr2nps2gEy2sSEZGDMdgn+UlNm2nT6HI72F4qU1/nP1aG+yKSkUolYGJKPADzn0VZXpOIiByNG3RJfvr0msswnbcv1F9/GsAeNL/pCBuYkJvqmxCOGWkdm9TZZ3lNIiJylmYF++fOncOPP/6IvLw8TJ48Ge3bt0dNTQ1yc3MRFRUFPz/monolfXrN3YDZjkGrAPhBvpKYbGBCbqpvQjh6x4UZddBleU0iInIWu9N45s+fj06dOmH69OlYvHgxzp49CwCoqqpCcnIy3n77bdkGSR6I6TVEBiqVgKToYPTv0ApJ0cEM9ImUQgMgE8D6+n81rhwMkWl2BfvvvvsuVq5ciVmzZuF///sfRPH61G1ISAjuuOMOfPvtt7INkjzUBADnAGwHsK7+32ww0CciIs+3CUB7AMMATKr/t339cSI3Ylcaz9tvv40777wTq1atQkFBQZPre/TogTfffLPZgyMFcHV6jQbM5SciInmZaxx5uf44V7DJjdg1s3/y5EmMHDnS7PVt2rTB1atSW6USOQhnXYiISG6WGkfqj80FU3rIbdgV7AcEBKCiosLs9efPn0dYWJi9YyJqPv2sS+PmXvpZFwb8RERkD2uNI0UAF+vPI3IDdgX7KSkp+Prrr01eV1VVhU8++QQDBw5s1sCI7MZZFyIichSpjSPtbTBJJDO7gv0nn3wSe/fuxQMPPIDffvsNAJCbm4sffvgBaWlpuHTpEubNmyfrQIkk46wLERE5itTGkVLPI3IwuzbojhgxAqtXr8acOXOwbt06AMADDzwAAPDz88P777+P1NRU+UZJZAvOuhARkaNIbRw52JmDIjLP7qZa06dPxx133IEvvvgCx48fhyiK6NSpE+69917ExjYurk7kRJx1ISIiR5HaOJKV38hNNKuDblRUFB5//HG5xkIkD866EBGRI+kbR86BcdpoO+gCfZbdJDfSrGCfyC3ZMuuiderIiIhIKSYAGAf2ciG3Z1ewf8stt1g9RxAEbNu2zZ67J2o+zroQEZGjubpxJJEEdgX7Z8+ehSAIRsfq6uqQk5MDrVaL1q1bo0WLFrIMkMhunHUhIiIiL2dXsH/u3DmTx6urq/HKK69gzZo12LFjR3PGRSQPzroQEVFzaMBJI/JodtXZN8ff3x8LFy5E//79kZGRIeddExERETnXJgDtAQwDMKn+3/ZgF3byKLIG+3qDBg3CDz/84Ii7JiIiInK8TdAVemjcpPFy/XEG/OQhHBLsZ2dno6amxubb7dy5E2PHjkVMTAwEQcDmzZsN19XW1mL+/Pno3r07WrRogZiYGDz44IO4cuWKxftcunQpBEEw+kpKSrJ5bEQAoBVFHM8tw/6zBTieWwataKq2JxEReTQNdAUeTL3E64/NrT+PyM3ZlbN/4cIFk8cLCwvx448/4vXXX0daWprN91tRUYGePXvioYcewoQJxuVSKisrcejQISxatAg9e/ZEUVER5syZgzvuuAMHDhyweL9du3bFjz/+aLjs48OKo2S7Q+cLsT7rIooqr3+QDQ/yQ3pKHPokRLhwZERECuaKnPldQtMZ/YZEABfrx5Xm4LEQNZNdUW/79u2bVOPRE0URXbp0weuvv27z/Y4ZMwZjxowxeV1oaCi2bt1qdOzNN99ESkoKLly4gPj4eLP36+Pjg6ioKJvHQ6R36Hwh3s480+R4UWUN3s48g5lpYMBPRCS3TTBdQvk1OLaEco7pGKfpeQ4cA5FM7Ar2Fy9e3CTYFwQBERER6Ny5M0aMGAGVyiEZQkZKSkogCALCwsIsnnfq1CnExMQgICAAqampWL58ucUPB9XV1aiurjZcLisrk2vI5IG0ooj1WRctnrM+6yJ6xYdDZeZDMBERWWBq9v4b6HLjG6fS6HPmv4TjAv5oiSma0Q56fCIZ2RXsL126VOZh2K6qqgrz589Heno6QkJCzJ7Xv39/rF27Fl26dEFOTg6WLVuGwYMH48iRIwgODjZ5m+XLl2PZsmWOGjp5mJN55UapO6YUVdbgZF45kqJMP6eIiMgMU7P3sQCqYD5nXoAuZ34cHJPSM1jUrSBcNjMGAbrrBzvgsYlk5vjpdweora3FvffeC1EUsXr1aovnjhkzBvfccw969OiBUaNG4fvvv0dxcTE+//xzs7dZuHAhSkpKDF9Hjx6V+1sgD1JiJdC39TxqQAMgE8D6+n+52Y3Iu1iqeFNg4XYNc+YdQQ1dqhCgC+wb0l9eBdbbJ48gaWb/448/tuvOH3zwQbtuZ4k+0D9//jx++ukni7P6poSFhaFz5844ffq02XP8/f3h7+9vuFxaWmr3eMnzhQb5yXoe1XNVLi4RuQdLFW+k2gbHbdydAF2qkKnXqVXg6xR5DEnB/tSpUyEIAsQGZQYb5uzrjzfO45c72NcH+qdOncL27dvRqlUrm++jvLwcZ86cwQMPPCDr2Ei5Oke2RHiQn8VUnvAgP3SObOnEUXk4/WyepVzccWDXSiIl2wXLFW+keLbB/ztismAC+FpEHk9SsL99+3ajy/qa9wUFBfjrX/+K5ORkAMAff/yBd999F61bt8aKFStsHkx5ebnRjHt2djYOHz6MiIgIREdH4+6778ahQ4fw3XffQaPRIDc3FwAQEREBPz/drOrw4cNx5513Yvbs2QCAefPmYezYsUhISMCVK1ewZMkSqNVqpKen2zw+8k4qQUB6SpzJajx66Slx3JwrlbX61QKA6eCsP5HSyV3JxlEbd9VgeU3yaJKC/aFDhxpdXrx4MaqqqvD7778bbXK94447MGvWLNx8883YtWsXhg8fbtNgDhw4gGHDhhkuZ2RkAACmTJmCpUuX4t///jcAoFevXka32759u6Gu/5kzZ3D16lXDdZcuXUJ6ejoKCgrQpk0bDBo0CPv27UObNm1sGht5tz4JEZiZBtbZl4O12TwRpnN1nVGBg4icR+5KNo037nL+hQiAndV41q5di7/97W8mq9mEhIRg2rRpePPNN22u2pOWlmaUKtSYpev0zp07Z3R5w4YNNo2ByJw+CRHoFR+Ok3nlKKmsQWh96g5n9G1k72yeMypwEJHzDIb1ijcRAAIhPd2n4cbdITKMkUgB7Ar2//zzT2g05stmaDQa5Ofn2z0oIqfQANghQHU+DIhRAYNqrQaQKkFwSnlNrSgq90NFc2bz2LWSSDn0FW/uhi6wbxjw61/u3oNxzvxRGOfpm8NmV0QGdpXeTEpKwvvvv4+ioqIm1xUWFuL999/HjTfe2OzBETnMJgDtAWG4H3wfag/f0fHw6ZIAYXMLV48Mh84XYv6Xv+GlH47j/V1n8dIPxzH/y99w6Hyhq4cmD/1sXnM+u/CNnEgZ9BVvYhsdb4frKXv6nPl0AFKzg9nsiiS6fPky7r//frRq1QqBgYHo3r07Dhw4YLheFEUsXrwY0dHRCAwMxIgRI3Dq1CkXjth2djfVmjBhArp06YKHHnoIXbp0AQAcP34ca9asQWFhIb788ktZB0okG3OVYK6ooZ4UCc26PIjjK1wwMF2gb2ojcFFlDd7OPIOZafDM/QGNu2O+CuBeNJ3Nk4pv5ETKYUvFGympP2x2RRIVFRVh4MCBGDZsGP773/+iTZs2OHXqFMLDww3nvPjii3j99dfx0UcfITExEYsWLcKoUaNw9OhRBAQEuHD00tkV7I8bNw5ffvkl5syZgxdffNHounbt2mHjxo0YP368HOMjkpeFSjCCKEAURKifbIW6sRVOzwnXiiLWZ120eM76rIvoFR/uWSk95urpz4OumVbj49cAFIJv5ETeRGrFGympP6vqz9PaOAYNIOwOgnAlAEgQgKHg3iCFW7FiBeLi4rBmzRrDscTERMP/i6KIVatW4R//+AfGjRsHQNd7KjIyEps3b8bEiROdPmZ72N1B984778S5c+ewf/9+rF+/HuvXr8f+/ftx7tw53HXXXXKOkUg+VirBCKIA4ZIvhJ+d/2n9ZF65xVr+gG6G/2ReuZNGJANL3TFfAvAKgO0A1tX/ew66HF2AXSuJlEiOrtlSUn80ADIFqD4Pg7AzyOrjCJtbwKdLAnxHx8P3ofYQhvsB7aF7DSOPU1ZWhtLSUsNXdXW1yfP+/e9/o1+/frjnnnvQtm1b9O7dG++//77h+uzsbOTm5mLEiBGGY6Ghoejfvz/27t3r8O9DLnbN7OupVCrcdNNNuOmmm+QaD5FjSc31zmnWn4ZdSqwE+rae53JS6un/PwDZMA7e2bWSSJnk7JptKfWn/nGES37wRXsAgBhbB81LV02maAqbW0A9KdJykz++7ngUff8nvSVLlpisEHn27FmsXr0aGRkZePrpp/HLL7/gb3/7G/z8/DBlyhRDP6fIyEij20VGRhqu8wTOj2iIXElqrnd0nUOHYUpokJ+s57mclHr65irrsGslkbJI6Zpta0BtKvXH1j1ZGkA9rzUgAkLj5USW+/VYR48eRWzs9aUff39/k+dptVr069cPzz//PACgd+/eOHLkCN555x1MmTLFKWN1BknBfmJiIlQqFY4fPw5fX1906NDB6m0EQcCZM+Y7jhK5hJXNXaIgArF1EAdWOXlgQOfIlggP8rOYyhNeX4bTI0heRTFznF0riZRByirfXDQ/oLZjT5bwcwCEyxZCIZb79UjBwcEICQmxel50dHSTVYAbb7wRX331FQAgKioKAJCXl4fo6OuzhXl5eU0avLozScF+QkICBEGAUL8pMD4+3vD/RB7FwuYuUdBd0KwscMkMjkoQkJ4SZ7Iaj156SpznbM6VvIri0FEQkas1Z5VPxscRRAGo35MlDqmf0JGasslyv4o0cOBAnDhxwujYyZMnkZCQAEA32R0VFYVt27YZgvvS0lLs378fM2bMcPZw7SbpWZ6ZmWnxMpFHMZcTHlsHzcoCl5XdBHRlNWem6aruNJzhDw/yQ3pKnGeV3WSJPCICmr/KJ/vjNAh9pKZsclJCkZ544gkMGDAAzz//PO69915kZWXhvffew3vv6SpFCIKAuXPn4tlnn0WnTp0MpTdjYmI8quokc/bJO9XnhIs7alB3/orkDrrO0CchAr3iwz2/g64tJfJs0bhmP3P5idybs1b57NiTJQ6sghhbB1xR62b+G+OkhKLddNNN+Prrr7Fw4UL885//RGJiIlatWoXJkycbznnqqadQUVGB6dOno7i4GIMGDcKWLVs8psY+AAiiKNrc0kaj0aC6uhpBQUGGY8XFxfjggw9QWFiIiRMnonv37rIO1JUuXbqEuLg4XLx4Ee3atXP1cEhGorYaNdeOQVAFQBB8XT0cjyGKtRC1VfALvBGCyvTGJwNTFTjiYF9lHTmreThIrUaLi2XX4KtSwUflXh/Q6rQiarVaxAUHwldtd+Vlr+Pq36nH/9400JWxtLbK17gyl8yPo9+TVXf8gtHjGKrxAMYBv/5/WY3HYzBeM82uV43HHnsMKSkphsu1tbUYNGgQnnzySSxfvhwpKSk4fPiwXGMkIk82Abr6+Q3r6WfDvkDfXM3+u8F62ETuSr/KBzi2f4aFxzHsyVpRoNuUu7ElhJ0BgAYQx1dAsy4PiGlUjL9h3X4iD2ZXsL97927ccccdhstffvkljh49irfeegt79uxBZGQkXnjhBdkGSUQeTl9ZJ73+X3tSdyxV8wB01TzsadBDRI4npRGWIx8ntg7aucVQP9UaPqNi4TM1UvdvlwQIm1tAHF+BuhPnUbvlAmo/PAdxW419kxJEbsiunP2cnByjdsL/+c9/0LVrV8PO5OnTp+Pdd9+VZ4RERM6q5kFEjuOs/hkm9mQJBX5Q32+icVaj+vvikEqI2iogMNrO6VAi92NXsC+KIjSa61NomZmZmDDh+sff6Oho5OfnN390RESA86p5EJFjOat/hhpAmgjttWIIYgB8kmJMNs5qUn+fAT4pkF1P68TERPzwww8AgJ9//hk5OTkYNmyY4forV64gNDRUnhESkWfQAMgEsL7+XzlTalizn4jsJPwcBOGyT9MOufrrRQFCff19IiWya2Z/2rRpyMjIQLdu3XD58mW0bdsWo0aNMly/f/9+JCUlyTZIInJzjq6Sw5r9RGQnIVdinpDUBltEHsaumf05c+Zg2bJl8Pf3R+/evfH1118bynAWFBRg3759+Mtf/iLrQInITTmjSo6zqnkQkeKIURKXGaU22CLyMHZ9jBUEAYsWLcKiRYuaXNeqVSvm6xN5C2tVcgToquSMQ/MDcXOdj9vBvpr9ROQVxIGVFhtn6evviwOrXDA6Isdr9laU6upqXL58GTU1NXKMh4g8yS5BepUcOchVs5+IvIca0Lx0FcD1evt6hvr7Kwu4MkiKZXewf+jQIdxyyy0IDg5GfHw8du/eDQDIz8/H8OHD8eOPP8o2SCJyUzkSu4nKWSWnuTX7icjrmG2cFVtnKLtJ8tJoRew9U4BvDl/G3jMF0GhNLQGTM9iVxnP48GEMHjwYrVu3xoMPPog1a9YYrmvbti2uXbuGjz76CCNGjJBtoETkhqIlvnizSg4RuZg4vgJ1Yyt0VXdyfIDo+tQdThjIbsuRHCz79ihySq6nRkWHBmDJ2GSM7sY3BGeza2Z/8eLFiImJwR9//IEXXngBomj8hj98+HBkZWXJMkAicmODRV3OvLkJfgFAHFglh4jcgxoQh1RBvK8c4hAG+o6w5UgOZnx6yCjQB4DckirM+PQQthxhQxRnsyvY37VrFx599FG0bNkSgtD0XT4+Ph5Xrlxp9uCIyM2xSg4REdXTaEUs+/ao2ZoNALDs26NM6an38ccf49y5cw5/HLuC/aqqKotNs0pLS+0eEBF5GH2VnNhGx9vVH+fmWSIir5CVXdhkRr8hEUBOSRWysgudNyg3Nm3aNOzZs8fhj2NXzn7Hjh1x8OBBs9f/9NNPSE5OtntQRORhJkBXXnMXdJtxo6FL3XH2jL7GDcZA5O34d+i18suklS+Vep7SNU6DdxS7ZvYnTZqETz75xKjijj6d5+WXX8aWLVvwwAMPyDNCIvIMrq6SswlAewDDAEyq/7c95GnqRUTS8O/Qq7UNDpD1PJKHXTP78+bNw9atWzFq1CgkJSVBEAQ88cQT+PPPP5Gbm4uRI0di5syZco+ViMg0fRffxpMk+i6+TCcicjz+HXq9lMQIRIcGILekymTevgAgKjQAKYkRzh6aV7Mr2Pfz88PWrVvxxhtv4LPPPkNAQABOnjyJTp06ISMjA3PmzIFK1ex+XURE1jmziy8Rmca/QwKgVglYMjYZMz49BAHGTwd9zYYlY5OhVkns0eIF3nvvPcm9qQRBwAcffGDzYwiijQlD1dXV2L9/P6Kjo9GpUyebH9ATXbp0CXFxcbh48SLatWvn6uGQjERtNWquHYOgCoAg+Lp6OB5DFGshaqvgF3gjBJW/aweTCV2qgDXboUsvciQNUJepRUF2DYRoAZpBolsFNnVaEbVaLeKCA+Gr5oSMVLUaLS6WXYOvSgUfFwQpHvF7y4T7/B3Ws+f13a1e2zyARisiK7sQ+WVVaBusm7FXqwSX1dn3tHjN1olxQRCg0Wisn9iIzTP7arUaw4cPx8svv+w1wT4RuTGpJZtNnWfPRkJzt9kEYA7gc0mFSOjyUTWxIkpX1KJqnFbiIIk8VHP+DskjWQvoRyZHmfwgQMZWrVqFcePGOfQxbA72fXx8EBUV5bQdxEREFkmdJGp8Xn1wjksNjrWDrm/ABJgO6r8xc5t0AC+hSQqD6goQ9oAvij9hwE8KZ+/fIXkkfeOsxpGgvnHW6vv7YHS3aKR2bOWS8XmS1q1bIyEhwaGPYdd64D333IPPP/8cWi3fvIjIxQbD9i6++o2Elxqdq99I+BSaVhSJBHCXidtcArASJnOVBVE3qJD5vroPD0RKZc/fIXkkNs7yPHYF+4888ggqKysxcuRIfPvttzh+/DguXLjQ5IuIyOFs7eJrbSOhCF3w3jioL7BveIIoQH1ZgN8eN821JllptSKO55Rh/9kCHM8pg9ZbAh520/YabJzleeyqxtOtWzcIggBRFJGZmWn2PHs2ERC5nAYQfg4AcnyA6DqIA6v4BuXu9F18TaXYrIJxub9daBrIO4Eq1/mPSc518HwRNmRdQGFlreFYRJAvJqbEo29CuAtH5iS2/B2Sx2LjLPkMHToUkZGRDn8cu4L9xYsXG5poESmJsLkF1PNaQ7h8/U9DjK2D5qWrEMdXuHBkZJXULr4u2iCojXLN45JzHDxfhNWZZ5osGBVV1mJ15hnMSOvoPQG/O3TTJodh4yz5bN++vcmxiooKlJaWIiQkBC1atJDlcewK9pcuXSrLgxO5E2FzC6gnRTZN77iihnpSJDTr8hjwA7qVj91BEK4EAAkCMBTu80au7+JriZM3CIqCCG0MUDPATfc42VORiIxotSI2ZF2wWGJ+Q9YF9GwXhtP55Si5VoPQQD90jmwJlRKrk0j5OySPxcZZ8jt79ixeeOEFfP/998jJuT4jFR0djdtvvx0LFixA+/bt7b5/u4J9IsXRAOp5rQEREBolnAqiAFEQoX6yFerGVnh1IGRq5cOogo0n0G8kvAzTefvN0aiLjCjoLpSuqHXP5409FYnc8ftwsZN55UapO42JAAorazHvi19RVl1nOO5VKT6kGGycJa/t27dj/PjxKCsrg7+/P7p164aQkBCUlpbi5MmTeO+997Bx40b8+9//xuDB9u1w544xIgDCz0EQLvs0CfQN14sChEu+ulx+L2VY+bjcKNrTV7DZ5IpR2cHSRkJ7CPVfTwKINb5KGwP3LbtpT0Wi9vCc37MTlVyrkXRew0AfuJ7ic/B8kSOGReQwo7tFY/X9fRAVavyeGBUaYCi7SdaVlJQgPT0dgiDg/fffR0lJCX799Vfs2rULv/76K0pKSvDee+9BFEVMnDgRpaWldj0OZ/aJAAi5Eqcrc7z0T8bCyochT2EudLm6njDza24jYRyAidDVzAeaTlmJAFrBuDJPw82Hy927g66BtYpEgK4iUWP6DwJfwnNWcpwgNNDPrts1TPHpHRfmeSk9XPnxamyc1Xwff/wx8vPzsWPHDpOz9n5+fnjkkUfQqVMn3HLLLfjkk08wa9Ysmx+HM/tEAMQoiZWjouusn6NAws8BFlc+IAK4CN0bv6eYAOAcgO0A1tX/mw3gReiC2Uaz9GgH4CsAeSZuow981YCYBlTcrUH1YK3bBj6CvRWJ9B8E5oJ9AxroHNkSEUG+di0U6VN8TuaVyz0sx9oErvwQ1CoBqR1bYVyvWKR2bMVA30ZbtmzBLbfcYjU9Z+jQoUhLS8P3339v1+Mw2CcCIA6shBhbZ8ixbnK9IEJsV6srw+mNpK5ouKjSjd30GwnT6//VB+fmPghMsHAbT9KcMqCe+MHOwVQqARNT4gHYnxkmNRXILVhLAWPATyTJkSNHkJaWJuncYcOG4ciRI3Y9DoN9IgBQA5qXrgJAk4Bff1mzssAzAzs5SF3RUFKaphKCenPkKAPqaR/sHKxvQjhmpHVEeJCv0fFgf2lPHHtTgZxOSgrYXHDlh0iCwsJCxMTESDo3JiYGBQX2dXe0OdgvLy+HWq3GM888Y9cDErkrcXwFNOvygJhG71KxdV5fdlMcWGVx5QMCdPnu9hUKcDwNgEwA6+v/9fJARNRXJGrOiruSPtjJpG9COFbc1QNP3toF0wcn4slbu+Cle3pZTPERoKvK0zmypTOHaj9rKWBc+SGSrKKiAgEB0gp/+Pv749q1a3Y9js27DVu2bImwsDC0bdvWrgckcmfi+ArUja1gB93G6lc+1JMiIQoiBLFB6KL/31Vwz5+TtfKS3khfkehuNCkXapUA3c/PXT/YuZhKJSApOtjo2MSUeKzOPGO2TOHElHjP2ZwrdUWHKz+KotGK3IjrIM5oUmtXaZFhw4Zhx44deOyxx+QeD5HrqQFxiJfm5lugX/lQz2sNNK6zvwruGTjrc4sbB7OsKmN/RSLAfT/YuSl9is+GrAtG9fjDPbHOvtQVHa78KMaWIzlY9u1R5JRcf1+MDg3AkrHJLLEpgwULFmD58uVWzyspKbH7MezK2V+5ciV2796NJUuW2F3z05SdO3di7NixiImJgSAI2Lx5s9H1oihi8eLFiI6ORmBgIEaMGIFTp05Zvd+33noL7du3R0BAAPr374+srCzZxkzkTFpRxPHcMuw/W4DjuWXQinJ3hbJMHF+BuhPnUbvlAmo/PAdxW41xNRp3wtxi6+ypSOTNH5CawVSKz4q7enhWoA9cb0pnKS/JnVP6yCZbjuRgxqeHjAJ9AMgtqcKMTw9hyxEu4TRHfHw8VCoVysrKrH6pVCrEx8fb9Th2zewPHz4cVVVVePbZZ/Hss8+iTZs2CAoKMjpHEAScOXPGpvutqKhAz5498dBDD2HChKbvJi+++CJef/11fPTRR0hMTMSiRYswatQoHD161GzO08aNG5GRkYF33nkH/fv3x6pVqzBq1CicOHGCqUjkUQ6dL8T6rIsoqrxetSM8yA/pKXHok+DEtuRqQBxSCVFbBQRGu+82f1tyi9McPBYN4LdHBVUuoI0Caga4UVlO/UbkxiZA1zeBddRlYyrFx+NYSgHjyo+iaLQiln171Ox8iQBg2bdHMTI5iik9djp37pxTHseuYD8+Pt4hOUZjxozBmDFjTF4niiJWrVqFf/zjHxg3bhwAXTOCyMhIbN68GRMnTjR5u1deeQWPPvoopk2bBgB455138J///AcffvghFixYIPv3QOQIh84X4u3Mph+eiypr8HbmGcxMg3MDfk/gJrnFAd+oEDLfF+rL118zNbEiSle4aWfdhsx9ECDvZi4FzJ1T+shmWdmFTWb0GxIB5JRUISu7EKkdWzlvYGQzu4L9zMxMmYdhXXZ2NnJzczFixAjDsdDQUPTv3x979+41GezX1NTg4MGDWLhwoeGYSqXCiBEjsHfvXrOPVV1djerqasPlsrIymb4LIttpRRHrsy5aPGd91kX0ig+HygkbfTyGG+QWB3yjQtgDvk1SiVRXgLAHfFH8iQcE/ESmcOVH8fLLpO1dk3oeWXft2jWcPXsWpaWlCAkJQYcOHRAYGNjs+3XXBfgmcnN1XWAiIyONjkdGRhqua+zq1avQaDQ23QYAli9fjtDQUMNXcnJyM0dPZL+TeeVGqTumFFXWeF4HTkdzdW6xBgiZrwv0G3ce1lczCpnv6917BsizKbkXBaFtsLSSkFLPI/P27t2LW2+9FWFhYejRowcGDRqEHj16IDw8HKNHj272XtNmBfs7d+7EP/7xDzz66KM4fvw4AF0d/p07d6K4uLhZA3OlhQsXoqSkxPB19OhRVw+JvFiJlUDf1vO8hj63GGga8Dsht9h/jwrqy0KTQN8wBFGA+rIAvz3yzblotSKO59Rv4M4pg1bbYElBA/jvUqHFl2oImWjehwz2LSBSvJTECESHBlicL4kO1ZXhJPtt3LgRaWlp+PHHHxETE4Pbb78dkyZNwu23347o6Gj873//w+DBg/HVV1/Z/Rh2pfFoNBpMmjQJX375JURRhCAISE9PR1JSEnx8fDB+/HjMmzcPTz/9tN0DaywqStfyMS8vD9HR19fd8/Ly0KtXL5O3ad26NdRqNfLy8oyO5+XlGe7PFH9/f/j7+xsuy1lxiMhWoUHSOmtKPc+rODm32FCL+lo1Op9oibbwt3oblflFRpscPF+EjfsuIOa3IESU+qIwpBYf9qjEfTfHY+DhVk32Ddjda4B9C4i8glolYMnYZMz49JDZvdhLxiZzc24z5OXlYfr06YiMjMSaNWswfPjwJuf8+OOPmDZtGh5++GEMHjzYruIydk0prVixAl999RVeeeUVHDt2DGKD8n8BAQG488478f3339tz12YlJiYiKioK27ZtMxwrLS3F/v37kZqaavI2fn5+6Nu3r9FttFottm3bZvY2RO6mc2RLhFsJ5MOD/DynA6ezmSsvKXNguuVIDgat+AkPf/QLPj9wEesuWd5noac1P+8g2cHzRfh1VTFemdcLK17vjvlrk7Di9e54ZV4vVM3RIOwBX6guN7qRvtfAJhseSN+3oHGVI3vui4jc3uhu0Vh9fx9EhRqn6kSFBmD1/X1YZ7+ZPvzwQ1y7dg3//e9/TQb6ADBixAh8//33qKiowNq1a+16HLtm9j/++GM8+OCDmDNnDgoKCppcf+ONN9oV7JeXl+P06dOGy9nZ2Th8+DAiIiIQHx+PuXPn4tlnn0WnTp0MpTdjYmIwfvx4w22GDx+OO++8E7NnzwYAZGRkYMqUKejXrx9SUlKwatUqVFRUGKrzELk7lSAgPSXOZDUevfSUOG7OtcTBVWX0tahFAAG+ujmUozeU4s+warQq9oPKxEK4KIjQxtSX4WwGrVbE6dVlePpfSU2ua1Xsh7u26YrlN0kn0tfOmwvdRktr6UzW+hbYcl9E5DFGd4vGyOQodtB1gJ9++gmjR49G165dLZ7XvXt3jBkzBlu3bsVTTz1l8+PYNbN/7tw5izPjYWFhKCoqsvl+Dxw4gN69e6N3794AdIF67969sXjxYgDAU089hccffxzTp0/HTTfdhPLycmzZssWoxv6ZM2dw9epVw+X77rsPL730EhYvXoxevXrh8OHD2LJlS5NNu0TurE9CBGamdWwywx8e5IeZaR1ZdtOFzNWi1qqAd+8+CwGAttG1oqC7XLqittmB8ckr5Zj8WQKApgG9CoLhP5Ma9hqwxpa+BUSkKGqVgNSOrTCuVyxSO7ZioC+To0ePYuDAgZLOHThwoN17SO2a2Q8ODkZhYaHZ60+fPo02bdrYfL9paWlGKUGNCYKAf/7zn/jnP/9p9hxTDQpmz55tmOkn8lR9EiLQKz4cJ/PKUVJZg9D61B3O6LuWpVrUe3oV4LlHjuOxLzugTfH1/H1tDGSrs+/7M4zu2y5Seg24Sd8CIiKlKC4uljz5HBkZaddEOmBnsD9o0CB8+umnJpcSioqK8OGHH2L06NF2DYiIzFMJApKiPLwDp8JYqzG9p1cB9vUowIKgLuiqCpW9g254aTMDfUBarwE36FtAEmnA+vdEHuDatWvw85NWXMPX19eoB5Qt7Erj+fvf/45Tp07hlltuwXfffQcA+PXXX/Huu++iT58+qKioYHdaIvIKUmpMa1VA7RCg6h4tagbLF+gDQNvOzQj2bek14Oq+BSTNJgDtAQwDMKn+3/bg5mkiNyU4YXXerpn9fv364auvvsIjjzxi2Og6b948iKKItm3b4uuvv2YjKiLyCvpa1LklVSb3rgoAwoN85a2WpAH89qigygW0bYBrkRr456lMbgTWQtQdFa438zIMDJDea0Dft+Du+tuaqsMn9b6o+UzN3n8D3e+n8RNRXy3pS7A8KpGbefjhh/HYY49ZPa+urs7ux7Ar2AeA2267DefOncP//vc/HD9+HKIoolOnThg1ahSCgoLsHhARkSdpXIu6If3liSnxUMm0oS3gG1WTmvmaCNGwEbhhwK+FCEEAKv5Wh8AvfaBuWH7Tnl4DTu5b4DSelvZiqtdBLIAqsFoSkQcZMmSI+87s6/n7+2Ps2LEYO3asXOMhIvI4+lrUy749iqIGnYzDg3wxMSUefRPCZXmcgG9UCHvAt0lAp6rfsyVGAGhQO0EbK6JsRR2qxmlRsqQOed9VQXNFREA7NZLvDYHa1443mQnQBYyeFBxb4mlNwvS9DkzN3lvSsFpSmvzDIiLbZWZmOuVxmhXsV1dXIzMzE2fPngUAdOjQAUOHDjUqhUlE5A30taj3nS1A/rVqhPr7oktUsGwz+tAAIfN1gX7jUpqCKOjKeQYABd/WQPUnjDYCHzxfhA1ZF1BWrUFQWxX+73gRwl/yw5KxyfY1xXFw3wKHaTyDfxXAvbAr7UWrFXWVsa7VIDSwvjKWo8sRWup1INU2KONDGpGXOX78OH777Tfce++9Nt/W7mD/448/RkZGBoqKigzlMgVBQFhYGF5++WVMnTrV3rsmIvJIapWAlMQIXCy7Bl+VStbgz2+Pyih1pzFBFKC+AkCt2wisd/B8EVZnnoEIwFd9vSZDbkkVZnx6yHu6YJqawVdDWtpLI/oPT4WVtYZjETKv4pgiWOt1IMWzDf7fnVcwiMjIV199hcWLF9sV7NtVjWfjxo2YOnUqWrZsieeeew6bN2/G5s2b8eyzz6Jly5Z4+OGHsXHjRnvumoiITFDl2n6eVitiQ9YFs/EsACz79ig02uZMFXsAfepL40BZY+E2ZpqE6T88NQz0AaCosharM8/g4Hn76mBLIvE5IJl+BcNSpR4NgEwA6+v/tfQzIyK3ZNfM/vPPP4+kpCTs27cPISEhhuN33HEHZs6cif79++P555/HfffdJ9tAiYi8WV1baQF5w/NO5pU3CUobEgHklFQhK7sQqR1bNXeI7qm5qS+XASETaJGthhgFbMwz/+FJALAh6wJ6x4U5JqUnSub7s7Zx19P2MxCRSXbN7J84cQLTpk0zCvT1QkNDMW3aNJw8ebLZgyMiIp0jHUvxZ1g1tGaiVi1E5IdV4UjHUsOxkms1Js9tzFpjMJu420xwc1NfngB8RqgQ+WgAosYG4JV5vTDgsOkPRiKAwspanMwrb8YDmidK6XXQqv4cyXcKkysYZldDpKwGEJFbsSvYj4qyPL0gCILk9r9ERGRdSU0N3r37rKHEZkP6Wvrv3Z2NkprrAX5ooLTOjFIag0nijg2dcpp5+z+NL7Yq9sPf/5VkNuAHpH/Ispm+1wHQNODXX34PwDkA2wGsA/APiffd8OdkaTVEf2wuXP9BjogksSvYnzp1KtasWYPy8qazF6WlpVizZo2h2RYRETVfaKAf9vQqwHOPHEdBmHEweTWsGs89chx7ehUYBfidI1siIsjX4kRwdGgAUhIjmj9Ad50JlnnvsQoCRADTv0yESmv6HKkfsuyi73UQ2+h4O1yvHqSvlpQOYLjE+234c7K2GmJuNYCI3JJdOfuDBw/Gd999h+7du2PmzJlISkoCABw7dgyrV69G69atMXjwYOzcudPodkOGDGn+iImIvJA+cN/bqwD7ehSg6+lQRJT6ojCkFn/cUAJRpasI07BTr0olYGJKPFZnnjE7EbxkbDLUzc0vtzYT7MqGTvrUl8swn7evhvEsdRs0mdFvSAUBbYsD0PV0KH7vXGI47pBuyabY0uvA2vcv1F8/uMExqashzV01IfJywcHBkptq1daa339ljV3B/siRIw3/P3/+fMNA9SU4z58/b3SOKIoQBAEaDdf8iIjs0TBwF1VoEmQCpjv19k0Ix4y0joY6+3pRoQH219lvzJaZ4LTmP5xN9Kkvd0P3g2oY8Op/VOuhC/D1gfNlAPdbv+uIUt8mdyVnt2SLpPY6kPL9r4LxBwWpTwkvqNhK5Eh9+/Z13w66a9askXscRETUgKmmTQ0D94ZVdqx16u2bEI7ecWE4kVuGkupazB58A27u0Kr5M/p67jQT3Lhx1mBcT30xVVlmFZpWlsmU9lCFIdJ/By5l6/dvz2oAEdnMrTvoTpkyRe5xEBFRPWtNm3rHhdncvVWlEtApKhi1Wi3iggPlC/QB95kJtlYqUqbUF1EQoYkRMXpGFFJrIpzXQbc5bPn+7VkNICJZVFdXIzMzE2fPngUAdOzYEUOGDEFAgP2FFOzuoEtERPJr2PG2IX3TphlpHdE3IRxJ0cEuGZ9J7jATrN8g3Pjx9RuE9ZtX0yTcl4VgVxR0F8pW1CGpnRv9DqSQmvoD2L4aQB5PoxWRlV2I/LIqtA3WbdyXdVKArPr444+RkZGBoqIiQ2q8IAgICwvDyy+/jKlTp9p1vwz2iYjchLWOtw5v2mQvV88EO2KDsJlgVxsDlK6oRdU4M6V4lMSW1QDyaFuO5GDZt0eRU3K950a0nPt6yKqNGzdi6tSpiI+Px7x585CcnAwA+OOPP/DOO+/g4YcfRmBgoF0NawVR/9GBzLp06RLi4uJw8eJFtGtnS7cScneitho1145BUAVAEHyt34AAAKJYC1FbBb/AGyGo/F09HLdSq9HiYtk1+KpU8LExID+eU4aV/zth9bwnb+1i18x+nVY0pPH4qu2qvGyZqTSaODh+JjgTupr+1myH7RuENUBdphYF2TUQogVoBolOD3Yd/ntTKHte373xtW3LkRzM+PRQk8/K+lev1ff38ZiA35PjtZ49e6K2thb79u1r0rS2pKQE/fv3h7+/P3799Veb75uvGkQOphVFHM8tw/6zBTieWwYtP1+TGVKbMTmsaVNzTYBxQ6ftALLh+JQPR24QVgNiGlBxtwbVg7XOn9XWAP67VGjxpRpCJtjIimSl0YpY9u1Ri/3Tln17FBot37cc7cSJE5g2bVqTQB8AQkNDMW3aNJw8edKu+2YaD5EDHTpfiPVZF1FUeT04Cw/yQ3pKHPokyNDIiBSlYTMmlRZNaulrVU3Pczu25IXLxV02CMss4BsVQub7Qn25wQpRww3HRM2UlV1olLrTmAggp6QKWdmFSO1ovms0NV9UVJTF6wVBQGRkpF33zWCfyEEOnS/E25lnmhwvqqzB25lnMDMNDPjJiL5x1o17QjD9yw5oU3w9jeDPsGq8d/dZHBtQ6vimTZ7GHTYIyyzgGxXCHvC1vuGYqBnyy8wH+vacR/abOnUq1qxZgxkzZqBlS+PX+NLSUqxZswbTpk2z676bFexXVFSgtLQUISEhaNGiRXPuikhRtKKI9VkXLZ6zPusiesWHQ+WEhhrkGVQqAXNLOqPvv8KaXNeq2A9P/ysJB7sWu9fmXEcyVTPfG0pFaoCQ+bpAX2jc+9jVHYlJUdoGSyvnKPU8st/gwYPx3XffoXv37pg5cyaSkpIAAMeOHcPq1avRunVrDB48GDt37jS63ZAhQ6zet83B/tmzZ/HCCy/g+++/R07O9QTI6Oho3H777ViwYAHat29v690SKcrJvHKj1B1TiiprcDKvHElRHla+jxxHA/R+KQxA0yBPBQGiIKL3S2HIn1at/CDPWs38xhRUKtJvj8o4dacxV3YkJkVJSYxAdGgAckuqzC6KRYXqynCSY40cOdLw//Pnzzd01tXX0Tl//rzROaIoQhAEaDTWN/LYFOxv374d48ePR1lZGfz9/dGtWzeEhISgtLQUJ0+exHvvvYeNGzfi3//+NwYP9qD1UiKZlVgJ9G09j7yDtSBPEAWoL+vOqxms4NKPUmvmN6aQUpGqXIknOqMjMSmaWiVgydhkzPj0kNlFsSVjk1lv3wnWrFnjsPuWHOyXlJQgPT0dgiDg/fffxwMPPAA/v+ubxGpqavDxxx9j3rx5mDhxIo4dO2ZyRzGRNwgNkraBUup5pGAaXfCuygV8jksrkCY5GPQUDdN12qJ5NfNdsUFYZlrL+/Su87ANx+SeRneLxur7+zSpsx/FOvtONWXKFIfdt+Rg/+OPP0Z+fj527Nhhctbez88PjzzyCDp16oRbbrkFn3zyCWbNmiXrYIlcTgMIPwcAOT5AdB3EgVUmA47OkS0RHuRnMZUnPMiPGy29nMlqKxJIDgY9gal0HUv0KSyZ0P3tefAMvjk1A7TQxIpQXdGt5jThgRuOyb2N7haNkclR7KCrUJLr7G/ZsgW33HKL1fScoUOHIi0tDd9//32zB0fkToTNLeDTJQE+o2LhMzVS92+XBAibm25OVwkC0lPiLN5fekocN+d6MX21FdVl4+Ni/X+miIIITayImgEKSeHRp+tIDfQbuhe6RlqT6v9tX39/SqDWdekFdL9zI5644Zg8glolILVjK4zrFYvUjq0Y6CuI5GD/yJEjSEtLk3TusGHDcOTIEXvHROR2hM0toJ4UCVxu9O56RQ31pEiTAX+fhAjMTOuI8EapOuFBfpiZ1pFlN72ZhWor+suNA3590Fe6olYZQZ4G5tN1pChsdFmfz6+QgL9qnBbFn9RCG9PoinZg2U0isonkNJ7CwkLExDR+1TEtJiYGBQUFdg+KyK1oAPW81qYDM1FXIUX9ZCvUja1oEoT1SYhAr/hwnMwrR0llDULrU3c4o+/drG7EbVxuEYA2RhfoV41TyKz+Ltg3o2+Os0tSNthroY3Spd7I/ZhV47Sour0a6t0CxBwRrRL94JOmUsaHPSJyGsnBfkVFBQICpNVZ9ff3x7Vr1+weFJE7EX4OgHDZ/J+KIArAJV8IPwdAHNK08YhKEFhek4xI3WBb9lQt6pJEhwWTLuWISjJOKklpaq+FJlZ0zIcxNVA9WItarRYRwVDWc4CInEJyGg8AQ81PIq+SI/EzsdTzyOtJ3WBbkyai6h6trsym0oI8ewp8SM18c2BJSnN7LVRXgLAHfBHwjU1vq0REDmdTdLJgwQIsX77c6nklJSV2D4jI7UTXyXseeT1r1VZEQYQ2BsrZiGvKYOjyzy/DdN6+ACAWwFoA+dB9ONAAGCHhvh1VKdDSXov6lL6Q+b6out0Lmp4RkceQHOzHx8dDEASUlZVZPVelUiE+Pr5ZAyNyF+LAKoixdcAVtdnADLH1ZTiJpKivthL2gC9EQTR6XiluI65ew1r6+lKZr0G3qdZcN5/XAAxvdB/WPiA4sCSlP5ueEZEHkhzsnzt3zoHDIHJjakDz0lWoJ0WaDcw0KwuUFZiRw+mrrehyv68fV9xGXMB0Lf120AXzX5q5bhWaVpxRw/oHhFVw2N+iOk9aKqvimp4RkUdjciGRBOL4CmjW5QExGuMrYuugWZcHcXyFawZGHq1qnBb5f1Sj4PsaFH1Yg4Lva5D/R7VTA32NVsTeMwX45vBl7D1TAI3W3lqYZpirpa8vlQkA5wBsB7Cu/t9smC8tOQG6DwixjY47oSSlJlLaz8bmpmcawG+XCgFfqOC3S6VbwSAip3rhhRcgCALmzp1rOFZVVYVZs2ahVatWaNmyJe666y7k5eW5bpB2kmVHYV1dHbKysnD58mUkJyeja9euctwtkVsRx1egbmyFpA66RJKp4bKUjy1HcrDs26PIKbmeghYdGoAlY5MxupsMie+Wauk3LpWZZsP9Tqi/TeO0IAf/LVY7YK+FUyv7WGIqzYqvbeQlfvnlF7z77rvo0aOH0fEnnngC//nPf/DFF18gNDQUs2fPxoQJE/Dzzz+7aKT2kTyzn5mZib/97W/Iz883Op6dnY2+ffti8ODBmDhxInr06IGHHnpI9oESuQU1IA6pgnhfua7MJt8MyUNtOZKDGZ8eMgr0ASC3pAozPj2ELUdkKGljrZZ+w1KZtlJD9wEhvf5fZ/wtWuhsa89eC7ep7LMJug7ESu1ITGRBeXk5Jk+ejPfffx/h4eGG4yUlJfjggw/wyiuv4JZbbkHfvn2xZs0a7NmzB/v27XPhiG0n+ZVk7dq1+OGHH9C2bVuj41OnTsXvv/+OAQMG4IknnkBycjI++ugjfPTRR7IPloiImk+jFbHs26NmJ9wBYNm3R5uf0iP184IDS2XKzVxnW20MUPyJDbPxVir7APXXOzqlx1qaFQN+8kBlZWUoLS01fFVXV5s9d9asWbjtttswYoRxqa+DBw+itrbW6HhSUhLi4+Oxd+9eh43dESQH+1lZWbj11luNjh0/fhy7du3CkCFDsGvXLrz00kvIyspCp06d8PHHH8s+WCIiar6D54uazOg3JALIKalCVnZh8x5IaiaQo0plOogcey30XZRNdUsG9JV9BPjtceDsvrU0K0CXZsU9BORhkpOTERoaavgyVzZ+w4YNOHTokMnrc3Nz4efnh7CwMKPjkZGRyM31rF34knP2c3Nz0alTJ6NjmZmZEAQBjzzyiOFYYGAgJk2ahDfeeEO+URIRkWz+LDc/y9VQflkzy8lKqaXvwFKZDtXMvRZSK/Y4tLKPLWlWaQ4cB5HMjh49itjY67v4/f39m5xz8eJFzJkzB1u3bkVAQIAzh+d0kqcMqqurERgYaHTsl19+AQAMHTrU6HhcXBwbaxERuak2LZu+8ZnSNriZb4D6UpkAmkxgO6FUpjuTWrHH5so+tlBgmhURAAQHByMkJMTwZSrYP3jwIPLz89GnTx/4+PjAx8cHO3bswOuvvw4fHx9ERkaipqYGxcXFRrfLy8tDVJQj/zDlJznYj4+Pxx9//GF0bPfu3Wjbti3i4uKMjldWVjZZ9iAiIvfQNyEc0aEBZhJIdHF4dGgAUhIjmv9gLiyV6c70XZQbb/TVEwURmljRsV2UFZpmRSTF8OHD8fvvv+Pw4cOGr379+mHy5MmG//f19cW2bdsMtzlx4gQuXLiA1NRUF47cdpLTeAYPHoyPP/4YjzzyCLp164avv/4ap06dwtSpU5uc+/vvvxstnxARkftQqwQsGZuMGZ8eMtubasnYZKhV0ppIWeWiUpkuodHl46tydbPyNQO0pr9PW7ooOyreV3KaFZEVwcHB6Natm9GxFi1aoFWrVobjDz/8MDIyMhAREYGQkBA8/vjjSE1Nxc033+yKIdtN8sz+woULUV1djZ49e6Jt27a4++674efnh//3//6f0XkajQb//ve/MWjQINkHS0RE8hjdLRqr7++DqFDjVJ2o0ACsvr+PPHX2G3JFqUwnC/hGhbZd/dHqL34If8gPrf7ih7Zd/c2W0NRX9tFEG0famhjRtso+9mKaFZFFr776Km6//XbcddddGDJkCKKiorBpk+eVqJI8s5+YmIgdO3Zg2bJlOH36NFJSUvCPf/yjSQOt7du3o1WrVhg3bpzsgyX5aLQisrILkV9WhbbBuuV62WbxiMgjjO4WjZHJUXwtkIG+Zn7jGXJ9zfziT2pRdbu2yaz/z70KsPGfFxDzWxAiSn1RGFKLKz0qcV+vePRFuOkHk5M+zWoOjDfrtoMu0PfSNCvyTpmZmUaXAwIC8NZbb+Gtt95yzYBkIoiiKHNvdOW5dOkS4uLicPHiRbRr187Vw2k2h3fN9CCitho1145BUAVAEHxdPRyPIYq1ELVV8Au8EYJK2mZPb1Gr0eJi2TX4qlTwcbOguU4rolarRVxwIHzVTmrYpABWf6caoG1Xf6guN62ZD9R31g0HEACor1y//lqkBq+MPYmfexUYna8/Y0ZaR/RNCHfO702BHXTteX3na5tnU1q8JhePe7Vv3749BEFo8jVr1iyT569du7bJuUovsWSJU7pmEhEphH4V9NeLxTiVWwatiUZjkmrmFwpQXTE+7p+nwtP/SsKAw62MjusfYUPWBZOP5xBekGZF5K0kp/Hs3LnT5jsfMmSIzbex5pdffoFGc73Dx5EjRzBy5Ejcc889Zm8TEhKCEydOGC4LgnvNtjmLta6ZAnRdM0cmR3EZ3xk0gPBzAJDjA0TXQRxYxTdYIjeiXwUtqqxB7w7hqKzWIthfjYkp8eibcD3FRmot/MYfBlQQoIWI6V8mYl+PAmgbTL+JAAora3Eyrxw3RLaU4bshIm8lOdhPS0uTHCSLoghBEIyCcrm0adPG6PILL7yAjh07Nqn135AgCDbVRK2urjZqrVxWVmb7QN1Ew9z8q2XVkrtmpnZsZfY8aj5hcwuo57WGcPn6n6AYWwfNS1chjq9w3kD4gYPIJP0qqAggwPd6FF5UWYvVmWcMKTZA82rhqyCgbXEAup4Oxe+dm/anKblWY/+dExHBhmAf0G1UmDBhAnr16uWg4dimpqYGn376KTIyMix+ECkvL0dCQgK0Wi369OmD559/vsnG4oaWL1+OZcuWOWLITmUqN1+KZnfNJIuEzS2gnhTZtNTdFTXUkyKhWZfnlIDfbT5wELkZKaugG7IuoHdcGFQqwVAzX3UFRiU0bRFRajqnPDTQz677IyLSkxzsP/7441i3bh3WrVuHP/74Aw899BAmT56M8HAnVAswY/PmzSguLjZZ61+vS5cu+PDDD9GjRw+UlJTgpZdewoABA/DHH3+Y3byxcOFCZGRkGC5fvnwZycnJcg/foRrOStmq2V0zyTwNoJ7XGhCbLukLogBREKF+shXqxlY4dIbdXT5wELmjrOxCq6ug+hSbpOhgyzXzIZrN5W+oMKTW6LIAIDzIF50jWzqszD4ReQfJG3Rfe+01XLlyBRs2bEB0dDSeeOIJxMTEID09Hf/73/8cOUazPvjgA4wZMwYxMTFmz0lNTcWDDz6IXr16YejQodi0aRPatGmDd9991+xt/P39jdosBwcHO2L4DmNpVsoSWbtmkknCzwEQLvtY3MgnXPLVpdY4ipUPHACgfrKVrjoHNaHRith7pgDfHL6MvWcKoHHWBkpyGqmrmw1TbPQ187WN3o60MYA2wnynXC1E/BlWhT9uuJ7Co/+rnJgSDxX3TxFRM9mUxuPr64t77rkH99xzD65cuYK1a9fio48+wsaNG9GuXTtMnToV06dPd0q5o/Pnz+PHH3+0ubmBr68vevfujdOnTztoZK5nbVbKFId0zaSmciT+yUk9zw76DxxmrxcFoP4DhziEKV0NsWytd5C6utk4xaZqnBZVt1c3qaUf8J3KbKdcAcBnky8Ybc4ND/JtsgmYiMhedpfejImJwdNPP40TJ05g586d6NKlC5577jl8+OGHco7PrDVr1qBt27a47bbbbLqdRqPB77//juho5b4x25Nz37BrJmcuHSi6Ttp5besg7AyAsLElhJ0B8s6yu8EHDk/EsrXeIyUxAtGhAWaTbwQAEfUpNk2ogZrBWlTdo0XNYC2gtjzrX/xJLe55Pg5P3toF0wcn4slbu2DFXT0Y6BORbJr1bl5dXY1NmzZhzZo1+OmnnxAQEIAOHTrINTaztFot1qxZgylTpsDHx/hbePDBBxEbG4vly5cDAP75z3/i5ptvxg033IDi4mKsXLkS58+fxyOPPOLwcbqK1FmpRbfdiNbB/kZdMzlz6VjiwCqIsXXAFbXJjXyiIAIRGqgfjXTcxlmpHziknucFbClbS55PrRKwZGwyZnx6qEnAb2+KjblZf6h1FXmSoj0rXZSIPIddM/u//PILZsyYgejoaEyePBklJSV4++23kZOTg/vvv1/uMTbx448/4sKFC3jooYeaXHfhwgXk5FyfYSsqKsKjjz6KG2+8EX/5y19QWlqKPXv2eNyGW1tImZWKDg3A1IGJGNcrFqkdWxkCfc5cOoAG12fpfw6A5sWrANAkh1cURF3kWKAGLjfanVu/cVbY3KLZw9F/4DCXQywKIsR2tboynARA2oZNfdlaUobR3aKx+v4+iAo1njwJD/I1KrtpExOz/kREjiZ5Zj8/Px+ffPIJ1qxZg6NHj6Jt27Z46KGH8NBDDzk9cL711lshiqYDlczMTKPLr776Kl599VUnjMp9NJ6VaviTMpebz4ZbjmGuvKV2bjFUnwcDDXPnY+qAayqgUOXYSj1qQPPSVagnRZrMIQYAzcoCBiINSE2NY9laZRndLRojk6Ow72wB8q9VI9TfF12igrlpljxaw/47DVf2SbkkB/vt2rWDIAgYM2YMnnvuOdx+++1QqxkNuCv9rFTjlJwoMyk5tsxcsuGWNJbKW6pWhUHzaR7QWmNoaAUN4POXWPP3J+PGWXF8BTTr8nRVeRp+4Iitg2ZlActuNiI1NY5la5VHrRKQkhiBi2XX4KtSMdAnj8ZUXe8kOdivq6uDr68vfvrpJ/z0009WzxcEASUlTbsBkvPoZ6WkfILnzKXMpNTTn98KdccvGGbQhY0mNvuZItPGWXF8BerGVrCDrgT61LjckiqTq18CdB+kUxIjoDWz6khE5Erm+u/oU3X1RTpIeSRHDUOGDLHYpZbck1olSJqJ58ylvOwqb+mKjbNqsLymBLakxmk1DPaJyL0wVde7SQ72G+fCk7LYMnNJJmhgNEMOC4G+kQaz9JIq9cTWceOsi9iaGkdE5C6YquvdWEibANi3qZd0TG7CbS2xMH7DWXpunHV7tqTGERG5C6bqeje7m2pZ8vPPP2P48OGOuGtyIHOl5ho23CJjhk24jUtlXlVBrP/PFHPlLfUbZxHT6MNCbB006/Kct3G2YblQuZt6eTh9alzDsrVERO6MqbrezeaZ/YKCApw5cwYRERG44YYbjK7bt28fFi9ejG3btkGlcsjnCHIwzlzawNImXAiGQN/WWXpXb5w1Vy5UtqZeRETkVEzV9W6SI3KNRoO//vWviIyMRGpqKrp06YIBAwYgPz8fpaWlmDRpEgYOHIjt27dj0qRJ+P333x05bnIgzlxKo9+E2zjQN1xf/x9a2TFLX79xVryvXLeB1pmBvqmVChmbehERkXPpU3UBmO0KzVRd5ZI8s//GG2/gvffeQ7t27XDzzTfj9OnT2LdvH2bNmoVLly4hKysLDzzwABYtWoSOHTs6csxE7kFiCUzNiwVAbF2TWXqtKOJkXjlKKmsQGuSHzpEtoXJlxSsp5UL1Tb24cEdE5FFYZMB7SQ72P/nkE3Tv3h179+5FUFAQAGDWrFlYvXo1WrVqhd27dyM1NdVhAyXXY9e9RqSWwIyta1Le8tD5QqzPuoiiyhrDsfAgP6SnxKFPgmuWUW0qFzq41okjIyIiOTBV1ztJDvZPnjyJpUuXGgJ9AJgxYwZWr16N+fPnM9BXOHbda8reUpmHzhfi7cwzTc4vqqzB25lnMDMNrgn4pTbrkqmpFxEROZ/U/jukHJIX4ysqKhAVFWV0TH+5e/fu8o6K3Iq+617jGr36rntbjuS4aGQuVl8qE7i+6VbP3CZcrShifdZFi3e7Puuia7qwuqKpFxERETmUTZm3jTvo6i/7+vrKNyJyK9a67gG6rnsarXd2DbW1VObJvHKj1B1TiiprcDKvXO6hWqVfqWj8wcVwvZlyoUREROS+bFqP//7775Gbm2u4XFlZCUEQ8MUXX+Dw4cNG5wqCgCeeeEKWQZJljsylZ9c962wplVliJdC39TxZ2dLUyzs/2xEREXkcm4L9devWYd26dU2Ov/vuu02OMdh3Dkfn0rPrnkT1pTKtCQ3yk3R3Us+Tm36lQj2vNdBws25sHTQrC1hnn4iIyMNIDva3b9/uyHGQHfS59I0nWfW59HJ0vWXXPXl1jmyJ8CA/i6k84fVlOE3SwOHNtlzd1IuIiIjkIznYHzp0qCPHQTaylksvQJdLPzI5qlkpPey6Jy+VICA9Jc5kNR699JQ4k/X2ndrZVuJKBREREbk3tsbxULbk0jcHu+7Jr09CBGamdUR4o1Sd8CA/zEzraLLsJjvbEhERkT1YMNtDOTOXnl335NcnIQK94sOlddC1pbMtU22IiIioAQb7HsrZufTsuic/lSAgKSrY6nk2dbZl6g0RERE1wGDfQ7kil55d91yEnW2JiIjITszZ91DMpfci7GxL5FAarYi9ZwrwzeHL2HumwGubBBKRMnEq0IMxl9476Dvb4oraqNGV4XpBBGLrzHe2dUK5TiJP5eheJc2l1Yo4lVuGkupa5ARew80dWnESh4hswmDfwzGX3gvY0tm2EaeW6yTyMM7oVdIcB88XYUPWBZRVaxDkr8L/nS1CeJCf23wQISLPwDQeBdDn0o/rFYvUjpz1USJ9Z1vEaIyviK2DZl2eycCd5TqJzLPWqwTQ9SpxVUrPwfNFWJ15BoWVtUbH9R9EthzJccm4iMjzcGafyENY7WzbMF2nbR3LdRJZYEuvkn7tw503MOhSdzZkXXB400Qi8g4M9ok8iZnOtqbSdSxhuU7yds7sVWKrk3nlTWb0G2r4QYQV0ojIGgb7RB7OkK5jT7YBy3WSl3J2rxJblFyrkXSeKz6IEJHnYc4+kSez0F1XEpbrJC+l71Vi7q9GgK4qj5y9SqQKDfSTdJ4rPogQkedhsE/kwfTddW0N9EVBhNiu1ny5TiKFc+deJZ0jWyIiyNctP4gQkedhsE/kyexIw7FWrpPIW+h7lUSFGs+QR4UGuLTspkolYGJKPAD3+yBCRJ6HCbtEnsyeNJzYOmhWFrDOPhHct1dJ34RwzEjraKizr8emiURkKwb7RB5MUnfdmDpo3s8H8tlBl8gUfa8Sd9M3IRy948Jwor6D7uzBN7CDLhHZjME+kSeT0l33pQKIw5ibT+SJVCoBnaKCUavVIi44kIE+EdmMOftEHs6e7rpERETkHTizT6QAVrvrks00WtHt8riJvBH/Fomah8E+kVKY6a5LtttyJAfLvj2KnJLrP89obowkcjr+LRI1H9N4iIga2HIkBzM+PWQUXABAbkkVZnx6CFuO5LhoZM6n0YrYe6YA3xy+jL1nCqDR2tOm2X0o7ftROv4tEsmDM/tERPU0WhHLvj0KUyGgCF2N82XfHsXI5CjFpxEobUZVad+P0vFvkUg+nNknIqqXlV3YZBaxIRFATkkVsrILnTcoF1DajKrSvh8larzqsu9sAf8WiWTCmX2SBTdQkRLkl0nb8yD1PE+ktBlVpX0/SmRq1SUs0FfSbZX8t0gkFwb7HsRdA2ouj5NStA0OkPU8T2TL6oY7NqJqTGnfj9LoV10afxgrvlYr6fZK/lskkguDfQ/hrgG1uRdq/fL46vv7MOAnj5GSGIHo0ADkllSZnAkWAESF6j5oK5XSVjeU9v0oiaVVF2u84W+RSC7M2fcA7ppvam15HNAtj7PihXNoRRHHc8uw/2wBjueWQSvy524rtUrAkrHJAHTBREP6y0vGJrvFipqjKG11Q2nfj5JYW3Uxx1v+Fonkwpl9N+fO+aZcHncfh84XYn3WRRRV1hiOhQf5IT0lDn0SOPNli9HdorH6/j5NVtKi3GAlzRmUtrqhtO9HSaSupoQF+hql9XjL3yKRXBjsuzl3Dqi5PO4eDp0vxNuZZ5ocL6qswduZZzAzDQz4bTS6WzRGJke55R4ZR9Ovbsz49BAEwChA9sQZVaV9P0oidTXlrUl9oFIJXve3SCQXj0rjWbp0KQRBMPpKSkqyeJsvvvgCSUlJCAgIQPfu3fH99987abTycOeAmsvjrqcVRazPumjxnPVZF5nSYwe1SkBqx1YY1ysWqR1beVVwoV/diAo1/tuNCg3wyH04Svt+lEK/6mLuL0uAbm/azR1bmfxbZJM0Imk8bma/a9eu+PHHHw2XfXzMfwt79uxBeno6li9fjttvvx3r1q3D+PHjcejQIXTr1s0Zw202dw6ouTzueifzyo1Sd0wpqqzBybxyJEUFO2lUpARKW91Q2vejBM1ZdXHXohVE7sijZvYBXXAfFRVl+GrdurXZc1977TWMHj0aTz75JG688UY888wz6NOnD958800njrh5pM58uCKg5mZG1yuxEujbeh5RQ564umFpttcTvx+ls2fVxV2LVhC5K4+b2T916hRiYmIQEBCA1NRULF++HPHx8SbP3bt3LzIyMoyOjRo1Cps3b7b4GNXV1aiurjZcLisra/a47eXu+abevpnR1UKD/GQ9j8iTedNsr7v2XbGHLasuthSt8LjZTBkp6flBzedRwX7//v2xdu1adOnSBTk5OVi2bBkGDx6MI0eOIDi4aYpCbm4uIiMjjY5FRkYiNzfX4uMsX74cy5Ytk3XszeHuATWXx12nc2RLhAf5WUzlCQ/yQ+fIlk4cFZHzeVPPDyV+qNGvulhjS9GKmxO983VPic8Pah6PCvbHjBlj+P8ePXqgf//+SEhIwOeff46HH35YtsdZuHCh0YrA5cuXkZycLNv928PdA2qpL9QkL5UgID0lzmQ1Hr30lDioBPd4nhA5gjuXKJabN32oMcW2ohXeF+x7+/ODTPPoVa6wsDB07twZp0+fNnl9VFQU8vLyjI7l5eUhKirK4v36+/sjJCTE8GVq1cAVmG9KpvRJiMDMtI4Ib5SqEx7kh5lpHd267CaraZAcbJnt9WRsZOjeRStcjc8PMsejZvYbKy8vx5kzZ/DAAw+YvD41NRXbtm3D3LlzDce2bt2K1NRUJ42QyDn6JESgV3w4TuaVo6SyBqH1qTvuPKNvbamZOacklTuXKJbTwfNFbtt3xVlsqwLnXYUJ3LkvD7mWRwX78+bNw9ixY5GQkIArV65gyZIlUKvVSE9PBwA8+OCDiI2NxfLlywEAc+bMwdChQ/Hyyy/jtttuw4YNG3DgwAG89957rvw2iBxCJQgeU17T2lLz9CGJ+PevOcw5JUm8Zbb3z/Jq6yfB8z/UWGJL0QpR64IBupC3fOgl23lUGs+lS5eQnp6OLl264N5770WrVq2wb98+tGnTBgBw4cIF5ORcL7k1YMAArFu3Du+99x569uyJL7/8Eps3b3brGvtMayCls7bULAJ4d2c2y+qRZO5colhObVr6SzrPnT/UyPEeJ6Vcp35l8NdLxTiZV+4VjQW95UMv2c6jZvY3bNhg8frMzMwmx+655x7cc889DhqRvLiDnryBtaVmc5S20ZLk4+4liuXSNyHcoxsZyvkeZ6lohf5xyq5VYHTnUpRVqxDoF4D0lDi33sPUXGx0SeZ41My+krFJCHmL5iwhK2WjJcnPnuZMnsaTGxk64j3OVNEKc49TVFmDtzPP4NB55b52ePLzgxzLo2b2lcqbysYRybGEzJxTMsXdSxTLwd37rpjirPc4S4+jtz7rInrFh7t18YLm8MTnBzkeg303wB305E2sLTVLwZxTMscben542ocaZ73HSUkRLKqswcm8co8pZmAPT3t+kOMx2HcD3EFP3sRSfrU1zDkl0vGkDzXOeo+TevsSCx3HlcKTnh/keMzZdwPcQU/exlx+dXRoAB4bkggBzDklUgpnvcdJvX1oowaE7oLV+MhROLPvBriDnryRpaXm3vHhzDklUghnvcdJSREMr2846G5YjY8cicG+G/CWsnHkvcx1wzW31MycUyLlcNZ7XOPHMSU9Jc7tNudaazKolGpS5DoM9t0Ed9CTUtk7Y8WcUyLlcNZ7XMPHKbtWYTgeHuTnlnX2WY2PnIHBvhvhbCYpDWesiEjPWe9x+sc5kJ0Loe4EgvxbolNkmNvN6AOsxkfOwWDfzShtNtNc+gYpH2esyJH42uKZnPUep1YJSEmMQM21MAiqAAhuGOgDrMZHzsFgnxyGG468G2esyFH42kJKwWp85AwsvUkO4YjW6ORZHDVjxfJ03o2vLaQk+gpC5tYdBOg+yLIaHzUHg32SnbX0DUCXvsEgTdkcMWO15UgOBq34Cenv78OcDYeR/v4+DFrxk90BHj84eBa+tpDS6CsIAewt4grLly/HTTfdhODgYLRt2xbjx4/HiRMnjM6pqqrCrFmz0KpVK7Rs2RJ33XUX8vLyXDRi+zDYJ9nZkr5ByiX3jJXcM7pyf3Agx+NrCymRuSaDUaEBLGLgYDt27MCsWbOwb98+bN26FbW1tbj11ltRUXG9ktMTTzyBb7/9Fl988QV27NiBK1euYMKECS4cte2Ys0+y44YjAuStrS33Zl9WCfJMfG0hpWI1PtfYsmWL0eW1a9eibdu2OHjwIIYMGYKSkhJ88MEHWLduHW655RYAwJo1a3DjjTdi3759uPnmm10xbJtxZp9kxw1HpCfXjJWcM7pMBfFcfG2RhulpnklfqWhcr1ikdmzFQL8ZysrKUFpaaviqrq6WdLuSkhIAQESEbsX54MGDqK2txYgRIwznJCUlIT4+Hnv37pV/4A7CmX2SnaNao1sqtccyfO5LjhkrOWd0WSXIcznqtUVJWKmICEhOTja6vGTJEixdutTibbRaLebOnYuBAweiW7duAIDc3Fz4+fkhLCzM6NzIyEjk5ubKOWSHYrBPsnNEa3RLb2AA+OZmgVYUcTKvHCWVNQgN8kPnyJZOby7T3Nracs7oMhXEcznitUVJ3CU9jZMv5GpHjx5FbGys4bK/v7/V28yaNQtHjhzB7t27HTk0l2CwTw4hZ2t0S29gf/30kMnbMPda59D5QqzPuoiiyhrDMXdtG2+JnDO6TAXxbHK+tiiJuzSx48oCuYPg4GCEhIRIPn/27Nn47rvvsHPnTrRr185wPCoqCjU1NSguLjaa3c/Ly0NUVJScQ3YoBvvkMHKkb0jJrzaFHVp1gf7bmWeaHC+qrMHbmWcwMw0eE/DLOaPLVBDPx82MTblDepq7rCwQSSWKIh5//HF8/fXXyMzMRGJiotH1ffv2ha+vL7Zt24a77roLAHDixAlcuHABqamprhiyXRjsk0M1N33D2huYJd6ce60VRazPumjxnPVZF9ErPtzmlB6tKOJUXjkqq8sh+hSiX6JzPkzJNaPLVBBlaO5ri9K4Oj3NXVYWiGwxa9YsrFu3Dt988w2Cg4MNefihoaEIDAxEaGgoHn74YWRkZCAiIgIhISF4/PHHkZqa6jGVeAAG++Tm5Hhj8sbc65N55UapO6YUVdbgZF45kqKCJd+vPi3oWk0Vgv212HKyFMGBLZy2RC/XjC5TQUhpXJ2e5g4rC0S2Wr16NQAgLS3N6PiaNWswdepUAMCrr74KlUqFu+66C9XV1Rg1ahTefvttJ4+0eRjsk1uT443JG3OvS6wE+raeBxinBQU0eOVw9hK9XDO6TAUhJXF1epqrVxakcoeCBdzA7D5E0XpZ2oCAALz11lt46623nDAix2CwT27N2huYJd6cex0a5CfreZbSgjx5iZ6pIKQUrk5Pc/XKghTuULCAG5jJFdhUi9ya/g0MuP6GpSeY+f+Gl70197pzZEuEWwnkw+tntaSwlhakX6Jf+3M2G/kQuYhcTezsoZ+YMfdqK0AX1Lpq8kW/Mtn4dUxfsODQeesN+ZpLv4G5cbqTfnV0y5Ech4+BvBNn9sntNF7iHJkcZTG/GmhaZ9/bc69VgoD0lDiT1Xj00lPiJC9fS033eeY/xwz/74rZKi6Pk7dzVXqaq1cWLLGlYIGjRscNzORKDPbJrVha4tw9/xazb2DMvW6qT0IEZqZBlmVrqek+DTk7l5/L40Q6rkpPc9eN76fzKyQXLOgSyQ3MpDwM9sllGs/CFlXUYNY6+2o0M/fatD4JEegVH97sDWn6tCBrb5gNObuRD+t7E7meO258L7WpYIFjgn1P2cBMysRgn1zC1CysSjDdKItLnM2jEgSbymsCpitWWEsLMsUZs1VcHidyL+42+RIic8ECe3jCBmZSLgb75HTmZmEt7efkEqfzWKpYMTOto6HOvi0cOVvF5XHPwP0U5Co3tG1hdWXyesGCOoeMwdWlUcm7Mdgnp7I0CysFlzgdq2Et/Yb0FStmpnXEirt74FReMSqry9E9MRpLvj1t9X4dOVvF5XH3x/0U5Eq2FCyQUHbdLu68gZmUj6U3yamszcJawyVOx5FasQLQ5fD3bBeGyf0TXF5uj8vj7o3lBskd6AoWdGxSkjg8yA8z0zo6pc6+K0ujknfjzD45lb2zq1zidDxrtfSBphUr3GG2isvj7ov7KcidyFWwoDnccQMzKR9n9smp7Jld5RKnc0itpd/4PFfPVklpvMbnjmvYsp+CyBn0BQv6d2iFpKhgpwb6evoNzON6xSK1Yyurr00arYi9ZwrYsJDsxpl9ciprs7CAripPw9cyV9do9hZSK1GYOs/Vs1XuWt/b23E/hbJx07V5cv1suN+F5MBgn5xKStrHm+m9Ed7Cn28gTiallr6lihWuLrfn6g8c1BT3UygXg1Dz5PrZsH8IyYVpPOR01tI+/tIjxqYlTpKHvmKFJfqKFe7K1uVxciz9Sp4rN3CT/Ljp2jy5fjbW9rsAuv0uNXVapviQVZzZJ5dw1iysPUupphpKuXOAKyddxQqYrbPvjIoVpBzusIGb5MVN1+bJ+bORut/l5uXbUFhx/bWaqytkCoN9chlHp33Ys5RqqaGUtwS67lCxgpSD+ymUhU3szJPzZyN1H0vDQB9gig+ZxmCfFMmeXEfrDaXgNQG/vmKFUnAjoWtZW8nj78dzcNO1eXL+bOzdx+LtqytkGoN9UhxbllL1m1akNpTqFR/OGW4Pw42E7sHcSh5/P56Fm67Nk/NnI6VynTnevLpCpnGDLimOPbW9T+dXSG4oRZ6DGwndG38/noebrs2T82djqX+IVN64ukKmMdgnxbFnKbXUzoZS5L6kVrNg9QrX4O/HM7GJnXly/2zMVa6LaOEr6fbeuLpCpjHYJ8WxZyk1pBkNpcg9sXure+Pvx/nk6sTq6q7Z7kzun83obtHYPf8WrH/0Zrw2sRfWP3oz9i0cwdUVsglz9klxrOU6CtC98OpeCHUz9Te0bWFDQynyBNxI6N74+3EuufdGsImdeXL/bEztd2FJW7IFZ/ZJcexZSlVCQykyxo2E7o2/H+dx1N4INrEzz9E/G66ukC04s0+KZE9tbzaUUhbbVnjIFnKUyuTvxznYBEu5uLpCUnlUsL98+XJs2rQJx48fR2BgIAYMGIAVK1agS5cuZm+zdu1aTJs2zeiYv78/qqq4NKx09rwQsqGUcrB7q2PIlQ4i5fez6LYbGcg0E5tgSacVRZzKK0dldTlEn0L0S3T/D0CObk5JyuBRwf6OHTswa9Ys3HTTTairq8PTTz+NW2+9FUePHkWLFi3M3i4kJAQnTpwwXBYYuHkNe14IldZQypuxe6u87GlWZ4ml388dPaPxzH+Osf5+M3FvhDT67unXaqoQ7K/FlpOlCA5sYfX5xoZw5Ak8KtjfsmWL0eW1a9eibdu2OHjwIIYMGWL2doIgICoqytHDIyI3xKVueTgqHcTU76eoogaz1sn3ocKbNXdvhDcEsw27pwc0iIqsPd/YEI48hUcF+42VlJQAACIiLOd0lpeXIyEhAVqtFn369MHzzz+Prl27mj2/uroa1dXVhstlZWXyDJiIXIJL3c3nyHSQhr8fjVbEoBU/McdcJs3ZG+ENwayl7umWnm9yr3IROZLHVuPRarWYO3cuBg4ciG7dupk9r0uXLvjwww/xzTff4NNPP4VWq8WAAQNw6dIls7dZvnw5QkNDDV/JycmO+BaIiDyGs9JBWH9fXlKrkwEwqsH//W/e0d34ZF65xZLLpp5vbAhHnsZjZ/ZnzZqFI0eOYPfu3RbPS01NRWpqquHygAEDcOONN+Ldd9/FM888Y/I2CxcuREZGhuHy5cuXGfATkVdzVqlM5pjLz9reFQAYtOIno+tUArxidUVqV/SGzzdueiZP45HB/uzZs/Hdd99h586daNeunU239fX1Re/evXH69Gmz5/j7+8Pf399wubS01O6xkvvSaEUcyC6EUFeMIP+W6BQZxqo7RGZITQfpmxCOvWcK7M7xZv19xzC3d2Xr0VyT6SiWJqWVFMxK7Yre8PnGD6TkaTwq2BdFEY8//ji+/vprZGZmIjEx0eb70Gg0+P333/GXv/zFASMkT6HPRS27VoHRnUtRVq1CoF+A19XT14oiy4ySJFJKZd7RMxpDV25vVo436+87TuO9K5bSUaRQQjDbObKlxe7ppp5v/EBKnsajcvZnzZqFTz/9FOvWrUNwcDByc3ORm5uLa9euGc558MEHsXDhQsPlf/7zn/jf//6Hs2fP4tChQ7j//vtx/vx5PPLII674FsgNmOsmWVRZg7czz+DQee/IBT50vhDzv/wNL/1wHO/vOouXfjiO+V/+5jXfP9nOUtfO6UMS8d7O7GbneNvTAZvsYy0dxRolBLOWuqc37veg38/QNyEc0aEBTZ6fDW8XzQ+k5EY8amZ/9erVAIC0tDSj42vWrMHUqVMBABcuXIBKdf0zTFFRER599FHk5uYiPDwcffv2xZ49e5iD76WkzGStz7qIXvHhip7hblhqriH9B56ZafCqFQ6SzlQ6SN+EcAxduV22HG/2R3AOe2fmlba60rB7+rUaaf0e7ugZjfd2ZrNhH3kEjwr2RdH6YmNmZqbR5VdffRWvvvqqg0ZEnkbKTFZRZQ1O5pUrtrGWpVJzet7wgYfs1zgdZO+ZAtk3LLI/guPZMzOv1GBW3z39VF4xKqvLcU9qFxRUwGy/h/d2ZmP6kET8+9ccfiAlt+dRwT5Rc0mdyZJaocETWSs1Byj/Aw/Jy1EbFtkfwbGs7Y8AdFV5Gm7WVXIwqxIEdI5sCVHrA7V/OAav/NniatW/f83BjieH4eD5In4gJbfGYJ+8itSZLKkVGjyR1A8ySv7AQ/LihkXPJGXT9ZvpvRHewt/rgtmD54skrVYdPF/ED6Tk9hjsk1eRMpMVXl+VRqmkfpBR8gcekhcr6Hgu7o8w7c9yltck5WCwT16l8UyWKekpcYrOVbdWag5Q/gcekpeUGWKl5XgrCfdHNNWmJVerSDk8qvQmkRzMlQ8MD/LDzLSOiq9CY6nUnJ7SP/CQ/CyV5Vx9fx+vnSH2FPr9EeN6xSK1YyuvDvQBsLwmKQpn9skr6WeyDmTnQqg74XUddBuWmms4wx8e5Od1jcVIPpwhJqXgahUpCYN98lpqlYCUxAjUXAuDoAqA4CWBvp6+1Bw76JKcWEGHlIL7GUgpGOwTeTGVILC8JhGRGVytIiVgsE9ERERkBleryNNxgy4RERERkUIx2CciIiIiUigG+0RERERECsVgn4iIiIhIoRjsExEREREpFIN9IiIiIiKFYrBPRERERKRQDPaJiIiIiBSKwT4RERERkUIx2CciIiIiUigG+0RERERECsVgn4iIiIhIoRjsExEREREpFIN9IiIiIiKFYrBPRERERKRQDPaJiIiIiBSKwT4RERERkUIx2CciIiIiUigG+0RERERECsVgn4iIiIhIoRjsExEREREpFIN9IiIiIiKFYrBPRERERKRQDPaJiIiIiBSKwT4RERERkUIx2CciIiIiUigG+0RERERECsVgn4iIiIhIoRjsExEREREpFIN9IiIiIiKFYrBPRERERKRQDPaJiIiIiBSKwT4RERERkUIx2CciIiIiUigG+0RERERECsVgn4iIiIhIoRjsExEREREpFIN9IiIiIiKF8shg/6233kL79u0REBCA/v37Iysry+L5X3zxBZKSkhAQEIDu3bvj+++/d9JIiYiIiMid2RpXehqPC/Y3btyIjIwMLFmyBIcOHULPnj0xatQo5Ofnmzx/z549SE9Px8MPP4z/+7//w/jx4zF+/HgcOXLEySMnIiIiIndia1zpiTwu2H/llVfw6KOPYtq0aUhOTsY777yDoKAgfPjhhybPf+211zB69Gg8+eSTuPHGG/HMM8+gT58+ePPNN508ciIiIiJyJ7bGlZ7Ix9UDsEVNTQ0OHjyIhQsXGo6pVCqMGDECe/fuNXmbvXv3IiMjw+jYqFGjsHnzZrOPU11djerqasPlkpISAEBOTk4zRk/uSNTWoLYqDxB8IAhqVw/HY4iiBhDr4BsQAkHl5+rhuJU6jRY55VVQCQLUguDq4RjRiCK0oghVywD4qD1ursdlXP075e/NPva8vvO1zbPp47SSkhKEhIQYjvv7+8Pf37/J+fbElZ7Io4L9q1evQqPRIDIy0uh4ZGQkjh8/bvI2ubm5Js/Pzc01+zjLly/HsmXLmhxPSUmxY9RERERE5CzdunUzurxkyRIsXbq0yXn2xJWeyKOCfWdZuHCh0WpAXV0djh07hri4OKhU8s2qlJWVITk5GUePHkVwcLBs90ueg88BAvg8ID4HSIfPg+bRarW4cOECkpOT4eNzPcQ1NavvTTwq2G/dujXUajXy8vKMjufl5SEqKsrkbaKiomw6HzC93DNw4EA7R21eaWkpACA2NtZouYm8B58DBPB5QHwOkA6fB80XHx8v+Vx74kpP5FHJf35+fujbty+2bdtmOKbVarFt2zakpqaavE1qaqrR+QCwdetWs+cTERERkfLZE1d6Io+a2QeAjIwMTJkyBf369UNKSgpWrVqFiooKTJs2DQDw4IMPIjY2FsuXLwcAzJkzB0OHDsXLL7+M2267DRs2bMCBAwfw3nvvufLbICIiIiIXsxZXKoHHBfv33Xcf/vzzTyxevBi5ubno1asXtmzZYthcceHCBaO8+gEDBmDdunX4xz/+gaeffhqdOnXC5s2bm2zecAV/f38sWbLE63PJvBmfAwTweUB8DpAOnwfOZy2uVAJBFEXR1YMgIiIiIiL5eVTOPhERERERScdgn4iIiIhIoRjsExEREREpFIN9IiIiIiKFYrDvIm+99Rbat2+PgIAA9O/fH1lZWa4eEjnQ8uXLcdNNNyE4OBht27bF+PHjceLECaNzqqqqMGvWLLRq1QotW7bEXXfd1aTRBynHCy+8AEEQMHfuXMMxPge8w+XLl3H//fejVatWCAwMRPfu3XHgwAHD9aIoYvHixYiOjkZgYCBGjBiBU6dOuXDEJCeNRoNFixYhMTERgYGB6NixI5555hk0rJfC5wDJicG+C2zcuBEZGRlYsmQJDh06hJ49e2LUqFHIz8939dDIQXbs2IFZs2Zh37592Lp1K2pra3HrrbeioqLCcM4TTzyBb7/9Fl988QV27NiBK1euYMKECS4cNTnKL7/8gnfffRc9evQwOs7ngPIVFRVh4MCB8PX1xX//+18cPXoUL7/8MsLDww3nvPjii3j99dfxzjvvYP/+/WjRogVGjRqFqqoqF46c5LJixQqsXr0ab775Jo4dO4YVK1bgxRdfxBtvvGE4h88BkpVITpeSkiLOmjXLcFmj0YgxMTHi8uXLXTgqcqb8/HwRgLhjxw5RFEWxuLhY9PX1Fb/44gvDOceOHRMBiHv37nXVMMkBysrKxE6dOolbt24Vhw4dKs6ZM0cURT4HvMX8+fPFQYMGmb1eq9WKUVFR4sqVKw3HiouLRX9/f3H9+vXOGCI52G233SY+9NBDRscmTJggTp48WRRFPgdIfpzZd7KamhocPHgQI0aMMBxTqVQYMWIE9u7d68KRkTOVlJQAACIiIgAABw8eRG1trdHzIikpCfHx8XxeKMysWbNw2223Gf2uAT4HvMW///1v9OvXD/fccw/atm2L3r174/333zdcn52djdzcXKPnQWhoKPr378/ngUIMGDAA27Ztw8mTJwEAv/76K3bv3o0xY8YA4HOA5OdxHXQ93dWrV6HRaJp0ZouMjMTx48ddNCpyJq1Wi7lz52LgwIGGTs65ubnw8/NDWFiY0bmRkZHIzc11wSjJETZs2IBDhw7hl19+aXIdnwPe4ezZs1i9ejUyMjLw9NNP45dffsHf/vY3+Pn5YcqUKYbftan3CD4PlGHBggUoLS1FUlIS1Go1NBoNnnvuOUyePBkA+Bwg2THYJ3KyWbNm4ciRI9i9e7erh0JOdPHiRcyZMwdbt25FQECAq4dDLqLVatGvXz88//zzAIDevXvjyJEjeOeddzBlyhQXj46c4fPPP8dnn32GdevWoWvXrjh8+DDmzp2LmJgYPgfIIZjG42StW7eGWq1uUmEjLy8PUVFRLhoVOcvs2bPx3XffYfv27WjXrp3heFRUFGpqalBcXGx0Pp8XynHw4EHk5+ejT58+8PHxgY+PD3bs2IHXX38dPj4+iIyM5HPAC0RHRyM5Odno2I033ogLFy4AgOF3zfcI5XryySexYMECTJw4Ed27d8cDDzyAJ554AsuXLwfA5wDJj8G+k/n5+aFv377Ytm2b4ZhWq8W2bduQmprqwpGRI4miiNmzZ+Prr7/GTz/9hMTERKPr+/btC19fX6PnxYkTJ3DhwgU+LxRi+PDh+P3333H48GHDV79+/TB58mTD//M5oHwDBw5sUnb35MmTSEhIAAAkJiYiKirK6HlQWlqK/fv383mgEJWVlVCpjMMvtVoNrVYLgM8BcgBX7xD2Rhs2bBD9/f3FtWvXikePHhWnT58uhoWFibm5ua4eGjnIjBkzxNDQUDEzM1PMyckxfFVWVhrO+etf/yrGx8eLP/30k3jgwAExNTVVTE1NdeGoydEaVuMRRT4HvEFWVpbo4+MjPvfcc+KpU6fEzz77TAwKChI//fRTwzkvvPCCGBYWJn7zzTfib7/9Jo4bN05MTEwUr1275sKRk1ymTJkixsbGit99952YnZ0tbtq0SWzdurX41FNPGc7hc4DkxGDfRd544w0xPj5e9PPzE1NSUsR9+/a5ekjkQABMfq1Zs8ZwzrVr18SZM2eK4eHhYlBQkHjnnXeKOTk5rhs0OVzjYJ/PAe/w7bffit26dRP9/f3FpKQk8b333jO6XqvViosWLRIjIyNFf39/cfjw4eKJEydcNFqSW2lpqThnzhwxPj5eDAgIEDt06CD+/e9/F6urqw3n8DlAchJEsUHLNiIiIiIiUgzm7BMRERERKRSDfSIiIiIihWKwT0RERESkUAz2iYiIiIgUisE+EREREZFCMdgnIiIiIlIoBvtERERERArFYJ+IiIiISKEY7BMROYAgCJg6daqkc5cuXQpBEHDu3DmHjkkpbPnZEhF5Owb7RKQ4mZmZEATB6Ktly5bo06cPXn31VdTV1bl6iG6n4c/s/fffN3mOIAi4/fbbnTwyIiJqDh9XD4CIyFHS09Pxl7/8BaIoIjc3Fx9//DEyMjJw7NgxvPfeew597GvXrkGtVjv0MRxl6dKluP/++xEYGOjqoRARUTNxZp+IFKtPnz64//778cADD+DJJ5/Evn370K5dO/zrX//Cn3/+6dDHDggIgK+vr0MfwxH69euHK1euYNWqVa4eilvQaDSorKx09TCIiOzGYJ+IvEaLFi1w8803QxRFnDlzxui6nJwczJgxA/Hx8fDz80NMTAymT5+O/Px8o/MKCwvxxBNPoGPHjggICECrVq3Qt29frFy50ug8U3nlWq0Wy5cvR2JiIgICAtCtWzd89tlnJsealpaG9u3bNzl+7tw5CIKApUuXGh0XRRGrV69G3759ERQUhJYtW2LYsGHYvn27tB9OvXvvvRd9+/bFihUrUFBQYPV8c/nza9euhSAIyMzMNBzT7004evQo5s6di+joaAQFBWH48OE4ceIEAGDTpk3o06cPAgMD0b59e4srMD/++CNuvvlmBAUFISoqCnPmzEF5eXmT80pKSjB//nzccMMN8Pf3R5s2bZCeno6zZ8+aHPOPP/6IZ555xvA7/vzzz63+HIiI3BXTeIjIq+iD/IiICMOxCxcuIDU1FTU1NXj44YfRsWNHnD59GqtXr8b27dtx4MABhIaGAgDuuece7Ny5E3/961/Ro0cPXLt2DceOHUNmZiaefPJJi4+dkZGB1157DUOGDMETTzyB/Px8zJo1Cx06dGj29/XAAw9g/fr1uPvuuzFt2jRUV1fjs88+w8iRI7Fp0ybccccdku5HEAS88MILGDlyJJ577jm88sorzR5bY1OmTEHLli3x9NNP488//8TLL7+MUaNG4ZlnnsFTTz2FGTNm4KGHHsIHH3yAxx57DMnJyRg0aJDRfRw6dAhffvklHn30UTz44IPYvn07Xn/9dRw5cgRbt26FSqWbyyopKcGAAQNw4cIFPPTQQ+jatStycnLw9ttvo3///jhw4AASEhKM7nvevHmora3Fo48+ipCQEHTp0kX2nwERkdOIREQKs337dhGAuGzZMvHPP/8U8/Pzxd9++02cOXOmCEBMSUkxOv+OO+4Q27RpI168eNHo+C+//CKq1WpxyZIloiiKYnFxsQhAnDFjhtUxABCnTJliuHz8+HFREATxlltuEevq6gzHDx48KAqCIAIQs7OzDceHDh0qJiQkNLnf7OxsEYBhTKIoips2bRIBiO+++67RubW1tWLfvn3F9u3bi1qt1uJ49T+zlStXiqIoiiNHjhT9/f3Fc+fOGX1Pt912m8XvU2/NmjUiAHH79u2GY0uWLBEBiLfffrvReF577TURgBgcHCxeuHDBcDw/P1/09/cXJ06c2OQxAYhff/210fG//e1vIgBx/fr1RscCAgLEw4cPG5177tw5MTg42Gjs+jF37txZrKioMP2DIiLyMEzjISLFWrJkCdq0aYO2bduiR48eePvttzFhwgR88803hnNKSkrw3Xff4Y477kBAQACuXr1q+Grfvj1uuOEG/O9//wMABAYGwt/fH/v377e5TOY333wDURSRkZFhtHG3T58+GDlyZLO+z08//RTBwcEYP3680fiLi4sxduxYnDt3DqdOnbLpPlesWIGamhosWrSoWWMz5W9/+xsEQTBcHjx4MADgjjvuQFxcnOF4mzZt0KVLF5Nj79KlC8aPH290bMGCBQCAr7/+GoAutemzzz7DkCFDEBsba/Sz0ad06X+3Dc2YMQNBQUHN/j6JiNwB03iISLGmT5+Oe+65B7W1tfj999+xYsUKXLp0Cf+/vfsLabqL4zj+VmN4EebSkVIjVk5MrNAIRFbS8qbonwSzcDMQDSNJsGyUObqoxAstYWUYVkRWxAh3UUEEI0IsQbvLtAiEyCwqSQgSnM/FgyPdrOXzPDyxPq/L8/v+zu/s/G6+O3zP+SUmJoZiBgcHCQaDdHR00NHREbGf6TIbg8HAuXPnqKmpwWKxkJ2djd1uZ9euXWzevPmHY5muD8/Kygq7lp2dHTHpjNbAwADj4+MsWbJkzpjR0VEyMzOj7jM3N5e9e/fS2dnJkSNHWLNmzbzHN9vssiWj0QiAxWIJizUajQwPD4e1r1q1KqwtPT2d5OTk0Fx/+PCBjx8/8uDBA0wmU8SxTJf7fO9X5klE5HenZF9EYpbVaqWoqAiALVu2YLPZsNlsVFVVcevWLeDv1V8Ap9PJvn37Ivbz/RGUVVVV7Ny5k7t37/Lo0SN8Ph9er5eSkpJQn/+G71e+vxfpGwFTU1OYTCZu3LgxZ385OTm/PIZTp07h8/lwu93cv3//l+790bcM5jqSdK726Xf0q6bvKyoqwu12R32fVvVFJJYo2ReRP0ZBQQEul4tr165x6NAhCgoKyMjIIC4ujomJidAfg59JT0+noqKCiooKJicnQ5tjDx8+zPr16yPeM72a/eLFC1auXDnj2vPnz8PiFy9eTF9fX1j77BNk4O8/NUNDQ+Tn57Nw4cKofkM0LBYLBw4coLW1dcapOrPH+enTp6jG+W8aGBgIaxsZGWFsbCw01yaTieTkZL58+RL1uxURiTWq2ReRP0pDQwMJCQl4PB4AUlJS2Lp1K3fu3OHJkydh8VNTU6Ez+b9+/Rp25npCQkKoxCVS0jttx44dxMXF0dLSwuTkZKi9v7+fhw8fhsVnZmYyPj5Ob29vqC0YDHL27Nmw2LKyMoLBIMeOHYv47NHR0TnH9TMnTpwgKSmJo0ePRryemZlJT0/PjHn5/PkzV65cmfczozE4OEhXV9eMtqamJoBQLX98fDylpaX09vbi8/ki9jP7aFURkVijlX0R+aNkZGSwZ88eOjs7efz4MRs2bKCtrQ2bzcbGjRspKysjNzeXYDDI69ev8fv9lJWVcfLkSYaGhigsLKS4uJicnByMRiMDAwO0tbVhsVhCG00jycrK4uDBg3i9Xux2O7t37+b9+/d4vV7Wrl3Ls2fPZsTv37+f5uZmiouLqampwWAw4PP5IpbHTB+36fV66e/vZ9u2baSmpvLmzRt6enp49erVvFfaU1NTqaurm3OjbnV1NU6nE7vdjsvlYmxsjEuXLrF8+XLevXs3r2dGY/Xq1TidTiorK7FarQQCAXw+H4WFhZSUlITiTp8+TXd3Nw6HA4fDQX5+PgaDgeHhYe7du8e6deu4evXqfzZOEZH/m5J9Efnj1NfXc/PmTTweD4FAALPZTF9fH01NTfj9fq5fv05iYiJms5nt27fjcDgAMJvNlJeXEwgE6Orq4tu3byxdupTKykrcbvdPa71bW1tJS0ujvb2duro6rFYr58+f5+XLl2HJvsVioauri+PHj9PQ0EBKSgoul4vy8vKIm3wvX77Mpk2baG9vp7GxkYmJCdLS0sjLy6OxsfEfzVdtbS0XLlxgZGQk7FppaSlv377F6/VSW1vLihUr8Hg8xMfH8/Tp03/03B/Jy8ujpaWF+vp6Ll68SFJSEtXV1Zw5c2bGpttFixbR3d1Nc3Mzt2/fxu/3s2DBApYtW4bNZqOiouI/G6OIyO8gbmq+O59EREREROS3ppp9EREREZEYpWRfRERERCRGKdkXEREREYlRSvZFRERERGKUkn0RERERkRilZF9EREREJEYp2RcRERERiVFK9kVEREREYpSSfRERERGRGKVkX0REREQkRinZFxERERGJUUr2RURERERi1F9zhn0f02i49AAAAABJRU5ErkJggg==",
- "text/plain": [
- "<Figure size 800x600 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, ax1 = plt.subplots(figsize =(8, 6))\n",
- "\n",
- "ax1.scatter(range(1,len(rmsd_residue_8sh5)+1), rmsd_residue_8sh5)\n",
- "ax1.set_xlabel(\"Residue Number\", fontsize = 13)\n",
- "ax1.set_ylabel(\"RMSD per residue\", fontsize = 13)\n",
- "ax1.set_ylim(0, 20)\n",
- "\n",
- "ax2 = ax1.twinx()\n",
- "ax2.scatter(range(1,len(conf_value_8sh5)+1), conf_value_8sh5, color= \"magenta\")\n",
- "ax2.set_ylabel(\"pLDDT\", fontsize = 13)\n",
- "ax2.set_ylim(0, 100)\n",
- "\n",
- "# more comples tertiary structure with several? pseudoknots \n",
- "#ax1.axvspan(8, 11, color='khaki', alpha=0.3) # internal loop 8-11 with 79-82\n",
- "#ax1.axvspan(79, 82, color='khaki', alpha=0.3)\n",
- "ax1.axvspan(15, 27, color='khaki', alpha=0.3) # internal loop 15-27 with 73-75\n",
- "ax1.axvspan(73, 75, color='khaki', alpha=0.3)\n",
- "ax1.axvspan(38, 44, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(56, 61, color='lightblue', alpha=0.3) \n",
- "\n",
- "ax1.set_title(\"8sh5_R\", fontsize =15)\n",
- "\n",
- "#plt.savefig(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/8sh5_r_rmsd_residue_motif.png\", dpi =300, bbox_inches =\"tight\")\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 63,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, ax1 = plt.subplots(figsize =(8, 6))\n",
- "\n",
- "ax1.scatter(range(1,len(rmsd_residue_8gxb)+1), rmsd_residue_8gxb)\n",
- "ax1.set_xlabel(\"Residue Number\", fontsize = 13)\n",
- "ax1.set_ylabel(\"RMSD per residue\", fontsize = 13)\n",
- "ax1.set_ylim(0, 20)\n",
- "\n",
- "ax2 = ax1.twinx()\n",
- "ax2.scatter(range(1,len(conf_value_8gxb)+1), conf_value_8gxb, color= \"magenta\")\n",
- "ax2.set_ylabel(\"pLDDT\", fontsize = 13)\n",
- "ax2.set_ylim(0, 100)\n",
- "\n",
- "# more complex tertiary structure with another RNA strand ?\n",
- "ax1.axvspan(23, 34, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(5, 21, color='khaki', alpha=0.3) #internal loop 5-21 with 38-42\n",
- "ax1.axvspan(38, 42, color='khaki', alpha=0.3)\n",
- " \n",
- "\n",
- "ax1.set_title(\"8gxb_A\", fontsize =15)\n",
- "#plt.savefig(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/8gxb_a_rmsd_residue_motif.png\", dpi =300, bbox_inches =\"tight\")\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 64,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, ax1 = plt.subplots(figsize =(8, 6))\n",
- "\n",
- "ax1.scatter(range(1,len(rmsd_residue_8t29)+1), rmsd_residue_8t29)\n",
- "ax1.set_xlabel(\"Residue Number\", fontsize = 13)\n",
- "ax1.set_ylabel(\"RMSD per residue\", fontsize = 13)\n",
- "ax1.set_ylim(0, 30)\n",
- "\n",
- "ax2 = ax1.twinx()\n",
- "ax2.scatter(range(1,len(conf_value_8t29)+1), conf_value_8t29, color= \"magenta\")\n",
- "ax2.set_ylabel(\"pLDDT\", fontsize = 13)\n",
- "ax2.set_ylim(0, 100)\n",
- "\n",
- "ax1.axvspan(14, 22, color='khaki', alpha=0.3)\n",
- "ax1.axvspan(35, 41, color='lightblue', alpha=0.3) \n",
- "ax1.axvspan(47, 52, color='khaki', alpha=0.3)\n",
- "ax1.axvspan(58, 63, color='lightblue', alpha=0.3)\n",
- "#internal loop und junction nicht ganz vollständig; pseudoknots?\n",
- " \n",
- "ax1.set_title(\"8t29_R\", fontsize =15)\n",
- "\n",
- "#plt.savefig(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/8t29_r_rmsd_residue_motif.png\", dpi =300, bbox_inches =\"tight\")\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 65,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, ax1 = plt.subplots(figsize =(8, 6))\n",
- "\n",
- "ax1.scatter(range(1,len(rmsd_residue_8xzn)+1), rmsd_residue_8xzn)\n",
- "ax1.set_xlabel(\"Residue Number\", fontsize = 13)\n",
- "ax1.set_xlim(0,)\n",
- "ax1.set_ylabel(\"RMSD per residue\", fontsize = 13)\n",
- "ax1.set_ylim(0, 30)\n",
- "\n",
- "ax2 = ax1.twinx()\n",
- "ax2.scatter(range(1,len(conf_value_8xzn)+1), conf_value_8xzn, color= \"magenta\")\n",
- "ax2.set_ylabel(\"pLDDT\", fontsize = 13)\n",
- "ax2.set_ylim(0, 100)\n",
- "\n",
- "ax1.axvspan(6, 10, color='khaki', alpha=0.3) #internal loop 6-10 with 45-48\n",
- "ax1.axvspan(45, 48, color='khaki', alpha=0.3) \n",
- "ax1.axvspan(28, 32, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(13, 21, color='khaki', alpha=0.3) # internal loop 13-21 with 40-42\n",
- "ax1.axvspan(40, 42, color='khaki', alpha=0.3) \n",
- "\n",
- "ax1.set_title(\"8xzn_A\", fontsize =15)\n",
- "\n",
- "#plt.savefig(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/8xzn_a_rmsd_residue_motif.png\", dpi =300, bbox_inches =\"tight\")\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 66,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, ax1 = plt.subplots(figsize =(8, 6))\n",
- "\n",
- "ax1.scatter(range(1,len(rmsd_residue_8idf)+1), rmsd_residue_8idf)\n",
- "ax1.set_xlabel(\"Residue Number\", fontsize = 13)\n",
- "ax1.set_xlim(0,)\n",
- "ax1.set_ylabel(\"RMSD per residue\", fontsize = 13)\n",
- "ax1.set_ylim(0, 30)\n",
- "\n",
- "ax2 = ax1.twinx()\n",
- "ax2.scatter(range(1,len(conf_value_8idf)+1), conf_value_8idf, color= \"magenta\")\n",
- "ax2.set_ylabel(\"pLDDT\", fontsize = 13)\n",
- "ax2.set_ylim(0, 100)\n",
- "\n",
- "ax1.axvspan(19, 21, color='khaki', alpha=0.3) # internal loop 19-21 with 37-41\n",
- "ax1.axvspan(37, 41, color='khaki', alpha=0.3)\n",
- "ax1.axvspan(27, 32, color='lightblue', alpha=0.3)\n",
- "#ax1.axvspan(1, 10, color='lightpink', alpha=0.3) # unpaired 5' end\n",
- "#ax1.axvspan(51, 53, color='lightpink', alpha=0.3) # unpaired 3' end\n",
- "\n",
- "ax1.set_title(\"8idf_B\", fontsize =15)\n",
- "\n",
- "#plt.savefig(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/8idf_b_rmsd_residue_motif.png\", dpi =300, bbox_inches =\"tight\")\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 42,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, ax1 = plt.subplots(figsize =(8, 6))\n",
- "\n",
- "ax1.scatter(range(1,len(rmsd_residue_8eyu)+1), rmsd_residue_8eyu)\n",
- "ax1.set_xlabel(\"Residue Number\", fontsize =13)\n",
- "ax1.set_ylabel(\"RMSD per residue\", fontsize =13)\n",
- "ax1.set_ylim(0, 35)\n",
- "\n",
- "ax2 = ax1.twinx()\n",
- "ax2.scatter(range(1,len(conf_value_8eyu)+1), conf_value_8eyu, color= \"magenta\")\n",
- "ax2.set_ylabel(\"pLDDT\", fontsize =13)\n",
- "ax2.set_ylim(0, 100)\n",
- "\n",
- "ax1.axvspan(7, 12, color='khaki', alpha=0.3) \n",
- "ax1.axvspan(16, 26, color='khaki', alpha=0.3)\n",
- "ax1.axvspan(26, 37, color='lightblue', alpha=0.3)\n",
- "\n",
- "#internal loop und multiloop fehlen\n",
- "\n",
- "ax1.set_title(\"8eyu_B\", fontsize =15)\n",
- "\n",
- "#plt.savefig(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/8eyu_rmsd_residue_motif.png\", dpi =300, bbox_inches =\"tight\")\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 43,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, ax1 = plt.subplots(figsize =(8, 6))\n",
- "\n",
- "ax1.scatter(range(1,len(rmsd_residue_9bun)+1), rmsd_residue_9bun)\n",
- "ax1.set_xlabel(\"Residue Number\", fontsize = 13)\n",
- "ax1.set_ylabel(\"RMSD per residue\", fontsize = 13)\n",
- "ax1.set_ylim(0, 35)\n",
- "\n",
- "ax2 = ax1.twinx()\n",
- "ax2.scatter(range(1,len(conf_value_9bun)+1), conf_value_9bun, color= \"magenta\")\n",
- "ax2.set_ylabel(\"pLDDT\", fontsize = 13)\n",
- "ax2.set_ylim(0, 100)\n",
- "\n",
- "ax1.axvspan(7, 12, color='lightblue', alpha=0.3) \n",
- "ax1.axvspan(14, 20, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(26, 37, color='lightblue', alpha=0.3) \n",
- "\n",
- "ax1.set_title(\"9bun_A\", fontsize =15)\n",
- "\n",
- "#plt.savefig(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/9bun_rmsd_residue_motif.png\", dpi =300, bbox_inches =\"tight\")\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 44,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, ax1 = plt.subplots(figsize =(8, 6))\n",
- "\n",
- "ax1.scatter(range(1,len(rmsd_residue_8vm8)+1), rmsd_residue_8vm8)\n",
- "ax1.set_xlabel(\"Residue Number\", fontsize =13)\n",
- "ax1.set_ylabel(\"RMSD per residue\", fontsize =13)\n",
- "ax1.set_ylim(0, 60)\n",
- "\n",
- "ax2 = ax1.twinx()\n",
- "ax2.scatter(range(1,len(conf_value_8vm8)+1), conf_value_8vm8, color= \"magenta\")\n",
- "ax2.set_ylabel(\"pLDDT\", fontsize = 13)\n",
- "ax2.set_ylim(0, 100)\n",
- "\n",
- "ax1.axvspan(19, 27, color='lightblue', alpha=0.3) \n",
- "ax1.axvspan(39, 43, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(63, 69, color='lightblue', alpha=0.3) \n",
- "ax1.axvspan(54, 58, color='khaki', alpha=0.3) # internal loop 54-58 mit 74-78\n",
- "ax1.axvspan(74, 78, color='khaki', alpha=0.3) \n",
- "ax1.axvspan(48, 51, color='khaki', alpha=0.3) # bulge loop\n",
- "\n",
- "ax1.set_title(\"8vm8_R\", fontsize =15)\n",
- "\n",
- "#plt.savefig(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/8vm8_rmsd_residue_motif.png\", dpi =300, bbox_inches =\"tight\")\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 67,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, ax1 = plt.subplots(figsize =(8, 6))\n",
- "\n",
- "ax1.scatter(range(1,len(rmsd_residue_8dp3)+1), rmsd_residue_8dp3)\n",
- "ax1.set_xlabel(\"Residue Number\", fontsize = 13)\n",
- "ax1.set_ylabel(\"RMSD per residue\", fontsize = 13)\n",
- "ax1.set_ylim(0, 60)\n",
- "\n",
- "ax2 = ax1.twinx()\n",
- "ax2.scatter(range(1,len(conf_value_8dp3)+1), conf_value_8dp3, color= \"magenta\")\n",
- "ax2.set_ylabel(\"pLDDT\", fontsize = 13)\n",
- "ax2.set_ylim(0, 100)\n",
- "\n",
- "ax1.axvspan(20, 26, color='lightblue', alpha=0.3) \n",
- "ax1.axvspan(39, 43, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(54, 58, color='khaki', alpha=0.3) # internal loop 54-58 with 71-75\n",
- "ax1.axvspan(62, 67, color='lightblue', alpha=0.3) \n",
- "ax1.axvspan(71, 75, color='khaki', alpha=0.3)\n",
- "\n",
- "ax1.set_title(\"8dp3_R\", fontsize =15)\n",
- "\n",
- "#plt.savefig(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/8dp3_r_rmsd_residue_motif.png\", dpi =300, bbox_inches =\"tight\")\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 69,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, ax1 = plt.subplots(figsize =(8, 6))\n",
- "\n",
- "ax1.scatter(range(1,len(rmsd_residue_8ydc)+1), rmsd_residue_8ydc)\n",
- "ax1.set_xlabel(\"Residue Number\", fontsize = 13)\n",
- "ax1.set_ylabel(\"RMSD per residue\", fontsize = 13)\n",
- "ax1.set_ylim(0, 60)\n",
- "\n",
- "ax2 = ax1.twinx()\n",
- "ax2.scatter(range(1,len(conf_value_8ydc)+1), conf_value_8ydc, color= \"magenta\")\n",
- "ax2.set_ylabel(\"pLDDT\", fontsize = 13)\n",
- "ax2.set_ylim(0, 100)\n",
- "\n",
- "ax1.axvspan(6, 15, color='lightblue', alpha=0.3) #?\n",
- "ax1.axvspan(31, 36, color='lightblue', alpha=0.3) \n",
- "#pseudoknot? \n",
- "\n",
- "ax1.set_title(\"8ydc_A\", fontsize =15)\n",
- "\n",
- "#plt.savefig(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/8ydc_a_rmsd_residue_motif.png\", dpi =300, bbox_inches =\"tight\")\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 70,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, ax1 = plt.subplots(figsize =(8, 6))\n",
- "\n",
- "ax1.scatter(range(1,len(rmsd_residue_8hzl)+1), rmsd_residue_8hzl)\n",
- "ax1.set_xlabel(\"Residue Number\", fontsize = 13)\n",
- "ax1.set_ylabel(\"RMSD per residue\", fontsize = 13)\n",
- "ax1.set_ylim(0, 60)\n",
- "\n",
- "ax2 = ax1.twinx()\n",
- "ax2.scatter(range(1,len(conf_value_8hzl)+1), conf_value_8hzl, color= \"magenta\")\n",
- "ax2.set_ylabel(\"pLDDT\", fontsize = 13)\n",
- "ax2.set_ylim(0, 100)\n",
- "\n",
- "ax1.axvspan(49, 54, color='lightblue', alpha=0.3) \n",
- "ax1.axvspan(5, 16, color='khaki', alpha=0.3) # internal loop 5-16 mit 75-80\n",
- "ax1.axvspan(75, 80, color='khaki', alpha=0.3)\n",
- "ax1.axvspan(20, 31, color='khaki', alpha=0.3) # internal loop 20-31 mit 66-71\n",
- "ax1.axvspan(66, 71, color='khaki', alpha=0.3)\n",
- "ax1.axvspan(35, 46, color='khaki', alpha=0.3) # internal loop 35-46 mit 57-62\n",
- "ax1.axvspan(57, 62, color='khaki', alpha=0.3)\n",
- "\n",
- "ax1.set_title(\"8hzl_A\", fontsize =15)\n",
- "\n",
- "#plt.savefig(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/8hzl_a_rmsd_residue_motif.png\", dpi =300, bbox_inches =\"tight\")\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "py",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.12.5"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/alphafold_structures/23_24_rna_complexes/more_SI/rmsd_residue_more_si.ipynb b/alphafold_structures/23_24_rna_complexes/more_SI/rmsd_residue_more_si.ipynb
deleted file mode 100644
index c84f1550531dbcdd85af751c795862bfc6af2fdd..0000000000000000000000000000000000000000
--- a/alphafold_structures/23_24_rna_complexes/more_SI/rmsd_residue_more_si.ipynb
+++ /dev/null
@@ -1,1573 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "import BioHelpers_FABER.rmsd as rmsd"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 7u4a_A"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "25.235027243892567\n"
- ]
- }
- ],
- "source": [
- "file_af_7u4a= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_7u4a_a_af3_model_0.cif\"\n",
- "file_pdb_7u4a = \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_more_SI/7u4a_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_7u4a, file_pdb_7u4a))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[np.float64(33.17588128464259), np.float64(28.997391995290904), np.float64(27.67766792535206), np.float64(21.043539168728785), np.float64(14.5268680722842), np.float64(16.06056825094962), np.float64(19.308234248977985), np.float64(22.13072388186446), np.float64(24.340064191171017), np.float64(19.872982595339273), np.float64(16.49615939269575), np.float64(17.055772264434314), np.float64(20.86204120650138), np.float64(24.409462044330336), np.float64(30.854879010429162), np.float64(26.10468205935945), np.float64(20.089678015391794), np.float64(15.893201134482494), np.float64(9.07656243057547), np.float64(5.3559463129457034), np.float64(5.821565319463863), np.float64(8.805723370680935), np.float64(9.078031801058039), np.float64(10.595269064653605), np.float64(12.632843639245198), np.float64(17.02335941257371), np.float64(25.21527537580932), np.float64(33.504184945443555), np.float64(41.85797686157998), np.float64(51.09063795506924), np.float64(58.62500443468013), np.float64(58.22770649313719), np.float64(56.48911089917756), np.float64(48.66842575678636), np.float64(43.125271792380914), np.float64(36.750602122799755), np.float64(31.62198265324998), np.float64(33.06213479334007), np.float64(31.64575140977194), np.float64(27.85687041653526), np.float64(20.446579314064262), np.float64(14.533909140844363), np.float64(10.357063754115073), np.float64(13.483380315984043), np.float64(19.694410140811442), np.float64(25.01667840223175), np.float64(25.89752118088542), np.float64(26.038509342127337), np.float64(24.638264733841954), np.float64(21.313889832052407), np.float64(19.059160690099503), np.float64(12.877083640262715), np.float64(12.320938344687644), np.float64(10.686595307014139), np.float64(8.940483818932464), np.float64(7.778433173926315), np.float64(6.21678266411968), np.float64(8.689871006879878), np.float64(11.553616780080972), np.float64(13.59091830282865), np.float64(15.103129296015553), np.float64(15.599605755782544), np.float64(14.305208967431223), np.float64(14.822447083796945), np.float64(15.493788708531975), np.float64(17.197468945973025), np.float64(16.307587708351214), np.float64(18.61454147913389), np.float64(19.408913878037637), np.float64(19.51763362827259), np.float64(18.410329989485042), np.float64(21.50716046120414)]\n",
- "[np.float64(28.997391995290904), np.float64(27.67766792535206), np.float64(21.043539168728785), np.float64(14.5268680722842), np.float64(16.06056825094962), np.float64(19.308234248977985), np.float64(22.13072388186446), np.float64(24.340064191171017), np.float64(19.872982595339273), np.float64(16.49615939269575), np.float64(17.055772264434314), np.float64(20.86204120650138), np.float64(24.409462044330336), np.float64(30.854879010429162), np.float64(26.10468205935945), np.float64(20.089678015391794), np.float64(15.893201134482494), np.float64(9.07656243057547), np.float64(5.3559463129457034), np.float64(5.821565319463863), np.float64(8.805723370680935), np.float64(9.078031801058039)]\n"
- ]
- }
- ],
- "source": [
- "rmsd_residue_7u4a= rmsd.rmsd_per_residue(file_af_7u4a, file_pdb_7u4a)\n",
- "print(rmsd_residue_7u4a)\n",
- "print(rmsd_residue_7u4a[1: 23])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[49.788000000000004, 52.05173913043478, 48.41521739130435, 46.117000000000004, 45.14099999999999, 46.24772727272728, 46.717391304347835, 45.46217391304347, 44.2645, 36.93050000000001, 35.64043478260869, 33.55000000000001, 34.063, 30.7095652173913, 31.40272727272726, 32.02454545454545, 33.568636363636365, 36.09217391304348, 37.125, 38.90600000000001, 39.54826086956522, 40.7655, 48.1255, 51.06363636363637, 52.4855, 55.7218181818182, 56.126956521739146, 57.521, 57.06699999999999, 58.239999999999995, 54.29086956521739, 47.21434782608695, 45.611304347826085, 42.73391304347825, 49.306363636363635, 51.88818181818181, 53.72818181818182, 53.96521739130435, 54.991499999999995, 55.217499999999994, 53.319130434782586, 49.793499999999995, 46.49217391304349, 40.0755, 42.39045454545455, 46.09304347826087, 48.24350000000001, 49.263499999999986, 47.946499999999986, 46.446521739130446, 42.503499999999995, 42.52636363636364, 45.80227272727273, 48.007, 52.80949999999999, 53.925, 56.8375, 58.63850000000001, 62.254999999999995, 64.4925, 65.39363636363636, 68.2465, 68.0382608695652, 71.38681818181819, 67.94045454545454, 62.810909090909085, 61.373043478260875, 62.7275, 60.20913043478261, 57.90826086956521, 56.246521739130436, 52.10699999999999]\n"
- ]
- }
- ],
- "source": [
- "import Bio.PDB as pdb\n",
- "import numpy as np\n",
- "\n",
- "def confidence_from_mmcif(filename: str) -> list[float]:\n",
- " structure = pdb.MMCIFParser().get_structure(\"\", filename)[0]['A']\n",
- " out = []\n",
- " for res in structure.get_residues():\n",
- " mean = 0\n",
- " atoms = list(res.get_atoms())\n",
- " for atom in atoms:\n",
- " mean += atom.get_bfactor()\n",
- " out.append(mean/len(atoms))\n",
- " return out\n",
- "\n",
- "conf_value_7u4a = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_7u4a_a_af3_model_0.cif\")\n",
- "print(conf_value_7u4a)\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "import matplotlib.pyplot as plt\n",
- "import numpy as np\n",
- "\n",
- "plt.scatter(rmsd_residue_7u4a, conf_value_7u4a)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"7u4a_A\", fontsize = 15)\n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8axf_Q"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "17.055919793432427\n"
- ]
- }
- ],
- "source": [
- "file_af_8axf= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8axf_q_af3_model_0.cif\"\n",
- "file_pdb_8axf = \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_more_SI/8axf_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8axf, file_pdb_8axf))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[np.float64(9.402907782414761), np.float64(11.773492110558687), np.float64(12.774271276495645), np.float64(13.624737457818838), np.float64(13.038207669788154), np.float64(12.55032172896052), np.float64(12.524933776344126), np.float64(13.389035821415277), np.float64(19.7724321310129), np.float64(22.66800947832068), np.float64(25.711559915756744), np.float64(25.528854607581657), np.float64(24.566640855887023), np.float64(23.40377773928629), np.float64(20.824399159006422), np.float64(17.297325719597602), np.float64(13.761782889364735), np.float64(11.276724355774322), np.float64(9.360824073555916), np.float64(7.964375583771764), np.float64(6.720443401955101), np.float64(10.677107275266714), np.float64(13.48308441508728), np.float64(14.881798675566927), np.float64(15.77524043441311), np.float64(15.009236651156357), np.float64(14.108930973096276), np.float64(13.870631100603573), np.float64(15.00318893977847), np.float64(21.419371975418446), np.float64(24.26098151563347), np.float64(25.771498596800413), np.float64(25.685517016835853), np.float64(24.63636562341058), np.float64(23.15357911049811), np.float64(20.462170459805538), np.float64(16.677039752620956), np.float64(12.663375361853948), np.float64(10.264240013569072), np.float64(9.106635215631064), np.float64(8.85417623964985), np.float64(9.353526616263231)]\n",
- "[85.35823529411766, 85.93749999999997, 86.54, 86.2615, 85.68249999999999, 84.5185, 83.24000000000001, 81.39649999999999, 79.249, 77.7725, 76.39949999999999, 75.424, 74.19699999999999, 72.3315, 71.16799999999999, 69.82050000000001, 67.5845, 65.343, 62.73, 61.34900000000001, 61.20650000000002, 60.2555, 61.787, 65.40899999999999, 67.7335, 69.64399999999998, 70.621, 71.987, 73.10099999999997, 74.38700000000001, 75.54800000000002, 77.1105, 79.12199999999999, 81.759, 84.11049999999999, 85.9375, 87.3455, 88.58000000000001, 89.2405, 88.739, 87.0765, 85.236]\n"
- ]
- }
- ],
- "source": [
- "rmsd_residue_8axf= rmsd.rmsd_per_residue(file_af_8axf, file_pdb_8axf)\n",
- "print(rmsd_residue_8axf)\n",
- "\n",
- "conf_value_8axf = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8axf_q_af3_model_0.cif\")\n",
- "print(conf_value_8axf)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8axf, conf_value_8axf)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8axf_Q\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8) #kleiner 70 gelb, größer 70 hellblau\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8f4o_A"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "10.334805271508506\n",
- "[np.float64(13.234261365944569), np.float64(8.97621515212609), np.float64(4.382446044817178), np.float64(2.017821137393728), np.float64(2.287666555937379), np.float64(2.561012249477215), np.float64(2.5098964389293617), np.float64(3.0164393525312456), np.float64(2.8120296182936495), np.float64(3.1296694649549908), np.float64(3.269127797010082), np.float64(3.260471412276577), np.float64(6.010942120227017), np.float64(6.747213506443021), np.float64(8.05641916956934), np.float64(13.790631062378228), np.float64(13.93645251510444), np.float64(13.696045595820724), np.float64(12.292793939001104), np.float64(6.739078470121722), np.float64(8.513909651964585), np.float64(7.937673595378631), np.float64(6.047938545495311), np.float64(5.193986951230204), np.float64(5.497873391596368), np.float64(7.558831502312666), np.float64(9.607321726246541), np.float64(9.189655350333823), np.float64(8.589259335808102), np.float64(8.246419104993736), np.float64(6.679041101121363), np.float64(5.2018203166364305), np.float64(3.914489584182043), np.float64(3.73266730093069), np.float64(4.245813655847476), np.float64(3.986786237610407), np.float64(4.011760048310422), np.float64(3.5679703206913698), np.float64(3.227386722402969), np.float64(2.817030519140237), np.float64(2.696170881468852), np.float64(2.4226969128426283), np.float64(1.784422339857767), np.float64(2.796424617740206), np.float64(4.98334309833731), np.float64(13.2893544847997), np.float64(9.543497417086494), np.float64(3.4865008553032832), np.float64(3.084282251758858), np.float64(3.3614483693516752), np.float64(3.788762166664134), np.float64(3.7286204831467518), np.float64(3.821995193162011), np.float64(9.89151901502373), np.float64(4.993223710249377), np.float64(6.659552166664097), np.float64(9.935515613644709), np.float64(13.790409061241279), np.float64(17.693820241704405), np.float64(21.424856433913657), np.float64(34.304346637340906), np.float64(27.03473877869428), np.float64(24.8750502617581), np.float64(23.404161541675098), np.float64(23.03058916633809), np.float64(21.33761621731657), np.float64(18.62256854624935), np.float64(14.62589739612574), np.float64(10.839890837845644), np.float64(14.756118112661385), np.float64(13.28570755448844), np.float64(5.661878085219323), np.float64(3.743157318503368), np.float64(3.410998960479653), np.float64(3.2711284118370294), np.float64(2.875261675698073), np.float64(1.8519782181460522), np.float64(1.3470138827236264), np.float64(1.4925269885492807), np.float64(1.6191150602417872), np.float64(1.517235796533324), np.float64(2.513207071433055), np.float64(4.280739084894175)]\n",
- "Index: 60, Wert: 34.304346637340906\n",
- "[78.368, 77.256, 79.00782608695651, 79.35227272727273, 80.2085, 81.1285, 81.75699999999999, 82.74521739130434, 81.88826086956522, 80.78608695652174, 79.47217391304348, 77.14649999999999, 78.2982608695652, 78.3475, 74.7445, 60.40000000000002, 59.3245, 59.206, 61.359500000000004, 59.093999999999994, 47.46608695652174, 46.641999999999996, 43.13652173913043, 42.9785, 57.7, 61.720909090909096, 65.1309090909091, 66.25652173913043, 72.55652173913045, 77.3205, 78.34400000000001, 78.26130434782608, 78.12272727272729, 78.28217391304348, 76.80409090909092, 65.77363636363637, 66.1009090909091, 59.498000000000005, 72.04454545454547, 78.45500000000001, 80.7015, 81.97700000000002, 82.31173913043479, 70.3445, 70.07454545454546, 59.76750000000002, 62.5125, 81.13545454545455, 81.52700000000002, 81.30749999999999, 81.094, 75.73434782608696, 72.4559090909091, 65.33749999999999, 76.72999999999998, 79.9325, 80.88695652173915, 80.52608695652172, 76.91318181818183, 75.32400000000001, 72.32818181818183, 75.22318181818181, 77.0605, 62.52260869565218, 76.375, 76.69699999999999, 79.41636363636364, 79.76347826086956, 74.88899999999998, 73.15478260869565, 61.32149999999999, 77.89409090909093, 83.53739130434782, 84.20652173913042, 83.35000000000001, 81.38818181818179, 82.46181818181817, 83.01391304347828, 83.41950000000001, 84.071, 83.1191304347826, 80.5435, 74.83863636363638]\n"
- ]
- }
- ],
- "source": [
- "file_af_8f4o= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8f4o_a_af3_model_0.cif\"\n",
- "file_pdb_8f4o= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_more_SI/8f4o_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8f4o, file_pdb_8f4o))\n",
- "\n",
- "rmsd_residue_8f4o= rmsd.rmsd_per_residue(file_af_8f4o, file_pdb_8f4o)\n",
- "print(rmsd_residue_8f4o)\n",
- "\n",
- "for index, value in enumerate(rmsd_residue_8f4o):\n",
- " if value >33:\n",
- " print(f\"Index: {index}, Wert: {value}\")\n",
- "\n",
- "conf_value_8f4o = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8f4o_a_af3_model_0.cif\")\n",
- "print(conf_value_8f4o)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8f4o, conf_value_8f4o)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8f4o_A\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8) #kleiner 70 gelb, größer 70 hellblau\n",
- "plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8) #kleiner 50 orange \n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8fc6_1A"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [],
- "source": [
- "#file_af_8fc6= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fold_8fc6_1a_af3_model_0.cif\"\n",
- "#file_pdb_8fc6= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_more_SI/8fc6_fixed.cif\"\n",
- "#print(rmsd.rmsd_pdb(file_af_8fc6, file_pdb_8fc6))\n",
- "# 61867 zu 62767 "
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8ffr_W"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "38.08917694043808\n",
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- ]
- }
- ],
- "source": [
- "file_af_8ffr= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8ffr_w_af3_model_0.cif\"\n",
- "file_pdb_8ffr= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_more_SI/8ffr_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8ffr, file_pdb_8ffr))\n",
- "\n",
- "rmsd_residue_8ffr= rmsd.rmsd_per_residue(file_af_8ffr, file_pdb_8ffr)\n",
- "print(rmsd_residue_8ffr)\n",
- "\n",
- "conf_value_8ffr = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8ffr_w_af3_model_0.cif\")\n",
- "print(conf_value_8ffr)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [
- {
- "data": {
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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8ffr, conf_value_8ffr)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8ffr_W\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8) #kleiner 50 orange \n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8fom_QA"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [],
- "source": [
- "#file_af_8fom= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fold_8fom_qa_af3_model_0.cif\"\n",
- "#file_pdb_8fom= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_more_SI/8fom_fixed.cif\"\n",
- "#print(rmsd.rmsd_pdb(file_af_8fom, file_pdb_8fom))\n",
- "# size 32247 to 32697"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8fw4_Z"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "4.862005758943525\n",
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- "\n",
- "Index: 24, Wert: 20.99502239243363\n",
- "Index: 25, Wert: 22.5197112686089\n",
- "Index: 26, Wert: 19.090381869469958\n",
- "Index: 27, Wert: 16.234886864416815\n"
- ]
- }
- ],
- "source": [
- "file_af_8fw4= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8fw4_z_af3_model_0.cif\"\n",
- "file_pdb_8fw4= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_more_SI/8fw4_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8fw4, file_pdb_8fw4))\n",
- "\n",
- "rmsd_residue_8fw4= rmsd.rmsd_per_residue(file_af_8fw4, file_pdb_8fw4)\n",
- "print(rmsd_residue_8fw4)\n",
- "\n",
- "conf_value_8fw4 = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8fw4_z_af3_model_0.cif\")\n",
- "print(conf_value_8fw4)\n",
- "\n",
- "print(\"\")\n",
- "for index, value in enumerate(rmsd_residue_8fw4):\n",
- " if value >15:\n",
- " print(f\"Index: {index}, Wert: {value}\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 16,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8fw4, conf_value_8fw4)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8fw4_Z\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8) #kleiner 50 orange \n",
- "plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8)\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8g9z_E"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 17,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "16.451148896049784\n"
- ]
- }
- ],
- "source": [
- "file_af_8g9z= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8g9z_e_af3_model_0.cif\"\n",
- "file_pdb_8g9z= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_more_SI/8g9z_fixed2.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8g9z, file_pdb_8g9z))\n",
- "# 1595 zu 1913\n",
- "# immer noch 1595 zu 1597, nachdem ich residue 76-90 aus af3 fold... gelöscht habe -> letzten zwei Atome auch noch gelöscht \n",
- "# -> RMSD jetzt komplett falsch "
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8hnt_B"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 18,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "25.99043670275665\n",
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- ]
- }
- ],
- "source": [
- "file_af_8hnt= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8hnt_b_af3_model_0.cif\"\n",
- "file_pdb_8hnt= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_more_SI/8hnt_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8hnt, file_pdb_8hnt))\n",
- "\n",
- "rmsd_residue_8hnt= rmsd.rmsd_per_residue(file_af_8hnt, file_pdb_8hnt)\n",
- "print(rmsd_residue_8hnt)\n",
- "\n",
- "conf_value_8hnt = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8hnt_b_af3_model_0.cif\")\n",
- "print(conf_value_8hnt)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 19,
- "metadata": {},
- "outputs": [
- {
- "data": {
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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8hnt, conf_value_8hnt)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8hnt_B\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8) \n",
- "plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8)\n",
- "plt.show()\n",
- "\n",
- "################## warum die Spots mit so hohem RMSD?"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8its_A"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 20,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "12.333795036403028\n",
- "[np.float64(12.37911935431975), np.float64(10.74746858164218), np.float64(9.586141931653428), np.float64(9.653316869859168), np.float64(11.56755656877172), np.float64(13.816628138115123), np.float64(15.43349610896688), np.float64(18.159355479108452), np.float64(10.618858990393091), np.float64(11.756035364579798), np.float64(14.373521146457819), np.float64(17.15183153271347), np.float64(18.430919722855375), np.float64(15.163710141924323), np.float64(11.428771415444801), np.float64(11.898062012967786), np.float64(19.657145544083843), np.float64(20.26647667596753), np.float64(19.967726701055604), np.float64(15.384627128718634), np.float64(11.201163950818067), np.float64(11.079860727091916), np.float64(14.42144627874069), np.float64(15.290970707983583), np.float64(12.49227569210211), np.float64(9.877739708270914), np.float64(9.47605751530007), np.float64(9.165632185361428), np.float64(7.358843317176799), np.float64(5.367587508585166), np.float64(5.27562589379059), np.float64(5.511664962636191), np.float64(7.922583078833542), np.float64(7.925116033868334), np.float64(8.880495598563632), np.float64(7.598639892120558), np.float64(5.730234631682851), np.float64(4.425045791950512), np.float64(4.899111431225158), np.float64(5.720413588935877), np.float64(8.157315102338092), np.float64(8.05012274859869), np.float64(10.711587351847772), np.float64(13.284361532606844), np.float64(16.24299216746856), np.float64(18.420638770255486)]\n",
- "[54.31478260869565, 56.86695652173914, 57.907826086956526, 59.77045454545455, 58.18478260869566, 55.559000000000005, 52.165, 51.25272727272728, 55.4004347826087, 62.55045454545454, 68.2355, 71.751, 75.79049999999998, 77.69391304347826, 79.79299999999998, 79.42043478260868, 80.5909090909091, 78.67409090909092, 75.57318181818182, 76.08391304347828, 76.96799999999999, 75.49913043478259, 72.7831818181818, 69.76869565217392, 66.07130434782609, 57.78999999999999, 58.974545454545456, 60.3765, 61.997, 64.70956521739132, 66.623, 65.70304347826087, 67.11636363636363, 62.55772727272727, 59.44954545454546, 61.40826086956521, 64.09, 64.27227272727272, 62.85260869565215, 60.742000000000004, 55.50045454545454, 57.5215, 61.204499999999996, 64.24749999999999, 66.36250000000001, 61.9265]\n"
- ]
- }
- ],
- "source": [
- "file_af_8its= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8its_a_af3_model_0.cif\"\n",
- "file_pdb_8its= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_more_SI/8its.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8its, file_pdb_8its))\n",
- "\n",
- "rmsd_residue_8its= rmsd.rmsd_per_residue(file_af_8its, file_pdb_8its)\n",
- "print(rmsd_residue_8its)\n",
- "\n",
- "conf_value_8its = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8its_a_af3_model_0.cif\")\n",
- "print(conf_value_8its)\n",
- "\n",
- "#erstes Atom bei af fold... raus gelöscht\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 21,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8its, conf_value_8its)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8its_A\", fontsize = 15)\n",
- "\n",
- " \n",
- "plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8)\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8kal_A"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 22,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "19.591643626811916\n",
- "[np.float64(47.963433360622844), np.float64(44.409192912573666), np.float64(39.79481631524353), np.float64(40.16644139780225), np.float64(35.66528412067009), np.float64(37.44732537342817), np.float64(37.25208151534508), np.float64(36.48027408902141), np.float64(35.10942664007683), np.float64(32.18318710046529), np.float64(28.482650386832546), np.float64(22.86256399338822), np.float64(17.079412383302547), np.float64(12.491859110085729), np.float64(9.770076576536361), np.float64(10.980308094742345), np.float64(13.133888863801825), np.float64(14.17235366370968), np.float64(14.313271618990822), np.float64(13.266730809067594), np.float64(11.487839963407948), np.float64(10.385343819001907), np.float64(8.59896679703576), np.float64(7.602065874139752), np.float64(6.372707323563434), np.float64(6.206408647940319), np.float64(6.504186302217491), np.float64(15.418890317885701), np.float64(9.954706857452841), np.float64(11.263123724487315), np.float64(9.074483653179671), np.float64(6.822795148594172), np.float64(10.762287706378403), np.float64(21.11391217451811), np.float64(20.47245199478051), np.float64(21.112164866466685), np.float64(16.972075356069492), np.float64(12.945375903097078), np.float64(11.343012606962487), np.float64(13.039350861042275), np.float64(14.40735673360646), np.float64(14.678353986735027), np.float64(15.442375404454332), np.float64(13.950504274819872), np.float64(9.546606041762804), np.float64(7.733852011501718), np.float64(6.911680927033115), np.float64(5.700408932194968), np.float64(6.081153302090223), np.float64(6.700720550425588), np.float64(12.195176993948708), np.float64(14.105608428433321), np.float64(13.378265397175916), np.float64(15.253219973076927), np.float64(17.822006788762696), np.float64(18.46074124276918), np.float64(17.16688616649651), np.float64(13.88686910172252), np.float64(11.090539286214765), np.float64(9.77861198393726), np.float64(9.413201354410653), np.float64(9.764406210072668), np.float64(13.446179989122552), np.float64(17.14691663334153), np.float64(19.42035678602389), np.float64(20.004738410704984), np.float64(19.405768115183875), np.float64(26.000053089411967), np.float64(28.866951025196098), np.float64(31.336716845347006), np.float64(31.290244275534317), np.float64(25.409587076415978), np.float64(16.64430825406537), np.float64(13.943070005979305), np.float64(11.964333544268568), np.float64(14.035749466683912), np.float64(14.986175862685608), np.float64(17.9830929408114), np.float64(19.493043493591493), np.float64(19.984161196349433), np.float64(22.02944362870772), np.float64(22.91013367886986), np.float64(18.55603078008099), np.float64(14.48546433255314), np.float64(11.838653331221542), np.float64(10.345087565210672), np.float64(9.469732081136545), np.float64(11.477994493291613), np.float64(19.266995352520514), np.float64(19.048010420219494), np.float64(13.033435092873487), np.float64(12.360543518278291), np.float64(13.328252173394002), np.float64(15.219600381990137), np.float64(17.748614283589063), np.float64(20.355122278037346), np.float64(22.952632604325323), np.float64(27.758477353256712)]\n",
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- ]
- }
- ],
- "source": [
- "file_af_8kal= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8kal_a_af3_model_0.cif\"\n",
- "file_pdb_8kal= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_more_SI/8kal_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8kal, file_pdb_8kal))\n",
- "\n",
- "rmsd_residue_8kal= rmsd.rmsd_per_residue(file_af_8kal, file_pdb_8kal)\n",
- "print(rmsd_residue_8kal)\n",
- "\n",
- "conf_value_8kal = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8kal_a_af3_model_0.cif\")\n",
- "print(conf_value_8kal)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 23,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8kal, conf_value_8kal)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8kal_A\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8) \n",
- "plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8)\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8oi5_1"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 24,
- "metadata": {},
- "outputs": [],
- "source": [
- "file_af_8oi5= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8oi5_1_af3_model_0.cif\"\n",
- "file_pdb_8oi5= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_more_SI/8oi5_fixed.cif\"\n",
- "#print(rmsd.rmsd_pdb(file_af_8oi5, file_pdb_8oi5))\n",
- "######### lädt 10 min \n",
- "######### RMSD völlig falsch (28.898399609666967 vs Pymol 5.041)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 25,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
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- ]
- }
- ],
- "source": [
- "rmsd_residue_8oi5= rmsd.rmsd_per_residue(file_af_8oi5, file_pdb_8oi5)\n",
- "print(rmsd_residue_8oi5)\n",
- "###################ValueError: operands could not be broadcast together with shapes (3,21) (3,20)\n",
- "\n",
- "conf_value_8oi5 = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8oi5_1_af3_model_0.cif\")\n",
- "print(conf_value_8oi5)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 26,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8oi5, conf_value_8oi5)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8oi5\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8) \n",
- "plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8)\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8olv_A"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 27,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "1.6879573454326386\n",
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- "Index: 393, Wert: 16.919667261597894\n"
- ]
- }
- ],
- "source": [
- "file_af_8olv= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8olv_a_af3_model_0.cif\"\n",
- "file_pdb_8olv= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_more_SI/8olv_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8olv, file_pdb_8olv))\n",
- "\n",
- "rmsd_residue_8olv= rmsd.rmsd_per_residue(file_af_8olv, file_pdb_8olv)\n",
- "print(rmsd_residue_8olv)\n",
- "\n",
- "conf_value_8olv = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8olv_a_af3_model_0.cif\")\n",
- "print(conf_value_8olv)\n",
- "\n",
- "for index, value in enumerate(rmsd_residue_8olv):\n",
- " if value >15:\n",
- " print(f\"Index: {index}, Wert: {value}\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 28,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8olv, conf_value_8olv)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8olv_A\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8) #kleiner 70 gelb, größer 70 hellblau\n",
- "plt.axhline(y=90, color='gray', linestyle='--', linewidth=0.8) #größer 90 blau \n",
- "\n",
- "plt.xlim(0, 20)\n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8pot_B"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 29,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "3.3899852507053776\n",
- "[np.float64(5.342778826282237), np.float64(4.798403472035165), np.float64(3.9632655981917333), np.float64(2.8278279255746477), np.float64(2.3617960565934175), np.float64(1.5810967316753277), np.float64(1.1313989782555518), np.float64(1.1938501545394302), np.float64(2.5370495590280058), np.float64(1.1550123308332176), np.float64(1.4384284170880455), np.float64(1.3537732004063878), np.float64(1.1564525721292465), np.float64(1.7280743275988795), np.float64(1.8653079256636402), np.float64(7.105631066863951), np.float64(5.0399995881815345), np.float64(1.0757217378161108), np.float64(0.9809939045704313), np.float64(1.746119399050859), np.float64(0.9284611698882981), np.float64(0.9149194180901291), np.float64(1.0464530966393664), np.float64(1.4171115718447052), np.float64(1.636345021231621), np.float64(1.4336448724284523), np.float64(1.3239763037116297), np.float64(1.1957085541032983), np.float64(1.147914882031984), np.float64(1.6412052887120658), np.float64(2.2655308237780383), np.float64(2.1878091783321634), np.float64(2.7969085718434274), np.float64(4.091371522983032), np.float64(6.333982457935048), np.float64(4.505828928287082), np.float64(3.1166461818416398), np.float64(2.902839675536243), np.float64(2.845667321981677), np.float64(2.6600875220131215), np.float64(2.670546732195207), np.float64(2.4419550900778506), np.float64(2.339473565504982), np.float64(1.860308029943808), np.float64(2.2389941656459627), np.float64(1.8519966934978438), np.float64(1.3150260873246176), np.float64(0.8984949991663411), np.float64(0.8650617407421372), np.float64(0.8945035209011808), np.float64(1.794850361004211), np.float64(1.457452981105738), np.float64(1.4376399825489194), np.float64(1.114856405718484), np.float64(1.1814204570474827), np.float64(1.0400251287011881), np.float64(0.9497542510514113), np.float64(1.0499307564114673), np.float64(0.7351615831230138), np.float64(1.1849445139111519), np.float64(0.9046330019571502), np.float64(0.9401344941372693), np.float64(0.6615380359333206), np.float64(0.5781660134972983), np.float64(0.6063367963783738), np.float64(0.6027000836700136), np.float64(0.9634958407312942), np.float64(0.8419640348511002), np.float64(0.6753471480747781), np.float64(0.5592160216637682), np.float64(0.8245560672248201), np.float64(0.7821668936461198), np.float64(0.9068024953505431), np.float64(1.1075545354528251), np.float64(1.0741444499469723), np.float64(1.7977601802919227), np.float64(1.897747126421876), np.float64(2.465619408904411), np.float64(2.5438740846929044), np.float64(2.7611436721489993), np.float64(3.6708265914770575), np.float64(4.604832834056167), np.float64(5.623116922349093), np.float64(6.442211463986474), np.float64(4.944394659814181), np.float64(11.847077597551817), np.float64(17.793095667265284)]\n",
- "[91.57916666666665, 90.52850000000002, 90.6705, 89.401, 89.35565217391304, 89.22304347826088, 88.91681818181816, 87.427, 78.33130434782608, 87.62521739130433, 88.055, 88.61565217391303, 88.46347826086954, 87.04318181818181, 85.10727272727271, 65.8905, 73.4, 86.0091304347826, 86.7108695652174, 76.55900000000001, 85.68772727272726, 85.81304347826087, 86.73681818181818, 87.97, 88.79181818181817, 89.31700000000001, 88.955, 89.80636363636361, 90.55304347826085, 90.26434782608695, 91.02869565217392, 91.8759090909091, 94.21700000000001, 94.20849999999999, 93.69050000000001, 93.71, 92.59681818181818, 91.96909090909088, 91.85318181818182, 91.3485, 90.17849999999999, 88.9995, 88.69500000000001, 88.08850000000002, 85.906, 86.17043478260871, 86.21869565217393, 86.1405, 85.50000000000001, 81.299, 75.80000000000001, 74.1485, 74.84521739130435, 82.99349999999998, 83.97391304347826, 85.36999999999998, 87.15150000000001, 87.50956521739131, 88.9155, 89.8891304347826, 89.6335, 90.73478260869565, 91.41695652173914, 92.13130434782609, 92.5925, 92.6345, 89.7795, 89.93909090909092, 91.25090909090909, 89.16826086956522, 90.01150000000001, 91.5115, 91.5145, 91.606, 91.54217391304347, 90.70599999999999, 90.48750000000001, 90.0105, 89.19950000000001, 89.4191304347826, 88.98304347826084, 90.52695652173912, 91.88999999999999, 88.12318181818182, 79.074, 75.365, 76.77045454545453]\n",
- "Index: 85, Wert: 11.847077597551817\n",
- "Index: 86, Wert: 17.793095667265284\n"
- ]
- }
- ],
- "source": [
- "file_af_8pot= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fold_8pot_b_af3_model_0.cif\"\n",
- "file_pdb_8pot= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_more_SI/8pot_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8pot, file_pdb_8pot))\n",
- "\n",
- "rmsd_residue_8pot= rmsd.rmsd_per_residue(file_af_8pot, file_pdb_8pot)\n",
- "print(rmsd_residue_8pot)\n",
- "\n",
- "conf_value_8pot = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fold_8pot_b_af3_model_0.cif\")\n",
- "print(conf_value_8pot)\n",
- "\n",
- "for index, value in enumerate(rmsd_residue_8pot):\n",
- " if value >10:\n",
- " print(f\"Index: {index}, Wert: {value}\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 30,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8pot, conf_value_8pot)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8pot_B\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8) #kleiner 70 gelb, größer 70 hellblau\n",
- "plt.axhline(y=90, color='gray', linestyle='--', linewidth=0.8) #größer 90 blau \n",
- "\n",
- "plt.xlim(0, 20)\n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8q6n_A"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 31,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "6.203450652660985\n",
- "[np.float64(5.995491168747232), np.float64(3.898072894197625), np.float64(5.393797936862652), np.float64(8.393871575771023), np.float64(9.866373215793933), np.float64(9.615478186069899), np.float64(6.573959009088756), np.float64(8.817513893367702), np.float64(7.6759966765176415), np.float64(5.637720089585504), np.float64(4.0009444058266705), np.float64(2.880359601880361), np.float64(4.019445344682472), np.float64(4.2145702738798185), np.float64(4.391204121215552), np.float64(4.973968125526514), np.float64(5.152042397508652), np.float64(5.502548312212865), np.float64(5.343861969590391), np.float64(5.3718991446326685), np.float64(6.157801181223402), np.float64(6.311868089043758), np.float64(5.486943558274307), np.float64(5.629586027570643), np.float64(4.007624792165479), np.float64(3.14235806007431), np.float64(3.543967584283289), np.float64(3.739614326974171), np.float64(3.153526024012979), np.float64(2.3940261082641356), np.float64(2.049950391763281), np.float64(3.4756560206126257), np.float64(5.663738203908112), np.float64(8.52188523604204), np.float64(6.971089103214811), np.float64(6.22762082141344), np.float64(6.858135943643275), np.float64(6.729862150897452), np.float64(6.149971797512494), np.float64(6.533414907068767), np.float64(3.7443839418484446), np.float64(3.455833075568613), np.float64(6.252999031628719), np.float64(9.68944233937355), np.float64(11.723302448199854), np.float64(11.668469561716)]\n",
- "[51.431499999999986, 53.13304347826088, 53.568636363636365, 54.01304347826089, 53.117999999999995, 49.67772727272727, 43.600434782608694, 40.32772727272727, 41.46909090909091, 43.73826086956522, 49.1305, 53.78739130434783, 60.832499999999996, 67.2225, 69.53650000000002, 73.21045454545452, 77.95652173913044, 79.268, 80.3208695652174, 80.82217391304349, 81.17349999999999, 82.58400000000002, 79.98956521739132, 82.09772727272725, 78.9372727272727, 76.06090909090909, 76.80782608695652, 78.13391304347824, 77.5375, 77.54599999999999, 78.19478260869566, 75.8215, 71.2875, 59.897499999999994, 51.0786956521739, 59.27130434782609, 59.80318181818182, 58.98363636363637, 52.16909090909092, 49.917, 50.07299999999999, 51.54478260869565, 55.665, 57.693499999999986, 61.122, 58.337]\n"
- ]
- }
- ],
- "source": [
- "file_af_8q6n= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8q6n_a_af3_model_0.cif\"\n",
- "file_pdb_8q6n= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_more_SI/8q6n.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8q6n, file_pdb_8q6n))\n",
- "\n",
- "rmsd_residue_8q6n= rmsd.rmsd_per_residue(file_af_8q6n, file_pdb_8q6n)\n",
- "print(rmsd_residue_8q6n)\n",
- "\n",
- "conf_value_8q6n = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8q6n_a_af3_model_0.cif\")\n",
- "print(conf_value_8q6n)\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 32,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8q6n, conf_value_8q6n)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8q6n_A\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8) #kleiner 70 gelb, größer 70 hellblau\n",
- "plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8) #größer 90 blau \n",
- "\n",
- "plt.xlim(0, 20)\n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8toz_A"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 33,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "19.09918584652236\n",
- "[np.float64(9.576493859427748), np.float64(10.120599494831717), np.float64(9.931141081289848), np.float64(9.28938563156964), np.float64(8.799719178684864), np.float64(8.341047153195463), np.float64(8.45968932048646), np.float64(7.496548973356903), np.float64(6.104247127683721), np.float64(5.407740729585274), np.float64(3.5581836465642027), np.float64(3.277933903884232), np.float64(5.084137199318854), np.float64(7.218311200804314), np.float64(9.120819004770585), np.float64(10.345907514277897), np.float64(10.082519216858612), np.float64(7.740171609446384), np.float64(7.680757514258758), np.float64(7.545540295275215), np.float64(8.10709620182528), np.float64(8.740078383280546), np.float64(8.876678737840002), np.float64(8.38666445424065), np.float64(7.121649105618978), np.float64(4.987471045172592), np.float64(3.6552435949509916), np.float64(3.0872067038286515), np.float64(3.9738234486515913), np.float64(5.136496579138767), np.float64(6.665304339743483), np.float64(7.9220009584859845), np.float64(11.290240313114408), np.float64(11.151811877003416), np.float64(18.941024487921645), np.float64(13.866371990243707), np.float64(13.881337298560585), np.float64(8.351882496293104), np.float64(8.053033486564338), np.float64(8.271759688716685), np.float64(7.0747253352015855), np.float64(5.712040858749175), np.float64(3.760660167617094), np.float64(2.334447039297718), np.float64(2.344515178292872), np.float64(4.155916474582587), np.float64(5.910773322857418), np.float64(7.773289264832379), np.float64(13.458115953224672), np.float64(15.272610289093846), np.float64(13.21989375186427), np.float64(11.539482706234915), np.float64(11.56121961379503), np.float64(12.0333702706661), np.float64(11.509054886585453), np.float64(10.550982713520021), np.float64(9.956618756100582), np.float64(11.750495297776103), np.float64(13.244627398302216), np.float64(14.856967403598368), np.float64(16.57367136231072), np.float64(19.868236605591914), np.float64(26.73149225203052), np.float64(32.740080228828965), np.float64(39.683046817498706), np.float64(36.775148853793304), np.float64(32.95275835276665), np.float64(29.086074798949465), np.float64(26.146460897176855), np.float64(23.67512040745536), np.float64(20.767481562430746), np.float64(17.230419187184097), np.float64(12.471185048628417), np.float64(7.938609212795623), np.float64(6.1912312391554245), np.float64(5.050081437864965), np.float64(4.450950851844666), np.float64(6.318970498726333), np.float64(4.22429455426277), np.float64(7.381587973817479), np.float64(10.491417173862631), np.float64(12.517310009813881), np.float64(10.248713234134367), np.float64(9.071141965617283), np.float64(8.718608014756896), np.float64(7.939107087949832), np.float64(6.705143723568288), np.float64(4.120621203017322), np.float64(2.6207288123533345), np.float64(5.796813690997667), np.float64(13.839744833114128), np.float64(22.2112847736777), np.float64(29.663237353506545), np.float64(38.45232466989992), np.float64(45.91091762964921), np.float64(51.87883229692889), np.float64(53.87831375988959), np.float64(55.33171350854555), np.float64(55.82855970529965), np.float64(57.71418651521116)]\n",
- "[56.01772727272728, 53.26478260869566, 51.0495, 45.95636363636365, 41.10772727272727, 40.1315, 41.349500000000006, 40.812999999999995, 38.55727272727272, 42.20652173913044, 43.01565217391305, 45.522727272727266, 46.263, 46.5615, 46.036, 44.4095, 43.43863636363637, 43.32173913043478, 50.9617391304348, 55.3215, 60.38200000000002, 63.00699999999999, 65.56200000000001, 67.48, 67.594, 68.87347826086956, 68.58739130434779, 70.547, 72.79391304347826, 73.83300000000001, 74.46913043478261, 70.96400000000003, 64.97999999999999, 61.69599999999999, 63.9885, 65.3995652173913, 67.1940909090909, 69.79181818181817, 70.4725, 71.5715, 72.83636363636366, 71.80050000000001, 69.14260869565219, 66.86099999999999, 64.101, 62.05956521739131, 59.905217391304355, 55.18826086956521, 36.1485, 31.288, 31.823636363636375, 34.59, 41.37045454545454, 43.925, 44.668000000000006, 48.264500000000005, 53.46409090909091, 54.946000000000005, 55.01772727272728, 53.40956521739131, 49.86826086956522, 46.69304347826088, 36.442499999999995, 36.13499999999999, 43.157826086956526, 47.55826086956522, 48.8815, 48.894347826086964, 46.88652173913044, 43.56349999999999, 44.955999999999996, 45.762499999999996, 46.153999999999996, 48.55649999999999, 52.139565217391294, 52.5635, 50.56304347826086, 42.58500000000001, 46.63608695652174, 45.38652173913043, 43.9795, 40.838, 43.69772727272727, 44.68826086956521, 45.10181818181819, 45.30454545454544, 45.61749999999999, 43.142999999999994, 43.06799999999999, 36.645909090909086, 35.62800000000001, 43.32600000000001, 46.683499999999995, 45.51652173913043, 45.588, 46.514500000000005, 41.06608695652175, 40.89913043478261, 41.02818181818182, 38.891304347826086]\n",
- "Index: 64, Wert: 39.683046817498706\n",
- "Index: 65, Wert: 36.775148853793304\n",
- "Index: 93, Wert: 38.45232466989992\n",
- "Index: 94, Wert: 45.91091762964921\n",
- "Index: 95, Wert: 51.87883229692889\n",
- "Index: 96, Wert: 53.87831375988959\n",
- "Index: 97, Wert: 55.33171350854555\n",
- "Index: 98, Wert: 55.82855970529965\n",
- "Index: 99, Wert: 57.71418651521116\n"
- ]
- }
- ],
- "source": [
- "file_af_8toz= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8toz_a_af3_model_0.cif\"\n",
- "file_pdb_8toz= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_more_SI/8toz_fixed_bearbeitet.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8toz, file_pdb_8toz))\n",
- "\n",
- "rmsd_residue_8toz= rmsd.rmsd_per_residue(file_af_8toz, file_pdb_8toz)\n",
- "print(rmsd_residue_8toz)\n",
- "\n",
- "conf_value_8toz = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8toz_a_af3_model_0.cif\")\n",
- "print(conf_value_8toz)\n",
- "\n",
- "\n",
- "for index, value in enumerate(rmsd_residue_8toz):\n",
- " if value > 35:\n",
- " print(f\"Index: {index}, Wert: {value}\")\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 34,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8toz, conf_value_8toz)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8toz_A\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8) #kleiner 70 gelb, größer 70 hellblau\n",
- "plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8) #größer 90 blau \n",
- "\n",
- "plt.xlim(0, 60)\n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8uo6_A"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 35,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "8.63474956208922\n",
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- ]
- }
- ],
- "source": [
- "file_af_8uo6= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fold_8uo6_a_af3_model_0.cif\"\n",
- "file_pdb_8uo6= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_more_SI/8uo6.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8uo6, file_pdb_8uo6))\n",
- "\n",
- "rmsd_residue_8uo6= rmsd.rmsd_per_residue(file_af_8uo6, file_pdb_8uo6)\n",
- "print(rmsd_residue_8uo6)\n",
- "\n",
- "conf_value_8uo6 = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fold_8uo6_a_af3_model_0.cif\")\n",
- "print(conf_value_8uo6)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 36,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8uo6, conf_value_8uo6)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8uo6_A\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8) #kleiner 70 gelb, größer 70 hellblau\n",
- "plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8) #größer 90 blau \n",
- "\n",
- "plt.xlim(0, 20)\n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 8x5v_B"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 37,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "16.590479197419224\n",
- "[np.float64(20.002805788843226), np.float64(22.65823139959495), np.float64(25.628564878089815), np.float64(29.113288621070264), np.float64(33.19953449996698), np.float64(38.04085138773996), np.float64(40.77254116681399), np.float64(40.686749875781615), np.float64(36.689049730494695), np.float64(30.785260646379136), np.float64(25.796561956768652), np.float64(19.76266208719009), np.float64(12.08292540752952), np.float64(12.995646297431708), np.float64(14.668760929709), np.float64(18.45864474815601), np.float64(18.917404056984523), np.float64(15.301383631215339), np.float64(11.821870359025311), np.float64(8.999272939772558), np.float64(7.879564274599413), np.float64(7.555547883152024), np.float64(7.2385507710013), np.float64(6.32938324377214), np.float64(5.057071398112997), np.float64(3.852412458712969), np.float64(2.651677008795478), np.float64(1.754403518044727), np.float64(1.3759244529086159), np.float64(2.4770968784113454), np.float64(5.085261975080496), np.float64(7.542080253253695), np.float64(10.903916151628026), np.float64(13.790249160672278), np.float64(18.50832816271411), np.float64(16.094793180468468), np.float64(13.487793787272276), np.float64(9.796814342283236), np.float64(8.55855451944004), np.float64(7.2844062438911115), np.float64(4.822158286459341), np.float64(2.6439937027355946), np.float64(2.479117432550237), np.float64(4.119275452615423), np.float64(5.016354607698437), np.float64(5.464225762380798), np.float64(6.600397355876946), np.float64(7.494369378324552), np.float64(8.235967390192357), np.float64(9.637531225979503), np.float64(7.306520550917296), np.float64(7.1323991701350655), np.float64(6.431669731451107), np.float64(7.041610211852064), np.float64(8.489932926212383), np.float64(10.062349192486554), np.float64(16.173470861422842), np.float64(18.259290274792317), np.float64(16.317150978078168), np.float64(13.59243429286987), np.float64(13.960974656115633), np.float64(18.987972653382748), np.float64(8.538298249353536), np.float64(6.081041412387687), np.float64(5.950412539919027), np.float64(5.923806588172256), np.float64(11.009279872439524), np.float64(13.636282920026208), np.float64(14.419405849600768), np.float64(15.897412317015826), np.float64(17.53021255849854), np.float64(21.078017104952096), np.float64(18.08717828722105), np.float64(20.584050373732467), np.float64(17.099211006707293), np.float64(13.579245268124474), np.float64(12.236509848558637), np.float64(14.46709095129593), np.float64(20.67770470926322), np.float64(17.662126977553566), np.float64(15.290905028733151), np.float64(14.33032995736054), np.float64(13.245387858954986), np.float64(10.921589163307189), np.float64(15.76820863316323), np.float64(16.940367994398912), np.float64(17.34934274537078), np.float64(17.912523353533228), np.float64(19.15179152857208), np.float64(19.789708027900392), np.float64(20.578788983280447), np.float64(18.810688293412902), np.float64(19.238213915567037), np.float64(19.228235217712616), np.float64(15.472175845159086), np.float64(15.555293643614663), np.float64(16.688645879474127), np.float64(18.205618967136033), np.float64(18.431987674551653), np.float64(17.95078946873077), np.float64(16.880410949496746), np.float64(16.272450895247697), np.float64(20.63943961639396), np.float64(20.12583304635809), np.float64(16.299839747940247), np.float64(11.34415447658219), np.float64(7.9872014930097475), np.float64(11.300761411020337), np.float64(18.40676936270659), np.float64(24.886674367631056)]\n",
- "[31.85, 31.718695652173913, 32.16818181818182, 32.84454545454546, 32.56454545454545, 31.336999999999996, 34.009, 33.946363636363635, 32.77304347826087, 31.59521739130434, 30.637999999999998, 28.31173913043478, 27.951999999999998, 27.81478260869566, 29.801, 28.988500000000005, 30.21300000000001, 31.02434782608696, 34.18478260869565, 37.662, 41.83565217391304, 46.790000000000006, 50.60999999999999, 53.75181818181818, 55.508, 58.76272727272728, 59.66217391304347, 58.89050000000001, 57.44349999999999, 58.955000000000005, 61.50349999999999, 64.249, 67.17099999999999, 68.71260869565216, 71.41636363636366, 66.66727272727273, 64.12681818181818, 64.035, 63.32863636363636, 60.37260869565219, 56.39450000000001, 55.472, 54.778695652173916, 53.59349999999999, 53.07899999999999, 53.7609090909091, 52.528, 51.80772727272726, 46.93086956521739, 42.6515, 34.346363636363634, 32.45136363636364, 34.448260869565225, 32.90521739130435, 32.372608695652175, 31.218, 27.32227272727273, 25.857272727272733, 27.5665, 25.87409090909091, 25.35565217391304, 23.51772727272727, 31.618000000000006, 33.297, 33.2635, 30.63826086956522, 29.25772727272727, 28.373913043478268, 27.977826086956526, 26.9375, 25.074347826086953, 21.571500000000004, 28.786, 29.406086956521744, 30.394782608695653, 31.73086956521739, 32.00652173913043, 31.84363636363636, 28.946500000000004, 31.467999999999996, 34.05086956521739, 35.04600000000001, 36.86, 39.456, 40.58090909090908, 41.25826086956521, 44.1665, 47.504000000000005, 48.980999999999995, 49.262173913043476, 50.5895, 47.265, 44.9715, 41.154, 41.706500000000005, 45.41363636363637, 45.743500000000004, 45.039565217391306, 43.356521739130436, 42.25695652173914, 40.673500000000004, 31.731000000000005, 27.2665, 31.076999999999998, 33.741, 34.4065, 34.450500000000005, 33.43399999999999, 31.03772727272727, 28.461999999999996]\n",
- "Index: 3, Wert: 29.113288621070264\n",
- "Index: 4, Wert: 33.19953449996698\n",
- "Index: 5, Wert: 38.04085138773996\n",
- "Index: 6, Wert: 40.77254116681399\n",
- "Index: 7, Wert: 40.686749875781615\n",
- "Index: 8, Wert: 36.689049730494695\n",
- "Index: 9, Wert: 30.785260646379136\n"
- ]
- }
- ],
- "source": [
- "file_af_8x5v= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8x5v_b_af3_model_0.cif\"\n",
- "file_pdb_8x5v= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_more_SI/8x5v_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_8x5v, file_pdb_8x5v))\n",
- "\n",
- "rmsd_residue_8x5v= rmsd.rmsd_per_residue(file_af_8x5v, file_pdb_8x5v)\n",
- "print(rmsd_residue_8x5v)\n",
- "\n",
- "##########Error : ValueError: operands could not be broadcast together with shapes (3,24) (3,23)\n",
- "\n",
- "conf_value_8x5v = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/fixed_fold_8x5v_b_af3_model_0.cif\")\n",
- "print(conf_value_8x5v)\n",
- "\n",
- "for index, value in enumerate(rmsd_residue_8x5v):\n",
- " if value >26:\n",
- " print(f\"Index: {index}, Wert: {value}\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 38,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_8x5v, conf_value_8x5v)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"8x5v_B\", fontsize = 15)\n",
- "\n",
- "plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8) #kleiner 70 gelb, größer 70 hellblau\n",
- "plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8) #größer 90 blau \n",
- "\n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## All figures in one "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 54,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1200x800 with 14 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "import matplotlib.pyplot as plt\n",
- "import numpy as np\n",
- "\n",
- "fig, axes = plt.subplots(4, 4, figsize =(12, 8))\n",
- "axes[0, 0].scatter(rmsd_residue_8olv, conf_value_8olv, s=10)\n",
- "axes[0, 0].set_title(\"8olv_A\")\n",
- "axes[0, 0].set_xlim(0, 20)\n",
- "\n",
- "axes[0, 1].scatter(rmsd_residue_8pot, conf_value_8pot, s=10)\n",
- "axes[0, 1].set_title(\"8pot_B\")\n",
- "axes[0, 1].set_xlim(0, 20)\n",
- "\n",
- "axes[0, 2].scatter(rmsd_residue_8fw4, conf_value_8fw4, s=10)\n",
- "axes[0, 2].set_title(\"8fw4_Z\")\n",
- "\n",
- "axes[0, 3].scatter(rmsd_residue_8q6n, conf_value_8q6n, s=10)\n",
- "axes[0, 3].set_title(\"8q6n_A\")\n",
- "axes[0, 3].set_xlim(0, 20)\n",
- "\n",
- "axes[1, 0].scatter(rmsd_residue_8uo6, conf_value_8uo6, s=10)\n",
- "axes[1, 0].set_title(\"8uo6_A\")\n",
- "axes[0,0].set_xlim(0, 20)\n",
- "\n",
- "axes[1, 1].scatter(rmsd_residue_8f4o, conf_value_8f4o, s=10)\n",
- "axes[1, 1].set_title(\"8f4o_A\")\n",
- "\n",
- "axes[1, 2].scatter(rmsd_residue_8its, conf_value_8its, s=10)\n",
- "axes[1, 2].set_title(\"8its_A\")\n",
- "axes[1, 2].set_xlim(0, 25)\n",
- "\n",
- "axes[1, 3].scatter(rmsd_residue_8x5v, conf_value_8x5v, s=10)\n",
- "axes[1, 3].set_title(\"8x5v_B\")\n",
- "\n",
- "axes[2, 0].scatter(rmsd_residue_8axf, conf_value_8axf, s=10)\n",
- "axes[2, 0].set_title(\"8axf_Q\")\n",
- "axes[2, 0].set_xlim(0, 30)\n",
- "\n",
- "axes[2, 1].scatter(rmsd_residue_8kal, conf_value_8kal, s=10)\n",
- "axes[2, 1].set_title(\"8kal_A\")\n",
- "axes[2, 1].set_xlim(0, 50)\n",
- "\n",
- "axes[2, 2].scatter(rmsd_residue_8toz, conf_value_8toz, s=10)\n",
- "axes[2, 2].set_title(\"8toz_A\")\n",
- "\n",
- "axes[2, 3].scatter(rmsd_residue_8hnt, conf_value_8hnt, s=10)\n",
- "axes[2, 3].set_title(\"8hnt_B\")\n",
- "\n",
- "axes[3, 0].scatter(rmsd_residue_7u4a, conf_value_7u4a, s=10)\n",
- "axes[3, 0].set_title(\"7u4a_A\")\n",
- "axes[3, 0].set_xlim(0, 65)\n",
- "\n",
- "axes[3, 1].scatter(rmsd_residue_8ffr, conf_value_8ffr, s=10)\n",
- "axes[3, 1].set_title(\"8ffr_W\")\n",
- "axes[3, 1].set_xlim(0, 65)\n",
- "\n",
- "fig.delaxes(axes [3, 2]) #löscht die zwei letzten Figures\n",
- "fig.delaxes(axes [3, 3])\n",
- "\n",
- "fig.suptitle(\"RMSD per residue - more Sequence Identity\", fontsize=18)\n",
- "\n",
- "for ax in axes.flat:\n",
- " ax.set_xlabel(\"RSMD per residue\", fontsize =8)\n",
- " ax.set_ylabel(\"pLDDT\", fontsize =8)\n",
- " ax.set_ylim(20, 100)\n",
- "\n",
- "\n",
- "text1 = (\n",
- " \"RCSB_ID RMSD\\n\" \n",
- " \"8olv_A: 1.502\\n\"\n",
- " \"8pot_B: 2.627\\n\"\n",
- " \"8fw4_Z: 3.056\\n\"\n",
- " \"8q6n_A: 6.203\\n\"\n",
- " \"8uo6_A: 8.635\\n\"\n",
- " \"8f4o_A: 10.848\\n\"\n",
- " \"8its_A: 12.334\"\n",
- ")\n",
- "\n",
- "text2 = (\n",
- " \"RCSB_ID RMSD\\n\" \n",
- " \"8x5v_B: 16.590\\n\"\n",
- " \"8axf_Q: 17.056\\n\"\n",
- " \"8kal_A: 17.716\\n\"\n",
- " \"8toz_A: 19.282\\n\"\n",
- " \"8hnt_B: 21.707\\n\"\n",
- " \"7u4a_A: 25.032\\n\"\n",
- " \"8ffr_W: 38.089\"\n",
- ")#\n",
- "\n",
- "fig.text(0.68, 0.04, text1, ha='center', fontsize=10) #ha= right bedeutet rechtsbündige ausrichtung \n",
- "fig.text(0.81, 0.04, text2, ha='center', fontsize=10) \n",
- "\n",
- "plt.tight_layout()\n",
- "plt.savefig(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/more_SI/rmsd_residue_more_SI.png\", dpi =300, bbox_inches =\"tight\")\n",
- "plt.show()\n"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# RMSD per residue and plDDT for each nucleotide; Secondary structure motifs marked \n",
- "\n",
- "### lightblue highlight: hairpin loop\n",
- "### yellow/khaki highligh: internal loop"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 40,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "#8olv_A zu groß\n",
- "fig, ax1 = plt.subplots(figsize =(8, 6))\n",
- "\n",
- "ax1.scatter(range(1,len(rmsd_residue_8olv)+1), rmsd_residue_8olv)\n",
- "ax1.set_xlabel(\"Residue Number\")\n",
- "ax1.set_ylabel(\"RMSD per residue\")\n",
- "ax1.set_ylim(0, 20)\n",
- "\n",
- "ax2 = ax1.twinx()\n",
- "ax2.scatter(range(1,len(conf_value_8olv)+1), conf_value_8olv, color= \"magenta\")\n",
- "ax2.set_ylabel(\"pLDDT\")\n",
- "ax2.set_ylim(0, 100)\n",
- "\n",
- "#viel zu kompliziert, alle internal loops fehlen noch; viele pseudoknots\n",
- "ax1.axvspan(33, 41, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(50, 64, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(92, 97, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(138, 144, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(181, 190, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(277, 282, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(308, 317, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(341, 346, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(371, 376, color='lightblue', alpha=0.3)\n",
- "\n",
- "ax1.set_title(\"8olv_A\", fontsize =15)\n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 41,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, ax1 = plt.subplots(figsize =(8, 6))\n",
- "\n",
- "ax1.scatter(range(1,len(rmsd_residue_8pot)+1), rmsd_residue_8pot)\n",
- "ax1.set_xlabel(\"Residue Number\", fontsize = 13)\n",
- "ax1.set_ylabel(\"RMSD per residue\", fontsize = 13)\n",
- "ax1.set_ylim(0, 20)\n",
- "\n",
- "ax2 = ax1.twinx()\n",
- "ax2.scatter(range(1,len(conf_value_8pot)+1), conf_value_8pot, color= \"magenta\")\n",
- "ax2.set_ylabel(\"pLDDT\", fontsize = 13)\n",
- "ax2.set_ylim(0, 100)\n",
- "\n",
- "ax1.axvspan(12, 24, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(32, 40, color='lightblue', alpha=0.3) # nicht ganz sicherer hairpin loop\n",
- "ax1.axvspan(49, 54, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(64, 72, color='lightblue', alpha=0.3) \n",
- "#pseudoknots fehlen und junction loop \n",
- "\n",
- "ax1.set_title(\"8pot_B\", fontsize =15)\n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 42,
- "metadata": {},
- "outputs": [],
- "source": [
- "#8fw4_Z zu groß und einige stellen unmodelled \n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 49,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, ax1 = plt.subplots(figsize =(8, 6))\n",
- "\n",
- "ax1.scatter(range(1,len(rmsd_residue_8q6n)+1), rmsd_residue_8q6n)\n",
- "ax1.set_xlabel(\"Residue Number\", fontsize = 13)\n",
- "ax1.set_ylabel(\"RMSD per residue\", fontsize = 13)\n",
- "ax1.set_ylim(0, 15)\n",
- "\n",
- "ax2 = ax1.twinx()\n",
- "ax2.scatter(range(1,len(conf_value_8q6n)+1), conf_value_8q6n, color= \"magenta\")\n",
- "ax2.set_ylabel(\"pLDDT\", fontsize = 13)\n",
- "ax2.set_ylim(0, 100)\n",
- "\n",
- "ax1.axvspan(6, 13, color='khaki', alpha=0.3)\n",
- "ax1.axvspan(38, 41, color='khaki', alpha=0.3)\n",
- "ax1.axvspan(15, 17, color='khaki', alpha=0.3)\n",
- "ax1.axvspan(32, 36, color='khaki', alpha=0.3)\n",
- "ax1.axvspan(22, 27, color='lightblue', alpha=0.3) \n",
- "#pseudoknots fehlen \n",
- "\n",
- "ax1.set_title(\"8q6n_A\", fontsize =15)\n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 50,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, ax1 = plt.subplots(figsize =(8, 6))\n",
- "\n",
- "ax1.scatter(range(1,len(rmsd_residue_8its)+1), rmsd_residue_8its)\n",
- "ax1.set_xlabel(\"Residue Number\", fontsize = 13)\n",
- "ax1.set_ylabel(\"RMSD per residue\", fontsize = 13)\n",
- "ax1.set_ylim(0, 25)\n",
- "\n",
- "ax2 = ax1.twinx()\n",
- "ax2.scatter(range(1,len(conf_value_8its)+1), conf_value_8its, color= \"magenta\")\n",
- "ax2.set_ylabel(\"pLDDT\", fontsize = 13)\n",
- "ax2.set_ylim(0, 100)\n",
- "\n",
- "ax1.axvspan(5, 11, color='khaki', alpha=0.3)\n",
- "ax1.axvspan(24, 27, color='khaki', alpha=0.3)\n",
- "ax1.axvspan(40, 42, color='khaki', alpha=0.3)\n",
- "ax1.axvspan(15, 20, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(31, 36, color='lightblue', alpha=0.3) \n",
- "#pseudoknots fehlen \n",
- "\n",
- "ax1.set_title(\"8its_A\", fontsize =15)\n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 45,
- "metadata": {},
- "outputs": [],
- "source": [
- "#8x5v_B interagiert mit 2 weiteren DNA strängen, komplexe struktur "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 51,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, ax1 = plt.subplots(figsize =(8, 6))\n",
- "\n",
- "ax1.scatter(range(1,len(rmsd_residue_8toz)+1), rmsd_residue_8toz)\n",
- "ax1.set_xlabel(\"Residue Number\", fontsize = 13)\n",
- "ax1.set_ylabel(\"RMSD per residue\", fontsize = 13)\n",
- "ax1.set_ylim(0, 60)\n",
- "\n",
- "ax2 = ax1.twinx()\n",
- "ax2.scatter(range(1,len(conf_value_8toz)+1), conf_value_8toz, color= \"magenta\")\n",
- "ax2.set_ylabel(\"pLDDT\", fontsize = 13)\n",
- "ax2.set_ylim(0, 100)\n",
- "\n",
- "ax1.axvspan(16, 24, color='khaki', alpha=0.3)\n",
- "ax1.axvspan(49, 54, color='khaki', alpha=0.3)\n",
- "ax1.axvspan(82, 85, color='khaki', alpha=0.3)\n",
- "ax1.axvspan(32, 41, color='grey', alpha=0.3) # unmodelled \n",
- "ax1.axvspan(63, 72, color='lightblue', alpha=0.3) \n",
- "#pseudoknots fehlen \n",
- "\n",
- "ax1.set_title(\"8toz_A\", fontsize =15)\n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 47,
- "metadata": {},
- "outputs": [],
- "source": [
- "#8hnt viel unmodelled, vor allem im Bereich möglicher Loops "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 52,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, ax1 = plt.subplots(figsize =(8, 6))\n",
- "\n",
- "ax1.scatter(range(1,len(rmsd_residue_7u4a)+1), rmsd_residue_7u4a)\n",
- "ax1.set_xlabel(\"Residue Number\", fontsize = 13)\n",
- "ax1.set_ylabel(\"RMSD per residue\", fontsize = 13)\n",
- "ax1.set_ylim(0, 60)\n",
- "\n",
- "ax2 = ax1.twinx()\n",
- "ax2.scatter(range(1,len(conf_value_7u4a)+1), conf_value_7u4a, color= \"magenta\")\n",
- "ax2.set_ylabel(\"pLDDT\", fontsize = 13)\n",
- "ax2.set_ylim(0, 100)\n",
- "\n",
- "ax1.axvspan(13, 18, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(28, 38, color='lightblue', alpha=0.3)\n",
- "ax1.axvspan(62, 67, color='lightblue', alpha=0.3) \n",
- "ax1.axvspan(9, 10, color='khaki', alpha=0.3) \n",
- "ax1.axvspan(21, 23, color='khaki', alpha=0.3) \n",
- "ax1.axvspan(43, 46, color='khaki', alpha=0.3) \n",
- "#pseudoknots fehlen \n",
- "\n",
- "ax1.set_title(\"7u4a_A\", fontsize =15)\n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "py",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.12.5"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/alphafold_structures/rna_trainingsdata/rmsd_per_residue_training.ipynb b/alphafold_structures/rna_trainingsdata/rmsd_per_residue_training.ipynb
deleted file mode 100644
index d3017a61c3fc800be7f8f55ab7893fe1e29f3bb7..0000000000000000000000000000000000000000
--- a/alphafold_structures/rna_trainingsdata/rmsd_per_residue_training.ipynb
+++ /dev/null
@@ -1,388 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [],
- "source": [
- "import BioHelpers_FABER.rmsd as rmsd\n",
- "\n",
- "import Bio.PDB as pdb\n",
- "import numpy as np\n",
- "\n",
- "import matplotlib.pyplot as plt\n",
- "\n",
- "def confidence_from_mmcif(filename: str) -> list[float]:\n",
- " structure = pdb.MMCIFParser().get_structure(\"\", filename)[0]['A']\n",
- " out = []\n",
- " for res in structure.get_residues():\n",
- " mean = 0\n",
- " atoms = list(res.get_atoms())\n",
- " for atom in atoms:\n",
- " mean += atom.get_bfactor()\n",
- " out.append(mean/len(atoms))\n",
- " return out\n"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 1duh_A"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "38.124107858414206\n",
- "[np.float64(81.56216720613598), np.float64(74.87933028894221), np.float64(69.77391000571608), np.float64(66.63245863098113), np.float64(64.43181120886476), np.float64(59.63548899808039), np.float64(53.98619809651341), np.float64(47.61602819416828), np.float64(43.858827223997615), np.float64(39.76651678375077), np.float64(35.79564096287401), np.float64(36.55949036204789), np.float64(36.55183421956851), np.float64(32.84522943634628), np.float64(26.434934853640513), np.float64(18.27997985691488), np.float64(16.425571783395853), np.float64(14.99304161730423), np.float64(13.364988048767747), np.float64(12.985710254147564), np.float64(16.35798238856508), np.float64(23.25115687874365), np.float64(28.166829385831946), np.float64(35.71226321165636), np.float64(31.29976410598516), np.float64(28.306881257673876), np.float64(27.36295520175333), np.float64(28.419211599672135), np.float64(30.65256404937845), np.float64(32.6058152507084), np.float64(32.59957825977539), np.float64(33.4945408265589), np.float64(32.643014199682696), np.float64(31.491102818119455), np.float64(30.458843575967496), np.float64(30.027831503516254), np.float64(30.88774796402787), np.float64(32.5678512966714), np.float64(33.53187318917977), np.float64(33.06841404746441), np.float64(32.05964939096358), np.float64(29.95675537027143), np.float64(28.329029635063204), np.float64(26.74832921233411), np.float64(26.61028462815191)]\n",
- "[77.5135294117647, 77.3065, 76.59200000000001, 77.0095, 79.40043478260868, 79.337, 77.80949999999999, 72.0085, 50.91681818181817, 50.1115, 47.712, 53.09727272727273, 75.09260869565217, 79.02260869565218, 79.14250000000001, 77.5565, 76.08818181818184, 77.49521739130437, 81.24, 82.66999999999999, 83.72799999999998, 84.96799999999999, 80.97130434782606, 79.0204347826087, 81.23818181818181, 81.1340909090909, 81.66217391304347, 81.61913043478262, 81.50090909090908, 79.82272727272726, 76.84782608695652, 72.59099999999998, 74.0040909090909, 76.97565217391303, 78.00799999999998, 77.73649999999999, 71.34454545454545, 73.60863636363636, 76.0195652173913, 78.85130434782606, 80.38399999999999, 80.90272727272726, 81.0621739130435, 80.63181818181818, 82.65478260869565]\n"
- ]
- }
- ],
- "source": [
- "file_af_1duh= \"/Users/janabikowski/alphafold3/alphafold_structures/rna_trainingsdata/fixed_fold_1duh_a_training_model_0.cif\"\n",
- "file_pdb_1duh = \"/Users/janabikowski/alphafold3/alphafold_structures/rna_trainingsdata/1duh_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_1duh, file_pdb_1duh))\n",
- "\n",
- "rmsd_residue_1duh= rmsd.rmsd_per_residue(file_af_1duh, file_pdb_1duh)\n",
- "print(rmsd_residue_1duh)\n",
- "\n",
- "conf_value_1duh = confidence_from_mmcif(file_af_1duh)\n",
- "print(conf_value_1duh)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_1duh, conf_value_1duh)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"1duh_A\", fontsize = 15)\n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 3oww_A"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "2.6998703672583986\n",
- "[np.float64(5.395474042389304), np.float64(4.200213507090511), np.float64(3.150021399048053), np.float64(2.31170968564101), np.float64(1.6834086715960206), np.float64(1.0287850118449393), np.float64(0.751520799405212), np.float64(0.5875816101344382), np.float64(0.759447308868017), np.float64(0.6562427785204124), np.float64(0.8567418664848524), np.float64(0.7417221197131562), np.float64(1.683414061843916), np.float64(1.9389001851490735), np.float64(2.0677207457408646), np.float64(2.14852002887167), np.float64(2.4753399360859825), np.float64(6.96865968828089), np.float64(6.083939205084856), np.float64(8.384777134015073), np.float64(7.329092945413032), np.float64(9.312554773096627), np.float64(6.330909683691432), np.float64(4.274288961475533), np.float64(2.7630837041696337), np.float64(1.8102189721553514), np.float64(1.4332401637475665), np.float64(1.4009363862795805), np.float64(0.9877285910860713), np.float64(1.035411363813221), np.float64(0.780491568634773), np.float64(1.5228184933910502), np.float64(0.9973925550684007), np.float64(1.8209548069299277), np.float64(1.74082096354391), np.float64(1.8875540587758795), np.float64(1.937515175177931), np.float64(1.3658533003809026), np.float64(1.5442988897543817), np.float64(1.130638506991988), np.float64(1.6220982693864463), np.float64(2.200579576508764), np.float64(2.197249668391491), np.float64(1.8650045609944765), np.float64(1.3806605763624775), np.float64(0.983649991664905), np.float64(0.97925724097038), np.float64(1.4230637911743358), np.float64(1.837765124383873), np.float64(2.4558397898158066), np.float64(6.363015662083149), np.float64(1.7763321047239717), np.float64(1.697100629640767), np.float64(1.502492472359624), np.float64(2.0474817079487564), np.float64(2.0949247922649397), np.float64(1.9099363346243412), np.float64(1.885663487586076), np.float64(2.233104729871481), np.float64(2.211922119985997), np.float64(1.6446125673968988), np.float64(1.4067879571701343), np.float64(0.8494392007172382), np.float64(0.8408640886957104), np.float64(1.3879352402783272), np.float64(1.3304562016001866), np.float64(1.374842869295809), np.float64(1.3254282452458808), np.float64(1.3088692613696247), np.float64(1.6264888700064433), np.float64(1.699167278644464), np.float64(1.589887501576919), np.float64(1.444911436783739), np.float64(1.1650728185259527), np.float64(1.8389010931581673), np.float64(1.6689657671013902), np.float64(1.5333119409098999), np.float64(1.619879689818386), np.float64(1.3970021512347255), np.float64(1.1135627368384386), np.float64(0.7071487421029402), np.float64(0.728507570193475), np.float64(0.8300915349609421), np.float64(0.8170975448305879), np.float64(1.0458596818241062), np.float64(1.1706309522015867), np.float64(2.102833078205637), np.float64(3.562235514541454)]\n",
- "[76.73400000000001, 76.2604347826087, 77.917, 80.2795, 81.55949999999999, 83.4055, 84.24347826086957, 85.38086956521738, 84.75227272727273, 85.31173913043477, 86.10363636363637, 82.8091304347826, 73.88636363636363, 81.355, 81.90200000000002, 81.888, 82.87434782608696, 79.21100000000001, 77.18549999999999, 73.22099999999998, 70.95954545454545, 64.89454545454545, 74.05999999999999, 75.37400000000001, 77.23739130434782, 79.7413043478261, 82.669, 83.98899999999999, 85.82173913043479, 86.89950000000002, 87.17949999999999, 83.79043478260868, 83.98772727272727, 80.49454545454546, 81.65347826086958, 83.62304347826088, 84.57318181818184, 85.41304347826087, 83.91049999999998, 83.59181818181817, 84.9459090909091, 86.3517391304348, 87.19500000000001, 88.1205, 89.143, 88.768, 88.92652173913044, 88.6505, 88.56739130434784, 87.81217391304348, 88.16136363636363, 87.23045454545453, 86.07499999999999, 86.482, 86.79565217391306, 86.81, 86.72363636363637, 87.13260869565217, 85.48409090909091, 85.84304347826088, 83.47250000000001, 82.94652173913043, 79.08727272727273, 77.74818181818183, 68.4031818181818, 82.36000000000001, 84.51500000000001, 84.43199999999999, 79.50250000000001, 80.26150000000001, 81.58818181818182, 83.01869565217392, 84.13956521739131, 85.15400000000001, 78.34545454545453, 78.23863636363636, 79.09454545454547, 80.0309090909091, 81.60173913043478, 83.87521739130435, 83.50909090909092, 83.03000000000002, 82.77363636363637, 83.51826086956521, 81.93318181818182, 82.63, 84.02699999999999, 81.72200000000001]\n",
- "Index:19, Wert: 8.384777134015073\n",
- "Index:20, Wert: 7.329092945413032\n",
- "Index:21, Wert: 9.312554773096627\n"
- ]
- }
- ],
- "source": [
- "file_af_3oww= \"/Users/janabikowski/alphafold3/alphafold_structures/rna_trainingsdata/fixed_fold_3oww_a_training_model_0.cif\"\n",
- "file_pdb_3oww = \"/Users/janabikowski/alphafold3/alphafold_structures/rna_trainingsdata/3oww_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_3oww, file_pdb_3oww))\n",
- "\n",
- "rmsd_residue_3oww= rmsd.rmsd_per_residue(file_af_3oww, file_pdb_3oww)\n",
- "print(rmsd_residue_3oww)\n",
- "\n",
- "conf_value_3oww = confidence_from_mmcif(file_af_3oww)\n",
- "print(conf_value_3oww)\n",
- "\n",
- "for index, value in enumerate(rmsd_residue_3oww):\n",
- " if value >7:\n",
- " print(f\"Index:{index}, Wert: {value}\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "import matplotlib.pyplot as plt\n",
- "import numpy as np\n",
- "\n",
- "plt.scatter(rmsd_residue_3oww, conf_value_3oww)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"3oww_A\", fontsize = 15)\n",
- "\n",
- "plt.xlim(0, 20)\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 5dun_A"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "3.1734838899858935\n",
- "[np.float64(11.274987156828207), np.float64(9.537622680433243), np.float64(8.14359737611637), np.float64(4.52974604447279), np.float64(1.1370517602071364), np.float64(1.007649626095225), np.float64(0.7695033290889631), np.float64(0.5506141207605119), np.float64(0.6351882222851036), np.float64(0.6845515275766095), np.float64(0.7345982276956203), np.float64(0.2847101960943109), np.float64(0.3374937831100546), np.float64(0.6151822931904286), np.float64(0.6469558237548011), np.float64(0.6915728906104783), np.float64(1.3733195501027702), np.float64(6.0974787164184825), np.float64(8.099652961215623), np.float64(1.9473693650955088), np.float64(0.727211257047663), np.float64(0.8550042354674342), np.float64(0.5960832793954081), np.float64(1.720516608376615), np.float64(1.7634304514240455), np.float64(1.1357331469194836), np.float64(1.008849055908882), np.float64(1.0670181191194694), np.float64(1.7281906215445384), np.float64(1.0185308750979662), np.float64(0.66908442782189), np.float64(0.5462758544191606), np.float64(0.6199309375382883), np.float64(0.4599117314708602), np.float64(0.45856769581256585), np.float64(0.4867912505355231), np.float64(0.7731494583866548), np.float64(1.2536565806812507), np.float64(1.2103733604251583), np.float64(0.7867330423748929), np.float64(0.49520682828164375), np.float64(0.8272293069742321), np.float64(0.9600096917549596), np.float64(0.6828647202311525), np.float64(0.9428182614813981), np.float64(1.0012486224041846), np.float64(1.8431330740274856), np.float64(1.5624419347397944), np.float64(0.9512512999163263), np.float64(1.9936150595918636), np.float64(3.5367216663861387), np.float64(5.6857268970691806), np.float64(8.183566891433202)]\n",
- "[57.151176470588226, 54.830000000000005, 55.319500000000005, 55.61200000000001, 85.51954545454544, 87.71590909090907, 88.7175, 89.58782608695653, 90.445, 91.27999999999999, 92.43782608695653, 93.30050000000001, 93.09199999999997, 92.38727272727272, 91.8515, 91.66954545454547, 83.79130434782608, 80.37434782608695, 80.10350000000001, 86.70999999999998, 89.59826086956521, 90.2655, 91.0904347826087, 85.54727272727273, 87.87260869565218, 89.48521739130435, 90.5482608695652, 89.895, 88.52149999999999, 88.1415, 87.87299999999999, 87.88227272727272, 90.63909090909091, 92.50434782608696, 92.87099999999998, 90.969, 89.77099999999999, 89.47599999999998, 85.2215, 88.72772727272728, 91.65954545454547, 90.87499999999999, 90.69250000000001, 90.36649999999999, 89.67545454545456, 88.35521739130436, 86.17272727272727, 86.40545454545455, 87.99130434782609, 88.02608695652174, 85.7708695652174, 82.21272727272728, 76.9440909090909]\n"
- ]
- }
- ],
- "source": [
- "file_af_5dun= \"/Users/janabikowski/alphafold3/alphafold_structures/rna_trainingsdata/fixed_fold_5dun_a_training_model_0.cif\"\n",
- "file_pdb_5dun = \"/Users/janabikowski/alphafold3/alphafold_structures/rna_trainingsdata/5dun_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_5dun, file_pdb_5dun))\n",
- "\n",
- "rmsd_residue_5dun= rmsd.rmsd_per_residue(file_af_5dun, file_pdb_5dun)\n",
- "print(rmsd_residue_5dun)\n",
- "\n",
- "conf_value_5dun = confidence_from_mmcif(file_af_5dun)\n",
- "print(conf_value_5dun)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_5dun, conf_value_5dun)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"5dun_A\", fontsize = 15)\n",
- "\n",
- "plt.xlim(0, 20)\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 7mky_A"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "2.7217273926681194\n",
- "[np.float64(1.3104207890161474), np.float64(0.9997581221621018), np.float64(1.008865412099106), np.float64(1.537072637340757), np.float64(1.7522009751518939), np.float64(1.6311409572462159), np.float64(1.5832057280225), np.float64(2.169264217055308), np.float64(3.0287611040310773), np.float64(3.2919565337648353), np.float64(1.9822500508261631), np.float64(2.1983396385006264), np.float64(1.0534735448886663), np.float64(0.8715859412907209), np.float64(1.657124074108032), np.float64(1.6734609809190863), np.float64(1.7228385082538253), np.float64(2.227693617060349), np.float64(8.245254596761166), np.float64(3.508673591740449), np.float64(3.5096202421093774), np.float64(3.3191074641206395), np.float64(2.8867113341734116), np.float64(3.2074144684183237), np.float64(2.9690462204711747), np.float64(2.657480745740753), np.float64(2.490712377436437), np.float64(2.003606726927057), np.float64(1.6491433180599868), np.float64(1.3683224871039257), np.float64(1.6115716329263299), np.float64(1.7465732221214747), np.float64(1.1179334071395925), np.float64(0.5064948741942796), np.float64(0.8777714860297647), np.float64(1.0816057996122443), np.float64(1.7623117643948065), np.float64(2.046303012812398), np.float64(1.979941259834153), np.float64(1.7004184519560213), np.float64(1.468712392093927), np.float64(2.460706724602561), np.float64(2.6787573683915027), np.float64(3.5081112557947387), np.float64(3.4850181266259996), np.float64(2.141845165615259), np.float64(1.6037546297785463), np.float64(1.869647598858831), np.float64(2.304419956055462), np.float64(8.968760293968025), np.float64(1.731184752464288), np.float64(1.0674144950137043), np.float64(0.8397768626472881), np.float64(0.6121205870490791), np.float64(0.9479379965922816), np.float64(1.1338506408085995), np.float64(1.7024696790890557), np.float64(7.490041541405271), np.float64(3.121439367634718), np.float64(3.0002330109831883), np.float64(2.6818430660048196), np.float64(2.2862456268462137), np.float64(2.328717751599835), np.float64(2.624967081405664), np.float64(2.3623884410352014), np.float64(2.081778613602633)]\n",
- "[69.24529411764705, 70.02565217391304, 72.00565217391305, 73.146, 74.75260869565216, 73.7785, 71.82409090909088, 70.38227272727273, 64.33130434782608, 57.454499999999996, 45.94608695652174, 45.443, 54.41909090909091, 56.08000000000002, 57.7495, 56.77550000000001, 54.1965, 47.25173913043479, 44.884, 56.6625, 64.006, 68.323, 71.48727272727272, 71.659, 73.6668181818182, 72.87450000000001, 72.80749999999999, 71.99521739130435, 70.7325, 71.30391304347825, 74.588, 75.94826086956522, 77.29695652173913, 78.662, 79.41818181818184, 81.01350000000001, 81.34, 83.24217391304349, 84.07300000000001, 83.85695652173914, 82.70521739130434, 82.975, 81.54909090909089, 78.88636363636363, 79.7175, 80.05999999999999, 80.712, 80.12450000000004, 77.7408695652174, 62.68454545454545, 70.41499999999999, 74.39565217391304, 73.5765, 72.333, 72.04086956521739, 69.384, 67.30545454545455, 40.159, 36.65318181818182, 36.8965, 38.4990909090909, 50.08695652173913, 54.016956521739125, 58.27695652173914, 60.2115, 58.883]\n"
- ]
- }
- ],
- "source": [
- "file_af_7mky= \"/Users/janabikowski/alphafold3/alphafold_structures/rna_trainingsdata/fixed_fold_7mky_a_training_model_0.cif\"\n",
- "file_pdb_7mky = \"/Users/janabikowski/alphafold3/alphafold_structures/rna_trainingsdata/7mky_fixed.cif\"\n",
- "print(rmsd.rmsd_pdb(file_af_7mky, file_pdb_7mky))\n",
- "\n",
- "rmsd_residue_7mky= rmsd.rmsd_per_residue(file_af_7mky, file_pdb_7mky)\n",
- "print(rmsd_residue_7mky)\n",
- "\n",
- "conf_value_7mky = confidence_from_mmcif(file_af_7mky)\n",
- "print(conf_value_7mky)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(rmsd_residue_7mky, conf_value_7mky)\n",
- "plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
- "plt.title(\"7mky_A\", fontsize = 15)\n",
- "\n",
- "plt.xlim(0, 20)\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## all in one figure"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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InOsTkflhG28iK+Ll5SW9nJ2d4efnhxUrVgAAAgMDsWTJEp23NWjQIADAqlWrpGmbNm1CSkoK2rVrhwoVKhS4jSVLlmDKlClwdnaGEAJnzpzBkiVL8P7776N27drw8vLCmDFjEB8fr+eRaqdQKKQ2f6+2MdbH1KlTtU4fP348nJyc8PLlS/zyyy/S9Js3b2L//v2wtbWV2gRq069fPwDAvn378mwrPn78eNjY2BS67GodOnRA/fr1tc5bvXo1srKy0KFDhzx7lC9ZsiS6du0KQNWeW83d3R0AkJycjJSUlCKXMyEhQdq++vN9VUhICIKCgoq8L23+/PNPxMTEoEyZMhg8eHCey6nPXc7PwlwplUpMnDix0Ou7uLigVatWAFRtWwvj3XffRWBgYK7pZcuWlc7luXPnCrXtIUOGoFy5crmm165dW2rv/Oq2N2/eDABo2bIlWrRokWtdR0dHjB8/vlDlAYCNGzcCAHr06IHq1avnmu/l5YUPP/yw0Ntv1KgRypUrh5SUFI3+MwypqPt4+fIldu7ciV69esHLywuDBw/GoUOHYG9vj9DQUGzZsgXx8fFYsWIFWrVqJfVpIYcjR45I1/HevXujbdu2uZZJTk4GAJQoUSLfbannq5fXxU8//YRly5YBUF3XqlWrpvO6hlifiMyTrakLQESGk1cC269fPyxfvhyOjo46b6tbt25wd3fH4cOHcf36dVStWhU//vgjgPw7VcvJ1tYWM2fOxNixY7Fjxw4cOnQIJ0+exOXLl5GRkYGHDx/im2++wbp16/Dbb7+hcePGOpdPLhUrVkTVqlW1znN1dUXDhg1x5MgRnDp1Spp+9OhRAKrOi9Sd4WijTrZTUlLw5MkTrclDs2bNilJ8nbajLu+ePXvg5eWV53LqTs3UHRABQOPGjVGmTBk8ePAATZo0wYcffojg4GBUq1atUD+kT58+jezsbADQ+uNYrW3btlqH9Ckq9WeRmJgIHx+fPJfLyMgAoPlZmKuqVatq/W69aufOnVi3bh1OnjyJ+Ph4vHjxItcyd+/eLVQZmjRpkuc89edc2JtjBW07NjY217bVnaepbyhoo08nhjllZGTg/PnzAAr+Ds+ZMyff7fz444/YsmULLly4gCdPnkjfu5wKe07k3kfnzp2ljvOUSiXatGmDPn364N1334Wbm1uhy6yvK1euoHv37sjIyEDNmjWxfPlyo+0bAA4fPizFyLZt22LmzJlGXZ+IzBcTbyIrIoSQ/o2Li8Ovv/6KSZMmYe3atahdu3a+T2Nf5ejoiN69e2Pp0qVYtWoVBgwYgKNHj8LDw0N6EqorNzc39O3bF3379gUApKWl4ciRI1i4cCF27NiBx48fIzQ0FDExMXrdHHiVEAIJCQkAVD2dF4a6Z/SC5j98+FCadv/+fQCqxFvXp/fakhwAOiVMushvO+rypqSk6PTUOmdZ3d3dsWHDBvznP//BxYsXMXLkSACqc9yyZUv07NkTvXr1gp2dnU7lzPk55vfZ61LDojDUn0VmZqZO5y41NVXnbf/000/45JNPtM7bsmULmjZtqvO29FHQdyg7Oxt9+/bFhg0bpGm2trbw8PCAvb09ANWNiLS0tELXaihZsmSe82xtVT89CtuDdmG2rR4HOb+bKwX97efl6dOnePnyZYHbyO87/PDhQwQHB0sJPKC6BpcpU0aqAfPo0SNkZ2cX+pzIvY+cfxuBgYEICwtDt27djJp0X7t2DW3btsWjR49QrVo17Nu3L8/vi3p6XtdiNfX8/L53alFRUejUqRNSU1PRrFkzbN++XfpO6qKo6xOReWNVcyIrpFAo4O3tjaFDh2Lr1q1QKBSYMGEC9u/fr9d21Hfd165dix9++AEA8J///AcODg5FKp+joyOCg4Px66+/on///gBUT1jyG2ZIF1euXEF6ejoAoEqVKkXalj7UT7I9PT0hVH1nFPjKa1gtQ1QzL2g76vJOnDhRp7K+OrRScHAwYmNjsXbtWvTv3x8BAQFITEzEjh078N5776F+/fq4d++eQY5DburPokmTJjqfO12lpqYiPj5e60vbU0ZDKeg7tHLlSmzYsAE2NjaYOnUqYmJikJ6ejqdPnyIuLg5xcXF49913AUCv47UEclZvLorRo0fj/PnzKF26NH788Uc8ePAAqampePTokXRO1DcNCntO5N7HZ599hn79+sHFxQWXLl3C0KFD4e3tjS5dumDTpk163bQqjGvXrqFNmzZ48OABXnvtNRw4cCDfGj3qYy3oWqWen99NG0CVNHfo0AHJyckICgrCH3/8ARcXF53LX9T1icj8MfEmsnKtW7fGe++9ByEERo4cWeA41Dm9/vrrqFmzJu7evYtvv/0WgO7VzHU1ZMgQ6f9Xr14t0rZ+++036f+FrTaq64+wnE8V1T/uHj9+bJB2z3JTl7co1aadnZ3x3nvvYfXq1bh27Rru3r2LuXPnwtHRUeNJeEFyfo75ffb5zVM/EUpLS8tzmcTERK3TDfFZ5GXAgAF5Ju+F/X4agro98uDBgzFjxgxUrVoVSqXmz4G4uDhTFE02ZcuWBfBvDQdtCnuzqFSpUtLNjsJ8hzMzM7FlyxYAwHfffYeBAwfmShizsrLyHVu9IMbYR7NmzbBmzRrEx8cjPDwcISEhyMrKwq+//opevXrB09MT/fv3x549e/SKQ7pQJ933799HQEAADhw4AG9v73zXqVWrFgDg8uXLeZbn4cOHUm2JmjVr5rmtY8eOISQkBElJSQgKCsLu3bt1ekJuqPWJyDIw8SYqBqZOnQobGxtcunQJa9as0WtddSdrGRkZqFOnDho2bGjQsuW8o1+UJ+kJCQlYsGABANXT7ubNmxdqO3fu3ME///yjdV5ycjKio6MBqDoiUlO3p87KysIff/xRqP0ak7q8+/btyzdZ1Uf58uUxYcIEjB07FgCwd+9endZr0KCBlPQdOHAgz+Xyq62h7lDvzp07eS5z4sQJrdPVn0VcXJxGu31zkjMpNsQTaPXnlFfne8+fP8/z87JUDRo0AIBctTdyym9efuzt7VGnTh0AhfsOP3r0SPo7zOucHDlyJM+/VV2+H0Xdhz5KlCiBPn36YNeuXbh79y6+/PJL1K1bF8nJyVi7di1CQkJQvnx5fPLJJ/jrr7+KvL9r166hdevWuH//Pl577TUcPHiwwKfTANCuXTsAquv6sWPHtC6TsxZW+/bttS5z7NgxjSfVu3bt0jvpLsr6RGQ5mHgTFQNVqlRBr169AACzZs3Sq23le++9h7Fjx2Ls2LH44osvdF4vNjYW165dK3C5nDcC1D+O9fX06VOEhoZKHQJ99tlnRWoXN2vWLK3Tv/rqK6SmpsLW1hahoaHS9ICAAOkJ5v/93//l+XQ1Z3lNadCgQbC1tcXjx48xbdq0fJfNyMiQOlkDIFXlz4u6V/JXn6Dmxd3dXfpB++WXX2r94b9v3748fxgDkHpm3717t9YaB/v378+zY7Y2bdpInemNHj26wCrgpjh3rq6u0v/VfRgUhbrN7d9//611/qxZs/TqwdkSqKvO//nnn1KHejmlp6fjyy+/LPT21dfXzZs3a6258/DhQ6mX6le5urpKVeC1nZOXL1/i//7v//Lcty7fj6Luo7C8vLwwduxYnD17FufOncP48eNRvnx5xMfHY+HChWjSpAkCAgIwb968Qm1fnXTnrF6uS9INqDra8/PzAwCtsS0zMxNfffUVAKB58+ZSj/k55UyamzZtit27d2ucj4IUdX0isixMvImKicmTJ0OhUODmzZtYuXKlzuuVLVsWX375Jb788kt07NhR5/UuXryI6tWro1OnTli7di1u3rwpzcvMzMSZM2cwcOBAfP311wBUvWXr85Q6MzMT0dHRmDlzJmrUqCE9Tfr000+lH8GF4ebmhjVr1uCTTz6Rql0mJyfj888/l3qXHT58eK4fd4sWLYKLiwuuXbuGN954A9u3b9dIIu/du4d169bhzTffLNJQT4ZQpUoVTJkyBQAwb9489OvXDxcuXJDmv3z5EmfPnsXMmTNRtWpVjaGF5s6di44dO2LdunUaPR+np6dj06ZNmD9/PgCgU6dOOpdn1qxZsLGxwZUrV9CpUycpcXn58iU2bdqEnj17SsOYadOzZ08olUo8efIEvXv3lsqVmpqKNWvWoFu3bihVqpTWdW1tbbFs2TLY2triyJEjaNmyJSIjIzVuTt24cQPLli3D66+/rteQfIby2muvSZ2e/fDDD0V+6t2hQwcAwIoVK/D9999LNxvi4uIwevRozJs3r9CdE5qrXr16oWbNmhBCoHv37ti+fbtUvfjq1at4++23i1S9/qOPPkKFChWQnp6ODh06IDIyUjpPJ06cQHBwsNR7/6tcXFykmhdjxozB/v37pWUvXLiAt956C6dOnYKzs7PW9d3d3aVO3VatWiV19GbIfRhC7dq1MW/ePNy+fRt79uzBe++9BxcXF1y/fr1Qf1fXr1+X2nRXq1ZN5yfdajY2NlLC//vvv2PYsGHSjbV79+4hLCwM586d01gup+PHj0tJc7NmzfR+Ul3U9YnIAhl+aHAiMqZp06YJAEKXP+cuXboIAKJChQoiLS1Nmh4bGytt48CBA3rt38/PTwAQ06ZN05i+a9cuaZvql729vShVqpRQKBQa0xs0aCDu3buXa9v9+/cXAIRSqRSenp7Sy9XVNdc2fH19xdatW/Uqe07qz7FVq1ZiwoQJAoBQKBTCw8ND2NjYSPsJDg4WqampWrdx5MgR4eXlJS1rY2MjSpcuLZycnDTKOnjwYI31Dhw4oPM5LIj6fKxatSrf5bKzs8WUKVM0PkcnJydRunRpjeMFII4cOZLrc8q5zqvntHr16uLBgwca+1u1apUAIPz8/LSWZ/ny5RrbcHNzEw4ODgKACAwMFF9//XW+60+dOlWjXG5ubsLW1lYAEF27dhWffvqpdH612bp1qyhZsqS0vp2dnShdurRUBvVr9uzZ+X6ucnn//felMpQoUUL4+voKPz8/MXbsWGmZnN/h/Dx79kwEBgZK21MqlcLd3V36/IcOHSr97fXv3z/X+q1atdL6Ny+Ebt+//Lad3/q6XKPyK9vly5c1/j4dHByEm5ub9P8dO3ZI86KiovLcR15Onjwp3N3dNc6Ti4uLACBKliwpfvrpJ2lebGysxrqnTp0Szs7OGmVTfx9tbW3F2rVr8/1sZs2apbFuxYoVhZ+fn+jVq5fB9iGH58+fi3Xr1olBgwbpve7AgQOlY3F1ddWIEdpeecl5TVMoFBrn0NbWVqxYsULrem3atJGW8/DwyHffjRo1Mvj6RGR5+MSbqBhRVyW8e/eu7GObhoSEICYmBgsWLECPHj1QvXp1ODg4ICEhASVKlEBAQAB69uyJjRs34uTJk/k+qVAP0xUfH4+HDx9CCIHy5cujZcuWGDVqFHbt2oXY2Fi9hznLy9y5c7Fx40Y0b94cQgjY29ujXr16WLBgAXbt2pXnkGfNmjXDtWvX8OWXX6Jly5Zwd3dHQkICbGxsUL16dfTt2xcRERFSR3WmpFAoMHPmTJw7dw7Dhg1D9erVYWNjg8TERHh4eKBp06YYP348jh07pjEm+JAhQ/D999+jd+/eqFWrFkqUKIGkpCR4eHigRYsW+Pbbb3H69Ol8exPWZsiQITh69Cg6d+6MUqVKIT09HX5+fpg8eTL++usvqR13XmbMmIF169bhjTfegLOzM7KyslCvXj0sW7YMW7ZsKbCn765du+L69euYNm0aGjduDBcXFyQkJMDBwQF169bF4MGDsXXrVowfP16v4zKUxYsXY/r06ahduzYA4Pbt27h161ahOsNyd3fHsWPHMGrUKFSqVAk2NjawtbVF69atsWHDhjyrRFu6wMBAnDt3Dh9//DEqVaoEIQQcHR3Rs2dPHD9+XON7nl8Ni7w0atQI586dw+DBg1G+fHm8fPkSbm5u6N+/P06fPo3GjRvnuW7Dhg3x119/oWfPnihTpgyys7NRsmRJ9OzZE8eOHcN7772X777/+9//YsGCBWjUqBHs7Oxw9+5d3Lp1S+MpflH3IQdnZ2f07dtXr1pYajlrECQlJeU5goD6lZfp06cjMjISXbt2Rbly5fDixQuUL18e//nPf3D8+HEMHjy4wP0/e/Ys332rO2gz5PpEZHkUQljZWCFERIUwffp0zJgxA61atSp0J0tEZLn27t2L9u3bw9HREUlJSTqPRU9ERKQLPvEmIiKiYk0Igblz5wIA2rZty6SbiIgMjok3ERERWb0DBw5g1KhROHXqFFJTUwGoEu7o6Gh07twZkZGRUCgUmDBhgolLSkRE1qjw4+0QERERWYjExEQsWLAACxYsAKAa/z01NVUafUChUODLL79Eq1atTFlMIiKyUky8iYiIyOq98cYbmDVrFiIjI3Hjxg2pw6rKlSujRYsWGDFiBBo1amTiUhIRkbVi52pEREREREREMmIbbyIiIiIiIiIZMfEmIiIiIiIikhETbyIiIiIiIiIZMfEmIiIiIiIikhETbyIiIiIiIiIZMfEmIiIiIiIikhETbyIiIiIiIiIZMfEmIiIiIiIikhETbyIiIiIiIiIZMfEmIiIiIiIikhETbyIiIiIiIiIZMfEmIiIiIiIikhETbyIiIiIiIiIZMfEmIiIiIiIikhETbyIiIiIiIiIZMfEmKoYqVaqEAQMGFHrdt99+27AFIiIiIiKyYky8iSzQ8+fPMW3aNHTo0AGlSpWCQqHA6tWrTV2sQsvKyoKPjw8UCgX++OMPUxeHiIio0C5evIgePXqgcuXKKFGiBMqUKYOWLVtix44dpi6aQSUkJMDR0REKhQKXL182dXGIzB4TbyIL9PjxY8ycOROXL19G3bp1TV2cItu/fz8ePHiASpUqISIiwtTFISIiKrRbt24hOTkZ/fv3x4IFCzBlyhQAwDvvvIPvv//exKUznM2bN0OhUMDLy4uxm0gHCiGEMHUhiEg/6enpePbsGby8vHDq1Cm8/vrrWLVqlc7VxytVqoTWrVsX6il5pUqVUKtWLezcuVPvdfPSv39/XLhwAf3798d///tfxMfHw9nZ2WDbJyIiMqWsrCw0bNgQaWlpuHLliqmLYxCtWrVCmTJl4Ofnh23btuHGjRumLhKRWeMTbyIL5ODgAC8vrwKXE0Jg9uzZqFChAkqUKIE2bdrg4sWLuZabPn06FApFrumrV6+GQqHAzZs3c807cuQIGjduDEdHR1SuXBlr164t1LGkpqZi69atCAsLQ8+ePZGamort27cXaltERETmyMbGBhUrVkRCQoLG9CVLlqBmzZpwcHCAj48Phg8frrHMwoULYWNjozHtq6++gkKhwJgxY6RpWVlZKFmyJCZOnAgAaNCgAbp3766xr9q1a0OhUODcuXPStJ9++qlQVcVv376Nw4cPIywsDGFhYYiNjcWxY8f02gZRccPEm8iKTZ06FVOmTEHdunUxf/58VK5cGe3bt0dKSkqRtnv9+nW8++67aNeuHb766it4eHhgwIABWpP6gvz66694/vw5wsLC4OXlhdatW7PKGhERWbyUlBQ8fvwY//zzD7755hv88ccfePPNN6X506dPx/Dhw+Hj44OvvvoKoaGhWL58Odq3b4/MzEwAQIsWLZCdnY0jR45I6x0+fBhKpRKHDx+Wpp05cwbPnz9Hy5YtpfVyrvP06VNcvHgx13qHDx9G2bJlUb16db2ObcOGDXB2dsbbb7+Nxo0bo0qVKozdRAVg4k1kpR49eoR58+ahU6dO2LlzJ4YPH46VK1diwIABePz4cZG2ffXqVWzevBmfffYZhg8fjl27dsHe3h6rVq3Se1vh4eFo2rQpKlasCAAICwvDnj178OjRoyKVkYiIyJTGjh2LsmXLomrVqhg3bhy6deuG7777DoAqRs+ZMwft27fH7t27MWLECCxatAgLFizAyZMnER4eDgCoW7cuXF1dpWRZCIEjR44gNDRUSraBf5PxZs2aAVAl3o8ePZKeZB89ehT29vZ4++23cyXezZs31/vYIiIi0KVLFzg5OQEAevXqhU2bNuHly5eF/LSIrB8TbyIrtW/fPmRkZGDkyJEa1chHjRpV5G3XqFEDLVq0kN6XLVsW1apV07t915MnT7B792707t1bmhYaGgqFQoFNmzYVuZxERESmMmrUKOzduxdr1qxBx44dkZWVhYyMDAD/xuhRo0ZBqfz35/gHH3wAV1dX/PbbbwAApVKJpk2b4s8//wQAXL58GU+ePMGkSZMghEBUVBQAVQJdq1YtuLu7A4AUo9XrHT58GK+//jratWsnJd4JCQm4cOGCRjzXxblz53D+/HmN2N27d288fvwYu3fv1vdjIio2mHgTWalbt24BAAICAjSmly1bFh4eHkXatq+vb65pHh4eePbsmV7b+emnn5CZmYn69evj+vXruH79Op4+fYomTZqwyhoREVm0wMBABAcHo1+/fti5cyeeP3+Ozp07Qwghxehq1apprGNvb4/KlStL8wFVEh0dHY3U1FQcPnwY3t7eaNCgAerWrSsl0UeOHNFIoD09PREQECDNP3z4MFq0aIGWLVvi/v37uHHjBo4ePYrs7Gy9E+/w8HA4OzujcuXKUux2dHTkyCREBbA1dQGIyPS0dawGqDpr0cbGxkbrdH0HSVAHaHXVuFfduHEDlStX1mubRERE5ujdd9/F0KFDce3aNb3Wa968OTIzMxEVFSUl0IAqIT98+DCuXLmCR48e5UqgmzdvjsjISKSmpiI6OhpTp06VnoofPnwYly9fhouLC+rXr69zWYQQ2LBhA1JSUlCjRo1c8x8+fIjnz5/DxcVFr2MkKg6YeBNZKT8/PwBATEyMRvL66NGjXE+m1U/AExISpGpqADTuuBuaugfUESNGoFWrVhrzsrOz8d5772H9+vX49NNPZSsDERGRsaSmpgIAEhMTpRh99epVjRidkZGB2NhYBAcHS9MaN24Me3t7HD58GIcPH8b48eMBAC1btsSKFSsQGRkpvc+pRYsWWLVqFTZu3IisrCw0bdoUSqUSzZs3lxLvpk2b5nkzXZtDhw7h7t27mDlzZq4O2Z49e4YhQ4Zg27Zt6Nu3rx6fDFHxwMSbyEoFBwfDzs4OixYtQvv27aWn2t9++22uZatUqQJA1RbsnXfeAaDqjXXNmjWylU/9tHvChAlSx2o5/fDDD4iIiGDiTUREFuXhw4coV66cxrTMzEysXbsWTk5OqFGjBvz9/WFvb4+FCxeiQ4cOUoxeuXIlEhMT0alTJ2ldR0dHvP7669iwYQNu376t8cQ7NTUVCxcuRJUqVeDt7a2xT/Vyc+fORZ06deDm5iZNX7p0Ke7fv48pU6bodWzqaubjx4+Ho6Njrvnz589HREQEE28iLZh4E1mo7777DgkJCbh//z4AYMeOHbh79y4AYOTIkShbtizGjRuHOXPm4O2338Zbb72FM2fO4I8//kCZMmU0ttW+fXv4+vri/fffx/jx42FjY4Mff/wRZcuWxe3bt2Upf0REBOrVq6c16QaAd955ByNHjsTp06fRoEEDWcpARERkaEOHDkVSUhJatmyJ8uXLIy4uDhEREbhy5Qq++uoruLi4wMXFBZMnT8aMGTPQoUMHvPPOO7h69SqWLFmC119/PVfi2qJFC3zxxRdwc3ND7dq1AQDlypVDtWrVcPXqVQwYMCBXOapWrQovLy9cvXoVI0eOlKa3bNlSGu9bn/bd6enp+OWXX9CuXTutSTegit0LFizQevOBqNgTRGSR/Pz8BACtr9jYWCGEEFlZWWLGjBnC29tbODk5idatW4sLFy4IPz8/0b9/f43tRUdHiyZNmgh7e3vh6+srvv76a7Fq1SqN7an326lTp1zladWqlWjVqpVOZY+OjhYAxJQpU/Jc5ubNmwKAGD16tE7bJCIiMgcbNmwQwcHBwtPTU9ja2goPDw8RHBwstm/fnmvZ7777TgQGBgo7Ozvh6ekpPvroI/Hs2bNcy/32228CgOjYsaPG9MGDBwsAYuXKlVrL0qNHDwFA/PTTT9K0jIwMUaJECWFvby9SU1N1Pq5ffvkl330JIcTBgwcFALFgwQKdt0tUXCiE0LM3JCIiIiIiIiLSGYcTIyIiIiIiIpIR23gTkcHFxcXlO9/JyUnq5IWIiIhMKysrC48ePcp3GXXbdCIqHFY1JyKDy2tccLX+/ftj9erVxikMERER5evmzZvw9/fPd5lp06Zh+vTpxikQkRUy6hPvP//8E/Pnz0d0dDQePHiArVu3omvXrtJ8IQSmTZuGFStWICEhAc2aNcPSpUsREBAgLfP06VOMHDkSO3bsgFKpRGhoKBYsWMA7cERmZO/evfnO9/HxMVJJiKiwGLOJig8vL68CY3fO8caJSH9GTbxTUlJQt25dDBo0CN27d881f968eVi4cCHWrFkDf39/TJkyBSEhIbh06ZI0bEGfPn3w4MED7N27F5mZmRg4cCCGDBmC9evXG/NQiCgfwcHBpi4CERURYzZR8eHo6MjYTSQzk1U1VygUGnfPhRDw8fHB2LFjMW7cOABAYmIiPD09sXr1aoSFheHy5cuoUaMGTp48iUaNGgEAdu3ahbfeegt3797lUzQiIiIZMGYTEREVjdl0rhYbG4u4uDiNu21ubm5o0qQJoqKiEBYWhqioKLi7u0sBHFA9WVMqlThx4gS6deumddvp6elIT0+X3mdnZ+Pp06coXbp0gW1RiYiI9CWEQHJyMnx8fKBUWt8AInLFbMZrIiIyNmPFbLNJvNW9IHt6empM9/T0lObFxcWhXLlyGvNtbW1RqlSpfHtRnjNnDmbMmGHgEhMREeXvzp07qFChgqmLYXByxWzGayIiMhW5Y7bZJN5ymjx5MsaMGSO9T0xMhK+vL+7cuQNXV1cTloyIiKxRUlISKlasiJIlS5q6KBaF8ZqIiIzNWDHbbBJvLy8vAEB8fDy8vb2l6fHx8ahXr560zMOHDzXWe/nyJZ4+fSqtr42DgwMcHBxyTXd1dWUgJyIi2Vhr9Wi5YjbjNRERmYrcMdtsGp75+/vDy8sLkZGR0rSkpCScOHECQUFBAICgoCAkJCQgOjpaWmb//v3Izs5GkyZNjF5mIiKi4ogxm4iISD9GfeL9/PlzXL9+XXofGxuLs2fPolSpUvD19cWoUaMwe/ZsBAQESEOT+Pj4SL2oVq9eHR06dMAHH3yAZcuWITMzEyNGjEBYWBh7RyUiIjIgxmwiIiLDMWriferUKbRp00Z6r27H1b9/f6xevRoTJkxASkoKhgwZgoSEBDRv3hy7du2SxgMFgIiICIwYMQJvvvkmlEolQkNDsXDhQmMeBhERkdVjzCYiIjIck43jbUpJSUlwc3NDYmIi24wREZHBMc4YBj9HIiKSm7Fijdm08SYiIiIiIiKyRky8iYiIiIiIiGTExJuIiIiIiIhIRky8iYiIiIiIiGTExJuIiIiIiIhIRky8iYiIiIiIiGTExJuIiIiIiIhIRky8iYiIiIiIiGTExJuIiIiIiIhIRky8iYiIiIiIiGTExJuIiIiIiIhIRky8iYiIiIiIiGTExJuIiIiIiIhIRky8iYiIiIiIiGTExJuIiIiIiIhIRky8iYiIiIiIiGTExJuIiIiIiIhIRky8iYiIiIiIiGTExJuIiIiIiIhIRky8iYiIiIiIiGRkdol3cnIyRo0aBT8/Pzg5OaFp06Y4efKkNF8IgalTp8Lb2xtOTk4IDg5GTEyMCUtMRERUPDFmExER6cbsEu/Bgwdj7969WLduHc6fP4/27dsjODgY9+7dAwDMmzcPCxcuxLJly3DixAk4OzsjJCQEaWlpJi45ERFR8WJxMTsjHUh8pvq3MPOJiIgKSSGEEKYuhFpqaipKliyJ7du3o1OnTtL0hg0bomPHjpg1axZ8fHwwduxYjBs3DgCQmJgIT09PrF69GmFhYTrtJykpCW5ubkhMTISrq6ssx0JERMVXcYgzxojZBvscYy4Ae7YAZ6MAIQCFAqgXBLQPBQJq5ph/HBDZABRA3cZAh56q+UREZLWMFbNtZdtyIbx8+RJZWVlwdHTUmO7k5IQjR44gNjYWcXFxCA4Olua5ubmhSZMmiIqKyjOIp6enIz3937vXSUlJ8hwAERFRMSFHzJYlXh/YCUR8pzlNCODMMdXr9dbAyYOAQvm/pBsABPD3CdWrfSjQ8wPN9TPSgdQXgFMJwN6h6GUkIiKrZ1ZVzUuWLImgoCDMmjUL9+/fR1ZWFsLDwxEVFYUHDx4gLi4OAODp6amxnqenpzRPmzlz5sDNzU16VaxYUdbjICIisnZyxGyDx+uYC7mT7ledPKj6V0q6X7HnF2DTin+3t3gmMLwrMLa36t/FM4GYi0UrJxWMzQCIyMKZVeINAOvWrYMQAuXLl4eDgwMWLlyI3r17Q6ksfFEnT56MxMRE6XXnzh0DlpiIiKh4MnTMNni83rK6aOurqZPvueNUT8nVrfTUT87njgUO/pb/Npg4Fo50s6Pb/252dOPNDiKySGZV1RwAqlSpgkOHDiElJQVJSUnw9vZGr169ULlyZXh5eQEA4uPj4e3tLa0THx+PevXq5blNBwcHODiwKhgREZEhGTpmGzReZ6SrkjZD2fNL/vPDFwHlK+VuE/5q+3GFEqj3xr/tyylv6mYCSpt/aySIbFUTgDPHgL4jgdad8t8GEZGZMLsn3mrOzs7w9vbGs2fPsHv3bnTp0gX+/v7w8vJCZGSktFxSUhJOnDiBoKAgE5aWiIio+DLLmJ2UIP8+XrV1teaT7QM7VU/J/z6RO3HU5Sl5cZazmUB2luY89fvwRXzyTUQWw+yeeO/evRtCCFSrVg3Xr1/H+PHjERgYiIEDB0KhUGDUqFGYPXs2AgIC4O/vjylTpsDHxwddu3Y1ddGJiIiKFbON2TEXgB3r5d2HNtfOA8O6/O+NAsD/qqTnlzhqe0pOqloCSpvcn11OShtg7xZ+fkRkEcwu8U5MTMTkyZNx9+5dlCpVCqGhofjss89gZ2cHAJgwYQJSUlIwZMgQJCQkoHnz5ti1a1euXlWJiIhIXmYZs9XVkxWmrtSnw2itTBy1y0jPMbRbPrKzgDNRquXZuzwRmTmzGsfbWIrD+KpERGQ6jDOGoffnGHNBVbXbkiiUwOKtTBxzSnym6khNV19tANw85CsPEVk1Y8VsU98OJiIiIjIMdfVkSyKyVWOC07+cSuheY0GhVC1PRGTmmHgTERGR5ctIB85G5d8mOE8KgxdH910zcczF3kHV83tBN1GUNkD9INYWICKLwMSbiIiILFvMBWDJrH/H19abiVrdMXHMW/vuBd9Eyc4C2nU3TnmIiIqIiTflLeeQKEREROZIPWTXxdOmLon+mDjmLaCWapxuIPeTb/X7viPZMR0RWQyz69WczEDMBVU7OXWPogqlqspX+1AGOCIiMh85x3ouqAdsc6IeJouJY/5ad1INt7Z3i6r38py/Sdp152dHRBaFiTdpUg/DorT590eMyAb+PgGcOab6kdC6k2nLSEREBOg21rPZUTBx1EdATdUrI13VCZ1TCVbNJyKLxMTbXJhDQMn55ODVHzHq9+GLVHef+WOBiIhMSdexns3NrOWAt6+pS2F57B2YcBORRWPibWrmVK1blycHShtVlS8m3kREZEqpLywv6QYAOyaPRETFERNvUzKnat26PjnIzlK1s8pI551nIiIyHfVYz5aWfLu6m7oERERkAuzV3FR0rdYdc9E45dHnyYHIVi1PRERkKuqxnhUW9FOmcnVTl4CIiEzEgqKVGSrKcFvqat35UVfrNgb1kwNdKJSq5XXFYcmIiEgO7btb1hPvG5eB4d2AxTONd2OdiIjMAquaF0ZR22WbY7Vu9ZODv08U3Ma73hu6lcec2q8TEZH1UY/1HL7I1CXRHUcKISIqlvjEW18HdgJzx6mC5qvtsueOBQ7+VvA2zLVad/vuBQ/Jkp2lGgKlIIb4nIiIiArSuhMw5gtTl0I/pmhSRkREJsXEWx+GapctZ7XuolA/OQByV4NXv+87suCn1bp+TmePa1Y/17dKOquwExERAJT3M3UJCscQTcoYC4mILAKrmuvDUMNtyVGt21Bad1KN0713i6qae84q4u2661ZFXJfPCQC+m67adtUaABTA9QuAEIBCAdQLyrtKel5V2Nu+A/j4mXYsdCIiMr6sAuKNuSpKkzI25yIisihMvHWlV7vsYwUH0fbdVcsVtC1dqnUbWkBN1SsjXVXNXZ9EVtfPSU1kq348aEwTqs9GW/u3vduAn5ZpDiEjsv9dHuCPDyKi4uZFsqlLUHjqJmX6JN7mNBwpERHphFXNdaVXu2wBRP6a/zKGqtYtJ3sHwM1Dvx8D+nxOulBX3Y+5oGoz/tMy1fT89sG25ERExYt7aVOXoPD0bVJmbsOREhGRTvjEW1fqdtm6JpW/rFRVoc4vcTZEtW5zo+/npItVXwEP7+u3Ts4fH+XKAzXqGa48RERkXlxcAbdSQOJTU5dEP4VpUmaoZm9ERGRUTLx1pWu7bDVdg15RqnWbI30/J13om3S/6utJqjI17wDUqG/Zny8REWn3dm8gYrGpS6EffZuUmeNwpEREpBOzqmqelZWFKVOmwN/fH05OTqhSpQpmzZoFIYS0jBACU6dOhbe3N5ycnBAcHIyYmBjjFFCX4bbUcgY9XRSmWre50udzMpazx1WduQ3rCiyeySp4RERFZHYxu01noHFrebZtaIVtUmauw5ESEVGBzCrxnjt3LpYuXYrvvvsOly9fxty5czFv3jwsWrRIWmbevHlYuHAhli1bhhMnTsDZ2RkhISFIS0uTv4ABtYDQQbovX1yDXkAtoGJlU5ciD0KVhLP9NxWWsYbu4RBBZObMMmYPmQT0GWH+bb6r1gAmfqV/B2jmOhypOeI1lIjMjFlVNT927Bi6dOmCTp1UgahSpUrYsGED/vrrLwCqO+fffvstPv30U3Tp0gUAsHbtWnh6emLbtm0ICwuTv5BvdgF+WQVAFLhosQ16GenA3ZumLkXe1E8Lwhep2tjr+rTBWpoDUOEYa+geDhFEFsJsY3abt1Wv50lAwhOgREngxmVg2Wfy7E9fCqWqTXph/p7NeThSc8FrKBGZKbN64t20aVNERkbi2rVrAIC///4bR44cQceOHQEAsbGxiIuLQ3BwsLSOm5sbmjRpgqioKOMU0t4BqB+UuyfyVyltVMsVx6Bn6J7N5bT8s4KrncdcUFVPH94NGNtb9S+rqxcvB3aqetX/+0TuoXsMWXvCWPshMgCzj9kurkBqCrBhCbB8jvz705XI1q8p2qt0ac5lquFITY3XUCIyY2b1xHvSpElISkpCYGAgbGxskJWVhc8++wx9+vQBAMTFxQEAPD09Ndbz9PSU5mmTnp6O9PR/A1xSUlLRCmrOY3CbA6cSABTQqVaAqSU8VQXjvMY85VippOvQPfrUnjDlfogMRI6YbdB4re36bS4KM3a3mno40vBFuXs3V7839XCkpsBrKBGZObN64r1p0yZERERg/fr1OH36NNasWYMvv/wSa9asKdJ258yZAzc3N+lVsWLFohXUEsbgNqVbMbCIpDsnbWOecqxUAv4duic/6lEMLGE/RAYiR8w2WLzO7/ptDvRpiqatrXLrTqo24vXe+LfNt7pKdWHajlsDXkOJyMyZ1RPv8ePHY9KkSVK7r9q1a+PWrVuYM2cO+vfvDy8vLwBAfHw8vL29pfXi4+NRr169PLc7efJkjBkzRnqflJRU9OTbVGNwW0I74z1bDDeWt/oGh7Y7+2plvQGPMsC184Xfj7bh3zhWqvky1t+BsYbu4RBBZIHkiNkGi9e6XL/l4O0LxN8zTPvrgtoqW9twpEXBaygRWQCzSrxfvHgBpVLzIbyNjQ2ys1UXUn9/f3h5eSEyMlIK2klJSThx4gQ++uijPLfr4OAABwcZLrD6BL2iBkZL6SxE1+AHAFAAY+cAOyJyJ82v1Qa6Dfj32EQ2sGWV9l7inzwEHj1QdXwXub1w5X41GDOImydj/x0UZuiewnwPjLUfc2OOCYM5lslMyRGzDRKv9YpDBtayI/DT8vyXebUpmrbvnD7NnOwd+F0trtdQIrIoZpV4d+7cGZ999hl8fX1Rs2ZNnDlzBl9//TUGDVIN4aVQKDBq1CjMnj0bAQEB8Pf3x5QpU+Dj44OuXbuaruD5BT1DJAqW1M5Yr47VBODjB0yYr/rhkZSgmuzqrvl5HtgJRCzOezPqJwuR24HgrsC+bYV74p4zGDOImx9T/B2oh+7R5btQlFEMDLEfS0oYzfFGojmWycyZbcw2ZQefMRd0b3+d13euRv1/Y15xbKtcmGuZsa7VRERFYFaJ96JFizBlyhQMGzYMDx8+hI+PD4YOHYqpU6dKy0yYMAEpKSkYMmQIEhIS0Lx5c+zatQuOjo4mLHkeDJEoWFpnIYUNfvYOQBnP3MvkPH5d7Num+rcwP7pylodB3LyY6u/AWEP3FGU/hkwYjZG8m+ONRHMskwUw25h976Z82y7ImShg8ISCm6IV9J1TKACRT18pltDMSd/rSVGuZRxmjYgsgEKI/K7s1ikpKQlubm5ITEyEq6urPDuJuaAa0qIgE7/KP6Asnql7IBk2Rf9yysGQZV48E/j7OJAt89MLbeWxxM/eWpnyXBjqb1mO/eT88Z7XkzVdEkZjjlFujM9SHzKVyShxphgo1Oe4eGbBI4+oVawM3Llh2PbgX20A3DxU/9eWfOr6nSuIQgks3lr4fiXkuslWmOuJIa5l5nh9ISKLYKyYbVa9mlsVfXvX1NZrqbqdmi7jdRZlTFBDM9QYo9LxG6HKoLbycKxU82DqvwNjjWKg734M1eu+Mce9Ncdeh82xTFR46uuFrnoMyd07eFG8WgPK3kGVhOdMbnX5zulC3cxJHzEXVDcmhncDxvZW/bt4puFG5yjM9cRQ1zKOOENEZs6sqppbDb065joGLJoGnDuZ+85wOR/LbGdsqDFGjdlOr2Ll3NM4Vqp5MIf29sYaxUCf/Rii131jVuE3xw4LzbFMVDT6xo3yfqrEOGdHqScPARuX6b9vXaoxG7LjN32bOcndpKKw1xNDjiBiqhFniIh0wMRbDnolCuLfpBvQDIJhH1puO2NDBD992lkX1b1bqrvxr/7wYBA3PXNpb2+soXt02Y+hEkZjDplnDjdQLKFMVDRFuV6oO0oN7grY2OTfqac2utSAMtQNZX3bKhvjJlthridy3PziMGtEZKaYeMtB34Tx1eXUQWvjMtVT138uW2ZnIUUNfrp2lmII+f3wyO84GNjlZ26d5hhr6J789mOIhNHYT3vN5QaKuZeJisZQ14s2nVXnPHxRwd8RfWpAGeqGsr7NnHQd13zratVII/oq7PVEzptfHGaNiMyM3g2aMjMz8c8//8hRFuuhDvxFbcOltFH1bGrp7Yy1tXHTlS7trA0pv7acOY9D7nZypInt7TWpf7zrIq+EsTA/eItC1+ui0gaoH2S8mxvmViYDK5Yx21DXi9adVO2/6wf9+/emUADupQEo/vf+fzWgJn6lWzVtXb9ziv9t3xBtlXXtJwMArp3/d3QQfRT2emKIaxkRkYXQK/E+ePAg/Pz80KZNGwDAyZMn0bdvX1kKZvEMkTBmZ6kSubCPVO+LY2ch+XWWIgddOugyZmdUpMJOczQZImE0xQ9ec7yBYo5lMpBiG7MNeb0IqKkaKWHxVlVv5Yu3AV9GAEu2/e/9VtV8fa49unznhAD6jNDs9E3fJF9N3+rtG5fpfxO5sNeTYnDzi4hITa/Ee9KkSTh8+DBKly4NAHj99ddx5swZWQpm8fIN/Hp87CIbeL1l7l5XCxuALZH6qYPG8SuA2o2BXkMNv7/8nu4ZqvdV0p/W70Ex+jt4VVETRlP84DXHGyjmWCYDKdYx29DXi1drbhWlJpeu37k2b7+S9BciyQf0S4oB1W8UfXvxL8r1RNdrWdN25jN6CxFRIejVxjsrKwtVqlTRmGZvb2/QAlmVvDrmqtPkf8Od6DCEuvrOcHHvLCS/47ez197zeGHl93TPmJ1RUW7F/e8gJ0P0ut++e8HjHRv6aa85dlhojmUygGIfsw19vTDkdUef71xR2yqrk2Jde1PPzi5cvw6FvZ7kdy2T2sMrgO+m6zYmOBGRmdIr8XZ0dMTz58+h+F/bo/Pnz8PJyUmWglmNvAL/4pmF6/yluHcWou348/oB414KePZYv+3n1+EOhx4yH8X970CtqAmjqYbMM8cbKOZYpiJizP6fol4vYi6obrqqr/+GSv6M+Z3TJSnOqTC9+BfleqLtWgaF6l+lUnUzQF0uQw1/RkRkZHol3lOmTEH79u1x79499O3bF/v27cP69evlKpt1eTXwm+JJkzV79QfMvZvA15P1305+nzmHHiJzVNQf76Z82muON1DMsUyFxJhtAHKPfQ0Y5zsXUEvVX8zGpbotX9h+HYpyPcl5Lbt4Glg8QzU9+5W4a6jhz+RgRTfuiMjw9Eq827dvj4CAAOzatQtCCMyYMSNXNTbSkameNFk79Q+Y8EWqduBCh+r8gG6fOYceInNWlB/vVvi0lxizi8wYY18bU3AXIPoIEHM+/+WKOjSjIYYSPbbXspp1yVUrgoisit7jePv7++Ojjz6SoyzFj5W2KzS5jHTV56lLG3pAlaDr8pmb23jSRIZmRU97SYUxuwissU+P7v1Vo3Lkx1C17Qp7PbG0Zl3GqBVBRFZBr8Tb399faiuW040bNwxWoGKHT5oML/UFdE66AdVTcV2fjLOJABFZCMbsIrC05E9XllDbzpKadVlbrQgikpVeiffOnTul/6elpWHdunXSMCVURHzSZDg2hRjvW9c705bwo0VOvEFEZDEYs4vAkpI/fZl7bTtLatZljbUiiEg2eiXeNWtqXjQaNmyIpk2bYsqUKQYtFFGRZBViSDF97kyb+48WObD9GpHFYcwuAktK/grDnGvbWUqzLmutFUFEstG7jXdOT548QVxcnKHKQlQ4r/5wcCqhX8dqOel6Z9qcf7QYGtuvEVkFxmw9WEryV1TmWtvOEpp1WXOtCCKShV6Jd/369aX2YllZWbh16xYmTJggS8GICpTfU9h6QcDZKP2Tb33vTJvrjxZDYfs1IovFmF1ElpD8WStjNOsq6o1za68VQUQGp1fi/e233/67oq0tKleuDG9vb0OXiahgBT2FbR9auCfe6u3wzrQK268RWSzG7CIq7n16mJpczboM1XSquNSKICKD0SvxbtWqlVzlINKdLk9h9/yiCqJ7fik4cXwV70yrsP0akUVjzDaA4tinhzkxdLMuQzedYq0IItKDTol3mzZttA5JorZ//36DFYioQLo+hX0cB0z8SvMHU0F4Z/pfbL9GZJEYsw2sOPXpYa4M0axLjqZTrBVBRHpQ6rLQuHHjMHbsWDRo0AAAMGjQILz//vtQKpVo2LChQQtUqVIlKBSKXK/hw4cDUA2JMnz4cJQuXRouLi4IDQ1FfHy8QctAZkz9FLagJ9jqp7B+VYFhU4DFW4ER0wrePu9M/0vdfk0XrCVAZDaMFbOLXby2dwDcPJh0Wyr1Tfv8qJtO6aN1J9VN/npv/Bsz1bUiJn7FzkeJSKIQQveGsG+88QaOHDkCW1vVg/KMjAy0bNkSx48fN1iBHj16hKwcw0FduHAB7dq1w4EDB9C6dWt89NFH+O2337B69Wq4ublhxIgRUCqVOHr0qM77SEpKgpubGxITE+Hq6mqwspMRJD4DxvbWffmvNqh+KKkd/K3gO9MMkv9aPFP39mvDOEQRkZo5xBm5YzbjNVmMjHRgeDfdO0JbvLVwN1hYK4LIIhkr1ujVxvvp06ca1deUSiWePn1q0AKVLVtW4/0XX3yBKlWqoFWrVkhMTMTKlSuxfv16tG3bFgCwatUqVK9eHcePH8cbb7xh0LKQGSpqL6Jsr6cftl8jslhyx2zGa7IYxmo6Ze0jnRBRkeiVeAcHB6NDhw7o168fACA8PBzt2rWTpWCA6u58eHg4xowZA4VCgejoaGRmZiI4OFhaJjAwEL6+voiKimIgLw4M0Yso2+vpju3XiCyWMWM24zWZNQ79RURmQK/Ee+HChVi+fDm2bdsGAOjatSs++OADOcoFANi2bRsSEhIwYMAAAEBcXBzs7e3h7u6usZynpyfi4uLy3E56ejrS09Ol90lJSXIUl4zFUE9heWdaN6wlQGSRjBmzrSpe86as9eHQX0RkBvRKvG1tbTF8+HCp4xS5rVy5Eh07doSPj0+RtjNnzhzMmDHDQKUik+NTWONjLQEii2PMmG0V8dpQ4zuTeWLTKSIyMZ0S76+++gpjx47F6NGjtQ5R8vXXXxu8YLdu3cK+ffuwZcu/vUt6eXkhIyMDCQkJGnfR4+Pj4eXllee2Jk+ejDFjxkjvk5KSULFiRYOXmYyIT2FNg7UEiMyesWO2VcRrQ4/vTOaHN+2JyMR0SrxdXFwAIFeVMTmtWrUK5cqVQ6dO/wa6hg0bws7ODpGRkQgNDQUAXL16Fbdv30ZQUFCe23JwcICDA5MFq8OnsEREuRg7Zlt8vJZjfGcyT7xpT0QmpNdwYsaSnZ0Nf39/9O7dG1988YXGvI8++gi///47Vq9eDVdXV4wcORIAcOxYAdWHcuDwJEREJKfiEmesIl5z2MTiiTftieh/jBWzlfosPHXqVCQkJEAIgU6dOqFMmTL45ZdfDF6offv24fbt2xg0aFCued988w3efvtthIaGomXLlvDy8tKo3kZERETGidkWH68z0lVtuvNLugHV/DNRquXJOtg7AG4eTLqJyGj0Sry3b98Od3d37Nu3D7a2tjh69Chmz55t8EK1b98eQgi89tprueY5Ojpi8eLFePr0KVJSUrBly5Z824sREREVR8aI2RYfrwszvjMREVEh6JV4K5WqxQ8dOoQePXqgWrVqWjtuISIiItNizNaBenxnXXB8ZyIiKgK9Em9nZ2fMnTsXGzduRLt27SCEQEZGhlxlIyIiokJizNaBenxnpU3+yyltgPpBrJZMRESFplfivXr1ajx48ADz5s2Dp6cn/vnnH/Tt21eushEREVEhMWbrqH133dp4c3xnIiIqAr17Nc/MzMTt27dRpUoVucoku+LS2ywREZmGucQZS4/ZRvscD/5W8PjOHMebjIm9rhMZjVn2an7w4EH4+fmhTZs2AICTJ0/y7jkREZEZYszWQ+tOwMSvVNXO1W2+1eM7T/yKSTcZT8wF1RB3w7sBY3ur/l08E4i5aOqSEVER2eqz8KRJk3D48GG8++67AIDXX38dZ86ckaVgREREVHiM2XoKqKl68UkjmcqBnUDEd6qaFure9kW2apz5M8dY84LIwun1xDsrKytXdTV7e3uDFoiIiIiKjjG7kDi+M5lCzAVV0g3k7nNA/T58EZ98E1kwvRJvR0dHPH/+XBqO5Pz583BycpKlYERERFR4jNlEFmTPFt1619+7xTjlISKD06uq+ZQpU9C+fXvcu3cPffv2xb59+7B+/Xq5ykZERESFxJhNZCEy0oGzx/+tXp6X7CzgTJRqedbIILI4OifeQgjUrl0bERER2LVrF4QQmDFjhsX2lEpERGStGLOJLEjqi4KTbjWRrVqeiTeRxdHriXe7du1w4cIFfPTRR3KVh4iIiAyAMZvIQjiVUPWir0vyrVCqlicii6NzG2+FQoEKFSrg8ePHcpaHiIiIiogxm8iC2Duohq7TpY13/SA+7SayUHo98XZxcUG9evXw1ltvwcXFRZr+9ddfG7xgREREVHiM2UQWpH131ZBh+cnOAtp1N055iMjg9Eq8a9eujdq1a8tVFiIiIjIQxmwiCxJQSzVOd/gi1ZPtnEOKqd/3Hakaa56ILJJCCCFMXQhjS0pKgpubGxITE+Hq6mrq4hARkZVhnDEMfo5U7MRcVA0ZdiZK1eZboVRVL2/XnUk3kUyMFWv0euJNREREREQyCaipemWkq3ovdyrBNt1EVoKJNxERERGRObF3YMJNZGV07tWciIiIiIiIiPSnc+KdlZWFGjVqyFkWIiIiMgDGbCIiIvOic+JtY2ODsmXL4sWLF3KWh4iIiIqIMZuIiMi86FXVvGrVqmjWrBk+//xzLFy4UHoZ0r1799C3b1+ULl0aTk5OqF27Nk6dOiXNF0Jg6tSp8Pb2hpOTE4KDgxETE2PQMhAREVk6xmwiIiLzoVfnatnZ2ahXr55G0FQoFAYrzLNnz9CsWTO0adMGf/zxB8qWLYuYmBh4eHhIy8ybNw8LFy7EmjVr4O/vjylTpiAkJASXLl2Co6OjwcpCRERkyRiziYiIzIdZjeM9adIkHD16FIcPH9Y6XwgBHx8fjB07FuPGjQMAJCYmwtPTE6tXr0ZYWJhO++G4oEREJKfiEGeMEbOLw+dIRESmZaxYo1dV88TERIwYMQKdO3cGAFy6dAkbNmwwWGF+/fVXNGrUCD169EC5cuVQv359rFixQpofGxuLuLg4BAcHS9Pc3NzQpEkTREVFGawcRERElo4xm4iIyHzolXgPHToUXl5eiI2NBQD4+/tj7ty5BivMjRs3sHTpUgQEBGD37t346KOP8PHHH2PNmjUAgLi4OACAp6enxnqenp7SPG3S09ORlJSk8SIiIrJmlhizGa+JiMha6ZV4X7t2DZ9++ins7OwAAE5OTjBkTfXs7Gw0aNAAn3/+OerXr48hQ4bggw8+wLJly4q03Tlz5sDNzU16VaxY0UAlJiIiMk+WGLMZr4mIyFrplXjb29trvE9NTTVoEPf29s417mj16tVx+/ZtAICXlxcAID4+XmOZ+Ph4aZ42kydPRmJiovS6c+eOwcpMRERkjiwxZjNeExGRtdIr8W7Tpg0+++wzpKWlYd++fXj33XfRvXt3gxWmWbNmuHr1qsa0a9euwc/PD4CqmpyXlxciIyOl+UlJSThx4gSCgoLy3K6DgwNcXV01XkRERNbMEmM24zUREVkrvRLvWbNmQalUwtXVFf/973/RrFkzTJkyxWCFGT16NI4fP47PP/8c169fx/r16/H9999j+PDhAFTDoIwaNQqzZ8/Gr7/+ivPnz6Nfv37w8fFB165dDVYOIiIiS8eYTUREZD7MajgxANi5cycmT56MmJgY+Pv7Y8yYMfjggw+k+UIITJs2Dd9//z0SEhLQvHlzLFmyBK+99prO++DwJEREJKfiEmfkjtnF5XMkIiLTMVas0SvxfvbsGSZPnox9+/ZBoVCgXbt2+Oyzz+Dh4SFbAeXAQE5ERHIyhzhjDTHbHD5HIiKybmY5jveAAQNgY2ODX375BT///DNsbGwwYMAAmYpGREREhcWYTUREZD5s9Vn42rVr2L59u/R+0aJFqF69usELRUREREXDmE1ERGQ+9Hri7ePjg0ePHknvHz16hPLlyxu8UERERFQ0jNlERETmQ68n3h4eHqhduzY6deoEAPj999/RokULjBkzBgDw9ddfG76EREREpDfGbCIiIvOhV+Jdu3Zt1K5dW3r/4YcfGrxAREREVHSM2URERObD7IYTMwb2kkpERHJinDEMfo5ERCQ3s+zVnIiIiIiIiIj0w8SbiIiIiIiISEY6Jd4pKSlyl4OIiIgMgDGbiIjI/OiUeLdo0ULuchBZpox0IPGZ6l8iIjPAmE1ERGR+dOrVvBj2v0aUv5gLwJ4twNnjgMgGFEqg3htA+1AgoKapS0dExRhjNhERkfnRKfFOS0vD+fPn8wzmderUMWihiMzagZ1AxHeA0kaVdAOqf/8+AZw5BvQdCbTuZNoyElGxxZhNRERkfnRKvG/cuIEuXbpoDeIKhQI3btwweMGIzFLMBVXSDQDZWZrz1O/DFwHlK/HJNxGZBGM2ERGR+dEp8a5RowbOnDkjd1mIzN+eLaon3a8m3TkpbYC9W5h4E5FJMGYTERGZH506V1MoFHKXg8j8ZaSr2nTnl3QDqvlnotjhGhGZBGM2ERGR+dEp8W7YsKHc5SAyf6kv/m3TXRCRrVqeiMjIGLOJiIjMj05VzVesWIHk5GSEh4fj4sWLAIBatWqhT58+KFmypKwFJDIbTiVUvZfrknwrlKrlTSkjXZX8O5UA7B1MWxYiMhrGbCIiIvOj0xPve/fuoVatWli3bh1sbW1hY2ODtWvXolatWrh3757cZSQyD/YOqiHDlDb5L6e0AeoHmS7ZjbkALJ4JDO8GjO2t+nfxTCDmomnKQ0RGxZhNRERkfhRChwE/hw4dCi8vL8yYMUNj+owZM3Dv3j18//33shVQDklJSXBzc0NiYiJcXV1NXRyyJDEXgLnjCl5u4le6d65myCfTOYc6y9kWXf2eQ50RGYUp44w1xWzGayIikpuxYo1OVc0PHz6Mc+fO5Zr+3//+l+OBUvESUEuVvIYvyj+51SXpjrmg6iX97HFV9XWFUvVEvX1o4XpE51BnRATGbCIiInOkU1VzW1tb2NrmztHt7Oy0Ti+s6dOnQ6FQaLwCAwOl+WlpaRg+fDhKly4NFxcXhIaGIj4+3mD7J9JJ606qJ9r13lAly8C/SfPEr3R7onxgp+rJ+d8n/m0zLrJV7+eOBQ7+pn+51EOd5Uc91BkRWS3GbCIiIvOjUwTOL1Db2dkZrDAAULNmTezbt0/rvkePHo3ffvsNmzdvhpubG0aMGIHu3bvj6NGjBi0DUYECaqpehakmLseTafVQZwV1/JZzqDN2uEZklRiziYiIzI9Oife5c+dQqlSpXNOFEHj+/LlhC2RrCy8vr1zTExMTsXLlSqxfvx5t27YFAKxatQrVq1fH8ePH8cYbbxi0HEQ6sXfQP4FVP5nObzxw9ZNpXRPvwgx1xsSbyCoxZhMREZkfnRLvf/75R+5ySGJiYuDj4wNHR0cEBQVhzpw58PX1RXR0NDIzMxEcHCwtGxgYCF9fX0RFReUbxNPT05Geni69T0pKkvUYiPIk15NpSxvqjIhkY8kxm/GaiIislU6Jt5+fn/T/x48fAwDKlClj8MI0adIEq1evRrVq1fDgwQPMmDEDLVq0wIULFxAXFwd7e3u4u7trrOPp6Ym4uLh8tztnzpxcvbsSmYRcT6bVQ539faLgJ+n13uDTbiIrZskxm/GaiIislU6dqwHAt99+Cy8vL3h6esLT0xPe3t5YsGCBQQvTsWNH9OjRA3Xq1EFISAh+//13JCQkYNOmTUXa7uTJk5GYmCi97ty5Y6ASU7GSkQ4kPlP9W1jqJ9O60PfJdPvu+SfdgGp+u+66b5OILJKlxmzGayIislY6PfEODw/HsmXLsGbNGjRp0gRCCPz1118YPXo0ypQpgz59+shSOHd3d7z22mu4fv062rVrh4yMDCQkJGjcQY+Pj9faviwnBwcHODjwCR8VkiGH/ZLzybQhhzojIotlyTGb8ZqIiKyVTo/evv/+e/z0008ICQmBu7s7PDw8EBISgo0bN2L58uWyFe758+f4559/4O3tjYYNG8LOzg6RkZHS/KtXr+L27dsICgqSrQxUzMkx7JecT6YNMdQZEVk0xmwiIiLzo9MT77i4ONStWzfX9Dp16hh0TM5x48ahc+fO8PPzw/379zFt2jTY2Nigd+/ecHNzw/vvv48xY8agVKlScHV1xciRIxEUFMTeUUkecgz7Bcj/ZLooQ50RkcVjzCYiIjI/OiXeJUuWzHOes7OzwQpz9+5d9O7dG0+ePEHZsmXRvHlzHD9+HGXLlgUAfPPNN1AqlQgNDUV6ejpCQkKwZMkSg+2fSIMcw36pte6kStj3blH1Xp6zCnu77oapDl6Yoc6IyOIxZhMREZkfhRBCFLRQhQoVMGHCBK3z5s+fb3GdnyQlJcHNzQ2JiYlwdXU1dXHIHGWkA8O76T481+KthU9y+WSayOqYMs5YU8xmvCYiIrkZK9bo9MS7Xbt2OHPmjNZ5OcfoJLIacg37pQ2fTBORATFmExERmR+dEu9Vq1blOe/+/fsGKwyR2VAP+6XrE299hv0iIpIRYzYREZH50Xkc77ywkxSySuphv5Q2+S+ntAHqB/GJNRFZBMZsIiIi0yhy4q1DE3EiyyTnsF9ERCbAmE1ERGQaRU68FQqFIcpBZH7Uw34BuZ98q98XZdgvIiIjY8wmIiIyDZ3aeJ87dy7PeZmZmQYrDJHZMcawX0REBsSYTUREZH50Sry7dOmS5zwnJyeDFYbILAXUVL047BcRWQDGbCIiIvOjU+IdGxsrdzmIzB+H/SIiC8CYTUREZH50Srxzun37Nv78808oFAq0bNkSFStWlKNcREREVESM2UREROZBr87V1q9fj/r16+OXX37Bzz//jAYNGmDjxo1ylY2IiIgKiTGbiIjIfOj1xHvmzJk4deoU/P39AQA3b95Ehw4dEBYWJkvhiIiIqHAYs4mIiMyHXk+8S5QoIQVwAKhUqRJKlChh8EIRERFR0TBmExERmQ+9Eu9OnTph+vTpuHv3Lu7cuYOZM2eic+fOSEpKQlJSklxlJCIiIj0xZhMREZkPhRBC6LqwUpl3nq5QKJCVlWWQQsktKSkJbm5uSExMhKurq6mLQ0REVsYc4ow1xGxz+ByJiMi6GSvW6NXGOzs7W65yEBERkQExZhMREZkPvaqaExEREREREZF+mHgTERERERERyYiJNxEREREREZGMmHgTERERERERyYiJNxEREREREZGMzDrx/uKLL6BQKDBq1ChpWlpaGoYPH47SpUvDxcUFoaGhiI+PN10hiYiIiDGbiIgoH2abeJ88eRLLly9HnTp1NKaPHj0aO3bswObNm3Ho0CHcv38f3bt3N1EpiYiIiDGbiIgof2aZeD9//hx9+vTBihUr4OHhIU1PTEzEypUr8fXXX6Nt27Zo2LAhVq1ahWPHjuH48eMmLDEREVHxxJhNRERUMLNMvIcPH45OnTohODhYY3p0dDQyMzM1pgcGBsLX1xdRUVF5bi89PR1JSUkaLyIiIio6Q8ZsxmsiIrJWtqYuwKs2btyI06dP4+TJk7nmxcXFwd7eHu7u7hrTPT09ERcXl+c258yZgxkzZhi6qERERMWaoWM24zUREVkrs3rifefOHXzyySeIiIiAo6OjwbY7efJkJCYmSq87d+4YbNtERETFkRwxm/GaiIislVkl3tHR0Xj48CEaNGgAW1tb2Nra4tChQ1i4cCFsbW3h6emJjIwMJCQkaKwXHx8PLy+vPLfr4OAAV1dXjRcREREVnhwxm/GaiIislVlVNX/zzTdx/vx5jWkDBw5EYGAgJk6ciIoVK8LOzg6RkZEIDQ0FAFy9ehW3b99GUFCQKYpMRERULDFmExER6c6sEu+SJUuiVq1aGtOcnZ1RunRpafr777+PMWPGoFSpUnB1dcXIkSMRFBSEN954wxRFJiIiKpYYs4mIiHRnVom3Lr755hsolUqEhoYiPT0dISEhWLJkiamLRURERK9gzCYiIlJRCCGEqQthbElJSXBzc0NiYiLbjxERkcExzhgGP0ciIpKbsWKNWXWuRkRERERERGRtmHgTERERERERyYiJNxEREREREZGMmHgTERERERERyYiJNxEREREREZGMmHgTERERERERyYiJNxEREREREZGMmHgTERERERERyYiJNxEREREREZGMmHgTERERERERyYiJNxEREREREZGMmHgTERERERERyYiJNxEREREREZGMmHgTERERERERyYiJNxEREREREZGMmHgTERERERERyYiJNxEREREREZGMmHgTERERERERyYiJNxEREREREZGMzCrxXrp0KerUqQNXV1e4uroiKCgIf/zxhzQ/LS0Nw4cPR+nSpeHi4oLQ0FDEx8ebsMRERETFE2M2ERGR7swq8a5QoQK++OILREdH49SpU2jbti26dOmCixcvAgBGjx6NHTt2YPPmzTh06BDu37+P7t27m7jURERExQ9jNhERke4UQghh6kLkp1SpUpg/fz7effddlC1bFuvXr8e7774LALhy5QqqV6+OqKgovPHGGzpvMykpCW5ubkhMTISrq6tcRSciomKquMYZQ8fs4vo5EhGR8Rgr1pjVE++csrKysHHjRqSkpCAoKAjR0dHIzMxEcHCwtExgYCB8fX0RFRVlwpISEREVb4zZRERE+bM1dQFedf78eQQFBSEtLQ0uLi7YunUratSogbNnz8Le3h7u7u4ay3t6eiIuLi7fbaanpyM9PV16n5SUJEfRiYiIihVDx2zGayIislZm98S7WrVqOHv2LE6cOIGPPvoI/fv3x6VLl4q0zTlz5sDNzU16VaxY0UClJSIiKr4MHbMZr4mIyFqZXeJtb2+PqlWromHDhpgzZw7q1q2LBQsWwMvLCxkZGUhISNBYPj4+Hl5eXvluc/LkyUhMTJRed+7ckfEIiIiIigdDx2zGayIislZml3i/Kjs7G+np6WjYsCHs7OwQGRkpzbt69Spu376NoKCgfLfh4OAgDXeifhEREZFhFTVmM14TEZG1Mqs23pMnT0bHjh3h6+uL5ORkrF+/HgcPHsTu3bvh5uaG999/H2PGjEGpUqXg6uqKkSNHIigoSK8ezYmIiKjoGLOJiIh0Z1aJ98OHD9GvXz88ePAAbm5uqFOnDnbv3o127doBAL755hsolUqEhoYiPT0dISEhWLJkiYlLTUREVPwwZhMREenO7MfxlgPHBSUiIjkxzhgGP0ciIpJbsR/Hm4iIiIiIiMgaMPEmIiIiIiIikhETbyIiIiIiIiIZMfEmIiIiIiIikhETbyIiIiIiIiIZMfEmIiIiIiIikhETbyIiIiIiIiIZMfEmIiIiIiIikhETbyIiIiIiIiIZMfEmIiIiIiIikhETbyIiIiIiIiIZMfEmIiIiIiIikhETbyIiIiIiIiIZMfEmIiIiIiIikhETbyIiIiIiIiIZMfEmIiIiIiIikhETbyIiIiIiIiIZMfEmIiIiIiIikhETbyIiIiIiIiIZMfEmIiIiIiIikpFZJd5z5szB66+/jpIlS6JcuXLo2rUrrl69qrFMWloahg8fjtKlS8PFxQWhoaGIj483UYmJiIiKJ8ZsIiIi3ZlV4n3o0CEMHz4cx48fx969e5GZmYn27dsjJSVFWmb06NHYsWMHNm/ejEOHDuH+/fvo3r27CUtNRERU/DBmExER6U4hhBCmLkReHj16hHLlyuHQoUNo2bIlEhMTUbZsWaxfvx7vvvsuAODKlSuoXr06oqKi8MYbb+i03aSkJLi5uSExMRGurq5yHgIRERVDxTHOyBGzi+PnSERExmWsWGNWT7xflZiYCAAoVaoUACA6OhqZmZkIDg6WlgkMDISvry+ioqJMUkYiIiJizCYiIsqPrakLkJfs7GyMGjUKzZo1Q61atQAAcXFxsLe3h7u7u8aynp6eiIuLy3Nb6enpSE9Pl96rfxwkJSUZvuBERFTsqeOLGVcqMyhDxWzGayIiMjZjxWyzTbyHDx+OCxcu4MiRI0Xe1pw5czBjxoxc0ytWrFjkbRMREeUlOTkZbm5upi6G7AwVsxmviYjIVJ48eSJrzDbLxHvEiBHYuXMn/vzzT1SoUEGa7uXlhYyMDCQkJGjcQY+Pj4eXl1ee25s8eTLGjBkjvc/OzsbTp09hZ2cHX19f3Llzx6rajiUlJaFixYpWd1yA9R6btR4XYL3HZq3HBVjvsRnzuIQQSE5Oho+Pj6z7MQeGjNmvxuuEhAT4+fnh9u3bFn8Dw9r+rqzpeHgs5suajofHYr4SExPh6+srNZWSi1kl3kIIjBw5Elu3bsXBgwfh7++vMb9hw4aws7NDZGQkQkNDAQBXr17F7du3ERQUlOd2HRwc4ODgoDHN3d1dqlbg6upqFV+aV1nrcQHWe2zWelyA9R6btR4XYL3HZqzjsvREsSByxGxt8RpQfZbW8l20tr8razoeHov5sqbj4bGYL6VS3u7PzCrxHj58ONavX4/t27ejZMmSUhswNzc3ODk5wc3NDe+//z7GjBmDUqVKwdXVFSNHjkRQUJDOPZoTERFR0TFmExER6c6sEu+lS5cCAFq3bq0xfdWqVRgwYAAA4JtvvoFSqURoaCjS09MREhKCJUuWGLmkRERExRtjNhERke7MKvHWpSc5R0dHLF68GIsXLy7y/hwcHDBt2jSt1dosmbUeF2C9x2atxwVY77FZ63EB1nts1npcpmKMmG1N58yajgWwruPhsZgvazoeHov5MtbxKERxGeuEiIiIiIiIyATkbUFOREREREREVMwx8SYiIiIiIiKSERNvIiIiIiIiIhkVi8T7zz//ROfOneHj4wOFQoFt27ZpzBdCYOrUqfD29oaTkxOCg4MRExNjmsLqYc6cOXj99ddRsmRJlCtXDl27dsXVq1c1lklLS8Pw4cNRunRpuLi4IDQ0FPHx8SYqsW6WLl2KOnXqSGMDBgUF4Y8//pDmW+IxafPFF19AoVBg1KhR0jRLPbbp06dDoVBovAIDA6X5lnpcAHDv3j307dsXpUuXhpOTE2rXro1Tp05J8y31+lGpUqVc50yhUGD48OEALPecZWVlYcqUKfD394eTkxOqVKmCWbNmaXQEZqnnzFotXrwYlSpVgqOjI5o0aYK//vor3+U3b96MwMBAODo6onbt2vj999+NVNL86RKTX7V69epcf4OOjo5GKnHeCrqma2Ou56Wga92rzO2cyPUbVt+/O0PI71gyMzMxceJE1K5dG87OzvDx8UG/fv1w//79fLdZmO+qIRR0XgYMGJCrXB06dChwu6Y4L0DBx6Ptb0ihUGD+/Pl5btMU50au3MhQvxuKReKdkpKCunXr5tmr6rx587Bw4UIsW7YMJ06cgLOzM0JCQpCWlmbkkurn0KFDGD58OI4fP469e/ciMzMT7du3R0pKirTM6NGjsWPHDmzevBmHDh3C/fv30b17dxOWumAVKlTAF198gejoaJw6dQpt27ZFly5dcPHiRQCWeUyvOnnyJJYvX446depoTLfkY6tZsyYePHggvY4cOSLNs9TjevbsGZo1awY7Ozv88ccfuHTpEr766it4eHhIy1jq9ePkyZMa52vv3r0AgB49egCw3HM2d+5cLF26FN999x0uX76MuXPnYt68eVi0aJG0jKWeM2v0008/YcyYMZg2bRpOnz6NunXrIiQkBA8fPtS6/LFjx9C7d2+8//77OHPmDLp27YquXbviwoULRi55brrEZG1cXV01/hZv3bplpBLnL79r+qvM+bwUdK3TxpzOiRy/YfX9uzOU/I7lxYsXOH36NKZMmYLTp09jy5YtuHr1Kt55550Ct6vPd9VQCjovANChQweNcm3YsCHfbZrqvAAFH0/O43jw4AF+/PFHKBQKhIaG5rtdY58buXIjg/1uEMUMALF161bpfXZ2tvDy8hLz58+XpiUkJAgHBwexYcMGE5Sw8B4+fCgAiEOHDgkhVMdhZ2cnNm/eLC1z+fJlAUBERUWZqpiF4uHhIX744QerOKbk5GQREBAg9u7dK1q1aiU++eQTIYRln69p06aJunXrap1nycc1ceJE0bx58zznW9P145NPPhFVqlQR2dnZFn3OOnXqJAYNGqQxrXv37qJPnz5CCOs6Z9agcePGYvjw4dL7rKws4ePjI+bMmaN1+Z49e4pOnTppTGvSpIkYOnSorOUsjFdjsjarVq0Sbm5uxiuUjvK7pmtjSecl57VOG3M9J0IY7jesvn93cnj1WLT566+/BABx69atPJfR97sqB23H0r9/f9GlSxe9tmMO50UI3c5Nly5dRNu2bfNdxhzOjSFyI0P+bigWT7zzExsbi7i4OAQHB0vT3Nzc0KRJE0RFRZmwZPpLTEwEAJQqVQoAEB0djczMTI1jCwwMhK+vr8UcW1ZWFjZu3IiUlBQEBQVZxTENHz4cnTp10jgGwPLPV0xMDHx8fFC5cmX06dMHt2/fBmDZx/Xrr7+iUaNG6NGjB8qVK4f69etjxYoV0nxruX5kZGQgPDwcgwYNgkKhsOhz1rRpU0RGRuLatWsAgL///htHjhxBx44dAVjPObMGGRkZiI6O1jgXSqUSwcHBeZ6LqKioXNfOkJAQszx3r8bkvDx//hx+fn6oWLGiRu0uU8vrmq6NpZyXV691eTHXc/KqwlzPCvN3ZyqJiYlQKBRwd3fPdzl9vqvGdPDgQZQrVw7VqlXDRx99hCdPnuS5rCWdl/j4ePz22294//33C1zW1OfGELmRIX83FPvEOy4uDgDg6empMd3T01OaZwmys7MxatQoNGvWDLVq1QKgOjZ7e/tcFyxLOLbz58/DxcUFDg4O+PDDD7F161bUqFHDoo8JADZu3IjTp09jzpw5ueZZ8rE1adIEq1evxq5du7B06VLExsaiRYsWSE5OtujjunHjBpYuXYqAgADs3r0bH330ET7++GOsWbMGgPVcP7Zt24aEhAQMGDAAgGV/FydNmoSwsDAEBgbCzs4O9evXx6hRo9CnTx8A1nPOrMHjx4+RlZWl17mIi4uziHOnLSZrU61aNfz444/Yvn07wsPDkZ2djaZNm+Lu3btGLG1u+V3TtbGU8/LqtU4bcz0n2hTmelaYvztTSEtLw8SJE9G7d2+4urrmuZy+31Vj6dChA9auXYvIyEjMnTsXhw4dQseOHZGVlaV1eUs5LwCwZs0alCxZssDq2aY+N4bKjQz5u8FWr6XJbA0fPhwXLlwwSrsWY6hWrRrOnj2LxMRE/Pzzz+jfvz8OHTpk6mIVyZ07d/DJJ59g7969ZtF5jiGpnyYCQJ06ddCkSRP4+flh06ZNcHJyMmHJiiY7OxuNGjXC559/DgCoX78+Lly4gGXLlqF///4mLp3hrFy5Eh07doSPj4+pi1JkmzZtQkREBNavX4+aNWvi7NmzGDVqFHx8fKzqnJF50zUmBwUFISgoSHrftGlTVK9eHcuXL8esWbPkLmae8rum6/KUy1zpcq0z13NSnGRmZqJnz54QQmDp0qX5Lmuu39WwsDDp/7Vr10adOnVQpUoVHDx4EG+++abJymUIP/74I/r06VPgb1lTnxtzzI2K/RNvLy8vAMjVm118fLw0z9yNGDECO3fuxIEDB1ChQgVpupeXFzIyMpCQkKCxvCUcm729PapWrYqGDRtizpw5qFu3LhYsWGDRxxQdHY2HDx+iQYMGsLW1ha2tLQ4dOoSFCxfC1tYWnp6eFntsr3J3d8drr72G69evW/Q58/b2Ro0aNTSmVa9eXaoqZQ3Xj1u3bmHfvn0YPHiwNM2Sz9n48eOlp961a9fGe++9h9GjR0u1TKzhnFmLMmXKwMbGRq9z4eXlZfbnLq+YrAt1LY3r16/LVLrCyXlN18YSzou2a50uzPWcAIW7nhXm786Y1En3rVu3sHfv3nyfdmtT0HfVVCpXrowyZcrkWS5zPy9qhw8fxtWrV/X+OwKMe24MmRsZ8ndDsU+8/f394eXlhcjISGlaUlISTpw4oXHH0xwJITBixAhs3boV+/fvh7+/v8b8hg0bws7OTuPYrl69itu3b5v9sb0qOzsb6enpFn1Mb775Js6fP4+zZ89Kr0aNGqFPnz7S/y312F71/Plz/PPPP/D29rboc9asWbNcw1Bcu3YNfn5+ACz7+qG2atUqlCtXDp06dZKmWfI5e/HiBZRKzdBmY2OD7OxsANZxzqyFvb09GjZsqHEusrOzERkZmee5CAoK0lgeAPbu3WsW566gmKyLrKwsnD9/Ht7e3jKUsPByXtO1MefzoqbtWqcLcz0nQOGuZ4X5uzMWddIdExODffv2oXTp0npvo6DvqqncvXsXT548ybNc5nxeclq5ciUaNmyIunXr6r2uMc6NHLmRQX836Nk5nEVKTk4WZ86cEWfOnBEAxNdffy3OnDkj9ZL4xRdfCHd3d7F9+3Zx7tw50aVLF+Hv7y9SU1NNXPL8ffTRR8LNzU0cPHhQPHjwQHq9ePFCWubDDz8Uvr6+Yv/+/eLUqVMiKChIBAUFmbDUBZs0aZI4dOiQiI2NFefOnROTJk0SCoVC7NmzRwhhmceUl5y9mgthucc2duxYcfDgQREbGyuOHj0qgoODRZkyZcTDhw+FEJZ7XH/99ZewtbUVn332mYiJiRERERGiRIkSIjw8XFrGUq8fQqh6TPX19RUTJ07MNc9Sz1n//v1F+fLlxc6dO0VsbKzYsmWLKFOmjJgwYYK0jCWfM2uzceNG4eDgIFavXi0uXbokhgwZItzd3UVcXJwQQoj33ntPTJo0SVr+6NGjwtbWVnz55Zfi8uXLYtq0acLOzk6cP3/eVIcg0SUmv3o8M2bMELt37xb//POPiI6OFmFhYcLR0VFcvHjRFIcgKeiabknnRYj8r3Xmfk4M8Ru2bdu2YtGiRdL7gv7uTHEsGRkZ4p133hEVKlQQZ8+e1fgbSk9Pz/NYCvqumuJYkpOTxbhx40RUVJSIjY0V+/btEw0aNBABAQEiLS0tz2Mx1Xkp6HjUEhMTRYkSJcTSpUu1bsMczo2hcqNq1aqJLVu2SO8N9buhWCTeBw4cEAByvfr37y+EUHUTP2XKFOHp6SkcHBzEm2++Ka5evWraQutA2zEBEKtWrZKWSU1NFcOGDRMeHh6iRIkSolu3buLBgwemK7QOBg0aJPz8/IS9vb0oW7asePPNN6WkWwjLPKa8vJp4W+qx9erVS3h7ewt7e3tRvnx50atXL3H9+nVpvqUelxBC7NixQ9SqVUs4ODiIwMBA8f3332vMt9TrhxBC7N69WwDQWl5LPWdJSUnik08+Eb6+vsLR0VFUrlxZ/N///Z/GDzdLPmfWaNGiRcLX11fY29uLxo0bi+PHj0vzWrVqJcVqtU2bNonXXntN2Nvbi5o1a4rffvvNyCXWTpeY/OrxjBo1Sjp2T09P8dZbb4nTp08bv/CvKOiabknnRYj8r3Xmfk4M8RvWz89PTJs2TWNafn93pjiW2NjYPP+GDhw4kOexFPRdNcWxvHjxQrRv316ULVtW2NnZCT8/P/HBBx/kSqDN5bwUdDxqy5cvF05OTiIhIUHrNszh3BgqN3p1HUP9blD8b+NEREREREREJINi38abiIiIiIiISE5MvImIiIiIiIhkxMSbiIiIiIiISEZMvImIiIiIiIhkxMSbiIiIiIiISEZMvImIiIiIiIhkxMSbiIiIiIiISEZMvImIiIiIiIhkxMSbyAgqVaqEatWqoV69eqhWrRq++OILjfkzZ85ErVq1ULduXQQGBmL8+PHSPIVCgXr16mksv2rVKigUCnz77bcAgNWrV8PNzQ3169dH9erVUbduXcyYMQOpqalyH5rBLVu2DPPnz9c6b+fOnWjdurVxC0RERMUKY7buGLOJdGdr6gIQFRc//fQT6tWrh3v37qFGjRpo27YtGjdujJ9//hl//PEHTp48CScnJ7x8+RIXL17UWNfW1hbR0dFo2LAhAODHH39Eo0aNNJZp06YNtm3bBgB4+PAhBg8ejF69euHXX3+V5XhevnwJW9u8LyHZ2dkAAKVSv/t7H374YZHKRUREVFSM2bphzCbSHZ94ExlZ+fLlERgYiFu3bgEA7t69i1KlSsHR0RGAKmDXrVtXY52BAwfixx9/BABcu3YNmZmZqFmzZp77KFeuHNasWYN9+/bl+kEAANOnT0doaCjatm2LwMBAdO7cGU+ePAEAZGZmYtKkSWjcuDHq1auHnj174tmzZwCAAQMGYNCgQWjZsiVq1aqV53ZDQkJQq1YtPHjwALt370bz5s3RsGFDNG7cGAcOHAAAxMTEoFmzZqhbty5q166NTz/9VNrGqFGjpLIMGzYMAQEBGusCwMGDBzWeKly4cAGVKlWS3ue1XyIiIl0xZjNmExkKE28iI7ty5QqePHkiVb8KCwtDbGwsKleujH79+uHHH3/MVd2se/fu+P3335GWloYff/wRAwcOLHA/Hh4eCAgI0BrEAeDw4cNYv349rly5gooVK2Ly5MkAgPnz58PZ2Rl//fUXzp49qxFgASA6Ohq//fYbrly5onW7UVFRWLt2LS5duoT09HRMnz4dv//+O6Kjo7F+/Xr85z//QXp6Or777ju8/fbb+Pvvv3H+/HmMGTMm17a+//57XL16FRcvXsSRI0dw+vTpAo8bAG7cuJHnfomIiHTFmM2YTWQorGpOZCS9evWCUqnE1atX8c0336Bs2bIAAC8vL5w/fx4nTpzA0aNHsWTJEixatAgnTpyAvb09AMDJyQkhISHYvHkzNm/ejDNnziAqKqrAfQoh8pzXqVMneHl5AQCGDBmC7t27AwC2bduGxMRE/PLLLwCAjIwMjbvSPXr0QMmSJfPc7ltvvQVPT08AwK5du3D9+nW0bNlSmq9UKnH79m20bNkS48ePx/Pnz9GqVSsEBwfn2lZkZCT69esnfQ6DBg3CypUrCzzu/PYbEBBQ4PpERFS8MWarMGYTGQ4TbyIjUbcX27dvHzp37oy2bduidu3aAAAbGxs0bdoUTZs2xccffwxPT09cuHABDRo0kNYfOHAg3n77bXTo0AGurq4F7u/Zs2e4fv261upl2igUCgCqwL9o0SK0b99e63IuLi75bifnfCEE2rVrh/Xr1+daLiAgAE2bNsXevXvx3Xff4dtvv8Xvv/+uUxkBVfW+rKws6X1aWppO+yUiIioIY7YmxmyiomNVcyIjCw4OxkcffSRVBTt16hT++ecfaf6VK1eQmZmJihUraqzXpEkTfPrpp1L1svw8evQIgwYNQnBwMGrUqKF1md9//x3x8fEAgB9++EG6e921a1d88803ePHiBQDgxYsXeVZ9K0hISAj27duHc+fOSdP++usvAKr2Yp6enujXrx/mzZuH48eP51o/ODgY4eHhyMzMREZGBlatWiXNq1y5Mm7duoVHjx4BANatW6fTfomIiHTFmM2YTWQofOJNZAJTpkxB1apVER0djSdPnmDEiBFISEiAk5MTbGxssH79eqlaW06ffPJJnts8cOAA6tevj9TUVDg4OKBbt26YOHFinsu3aNEC//nPf3Dv3j0EBARg9erVAICJEyciPT0dTZo0ke5WT5w4Md+OYfJStWpVrF+/HkOHDsWLFy+QkZGB+vXrY/369fj5558RHh4Oe3t7ZGdnY9myZbnW/+CDD3DhwgXUqFEDHh4eaNGiBaKjowEAPj4+mDBhAho3bgxPT0907NhRp/0SERHpgzGbMZvIEBQivwYlRGSVpk+fjoSEBGlMUSIiIjJPjNlE1oFVzYmIiIiIiIhkxCfeRERERERERDLiE28iIiIiIiIiGTHxJiIiIiIiIpIRE28iIiIiIiIiGTHxJiIiIiIiIpIRE28iIiIiIiIiGTHxJiIiIiIiIpIRE28iIiIiIiIiGTHxJiIiIiIiIpIRE28iIiIiIiIiGTHxJiIiIiIiIpIRE28iIiIiIiIiGTHxJiIiIiIiIpIRE28iIiIiIiIiGTHxJiIiIiIiIpIRE2+iYkahUGD69OmmLgYREREVUevWrVGrVi1TF4OIdMDEm8jCHDx4EAqFQuvr+PHjpi6e3hISEuDo6AiFQoHLly+bujhERERFNmDAgDxjtUKhwL1790xdxCL5/fffoVAo4OPjg+zsbFMXh8gi2Jq6AERUOB9//DFef/11jWlVq1Y1UWkKb/PmzVAoFPDy8kJERARmz55t6iIREREVydChQxEcHKwxTQiBDz/8EJUqVUL58uVNVDLDiIiIQKVKlXDz5k3s378/17ESUW5MvIksVIsWLfDuu++auhhFFh4ejrfeegt+fn5Yv349E28iIrJ4QUFBCAoK0ph25MgRvHjxAn369DFRqQwjJSUF27dvx5w5c7Bq1SpEREQw8SbSAauaE1mw5ORkvHz5Uuu89PR0jB49GmXLlkXJkiXxzjvv4O7du7mWGzBgACpVqpRr+vTp06FQKDSmKRQKjBgxAtu2bUOtWrXg4OCAmjVrYteuXYUq/+3bt3H48GGEhYUhLCwMsbGxOHbsWKG2RUREZM7Wr18PhUKB//znP9I0dVzdvHkzatSoAScnJwQFBeH8+fMAgOXLl6Nq1apwdHRE69atcfPmzQL3s2fPHpQoUQK9e/fGihUroFAocObMmVzLff7557CxsdG72vvWrVuRmpqKHj16ICwsDFu2bEFaWppe2yAqjph4E1mogQMHwtXVFY6OjmjTpg1OnTqlMX/w4MH49ttv0b59e3zxxRews7NDp06dirzfI0eOYNiwYQgLC8O8efOQlpaG0NBQPHnyRO9tbdiwAc7Oznj77bfRuHFjVKlSBREREUUuIxERkTnJzMzEpk2b0LRp01w3uw8fPoyxY8eif//+mD59Oi5fvoy3334bixcvxsKFCzFs2DCMHz8eUVFRGDRoUL772blzJ9555x306NED4eHhCAsLg5OTk9bYGhERgdatW+td7T0iIgJt2rSBl5cXwsLCkJycjB07dui1DaLiiFXNiSyMvb09QkND8dZbb6FMmTK4dOkSvvzyS7Ro0QLHjh1D/fr18ffffyM8PBzDhg3D4sWLAQDDhw9Hnz59cO7cuSLt//Lly7h06RKqVKkCAGjTpg3q1q2LDRs2YMSIEXptKyIiAl26dIGTkxMAoFevXvj++++xYMEC2Nry8kRERNZh9+7dePLkidZq5levXsWVK1ekhNzDwwNDhw7F7Nmzce3aNZQsWRIAkJWVhTlz5uDmzZtaa6pt2bIFYWFhGDBgAJYtWwalUomSJUuia9eu2LBhA+bNmwelUvXM7cyZM7h06RLGjx+v13E8fPgQ+/btw9KlSwEAvr6+CAoKQkREBHr06KHXtoiKGz7xJrIwTZs2xc8//4xBgwbhnXfewaRJk3D8+HEoFApMnjwZgKq3UUDVAVtOo0aNKvL+g4ODpaQbAOrUqQNXV1fcuHFDr+2cO3cO58+fR+/evaVpvXv3xuPHj7F79+4il5OIiMhcrF+/HnZ2dujZs2eueW+++aZGIt2kSRMAQGhoqJR055yuLd5u2LABvXr1wtChQ7F8+XIpwQaAfv364f79+zhw4IA0LSIiAk5OTggNDdXrODZu3AilUqmxXu/evfHHH3/g2bNnem2LqLhh4k1kBapWrYouXbrgwIEDyMrKwq1bt6BUKjUSZACoVq1akffl6+uba5qHh4feATc8PBzOzs6oXLkyrl+/juvXr8PR0RGVKlVidXMiIrIaz58/x/bt2xESEoLSpUvnmv9qXHVzcwMAVKxYUev0V+NtbGws+vbti9DQUCxatChX/yzt2rWDt7e3FFuzs7OxYcMGdOnSRSOx10V4eDgaN26MJ0+eSLG7fv36yMjIwObNm/XaFlFxw7qcRFaiYsWKyMjIQEpKil7rvRqg1bKysrROt7Gx0TpdCKHzPoUQ2LBhA1JSUlCjRo1c8x8+fIjnz5/DxcVF520SERGZo23btuXbm3lecVXXeOvt7Q1vb2/8/vvvOHXqFBo1apRrO//5z3+wYsUKLFmyBEePHsX9+/fRt29fvY4jJiYGJ0+eBAAEBATkmh8REYEhQ4botU2i4oSJN5GVuHHjBhwdHeHi4gI/Pz9kZ2fjn3/+0XjKffXq1VzreXh4ICEhIdf0W7duyVbWQ4cO4e7du5g5cyaqV6+uMe/Zs2cYMmQItm3bpvePAiIiInMTEREBFxcXvPPOO7Js39HRETt37kTbtm3RoUMHHDp0CDVr1tRYpl+/fvjqq6+wY8cO/PHHHyhbtixCQkL02k9ERATs7Oywbt26XDcFjhw5goULF+L27dtaa8YRERNvIovz6NEjlC1bVmPa33//jV9//RUdO3aEUqlEx44d8d///hcLFy6UOlcDgG+//TbX9qpUqYLExEScO3cOderUAQA8ePAAW7dule0Y1NXMx48fD0dHx1zz58+fj4iICCbeRERk0R49eoR9+/ahd+/eKFGihGz7cXNzw+7du9GyZUu0a9cOhw8fztUfS506dfDDDz/g+PHj6N+/v96dmEZERKBFixbo1atXrnlBQUFYuHAhNmzYgIkTJxb5eIisEdt4E1mYXr16oVOnTvjss8+wYsUKjB49Gk2bNkWJEiXwxRdfAADq1auH3r17Y8mSJejbty+WLFmC0NBQXLhwIdf2wsLC4OzsjG7dumHBggWYM2cOmjRpgtdee02W8qenp+OXX35Bu3bttCbdAPDOO+9g3759ePjwoSxlICIiMoaffvoJL1++zLOauSGVKVMGe/fuhYODA4KDg3ONz92vXz/s2bMHSUlJet/YPnHiBK5fv57nU/vy5cujQYMG7KOFKB9MvIksTNeuXfH48WN8/fXXGDZsGH766Sd0794dp06d0qi2/eOPP+Ljjz/Grl27MGHCBGRmZuK3337Ltb3SpUtj69atKFGiBCZMmIA1a9Zgzpw56Ny5syzl/+2335CQkJDv9jt37oyXL19i48aNspSBiIjIGCIiIlCuXDkEBwcbZX/ly5fHvn37kJ6ejnbt2uHx48fSvD59+sDGxgavvfYaGjdurNd21Ql1QbH7/PnzRR62lMhaKYQ+PSIREREREZHFefz4Mby9vTF16lRMmTLF1MUhKnb4xJuIiIiIyMqtXr0aWVlZeO+990xdFKJiiZ2rEZHBZGVl4dGjR/ku4+LiwmHCiIiIjGT//v24dOkSPvvsM3Tt2hWVKlXSmJ+amorExMR8t1GqVCnY29vLWEoi68eq5kRkMDdv3oS/v3++y0ybNg3Tp083ToGIiIiKudatW+PYsWNo1qwZwsPDUb58eY35q1evxsCBA/PdxoEDB9C6dWsZS0lk/YyaeP/555+YP38+oqOjpeGKunbtKs0XQmDatGlYsWIFEhIS0KxZMyxduhQBAQHSMk+fPsXIkSOxY8cOKJVKhIaGYsGCBXyCRmQG0tLScOTIkXyXqVy5MipXrmykEhFRYTFmExUPDx48wMWLF/NdpmHDhvDw8DBSiYisk1GrmqekpKBu3boYNGgQunfvnmv+vHnzsHDhQqxZswb+/v6YMmUKQkJCcOnSJWnYoT59+uDBgwfYu3cvMjMzMXDgQAwZMgTr16835qEQkRaOjo5G67mViOTFmE1UPHh7e8Pb29vUxSCyeiaraq5QKDTungsh4OPjg7Fjx2LcuHEAgMTERHh6emL16tUICwvD5cuXUaNGDZw8eRKNGjUCAOzatQtvvfUW7t69Cx8fH1McChERkVVjzCYiIioas+lcLTY2FnFxcRpPy9zc3NCkSRNERUUhLCwMUVFRcHd3lwI4AAQHB0OpVOLEiRPo1q2b1m2np6cjPT1dep+dnY2nT5+idOnSUCgU8h0UEREVS0IIJCcnw8fHB0ql9Q0gIlfMZrwmIiJjM1bMNpvEOy4uDgDg6empMd3T01OaFxcXh3LlymnMt7W1RalSpaRltJkzZw5mzJhh4BITERHl786dO6hQoYKpi2FwcsVsxmsiIjIVuWO22STecpo8eTLGjBkjvU9MTISvry/u3LkDV1dXE5aMiIisUVJSEipWrIiSJUuauigWhfGaiIiMzVgx22wSby8vLwBAfHy8RgcP8fHxqFevnrTMw4cPNdZ7+fIlnj59Kq2vjYODAxwcHHJNd3V1ZSAnIiLZWGv1aLliNuM1ERGZitwx22wanvn7+8PLywuRkZHStKSkJJw4cQJBQUEAgKCgICQkJCA6OlpaZv/+/cjOzkaTJk2MXmYiIqLiiDGbiIhIP0Z94v38+XNcv35deh8bG4uzZ8+iVKlS8PX1xahRozB79mwEBARIQ5P4+PhIvahWr14dHTp0wAcffIBly5YhMzMTI0aMQFhYGHtHJSIiMiDGbCIiIsMxauJ96tQptGnTRnqvbsfVv39/rF69GhMmTEBKSgqGDBmChIQENG/eHLt27ZLGAwWAiIgIjBgxAm+++SaUSiVCQ0OxcOFCYx4GERGR1WPMJiIiMhyTjeNtSklJSXBzc0NiYiLbjBERkcExzhgGP0ciIpKbsWKN2bTxJiIiIiIiIrJGTLyJiIiIiIiIZMTEm4iIiIiIiEhGTLyJiIiIiIiIZMTEm4iIiIiIiEhGTLyJiIiIiIiIZMTEm4iIiIiIiEhGTLyJiIiIiIiIZMTEWy0jHUh8pvqXiIiIiIiIyEBsTV0Ak4u5AOzZApw9DohsAAqgVkOgTRegUlXAqQRg72DqUhIREREREZGFKt6J95+7gG0/Akqb/yXdACCAC6dULwBQKIB6QUD7UCCgpsmKSkRERERERJapeFc13/S96t/srLyXEQI4cwyYOxbYt41V0omIiIiIiEgvxfuJt1LP+w4bl6leAKBQAvXe4JNwIiIiIiIiylfxfuKdnV3wMnkR2cDfJ1RPwg/+ZrgyERERERERkVUp3ol3UamrqIcvAmIumrYsREREREREZJaYeBuC0gbYu8XUpSAiIiIiIiIzVLwTb4XCMNvJzgJOHwWeJxlme0RERERERGQ1infiLYRhtzeqJzB3HKudExERERERkaR4J969hhp+mzEX2OEaERERERERSYp34t0iBJj4FVCxsuG3Hb4IOLDT8NslIiIiIiIii2J2iXdycjJGjRoFPz8/ODk5oWnTpjh58qQ0XwiBqVOnwtvbG05OTggODkZMTEzhdxhQE5i2BBg21QClf0XEd8C+7YbfLhERkRkweswmIiKyUGaXeA8ePBh79+7FunXrcP78ebRv3x7BwcG4d+8eAGDevHlYuHAhli1bhhMnTsDZ2RkhISFIS0sr2o6rVDdA6bXYuBSYO57tvomIyOqYLGYTERFZGIUQhu5hrPBSU1NRsmRJbN++HZ06dZKmN2zYEB07dsSsWbPg4+ODsWPHYty4cQCAxMREeHp6YvXq1QgLC9NpP0lJSXBzc0NiYiJcXV1VEzPSgWFdAcj4cfQdCbTuVPByRERk0bTGGStjjJhdHD5HIiIyLWPFGrN64v3y5UtkZWXB0dFRY7qTkxOOHDmC2NhYxMXFITg4WJrn5uaGJk2aICoqKs/tpqenIykpSeOVi70DUD/IYMeiVfii3E++M9KBxGeqf4mIiCyEHDFbp3hNRERkgcwq8S5ZsiSCgoIwa9Ys3L9/H1lZWQgPD0dUVBQePHiAuLg4AICnp6fGep6entI8bebMmQM3NzfpVbFiRe0LtulssGPRSmkD7N2i+n/MBWDxTGB4N2Bsb9W/i2f+m5gzISciIjMmR8zWOV4TERFZGLNKvAFg3bp1EEKgfPnycHBwwMKFC9G7d28olYUv6uTJk5GYmCi97ty5o33B8pUKvQ+dZGcBZ6KAvdtU433/fQIQ2ap5Ihv4+7hqKLIZw/JOyImIiMyEoWO2zvGaiIjIwphd4l2lShUcOnQIz58/x507d/DXX38hMzMTlStXhpeXFwAgPj5eY534+HhpnjYODg5wdXXVeGnlVAJQyPyRiGzgp2Wq/2dnac7L/l8SfufGKwn5CY4NTkREZsfQMVvneE1ERGRhzC7xVnN2doa3tzeePXuG3bt3o0uXLvD394eXlxciIyOl5ZKSknDixAkEBRmgfba9A1DvDUChKPq28qNvcq9O0LW1ESciIjIxk8RsIiIiC2Jr6gK8avfu3RBCoFq1arh+/TrGjx+PwMBADBw4EAqFAqNGjcLs2bMREBAAf39/TJkyBT4+PujatathClCjPnDmmGG29SqlUvVUW/00W+/1/9dGPKCmYctFRERUCCaP2URERBbC7BLvxMRETJ48GXfv/n97dx/fVHn/f/ydFFqK0HIjtKDcqcj9nUyweIesUBljIPUGJ19FnDqsbIhOZD8RcXOIfhUn3u+r4MR6g6JOZCowYCoFtRalMLEqAwValdlWBNKuPb8/jgm9S3rS5iQnyev5eERJcnJ6nZw2n3zOdV2f6yt16NBB2dnZuvPOO9WyZUtJ0s0336wffvhB11xzjUpLS3XWWWfpjTfeqFdVtcl2Fpg93nasslbdxITb9/of54hXeMzeeQAAIijiMRsAgCjhqHW8w8XvWm0VHrOYWVN7pP3xJvI/nSStf7X5+7v3WSm1ffP3AwCwBetPhwbvIwDAbuGKNY7r8Y6oI4dDn3RL0pAzpM5dpbdeav6+XG6zCJydKjzme5Hcmp51AAAAAGgmEu+avFXNQ5l8Dx4hZWWby4eFwrAM+5LhokLprVXSti3me+Bym8XmxmUzrxwAAAAAmsixVc0jwlvV3J0Qun0OGmEms6Ha53kTQ7Ofujas9rO2OEuZAQAAAEBzkHjXNW5K/fW1m+OZB80q6aHaZ9ceodlPTUWFZjulBtYWZykzAAAAAGgOEu+6eg+Ups0y/+1vPW+71/n2x6753VZ65L1LmQEAAAAAgsIc74aMniCd0NNMNAs211lazCUNGyWNnWLefeSPUvl39rfJnWAOgw/1/O4Kz7E53YGwlBkAAPVRkBQAYAGJtz+9B5g3b0BNSJCqqmoH1gqP9H1ZeNpTXXUs2Q+lYCq5G9Xm9nyxAADEm7oJNgVJAQBBIPFuTGKS/0TTruXHGjJtlj2BPJhK7uFYygwAACdpKME+saf05RfmaLS6BUkLNpsxe/SEiDYbAOAsJN7NkdxakkuS0diWTXfqIOmC6fZdPfdWcv9oa+ACcHYNdQcAwKk2rDaLj9ZNsL/8wvx3oIKkJ/Sk5xsA4ENxteZITJKGjLBv/1N/Ld18j/2B20old7uGugMA4ESBVvxojNtdvyBphUcq+878PwAg7tDj3VznX2T2FofaZddL5/089PttiLeS+4ql5lX9ml8wvPftGuoOAIDTVHik15+zPhWrrupq6cPN5n72FDEXHABA4t1svQeawfOtl5q/L2+Aj8TcsFqV3PNqfzkYO8XZXw6oKAsACAXffO68OiuaNIUhPf+4tOl15oIDAEi8Q+Liq83/NyX5drnM4O5yS8MyIpvk1q3k7vREloqyAIBQqTWfO0S1Wza9bv6fueAAEPdIvEPl4qvN9b3//oL0scWh5y63tOS5+suURVqgSu5O4a/gDb0IAIBgNWc+d3O43NKbK0m8ASAOUFwtlHoPkH6zUBoy0gymgbgTzB7uNilSanvnJ7pOEugLUs1ehKId4W0XACA6vbXKjMvhZlSbo7YevJ2YBQAxjsTbDudf1HgxFqqEN52VL0juhPoVZQEAkGpXGK/wmMlvOHu66/r4PWnxjdLG1yPXBgCArRhqbgeqhNvH+wXJyoWNgjxze0YTAACkhmuDDDitaZXLQ6n6x5/PnG8AiFkk3naJ5irhTnbksPUvSEa1uX1iUvQUjAMA2MNfbZAdH9r3M93uY0m1pe1/HK3FdwQAiDkk3naKtirh0SC5tfV1VV1uad+/zR6EaKh8zu8JANgjUG2QUPd2e2NUU5YaZbQWAMQsR83xrqqq0vz589WrVy8lJyfr5JNP1h/+8AcZNZb1MAxDt912m7p06aLk5GRlZmaqqKgogq22IDGJAmqhkphkJs5W5nif2Eu6b55Z6bxu5XMnzaUrKpQeukPKuUC68VLz/w/dQaEdAI4WVTE7nMXTjGpzqdBvDpjJt9R4wdW6rz9y2Nq2NeeqAwAczVE93osXL9Yjjzyip556SgMGDNAHH3ygK6+8UqmpqfrNb34jSbr77rv1wAMP6KmnnlKvXr00f/58ZWVlaefOnWrVqlWEjwBhMW6KuWRYINVV0pefH/t33eckZ8ylY1k0AFEqamJ2hUfalhe6tbmtMAzzc7y6yky+v95njryywuU2Rz4F0tBcdaeO5gIASHJYj/fmzZs1adIkTZgwQT179tSFF16ocePG6b333pNkXjm///77deutt2rSpEkaPHiw/vrXv2r//v165ZVXItt4hI+3eJ1UvwfDe7/bSc6vfM6yaACiWFTE7KJC6eE/hDfp9vJ+jr/1kpR10Y+jtSwuNRpohNyG1dLim5w/mgsAUIujEu9Ro0Zp/fr1+vTTTyVJH330kd555x2NHz9ekrR7924VFxcrMzPT95rU1FSNHDlSeXl5EWkzImT0BGnuveYXGe8QPu8V/xvvkr76d+NLw9ScSxcJLIsGIIo5LmbXHXbtTVCDKp7mCn27vJ/jWRc2XmitsaVGuWALAFHLUUPNb7nlFpWXl6tv375KSEhQVVWV7rzzTl122WWSpOLiYklSWlpardelpaX5nmuIx+ORx3MsuSovL7eh9Qg7f8Xryr5rWuXzcGJZNABRzo6Y3aR43dCw61P6m49L1uOBO0EafLr00XuhLbjm/Rz/1c3NX2r0rVXm/PFAPfguF5XRAcCBHJV4v/DCC3rmmWeUm5urAQMGaNu2bZo9e7a6du2qK664osn7XbRokRYuXBjClsJREpNqJ6XBVj5vbC6dHZq6LBoAOIQdMTvoeO2vToY36Q5GdZU5JNzlPjY/O1S8n+PNWWrU6lx1wzBrhHDBFgAcxVGJ9+9+9zvdcsstmjp1qiRp0KBB2rNnjxYtWqQrrrhC6enpkqSSkhJ16dLF97qSkhINHTrU737nzZunOXPm+O6Xl5erW7du9hwEIs9b+byxL07uBHO7SHwxiYaLAwAQgB0xO6h4HWjYdTC8a237epuNxgt4Bqvm53hTlxo9ctj6XHXD4IItADiMo+Z4Hz58WO46hUcSEhJU/eOcqF69eik9PV3r16/3PV9eXq6tW7cqIyPD736TkpKUkpJS64YYN26KtTnegebS2SmYZdEaK7QDABFgR8wOKl6Haomw/qeZNUO8K0gEKuDZVKntpD2f1X4s2KVGE4JsS7DbAwBs5age74kTJ+rOO+9U9+7dNWDAABUUFOi+++7TjBkzJEkul0uzZ8/WH//4R/Xu3du3NEnXrl01efLkyDYezuL94tScuXR2s7osWqQuDgBAABGN2VbrZFhRmC+1TDT/7Y0JDQ0Jl0tSE6ujl5eaFcebs0RkVZC9+sFuDwCwlaMS76VLl2r+/Pm67rrr9PXXX6tr16669tprddttt/m2ufnmm/XDDz/ommuuUWlpqc466yy98cYbrOGN+pozly4cAl0c8Op2UvjbBQAWRDRmB1Mno1E/rrldsLl2YtzQkPDN6wJ/ZvvjrWa+YqkZl5oSf5Jby3ry72KKEgA4jMswIrG4ZWSVl5crNTVVZWVlDDuPF8HOpQunoh1S7kPSl1/Uf65m73xTe0kAhB1xJjT8vo8VHinngtBWH/eae2/gxLhoR/0Lur0HSPv3SIcaqcLurS1y3fymte2hOxovsOZyScNGNf1nAECcCVfMdlSPN2CbupXPHcVoOOmWaq/L2tReEgCINVaLaAbLu+a2v8/aCo/Uuau5NJh07IKuZF4IaExzl4i0MkXJMJiiBAAO5KjiakBcslIgyPtlEABgslJEU5JOHWT2AltRMzGuqajQ7G3OuUC68VLz/39ZLH2930ygm7JEZFMEKvzmvR/p+iUAgAbR4w1EktUCQc3tJQGAWGO1iOboCdK3JdItFtcW9ybG3s9af2uF15wXPiozfEtEOr1+CQCgQSTeQCQ1pZeExBsATFaT0JR2TUuMA60VXncqkJWh79453s39HG/qWuAAgIgJOvGurKzU3r17dfLJJ9vRHiC+JLcOXy8JgLgTFzHbShJqdU543cTYOxWosdesXRWZJSIdXb8EAFBTUHO8N27cqB49eui8886TJL3//vuaNm2aLQ0D4oL3y6CVOd7DMviCBcCyuIvZiUlSanv/n5NW5oTXTIy9U4GsvKYgT+rRm/nXAAC/gkq8b7nlFr399tvq2LGjJOn0009XQUGBLQ0D4kawXwYBwAJidh29B0rjsht+zvXj16GaifHOD4OfCjR6grkc2dAzju3TO/R97r0sCwkAcSyooeZVVVX1hqslJiaGtEFA3LFaIIheEgBBIGbXsWG19NZLktstVddJqI1qMyn3JsbegmpWuVzHpgI1d/4187YBICYFlXi3atVKhw4dkuvHZTm2b9+u5ORkWxoGxBWq1AIIMWL2jyo8Zu+1r0ian17st16Sho2SZASXdEtSaoeG55UHkzgXFZpzyr0rXXhjwLhsYgAAxICgEu/58+dr3Lhx2rdvn6ZNm6Z169YpNzfXrrYB8YUqtQBCKO5jdt1EtjHeImmG0XhBtbpK/9O85R6tLFnGMHUAiGouwzCMYF6we/duvfHGGzIMQ1lZWVFZKbW8vFypqakqKytTSkpKpJsDAIgxTokz0R6zm/w+1kxkg0mgXS7JkH78T3DufdYs7uZP3Yuq3vv7/i3dN6/x/c+9l55vALBBuGJ20MuJ9erVSzNnzrSjLQAAIITiMmYHWnu7McH1RRwTaLnHekPIXVJKe6nsO1lO8L298STeABC1gkq8e/Xq5ZsrVtMXX3wRsgYBAIDmi9uY/cZKMxG2WpG8Jpcr+OTb5fa/3GODQ8gNqew/wf0M75JlzRnODgCIqKAS79WrV/v+ffToUT399NO+ZUoAAIBzxF3MLiqU3nzRnBfdFO4EqW1q8EmxUS2NGls/KW5Oz7u/n3PkMIk3AESpoOd41zVq1Cht3rw5VO0JC6fMvQMAxCanxploi9mW30dfz3IDS4UFxaXg53f/+Jq6VcgfusO8CBCKpFsye+OXPC+1cc7vEwDEgnDFbHdzXnzw4EEVFxeHqi0AAMAmMRuza/UsNyPpzp6hJhVV877GW4V88Y3SulfMOd2hSrolc4j6DVPNhL5oR+j2CwAIi6CGmg8bNsw3X6yqqkp79uzRzTffbEvDAABA08VNzH5rVfDVyxvS1CHqNXnb8Nyjzd9XQ1hiDACiVlCJ9/3333/shS1a6KSTTlKXLl1C3SYAANBMcRGzKzzW1+luzGch7EVu9pD3ALzJ/Yql0gk9qXQOAFEiqMT73HPPtasdAAAghOIiZh85HJqkO9S8SXdTq6tbwRJjABBVLCXe5513XoNLknj94x//CFmDAABA08VVzE5ubW9y21x2toslxgAgqlgqrnbTTTfpxhtv1GmnnSZJmjFjhq666iq53W4NHz48pA3q2bOnXC5XvVtOTo4kc0mUnJwcdezYUW3atFF2drZKSkpC2gYAAKJVuGK2I+J1YpJZSdydENr9hlqACyHN4l1iDADgeEEtJ3bGGWfonXfeUYsWZkd5RUWFzjnnHG3ZsiVkDfrmm29UVXWsQEphYaHGjh2rDRs2aPTo0Zo5c6Zef/11LV++XKmpqbr++uvldrv17rvvWv4ZTl3mBQAQG5wQZ+yO2Y6J10WF0uKbmns49nO5zMrkLpeU0j749cIb3KdbeuhlerwBoBnCFbODmuP9n//8p9bwNbfbrf/8JwSBo4ZOnTrVun/XXXfp5JNP1rnnnquysjI98cQTys3N1ZgxYyRJy5YtU79+/bRlyxadccYZIW0LAADRyu6Y7Zh43XugWeF7xdL61c1DUe08FNwJ0uDTpf/5rTk8PjFJWrpA+vj9pg9HdyeYvf0k3QAQFYJaxzszM1Pnn3++nn76aT399NOaMGGCxo4da1fbVFFRoRUrVmjGjBlyuVzKz89XZWWlMjMzfdv07dtX3bt3V15enm3tAAAg2oQzZkc8Xo+eIM2910xEXT9+tXG5zfu9B4b+5wWrukr66L1jSbcknX9R8+aAV1dJY6eEpn0AANsF1eP9wAMP6LHHHtMrr7wiSZo8ebKuvvpqO9olSXrllVdUWlqq6dOnS5KKi4uVmJiodu3a1douLS1NxcXFfvfj8Xjk8Xh898vLy+1oLgAAjhHOmO2IeN17gHmr8JjznpNbm4/nXGB9H3byzsf2Jt5We+rrPffjUmXTZlHRHACiSFCJd4sWLZSTk+MrnGK3J554QuPHj1fXrl2btZ9FixZp4cKFIWoVAADOF86Y7ah4nZh0LLkt+845Fc9d7mMXA7xGTzDX4l67yqxQblQf66n39mavXSUVbDbnh0s/LlXmknbks443AEQRS4n3vffeqxtvvFE33HBDg0uU3HfffSFv2J49e7Ru3TqtWrXK91h6eroqKipUWlpa6yp6SUmJ0tPT/e5r3rx5mjNnju9+eXm5unXrFvI2AwAQaeGO2Y6O1+FabqyxnxFoPnZDPfU1t/tqt/Thu3V+hiF9tNVMyKfNMhN4AICjWZrj3aZNG0lSu3btlJqaWu9mh2XLlqlz586aMOFYMBk+fLhatmyp9evX+x7btWuX9u7dq4yMDL/7SkpKUkpKSq0bAACxKNwx29Hx2rvcmCuokjbWeJcwGzel8cTeynzsxCQptX3tpLuoUHrmQfPfdX+Gd/j5iqVS0Q7r7QYARERQy4mFS3V1tXr16qVLL71Ud911V63nZs6cqTVr1mj58uVKSUnRrFmzJEmbN2+2vH8nLPMCAIhd8RJnoiJeN3u5MZd0cl/p83/VfvjUQdIF083e6o2vB56r3dRe6YfuMHu2A1Vm9/amXzc/+P0DAMIWs4O6BHzbbbeptLRUhmFowoQJOv744/XSSy+FvFHr1q3T3r17NWPGjHrPLVmyRD//+c+VnZ2tc845R+np6bWGtwEAgPDE7KiI194iZk3hckkypN2f1n7c7ZY+3S7t+7d5P1BV9bn3Ni3prvBI27Y0vhxadZU5P7zCE3g7AEBEBdXjPWTIEH300Udau3atHnzwQd19992aOnWqCgoK7GxjyMVLTwQAIDKcEGdiIWaH9H3c8Jr0zEOhaVhNc++tXeDM31ztYJV9J914qfXt733WHKoOAAiKI3u83W5z802bNumiiy5Snz59GizcAgAAIouYXcd5E4/1fLsb+frjnb/d2PvlTjCrjtfU0FztpvAWhrOioYrpAABHCSrxPu6447R48WI999xzGjt2rAzDUEVFhV1tAwAATUTMboBvSHhGjSHhLqldR0k/JtkutzT4dPPxxgYF2jnM21sYznsRwB93gjQso/mJPgDAVkGt4718+XLfcLW0tDR99tlnmjZtml1tAwAATUTM9sPf8l017x85LG2zOMzbqDa3tyPxHTfFXDIsECsV0wEAERd0VfPKykrt3btXJ598sl1tsp0T5t4BAGKXU+JMtMfsiL2PFR4p5wJr63+73NJDL9vX42xXxXQAgCSHzvHeuHGjevToofPOO0+S9P7773P1HAAAByJmN4OThnnbUTEdABB2QQ01v+WWW/T222/rwgsvlCSdfvrpUVUdFQCAeEHMbqZIDvOuOwze3/B4AEDUCCrxrqqqqjdcLTExMaQNAgAAzUfMbibv+t+NDfOuuZRYcxUVSm+tMtfvNqqP9WyPyzZ/TmJS7YSbRBwAokZQiXerVq106NAh33Ik27dvV3Jysi0NAwAATUfMDoHRE6QTeppLhhXk1U6Gx04JbdK9YbX0zINmUu+dW25USx9tNXvea87lbixBBwA4TlCJ9/z58zVu3Djt27dP06ZN07p165Sbm2tX2wAAQBMRs0MkHMO8iwrNpFuq3bNe8/6KpeZFgK92W0/QAQCOYbmquWEYKi4u1tGjR/XGG2/IMAxlZWVFZaVUp1SbBQDEpkjHmViJ2ZF+H8PmoTvMxLlu0l2TO0E6pb/06fbG9zf3Xnq+AcCicMWaoHq8x44dq8LCQs2cOdOu9gAAgBAgZkeJCs+xIeOBVFeZSbfbLVUH2NadYA6NJ/F2PuboA3HFcuLtcrl04okn6ttvv9Xxxx9vZ5sAAEAzELOjyJHD1tYL9wqUdEtmgl6QZyZ1JHPOxBx9IC4F1ePdpk0bDR06VD/72c/Upk0b3+P33XdfyBsGAACajpgdJZJbm4lXMMl3Y4xqM6En8XaeYIroAYgpQSXegwYN0qBBg+xqCwAACBFidpRITDJ7Oxub4x1Mcu5ymwk9nCWYInr0fAMxJ6jEe8GCBXa1AwAAhBAxO4qMm2L2dgZiVEu9B0mf72y8CNvQM+jtdqK3VtVfE74u5ugDMcsd6QYAAADEtd4DzSHGkpl41eS9P22WNOWKwEmbZD4/dkro24jm8RbRs3L+vHP0AcSUoHq8AQAAYIPRE8whxmtXmYlXzaJbY6cc6wGdNsscjly359R7f9osekudKJgieszRB2ISiTcAAIAT9B5g3gItM2U1QYezBFNEjzn6QEyynHhXVVVp0KBB2rlzp53tAQAAzUTMdpCmrNWcmBR4WysJOpzFahE95ugDMcty4p2QkKBOnTrp8OHDat2aq3AAADgVMdsBwrFWc2MJOpzFShE95ugDMSuo4mqnnHKKzjzzTP3pT3/SAw884LuF0r59+zRt2jR17NhRycnJGjRokD744APf84Zh6LbbblOXLl2UnJyszMxMFRUVhbQNAABEO2J2BG1YLS2+yezdrLtW8+IbpY2vR7Z9iAyrRfSYLgDEpKDmeFdXV2vo0KG1gqbL5QpZY7777judeeaZOu+88/T3v/9dnTp1UlFRkdq3b+/b5u6779YDDzygp556Sr169dL8+fOVlZWlnTt3qlWrViFrCwAA0YyYHSGs1YxAmKMPxC2XYRhGpBvhdcstt+jdd9/V22+/3eDzhmGoa9euuvHGG3XTTTdJksrKypSWlqbly5dr6tSpln5OeXm5UlNTVVZWppSUlJC1HwAAKT7iTDhidlS9j9751n+9X9r+gbV5vNfND1vz4EDM0QccIVyxJqih5mVlZbr++us1ceJESdLOnTv17LPPhqwxf/vb3/STn/xEF110kTp37qxhw4bpL3/5i+/53bt3q7i4WJmZmb7HUlNTNXLkSOXl5YWsHQAARDtidpgUFUoP3SHlXCDdeGnjxbMk1mqGKTFJSm1P0g3EiaAS72uvvVbp6enavXu3JKlXr15avHhxyBrzxRdf6JFHHlHv3r315ptvaubMmfrNb36jp556SpJUXFwsSUpLS6v1urS0NN9zDfF4PCovL691AwAglkVjzI66eN3QXG6rjGqpvNSWZgEAnCeoxPvTTz/VrbfeqpYtW0qSkpOTFcqR6tXV1TrttNP0pz/9ScOGDdM111yjq6++Wo8++miz9rto0SKlpqb6bt26dQtRiwEAcKZojNmOjdcVHqnsu9o91IHmclt1y3Szt7xoR7ObCABwtqAS78TExFr3jxw5EtIg3qVLF/Xv37/WY/369dPevXslSenp6ZKkkpKSWtuUlJT4nmvIvHnzVFZW5rt9+eWXIWszAABOFI0x23Hxuu4w8pwLjiXKb62qX5k6aEZwlc4bugAAAIgKQVU1P++883TnnXfq6NGjWrdunZYsWaIpU0K31uCZZ56pXbt21Xrs008/VY8ePSSZw+TS09O1fv16DR06VJI5GX7r1q2aOXOm3/0mJSUpKYn5M4DjUWgGCJlojNmOitcbVps92u6E+kuCFWyW5JIUggsZViqdh2NNcACArYLq8f7DH/4gt9utlJQU/f73v9eZZ56p+fNDV5Hzhhtu0JYtW/SnP/1Jn332mXJzc/X4448rJydHkrkMyuzZs/XHP/5Rf/vb37R9+3Zdfvnl6tq1qyZPnhyydgAIs0C9SgCahJjdDFaWBAtF0l2TO8FcYqou1gQHgJjgqOXEJGn16tWaN2+eioqK1KtXL82ZM0dXX32173nDMLRgwQI9/vjjKi0t1VlnnaWHH35Yp556quWfEVXLkwCxrmavUs0vuN7702aZ654CUSRe4ozdMTti7+NDd1irTh5qLrf00MvHRvwUFZpJd2Pm3CX1H2pr0wAgVoUr1gSVeH/33XeaN2+e1q1bJ5fLpbFjx+rOO+9U+/btbWugHeLlCxHgeFa/VM69l+GUiCpOiDOxELMj8j5WeMxRN8FWKW+IO0HqP0wq/MD6a+591lxiSgruAsCwUQw9B4AmcOQ63tOnT1dCQoJeeuklvfjii0pISND06dNtahqAmGelOJG/4ZcAAiJm1xBMUbIjh0OTdEtmwpx1odmTbYXLbda4kMy2bttivdf9oy0MPQcABwuquNqnn36qV1991Xd/6dKl6tevX8gbhRhE0SzU5f1S2dgX3OoqqSDP3J7fHcAyYraaVpQsubW5XTDJd6CpMv2Gmj+zsZ5rd4K5nfdzLtgLANU/bhuoSBsAIGKCSry7du2qb775Rp06dZIkffPNNzrhhBNsaRhiBJVYgxNPFyiC+VJpVJvbx/p7AoRQ3MfsxqqS+6sfkZgkDT7d3M4SlzR4xLHiZ944N3bKsTg3bsqPldADqK4yX+PVlAsA0rFRQsRYAHCUoBLv9u3ba9CgQZowwQxUa9as0dlnn605c+ZIku67777QtxDRq6lfeuJRpC5QRDLRD+ZLZc3hlwAsieuYbaUqeaCe4bPPDyLxNqT/+Y10TWv/n6e9B5oxb8XSwL3jNduSmGStp7wuRgkBgCMFlXgPGjRIgwYN8t3/9a9/HfIGIUY090tPPInEBQonjESw+qWy7vBLAJbEdcz21o9o7LPFX89w/9NkeZ1u74XBxKTAn1OjJ5gxb+0qMzH21ztek5We8oYwSggAHCeoxHvBggV2tQOxprlfeuJFJC5QOGkkQlOGXwKwJG5jdlD1IzY33DOcmCQNyzALllUH2E+wFwZ7DzBvVkcb1ewpD2bYOaOEAMBxgqpqDlhitRJrzeFw8SrcVb2tJvpFO0Lz8xrj/VIp1X8fvPfrDr8EgECCqh9hSA//oeHPvHFTAifdUuMXBv1VU09MMpcMs5Kwj55gLqk4LKPxbSXzs3NYBr3dAOAwQfV4A5ZQNMuaSFT1duJIhKYMvwQAf4ItSrbjQ3Od7bqjfWr2Ngey79/1P6dCPZ3H21O+s0C6b17gbRklBACOZCnx/uGHH3TcccfZ3RbECopmWRPuCxROXr4r2OGXAPyK+5gdbFEy72diQ9N6TujR+Ovrvs7O6Tz9hwVfpA0A4AiWhpqfffbZdrcDscT7pcfKEOp4Hg7nvUBhRSguUDQl0Q+3YIZfAmgQMVs/DhMPohK41PC0nmCnA4VjOo936PnQM47FEG+P+tx7WS0EABzKUo+3YVio6gnURNGsxoW7qjcjEYC4QMxWneW73I3P1Zbqj/ZpyiihcE3nYZQQAEQdS4n30aNHtX37dr/BfPDgwSFtFGJAU9YsjUfhvEDB8l1AXCBm/8hbP2LN89L296y9pua0nmBHCZWXhn86T2NLmAEAHMNS4v3FF19o0qRJDQZxl8ulL774IuQNQwygaFbjwn2BgpEIQMwjZtfQe4A08/9J101WUGtyS8GPEpIoLAoA8MtS4t2/f38VFBTY3RbEIobDNS6cFygYiQDEPGJ2Hb41uYMc7RPsKKGUdkznAQD4ZSnxdrlcdrcDsY7hcIGF8wIFIxGAmEbMbkBTR/sE8zqm8wAAArCUeA8fPtzudgCQwneBgpEIQMwiZjegqaN9gn0d03kAAH64DIvlT7///nutWLFCO3aYS2AMHDhQl112mdq2bWtrA+1QXl6u1NRUlZWVKSUlJdLNAQDEmEjHmViJ2SF/H4t21B/tMyyj8dE+wbxu4+uNJ+os+QUAjhGumG0p8d63b59GjRqlE044QSNGjJBhGHr//fe1b98+bd68WSeccIJtDbRDpL8QAQBiWyTjTCzFbNvex6aO9rH6uqYm+ACAsHNU4n3ttdcqPT1dCxcurPX4woULtW/fPj3++OO2NdAOJN4AADtFMs7EUsyO6nhd4TGXGJPMwmtM5wEARwpXrLE0x/vtt9/Wxx9/XO/x3//+9/GzHigAAFGAmB1hRYXSW6uOrentLV45LpvebgCIY24rG7Vo0UItWtTP0Vu2bNng4011++23y+Vy1br17dvX9/zRo0eVk5Ojjh07qk2bNsrOzlZJSUnIfj4AANGOmB1BG1ZLi28yK5t7lxUzqs37i280538DAOKS5cTbn5YtW4asMZI0YMAAHThwwHd75513fM/dcMMNeu2117Ry5Upt2rRJ+/fv15QpVAYFAMCLmB0hRYXSMw+a/667nJj3/oql5vxvAEDcsXTp++OPP1aHDh3qPW4Yhg4dOhTaBrVoofT09HqPl5WV6YknnlBubq7GjBkjSVq2bJn69eunLVu26IwzzghpOwAAiEbE7Ah5a1X9SuZ1uRPMomsMOQeAuGMp8f7888/tbodPUVGRunbtqlatWikjI0OLFi1S9+7dlZ+fr8rKSmVmZvq27du3r7p37668vLyAQdzj8cjj8fjul5eX23oMAABESjTH7KiN1xWeY3O6A6muMiudV3gotgYAccZS4t2jRw/fv7/99ltJ0vHHHx/yxowcOVLLly9Xnz59dODAAS1cuFBnn322CgsLVVxcrMTERLVr167Wa9LS0lRcXBxwv4sWLapX3RUAgFgUzTE7auP1kcONJ91eRrW5PYk3AMQVS3O8Jen+++9Xenq60tLSlJaWpi5duujPf/5zSBszfvx4XXTRRRo8eLCysrK0Zs0alZaW6oUXXmjWfufNm6eysjLf7csvvwxRiwEAcJ5ojdlRG6+TW5vVy61wuc3tAQBxxVKUWLFihR599FE99dRTOnjwoL799lstX75cjz32mJ555hnbGteuXTudeuqp+uyzz5Senq6KigqVlpbW2qakpKTB+WU1JSUlKSUlpdYNAIBYFM0xO2rjdWKSuWSYOyHwdu4EaVgGvd0AEIcsJd6PP/64nn/+eWVlZaldu3Zq3769srKy9Nxzz+mxxx6zrXGHDh3S559/ri5dumj48OFq2bKl1q9f73t+165d2rt3rzIyMmxrAwAA0YSYHSHjpgQurCaZz4+N4cruAAC/LM3xLi4u1pAhQ+o9Pnjw4JCuyXnTTTdp4sSJ6tGjh/bv368FCxYoISFBl156qVJTU3XVVVdpzpw56tChg1JSUjRr1ixlZGTEZnVUAACagJgdIb0Hmsn3W6vqP+d2S9XV0rRZVDQHgDhlKfFu27at3+eOO+64kDXmq6++0qWXXqqDBw+qU6dOOuuss7RlyxZ16tRJkrRkyRK53W5lZ2fL4/EoKytLDz/8cMh+PgAA0Y6YHSEbVptJt8tdv9BadbU0LlsaPSEybQMARJzLMAyjsY1OPPFE3XzzzQ0+d88990RP8ZMflZeXKzU1VWVlZdEzfwwAEDUiGWdiKWZHTbwuKpQW39T4dnPvpccbABwmXLHGUo/32LFjVVBQ0OBzNdfoBAAAkUXMDrMKj7Tm+WPDyf1xJ0hrV5F4A0CcspR4L1u2zO9z+/fvD1ljAABA8xCzw6So0BxaXpAnqdHBg2ZhtYI8M1GnqjkAxB3L63j7E7NFUgAAiDHE7BDZsNocWv7RVllKur2MaunIYduaBQBwrmYn3hamiAMAAAcgZodAUaH0zIPmvxtbPqwul1tKbh36NiFyKjxS2Xfm/wEgAEtDzQNxuVyhaAcAALAZMTsE3lplztcONul2u6WhGQwzjxXeqQbbtpgjGVxuaegZZvV65vEDaIClxPvjjz/2+1xlZWXIGgMAAJqHmG2jCs+xRCtY1dXS2CmhbxPCb8Nqc9SDO+HY74JRbU49KNhsrtfO0nEA6rCUeE+aNMnvc8nJySFrDAAAaB5ito2OHG5a0i1Jckk9TglpcxABgaYaeO+vWCqd0JOebwC1WEq8d+/ebXc7AABACBCzbZTc2hxS3KTk2zATd4aaRzcrUw1YOg5AA4Ke4713717985//lMvl0jnnnKNu3brZ0S4AANBMxOwQS0wy5/F+tJXCavHI6lQDlo4D0ICgqprn5uZq2LBheumll/Tiiy/qtNNO03PPPWdX2wAAQBMRs20ybkoTCqslSMMorBb1gplqwNJxAOoIqsf7jjvu0AcffKBevXpJkv7973/r/PPP19SpU21pHAAAaBpitk16DzSLZ61Yar26eXUVhdViQTBTDRjhAKCOoHq8W7du7QvgktSzZ0+1bs2HCgAATkPMttHoCdLce81h564AX6XcCeb/p81ivm8s8E418J5XfxjhAKABQfV4T5gwQbfffrt+9atfyTAMLVu2TBMnTlR5ebkkKSUlxZZGAgCA4BCzbdZ7gHmr8JhDivfvkTa8Zs7trbmu89gpJN2xZNwUc8mwQBjhAKABLsMwDKsbu93+r+q6XC5VVQU55ylCysvLlZqaqrKyMr54AABCzglxJhZithPex6B5E/Hk1vR4xqqNrzc81cB7n3W8gagSrlgTVI93dXVT164EAADhRMyOkMQkEu5YN3qCuU732lWMcABgWdDLiQEAAABxre5UA0Y4AGgEiTcAAADQFIxwAGBRUFXNAQAAAABAcEi8AQAAEL8qPFLZd+b/AcAmDDUHAABA/CkqlN5aJW3bUrtA2rhsCqQBCDlH93jfddddcrlcmj17tu+xo0ePKicnRx07dlSbNm2UnZ2tkpKSyDUSAAAQsxFdNqyWFt8kfbTVTLol8/8fbZUW32guGQYAIeTYxPv999/XY489psGDB9d6/IYbbtBrr72mlStXatOmTdq/f7+mTJkSoVYCAABiNqJKUaH0zIPmv6vrrGfvvb9iqVS0I7ztAhDTHJl4Hzp0SJdddpn+8pe/qH379r7Hy8rK9MQTT+i+++7TmDFjNHz4cC1btkybN2/Wli1bIthiAADiEzEbUeetVZI7IfA27gRznW4ACBFHJt45OTmaMGGCMjMzaz2en5+vysrKWo/37dtX3bt3V15ent/9eTwelZeX17oBAIDmC2XMjqt4TUGvyKjwmHO66/Z011VdJRXkcX4AhIzjiqs999xz+vDDD/X+++/Xe664uFiJiYlq165drcfT0tJUXFzsd5+LFi3SwoULQ91UAADiWqhjdlzEawp6RdaRw8fmdDfGqDa3Z51uACHgqB7vL7/8Ur/97W/1zDPPqFWrViHb77x581RWVua7ffnllyHbNwAA8ciOmB3z8ZqCXpGX3Nq82GGFy21uDwAh4KjEOz8/X19//bVOO+00tWjRQi1atNCmTZv0wAMPqEWLFkpLS1NFRYVKS0trva6kpETp6el+95uUlKSUlJRaNwAA0HR2xOyYjtcU9HKGxCRzhIGVOd7DMujtBhAyjkq8f/rTn2r79u3atm2b7/aTn/xEl112me/fLVu21Pr1632v2bVrl/bu3auMjIwIthwAgPhCzA4SBb2cY9wUa3O8x1KBH0DoOGqOd9u2bTVw4MBajx133HHq2LGj7/GrrrpKc+bMUYcOHZSSkqJZs2YpIyNDZ5xxRiSaDABAXCJmB8Fb0KuxucXegl6HyqWqKikhwfx/cmt6XkOp90Bp2ixzhIE7oXYS7r0/bRZz7gGElKMSbyuWLFkit9ut7OxseTweZWVl6eGHH450swAAQB3E7B8FW9Br9sV1HnSZw54pwBY6oydIJ/Q0RxgU5NUudDd2Cu8zgJBzGYZhRLoR4VZeXq7U1FSVlZXF1vwxAIAjEGdCI2bexwqPlHOB9eS7IS6XZBhmT+zoCaFrG8zzc+QwIwuAOBWuWOOoOd4AAAAxx2pBr0C8/SQUYAu9xCQptT1JNwBbkXgDAADYzUpBLysowAYAUYnEGwAAwG7egl5S83q+vQXYKjyhaRcAICyirrgaAABAVGqwoJfr2DByq4xqc04yQ6MBIGqQeAMAAIRL7wHmzVvQKyFBumFqcIXXXG6zEBgAIGow1BwAACDcvAW92qQEV3jNnWAuLUZvNwBEFRJvAACASAqm8Fp1lbnONAAgqpB4AwAARFLNwmsuV8PbeB+fNsscqg4AiCrM8QYAAIi0WoXXNtcpuOaSho0ye7pJugEgKpF4AwAAOEFDhdeqqsxCaszpBoCoRuINAADgJIlJJNoAEGOY4w0AAAAAgI1IvAEAAAAAsBGJNwAAAAAANiLxBgAAAADARiTeAAAAAADYiMQbAAAAAAAbkXgDAAAAAGAjEm8AAAAAAGzkqMT7kUce0eDBg5WSkqKUlBRlZGTo73//u+/5o0ePKicnRx07dlSbNm2UnZ2tkpKSCLYYAID4RMwGAMA6RyXeJ554ou666y7l5+frgw8+0JgxYzRp0iTt2LFDknTDDTfotdde08qVK7Vp0ybt379fU6ZMiXCrAQCIP8RsAACscxmGYUS6EYF06NBB99xzjy688EJ16tRJubm5uvDCCyVJn3zyifr166e8vDydccYZlvdZXl6u1NRUlZWVKSUlxa6mAwDiVLzGmVDH7Hh9HwEA4ROuWOOoHu+aqqqq9Nxzz+mHH35QRkaG8vPzVVlZqczMTN82ffv2Vffu3ZWXlxfBlgIAEN+I2QAABNYi0g2oa/v27crIyNDRo0fVpk0bvfzyy+rfv7+2bdumxMREtWvXrtb2aWlpKi4uDrhPj8cjj8fju19eXm5H0wEAiCuhjtnEawBArHJcj3efPn20bds2bd26VTNnztQVV1yhnTt3NmufixYtUmpqqu/WrVu3ELUWAID4FeqYTbwGAMQqxyXeiYmJOuWUUzR8+HAtWrRIQ4YM0Z///Gelp6eroqJCpaWltbYvKSlRenp6wH3OmzdPZWVlvtuXX35p4xEAABAfQh2zidcAgFjluMS7rurqank8Hg0fPlwtW7bU+vXrfc/t2rVLe/fuVUZGRsB9JCUl+ZY78d4AAEBoNTdmE68BALHKUXO8582bp/Hjx6t79+76/vvvlZubq40bN+rNN99UamqqrrrqKs2ZM0cdOnRQSkqKZs2apYyMjKAqmgMAgOYjZgMAYJ2jEu+vv/5al19+uQ4cOKDU1FQNHjxYb775psaOHStJWrJkidxut7Kzs+XxeJSVlaWHH344wq0GACD+ELMBALDO8et424F1QQEAdiLOhAbvIwDAbnG/jjcAAAAAALGAxBsAAAAAABuReAMAAAAAYCMSbwAAAAAAbETiDQAAAACAjUi8AQAAAACwEYk3AAAAAAA2IvEGAAAAAMBGJN4AAAAAANiIxBsAAAAAABuReAMAAAAAYCMSbwAAAAAAbETiDQAAAACAjUi8AQAAAACwEYk3AAAAAAA2IvEGAAAAAMBGJN4AAAAAANiIxBsAAAAAABuReAMAAAAAYCMSbwAAAAAAbOSoxHvRokU6/fTT1bZtW3Xu3FmTJ0/Wrl27am1z9OhR5eTkqGPHjmrTpo2ys7NVUlISoRYDABCfiNkAAFjnqMR706ZNysnJ0ZYtW7R27VpVVlZq3Lhx+uGHH3zb3HDDDXrttde0cuVKbdq0Sfv379eUKVMi2GoAAOIPMRsAAOtchmEYkW6EP9988406d+6sTZs26ZxzzlFZWZk6deqk3NxcXXjhhZKkTz75RP369VNeXp7OOOMMS/stLy9XamqqysrKlJKSYuchAADiUDzGGTtidjy+jwCA8ApXrHFUj3ddZWVlkqQOHTpIkvLz81VZWanMzEzfNn379lX37t2Vl5cXkTYCAABiNgAAgbSIdAP8qa6u1uzZs3XmmWdq4MCBkqTi4mIlJiaqXbt2tbZNS0tTcXGx3315PB55PB7ffe+Xg/Ly8tA3HAAQ97zxxcGDykIqVDGbeA0ACLdwxWzHJt45OTkqLCzUO++80+x9LVq0SAsXLqz3eLdu3Zq9bwAA/Dl48KBSU1Mj3QzbhSpmE68BAJFid8x2ZOJ9/fXXa/Xq1frnP/+pE0880fd4enq6KioqVFpaWusKeklJidLT0/3ub968eZozZ47vfmlpqXr06KG9e/dG/Rei8vJydevWTV9++WXUz3+LpWORYut4OBbniqXjiaVjKSsrU/fu3X3DrmNZKGM28Tp6xNLxcCzOFUvHw7E4V7hitqMSb8MwNGvWLL388svauHGjevXqVev54cOHq2XLllq/fr2ys7MlSbt27dLevXuVkZHhd79JSUlKSkqq93hqampM/LJIUkpKCsfiULF0PByLc8XS8cTSsbjdji6l0ix2xGzidfSJpePhWJwrlo6HY3Euu2O2oxLvnJwc5ebm6tVXX1Xbtm19c8BSU1OVnJys1NRUXXXVVZozZ446dOiglJQUzZo1SxkZGZYrmgMAgOYjZgMAYJ2jEu9HHnlEkjR69Ohajy9btkzTp0+XJC1ZskRut1vZ2dnyeDzKysrSww8/HOaWAgAQ34jZAABY56jE20oluVatWumhhx7SQw891OSfk5SUpAULFjQ4nC3acCzOFUvHw7E4VywdD8cSXcIRs2PpfYylY5Fi63g4FueKpePhWJwrXMfjMuJlrRMAAAAAACIgdqu+AAAAAADgACTeAAAAAADYiMQbAAAAAAAbxWzi/dBDD6lnz55q1aqVRo4cqffeey/g9itXrlTfvn3VqlUrDRo0SGvWrAlTS/1btGiRTj/9dLVt21adO3fW5MmTtWvXroCvWb58uVwuV61bq1atwtRi/26//fZ67erbt2/A1zjxnHj17Nmz3vG4XC7l5OQ0uL2Tzss///lPTZw4UV27dpXL5dIrr7xS63nDMHTbbbepS5cuSk5OVmZmpoqKihrdb7B/c6EQ6FgqKys1d+5cDRo0SMcdd5y6du2qyy+/XPv37w+4z6b8roZKY+dm+vTp9dp2/vnnN7pfp50bSQ3+/bhcLt1zzz1+9xmpc2Pls/jo0aPKyclRx44d1aZNG2VnZ6ukpCTgfpv6txZrYiFeS8Rsp56XaI7XEjHbqTE7luK1FDsx2+nxOiYT7+eff15z5szRggUL9OGHH2rIkCHKysrS119/3eD2mzdv1qWXXqqrrrpKBQUFmjx5siZPnqzCwsIwt7y2TZs2KScnR1u2bNHatWtVWVmpcePG6Ycffgj4upSUFB04cMB327NnT5haHNiAAQNqteudd97xu61Tz4nX+++/X+tY1q5dK0m66KKL/L7GKeflhx9+0JAhQ/xWGb777rv1wAMP6NFHH9XWrVt13HHHKSsrS0ePHvW7z2D/5kIl0LEcPnxYH374oebPn68PP/xQq1at0q5du/SLX/yi0f0G87saSo2dG0k6//zza7Xt2WefDbhPJ54bSbWO4cCBA3ryySflcrmUnZ0dcL+RODdWPotvuOEGvfbaa1q5cqU2bdqk/fv3a8qUKQH325S/tVgTK/FaImY79bxEc7yWiNlOjdmxFK+l2InZjo/XRgwaMWKEkZOT47tfVVVldO3a1Vi0aFGD21988cXGhAkTaj02cuRI49prr7W1ncH6+uuvDUnGpk2b/G6zbNkyIzU1NXyNsmjBggXGkCFDLG8fLefE67e//a1x8sknG9XV1Q0+79TzIsl4+eWXfferq6uN9PR045577vE9VlpaaiQlJRnPPvus3/0E+zdnh7rH0pD33nvPkGTs2bPH7zbB/q7apaHjueKKK4xJkyYFtZ9oOTeTJk0yxowZE3Abp5ybup/FpaWlRsuWLY2VK1f6tvnXv/5lSDLy8vIa3EdT/9ZiTazGa8MgZjv1vERrvDYMYnZDnBAXYileG0ZsxWynxeuY6/GuqKhQfn6+MjMzfY+53W5lZmYqLy+vwdfk5eXV2l6SsrKy/G4fKWVlZZKkDh06BNzu0KFD6tGjh7p166ZJkyZpx44d4Wheo4qKitS1a1eddNJJuuyyy7R3716/20bLOZHM37kVK1ZoxowZcrlcfrdz6nmpaffu3SouLq713qempmrkyJF+3/um/M1FSllZmVwul9q1axdwu2B+V8Nt48aN6ty5s/r06aOZM2fq4MGDfreNlnNTUlKi119/XVdddVWj2zrh3NT9LM7Pz1dlZWWt97lv377q3r273/e5KX9rsSaW47VEzHbieYmleC0Rs72cEBcaEovxWoqumO20eB1zife3336rqqoqpaWl1Xo8LS1NxcXFDb6muLg4qO0jobq6WrNnz9aZZ56pgQMH+t2uT58+evLJJ/Xqq69qxYoVqq6u1qhRo/TVV1+FsbX1jRw5UsuXL9cbb7yhRx55RLt379bZZ5+t77//vsHto+GceL3yyisqLS3V9OnT/W7j1PNSl/f9Dea9b8rfXCQcPXpUc+fO1aWXXqqUlBS/2wX7uxpO559/vv76179q/fr1Wrx4sTZt2qTx48erqqqqwe2j5dw89dRTatu2baNDvZxwbhr6LC4uLlZiYmK9L4eNxR3vNlZfE2tiNV5LxGzJmeclluK1RMyWnBEXGhKr8VqKnpjtxHjdIqitETE5OTkqLCxsdG5ERkaGMjIyfPdHjRqlfv366bHHHtMf/vAHu5vp1/jx433/Hjx4sEaOHKkePXrohRdesHTFzMmeeOIJjR8/Xl27dvW7jVPPS7yorKzUxRdfLMMw9MgjjwTc1sm/q1OnTvX9e9CgQRo8eLBOPvlkbdy4UT/96U8j2LLmefLJJ3XZZZc1WsDICefG6mcx4hsx25mI19EhFmJ2rMZrKXpithPjdcz1eB9//PFKSEioV52upKRE6enpDb4mPT09qO3D7frrr9fq1au1YcMGnXjiiUG9tmXLlho2bJg+++wzm1rXNO3atdOpp57qt11OPydee/bs0bp16/SrX/0qqNc59bx4399g3vum/M2FkzeA79mzR2vXrg145bwhjf2uRtJJJ52k448/3m/bnH5uJOntt9/Wrl27gv4bksJ/bvx9Fqenp6uiokKlpaW1tm8s7ni3sfqaWBOL8VoiZns57bzEWryWiNkNcWrMjoV4LUVPzHZqvI65xDsxMVHDhw/X+vXrfY9VV1dr/fr1ta5g1pSRkVFre0lau3at3+3DxTAMXX/99Xr55Zf1j3/8Q7169Qp6H1VVVdq+fbu6dOliQwub7tChQ/r888/9tsup56SuZcuWqXPnzpowYUJQr3PqeenVq5fS09Nrvffl5eXaunWr3/e+KX9z4eIN4EVFRVq3bp06duwY9D4a+12NpK+++koHDx702zYnnxuvJ554QsOHD9eQIUOCfm24zk1jn8XDhw9Xy5Yta73Pu3bt0t69e/2+z035W4s1sRSvJWK2U8+LV6zFa4mY3RCnxuxYiNeS82O24+N1UKXYosRzzz1nJCUlGcuXLzd27txpXHPNNUa7du2M4uJiwzAM43/+53+MW265xbf9u+++a7Ro0cL43//9X+Nf//qXsWDBAqNly5bG9u3bI3UIhmEYxsyZM43U1FRj48aNxoEDB3y3w4cP+7apeywLFy403nzzTePzzz838vPzjalTpxqtWrUyduzYEYlD8LnxxhuNjRs3Grt37zbeffddIzMz0zj++OONr7/+2jCM6DknNVVVVRndu3c35s6dW+85J5+X77//3igoKDAKCgoMScZ9991nFBQU+KqG3nXXXUa7du2MV1991fj444+NSZMmGb169TKOHDni28eYMWOMpUuX+u439jcXiWOpqKgwfvGLXxgnnniisW3btlp/Qx6Px++xNPa7Gqnj+f77742bbrrJyMvLM3bv3m2sW7fOOO2004zevXsbR48e9Xs8Tjw3XmVlZUbr1q2NRx55pMF9OOXcWPks/vWvf210797d+Mc//mF88MEHRkZGhpGRkVFrP3369DFWrVrlu2/lby3WxUq8NgxitlPPi2FEb7w2DGK2U2N2LMXrxo7HKxpittPjdUwm3oZhGEuXLjW6d+9uJCYmGiNGjDC2bNnie+7cc881rrjiilrbv/DCC8app55qJCYmGgMGDDBef/31MLe4PkkN3pYtW+bbpu6xzJ4923fcaWlpxs9+9jPjww8/DH/j67jkkkuMLl26GImJicYJJ5xgXHLJJcZnn33mez5azklNb775piHJ2LVrV73nnHxeNmzY0ODvlbe91dXVxvz58420tDQjKSnJ+OlPf1rvGHv06GEsWLCg1mOB/uYicSy7d+/2+ze0YcMGv8fS2O9qpI7n8OHDxrhx44xOnToZLVu2NHr06GFcffXV9QJyNJwbr8cee8xITk42SktLG9yHU86Nlc/iI0eOGNddd53Rvn17o3Xr1sYFF1xgHDhwoN5+ar7Gyt9aPIiFeG0YxGynnhfDiN54bRjEbKfG7FiK140dj1c0xGynx2vXjzsHAAAAAAA2iLk53gAAAAAAOAmJNwAAAAAANiLxBgAAAADARiTeAAAAAADYiMQbAAAAAAAbkXgDAAAAAGAjEm8AAAAAAGxE4g0AAAAAgI1IvIEw6Nmzp/r06aOhQ4eqT58+uuuuu2o9f8cdd2jgwIEaMmSI+vbtq9/97ne+51wul4YOHVpr+2XLlsnlcun++++XJC1fvlypqakaNmyY+vXrpyFDhmjhwoU6cuSI3YcWco8++qjuueeeBp9bvXq1Ro8eHd4GAQDiCjHbOmI2YF2LSDcAiBfPP/+8hg4dqn379ql///4aM2aMRowYoRdffFF///vf9f777ys5OVn//e9/tWPHjlqvbdGihfLz8zV8+HBJ0pNPPqmf/OQntbY577zz9Morr0iSvv76a/3qV7/SJZdcor/97W+2HM9///tftWjh/yOkurpakuR2B3d979e//nWz2gUAQHMRs60hZgPW0eMNhNkJJ5ygvn37as+ePZKkr776Sh06dFCrVq0kmQF7yJAhtV5z5ZVX6sknn5Qkffrpp6qsrNSAAQP8/ozOnTvrqaee0rp16+p9IZCk22+/XdnZ2RozZoz69u2riRMn6uDBg5KkyspK3XLLLRoxYoSGDh2qiy++WN99950kafr06ZoxY4bOOeccDRw40O9+s7KyNHDgQB04cEBvvvmmzjrrLA0fPlwjRozQhg0bJElFRUU688wzNWTIEA0aNEi33nqrbx+zZ8/2teW6665T7969a71WkjZu3FirV6GwsFA9e/b03ff3cwEAsIqYTcwGQoXEGwizTz75RAcPHvQNv5o6dap2796tk046SZdffrmefPLJesPNpkyZojVr1ujo0aN68skndeWVVzb6c9q3b6/evXs3GMQl6e2331Zubq4++eQTdevWTfPmzZMk3XPPPTruuOP03nvvadu2bbUCrCTl5+fr9ddf1yeffNLgfvPy8vTXv/5VO3fulMfj0e233641a9YoPz9fubm5+uUvfymPx6MHH3xQP//5z/XRRx9p+/btmjNnTr19Pf7449q1a5d27Nihd955Rx9++GGjxy1JX3zxhd+fCwCAVcRsYjYQKgw1B8Lkkksukdvt1q5du7RkyRJ16tRJkpSenq7t27dr69atevfdd/Xwww9r6dKl2rp1qxITEyVJycnJysrK0sqVK7Vy5UoVFBQoLy+v0Z9pGIbf5yZMmKD09HRJ0jXXXKMpU6ZIkl555RWVlZXppZdekiRVVFTUuip90UUXqW3btn73+7Of/UxpaWmSpDfeeEOfffaZzjnnHN/zbrdbe/fu1TnnnKPf/e53OnTokM4991xlZmbW29f69et1+eWX+96HGTNm6Iknnmj0uAP93N69ezf6egBAfCNmm4jZQOiQeANh4p0vtm7dOk2cOFFjxozRoEGDJEkJCQkaNWqURo0apd/85jdKS0tTYWGhTjvtNN/rr7zySv385z/X+eefr5SUlEZ/3nfffafPPvusweFlDXG5XJLMwL906VKNGzeuwe3atGkTcD81nzcMQ2PHjlVubm697Xr37q1Ro0Zp7dq1evDBB3X//fdrzZo1ltoomcP7qqqqfPePHj1q6ecCANAYYnZtxGyg+RhqDoRZZmamZs6c6RsK9sEHH+jzzz/3Pf/JJ5+osrJS3bp1q/W6kSNH6tZbb/UNLwvkm2++0YwZM5SZman+/fs3uM2aNWtUUlIiSfq///s/39XryZMna8mSJTp8+LAk6fDhw36HvjUmKytL69at08cff+x77L333pNkzhdLS0vT5Zdfrrvvvltbtmyp9/rMzEytWLFClZWVqqio0LJly3zPnXTSSdqzZ4+++eYbSdLTTz9t6ecCAGAVMZuYDYQKPd5ABMyfP1+nnHKK8vPzdfDgQV1//fUqLS1VcnKyEhISlJub6xvWVtNvf/tbv/vcsGGDhg0bpiNHjigpKUkXXHCB5s6d63f7s88+W7/85S+1b98+9e7dW8uXL5ckzZ07Vx6PRyNHjvRdrZ47d27AwjD+nHLKKcrNzdW1116rw4cPq6KiQsOGDVNubq5efPFFrVixQomJiaqurtajjz5a7/VXX321CgsL1b9/f7Vv315nn3228vPzJUldu3bVzTffrBEjRigtLU3jx4+39HMBAAgGMZuYDYSCywg0oQRATLr99ttVWlrqW1MUAAA4EzEbiA0MNQcAAAAAwEb0eAMAAAAAYCN6vAEAAAAAsBGJNwAAAAAANiLxBgAAAADARiTeAAAAAADYiMQbAAAAAAAbkXgDAAAAAGAjEm8AAAAAAGxE4g0AAAAAgI1IvAEAAAAAsNH/B/uY0WOGzsLDAAAAAElFTkSuQmCC",
- "text/plain": [
- "<Figure size 1000x700 with 4 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, axes = plt.subplots(2, 2, figsize =(10, 7))\n",
- "axes[0, 0].scatter(rmsd_residue_1duh, conf_value_1duh, s=50, c=\"tomato\")\n",
- "axes[0, 0].set_title(\"1duh_A\")\n",
- "\n",
- "axes[0, 1].scatter(rmsd_residue_3oww, conf_value_3oww, s=50, c=\"tomato\")\n",
- "axes[0, 1].set_title(\"3oww_A\")\n",
- "axes[0, 1].set_xlim(0, 20)\n",
- "\n",
- "axes[1, 0].scatter(rmsd_residue_5dun, conf_value_5dun, s=50, c=\"tomato\")\n",
- "axes[1, 0].set_title(\"5dun_A\")\n",
- "axes[1, 0].set_xlim(0, 20)\n",
- "\n",
- "axes[1, 1].scatter(rmsd_residue_7mky, conf_value_7mky, s=50, c=\"tomato\")\n",
- "axes[1, 1].set_title(\"7mky_A\")\n",
- "axes[1, 1].set_xlim(0, 20)\n",
- "\n",
- "fig.suptitle(\"RMSD per residue - training data < 2022\", fontsize=18)\n",
- "\n",
- "for ax in axes.flat:\n",
- " ax.set_xlabel(\"RSMD per residue\", fontsize =8)\n",
- " ax.set_ylabel(\"pLDDT per residue\", fontsize =8)\n",
- " ax.set_ylim(20, 100)\n",
- "\n",
- "plt.tight_layout()\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, ax = plt.subplots()\n",
- "ax.scatter (rmsd_residue_1duh, conf_value_1duh, color= \"gold\")\n",
- "ax.scatter (rmsd_residue_3oww, conf_value_3oww, color = \"tomato\")\n",
- "ax.scatter (rmsd_residue_5dun, conf_value_5dun, color = \"sandybrown\")\n",
- "ax.scatter (rmsd_residue_7mky, conf_value_7mky, color = \"salmon\")\n",
- "\n",
- "ax.set_xlabel(\"RMSD per residue\", fontsize =13)\n",
- "ax.set_ylabel(\"pLDDT\", fontsize =13)\n",
- "ax.set_ylim(20, 100)\n",
- "ax.set_title(\"RMSD per residue - training data < 2022\", fontsize = 14)\n",
- "\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "py",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.12.5"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/analysis/22_rna_examples.ipynb b/analysis/22_rna_examples.ipynb
index 6fe35f25eacd9e74fb10ed2e8e45cb895a13e0f8..47b0cde98497d583db7df8ef8365dd05fab8f641 100644
--- a/analysis/22_rna_examples.ipynb
+++ b/analysis/22_rna_examples.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
@@ -34,7 +34,7 @@
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 18,
"metadata": {},
"outputs": [
{
@@ -48,8 +48,8 @@
}
],
"source": [
- "file_af_1duh= \"/Users/janabikowski/alphafold3/alphafold_structures/rna_trainingsdata/fixed_fold_1duh_a_training_model_0.cif\"\n",
- "file_pdb_1duh = \"/Users/janabikowski/alphafold3/alphafold_structures/rna_trainingsdata/1duh_fixed.cif\"\n",
+ "file_af_1duh= \"../alphafold_structures/22_rna_examples/fixed_fold_1duh_a_training_model_0.cif\"\n",
+ "file_pdb_1duh = \"../alphafold_structures/22_rna_examples/1duh_fixed.cif\"\n",
"print(rmsd.rmsd_pdb(file_af_1duh, file_pdb_1duh))\n",
"\n",
"rmsd_residue_1duh= rmsd.rmsd_per_residue(file_af_1duh, file_pdb_1duh)\n",
@@ -61,12 +61,12 @@
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -78,7 +78,7 @@
"source": [
"plt.scatter(rmsd_residue_1duh, conf_value_1duh)\n",
"plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
+ "plt.ylabel(\"pLDDT\", fontsize = 13)\n",
"plt.title(\"1duh_A\", fontsize = 15)\n",
"\n",
"plt.show()"
@@ -93,7 +93,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 20,
"metadata": {},
"outputs": [
{
@@ -110,8 +110,8 @@
}
],
"source": [
- "file_af_3oww= \"/Users/janabikowski/alphafold3/alphafold_structures/rna_trainingsdata/fixed_fold_3oww_a_training_model_0.cif\"\n",
- "file_pdb_3oww = \"/Users/janabikowski/alphafold3/alphafold_structures/rna_trainingsdata/3oww_fixed.cif\"\n",
+ "file_af_3oww= \"../alphafold_structures/22_rna_examples/fixed_fold_3oww_a_training_model_0.cif\"\n",
+ "file_pdb_3oww = \"../alphafold_structures/22_rna_examples/3oww_fixed.cif\"\n",
"print(rmsd.rmsd_pdb(file_af_3oww, file_pdb_3oww))\n",
"\n",
"rmsd_residue_3oww= rmsd.rmsd_per_residue(file_af_3oww, file_pdb_3oww)\n",
@@ -127,12 +127,12 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -147,7 +147,7 @@
"\n",
"plt.scatter(rmsd_residue_3oww, conf_value_3oww)\n",
"plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
+ "plt.ylabel(\"pLDDT\", fontsize = 13)\n",
"plt.title(\"3oww_A\", fontsize = 15)\n",
"\n",
"plt.xlim(0, 20)\n",
@@ -163,7 +163,7 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 22,
"metadata": {},
"outputs": [
{
@@ -177,8 +177,8 @@
}
],
"source": [
- "file_af_5dun= \"/Users/janabikowski/alphafold3/alphafold_structures/rna_trainingsdata/fixed_fold_5dun_a_training_model_0.cif\"\n",
- "file_pdb_5dun = \"/Users/janabikowski/alphafold3/alphafold_structures/rna_trainingsdata/5dun_fixed.cif\"\n",
+ "file_af_5dun= \"../alphafold_structures/22_rna_examples/fixed_fold_5dun_a_training_model_0.cif\"\n",
+ "file_pdb_5dun = \"../alphafold_structures/22_rna_examples/5dun_fixed.cif\"\n",
"print(rmsd.rmsd_pdb(file_af_5dun, file_pdb_5dun))\n",
"\n",
"rmsd_residue_5dun= rmsd.rmsd_per_residue(file_af_5dun, file_pdb_5dun)\n",
@@ -190,12 +190,12 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -207,7 +207,7 @@
"source": [
"plt.scatter(rmsd_residue_5dun, conf_value_5dun)\n",
"plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
+ "plt.ylabel(\"pLDDT\", fontsize = 13)\n",
"plt.title(\"5dun_A\", fontsize = 15)\n",
"\n",
"plt.xlim(0, 20)\n",
@@ -237,8 +237,8 @@
}
],
"source": [
- "file_af_7mky= \"/Users/janabikowski/alphafold3/alphafold_structures/rna_trainingsdata/fixed_fold_7mky_a_training_model_0.cif\"\n",
- "file_pdb_7mky = \"/Users/janabikowski/alphafold3/alphafold_structures/rna_trainingsdata/7mky_fixed.cif\"\n",
+ "file_af_7mky= \"../alphafold_structures/22_rna_examples/fixed_fold_7mky_a_training_model_0.cif\"\n",
+ "file_pdb_7mky = \"../alphafold_structures/22_rna_examples/7mky_fixed.cif\"\n",
"print(rmsd.rmsd_pdb(file_af_7mky, file_pdb_7mky))\n",
"\n",
"rmsd_residue_7mky= rmsd.rmsd_per_residue(file_af_7mky, file_pdb_7mky)\n",
@@ -255,7 +255,7 @@
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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0ec2EhAQlJSU5vQKhNtt/eMObFW6ejtV1FWs2pQUARKKQCoyGDRum+fPna+3atfrmm2/0+uuv69FHH9XPf/5zSZLJZNKMGTP0xz/+UW+++aY+++wzjR8/XqmpqRoxYkS99rU+Rkw8rXBbMq6HlgSxijWb0gIAIlFI5Rj99a9/1QMPPKBp06bp5MmTSk1N1a9//WvNmTPH0eZ//ud/dPbsWU2ePFmFhYXq27ev1q1bp8TEwH8Be6oqXV8jJjWtcAtWFWt7mYF8a7HblXQXNYpjU1oAQFgxGZXLSkeBoqIimc1mWa1Wj9NqNSVV5xwq0JhndtT4eS/eeVWdL5kPlnV78zRl1W6PbZawMg0AEADefn/XVkhNpYUKb5Kq/dn+I9IMyrCoWaM4t8ftK9Mo+AgACBcERlV4m1QtyeftPyLNztxTKjxX6vY4K9MAAOGGwKgKX5Kqfd3+I9KwMg0AEGlCKvk6FPj6Ze/L9h+RhpVpAIBIQ2BUhT9f9r5s/xFJalqZZlLF6Fkk51kBACILU2lVhHtSdX3udO9NEcpIz7MCAEQWRoyq8LTbfah/2Qdjp3t3G+Ba6vhzAQCoC9QxciMYQUZtuNvp3h6+1XUyuKdimAAA1FZ91TEiMPKgtl/29RUslJUb6rvwPber6ey5PltnZxGsAADCUn0FRkyleVCbpOr6HHHypcRANCaJAwDgLZKv64A3lbMDiXpCAAAEBoFRgHlbOTuQq8WoJwQAQGAQGAWYL9NagRLuJQYAAAgVBEYBFoxpLeoJAQAQGARGARasaa1o37cNAIBAYFVagAVzm4xo3rcNAIBAIDAKsGBXzo7WfdsAAAgEptLqQCCmtepzzzMAAFCBEaM6UptprXDbjgQAgEjBliAhJth7ngEAEIrq6/ubqbQQEozikAAA4D8IjEJIMIpDAgCA/yAwCiHseQYAQHARGIUQ9jwDACC4CIxCCHueAQAQXARGIYQ9zwAACC4CoxBjLw6ZnMSeZwAA1DcKPIaQsnJDO3NP6aPcUyr58UenY1FWbgoAgKAgMKoD9gDHl4rXrqpdV3aiqERTV+1m1AgAgDpEYBRg/mzn4a7adWWGKvKM5q3Zp0EZFvKMAACoA+QYBZA9wKk66pNvLdbUVbu1bm9etXM8VbuuigKPAADULQKjAPF3O4+aql27QoFHAADqBoFRgPi7nYc/QQ4FHgEAqBvkGAWIv9t5+BLkmFSxbJ8CjwAA1A0Co1qyr0A7eOKMV+2rBkL2atfeTqfVR4FHf1bVAQAQCQiMaqGmJfaVuRvtiY0x6aYrU/T0+7kez69pZVug+LOqDgCASEGOkZ/crUBzxdN2HmXlht78tPpqtcpaNI7XlnuvrZegyNdVdQAARBICIz/4ssRe8rydhzer0grOXtCuwz/40VPv+buqDgCASMJUmh+8XWL/m2s7qs+lrTzm6GzYl+/VZ9b1En1fVtVldmxRp30BACBYCIz84G2Q0im5qccgYt3ePC3b9o1X1wrkEn1XydX+rqoDACCSEBj5wdsgxVM7+9RVTQKxRL9yIPTN92f14s4jyi8qcRxPMSdq9E/beXUtaigBACIZgZEf7Evs863FLnNyvAlmvJ2OM1S7JfrerJzLtxbrsQ1fqlmjOFnPlfp9TwAAhDuSr/0QG2PS3GEZkv6z4szO0wq0yrydkrq9Twe/V6N5u3LOHgiZ9J/Naivz9p4AAAh3BEZeKis3lHOoQKv3HFPOoQINyrBo8bgespidp5Y8rUCrzNspqUEZFr/768vKOUPSD+dKNXNgJ7/vCQCAcMdUmhc8FT3cOjvLryrRgZiO88SfzWklqUPLxn7fEwAA4Y7AqAb26aiqwYu96KF9JMWe4Pzmp8d16kyJmjeOl8Xc0G1QYZ+Om7pqt2MKyy4QU1f+rh5r3TRRsTEmluQDAKISgZEHNRU9NKmi6GF5ufSHta4TnD1tpzGkS4oWj+tRbTTKUsMWHN7sZebr6jGSqwEAkEyGYURVKeOioiKZzWZZrVYlJSV5bJtzqEBjntlR6880SR5zdMrKDe04VKCcr7+XVDFac9UlLVyOFnm7l1lZuaG+C99zO1VXtX+qoY8AAASTL9/ftUHytQeBKmZoyPN2Guv35euef3yqv206pL9t+kpjn/1QfRe+V21vMl/2MvO0cq4qb5KrqyafszUIACASMZXmQSCLGbrbTsOXHCZvpvUGZVgcI03upursBR07tGzkmIqTKkbIXE3PeTtKBQBAuCMw8qCmlWO+so9A2XOE8ouK9Ye3Pvcq2PF3L7MhXVIc57vLSfIU+EjyKnADACASEBh5UNPKMV+DpdZNE72qRG1XOdipzV5mnlaZeRqxmrJqt5o1ivNplAoAgHBGjlEN7NNRrooePvWr7koxJ9aYwyNVjMD8cPaCV5Woq7KP9HjDl+m/mqbnJKnwXKnb8ysHbgAARAJGjLzgaToqJsakqat2ezzfJOmBoVfoD2u9r0Rdmf3zAl0Q0t8ikFUFKkkdAIBgY8TIS/bpqOH/dbEyO7aoluCcYnY9UpNiW/F1UeMEv4IQS1KCIwir7f5sVQUqoAlkkjoAAMHEiFEAVB5Ryi8qdln5evWeY35du/jHcq3fl68hXVL8LgjpTm0DGopCAgAiDYFRgNS0jYa/QYj1XKnT6i9vVpl5y5vpOXOjOFlteUaB3rYEAIBQw1RaPbEHIb6GEIbt9eCbnzuKKlad1pPkV/FFb6bnHhrZ1W3yOUv1AQCRhi1B6pF9abzk+1J/SZo58DLdNbBTtWvWtviiN9fwZn82AADqSn19fxMYBVhNAYSrIKRZoziPy+IrW1JplMZdDSJ/9j4j8AEAhLKoDIw6dOigw4cPV3t/2rRpevLJJ1VcXKy7775bL730kkpKSjR48GA99dRTSk5O9voz6vIX68sGr5WDkPJyQ2OXfejVZ6SYE7V1dpYkqe/C99yudLMnRm+dnUWAAwAIe1G5iexHH32kvLw8x2v9+vWSpJtvvlmSNHPmTK1Zs0avvvqqtmzZouPHj2vkyJHB7LKDrxu8Vs4RuqpjC7fL/auyF1T0ZYsQAADgnZAKjFq1aiWLxeJ4vfXWW+rYsaP69+8vq9WqZcuW6dFHH1VWVpZ69uyp7Oxsbd++XTt27Ahqv72pID1vzT63SdGVk6C9cfJ0ca22CAEAAK6FVGBU2YULF7Rq1SrdfvvtMplM2rVrl0pLSzVw4EBHm/T0dLVr1045OTlB7GnNFaS9Gb0Z0iVFM6skVrvTumlinWwRAgBAtAvZwOiNN95QYWGhJkyYIEnKz89XfHy8mjVr5tQuOTlZ+fn5bq9TUlKioqIip1egeTsqk2897/H4b7I6yZLkPpAxqSLHqFda8xqX/1duCwAAvBOygdGyZct0ww03KDU1tVbXWbBggcxms+PVtm3bAPXwP7wdlfnD2v16fMNBt/WGYmNMevCmDJlU87YfdbFFCAAA0S4kA6PDhw9rw4YNuuOOOxzvWSwWXbhwQYWFhU5tT5w4IYvF4vZa999/v6xWq+N19OjRgPfX2+KNp85e0KINX+qul/ZozDM71Hfhe05J2dJ/9l7zpqCiL20BAEDNQmq5vt2DDz6op59+WkePHlWDBhW7llitVrVq1UovvviiRo0aJUk6cOCA0tPTlZOTo6uuusqra9fVcj93NYU88VRvyJe6QtQgAgBEuqisYyRJ5eXlSktL05gxY/TQQw85HZs6darefvttrVixQklJSfrv//5vSdL27du9vn5d1zH63euf6dRZ74o1StQbAgDAG/UVGIXcJrIbNmzQkSNHdPvtt1c7tmjRIsXExGjUqFFOBR5DxZAuKTpfWq6ZL+/x+pzKK9Y8bUILAADqXsgFRtdff73cDWIlJibqySef1JNPPlnPvfKep1VlnlBvCACA4AvJ5Otw5m0idlXUGwIAIPgIjALM0zJ6V8Kx3lBZuaGcQwVuyw4AABCuQm4qLRLYl9FX3VC2qnCsN+TtRrkAAISjkFuVVtfqK6tdcl5G/833Z/XiziPKLypxHA+3gMJdSQJPZQcAAAiEqF2uX9fqMzCqKpzrDZWVG+q78D23I2CUHQAA1KWoXa4fyWJjTGG7JN+XjXLD9R4BACD5Gl7xtpwAZQcAAOGMwAhe8bacAGUHAADhjKm0EBSKuUj2+kz51mKX+8HZc4zCqewAAABVERiFmFBdDm+vzzR11W6ZJKfgKBzLDgAA4ApTaSHEvhy+apJzvrVYU1ft1rq9eUHqWQV7fSaL2Xm6zGJOZKk+ACAiMGIUIsrKDc1bs8/lNJWhilGZeWv2aVCGJaijMkO6pGhQhiXkpvoAAAgEAqMQEU7L4cO57AAAAJ4wlRYiWA4PAEDwERiFCJbDAwAQfARGIcK+HN5dpo5JFavTWA4PAEDdITAKEfbl8JKqBUcshwcAoH4QGIUQlsMDABBcrEoLMSyHBwAgeAiMQhDL4QEACA6m0gAAAGwIjAAAAGwIjAAAAGwIjAAAAGwIjAAAAGwIjAAAAGwIjAAAAGwIjAAAAGwIjAAAAGyofA2XysoNtiUBAEQdAiNUs25vnuat2ac8a7HjvRRzouYOy2AjWwBARGMqDU7W7c3T1FW7nYIiScq3Fmvqqt1atzfP5Xll5YZyDhVo9Z5jyjlUoLJyoz66CwBAQDFiBIeyckPz1uyTq5DGkGSSNG/NPg3KsDhNqzHCBACIFIwYwWFn7qlqI0WVGZLyrMXamXvK8Z6/I0wAAIQinwOjlStX6ptvvqmDriDYTp52HxS5alfTCJNUMcLEtBoAIFz4HBhNnDhR27dvr4u+IMhaN030qZ0/I0wAAIQynwMjw+B//UeqXmnNlWJOlLtF+SZV5A71SmsuyfcRJgAAQh05RnCIjTFp7rAMSaoWHNl/njssw5F47esIEwAAoY7ACE6GdEnR4nE9ZDE7BzMWc6IWj+vhtMrM1xEmAABCncnwcW4sJiZG11xzjS655BLvPsBk0rJly/zqXF0oKiqS2WyW1WpVUlJSsLsTsrytfG1flSbJKQnb3rJqMAUAgD/q6/vbr8DIpw8wmVRWVubTOXWJwCjwqGMET9heBkAg1Nf3t18FHh977DENHz480H1BmBrSJUWDMix8+aEagmYA4cavwKhly5Zq3759oPuCMBYbY1JmxxbB7gZCiH2ateqQtL34J9OsAEIRydcAAo7inwDCFYERgICj+CeAcOVzYNS/f38lJyfXRV8ARAiKfwIIVz7nGG3atKnae2fPnlVRUZGSkpLUuHHjgHQMQPii+CeAcOX3VNrXX3+tyZMnq02bNkpKSnL6v1OmTGGjWSCKUfwTQLjyKzDatGmTunfvrmeffVYFBQXq0qWLrr76anXp0kUFBQVaunSpunfvrg8++CDQ/QUQBnzdXgYAQoXPgZHVatWYMWNkMpn0zDPPyGq16tNPP9UHH3ygTz/9VFarVUuXLpVhGBo9erSKiorqot8AQpwv28sAQKjwOcdo5cqVOnnypLZs2aJ+/fpVOx4fH6877rhDnTp1UlZWlp577jlNnz49IJ0FEF4o/gkg3Pi8JcjQoUNVUlKiDRs21Nj2uuuuU2JiotauXet3BwONLUEAAAg/9fX97fNU2t69ezVgwACv2l577bXau3evrx8BAAAQFD4HRqdOnVJqaqpXbVNTU1VQUOBzpwAAAILB58Do7NmzSkz0rvZIQkKCzp8/73OnAAAAgsGv5fomE4mTAAAg8vicfB0TE6O2bdvKbDbX2NZqterbb79VWVmZ3x0MNJKvAQAIP/X1/e3zcv127drJZDLp9OnTNbaNiYlRu3bt/OoYAABAffM5MGKrj9BXVm5QNwYAAD/4HBghtK3bm6d5a/Ypz/qfXctTzImaOyyDSsMAANTA701k7c6fP6/PP/9cOTk5+vzzz2u9Cu3YsWMaN26cWrRooYYNG6pr1676+OOPHccNw9CcOXOUkpKihg0bauDAgTp48GBtbyMirNubp6mrdjsFRZKUby3W1FW7tW5vXpB6BgBAePA7MMrJydH111+vZs2aqVu3burbt6+6deumiy66SEOGDNHOnTt9vuYPP/ygPn36KC4uTv/617+0b98+/eUvf9FFF13kaPPwww/riSee0JIlS/Thhx+qcePGGjx4sIqLiz1cOfKVlRuat2afXGXS29+bt2afysp9yrUHACCq+LwqTZJefvlljR8/XqWlpWrfvr26deumpKQkFRUV6d///rcOHz6suLg4vfDCCxo1apTX173vvvu0bds2ffDBBy6PG4ah1NRU3X333brnnnskVax8S05O1ooVKzR69OgaPyNSV6XlHCrQmGd21NjuxTuvUmbHFvXQIwAAAidktwQ5ceKEJk+erOTkZK1fv165ublavXq1nnvuOa1evVq5ubl699131bp1a02aNEknT570+tpvvvmmfvKTn+jmm29W69at1b17dz3zzDOO47m5ucrPz9fAgQMd75nNZvXu3Vs5OTkur1lSUqKioiKnVyQ6edq7ETNv2wEAEI18DoyWL1+u8+fP61//+peuu+46l20GDhyot99+W2fPntWKFSu8vvbXX3+txYsXq1OnTnrnnXc0depU/fa3v9Xf//53SVJ+fr4kKTk52em85ORkx7GqFixYILPZ7Hi1bdvW6/6Ek9ZNvatG7m07AACikc+B0XvvvachQ4aoc+fOHtt17dpVN9xwg9avX+/1tcvLy9WjRw/96U9/Uvfu3TV58mTdeeedWrJkia/ddLj//vtltVodr6NHj/p9rVDWK625UsyJcrco36SK1Wm90prXZ7cAAAgrPgdG+/btU58+fbxq26dPH+3bt8/ra6ekpCgjI8PpvSuuuEJHjhyRJFksFkkV03mVnThxwnGsqoSEBCUlJTm9IlFsjElzh1X87qoGR/af5w7LoJ4RAAAe+BwYFRYWVpvKcic5OVk//PCD19fu06ePDhw44PTel19+qfbt20uS0tLSZLFYtHHjRsfxoqIiffjhh8rMzPT6cyJFWbmhnEMFWr3nmHIOFWhQhkWLx/WQxew8XWYxJ2rxuB7UMQIAoAY+F3g8f/684uPjvWobFxenkpISr689c+ZMXX311frTn/6kW265RTt37tTSpUu1dOlSSRWb186YMUN//OMf1alTJ6WlpemBBx5QamqqRowY4euthDVPhRy3zs6i8jUAAH7wq/K1yVQ3X7I//elP9frrr+v+++/X73//e6Wlpemxxx7T2LFjHW3+53/+R2fPntXkyZNVWFiovn37at26dUpMjJ6kYnshx6p1FuyFHBkdAgDAPz7XMYqJiVFiYqIaNKg5pvrxxx9VUlKisrIyvzsYaOFex6is3FDfhe9Vq25tZ1LF1NnW2VmMEgEAIkZ9fX/7PGJ0zTXX1NmIEWq2M/eU26BIqqhynWct1s7cUxRyBADARz4HRps3b66DbsBbtS3kWFZukH8EAIAbfuUYeeuLL77Qv//9b91yyy11+TFRpTaFHD0lbJOTBABALTaR9cY///lPjRkzpi4/Iur4W8jRnrBddRrOnrC9bm9e3XQYAIAwUqeBEXxXtTZRWblzbrw/hRzLyg3NW7Ov2io2SY735q3ZV+2zAACINnU6lQbfeDvVNaRLihaP61GtrcXNtBgJ2wAAeIfAKET4WptoSJcUDcqweJVIXduEbQAAogWBUQioaarLpIqprkEZFqfAJzbG5NUIT20Stt31l5VtAIBIRGAUAup6qsuesJ1vLXYZfNmLQlZN2HaFlW0AgEjmc2DUtGlTrws8lpaW+tyhaFTXU132hO2pq3bLJDkFR+4Stl1hKxIAQKTzOTDq2bMnla8DLNBTXa74mrBdlb/TfQAAhBMqX4eAQE51eeJLwnZVrGwDAESDgOQYlZSUaPPmzfr6668lSR07dtQ111wTVTve14Z9qmvKqt0ujxvybqrL28/yJ3DxdhrvX7ZCkSRkAwDCUa0Do5UrV2rWrFn64YcfZBgV4x0mk0nNmjXTX/7yF02YMKG2H4EQ4O003sqcw1qZc5iEbABAWKpV5euXX35ZEyZMUJMmTTR//ny98cYbeuONN/THP/5RTZo00aRJk/Tyyy8Hqq8Ry56/4449fyeYlalr2oqkKrYaAQCEI5NhH+bxw5VXXqnS0lLt2LFDSUlJTsesVqt69+6thIQEffrpp7XuaKAUFRXJbDbLarVW63Ow5Bwq0JhndtTY7sU7rwpq/o59VZokl7lQVdlzo7bOzmJaDQBQK/X1/V2rEaMDBw5o4sSJLjtoNps1ceJEffnll7X5iLBQ0/5mNQmXytT2lW0Ws3fTapUTsgEACAe1yjGyWCwej5tMJiUnJ9fmI0JeIAoe1sdy/UCpvLLtX3vztDLncI3nBDugAwDAW7UaMZowYYKys7N15syZaseKioqUnZ2tiRMn1uYjQpp9aqnqMnZf82tqyt8xqSLYqu1y/UCxr2y7IcCBHwAAwVarEaN+/frprbfeUteuXTVt2jSlp6dLkvbv36/FixerZcuW6tevn95//32n86655prafGxICGTBw0BVpq5v9VV/CQCA+lKr5OuYGOcBJ3tF7MqXrFwl2zAMmUwmlZWV+fuRtRao5K26SJgOx33I3CVk258624QAAAKhvpKvazVilJ2dHah+hJ26SJiuTWXqYKntViMAAISSWgVGt912W6D6EXbqKmHa38rUwRSOAR0AAK4EZEuQaER+jbNwDOgAAKiqVqvSopk9YVpStdVkoZwwDQAA3CMwqgV3BQ8t5kSSjgEACENMpdUS+TUAAEQOAqMAIL8GAIDIQGBUB8rKDUaQAAAIQwRGARaORRoBAEAFkq8DKFB7p0kVo045hwq0es8x5RwqUFm53wXKAQCAlxgxCpBA7p1W21EnpvIAAPAPgVGA7Mw9VW2kqDJDUp61WDtzT3lM1LaPOlUNsOyjTjWVAWAqDwAA/zGVFiCB2DutplEnqWLUyd20WiCn8gAAiEYERgESiL3TfBl1qqq2QRUAACAwChj73mnuMnlMqpjS8rR3Wm1GnWoTVAEAgAoERgESiL3TajPqFIipPAAAoh2BUQDVdu+02ow6BWIqDwCAaMeqtACrzd5p9lGnqat2yyQ55QvVNOpkD6ryrcUu84xMqgjQPE3lAQAQ7RgxqgP2vdOG/9fFyuzYwqcaQv6OOgViKg8AgGhnMgwjqpYpFRUVyWw2y2q1KikpKdjdccvfIo3UMQIARKL6+v4mMIpAVL4GAESa+vr+JscoAtmn8gAAgG/IMQIAALAhMAIAALAhMAIAALAhMAIAALAhMAIAALAhMAIAALAhMAIAALAhMAIAALAhMAIAALAhMAIAALAhMAIAALAhMAIAALAhMAIAALAhMAIAALAhMAIAALAhMAIAALBpEOwOILDKyg3tzD2lk6eL1bpponqlNVdsjCnY3QIAICyE1IjRgw8+KJPJ5PRKT093HC8uLtb06dPVokULNWnSRKNGjdKJEyeC2OPQsm5vnvoufE9jntmhu17aozHP7FDfhe9p3d68YHcNAICwEFKBkSR17txZeXl5jtfWrVsdx2bOnKk1a9bo1Vdf1ZYtW3T8+HGNHDkyiL0NHev25mnqqt3KsxY7vZ9vLdbUVbsJjgAA8ELITaU1aNBAFoul2vtWq1XLli3TCy+8oKysLElSdna2rrjiCu3YsUNXXXVVfXc1ZJSVG5q3Zp8MF8cMSSZJ89bs06AMC9NqAAB4EHIjRgcPHlRqaqouueQSjR07VkeOHJEk7dq1S6WlpRo4cKCjbXp6utq1a6ecnBy31yspKVFRUZHTK9LszD1VbaSoMkNSnrVYO3NP1V+nAAAIQyEVGPXu3VsrVqzQunXrtHjxYuXm5qpfv346ffq08vPzFR8fr2bNmjmdk5ycrPz8fLfXXLBggcxms+PVtm3bOr6L+nfytPugyJ92AABEq5CaSrvhhhsc/92tWzf17t1b7du31yuvvKKGDRv6dc37779fs2bNcvxcVFQUccFR66aJAW0HAEC0CqkRo6qaNWumyy67TF999ZUsFosuXLigwsJCpzYnTpxwmZNkl5CQoKSkJKdXpOmV1lwp5kS5yx4ySUoxVyzdBwAA7oV0YHTmzBkdOnRIKSkp6tmzp+Li4rRx40bH8QMHDujIkSPKzMwMYi+DLzbGpLnDMiSpWnBk/3nusAwSrwEAqEFIBUb33HOPtmzZom+++Ubbt2/Xz3/+c8XGxmrMmDEym82aNGmSZs2apU2bNmnXrl2aOHGiMjMzo3pFmt2QLilaPK6HLGbn6TKLOVGLx/XQkC4pQeoZAADhI6RyjL799luNGTNGBQUFatWqlfr27asdO3aoVatWkqRFixYpJiZGo0aNUklJiQYPHqynnnoqyL0OHUO6pGhQhoXK1wAA+MlkGIar8jcRq6ioSGazWVarNSLzjQAAiET19f0dUlNpAAAAwURgBAAAYENgBAAAYENgBAAAYENgBAAAYENgBAAAYENgBAAAYENgBAAAYBNSla/hv7Jyg4rXAADUEoFRBFi3N0/z1uxTnrXY8V6KOVFzh2WwRxoAAD5gKi3Mrdubp6mrdjsFRZKUby3W1FW7tW5vXpB6BgBA+CEwCmNl5YbmrdknV5vd2d+bt2afysqjajs8AAD8RmAUxnbmnqo2UlSZISnPWqyduafqr1MAAIQxAqMwdvK0+6DIn3YAAEQ7AqMw1rppYkDbAQAQ7QiMwlivtOZKMSfK3aJ8kypWp/VKa16f3QIAIGwRGIWx2BiT5g7LkKRqwZH957nDMqhnBACAlwiMwkxZuaGcQwVaveeYcg4VaFCGRYvH9ZDF7DxdZjEnavG4HtQxAgDABxR4DCOeCjlunZ1F5WsAAGqJwChM2As5Vq1IZC/kyOgQAAC1x1RaGKCQIwAA9YPAKAx4W8hx0fovlXOogAAJAAA/ERiFAW8LNP5t01ca88wO9V34HnukAQDgBwKjMOBrgUY2kAUAwD8ERmGgpkKOVZF3BACAfwiMwoCnQo7usIEsaqtqzSyCbADRgOX6YWJIlxQtHtejWh2jmrCBLPzhqWYWZSEARDJGjMLIkC4p2jo7Sy/eeZV+c21Hr85hA1n4yl4zq2oATu4agGhAYBRmYmNMyuzYQjMHXc4Gsgg4amYBiHYERmGKDWRRF7ytmUXuGoBIRWAUxux5R2wgi0DxNieN3DUAkYrk6zA3pEuKBmVY2EAWAeFtThq5awAiFYFRBLDnHQG1Za+ZlW8tdplnZFLFiCS5awAiFVNpABzIXQMQ7QiMADghdw1ANGMqDUA15K4BiFYERgBcIncNQDRiKg0AAMCGwAgAAMCGwAgAAMCGwAgAAMCGwAgAAMCGwAgAAMCGwAgAAMCGwAgAAMCGwAgAAMCGwAgAAMCGwAgAAMCGwAgAAMCGwAgAAMCGwAgAAMCGwAgAAMCGwAgAAMCGwAgAAMCGwAgAAMCGwAgAAMCGwAgAAMCGwAgAAMCmQbA7ACCwysoN7cw9pZOni9W6aaJ6pTVXbIwp2N0CgLBAYAREkHV78zRvzT7lWYsd76WYEzV3WIaGdEkJYs8AIDyE7FTaQw89JJPJpBkzZjjeKy4u1vTp09WiRQs1adJEo0aN0okTJ4LXSSCErNubp6mrdjsFRZKUby3W1FW7tW5vXpB6BgDhIyQDo48++khPP/20unXr5vT+zJkztWbNGr366qvasmWLjh8/rpEjRwapl0DoKCs3NG/NPhkujtnfm7dmn8rKXbUAANiFXGB05swZjR07Vs8884wuuugix/tWq1XLli3To48+qqysLPXs2VPZ2dnavn27duzYEcQeA8G3M/dUtZGiygxJedZi7cw9VX+dAoAwFHKB0fTp0zV06FANHDjQ6f1du3aptLTU6f309HS1a9dOOTk5bq9XUlKioqIipxcQaU6edh8U+dMOAKJVSCVfv/TSS9q9e7c++uijasfy8/MVHx+vZs2aOb2fnJys/Px8t9dcsGCB5s2bF+iuAiGlddPEgLYDgGgVMiNGR48e1V133aXnn39eiYmB++N9//33y2q1Ol5Hjx4N2LWBUNErrblSzIlytyjfpIrVab3SmtdntwAg7IRMYLRr1y6dPHlSPXr0UIMGDdSgQQNt2bJFTzzxhBo0aKDk5GRduHBBhYWFTuedOHFCFovF7XUTEhKUlJTk9AIiTWyMSXOHZUhSteDI/vPcYRnUMwKAGoRMYHTdddfps88+0549exyvn/zkJxo7dqzjv+Pi4rRx40bHOQcOHNCRI0eUmZkZxJ4DoWFIlxQtHtdDFrPziKvFnKjF43pQxwgAvBAyOUZNmzZVly5dnN5r3LixWrRo4Xh/0qRJmjVrlpo3b66kpCT993//tzIzM3XVVVcFo8tAyBnSJUWDMixUvgYAP4VMYOSNRYsWKSYmRqNGjVJJSYkGDx6sp556KtjdAkJKbIxJmR1bBLsbABCWTIZhRFXFt6KiIpnNZlmt1qjNN2IvLQBAuKmv7++wGjFC7bGXFgAA7oVM8jXqHntpAQDgGYFRlGAvLQAAakZgFCXYSwsAgJoRGEUJ9tICAKBmBEZRgr20AACoGYFRlGAvLQAAakZgFCXYSwsAgJoRGEUR9tICAMAzCjxGGfbSAgDAPQKjKFTTXlpsGQIAiFYERnDCliEAgGhGjhEc3G0Zkmct1pRVu/X4hoNUxgYARDQCI0jyvGWI3aINX6rPQxvZUw0AELEIjCCp5i1D7PKLSthwFgAQsQiMIMn3rUDYcBYAEIkIjCDJt61A2HAWABCpCIwgqeYtQ1xhw1kAQKQhMIIk5y1DvMWGswCASENgBAfHliFJngMeNpwFAEQqAiM4GdIlRdvuy9LMgZ1cHmfDWQBAJCMwQjWxMSbdNfAyLRnXQylsOAsAiCJsCQK32HAWABBtCIzgUU0bzgIAEEmYSgMAALAhMAIAALAhMAIAALAhMAIAALAhMAIAALAhMAIAALAhMAIAALAhMAIAALAhMAIAALCJusrXhmFIkoqKioLcEwAA4C3797b9e7yuRF1gVFBQIElq27ZtkHsCAAB8VVBQILPZXGfXj7rAqHnz5pKkI0eO1OkvNtQUFRWpbdu2Onr0qJKSkoLdnXrDfXPf0YD75r6jgdVqVbt27Rzf43Ul6gKjmJiKtCqz2RxV/w9ll5SUxH1HEe47unDf0SVa79v+PV5n16/TqwMAAIQRAiMAAACbqAuMEhISNHfuXCUkJAS7K/WK++a+owH3zX1HA+67bu/bZNT1ujcAAIAwEXUjRgAAAO4QGAEAANgQGAEAANgQGAEAANhEZGD05JNPqkOHDkpMTFTv3r21c+dOj+1fffVVpaenKzExUV27dtXbb79dTz0NjAULFuinP/2pmjZtqtatW2vEiBE6cOCAx3NWrFghk8nk9EpMTKynHgfGgw8+WO0e0tPTPZ4T7s9akjp06FDtvk0mk6ZPn+6yfbg+6/fff1/Dhg1TamqqTCaT3njjDafjhmFozpw5SklJUcOGDTVw4EAdPHiwxuv6+vehvnm679LSUs2ePVtdu3ZV48aNlZqaqvHjx+v48eMer+nPv5X6VtPznjBhQrV7GDJkSI3XDefnLcnlv3WTyaRHHnnE7TXD4Xl7871VXFys6dOnq0WLFmrSpIlGjRqlEydOeLyuv38XKou4wOjll1/WrFmzNHfuXO3evVtXXnmlBg8erJMnT7psv337do0ZM0aTJk3SJ598ohEjRmjEiBHau3dvPffcf1u2bNH06dO1Y8cOrV+/XqWlpbr++ut19uxZj+clJSUpLy/P8Tp8+HA99ThwOnfu7HQPW7dudds2Ep61JH300UdO97x+/XpJ0s033+z2nHB81mfPntWVV16pJ5980uXxhx9+WE888YSWLFmiDz/8UI0bN9bgwYNVXFzs9pq+/n0IBk/3fe7cOe3evVsPPPCAdu/erddee00HDhzQTTfdVON1ffm3Egw1PW9JGjJkiNM9vPjiix6vGe7PW5LT/ebl5Wn58uUymUwaNWqUx+uG+vP25ntr5syZWrNmjV599VVt2bJFx48f18iRIz1e15+/C9UYEaZXr17G9OnTHT+XlZUZqampxoIFC1y2v+WWW4yhQ4c6vde7d2/j17/+dZ32sy6dPHnSkGRs2bLFbZvs7GzDbDbXX6fqwNy5c40rr7zS6/aR+KwNwzDuuusuo2PHjkZ5ebnL45HwrCUZr7/+uuPn8vJyw2KxGI888ojjvcLCQiMhIcF48cUX3V7H178PwVb1vl3ZuXOnIck4fPiw2za+/lsJNlf3fdtttxnDhw/36TqR+LyHDx9uZGVleWwTbs/bMKp/bxUWFhpxcXHGq6++6mizf/9+Q5KRk5Pj8hr+/l2oKqJGjC5cuKBdu3Zp4MCBjvdiYmI0cOBA5eTkuDwnJyfHqb0kDR482G37cGC1WiWpxo32zpw5o/bt26tt27YaPny4Pv/88/roXkAdPHhQqampuuSSSzR27FgdOXLEbdtIfNYXLlzQqlWrdPvtt8tkMrltFwnPurLc3Fzl5+c7PU+z2azevXu7fZ7+/H0IB1arVSaTSc2aNfPYzpd/K6Fq8+bNat26tS6//HJNnTpVBQUFbttG4vM+ceKE1q5dq0mTJtXYNtyed9XvrV27dqm0tNTp+aWnp6tdu3Zun58/fxdciajA6Pvvv1dZWZmSk5Od3k9OTlZ+fr7Lc/Lz831qH+rKy8s1Y8YM9enTR126dHHb7vLLL9fy5cu1evVqrVq1SuXl5br66qv17bff1mNva6d3795asWKF1q1bp8WLFys3N1f9+vXT6dOnXbaPtGctSW+88YYKCws1YcIEt20i4VlXZX9mvjxPf/4+hLri4mLNnj1bY8aM8biZqK//VkLRkCFDtHLlSm3cuFELFy7Uli1bdMMNN6isrMxl+0h83n//+9/VtGnTGqeTwu15u/reys/PV3x8fLWAv6bvc3sbb89xpYEPfUcYmD59uvbu3VvjfHJmZqYyMzMdP1999dW64oor9PTTT+sPf/hDXXczIG644QbHf3fr1k29e/dW+/bt9corr3j1v6giwbJly3TDDTcoNTXVbZtIeNaorrS0VLfccosMw9DixYs9to2EfyujR492/HfXrl3VrVs3dezYUZs3b9Z1110XxJ7Vn+XLl2vs2LE1Lp4It+ft7fdWfYmoEaOWLVsqNja2Wtb6iRMnZLFYXJ5jsVh8ah/KfvOb3+itt97Spk2b1KZNG5/OjYuLU/fu3fXVV1/VUe/qXrNmzXTZZZe5vYdIetaSdPjwYW3YsEF33HGHT+dFwrO2PzNfnqc/fx9ClT0oOnz4sNavX+9xtMiVmv6thINLLrlELVu2dHsPkfS8JemDDz7QgQMHfP73LoX283b3vWWxWHThwgUVFhY6ta/p+9zexttzXImowCg+Pl49e/bUxo0bHe+Vl5dr48aNTv+LubLMzEyn9pK0fv16t+1DkWEY+s1vfqPXX39d7733ntLS0ny+RllZmT777DOlpKTUQQ/rx5kzZ3To0CG39xAJz7qy7OxstW7dWkOHDvXpvEh41mlpabJYLE7Ps6ioSB9++KHb5+nP34dQZA+KDh48qA0bNqhFixY+X6Omfyvh4Ntvv1VBQYHbe4iU5223bNky9ezZU1deeaXP54bi867pe6tnz56Ki4tzen4HDhzQkSNH3D4/f/4uuOtcRHnppZeMhIQEY8WKFca+ffuMyZMnG82aNTPy8/MNwzCMW2+91bjvvvsc7bdt22Y0aNDA+POf/2zs37/fmDt3rhEXF2d89tlnwboFn02dOtUwm83G5s2bjby8PMfr3LlzjjZV73vevHnGO++8Yxw6dMjYtWuXMXr0aCMxMdH4/PPPg3ELfrn77ruNzZs3G7m5uca2bduMgQMHGi1btjROnjxpGEZkPmu7srIyo127dsbs2bOrHYuUZ3369Gnjk08+MT755BNDkvHoo48an3zyiWP11UMPPWQ0a9bMWL16tfHvf//bGD58uJGWlmacP3/ecY2srCzjr3/9q+Pnmv4+hAJP933hwgXjpptuMtq0aWPs2bPH6d97SUmJ4xpV77umfyuhwNN9nz592rjnnnuMnJwcIzc319iwYYPRo0cPo1OnTkZxcbHjGpH2vO2sVqvRqFEjY/HixS6vEY7P25vvrSlTphjt2rUz3nvvPePjjz82MjMzjczMTKfrXH755cZrr73m+Nmbvws1ibjAyDAM469//avRrl07Iz4+3ujVq5exY8cOx7H+/fsbt912m1P7V155xbjsssuM+Ph4o3PnzsbatWvruce1I8nlKzs729Gm6n3PmDHD8TtKTk42brzxRmP37t313/la+OUvf2mkpKQY8fHxxsUXX2z88pe/NL766ivH8Uh81nbvvPOOIck4cOBAtWOR8qw3bdrk8v+v7fdWXl5uPPDAA0ZycrKRkJBgXHfdddV+H+3btzfmzp3r9J6nvw+hwNN95+bmuv33vmnTJsc1qt53Tf9WQoGn+z537pxx/fXXG61atTLi4uKM9u3bG3feeWe1ACfSnrfd008/bTRs2NAoLCx0eY1wfN7efG+dP3/emDZtmnHRRRcZjRo1Mn7+858beXl51a5T+Rxv/i7UxGS7MAAAQNSLqBwjAACA2iAwAgAAsCEwAgAAsCEwAgAAsCEwAgAAsCEwAgAAsCEwAgAAsCEwAoAgGTBggDp06OBV282bN8tkMmnFihV12icg2hEYASHG/gVY+dWkSRP16NFDixYt0o8//ljtnAEDBshkMikuLk75+fkur3vXXXc5rrd582anY19//bUmT56s9PR0NWrUSBdddJGuuOIK3Xbbbdq0aZNT2w4dOlTrW7t27XTjjTfqiSeeqLbpIwCEkwbB7gAA18aMGaMbb7xRhmEoPz9fK1eu1KxZs7R//34tXbq0WvsGDSr+OT/33HO69957nY5duHBBzz//vBITE1VcXOx07OOPP1b//v0VFxen8ePHq3Pnzjp//rwOHjyod999V02bNtW1117rdE6bNm20YMECSVJxcbGOHz+uzZs366677tL8+fP14osvKisrK5C/joj07rvvis0HgNBCYASEqB49emjcuHGOn6dNm6b09HQ9++yzmj9/vlq1auXUPiEhQVlZWcrOzq4WGK1evVoFBQX61a9+pRdeeMHp2Lx583Tu3Dnt2bPH5c7drkagzGazU98kac6cOdqyZYtuuukmDR8+XJ988okuvfRSn++7Lp0+fVpNmzb16ZzS0lKVlZUpMTEx4P2Jj48P+DUB1A5TaUCYaNy4sa666ioZhqFDhw65bDNx4kTt379fH374odP72dnZuvLKK9W9e/dq5xw8eFAtWrRwGRRJksVi8bqP/fv311/+8hedOXNGDz30UI3tV6xYIZPJpA0bNujBBx9U+/btlZCQoG7duumll15yec7HH3+sn//852rZsqUSEhJ0+eWXa/78+dWmGO35O19//bV+8YtfqHnz5kpKSvLYnwcffFAmk0mff/65Zs2apTZt2igxMVE7duyQJJWUlOhPf/qTOnfurMTERDVr1kzDhg3TJ5984nSd8vJyPfbYY+rWrZuaNm2qpKQkXX755Zo0aZJKS0ur9bGq1atXq3v37kpMTFTbtm31wAMPOJ1Xtb/ffPNNtWMdOnTQgAEDqr2/YcMGXX/99WrWrJkSExPVrVs3LVmyxOPvBYgmjBgBYcQeEDVv3tzl8Z/97Gdq3bq1li9frt69e0uSjh07pnfffVePPvqoLly4UO2cjh076sCBA3rttdc0cuTIWvfx1ltv1W9+8xu9/fbbXp8ze/ZsnT17VtOmTZNUEciNGTNGxcXFmjBhgqPd2rVrNXLkSF166aW6++671bx5c+Xk5GjOnDnas2ePXn31VafrnjlzRv3791efPn00f/58nTx50qv+jB07Vg0bNtTdd98tk8mklJQUlZaWasiQIdq+fbvjHq1Wq5555hn16dNH77//vn7yk59IkubPn685c+Zo2LBhmjJlimJjY5Wbm6s333xTJSUliouLc/vZr7/+ukaNGqUOHTpozpw5atCggbKzs7V27Vqvf5/uLF26VFOmTNFVV12l//3f/1Xjxo21fv16TZ06VYcOHdIjjzxS688Awp4BIKRs2rTJkGTMmzfP+O6774yTJ08a//73v41p06YZkoxevXpVO6d///5G48aNDcMwjFmzZhlms9k4d+6cYRiGMX/+fCM+Pt74/vvvjUceecSQZGzatMlx7vbt2424uDhDktGpUydj4sSJxlNPPWXs27fPZf/at29vdO7c2eM9dO3a1ZBkFBUVeWyXnZ1tSDLatWtnFBYWOt4vLCw02rVrZ1x00UWO+zh//ryRnJxs9OvXzygtLXW6zqOPPlrtvvr3729IMv73f//XYx8qmzt3riHJ6N+/v9vPWLdundP7VqvVaNu2rdG/f3/He927dzeuuOKKGj+vf//+Rvv27R0///jjj0bbtm2NFi1aGN99953jffvvQ5KRnZ1drb+5ubnVrt2+fXunPh0/ftxISEgwxowZU63tb3/7WyMmJsY4dOhQjX0GIh1TaUCImjt3rlq1aqXWrVurW7dueuqppzRy5EitXr3a43m33367rFarXnvtNUkV01XDhw9XixYtXLbPzMzUrl27dNttt8lqtSo7O1vTpk1TRkaGrrnmGn399dc+990+ZVVUVORV+6lTp8psNjt+NpvNmjJlin744QfHCrr169frxIkTmjhxogoLC/X99987XjfeeKOkimTmqu655x6f+z9jxgxHMrvdqlWrlJ6erp49ezp99oULFzRo0CBt3bpV58+fd/T/2LFj2rp1q0+fu2vXLh09elQTJ05Uy5YtHe/bfx+18Y9//EMlJSWaNGmSU/+///57DRs2TOXl5dqwYUOtPgOIBEylASFq8uTJuvnmm1VaWqrPPvtMCxcu1LfffltjEnDnzp3105/+VNnZ2WrXrp0OHjyoxx9/3OM5Xbt2ddTHOXz4sLZs2aJnn31WH3zwgYYPH65du3b5lChsD4hqyumxu+KKK6q9l5GRIUmOwGz//v2SKgI/d06cOOH0c6tWrdSsWTOv+lDZZZddVu29/fv36/z589WS3iv7/vvv1bZtW/3pT3/SiBEj1K9fP6WmpmrAgAEaOnSofvGLX3j8PdrvNT09vdox++/DX/bf38CBA922qfr7A6IRgREQojp16uT4ErvhhhvUt29f9e3bV1OmTHGbmGx3++23O/J1Lr74Yg0ePNjrz23fvr3Gjx+vW2+9Vf369dO2bdu0c+dO9e3b16vzS0pK9OWXXyolJcXnFWCeGLZl7Y888oj+67/+y2Wb1NRUp58bNWrk12e5Os8wDHXt2lWPPvqo2/PsQVNmZqYOHTqkd955R5s2bdKmTZv0wgsv6I9//KO2bt3qNkfMVyaTye2xqsno9t/fypUrlZKS4vKcSy65JCD9AsIZgREQJq6++mrdeuutWrlypX7729/q6quvdtt2zJgxmjVrljZu3Kjf/e53ionxfdbcZDKpd+/e2rZtm44dO+b1ec8995xKSko0dOhQr8/Zv3+/hg8f7vTevn37JP3ny7pTp06SKlbneRr1qCudOnXSd999p6ysLK9+n02aNNGoUaM0atQoSdJTTz2l6dOna9myZdXKKdjZ7/WLL76odsz++6jMHmCdOnXKaXVbcXGx8vLynMol2H9/LVu2DMrvDwgX5BgBYeSBBx5QbGys5syZ47Gd2WzWkiVLNHfuXP3617/22Hb9+vUuq2mfP3/ekbPj7TTOli1bdPfdd6tp06a6//77vTpHkhYvXiyr1er42Wq1asmSJWrWrJn69+8vSRo8eLBat26thx56SKdOnXLZ39OnT3v9mb4aP3688vPz3Y4YVZ6G+v7776sd79GjhyS57Ltdz5491aZNG2VnZztdo6ioyOWSevuUX9XcoEWLFqm8vNzpvVtuuUUJCQmaO3euIxeqMqvVqpKSErd9A6IFI0ZAGLn00ks1evRoPf/88/rggw/Ur18/t23Hjx/v1TVnzpypgoIC3XTTTeratasaNWqko0eP6oUXXtCXX36p8ePHq2vXrk7nWK1WrVq1SlLF1Nnx48e1adMmbd68Wa1bt9ZLL73k07RMy5Yt1bt3b02cOFFSxXL9I0eO6Nlnn3VMazVu3FgrV67UiBEjdPnll+v222/XpZdeqsLCQn3xxRd67bXX9Prrr7us3RMId911l9avX697771X7733nrKyspSUlKQjR45o48aNSkxMdGyfcsUVV+iqq65S7969lZqaqry8PC1dulTx8fEaPXq028+IjY3VokWLdMstt6hXr16688471aBBAy1fvlwtWrTQkSNHnNoPHDhQl19+uebMmaOCggKlpaVp69at2rFjh1PytlRRrXzx4sW64447dMUVV+jWW29V+/bt9d133+mzzz7TG2+8oX379nm9dxsQsYK8Kg5AFfbl+o888ojL4/v27TNiYmKMAQMGON6rvFzfE1fL9d955x1j2rRpRrdu3YwWLVoYsbGxRvPmzY0BAwYYy5YtM8rKypyu0b59e0OS49WwYUOjTZs2xpAhQ4zHH3/c+OGHH7y+V/ty/fXr1xtz5swx2rZta8THxxtdunQxnn/+eZfnfPbZZ8bYsWON1NRUIy4uzmjdurWRmZlp/P73vzcKCgqcfieVl8J7w9Pyd8MwjNLSUuPxxx83fvKTnxiNGjUyGjVqZFx66aXGr371K+Odd95xtFuwYIHRr18/o1WrVkZ8fLzRpk0b4xe/+IWxa9cup+u56+M///lP48orr3Sc+3//93/Gu+++W225vmEYxoEDB4zBgwcbDRs2NMxms3HzzTcb3377bbXl+nZbt241RowYYbRq1cqIi4szUlJSjAEDBhh//vOfjfPnz/v0+wIikckw2KgHQHCsWLFCEydO1KZNm+pspAcAfEGOEQAAgA2BEQAAgA2BEQAAgA05RgAAADaMGAEAANgQGAEAANgQGAEAANgQGAEAANgQGAEAANgQGAEAANgQGAEAANgQGAEAANgQGAEAANj8P3JKQ6GK1B+HAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -267,7 +267,7 @@
"source": [
"plt.scatter(rmsd_residue_7mky, conf_value_7mky)\n",
"plt.xlabel(\"RMSD per residue\", fontsize =13)\n",
- "plt.ylabel(\"pLDDT per residue\", fontsize = 13)\n",
+ "plt.ylabel(\"pLDDT\", fontsize = 13)\n",
"plt.title(\"7mky_A\", fontsize = 15)\n",
"\n",
"plt.xlim(0, 20)\n",
@@ -283,12 +283,12 @@
},
{
"cell_type": "code",
- "execution_count": 51,
+ "execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
"<Figure size 1000x700 with 4 Axes>"
]
@@ -318,7 +318,7 @@
"\n",
"for ax in axes.flat:\n",
" ax.set_xlabel(\"RSMD per residue\", fontsize =8)\n",
- " ax.set_ylabel(\"pLDDT per residue\", fontsize =8)\n",
+ " ax.set_ylabel(\"pLDDT\", fontsize =8)\n",
" ax.set_ylim(20, 100)\n",
"\n",
"plt.tight_layout()\n",
@@ -327,12 +327,12 @@
},
{
"cell_type": "code",
- "execution_count": 53,
+ "execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -349,7 +349,7 @@
"ax.scatter (rmsd_residue_7mky, conf_value_7mky, color = \"salmon\")\n",
"\n",
"ax.set_xlabel(\"RMSD per residue\")\n",
- "ax.set_ylabel(\"pLDDT per residue\")\n",
+ "ax.set_ylabel(\"pLDDT\")\n",
"ax.set_ylim(20, 100)\n",
"ax.set_title(\"RMSD per residue - training data < 2022\", fontsize = 14)\n",
"\n",
diff --git a/analysis/23_24_complexes.ipynb b/analysis/23_24_complexes.ipynb
index 3670af3291f096086726d2e8daade8cff270dc68..d1be7f3de34c9ea6890a9ee44aa1a8294c3f27b0 100644
--- a/analysis/23_24_complexes.ipynb
+++ b/analysis/23_24_complexes.ipynb
@@ -94,7 +94,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": null,
"metadata": {},
"outputs": [
{
@@ -149,44 +149,11 @@
"#RNA in complex: RMSD of RNA predicted in the presence of additional complex components\n",
"#Isolated RNA: RMSD of RNA predicted without additional complex components\n",
"\n",
- "plt.savefig(\"/Users/janabikowski/alphafold3/alphafold_structures/complexes/rmsd_complexes_vs_isolated.png\", dpi =300, bbox_inches =\"tight\")\n",
+ "#plt.savefig(\"/Users/janabikowski/alphafold3/alphafold_structures/complexes/rmsd_complexes_vs_isolated.png\", dpi =300, bbox_inches =\"tight\")\n",
"plt.show()\n",
"\n"
]
},
- {
- "cell_type": "code",
- "execution_count": 44,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, ax = plt.subplots()\n",
- "ax.scatter(RCSB_ID,RMSD_complex, color = \"forestgreen\", label =\"RNA in complex\")\n",
- "ax.scatter(RCSB_ID, RMSD_RNA_only, color =\"firebrick\", label=\"RNA only\")\n",
- "\n",
- "for i in range (len(RCSB_ID)):\n",
- " ax.plot([RCSB_ID[i], RCSB_ID[i]], [RMSD_complex[i], RMSD_RNA_only[i]], color='gray', linestyle='-', linewidth=1)\n",
- "\n",
- "ax.set_ylabel(\"RMSD\", fontsize = 13)\n",
- "\n",
- "plt.xticks(rotation=50, fontsize =10)\n",
- "#ax.set_title(\"AlphaFold3 predictions RNA complexes\", fontsize =16)\n",
- "ax.legend()\n",
- "\n",
- "plt.show()"
- ]
- },
{
"cell_type": "code",
"execution_count": 29,
diff --git a/analysis/23_24_rna_inf.ipynb b/analysis/23_24_rna_inf.ipynb
index 8b597a33b7e00b3c8364a3214e51da4cef089f90..a62462c8cc86ea7d15e7aa6ebf3627f656110798 100644
--- a/analysis/23_24_rna_inf.ipynb
+++ b/analysis/23_24_rna_inf.ipynb
@@ -11,13 +11,6 @@
"INF = [0.66, 0.76, 0.82, 0.54, 0.84, 0.9, 0.32, 0.92, 0.79, 0.5]\n"
]
},
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- },
{
"cell_type": "code",
"execution_count": null,
diff --git a/analysis/23_24_rna_less_si.ipynb b/analysis/23_24_rna_less_si.ipynb
index 0f97d0ebf80e6b4f5c908c0dd987a76be0eebc0b..061bbbf7e034173ffdf44d0486958e734a9a298f 100644
--- a/analysis/23_24_rna_less_si.ipynb
+++ b/analysis/23_24_rna_less_si.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
@@ -54,7 +54,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
@@ -71,15 +71,15 @@
}
],
"source": [
- "file_af_8dp3= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8dp3_r_af3_model_0.cif\"\n",
- "file_pdb_8dp3 = \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8dp3_fixed.cif\"\n",
+ "file_af_8dp3= \"../alphafold_structures/23_24_rna/less_SI/fixed_fold_8dp3_r_af3_model_0.cif\"\n",
+ "file_pdb_8dp3 = \"../alphafold_structures/23_24_rna/pdb_less_SI/8dp3_fixed.cif\"\n",
"print(rmsd.rmsd_pdb(file_af_8dp3, file_pdb_8dp3))\n",
"\n",
"rmsd_residue_8dp3= rmsd.rmsd_per_residue(file_af_8dp3, file_pdb_8dp3)\n",
"print(rmsd_residue_8dp3)\n",
"## ValueError: operands could not be broadcast together with shapes (3,24) (3,23) \n",
"\n",
- "conf_value_8dp3 = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8dp3_r_af3_model_0.cif\")\n",
+ "conf_value_8dp3 = confidence_from_mmcif(file_af_8dp3)\n",
"print(conf_value_8dp3)\n",
"\n",
"for index, value in enumerate(rmsd_residue_8dp3):\n",
@@ -89,7 +89,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 7,
"metadata": {},
"outputs": [
{
@@ -124,7 +124,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 22,
"metadata": {},
"outputs": [
{
@@ -138,20 +138,20 @@
}
],
"source": [
- "file_af_8eyu= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8eyu_b_af3_model_0.cif\"\n",
- "file_pdb_8eyu = \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8eyu_fixed.cif\"\n",
+ "file_af_8eyu= \"../alphafold_structures/23_24_rna/less_SI/fixed_fold_8eyu_b_af3_model_0.cif\"\n",
+ "file_pdb_8eyu = \"../alphafold_structures/23_24_rna/pdb_less_SI/8eyu_fixed.cif\"\n",
"print(rmsd.rmsd_pdb(file_af_8eyu, file_pdb_8eyu))\n",
"\n",
"rmsd_residue_8eyu= rmsd.rmsd_per_residue(file_af_8eyu, file_pdb_8eyu)\n",
"print(rmsd_residue_8eyu)\n",
"\n",
- "conf_value_8eyu = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8eyu_b_af3_model_0.cif\")\n",
+ "conf_value_8eyu = confidence_from_mmcif(file_af_8eyu)\n",
"print(conf_value_8eyu)"
]
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 23,
"metadata": {},
"outputs": [
{
@@ -186,7 +186,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
@@ -200,20 +200,20 @@
}
],
"source": [
- "file_af_8gxb= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8gxb_a_af3_model_0.cif\"\n",
- "file_pdb_8gxb = \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8gxb_fixed.cif\"\n",
+ "file_af_8gxb= \"../alphafold_structures/23_24_rna/less_SI/fixed_fold_8gxb_a_af3_model_0.cif\"\n",
+ "file_pdb_8gxb = \"../alphafold_structures/23_24_rna/pdb_less_SI/8gxb_fixed.cif\"\n",
"print(rmsd.rmsd_pdb(file_af_8gxb, file_pdb_8gxb))\n",
"\n",
"rmsd_residue_8gxb= rmsd.rmsd_per_residue(file_af_8gxb, file_pdb_8gxb)\n",
"print(rmsd_residue_8gxb)\n",
"\n",
- "conf_value_8gxb = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8gxb_a_af3_model_0.cif\")\n",
+ "conf_value_8gxb = confidence_from_mmcif(file_af_8gxb)\n",
"print(conf_value_8gxb)"
]
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
@@ -249,7 +249,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 16,
"metadata": {},
"outputs": [
{
@@ -263,20 +263,20 @@
}
],
"source": [
- "file_af_8hzl= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8hzl_a_af3_model_0.cif\"\n",
- "file_pdb_8hzl = \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8hzl_fixed.cif\"\n",
+ "file_af_8hzl= \"../alphafold_structures/23_24_rna/less_SI/fixed_fold_8hzl_a_af3_model_0.cif\"\n",
+ "file_pdb_8hzl = \"../alphafold_structures/23_24_rna/pdb_less_SI/8hzl_fixed.cif\"\n",
"print(rmsd.rmsd_pdb(file_af_8hzl, file_pdb_8hzl))\n",
"\n",
"rmsd_residue_8hzl= rmsd.rmsd_per_residue(file_af_8hzl, file_pdb_8hzl)\n",
"print(rmsd_residue_8hzl)\n",
"\n",
- "conf_value_8hzl = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8hzl_a_af3_model_0.cif\")\n",
+ "conf_value_8hzl = confidence_from_mmcif(file_af_8hzl)\n",
"print(conf_value_8hzl)\n"
]
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 17,
"metadata": {},
"outputs": [
{
@@ -298,7 +298,6 @@
"\n",
"plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8) #kleiner 50 orange \n",
"\n",
- "\n",
"plt.show()"
]
},
@@ -311,7 +310,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 20,
"metadata": {},
"outputs": [
{
@@ -325,20 +324,20 @@
}
],
"source": [
- "file_af_8idf= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8idf_b_af3_model_0.cif\"\n",
- "file_pdb_8idf = \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8idf_fixed.cif\"\n",
+ "file_af_8idf= \"../alphafold_structures/23_24_rna/less_SI/fixed_fold_8idf_b_af3_model_0.cif\"\n",
+ "file_pdb_8idf = \"../alphafold_structures/23_24_rna/pdb_less_SI/8idf_fixed.cif\"\n",
"print(rmsd.rmsd_pdb(file_af_8idf, file_pdb_8idf))\n",
"\n",
"rmsd_residue_8idf= rmsd.rmsd_per_residue(file_af_8idf, file_pdb_8idf)\n",
"print(rmsd_residue_8idf)\n",
"\n",
- "conf_value_8idf = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8idf_b_af3_model_0.cif\")\n",
+ "conf_value_8idf = confidence_from_mmcif(\"../alphafold_structures/23_24_rna/less_SI/fixed_fold_8idf_b_af3_model_0.cif\")\n",
"print(conf_value_8idf)"
]
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 21,
"metadata": {},
"outputs": [
{
@@ -400,7 +399,7 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 24,
"metadata": {},
"outputs": [
{
@@ -414,20 +413,20 @@
}
],
"source": [
- "file_af_8sh5= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8sh5_r_af3_model_0.cif\"\n",
- "file_pdb_8sh5= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8sh5_fixed.cif\"\n",
+ "file_af_8sh5= \"../alphafold_structures/23_24_rna/less_SI/fixed_fold_8sh5_r_af3_model_0.cif\"\n",
+ "file_pdb_8sh5= \"../alphafold_structures/23_24_rna/pdb_less_SI/8sh5_fixed.cif\"\n",
"print(rmsd.rmsd_pdb(file_af_8sh5, file_pdb_8sh5))\n",
"\n",
"rmsd_residue_8sh5= rmsd.rmsd_per_residue(file_af_8sh5, file_pdb_8sh5)\n",
"print(rmsd_residue_8sh5)\n",
"\n",
- "conf_value_8sh5 = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8sh5_r_af3_model_0.cif\")\n",
+ "conf_value_8sh5 = confidence_from_mmcif(file_af_8sh5)\n",
"print(conf_value_8sh5)"
]
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 25,
"metadata": {},
"outputs": [
{
@@ -464,7 +463,7 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 26,
"metadata": {},
"outputs": [
{
@@ -478,20 +477,20 @@
}
],
"source": [
- "file_af_8t29= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8t29_r_af3_model_0.cif\"\n",
- "file_pdb_8t29= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8t29.cif\"\n",
+ "file_af_8t29= \"../alphafold_structures/23_24_rna/less_SI/fixed_fold_8t29_r_af3_model_0.cif\"\n",
+ "file_pdb_8t29= \"../alphafold_structures/23_24_rna/pdb_less_SI/8t29.cif\"\n",
"print(rmsd.rmsd_pdb(file_af_8t29, file_pdb_8t29))\n",
"\n",
"rmsd_residue_8t29= rmsd.rmsd_per_residue(file_af_8t29, file_pdb_8t29)\n",
"print(rmsd_residue_8t29)\n",
"\n",
- "conf_value_8t29 = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8t29_r_af3_model_0.cif\")\n",
+ "conf_value_8t29 = confidence_from_mmcif(file_af_8t29)\n",
"print(conf_value_8t29)"
]
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 27,
"metadata": {},
"outputs": [
{
@@ -514,8 +513,6 @@
"plt.axhline(y=50, color='gray', linestyle='--', linewidth=0.8) #kleiner 50 orange \n",
"plt.axhline(y=70, color='gray', linestyle='--', linewidth=0.8)\n",
"\n",
- "\n",
- "\n",
"plt.show()"
]
},
@@ -548,7 +545,7 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 29,
"metadata": {},
"outputs": [
{
@@ -566,14 +563,14 @@
}
],
"source": [
- "file_af_8v1i= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8v1i_b_af3_model_0.cif\"\n",
- "file_pdb_8v1i= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8v1i_fixed.cif\"\n",
+ "file_af_8v1i= \"../alphafold_structures/23_24_rna/less_SI/fixed_fold_8v1i_b_af3_model_0.cif\"\n",
+ "file_pdb_8v1i= \"../alphafold_structures/23_24_rna/pdb_less_SI/8v1i_fixed.cif\"\n",
"print(rmsd.rmsd_pdb(file_af_8v1i, file_pdb_8v1i))\n",
"\n",
"rmsd_residue_8v1i= rmsd.rmsd_per_residue(file_af_8v1i, file_pdb_8v1i)\n",
"print(rmsd_residue_8v1i)\n",
"\n",
- "conf_value_8v1i = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8v1i_b_af3_model_0.cif\")\n",
+ "conf_value_8v1i = confidence_from_mmcif(file_af_8v1i)\n",
"print(conf_value_8v1i)\n",
"\n",
"print(\"\")\n",
@@ -584,7 +581,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 30,
"metadata": {},
"outputs": [
{
@@ -620,7 +617,7 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 31,
"metadata": {},
"outputs": [
{
@@ -636,14 +633,14 @@
}
],
"source": [
- "file_af_8vm8= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8vm8_r_af3_model_0.cif\"\n",
- "file_pdb_8vm8= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8vm8_fixed.cif\"\n",
+ "file_af_8vm8= \"../alphafold_structures/23_24_rna/less_SI/fixed_fold_8vm8_r_af3_model_0.cif\"\n",
+ "file_pdb_8vm8= \"../alphafold_structures/23_24_rna/pdb_less_SI/8vm8_fixed.cif\"\n",
"print(rmsd.rmsd_pdb(file_af_8vm8, file_pdb_8vm8))\n",
"\n",
"rmsd_residue_8vm8= rmsd.rmsd_per_residue(file_af_8vm8, file_pdb_8vm8)\n",
"print(rmsd_residue_8vm8)\n",
"\n",
- "conf_value_8vm8 = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8vm8_r_af3_model_0.cif\")\n",
+ "conf_value_8vm8 = confidence_from_mmcif(file_af_8vm8)\n",
"print(conf_value_8vm8)\n",
"\n",
"print(\"\")\n",
@@ -654,7 +651,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 32,
"metadata": {},
"outputs": [
{
@@ -689,7 +686,7 @@
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 33,
"metadata": {},
"outputs": [
{
@@ -703,20 +700,20 @@
}
],
"source": [
- "file_af_8vt5= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8vt5_a_af3_model_0.cif\"\n",
- "file_pdb_8vt5= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8vt5_fixed.cif\"\n",
+ "file_af_8vt5= \"../alphafold_structures/23_24_rna/less_SI/fixed_fold_8vt5_a_af3_model_0.cif\"\n",
+ "file_pdb_8vt5= \"../alphafold_structures/23_24_rna/pdb_less_SI/8vt5_fixed.cif\"\n",
"print(rmsd.rmsd_pdb(file_af_8vt5, file_pdb_8vt5))\n",
"\n",
"rmsd_residue_8vt5= rmsd.rmsd_per_residue(file_af_8vt5, file_pdb_8vt5)\n",
"print(rmsd_residue_8vt5)\n",
"\n",
- "conf_value_8vt5 = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8vt5_a_af3_model_0.cif\")\n",
+ "conf_value_8vt5 = confidence_from_mmcif(file_af_8vt5)\n",
"print(conf_value_8vt5)"
]
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 34,
"metadata": {},
"outputs": [
{
@@ -751,7 +748,7 @@
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": 35,
"metadata": {},
"outputs": [
{
@@ -765,20 +762,20 @@
}
],
"source": [
- "file_af_8vu0= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8vu0_c_af3_model_0.cif\"\n",
- "file_pdb_8vu0= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8vu0_fixed.cif\"\n",
+ "file_af_8vu0= \"../alphafold_structures/23_24_rna/less_SI/fixed_fold_8vu0_c_af3_model_0.cif\"\n",
+ "file_pdb_8vu0= \"../alphafold_structures/23_24_rna/pdb_less_SI/8vu0_fixed.cif\"\n",
"print(rmsd.rmsd_pdb(file_af_8vu0, file_pdb_8vu0))\n",
"\n",
"rmsd_residue_8vu0= rmsd.rmsd_per_residue(file_af_8vu0, file_pdb_8vu0)\n",
"print(rmsd_residue_8vu0)\n",
"\n",
- "conf_value_8vu0 = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8vu0_c_af3_model_0.cif\")\n",
+ "conf_value_8vu0 = confidence_from_mmcif(file_af_8vu0)\n",
"print(conf_value_8vu0)"
]
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 36,
"metadata": {},
"outputs": [
{
@@ -814,7 +811,7 @@
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 37,
"metadata": {},
"outputs": [
{
@@ -828,20 +825,20 @@
}
],
"source": [
- "file_af_8xzn= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8xzn_a_af3_model_0.cif\"\n",
- "file_pdb_8xzn= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8xzn_fixed.cif\"\n",
+ "file_af_8xzn= \"../alphafold_structures/23_24_rna/less_SI/fixed_fold_8xzn_a_af3_model_0.cif\"\n",
+ "file_pdb_8xzn= \"../alphafold_structures/23_24_rna/pdb_less_SI/8xzn_fixed.cif\"\n",
"print(rmsd.rmsd_pdb(file_af_8xzn, file_pdb_8xzn))\n",
"\n",
"rmsd_residue_8xzn= rmsd.rmsd_per_residue(file_af_8xzn, file_pdb_8xzn)\n",
"print(rmsd_residue_8xzn)\n",
"\n",
- "conf_value_8xzn = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8xzn_a_af3_model_0.cif\")\n",
+ "conf_value_8xzn = confidence_from_mmcif(file_af_8xzn)\n",
"print(conf_value_8xzn)"
]
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": 38,
"metadata": {},
"outputs": [
{
@@ -877,7 +874,7 @@
},
{
"cell_type": "code",
- "execution_count": 29,
+ "execution_count": 39,
"metadata": {},
"outputs": [
{
@@ -891,20 +888,20 @@
}
],
"source": [
- "file_af_8ydc= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8ydc_a_af3_model_0.cif\"\n",
- "file_pdb_8ydc= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/8ydc_fixed.cif\"\n",
+ "file_af_8ydc= \"../alphafold_structures/23_24_rna/less_SI/fixed_fold_8ydc_a_af3_model_0.cif\"\n",
+ "file_pdb_8ydc= \"../alphafold_structures/23_24_rna/pdb_less_SI/8ydc_fixed.cif\"\n",
"print(rmsd.rmsd_pdb(file_af_8ydc, file_pdb_8ydc))\n",
"\n",
"rmsd_residue_8ydc= rmsd.rmsd_per_residue(file_af_8ydc, file_pdb_8ydc)\n",
"print(rmsd_residue_8ydc)\n",
"\n",
- "conf_value_8ydc = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_8ydc_a_af3_model_0.cif\")\n",
+ "conf_value_8ydc = confidence_from_mmcif(file_af_8ydc)\n",
"print(conf_value_8ydc)"
]
},
{
"cell_type": "code",
- "execution_count": 30,
+ "execution_count": 40,
"metadata": {},
"outputs": [
{
@@ -939,7 +936,7 @@
},
{
"cell_type": "code",
- "execution_count": 31,
+ "execution_count": 41,
"metadata": {},
"outputs": [
{
@@ -953,20 +950,20 @@
}
],
"source": [
- "file_af_9bun= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_9bun_a_af3_model_0.cif\"\n",
- "file_pdb_9bun= \"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/pdb_less_SI/9bun_fixed.cif\"\n",
+ "file_af_9bun= \"../alphafold_structures/23_24_rna/less_SI/fixed_fold_9bun_a_af3_model_0.cif\"\n",
+ "file_pdb_9bun= \"../alphafold_structures/23_24_rna/pdb_less_SI/9bun_fixed.cif\"\n",
"print(rmsd.rmsd_pdb(file_af_9bun, file_pdb_9bun))\n",
"\n",
"rmsd_residue_9bun= rmsd.rmsd_per_residue(file_af_9bun, file_pdb_9bun)\n",
"print(rmsd_residue_9bun)\n",
"\n",
- "conf_value_9bun = confidence_from_mmcif(\"/Users/janabikowski/alphafold3/alphafold_structures/23_24_rna_complexes/less_SI/fixed_fold_9bun_a_af3_model_0.cif\")\n",
+ "conf_value_9bun = confidence_from_mmcif(file_af_9bun)\n",
"print(conf_value_9bun)"
]
},
{
"cell_type": "code",
- "execution_count": 32,
+ "execution_count": 42,
"metadata": {},
"outputs": [
{
@@ -1001,7 +998,7 @@
},
{
"cell_type": "code",
- "execution_count": 85,
+ "execution_count": 43,
"metadata": {},
"outputs": [
{
diff --git a/readme b/readme
deleted file mode 100644
index 30d74d258442c7c65512eafab474568dd706c430..0000000000000000000000000000000000000000
--- a/readme
+++ /dev/null
@@ -1 +0,0 @@
-test
\ No newline at end of file
diff --git a/readme.md b/readme.md
new file mode 100644
index 0000000000000000000000000000000000000000..63d97c2a85dbda99fac61feb1cd3e9880b1e12d2
--- /dev/null
+++ b/readme.md
@@ -0,0 +1,16 @@
+# Project: Analysing the performance of AlphaFold3 for RNA structure prediction
+
+## alphafold_structures
+Directory contains all structure predictions made with AlphaFold3 for different datasets and additionally the pdb files from the experimental structure deposited on PDB.
+
+## analysis
+Analysis directory contains all .ipynb evaluation files.
+
+## data_22
+Output from NucleoSeeker for all RNA structures before 2022 from PDB.
+
+## data_23_24
+Output from NucleoSeeker for all RNA structures from 2023 until October 2024 from PDB.
+
+## rna_only_23_24
+Similar to data_23_24 but with additional filtering for RNA only. This directory contains only RNA that is deposited as isolated RNA structure in PDB.
\ No newline at end of file