diff --git a/Notebook.ipynb b/Notebook.ipynb index 7d457c4edc97242081b379a9851cc0277b7a1117..ffa542a295fabd95e5b00f3666ff629d5e62c889 100644 --- a/Notebook.ipynb +++ b/Notebook.ipynb @@ -6,6 +6,7 @@ "metadata": {}, "outputs": [], "source": [ + "from collections import Counter\n", "import itertools\n", "from scipy.stats.stats import pearsonr,spearmanr\n", "import os\n", @@ -35,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 116, "metadata": {}, "outputs": [ { @@ -216,38 +217,38 @@ "AATTTCAGTGCCGTTCAGAT 262 29 409 73 347 270 \n", "CTGCGGTAATAATTCCCGCC 150 24 268 41 152 130 \n", "\n", - " E101_T0 41-1Ti9_T0 TA280_T0 M114_T0 ... M114_GMM_2 \\\n", - "CGGAGGTACTGGGTACATTT 470 545 636 420 ... 88 \n", - "TGGCGATAATGCCGGCTATC 600 730 798 728 ... 105 \n", - "TTCCAGTTCACTGGTCTTCG 397 523 547 516 ... 92 \n", - "AATTTCAGTGCCGTTCAGAT 306 338 393 422 ... 64 \n", - "CTGCGGTAATAATTCCCGCC 131 140 175 165 ... 33 \n", + " E101_T0 41-1Ti9_T0 TA280_T0 M114_T0 ... \\\n", + "CGGAGGTACTGGGTACATTT 470 545 636 420 ... \n", + "TGGCGATAATGCCGGCTATC 600 730 798 728 ... \n", + "TTCCAGTTCACTGGTCTTCG 397 523 547 516 ... \n", + "AATTTCAGTGCCGTTCAGAT 306 338 393 422 ... \n", + "CTGCGGTAATAATTCCCGCC 131 140 175 165 ... \n", "\n", - " TA249_GMM_2 ROAR8_GMM_2 JJ1886_GMM_2 CFT073_GMM_2 \\\n", - "CGGAGGTACTGGGTACATTT 282 133 505 392 \n", - "TGGCGATAATGCCGGCTATC 446 173 512 386 \n", - "TTCCAGTTCACTGGTCTTCG 315 104 404 296 \n", - "AATTTCAGTGCCGTTCAGAT 259 132 364 231 \n", - "CTGCGGTAATAATTCCCGCC 123 45 158 103 \n", + " M114_GMM_2 TA249_GMM_2 ROAR8_GMM_2 JJ1886_GMM_2 \\\n", + "CGGAGGTACTGGGTACATTT 88 282 133 505 \n", + "TGGCGATAATGCCGGCTATC 105 446 173 512 \n", + "TTCCAGTTCACTGGTCTTCG 92 315 104 404 \n", + "AATTTCAGTGCCGTTCAGAT 64 259 132 364 \n", + "CTGCGGTAATAATTCCCGCC 33 123 45 158 \n", "\n", - " APECO1_GMM_2 UTI89_GMM_2 S88_GMM_2 MG1655_GMM_2 \\\n", - "CGGAGGTACTGGGTACATTT 501 107 560 331 \n", - "TGGCGATAATGCCGGCTATC 497 119 553 396 \n", - "TTCCAGTTCACTGGTCTTCG 359 217 496 263 \n", - "AATTTCAGTGCCGTTCAGAT 331 152 253 174 \n", - "CTGCGGTAATAATTCCCGCC 125 34 138 85 \n", + " CFT073_GMM_2 APECO1_GMM_2 UTI89_GMM_2 S88_GMM_2 \\\n", + "CGGAGGTACTGGGTACATTT 392 501 107 560 \n", + "TGGCGATAATGCCGGCTATC 386 497 119 553 \n", + "TTCCAGTTCACTGGTCTTCG 296 359 217 496 \n", + "AATTTCAGTGCCGTTCAGAT 231 331 152 253 \n", + "CTGCGGTAATAATTCCCGCC 103 125 34 138 \n", "\n", - " MFDpir \n", - "CGGAGGTACTGGGTACATTT 223 \n", - "TGGCGATAATGCCGGCTATC 307 \n", - "TTCCAGTTCACTGGTCTTCG 189 \n", - "AATTTCAGTGCCGTTCAGAT 171 \n", - "CTGCGGTAATAATTCCCGCC 81 \n", + " MG1655_GMM_2 MFDpir \n", + "CGGAGGTACTGGGTACATTT 331 223 \n", + "TGGCGATAATGCCGGCTATC 396 307 \n", + "TTCCAGTTCACTGGTCTTCG 263 189 \n", + "AATTTCAGTGCCGTTCAGAT 174 171 \n", + "CTGCGGTAATAATTCCCGCC 85 81 \n", "\n", "[5 rows x 118 columns]" ] }, - "execution_count": 2, + "execution_count": 116, "metadata": {}, "output_type": "execute_result" } @@ -276,43 +277,37 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 117, "metadata": {}, "outputs": [ { "data": { - "image/png": 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j9A3AT+P0CEJr6j1yPp/vAH8COsX57vHv7llxXp11HMcDP8mzL1OAJ4DqOD8H6B+njwKezlpuJuEfc39CS9rc/RkL3BCnH8j6PKuBLjlxdiS0At4991gDfwf8Hmgf528EzgaOAGZnLZf6ODut+fIazc46KvSuXUD4cdwOnAiMi+nPEr5gvYH2wK2S6oCHCOONZMwzsxVxug74lqRrJR1rZp8BBxE60i2Ly0wljKOSkelwuZDwA871EjAl1iYaOj3rF2P+BHjXzJbkWeYYYJqZ1ZvZh8BzwNcbyC/b42a2wczWEAqxI/PkezdsH3vlHeDAAss8DewuqUtMvz+mzwTW5tn+twgF2fq4XGZclUNiraMOOAM4OMG+PGRm9Qq96ocBD8XjdgthsLKMB81sm5m9RejrMyBPXhnHAzfF2OrjZw5wsaRaYC6hY2L/POueQChU5sc4TiAMf/E2sL+k6yWNAIrR87/VlLL3djnaYOG6xnaSBJxqZm/mpI8HPgQOI/yn25j19heZCTNbJukIQv+QayTNovHnWG2Kf+vJ8xmZ2QWSjiJ0fFssaZCZfZKz2HIzG6QwWNGzkkaaWe5283X5TyK330rufJJ8mzIMQb518/WdmQJ818xqJY0l1Dgak/msqoC/5n7+ObEVmi9I0nBCATnUzNZLepbwT+tLiwJTzeynefI4jNDb+18J19x+2JQYSslrNI37I3BRLHCQdHhM7wKsNrNtwFk0ULOQ1AtYb2b3EAY4GkzoQNdH0gFxsbMItYlEJPUzs5fN7BeEx6vu29CyZraaMFTCl764wPPAmHj+34NQq5qXIIRR8TrM7oQf8/w8+Z4RYz2QUAN8s8Ayw4E1FoZSeJF44VrSiUC3PNufBfwwcw1GUveYviuwWuEO2xkJ9mO7uO0VkkbHPBV/2BmjJVVJ6keoYeTuT7Y5hNPuzHjLuxG+L2tjITOA0CM6Y4t23BWcA3xP0p6ZfZO0X7xOVWVm04ErCN+jNsMLmsZNIJwmLYkXOyfE9BuBcyTNJZwWfNHA+l8D5sVq8M+Bq81sI2FskodiNX8bcHMTYpoULwguJfxgaxtZ/jGgk6Rjc9IfJfRyrgWeBi43s78k2P484EnCKcAEM8sdj+RGoDru2wOEMXA35SwzHhgiaQlhUKhzYvpVwImSFhGuxawG1mWvGE+pZgAL4nHN3Lq+gjBq4WxCYd5UZwDnxtObV9l5iMo3Cf8MniL0cN6YZ/2MS4Dj4v4vJJzCzQTaxf2dQDh2GZMJ3697zew14D+BWXHZ2YRTuL0JNdPFhJpbvn8cZct7b7uyonD3rd7CE02HEkbLa+h0plgxTSFc9C3YTsg1zK/RuHLTG3hQUhWhLdN5JY7HtQKv0TjnUufXaJxzqfOCxjmXOi9onHOp84LGOZc6L2icc6nzgsY5l7r/B+aQ5d1y1+GTAAAAAElFTkSuQmCC\n", + "image/png": 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\n", "text/plain": [ "<Figure size 288x108 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 288x108 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 288x108 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { @@ -351,7 +346,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Pool replicate and calculate log2FC and gene scores" + "### Pooling replicates and calculating log2FC and gene scores" ] }, { @@ -363,7 +358,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 118, "metadata": {}, "outputs": [ { @@ -551,31 +546,38 @@ "AATTTCAGTGCCGTTCAGAT 382.885833 375.507544 396.360170 361.125836 \n", "CTGCGGTAATAATTCCCGCC 167.719443 180.799928 169.683602 149.578749 \n", "\n", - " TA280_T0 M114_T0 ... TA280_GMM M114_GMM \\\n", - "CGGAGGTACTGGGTACATTT 614.437716 453.928310 ... 769.332130 567.161754 \n", - "TGGCGATAATGCCGGCTATC 770.945436 786.809070 ... 944.341864 778.457309 \n", - "TTCCAGTTCACTGGTCTTCG 528.455080 557.683352 ... 624.527122 651.957996 \n", - "AATTTCAGTGCCGTTCAGAT 379.676136 456.089873 ... 448.629014 465.684283 \n", - "CTGCGGTAATAATTCCCGCC 169.066982 178.328979 ... 242.526180 230.756988 \n", + " TA280_T0 M114_T0 ... TA280_GMM \\\n", + "CGGAGGTACTGGGTACATTT 614.437716 453.928310 ... 769.332130 \n", + "TGGCGATAATGCCGGCTATC 770.945436 786.809070 ... 944.341864 \n", + "TTCCAGTTCACTGGTCTTCG 528.455080 557.683352 ... 624.527122 \n", + "AATTTCAGTGCCGTTCAGAT 379.676136 456.089873 ... 448.629014 \n", + "CTGCGGTAATAATTCCCGCC 169.066982 178.328979 ... 242.526180 \n", "\n", - " TA249_GMM ROAR8_GMM JJ1886_GMM CFT073_GMM \\\n", - "CGGAGGTACTGGGTACATTT 581.492400 637.010643 744.121142 787.533138 \n", - "TGGCGATAATGCCGGCTATC 858.533393 741.329459 797.458496 796.344698 \n", - "TTCCAGTTCACTGGTCTTCG 675.470970 430.592560 604.923655 617.910616 \n", - "AATTTCAGTGCCGTTCAGAT 473.808623 563.765517 547.683568 484.635777 \n", - "CTGCGGTAATAATTCCCGCC 242.777972 177.563942 228.960351 197.158646 \n", + " M114_GMM TA249_GMM ROAR8_GMM JJ1886_GMM \\\n", + "CGGAGGTACTGGGTACATTT 567.161754 581.492400 637.010643 744.121142 \n", + "TGGCGATAATGCCGGCTATC 778.457309 858.533393 741.329459 797.458496 \n", + "TTCCAGTTCACTGGTCTTCG 651.957996 675.470970 430.592560 604.923655 \n", + "AATTTCAGTGCCGTTCAGAT 465.684283 473.808623 563.765517 547.683568 \n", + "CTGCGGTAATAATTCCCGCC 230.756988 242.777972 177.563942 228.960351 \n", "\n", - " APECO1_GMM UTI89_GMM S88_GMM MG1655_GMM \n", - "CGGAGGTACTGGGTACATTT 834.714931 338.020888 938.164357 753.548733 \n", - "TGGCGATAATGCCGGCTATC 842.109970 545.153988 915.964995 942.840175 \n", - "TTCCAGTTCACTGGTCTTCG 608.241888 781.514458 808.828942 634.186614 \n", - "AATTTCAGTGCCGTTCAGAT 550.005963 728.142739 443.987247 454.540596 \n", - "CTGCGGTAATAATTCCCGCC 227.397423 182.988751 219.098055 182.057374 \n", + " CFT073_GMM APECO1_GMM UTI89_GMM S88_GMM \\\n", + "CGGAGGTACTGGGTACATTT 787.533138 834.714931 338.020888 938.164357 \n", + "TGGCGATAATGCCGGCTATC 796.344698 842.109970 545.153988 915.964995 \n", + "TTCCAGTTCACTGGTCTTCG 617.910616 608.241888 781.514458 808.828942 \n", + "AATTTCAGTGCCGTTCAGAT 484.635777 550.005963 728.142739 443.987247 \n", + "CTGCGGTAATAATTCCCGCC 197.158646 227.397423 182.988751 219.098055 \n", + "\n", + " MG1655_GMM \n", + "CGGAGGTACTGGGTACATTT 753.548733 \n", + "TGGCGATAATGCCGGCTATC 942.840175 \n", + "TTCCAGTTCACTGGTCTTCG 634.186614 \n", + "AATTTCAGTGCCGTTCAGAT 454.540596 \n", + "CTGCGGTAATAATTCCCGCC 182.057374 \n", "\n", "[5 rows x 69 columns]" ] }, - "execution_count": 4, + "execution_count": 118, "metadata": {}, "output_type": "execute_result" } @@ -613,7 +615,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 119, "metadata": {}, "outputs": [], "source": [ @@ -625,7 +627,7 @@ "restriction_systems={\n", " '1':{'strain':'JJ1886','motif':'RTACNNNNGTG'},\n", " '2':{'strain':'S88','motif':'AGCANNNNNNTGA'},\n", - " '3':{'strain':'JJ1886','motif':'AAAGNNNNGTT'},\n", + " '3':{'strain':'JJ1886','motif':'AAAGNNNNGTT'},#RM system #2 found in JJ1886\n", " '4':{'strain':'APECO1','motif':'CCANNNNNNNCTTC'},\n", " '5':{'strain':'UTI89','motif':'CCANNNNNNNCTTC'},\n", " '6':{'strain':'TA280','motif':'GTAANNNNNRTTG'},\n", @@ -662,15 +664,15 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 120, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "c:\\users\\dbikard\\appdata\\local\\continuum\\anaconda3\\envs\\ecocg\\lib\\site-packages\\numpy\\lib\\nanfunctions.py:1115: RuntimeWarning: All-NaN slice encountered\n", - " r, k = function_base._ureduce(a, func=_nanmedian, axis=axis, out=out,\n" + "C:\\Users\\frousset\\AppData\\Local\\conda\\conda\\envs\\crispr\\lib\\site-packages\\numpy\\lib\\function_base.py:3250: RuntimeWarning: All-NaN slice encountered\n", + " r = func(a, **kwargs)\n" ] } ], @@ -723,12 +725,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 121, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 266.4x273.6 with 1 Axes>" ] @@ -763,7 +765,7 @@ " X = merged.dropna()[test]\n", " y = merged.dropna()['essential']\n", " model = sm.GLM(y, X).fit()\n", - " predictions = model.predict(X)\n", + " predictions = model.predict(X) # make the predictions by the model\n", " fpr_tpr.append(metrics.roc_curve(y, predictions))\n", " roc_auc.append(metrics.auc(fpr_tpr[-1][0], fpr_tpr[-1][1]))\n", "\n", @@ -773,7 +775,7 @@ "sns.set_style('ticks')\n", "sns.set_context(\"paper\", font_scale=1.2)\n", "plt.figure(figsize=(3.7,3.8))\n", - "plt.title('Essentiality prediction\\n')\n", + "plt.title('Essentiality prediction\\n')# ('+str(len(merged))+' genes)')\n", "c=['r','b','g','y','o']\n", "for i,roc in enumerate(fpr_tpr):\n", " sns.lineplot(roc[0], roc[1], label = str(datasets[i])+': %0.3f' % roc_auc[i])\n", @@ -794,31 +796,28 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We hypothesize that the improved design of the EcoCG enabled a better prediction of essential genes than our previous library (Rousset *et al.*, 2018). For both datasets, we calculated the standard-deviation (SD) of the log2FC values of each gene ." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Since the EcoCG library only has 3.4 guides per gene on average, we also calculated the SD of log2FC values in our previous library by selecting only 3 guides per gene." + "We hypothesized that the improved design of the EcoCG library enabled a better prediction of essential genes than our previous library (Rousset *et al.*, 2018). For both datasets, we calculated the standard-deviation (SD) of the log2FC values of each gene. Since the EcoCG library only has 3.4 guides per gene on average, we also calculated the SD of log2FC values in our previous library by selecting only 3 guides per gene." ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 122, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|█████████████████████████████████████████████████████████████████████████████| 3021/3021 [00:21<00:00, 140.90it/s]\n" + "100%|█████████████████████████████████████████████████████████████████████████████| 3021/3021 [00:14<00:00, 204.33it/s]\n", + "C:\\Users\\frousset\\AppData\\Local\\conda\\conda\\envs\\crispr\\lib\\site-packages\\statsmodels\\nonparametric\\kde.py:448: RuntimeWarning: invalid value encountered in greater\n", + " X = X[np.logical_and(X > clip[0], X < clip[1])] # won't work for two columns.\n", + "C:\\Users\\frousset\\AppData\\Local\\conda\\conda\\envs\\crispr\\lib\\site-packages\\statsmodels\\nonparametric\\kde.py:448: RuntimeWarning: invalid value encountered in less\n", + " X = X[np.logical_and(X > clip[0], X < clip[1])] # won't work for two columns.\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 360x180 with 1 Axes>" ] @@ -871,12 +870,30 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 124, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\frousset\\AppData\\Local\\conda\\conda\\envs\\crispr\\lib\\site-packages\\pandas\\core\\indexing.py:362: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", + " self.obj[key] = _infer_fill_value(value)\n", + "C:\\Users\\frousset\\AppData\\Local\\conda\\conda\\envs\\crispr\\lib\\site-packages\\pandas\\core\\indexing.py:543: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", + " self.obj[item] = s\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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7FqfT2a5xpwqZIRKJ0NDQQEVFBdXV1Xg8HjQaDV6vF6/XS11dXcotXyKRCNXV1VRVVVFfX084HCYnJweHw4EkSQRz8th2oJHPd9VRZM2hwu4npDXSu19/XC6XXNc2GAwSDodlIZ7JTgrxaPct+aZNm/joo49Yvnw5VVVVTJ06lRUrVhzi7VL4dfLee+919BQUWkEkEuHAgQPU1NQQDAZpbGwkFAoRCoVkU4tGo6GiogK9Xo9Wq8VgMMhOGJfLhd/vJxQKyTntbrcbj8eD3+/HYrFgt9vlY+q88Miq7ZTYTPzrsz385bLBuHxhPtoX5riyU9A49hPwefB4POj1etRqtew4hOyFF7W7wPzkk08YNWoUOp2Onj17UlJSwpYtW+L2xFFQOBJpTfZKNjNehDZYWVmJ3+9Ho9FgMplwOp2o1Wr8fj9+vx+j0Yjf70etVsu56o2NjQQCAZxOJy6XC6fTSbdu3dDpdLjdbtxuNyqVioaGBvx+P5Ikodfrqaj3UmozcVReDuNOKCXPrGXXQTertlTz0uc+Hhg/kGKrgwOV+3C73dhsNjl6ArIXXtTuW/KamhqKi4vlv4uKiuTg1MOVDRs2cNJJJ7Fv376Y10TsYTq0Nmd67969PPDAA0Di3PQ5c+akXJR4yZIlMTGbgtdee4133nkn7fmlw+OPP873338PwDnnnCP3dG8tU6ZMOSTetTPTmkZ92WjuFz223W4nFArJkRo+nw+DwUAgEMBut1NbW0t9fT2BQAC3243T6aSmpkbWSoV90mg0Ul9fT0NDA9XV1TgcDtxuN+FwWE7bNBgtDOqeyxWn9ODqU3uhVqtx+sL0KDAx5oSj6F1k4cMdB/HrclGpVOTk5BAMBmUN1mQyZS28qN01zHgxhc2fhAsXLuSpp5465NhsFA/NBAcOHMDn8zF58mSGDx8uv1ZeXp72nDdt2kRNTQ2ff/552nPYvn17TFxl83N/9dVX7Ny5k++++y7peLt27aK+vj7h/Ddt2pTW/NJhzZo17Nq1i8LCQux2O/PmzYvZbqVLt27d5NbF2UCSJPx+v1x6zGAwtKlxXWNjY0w4ldDoMn1MqvMWHuxQKCTHQRoMTR5rj8cjnzs3t0mAqVQqDAYDjY2N6HQ6vF4v+hwjEb2Fek+QIqsBdcBNo9slzxWatMKcnBz8GiPmHAPuQIT3v68i36QnIknoa7azq3YuvYvMbFWp+H5ZmGJdAJVKhUajke8RMU42aHeBWVJSEqNR1tbW0qVLl5jP3HrrrYfkSpeVlXVagSlylhsaGjj55JMZO3YsGzZs4Pnnn2f27NlcffXVTJ8+neOPP15+fdGiRWzdupVZs2YRCATo1asX8+fPZ/bs2QwfPpxRo0axePFiXn31VcLhMMOHD5czVp544glWrVqFRqNh8uTJXH755UycOBGn00lubi69evWSc9Nff/11nnvuOQoLCykoKOCiiy5iwoQJCccWLFmyhLfffpvt27fjdru5/vrrmTBhAgsXLsRkMnHDDTfEzW+vqqo6JE/7s88+Y+vWrbIG/Pvf/57Jkyfz17/+lUGDBvHVV1/h9XqZP38+u3btYunSpZSXl/Ovf/2Ljz76CJVKxcaNG1GpVDz11FN0796dtWvX8te//pVQKMSgQYOYPXs2Pp+P22+/nbq6OlQqFQ888AAnnHAC55xzDm+++SZbt27lsccew+/307dvX+bPny/b39qCcDgIzGZzm/KZWzOew+GgsbFRfmCmekzz84j87Oitvcvlwu12Y7fb8Xq95OfnU1BQQH19PdXV1dTX12M0GikuLsbtdsvjabVaGhsbcblcGLoN4NGVW1Gp1eyX4J7RA2jcuwUAtV6NpY+F8vpyBpUOwuks4cQeR/H6V/uwnWHn1P5+9nl2snWxilE3XEx+TgGNri6Umo3keKqwWCyYzWZZ2Ov1eoqKilJe79deey3lz7b7lvyMM85g5cqVBAIBKioq2L9/P2VlZe12fl/Ix6aaTbyx4w021WzCF/JlZFy1Ws1DDz3EI488kjAnuzn33HMP9957L8uXL6d79+5ydg6QsFf52rVr2bhxI0uXLuW1117jxRdfZNu2bUyfPp2TTz6ZO+64Qx6jurqaRYsW8eabb/KPf/xDjr9sqQ96NNXV1Tz77LO88sorPPXUUzEPukT57fHytEePHs26desIhUK4XC7Ky8s55ZRTADAajSxevJhJkybx/PPPM2bMGAYNGsT8+fM56qijABg8eDBLly7l9NNP5+2336a+vp6//e1vvPjiiyxduhSbzcarr77K6tWr6dOnD++88w533333ITnkixYt4k9/+hPvvvsuvXr1OiTrKRmi5Fhtba0cZF1XV0dDQ0OMZt/c4RB9nMPhSOpJjm7UZzKZiEQiLR4biUSIRCJpb0nj5WHH29pbrVZZc7TZbLL2VlhYSI8ePTjmmGMoKSmRnUDCa+52u+XdY/kBN6jUqFRqwpEwOw64KS4uRq1uEpYLNy5kxY8reOyLx7DlN1DfGODUvgWc1t/PX75+go+qVrB6zweEVW7+Xf4SXYrryZVcaLVaTCZTjGaczfTIdtcwTzrpJM466ywuvvhiAB544IFWB7u2hu3121m4cSESEqt2r2LaSdM4scuJGRm7f//+jB8/nkceeYSLLrqoxc/W19fjcrk4+eSTgSbbJcBnn30GkLBXeUNDAxdccAE6nQ6dTsf555/PF198Qf/+/Q85x6ZNmxg6dCg2W1NwvsjFTjT2eeedF3P8Oeecg8ViAZqCyL/99lv5vej8dkDObx8xYgTTpk1j+/btnHPOOZx33nmo1WoGDx7Mf//7X2pqahg5cqT8Qzr99NOBprz5Tz75JO5aiXn37duXrVu3smnTJioqKrjyyiuBpgIgw4YN49prr2XBggXU1NRw9tlnM2nSpEPGueWWWxgxYgSjRo3i2GOPbekrOsSRIgKloakylUajwWg0Eg6HCQQC8lo0/8G6XC5Z+0ulok50CTahOYrrjHesCCLX6XSyxqhSqZI6fuK1nI4WoiqVimAwiFqtRq/Xk5eXhyRJcl+g4uJiunfvLj8MosN8REpvTk4OpaWlmHQ23vteSygcRopEOLaLmYDLTveevfm6cSOeiBZjjgEVYX6s38ax1j5o1Goc4QoKzHpCOEEFFe4fKTXl8lP9NmyqE2McPXq9PuvpkR2S6XPzzTdz8803d8SpKW8oR/o5m1xCYkfDjowJTGgyJ4wfP17WjgTiSw2FQkDTdiX6qehwOPD7/fLfiXqVP/7443FztxMRL1c80djNaZ5DHv1gS5TfnihP+8ILL+T999+npqZGfjhAbA55ohyK5jnkkUiEM844gwULFgDI20CLxcLKlStZt24dK1eu5P333+fvf/+7PM7111/P8OHDWbNmDTNmzOCOO+5IWHAEiCkdJpwKYp1CoRCRSASTyYTRaJTDa5r/YIV2Kex5RqMxrZCXVKrxiNeEIItEIrLQbkkwi3mKOpOSJNHY2Ch7ukOhEFqtlkgkQigUihGWFotF1rTVajVms5lgMIjH45E93iaTicbGRhwOB0aLndvP7cvOg42UlVgweOtwe72oCi2YIz2ocweQkOhVaKGPrQ81jkY27XPSp0cP3L4w+VYDkgT98o5h1cFV9Dn6AiRnUz0Br9dLQUFBWtvw1nLE5ZIfm38sqp+zyVWoKMvPrDkgJyeH2bNny+XHAPLz8ykvLwdg7dq1ANhsNiwWi6y1/e1vf4uJUUzUq/yUU05h+fLlchzbBx98wJAhQ9BoNLIwFgwZMoQvv/yShoYGvF4v69evb3Hs5qxfvx6v10t9fT3ffPNNTOhXovz2RHnav/nNb/juu+9wu93069evxTVMlkN+wgknsGHDBiorK5EkiVmzZrF48WJeeeUVnn32WcaNG8d99913SI745ZdfjiRJTJkyhQsvvDBpdke0cJIkKUZb02q16HQ6Wcjn5ubGzWd2uVz4fD78fj9ut1vWBFOl+WfjHSteE9+/mFcywSw02aKiItRqNY2NjWi1WkKhEA6HQ/aKCxOTSqVq2kL/rEm73W5ZwHq9XtRqNXl5eeTl5ZGbm4vJZMLjaYqVrN6/F/fuzfRT16Cq38OByr1YLBa2VrnYtEPLH065nYv6jeWm439HF1UXioxq+hSbWb9Zx03H38I53cYz8ugRGCUj1w68lsJwIT6fT77u9mq1ccTlkvcv6M+0k6axo2EHZflllBVk3n56+umnM2bMGPlGu/HGG5k+fTqvvPIKZ555pvy5hx9+mAceeACfz8cxxxzDnXfeKec1J+pVDk3tIS6++GJCoRCXX345gwcPpqGhgQMHDvDQQw9x3HHHAdClSxduu+02Jk2aRG5urlwkt6Wxo+nRowfXXHMNXq+X6dOnx+R+J8pvP+mkk+LmaWu1Wk466SSOOeaYpOt3xhlnMH36dP72t7/Ffb9Lly7MmjWLqVOnEg6HGTRoEJMnT5adPuPHj0en0/Hggw/GHDdt2jRuv/12tFotBQUFzJw5E4fDkXDr2nzLKmL9gsEgxcXFqFQq+ceaaBsYDAYxm81A0w9bo9GktWWM1gITnUe8JuIYxbY4OnxPkCheUwhXYas0m81IkiTbJaFpy2s2m/F6vdjtdtRqtfwZEXsZiUSwWq34fD7C4bB8DofDIT8E6+rq0Ol02O12ynp2551v9vJjtZYi67Gc1aUrP/ywhW49j6asqIBCUy8c3iAjug5iW+NnmKpMqHPUhGwhOafcZrO1W6sNJZdcoV3w+/1MmjSJf/zjH+2ydWqJVL3QmQgGz7QHvaW5OZ1O6urq5NcKCwvJy8tLaT7RXnav10s4HEaj0eB2u+UgdPGwENqksN0Cspfc6XTK2qnX65VNT8IkEQwG5ZhYSZIoLu2K31TMjmoX/YrNBGp2UbWvgi5dujT1Hcqz4DF72FG3g3X/XMe1l19Lga1ANm/k5+e3OUg/HdlyxGmYCu3P3r17ueSSS5gyZUqHC0tIzS4Imel/k4qG2BritWYIhZq0LpPJJGt+zYl37dFedrVaLe8kQqEQBoMBp9NJVVWVbOPU6/Xk5+ejVqtlIRgMBnE4HBgMBtRqNRqNRp6XWq2mpKSESCRCXV2dLIj1ej32uoPonHbOOOooDh7cw8HqSjljqLq6mpKuR7Hg66dx+YPsq9nKb3vdgjVklbf97d1yVxGYClmnR48eh1SI70jieYezRSKh21btNZ7gE9cVnR4oziNCjkKhED6fT9YYdTqd7GUXDq3oOVdWVuJ2u+W2ECaTiZycHAwGA4WFhXLdVfEvEAhgMplkZ5CwearVajkESKPRoNPpqK+vJxKJcPDgQbmkm16vl8c59thj2WjfQfmBpqLfdW4/W+p30qtLD3ns9kYRmApHHNnS+iB1QdjW5l3xhH7z6zKbzVRXV+N0OgmHw7JXX6PREAwG5e1s89RTIYyFRiicgzqdDp/PJ8eGhsNh2V5qMBiQJEnWHPPz8+WQJOG1FwJaRDWIa8jNzSUUCmGz2SgsLMTpdGK1WjEYDHQz9KGp1LcEqOhm6gMQV3tuD444L3m2WLJkCePHj2f8+PFMmDBBboCWiIULF/Lcc88BTbnTZ599ttxqoTkulysmID3bHDhwgGnTpqX8eZGrnSwPPvo62qOveSKivcOZ3talmtPdmuZdorza7t27ZYeiVquVM3SaX5fH48Fut+P3+2loaMDtdsvB78J2KbbV0Yi/XS5XTCiZWq2ma9euWCyWGHukJEk4nU6cTic5OTlEIhF8Ph9FRUUUFxfLmUHhcFjuxSTGNplMcg1Mj8dDTk4OWq2WQCBAY2MjRfqjuWvo7VzY7wJO63Yqhfqj8fv97Rq7HY2iYWaAyspKFi1axJIlSzCbzezdu5dJkybx7rvvHmJ0j8d7773Hv//974SVxR0OBz/88EOmp52QkpISnnzyyZQ/Hx1C1RLR19Eefc3bGyHQRHiOiE2MhxA46VTXcblcHDx4UA6eF62RE2mmwWAQrVYra4GNjY2y/VB47uFQjdtsNst9wfV6Pd27d5drUIr0x3A4TF1dHeFwWM7l1uv1cmUi4ZAxmUzy/A4ePBiTYy5iUr1eLzU1NVitVvLz82UtPTc3l4gnzNHmAUi+nuzXldNz0G28AAAgAElEQVTYGEGfq283r3hzFA0zA0R7BaHJZvfEE0/IbWGjq/40r74zd+5cqqqquPHGG6mqquLxxx/nsssu49xzz+Wee+5BkiQeffRRKioquPfeewF46qmnuPjiixk3bhwvv/zyIfOprq7mpptu4pJLLuG8886TUy7feecdLrzwQsaMGSPn5W/dupVLL72UcePGcf3112O329m3b5/cafLqq69m7ty5TJgwgQkTJrB69WquuuoqzjnnHL7++uu41wQkvY7oak5fffUVEyZMYNy4cdxxxx3ylu3ss89m1qxZ8tyi85Q7Iy6XS96mivYN8QRhS6mMLaVRBoPBmK1o87+bI4Sf0WhErVZjs9nk+NF4ca4iEUFoyZFIRN5i9+zZkz59+mC1WuWMIp/PJ9/zYssvNFqXy0V9fX3MNYi52Gw2TCYTeXl5WK1WLBYLRqMRrVZLXV0dTqdTrngUDPh58cPNVFTXsrmiFg0R2SbaERxxAjPs9dG4cRMNr79O48ZNhL1tzyUfMGAAp59+OsOHD2fy5Mk8/fTT9OjRQw7wbYmZM2fSpUsXXnjhBXw+H1VVVbzxxhv85z//Yfv27WzZsoXp06fTs2dP/vznP7N+/Xr27dvHkiVLeOutt3jvvffkPt+CZcuWcckll/Dmm2/yxBNPyJWfFi5cyIsvvsiKFSvkrpYvvfQSU6dOZfny5Zx55pmHjAVNN/qSJUs49thjef3113nppZf4/e9/n7BowU8//ZT0OgSJ+ppD/B7tnYFEQi0YDGI0GrFYLBgMBnJycuJqQtFOFhF2IwRA9Jbe7XZTXV0tn0ej0cRsRXU63SHZV9HzEs3CCgoKKCkpoaC4BI+xC58f1LDXq8MbDMec0+/3y5k58IuAkyRJ3mofPHhQjtMUTehEZSRR9Uir1eL3+6mrq8Pj8chhRF26dKG4uBibzUa3bt0oLCzEYrHI4+j1enJycmLCocyBeq46vTdFZh2De+TTr8iY0u8qWyTdku/atYvVq1fz008/odFoOProoxkxYoQcBH244d++nYN/+QtIEry3kuI7bsc0eHCbx33wwQeZMmUK69atY926dbzwwgu8/fbbaY3Ru3dvpk6dyiuvvMIPP/zAgQMHaGxsjNnWf/bZZ3zxxRdyrrrH46G8vJwBAwbIn7nxxhv5+OOP+fvf/87mzZtl58Lw4cOZNGkSI0aM4JprrqGwsJAzzzyT+++/n48//pjzzz+f0047LaauJyAH23fr1o0+ffqgVqvp1q1bQvtcKtchiNfXXNhP4/Vo7wwkctgIJ4YI7TGZTHE1oZbsl9H/F1pebm6u7H0uLi7G4XDIGmO0QE40r0gkQiAQYKc9zLyV21BpNKzaVsu9FxgY0is/Jmg9OqNJpVLJlYCEsHS73XLaIyALU4PBIGeb+Xw+XC4XxcXFsp0zLy8PrVZL165dKS0tlXv55OTkkJeXJ4c0ORwO+XWVSoXP4yJir+f07kVs0rtYe/ADBkgD6F/Qnxxtdkq4tURCgVlbW8ucOXPYt28fp5xyCgMGDECj0bBv3z5uu+02evXqJWtHhxP+8h1NwhJAkvDv2NFmgbl+/XqCwSDnnXce11xzDddccw3Tp0/nww8/lGPiBC0Z9zdt2sTMmTO54YYbuPzyy+Xey9FEIhGmTp3K5ZdfDjQV8Wj+xH3ooYdwOp2MHj2aM888Uy6VN2vWLLZs2cKHH37ITTfdxF/+8hfGjBnD4MGDWbNmDQsWLKC8vPyQrJ/obWUqrURSuQ5Bor7m4rzNe7R3BhIJvFS97y2FNUW/J+Igo+sQFBUVJeyQmGhewsGy86AblUaNVqNBo9GyvdrJkF75aLXaGE94QUGBnP0jrqOiogKv14tGo5GdOnl5ebLDRlRXF8JVOJNE7r8gOopAr9dTWFgoC2ihIe/fv1/e4tfX11NYWEijuZHPqz7H/6Of1XtXZ7RoTjokFJhz5sxhypQpCQ3zmzZtYs6cOXEL/XZmDMeWwXsrm4SmSoUhA6XlcnJymDdvHkOGDKGgoIDGxkYqKiq49NJLcbvdsqNj8+bNLVaX37hxI2eddRYTJ05k165dfPfdd3LRC2GrGjp0KM899xwXXXQRwWCQSZMm8dhjjzFo0CB5nC+//JIFCxZw7LHH8swzz8gxcmPHjuWVV17h97//PVVVVezcuZMXXniBCRMmcPXVV2Oz2fjvf//b5m6OqVyHILqved++feW+5p2ZRAIv1UD3lgRr9HvNNfJkjqFE8xLB6cd1zeXdzVWgUqFSQVmJVd7yC81YPKyaX0e01qlSqWS7q8j+MRgMcoqk2WyWi5MYjUZZy3W5XDgcDjkOtHk4lVqtJj8/H7vdjsfjoa6uDqPRSE5ODt/Xfd9U8EWtykrRnFRJKDCTeUkHDx582AlLAEP//hTfcTv+HTswlJVhKDu0LFq6DBs2jGuuuYarrrpKtkddeeWVDB06lEAgwOLFixk1ahQDBw6U87zjMXr0aG655RbGjWtqJTp48GD27dvHySefjM1mY9q0aTz55JN8//33TJgwgXA4zJVXXhkjLKFpS37LLbeg1+s58cQTCYfD+P1+br75ZiZPnkxOTg59+/Zl7NixDBw4kD/+8Y889thjWCwW5s6d2+b1SOU6rrrqKiBxX/POTFvjOFsSrNHvhUIhampqaGxsxGQyxXi205mXEKQ9bDruHtWf8hoPg7rlU5ITouZADW63WxZ6ubm5cR1CNptNzujJz8+XbaeSJJGbmyubDUSOeU5ODiaTiZKSErkIcWNjo1ysA5q8/PF2XBqNhpycHHJzc/H5fGg0GgYU/GxykrJTNCdVkuaSh0Ihnn/+eX788UdmzZrFyy+/zI033tjucVBKLrnCkYbI+xbmiNbmoTffBgsv886dO2Vnj9frxWw2061bt5hQoOZjiJqXQoMUwhJgz549cjFl4WwSBUBqa2vlbpNutxudTkdeXl5MlXdRnMTtdlNfX4/OqKNOU8cPDT8woHgALzz5AmdedyYDiwdSVlCWMRtmRnPJxdNeNKXauHEjc+bMidsgS0Hh107zTB6z2YzH44mb2ZOp9Eeh08Sr5J7K+NFaa/Qxwj4sapJardaE1drFGHa7vSnc52fhK3ZUIlpAo9HI23aRaimcTk6nE51Oh8ViQaPRyMIyumiI6Bpps9moVlfz9DdPo1KrWLN/DaaIifG9xnduL/k333zDO++8w0UXXYTFYuHpp59m3Lhx7TE3BYUOJVq4CEHgdDpjbHDCK+31euUCuqWlpajV6qykP0YTb/x4PXma1+cUxxiNRuDnqkHFxXTp0iXpzlHESMIvW/+8vDw5pEq8npOTIwfAOxwOvF4vKpUKv99PXl6evEbRY2o0GnluhYWFlLvLmwLjpSahXOevS9rYLdskFZjNn1jRTyYFhV8z0cLF7XbLKXvRNrjGxkbUarVcHFjEMJaWlrYq/TEaoemJbbDf74+p3ymKEovK6ELYtSSkmzvdRCplNM1tp9GCVHi8RXFhj8eDWq2WBVl0SJXoKCnslkajkby8PPR6fYxcEdX7o7fskiTRq7AXoWAIlbopk6jAUEBHk1RgnnXWWcyaNQu3280777zD66+/LvdYUVD4NRMt4ITNTq/Xyxk6gKxFeb1eWSg4nU7MZnObqiJFa7diqxpdzFcUrBCZNsFgEKvVKn/W4/EQCoUIBAKy4HW5XHI2ktAGm4cUWa1Wampq5GgOIXy7du0qn9fpdOJyuWhoaCA3N5f9+/fTtWtX+fxinPr6eiRJQqfTxayZRqORt/ZiG280GqmrqyMQCMjau6Zew61DbmWnYyf9C/uz+JPFcspkR5FUYE6bNo0lS5bgdDpZs2YN48aNO6S5lILCrxHhgBD9uC0WCzk5OUiSJNvgRGVyh8OB0WjEYDDIeeKirmRrvOlCu1WpVHIwt8jsEdqesAdGC0mTyYTb7ZbbN4TDYTnBQKRqBgIBQqGQHO4j+o4Lk4JouiaI/js3N1cunpGbmyuHivn9frp37x5zXHQgv1hPsV51dXXy1l4U3LBarXKvc41Gg7vBTY43hxNMJxCpiRDwBWL6XnUESQWmSqVizJgxTJw4kfLycnbu3Ek4HO6wXE4FhfZCFJWIRCJyvrNo0xBtGywtLQWQnRpGo1Gu7xjP2ZKKAyja4SMq+QjhKJweer0eo9GISqWSbYDQZEYTglsUuBD9d7RarRxvGQqFZIeVEF52u13OshHOpmi7ocgwys/P5+DBg0iSJI/ZnOgwJ/FwEfGVwpQh8uolScJkMsnhTT6fj9JuPWjAzFeVDo7rloeECpfL1aHJMkkF5pNPPklFRQV33nkn1113ndwOtbPHyikotJXmFcz1en3civFqtZrS0lK5OlE8bTJdB1D0dl6j0ZCfny/XkxRbe3GOxsZG2ckijrVarbK9URT5Fdt70fXR7/fLIUUCUXLNaDTKGmuXLl1iBL5Wq6WkpEROhczLy4srxJrHm4o2GOFwWG5fodVq5Vx0p9OJRqORs4zqwkYeWbmFcCTC0o37OUpl6HD/SVKBuW7dOl577TVeeuklxo4dy7333suECRPaY24KCh1KvArmiUiW5ZPItphIy4zWzkRfeaH1xauMHt2nR9S5FMJb2Fah6SEQbcMURTOELVEU3Gh+LSImVGzdbTYb/fr1izv/eNo0NGmv9fX1csM00Ts9Oife6XTKKZg/HGyEn685HIlQ6/K3W3fIRCQVmJIkYTAY+PTTT7nuuusAOtyOoKDQHkQLLdGfu7a2tlUxlaIlQ3Q5NKfTKXuHm4+ZbDufaJ7x5ibKDwohFZ2rolKpKCkpOWQezRGaafTWPVEgfTxtWhwjCqhYrVZKS0tlZxIga+mi4lJZqQUVoPvZZltsy5FjRjuKpAKzT58+TJkyhYqKCoYNG8Zdd93VYnqfgsKvhWihJbaT0PKWOpGtUrSaFe0ahDddOHBaGjOZ9prs/XgFghMF2ydCOLIEojBxPOKFU0U7okKhkOw9j3cdokZmVU0tfxx3PNuqnQzsmsfrf/+g8wvMP//5z3zyySccf/zx6PV6zjrrLEaNGtUec1NQ6DSkGlOZyFYphIGo4KNSqWKq+LQ0ZluJJ1DTDc2xWq1yywtRTT7R9rh5OFW0DdXtdpOTkyObDBI9YESdzSKfj942G06nHSkckp1gHeV0Tiow9Xo9tbW1PPjgg4RCIU499dQO66eh0PFkold3e5JoOxvvGlq6tlRjKhMFk8Ohml5OTs4hDpfmMZGdZW0TObbirVnz6xT1M202mxzLarFY0Gq1LTrDogP39Xo9Op2OmpoanE6nrIl2uja7jz/+ON988w2XXnopkiSxZMkSqqurmT59envMT6GT0dZ0v/YmkT0t3jWk8uMVgjDazhctNERL20gkEhMCBIdqekJTEoJFxETGO39H0lwoinqZ8IszCGLn3Nw77vF4MJvNcotdoaGm0gPJ7/cjSZJsRxVmDXGu9iSpwFy7di1vvfWW7JkbNWoUF154oSIw24nOptG1Nd2vvWk+P2E/i/eZVK4tXnGvaEHr8/nkthPRIUDxaC5Aa2tr5dfVanWHtZKNJhKJyK16he0VfhFUqayZ1WqVBZ5Wq8VgMMixndHhTqJoR21tLRqNBq/XK3elFMkDgGzW6Ih7LyUvuRCWgKwaK7QPnU2ja0u6X7aJ93BpPt/mThb45RpauraWvofoH67QFPPy8uTtZ6rodDr8YYndzgjbq50c1y0Xky2MUZe8yn22cLlc2O12OZcdiLmmVO4HtVqNJEn4/X65NquwRUYX7IAmeSP6GQknkZBBGo0Gq9VKTk5OwnNlm6QC86STTmLGjBlcdtllAPz73//mxBPbv9Lx4U5rNcXOptG1tXhuNklUvQfiz7f5a8ImJ3rmRDsYWvoeooWG2WxGpVLJ3RnTWR+r1cqOujrmf7ADVGpWbT3I3aP6M6RX/JYUmSbePSq0wmgtPFpQpXo/iHx78dkDBw5gNBrlcCdRwETU/RTxolqtVnaSWa1WCgsLO/TeSyowZ82axV//+lfmzp2LJEmcfvrp3HLLLe0xt18VrdUUO5tGl2obho4gWkuJzomO93BKFL4j0golSaKxsRGVShXT4EyQTGg071OTyoNSrVaz82AjWp0OJAiGw2zeW0+/gib7XrZMMUJQNjQ0yEHt4lqFvRGazBnNG6+lej9Ez93r9copln6/H4/HI6dGijhPsXUPh8NIkkR+fr5chb0jSWlL3q1bN958801qamp46623UmqEpRBLPA0lFa0zWxpdZ7ONZgIh1ERGisVikR9Sqf7QREZO9N8QP5YxFUGY7oOyrNSG6ttKguEwUjhMWaklpntkNhBzbGxslK9X5KCLAiIiN72l+6Sleyq6xYXoCQS/lMizWCzyukuSRGFhYVP9zLDEHkeIr3Y1UuXw4Q12rIkiqcC899575S/KYDBQVVXFrFmzeOSRR7I+uV8T8TSUVH5MbdHoWrqBO5ttNBMCPDq3WhTLgPTMGKk2OEvkHW5OuiaV47rauHtkfzbvraes1EIPq5pIOJhVU4wYW2y9g8EgJpPpkAIiyWjpnrLZbKhUKrmyUTTRnVWNRmNMBtHXexp4/D87CYbDbC2v4fu9Dfy/ows67OGeVGD+8MMPLF++HGi6+Dlz5jB+/PisT+zXRjxNsb6+PuYzmfpRtLTFSse72Z5kQoAnyq1Ox4yRqkaf6vqla1Ix6jQM6ZVPvwJtk2YZDqZ0XFsQcxRbb9HALN3dTEtr0lKqZ7zMI8GOaifBcJjIz1vzLfvt9C82dJjtPKnAjEQiNDQ0yL2QHQ5Hp+kPfTgR70mdLftkS1usbJ+7tST6sbVG80wk9FIZK1WNKtX1a61JxWg0yp0WU+kY2RYNPXqOFoul1eaZVNekpcwjbzDMxr0OdlQ7KSu1cWL3PJZ8tUf+XP+jrDHnaG+SCsz//d//5aKLLuKss84C4L///a/i9MkQ2bJPtrTFyva5W0uiH1trNM9EQi+TZohU16+1JhUxT1Fw1+PxtDhOW64tXkB9OhlH0R0l4ReHTWvuqa2VTuav2o4EqL6t5K4RZfzxgoF8u7eBgh+K6GFVd2imYdIzX3bZZQwaNIgNGzag0Wi48sor6d+/7b28FbLncU5li5WNc2dKy4kWQJk0HWRyrEysX0vrFe3xT2Wuzd8PBAKtTrNMV/hGfx6Q+5u3hh3VTsT+VQLKD7iYNLQHxxTq2bpcjSVH36EP96QCs7Kykry8PEaOHBnzWnRZJoXORaa2WOmSCQ2ueYHYTJoOOpsZoqX1Sneu4vOifJvYWcQbOxnpPlgy+SASUQISoAL6l9rkak/x+qW3N0kF5oQJE2K+hMbGRvr27cuKFStadcLFixfzwgsvIEkSv/nNb7jnnntaNY5CYjoqVrK1oVMQKzyEF1UUWBBjtdV00NnMEC0JmnTnKhwnIme7eTWkTEQKZOrzLSGiBLZXO+lfamNAV1urx8oGSQXm559/HvP3xx9/zOrVq1t1sv379/Pss8+yZMkSDAYDN954I+vXr5ftowqxHG6xkq0NnYLEwiOTwr+zBd23JGjSnatYYxGi09wxm41IgdZ+viVElEB7ZTelS9rW0zPPPJMFCxa07mRaLffff79sW+vbty81NTWtGutIoLPFSkLLQrwtoVPZ2C539gdOvPVqac6p2DwFOp0OvV7fKiGWrrBu7YOos38/8UgqMNevXy//X5Iktm/ffkjh01QpKSmhpKQEgL1797Jq1SpuuOGGVo11JNDZYiWhZSHeltCpbGyXm2/zPR6PXDymM/w4461X84D46Fx20V9IpVIltXnq9U3OEVFuTrTYFa+317V7g2G2VjrlMKHjutrkTJ3OqBAkI6nAfPbZZ+X/q1Qq8vPzefTRR5MO/MEHHzBv3ryY10aPHs2dd97J3r17ueGGG7jzzjvjOo8WLlzIU089lcr8f9V0NicFpC/Esx1+0xLRc4tOL8zEjzNb2lHz9XQ4HHJbBqfTiVqtlmtsJrN5CoHkdrvlVNHm5dmyTfMwoT+MLKNfvpZAICDXwRR0BoUgGUkF5ksvvdSqgUeMGMGIESMOef3HH3/kxhtv5NZbb03YffLWW2/l1ltvjXmtrKysVfM4nOlsTgpIX4h3pN0weq6hUEguqgFt/3FmSztqvr6iapJ4LzqtMJnNU1yjqKsp4nHbUzA1DxPast9OD6OFUCiEz+dDo9HIQrwzKATJSCgwp02b1mIP4CeeeCLtk/l8PqZMmcLdd9/NmDFj0j7+SKOzOSmgcwrxRETPNS8vL+a9tv44s2Uuab6+omoSNGX/GI3GGLNCSwjhKxIYxHjtKZiahwmVlVhkk56osG4wGA6pYi+IRCJ4PB4CgQA+n69D+/lACwLz7LPPzvjJli1bxsGDB1m0aBGLFi0C4JprrmHixIkZP5dCduiMQrw58VoqwKF9fNpCqpp2ulv3eFk3iVrxJkNco1arxWKxxNgw24vmYUK9cjX4G5tKuAkTX6L7yRtsKm+3rdJBWamNYLhpLTvy/lNJSRLDKysrYw9QqTAYDPJN2F6UlZWxY8eOdj3nr43D0SvZGqIdJ0DC/tmC1qxLqsekO5fDjXTXLtnno51E3fNNrNtezec/NeD1h+hVsZJH5/yRLgV5CcdvDenIlqQ2zCuuuIKamhr5qeRyudDpdNhsNh577DFOOeWUts1Wod04HL2SrSHd7XIm89XbOpfDjXTXLtm6RTuJapx+bjijN6u3HaTeE0Cq9VDTKNGlfXW1GJIKzGHDhjF8+HDZ5vjhhx/ywQcfcMUVVzB79myWLFmS9Un+2mkvzS/TP97Wxgxmm3QdU9kUap0x0iFd0on/bOvaRTuJjHoN26qdFFsNNHgDFFn1bK92M6h7xwW1J72Dy8vLYxw0Z599Njt27OCEE05QyrxlCPGUFtXCXS5XVs7T/Mfa1h9vS/Nur2uKh9VqxWw2o9frMZvNKTlHWvq7PefSEYjqRLW1tTgcDtkpI17fu3cvu3fv5sCBAxw4cACHwyEfm+m1Kyu1IVzNFr2G8waUcGqfAv44ZgANniB9ii0tHp9tkmqYer2e9957TxaaK1euxGAwUF1d3eoAdoVY2mvblmkPd0vz7sitaLqOqWx6/g8HJ1mibbWox1lfX4/T6cRoNGIwGHA4HHJ93EyvXbSTqF+xmR65WrrajmLLfgd9is0dnlueVGD++c9/Zvr06dx7771IksSAAQN4+OGHefvtt7npppvaY46/etpr25bpH29L8z6ctqKHg1BLRCZMH4kebsFgU38j0cMrFAqRk5MTM36m1y46l7ym3s6uOj87DrgoK7WRl6Pu0H4+kILA7Nu3L2+99RYOh4PGxkaOOuooAG6++easT+5I4XCKbYympXkfrtd0uJEJR16ih5t4XbTD1WqbulfabE1aXrbt1LvtQRat/5F8s55122vQ+jp+R5ty8Y3c3FyuvfZa3n777WzO54jkcNVwWpp3ZytQ3B5kY37JxsyE6SPRwy06jlPYYaPfz3bUhd3nZfSwMD80fMep+f1YvrHjIwzSqlakOHkUOpLOHhaVjfklGzMTpo9ED7dkD71s2KnFAyIcDmOy1nD/f54gopJQo2KAoQPjiX6m45pjKCikSVt+oPE0NTg0+6ctGmE2BEiyMTNp+mipslA8WiusU2n/rNVq2eMop3uBkcZgGJNeizPQ0OpryxRJBWYwGMRut6PT6XjnnXfaY04KCnFpizYVT1MDMqoRxptfW7fpya45k6aP5pWF7h7Zv8VCvq0V1i1pzaJQSCQS4dj8fph0q7AadahQoTOaWntpGSOhwKyvr2fmzJl88sknhMNh8vLyiEQijBw5khkzZmAydfzkFY4s2qJNxdPUmheXaatG2FKJNWidUG5P51nzykLbq50tCsyWeo239GBovs6+UISdexrYUe3kmGIT3cw6woAh0oOr+9/CXs+PlBWU8fTSl/h6dz3HdcvtMG95wkfd//3f/zF+/Hi+/PJLHnjgAX73u9/x3nvvYTQamTVrVnvOUUEB+OUHWlRURG5ubtqaWvO/m7drbWvoU7z5CY1J0FYzQjadXNFB46IBWaqkk6jQvCzdHkeI+au2s+zbSh7/z04qPSqqG+HB5TtZ/oWWA3sH01BXyvf7XDz83la2VTpbeYVtJ6GGuX//fjlY/bLLLmPixIlMnjyZe++9l9GjR7fbBBUUUiXd9hmCbGhvYi7CgdGamo+ZcCKlI3Tb0oAska210R/k+/12tlU6GdDVxqBueTHfhcFg4Ifd9b9otir44aCHPJOOwb0K6FNkYkuli5Ak0S3fSESKJNV8s0mLNswtW7YwcOBAvv32W/mL3rVrF3q9vl0mp6CQDum2z4h+P1tzETbIcDiMzWZrsxmhtfOA5EI3OmhcCFpPitqtXq8nEonI/4S8+H6/nUfe3YoELNsIMy4YyNA+RTFz6H9UiBXf/VwzU4J+xWb0GnAUmfjTu9uISPDpj7UU6rXYTIa0NN9Mk1Bg/uEPf+D666+nqKiIhoYGnnjiCXbs2MHUqVN5+OGH23OOCgoxJNKaOlNlIHFulUqFRqOJqZSeKpkIGUpnTaLXtaX+Qc3xBsP8UB9iS6Wbsi4WjikyYbU25Xxvq4y1i26tdDC0T1HM8c3TIY8yRZAiERyNQfoUm+lRYKLBE6DeF+KBEf3p3aXj8skTCswzzzyTNWvWsHv3bo4++mgsFguSJLFu3bp2nJ6CwqEk0po6UzqmmIvX68XtdmM0GuU5Nxc8iR4AmXD4pLMmYl1VKlWL/YOas7XSyfwPdiABKznA3SP7U5jXpI0O6Gpj2UbkiuvHdT1U6EZrtnV1ddTV2QkGg/y/noVYc7TsqHZxep9CPtpqpIetY9MjEwrM6BCinTt3HvL+RRddlJ0ZKfyqaIvjIl1NsjOlY4pzNzY2YjQa5dbS8QRPogdAJkKG0lkTMTfRxiJR/xotp5oAACAASURBVKDmtORdH9QtjxkXDGRrpYPjuuYysFvL16PVamVHmS8Y5uXP9+Dxh/hydz1dw1KM8O8IEgrMGTNmUFRUxJAhQ1CpVDFZPiqVShGYnYDOnioIbXNcND9WtMlt/qMRP+bOlGIaPRdxDZIk4fP52L17N2q1GpvNhs1my6opIZ01idZG0+kf1LxvT7SN0WTQMbRP0SHb8ERYrVby8vLw+/18ttuJRgph00sgBTno8nW4/yShwPznP//J8uXL2bx5M8OHD2f8+PH069evPeemkITOnioIbXNcRH/W6/Xi9/vJy8uTbWupNgPrSKI1PNFaVjQ1E7Gg7WlKSDeSIJUHcFu8681Rq9WUlpbidrsZEPCw4rvqpjckiUJrjqypdxQJBeZpp53GaaedRiAQ4MMPP+SJJ56gpqaG0aNHM3bsWIqLi9tzngpx6ExOjkS0RRiIY0UTMBE3KYRlUVFqWktHEq3h1dbWYrfb5feCwSChUEiuLdkepoTWRBI0J57QFTbITCC07/4RmHHBcWyrdNK/1Mqb/3g/I+O3hZQKCI8cOZKRI0eyb98+ZsyYwfz589myZUt7zE+hBTqDkyOZWaAtdsXoY202W4xZqL2uNfr6tFotkiQRDodbneYoWt5G/51MUGXS9NLeoUptId9moVcggEFjY1uVC4cvQoPTTWFeJwwrEvh8PtauXcu7777Lli1bGD58OLfffnt7zE0hCZ3ByZHsx5OODS2eYGgp9a49iL4+h8NBOBzGYrG0Os1RtH0QWlQq19HSGqcrTNs7VKktqNVqKpwRHl3ZlN++bWctO+t8nVNgCiG5YcMGTjvtNC677DLOOOMMufqyQsfTGZwcmfzxZGK7KMiUVhYdTxkMBmPasqR7rWq1mvz8fHkLnu4c4v2drrbX3qFKzUnne4lEImyrchIMhZocz8COA26G9e2S9pwzRUKBecstt9C1a1fOP/98cnJy2LBhAxs2bJDfnz59ertMUKFzkOhGz6RZoL2EbzqI6xOhNuFwOOa99qClNU53zdo7VKk56Xwvbreb/qVN91lEiqACBnbLbE/ydEkoMH/3u98dUs1F4cgl0Y2eSbNAZxO+kUgESZIIhUJEIhHy8/NRqVQxNsxUxoj3oElH02ppjTvCjt0WoZvO9xIIBOiVq2HOxSewtdLJ6l3FcQPf25OEAvOmm27CYDC0eLDf70/6GYX2I5txmYlu9EyaBTqb8BVdE7VarZzimK4XOXoOzTsypqpptbTGncGOnQ7pfC8qrZ49B71yE7RCk7bzNkG77bbbGD16NKNHjz4kWDQQCLBixQpWrVrFokWLsj5JhdTIpvcynRu9tYK7swnf6IeEJEkpa6nR34PdbsdgMMjVisQYiR5A6a5dZ7Bjp0M638tue4gF//mBiBRB/V01+Z25CdqTTz7JM888w8iRI+nbty9du3ZFp9NRUVFBeXk5EydO5Mknn2zPuSokIZvey3Ru9M4QUJ8JQdJaLTV63UUYkclkku2gLY3dGdYuGW3ZyaTzvew44EKj1aChSausc6dfwCTTJBSYer2e3//+91x//fV8/vnn/PTTT6jVas444wxOP/10ZSueYTKxndZoNLjdbrklaiaTC9K50Q+HgPpUaK2WGi0MzWaznM0TPUaisbO5dpky2bSXUC8rtZG7o4Y8sx67JwCWjpc5SeMwTSYT55xzTnvM5YgmEzehsLNFIhE0Gk2HOe0y6YhItzFXJon3kEhF6KSSYpjoAZRNJ06mBF17PRCPKTFwzdkqvju4mROK+7O8vON7Nnb8DBSAzNyEoVAIo9Eob/+at0doLzJhP4xEIrjdbrbV+Jj/QfnPD4DkjbmyTSpCpy0xoxqNBpPJRCgUyrgTJ1OCrj0885FIhJ0N21j07ZOoVCq+rFmL1qulrq4OrVbbYYVmFIHZScjETRgdM9jaMTJBJuyHLpcLv9/Ption4XAYCdBqNR3angCyo11FC2Fo2sZnI08+U4KuPTzzHo+H7XXbCUea4l5D4RB2r51wOCyXnesI264iMDsJmbgJD7cQk5YQWTX9S60sByQpggpNh7YngMwInebb+ubV2LO1xc3U/ZFNz7xYm/r6evra+qJGjaSSkMIShTmFcqZVR9nFkwrMAwcOMHPmTPbt28fLL7/MPffcw9y5cyktLW2P+R0xZOImFFW6xY/R5XJ1yhqZqSAEUw+bjrtH96e8xsOgbvkplQ5LN/0uHUdIJoROoh7pgmztDDprCFK8uNVgMEiRppSpg6fxXc12TugygCWf/lsWmB21e0oqMO+//34uueQSFi1aREFBAcOGDWPGjBn861//aofpKaTL4RCWkgrRgum4LkZO6VOcsuCPtwbRDxLhEAuFQgkDyyGxMG3rejbXjnQ6HXq9/lexM2gN8eJWrVYruxwS//jIR1HuIDZtCSH51RgMBtmG2REkFZiiBuaiRYvQaDRMnTqVd999tz3mptAKfi0hPZlOv4v+UbrdbjQaDUajMWFgOWTv4RO9rRe1PQ/Hh1prackkIeJWtVotPxx04AmBp86DJEWIuP3k5+d36I4p6ZnVajVer1cOUdm/f39MXUKFzkXzrUpHNgLrKOKtQbQgDIVCcrVz8QMV93dbClskQpR0q62txeFwYDabZU+43++XW9MeKYgHkWg7Eh3NYTabsdlsqNVqjuuWiwqIhMMQkSg063C73R03cVLQMKdMmcLkyZM5cOAA9957L+vXr+fee+9tj7kptIL2dPxkOnc9U+PFWwOXyyVrdVqtFo1GgyRJCQPLIXNe5XiaqhDW0NR+o7PaF7NBKiYJtVqNyRbm7pH92VbloKzUyht7VnTeJmiC//f//h/z58/n008/JRKJcN1113Hssce2x9wUWkF7/vASbVlbK/gytQWOtwbRQrS4uFi2Yep0OsxmMx6P5xBHWaYePs0FRCgUOmSXdriaTlpD8wdRPJOESFjYXe/hpB75FBslVFKkw3dMSQXm1VdfzcqVK+ndu3dGT3zbbbdxwgkncMMNN2R0XIXsEE8IJtqyRve3TkfwZdP+2tKDxOFwZK3NLRwqIIRm2dHtRTqKVB5EWyudzF+1HUmCcHgffxh5LHq9vsMdYkkFZu/evVm3bh0nnngiOTk58uvCSN4aVq5cyWeffcYJJ5zQ6jEU2pd42l+iLWsgEMDr9co/iFSFQUf1KIonqDNpbmhJQHR2z3g2SgZGP4i8wTAb9zoOSX09tNe5q20XkiGSCszPP/+ctWvXxrymUqnYtm1bq05YV1fHyy+/zOWXX96q4xU6hnhCpaCgQP5/8wISwjjv9/tTfrh2VOB9PEHdWi05Hok01cPBZpntMDVZkwRU3/6S+ip6nQfDYaRwmLISC5t/Npl05LolFZjffPNNRk84Z84c7r77bj7++OOMjquQXeIJlUSCQKvVYjQa5apJYguajI5yfMQT1HV1dSlrydks3NzRpGsmSXctDtUkm1JfRa/zzXvrKSu10MOqTqsmabZIeicHAgH++te/8vHHHxMOhznttNO47bbbkmoNH3zwAfPmzYt5LRKJMGLECAYPHtyiwFy4cCFPPfVUipegkE3EDyDawywCixNhMBiwWCwxf3cWUg1GT6YlR1dROqbYRDczqMLBwzpZIB7pmknS1UiFJikBKpBTX406DUN65dOvQIvH4yES/qU1cUeikpIEVd5///14PB6uuOIKJEnijTfeQKvVMnfu3LRPduutt/LTTz+h0Wiora1FrVZz++23M3HixKTHlpWVsWPHjrTPqdA2oh0i0BQnl0wYpKJldJRWlur11NTUYLfbZS05Ly+PLl1+6Vb49Z4GeSsZCgb/f3tnHh9Fneb/T3VXn+nupENCAoYEBJIQHQHFERTFYSEiohyOxzqz6OiizEoQD3Rk1/VYHVHxAHSQcUZnvH4yii4DOnJ44YzgjhIUhATxgIRwJHSn76uO3x/xW1Ynfae7q7vzfb9evl7S6VQ91an+1PN9vs+BOy6qw3CTCEEQoNVqM9I8o7+k8pknO5Ooq6srLHVKo9HE/Cx8IR77O5xoOeZEfaUFY3q175OfZ8WKFfjtb3+b9vskGW2J62E2Nzdjw4YNUmLvmWeeiUsuuSQlw1avXh32/0ajMSGxpChHKjvXiSytlSrhTPR64nnJ8qUkGBVajrpwap0FgqB86ks0UvnMo/0tox2LeKQknGGx9Hwm0USOeJLROlDJz6/X6xUPdcQ9O8/zYZn4HMfR2eQDiFQrh3pXt/SuZFGqhDPR6zGbzSgqKoJWq0VRUVGfEERdpQWkPbNGrcZpp5RArVZHfG9/iPc5JkM6P/NoxyLXHggEoFL1xB1drug73L4Qj88P2fHqp4fw+SE7fCE+6ntzgbge5tSpU3HjjTdi3rx5AID169fjwgsv7PeJm5qa+n0MSuZJdec6njeTrhSidHYbSuZYZFMi2lIyXSTrFca6hnSmbUU7lkqlglarRUnJj/PDYwlztF1ygjxW3NHtgy/EKzo5Mq5g3n777fjLX/6Cbdu2QRRFzJgxA1deeWU2bKOkiWwNrZITz5tJVwpRsoJCrkfed1FePpnoseItJdNFsl5hrGtIZ9pWpGORz9Tr9cLv94eVnUYj2i45QS6oe7/pwv4OZRtIxxVMm82Gjo4OrFy5Eu3t7Xj22Wdx8cUXF8wu4EBAiXhhPG8mXSlEyQhKvHnhudjpKVmvMNY1RPvMU3mgRjoW2VAjtfqhUAhWqzWmMEfbJSd2fXXEjmCI69lDEfsKaraJK5hLly7FOeecAwAYNGgQqqqqcNddd+HZZ5/NuHGU9KCEEGQrCT2eoPQWSVEUwTBMxLZuSlUaxSLZzzGVa8jEcDSDwQCdThf3OJFCG8APu+dH7BhsMcDPidCpRYiiqHjH/biC2dnZiRtvvBFAz4ewcOFCzJkzJ+OGUdJHtC9RJlN7kvEg+2NHPEGRV+w4nU6oVCqYTKaI88LjHcsX4rHviANfdXSjbrAJo8r0sFpMGd25TdYTT+VBlanhaIkULMhDG/J4ZZXViI9ajkEQRNw05VR0OPww7rNCx6oUjWPGvSKGYXD48GFUV1cD6OmHqdT4VkpqRPsS5Up39v7YEU9QyJefiCJpVhuprVu8Y+3rcGL5O/vA8zwYAEsvrkeDCrBYlPV65KQS6siV4WjyeOUJZwA3XjACnxw4AY4X8Nm3NnzV4cCDb+9TdHJoXMFsamrCFVdcgdNPPx0A0NraigcffDDjhlESIxHvLNqXKFdidonYEes6E90ZNhgMMBgM0Gq1ET+reJ9l6zEnBLEnrUcE0HLUhbpB2rR+FkqQK8PR5BtABq0arcfcqCk3Y88RJ446/QhxYsSNoWwSVzCnTZuGcePGYdeuXVCr1Rg7dmxOVjEMVPrjnSXrWfQWFHkfyf4s6ROxw+Vywe12Sx26S0pKUFlZCZVKlfTOcDQbHQ4HOjs7peoeQRBgtf74xayrtEDFqMCjx8OsH2IuiJzkVIUu3SEd+QaQScdiav1gOHxBWAxa7DvqApi+G0PZJqZgdnd3g2VZlJWVoaGhAVu2bIHRaKSCmUb6e9P1x0tM1rPoLUzyEsP+LOkTsSMUCsHj8cDn8wEAnE6nVNaYys5wJBwOh3T8UCgEh8MRJpgNQy34zSUN+OpIN+oqTBg1SB9WDZQIhdSoI90hnWi5rb4Qj7t09Xjon2Ysvag+ocmhmSKqYO7YsQO33HILVq1ahdraWlx55ZUYO3YsNmzYgOuuuw5z587Npp0FS39vukS8s2hf0mQ9i97C5PV6UVRUJHUPT3VJn4gdGo0mrOJMPqcnXTG4SKEMOQaNGmfVlOKsmtKUjg+k/veWb4jI+0YqSbpDOtFyW8nrP6kqUTSlCIghmKtWrcKf/vQnNDQ04E9/+hOqq6uxZs0a2O12/OpXv6KCmSb627w2Ee8smS9pMpUiZIeZkMk0HLPZjJKSEjidTmg0GhgMBqjVajgcjqQ6KcXCYrEgFApJ156JzZxURSZeRYwSZCMNK28qfTweDxoaGgAAn376qVQOabVawfO5Xe+ZT8RqXgvEF7hEvLNkvqTJxAMjxTAzhUqlQmVlJYqKiqQYoyiKYWGBRPL+YmGxWKRZP5mafZ2qyMSriEmEdIcDspFrmzeVPsRz4Hken3/+ORYsWCD9W36TUvpHpJvOZrOFvae/Sx2tVpvwlzTZeGAm0pDifbGjhQD6+zllooFxpI0yIHmRiVURkyjpHlqXjYbPYV2hkMOVPmPGjMGTTz6JYDAIs9mM8ePHw+v14tlnn8VZZ52VTRsLmkg3XTqWOmExrwozhpeYIHLBuF/SXKh2ifbFjvS6nFyozOlNujZGolXEJEO0B4wS+bjyxtShUCgsnCIXa/mDAlB2hxyIIZj33HMPnnjiCXR2duKZZ54BwzB4+OGH8d1332HVqlXZtHHAkY6lTljMC/gh5hU/u0GpuTpyon2xe79OvmRK2hqPdHnB6Wj2Ee1hqEQ+LhFpn88Ht9sNg8EgZRzIxVr+oCjeV6boDjkQQzDNZjPuvffesNfuv//+vE2ByCeSXepEWlKlGvNSaq6OnGhf7N6v9zdmmQ1ywWMnRHsYKmFjKBQCwzCSOJMMiEhirVYxKDFqcqLCMLHpVD9AxTIz9DcY33tJxTBMWmJeyZDusbQ8z+PEiRNSw1x5Y95c9ih7k0s2R3sYKmEjEWlSrkrqznuLddimz8HO3N30oWSP/saQej+Vg8EgGoZa+x3zSoZ0x8Hsdju6u7ulNmEAMHTo0Jz3KHuTCx57PJSwUe7dGgyGqClhx50+mPUsnP4eDzRnN30o2aO/MaRIS6psNbglpDMO5nK50N3dHdaSzev19tdESg4RT6R5nx+BlhacsWcfKsur8KbDiF2cgNoKZVcVCa2Z3nnnHTz55JPw+XzYuHFjpm0acCQ6ZyYa8vkzBoMBoiimZQZMMkS7hmRn0giCgO7ubgiCAI/HA4/HA7/fH3esM6WwCLS0oPOpp+B8+23wz/0O8wcHMb7aqnh1U1zBfPrpp7Fp0yZs3rwZwWAQL7zwAp566qls2DZgiDdwKx7kaV1WVgaVSgWv1yvVescaQJVOol0DWaonao/L5ZKqdziOgyAIYY1+KQODwIFWQBThDnCwu4PwtbbihNOPL9q7FbUrrmBu3boVq1evhl6vR3FxMV555RVs3rw5G7YNGOSCV1xc3K/NtWSXxrE8wGS8w2jXkKw9ZOOBjKstLi6W5sVQBg662jqAYWDUsgDDQFdbiwDH524epvSGH+ZzEHQ6XUG0tCpUkk0RibVZk46NnGTt0Wg00rhaQRCg1WrBsmzCYYpcbFJB6Yuf86PF1oID9gOotdaivrQeelYv/VxXX4/yW5egaH8LyoaPxD/Vg1BXaUHNICM+P2RX7O8bVzB/8pOf4He/+x0CgQD++c9/4uWXX8b48eOzYRslBZJNEYnlAaZjIydZe4g3qdVqYTabwbIsSkpKEg5T5EqTikJq45YJWmwtWN28GiJEbP5+MxaPX4yxg8dKP1cb9DCOG4fvB5+Kldta4fAfx97vbdjX4cTLO7+Hw88p8veN+xe8++67wXEcioqK8PDDD6OqqgrLli3Lhm2UFEh2eR9rwynZzahIS/hk7CEiw/M8rFYrRo4ciREjRsBqtSYsNpES9pUg2djtQOOA/QDEH/5SIkS02lsjvm93mx0O/49t/ZrbulFs1P7we9n/+8b1MHU6HRYvXozFixdnwx5KlpF7gGq1WtphT6VRRH+X8LG6qidKthP2o5Er4z9ylVEltXD734YnGEKRVoPRJbUR30f+nmY9ixKDBj8dbsVXR3o2fpT4+8YVzLfffhsPPfQQ7HY7AEhjSvfv359x4yiZR54PR+ZKA+lJoE9WJGJ1VU+UdDSpSAe5VBKZi+iEKlw5cgG+tn+N0dbR0ApVfd7jC/HQsyosvXA4So8ewqpQJ07rPoylF47A/x31KPL3jSuYK1euxKpVqzBmzJicqOXMRQolXhVL8BK5xv6KRO+u6jzPo7OzEwAini+STdlO2I9GLpVE5iJfHPbgw1YdSoxnYst3QQTrPDhtSHhzmH0dTvz+o4Noqgzg26eegv/QAdhWrcLQW5fgmnPGKWJ3XMEsLS3FhAkTsmFL3pIr42r7SyzBS+Qa+ysS8q7qPM9DEAQwDCOdt/f5cvlzz4eSyETIlDNQV2nBxi864PRzUZfWrcecKCnSInhgDyCK4HgREEUEWlthHJejgnneeefhmWeewYUXXgidTie9PmrUqIwalk8oFa/KVAdtkjQeCATgcDhgNpsTusZYIhHPVvJzknvp8XjAMIyUsB7pfDROmHky9VDqHToZOdjUJ12ortKCE04/ygefBtff/gaVioEAQFdX1+/zp0pcwXzrrbcAAOvXr5deYxgG7733XuasyjOUilel+2ZWqVQwm804duyYNDuHLJH7e43xbJX/HEDYcLVo56NxwsyTqYdS79DJ54fsfdLBGoZa4AlweOvrIGbecRuwYjlMNzdBV1efFhtSIa5gvv/++9mwI69I19iB/pKJm9nhcODo0aPw+/1Qq9UoLy+HVqtFaWmpdI5UrjGerb3/rVar4zYHpnHCzJOth1K0/q1aNYP64eV497geoZF1OFQxAuUGfaxDZZS4gul2u/Hoo4/i0KFDWLlyJR5//HHcddddSc9jLiRyJXaWiZvZ4XCA53lwHAeO4+B0OqUadfn8F5vNFnNp3XvpHc/WVJoDF0qcMJfJ1kMpWjqYPyTgP17dBVEE7M1H8G8BZQcwxhXMe++9F2PGjEFzczMMBgMYhsHdd9+N1atXZ8O+nCRXYmeZuJlVKhWKiopgNBrh8/lgMpnCjpvM0lr+83i2xvp5KrHaQslcICh1PfEeSsnY5Q15sb9rP1ptragrrcOYsjEwaowAoqeDfX3cjbGnFOOo0w+nisGXbQ5cWDc4/ReaIHEF89tvv8Xjjz+OTZs2QafT4YEHHsCsWbOyYVvOkiuxs0x4WEXFRehABw7YD6Cusg5WszXsCxEIBMLeH+vhIYoi7HZ72NjaaF+mWNeSikefK6uAdJGr15OMXfu79uPJfz4JESLe+eYd3Hr2rThrSM9AxUjpYH7Oj/oRNhzm92N2ySis/qcO46tLMnxFsYkrmGROM8nB7O5Wtr1SLlDIsbO2QBvW7FkDQRTwXvt7WHzmYpzCnAJBEBKa1Ch/mHg8HqjVagQCAUloU/mSp+LR58oqIF3k6vUkY1errTW8HNLWKglmJFpsLVh34CVoVSZsOvQZTq9WY+wwZQUzrk9/+eWXY+HChbDZbHj66adx1VVX4fLLL8+GbTlLOtux5RoH7AegZtU9XYNYNVptrWHXRza5ovXulPfF1Ov1YX0sU/2Sp9Jgub9NmXONXL2eZOyqK60Dgx7HiwGDutLI6UGk49TRzuP4d9X5uOZrE+4bfAm0EGAxKHvdcT3MX/ziFxg5ciS2b98Ot9uNZcuWYcqUKdmwjZJFBEGA2+3GqeZTwXM8VGoVVIwKdaV1Yb0otVptTC8xWqklkPqXPBWPvtBWAbl6PcnYNaZsDG49+9awGGYk9nU48f8+/R5LTjHgn4/8F6rOPhfW4ipYvj0Bb/Nu6OrroVZopzyuYHIch4kTJ0Kv1yMUChWUN0X5ERKLGsoOxaKxi3DQeRANZQ0YbR2NkDeU8BdVvgmgVqthNBrBcVy/vuSpxGoLbQc9V68nGbuMGiPOGnJWzGU40JNipFar4Gv5DqOHnYby089B14onEOjuRudTT6H81iWKVfpEVb+TJ0/immuuwfPPPw8AWLJkCZYvX45bbrkF27Zty5qBlOwQCoUgiiLc3W5YPBZcUHwBflL2Exg1xqTCD0R4A4EAOjs7pQT4fN+lpmSP04YWY7BZB0NdPTqZEvhav0UwJAKsRiqNVIqoHuajjz6Kc889FzfeeCMAoKSkBOvXr8fu3buxevVqTJs2LaUTfvLJJ1ixYgW8Xi9mzpw5oNvGJZOSkem0Eo1GA5vNJnUKYlkWTqcTDMMgEAhI5ZKkGgjoaY7R2xYSpyRdh8ioCSA3dnUpuY0vxCPECxg+yIQvBR2qrr4KxqATns8+Q/Dg1z3jKnKxNHLXrl145JFH+rw+btw4fPfddymdzOFw4K677sKrr76KiooKXHnllWhsbER9vXKlTkqSTEpGOtJKYomu2WyWmv6SWdFOpxMsy8LtdsNms0Gr1UKj0Ui73yaTCcFgUGoULB+LKy+pFEUxZ3Z1KbnNvg4nHt/SCrOexdS6wVj+DTBtxCk4e9HtMKx5EuW3LsnN0kh5ow2gx+MklJSktrX/j3/8A5MnT8awYcMAAGvWrMmZ4LUSJJOSkY60kliiS2JRROAYhpE2eziOA8/zCIVC0Ol08Hq9MBqN0nEdDgd0Op1U+80wDIxGI3iel3bJc2VXl5J7kAe5IAj46ogdogg4/Ry+Pu7C/HOH43i3B4FT6qAbU69Y7JIQdU2nVqulpsEAUFvb0xH55MmTKQ9Ba29vB8MwWLRoEWbPno1NmzblXYllsnO2Y5FMSkY60kriia7ZbIbRaIRWq4XRaJTElAzC02p7RgMYjcawe0ClUoU1ytBqtaiurkZZWVnKo4MpAwd53Lu2vAg8z4HjeHzRZkNZkRqXNpSidpAeOq3yD92oHua8efOwdOlSPP7442FTBO+++25cccUVcQ+8ZcsWPPbYY2GvtbW1YciQIVi3bh1MJhOuu+46nH766Zg0aVLY+1avXo2nn346levJOOmsuEgmJSOVtJLeS3CWZWNWKPXe8SRLbZZlYTAY4PP5EAqFYLFYYDAYpOW7KIrwer1hx83VXV1K7kEe3IIgYJhFg9umjUbrcTfqh5gxxMhArVbDYrHkRAPzqII5f/58HDlyBBdeeCFGjhwJhmFw8OBBXH311bjyyivjHrixsRGNjY1hr73++uvYuXMnBg/uqQW9m5bg4QAAIABJREFU4IILsHfv3j6C2dTUhKamprDX6hQM9MpJZ8VFJFGJFGcEkNKGT29xNxgMKCoqSlh0e+dUqtVqMAwDURShVqulDkak0a+8e5PD4SiYOm5KZpFXhzF8CMOMAkbWWSAIAgQ+hFBIeaEkRBVMhmGwbNky3Hjjjdi9ezdEUcQZZ5yBioqKlE82adIkrFmzBjabDWazGZ9++iluuummlI+nBJmuI+8tcmQgmN/vR1FRUVJeLUkVIscIBoOorq5OSLx6C7fP54PdbkcwGIRKpZJsJGIotyeR2UCF1hwjEvFmbw8kYs2L7716irRiyRXiJq6XlZWlnELUm6qqKtx5552YP38+QqEQ5s6di8mTJ6fl2Nki0xUXco+VLIEBSLXYJpMpYa+2d6oQz/NwuVySeEXq6+nxeKTdbrkNwWAQTqcToijCZrPBarVCFEUIggCrNXx+TiJeeK42k0gn8WZvDyRizYuPFAoCevpWkPh4f/YK0klcwUw3M2bMwIwZM7J92rSR6dgc8WDJElelUkkNLOSpOokQKVVILl6RvFnikdrtduj1ejAMA4Zh0N3dDa1WC6/XKzXi8Pv9cDgcfQQzES88V5tJpJNIs7cHqmBGaxAsR+6Fjio3oqrIBPBBeL3enIhfAgoIJiU2cg/WYrFIKT5AT+ZCMjvORNy1Wq30hJaLl1ykyLAxURTh9/uhUqngcDig1+uh1+ulnEuy+aPX6yGKYsRldCJeeK60yMsktdZabP5+M0SIPc0mrLkRh1eCRObFy71QLhTCHRfVYbhJBUEQEAqFEOKFPnN/yLI+W1DBTCPpiMvJPVj58YhQJno8QRDgdDrhcDjg8/lgMBjCGvkCPQLsdrulWm+GYeBwOKBSqaDX66HT6eD3+6WuQ8QLZVkWOp0ORUVFsFj63viJeOG52kwindSX1mPx+MVotbeizloXtTtPLpOuWHOkBsHyY+t0OrQc/dELBaNCy1EXTv1h80er1aLTFYi6rM8WcQXz7bffxkMPPSTlZBKPZ//+/Rk3Lt/IxFCyVH/f5XLh5MmTcLvdAHo8SDLUjNz4DNOTsiEIglT2SCp5DAYDSkpKIIqiVOEjCAIMBgPcbrf0/5EEM9lrK9QNID2rx9jBY/N6GZ6uezpSg2D55iDHcRg92AgGPUt2jVqN004pgVrNQKfTwWQy4aQ7ALIOibaszzRxBXPlypVYtWoVxowZkzNxhFwll+JyHMeFnZ8Ip8VigcPhgN1uh0qlklKNuru7wfM8ysrKoNfrpV11i8UiNd3o6uoCAKnYQKvVpkXYBsIGUL6SyXtafixBEFBTrOvjhcqX3INMOtg5HoIo9LQerMz+qiSuYJaWlmLChAnZsCXvyaW4HMuyYSMlSAK61+uF2+2WEtnVajUMBgM0Gg14npc2efR6vZROJC+bzMT15dKDhhJOJu/p3sfWsyqcWVMc1Wss0atwfeNotBx1oX6IGcOLsx9RjHvG8847D8888wwuvPDCsPryUaNGZdSwXCVeAwsgN+JyZrMZoiiCZVn4fD5JCMkNyrKslMSu0+lgNBohiiJ4noderwfL/nhrEAHL1PXl0oOGEk4m7+lEj02+c36vB5WsT4prilzfkSmZJq5gvvXWWwCA9evXS68xDIP33nsvc1blMIk0sIg3ijYbqFQqlJSUgGEYaZecdBkyGAwwGo3weDzQ6/WSbfJ2bSR3E/hRwDKVUpVLD5reFGp8NVEymUYX69i9U4xOKerZPyFjoMmqKNvEFcz3338/G3bkDfmWlE2qfRiGgclkAsuy4HleaqISCoVw+PBhafREMBiE0WhMqIQyXWKSy3XnufS3HEhESjHSarUwGAwQRVGxhi5xBfPEiRNYv3493G63lHHf1taGZ555Jhv25RypJGUHAgHFaquJvaTcLBQKSQnxfr9f6rpEnthkpERZWVncYw8EMaHxVWWQJ7qTFCOVSgWTyYSioiLF7rO4grlkyRLU1NRg165dmDZtGv7+97/jjDPOyIZtOUkiy0d5fiOJFZIqnUzWVkc6BrHPbreD53l0d3fD6/VK8eiOjg4wDAOv1yvdjLGWOvJzeL3eiLHOQoLGV5VBnug+qEiHCSMGYb9KpXirwLiCabPZ8Oqrr2L58uW46KKLcMMNN+C6667Lgmm5SaS6197eozy/Ua1Wg+f5uMLSX29NEAQcO3YM3d3dkkiTYxQXF4PjOLhcLni93rAu6eR9ZMPHaDTGvCHldvr9fikmChSmmORyfLWQIYnuXW4/9BoWu9ucsAcArdGkaAw5rmCS7uo1NTX4+uuvB7R3GYlIQsdxnLSxIoqiVBtOmuzGWsaTWm7SrSWZVm5Op1NacpPzEDEnsUzSzID0GNTr9fD5fGBZFpWVldAaTWhuc0jlZ2MqTQj5vZJgkDQlAGG77CzLFqSY5HJ8Nd9ItnuTjlVBpVLhkb/tR0gQ8X3rCXx1xIEJw0uzaHU4cQVzzJgxWLZsGa6//nosXrwYhw8fpgnsMiLFuORxQwBS4ncitdVkeJjJZJKEONFWbnJB4zhO+g/oEWIi1Hq9HkajERUVFQiFQvB4PCgqKkJVVRX29Ooqc9u00Rhm5KSGG3IYhoHVaqWCQkmIZLo37etw4vXPDkPHqtFy3I2aQUY4/RyaD3fntmDec8892L17N0aNGoXbb78dO3fuxOOPP54N2/KCSDGuSMu4eF4i+R0SSyTL3GRaucl/x2KxQKPRhLWH4zgOFRUVUKlU0o5jdXV12HFajx0N6yqzr8OBmlqz1LyDhBjIXB+ypC8UBnoaUSZJpntT6zEnbJ4gzh9dDoYBvAEeaoZBzSBjxPdni6iC2dbWhmHDhuHbb7+FxWLBwYMHUVNTg5qammzal/NEE8dIcU6yCRTpSyj/HeJZAsm1cgMg1X2bzWbpi+/z+cIaEZvNZlgsFmlGj5zeXWUahhZDEDjp5zzPA+hZjpPwQbY9zEyKWr7s/OejsCfTvamu0oKNX3Sg3e7F41eMxQlXAFu/H4RTSgxZtLgvUQXzwQcfxNq1a6W55HIGcuJ6bxKJcTmdTpw8eTKso7R88qb85ler1VJqD8uyEAQBXV1dcb8UkeyQe63yJTmJqUYKDfTuKlPfK4YZDAaleCigzM54JkUtX9KI8kXY5STTvalhqAUPzjkdh0/6cOCEC3WVZnxh1uHUwcoOTYwqmGvXrgVAE9dTRS6Cdrsdfr8fgiAgEAhAo9GECab85gd6vLeysjI4HA6peWoqXwq5iBKhY1kWJpMJGo0moocSqasMdOHjJ+QiosTOeCZFLV/SiPJF2OUk2r3Jz/nRam/B7uP7UcQMQ5fXjA8/OgELL2a9/2VvogqmfA55JO688860G1NIyEXQ6XSCYRiwLBux3X7vm52IEllGE1FLND9SHkd1Op1wOp0QBAE8z6O4uBh6vT5sNz0ZMU4kzSbTy8VMilq+pBHli7AnQu++mN/4vsHq5tU45vThpDuIZROXgufM2PtZ9mvHexNVMI3GnuDq3r170dHRgRkzZoBlWWzZsgXDhg3LmoH5ilwETSYTvF6v1A6ttzDJb36fzyflbZKWayzLIhAISJs6csjNRhLTe4+hID0xSb4k6dru8/ngcDjgdrul3e5EhC2REESml4uZFLV8SSPKF2FPBHK/iGoNOmxB7OjcC5c/BKNGjdGnjIVa40RRWQtMRR74Ob+ig+SiCuaiRYsAANdccw3WrVsnfVmvvfZaXHvttdmxLo+Ri6DJZILZbJZ2rUOhEBwOhyRQ5GYnPSj1+p4bgsQwidDKk997CyU5LolPklxQIp48z0vnKi4ulub2kDQkg8EQNiCtP2R6uZgvopZJCukzIKGib50i1n7Uiot/WoM2mxenD6nAedVj8Me9vwfLGHDgxB602pSdixQ3rairq6vPF9Vms2XUqEIgkgdAlh3y/EiSo0lufpZlJe9Mo9FAr9eD53nwPA+O46Tl/LFjx+ByuRAIBKTKIlLNYzKZpOFpWq1WygllWVb6W5K6cdKJnQw6i7WTnyiFtFykZB6G1eKYI4RPv+/CcTeH1kNm3Hb2EohqB7xcFyz6IqgYFRgGig+SiyuYjY2NuOaaazB9+nSIooh3330Xc+bMyYZteU0kDyARz0sutOXl5fB6vTh58iQYhoHP55NG3Z44cUKa4GgymaDT6STvlMzgCQQCUld1jUYTNtNHq9VKUyFJWSTHcQgEApLXmaoHU0jLxXwk1gzwXOT7bg6/++AgpjVUot3uxc5vGbTb9Li98QJ4Vd9g+5HtUv6m0oPk4grmHXfcgW3btmHnzp0AeppxTJkyJeOG5QqpbGBE+x2550VKJknKkHwmuEajQWlpTzVDZ2entFNOlud2ux3Hjx+XhpEFAgHo9XqYzWZotVqp+QeJW2q12j4dXsxms5QfSq4nXY00Cmm5mI/EmgGei7Qed8ETEvBtlwfLLmlAlyuAc0eWYdggIxjmx1Qk7RCt4oPkEurxXlZWhlGjRmHevHnYs2dPpm3KKeQbGGQWTrwNkmibHnLPi7weDAalkkgCaY7h9/ul7kIsy4JhGLhcLkmM3W43iouLYTQaw4aREe8xlgCqVCpYrVZpprh8IBVAl9H5TCIzwHMJUiyx54gDRVo1zh9dju+63BABjKrQQc2oUawrhgrKJ+bHFczXXnsNb7zxBpxOJxobG3H77bdjwYIF+MUvfpEN+xSHCI3P55Nm4ZAKmWhelFycfD5fWCMN8jtdXV1hcT6v1ytVzwA9Aub3+6WGvyzLSvFMrVYLi8UizQknogf8OMsH6Bl8VlRUJMU4Y/XkpMvowiGRGeC5BCmW+K7LjXKzHo9ubgXDAMV6FvN/xuD5fWsgQkTz0WbFN33iSvZrr72Gl19+GUajEaWlpXjzzTfxyiuvZMO2nIBsiBARJF5brCUrESwismQ8hMvl6vMeAulsRFCpVNIyftCgQTCZTCgrK4PVaoVWq5VGj1qtVnAch+7ubrjd7rDZ4aSjOhFNj8cj/VxuCzlfcXExysrKpI0oSn5CBOiysUOx9KJ6jBma24JJiiUuP2sY2u1eMAwgiICWVWPXsf1wB0IQhJ7vRqu9VVFb43qYarVaSnMBeqZIqtW5G0BON3LPS94/MtaSVV6SSMbYkmNEOm6kGCZpwUZ2u0tLSzF48GCpj6XH45F+RtqzsSwLjuMkD9hgMECn06G4uFgakUvIh8qQgUa6NmsiVmvlCcQ79gQ4fOHwYfbEWry6ZwMqS/QIcgJGl9Qqal9cwaypqcGGDRsgCAI6Ojrw4osvYsSIEdmwLScgnpc8LSjekjWRRhry90TaJOI4DidPnoTH45EE0OVywWw2Y+jQoVLMkTQFJnNOencPkqcR0VSf3CbfNmsyAfGOPzrQiRKjBnu+dePGMxbBLbbBUKaDVqhS1L64gnnvvffit7/9LTo7OzF37lxMmjQJ9913XxZMyxyp7HynsvObaFww0iaRx+OB2+1GIBBAd3c3BEGQYpXFxcWSh+j3+3H06FEpf7Oqqkr6ufycNEaZ++TbZk0mIN6xP8Rj2Vt7cNThR7GBxSOXN+Kv3Z/ii8MenDYk/rypTBFXMIuLi/HII49kw5askWrpXrJLpngiS4S7s7MTgiBIsUaO46RUIpLg7vP5UFpaGtZNnSTAkzpznU4HQRAinjPfUn3yLZcwHeTbZk0mKS3S4sYLTsW+o06MKCuCN8TjuMOv+GcSVTDnz58f8xdffPHFtBuTLVIt3QtbMu3uwG3TR+PUYiblyhgi3KSjERHFQCAgTXlkWRahUEgaL0qW0sRDtFgs0s8BFExD30jL03HDivOuB2Qy9G6tl+ubNelG/pCsrTBj9GAzgryA4aVFOGTzYOywEsU/k6iC2d7ejkAggEsuuQSTJk0qqLEUqcbz5EumEM/jqyPdqDFZYlbGxFr+k+a+HMeBYRg4nU6o1WpoNBqwLAuj0YhAIIDBgwfDarXCYDBIQkk8RhK3JB3QBw8e3I9PJneItDwdXcrmXQ/IZMjnzZp0EPaQBLBk2mgEQgI+aD0Of0iASccqvsqIKpjvv/8+PvvsM2zcuBFPPPEEJk+ejNmzZ6O+vj6b9mWEVON58iUTRAH1Q34c3RDNS421/CfNODweDwRBAMuyOHbsGEpKSiTPUqvVQhRFiKIY0aNiWRZDhw5N9iPIeSItT3vPFEp1pz9b3crzsSu6ksgfkmdVGjDkyEEMO/wtuOGnIlgzCi980XdCQLaJGcOcMGECJkyYgFAohO3bt+PZZ59FW1sbZsyYgQULFmTLxrSTajxPvmQaXV6EoUUiBP7HmGIkYi3/zWYzPB4PnE4nVCoVbDYbGIZBV1eXtATnOA5GoxEOhwNGo7GgPKpYRFqeBr3usKmVqe70Z6tbeT52RVcS8pA061lM17rgfHotzDo1wDCoXHILTrqDePXTQ4rGtBMqjdRoNDjrrLPQ2dmJI0eO4I033shrwYxHNM9AvmT68T1MTC810vJffnyj0Yjq6mocPXoUZrMZfr8ffr8fKpWqz+8NpNzJSMtTXZp2+rPVrTwfu6IryWlDLbj74jFo7/ZiUPOHCGl/8MZFEd179mPPkW50f9GhaMpVTMF0u93YunUr3n77bRw8eBCNjY245557Cn42eSKeQaJearQ2byR3srOzExzHSaNvbTYb9Ho9Bg0aJA0ZI1Mke3tUyc55znfStdOfrZxUmvuaGL3v46lj6iFwDeh8bwsgigDDQBgxEv7QBwCUTbmKKphNTU1obm7GBRdcgBtuuAETJ04sqI2fWKTTMyBNe4lH6XQ64XA44PP5EAwGYbfbpTk7JpMJQ4YMgSAIUnVVSUmJlDbU26NKZs4z5UeylZOaq7mvuZayFek+Pr2+HuW3LkGgtRW6ujocKa1CgOvZL1Ay5SqqYG7duhUmkwnvv/8+PvjgA+l1URTBMAx27NiRFQOzhXyZ3HtzIZJnkExAv/d8H5fLJY2gCAaD0Ol0AHo+2+rq6oSPm8ycZ8qPZCsnNVdzX3OlosjP+XHIeQg7j+6EK+iCUWOEilFJ97Fx3DgYx40DAFSFeJw3sgxTxg5VNOUqqmAOtDG6clEjDwX5jO9Y748X0JdX5djtdgCAXq+H1WqF1+uFyWSSNneS+ZIlM+eZQiHkSkVRi60Ff/rqTzj/lPPR7mrHKaZTYFQbUWvtWy9u0KgxpMSAa86pybqdcqIK5imnnJKRE77yyitSt6Orr746boJ8tpAvu4lYlpVFL8FKZtmu0Wik2m8yMpfVG2FXlWCfzYG6EjOGl7EYPCi5mzaZOc8UCkHpiiJfiMd3nR7sOLYXR5w2HDR+g9vOug2d3k6cPfhsVOuqs2pPMiS0S54uTpw4geeffx6bNm2CKIqYNWsWLrroIlRUVGTTjIgkG6BP5v1ms1mKVZLNmyN+Fk+99zXUajW2tp7E0ovqcQqb3J+j95xn0kE9HXl/NIewcMlERVEy98u+Did+/9FBTDtzONptXojilzhsP4Rfj/81BjODIYSEiL+XC2RVMAVBQDAYlEr/AORMq7hkA/Sx3h/p5iF9LIGeZPNvOtxQsz3XHmtZlGqstL95fzSHsHDJREVRMvdL6zEnHH4OB9p6hp11+b/H2UPqUcqUguO4nC7vzapgVlZWYs6cOZg6dSpEUcQvf/nLmMvebJJsgD7S++Wjb8lON7l55AKr1Wpx2lAWf9t7PO6yKJVYabR/JwPNIaQkQzL3y2lDi/FlezcOdQZxuFOHW6ZdimFmFQKBADRFPU4B7/Mj0NKCwIFW6GrroMuRCsOMCeaWLVvw2GOPhb1WU1MDl8uFjz76CIIg4Nprr8WUKVMwYcKEsPetXr0aTz/9dKZMyxgulwtutxs2mw1+vx9WqxXFxcVSdUowGEQoFIIgCBheoscdF9Wh9Zgr5rIo2VgpEVWVSiXtvqcCzSGkJEOi94uf84PXfo/62v2oKjoVQwwjMaLMBINGHbZK87a0oPOpp3ryMN/5G8pvXZLxa0iEjAlmY2MjGhsbw1577rnn4Pf7pQ9m2rRpaG5u7iOYTU1NaGpqCnutri79GxrpjtORunAijE6nEwCkiY88z8Pj8UhD1EZbTTirJvauX7KxUgDwcwIOOTh8/b0N9UO4lPLsSAd40tQjW8skGjvNTxINabXYWvDM7tVSZsfi8Yth0PRdZQYOtPaIJQBRFODdtw8+nw8Oh0PReyKrZ62trcX27dulSYk7d+5EQ0NDNk0Igyx3o825iQbZXOnq6kJ3dzfsdrs01Iy0WtPpdFCpVOA4DsFgEDabDS6XC4FAAG63GwD65HtGwmw2o6ioSBqVm0in93Y38OS2g9j4ZQdWbG7B/g5nYh+IDBIGIEIp7xyfSVL9m+QTvhCPzw/Z8eqnh/D5ITt8IV5pk/pNojOhIuUOR0JXWwf8UCjDCwI0o0dHnI2VbbIaw5wyZQq+/PJLXHrppdBoNJg5cybOO++8bJoQRqpxOofDgRMnTkhdhjQaDcrKysAwDHQ6HYLBoDTUzGg0wul0St2IGIaRKqYSWeamkvycjjw78lmQzblsxTCT+ZvkqzeaK4njSpBo7rDuh0of//790AwbhtBJG9T2bmihbDw9q4IJRF5uKwVpaEFEIdGKHjKfnOM4+P1+qTM6y7LQ6XRSpyHS+s1oNErTG1UqFfR6fVxvsT+kI89OqRhmMufN1538bCaO51oZZKK5w2qDHsZx48Do9Ti+chWCdhs8e78C294OlYIbQFkXzFxBEAQIgoBAIACVSgWLxRJRwBwOh9QgQ61Ww+12w+fzwePxQKPRQKVSSbFLnudhNBolQTQYDAiFQtKx5ZVDmfSE0pFnp1QddDLnzded/GwmjueaN0tyh+usp6P1mAtvfn48ppD7v/gC+CGEJQoCAq0HMOjMM7NttsSAFUyXywWfzyflRjIME1HESKMMoKcOPBAISI0yyP9rNBp4vV4AAMdxcDgcYBgGRqNR2inPJunIs1OqDjqZ8+brTn42R1HkShlkb75KUMh1tXXghY0AAEbFQFdXC6/XC4slx2rJC51EvRMioj6fD06nU1pyl5WVwefzSXN2VCoVHA6H1FmIYZiMLrspudsNKB7ZHEWhdBlkNBIVcl19PcqXLIGvpQVFZjO4qioggc3STDFgBTNR78RiscDlcoFhGJjNZjAMA6/Xi2AwCI7jYDb3jKkgQ8hYloVGo0F5eXlexNPymVztBpRL5OpgtUSFXG3QA3W1YGqqwX2xG0EARQquJAasYCbqnZhMJkkEdTqdNN7W5/NJMU2TyQSLxYKKioq0ezv5uhNMyQ1ydbBaMkJuMpkgiiJUKpXiq7YBK5iJeicejwcsy0Kr1Uq74TzPSzPABUGQyh3pXBgKJTGSEXLyXc2FmVYDVjAThSSiB4NBuN1uCIIglTuyLAu1Wi3tgmfCG8zXnWAKpRChgtmL3qLHsiwcDgc4jpPG3TIMA4PBAJVKhfLyckkYSc9LIH3eoDzWKooigsEgurq66PKcQlEAKpi9IHmXoVAIHMfBYrGA4zhoNBqo1WqEQiHwPI+SkhIUFRWFCWImvEF5rJUIJyktBejynFK49HZeSIGJkhSkYCazNO793u7ubvh8PgQCAfh8PgiCALPZjFAoBLVaDYZholbqZCIvUB5rJfXqhHxYntNNK0o8olUj9Y7fy2fSK0VBCmYyGyXy9xIvjmzuAJDqv0nXHrVajZKSkojHSyYvMBUhycdEbbppRYlHtGqk3g4BKTVWkoIUzGSWxr1/ZjAYwP4wKoLjOKm80Ww2w2QyAQB4PnJ3mWTyAlMRknxM1KabVpR4tB5zQhQBjuchigL2HrFj3LDiPg5CLqxMClIwk/HEyHt9Pl9Y3XdxcXHPsDKWlTZ8EjleoqQiJPmYqJ2PXjElu9RVWsDzbRB4HgyA2sFFcLvdfRyE/jTEThcFKZjJeGJmsxkej0dKEyIJslbrj/lhkZbP/WWgCEk+esWU7NIw1II7LqrF/g4n6oeYMcysQjAY7OMgkLaISlKQgpmMJ6ZSqaDValFSUiK91tvby4RnN1CEJB+9Ykp2MWjUGFOuxwjzD13E+BA0+twchFaQgpksifTFTDdUSCiUHyHlj7nuQAxYwSTLbJKuQNKGovXFpBQufs6PFlsLDtgPoNZai/rSeuhZvdJmDSjyxYEYsIJJdql9Ph/cbrc0hydaX0xK4dJia8Hq5p7BXJu/34zF4xdj7OCxSpuVtxTyA2jAKkMoFALDMFK8kuRd0rSXgUeig7koiUEeQO9+/y5WN69Gq61wPs8BK5ik1Io0+yVxy0LdraZEp9ZaCwY9O7CxBnNREqOQH0ADdklO4pQkSZ1UEWRr/jYld0h0MBclMRKdDJmPDFjBJEFm0omI4PF48iL4TEkfZDAXjVumh0J+AA1YwSTQ0j0KJb0U8gNowMYwCb1jljSGSaFQojHgPcyBUnFDoVD6T8EJZrJt0/IlYZZCoShPwQkm7b9IoVAyRcHFMOkmDoVCyRQFJ5h0E4dCoWSKgluS000cCoWSKQpOMOkmDoVCyRQFtySnUCiUTEEFk0KhUBKECiaFQqEkCBVMCoVCSRAqmBQKhZIgVDApFAolQahgUigUSoJQwaRQKJQEoYJJoVAoCcKIoigqbUQi1NUVTpt7CoWSW7S2JjaoLW8EM9+pq6tL+I+SD9DryW0K7XqA3LgmuiSnUCiUBKGCSaFQKAlCBZNCoVASRH3ffffdp7QRA4VzzjlHaRPSCr2e3KbQrgdQ/propg+FQqEkCF2SUygUSoJQwcwSr7zyCmbOnImZM2fixRdfVNqctPDJJ59g3rx5mDFjBlatWqW0OWnjlltuwR//+Eelzeg3r7/+OmbNmoVLLrkEjzzyiNLmpMzvfvc7zJgxA3PnzsVnn32mrDEiJeMcP35cnDp1quj1ekWPxyP+7Gc/E48dO6a0Wf2iu7tbnDx5snj48GExEAiIs2dO3rarAAALqElEQVTPFvfv36+0Wf3mnXfeEc8++2zxD3/4g9Km9Iv29naxsbFRdLvdYigUEq+99lrxww8/VNqspGlubhavuuoqMRgMiocOHRJnzJghchynmD3Uw8wCgiAgGAwiEAggEAgAANRqtcJW9Y9//OMfmDx5MoYNGwatVos1a9agqqpKabP6xcmTJ/Hyyy/jqquuUtqUfsOyLO69914UFRWBZVmMHDkSJ06cUNqspPn73/+OGTNmQKPRoLq6GhUVFfjqq68Us4cKZhaorKzEnDlzMHXqVEydOhWXXHIJysrKlDarX7S3t4NhGCxatAizZ8/Gpk2bYDKZlDarXzzwwANYunQptFqt0qb0m4qKCpx77rkAgLa2NmzevBnnnXeewlYlz4kTJ1BeXi79u6ysDJ2dnYrZU3BTI5Vmy5YteOyxx8Jeq6mpgcvlwkcffQRBEHDttddiypQpmDBhgkJWJkeka2pra8OQIUOwbt06mEwmXHfddTj99NMxadIkhaxMnEjXIwgCGhsbMW7cOHz88ccKWZYaka7n4osvxm233Ya2tjbccMMNuO222zB06FCFLEwdQRDAMEzYayqVcn4eFcw009jYiMbGxrDXnnvuOfj9fmlG+rRp09Dc3Jw3ghnpml5//XXs3LkTgwcPBgBccMEF2Lt3b14IZqTraWpqwscff4xPPvkEXV1dUKlUKCkpweWXX66QlYkT6XoA4JtvvsG///u/o6mpCfPmzVPAsv5TUVER5lF2dXVJ95wS0CV5FqitrcX27dsRDAYRDAaxc+dONDQ0KG1Wv5g0aRKam5ths9kQCoXw6aefYsyYMUqblTKrV6/Gpk2bsGHDBlx99dW47rrr8kIso+H3+7FgwQIsXbo0b8USACZPnoy//e1vCAaDOHz4MI4cOaJo5zLqYWaBKVOm4Msvv8Sll14KjUaDmTNn5mU8SU5VVRXuvPNOzJ8/H6FQCHPnzsXkyZOVNovyA3/961/R2dmJtWvXYu3atQCA+fPn591DYPz48ZgyZQrmzp0LALj//vvBssrJFq30oVAolAShS3IKhUJJECqYFAqFkiBUMCkUCiVBqGBSKBRKglDBpFAolAShglmAtLe3o66uDjfffHPY66IoYurUqfi3f/u3pI63evVqqdvNggULcPjw4bTYKQgC/vznP+Oyyy7DzJkz8S//8i9YunQpurq60nL8WDidTixduhSzZs3CpZdeiquvvho7duzI+Hl7EwwGsXDhQvh8vrDPWU57ezsaGhowe/ZszJ49GzNnzsQNN9wgJXTv2LEDTz75ZLZNH5BQwSxQTCYTmpub4XK5pNc+//xz+P3+fh33ueeeQ3V1dX/NAwAsX74c27dvxwsvvIB33nkH27ZtQ01NDRYtWpSW48fiiSeewJAhQ7Bp0yZs3LgR99xzD5qammCz2TJ+bjlr167FjBkzYDAYYr7PbDZjw4YN2LBhA9555x0MHz4ca9asAdBTRNDa2oqWlpZsmDygoYnrBQrLspgyZQq2bt0qVXr89a9/xcyZM6VRpd3d3bj//vtx6NAhcByHq6++Gtdccw0AYMWKFdi8eTMGDRqE4uJinHrqqQCAqVOn4tlnn8XIkSPxP//zP9i/fz+6u7thtVqxcuVKVFRUYOrUqZgzZ45UZrhkyRLMmjUrzL7Ozk785S9/wfvvv4/S0lIAAMMwuPnmm6HRaBAMBqHVavHKK6/gjTfegCAIGDlyJO677z5YLJao5/D7/Xj44YexZ88ehEIhTJ8+HYsXL+7z+XR2dkKn04HjOLAsi9NOOw2rV6+WkqK3bduGVatWQRRFlJeX47HHHkNpaSmeeOIJvPfee1Cr1Rg/fjyWLVsGvV6P8ePHY+LEifj222/x0ksvYdeuXXjuuecgCALKy8tx//33Y8iQIWE2eDwerF+/Hu+++25Sf1ue5+HxeMIeXJdffjnWrl1LPc0MQz3MAmbWrFl4++23AfQs/Zqbm8NqvX/7299iypQpePPNN7Fu3TqsX78eu3btwrZt27Bjxw5s2rQJzz//PDo6Ovoce/fu3QgEAli3bh02b96M4cOH44033pB+rlKp8Nprr2H58uV46KGHIv7+qaeeKoklgWEY3HTTTdBqtdixYwfef/99rFu3Dhs2bMCYMWOwYsWKmOdYu3YtysvL8eabb+Ktt97C/v37sWnTpj7nv/nmm7F161ZMnDgRCxcuxAsvvIC6ujpYLBZ0dnbiP//zP7Fy5Ups3LgRP/3pT/Hiiy/iL3/5C7788ku89dZb+N///V94PB4888wzAACv14uf//zn2Lx5M9xuN37/+9/jxRdfxFtvvYU5c+bgv/7rv/rYsHPnTowcORJ6vT7m3xEAXC6XtCQ///zz8cknn2DOnDnSzydNmoQPP/wQoVAo7rEoqUM9zAJm4sSJWLZsGWw2G3bt2oXzzjsvrNPL9u3bsX//frzwwgsAejyelpYWfPPNN5g+fTp0Oh0AYMaMGXC73WHHPuuss2CxWPDqq6/i0KFD2LVrF6xWq/TzKVOmAADq6+sjLnNFUQzrQtPa2oo777wTQI/n++STT2L79u04cOAArrjiCgA9nlW8c2zfvh1utxtbt24F0FNTfeDAgT7nb2howNatW9Hc3Iz/+7//w7vvvou1a9fi9ddfx759+9DQ0IARI0YAABYuXAgAWLx4MebNmyd9Lv/6r/+Khx56CLfffjuAnjI+oCem2NHRIXnroijC6/X2seG7777r43VGgyzJyfH+8Ic/YMGCBdi0aRMYhoHJZALLsjh+/Hje9yXNZahgFjBqtRrTp0/H5s2bsXPnTtx00004fvy49HNBEMIa/548eRImkwmPPvoo5BWzkWp333vvPaxYsQLXX389Lr74YqjV6rDfIaLSuzUX4YwzzsA333wDh8OB4uJi1NXVSYIwb948hEIhCIKAK6+8Ek1NTQAAn88Hn88X8xyCIOCBBx6Qpgt2d3dDo9GEnZvnedx77734zW9+gwkTJmDChAn4j//4DyxcuFDyluXH9Hq9OHnyJCJVEXMc18cenudx4YUXYvny5QCAUCgEu93e53dVKlUf2xKBYRhcddVVWLFiBex2u+Slq9XqvG9MnevQJXmBc+mll2L9+vVoa2vr0yFp0qRJeOmllwAANpsN8+bNw549e3D++efj3XffhdfrRSAQwJYtW/ocd8eOHZg+fTquuOIKVFdX46OPPgLP8wnbVVlZiauuugq333572K747t27cfz4cajVapx77rnYuHGjJDYPP/wwHn/88ZjHnTRpEl555RXwPA+fz4df/epX2LZtW9h71Go1vvvuOzz77LOS4NntdnR0dGDMmDEYO3YsWlpa0NbWBgD485//jDVr1mDSpElYv349gsEgBEHAunXrMHHixD42nHPOOfjwww/R3t4OAHj++ecl71nO8OHDpXMky8cff4yqqipJLN1uN0KhUFizXUr6oR5mgTN27Fg4HA78/Oc/7/Oz//7v/8Z9992HWbNmgeM43HDDDVKPzr1792L27NmwWq0Rl3hE7D744AMAPR5jsl/+3/zmN1i3bh0WLlwIjuPgcDgwYsQI3HfffZIdBw8exC9/+UuIoogRI0bg4YcfjnnMRYsW4aGHHsJll10GjuNw0UUX4bLLLuvzvpUrV2L58uWYPn06jEYj1Go15s+fL3WRevDBB9HU1ARBEDBkyBAsX74cFosF7e3tmDt3LjiOw5lnnoklS5b0OXZdXR3uvvtu/PrXvwYAWK1WyduUc+655+Lee+9FIBCQvNOXXnoJr732mvSeuXPn4vrrr5dimECPF11UVISnnnpKet+OHTvws5/9TNFOPgMB2q2IQlGQp556CsOGDet327UFCxbgjjvuULRX5ECALskpFAVZuHAh3n333bDYbLJ88sknqKuro2KZBaiHSaFQKAlCPUwKhUJJECqYFAqFkiBUMCkUCiVBqGBSKBRKglDBpFAolAShgkmhUCgJ8v8BVbABhR6EfBoAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -900,7 +917,7 @@ " gene_names.append(f.qualifiers['gene'][0])\n", "aa_genes.loc[:,'gene']=gene_names\n", "\n", - "CDS=medians.loc[medians.gene_type=='CDS',:]\n", + "CDS=medians.loc[medians.gene_type=='CDS']\n", "CDS.loc[:,'gene']=CDS.index\n", "CDS.loc[:,'class']='none'\n", "CDS.loc[CDS.index.isin(aa_genes.gene),'class']='Amino acid biosynthesis'\n", @@ -929,12 +946,12 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 125, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -989,12 +1006,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 126, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x504 with 6 Axes>" ] @@ -1049,22 +1066,21 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "scrolled": true - }, + "execution_count": 127, + "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████████████████████████████████████████████████████████████████████████████| 18/18 [04:39<00:00, 15.52s/it]\n", - "100%|██████████████████████████████████████████████████████████████████████████████████| 14/14 [02:55<00:00, 12.54s/it]\n", - "100%|██████████████████████████████████████████████████████████████████████████████████| 18/18 [05:55<00:00, 19.76s/it]\n" + "100%|██████████████████████████████████████████████████████████████████████████████████| 18/18 [03:19<00:00, 8.49s/it]\n", + "100%|██████████████████████████████████████████████████████████████████████████████████| 14/14 [01:54<00:00, 8.19s/it]\n", + "100%|██████████████████████████████████████████████████████████████████████████████████| 18/18 [03:16<00:00, 8.33s/it]\n" ] } ], "source": [ + "#Calculate core- and pan-essential genome\n", "core={}\n", "\n", "#We first open the pangenome: this file was generated by clustering proteins from the 18 strains with MMseqs2 (80% identity threshold)\n", @@ -1099,12 +1115,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 129, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 360x252 with 2 Axes>" ] @@ -1114,7 +1130,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 360x252 with 2 Axes>" ] @@ -1177,12 +1193,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 130, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 864x288 with 2 Axes>" ] @@ -1219,12 +1235,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We then tried to gain insight into the factors shaping these differences. Since gene essentiality has been linked to a higher gene expression level6, we wondered to what extent changes in gene essentiality are reflected by changes in gene expression level. We generated RNA-sequencing (RNA-seq) data for 16 strains during growth in exponential phase in LB and compared the expression of core genes." + "Since gene essentiality has been linked to a higher gene expression level, we wondered to what extent changes in gene essentiality are reflected by changes in gene expression level. We generated RNA-sequencing (RNA-seq) data for 16 strains during growth in exponential phase in LB and compared the expression of core genes." ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 131, "metadata": {}, "outputs": [], "source": [ @@ -1241,12 +1257,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 132, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 16 Axes>" ] @@ -1287,12 +1303,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 133, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 360x288 with 1 Axes>" ] @@ -1354,12 +1370,26 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 134, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\frousset\\AppData\\Local\\conda\\conda\\envs\\crispr\\lib\\site-packages\\ipykernel_launcher.py:8: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n", + "of pandas will change to not sort by default.\n", + "\n", + "To accept the future behavior, pass 'sort=False'.\n", + "\n", + "To retain the current behavior and silence the warning, pass 'sort=True'.\n", + "\n", + " \n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 360x288 with 1 Axes>" ] @@ -1398,12 +1428,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We then investigated the relevance of vertical evolution to the variations in gene expression and essentiality. " + "We then investigated the relevance of vertical evolution to the variations in gene expression and essentiality. For each pairs of strains, we calculated the Spearman correlation of their gene expression profiles, the Spearman correlation of their CRISPRi fitness profiles as well as their phylogenetic distance" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 135, "metadata": {}, "outputs": [], "source": [ @@ -1422,15 +1452,23 @@ " phylogenetic_distances[x.name][x.name] = 0\n", "phylogenetic_distances = pd.DataFrame(phylogenetic_distances)\n", "\n", + "from scipy.spatial import distance\n", + "from scipy.spatial.distance import hamming\n", + "\n", "def get_distances_df(medians,phylogenetic_distances):\n", " '''\n", - " This function compiles the evolutionary distance (phylogenetic_distances) and the experimental similarity (Spearman's correlation).'''\n", + " This function compiles the evolutionary distance (phylogenetic_distances) and the experimental similarity (Spearman's correlation).\n", + " The Gene Repertoire Relatedness index (GRR) between two genomes was defined as the number of common gene families (the intersection) divided by the number of genes in the smallest genome\n", + " '''\n", + " \n", " distances=pd.DataFrame(columns=['strain1','strain2','core_genome_alignment','spearman'])\n", " strains=medians.columns\n", + " binary_medians=medians.copy()\n", + " binary_medians[:]=np.where(binary_medians<(-3),1,0)\n", " for i,strain1 in enumerate(strains):\n", " for strain2 in strains[i+1:]:\n", " distances.loc[len(distances)]=[strain1,strain2,\n", - " phylogenetic_distances.loc[phylogenetic_distances.index.str.contains(strain1),phylogenetic_distances.columns.str.contains(strain2)].values[0][0],\n", + " phylogenetic_distances.loc[phylogenetic_distances.index.str.contains(strain1),phylogenetic_distances.columns.str.contains(strain2)].values[0][0],\n", " spearmanr(medians.dropna()[strain1],medians.dropna()[strain2])[0]]\n", " return distances" ] @@ -1439,19 +1477,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We observed a strong negative correlation between the phylogenetic distance of pairs of strains and the similarity in their gene expression profile (Spearman’s rho = -0.52, p = 10-9), i.e. closely-related strains have more similar expression profiles. Interestingly, K-12 MG1655 seems to be an outlier and discarding it from this analysis markedly improved the correlation (rho = -0.69, p < 10-15) " + "We observed a strong negative correlation between the phylogenetic distance of pairs of strains and the similarity in their gene expression profile (Spearman’s rho = -0.52, p < 1e-10), i.e. closely-related strains have more similar expression profiles. Interestingly, K-12 MG1655 seems to be an outlier and discarding it from this analysis markedly improved the correlation (rho = -0.69, p < 1e-15) " ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 136, "metadata": {}, "outputs": [ { "data": { - "image/png": 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v7nbtBUWX7YM5RtFu9wq3VnvZurQ0BIUCV2UVjqIi3BUXQalEPWIEmsRE1NHRQR9PR7RdjPj2/4uLEF0u7EeOImi1oFa32w+V6R29cXIUBAFDejqG9HTifvow5m3bqPnbK7jLy31t3BUVNG7fjuWjjwhdvoyIdd9GP3OG395zfzCctmiGCrJFoWtkoTxMaa3VtdDVhNfT9sH4cDTJYxFtdixffolo9mrN7qoqBI0WVVQUjtNnaDp0CE9NDcqICMTGRq8WJEr9OqF1pdm07P9b9+5F1WZxMFRN78OFYIQaKsPDibz1VjSpqVi/3I3t4EHs33yD5HIBXu254e13aHj7HbSp4zDl5BC+ciVKkylYP8OP4bRFM9jIFoXAkIXyMKWnXt2Btu/Nh9OZAFfHxmA7JqFQqSAkBPXIkShjY1FoNNjy87EfL8B26JC3cXExznPnCF+1Eld5Wb99rIFoNpIo4jE3dNhfdvrqPcbMzKBdSzs2BXdlFZoxYwhdsgR7fj5Nhw/jLivztXGcPkPFk09R+etnCV282OsclpERsPbc3d+5J1s0/cVweRdli0LgyEJ5GNNTr+7u2vf0w+lOgEuiCE4n2kmTUBj0uEpLcRUVoTSZUISHIbWZHD21tTjOFqIaMaLfJptANJu+JH0ZLpPkcKftIlM3cQIxDz6Ip7KC+k2bML+/HampCQDJ6aTh3XdpePddNGPHerXn1atQRUR0eO2ehBp2t0XTXww3rVO2KASOLJQvA3r68XfWvicfTiACXFAoUEaYoKER6969PhO2q7QUQa9Dmzoee7Nm4buf3YbCYOiXCa0nDnI9NfcP5iR5pS4EOlxkxsWiT0sj9qGHaHjvfepzc7EfO+br4ywspPJXv6LquecIvf56TDk5GDLn+LTnni5Mu9qi0YxJ6Jd3YLhpnXK4Yc+Qn0QHWHbtuuKq1/Q0T3dXArw1mpRxXg/mVlqnoNEgGENwVVaiHTcOmidEQa9Hk5iIKrp/JpYWzaYj2mrAqugojPPmoUlOQhlhQpOU2KXFYDAygbkqq7Du20fjRx/7smVdiXQ0oStDQoj4zrdJ3rKZpC2bMX372yiMRt95yeWi4f33OX/bbRQuWUrNX/+Ku7Y24Pe6BXVsDJLk3aJRGAyooqLQjB2LoFR22qev9HSMg027765VZkFVXJwskNsga8odcOGO9QhqNfqZMzFmZ2Ocl41u8mQEpXKwh9Zv9MRk26OVrwB43EgATifK6ChUkVGIdhuexkaU0dFoAcntRpMwBsPs2aijIoP++1roTgPuSONVRUd1OXEMhmluuGlLg4l+yhT0j08h7sEHMG/fTn3uZuz5+b7zznPnqHzm11T+5nn0aWnopk1Dk5Tk9zfvTKNr2aLRJCf7hRp21acv9OTbGyqhhnDpu0OSLpn6Gy0IGg2uyir5nW2FLJQ7QXK5aNq/n6b9+6l6/nkU4eEYMzN9QlozZsxgDzHoBGqyDVSAu2pqcZw9g6DWoNDrwWhEodHgKCpCodGgmzYNQavBrVSgnTwZ/dS0fv84u3J4642gGyzTnLxH13MURiMROTlE5ORgP3GC+k25mLdtQ7RYvA3cbl/cszIyEn16OvqZM1GGhHTqS+D3LQj+5/sj3ND/fv7OZUqTyRdqaDt2DFdxEYJejzY1dVBDDaHVd3fhPJbPd4LLhTI6Gk9lJdbGRnkx2QpZKHeANnUcjtNn/I6JZjONH35I44cfAqAePdoroLOzMWZl9lvIRTDoiSOYcd48XGWliGYzgkaDJim507207jRO6+4vcZ6/gHZ8KsoIE2JDI67ycjzmBpQpKahiopGcLjSp41FFRQ3YR9mZw1tPBV1Lf2WE6dICpZW21F8x4PIeXd/RTZzIiEd/Tuz9P6HhXzuof+stbEeP+s57amuxfPwxlk8/RTdlCpHf/36nz7Un/gfBCjV015sRWueyj4lBN2kirupqGj/5BPfFciSFEqqqcRQWEZKdDZMnD1qoIXi/O2dRIZpR8X4LGHkx6Y8slDtg7Lvv4qqoxJq3h6a8PCx79uCpqvZr4yopoX7TJuo3bQJBQDd1qrc0XXY2+vSZKDSaQRp9qzH20PnIr314WKcCGQLQOPP2YDtyFLGpCY+5Hu348QiJauwFJ1CPHoN++jREixXJbgfALQy8w1JvTfJtn6sqNhZnSSnOU6d8KUzVCQlBrQTWdtxDpSTocEdhMGC6cQ2mG9dgP3nK67n9zjuXtGdRxP7115Tdfz9Vv/mN13P7xjWoY2N91wgk3DCYjoDq2Bh041Np2P4B7spKFHo9kt2O7etv0IwZjaBSIdodeOrqUEZEoImPx1Vx0VuEZrBDDevN7SwKIC8mWyNIkiQN9iCGEhMmTODkyZN+xyRJwnH6NNY9e7Dm5dG0/6t2GlVrBL0eQ0aGV0jPy/YKpH7OLNSWth9Jy7i6c1YKtH1r2n5M1n37cBafw1lUhLu5AAYKBcar5iMYDLjOnPVaFlq9epqkxKDGsfaGlnG3pfXYOnpOkiiiSU7GcfKEV2sxhaNJSkI3dWq/mQz78vfqCR19D4N5nYFAtNm82nPuJmyHDrdvoFQSsnABEevWYZw3z8/XpCPB0tu/VVdC6tK7KqEIDfOasN0uRLsDe8Fx7PlfXxpuZCRhi69HNWIExszMfhF8gXw7PWl3udPV9yBrygEgCAK68ePRjR9P1G23ITmd2I4exbJnD9Y9e7B//Q208k6WbDasu3Zh3bULAGV0tE+LNmbPRR0X1+9j7qkpti97lJ1pnMroaG8SBZcLRBHn2bMYsufhCQnxE8jBri/dW9qZIQUBZXQ0mnHjfG2cxUUIKhWCyQQeD6LFguvcOSSHA01yMu6wWjxVVVh2foGnrg7j1df0i+Naf5YEvdJR6PWY1qzGtGY1jjNnqNu0CfM723whT3g8WD7+BMvHn6CKH4lp7VpMN92EuhNP4p5+W4HE/3vqzZfys7eKj1aaTAg6//rtntpa3NXVaCdNGvTtlJ6GGra9z0Bq0oOluQ9pofzhhx/y29/+FpfLxTXXXMPDDz+MstWq9Pz58zzyyCPU1dVhNBrZuHEj06ZNA+DWW2+luroaTbMZ+a677mLJkiVBGZeg0fgq2fDv/47HbMa6f79Xk96zB9e5837tPdXVvuQFAJqUFK+AnjsXw5w5KEOMHd2m1/S2YEWg7buitWlVGRqKZuxYPNXViDYbmoQEtONS0CYmDklh0lrQiTYbitBQPA2N2A4cxGkKR52UhKDW4Kmvx11ZidIUjnrUKFAqvcfq6nAVFyEplCj0epwXSlB8/XW/7eX1R0lQGX+048YxYuNGYn/yExo//JD6Tbk0ffWV77y7rJzq371A9YsvEbJgAaactYRcfbVPe+7pt9XX+H9FSAjaKZOxHzniK3sp6PVICP0eahjIdkpvFpMDnQNgsBOzBCSUT548ydNPP8358+cR28SrfvLJJx32MZvNvPHGG2zYsIFjx47x6KOPYjKZ+MUvfsGYADyXq6qq+K//+i+2bNlCTEwM9913H1u3biUnJ8fX5uGHH2bZsmXccsstFBcXc8cdd/Duu++iVqs5ffo0X3zxhU8o9yfK8HDCrruOsOuuA8BZUoo1zyugm/bk4TH7f5TOs2dxnj1L3WuvgUqFfsZ0n5DWp6UhqPq2VupzwYpu2ndH69VwS2UqQafFODcbdXMWpaEqTFoEnbOigqZ9+32To/PCBZoOHUYZGYG94DgKvQF3ZSXOklJ048cjISGolH57ebrUceB297sTy1B7hpcjCq2W8BUrCF+xAkdhoddz++23L30zoojl00+xfPopqhEjMN10E6a1N3lTy/bg2wpUq9akjKPhgw+88f8tcf4aDQqjAU99Pcarr8Zx/DioVKjjYtGmjkMdHRXkp3KJQDVgSRR7tJgc6NC/oRBqGNDs//DDD5OWlsbtt9/up6l2xSOPPILb7UaSJB555BHmzJmDwWDgZz/7GX//+9+77b97925mz55NXLOpNycnhz//+c9+QrmgoICXXnoJgKSkJMLCwjhy5Ajh4eGoVCruuOMOamtrWbx4MXfffTeKAZq8NKNHoWkOvZBEEfvxAp8WbTt0yLeCBbxhGAcOYjtwkOrfvYAiJARDZibGbK+5W5OU1Kv96P4uWNEVrastSU4nivBw1PGj2plxh7IwcRUXX/owGxtxVVR4hW11GJK1CcfFCjTJyUgWC6LVim7mDGr/9gruixcBECoqELQa9NOnD1geZJmBQTt2LHEPP0TMf/4HjR995NWe9+3znXdfvEj1Sy9R/Yc/EHLVVYRcfz1oNNDqu+9MYAUj/t9dfhF1whh0U6agDA1BMBjRT54S5KfgT3cacG+1z4EO/RsKoYYBCeXi4mI2bdqEWq0O+MKHDx/ms88+o6SkhNOnT/Paa69hMBjIyMgIqH9lZSUjRozw/TsuLo6Kigq/NlOnTmXbtm18//vf58SJE5w9e5aqqioEQSArK4uf//znKJVKNmzYQGRkJP/v//0/v/7dFWMPBoJCgX7qFPRTpxC9/g5Em42mg4d8Qtpx4oRfe9FiwfLJJ1iaLRCq+JE+LdqYnd1pvt629FfBikBp6ecsPIu7rNybh9gzNMzU3dF2cvTUVCMolbjLyxEtjShCQnGXliI5HOinT0MRGYnkcqE0GpBMJhQGPUpTBJ7qGlwXLqCfOVMWyJchCo2G8OXLCV++HGdxMXW5uZj/+Tae2lpvA1HEsnMnlp07vX4l2XPRp6ejTU7u8NsKevx/aRnKcePQT5kyIN9dZxpwb7XPgQ79GyqhhgEJ5fnz57N7924WLFjQo4s7HA4++ugjpk+fTkhICCUlJRiNge2ftjWTS5LUTtP95S9/yRNPPMHmzZuZOXMmmZmZqNVqMjMzyWzlyfe9732P3NzcdkK5u2Ls/YFCrydk/jxC5s8DwF1TgzVvr09It2haLbjLyjFv3oJ58xYQBLSTJhLSHB+tT09HodN1eq9gF6zoCUPBDNRb/CZHSURye/BYGhE0GpQRESAoUI0Z47Uautxo4mK9jl6p4xEMpUhOJ2JTE0gSosWKetTowf5JMv2AnwNTUhJxDzxA7L//O42ffEJ9bi7WPXm+tp7qahq2vUvDu+9hnD8fU85aVAsXIrRRdIIb/5+KKjJiwL+33prkfeean2vb77C/68APlVDDgISyx+Ph7rvvJiUlhYg2mlpnpui1a9eyatUqamtreeaZZygoKODOO+/ku9/9bkADGzFiBKdPn/b9u6qqymfKbsHpdPKb3/wGXbNgWrZsGQkJCeTleT+GuXPnAl6BrurjPm1/oYqKIvyG5YTfsBxJknAWFWHd3Rx6tW8fotV6qbEk4ThegON4ATV/+SuCVothVroviYl24sROsw71hGC8fEPBDNQXWk+Ogl6P5/x5NGOT0Y5NofGzzxAbGrz5fI0G1MnJuM6dQz1iBMrISDyVlbjKy1FotWinTOnXvTyZgacrU6yg0RC2dClhS5fiPH+e+s1bqN+8+ZL2LEm+yAxldDSmG2/ElLPWlyHwcoj/b01f4v81yWNRjRxJ04GDvnhsZXQ0qtjYfovWCOY2Xm8JSFJdd911XNfsxBQo9913H9/61rcwGo2MHTuWqqoqfvnLX5KdnR1Q/3nz5vHcc89x8eJFYmNj2bJlSztN/Xe/+x3Z2dnk5OTw2WefIYoiEydOZMeOHbz88su8+eabKJVK3nzzTVauXNmj8Q8GgiCgHTsW7dixRN56C5LLhe3rby7tRx896l9RyeHAuieveUX+LMqICIxzs3xCWh0fPyi/Y6iYgfpC68kRnc47SSQk4CwrRxUTjahWo4qPRzNqNO66OiSFEvfFcjzWJlRRkRjnZSN5RPRT+ncvT2Zg6YkFSJOQQMQtt6BOTsZ+5AhNBw/iPHvWFw7oqa6m5k9/ouZPf8KYnY1p3TpCFy3sOuOc3YFCr0dsakJstGA7fATjVfMxZM/FdeYsnrp6v3DDwU4mE7BJvoPn6jhbiDohAe3Eic0ObGYErRZ92tR+W9gPhVDDgITymjVrAKioqKCiooLIyEhGj+7eJJeQkMCOHTt47733+NGPftSjgcXExPDzn/+cO+64A6fTyaxZs/jud7/Lb3/7W2JjY7n55iFIfXsAACAASURBVJt54IEHePDBB/n73/9OaGgoL730EgqFgqVLl3LixAluvPFGPB4PixcvZvXq1T26/1BAUKsxpM/EkD6TmB/fg8dioWn/fq8mvWcPzqIiv/aeujoatn9Aw/YPAK9JrcVhzJCZiTI0tF/H26HZqQ2DPUn0hJbJ0SCKuCorMb/9Dta8PNTx8aiTk0GSsBcUgMeNx+7AcfKUt2yfTos2dTxhy5cNC6uATOD0Jv4fpxPd5MnoJk/GXVeH7dAh7Pn5ft9Hy8JbGRXljZHOyUGTmHjpHldi/P/580hOB6q4ESiMIUh4hbXt6FEUYeH9VrhmsEMNA8roVV1dzX/8x39w+PBhTCYTdXV1TJkyhRdeeKGdSbmFQ4cOce+99zJjxgzy8vJ47733WLNmDf/2b/8WsAl7MBhOmYdcZWVY87yasjUv75KJrCOUSvRpaT4hrZ8+vd1+FvTO1NWR2QkIOItRZ9V3hpLwlkSR+ne24Tx5AtFmR6HXgVqNaG1CFR2FpNVi27sP98WLCBo1SlMEYUuWELJoUb9NHgPxjK7EjF6dIYkijR993PFiM8JE6LXXtov/76y9IiwUQaWmfnMu1i92+QnTFgxZWZhy1hJ63XUoNBq/bFiexkZf/L9+xnSMCxaAyz0k4//h0hzROv4fp9Mb65+UhLusHHtBgV/8v+3IUQS1GnVSEq6iQm8ub4cDQadDN20a+n7O5d2fdPU9BCSU7733XqKjo3nooYfQ6XQ0NTXx7LPPUlpayssvv9xhnxtvvJH777+f7OxsZs+ezVdffcWJEye4++67+fTTT/v2i/qR4Tp5SKKI49QpnxbddOAAksPRaXuFwYBhzhyfkBZCw3AVF/U4ZKHTFILZc0GUepYPOCXlUp9BCtzvCuv+/TgvlCDabYiNjThLSlBFRCDo9bjLL+JpaEAVG4v966/B48GQOYewFSvQB9l5cCCTG8hC2Z+epokMKHVrWRn1W7ZSv3kz7jYRJgDKiAjCV68m5NprcZWW+n9rLfH/bTJ+DaUFbWvaxv97Ghu9kQuREdi/+QaF3oBosSAYDL74f4XBgP3rb3zx//oZ0xHUGpShIcM2NWef02zu37+fXbt2+RJxGAwGHnroIZ8jVUeUlJSQlZUF4IuzHT9+PJaWRO8yQUVQKNBNnIhu4kSifvRDRIcD2+HDPiFtP37cbzUuNjVh+fxzLJ9/DoAiLAxNcjLalBQ0Y8cG7CndqTnv7FmMmZmdmoHa7SGZzYg2O66yMl82pKHksS2JIopwE649ebjKylBGRqBLTcVx7hzaiAgaDhzAU1+PKjqakPnzaDpyFEHn3fsL5iQ5nL3aLwf6I/5fHR9PzL0/JvquDVh27aJ+Uy6WnTt9qXs9dXXUvvIKta+8gm7GDIxZmWhTU1FFR3caWjVUkeP/uycgoRwWFkZhYSETJ070HSssLCQysnOz3NSpU3nllVf89pK3bNnC5MmT+zBcmUBRaLUYs7IwZmXBT/4Td10dTXtbQq/ycJWW+rUXGxqwHz2Kvbl8nSouDsuMGZhuuhFDRgYKg6HdPQJ16AokH7AiJARncRHu5o/Sd49B9NiWRBF3XT3OwrOIDifWvD1IHtEXFuUxmzHMmoXt8BEUIUYEpRLRbMZdU4N2/Hi0KWM7/f29Zbh7tQ93+jP+X1CpCF24kNCFC3FdvEj9li3Ub96Cu7zc18Z+5Aj2I0dQhIdjWr2a8LWRw+bvLsf/B0ZAQnn9+vXcfvvtrF27lvj4eMrKysjNzeW+++7rtM8vfvELNmzYwGuvvYbVauWGG27A5XJ1au6W6V9UERG+UA1JknCdP481Lw/L7t1Yv9zdbqJ3V1TQuGMHjTt2IKjV6GfO9Jm6dVOmICiVvXbo6lCYK5V46uoRbbZ2MYkD7bHdYh52lpUjWq1ox47FWVSIq/gc2smTwOXC3dCIZLPhCa8BhQJ1XByeunpUsbEoDAb0WXNRhoWiHhk8D/jh4tU+EEl5BpOBiP9XjxhBzD33EL1hA9Yvv6RuU67XqtUcfSGazdS++iq1r76Kdvx4wnNyiMhZ22XegsFGjv8PjIBLN+7du5ft27dTXl5ObGwsN9xwQ5fma/DGN+fn5/v6TJ8+vUdZwQaDy2XvqydY9uzBmrcX59mzOM6exVVS4hd61RZFeDjGzExvbPSECTgvXOhxWbq2e22K0FDclRXtNGUY2LJurc3DLaUnNRMnep+H241l506vKVurxVNbizIultDrF9O0dy9Ss+OKPj0d3aRJqEeMCHrpxoEufSfvKQ8dXBWVmP+5lbo332qXZAi81qbw1asxrctBN378IIywe/y+r9JSHCdPoh49ql38vzYtjYh163CdO4ezqNjPsU2h16PPzCRs4YLB/jm9JiilG7Oysnx7xF3xVasKKi3ExMQgSRJHjhwBYPbs2YHeVmYA0I5LxV1dg2b0aEKuuQbR4cBVXo5osWA/chjH6TN+7UWzmcYPP6Txww8BUI0ciW7CBDTJyegzZqFPm9atSU0zLhWPzY7U1IRosSBaLGiSkhE0Wr92Ax3W4TMPS6JXawfEmho0SYk4Cgvx1NaiMBoRm8eGR8RdXoZm1CjcVVXePeWrrkLTKkVsMAkkvGSoaMwywUUdF0v0hg3opk/H8ulnNB086E3T27z3LFos1P3jH9T94x/oZ8zAtG4dYUuXeFNxDhECjf/XJiQiKJWoExPxWKwoTCbU8fGIjQ0IesNlHf/fpaacnp7OoUOHmDhxYruiCJIkIQgCBQUFfscXLVrU9Q0FodPKUkOBK3VF7/Po7TCZfCVNeXm+/Wh3VVXnFxIEdFOm+BKY6NNnomhTqau1eVhAQhkbi1KvR52Q0K3Hdn/SNoSlRVNGoSB08fVYdn3p3c/T6byVeUQR7dSpKHQ6VPHx4HSgS0vDOGtWv46zs/ASNBqUYaGIDY0oDPqgPDtZUx5atH1HPY2N2I4cwXbwIJ66unbtFaGhhK9Ygenb69D1cwrhniJ1EP+vjIhAoVYh6PSoR8WjTkjEVVqCu7IKVVgo6uRkNAkJQbdADTS9DokqLy9n5MiRlLZxCmrNqFGj+j7CIcSVPnl0p2VJkoTzzBmse/Zg2bOHpq8OeItNdIKg12PIyGgW0nNRmCJo2rdvyIZ1tI0FdRYWIrlcGBcuQGpqwronD0Gr9cYpCwokmw3d1KloJ4xH8ohoU1KCHpfc2bNoHV7SMlbBYMCYlYWnthZBp+uzV7YslAeftn//jrYwJFFEsjVhy/+axk8+AZer3XV006cRsW4dYUuXdui4ORi0j//XowgNxVVVhTYpEWXcCOxff42zuNhbKzplLGGLF6NNSurXMQ1m/H+X5uuRI0cC8MQTT/CHP/yh3flbb72V1157ze/Yn/70J9avX9+lo8ePf/zjbgctMzh09zIKgoA2NRVtaiqR3/8+ktOJ7ehR7770nj3Yv/7GZ04Dr2dwS65fAEV4GJrEJHSTJ6OdNAllaCiixdLOe3iwzK9ta0Frxo5FcjhQmkwoRoxAcnsQkLze180xlprUcbguXECSQJDEoFXDctXU4CopwV1RiTI8zE/zlUTRP7ykuhrJ5UIym3GVXEAVG+eNpZa9socEwUrKo46N6TDMSmE0YvzWt4j64Q9x19Rg/uc/qduUi+v8eV8b+9F8yo/mU/HkU4StuIGIdevQDXI0jKBQoIkf6bX0SN55w1l+EUGt9qYZPngQT20t6lGjcBw/jruiAlVkJIrQsKAvfgcy/r8rOhXKZWVlvPDCCwDs2rWLn/70p37nrVYrhYWFHfYDutSuZS4fBI0Gw+zZGGbPhn//dzwNDVj37fOlDXSdO+/XXjQ3YM/Px56fD4AyKgrd1KnopkxGO3kyqn5OBdodbUNYNEmJ3sT40VHeCWT0GL9zqthY7CdPIjm8tXKdRUV9jht2VVZhO3YM+zffoAwNQT16DK6LFbjrzejGp+KurETyiDhOnvCGaIUYm73WJRAEPPVmVM1e30PJK/tKpLcTfXfx6F2FWUkeEV1aGjGjx+C+WE7TgYPeuOdm7Vm0Wql/8y3q33wL3ZQp3r3n5ctRhgRWwS/YaJLH4qqqwlNdg6exAbGxAcnhRHJ7sHz+OaLFgiomBmN2NrajR3GeO4e7uiqoQnkoxf93KpTj4+OZMmUK9c17F23N1BqNhrvvvrtdv8OHDwPevNd33XVXMMcqMwxQhoURdt11hDUXMHGWlDSnAt1DU97eduFTnpoarDt3Yt25k5o//Rn99Oneohrz5qFPS0MYgOpebYVWVyEsbc9Z9+9HNDe08w5VhIaijl3QY4HYMjk4jh/HXVODC3CWlGKcOxeQaNj+AaroaBShoSAIOAsLUY8ejeR04rro1TA0qak+7/nhlGv8cqMvE3138eiB1i5WGIyY1q5FP2MG9vx8mg4dwlNd7WtvP3aMi489RsWvfkX48uWY1q1DN3VKOx+i/kISRURbE5LNjruqEkVIKPrp0xHtduzfHENQq1Ho9birq72CeMSIfknKM5Ti/7uc8W655RYApk+fzlVXXRXQBS9cuMCOHTv44x//yOzZs+loy1r2vr5y0IwejSYnh4icHCRRpObvr9H47rveTD61tX6mbtxubAcPYjt4kOoXX0IREoIhKxPjXG98tCYpKaiTRXdaTFcfvKBQeOOG6+r99p7Bmy3NdvgwqrhY3CWl7UzPXeEsKkRqsvo8v8Hr7e5pMHsnrspKVFGRiBYL6tFjcJwtxHH2LKqoKFAqffvdrvJyVDExQ6IgwZVKbyf6nsSjd1e7uCUpj6e6GuO8eRiys3GdO0fTwYPYC46Dy+29Z1MT9bm51Ofmop00iYh1OYTdcEO/FLFpl5Rn1xdIbo83VlmnxXnuHMrISBC8ljjJ5UIVHY3YZEM9ZkzQk/IMtfj/gNSQSZMm8Zvf/IaqqiqfkHW73RQVFbF582a/ths2bOC5557D4XDw4IMPtrvWUPe+lulfNCNHErp0KZ7qajyNjYgNDbjr6nCVlvplLgJviIfl40+wfOx9X1TxI30C2jh3LqouMsp1R7DMVUpTOJ7Dh7wCudl8LDocgOR1vFKqcBafC+javslBUPjK87Ug2ux4zGZveIug8CZQsFrRp6Xhqqz01vEdOxZleBiuCyWoYqLl1JuDSF8m+v5MyiMICjRJSWiSkkDzHcSGBuo35XpLSjbjKCjg4uP/RcXTzxC2fJl37zktrc8L4k6T8pSUop00Cclux11WhiIkBGVEBIJOj2bMaNyVVUhuN/oZM1CPGYMyPDyoSXmGWlW7gITy/fffjyiKmEwmqqurmTp1Klu2bOHmm29u13b9+vWsX7+eG2+8ka1btwZ9wDI9Z6jsKba8/Mr6eu8KvFXmLkGjRnS6vJ6WZ8/iKCxENPtPMO6ycsxbtmLe4n2vtJMmXSpNOWtWj7IZ9cVc5Ztcyi+iiovFY7HiKisFlRoEAVVkJKqoKJznzmHImI3kdAZ07daTg195PkCh1yGoVIitku9ItibsJ0+hm5aGKjoGsTmvvDoxEaXRgCo6KuDnIRNc+jrR9zTHdqf39HhQRpi8xWkE/3tq4uMxrllD5Pe+h+3wYerf2kTDv/7lK2Qj2WyYN2/BvHkL2gkTMK3LIXzFCpRhYYE8Aj86SsojOhzg8aCbMsWblMftQhESCm43jqIiQhYtwl1RgTIqyut5nZqKKjamX5Ly9OZ59xcBCeXDhw+zZ88eysrKePLJJ9m4cSMLFy7kueee67TP1q1bMZvN7Ny5k4qKCqKioliwYEGX+bJlgstQ8SZsjd/L3yKQdVqUUdFIZWXo09LQp6UhSRKemhpc5WV4auto2r/fJ3RacBQU4CgooPavf0PQajHMSsfQrEnrJk3qmUbRTHdaTMvk4q6sxFlYiDImGt2UKSj0elwVFagTxqDQ6Wk6chRtYgLu6iqUERG4L14MyBTW8nyUgGbsWO/+n1qNJiEBVWQktq+/aZU4RIEqOhplaJjXytBqq0hlkveSB5u+TPQ9zbHtu2cvkvIIgoAhPR1DejpxG3+Kedu71G/ahOP0aV97x8mTVPz3E1Q+82vClizBtG4d+pkzAtaeA0nKIzTH/4tWq9eJy2HHkJ4Okoh61CgEAfSTJ/fLex3I8x4o5SYgoRwZGYlerycxMZFTp04BMHfuXIqLizvtk5+fzx133EFycrIvX/aTTz7Jyy+/TEZGRlAGf6XQ23CKoeJN2JrOXn5XyQXcrQu0CwKq6GgMGbMwZmYiud3Y8r/2eXXbjh71SwUqORzeutJ78qh69jmUJhOGuVkYs7MJyc5G3cpRsS9aTMvk0hKCZD92HBRKUCnRJCbiPHcO+8mTqGNjEVJTaXh/O+ErbkARGhqQhtTu+aRNRZ2UhKa5brnCGOL37AxzZmM/dXpIFre/0umtYG3dvyc5s32L8Lo6BCRUo+J9SXl0kycHNA5leDiRt95CxC3fxXbkCPW5m2nYvh3JbgdAstsxv/025rffRps6DlNODuErV6I0mTodl98iuNXWjLumBn3GLMSCEyhCQlBotQhKBcoIE8rwcMQmG7oZ0xHrzXjq6tEkJvSrUOzUea6L0MT+ICChPG3aNJ544gnuv/9+Ro0axebNm9Hr9YR24QTwP//zP/zsZz9j5cqVvmPvvfceTz75pGzWDpC+aLpDyZuwLZ29/M6S0k61CkGlwpA+E0P6TGJ+fA8ei4Wm/ft9pSmdRUV+9/DU19P4wb9o/OBfAGgSEzHOy/Zq0llZvdJifJNLy2pfkpDsdhzffEPo9dfjKitDcjoxZmaiiozEXlSIp7oax9lCDHNmo0lK7vTagTyfzs61FdQ9eU+GytbG5UpvilG0JVCB3HoRLuGNXdfNzfaZensyDkEQMMyciWHmTOJ++jAN771H3VubvGk9m3GcPkPFk09R+etnCV2ymIh169DPmtVOe267CG69NSPa7einTEY0mxG0WlThYShCw3BVVqIw6BHrzYiNjf2y0OzsWbQc6yw0sb+Vm4AKUtTW1vLMM89w//33U1paygMPPIDFYuGxxx7j+uuv77DP7Nmz2bdvH4pWP9rj8TBnzhwOHjwYvF8QZIZK5qG2HxkEVugB2qfia40ywkTotdcOyYm4q1Sf3fYtL2/WlPdg3bsXT01N540VCvRpaehmzEA9Kh5VdDSqqKiA7teSTclZVIS7rg4UCkDCMGcOzuJz3snG4fCa2kURT309xsw5mG65FXWEvzYRbIHYk+sFuuCTM3oND6z79uE8dx5FSAgoleDxeE3XiQlBK1QiSRL2b76hftMmzO9v7zCTnyYlBVPOWsJXrUIVEeE73s5y19iI5HCgmzkDhU6H49RpX1IeAMnjQTtxApLNhiIsDHX8qKDFJXeXlEdQKNqFJkJzIZ7mbHl9fa69TrPZF3JycvjBD37AsmXLfMfef/99/va3v7Fly5b+uGVQGCqTR1+rAQ10NaFg0ldhJYkijlOnfFp004EDPueVjlAYDBhmz8Y4z+vVrRk3rtO9spaP1dPYCKLHK4hra9Gnz0TQG7Dn5+MsLcUwcwaSKCF43OhmphO24Bq/awzWXr8kirirawJe8MlCeegjiSKWnV8geTy4Si7gqatHGWFCPXoMgkpJyNVXB30R7rFYvNrzpk04jhe0Oy+o1YQuXoxpXQ6G2bMRBKHDRXdLUp6OzqEQcJ45g8fcEJTvpCPNV7RaEXQ6X1IeT70Z1Yg43LV1eCouYi84gWi1enPdA7opk1HFxiGolH1SbnotlNtm8eqIp556qsPjhw4d4p577iE5OZmRI0dSVlZGYWEhf/jDH0hPTw9w6APPUJg8gqHp9kXTvtwQHQ5shw75NGn78eN+e7BtUcXG+nJ1G+fORRXj/7xclVU4L5yn4cOPkBrMCHqDN5Zy5Ag0SUlITTacJRcQlCo0CQkYZqWjGT3a13cw/i4tk57kcuGuqsJdU9suBrWjBZsslIcH1oMHafjgX34RC4rwcMKWLvErkNIf2xW2b45Rv2kTDe+95xfG14ImKcm797xmNarIyC7H0FZT7S5HfqB0qvk2J+VxnDiJqtnMrzCZcJw6haBU4rpwAeeFC94kJiEhaFNS0E6ahMoU3m+acpd7yn0pNjFixAi2b9/u89q++uqrueaaazB14RAg4yUYcXN9dTK5nFBotd745rlz4Sf/ibuujqZ9+3yatKtNSlh3ZaXPmQVAm5rqFdLzsjFkZKCOjcFZVIguOak5Zlj0/a9CqcIjCKhjYnBXVWE/cQJPYyMh87LRJicPyl5/6wlOYTLhLD6Hu6oKzdixfoJZTsk5fPE0NLYzJ0tNTd4KYvSvdUY/dQr6qY8T99CDmLdvp+7/Xvfbe3YWF1P5zDNUPv88Ydddi2ndOgxz5nS5n9v6O2mdLQ9RxHj1NagiTD16TwNNyoOgAI8HQavFcfKkLymPaLUi2e0IaWnerHn96EjZpVBuWzjC6XRSXl7OmDFjAPz2i9ty00038fHHH7N8+fIgDPPKIxhxc8FwMrkcUUVEELZkCWFLliBJEq7z531lKa379iE2NPi1d5w+jeP0aWpffRVBrUY/cwaqmFhU8fGo4+MvPVtBgau8HM24cViaC7aD1+FGNJsJX3sTHnND2+F42wQoEHvliV9ehqDVelOWiiLKCBOusjI81dV+QllOyTk8kUQRnE5fCF1LqldldDS4nLjabFf0VySGwmgk5JoFCFodzsJCb3a+/PxLW0cuFw3bP6Bh+weoExMwrV2Lac0an4ba+ve0eGt7s+WdRWrOPGY/dRrR5UYdH49Co0aTlByQj03ASXnwJi1SmUw4lUoktxttcjKe+joEjRZd6jh0U6YOvve1xWLhF7/4Bdu3b0er1bJlyxZuv/12/vCHPzChkxqdKSkp7N27l29961tBHfCVQjA1XXmi7RxBENAkJqJJTCTi5puRPB7sx455hfTuPTQdOeJXBk9yuWja/9Wl/jodmuRktCkpaMYmo05MxHX+fDvB7q6sxFVU5E020kHd2+4EYm81HWdFBfaCAtzlF737jGPGoBmbgrOk1JflCUEhh1H1gqGy2O0qKY8yPBxXacmAWWdaNFz1yJGob7iBkOuvx37smC8pUAuuc+epevY5qn77O0K/9S1M63Iwzp3rS5+pDA/DWV7uTdJz/oIvB7Z6zGjctbXgdqOMiMB1saLbxUVPk/IgenBeKCFk4QI8dfW4qyrRjh+POiEBhVrV70l5AhLKjz/+OGFhYeTl5XHttdcyduxY1q1bxy9+8QveeOONDvtYLBbuuecedDodkZGRfo4zcprNwJA13YFHUCrRT5uGfto0ojdsQLRaaTp40Gfqbp1QAbxxmy1JTABUcbEoI6NQGAyooqMR1N4sXwq9Hk9DA/pxqTjPnQ/IAtLZ/lqgmo6rsoqmfftxFZ/zFrcoK8NZUkrI/PkY585FbDCjMBqv6K2N3jBskvLo9aiTkrAfze+wT7C3KzpKyqPQaDDMnEnoooWoExIw527GvG0bYqPXrI7bTeOOHTTu2IF69GhCly71OloqFd7Uu3V13lShTU2g1aIMCcGydx+6SZPQpKbiLisLaHHR06Q8CoMBQaNFGRGBMioKPB7cZWX9HisNAQrlL7/8kp07d6LRaHzCdf369fzlL3/ptM/GjRuDM0KZARPIsvBvj8JoJOTqqwm5+moAXJWVNOV5k5RYvvyyXeiVu6ISd0Wl799Cs3DWz5qFwmBAHR3VrQWk9aTf4gnaG02nRWvxiws1m3EWF6FOTOzV3tzlxJWQlEcdG4MrPKxX1pme0p0vjH7iRPQ/f4TY+39Cw792UJ+bi+3QIV8bV0kJtX/+MwgCypgYQq6+Gk1SMu7qalSxMUguN42ffIqnrg53XBz2b75Gk5Dgfbe7+Vv2NilPa4vXQFmTAhLK4eHhFBUV+Zmqi4qKiIrqXI2fM2cONTU17Ny5k+rqauLi4liwYAHh4eF9H7VMUBmKK/+hijo2lvBVqwhftQpJknCeOYNl926seXk0fXWgQ2cb1/nzuM6fp3H7dgxz5nidzuZlo8/IQKFU+rXvKAmE49Qp7x5hG2/prjSd1lqLMjTUb78RCfRp04JeJH64cKUl5RnIvM6B3Euh12NasxrTmtU4Tp+mLjcX8zvbLnmOSxKeykrMmzejCAtDO3EigkJB0+HD4PGgHj3am5zn669RaHXopgSWenMgk/L0hYCE8oYNG/jBD37AunXrcLlc/PWvf+WNN97osJ5yCzt37uS+++5jypQpxMXF8dlnn/Hkk0/y+9//nlmtXPRlBpehuvIfDgiCgDY1FW1qKlG33YbkdNJ05AjmbduwHTyEs7jYL/RKcjiw7tqFddcuwJvZqMUr3DgvG3VcXPtJ3+NBGRqC+2JFO6HcmabTMrH4ZVEKDfXtN2qSk1FfocUq+vK+D7USf53RkcAZqEiMnt5Lm5rKiI0bifmP/6Dq2edo2LEDT1WV77zY0IBt/35sgoAyOhrthAne2tBHj4Ig4LFaUY8a3aMxdleStfVv6e32YV/ehYCE8urVqxk9ejTbtm0jIyODs2fP8t///d/MnTu30z5PPfUUzzzzDNdee63v2EcffcTjjz/Otm3bejVYmeAzlFf+w4nWeYd1U6cSsnARYlMT9oICHCdO4Dhxwls/uhWe6moa3n2XhnffBbx7XerRo1GPHo0mKQmFVuurm+yuqfWvqtWBpuOnAUaYUMXGttdaDMYr2qGrL+/7UCvx1xMG0j+lN/dS6vWEXnctgkqF4/x53OVlOM8WIjmd3gaShKeqiqaqKmxffYUyMhL9tDS0qantFpjB/o09uVYwrI4BCeV77rmHp59+ukeFJKqqqri6eR+uhYULF/LII4/0aIAy/cdwWfkPddpqX67iczjOnMWYlYU2KQltYiIsXozCaEC02bxZxvL2tpvcnYWFOAsLvf9QKFCPHu1NVjBxIsar5iNIUpf70G01zjeTGwAAIABJREFUQHddPfq0qd5MRQNognvhhRd48cUX+/UevSEY7/tQKvHXGwbye+7pvTTJY9GUlqEaFY+rpBR1QiJSkxVXRSXO5kJI4LU4ucvLabx4EU9DI4LoIeTqq3HX1g2pTHm9tToGlGbzqquuYvv27V0WoGjL008/TWNjIw8++CChoaE4HA5++9vfIkkSDz30UMDXGWiutMxDwzkd51Ch7TP0xlYWoh2fiio2zpdQv/XHKYki9uMFWPOaq14dPHRJK+gAhdGIISsLY1Ymxnnz0SQn+UU0dPp3TE7COGdOrxdYl1tGr2C8733J0S7TNY6iIurffgdXcTGo1ajjYr3Wo8REzFv/ieXTTzvMua2MjkY/fTr6adN8FauGa6a8gITyT37yE/Lz88nOziamTcrBtglGWpg/fz7V1dUIgkBYWBgWiwVPc6k9QRCQJAlBECgoaJ83dTAZKpPHQCGn4+wbnaVE9TQ2IiiVaCeMR1Aqu524RbudpgMHsebtwfLFLpxtQq/aooof2bwfnY0hKxPbwUP9UoDkchPKwXzfZUtS8PEtmiTRe6Al3jo2FkGtRmxswPL5TmwHDrTLxOdtL6BJScGQkYF2/Hi0KWP7TblomynPcfx4h5nyOvoGe51mswWNRkNGRgZOp5PSjh5EB7z11lsBtZMZXOR0nH2js31GZWgomqREbzL+ACZuhU5HyPx5hMyfR9wDD+CuqfFVvLLu3oP74kW/9u6ycsxbtmLe4i2Dqk5IQDNmDJqUFDQJCd74aC7tdcoCxIuclGfo0rbucmtc586hGTeOpoOHQBTRp6ejnTABj9mMs7DwUshXc0SE88wZFKGhGOZmoRo5Em1CQrf3HiqZ8gISyiEhIdx3330YjcaAL9yXvNkyA4ucpKRvdLXP2GsPzKgowlesIHzFCm/oVVFxcyrQPTTt2+etXNOKlrAr6+7doPIWwtBOmIAyMgLL3r2IQaq0czkgv+9Dk04d6SQRZUy0N1Ne64IbRiOqmBii79qA7fhxGt7Z5pc1TGxsxPLhR1g+/AhjdjamdesIXbQQQaPxtRmKmfICMl9nZ2fz2WefodVqe3Tx4chQMbPJDC8Gcp9Rcrmwff2NV0jn5WE7ehTc7k7bCwYD2uRkNCkpaKdMIXzp0oDHdrmZr2WGNp1tL2jGpWD58CN/k7UkeRPzpM9Enz7LW1ymrAzboUPYDh++lDWsFcqoKMLXrCYiJwdBb+jVVkZnFadC5s9H8ngCypTX5z3ln/70pxQXF7Nw4UJiYmL8HExWr17dXfdhhTx5yPSFwdC+PBYLTfu/8mnSPg/uTlDFxRH6rUXNjmNZKMPCOm0rC2WZgabD2spqFQ3vb8d+9Cii3Y5osYBSiW7CePQZswlbuMCvn8JoxHWxgsYPd2D9YleHpVq1EyagmzYN3cSJXhN0M905/bXse7c4dLbk0dZNmYw6MRH9tOndZsrr855ySUkJKpWKXc1JD1oQBOGyE8oyMn1hMMyhypAQQhZcQ+iihQC4Ll7Esns35q3/xHHiRDtTt7uigrrX36Du9TdAENBOnkzI1VcRkp2Nfvp0P/OeTHCQTeWB09n2Qsi8bNxVVThPnkQZHobSFIHkEREEAVdlVYf9Im66EVdpKTWv/QPzP//pZ/52nDyJ4+RJGgwG9DNmYJg1C1V09KBnygtIKL/22ms9vnBjYyNvvPEG586dQxRFv3NPPfVUj68nIzNUGcwJt8M9sREjiLjpJjSjR+MoLMJdWYnz7FkcZ8/iOn/et7L3Dl7CcewYjmPHqPnDywgGA8bZszHOy8aYnT0ov+lyQk5h23vaflPa5GRCFy3EPnIEnto6by750aO9zl6tkr+0y2g2ahShCxegSUjAceYMtgMHvIVlmrVnqamJpj17aNqzB3VSEmFLFv//9u48qonr7QP4NwkJILtAgNYFtYVW/LWiICoqblXADVTceVsXrGBx32oVxdaK1g130R7rUq2KK2oVtXUpFeveat0qoCJLAAVkTUjm/QMZiSQwQAgBns85ntMkc2duUu7cuTP3Pg+MPTzAe+dxrbYi5XHqlIuKirBlyxYcP34cqampsLS0hLe3N6ZMmQKRmqvq2bNnQyKRoFu3btDT43QYQuqU2j7hVhQysmQCmtDWFkJbW5h4ekImkUAaF4eipCQUxsWhKDlZORRoXh5yLl5EzsWLWvse9RWFsNUc5s3ArkiSBoGpGQQWjQG5vDhK3pugOhWNbnkCAQwcHWHg6Ah5djYK7t9H7sWLSneSZAkJyNiyFZn7foGZjw/Mh/mBb2Kq1Uh5nHrLVatW4datW1i0aBHs7Ozw4sULbNq0CT/88AO++eYblWWuXbuGCxcuVCrgCCF1hS6ccCsKGfnu8h89OzsoCgth6OQEODnBBIAiLw/S+HhIE59D9vSZ6rWfpEoohG31vXvhK2hsAVniCzDvTOIqb9mRqlndAlNTGHt4wHzkCBTcvInX586j4N494E3nL8/KwsudO/Fy506IWrSAobMzDFq31kqkPE6d8smTJ3H06FE0blx8r7xly5ZwcnKCt7e32k65efPmyMzMrFanHB0djfDwcMhkMnh4eGDevHkQlMqq8+zZMyxYsACvXr2CkZER5s+fj08++QQAsHfvXuzevRtyuRxDhw7FxIkTq1wPQt6l9oSbEK+V5TZcQ0a++5yNyctTimjFb9QIBk5OMO3nDSM3N0ifPSueMBbzJwru3weeP6ux71CfUQjb6lN14cvI5RC+9x6KCgvZOzxclh2pWrYIHg/6ze1h7OoKy4AAFKWlI+vIYWQeOAhZUhK7mTQ+HtL4eGSfOlUcNczFBXoW5jByc6uR/4+cOmWFQqE045otXM5t6Q4dOmDkyJHo27cvLCwslD5TFwWstLS0NCxZsgSHDh2CtbU1pk2bhsOHD8PPz4/dZt68efD29saYMWOQkJCAgIAAREVFIT4+Hjt37kRkZCREIhE+//xztGnTBp3pGRnRAHUnXJ6BARQyGXJjYyGv4XXBlU2OUPK6otjNombNIGrWDBYjRhR/WCpdK+GuLiev0BWqLnx5AgEYhoG+owOKUlM5j1IrChrD4/MhtBHDatIkWE6ciNyYP/HqwH7knP+NHT0zBQXIu3oVeVev4vWpU7AMmABTLy/wDA01+r05dcpeXl6YPHkygoODYWdnh+TkZKxfvx7e3t5qy2RlZaFr167Iy8tDnopYpRWJiYmBq6srbN4kofbz88O2bduUOuX79+9j48aNAAB7e3uYmpri9u3buHHjBj777DN2lO7j44OoqCjqlIlGqDzh8njgGxmh4PYd6FlZAaj5W9qVTY7AKBQUwU2L6nryitpU3p0GyKQw/N//gP/9r1IXN1yDxvD4fBh37QLjrl2QfeYMso5HIf/mzbdRw1A8ek6e/w1Sl4XBbOBAmA8bBgNHB851KQ+nTnnOnDnYsmULQkNDkZycDBsbG/Tr1w+BgYFqy1R3hrVEIoGtrS372sbGBqmpqUrbtGnTBsePH8fnn3+OBw8e4MmTJ0hLS0NqaiocHBzKLQvobjYbopou3fJ794TLNzaGLCWl7IzNGnyGyLWDlUnSII17ojR6r6lbb+QtugCqupq801CZsobO7aAolMKoSxdI4+ORf+NG8WOdN6NnxevXePXzz3j1888w+PQTWAwbBlMvL/AbNapy/Th1ykKhEH369MHYsWNhbGyM27dvo1GjRmpnXgNVm7Fd2rvLqBiGAf+dHzMsLAzfffcdIiMj4ezsDDc3NwiFQjbZRXllASA4OBjBwcFK7znS7TqdU9uznFVRN4kKb2JOl1aTzxAruvovjI9H9qlfUSSRgG9oCIGVFc0A1iIK6Vl1unCnoXQ717NsDJNePcE3M0feH5fxat8vShMjC+78jeQ7fyP1+2UwHdAfFsOGwaB160ofk1OnfODAAaxatQp79uzBhx9+iLi4OKxatQrz589Hv379VJapyozt0mxtbfG4VKactLQ09lZ2CalUijVr1sDAwAAA4O3tjWbNmuHJkyeQSCTlliV1gy7MclanoklUJbTxDFHV/mUZL5ET8yekCQkAimday7OzAYBmAGsZdciVpyt3GlRdWOk1bgy+lTUK799/O3p+kwVRkZuLzF/2I/OX/TBo0wYWI0fCbLCvynlZqnD6S9m8eTP27t2LDz/8EAAwePBg7Nq1C2vWrFFb5uTJk9i0aRPc3d3RsmVLdO3aFRs3bkRUVBSnirm7u+PatWtISUmBQqHAoUOH0L17d6Vt1q1bx+7v999/h0KhwEcffYQePXogOjoar1+/hlQqxbFjx9CjRw9OxyW6pbxlJbqi9CSqdyd91OYzRFnSC8jT0pTeY2QyyNPT2dE7IbpMKLaGkZsbTHr3hpGbW61eSJa+sJLGxwGFhdBv2RLmfn4Qz58PU19fCKytlMoU3L2L5G++wcsdP3E+DqeR8uvXr9GkSROl95o0aYKcnBy1ZaoyY7s0a2trLFy4EAEBAZBKpWjfvj1Gjx6N8PBwiMVijBw5ErNnz8acOXOwa9cumJiYYOPGjeDz+WjdujX8/f0xcuRIyGQy9O3bF7179+Z0XKI76tqyEl25sgeKfztFVhabTq40RX4+BKamOvXbEVKe2vpbVXWOKXNe4vEgtLGBND4exj16QtDIEHk3b6Hg33/ZRDFFGemcj8kpIcXUqVMhFAoxffp0iMViSCQSrF+/HlKpFKtXr1ZZZunSpbh3716ZGdtt2rTB/PnzOVdQ2yhwvm5hk56/o6Kg8bVNFy4Ycv/6C/Ls18iNjVWK+Suyt4e5nx+niwVKSEFqi86Fry3VXkqfl/gmJiiSpKLg3r/Qs7SEqEULAMWPi2TJSdCztkbjMWPAL3UXrdoJKUJDQxESEoK+fftCLpdDIBCgT58+CAkJUVvm3RnbYrEY/fv3L3fGNiHv0oXJHlWh6upa2ycYUasPUPDwAYw9ukH6JA7yzEwIrKxg7N5ZZYesCxcShNT2xE4u81iUzksCAeSvMsETCiGwenv7mt+oERq5uMCkd+9KtStOI+USUqkUWVlZsLS0VDmbuT6gK3rdo81cxZpW1RMM1w5S3XYlx5UmJYPHA4TNmoFvYAA9G9syWWzKqyONlIk2qcunrM2JnVzvzpW0G0YmQ1FaGooyXhYnpyinTIlqj5TZA4hEsLYu/4eZOHEiIiIi4O/vr3a22a5duypzWFID6tKoqK4uK6nKzHGunXh52717XAaA7PlzGHXqrLJD1tXZ7aThqe144ZWZx1L6vFSUnqHyYqIqd/Q0nr5pwIABAIpnaBPdU9u3hqqjLnXIQOVPMFw7yIq2U3ncgkKVx63tkyAhJcrtELOz2dUCNXkeqErQkpIY85qa5FljnbKvr6/S+48fP4apqSmtF65FNCrSnqrMHOfaQZa3nZ6VJefjcqkjIdqirkPkGRhA0Lgx8q5d08pgoirha1Ulf6mqGrvkiImJQd++fQEA27dvx9ChQ+Hp6Yljx47V1CFJBerCmt/6ouQEo4qqK26uHWRF2wHgfNxy62huXuUTy/r16+Ho6Kj0jxAuyqz15/EgMDND4cNHkCY8hTwzE9KEp8iNjYVMkqZ+R9VQMuoV2TeHwMK8+LmwioGLTJKG3KtX8frsOeRevcrWp7ojeU4j5djYWCxatAjPnz9HybywklCW9+/fV1lm9erVCA4Ohlwux7Zt27B582ZYWloiKCgIgwYNqlalSeXVtTW/9UFlrri53jbjsh3X4zIKhcpt+ebm0LO2Ru7Vq5X/0qDwtaTqyoSvtbFB0ctX4JVK2QvU/COWika97F3HvFyAx9foXUdOnfLixYvh4+ODfv36KeUzLs/z58/Rv39/XL9+HQDYDE2vSmXaINpDqeS0T+kEk50NPbEYwiZNILS0VLk91860ou0qer5Vel6BnpWlcsL2Nx1y/j93y9xVIUQbSneIAPD67DmV22ljMKFu3/n37qHw33+hyM9nY8oLoJnwtZw65bS0NEycOJFzhwwUx64+d+4cTp48iW7dugEADh48CHt7+ypVlFRfXV3zW5eVnGCkqamQJSQg//oNSNU8E+M6WUTPyhJG7u6QPvmveO2xiu3UXemXXOEXSSSQp6dDkZ8PPVtbmA3oj0auruDx+ci9epU6ZFLrSv5udW0wIcvIQMHduyjKyADwNqa8qGVLjVwocOqUvb29sX//fowaNYrzjhcuXIjQ0FCYmJhg9erVuHLlCjZu3Ii1a9dWubKkenQpDGRDIpOkIe/qX5wm2JV320zVzHk9K8sKc8OWJo2PQ5FEAmlc8fpKAJAmJCD35i0YGxlDz8xUfR5bQmqBrg0mZImJEJgYQ1bqvZKY8oL/tdHOM+VHjx7h4MGDWLlyJSwsLJQ+O3/+vMoyrq6uOHHiBPvaxsYGFy5cqHpNiUbU1TW/dVlVlh2p6pCrO3O+ZF6BPD2d7ZD5JsYQNWsO2bNnyD4RBcNPPgE4pFYlRFt0aTDBKBQoSpVA2KQppIkvlMLXQiiEUAN3gjl1yjNnzqz0jhMTExEREYElS5bg8uXLmDVrFszNzbF69Wo4OTlVen8NTW09KyGapakJdppYT8zj8yEwM4WiZD98PkTNmiM3NhZ8A33oWYvBF4mgZ2MLRi4vM7mGkNqiK4MJHp8PPRsxil6+Ug5fa24Gg//9DyINLPnl1Cl36NChzHtyuRzx8fFqyyxatAhNmzYFwzD47rvvMHHiRJiYmCAkJASHDh2qeo3ruboc3IOUpYkJdlw7di7BFYQtWkBPLIY0Ph56lpaQJSdDkZ8Poa0teHoCADzIs7Kg7+jAZrghRFeo+tvWZkctk6Sh6OUrFNy9C4GpCfQdHKAoLAQYBqKmzVSWqWz9OHXK0dHRWLJkCTLePNguYWpqiqtqlk3cv38f27dvx5MnT5CSkoIxY8ZAX18fYWFhnCvX0FBwj/pJ3TMxrre6KurYi7KyII2LQ+Hjx2Dy8yG0bwFDJ6cyUcCk8XGQvXwFw3btwADgiYSQZ7yEfosWYBgGAsviYPpMQQHkL1/CpFevan3vhqi2R3INSVUGMNWJKV/6/Mw3NERRcgqK0jNg3N0DoqbNVK5jrsoAi1OnvGLFCgQGBkJfXx9XrlxBQEAAli5dyi5zUkVfXx8SiQQnT56Ei4sL9PX18e+//8Lc3JzLIRskCnlYPwnF1jByd4csqfgZlKJIDoGJMQr/vQ9ZQgKnxqquY9cTi1Hw9z/IuXyZfb5V+Pg/FCUnw6R3bwjF1kozrqVxceA1MoShszP4pmaQPX4E6YskiOzslILpU77lyqE7XNpV2QGMJmLKlz4/C0xMitsLowCKilQHFqniAItTp5yRkYHRo0cjNTUVe/fuxUcffYTw8HAMHTpUbSrGCRMmwNvbG3K5HNu3b8ft27cxfvx4zJs3j8shGxwK7lF/lW7o0BeBp28A2YsXYPILij/n0FjVTXaRpUkgjY9TmnDCyGSQPXvGXsyVnExKJngxWTLkXrqMRp06Qr9NGyhkMqUOmZbJVQ7d4dK+ygxgNBFTXm34Wh5f5fm5OgMsTp2ynZ0d0tLSYGNjgxcvXkAqlcLExASZKm6nlRg9ejS8vLygr68PIyMjZGVlITIyEi3eJIAmyii4R/30bkOXxsdDUVQEo44dIS8ofhbFtbG+O9mFUShQ+N9/kL8q+zejyM+HPDMTiqKi4pMJo3g7wQsAFArIEp5CYGYOgzZtwBcIIM/OpmVyVUB3uLSrsgMYTcSUF4qtOZ+fqxtTntOZ3tfXF8OHD0daWhp69uyJwMBATJkypcJZ1FlZWYiIiMDXX38NAGx0L6JambivoFFLXafU0N90jIqsLMgSn4NvbMxuV5kEEKVDbvKNGkFgUfaREN/QEAJzc/D19IrjW/P44L/ztyUwNyt+PiYUwqhjR5j07g0jNzfqSCqBknpoX2XiymsqpnxJSFou5+fKxr1/F6dOOSAgAGFhYTA1NcXixYvRoUMHtGzZEqtXr1Zb5ty5c/D390d+fj6io6NRWFiIiIgIhIeHczlkg8Q1EDqpG8o09FIdozwzCyi15Kiqd0OEdu9BZN8CfLO3JwGeUAhhs2bsyaLkZCKwsgJPKAQA8M3MIGzSFIxcDpF9izfVo7sxlVXdEzCpGk13kFy243p+rkwHrgrn1I3Ozs7IyMiAQqFg0zPKZDK1269evRoRERFo3bo1jhw5ArFYjB07dmDEiBGYOnUq18M2OLqyHo9Un6pHEgIrq+LbxOZmgFxevF017oYIxdYA3wl8E+M3s68LILS3V5p9Xfp5tMDSEjwwEIjFEBgaQtjkE7roqyZdizjVEFQmoIimYsqXHJdLxL0yMeUr8ViIU6e8e/durFixgu2EeTxehVmiMjIy4ODgwG4PFEf1KqK1j5xQh1w/vNvQBSYmMGjTBvqODpC/fAmRffNqP8MVWllBaGWFRs7OAFT/7ZScTBqVeh5Nf2OaoUsRpxoSrgMYTcaUL6FuuVR5MeW54tQpb9iwAZs2bUKXLl3YDrYiHTp0QFhYGGbPns2+t3nzZri4uHCuHCF1naoTgtDeHiIbG413jFz2Vfp2HdEcusNVe7j83pqOKf8ulTHl4+Lw+sJFmHp5QWjZmPO+OB3VyMgIrq6unDtkoDjdY1xcHNq3b4/Xr1+jffv2uHbtGhYtWsR5H4TUB0KxNYzc3GDYrj14BgYouPM3cq9eRVF6RsWFSZ1CHbJuUzfClSY8hTwzE9KEp8Uj3kq0TVUx5UvI09Mhe5FYqTpyGinPnTsX06dPh5+fH0xKrWcEihNPqPLs2TNs27YNGRkZSElJgbW1Nezs7CpVOaIb6Oq/ciqKBgQA8levaC0rIbWsRmLKlyIwN4MiO7tS51BOnfK1a9dw6dIl3L9/H/xSO+bxeGqzRE2aNAmXLl2CWCyGWCzmVBmiW2ojSlFdvgDgGg2oBK1lJaT2aDKmvKhlq+KY8gkJ7HslKxx4IpHmnykfPnwYp06dQvPmzTnv2M3NDQcOHICXlxesrKw4lyO6QdtRiup6mMIqRQOC5qO11eWLGkK0SRMx5UvoWVnC1NsLOX/EQJ6RAYF52SWHXHHqlMViMczMVK/hUufmzZuIjo7G0qVL2WfRFc3YJrpDmyO7+hCmUFPRgKqqrl/UEFIbqhNTHnjb7qRJyeAb6MPg008hz8gAU1QEgakJRPYtKt0OOXXKPj4++OKLL+Dj4wMzMzOlCV8+Pj4qy+zfv79SFSG6Q9txuOv6rV2u0YBqai1rfbioIaQ2VCem/LuJXhiZDHwLC5h07w4Fnw9Rqw8qNeu6BKdOOSYmBiYmJmWeH/N4PLWd8vvvv4+HDx8iOjoa6enpsLGxgbe3N+w5pqsjtUebcbjrQyIOLr9XTa5lresXNYTUpqrElGcUijKJXgBA8eoVCh89hJ7YBtL/HkNo6Vbp+nDqlEeOHImePXvCwMCA846PHDmCJUuW4LPPPoOtrS3i4uIwdOhQhIWFoXfv3pWuKNEubUUpqi+JOKobDaiq6sNFDSG6QFVMeVlSktI2JTHlAahO9PLmfT2796rc/jh1yqGhoejTp0+ldrxu3Trs2LEDbdu2Zd+7efMm5s2bR51yHaDNKEX1IUxhZX4vTQcMqQ8XNYToEqHde5C/yoQ08QV7C7t0TPnS7Y5vaAhFXh5btiSErsCycZXaH6dO2cvLC6tWrYKnpyesrKyUnim/9957Ksvk5eXB0dFR6T0nJyfk5uZWupKkdmgrSlF9CVNYW1GddO2iZv369diwYUOtHJsQTeASU76k3ZXEs2dkMnYZlCI/v8rtj8cwDFPRRh999JHqwuXMpI6IiMD169cxY8YMNGnSBGlpadiwYQMsLCwwfvx4lBxWXadeWxwdHfHw4cParkaDRbdbq4adfa3hixpNtQdqV6SuKm+dcunZ18qJXpqW2/7Kaw+cOuWqUNeRKx1cB5dH0clDN1FnzY2mfyfqlAmpWOlJYlzaX3ntgXPqxpiYGKSlpbGvZTIZ4uPjMWfOHJXbP3jwgOuuCVGL1t9WDl24EKJ9mkz0wqlT/uabb/Dbb7/BzMwMMpkMJiYmePDgAby9vdWW2bBhA4KCgpTCcqalpSE0NJSeNxFOaP0tIaSh4dStnz17FgcPHkRYWBicnJxw9OhRzJs3D/kqAnCX+OOPPzB06FD8999/AIDIyEj069cPxsbGmqk5qffKW39LCCH1EaeRskAgQJMmTWBubo67d+8CAPz9/bF161a1Zfbt24cdO3Zg9OjRaNasGQoKCrBhwwZ06NBBMzUn9RqtvyWENEScOuUPPvgAJ06cQP/+/SEQCPDkyROIRCIo3sxKU0dfXx88Hg+5ubkQiUTQ19evVOWio6MRHh4OmUwGDw8PzJs3DwKBgP08MzMTc+fORVJSEgQCAebMmYPOnTsDKL5oSE9Ph0gkAgAEBgbC09OzUscntYfW3xJCdIU2BwGcOuXZs2dj+vTp+PTTTzF58mQMHjwYfD4fn3/+udoyQ4YMQX5+PjZu3Ij27dvj559/xoQJE+Dt7Y3Q0NAKj5mWloYlS5bg0KFDsLa2xrRp03D48GH4+fmx20RERKBly5bYunUrHj58iC+++AJXrlyBXC7H48ePcenSJbZTJnWPrq2/JYQ0LLUx0ZRTp/zJJ5+wca+bNm2KTp06IScnB61atVJbpnPnzpgyZQrbKY4ePRo9e/bE4sWLOVUsJiYGrq6usLGxAQD4+flh27ZtSp2yQqFAXl4eGIZBTk4Oe6xHjx5BT08PAQEBePnyJfr27Vtm0hnRffUlqAghpO6prYmmnJdExcfH4+jRo5BIJJg3bx4uXbpUbqc8a9YsAEBCQgKSk5Ph6uoKIyOjcp9DlyaRSGBra8u+trGxQWpqqtI2EydOxMiRI9G1a1dkZmZi1apVAIDs7Gx07NgRCxcuhEAgwKRJk9C4cWOMGjWK69clOqK2omQRQhq22krfAL9rAAAesklEQVT0wuksd+7cOfj7+yM/Px/R0dEoLCxEREQEwsPD1ZaRSCQYNWoUhg8fjqCgIDx//hw9evTAX3/9xali7z6vZhimzEj322+/ha+vL/744w8cPXoU3377LZ49ewY3NzesXLkSZmZmMDY2xv/93//h999/L3OM9evXw9HRUekf0U3UIRNCtIXLRNOawulMt3r1akRERGD+/Png8/kQi8XYsWMHDh48qLbMwoUL0b17d8TGxkJPTw8tWrRASEgIli1bxqlitra2kEgk7Ou0tDT2VnaJ33//HcOGDQNQPBmtXbt2uHnzJq5cuYIrV66w2zEMAz29sjcFgoOD8fDhQ6V/hBBCGraSiaaq1PREU057zsjIgIODAwCwyShsbGxQVFSktszt27cxfvx48Hg8tsygQYPw/PlzThVzd3fHtWvXkJKSAoVCgUOHDqF79+5K23z88cc4ffo0W8e7d+/CyckJmZmZCAsLQ35+PqRSKX755ZdKZ7kihBDScIlatATP0FDpPW1MNOXUKbu5uSEsLAyFhYXse5s3b4aLi4vaMra2trhx44bSe3fu3OGcgMLa2hoLFy5EQEAAvLy8YGhoiNGjRyM8PBz79u0DACxfvhxnz55Fv379MHbsWEybNg0ffvghvLy80L17dwwePBj9+/dHmzZt4OPjw+m4hBBCSMlEU5F9cwgszCGyb66VaIKcElJkZGRg1qxZuHbtGuRyORo1aoTWrVtj9erVsLZWXcFLly5h+vTp6NmzJ86cOYOhQ4fi9OnTWLZsGTw8PDT+RTSFAucT8hYlpCBEu4leOM2+trS0xI4dOyCRSJCSkgJra2vY2dmVW6Zbt244evQoTp06BSMjI1haWmLPnj1o2ZLWmFYXzUQmhBDt0eb5lvOSqAsXLuD06dNIT0+HjY0NBg4cCDc3t3LLNG3aFF9++WW1K0mKUcYkQgip3zh1/9u2bcOCBQtgZ2eHzz77DFZWVpg5cyb2799f0/Ujb5QsZJcmPIU8MxPShKfIjY2FTJJWcWFCCCF1AqeR8o4dO8rceh44cCDGjRuH4cOH11jlyFu1tZCdEEKI9nAaKfP5fFhYWCi9JxaLVYatDAwMBAAcPXpUA9UjQO0uZCeEEKI9nEbKI0aMwIQJExAUFIQmTZogLS0NERER6Nq1K65du8Zu5+rqitjYWNy9exehoaFwc3ODqsndXJdFkWKUMYkQQhoGTp3y4cOHAQBLly5Vej8xMRF//PEHgOKgIufPn4evry9GjBgBuVyOHj16lNkXj8fD/fv3q1vvBocyJhFCSP3HaZ1yVXTs2BGxsbE1sesapcvrKdnZ15QxiWgJrVMmRPOqtU45IyNDKczm/v378ejRI3h4eKBbt25qy8XGxqKoqAh37txBamoqrKys4OzsDKFQWMWvQWojYxKtiSaEEO0p92x748YN9O7dG8eOHQMArF27FmvXroVCocDixYsRFRWltuzTp0/Rr18/zJgxAzt37sSsWbPw2Wef4fHjx5r9Bg2QNjpJmSQNuVev4vXZc8i9epWWXhHOKPsaIVVX7u1rf39/DBw4EH5+figqKkKnTp0QGhoKb29v/PPPP1iwYAHbYb9r7Nix6NSpEyZOnMi+FxERgUuXLmHPnj2a/yYaQrfZyib3BoqfX2sj7ivRLXT7mhDNK689lDvkun//PoYMGQIAuHfvHvLz89m41U5OTnj27Jnasvfu3cP48eOV3hs3bhxN8kLx/5DExMRaO75CocDSpUvh5uaGjh07YtOmTUqfl14TveDAfngsCUX3b+bDtXcvDB48mN1uw4YN6NatG1xdXTFx4kQkJycXl5dKsWTJEri7u8PNzQ0zZ85EVpbqJV2EaIqut6vSHj16hFGjRsHFxQW+vr74+++/2c+2bNmCbt26wc3NDd9++y2kUikAalcNBef7oFevXkXr1q1hZGQEAMjLy4NIJFK7vVgsLpMl6saNGxXGzCY1b/fu3bhz5w7OnDmD/fv3IzIyEjExMQDKrol+nJKCzePH4/cFC3Fp5UociowEABw/fhwnTpzAvn37EBMTg/fffx9ff/01AODHH3/EgwcPEBUVhfPnz6OgoAArVqzQ/hclRIvKa1el5eTk4IsvvsCwYcNw7do1jBgxAtOmTQMAHDt2DHv27MH27dvx22+/4cWLF2zboXbVMJTbKTs7O2Pv3r149eoVjh49qpST+KeffkK7du3Ulp0+fTomT56M2bNnY82aNZg1axaCgoIwffp0zdW+Drh69SoGDRqE0aNHw83Njb2SP3jwIHr16gVXV1ds3bqV3f7mzZsYOnQo2rdvDz8/P9y5c0flfidMmABnZ+cy/5KSkiqs04kTJzBu3DiYm5ujefPmGDNmDA4ePAhAObl3gVSKF69eoaXYBoDymujs7Gx8+eWXeP/99yESiTBixAi2rgUFBQgMDETjxo1hbGyMIUOGKI0ECKmuutauSjt//jw++OAD+Pj4gMfjwc/PDxs2bIBCocBvv/2G0aNHw8HBAUZGRggKCsLx48fBMAy1qwai3NnX8+bNQ0BAAJYuXYr27dvD398fADBgwACkpaXh559/Vlu2V69eOHDgAM6ePYukpCS0bNkSQUFBDTJL1IMHD7BhwwZ06tQJxsbGAICEhAScOnUK9+/fx8iRIzFo0CCIRCIEBQXhm2++gZeXF06ePImJEyfi9OnTZSKqbd++vcr1iYuLU/r/0KJFCxw5coR9XbIm+r/nz2EgFGLWz3vwX2oqPvroI4R8+y1atWqFMWPGKO3z4sWL7ISedy+8Lly4wM7eJ0RT6lq7Kl3vJk2aYMqUKbh69SpatWqF0NBQ8Pl8KBQKGBoastsKBAJkZWUhKyuL2lUDUW6n3KpVK5w7dw6ZmZlo3Lgx+35gYCA6depU5g/6XS1atFCa6NVQ6evro3fv3uDxeOx7kyZNgr6+Ptq2bQsrKyskJiYiJSUF9vb2GDBgAABg0KBB2LdvHy5evAgfHx+N1Sc/P1+p4RsYGKCgoIB9XZLcW5YmwSctW2L6mDFo2cENPx4+hKCgIJw4cUJpadv58+exefNm7Nixo8yx9u7dizNnzqgcMZCaVd+Xs9W1dlUiOzsbUVFRCA8Px8qVK7Fz505MnjwZJ0+eRI8ePbB161b06NEDlpaW2LZtGwCgsLBQaR/UruqvCtcp8/l8pQ4ZALy9vWusQvWRpaWl0okDAExMTNj/FgqFkMvlSEpKKhOC1M7ODhKJpMw+v/zyyzLP7IHiZ72l93H9+nUEBASwr0+ePFnmZFFQUIBGjRop7UcotkbP8ePRY+xY9sQ+ZcoU7Nq1C0+ePMFHH30EADhw4ACWL1+O8PBwtG3bVmkf69evx969e/Hjjz+iWbNmqn8conENJcVnXWxXACASidCuXTv07NkTQPEt8y1btiAuLg6+vr5ISkqCv78/DAwMEBQUhF9//VXpe1G7qt8451MmVffuiUMdsViM3377Tem9pKQkuLu7l9m29POy8ri4uODWrVtK77Vs2RIJCQn48MMPAQDx8fEqHytcvHgROTk56NevH4Di2aVyuRz6+voAimdf7927Fzt27MAnn3zClmMYBgsWLMD169fxyy+/oHnz5pzqSqrv3eVs8sxMyFIl9XI5W11tV82bN1d6ps0wDBQKBRiGgUQiwZAhQ/DVV18BAP744w80a9YMjRo1onbVQNTfe1t1kIeHB548eYKoqCgUFRXhxIkTePz4MbsMTVP69++PiIgIZGRk4NmzZ9izZw/69+9fZruioiJ89913ePLkCaRSKVatWgUHBwe0aNECUVFR2L17N/bu3avUIQPFJ7a//voL+/btoxOHlpWX4rOh0rV21bdvX8THx+PYsWOQy+WIiIiAWCyGo6MjYmJiMGXKFOTk5EAikSA8PBx+fn4AqF01FDRS1iEWFhbYvHkzvv/+e4SEhMDe3h5btmyBtbVmRzhjxoxBamoqBg4cCIZh8MUXX6BXr14AitdIXr9+Hdu3b0evXr3w9OlTjBs3DtnZ2Wjfvj3Cw8MBFOfYzsnJga+vr9K+b926hR07diA3N5fdJ1CcGezkyZMa/R5EGZcUn/X5GbM6utau7OzssH37dnz//fdYvHgxHBwcsHHjRvB4PPj4+OCff/5Br169IBAI4OfnhwkTJgAAtasGosYSUtRVFHmI1GW5V69CmvC0zPsi++YwcnOr9P4oohchmlfliF6EkLpF1KIleKVmAAOU4pOQuoRuXxNSj5QsZ6MUn4TUTdQpE1LP1EaKT0KIZlCLJaSeog6ZkLqHWm0dlZqaisDAQLi4uKBv3744ffq02m3VZZ2pCoVCgcDAQBw+fFjp/YiICHTu3BkuLi749ttvIZfLq3wMQmrLgwcPMGLECDa4x4EDB8rdXl17qCx1+zlz5gy8vb3h4uKCiRMn4uXLl9U6DtF91CnXUXPnzoWhoSEuXbqEtWvXYtGiRbh7926Z7crLOlNZEokEQUFBZQIxnDt3DgcPHkRkZCROnz6NW7du4dChQ1U6BiG1aerUqejXrx9u3LiBrVu3YunSpUhISFC5rbr2UFnq9nPr1i2EhIRg5cqV+PPPP9G4cWMsX768Wsciuo865RqWmJgId3d3LF++HO3atUPfvn1x8eJFldtyzVCTl5eH2NhYzJ07F40aNcLHH38Mb29vHDt2rMw+y8s6wzAMfvzxR/Ts2ROdO3eucBQ9cuRItGrVqkx2sBMnTmDEiBF47733YGVlhS+//JJi8pIaVRPtCgCOHj2KMWPGQCaTIT09HUKhUCmedWnq2oOm2lVkZCT8/f3RunVriEQizJ8/H4GBgRX9NKSOo4leWpCeno6srCxcuXIFly9fxrRp0xAdHV0meAHXDDUlIfkMDAzY9wQCAZ4/f65yW3VZZy5evIgDBw5g586dsLCwwOzZs7Fx40a16TX37dsHsVjMZgsrERcXh0GDBrGvW7RogSdPnnD6LoRUlabbFQC2rXTv3h0ZGRkIDg6GjY2Nym3VtYfjx49rpF3dv38fTZs2xbBhw/D8+XN07twZixYt4vxdSN1EI2UtmTNnDpvV5uOPP1Z7Vc+FsbExOnTogDVr1qCgoAAPHjzA6dOnVV6N9+jRA/v27cPTp0+Rk5OjlHXm2LFjGD9+PJo2bQpjY2NMmTKl3NvOYrFY5fv5+flKFwiGhoYqs+MQommabFel/f777zh8+DB2796Ny5cvq9xGXXvQVLt6/fo1Dh48iGXLluHs2bOQSqX4/vvvK/9lSJ1CI2UtMDU1hbm5Ofva1tYWGRkZZbbjmqEGAH744QeEhITAw8MDTk5O8PX1xdOnZSM5lZd1Jjk5GcuWLVN6xiyVSlFYWIiOHTuy74WGhmLgwIFqv5+BgYFSarn8/HyV2XFI7apvS6Rqol2V0NfXh5OTE/r3748LFy6ga9eunOulqXYlEong7e2NVq1aAShOSzlu3DjO9SA1o6bbEXXKWpCTk6OUazUpKQndunUrsx3XDDUAkJmZifXr17MZm2bOnMmmUyytvKwz1tbWCA4OZlNxFhQUQCKRQF9fv0wGnPKUZMcpoS47Dqkd9TWVo6bbVU5ODnx8fBAZGcl29lKpFJaWlpWql6baVfPmzZGTk8O+lsvloKjItUdb7aj+XDbrMIVCgXXr1kEmk+Hs2bN48uRJtTPULF26FLt27YJCocClS5dw8eJFpee6JcrLOjNgwABs374dKSkpkEqlCAsLw5w5cypdl/79+2PPnj14/vw5MjIysHXrVpXZcYj2laRylCY8hTwzE9KEp8iNjYVMklbbVas2TbcrY2Nj2NnZYf369ZDJZLhx4wa7JKkyNNWuBg0ahMOHD+Phw4fIy8vDpk2b0KdPn0rvh1SfNtsRjZS1RKFQoEuXLhCLxdi0aRMsLCyqtb/Fixfjm2++waZNm9C0aVOsW7cO77//PgAgJCQEALBkyZJys84MHToUL1++xKhRo5CVlYW2bdti1apVla7LZ599hoSEBIwZMwYFBQXw8fHBmDFjqvX9iGaUl8qxPoyWNd2uSh4LderUCTY2NlixYgUcHBwAKLer8miqXfXt2xeZmZkIDg5Geno6PDw8MG/evMp/KVJt2mxHlCXqHZrOZpOYmIhevXpRhhyidYxCgddnz0GemVnmM4GFOUx6967w2VhV2sP69euxYcOGMu9TuyJ1kSba0bsoSxQhDRCPz4fA3EzlZwIzsxqbrBIcHIyHDx8q/SOkrtJ2O6JOmZB6jFI5ElJ92mxH9Ey5hjVp0oRGCqTW1NdUjtSuiDZpsx1Rp0xIPUepHAmpPm21I2qhhDQQ1CETUn013Y6olRJCCCE6gjplQgghREfQM2UVHB0da7sKhNQ71K4IqRgFDyEANB80pS6j34JoCv0tvUW/BTd0+5oQQgjREdQpE0IIITqCOmVCCCFERwgWL168uLYrQXSDm5tbbVdBZ9BvQTSF/pbeot+iYjTRixBCCNERdPuaEEII0RHUKRNCCCE6gjrlBiQ6Ohr9+vVDnz59sHTpUsjlcqXPU1NTERAQgIEDB2LAgAGIioqqpZrWvIp+ixKvX79Gr169cOnSJS3XkNQV1K7eonalAQxpECQSCePu7s6kpKQwcrmcCQ4OZg4cOKC0zZQpU5gdO3aw23fu3JlJSkqqhdrWLC6/RYmpU6cyrq6uzMWLF7VcS1IXULt6i9qVZtBIuYGIiYmBq6srbGxswOfz4efnV+aK3dPTE76+vgAAa2trWFhYQCKR1EZ1axSX3wIAfvnlF4jFYgoPSdSidvUWtSvNoE65gZBIJLC1tWVf29jYIDU1VWkbLy8vmJmZAQCOHj2K3NxcfPzxx1qtpzZw+S0ePXqEo0ePYtasWdquHqlDqF29Re1KMyghRQOhUCiUXjMMA76avKAHDx7E2rVrsX37dohEIm1UT6sq+i3y8/Px9ddfY8WKFfXy+xPNoXb1FrUrzaCRcgNha2urdMssLS0NNjY2ZbZbtWoVIiIisHv37np5NQ9U/Ftcv34dL1++xIwZMzBo0CDcvXsXS5YswdmzZ2ujukSHUbt6i9qVhtTuI22iLRKJhOnatSuTnJzMyOVyZtq0aezkkxIRERHMoEGDmIyMjNqppJZw+S1KGzNmDE1IISpRu3qL2pVm0O3rBsLa2hoLFy5EQEAApFIp2rdvj9GjRyM8PBxisRhDhgzBhg0b0LhxY4wdO5Ytt3DhQri4uNRizTWvot9i5MiRtV1FUkdQu3qL2pVmUJhNQgghREfQM2VCCCFER1CnTAghhOgI6pQJIYQQHUGdMiGEEKIjqFMmOicvLw8vX76stePLZLIykYgIqeuoXdUN1CnXEY6Ojmjbti2cnZ3h7OyMDh06YObMmcjOzgYA+Pv74/Dhw5Xa57x587B+/fqaqG61jBkzBo8fPwYAbNmyBSEhIdXaX8+ePXH16lUAgLOzM5KSksrdfsaMGYiJianWMUndQO2q6qhd1Qxap1yHnDhxAk2aNAEA5OTkICgoCIsXL8bq1atruWaalZmZyf73pEmTNLrvW7duVer4pP6jdlV91K40h0bKdZSxsTH69u2LR48ese/duXMHPj4+cHZ2xrRp0yCVShEbG4vOnTsr5TUdNWoUTp8+rbS/1NRUBAYGwtXVFX369MGhQ4fYz/755x/4+PjA1dUVs2fPxogRI9gr5KdPn2Ls2LFwdXWFr68vbty4wZZzdHTEzp070aVLF7i7u+PHH39kP1NXbvbs2UhKSkJAQABOnTqF9evXY968eQCAgoIChISEoEOHDujcuTM2bNig8re5ffs2Bg4cCGdnZ4SEhCh9d0dHRyQmJkIul2PhwoVwc3NDt27d8PXXX0MqlWLNmjW4fv06Fi1ahG3btkEul2P58uXo06cP2rZtC29vb1y7dg0AcPjwYQQGBuKrr76Cs7MzBg0ahAcPHrDH+umnn+Dh4QFXV1dMmzYNubm57O85fPhwuLi4YNSoUXjy5AmX/+VEC6hdUbuqdbUdUoxw4+DgwDx//px9nZiYyAwfPpwJDQ1lGKY4ZF2fPn0YiUTCZGRkMN27d2eOHTvGyOVyxt3dnYmNjWUYhmFSUlKYdu3aMfn5+czcuXOZdevWseVDQ0OZgoIC5u7du4ybmxvz559/MoWFhYyHhweza9cuRiqVMjt27GAcHByY2NhYRiaTMZ6enszWrVsZqVTKXL58menYsSPz8uVLts4zZsxg8vPzmStXrjAff/wxk5SUVGG5Hj16sPVdt24dM3fuXIZhGCYsLIzx9/dnXr16xaSkpDA9evRgzp8/r/Q75efnM507d2Z++eUXRiqVMlu3bmXrW/p3PHXqFDNs2DAmLy+Pef36NePr68scOXKE/S0OHTrEMAzDHDp0iBk8eDCTmZnJFBUVMStWrGCGDRvGfubo6MicO3eOKSwsZBYuXMiMHTuWYRiG+e233xh3d3fm0aNHTEFBARMYGMgsW7aMyc7OZtzc3Jhjx44xMpmMOXLkCNOzZ0+msLBQk38uhCNqV9SudA2NlOuQgQMHwsXFBe3bt8eoUaPQqlUrzJgxg/185MiRsLa2RuPGjdGuXTskJiaCz+fD09MT0dHRAIAzZ86ge/fuMDAwYMtJJBLcvHkTs2fPhr6+PpycnDBs2DBERUXh1q1b4PF48Pf3h1AoxOeff86mZ/v777+Rm5uLiRMnQigUokuXLnB2dsaZM2fYfX/++ecwMDBAx44dYWVlhcTERE7lVPn1118RGBgIc3Nz2NjY4Mcff8Snn36qtM2tW7egr6+P4cOHQygUYvz48bCwsCizLxMTEyQkJODYsWPIzc1FZGQkfHx8ymzXp08fREREwNjYGElJSTAyMkJaWhr7eatWrdCrVy+IRCJ4enri6dOnbF39/Pzw4YcfQl9fH0uWLMGIESNw4cIF2NvbY+DAgdDT04OPjw+MjY3ZERLRPmpX1K50CT1TrkOOHz/OPvtSxdTUlP1voVDI3l7y9vbG1KlTsWDBAvz6668YP368Urnk5GRYWFjA0NCQfc/Ozg737t1DWloaxGIx+z6Px2NPHikpKUhPT1eK4SuXy+Hg4MC+bty4Mfvfenp6UCgUSEtLq7CcKunp6UpZZ1q0aKFym9L1FQgESjleS3Tp0gUzZszA/v37sWTJEjg7OyMsLAxNmzZV2k4qlSIkJATXrl1Ds2bNlPb97vcTCARg3kStzcjIQLt27djPrKysYGVlhejoaNy9e1fpuxcVFSElJaXc705qDrUrale6hDrlBsDZ2Rl6enq4dOkS/vvvP3Tr1k3pc7FYjFevXiE/P589gSQlJcHS0hK2trZlljGUpGeztraGvb09Tp06xX724sULNqG7OlUtJxaLIZFI0LJlSwDAuXPnoKenh+7duyttk5ycDIZhwOPxwDAM0tPTy+zr+fPncHFxwfDhw5Geno6lS5dixYoVZWbNrlmzBiYmJoiJiYFQKMS5c+fw/fffl1vP0nUt8fjxY8TExEAsFqNTp07Ytm0b+9mzZ89gbW1d4T6JbqF2Re2qJtDt6waAx+PB09MTK1euRM+ePcskGLezs8Onn36KlStXQiqV4v79+4iMjISXlxfatm0LPp+Pn3/+GUVFRdi3bx+79OHTTz+FTCbDgQMHIJfL8eDBAwwePBi3b98utz4VlRMKhcjJySlTzsvLC1u2bEF2djZSU1OxfPly8Hg8pW3atWsHgUCAnTt3QiaTYdeuXUq3xUpcuXIFM2bMQEZGBszMzKCvr8+evEQiEXv87Oxs6OvrQyAQ4MWLF1i7di1kMlmFv7mnpyciIyMRFxeHgoIChIeHQyKRwMPDA3fv3sWFCxfAMAyuXLmC/v37V7ichOgealfUrmoCdcoNRL9+/fDo0SN4e3ur/Hz16tV48eIF3N3dMXnyZAQHB6NHjx7Q09PDmjVrsG/fPnTs2BF///033n//fQiFQohEImzZsgUnT55Ex44dMWnSJEyePBldunQpty4VlRswYABmzpyJ/fv3K5X76quv0Lx5c3h6emLIkCEYOXIkPDw8lLYRCoXYvHkzoqKi4Orqips3b6q8fTdkyBC4uLigX79+cHNzQ2ZmJvsc0dPTE2vWrMGaNWsQHByMf/75B+3bt8cXX3yBQYMG4dWrV8jKyir3O3p4eCAgIAATJkxAt27dYGJigqlTp8LCwgKbNm3Cpk2b4OLigsWLFyMsLAytWrUqd39EN1G7UkbtqvoodWMDkZ6ejv79++Py5csQCoWcy+Xm5uLRo0dwdnZm33N3d8euXbvq5B88IZpE7YpoGo2UG4D//vsP69atw4ABAyp14gCKJ1mMGzcOt27dAsMwOHLkCEQikcrJIIQ0JNSuSE2gkXID4O3tDYFAgJ9++gmWlpaVLn/u3Dn88MMPkEgk+OCDD7B48WI4OTnVQE0JqTuoXZGaQJ0yIYQQoiPo9jUhhBCiI6hTJoQQQnQEdcqEEEKIjqBOmRBCCNER1CkTQgghOoI6ZUIIIURH/D9+aK+o2SgA8wAAAABJRU5ErkJggg==\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 504x252 with 2 Axes>" + "<Figure size 252x244.8 with 1 Axes>" ] }, "metadata": {}, @@ -1459,25 +1497,25 @@ } ], "source": [ - "plt.figure(figsize=(7,3.5))\n", + "x='core_genome_alignment'\n", + "y='spearman'\n", + "plt.figure(figsize=(3.5,3.4))\n", "distances=get_distances_df(rnaseq.drop('median',axis=1),phylogenetic_distances)\n", - "ax1=plt.subplot(1,2,1)\n", - "ax=sns.regplot(distances.core_genome_alignment,distances['spearman'],scatter_kws={'s':50,'linewidth':1,'edgecolor':'w','alpha':0.4},line_kws={'linewidth':3},ci=False,label='all',color='#d62728')\n", - "spearman=spearmanr(distances.core_genome_alignment,distances['spearman'])\n", - "plt.text(x=0.1,y=0.05,transform=ax.transAxes,s=\"rho = \"+str(round(spearman[0],3))+'\\np = '+str(round(spearman[1],int(np.log10(1/spearman[1]))+2)))\n", - "plt.title('All strains')\n", - "plt.xlabel('Phylogenetic distance')\n", - "plt.ylabel('Spearman correlation\\nof expression profiles')\n", + "distances['MG?']=[True if 'MG1655' in list(distances.loc[i,['strain1','strain2']]) else False for i in distances.index]\n", + "ax=sns.regplot(distances[x],distances[y],scatter_kws={'s':0,'linewidth':1,'edgecolor':'w','alpha':0.4},line_kws={'linewidth':3,'linestyle':':'},ci=False,color='#d62728')\n", + "sns.scatterplot(x,y,s=50,linewidth=1,edgecolor='w',style='MG?',alpha=0.4,color=\"#d62728\",data=distances)\n", + "spearman1=spearmanr(distances[x],distances[y])\n", + "plt.text(x=0.16,y=0.12,transform=ax.transAxes,s=\"rho = \"+str(round(spearman1[0],2))+', p = '+str(round(spearman1[1],int(np.log10(1/spearman1[1]))+2)))\n", "\n", - "distances=get_distances_df(rnaseq.drop(['median','MG1655'],axis=1),phylogenetic_distances)\n", - "ax2=plt.subplot(1,2,2,sharex=ax1)\n", - "plt.setp(ax2.get_yticklabels(), visible=False)\n", - "ax=sns.regplot(distances.core_genome_alignment,distances['spearman'],scatter_kws={'s':50,'linewidth':1,'edgecolor':'w','alpha':0.4},line_kws={'linewidth':3},ci=False,label='all',color='#d62728')\n", - "spearman=spearmanr(distances.core_genome_alignment,distances['spearman'])\n", - "plt.text(x=0.1,y=0.05,transform=ax.transAxes,s=\"rho = \"+str(round(spearman[0],3))+'\\np = '+str(round(spearman[1],int(np.log10(1/spearman[1]))+2)))\n", - "plt.title('All strains but MG1655')\n", + "without_MG=distances[(distances.strain1!='MG1655')&(distances.strain2!='MG1655')]\n", + "sns.regplot(without_MG[x],without_MG[y],scatter_kws={'s':0,'linewidth':1,'edgecolor':'w','alpha':0.4},line_kws={'linewidth':3},ci=False,color='#d62728')\n", + "spearman2=spearmanr(without_MG[x],without_MG[y])\n", + "plt.text(x=0.16,y=0.05,transform=ax.transAxes,s=\"rho = \"+str(round(spearman2[0],2))+', p = '+str(round(spearman2[1],int(np.log10(1/spearman2[1]))+2)))\n", + "ax.legend_.remove()\n", "plt.xlabel('Phylogenetic distance')\n", - "plt.ylabel('')\n", + "plt.ylabel('1 – Spearman\\'s rho\\nof expression profiles')\n", + "plt.title('RNA-seq (LB)')\n", + "plt.yticks([0.8,0.9,1])\n", "plt.tight_layout()\n", "plt.show()" ] @@ -1491,12 +1529,12 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 137, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 16 Axes>" ] @@ -1508,16 +1546,13 @@ "source": [ "distances=get_distances_df(rnaseq.drop('median',axis=1),phylogenetic_distances)\n", "fig=plt.subplots(4,4,sharex=True,sharey=True,figsize=(10,10))\n", - "#plt.subplots(4,4,sharex=True,sharey=True,figsize=(12,12))\n", "for i,s in enumerate(strains):\n", " ax=plt.subplot(4,4,i+1)\n", " temp=distances[((distances.strain1==s)|(distances.strain2==s))]\n", " spearman=spearmanr(temp.core_genome_alignment,temp['spearman'])\n", - "# print(s,spearmanr(temp.core_genome_alignment,temp[metric]))\n", " plt.title(s)\n", " plt.text(x=0.1,y=0.1,transform=ax.transAxes,s=\"rho = \"+str(round(spearman[0],2))+'\\np = '+str(round(spearman[1],int(np.log10(1/spearman[1]))+2)))\n", " ax=sns.regplot(temp.core_genome_alignment,temp['spearman'],scatter_kws={'s':50,'linewidth':1,'edgecolor':'w','alpha':0.4},line_kws={'linewidth':3},ci=False,label='all')\n", - " #plt.xlim([0,0.65])\n", " plt.ylim([0.8,1])\n", " plt.xlabel('')\n", " plt.ylabel('')\n", @@ -1529,33 +1564,103 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### CRISPRi fitness profile" + "We then conducted the same analysis with the CRISPRi fitness profiles. " ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 138, "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 252x244.8 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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Laj+3Rk0RY3rB1SMrBMozHn3s9kKtoppV+qWEqpIeai2UOj+W8vPzkZ+fD19fX7Ru3TLVkGaNooKSBiy2S4Eqifk6vOgukPOnsaqi0B1oHUeVJ6yhltccKSYrtr69MVHKgeK7FCYq8qSHlUpGPnb3QCCoK+DW8oJXbApvYWEhXn/9dfz555/w9vZGaWkpOnfujE2bNllNFGBpIjj8WgJFjNVHIC8Dcv4yL4eqlJIwu/nTOrE6PDHVgVJaqdBo7fjGRKsFcq5QiVexNy0dcv+ioAy/DjRmhQSIGNTi/OA21eZVq1YhMjISly5dwunTp3Hx4kXExMRg+fLljTE+lrriFmA9isg9kDKA9MjLrAthVQUgt6JeA6SGBkTRg8AUoTsZiZqSyiJaewMAGPK1q6roOvXlYCuLavYBN2NszrwXLlzAqVOnIBSSCd7V1RWLFi1CYqIT1S5i0QWK9AZyr9LNCg4Jbkh3c3cSl0P7UG0tyOHWbpX2jaBj9EXoXHypMmNTq6MaJaBRkKqs1dDf0JINQFZAvwtPSOv/FoZN4fX09MT9+/cRHW20WN6/fx++vi0vVtSpUVVRNpGskFRYz1DLkEz3AFIP5WW6QBFv8j2b4upPvujqwQwuPrXH/3K5lHLo3RbQqsiS3Zglh9QKQKMi1df0e/kuFFtemgG0S6QuCXnXaKmgrqK1b3BM4/neGxGbwjtz5kxMnz4dEyZMQGhoKHJycrB7927Mnz+/McbHApDgZp4nH6veelp4G2jTx9KHyeXVPhsK3ahka9ZlyrwBh7JvWsXVrb4xj9+47he1ggxsxfco5dLVDwjsDHjo7C1uflSIoOguUJJOD5fi+6Tia9VkUHMPomVFC8Pm/8LEiRMRFhaGgwcP4saNGwgMDMT69etZtbkxkeSSJdXU7aGUAfnXqFpHfYXJMxTo4EuzL4dDsy5fZNch242CW2SA0l+7QkKaRcQgY4JGQDQZru4eod+i96ukMleW0lpd5NUi/b11uqLevXujd+/e9T75pUuXEBcXh9LSUnz++efw9vbGP/7xD8P6maWOSAstrcgArfMUEpo564tADAhCbB/XlCikQHGapa+2qoy6NuiF18XXGJAiyQWyL9MMHdBBV92yZfp6bQrvqVOnsHr1amRnZ0OjoeqBDMOAw+Hg1q1bNX5u3bp1OHLkCI4fP44lS5ZAKpVCIBAgPT0d//73v+13BY8DwhrUWa6gxfaeBaBb5yqt71OZuLr4Aopfzr8G3D5I616eACgOBaJGUtRVC8Sm8K5YsQLPP/88hg4dCj6/7qrH0aNH8f3336O8vBwnTpzAr7/+Cm9vbyQlJT3SgB9L9CVWzVw8HAqqaMkFz0XudN3VLcUcDs22pqjltL1NL0Cii+0WuNAs3UwqadQXm9Iol8sxbdq0ep9YIpHAx8cHBw4cQHh4OEJCQiCTydii6A3B1Y/68ORdp5uRy6eZJtDOxe2cDb6IGmNnnDMRYA6VtjFtKqZWASVpQMFtcmd5t6HOgEJ36lmkrGyR9aVtCu+oUaOwc+dOTJ06tV4nTkhIwIIFC3Djxg08++yzyM7OxrJly9CvX78GD/axxqsVWU0VEip508KihWrEN5zWs+WZFP7pEUI1wUwt4wU3jet/MPSAE3tRdRG+iNxJLZAaC9ANHjwYHA4HKpUKBQUF8PLygru7+dOrtkLnlZWV2LVrFzw8PPDss8/i3r172L9/P2bNmgUXl6b/Me1agI6l6agqB1KPkgEu92+yygOkNgdEA+0HAa1im3SIdaW+92SNwnvhwgWbH65LveT09HTk5uYiPj4elZWVTV8cXUeLEV6N2twNolGTwcZZXT/2RpIP3PuVrPGuvkB5NtW05gmBdv2pnjW/eXg37FY9Ui+YzzzzDL766iu4udVPTcvPz8eCBQuQlpYGpVKJvXv3YsKECfjss8+avkh6S6AsiwITFBWAmy/gFwUoymmbWkGhkQFRLb9IusCV1GpFBbnUXH1pecHhAr7tmo3gNgSbiQkVFRWoqKh/4fBly5Zh4MCBOHfuHPh8PsLDw7Fs2TLWTWQPyjKB9JNAWTpVRyzPppKnd49SJY2qMsqyST9Tc7JBS0HsAQR01GVOMbogjhJaE7sFNvXoHIpNg1VUVBTGjh2LmJgYiy58tQniX3/9hc2bN4PD4RgszGPHjsV77733iEN+zNFqgcI75t0RBK4U7shhAB+TnFx5CcVDO1OpGkcQ0ImsycVp5Bf2DqPfQdCy61jbFN5OnTqhU6f6uySCg4Nx+fJlMxX56tWrTd+apLmjVZGKaAZjHrRgisWxLRAen6zSNRUTaKHYFN5//etfDTrxwoULMXv2bAwePBhVVVVYtWoVDh8+zKrNjwpXQNlC1UvbiL3MeyUBoKQDNvurpeKwaO0BAwbgp59+wsGDB+Hm5gY/Pz98/fXXaN++ZYaqNRpcLq3xpAXGmlIKGbXgrMg1P9YjmPyij4qqilRwhqFoJWf2MVdJgNL7lKDPE1FopHe7FpmYwDYaa65U5BiLx7kHAH4dKYih9AEVXvMMoXXfo5apkeQDWRcoA4lhqEZUqx6ATxNX0LCGqooMd+VZxm0cHhDyBBD6hO3PK+VksefyKfzSSjN3R9Lkjcaio6NrDIGsS0IDSx3xDKVXdexZo1itALIvAbIi47aqMiDrEqUROkvJVz3SPBJcjYoEkMMhn3dRKq2Haxtv8X0qmysvp0wkn3b0kKr+8NNqqEqHVkNLFaGrI6+oVmwKr0qlwqFDhzBmzBhkZmbiww8/hLe3NxYsWAAfH8tUtNqirliaGZUl9KqOooJuYGcSXoYhF1q+rvytwJWWDWIvegip5DWPV1oAZJ4jVVtaQMKff51m8qjhxuOqKijdUJJLwivyoCodTZS1ZFN4ly9fjtTUVIwZMwbvvPMOAgICoFKpsGTJEmzevNni+Ly8PPTs2RMXL16s8ZytWrV6tFE3BrcPAjd+pGCH4BgKkPfv2LJT8CxgYMyF5dDNz+XR3xxeLZ9rAkrTjUXnGA0Jq0JC9gGP0NrdRpI8EvySB8a8aXUV8PAUJX/4tKGHQ85fxvBLgJYSWRdJiN0bv1KHTeH9448/cODAARQUFODKlSs4deoUPDw8aqyksWLFCuzfvx+LFi2yup/D4Tj/7KxWAnum0drRFJ6QopaCugHB3Uigg7q2XIuu2IdmLnkZ1b4qz6BaUTw+GYNE7o6/dnkZUPqQKmOIPcn45FGt5LBWQ4XxwAD+Ebq/QTOwvAxoN6D2GlZqBc241QseqKroe33akKBKci0/q6qkwBhnFN6qqioIBAL8/vvviI6Ohq+vL0pKSiAQWJ+B4uPjAQBr165tvmGQfCHVScq+ZL5do6TiZnnXgKsm2z1bkRDrhTm4G6XscZ1sdqovQhcgtCfVy8q/BuTfpJhprzBAkgNknKdyNI4KhpCXAQ9OkooOAOWgOlXh/c3X+xol+bkVEiCgM0VWlWXQwza0O/2f1EZNPZTdgyhWHCDBtlbNBKCHRxNgU3iHDRuGqVOn4uHDh3j99deRlpaGhQsXYvTo0VaP//HHHzF37lzMmjULV65csfuAG41/HARSj5ARI+86rYHKM60fW6ELhr97xLhN4EoPAFOBDurS9EXK64t3a7o5C26SCipwM6bjyQqpzKyXgzpolD40Cq4eVSXl7boHG63BPJHR9y0roN++dTw9PD1b2e6k6NmaEhgenNK53zjkYguMNhY7EHuTka767MsVNMmsC9RBeFeuXImjR4/Cw8MDffv2RWZmJqZMmYLx48dbPT4xMRGJiYngcDgWkVnNytrMFwGdx9BLj7xU18zrmk6gr9GNpFFYfl5VSTN39dnbJ1wn0Caqt1dY45ZRrS9cnq7HbTWvIqOpuUyNPZAVWN8uLyVVV18eiMsF/CIpbFReQhUkK3JpfGJvsiDXFiIqENJsLvIE5MX0MOALqaSsdxs6hsenWTxDrosXZ2hmD+xEM3QTUKOf96effoJIJEKHDh0QGRlZr5Pm5+djxIgR+OWXX6zudwaDld38vBo19cnJu06ztF64a7rxrCH2otlZr3oHd6N4XWeJzZWXAXePWXZa4IuByKGOm3kyL9DvWR2PEPpefeCFWgFkXyHB1WqBBydIjfYJp5KvLr4knLbW59JC8p8rKuhYrzBLC3WVhDQOjZJmYrcAu/mD7ZbPO3jwYIhEIkRGRmLjxo31HkhJSQl8fX2dtkGZw4M0pAUkxPnXjWp34R2aDeoCh0eVIAxrad1MXd1Y4yjUCiovyxeTLzPvOnVj0M+0XD6NLbS747QGaQGQ9j/zuG2ugEoCmbpnStJJYIXuJHg5f1GoKI9Pgi4vI7W4TR/Aw3kzjewWpPHbb7890kC0Wi1efPHFx7dBmXsgEDmEXnpUVTrjj4lA513TFT+vBqOhYwtvA9d/MG53C6gm0HZ2YTEMBSwU3CDVnyekta5fR5qNKnLIcOMeTGtfvWHILcD+IYjugUB4P1qaVJXRWta/IwVQmCLTlcblCcjlo6qkBA6pBACHHkJ516kcTmC0c0aHNQCbv3ZeXh42b96MjIwMaLXm1radO3fW+LmVK1ciMjIS27Ztg1gsRmVlJTZs2IDly5djy5Ytjz7y5ohATDNVaHfjNoahqCCDQOvW0yX3YbXesKwQuP87vfTwhFTyJbib0TgW3JXUuvpSnk0BC/oZViUHsq7Q+i+gI1l51Soqhv5Q12ybJyCjT+s4+1ez9AylB4W6iq7T2gNCv7xgtIBIF3etlBstxQCNS1VJhjfPVi0i1tnmFbzxxhtwd3fH6NGj61X6lW1QVkc4HMo/9Q6jGsN6FFISkLy/TQT7hvXUP41SZxX/23y7Z2sTa7dupvZtX/sareyBpRGK0dC63iOYHjQFt8jK7BFKxiyllGKqxbq4Z3vD5dYehujZChDeJpXZNwIoeQhoisiQpFXTjO0bToYmrYp+Q17zz3G2KY03b97E2bNnIRLVryaSPRqUHT16FCkpKVCpVEhKSsLixYvB4xl9pzKZDO+99x5u374NtVqNRYsWoX///vUap9MicgfC4umlR6slITFdS+ddAyqyrJ+jIoteqYeN2wwuLN3sHBxDFlO9C8tag26ABDTvGsUJF94hF47QnQxBPCEJfOlDcoc1dv0sV19jaVytCuj4JGku+jK5AdEUeKOv7cVrGfW9bApv165dkZqaim7dutXrxDNnzsS0adMwceLEBjUoKywsxKpVq7Bnzx4EBARg/vz52Lt3LyZOnGg45oMPPoCrqyt++uknpKamYurUqTh9+nS9NIRmhb5Tn18E0GWccbtVF9Yt626cmlxYvu1phnYPJG3dM5TUbr0xiu9KBiRTlDrtIKgrWXqbEtPSuDwBGaeyL5Far5DSb8Hh0drdWaz4j4jNu7x169aYOnUqEhISLBIRakusf9QGZWfOnEF8fLzBuDVx4kRs27bNILwMw+DgwYM4fJhmlY4dO+Lrr7+u07ntQkUuZbF4hOjcBU0YTeXiA7TrRy89GhWlDBpcWLpZWlZDk+mS+7p1tgkCF1KNfSOAkBgSao8gikjS5/fKS3X9gECGoKasWsnjG/s2iUBjLrhNa199HWffiKYbn52xKbyhoaEN6pigrzrZkAZlAFBQUIDg4GDD+6CgIOTn5xvel5TQk37//v04evQotFot5s+fX2+fdIO5/gNw9F36O2EWMPID8/0Z52hW8gimmck7rHHGpYcnIHU4sBMQY9RWIMk3CrJe9S5Kte7CUsmpE0FJGnDvKG3jcOlhJfYm4fZuB1RJyafq37FRLq1O6Gdbv/a0NBB52I60amY0uAyOrRx+fdXJ+paM1VPdss0wDLgmhha1Wg2JRAKFQoFdu3bh1q1b+Oc//4kDBw5YrKs3btyITZs2NWgcNSLJM/5tLcLm5s/AOV3W1bBVQN955vsv7QBy/iTh7vQUrUEbA48gellzYZn5pa9ZltoByKIrzacXQO03b/1k7sIKjqG//Ts0bhaWWkHhi8X3KJWRJyLtiC8E2vYH/Bvpwd5I2BTetLQ0bN68GUVFRQaBVavVyMjIwOnTp2v8XEOrTuoJDg7G3bt3De8LCwvN/MM+Pj7g8/kYO3YsACqUFxoairS0NAvhnTtX97+XAAAgAElEQVR3LubOnWsxvkfC1Q8I7GJUnatjJtzBlvvv/04CDtCMpRdepZxuwKNL6Cb0ag0Mfhdo1dP88/JSQOhhH5eHTReWLhkj9ypQ9tD6OWpyYQV2Mont7tpwF5Yt1EoqEpB/g8ZcWQyAA4QlUEJFeQ7wxGT75N4qZRT4weGSsayJlgo2/+cXL16Mtm3bIiIiAg8fPsSAAQOwfft2PP/887V+rqFVJ/X07dsXH330EfLy8hAYGIg9e/Zg4MCBhv1CoRD9+/fHzz//jFmzZiEjIwPZ2dmIiGikNU3/1+lVE+0HkmVXkktxt9UxFW4PnXArZaRul+uSyssekkobNw2oHlH61TM0c7sFAC/sofWdKQ9OkXvFPZjOX981eU0urCpdBFPhLVoW5F8n4ajJhZV7lV6mVHdhBceQ2v0oYYbSPFLvlRKq6VVZQjHn+Tco1rksnR6Gbv4NKyJQWUIBILICOieHR/W8XH2B1r2cMyUwNTUV33zzDbKzs/Huu+/ipZdeQkJCAt588028+uqrNX5Or25nZWWhuLgYQUFBZmtYWwQEBGDp0qWYMWMGlEolevbsiSlTpiAlJQWBgYGYPHky1qxZg+XLlxsynFavXl0vV5RD6fkSvWpi4GKqMyzJMwp3eTbdIGDMS7ZWlZObyPTmluTRcfo81+rsmU43NADMv2655j61gYw47sFAx+F1V2/FnkD7AfTSYxcXlhsQ1NlcoAM7mwd9MAzN8NJCMpK5BZB1HABkxcbUPI1JX19ZPuVgg0PbG1IBRF5KD0MOF8j4g8oC8QRk9deqacaPHNLo3RlsCq+/P7XLCAsLQ1paGgCqU5WTk1Pr5zIzMzFv3jzcvXsXXl5eKCsrQ2xsLDZs2IDAwLrFlw4bNgzDhg0z2zZvnnHt6Ovr26C4a6cgYjC9TJHkwhBV1WeervNdOQAOzWx6X2x1e0N1tVyrMU+MqL4m16iA4+/pvosDLC0y369WAN9OobWxZ2tg0Nu1X0tNLqzKEqMaqxfsGrOwZFSVIsu0AouuB3GQTphdvCi6yyOEjE/l2ZQ84BdBMdgAaTsCk4AOvlgXzhmk+2kbEIddlkH/D0I3Yz0vjYoeoGJvykSSlxg1qEbCpvAmJCRg/vz5WLt2LTp16oRPP/0UYrHYpgAuXrwYiYmJ+PbbbyEUClFVVYWUlBS88847+OKLL+x2AS0K0ygiF29jU2ihKwXk6+FwgIW36AaSFVr6LZUyyrqR5NJasPqMIC2A4SFhLSZZmg/cO0Z/e4RYCm9pOrBtCN2swd2Ap6uFu6rkdJO7B1EQR7hJ4IxGRf2UTAU692+K2LKAMbqwbu0zbha4AO4htHZ29QMiBwMdnqTZGyBDWVU5zbL+0XRccFf6LVx96OFXn2QKmW79XP2hqVbRzMsILfc1AjaFd+nSpdi+fTsYhsHKlSuxcuVKVFRU2GxbcvPmTfz3v/81BEyIxWK8/vrrbHhkbXi1AYrumXeC5+hyVa0FFvAE1itIij2BKbtr/h6+CBjwFhUQYLQkRAI3mmmFbuRO0mPNki7JI2GrLLJurMm+Anw5iv6OHEprctMxi71IADuNARLn0ENAkk8W7uzLFDNdmEpqv7XqFSo51WYu1b2/dxQ48g7Nwi6+gFco+Zw7DKMZW5+4EBpLa9XMC6Si17UwgosX2R/4Ijq/0JUeGnwhaT1CD8cY4WxgU3hdXFwM61cvLy9s3769Tifu2bMn9u3bh2eeecaw7cSJE4iLi2vgUFsYShlFKPHExkRxjyBKXcu/Qfu4AhJce/tP3fyBfq9TPebSh7RmA4eMLm0SSQ2dtIuER2jlBjetJmHNkm6637QJtp6HfwB7p9PfnccCz+40Bn9wePTbcAVkCBK60sNIIaFxlmUYi82bwmhJwMoeArl/Gre7+NJ5vcKAiIGASNdZQiWnkMq6rFO921KmlaqKljrZl4B7x+naPFtRK1GLbhWOx6bwXrp0CSkpKcjLy7PwvdZWSI7H4+Gdd97Bzp07ERYWhsLCQly9ehXR0dGYOnWq4bjaMpNaJFotWZALbtINxBPSui64Gz3ZfcNpNlXK6L2juhOUZ1C1REPmEkPqdOFtuqmjR9X82eingNdvk3DzrNz8Wg0JtazAuhtNamppN9lfWaQrJn/fqLaHJ9EDJXwAqeuSXDK2lWeR6svhUASVtXU0QGtReQklVtzXpbly+fRADO1hUkiwS82zp5s/fX9JGqnj6ipyqwldKb5bXkyWbFNXWyNQJ1fR6NGjkZiYaBYkYYsRI0ZgxIgRZtuee+65+o+wpVGRTTOIVkXvNUpdrqmYbiKAhNbRvsPybFhNOZTkAcrK2rN4eHzqyOBZQyuVJ56jl0ZtPb7aqzXQcYS5pR3QHV+tkZrYSxf9pSUB4+nWl/rZ16sNWZy929K5yjOAtN/pwcGYlq41Qaumh2fBzWrjCjNPqQzqanRh6YNbbh+mbdXXzKXp5PdvxCgum8JbUVGB1157zSybpy48/fTTDR5Ui6bsoVFwDegMM/4d7edu0GpJ1dSr5FUSUvP0xqmaXENcPr3sAY9vPYiky9P0qo7IjR4aQV1orFXlJFB8Ec1w7gFUZ8rVB9DnQbj4UHK+fxStab3bkGajn937v0GaQP51mrXLs6wXPwDIv16eCaQeMm4TupFQ6ssTqarIDlH94crhNnodMpv/S5MnT8aWLVvw8ssvNzjUkcUEdQ0F27Rq+5UQ1Wpp3VyeQSonhwtknCUVNagrCZRPO1rvmj1IdK4ZpQQoLaab0dWv8epSu/jo0vcUxnU+h0d/u5LLEgIR8FQK1dTKv0nC6uIDuOmSJbzbmAfACFxJze0yjhI3yrOAH6YZhTusN9kXilKtawlKGdkGsi6Ybxe40PcGdqaZuOPwRk9OsSm84eHhWLJkiVlscLOqAulseIZaDzH0CDZWQ3xUFBUUUSQrAtJPk/Dqi6Z5tyFh9GxFIZcFN3XVMIR0E/JdgLu/GgvOC92pQkZj9b7Vrz0rsukh5NWKxmq6ZAvqQq/yHLKUy4vJ/cQT0Od6vkxxzYoKXUSVFz2shG6Aqy6wQ6Ogmb3DMJpRwxJovZ1/Hdg/z7LgfnVUcnpV6OIdLm6jcQd1pbGIvUiVf2arwx5+NrsE9unTBwsXLkSvXr0s1rzOUAWyoTRZl0BlJbkqyjJ0azkO3WBt+9j3P1laSIKrVxHFnkDbfpYF7BRSml14IopfuHuU3uvhCSkQoX2S/UvcPCrpp8i1psfVjzQMhiGhF7jSg0vkDbj7kcpblErH5d+g+GS/CBK68AEU98wwwME3SSglucDE/9Jn9OWJ8q4BRfW4b/TGMdPKoEHdrIZT2r1LIJfLxdixY+ud4F7fBmWPDUJXoG0iJb9XldFs4B5kf8HgCck3rHcZc/nW17kid+N3l9w3Ci5fTH5QpZSMP4V3dP5ZMXUkaORQQAs0anrwuPqSTUop00WkSejBpVWRu8m7DWkPXAHA5xgt1p6t6WGlVQFgjA85DgcYvd78u3zaAB2G0t9qBfDnV0CeLvbcM5TypYvvmT/09Jgax659b9zuFmhiGOvWoKwymzPvrl278Pfff2Pq1Knw9PQ0a98ZGmolQEDHO++8g9TUVPzwww948cUXERAQAJFIhPLycqsNyhqbZt+ftyaUMprV867RrCP2ptleXkzRVO36GSO3qlOaTqVWuXyaqTPO0o0uL6O1qG8EqfciDyrP05RNtpUy4N5vFJ3F5VJnB3kFLQEKbpB/WiXXXXN/EkqFROdfl9Dn2vWntatSBrTrS5FZ9aE4Dci8SN/JFZCgVmTTEiX/hq5/ct0rjETtCrbvzLty5UoA1MbEFFtr3vo2KGOxAwoJ8PAsGWXKMymgvk0izfQ5f9FaT1CLC8jVj2ZXLpfWfrIiXVkZERl9cv8CPIbTjOMeSFFKTYFaRUJTnEoJDlo1ZS4FdqJ1ZtRoul4Ojx5eHsE08+m1h+zLFALqHQYEPwG4u1r3R9eGspIekPr2KK6+9LBTyIDYKbQt/wZ9n9iLBFmftFFw0/aaug7YFN7jx483aG1b3wZlLHag9AE9+Tkc8qW6+tFNUpFLazqBa+3qrsgDaJNAyQOVpTqXiCutz5QyimKqLCGVuuxh0wmvrIAeTi6+5NuV5pF/WJpPmoVKQVk+DEMPIp929PDJ/pOuw7sNEBhFVUB4QqBt7/ovWxQVpLYDABh6gHi3AbIuA2m/0VKIw6fZPKATNWTTo9XQEsU0Ayv/OoD6eRtsCu+ECRPw66+/1ttN9OSTT9arQRmLHSjLNv7N4RrVWkku+UDrsk71DCUVsCydcncl+bp6VbroOr6Q/uY24UNYVWkMR3T1pWWARwgZmdQKgMNQCGN5Nq13VQoyYLl4kX/WVWeB9o2g6hrVBVetMDY4c/GxHuLJFZDLTe9qqyymgBFZIQxJDL5taLlRPbiJq+uG4d/B3N+9tX4FImwKb0REBM6dO4chQ4bYOtSMFStW1KtBGYsdsHaTATS71McH6R5AN13+TcBFaVy3ufpRkERlCRncmgqhm66yJQ+GCCq+mP4UulFBg+I0cr15BAOMGri+B3DxA/zCaSmgqAAqCwFuNYGR5FFaoryMzi32JpeaVzXtU+9uK9ZZu118AUk2hXj66/KHyzIBt7uUT+yAAA6bwiuVSjFnzhyIxWL4+vqaGaxqi23mcrmIiYlBaGgoFAoFTp48CS8vr3qFWLLUE99wWu+aBl5weKRa1kd4JflkmebxyTfs05bUZ7/2NOsGdzN2z2sKRJ66JPiz5P4RewMh3Ug1dfGh8FP/DjSj8sU0C7r6kSCHD6CHT/ZlXfSWSbaWSk5radP0xMpicu2Jh5nP0BwOaTNcvm6GdyUXkl8HoG1fUs8Lb5ER0KuVQ1q72hTed955p0En3rFjB7Zs2YLz589jxYoVuHbtGjgcDm7cuIFFixY16JwsNvAKo4CKwtu6PkMialFSn1lSWkgNrZVSUi1DYnRqXhRZcAWimq3VjUVxGgmg2JPWuiopPbTCetHDyi3AvBqmrIjWvQHRJEQiD1KnXX3NZ8TKEjLyVaeqnKz11dVrkTsZA6sqKKAkIJpm9IBO9ADlCeh7HdST2abw9urVC5WVlSgvLzcrQPfgwYNaP/ftt9/i22+/RWVlJQ4cOIAff/wRfn5+GDlyJCu8joLLpUZa3m1IePni+htiytKNrTxNq0dy+ZSbW30GV0oBcBrPbaSSk7GHJ6Ca0h4m7kpJLvlMRR7V4pcZGqfpQ8fNz/LcDAPASv4wGEBbi0dVX1bH1eT8XJFjWr+YYFN4v/nmG6xduxZqNRkI9KGRkZGRSEpKqvFzpaWlCA8Px6+//orAwEBERERAqVQazsOiQ6nzS/p10CV96wLnAzs3vCCb0LX2rKDakNcQtK+UUVy2PoRTXk4uD314oFfr+iW4NxStuuY2qWoFXXdod1Kd9Q8hvgup+m7+tZ/bxZtU8uolb0VNk2xvC5vCu3XrVmzcuBFcLheHDx/G22+/jeXLl1uUc61Oly5dsHbtWly4cAEjRoxASUkJPvzwQ8TGxtpt8M0erQbI+wsouENWSv+OtBZTK8gqWt+gAXvg6kcqaHVEnsZMGrWS1oGmBeYKdBUk2w1wXAc+jZp+G8/WxibYhpQ/jrGqiG84rYNlhSTorv62BRcgLSW0B1mqFRLaJnQHQmKN2VlOhM1Hu0wmw8CBA9G5c2dcu3YNHh4eWLVqFQ4dOlTr59atWwelUon+/fvjtddeQ05ODlQqVZ1qNj82cHmUDCD2ICtn+hma4TxCGl7MTCUnP23qEeDq99SeU60in2TWZeshfKb4tKMb3xS+i7nLQ1ZonlCvpyKnhlpUdkCSD6Qdp6SJgltUEM49gNasWg3N/J4mzdtdfSiQROhBs7WmjhqfbzsgchiV7g0fQGGR/s7ZIqVOvYru37+P9u3bo7i4GBKJBDweDzJZ7TdBQEAAli1bBqVSidzcXHTp0gXr1q1jrc3V8QimDJmHZ2mWELhQvGtD1E+NmgS0+B4JUUka8PA01YoSuhkNWWG9a04ad/Wlsq4l9wFJAc04vhHmifcapfWyLxoVvexNlYSil/TGJA4o6EJVCfi0p38ZBsi5Qrm3Yk/SBPJv6krq8CloIqxX3WZQFy+nnGmrY1OSXn75ZUyePBl5eXkYO3YspkyZghdffBEJCQm1fk4qleKNN95A9+7dMW7cODx48ABDhw5tmfHEj0JZFsXZAuSPVcmpmHpNa8/akBWSawIMCb/Ym8537xhZXAVuurQ/GwEWrn5A63ig02iKWKpeMUPobu5i0VO97Kq9kBVa/h48IRWpU8oosqoii8IfM8+TFpPzl27Ny5DltyKLEgjsVeVRWUkuIn1gSBNgc+Z9+umnERcXB39/f7z11ls4cOAAKioqbFbKWLlyJTw9PXH27FkMHToU7du3x7PPPosVK1Zg165ddruAZo1WA0hySMC8wsitk3WRXBaVxfV3ySilRh8vT0hBBAoJGZc4HJ0lunXt5zCcS0ZuI42CXEamnRBd/Wg9nn/TaDzSp75Zs+I+KhoFLMrZKKU0PnCMCfdaNanz5T7WE+sluWSMelRXV1km2SaqKuh3dfGhh131dEsHUyfLQkhICM6fP4/c3Fw89dRTyM7OhotL7Ynjp0+fxokTJyAUCg2BHTNnzmRrNpvC5QEhT9Ca0rcdzZY8Ed1gDYlgEriSEGl1hp3yTPpX7E0zTsFNMjz5tqv9PLIiUuPlxfQ5npCENbQHGaO4XCCkOxmByrMB6GKprZWhtQcuPsYG3nq0WtIIGA096NwCyH0kL9H14uValo1l8Ogzb5WEjHX6OlsMSDPIukC1oxuxb5FNtTktLQ0jRozAhx9+iPfffx8FBQV4+umnDX1xa8LLy8vCF/zgwQP4+Tngydyc4YsoOki/xvUIohm4IeF0bgFGAVLKdBlBYipX6hFE0UgV2WTAqgmtFsi9Rmtm/Y2uUdJ6WWLSJUNfSqddX6BdH8p5dZSV2S2AtAbT2lp8IT080o7TLHj3CCXNuwVTrizHSkSZewBpEY9CZbHREm2KvMwYD91I2Py1ly9fjtdeew1jxoxBfHw8wsLCsGXLFqxcudKiOqQps2bNwj/+8Q88++yzUKlU2L59O3bt2lVrf6MWT0k6qXcBUSRIpv5de8AX6owyvpTT6+avmzFjTWbQqNrXvAoJxfxWR6sBKvIcHxap1iXHmyZRcHm61L1gKk/L4dLMl32FHlKqStJWKnJJdRe6k9Gv4Dal7HG49FuExDxaMzMAuunbymam0bsm2BTeO3fuIDk5GQAM6m9iYiKKimp3CYwbNw6tW7fGvn37EBcXh7S0NLz33nuPbz5vRQ6pVhrdzSkrojA/eSnNXvYy9Ig8gFaxxsoMprNhXeoKc7iosZ9PPSuI1gulnGorl6aTuqu3Aeg1Eh6fYoS9WtFaM/Uw+WW925Bl3FVAD8HKIiD7AtAqHujQyijsHqH2eUi6eNPDQR8Aokfs2eiBHHXKKjp06JBZKt+JEyfq1EozLi6O7ZCgx9WPbrTC27RmYrRksfWNcIyFtqEqrNiD1q+Ft6udT2QeimhPtFpy8xTdhWFWk5dSpFm7fpbrSK6AXhwuWX0FLqBmbLqyrGoF5RsrKughyWhJuPSlYR8FFx96CBqs2RzdA7NHw6PaGojN/+ElS5Zg5syZ+Oabb1BZWYlXXnkF169ft1nK5s6dO1i3bh0yMjLq1WmhxcIXkQ9Skmf0V/qGN15VxvoQ3JXWuRXZ5DsWupEv2lFd8CqLSc2vro7qS8p4VbOQC10oUyrnCkV16V01Lj4UTaXV0DpY4KLTJEAW/MwLZLB7VGuzfwdSw+WloCoafg3r+fuI2BTebt264dixY/jf//6HQYMGISAgAB988AG8vWv/ARYvXoxu3bph+vTp9S7Y3iJRyqmMjLxMZxHWkNos9nZYvmeDEXlQfafKIrJcCz1oRnYUGoX1diVaDbnRrBEQBSocV07hnK5+VAZHKSV/dlW5ZbKEQkIzsdjL+HvXt2OgHhefJo93rpNupVAooFQqDUkJnDpcbHp6Or7//nu27I0eRTnNunwR+QQriyiooCKH6i7Zq2azveByjY2rHY3Aldxl1es68QS0vrQGX0gGKLdAyptVSEnN1qqNrT+rw+XTQyL7MtkEuHxyn4l96u7/diJsmt5OnDiBoUOHYu/evbhz5w6+/fZbPPnkk7h8+XKtn+vXrx/OnDljt4E2ezyCKfczLIFKr4TGkt80LN75BLexcfUlVdTMvcMhV5RbLQkwVRKqBMkTkrD6taeWnqGxlj5njZKOybtBdaOyr1CBuJy/KCpLWmD9O5wYmzPvv//9b3z44YcYOnSoYduxY8ewcuVK7Nu3r8bPaTQavPrqq4iIiLCo0/zYdQbUY7p20/t3WYjgGFpC6K3N3m3oVZPhrbKYEjn0vlUOl37fkO6kLof2IKFUSGndXFWma43iTa6wwts6dZmrK7zeSC1d7IhN4S0sLMSAAQPMtg0aNAjvvvturZ8bNmwYhg0b9mijY3l84PFp5vSrY2RZwW3zoAhGS0YvrzYAtDRrdxhGQirXGdqqKnRdFHi0/hV5UDhnQJTjAkwciM0RP/fcc3jvvffw1ltvwcPDAwqFAikpKWZNs61RUlKCadOmWWxPSUlp+GhZnBdJnjH+WSmjYBRr6057oJJTMkJ1XHwoqUNTRZZgjxBq36KQURQYX0Tb867RPhcfmpVz/iJXTyOGNtoDm8K7b98+FBUV4YcffoCnpyekUik0GgpG//LLL82ajhUUFOCPP/4AAHz66acWoZBSqRT//e9/MW/ePAdcCkuTUZRGbpuAaKrOmHWJZrm2fR2TqMDhWy89q1HR+lmaTzNuwW16qHi1BsAFuBxjHnLIE7pEkEu03lVIW57wfvfdd3U+ma+vL3777TeUlpZCpVJhz549ZvuFQmGDC9qxOClaDaCsoNkw9y8q/F5ZrGsjInWM8PIFtE41rScNkFEquAsg8acZmNFSgn7IE7oMJIaKw3m3JV+2b7iuJYyXY8bpYGwKb2BgoMHdk5aWhnv37iEuLs5qggGfz8enn34KAPj444+xYMECOw+Xxeng8qjoG8NQy5HKYrL+tkmgkrGOwi+ShLX4Hv0rcKVOfOBQEQJAV3jelWZiF18aW2UxCb7eDdYUpYbsRI3Cm5eXh1dffRXR0dFYs2YNDh06hDfffBNt27ZFUVERtm/fjq5du1p87pdffkFycjLatWuHn376yeq5x40bZ78rYGl6NAryr7oFUBAEX0zrTK3GcQ2n+UIKU/SNoDWuwJ1irx+cJpXdI5jio3Ovkv/YPZjWua4+FObZyKGMjqBG4V23bh26du2KN954AwCwfv16zJs3DzNmzMDhw4exfv16fPnllxaf27dvH5KTk7F3716r5+VwOKzwtiS0Ggo2ST9Fs19Yb3L3/P090Okp8mM7ErEHAJPor1Y9aeYP7qprmqZrSRLYxQ4ZRc5FjcL7xx9/4Pjx43Bzc0NaWhpycnIwduxYAOQqWrJkidXP6UMhx48f/8hCevToUaSkpEClUiEpKQmLFy82C7XMyspCcnIy2rY1qme7d++GUNjEvWMfJ7g8EtoqCanOFTkU9qlRG8vFNmYvXxcvCobRz/gBUcaGYy2MGoVXoVAYmotdunQJbdq0QWAgrRNqKyJ37tw5XL9+HStXrkRCQgKstf+tra+vnsLCQqxatQp79uxBQEAA5s+fj71792LixImGY65evYqRI0eyFSmbmsBooPvzVDJVVkCqaasetO5tiibcpqo6h+NcceN2pEbhDQ8Px+XLl9GzZ08cPnwYAwcONOw7fvw4OnSwvtB/+umnMWnSJGg0GgwaNMhiv62+vnrOnDmD+Ph4BAVRXaCJEydi27ZtZsL7119/4cGDBxg3bhzEYjEWLlyI+HgHq2mPIxo1xWKr5LSedQuwDGrg8ozJ6Byu9TI0LHalRuGdM2cOZs2aheDgYBQWFhpmt1WrVmHfvn348MMPrX5u2bJlWLZsGXr37o1z5841eGAFBQUIDjamoAUFBSE/39wxLxKJkJycjMmTJ+PGjRuYNWsW9u3bB3//OhTYZqkbKjkF8pc+JKsuV0BNqVvHGbN2yjIo3U6jIp9qZTG5jLg8iuVuitn3MaBG4R0yZAi+//573L59G/Hx8WYCsXHjRpsVMR5FcAFY5AAzDGOhruuNaQAQExODmJgYXLhwAaNGjTI7buPGjdi0adMjjeexpTQdKLoHQ66tVkWVK1x8KKsHMHbg4/IpY0qSRz5frzBWcB1IrX7e8PBwhIebJ4svW7bMoQPSExwcjLt37xreFxYWGlRoPdu3b8f48ePNcoutpSDOnTsXc+fONdsWFVW/RsaPLfo60Na2B3Wh2VXopuvQxwUEYqpO6eLd9N0EWzhOa4Lr27cvLl68iLy8PGi1WuzZs8ds3Q0A58+fN9SAvnv3Lq5fv47evXs3wWhbMDUZezjVbh2hm3lzb1ZwHY7dhXf27NkAUGOARl0JCAjA0qVLMWPGDIwcORIuLi6YMmUKUlJSDAK7cuVKXLx4EcnJyXj99dexfv16eHg4uEvd44ZPeysCzKHZ1VEBGCx1gsNY8+XUwNmzZ22udWNjY/HVV1/hxRdfxMGDBxvsKnI0UVFRbOuVuqBWUJxwyQPKFOKLKDa4VQ/zmZblkanvPVmvJMY5c+bgypUrtR5jL1cRi5PAF5HF2DeCaiDzxVTkrQUGPTQ36jXzxsbG4s8//6zTsY/qKnI07MzL4mw4dOatS+E5PefOnYNarcbVq1eRn58Pf39/xMbGsgXpWFjshMNqfzx8+BAzZ85EVVUVgoODkZubCy6Xi23bttUYncXCwlJ3HCa8K1aswPjx4zFz5kzDts8//xwrV67E119/7aivZWF5bKiX1aEey2PcuHHDoobVP//5T5AQKwMAABtsSURBVNZY1RKofh80coMtFqJewltbV8DqBAYGWtR2vnz5MkJCQmr4BEuzQCHV9afVtbkseUD1olgBbnTqpTbXJ/VuwYIFmDNnDgYOHIjQ0FBkZ2fj999/x7p16+o9SBYnQa2iJIWS+9TEy7stvTc0TXPCvkstGIc56/SJDR06dEB5eTnat2+P3bt3Y8iQIY76ShZHwxdQtwehO/UHyjhLgRvebajMTEuEYQBZMV2vrNipNAyHVpoODw83M1ixtAA8W1F1Cv2MK3SnBl8tsWWLWkE1sEru0998EeDbnqpROkGZWDZMhqV+lDygHj8A1YpSSil8Ur8GbkmUPKBGZCo5PahUcqDgli7TqulhhZfFEq2WXtVRqwBJLiXl+0UC4f1p5pUVA5WljT9OR8IwNONaWNa1tN0JqFFtfvvtt21+mK0d1cJQyoHSNKAknd77tgN8IowqMV9ADbxEnhTrLHShzCK1EvB5xI7zzgijsb5dq2l4X187UqPwRkZGYv369Xj++ectuvyxtEC0GiDnsnnVDFkhzahtEo01qwRiKquqx7NVow+1UeDoWozKiiz3+bRrcsEFahHeadOmoaKiAqmpqVi6dGljjomlKZAVUZ2q6lUzyjKoq4BHC7Um14Zve52lOZOKynP5VNrHSVxita5558yZAw8PDxQVWXn6sLQs1FW0lq2ORgmoqhp/PM6A0I2apUUMBtr1o3/b9jUW3mtiahVeoVCIdevWsdUY7UxUVBSysrKa7Pu1Wi3ef/99JCQkoHfv3ti8eTOpw1bcH1fvF2LcS/9C9+7dMWnSJDx48MCwLzc3FzNmzECvXr0wfPhwnDhxojEvw4yqqiosXLgQcXFx6N+/P3bv3l3jsQsWLEBMTAxiY2MRGxtraFe7bNkyw7bY2FjExMQgqktX5FfxSfvwakXrfmeBeUzp2LFjk353ZmZmk33/l19+yUycOJEpLS1l0tPTmUGDBjGnT55kmPQzDHNxB8Nc/D+Gufh/TNWZbUzf3vHMvp9/YhQKBbNx40bmueeeYxiGYTQaDTNq1Chm8+bNjEajYU6ePMl0796dkUqljhm0opJhynMYRpLHMGqVxe7333+fmT17NlNZWcn8/fffTK9evZi0tDSrpxo+fDhz9epVm185Z84c5oMPPnjkodeV+t6TrKvIwZw/fx5jx47FlClTkJCQYJhx9dFm8fHx2Lp1q+H4K1euYMKECejZsycmTpyIq1evWj3v9OnTzWYJ/SsnJ8fmmH755Rf885//hLe3N9q2bYsXXngBu/fsIUtym960vnUPwrkiF3j7+uOpMWMhFAoxe/ZspKWlIS0tDVeuXIFSqcSsWbPA5XLRv39/7Nq1y2a+dlZWFvr27YsPPvgAPXr0qHXGNlxj9ycQG98Lsf2GIbbPEOSc/QGoLLG4ptmzZ8PFxQXdunVDcnKyRYtZAJDL5cjKykLHjh1t/kb379936k6XDo2wYiFu376NTZs2ITExEe7u7gCA9PR0HDx4ELdu3cLkyZMxdiwJyKuvvoolS5Zg5MiROHDgAGbOnInDhw9bWPy/+OKLBo/n/v37aN++veF9eHg4fvzxR1KdA6PpBeDBuS/RPiLScByPx0NYWBjS0tJQUFCAiIgILFu2DMeOHUNISAiWLFlSpz5RRUVFKC8vx9mzZ3Hq1CnMnz8fR48eRUBAgOU1ysuAu8coGMSArhB8+0EAj4/y8nIUFxdbXNPp06ctvvvOnTsQi8WYNWsWbt++jejoaCxduhQRERGGY9RqNTZs2ICVK1c6dfEIduZtBEQiEYYOHWoQXACYNWsWRCIRunfvDn9/f2RlZeGPP/5Au3bt8NRTT4HP52Ps2LEIDw+3+1pSLpfDxcUYzigWi1FVZWmUqqyshFgsNtvm4uICuVyOiooKnDx5El26dMHJkycxffp0zJkzB2VlZXUaw1tvvWX4XTp16lTzNUoLqgmuDlkhNdfWXY9+bHW5ptjYWCxZsgQnTpxAbGwsXn31VahUKsMxhw4dgre3NwYMGFCna2kq2Jm3EfDz87MoIWRaolYgEECj0SAnJ8eismZISAgKCgoszvnKK69YpFwC1GLV9ByXLl3CjBkzDO8PHDhgcWNXVVXB1dWyX62Li4uFAMjlcri5uUEoFCI0NBSTJk0CAIwePRpbtmzBlStXMHjwYKu/gx5PT0+zQvnBwcEoLi62fo2XLpAP2vQa//1PhAb5G3oh6R8wptdR0zX16dMHffr0Mbx/7bXXsHPnTqSlpSE6mjSOn3/+GRMmTKj1GpwBVngbgbrW/goMDMRvv/1mti0nJwd9+/a1ONZ0nVwbcXFxFkUD27dvj/T0dEM5ogcPHpipnKbH/fjjj4b3Go0GGRkZhi4aUqn5jKjVautUsEEqlZrN/jk5OVZnua1bt1JX+3u/kSvLFJEXtVwB4O3tDV9fX6Snp6Nz5861XtOJEycglUoxevRow5g1Gg1EIrK0KxQKnDt3DmvWrLF5HU0NqzY7EUlJSUhLS8P+/fuhVqvxyy+/4O7du0hKSrLr9yQnJ+Pzzz9HcXExMjIy8PXXXyM5OdniuISEBBQXF+Onn36CUqnEZ599hjZt2iAiIgJ9+vQBj8fD1q1bodVq8fPPP6OoqAgJCQk2v1+r1eLTTz+FSqXCsWPHkJaWVvM1ugVSRBffRH0XeQKhsWaurdGjR+PTTz+FVCrF9evX8csvvxgE1BS1Wo3Vq1cjLS0NSqUSGzZsQMeOHQ0PpNu3byMgIMDQztapcYzR2/lpLFfRuXPnmEGDBll8t6mraNCgQcy5c+cYhmGYixcvMk8//TTTvXt3Zty4ccz58+ftPiaVSsWsXbuW6dOnD5OYmMhs3brVsO/nn39mRo0aZXh/7do15plnnmG6d+/OTJ48mXn48KFh371795gXXniB6dGjB5OcnMxcvHjRsG/UqFHMzz//bPHdmZmZTMeOHZk1a9YwvXr1YpKTk5kLFy7UPmCtlmEkBQxTcJthiu4xjLzc4hCZTMYsXryY6dWrF5OUlMT8+OOPhn2fffYZM23aNMP77du3MwMGDGC6d+/OTJs2jcnJyTHsO3DgADNx4sTax+Mg6ntP1qtuc0uCrdvsWA4dOgSGYSw6NmZlZWHIkCHsb2+F+t6TrNrM4hCuXr3q9Nba5g5rsGJxCIsXL268L1NWAhXZ5D4SulMYo6tf431/E8HOvE2AU8Y222D79u01CuSqVauwcePGOn1369at7asyK2XAwz+Qfm4/np+7FN2HP4+nxj6Nv878avVwiUSCefPmIT4+Hr1798bq1asNPl65XI7OnTubRazt2LHDfmO1M6zwPoZ89dVXuHr1Ko4cOYLvvvsOP/zwA86cOWP1WKVSiY8//hgffvihxT6JRIIlS5bgm2++cfSQa6Y8GyjPwoKNP2FgbCQufj4fL4/oifmL3oVGZZkltW7dOvD5fJw6dQpHjhzBxYsXDe1o79y5g/DwcPz555+G1z/+8Y/GvqI6w6rNDub8+fNYs2YN3N3dce/ePUO87e7du/HLL7+goqIC06dPxyuvvAKAYpvXrFlj8FO+++67eOKJJyzOO336dKtBGgcOHLDZQvWXX37BtGnT4O3tDW9vb4pt3r3bqj95yZIlkEgkmDx5siGSSc/s2bMRFhaG4cOH1/n32Lt3Lw4fPgyNRoMrV64gOjoaa9euRdu2bS2OjY2NtdgWGhqKAwcOGDdI85GWXYiM/DJMG90LPC4X45Ni8OWhyzh94jckDTWvNb5s2TIwDAOBQICsrCwoFApD6OmtW7cMgRrNAVZ4G4FmE9tshTfffBOBgYHYuHEjsrOzzfZ99NFHCAwMrPf69sSJE1i9ejU+++wzfPLJJ1iwYAH27t1rcVydOlIK3XA/pxhtg33AM2k7Gt4qAPfTM1Dde6yPVZ43bx4OHz6Mfv36YeDAgQBIeB8+fIjhw4ejsrISo0ePxuuvv16neO2mgFWbG4HmGtsMoNZghYYGMkRFRWHixIkQCoWYN28eUlNTkZmZ2aBzwas1KtVcuAhN5iEOF2JPP8iV6ho/tm7dOpw5cwYVFRVISUkBALi5uSEhIQG7d+/Gd999h4sXL9Y5kq0pYGfeRqC5xjY7irCwMMPfIpEI3t7eKCoqMtsOUGhndUJCQrB//37jBvdAuLTugirNBUDgRrW2/DqgirlY6zWJRCKIRCJMnz4dmzZtwsKFC7Fo0SLDfk9PT8ycORNbtmzB3LlzH+FqHQcrvI1Ac41tdhSFhYWGv6uqqlBaWoqgoCCL4y5dulSn87XvloDMgk+gjRwGrkAMCF3w4OFDTHj2WYtjZ8+ejeeee86gKiuVSsODdOPGjRg3bpzhIaJSqQwxz84IqzY7Ec4W2+worl69imPHjkGpVCIlJQVPPPGETSNbbURGRiI4JARbd34LJXjYu3cvSktLrcZZd+7cGVu2bEF5eTlyc3Px+eefY+zYsQDI2rxhwwbI5XJkZ2dj69atGDNmTIPH5WhY4XUifHx88Nlnn2HHjh2Ij4/H9u3bsWXLFosk9UflhRdeQFxcHMaMGYNJkyZh0qRJhh5S+/btsxrQXx9ycnJqreoRHR2N3bt3IzExEampqfj4448f6fsAYNOmTfjjjz/Qu3dv7Ny5E5s3bzbMmtOnT8eWLVsA0HKjc+fOGDFiBCZPnozk5GQ8q5uhV65cCY1Gg6SkJEyYMAFDhw7F5MmTH3lsjoKNbWZxCCtXrsS//vUv+PmZRzrt3bsXP/74I7766qsmGpnzwsY2szQ5UqkUQqHQQnBZ7AsrvCx2x93dvU7tclgeDVZtZmFxElqU2nz06FGMHj0aTz75JN5//31oNNYbP0kkEgwZMgQnT55s5BGysDQdTiu8hYWFWLVqFf7v//4Phw8fRn5+vtUQOgBYunQpJJIW2B+WhaUWnFZ4z5w5g/j4eAQFBYHL5WLixInmkTU6vv32WwQGBiIqKqoJRsnC0nQ4rfAWFBQgONjYmS4oKAj5+flmx6SmpuKnn37CG2+80djDY2Fpcpw2PFJbrTM7wzDgmmSNyOVyvP3221i3bp3NrI+NGzdi06ZNFtvZ2ZqlOeO0whscHIy7d+8a3hcWFprFv166dAklJSV4/fXXAQAZGRlYtWoVFi1ahGHDhpmda+7cuRbB5S3V2sxeV/PiUa7LaYW3b9+++Oijj5CXl4fAwEDs2bPHEEwOAP3798fvv/9ueP/iiy9ixowZbNEzlscGpxXegIAALF26FDNmzIBSqUTPnj0xZcoUpKSkIDAw8P+3d/5BUVXvH3/j7rI2QbYIpP20oWAYmmCRBWJJflS0rPJLJhBGx9RoRCEMh5FmBIEZC8xcwxlCyVGphjAc2khMJcdiCBoKTLfBSJ1MfizLz6AV2GV9Pn/45Q77BdlVEXbpvP6Ce85z7vNc9uGcvfd532PRNacMxmzAijTmGSwu6+J+4uLl5OTkzKw71oM5W3NYIywu6+Je4/rPzrwMhrVjsc95GQzG9LDkZTCslHmdvKaEDVqtFikpKZDL5YiIiIBKpZojT+8OU3F1dXUhKSkJkZGRiIiImLKs1BKZr0IUcz6HmZmZiI6OxqpVq1BbW2vewDO3QaFlodFoSCqVklqtJoPBQKmpqXT8+HGjPrt376aCggIiIlKpVPTaa6/R2NjYXLhrNubE9c4779CRI0e4/gEBAUbbWFoi5sQ1TlpaGkkkEvrhhx9m2cu7x5y4srKyKDc3l4iI/vjjD/Lz8yO9Xm9y7Hk785ojbDh37hxiY2MBAB4eHhCJRGhqapoLd83GnLhkMhliYmIA3H5eLhKJpnx9rCUxX4UopuIiIlRXV2PLli0AAFdXV3z++edmjT1vk9ccYUNXV9ekPmq1etZ8vBfMiSs8PByLFi0CAHz99dfQarVwd3efVT/vlvkqRDEVV19fHwCgqqoKCQkJiI+PR3d3N/h80/VTFlthdb+YEjaMH5v4TmUiAo/HmxX/7hVz4hrnq6++wv79+/Hpp59a7JYd48ykEMWSMBXX2NgYhoaGMDo6irKyMrS0tGDjxo04efIkHBwcph173s68S5YsMVoq/n9hw5363OsWHrOFOXEBwEcffYRDhw7hs88+s/hZFzAd10QhSlRUFFQqFfLy8nD27Nm5cNdsTMUlEom4rW0AwN3dHY8//jiuXr1qcux5m7xSqRSNjY1Qq9W4devWJGEDAAQHB3O79rW0tKCzsxMvvvjiHHhrPubEVVJSgtraWpSXl8/qTgj3g6m4xoUoSqUSSqUSL7zwArKzsycpyCwNU3HZ2tri5ZdfhlKpBHBbHdfe3g4XFxeTY8/rCquzZ8+isLCQEzbk5uaiqKiIEzYMDQ1h586duHr1KmxsbJCVlQVfX9+5dtsk08UVGxsLiUQCBwcHPPLII5xNVlbWlHv/WBKm/l4TsSYVmam4+vr6sGvXLly7dg0A8O677+LVV181Oe68Tl4GYz4zb5fNDMZ8hyUvg2GlsORlMKwUlrwMhpXCkpdxX9y8eZOrEpoL9Hr9pEqs/woseR8Abm5u8PLyglgshlgshq+vL7Zv347BwUEAtx9z3Gn3hzuRmZmJAwcOPAh374u1a9dyb/ksLi5Gdnb2fY0XGhqKn3/+GQCm3eN3nPT0dNTV1d3XOa2VeVseOdd8++23ePLJJwHc3vJyy5YtyMnJwb59++bYs5llYGCA+3nz5s0zOnZzc/Ndnf+/Bpt5ZwE7Ozu8/vrraG1t5Y799ttviI6OhlgsxrZt26DT6dDQ0ICAgAAjvWdiYiK+++47o/G6urqQnJwMiUSCsLAwrkoMAC5duoTo6GhIJBJkZGRgzZo13Ex2/fp1bNiwARKJBDExMfj11185Ozc3Nxw7dgyBgYGQSqU4fPgw13Ynu4yMDHR0dCApKQnV1dU4cOAAMjMzAQAjIyPIzs6Gr68vAgICpnzpPQBcuHABkZGREIvFyM7ONordzc0NbW1tMBgMyMrKgp+fH1asWIH33nsPOp0OCoUCv/zyC3bt2oWSkhIYDAYUFBQgLCwMXl5ekMvlaGxsBHB7U+/k5GSkpKRALBYjKioKly9f5s519OhRBAUFQSKRYNu2bdBqtdz1jI+Ph4+PDxITE80qW5w1Zk65yBjH1dWVbty4wf3e1tZG8fHxnGZz7dq1FBYWRhqNhnp7eyk4OJiUSiUZDAaSSqXU0NBARERqtZq8vb1peHiYduzYQYWFhZx9bm4ujYyMkEqlIj8/P/rpp59odHSUgoKCqLS0lHQ6HR05coRcXV2poaGB9Ho9yWQyOnjwIOl0OqqtrSV/f3/q6+vjfE5PT6fh4WGqr68nd3d36ujoMGkXEhLC+VtYWEg7duwgIqL8/Hxat24d9ff3k1qtppCQEPr++++NrtPw8DAFBATQl19+STqdjg4ePMj5O/E6VldXU1xcHN28eZOGhoYoJiaGKisruWtx4sQJIiI6ceIErV69mgYGBmhsbIz27NlDcXFxXJubmxvV1NTQ6OgoZWVl0YYNG4iI6Ny5cySVSqm1tZVGRkYoOTmZPvjgAxocHCQ/Pz9SKpWk1+upsrKSQkNDaXR0dCY/LvcMm3kfEJGRkfDx8cHy5cuRmJgIFxcXbncHAEhISICTkxMcHBzg7e2NtrY2LFiwADKZDGfOnAEAnD59GsHBwVi4cCFnp9Fo0NTUhIyMDAiFQnh4eCAuLg5VVVVobm6GjY0N1q1bB4FAgPXr13NytIsXL0Kr1eLtt9+GQCBAYGAgxGIxTp8+zY29fv16LFy4EP7+/nB0dERbW5tZdlNx6tQpJCcn49FHH8Vjjz2Gw4cPw9PT06hPc3MzhEIh4uPjIRAIsGnTJohEoklj2dvb46+//oJSqYRWq0VFRQWio6Mn9QsLC8OhQ4dgZ2eHjo4OPPzww+ju7ubaXVxc8Morr8DW1hYymQzXr1/nfH3jjTfw/PPPQygUIi8vD2vWrMH58+exbNkyREZGgs/nIzo6GnZ2dtxKZq5h33kfEN988w33nXcqJtYdCwQCbrkol8uRlpaGnTt34tSpU9i0aZORXWdnJ0QiER566CHu2NKlS/H7779PUkXZ2NhwyatWq9HT02NU32wwGODq6sr9PlGCxufzcevWLXR3d5u0m4qenh4j9cyzzz47ZZ+J/vJ4PCPt6ziBgYFIT09HeXk58vLyIBaLkZ+fj6eeesqon06nQ3Z2NhobG/H0009PUohNjI/H44H+rzK4t7cX3t7eXJujoyMcHR1x5swZqFQqo9jHxsYsRvPNktfCEIvF4PP5+PHHH3HlypVJhffOzs7o7+/H8PAwl8AdHR1YvHgxlixZMumxybgczcnJCcuWLUN1dTXX1t7ezon278S92jk7O0Oj0XCqppqaGvD5fCNFjbOzMzo7OzldNRGhp6dn0lg3btyAj48P4uPj0dPTg927d2PPnj2T7r4rFArY29ujrq4OAoEANTU1eP/996f1c6Kv4/z555+oq6uDs7MzXnrpJZSUlHBtf//9N5ycnEyOORuwZbOFYWNjA5lMhr179yI0NHSS8Hzp0qXw9PTE3r17odPp0NLSgoqKCoSHh8PLywsLFizAF198gbGxMZSVlXGPWjw9PaHX63H8+HEYDAZcvnwZq1evxoULF6b1x5SdQCDAv//+O8kuPDwcxcXFGBwcRFdXFwoKCoxefAAA3t7e4PF4OHbsGPR6PUpLS42WuePU19cjPT0dvb29WLRoEYRCIffPw9bWljv/4OAghEIheDwe2tvbsX//fuj1epPXXCaToaKiAteuXcPIyAg+/vhjaDQaBAUFQaVS4fz58yAi1NfXY9WqVSYfX80WLHktkJUrV6K1tRVyuXzK9n379qG9vR1SqRRbt25FamoqQkJCwOfzoVAoUFZWBn9/f1y8eBFPPPEEBAIBbG1tUVxcjJMnT8Lf3x+bN2/G1q1bERgYOK0vpuwiIiKwfft2lJeXG9mlpKTgmWeegUwmQ2xsLBISEhAUFGTURyAQ4JNPPkFVVRUkEgmampqmXI7HxsbCx8cHK1euhJ+fHwYGBrj7BzKZDAqFAgqFAqmpqbh06RKWL1+ON998E1FRUejv78c///wzbYxBQUFISkrCW2+9hRUrVsDe3h5paWkQiUQoKipCUVERfHx8kJOTg/z8fLO0trMBkwRaID09PdwrQAUCgdl2Wq0Wra2tEIvF3DGpVIrS0lKL+cAxZg4281oYV65cQWFhISIiIu4qcYHbN2E2btyI5uZmEBEqKytha2s75c0ihvXDZl4LQy6Xg8fj4ejRo1i8ePFd29fU1ODDDz+ERqPBc889h5ycHHh4eDwATxlzDUteBsNKYctmBsNKYcnLYFgpLHkZDCuFJS+DYaWw5GUwrBSWvAyGlfI/fJ8AbzhtqvkAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 252x244.8 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 252x244.8 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "We then performed the same analysis with the CRISPRi fitness profiles." + "x='core_genome_alignment'\n", + "y='spearman'\n", + "for i,screen in enumerate(['LB','M9','GMM']):\n", + " temp=medians[medians.gene_type=='CDS'].filter(regex=screen).drop('median_'+screen,axis=1).drop_duplicates()\n", + " temp.columns=[c.split('_')[0] for c in temp.columns]\n", + " distances=get_distances_df(temp,phylogenetic_distances)\n", + " distances['MG?']=[True if 'MG1655' in list(distances.loc[i,['strain1','strain2']]) else False for i in distances.index]\n", + "\n", + " plt.figure(figsize=(3.5,3.4))\n", + " ax=sns.regplot(distances.core_genome_alignment,distances[y],scatter_kws={'s':0,'linewidth':1,'edgecolor':'w','alpha':0.4},line_kws={'linewidth':3,'linestyle':':'},ci=False,color=sns.color_palette()[i])\n", + " sns.scatterplot(x,y,s=50,linewidth=1,edgecolor='w',style='MG?',alpha=0.4,color=sns.color_palette()[i],data=distances)\n", + " spearman1=spearmanr(distances[x],distances[y])\n", + " plt.text(x=0.16,y=0.12,transform=ax.transAxes,s=\"rho = \"+str(round(spearman1[0],2))+', p = '+str(round(spearman1[1],int(np.log10(1/spearman1[1]))+2)))\n", + " without_MG=distances[(distances.strain1!='MG1655')&(distances.strain2!='MG1655')]\n", + " sns.regplot(without_MG.core_genome_alignment,without_MG[y],scatter_kws={'s':0,'linewidth':1,'edgecolor':'w','alpha':0.4},line_kws={'linewidth':3},ci=False,color=sns.color_palette()[i])\n", + " spearman2=spearmanr(without_MG[x],without_MG[y])\n", + " plt.text(x=0.16,y=0.05,transform=ax.transAxes,s=\"rho = \"+str(round(spearman2[0],2))+', p = '+str(round(spearman2[1],int(np.log10(1/spearman2[1]))+2)))\n", + " ax.legend_.remove()\n", + " plt.title('CRISPRi screen ('+screen+')')\n", + " plt.xlabel('Phylogenetic distance')\n", + " plt.ylabel('1 – Spearman\\'s rho\\nof fitness profiles')\n", + " plt.xticks([0,0.2,0.4,0.6])\n", + " \n", + " y_ticks=ax.get_ylim()\n", + " plt.yticks(np.arange(round(y_ticks[0],1),round(y_ticks[1],1)+0.1,0.1))\n", + " plt.tight_layout()\n", + " plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "scrolled": true + }, + "source": [ + "We also investigated if strains from the same phylogroup have more similar fitness profiles than strains from different phylogroups. The following analysis shows that this is not the case." ] }, { "cell_type": "code", - "execution_count": 23, - "metadata": {}, + "execution_count": 139, + "metadata": { + "scrolled": false + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "LB\n" + "3276\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 504x252 with 2 Axes>" + "<Figure size 108x216 with 1 Axes>" ] }, "metadata": {}, @@ -1565,14 +1670,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "M9\n" + "3276\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 504x252 with 2 Axes>" + "<Figure size 108x216 with 1 Axes>" ] }, "metadata": {}, @@ -1582,14 +1687,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "GMM\n" + "3276\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 504x252 with 2 Axes>" + "<Figure size 108x216 with 1 Axes>" ] }, "metadata": {}, @@ -1597,30 +1702,31 @@ } ], "source": [ + "collection=pd.read_excel('Phylogroups.xlsx')\n", + "\n", + "colors=['Blues','Oranges','Greens']\n", + "y='spearman'\n", "for i,screen in enumerate(['LB','M9','GMM']):\n", - " print(screen)\n", - " plt.figure(figsize=(7,3.5))\n", - " temp=medians.filter(regex=screen).drop('median_'+screen,axis=1)\n", + " temp=medians[medians.gene_type=='CDS'].filter(regex=screen).drop('median_'+screen,axis=1)\n", + " #Select genes that are essential in 2 to 16 strains only.\n", + " #temp=temp.loc[[i for i in temp.index if (len(temp.loc[i][temp.loc[i]<(-3)])>1)&(len(temp.loc[i][temp.loc[i]<(-3)])<(temp.shape[1]-1))]]\n", + " print(len(temp))\n", " temp.columns=[c.split('_')[0] for c in temp.columns]\n", " distances=get_distances_df(temp,phylogenetic_distances)\n", - " ax1=plt.subplot(1,2,1)\n", - " ax=sns.regplot(distances.core_genome_alignment,distances['spearman'],scatter_kws={'s':50,'linewidth':1,'edgecolor':'w','alpha':0.4},line_kws={'linewidth':3},ci=False,label='all',color=sns.color_palette()[i])\n", - " spearman=spearmanr(distances.core_genome_alignment,distances['spearman'])\n", - " plt.text(x=0.1,y=0.05,transform=ax.transAxes,s=\"rho = \"+str(round(spearman[0],3))+'\\np = '+str(round(spearman[1],int(np.log10(1/spearman[1]))+2)))\n", - " plt.title('All strains')\n", - " plt.xlabel('Phylogenetic distance')\n", - " plt.ylabel('Spearman correlation\\nof fitness profiles')\n", - "\n", - " distances=get_distances_df(temp.drop('MG1655',axis=1),phylogenetic_distances)\n", - " ax2=plt.subplot(1,2,2,sharex=ax1)\n", - " plt.setp(ax2.get_yticklabels(), visible=False)\n", - " ax=sns.regplot(distances.core_genome_alignment,distances['spearman'],scatter_kws={'s':50,'linewidth':1,'edgecolor':'w','alpha':0.4},line_kws={'linewidth':3},ci=False,label='all',color=sns.color_palette()[i])\n", - " spearman=spearmanr(distances.core_genome_alignment,distances['spearman'])\n", - " plt.text(x=0.1,y=0.05,transform=ax.transAxes,s=\"rho = \"+str(round(spearman[0],3))+'\\np = '+str(round(spearman[1],int(np.log10(1/spearman[1]))+2)))\n", - " plt.title('All strains but MG1655')\n", - " plt.xlabel('Phylogenetic distance')\n", - " plt.ylabel('')\n", - " plt.tight_layout()\n", + " distances['phylogroup1']=[collection.loc[collection['Strain name']==s,'Phylogenetic group MLST'].values[0] for s in distances['strain1']]\n", + " distances['phylogroup2']=[collection.loc[collection['Strain name']==s,'Phylogenetic group MLST'].values[0] for s in distances['strain2']]\n", + " distances['same_phylogroup']=[True if distances.loc[i,'phylogroup1']==distances.loc[i,'phylogroup2'] else False for i in distances.index ]\n", + " \n", + " plt.figure(figsize=(1.5,3))\n", + " sns.set_style('ticks')\n", + " g=sns.boxplot(x='same_phylogroup',y=y,color='white',data=distances)\n", + " sns.swarmplot('same_phylogroup',y,data=distances,palette=sns.color_palette(colors[i],2))\n", + " g.set(xlabel='',ylabel='Spearman\\'s rho\\nof fitness profiles')\n", + " g.set_xticklabels(labels=['Different','Same'],rotation=30,ha='right')\n", + " plt.xlabel('Phylogroup')\n", + " sns.despine(offset=10,bottom=True)\n", + " pvalue=st.ttest_ind(distances.loc[distances.same_phylogroup,y],distances.loc[~distances.same_phylogroup,y])[1]\n", + " plt.text(x=0.5,y=0.98,transform=g.transAxes,s=\"p = \"+str(round(pvalue,2)),ha='center')\n", " plt.show()" ] }, @@ -1628,7 +1734,86 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In contrast with the gene expression profiles, the correlation between phylogenetic distance and similarity in gene essentiality was very weak and barely significant in LB and was absent in M9 and GMM, regardless of the inclusion of K-12 MG1655. Altogether, this suggests that while changes in the expression level of core genes are strongly linked to vertical inheritance, changes in gene essentiality are not." + "Considering each “variably essential†gene individually, We then wondered whether pairs of strains that share an essential gene tend to be more closely related than pairs for which the gene is differentially essential. We therefore selected gene that are essential in at least 2 strains while being dispensable in at least 2 strains. In order to avoid redundancy, we removed the upstream gene of an operon if a polar effect in the downstream gene explained the fitness effect (for example, both *ycaR* and *kdsB* are variably essential, but the fitness effect of *ycaR* is explained by a polar effect in *kdsB*). For each of these genes, we calculated the correlation between the phylogenetic distance of pairs of strains and the absolute difference in their gene score. This showed that there is a correlation for a handful of genes whose contribution to fitness changes in some clades, but no signal could be seen for the majority of “variably essential†gene." + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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zMX36dPTt2xcGBgZ48+YNLly4gDVr1ki6NEJIA8nMGVS/fv1w4MABdOnSBf/88w+MjIxw8OBB9OtH9zcIaalk5gwKeD+KZuWb5ISQlk1mzqAIIbKHAooQIrVkJqB27tyJoqIiSZdBCGlCMhNQW7durfY77wghLZfM3CR3dXXFvHnz4OrqCi0tLbEv8bS0tJRgZYSQhpKZgLpy5QoA4M6dO2LT5eTkEBsbK4mSCCGNJDMBdf581T5eDfHbb7/h5MmTOHDgQJOsjxDScDJzDwoA4uPjMXfuXIwZMwbZ2dnYsGEDysrK6t3+wYMH2L59ezNWSAj5GDITUPv370dISAh69uyJBw8eQF5eHgkJCQgLC6tX+8LCQgQHB2POnDnNXCkhpL5kJqB27NiB7du3Y+zYsZCTk4OGhgY2b96MM2fO1Kt9SEgIJkyYQOOXEyJFZCagioqKoKWlBQDcX/DU1NQgL1/3Lh4+fBhKSkq1fjV6ZGQkTExMxP4RQpqXzARU3759ERQUhFevXgEAcnNzERYWBgcHhzrbHj9+HH///Te8vLywZMkSPH78uMrYUgEBAUhKShL7RwhpXjITUIsXL0b79u3h4eGBd+/ewcHBAeXl5fjuu+/qbPvLL7/g5MmTOHbsGMLCwtC1a1fs2LHjX6iaEFIbmXnMoG3btlixYgXCwsKQk5MDDQ2Nel3eEUKkl8wElEgkwoEDB/DXX38hMzMT+vr6GDp0aK33larD5/PpGShCpITMBNTatWvxn//8B+PGjYOuri7evHmDiIgIvH79GpMnT5Z0eYSQBpCZgIqJicGxY8egqanJTXNwcICPjw8FFCEtlMzcpFFXV4dAIBCbJi8vD0VFmclgQlqdFv/pPXr0KACAx+Nh3LhxGDt2LAwMDJCZmYldu3bB1dVVwhUSQhqqxQdUdHQ0938dHR38+eef3OuOHTvS9+IR0oK1+IDavXu3pEsghDSTFh9QFbKzs7Fv3z6kpaVBJBKJzVu1apWEqiKENIbMBNT06dOhrKwMHo9HD2gSIiNkJqCSkpKQmJhI45ITIkNk5lTDzs4ON2/elHQZhJAmJDNnUOPGjcO4cePQtWtXtGvXTmzerl27JFQVIaQxZCaglixZgsGDB8PCwgIKCgqSLocQ0gRkJqAyMzPpr3UtlLwckPGupMp0FUV5dGxD9xRbM5kJKE9PTxw8eBDe3t6SLoV8pDIhg+3qqt/Kk7i4nwSqIdJEZgLq4cOH2LdvH8LDw9GhQwexL+6k78UjpGWSmYCib2MhRPbITEBZWVlJugRCSBOTmYDq1q2b2GVdZdRhmJCWSWYC6sP7TLm5udi2bRvs7OwkVBEhpLFkJqA++eSTKq9/+OEH9O/fH76+vhKqihDSGDLT1aU6//3vfyVdAiGkEWTmDMrZ2VnsHpRQKERWVhZmzZolwaoIIY0hMwG1evVqsdfy8vIwNDSErq6uhCoihDSWzAQUPWZAiOxp8QFV2+MFACAnJ4cHDx78ixURQppKiw+o6rqxlJeXY8uWLYiJicGECRPqtZ4//vgDu3fvhpycHAwNDbFixQpoaGg0dbmEkI/Q4gPqw8cLHj58iEWLFkEoFGL//v3o0aNHnet48uQJtm3bhsOHD0NdXR0bNmzAhg0bEBoa2lxlE0LqQWYeMygvL8ePP/6IESNGwMnJCYcPH65XOAGAqqoqQkNDoa6uDgAwNTVFampqc5ZLCKmHFn8GBQD37t3DokWLoKioiH379sHU1PSj2hsaGsLQ0BAAUFhYiC1bttDDnYRIgRYfUOvXr8fOnTvh5eWFyZMnQ1FRscrZj4GBQb3WlZWVhWnTpsHMzAzDhw8XmxcZGYmNGzc2Wd2kbjUNZKcgLwehiFXbhga5ky0tPqC2bdsG4P03DB8+fBiMif/gysnJ1auzcHJyMiZOnAhPT08EBgZWmR8QEICAgACxaSYmJo2onNSlpoHsri50rnY6QIPcyZoWH1CPHj1q9DrevXuH8ePHIyAggEbkJESKtPiAagq7d+9GTk4O9uzZgz179gAAvvjiC6xbt07ClRHSulFA4f23Ek+fPl3SZRBCPiAzjxkQQmQPBRQhRGpRQBFCpBYFFCFEalFAEUKkFgUUIURqUUARQqQWBRQhRGpRQBFCpBYFFCFEalFAEUKkFgUUIURqUWdhUqu8IgFKy0VVpotY9QPGSVpNg9zVNJBdTftXWxvy76GAIrUqLReBv7LqN+dcXegsgWrqVtMgdzUNZFfT/tXWhvx76BKPECK1KKAIIVKLAooQIrUooAghUosCihAitSigCCFSiwKKECK1KKAIIVKLAooQIrUooAghUosCihAitSig/ufMmTNwd3eHq6srVqxYAaFQKOmSCGn1KKAAZGZmIjQ0FDt37sTp06eRkZGBw4cPS7osQlo9CigAV65cgaWlJXR1dSEvLw9vb28cP35c0mUR0upRQAF4+/Yt9PT0uNe6urrIyMiQYEWEEIDGgwIAiETiA5YxxiAvL57dkZGR2LhxY5W2JiYmzVqbNFCpZprTkY+b3pA2TbkNhyM1NEDN66qtDfl3UEAB0NPTw5MnT7jXmZmZ0NXVFVsmICAAAQEB9V6niYkJkpKSmqzGlqK17jfQuve9udAlHgA7Oztcv34d6enpEIlEiI6ORt++fSVdFiGtHp1BAdDW1sb333+PiRMnQiAQwMLCAqNGjZJ0WYS0ehRQ/+Pi4gIXFxdJl0EIqYQu8ZrJjBkzJF2CRLTW/QZa9743FznGpPT7gwghrR6dQRFCpBYFFCFEalFANbOkpKRWc/O9NXe4Lisrw/jx43Hp0iVJlyJTKKCaCWMM+/fvx7fffouioiJJl9PsWnOH60ePHmHkyJG4deuWpEuRORRQzSQlJQXXrl3DTz/9JOlS/hWtucP1vn37MG3aNPTs2VPSpcgceg6qkY4fP45ly5ZVmX716lWsX78eKSkpEqjq39eaO1xXvP87d+6UcCWyhwKqkQYPHozBgwdLugyJq0+Ha0I+Fv0EkSahp6eHt2/fcq+r63BNyMeigCJNgjpck+ZAl3ikSVCHa9IcqKsLIURq0SUeIURqUUARQqQWBRQhRGpRQBFCpBYFFJEqb968kXQJVZSVlbWap+KlTasPqKdPn8Lf3x8WFhb46quv4Ofnhxs3bki6LJkSGRmJhQsX1rnc7t27ERkZCQBITU2Fubl5k9bh7OyMxMTEj243Z84cXLlypUlrIfXTqgNKKBRi0qRJsLe3R0JCAq5duwYvLy9MnDgRmZmZki6v1cnLy+P+b2BggNu3b0uwmv+vcl3k39WqAyovLw9v3rzB4MGDoaSkBEVFRXh7e2P48OHIzs4G8P637saNG9GnTx9YW1tj27ZtXPusrCwEBASAz+djwIABOHfuHDfvzp078PPzg7W1NXg8HhYvXsz1VzMxMcHSpUthaWmJkydPYvTo0di8eTPc3Nxgbm6OsLAwnD59Gk5OTrCyssKuXbu49UZFRWHgwIEwNzeHs7MzTp8+DQBITEyEj48PlixZgq+++gpubm6Ij4+vdr9zc3Mxa9YsWFhYwNHREX/88QcAQCAQYMWKFbCzs0OfPn0QHh4OgUAAABg9ejQWLlwIa2trhIWFYeHChZgzZw769OmDqVOnAgCOHj0KNzc38Pl8zJ07F/n5+VW2nZ2djZkzZ6Jv377o2bMnxowZg7dv3+LSpUvYunUrjh8/jilTpiAlJUXsS1EPHjyI/v37w8rKCtOnT+e61Rw+fBhTp07FjBkzYG5uDi8vLzx69KjG9/z8+fPo168fHB0dERUVVed7uWHDBty4cQNLly5FVFQUvvzyS26/du/eDUtLS+59DQ8P50avqO1Y1DTvY/elVWCt3IgRI9iAAQPY1q1b2e3bt5lAIBCb7+TkxIYOHcqysrLY06dPmZ2dHYuNjWWMMTZu3Di2bNkyVlpayu7evctsbW3Z06dPuXZHjx5ljDH26tUrxufz2aVLlxhjjHXt2pWtWLGClZaWsqKiIubn58cGDx7MsrOz2bNnz5ipqSmbPHkyKygoYBcvXmRmZmastLSUJSQksL59+7L09HQmEonYnj17mJ2dHWOMsYSEBNa1a1e2e/duJhAI2M8//8xcXV2r3eeAgAA2Z84cVlhYyJ4+fcosLS3Zw4cPWUREBPP19WVZWVksKyuL+fj4sJ9++okxxpifnx/z9fVlhYWFLD8/nwUFBTFnZ2eWm5vL8vPz2fXr1xmfz2cPHjxgxcXFbOnSpWzOnDmMMcYiIiJYUFAQY4yxoKAgFhwczAQCAcvPz2d+fn5s7dq1VZZ7/fo169q1K2OMsfj4eGZjY8Pu37/PSkpK2NKlS5mfnx9jjLHo6GhmYmLCzp07x0pLS9n333/Pxo8fX+1+Ozk5MR8fH+4429nZsbi4uDrfSz8/PxYdHc0YY+zrr7/m3v8ZM2awHj16sIcPHzLGGPPw8GC3bt2q9VjUNu9j9qW1aNVnUACwY8cODB06FGfOnMHIkSNhY2ODDRs2gFV6wH7q1KnQ1NSEsbExhg0bxg3Idu3aNcyfPx/Kysr48ssvMWjQIBw9ehQA8Ouvv8LLywv5+fnIzs6Guro6srKyuHUOHDgQysrKUFNTAwAMGTIEnTp1QufOnaGtrY1hw4ahbdu26NOnD8rKypCVlYWePXti//790NHRQUZGBlRUVMQuRdu0aQM/Pz8oKSnB3d0dL1++rLK/paWlOH/+PAIDA9GmTRsYGxtj9+7d+OSTT3DixAkEBARAU1MTmpqaCAgIQExMDNfWyckJbdq0Qbt27QC873/XsWNHtGvXDseOHYOvry9MTU2hqqqK2bNn49SpUygpKRHb/ty5c7FgwQKIRCKkpaWhY8eOYselOqdOnYK3tze6d+8OFRUVBAUF4datW0hLSwMAGBsbo1+/flBWVsaAAQOq3e/K72XFcfb29sZff/1V53tZmb29PRITE8EYw99//41Bgwbhxo0bePv2LTIzM9GrV69aj0Vdx+lj9qU1aPV98dTU1DBp0iRMmjQJBQUFuHjxIkJDQ6Gnp4cRI0YAAAwNDbnl9fT0cPfuXaSnp0MoFMLe3p6bJxQKueF9b926hQkTJkAoFMLMzAxlZWVioaelpSVWh7q6Ovd/BQUFtG/fHgC4IUtEIhHk5OTw448/4vz589DX14exsbHYOjQ0NMTWwarpxfTPP/+grKxMbKSBikuptLQ06Ovrc9P19fXF/nr1Yc2VX6elpSEmJga///47N01JSYkLkcrLLV++HCkpKejatStKS0vRtm3bKnVWlpqaiu7du3Ov1dTU0LFjR662Tp061bnflfepgq6uLu7du1fne1mZg4MDQkNDkZSUhE8//RTW1ta4cOEC2rZtCzs7O8jLy9d6LOo6Th+zL61Bqw6okydPYsuWLdzIj+3atYO7uzuuX7+Ox48fc8u9ffsW3bp1A/D+A6ajowNtbW2oqanh2rVrXIhkZGRAWVkZ6enpCA4OxqFDh9C1a1cAgJeXl9i25eTkan1dnV9//RXp6emIi4uDmpoaHj58iBMnTnzUPmtqakJRUREZGRlc8EZHR8PIyAg6OjpIS0uDkZERgPfBoKmpWa+atbW1MWPGDEycOBHA+0B9/vw5Pv30U7E28+fPx7fffgsfHx8AwIoVK6q9V1VZRV0VioqKkJubC01NTTx79uyj9j8rK4sL5NTUVOjr69f6Xn6oV69eSEtLw7lz58Dj8WBlZYW1a9dCUVERDg4OdR6L2uZJyx8FpEmrvsSzsbHB27dvERkZifz8fAiFQty9excXL16Eo6Mjt1xUVBTevXuH5ORkHDp0CJ6enjAwMED37t0RGRkJgUCAlJQUjBo1CmfOnEFhYSHk5OSgqqoKoVCIX3/9FY8ePUJ5eXmj6n337h1UVFSgoKCAnJwcrFy5EsD753TqS0FBAS4uLoiMjERJSQmSk5Oxdu1aqKmpwcPDA5GRkcjOzkZOTg5+/vlnDBw4sF7r9fT0xL59+5CcnAyRSIRt27bB39+/yhnAu3fvuMva+Ph4REdHc/UrKyujoKCgyroHDx6MAwcO4MGDBxAIBFi3bh1MTU3Fzmzra8uWLcjLy8Pjx49x8OBBeHl51fpefliXgoICbGzvn6ZCAAAOkklEQVRsuBvkBgYGUFZWxvnz57kzsNqORX2PE3mvVZ9BderUCXv27MG6devQv39/lJaWwtDQELNmzRIby+jzzz+Hp6cnhEIhpk+fDhsbGwDA+vXrERoaCnt7eygqKmLYsGHw8fGBnJwcxo0bh2HDhkFOTg7m5uYYOHAgnj9/3qh6x40bhzlz5oDP50NdXR3e3t5ISkr66PUuXboUoaGhcHR0RNu2bbFo0SJ069YNnTt3RkFBAby8vFBWVgYPDw8EBgbWa502NjaYNm0apk2bhszMTHTt2hWbNm2CoqL4j1hISAhWr16NkJAQfP755xg+fDgSEhIAvL98+u233zBq1CiEh4eLrTswMBAzZ85EdnY2LC0tsXHjxo/a5wq9evXCoEGDoKysjDlz5sDCwgJAze8lAAwYMAArV65EdnY2Zs+eDQcHB5w9e5Z7TsvKygrPnj3jLs9qOxb1PU7kPRpupQ7Ozs5YtWoV+Hy+pEshpNVp1Zd4hBDpRgFFCJFadIlHCJFadAb1P5L+/jpp7MVPiKQ1OKA+7CtVXyYmJhIPgw89ePAAEyZM4F67u7s3akSDxMREODs7AwBiYmLg7+9f6/JZWVlwd3dv8PakUX3f54ULF3IjGPj7+3NPrsfHx8PW1haWlpZ4/fo1pk2bht69eyMkJKQ5y25S5ubmSE1NlXQZLRr9bRNAfn6+2DNKJ0+ebLJ1e3p6wtPTs9ZlSkpKUFxc3GTbbKm2b9/O/f/kyZNwc3PD0qVLkZGRgdjYWMTHx4s9aS3t6MHLxqv1DColJQV2dnYIDw/neshfvHhRbJmff/4Z9vb2sLOzw+HDhwEAQUFBWL16NbfMq1evYGVlVeWBwtjYWLi7u4PH42Hs2LFiz/Ns374dNjY2cHZ2xubNm7kzEqDhvcGra1dUVISJEyciNTUVPB4PgPi4QQ8ePICvry/Mzc3h6emJmzdvVnusNm/eDD6fD3t7e1y4cIGbfvjwYYwePRoA8OTJE/j4+IDH48Hd3Z07W/Dz8wPw/jduRkYGXrx4AX9/f/Tp0wfm5uaYPn06CgsLAbwfVSAiIgIDBgwAj8fDggULuBEHahqlgDGGHTt2wNnZGba2tli+fDnX5kMXL17EsGHDYGlpCT6fjw0bNnDzTExM8Ntvv6FPnz6ws7PDjh07uHnnz5+Hq6srLCwsuDOi6mRlZcHf3x/m5ubw8/PjRo2o2LfDhw9jxYoVOHLkCA4ePIgxY8bAzc0NANCvXz8kJibWOorEhyNFFBQU4LvvvoOtrS369euHffv2iW2vOY9lxVlkSkoKHBwcsGHDBvD5fDg5OXG9Fz6Um5uLyZMnw8LCAiNGjMDixYu549nQfamtXWWFhYUICAiAlZUVnJ2dER4ezj1AWtPnICMjA1OnToWlpSVcXV0RHR3doPeiRrX1JK7oUb5o0SJWUlLCzp49y3r37s3evn3LzVu5ciUrLy9nJ0+eZL169WKlpaUsLi6OOTk5cevZsmULW7RoEWPsfU/+169fs+TkZGZhYcGuXr3KBAIB27JlC3N1deXa29nZsadPn7K8vDw2cuRIbn0N7Q1eW7uEhASxep2cnFhCQgIrLS1l9vb2bNeuXaysrIwdP36c2drasrKyMrHjdObMGWZvb89evHjBcnJymLe3N7e+6Ohoruf9xIkT2S+//MLVY2FhwYqKisR67jP2vvf85s2bmVAoZFlZWWzgwIFs37593Dx3d3eWkZHB0tLSmIODA4uJiWGM1TxKwdGjR5mrqyt79eoVy8/PZ1OmTGHr16+v8n4XFBSwr776iiUmJjLGGLt37x4zMzNjycnJ3Hs3Z84cVlxczOLj45mpqSlLTU1l6enprHfv3iwuLo6VlpaykJAQ7n3+0JQpU9iCBQtYSUkJi4+PZ2ZmZiwiIoLbt4pRA4KCgrjpHx6f2kYe+HCkiMWLF7Pp06ez/Px89vLlS+bi4sIuX77c7MeyopbXr19z9YeHhzOBQMCOHDnCzM3NWUlJSZU2s2bN4o7x9evXWY8ePbjj0NB9qa1dZVFRUSwgIIAJBAL29u1b5uTkxK5du1br58DPz48tW7aMlZSUsHv37jE+n8+uXr360e9FTep1D2rBggVQUVFB//79YWpqKnYWNX36dK77RHFxMXJycmBnZ4fCwkLcu3cPAHD69GkMGjRIbJ1nz56Fo6MjbGxsoKSkhEmTJqG4uBh37tzBn3/+CW9vbxgbG0NdXR3Tpk3j2jW0N3h9e9tXdvPmTSgoKGD06NFQVFSEh4cHfv755yrLnTlzBsOGDcNnn30GDQ0NTJ48udr1tW/fHhcuXMClS5fQs2dPXLt2jev2UVl4eDgmTJiAkpISZGRkVOnxP2TIEOjo6EBPTw+WlpZ4+fJlraMUHDt2DN9++y0MDQ3Rrl07zJw5U+w3XQVVVVUcPXoUVlZWyM3NRWFhIdq0aSO27bFjx0JVVRXW1tbQ0tJCSkoKLl26BDMzMzg6OnJPaFentLQUly5dwowZM6CiogJra+uP/vbh+ow8UDFShIqKCmJiYjBv3jy0a9cOn376KUaOHCm27811LKvj7+8PJSUleHh4oLCwUOzsEXg/HldsbCwCAwOhqqoKHo/HdVgWiUQN2pf6tKvQvn173Lt3D3/++SeUlJRw7tw5WFpa1vg5yMzMxK1btzB//nyoqKjAzMwMPj4+YmeHH/NeVKfOe1AdOnRAx44dudd6enpiB7ZDhw4A3vfIBoDy8nIoKirC1dUVZ86cQfv27ZGWlgZra2ux9aampsLAwIB7LScnBz09PWRkZCAzMxO9e/fm5lXugd7Q3uD17W1fWXZ2NnR0dMSmVa6r8nIVl4cA8Mknn1S7vuDgYKxbtw6LFy9GYWEhhg8fjnnz5lVZ7smTJ5g0aRLy8vJgamqK/Px8sb5alfdRUVERjLE6RylYtWoV1qxZw80TCAQoLS2FiooKN01BQQFnzpzBr7/+CjU1NfTo0QOMsVq3LRKJkJ2dLbbd9u3bcz8XleXl5aG8vFxs2co/A/VRn5EHKkZZyMnJgUAgwLBhw7h5IpFIbGSE5jqW1anYVkW3loqB7irk5eVBIBBUe3waui/1aVfB29sbubm52Lp1KxYuXAgHBweui091n4O///4bGhoaYr9k9fX1cf/+fe71x7wX1akzoAoKClBcXMwVkZqayvXars2gQYMQFhaGjh07wtXVtUpfIx0dHbGe6IwxpKWloVOnTtDV1UV6ejo3r/KQHw3tDV5bu4rRGT+ko6NTZd6PP/6IUaNGQVtbW2y5yn+tqWl9jx8/RlBQEEJDQ3Hnzh3u2r1ixAPg/Q97YGAgIiMj0adPHwAQO4OsSW2jFGhrayMgIIA7iy0pKcHbt2+rfKBu3bqFnTt34tChQ9DX1wdjDFZWVnVuW0dHR+ysuri4uNpOvxoaGtwvhc8++wwAkJmZyQ0tUx/1GXmgYpSFiu399ddf3KgMOTk5EAqFtW6jKY5lQ2hqakJJSQnp6encKBAVNTR0Xz6mXXJyMjw8PDBlyhS8efMGCxcuxLZt2+Ds7Fzt58DX1xe5ublV8qG6ETAaWn+dl3gikQgREREoKyvD2bNnkZycLNbTvyZ8Ph///PMPjhw5UuXyDnjfAfP8+fOIj49HWVkZoqKiICcnBwsLC3h4eODQoUN49uwZ8vPzxYbZbWhv8NraKSsro7i4uMrBqjhb2rt3L4RCIU6dOoXo6GixM0rgfW/7Q4cO4cmTJ3j37p1YvZWtW7cOUVFREAqFXMCpq6tzH66CggLut3GbNm3AGMPJkydx6dKlOkdCqG2UgsGDB2P79u1IT0+HQCDA6tWrsWDBgirryM/Ph4KCAlRUVCAQCLBmzRq8e/euzm337dsXT58+xenTpyEQCBAREVHl7AB4PyqAm5sb1q9fj+LiYty6dQuxsbG1rvtDdY088OExGThwINatW4eioiLk5ORgypQp2L17d63baIpj2RAKCgoYMGAAIiIiUFpaijt37uDs2bON3pf6tjtx4gSWLl2KgoICdOrUCUpKSlBXV6/xc6ClpYVevXph7dq1EAgEePjwIQ4dOlTtCBgNrb9e96BEIhH69OmDiIgIbNq0SWxgtBpXLC8PNzc35ObmVvtb2NjYGD/88APCwsJgZWWFuLg4REVFQVlZGba2thg1ahRGjBgBT09PGBsbc5eQlXuD83g8xMXF1as3eG3tunTpAn19fVhaWor95ldWVsbmzZsRExMDKysr7NixA5s3b+ZqqWBnZ4epU6di3LhxcHNzQ8+ePautYcWKFbh27RosLS3h7e2NsWPHwsLCAtra2ujTpw/s7e2RlpaG7777DjNmzACfz8f+/fvx9ddf12vEgqVLl6KsrAyOjo6YOHEiN0rBsGHD4Obmxo0Y+vr1a6xbt65K+4q/xrq4uKBv377IysqCtbV1ndvu1KkTNm7ciIiICPD5fJSVlVUJ8co1ikQi2NraIiws7KPvQQHvRx54/Pgx7O3t4evrC3d3d27kgQ8FBweDMYb+/ftj4MCBMDExwYwZM+rcRmOPZUMtXrwYubm5sLa2xpo1a8Dj8bift4buS33bTZ48Gerq6ujXrx/s7e2hra2N8ePH1/o5WL9+Pd68eQM7OztMnz4dAQEBcHJyalQdldXa1SUlJQX9+vVDUlJSnQehOlFRUcjIyMCSJUs+ql1ycjLatGnD3Xu6dOkSNm7ciAMHDjSoDkJaiuvXr6NXr17cWfXs2bNhZWXFje7a2jRLV5d//vkH9+7dwx9//IFvvvnmo9vfuXMHgYGBKCgoQGFhIfbu3QtbW9tmqJQQ6RIREYFdu3aBMYZHjx7hypUrrXqon2YJqCdPnsDPzw8uLi4wNTX96Paenp7o3r07+vfvDycnJ2hpaWHKlCnNUCkh0iUkJASxsbGwsLBAQEAAlixZwg3B3BrRaAaEEKlFoxkQQqQWBRQhRGpRQBFCpBYFFCFEalFAEUKkFgUUIURq/T+9vl7Hgwe1HAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 252x252 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 252x252 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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dXR3a2tqws7PD/Pnzwefz5RAdIaS9KdVNcl9fXxgaGuKLL77Ajh07EBERgf79+8PR0RFBQUG4efMmIiIi5B0mIaSdKFULat++fUhMTESPHj0AAAMGDMCbb76JiRMnYtmyZRg5ciScnZ2xatUqOUdKCGkPStWCqqqqQnFxscy8oqIiVFZWAkCbu70QQhSLUrWg5syZg3fffRc+Pj7Q19dHfn4+9u/fjzlz5iA/Px8hISHw8PCQd5iEkHaiVAkqICAAb7zxBo4dO4a//voLBgYGiIyMhK2tLe7du4dp06bB29tb3mESQtqJUiUoABg9ejRGjx7dYP7AgQMxcOBAOURECOkodMOGEKKwKEERQhSWUiSoBQsWAAASExPlHAkh5EVSintQaWlpuHHjBlauXAlra2swxhqsU/dOO0LIy0MpEtTkyZMxbdo0SCSSBm9kAQAej4eMjAw5REYI6UhKkaCWL1+O5cuXw8bGBmlpafIOhxDygihFgqqTlpaGmpoaXL16FQKBAH369IGZmVmbXuRJCFFcSpWg/v33XwQGBqK6uhoGBgbIy8uDiooKYmNj8cYbb8g7PEJIO1OqBBUeHo63334bgYGB3Lzt27dj5cqV2LNnjxwjI4R0BKV4zKDO33//jffee09m3pw5c+gGOSEvKaVKUHp6erh06ZLMvEuXLsHQ0FBOERFCOpJSXeJ9+OGHCAoKwpgxY9C3b188fPgQp0+fxrp16+QdGiGkAyhVC2rs2LH4+eef8cYbb+DRo0cYOHAg9u3bh7Fjx8o7NEJIB1CqFhRQO4pm/ZvkhJCXl1K1oAghnUunTFBisRizZ89GSkoKAKCgoAAzZ86Eh4cHpk6diuzsbDlHSAgBlCxB7dq1C0+ePGlTHbdu3cL06dNx+fJlbt7KlSvh5uaGI0eOYN68eVi6dGlbQyWEtAOlSlDffvttm995V/eqdFNTUwC1rak//vgDb731FoDad+9lZ2cjNze3zfESQtpGqW6Su7m54eOPP4abmxv69Okj8xJPS0vLFtWxcuVKALWtMQAoKytDly5doKmpya2jp6eH/Px8GsKFEDlTqgR17tw5AMC1a9dk5vN4PCQnJ7eqTqlU2ujbilVVVWWmo6OjERMT06ptEEJaR6kS1KlTp9q9Th0dHVRVVUEoFEJDQwNA7U1zfX19mfWCg4MRHBwsM8/Y2Ljd4yGE/D+lugcFAKmpqfjoo4/w7rvvori4GJs3b4ZYLG51fWpqarCzs8PBgwcBAGfOnIGOjg4MDAzaK2RCSCspVYLau3cvwsPDYWpqips3b0JFRQVpaWmIiIhoU73h4eE4ceIEvLy8EBMTg/Xr17dTxISQtlCqS7ydO3di165d6NevH2JiYtCrVy9s3boVnp6e3M3vloqLi+N+19fXx86dO9s7XEJIGylVC+rJkyfo06cPAHA3tjU1NaGiolS7QQhpIaX6ZI8ZMwahoaF48OABAKC0tBQRERFwdHSUc2SEkI6gVAlq2bJl6NGjB7y8vPD48WM4OjqipqYGn376qbxDI4R0AKW6B9WtWzesXr0aERERKCkpQa9evejyjpCXmFIlKKlUip9//hm//fYbCgsLYWhoiMmTJ8PDw0PeoRFCOoBSJagNGzbg999/x6xZs6Cvr4+HDx8iKioK2dnZmDdvnrzDI4S0M6VKUElJSfjll1+go6PDzXN0dISvry8lKEJeQkp1A0dLSwsikUhmnoqKCtTUlCrPEkJaSCk+2YmJiQAACwsLzJo1CzNnzkTfvn1RWFiI3bt3w83NTc4REkI6glIkqAMHDnC/6+np4ejRo9y0trY2vRdPyT0SPoJQImwwX0NVA1oaWnKIiCgKpUhQ9bulkJePUCLE2H0N38yT7NO6IXTIy0MpElSd4uJixMfHIy8vD1KpVGbZl19+KaeoCCEdRakSVFBQEPh8PiwsLOgBTUI6AaVKUJmZmUhPT2/zuOSEEOWgVM0Qe3t7XLp0Sd5hEEJeEKVqQc2aNQuzZs2CkZERunfvLrNs9+7dcoqKENJRlCpBffbZZ5gwYQLMzc0bvNSAEPLyUaoEVVhYSP+tI6QTUap7UN7e3ti3b5+8wyCEvCBK1YLKyMhAfHw8IiMj0bNnT5n32bX2vXiEEMWlVAlq8eLF8g6BEPICKVWCsrKykncIhJAXSKkS1ODBgxt9TTkA6jBMyEtIqRLU0/eZSktLsX37dtjb28spIkJIR1KqBPXKK680mF6/fj1cXFwwdepUOUVFCOkoSvWYQWP++usveYdACOkgStWCcnZ2lrkHJZFIUFRUhA8++ECOURFCOopSJai1a9fKTKuoqKBfv37Q19eXU0SEkI6kVAmqIx8zCAsLw8WLF9GtWzcAwNtvv4133323w7ZHCHk2pUhQzT1eAAA8Hg83b95s0zauXr2K3bt3o2/fvm2qhxDSfpQiQTXWjaWmpgbbtm1DUlIS5syZ06b6Hz16hPz8fKxYsQL5+fmwtrbGkiVLoKGh0aZ6CSFtoxQJ6unHCzIyMvDJJ59AIpFg7969GDZsWJvqLywshK2tLT7//HPo6OggNDQUUVFRWLJkCbdOdHQ0YmJi2rQdQsjzUarHDGpqavDVV1/hnXfegZOTExISEtqcnADg9ddfxzfffANDQ0Pw+XwEBATg9OnTMusEBwcjMzNT5ocQ0rGUogUFADdu3MAnn3wCNTU1xMfHY8iQIe1W9/Xr15GXl8e9AJQxRm8rJkQBKEULatOmTZg2bRpMTU2xZcsWaGlpITc3V+anLRhj+OKLL1BSUgLGGPbs2UNvKyZEAShFM2H79u0Aat8wnJCQAMaYzHIej9emzsKmpqaYP38+/Pz8IJVKYWFhgcDAwDbFTAhpO6VIULdu3erwbfj5+cHPz6/Dt0MIaTmluMQjhHROlKAIIQqLEhQhRGFRgiKEKCxKUIQQhUUJihCisChBEUIUFiUoQojCogRFCFFYlKAIIQqLEhQhRGFRgiKEKCxKUIQQhUUJihCisChBEUIUFiUoQojCUooB68jLQYWngoInBQ3mS5m03bbxSPgIQomwwXwNVQ1oaWi123bIi0EJirwwNdIauO53bTD/xJQT7bYNoUSIsfvGNpif7NPw3YpE8dElHiFEYVGCIoQoLEpQhBCFRQmKEKKwKEERQhQWJShCiMKixwyI0mnqWSeg6WeqmnoGS5WnCgmTNFqGnp2SP0pQROk09awT0PQzVc09g9XYfICenVIEdIlHCFFYlKD+5/jx4/D09ISbmxtWr14NiaTxZj8h5MWhBAWgsLAQq1atwq5du3Ds2DEIBAIkJCTIOyxCOj1KUADOnTsHS0tL6OvrQ0VFBT4+Pjh06JC8wyKk06MEBaCgoAAGBgbctL6+PgQCgRwjIoQAAI8xxuQdhLxt27YNjx49QmhoKAAgMzMTISEhOHr0KLdOdHQ0YmJi5BUiUXKZmZnyDkEp0WMGAAwMDHDnzh1uurCwEPr6+jLrBAcHIzg4uMV1Ghsbd8o/ys6630Dn3veOQpd4AOzt7XHhwgXk5+dDKpXiwIEDGDNmjLzDIqTToxYUAF1dXXz++eeYO3cuRCIRzM3N4efnJ++wCOn0KEH9j6urK1xdG3+imBAiH3SJ10EWLVok7xDkorPuN9C5972j0H/xCCEKi1pQhBCFRQmKEKKwKEF1sMzMzE5z870zd7gWi8WYPXs2UlJS5B3KS4USVAdhjGHv3r1477338OTJE3mH0+E6c4frW7duYfr06bh8+bK8Q3npUILqIDk5OTh//jy2bNki71BeiM7c4To+Ph4LFy6EqampvEN56dBzUG106NAhrFy5ssH8P//8E5s2bUJOTo4conrxOnOH67rzv2vXLjlH8vKhBNVGEyZMwIQJE+QdhtxJpbJjgTPGoKJCDXTSNvQXRNqFgYEBCgr+/6UEjXW4JuR5UYIi7YI6XJOOQJd4pF1Qh2vSEairCyFEYdElHiFEYVGCIoQoLEpQhBCFRQmKEKKwKEERhfLw4UN5h9CAWCzuNE/FK5pOn6Du3r2LgIAAmJubY+TIkfD398fFixflHdZLJTo6GmFhYc9cLy4uDtHR0QCA3NxcmJmZtWsczs7OSE9Pf+5yixcvxrlz59o1FtIynTpBSSQSBAYGwsHBAWlpaTh//jwmTpyIuXPnorCwUN7hdTplZWXc73379sWVK1fkGM3/qx8XebE6dYIqKyvDw4cPMWHCBKirq0NNTQ0+Pj6YNm0aiouLAdR+68bExGDUqFGwsbHB9u3bufJFRUUIDg6GtbU1xo0bh5MnT3LLrl27Bn9/f9jY2MDCwgLLli3j+qsZGxtjxYoVsLS0xOHDhzFjxgxs3boV7u7uMDMzQ0REBI4dOwYnJydYWVlh9+7dXL2xsbEYP348zMzM4OzsjGPHjgEA0tPT4evri88++wwjR46Eu7s7UlNTG93v0tJSfPDBBzA3N8fo0aPx008/AQBEIhFWr14Ne3t7jBo1CpGRkRCJRACAGTNmICwsDDY2NoiIiEBYWBgWL16MUaNGYcGCBQCAxMREuLu7w9raGh999BHKy8sbbLu4uBjvv/8+xowZA1NTU7z77rsoKChASkoKvv32Wxw6dAjz589HTk4OjI2NuXL79u2Di4sLrKysEBQUxHWrSUhIwIIFC7Bo0SKYmZlh4sSJuHXrVpPn/NSpUxg7dixGjx6N2NjYZ57LzZs34+LFi1ixYgViY2Px5ptvcvsVFxcHS0tL7rxGRkZyo1c0dyyaWva8+9IpsE7unXfeYePGjWPffvstu3LlChOJRDLLnZyc2OTJk1lRURG7e/cus7e3Z8nJyYwxxmbNmsVWrlzJhEIhu379OrOzs2N3797lyiUmJjLGGHvw4AGztrZmKSkpjDHGjIyM2OrVq5lQKGRPnjxh/v7+bMKECay4uJjdu3ePDRkyhM2bN49VVFSws2fPMhMTEyYUCllaWhobM2YMy8/PZ1KplO3Zs4fZ29szxhhLS0tjRkZGLC4ujolEIvb1118zNze3Rvc5ODiYLV68mFVWVrK7d+8yS0tLlpGRwaKiotjUqVNZUVERKyoqYr6+vmzLli2MMcb8/f3Z1KlTWWVlJSsvL2ehoaHM2dmZlZaWsvLycnbhwgVmbW3Nbt68yaqqqtiKFSvY4sWLGWOMRUVFsdDQUMYYY6GhoWz58uVMJBKx8vJy5u/vzzZs2NBgvezsbGZkZMQYYyw1NZXZ2tqyv//+m1VXV7MVK1Ywf39/xhhjBw4cYMbGxuzkyZNMKBSyzz//nM2ePbvR/XZycmK+vr7ccba3t2dnzpx55rn09/dnBw4cYIwx9tZbb3Hnf9GiRWzYsGEsIyODMcaYl5cXu3z5crPHorllz7MvnUWnbkEBwM6dOzF58mQcP34c06dPh62tLTZv3gxW7wH7BQsWQEdHB4MGDcKUKVO4AdnOnz+PJUuWgM/n480334SHhwcSExMBAN999x0mTpyI8vJyFBcXQ0tLC0VFRVyd48ePB5/Ph6amJgBg0qRJ6N27NwYMGABdXV1MmTIF3bp1w6hRoyAWi1FUVARTU1Ps3bsXenp6EAgE0NDQkLkU7dq1K/z9/aGurg5PT0/8+++/DfZXKBTi1KlTCAkJQdeuXTFo0CDExcXhlVdewa+//org4GDo6OhAR0cHwcHBSEpK4so6OTmha9eu6N69O4Da/nfa2tro3r07fvnlF0ydOhVDhgxBly5d8OGHH+LIkSOorq6W2f5HH32EpUuXQiqVIi8vD9ra2jLHpTFHjhyBj48Phg4dCg0NDYSGhuLy5cvIy8sDAAwaNAhjx44Fn8/HuHHjGt3v+uey7jj7+Pjgt99+e+a5rM/BwQHp6elgjOHq1avw8PDAxYsXUVBQgMLCQgwfPrzZY/Gs4/Q8+9IZdPq+eJqamggMDERgYCAqKipw9uxZrFq1CgYGBnjnnXcAAP369ePWNzAwwPXr15Gfnw+JRAIHBwdumUQi4Yb3vXz5MubMmQOJRAITExOIxWKZpNenTx+ZOLS0tLjfVVVV0aNHDwDghiyRSqXg8Xj46quvcOrUKRgaGmLQoEEydfTq1UumDtZIL6ZHjx5BLBbLjDRQdymVl5cHQ0NDbr6hoaHMf6+ejrl9BxLiAAARLUlEQVT+dF5eHpKSkvDDDz9w89TV1bkkUn+9L774Ajk5OTAyMoJQKES3bt0axFlfbm4uhg4dyk1rampCW1ubi613797P3O/6+1RHX18fN27ceOa5rM/R0RGrVq1CZmYmXnvtNdjY2OD06dPo1q0b7O3toaKi0uyxeNZxep596Qw6dYI6fPgwtm3bxo382L17d3h6euLChQu4ffs2t15BQQEGDx4MoPYDpqenB11dXWhqauL8+fNcEhEIBODz+cjPz8fy5cuxf/9+GBkZAQAmTpwos20ej9fsdGO+++475Ofn48yZM9DU1ERGRgZ+/fXX59pnHR0dqKmpQSAQcIn3wIEDGDhwIPT09JCXl4eBAwcCqE0MOjo6LYpZV1cXixYtwty5cwHUJtT79+/jtddekymzZMkSvPfee/D19QUArF69utF7VfXVxVXnyZMnKC0thY6ODu7du/dc+19UVMQl5NzcXBgaGjZ7Lp82fPhw5OXl4eTJk7CwsICVlRU2bNgANTU1ODo6PvNYNLdMUf4poEg69SWera0tCgoKEB0djfLyckgkEly/fh1nz57F6NGjufViY2Px+PFjZGVlYf/+/fD29kbfvn0xdOhQREdHQyQSIScnB35+fjh+/DgqKyvB4/HQpUsXSCQSfPfdd7h16xZqamraFO/jx4+hoaEBVVVVlJSUYM2aNQBqn9NpKVVVVbi6uiI6OhrV1dXIysrChg0boKmpCS8vL0RHR6O4uBglJSX4+uuvMX78+BbV6+3tjfj4eGRlZUEqlWL79u0ICAho0AJ4/Pgxd1mbmpqKAwcOcPHz+XxUVFQ0qHvChAn4+eefcfPmTYhEImzcuBFDhgyRadm21LZt21BWVobbt29j3759mDhxYrPn8um4VFVVYWtry90g79u3L/h8Pk6dOsW1wJo7Fi09TqRWp25B9e7dG3v27MHGjRvh4uICoVCIfv364YMPPpAZy+g///kPvL29IZFIEBQUBFtbWwDApk2bsGrVKjg4OEBNTQ1TpkyBr68veDweZs2ahSlTpoDH48HMzAzjx4/H/fv32xTvrFmzsHjxYlhbW0NLSws+Pj7IzMx87npXrFiBVatWYfTo0ejWrRs++eQTDB48GAMGDEBFRQUmTpwIsVgMLy8vhISEtKhOW1tbLFy4EAsXLkRhYSGMjIzwzTffQE1N9k8sPDwca9euRXh4OP7zn/9g2rRpSEtLA1B7+fT999/Dz88PkZGRMnWHhITg/fffR3FxMSwtLRETE/Nc+1xn+PDh8PDwAJ/Px+LFi2Fubg6g6XMJAOPGjcOaNWtQXFyMDz/8EI6Ojjhx4gT3nJaVlRXu3bvHXZ41dyxaepxILRpu5RmcnZ3x5ZdfwtraWt6hENLpdOpLPEKIYqMERQhRWHSJRwhRWNSC+h95v79OEXvxEyJvrU5QT/eVailjY2O5J4On3bx5E3PmzOGmPT092zSiQXp6OpydnQEASUlJCAgIaHb9oqIieHp6tnp7iqil5zksLIwbwSAgIIB7cj01NRV2dnawtLREdnY2Fi5ciBEjRiA8PLwjw25XZmZmyM3NlXcYSo3+twmgvLxc5hmlw4cPt1vd3t7e8Pb2bnad6upqVFVVtds2ldWOHTu43w8fPgx3d3esWLECAoEAycnJSE1NlXnSWtHRg5dt12wLKicnB/b29oiMjOR6yJ89e1Zmna+//hoODg6wt7dHQkICACA0NBRr167l1nnw4AGsrKwaPFCYnJwMT09PWFhYYObMmTLP8+zYsQO2trZwdnbG1q1buRYJ0Pre4I2Ve/LkCebOnYvc3FxYWFgAkB036ObNm5g6dSrMzMzg7e2NS5cuNXqstm7dCmtrazg4OOD06dPc/ISEBMyYMQMAcOfOHfj6+sLCwgKenp5ca8Hf3x9A7TeuQCDAP//8g4CAAIwaNQpmZmYICgpCZWUlgNpRBaKiojBu3DhYWFhg6dKl3IgDTY1SwBjDzp074ezsDDs7O3zxxRdcmaedPXsWU6ZMgaWlJaytrbF582ZumbGxMb7//nuMGjUK9vb22LlzJ7fs1KlTcHNzg7m5OdciakxRURECAgJgZmYGf39/btSIun1LSEjA6tWrcfDgQezbtw/vvvsu3N3dAQBjx45Fenp6s6NIPD1SREVFBT799FPY2dlh7NixiI+Pl9leRx7LulZkTk4OHB0dsXnzZlhbW8PJyYnrvfC00tJSzJs3D+bm5njnnXewbNky7ni2dl+aK1dfZWUlgoODYWVlBWdnZ0RGRnIPkDb1ORAIBFiwYAEsLS3h5uaGAwcOtOpcNKm5nsR1Pco/+eQTVl1dzU6cOMFGjBjBCgoKuGVr1qxhNTU17PDhw2z48OFMKBSyM2fOMCcnJ66ebdu2sU8++YQxVtuTPzs7m2VlZTFzc3P2559/MpFIxLZt28bc3Ny48vb29uzu3busrKyMTZ8+nauvtb3BmyuXlpYmE6+TkxNLS0tjQqGQOTg4sN27dzOxWMwOHTrE7OzsmFgsljlOx48fZw4ODuyff/5hJSUlzMfHh6vvwIEDXM/7uXPnsv/+979cPObm5uzJkycyPfcZq+09v3XrViaRSFhRUREbP348i4+P55Z5enoygUDA8vLymKOjI0tKSmKMNT1KQWJiInNzc2MPHjxg5eXlbP78+WzTpk0NzndFRQUbOXIkS09PZ4wxduPGDWZiYsKysrK4c7d48WJWVVXFUlNT2ZAhQ1hubi7Lz89nI0aMYGfOnGFCoZCFh4dz5/lp8+fPZ0uXLmXV1dUsNTWVmZiYsKioKG7f6kYNCA0N5eY/fXyaG3ng6ZEili1bxoKCglh5eTn7999/maurK/vjjz86/FjWxZKdnc3FHxkZyUQiETt48CAzMzNj1dXVDcp88MEH3DG+cOECGzZsGHccWrsvzZWrLzY2lgUHBzORSMQKCgqYk5MTO3/+fLOfA39/f7Zy5UpWXV3Nbty4waytrdmff/753OeiKS26B7V06VJoaGjAxcUFQ4YMkWlFBQUFcd0nqqqqUFJSAnt7e1RWVuLGjRsAgGPHjsHDw0OmzhMnTmD06NGwtbWFuro6AgMDUVVVhWvXruHo0aPw8fHBoEGDoKWlhYULF3LlWtsbvKW97eu7dOkSVFVVMWPGDKipqcHLywtff/11g/WOHz+OKVOmoH///ujVqxfmzZvXaH09evTA6dOnkZKSAlNTU5w/f57r9lFfZGQk5syZg+rqaggEggY9/idNmgQ9PT0YGBjA0tIS//77b7OjFPzyyy9477330K9fP3Tv3h3vv/++zDddnS5duiAxMRFWVlYoLS1FZWUlunbtKrPtmTNnokuXLrCxsUGfPn2Qk5ODlJQUmJiYYPTo0dwT2o0RCoVISUnBokWLoKGhARsbm+d++3BLRh6oGylCQ0MDSUlJ+Pjjj9G9e3e89tprmD59usy+d9SxbExAQADU1dXh5eWFyspKmdYjUDseV3JyMkJCQtClSxdYWFhwHZalUmmr9qUl5er06NEDN27cwNGjR6Guro6TJ0/C0tKyyc9BYWEhLl++jCVLlkBDQwMmJibw9fWVaR0+z7lozDPvQfXs2RPa2trctIGBgcyB7dmzJ4DaHtkAUFNTAzU1Nbi5ueH48ePo0aMH8vLyYGNjI1Nvbm4u+vbty03zeDwYGBhAIBCgsLAQI0aM4JbV74He2t7gLe1tX19xcTH09PRk5tWPq/56dZeHAPDKK680Wt/y5cuxceNGLFu2DJWVlZg2bRo+/vjjBuvduXMHgYGBKCsrw5AhQ1BeXi7TV6v+PqqpqYEx9sxRCr788kusW7eOWyYSiSAUCqGhocHNU1VVxfHjx/Hdd99BU1MTw4YNA2Os2W1LpVIUFxfLbLdHjx7c30V9ZWVlqKmpkVm3/t9AS7Rk5IG6URZKSkogEokwZcoUbplUKpUZGaGjjmVj6rZV162lbqC7OmVlZRCJRI0en9buS0vK1fHx8UFpaSm+/fZbhIWFwdHRkevi09jn4OrVq+jVq5fMl6yhoSH+/vtvbvp5zkVjnpmgKioqUFVVxQWRm5vL9dpujoeHByIiIqCtrQ03N7cGfY309PRkeqIzxpCXl4fevXtDX18f+fn53LL6Q360tjd4c+XqRmd8mp6eXoNlX331Ffz8/KCrqyuzXv3/1jRV3+3btxEaGopVq1bh2rVr3LV73YgHQO0fe0hICKKjozFq1CgAkGlBNqW5UQp0dXURHBzMtWKrq6tRUFDQ4AN1+fJl7Nq1C/v374ehoSEYY7CysnrmtvX09GRa1VVVVY12+u3Vqxf3pdC/f38AQGFhITe0TEu0ZOSBulEW6rb322+/caMylJSUQCKRNLuN9jiWraGjowN1dXXk5+dzo0DUxdDafXmecllZWfDy8sL8+fPx8OFDhIWFYfv27XB2dm70czB16lSUlpY2yA+NjYDR2vifeYknlUoRFRUFsViMEydOICsrS6anf1Osra3x6NEjHDx4sMHlHVDbAfPUqVNITU2FWCxGbGwseDwezM3N4eXlhf379+PevXsoLy+XGWa3tb3BmyvH5/NRVVXV4GDVtZZ+/PFHSCQSHDlyBAcOHJBpUQK1ve3379+PO3fu4PHjxzLx1rdx40bExsZCIpFwCU5LS4v7cFVUVHDfxl27dgVjDIcPH0ZKSsozR0JobpSCCRMmYMeOHcjPz4dIJMLatWuxdOnSBnWUl5dDVVUVGhoaEIlEWLduHR4/fvzMbY8ZMwZ3797FsWPHIBKJEBUV1aB1ANSOCuDu7o5NmzahqqoKly9fRnJycrN1P+1ZIw88fUzGjx+PjRs34smTJygpKcH8+fMRFxfX7Dba41i2hqqqKsaNG4eoqCgIhUJcu3YNJ06caPO+tLTcr7/+ihUrVqCiogK9e/eGuro6tLS0mvwc9OnTB8OHD8eGDRsgEomQkZGB/fv3NzoCRmvjb9E9KKlUilGjRiEqKgrffPONzMBoTVasogJ3d3eUlpY2+i08aNAgrF+/HhEREbCyssKZM2cQGxsLPp8POzs7+Pn54Z133oG3tzcGDRrEXULW7w1uYWGBM2fOtKg3eHPl3njjDRgaGsLS0lLmm5/P52Pr1q1ISkqClZUVdu7cia1bt3Kx1LG3t8eCBQswa9YsuLu7w9TUtNEYVq9ejfPnz8PS0hI+Pj6YOXMmzM3Noauri1GjRsHBwQF5eXn49NNPsWjRIlhbW2Pv3r146623WjRiwYoVKyAWizF69GjMnTuXG6VgypQpcHd350YMzc7OxsaNGxuUr/tvrKurK8aMGYOioiLY2Ng8c9u9e/dGTEwMoqKiYG1tDbFY3CCJ149RKpXCzs4OERERz30PCqgdeeD27dtwcHDA1KlT4enpyY088LTly5eDMQYXFxeMHz8exsbGWLRo0TO30dZj2VrLli1DaWkpbGxssG7dOlhYWHB/b63dl5aWmzdvHrS0tDB27Fg4ODhAV1cXs2fPbvZzsGnTJjx8+BD29vYICgpCcHAwnJyc2hRHfc12dcnJycHYsWORmZn5zIPQmNjYWAgEAnz22WfPVS4rKwtdu3bl7j2lpKQgJiYGP//8c6viIERZXLhwAcOHD+da1R9++CGsrKy40V07mw7p6vLo0SPcuHEDP/30E95+++3nLn/t2jWEhISgoqIClZWV+PHHH2FnZ9cBkRKiWKKiorB7924wxnDr1i2cO3euUw/10yEJ6s6dO/D394erqyuGDBny3OW9vb0xdOhQuLi4wMnJCX369MH8+fM7IFJCFEt4eDiSk5Nhbm6O4OBgfPbZZ9wQzJ0RjWZACFFYNJoBIURhUYIihCgsSlCEEIVFCYoQorAoQRFCFBYlKEKIwvo/Qe5CahQSqhgAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 252x252 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "genes_to_remove={'LB':['glnL','pstC','pstS','ppdC','ycaR'],\n", + " 'M9':['fepD','ftsE','ycaR','mrdA','rlmH','rsfS','yajC','secD','mreB','mreC'],\n", + " 'GMM':[\"aroB\",'glnL','ycaR','pstA']\n", + " }\n", + "\n", + "for i,screen in enumerate(['LB','M9','GMM']):\n", + " temp=medians[medians.gene_type=='CDS'].filter(regex=screen).drop('median_'+screen,axis=1).drop_duplicates()\n", + " temp=temp.loc[[i for i in temp.index if (len(temp.loc[i][temp.loc[i]<(-3)])>1)&(len(temp.loc[i][temp.loc[i]>(-1)])>1)]]\n", + " temp.columns=[c.split('_')[0] for c in temp.columns]\n", + " dist=pd.DataFrame(columns=['strain1','strain2','core_genome_alignment','GRR','1-GRR'])\n", + " \n", + " temp=temp.drop(genes_to_remove[screen])\n", + " \n", + " for j,strain1 in enumerate(temp.columns):\n", + " for strain2 in temp.columns[j+1:]:\n", + " dist.loc[len(dist)]=[strain1,strain2,\n", + " phylogenetic_distances.loc[phylogenetic_distances.index.str.contains(strain1),phylogenetic_distances.columns.str.contains(strain2)].values[0][0],\n", + " len(gene_matrix[(gene_matrix[strain1]+gene_matrix[strain2])==2])/gene_matrix[[strain1,strain2]].sum().min(),\n", + " 1-len(gene_matrix[(gene_matrix[strain1]+gene_matrix[strain2])==2])/gene_matrix[[strain1,strain2]].sum().min()\n", + " ]\n", + " for gene in temp.index:\n", + " new_col=[]\n", + " for idx in dist.index:\n", + " new_col.append(abs(temp.loc[gene,dist.loc[idx,'strain1']]-temp.loc[gene,dist.loc[idx,'strain2']]))\n", + " dist[gene]=new_col\n", + " #s=spearmanr(dist.dropna().core_genome_alignment,dist.dropna().euclidian_distance)\n", + " #gmm.append(s[0])\n", + "\n", + " sp=[]\n", + " for gene in temp.index:\n", + " sp.append(spearmanr(dist[['core_genome_alignment',gene]].dropna()['core_genome_alignment'],dist[['core_genome_alignment',gene]].dropna()[gene])[0])\n", + " plt.figure(figsize=(3.5,3.5))\n", + " plt.title(screen+' ('+str(len(temp))+' genes)')\n", + " plt.xlabel('Spearman correlation between\\nphylogenetic distance and difference in gene score')\n", + " plt.ylabel('Number of genes')\n", + " plt.hist(sp,bins=np.arange(-1,1.05,0.1),color=sns.color_palette()[i])\n", + " plt.tight_layout()\n", + " plt.show()" ] }, { @@ -1647,14 +1832,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 141, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - " 67%|████████████████████████████████████████████████████■| 2304/3424 [02:24<01:16, 14.66it/s]" + "100%|██████████████████████████████████████████████████████████████████████████████| 3424/3424 [01:38<00:00, 34.72it/s]\n" ] } ], @@ -1677,18 +1862,64 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 142, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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OEbH+9HfSeXY+HUWsS7sknaeq5S3iwhPfSOfZN+1mqi/1onx9nk+a6ks5L19fncYiTs7Ilsrxcq8i4ty8B99u6h/OTo4i1mZel85Tu9Uw5Vn4ubS0voJvP5XOc+gyTMSWfg9yNsySynEJmSRiXfpl6bpUNZ8QscXf8QtHpfOUjVqb6su4Kl+fe11T3s1r8nnVTfcUL8i6JZ3n4FpNxLLvp9l7eT1Zui51DS8RF9zOkM5zqOou4smODaXzZuYnifiH7p2l81rtShSx9shW6Tz1i31E/LW3/J2helw6IeJbKydI51UbNUe6rDXhyB0RERGRFeHIHREREdm05ORkvPzyy2jUqBEAwGg0Ijs7G/7+/pg8eTKUSiW2bNmCNWvWoLCwEEqlEq1bt0ZkZCSqVDGdrdBqtejQoQM6duyIefNMZ5Li4uIwd+5c1K17Z9TZYDAgLy8Po0ePRr9+/QAA8fHxWLlyJZRKJXx8fDBz5kyLb7LAzh0RERHZvGrVqiE+Pl48z87ORmBgIDp16oSzZ88iMTERK1asQL169aDVarFs2TK89tpr2LBhA1QqFQDg22+/RfPmzZGYmIibN2+ievXqYn/t2rXD4sWLxfMzZ86gX79+6NGjB4xGI2bNmoWvv/4aHh4eePvtt7F582aEhoZadCw8LUtERER0j4yMDOTl5cHR0RErVqzA/PnzUa9ePQCAWq3G2LFjYTAY8M03pnnTmzZtQteuXdG6dWts2bKlxP0nJyfD0dERarUaer0ehYWFyMvLg16vR15eXplujcqROyIiIrJ5t27dQnBwMLRaLW7evIlGjRph0qRJcHJygqOjIxo0aFAkx8/PD8ePH0fPnj1x5coVHD9+HDExMahatSrmzJmDsLAwKJV3xtEOHTqE4OBg5OTkICsrC35+fvjkk0+gVquhVqsRGRmJHj16wNXVFfXr10evXr0sPhaO3BEREZHViomJgUajMXvExMQUKffPadmdO3fi1VdfRXZ2Nrp06QKFQoHCwsJi963VaqFQKAAAW7Zsgb+/P1xdXdGhQwfk5ORg//79omy7du0QHx+P7du3o3nz5nBzc8Pzzz8P4M4p2i+++AJ79+7FoUOH0KRJE8ycOdPiY2bnjoiIiKxWREQEzp07Z/aIiIi4b3mFQoHXX39djL41atQIBoMBv//+u1k5o9GIn3/+GU2bNoVer0dcXBx+/PFHdO7cGd27d4dOp8P69euL7N/R0RFz587FN998g23btgEADh8+jNatW8PT0xN2dnYICQnB0aPyywrdi507IiIiontMmDABcXFxuHDhAiIiIhAVFYWrV++sx1hYWIjo6GgoFAp069YN3333HRQKBQ4cOIDExEQkJiZi48aNOHz4MP78888i+65evTreeustLFiwALm5ufDx8cGRI0dw+/ZtAEBiYqIY1bME59wRERER3eOZZ55B7969MXfuXKxfvx7u7u6IiIhAQUEBdDod2rRpg88++wxqtRqbN29GSEgI7O1N3arGjRvD398fsbGx0Gg0RfY/YMAArFu3DitXrkRkZCQGDBiA/v37Q6VSoUGDBpgxQ34h/nuxc0dEREQ2zcvLC4cPHy6yffbs2SLu1avXfS9y+Oijjx64/ZVXXjF7zd7eHl9//bV4PmzYMAwbNgzlQWE0Go3lsiciIiIiqnScc0dERERkRdi5IyIiIrIinHNn4y6E95cu22jpJhFrj2yVzlO/2EfEhj9+lM5TPtVCxNeX/Ecqp8Zbi0Sc99XiEkqac+o9ttR13VufLu2SdJ6qlreIC098c/+C97Bv2k3E2szr0nlqtxplzpvt3FgqZ2LueREX5GRJ1+Xg4irivPx86TwnR0cR69IvS+epaj4h4vzcHOk8R2cXEWsPbyqhpDl1W9N3TX/6O+k8O5+OIs7fuUIqxzHgdRHrUi9K16XyfFLE+os/S+fZPfmCiC39bdCf3Ctfn+9LIrb0+LQ3r0nnqavXFnFB1i2pHAfXaiK2+PNlYRsnOzaUzpuZnyTitTWelc4bcv2MiLPXy0/8rxI6RcQF2ZnSeQ5V3EScmyf/++Ds5PjgQlaII3dEREREVoSdOyIiIqK/JSUloXPnzmbbNmzYgKioKLNt33//PQYOHGi27eOPP0aPHj3Qs2dPzJ8/H/9cs3rq1Cn07dsXwcHBGDJkCJKTkwEAOp0O8+bNQ3BwMLp3746vvvqqXI6BnTsiIiIiSTqdDitWrEBkZCQMBoPYfuHCBaxfvx5bt25FfHw8fvzxRxw4cAAAMHXqVLz55puIj49Ht27dEB0dDQD45JNP8OeffyIuLg5r1qzB3LlzcePGjTK3kZ07IiIiIkknTpxAamoq5syZY7Zdr9dDq9WKRY61Wi3UajUAwGAwIDs7GwCQnZ0ttm/fvh2vv/467OzsUKtWLWzcuBEuLi4oK15QQURERCSpRYsWaNGiBY4dO2a2XaPRoGfPnujUqRNUKhX8/PzQunVrAMCkSZMQFhaGBQsWoLCwEBs2bAAAXL58GSdOnEB0dDSys7MxYsQIeHt7l7mNHLkjIiIiqxUTEwONRmP2iImJKfd69u/fj19++QUHDhzAwYMHYTAY8NFHHyE/Px/vv/8+/vvf/+LgwYOYOHEiXn/9dej1ehQWFiIpKQmfffYZli5divnz5+P8+fMPruwB2LkjIiIiqxUREYFz586ZPSIiIszKnD59GklJpmVh7OzssH//fmRm3lmuxWg0ws7OrsR6vvvuO3Tt2hVVq1aFo6Mj+vXrh6NHj+L333+Hvb09WrVqBQAIDAxERkYG0tLSULNmTQQGBsLOzg716tVDs2bNcOrUqTIfMzt3REREZNMSExOxbt06AHc6evXr18fHH3+M77//HgBw5swZ1K9fv8R9+Pj4YN++fdBqtTAajdi3bx+ef/55NGjQANevX8fZs2cBAD/99BMcHR3h6emJLl26ICEhAQBw8+ZN/Prrr3j2Wfn1Bu+Hc+6IiIjIpg0aNAjjxo1DYGAglEol5s2bB51Oh6lTp+LDDz9EvXr18O6775a4jz59+uDixYsICgqCWq2Gr68v3njjDTg5OWHRokWIioqCXq+Hi4sLli1bBqVSiXHjxmH27NkICAiAwWDAmDFjoNFoynw87NwRERGRTXN3d8dnn31WZHtJ6875+flh0ybTXWqUSiXGjx+P8ePHFynbrl07tGvXrsh2Z2dnzJ4927JGl0Bh/GeFPSIiIiJ67HHOHREREZEVYeeOiIiIyIpwzp2Ny87Nky5bxdlJxNOcGknnTcu7IOK8hCXSeU693hJx7sa5UjnOA94XccF366XrcugYKuLUBREllDTnOd60VpL+zxPSeXYNmorYkPSDdJ6yYSsRF9zOkM5zqOpuysvOlM+r4ibi/Dy5z4qjk+lzUpCTJV+Xi6uprtwc6TxHZ9Nq7tpbadJ56mq1RJyXny+d5+ToKGJL/3aGP36Uz3uqhYi1B7+QylG3N93vsvDqOem67OuaJnIbfj8snad8uq2pvmT5ZRzsvZqY8ixspzbjqnSe2r2uiAuybknnObhWE3FuntxnxdnJ9Dmx9D2x9NgmODSUzptTYFr+4+CLbUsoaa79EdPnQ/e/BOk8VcteIv62SUvpvC6n/ifik6E9pfN81++QLmtNOHJHREREZEU4ckdEREQ2T6fTYdWqVdi9e7fYNmjQIAwYMABDhgxBSkqK2X1fX3jhBTRt2hSffvopgDu3EvPw8BBl4uPjceHCBUycOBG3b99G3bp1ER0dDXd3d4wfPx7nzplGq5OSkjBu3DgMHz4cS5cuxc6dOwEAHTp0wPjx46FUlm4sjp07IiIisnkTJkyAQqHAhg0b4OzsjOvXr2Po0KFwcHAAAEyZMgUdOnQokte7d28AwJAhQzBy5EizMu+88w7Gjh0Lf39/rF27FnPmzMHChQuxYMECUWbv3r1YsWIFBg8ejO+//x6JiYn46quvYGdnh9DQUOzbtw8vvfRSqY6FnTsiIiKyaZcvX8auXbtw9OhRODs7AwBq1KiBRYsWQafTWbTPlJQUpKenw9/fHwDQr18/LFy4EDqdDiqVCgCQk5OD2bNnY8WKFVCr1WjTpg02btwIlUqFjIwMZGVloWrVqqWum507IiIismmnT5+Gt7e32WlXAGa3ApsxY4bZ6ytXroSnp+d995mammr2uqOjIxwdHZGRkSG2r1u3Dq1btza7K4VKpcInn3yCmJgYPP/882jatGmRfT8IL6ggIiIiqxUTEwONRmP2iImJMSujVCqhVqtL3M+UKVMQHx8vHiV17ADAYDBAoVAU2W5nZwcAMBqNiI2NRVhYWJEyw4cPxw8//CBGD0uLI3dERERktSIiIhARUfISV76+vkhKSkJubq44LQvcmQ/366+/WlRvnTp1kJZmWp4pPz8fBQUFcHO7s8TUb7/9Bnd3dzRsaFq6JikpCfn5+WjSpAlUKhUCAwPx+eefl7pujtwRERGRTatbty5eeuklTJ06FXl/r+l59epVLFiwwKzzVRp16tRB9erVcfDgQQDA1q1b0aZNGzHf7qeffkKrVq3Mci5duoSJEyeioKAAer0eO3fuRMuW8usB/oMjd0RERGTz5syZg8WLF6NPnz6wt7/TPRo1ahR69eqFzZs3W7TPDz74AJMmTcK8efPg7u6OhQsXitcuX76MBg0amJV/6aWXcObMGfz73/+GnZ0dWrZsiZEjR5a6XnbuiIiIyOY5ODggKioKUVFRRV5bu3btA/OLK9OoUSN88UXxd5aZOnVqsdvDw8MRHh7+wPpKojAajcYy7YGIiIiIHhmcc0dERERkRdi5IyIiIrIinHNn486/3le6bOMVW0Ssv/KbdJ5d/edMeSf3yuf5mm63kvnxJKkct7BZItYe2Spdl/rFPiIu+G69dJ5Dx1BTfRlX5etzr1vm+nRpl6TzVLW8Ray9lXb/gvdQV6sl4oKsW1I5Dq7VRJybly9dl7OTo4jz/75aTYajk5OIC1POS+fZ12ksYm3mdek8tVsNU33Jp+Tr82piqu/wJvn62vYXcdaaaVI5rkNN5bLXz5Cuq0roFBHrriVJ56lqm64m1J89KJ1n90x7U56FvymWfg906Zfl82o+IeKC7EypHIcqbqacxDXSdTl0Hipi7fVk6Tx1DS8RT3CQv7pzToHp73y4XfsSSppre8j0d7b4t1byNwUw/13Jy5f/XXFydHxwISvEkTsiIiIiK8KROyIiIrJ5x44dw+LFi5Gbmwu9Xo9mzZphwoQJUKlUmDhxIs6cOQOFQoFRo0YhKCgIABAfH4+VK1dCqVTCx8cHM2fOfOCdLh4Gdu6IiIjIphUUFODtt9/Ghg0b8OSTT0Kv12PKlCmIjo5G48aNUVBQgG3btuHGjRvo3r07OnbsCACYNWsWvv76a3h4eODtt9/G5s2bERoaWnJlDwE7d0RERGTT8vPzkZOTg5ycHAB37v8aGRmJK1eu4NSpU8jPz4der0dubq64N6xer0dhYSHy8vKg1+uRl5f3SIzaAezcERERkRWLiYnB0qVLzbaFh4eb3W/Wzc0Nb7/9NkJCQuDl5YVWrVqhc+fO8Pf3h6+vL3bs2IH27dsjKysL77zzDlxdXQEAkZGR6NGjB1xdXVG/fn306tXroR7b/bBzR0RERFYrIiLCrCN3PyNGjEDfvn1x+PBhHDt2DO+99x5efvlluLq6QqPRYP369UhPT8err74KX19fuLi44IsvvsDevXtRo0YNzJo1CzNnzsSsWbMeWFdFY+eOiIiIbNrx48dx6tQpDB48GD179kTPnj0RFhaGgIAAeHt7Y+7cubCzs0Pt2rXRuXNnHDt2DA4ODmjdujU8PT0BACEhIXjjjTcq+Uju4FIoREREZNOqV6+OpUuX4uzZs2Lb77//Do1Gg2effRa7d+8GAOTm5uLo0aN4/vnn4ePjgyNHjuD27dsAgMTERDz//POV0v57ceSOiIiIbJq3tzeio6MxefJkZGZmQqlU4sknn8SSJUvg7OyMqVOnokePHrC3t8e///1vtG9/Z8HnAQMGoH///lCpVGjQoAFmzJBfNLwisXNHRERENq99+/ai03avmJiYYrcPGzYMw4YNq8hmWURhNBqNld0IIiIiIiofnHO6YtYHAAAgAElEQVRHREREZEXYuSMiIiKyIpxzZ+MOtyt+fkFx2h46KGL9xZ+l8+yefMGUd/ZgCSXvyXvG1LbUBQ9eowgAPMeb5kXo/pcgXZeqpWnhScOFo9J5ykatTfWlX5avr+YTpjwL26m9niydp67hZcrLvC6f51ZDxAU5WVI5Di6uIs7PzZGuy9HZxVRXdqZ0nkMVNxHr0i5J56lqeZvqkzw2wPz4DEk/SOcpG7YSceHxXdJ59s27i9iS78HNFVHSdVV/fZ6IddeSpPNUtRuK+EJ4f+m8Rks3ifjG0nel8zzCo0WcvV5+AnuV0Cki1t5Kk85TV6slYku+B4bfD0vXpXy6rYgt/TwX/nVGOs++3rMiLridIZ3nUNVdxNqDX0jnqdsPNNVn4fcuPy9POs/RyUm6rDXhyB0RERGRFeHIHRERERGA69evo2PHjhg9erS4q0VMTAw2bNiAmjVrQqFQQKvV4plnnsHMmTPh4uKCzp07w8HBoch9ZePj4wEAN27cwAcffIBff/0VSqUSzs7OGDduHFq2bAkAMBgM+Pjjj/Hll19CqVRCoVCga9euGDNmjNk+dTodRo0ahWHDhqFDhw4lHgdH7oiIiIgAxMXFoUuXLti4cSN0Op3Y/sorryA+Ph5fffUVduzYAaPRiI8++ki8vnTpUsTHx5s9ACAvLw+DBw/Gs88+K7a/9957CA8Px6VLlwAA06dPx88//4x169Zh+/bt2LhxI1JSUjB27Fix/7Nnz2LQoEH4+We5KVHs3BEREREB2Lp1K0JCQuDp6Yk9e/YUW0ahUKBly5Y4f/78A/e3Y8cOuLm5YfDgwVAq73S5mjVrhkWLFkGtVuOvv/5CQkICoqOj4e5+Zx6js7Mzpk+fjhMnTuCXX34BAGzYsAFvvPGG9B0w2LkjIiIiqxUTEwONRmP2KG5R4mPHjiE3NxctW7ZEUFAQYmNji91fdnY2du3ahRdeMF0sGB4ejuDgYPGYM2cOAOD06dPw9fUtso927dqhbt26+O2339CwYUNUqVLF7HW1Wo0XXnhBdO6mT5+OTp06SR8z59wRERGR1YqIiBDz50qyadMmBAYGQqlUIjAwENHR0Th37hyAO6drDx68s9qDXq9Hu3bt8Nprr4ncpUuXomHDhkX2qVQqoVKp7lunQqFAYWFhsa9ptdoHtvl+2LkjIiIim5aZmYk9e/bAzc0Nu3fvBgDY29sjNjYWNWrUwCuvvIJ33nmn1Pv19fXFli1bimz/pzPYrFkzXLp0CRkZGeK0LADk5+fj5MmTGD16tEXHw9OyREREZNPi4+Oh0Whw8OBBJCYmIjExEUuWLEFCQgKys7Mt3m/37t2RmpqKdevWwWAwAACOHj2KdevWQaPRoE6dOujXrx/Gjx+PmzdvAgByc3MxefJk+Pr6onnz5hbVy5E7IiIismlbtmzBiBEjzLb5+/vDy8sLX375Jfr3L3lx7vDw8CJLoSxevBhPPfUU1qxZg7lz5yI2NhZ2dnaoWrUqli9fjqeeegoAMGHCBKxduxZDhw6F0WhEYWEhXn75Zbz55psWHw87d0RERGTTEhKKv1PQtm3bHpibmJhY4ut16tTBkiVL7vu6QqHA0KFDMXTo0AfWtXbt2geWAQCF0Wg0SpUkIiIiokce59wRERERWRF27oiIiIisCOfc2bibK6Kky1Z/fZ6I83NzpPMcnV1E/Eufl6Xzmm3dLeIfuneWymm1yzT3oTDlwauH/8O+TmMRa49slc5Tv9hHxPqLcreFAQC7J02LX+rSLknnqWp5i7jgdoZ0nkNV0yX22szr0nlqtxqm+nKy5OpycRVxdm6edF1VnJ1EbOnnS3s9WTpPXcNLxPo/T0jn2TVoaqov46p8fe51RWzp367w+C6pHPvm3UWsS70oXZfK80kRW/pe5iXcf27RvZx6vSXi9MVjSyhprubYxSIu+PZT6TyHLsNEbPH3zoLvge5aknxdtU1rpf0xdpB03lOLTQvuTnAout7a/cwpMLXtgF8b6bwOx74X8a2VE6Tzqo2aI+L8PPnfB0cn0+9DVil+V1zv+l2xJRy5IyIiIrIiHLkjIiIim5acnIwBAwbg8OHDZtuHDBmCPn364NNP74wQX758GR4eHnBxuXPGID4+HlFRUWjatClCQkJw5coVvP/++8jKyoKDgwOmTZsGHx8f5OXlYcaMGTh+/DgcHR3x6quv4t///neFHQ87d0RERET34e7ujvj4eAB3OnsjR45Ehw4dii27cOFCdO/eHYMHD0ZiYiKmTJmCLVu24L///S/y8/OxY8cOFBQUYPDgwWjcuHGx950tDzwtS0RERFQODAaDuKNFdna2WNj4zJkz6N69O+zs7ODs7Aw/P78Hro9XFuzcERERkdWKiYmBRqMxe8TExFRIXf/5z3+wdu1atG/fHlOnTsV//vMfAHfuMfv1119Dq9Xi1q1bOHToENLT0yukDQBPyxIREZEVi4iIQERERIlllMrix7qMRuN9Xyuu7HvvvYeoqCgEBQXhhx9+QGRkJHbu3IlRo0Zh/vz56NOnD+rUqYP27dsjPz+/1Mcii507IiIismlubm7Izs6GwWAw68zduHEDbm5uUvu4efMmzp07h6CgIABAq1atULNmTZw7dw4NGjTAm2++CQ8PDwDAtGnT4O3tXe7H8Q+eliUiIiKb5uLigmeffRZbt5rWOT1y5AiysrKg0Wik9lG9enW4ublh//79AICLFy8iNTUVDRs2xLfffot58+6sFXv16lV8++236NKlS/kfyN84ckdEREQ2Lzo6GjNnzsSaNWtgMBjg7u6OlStXiosiHkShUGDZsmWYNWsWFi5cCJVKhfnz56N69ero27cvfvrpJwQGBkKhUGDatGnw8vJ68E4txM4dERER2bz69etj5cqVJZZZu3ZtkW3/jMgBdy6c+OKLL4qUUalUWLhwYdkbKUlhNBqND602IiIiIqpQnHNHREREZEXYuSMiIiKyIpxzZ+O8Qj+WLpu8PkzEhj9+lM5TPtVCxLpjX0nnqfx6i7jwpx1SOfb/6iniA35tpOvqcOx7ERd8t146z6FjqIgtfU/yv5H/Gzh2M/0N9H+ekM6za9C0zHn5eXlSOY5OTiLOyMqVrsvd1VnE+ku/SOfZeTcz5V35TT6v/nMiLsjJks5zcHEVcf7OFdJ5jgGvi1h/9qB0nt0z7UUs+/0x++6c+Ea6Lvum3URs6XupP/2dfJ5PRxEXJp+SzrP3aiJi7a006Tx1tVoiLridIZ3nUNXdlJedKZdTxbR8RtLbA6Xravihab6W9nqydJ66hmlyfnSVp6Xz3s3+XcRHOvtL572YuF/EZ4b1ks579tMEEe9q2Fw6r3vScRGfG/WKdJ5mZZx0WWvCkTsiIiIiK8LOHREREdm05ORkaDQavPXWW2bbtVotWrVqhbFjx4pt33//PQYOLDoam52djaCgICQlJRV57bfffoOvry8KCgrKv/HFYOeOiIiIbF7VqlXx448/IicnR2w7cOAA7O3vzGDT6XRYsWIFIiMjYTAYzHJ/+OEHDBgwABcvXiyy3+zsbMyYMQM6na5iD+Au7NwRERGRzVOr1Wjbti0SExPFtoSEBAQEBAAATpw4gdTUVMyZM6dIbmxsLGbNmoVatWoVeW3q1KkYPXp0xTW8GOzcERERkdWKiYmBRqMxe8TExBRbNjAwEDt37gRwZ8TtypUr8PHxAQC0aNEC06ZNg6ura5G8//u//0Pz5kUvENm8eTNcXV0r9FZjxeHVskRERGS1IiIiEBERIVW2bdu2mDx5Mm7fvl3m+79euHABGzduxLp16yzeh6U4ckdEREQEwN7eHp06dcK3336LHTt2ICgoyOJ97dy5E7dv38aAAQMQHBwMAOjXrx9SUlLKq7n3xZE7IiIior8FBgYiOjoa9vb2eOKJJ/Djj/JrmN7trbfeMrv6VqPRYPPmzXBwcCivpt4XR+6IiIiI/taiRQukpqaiR48eld0Ui3HkjoiIiGyal5cXDh8+DABQKBTYv990B45XXnkFr7xiuiuGn58fNm3aVOx+7r7S9l7nzp0rp9Y+mMJoNBofWm1EREREVKF4WpaIiIjIirBzR0RERGRFOOfOxnmFfixdNnl9mIgLk09J59l7NRHxjaXvSud5hEeL+NbKCVI51UaZVg6/9N6r0nV5z/9cxIU/7ZDOs/9XTxFrb6VJ56mrmVYxz9+1UjrPsfsoEetSi97m5n5Unk+a8tIuyefV8hZxQU6WVI6Di2mBz/y8POm6HJ2cTHVl3ZLOc3CtJmJL3xPZYwPMj+9r76bSeT0unRCx/vR30nl2Ph1FXPDdeqkch46hIrb0PTk7ord03jOrvxKxIekH6Txlw1YitvQ3RXs9WTpPXcOrzHmWfA/0V36Trsuu/nMitvQ3ZYZTI+m8KXkXRPxjwEvSeS127hXxl7WblFDS3L+vmf7OluYlTx0pnec1fZV0WWvCkTsiIiIiK8KROyIiIrJps2bNwv/+9z8AwNmzZ6HRaKBQKODr64vZs2fj+vXr6NixI0aPHm12t4vs7GxMnjwZFy5cgMFgQN++fTFs2DAAQHx8PFauXAmlUgkfHx/MnDkTarUaaWlpePfdd5Geng5XV1csXLgQ9evXL9fjYeeOiIiIbNqkSZNEXNxiw3FxcejSpQs2btyIMWPGQKVSAQCWL18ODw8PLF68GDk5OejTpw+aN2+Ohg0bYtasWfj666/h4eGBt99+G5s3b0ZoaCimT5+Obt26ITQ0FImJiRg/fjw2bNhQrsfD07JEREREJdi6dStCQkLg6emJPXv2iO2tW7cWI3UuLi5o0KABrl69Cr1ej8LCQuTl5UGv1yMvLw9qtRo6nQ6HDh0S6+Z17twZV65cwdWrV8u1vezcERERkdWKiYmBRqMxe8TExEjnHzt2DLm5uWjZsiWCgoIQGxsrXuvQoQPq1asnyh0/fhx+fn6oVq0aIiMj0aNHD7Rv3x6ZmZno1asXbt26BUdHRzjddQFZrVq1cO3atfI7YLBzR0RERFYsIiIC586dM3vcPW/uQTZt2oTAwEAolUoEBgbi+PHjRe42sW/fPkRGRuKDDz6Ah4cHzpw5gy+++AJ79+7FoUOH0KRJE8ycORMGgwEKhaJIHXZ2dmU+zruxc0dERERUjMzMTOzZswfbt29H586d0b9/f9jb25uN3q1fvx6TJ0/G8uXL0a5dOwDA4cOH0bp1a3h6esLOzg4hISE4evQoPDw8kJeXh4KCApGflpYGT0/Pcm03O3dERERExYiPj4dGo8HBgweRmJiIxMRELFmyBAkJCcjOzsbOnTuxevVqbNiwAc2bNxd5Pj4+OHLkCG7fvg3gzj1nn3/+edjb26NNmzb48ssvAQDfffcdPDw8ULt27XJtN6+WJSIiIirGli1bMGLECLNt/v7+8PLyQlxcHNasWQOdTofw8HDx+ujRoxEQEIABAwagf//+UKlUaNCgAWbMmAEAmDZtGiZMmIB169bB0dER0dHRKG/s3BERERH97e75dAkJCcWW2bZtGwBg6NCh993PsGHDxJW0d/P09MTHH8vfHcoSCqPRaKzQGoiIiIjooeGcOyIiIiIrws4dERERkRXhnDsb5xUqf94/eX2YiPO2L5POcwp8U8Ta68nSeeoaXiLeUf95qZyeV34V8Yn+PaTrarrpaxGnLpBf/8hzvGkhzLz8fOk8J0dHEesv/SKdZ+fdrOx5V36Tz6v/nIi1GXIrqKvd64rY0vekIOuWdJ6DazURG/74UTpP+VQLESdnZEvneblXEXHeV4ul85x6jxXxH2MHSec9tdi05MKl916VyvGe/7mIdemXpetS1XxCxAXZmdJ5DlXcRFyYfEo6z96riSkv5bx8Xp3GItalXZLOU9XyFrGln7GCnCy5HBdXERf+tEO6Lvt/9RSx9laadJ66Wi0Rz3ZuXEJJcxNzTe97Qh1f6bxeKSdFfHZEb+m8Z1Z/JeL8vDzpPMe7Fv219LNpSzhyR0RERGRF2LkjIiIimzZr1iwEBwcjODgYGo0GvXr1QnBwMCZOnAgAuH79Onx9fYvctiw7Oxtjx45FUFAQevbsiU8//bTIvj///HP0799fPL98+TKGDh2KoKAgDBw4EL/++muRnLLiaVkiIiKyaZMmTRKxRqPB5s2b4eDgILbFxcWhS5cu2LhxI8aMGQOVSgUAWL58OTw8PLB48WLk5OSgT58+aN68OZo1uzMV5vTp01i9ejXq1Kkj9hUVFYWAgAAMHjwYly5dwsiRI7Ft2zY43jU1paw4ckdERERUgq1btyIkJASenp7Ys2eP2N66dWuxlp2LiwsaNGiAq1fvzE/OycnBlClTMG7cOLN9nTlzBj173plb6e3tjapVq+KXX+TnUMtg546IiIisVkxMDDQajdnj3tOrJTl27Bhyc3PRsmVLBAUFmd1XtkOHDqhXr54od/z4cfj5+QG4cyeK4cOHo27dumb78/X1FYsjnz17FklJSUhPTy/rYZph546IiIisVkREBM6dO2f2iIiQXxVh06ZNCAwMhFKpRGBgII4fP252FwsA2LdvHyIjI/HBBx/Aw8MDcXFxUKlUCAgIKLK/efPm4ejRo6Kj6OfnJ07zlhfOuSMiIiIqRmZmJvbs2QM3Nzfs3r0bAGBvb4/Y2FhMnz4dALB+/XqsWLECy5cvR/PmzQHcuT1ZWloagoODkZubi/T0dISFheHjjz+GVqvF4sWLxRy7gIAAPPHEE8U3wELs3BEREREVIz4+Xlxg8Y/9+/cjMjIS7777Lg4cOIDVq1djw4YNqF+/vihz91Wzx44dw6JFi8T9ZJcsWYI2bdqgX79+2LdvHwwGA5555plybTc7d0RERETF2LJlC0aMGGG2zd/fH15eXoiLi8OaNWug0+kQHh4uXh89enSxp2P/8e6772L8+PFYs2YNXF1dsWzZMiiV5TtLjp07IiIior/dPZ/unwsf7rVt2zYAwNChQx+4Pz8/P2zatEk8r1u3LtatW1fGVpZMYTQajRVaAxERERE9NLxaloiIiMiKsHNHREREZEU4587GeYV+LF02eX2YiHM3zpXOcx7wvoj1J/dK59n5viRi3f+Kn/dwL1XLXiK+MimshJLm6s8yvQ/aI1ul89Qv9hFxfm6OdJ6js4upvoNfyNfXfqCIddeSpPNUtRua8tIvy+fVNF2eL3t8dx9bVm6edF2uzk4iLsi6JZ3n4FpNxBYfW558Ox2dTO3UX/lNOs+u/nMiLkw5L51nX6exKe/4Lrmc5t1FrEu9KF2XyvNJERv++FE6T/lUCxEXXj1XQklz9nU1Irb086zNuCqdp3Y3LSarvyR/RwA772Yizpb8TFe56/Ns6efS0u/BNKdG0nnT8i6IOPH5VtJ5nX/9QcSX3ntVOs97/uci/imoq3Tev7aZ7gqRPHWkdJ7X9FXSZa0JR+6IiIiIAHz++efo37+/2bbvv/8eAwcOvE+GSWpqKtq1a4eCggIAwMqVKxEcHIzg4GD4+vqiR48eCA4OxsiRI5GamorXXnsNAJCRkYE33ngDAQEB6NOnD/bv31/m4+DIHREREdm806dPY/Xq1ahTpw4AQKfTYfXq1fj000/h7e1dYu7u3buxcOFCs9uIjRo1CqNGjQIAdO7cGUuXLkXDhqZR588++wwAMHfuXDRo0ADLly9HRkYGQkJC8Mwzz8DT09PiY+HIHREREdm0nJwcTJkyBePGjRPbTpw4gdTUVMyZM6fEXL1ejy1btuCjjz6Sri85ORlt27YFAJw5cwY9e/YEALi7u0Oj0eDQoUMWHIUJR+6IiIjIpk2bNg3Dhw+Hh4eH2NaiRQu0aNECx44dKzHXzs4Oq1ZZPrfP19cX27dvh4+PD1JTU/Hzzz/Dx8fH4v0BHLkjIiIiKxYTEwONRmP2iImJEa/HxcVBpVKVeFeJihQVFYUbN24gODgYCxYsQIcOHaBSqcq0T47cERERkdWKiIhARETEfV/ftm0b0tLSEBwcjNzcXKSnpyMsLEzcC/ZeEydOxMmTJwEAb731Fl566aViy8n655Swq6srAGDkyJHo1KlTmfbJzh0RERHZrE8//VTEx44dw6JFi+7bsQOA2bNnl2v9GzZsgL29PSIjI3H69GmcOXMGL774Ypn2yc4dERERUSUZNWoU/vOf/yAoKAgqlQoffvghqlSpUqZ9snNHREREBMDPzw+bNm164Lb7OXeu+EW8ExMTzZ57eXnh8OHDAICqVauW6YKM4iiMRqOxXPdIRERERJWGV8sSERERWRF27oiIiIisCOfc2ThLb3Zv6U3FCxLXSOc5dB4q4rzty6RynALfFPEfYwdJ1/XU4lgR31j6rnSeR3i0iGVv6g6Y39g98+NJ0nluYbNM9SWfkq/Pq4mI9X+ekM6za9BUxAXZmVI5DlXcTDk5WdJ1Obi4mvJuZ8jnVXUXsaU3kbf0e3B9yX+k82q8tUjEht8PS+cpn24rYtnP2N2fr+z1M6TrqhI6RcSW3rTe0t8GXepF6TyV55Mi1mZel85Tu9UQsaXfH4u+Bxa+l9qb16Tz1NVrm/IsfE8O+LWRzutw7HsRW3p8X9ZuUkJJc/++Zvp7Jb394Pu8/qPhh19Il7UmHLkjIiIisiLs3BEREZFNmzVrFoKDgxEcHAyNRoNevXohODgYEydOBABcv34dvr6+Zne2uJtOp0O/fv2wYcOGIq99++23aNeunXg+fvx4UVdwcDB8fX3xySeflOvx8LQsERER2bRJk0zTYzQaDTZv3gwHBwexLS4uDl26dMHGjRsxZsyYIrcH++CDD3D58uUi+01JSUF0dDTuXphkwYIFIt67dy9WrFiBwYMHl+fhcOSOiIiIqCRbt25FSEgIPD09sWfPHrPXDhw4gOTk5CK3DNPr9YiKikJkZGSx+8zJycHs2bMxe/ZsqNXqcm0vO3dERERE93Hs2DHk5uaiZcuWCAoKQmys6QK8tLQ0LF68GDNnziySt2TJErRr1w7PPfdcsftdt24dWrduDY1GU+5tZueOiIiIrFZMTAw0Go3Z435z54qzadMmBAYGQqlUIjAwEMePH8e5c+dgMBjw3nvvISoqCtWqVTPLOXLkCE6ePIkRI0YUu0+j0YjY2FiEhYWV6djuh3PuiIiIyGpFREQgIiLCotzMzEzs2bMHbm5u2L17NwDA3t4esbGxGDJkCJKSkjBnzhwAd+bXHTlyBAaDASdPnsRff/2F3r17Q6fT4datWwgODkZcXBzs7Ozw22+/wd3dHQ0bNiy347wbO3dERERExYiPjxcXWPxj//79iIyMxLvvvosDBw6I7VFRUWjatClCQkLM9pGcnIwBAwYgPj5ebPvpp5/QqlWrCms3T8sSERERFWPLli0YMmSI2TZ/f394eXkhLi7O4v1evnwZderUKWvz7osjd0RERER/O3funIgTEhKKLbNt27Yi2+bNm1dsWS8vLxw+bH5XmqlTp5ahhQ+mMN69+AoRERERPdZ4WpaIiIjIirBzR0RERGRFOOfOxuXl50uXdXJ0FHFh8inpPHuvJiLOWjNNOs91qKls7uYF9y94F+d+40WcPHWkdF1e01eJWHvwC+k8dfuBIjb88aN0nvKpFiLWnz0onWf3THsRJ9Txlc7rlXJSxLE1faTzBqWfFnFBTpZUjoOLq4izc/Ok66ri7GSq63aGdJ5DVXcR69IuSeepanmb6pM8NsD8+Cz9HuhP7pXOs/N9ScT533wslePYzbR2lu5/xc8ZKo6qZS8RF6acl86zr9NYxPo/T0jn2TVoasq79It8nnczERdePVdCSXP2dU2LxRouHJXOUzZqLWJd6kWpHJXnkyLO37lCui7HgNdFXJB1SzrPwdW0ztp76qek8+Zr/xDx8d7dpPOaf/WNiE8PDZLO81ljmqv2XYsXpfM6/nhExJfee1U6z3v+59JlrQlH7oiIiIisCDt3REREZNNmzZqF4OBgBAcHQ6PRoFevXggODsbEiRMBANevX4evr2+RO1sUFhZi8uTJ6NGjB7p3746DB01nYqKiotClSxex3zVr1pjl/vXXX2jZsiWSkpLK/Xh4WpaIiIhs2qRJk0T8z6LFDg4OYltcXBy6dOmCjRs3YsyYMVCpVACA9evXIysrCzt37sTVq1cRGhqKhIQEVK1aFSdOnMCaNWtQt27dIvUVFhYiKioKhYWFFXI8HLkjIiIiKsHWrVsREhICT09P7NmzR2xPTEzEK6+8AoVCgXr16uGFF15AYmIiMjMzce3aNUydOhVBQUGYNWsWCgoKRN6HH36ILl26oHr16hXSXnbuiIiIiO7j2LFjyM3NRcuWLREUFITY2FjxWmpqKmrXri2ee3p64tq1a0hPT8eLL76IGTNmYOvWrbhx4waWLFkCADh8+DDOnz+PoUOHVlib2bkjIiIiqxUTEwONRmP2uHfuXEk2bdqEwMBAKJVKBAYG4vjx4+IuFkajEQqFQpQ1Go1QKpVo1KgRli9fjjp16kCtVmPEiBHYt28frl+/jgULFmDOnDlmeeWNc+6IiIjIakVERCAiIsKi3MzMTOzZswdubm7YvXs3AMDe3h6xsbGYPn06ateujbS0NDRufGc5oPT0dDz77LP47bffkJKSgm7d7iwvYzQaYW9vj3379iE7OxvDhg0DAKSlpSE8PBzz5s1D06ZNi2+EBThyR0RERFSM+Ph4aDQaHDx4EImJiUhMTMSSJUuQkJCA7OxsdOrUCXFxcTAajUhJScEPP/yANm3awGg0YubMmcjIyIDRaMS6devQrVs39OvXD3v37kV8fDzi4+NRq1YtLF26tFw7dgBH7oiIiIiKtWXLFowYMcJsm7+/P7y8vBAXF4dBgwZh1qxZCAwMhMFgwIQJE1CzZk3UrFkTY8aMQWhoKAwGA1q0aIFRo0Y9tHazc0dERET0t3/m0wFAQkLxd3jZts10p40ZM4gEniQAACAASURBVGYUWyY0NBShoaEl1pWYmGhBCx9MYTQajRWyZyIiIiJ66DjnjoiIiMiKsHNHREREZEU4587G5eXnS5d1cnQUsf7iz9J5dk++IOKCbz+VznPoMkzEyVNHSuV4TV8l4htL35WuyyM8WsS5G+dK5zkPeF/Ep4cGSef5rDHN1yj4br10nkNH0/yNj92fkc4Lyzgr4rU1npXOG3L9jIgLcrKkchxcXEWcn5cnXZejk5MpLzdHPs/ZRcS6a/L3aFTVbiji3Dz574Gzk+l7YEj6QTpP2bCViPVXfpPOs6v/nIgLf9ohlWP/r54iNvzxo3RdyqdaiFh7PVk6T13Dy1Sfpe/Jnyek8+wamK4sLEw+JZ1n79XElJdyXj6vTmMRX3rvVakc7/mfi7ggO1O6LocqbiLW3kqTzlNXqyXi6CpPS+e9m/27iL/2lr9is8cl099rV8Pm0nndk46LePfTL5RQ0tzLv5v+zTneu5t0XvOvvpEua004ckdERERkRThyR0RERDYtOTkZL7/8Mho1amS23dfXF7NnzwYAfP/991iyZAm++OIL8XpsbCzWrl0LvV6Pvn37FlnuZMmSJdBqtXjnnXcq/iDuws4dERER2bxq1aohPj6+yHadTofVq1fj008/hbe3t9h+5swZfP7559iyZQvUajVeffVV+Pr6ok2bNsjIyMCcOXOwZ88eDBky5CEexR08LUtERER0HydOnEBqairmzJljtj0xMRFdu3aFq6srHBwc0Lt3b7H+3Y4dO+Dj44Phw4dXRpM5ckdERER069YtBAcHm20LCwtDr1690KJFCxw7dszstdTUVDz9tOniFU9PT6SmpgKAGK2LiYmp4FYXj507IiIisloxMTFYunSp2bbw8HBERESYbbvfadn7MRqNUCgUZs+VykfjhCg7d0RERGS1IiIiinTkykPt2rWRlmZariY9PR2enp7lXo8lHo0uJhEREdFjpFOnTvjmm2+QlZUFrVaL+Ph4dOrUqbKbBYAjd0RERETFzrlzcXFBbGxsseV9fHwwZMgQhISEQKfT4eWXX0aXLl0eRlMfiJ07IiIismleXl44darku534+flh06ZNZtsGDRqEQYMG3TenIk4Hy1AYjUZjpdRMREREROWOc+6IiIiIrAg7d0RERERWhHPubFxWbp50WVdnJxHnbV8mnecU+KaIC3/aIZ1n/6+eItYd+0oqR+XXW8Q3V0RJ11X99Xki/t6/g3Rem/0HRKxLvyydp6r5hIj/GHv/+Rr3emqxaWKvLvWifH2eT5ryLGxnQXamVI5DFTcRZ+bIf77cXEyfL+3Na9J56uq1TXnXk+XzaniJWH/lN+k8u/rPifiv6aOl8+pN/a+IDX/8KJ2nfKqFiK/Oel0qp+6kFSIu/OuMdF329Z4Vsf70d9J5dj4dRfxLn5el85pt3S3iS++9Kp3nPf9zEZ8d0buEkuaeWW36Hfkx4CXpvBY794r4a++mUjk9Lp0Qsex3BzD//liaN8GhoXTenIIkEZ/o30M6r+mmr0W8r7mfdF6n46aFgPc8+y/pvK5nfhLxydCeJZQ057te/t8ca8KROyIiIiIrws4dERER2bTk5GS0bdu2yPYhQ4bgwAHTGZolS5Zg4cKF4nl2djbGjh2LoKAg9Oz5/+zdd1hUx94H8O8uvUgTsIFiRUVsIIioFAVsFBUiEUzUmNj1ajBqbNhLDCpqbFGCIKIoxS69N5GmSEeaIr1K3533D989uqFkNeXe4Hyex8fh7PmdmVP27OzMnNm5cHFxYV7z9/fH3LlzYWpqioMHD4LD4fy9O/EBWrmjKIqiKIrqRlVVFRwcHHD58mW+5b/88gt69+6Nu3fv4ubNm7hx4waSk5NRXl6Offv24cqVK3j06BFKS0vh7e39j5WXjrmjKIqiKIrqxv379zF69Gioqqqira2NWT558mQMHfpujKOUlBQGDRqE169fIz8/H5MmTWJ+jszGxgaXLl2CjY3NP1JeWrmjKIqiKOqz19kvVBQWvnsAbcmSJQCA06dP870+ffr7B/Di4uKQlJSEQ4cO4fbt2+jb9/3DXn369EFpaenfVfQOaOWOoiiKoqge6/Tp0zhz5gzfsnXr1nX49Qg5OTn4+fnxLeNV6v5ISEgIfvzxRzg5OaF3797gcrl8rxNCwGb/cyPhaOWOoiiKoqgea/369X/rz4Bdu3YN586dwy+//IIJEyYAAPr27Yvs7GxmnfLycqaL9p9AH6igKIqiKIr6BA8ePMCvv/6K69evMxU7ANDX18eTJ0/w5s0bcLlc3L59G4aGhv9YuWjLHUVRFEVR1CdwcnJCW1sb1q1bxyxbuXIl5syZg127duHbb79Fa2srtLS0YGdn94+Vi1buKIqiKIr6rKmoqCAqKqrDcjc3N76/f9+9GxgY2OU2TUxMYGJi8tcU8COxCCHkv5IzRVEURVEU9ZejY+4oiqIoiqJ6EFq5oyiKoiiK6kHomLvPXFNzs8DrSoiLM2nOy0SB44QGT3wfl58seJzaeCbd5HtCoBgJq01MOsnKVOC8Jvj6M+nHIyZ2syY/s6z3x6Gt9KXAcSJ9BjPppjvOAsdJWGxg0pyiZwLHCalqvo/7xHPQ3PhWoBhxSSkmXVYrWAwAKMu+j2t5Wy9wnJhULyb9qecgYJSWwHEm6U+ZdHtJdjdr8hPuN/x93OtMweP6qzNpzvMggWKExsxg0q01ZQLnJSqnzKTbyvIFjhNRVmPS3JxYgePYwyYz6U+9nlsrigWOE1VUeZ/fJ74PBL02P7wuP/V6bq1+I3CcqPz7CXMdJYYJHOfYlMOkH6qNEzhudn4Kk46fZSxwnM6jYCb9qffa9GUWAseNcrkj8Lo9CW25oyiKoiiK6kFoyx1FURRFUZ+14uJimJmZYdgw/lbPMWPG4ODBgwCA6OhoODs7w9PTk2+dhoYGfPnllzh58iTzO7MFBQXYvXs3amtrISEhgWPHjkFVVRVLly5FdXU1E5uZmYlTp07BzMzsL90fWrmjKIqiKOqz19nPjwFAW1sbfv31V7i4uEBNTY3vtfj4eOzduxcFBQXMMkIIVq1ahQ0bNmD27Nm4du0aDh06hHPnzuG3335j1rt69SpiYmJgair4ECJB0W5ZiqIoiqKoLqSkpKC0tBSHDh3q8JqHhwcOHDgAZeX341VfvHgBFouF2bNnAwBsbGywZcsWvriSkhJcunQJ+/btA4vF+svLTFvuKIqiKIr67NXU1MDS0pJv2TfffAMLCwtoa2sjLi6uQ8zJkyc7LCsoKEDfvn2xZ88ePHv2DMrKytixYwffOufOnYOtrS2UlJT+2p34f7RyR1EURVFUj3X69GmcOXOGb9m6des6/NpEV92yH6u9vR3x8fFYtWoV9u7dC09PTzg4OODGjRsA3o3Re/jwIYKCBHv6/VPQyh1FURRFUT3W+vXrO1Tk/k5KSkro27cvdHR0AAAWFhbYt28fCCFgsVgIDw+Hrq4uZGRk/rYy0DF3FEVRFEVRf5GJEyeiqakJT5++mxMzNDQUo0aNYsbWJSYmMhW/vwttuaMoiqIo6rPX2Zg7KSkpeHh4fNR2xMTEcPHiRezfvx8NDQ2QlpbGsWPHmNcLCwsxefLkbrbw59HKHUVRFEVRnzUVFRWkpaV1u46uri5u3rzZ6WvBwcF8f2toaHSYD4/n4sWLn1bIj8AihJC/PReKoiiKoijqH0HH3FEURVEURfUgtHJHURRFURTVg9Axd5+5xqZmgdeVlBBn0j+KDRU47lBLLpNu8j0hcJyE1SYm3RpzW6AYUb2FTLr63DaB85JffYRJN944LHCc5KLtTLq1tkLgOFFZRSbNeS74XEdCY2YwaW5WlMBx7BH67/PLTxY8P7XxTLq5qUmgGHEJCSbd1Cz49SUh/v76aqmrEjhOTEaBSbeXZAscJ9xv+Pv86msEz6+XHJPm5iUIHMceos2kOUXPBI4TUtV8H1eQIljMoHFMuq30pcB5ifQZzKTbX2cKHCfcX51Jf+r11VaWL3CciLLa+7jyQsHjlAb+6fxaGmoFihGTlmXSzY1vBc5LXFLqfV6feF06iAwROO54Wx6TfjR0gsBxs3KTmHSciZHAcboBIUzaQ2m0wHGLy18w6ZLDawWO67f9rMDr9iS05Y6iKIqiKKoHoZU7iqIoiqI+a8XFxdDX1++wfMmSJQgPD8fr16+xatUqmJubw9zcHCtWrEBeXl4nW/rfQCt3FEVRFEVR3di1axdMTExw9+5d3L17F3PnzsW6dev+28XqEh1zR1EURVEU1Y3Kyko0NjYyPyFmYWEBGRkZ5u//NbRyR1EURVHUZ6+zX6goLHz3wM4PP/wABwcHXLhwATo6OtDT04OFhcX/ZMUOoJU7iqIoiqJ6sNOnT+PMmTN8y9atW4f169fzLZOTk4Ofnx/fsiVLlgAApkyZgtDQUMTFxSEuLg6XL1+Gu7s7vLy8ICoq+vfuwCegY+4oiqIoiuqx1q9fj8zMTL5/v6/Ydae6uhoHDhyAqKgopk2bBgcHB9y7dw/19fVITU39G0v+6WjljqIoiqIoqguysrIIDw+Ht7c3s6y0tBStra0YPHhwN5H/PbRblqIoiqIoqgtsNhuXLl3C4cOHcebMGYiLi6NXr144fvw4evfu/d8uXqdo5Y6iKIqiqM+aiooKoqI6/uqPm5sbkz5//vw/WaQ/hUUIIf/tQlAURVEURVF/DTrmjqIoiqIoqgehlTuKoiiKoqgehI65+8w1NTcLvK6EuDiTbqmrEjhOTEaBSbfWVggcJyqr+D6uoliwGEWV9zHVbwTPS74vk25pqBU4Tkxalkm3lb4UOE6kz/snrAq3LxM4buBhFybdWvVa4DhRhf7v4z7xHDy3mytQzJhr95n0vf6aAuc17/UzJu3Ua4TAcZvrs5h0nImRwHG6ASFMurnxrcBx4pJSTLr9VbrAccIDRjFpTkGKwHFCg8Yx6bayfIFiRJTVmHR7SbbAeQn3G/4+rze5AseJ9B3KpLm58QLHsYfq/On8BL03APz3B25OrMBx7GGTmbSg98wP75efen196n3WUWKYwHGOTTlMOn/r1wLHqR11ZdI3lEcLHLeo7AWTDpmgK3CcUVIck46aOk3gOP3ICIHX7Uloyx1FURRFUVQPQit3FEVRFEV91oqLi6Guro4NGzbwLW9tbYWOjg42bdoEAMjOzsaaNWtgYmICMzMzLFy4EEFBQR22d/v2bSaG5+LFi7CysoKZmRkuXbrELN+2bRtmzpwJS0tLWFpa4urVqwCAuLg4TJo0iVm+dOlSgfeHdstSFEVRFPXZk5GRQUJCAt6+fQspqXfd4+Hh4RAWfldVKioqgr29Pfbs2YM5c+YAANLS0rBq1Sr07dsXGhoaePv2LU6dOgUvLy8YGhoy27537x78/f1x/fp1cLlcWFpaYsqUKdDQ0EBKSgquXr2K/v3785UnJSUFX3/9NdatW/fR+0Jb7iiKoiiK+uyJiopCX18fwcHBzLI7d+4wFbnLly/D0tKS+RsANDQ0sH//fnA4HABAWFgYJCQk8MMPP/Bt+969e1i+fDkkJCQgJSWF3377DYMGDUJtbS3evHmDPXv2wNzcHAcOHEBLSwsAIDk5GfHx8bCwsMDSpUuRlZUFQdHKHUVRFEVRPdbp06ehrq7O9+/06dOdrjtv3jw8ePAAANDQ0ICioiKMHv3ugZHExETo6el1iDE0NMTYsWMBAHPmzMGmTZsgJibGt05hYSGKi4uxfPlyWFhYICgoCNLS0igvL4eenh727duH27dvo7KyEs7OzgDetSTa2trCz88P9vb2WLVqFVPx+yO0ckdRFEVRVI+1fv16ZGZm8v1bv359p+vq6+sjLS0NdXV18Pf3x8yZM5nXCCFgsVjM39u3b4elpSXMzMywe/fubsvQ3t6OpKQknDt3Dq6urvDy8kJERASGDRuGX375Bf369YOoqChWrFiBkJB3T/IfOXIEc+bMAYvFwsyZMyElJYXMzEyB9plW7iiKoiiKogAICwvDyMgIgYGBuH//PszNzZnXxo8fjydPnjB/Hz58GH5+fli5ciXq6+u73a6SkhLMzMwgJiYGeXl5TJs2DSkpKXj27Bn8/f2Z9QghEBYWRmtrK86ePQsul9uhfIKglTuKoiiKoqj/N2/ePHh6eqKpqQkDBw5kln/33Xfw8/ODv78/eL/cWltbi5iYGLDZ3VenZs6ciQcPHqC9vR1NTU2Ii4vDmDFjQAjB/v37UVVVBUII3N3dYWpqClFRUTx48AD37t0DAMTExKC1tRUjRgg2Byh9WpaiKIqiKOr/aWtro7S0FCtWrOBbrqqqCg8PD5w8eRLOzs7gcDhgsVgwNTXF8uXLu93mkiVLUFFRAQsLC3A4HJibmzNP065atQp2dnbgcrnQ1tbGd999BwBwcnLCnj17cPHiRUhISODUqVMCt9zRyh1FURRFUZ81FRUVREVFAQBYLBbCwsKY1xYsWIAFCxYAAAYOHAgnJ6c/3N6HMcC77tQtW7Zgy5YtHda1s7ODnZ1dh+Xq6urw9PT86H0BABbhtS1SFEVRFEVR/3p0zB1FURRFUVQPQit3FEVRFEVRPQgdc/eZa258K/C64pJSTLq1tkLgOFFZRSZ9UHK4wHE7GrOZNDcvQaAY9hBtJt3ytvtH0z8kJtWLSTfdOytwnMS8tUxaxe6ywHHF177503HtrwWb7wgAhPurv48rThM8TkWDSTc3NQkUIy4hwaQbru0TOC9pu/fzRFXWNwoc17uXJJNuqasSOE5MRuFPx3Ged/xNya4IjZnxPu5louBxgycy6bY4X4FiRHStmPRLhyUC5zX4uBuTLj+xqZs1+SltOsGkW6vfCBwnKt+XSbc01AocJyYty6QFvS4B/muTmxUlcBx7hP77/AS8Z354v2xsahY4L0kJcSb9qcfyiJTg99ltb9/fZzcIDRY4zpnzkkmvYqkJHHee5DPpywojBY77piqDSVef2yZwnPzqIwKv25PQljuKoiiKoqgehFbuKIqiKIr6rBUXF0NDQwOWlpZ8/3bs2MGsEx0dDVtb2w6xDQ0NMDc3R25ubofXnJ2dcfz48Q7L29raYGNjg+vXr/+1O/L/aLcsRVEURVGfPTk5Ofj5+XVY3tbWhl9//RUuLi5QU1Pjey0+Ph579+5FQUEB3/KqqiocOnQIAQEBWLKk49AIJycnFBYW/qXl/xBtuaMoiqIoiupCSkoKSktLcejQoQ6veXh44MCBA1BWVuZbfv/+fYwePbrTyY3Dw8NRXFwMIyOjv63MtOWOoiiKoqge6/Tp0zhz5gzfsnXr1mH9+vV8y2pqamBpacm37JtvvoGFhQW0tbURFxfXYdsnT57sNE9ea93p06f5lpeVleHEiRNwcXHBkSN/38MetHJHURRFUVSPtX79+g4Vuc501S37V+Fyudi6dSu2bdsGOTm5vy0fgFbuKIqiKIqi/nZ5eXnIzc1lundLSkoQExMDLpfb6c+P/Rm0ckdRFEVRFPU3GzZsGMLDw5m/t23bhnHjxuHLL7/8y/OilTuKoiiKoj57nY25k5KSgoeHx3+pRJ+OVu4oiqIoivqsqaioIC2t+1/v0dXVxc2bNzt9LTg4uNPl3Y31+zsfqGARQsjftnWKoiiKoijqH0XnuaM6+P2j2zTun4/7N5Sxp8f9G8rY0+P+DWXs6XH/hjL+mbgei1DU74wYMYLG/Zfj/g1l7Olx/4Yy9vS4f0MZe3rcv6GMfyaup6ItdxRFURRFUT0IrdxRFEVRFEX1ILRyR1EURVEU1YMIOTo6Ov63C0H979HV1aVx/+W4f0MZe3rcv6GMPT3u31DGnh73byjjn4nriehUKBRFURRFUT0I7ZalKIqiKIrqQWjljqIoiqIoqgehlTuKojr4p0drcDicfzQ/6r+HjgSiqL8frdxRf5tPuYn/2Rv/P5Vnc3PzR8f8t3zM/hUXFyMzMxMsFutvLBG/goIC3LhxA01NTf9Ynn/Gp1wvxcXFaGtr+8fy+1/Ydle4XO7/xDY+R/X19Xx//1Pn//Xr13j69Cmt2P+D6NOy1F+qtLQUhBBwuVyIiIiAECJQRaG5uRnCwsKorq6GhITEJ+f/+7y6y7+srAzt7e1ob2+HqKiowHmUlJTg+PHjmDJlCkRERP5wfUGPQXdKS0tRUFCA1NRUDBo0CGx219/LCgoKcP36dWRlZYHNZqNPnz4ClaG9vR1nzpyBiIgI1NXV/1R5BZWXl4cNGzZgypQp0NDQ+Oh4Lpf7Ucf2U89FXV0dWlpaUFFRARkZmY/Kr7KyEnZ2dpg+fToUFBT+MCYmJgbBwcFITk7G+PHjwWKxBCr3h+sIup8tLS0QFhYWbGc+kJeXB2dnZ1y5cgVcLhdqamoCvReio6Nx+fJlpKWlgc1mo3///h+Vb2trK4SEhNDQ0AAxMTGBYsrKylBRUYHGxkZISUl1e1z+ivdqUVERmpub0dDQAGlp6Y+K/djrGQAaGxvR2NgIcXHxbterqqrCmTNn0KdPHzQ3N0NGRuaT9jU5ORlhYWGIi4uDpKQkFBUVu10/Ly8Pq1evhra2NgYPHvxReX3qsaypqUFZWRlkZWU/Kr+ehFbuqC4VFRUhOjoavr6+4HA4aG5u7vaNHBYWhh07duDZs2fw9/eHkZGRQBW83NxcHDx4ELdu3UJRURGGDRv20TfF1NRUREZG4tGjR6isrISSkhIkJCS6/GAMCQnBkSNH4O/vj/r6ekyYMEHgG3trayvc3NxgZmYGMTExgT8siouL0dLSAikpqY/at9zcXGzYsAGlpaW4c+cOtLS0ICcn12kFLy8vD5s3b4a0tDTKy8vh4eEBLS2tbs8br4xsNhtBQUFoamrC5MmTBS7f06dPweVyweFwICEhwWzvjz6o8vLy8MMPP8De3h7z588Hl8tFfn4+5OXlu82voKAAN2/eRL9+/QSuaMXExMDNzQ0eHh7Iz8+HgoKCQBUtXjk3bdqEiIgI3Lp1C9OmTUOvXr0EimWxWJCUlER0dDSMjIz+8MMmMjISjo6O0NLSwk8//QRJSUmmggd0X/moq6uDkJAQhISEBDr+SUlJsLW1BYfDQVVVFYYOHcq81l1sbm4utm7dCn19fWhra0NZWRkDBgz4w0piREQEDh48iJkzZyIhIQFsNhsTJ05kXhfkPnHs2DF4e3vj1atXGD58+B9+EQwLC4OjoyMCAgKQn5+PUaNGdXnuPsy/tbUVbDb7oys/oaGh2L9/P+Lj45GTk4OxY8f+4T0CACoqKiApKcmUgcPhdPsFjicnJwebNm3CgwcPkJycDGNj4y7XbW9vR0VFBU6ePInExETMmzfvo/YNeH+Pl5OTQ0NDA3r16sV33fxeXl4etm7dCnt7e8yZM+ejKs+feiyzs7OxZs0aPHr0CHFxcZg1a9ZH7WOP8ff+uhn1b5WTk0MWLFhATp8+TTZu3Ei2bNlCrK2tSWhoaKfrR0REEAsLCxIZGUlSUlKIg4MDqaqqIi0tLYQQQrhcbpf5LFy4kPj4+JDY2FiSk5NDGhoaPqqsoaGhZM6cOeTkyZPk4MGDxNjYmOzatYtERER0W9bExEQSGhpKvvjiC1JZWSlwvuXl5cTa2pq8evVK4DK6u7sTOzs74uTkRCorK5nlXR0XnsLCQmJlZUX8/PwIIYTU1dUxx7S1tZVv3ZycHPLll18SX19fQgghZWVlZM2aNeT+/fvd5sHhcPjK6eTkxPd6d2Wsqqoienp65OuvvyZfffUVuXfvHnnz5s0fxufm5pLZs2eThw8fEkIIaW9vJ4sXLyaXLl3qtqyEELJx40airq5OZs+eTY4dO0Z8fHz4Xm9vb+f7Ozw8nMyZM4f4+PgQX19fYmdnRxwcHEhQUNAf5pWXl0esrKyIt7c3aWtrI4WFhaSxsbHL/erKmjVrmHJyuVy+Y84TGhpKrKysyJMnTwghhPj4+JDdu3eTGzdukIyMjG7zCw0NJfPnzyf/+c9/yObNm5nlneXDExwcTPT19YmrqyvR19cnDg4OxMXFhe+6+n2etbW1ZNmyZcz1+KG3b9+SnJycLvOysbEh8fHxhBBC7t69S+bPn0/OnTtHfvvtty7LyMO7H92+fZsEBASQjIwMUl9f321MREQEMTc3J0+ePCFcLpeUlJQw18bvj8uH++nu7k5Wr15NnJycSGpq6h+W7cP8ePeV9PR0snTpUlJUVEQqKiq6jauurib6+vpk69at5NSpU6SoqEig/HJzc8miRYuIl5cXKS0tJcbGxuTFixfdxoSEhJAxY8aQb7/9lmRmZjLLBbmWo6OjiampKXN98pw/f57cuXOnw/o5OTlk/vz5zGscDofY2tr+4f2IkE8/lrm5ucTGxobcunWLFBQUEF1dXZKSkvKH+fVEtOWO6qC4uBgbN27EsmXLsGTJEsyaNQtjx45FW1sbfvvtN2hqaqJPnz7M+iEhIfjpp59w5MgRaGlpoampCfv27UN2djZOnTqFyZMnQ1FRscO3tubmZhw6dAiWlpawsrKCiooKFBQUICoqitraWjx//vwPu20SEhKwf/9+7Nu3DwsWLMC0adNgYGCA+Ph4ZGdnQ1tbm6+7Ijo6Glu3bsXJkycxduxYSEhI4OLFi3jy5AkiIyPBZrMxbNiwDvmUlZUhOzsbMjIyEBYWRl5eHoYNG8a0iH3Y0vH7/fTz84O3tzecnJwwYMAA1NXVITIyEqNGjfrDb6H3799Hv379sGTJEhBCICYmBiEhITQ3N+POnTtQUlKClJQUKioqYG9vj7lz58Le3h4AICUlheDgYKioqGDkyJGdbv/169dwcHBAcXExXr58ybSejR07lmlh7K6MLBYLz58/R+/evWFlZYXjx48jNTUVKSkpGDJkCMTExCAsLMx3TNra2uDq6oqXL19i+/btEBISwpo1azBy5Ehs2LCB2XZTU1OnXX2DBg2CUgdIzwAAIABJREFUjIwMJk2ahPb2dly9ehXh4eEoLS3FyJEjISQkxLR6hIaG4ty5c9ixYweMjY0xcuRIGBgYIDU1FVlZWdDQ0Oi2lfjs2bOYMmUKFi1aBDabDVlZWYiIiKChoQGxsbFQU1PrtDUiIiICAQEBePHiBZqamlBSUoKBAwdi+PDhYLFYHdbPy8vDtm3bYGFhAXNzc5SXl2PTpk3o06cPgoODkZubC1VVVSgrK3coY1paGlxcXLBs2TIYGhri7t278PHxwcKFC7s9d4MGDcLDhw+hpqaGXbt2obq6Gu7u7rh37x7q6+vR0tICVVVVvpi2tjY8ffoUK1euZMZP8fbfx8cHqamp0NHR4Yuprq7Gpk2bMHz4cCxbtgylpaX48ccfMXbsWHA4HISGhqKhoYGvFe9DjY2N2Lt3L6ytrWFlZYUhQ4ZAUVGRuU+8fPkSSkpKzPqEELS2tuL8+fP4+uuvMWXKFLBYLEhLS4PNZqOiogIBAQEYOnQohISEALy/xh8/fgwfHx8YGxujrKwMT548QZ8+ffjud52JiYnB5s2bcfbsWWhqaoIQghMnTiA5ORl37txBe3s7NDU1O42tra3FgwcPICcnB2lpaezcuRNv375FXV0d373ow3tMYWEhVq9eDXt7e1hbW0NSUhLu7u7IysqCv78/REVFMWTIEL587ty5AzU1NaxcuRJv377F3bt3oaysjP79+wvU+3Djxg0YGhrC1NSUee3AgQOIjIzE9evX0bt3b2YfGxoa4OjoCAkJCTg4OAAAVq9ejZEjR2LZsmWd7tOfPZa5ubnYuXMnrK2tYW1tDWlpabx69QpTpkzp0GLe2Xu2p6GVO6qD+Ph4yMjI4KuvvkJ7ezvYbDakpaXRr18/5OTkoE+fPkxTfHFxMa5evYr4+Hjs3bsXDQ0NWLt2LRYtWoQVK1agqqoKzs7OsLW17fBBzeVyce/ePVhZWUFBQYHvDZeeno4rV65g8uTJTPfqh3jrPnz4EOPGjcPs2bPB4XBACIGCggKGDBmCM2fOYOzYsRg4cCCAd10t9+/fR1VVFebPnw8Wi4VVq1Zh/vz5sLS0RGNjI+Li4qCrqwtxcXG+LpqNGzfiwYMHuHHjBq5fv4709HS8evUKDQ0N4HA4aGxshLCwMERERDp8eCcmJmLkyJHIzs5GcHAwAgMDcfPmTYiJiWH8+PHdngs/Pz+IiopCV1eXr6umvr4eu3fvhoqKCoYPH45Xr16hoqICLS0tGDp0KGRlZXH9+nVERUVhzZo1XXYFp6WlgcvloqamBoGBgaisrMTDhw8RGRmJ2NhYBAUFoaSkBDU1NVBTU+twDkRERKCiooKrV69i+fLlWLVqFZ49ewZ3d3c8f/4cnp6eGDVqFPr27cvECQkJQUlJCWw2G15eXrhy5QomTpyI77//nlknOTkZrq6umDhxYofxkO3t7bh27RrGjx+PpUuXQlNTE87Oznjz5g3Onz+PsrIyaGlpobKyEsuWLWO+PHA4HHA4HEhLS0NTUxNXrlwBm83GhAkTujz+Xl5emDZtGgYOHIi2tjamMpCdnY0ff/yxy67WwMBAlJeXIyIiAjk5OYiJiYGPjw8qKytx584dlJaWorCwEEJCQkz3cGFhIURERFBeXo6jR49iyZIl2Lx5M+bOnYvbt2+DzWZDS0uLL5/Xr19j5cqV0NDQwNKlS6GoqAhra2t4eXlBUlISw4cP73DOWCwW2tvbISQkBDk5OYSGhmLRokV4+/YtQkNDMWbMGBQUFODq1auwsbFhxrYRQlBYWAhnZ2cYGxujd+/ezHXOYrFQVFSEW7duYf78+cxx4p3vgQMHIj4+HllZWXB3d8fChQvxn//8Bzo6OmhqakJlZSX09fU7PQctLS14/Pgx7O3tIS0tzXefSExMhJubG6ZMmQJRUVHmvScsLAw/Pz/MmDEDioqKzH0MeNcd7ebmBhMTE74vfvHx8Th16hQOHjwIAwMDKCoqoqysDLGxsZCXl+/yiyaXy0VCQgJSUlJgZmaGXr164bvvvoOtrS2WL18OWVlZ+Pr6YtKkSZCTk+sQLy0tDVlZWSQlJWHHjh3Q09NDWFgYzp49i/z8fKSlpTFdkrz8XF1dUV1djaVLl0JaWhrr16+Hqqoq1q5di7S0NKSmpsLAwIC5HwGAt7c3Tpw4ASsrK2hrayM/Px+RkZHIzMxEWVlZl+NsP4xXU1PDqFGjwOVyERcXh9jYWPz2229QVlaGv78/5s2bBzabDWFhYTQ2NoLD4SA7Oxtnz57FqFGjsGXLFma7aWlpiIiIgLq6OnNuPvVYNjQ0YOnSpRg6dCg2bdoEDoeDZcuWISoqCsXFxcjLy8ObN28gLS3NVPJ7uo8fSUv1eBkZGUhPTwcAvnE0vJvb6dOn8fLlS/Tt2xceHh7w9PSElJQUdHV1MWDAACxZsgTz588HAPz444948+YN3r5922F8TEVFBWpqapinCDkcDpMfm81GTU0NJCUlO/2GxVtWVlbGtGYQQpj4IUOGYPr06XB2dkZeXh4MDQ2hqqqKefPmQUxMDI6OjsjJycH69euZssrKyuLgwYMdKmeioqI4ffo0pKWlkZubi7q6Ojg7O+Pp06eQk5ODm5sb6uvroaSkhMOHDzMVX1751dTU4OrqitraWqxevRoGBga4deuWQE9Pqqurw8/PD8XFxVBRUWHGtsnLy0NPT48ZnzZ8+HDY2dnh7t27uHTpEhQVFfH06VOcOnUKSkpK4HK5nd7QJk+ezDe+rrCwEA0NDdi0aRPy8/ORnJyMFy9eYNCgQZ2eA0IIBg0ahHHjxiE3NxcNDQ0ICwvDuXPnICYmhrCwML6KJe+DWVxcHCNGjEB9fT3S09NhbW3NrJOYmIg9e/Zgy5YtfK1qvNh+/frBysoKrq6uUFRUxMmTJ+Hg4IDly5fj5s2bGDlyJBO3fv16BAYGYvTo0TAyMoKQkBBaW1uhoKCABQsWICsrq9vjLy0tjaioKEyePBkiIiJMBVtDQwNDhw7t8kvHN998A+BdS5eIiAjc3Nzg4uKCSZMmISYmBqmpqcjJycEvv/wCQgjk5eWxceNGnD9/HufOnYOuri5sbW0BvLsu9fX10dbW1qHFoX///rCwsICbmxuWLl3KfJHR0NDotNWTF9vY2AgZGRmoqamhoKAAP/30E4KCgrB7924YGhqCEIL6+nq+MY0sFgvDhw+HgYEBrl27hpUrV6JPnz5oa2uDqKgoREVFMXz4cOY9yCurqKgoc+ydnJzQu3dvLF68GAAgJiYGDoeD8vJypsL54ZcqYWFhNDU1obq6Gu3t7QD47xOEEFRVVXV6nygtLUVAQADU1dUhLCzMnAteZZ63PR4ul4u6ujpcvHgRR48exejRo8FiseDn5wc/Pz+MGTOmw0MchBCw2WyYmpqCzWZj9+7dKC0txZYtW2BlZQUA6NWrF4KCgrodk6iurg4hISHU1dVh/Pjx2LVrFzZs2IDa2lrExcVBX1+faRFls9n48ssv0dDQgIsXL+L58+fQ1dXF1q1bAQCOjo6YP38+srOzMX78eLS3t0NYWBjbt2+HhIQEli5dyrT0enl54fHjx12Ov6uoqGB6J6SlpfH48WMsWLAAbDYbQ4cOxYkTJwC8+7I5btw4CAkJMfeahQsXMseura0NmzdvZrabmJiIXbt2YdeuXXxfBH5/LMvKyuDg4PCHx1JYWBhLly7Fw4cPcffuXQQEBGDIkCGws7NDSUkJUlNTcfXqVfTp0wc///xzhy89PdI/0fdL/bsEBQURBwcHUldXx4zFaGhoIC4uLsTc3JxYW1uTwMBAsm/fPrJ06VKSnJxM6urqyOHDh4mGhgbftnx9fcn8+fNJVVUVIYSQyspK8uuvvzKvHzlyhJiamjLjmNra2gghhCQkJJBvv/2W1NTUdFvWn376iVhbWzN/t7S0kMbGRnLs2DEyceJE4uDgQOLi4khTUxOzTklJCbl48SKxtrbmG1Pz8OFDYmtrK9CYuIcPH5ItW7Yw+1ReXk4yMjKY13/99Vdib29PFixYQAoLC5l9KygoIDdu3CCWlpZdjk/6MM/8/Hyyfv16cuLECVJcXMwsT0lJIXPnziXPnj3ji83Pzyd79+4lOjo6JC4ujhDScWzeh3n8fuxRU1MTmT17Nt92eetwOBy+9T8c23bp0iUyatQoMm3aNGYsW1fHrqamhmzfvp3ExsaSyspKcuzYMfL999+TsrIykpOTQ6ysrPjGdvK2w7tGOBwOaWhoIMuXLyc6Ojrk2rVrneZDyLtjfvXqVb7xorztnTt3jvz8889dHhtCCLl//z5ZsWIFCQwMZK5NQt5dnwsWLOA7Jx/G/X7fU1NTydq1a/mW8faHEEIKCgpIc3MzaWpqIgcPHiSHDh0iMTExhBBCHjx4QObNm8d3vTx9+pR4enqSkJAQUlxcTFxcXIiFhQWJi4sjL1686HRsFE9YWBixsbFhxm5euHCBjBw5khlHx+VyO90X3hi30NBQsnbtWnL8+HFm/1NSUoi5uXmHY0wIIY8ePSIPHjwg/v7+JCIigtjb25OLFy8yx3f+/Pkd3gulpaVk7969JC0tjRBCyLp16/je57xrOi4ujqxdu5bU19d3uJYfPHjQ6fhAHx8fYmtry+xPQUEBefnyJWlsbCRPnjwhK1euJEeOHGHWz8jI4Lsn/P64EPLuvlNfX0/u379PZs2aRcLDw/n239rampSWlnYay7N9+3ZiampK5s2bxxwfLpdLmpubO42rq6sjR44cIYsXL+YbVxYaGkomTZpEjh07Rm7cuEGOHTvGd/87fvw4mTdvHsnPzyeE8F+HH6qvryeHDx8m9+/fJ9nZ2SQlJYV89913HcbF+vj4EFNTU5KTk8OUj3e/J4QQf39/smPHDmZsZXp6Opk/fz4JCQnpdL946Vu3bhFTU9M/PJY8jY2N5NatW2Tq1Knkq6++6vB6dXV1l/fcnoh2y1IA+McgSEpK4pdffkFxcTEmTZrEfCuPiYnBixcvcPjwYejq6sLAwACHDx+Gp6cnVq1aBSMjI+Tl5WH//v1Yvnw5QkJCcPnyZRw9ehQDBgwA8O7b8dmzZ+Hl5YXo6Ghs2bIFUVFRcHd3h4GBAVpbW5GTk4O9e/di+fLlGDVqVJflBICxY8ciMDAQCQkJMDY2hpCQEERERBASEoLm5mYcPnwYI0aMgLCwMLy8vHDhwgXU1tZCV1cXYmJiePToEVRVVfH8+XNcuHABBw4cgIqKCl9ez549Q0lJCfLy8pgxSNnZ2QgLC4ONjQ3ExcUhJSXFfMNNSkqCl5cXtm/fjpaWFmzbtg2GhoYoKyvD8ePH8eLFCxw4cKDTsX28PFNSUhAfH48xY8ZAWVkZUVFRCAoKQkVFBbKysnDixAl8//330NXVRUhICNzc3JgnaYcMGQIRERFkZGRAVVW10ydlWSwWQkJC4OHhAW9vbwwbNgySkpIQFxdHYGAg1NXVmW5Y3vGur69nurGuXbuG+/fvIyEhAXp6epg4cSKePHmCKVOmYMmSJWhra+vyaUNxcXFkZGTg1q1bsLGxwYABA/DmzRv8+uuv8PT0xNatW2FgYMBX1rCwMDg7OyM6Oho1NTXQ0NBATU0NUlNTmdaD3z9h6OnpCQAwNTVlnnBWVlbG4MGDcefOHXh5eWHjxo0dns5lsVhISEjAhQsX8N133yE9PR0xMTF49eoVREVFkZ6ejsOHD2Pjxo0YO3YsXxwAuLu74/Lly6iuroaCggJkZGTAZrPh4uICfX19pltIWFgYLBYL165dw/nz51FUVITJkydDU1MTCQkJePnyJaKionDv3j38/PPPTItwcHAwDh06hKFDh8LFxQWNjY349ttvUV1dje3bt6OwsBAHDhzA2LFjOx1b1NraimfPnsHCwgIAICIigpcvX2LhwoXo3bs30xr14fUYGhqKS5cuISkpCXZ2duByucjOzsbx48eRlpYGX19fbNiwAUZGRnx5uri4wMPDAywWCyNHjsSUKVOgpKSER48ewdfXFwkJCTh8+HCH94KQkBDu3LmDzMxMqKmpwdTUFMHBwfD29oapqSna29uRmZmJvXv3YunSpXxde/7+/sjOzkZtbS1kZWURGBiI/Px8iIqKIjQ0FO7u7jh8+DD69esHFxcXXLx4Eb6+vsjOzoaEhASMjIwQHByMxMREpnu2s6dyefvo6enJ9BDo6+tDVVUVLi4u6Nu3L/Lz83Hu3DkcPnyYaVXlHZ8nT54gISEB1dXVUFVVhYaGBry9vWFiYoJ169YxYxp/3xIaERGBK1euICMjA4sWLUJRUREyMzOhrKyM4uJiODk5wcjICO3t7SgtLcXjx4/R2tqKsWPHQlhYGP3798fDhw8REBCABQsWMN3ZnWlra8OpU6cQGxuLr776ihkj+eDBA1RVVSEuLg63bt3CyZMnMWzYMKZ8+/fvh7+/P9Od3t7ejrS0NAQHB8PNzQ2bN2+GoaEh334BwL1793D37l2mZ0JGRgaXL19Gv3798PLlyy6PZXV1NVgsFsaPH49evXrh2bNnkJGRYd4zbW1tkJKSEvgJ+Z6AVu4o5g0SHx+PlJQUyMnJ4YsvvoCTkxOysrIQFBSE8vJy3L59Gz/88AN0dHRACEFNTQ1CQ0MhIyODjIwMzJgxA6ampsjMzMT69euRk5ODY8eOMTduQghERUUhKSmJa9euQV5eHl988QVmzZqF5ORkXLt2DSEhIYiOjsbKlSsxY8aMLufu8vf3R1JSEpSUlDBw4ECEh4fjt99+Q0FBARISEhAWFgYnJyemonb9+nVcv34dtra2GDhwILS1tZk5r06dOoXg4GA4OzvzNdezWCwEBQXh2LFjkJaWxk8//QQ5OTmMGjUKsrKyePDgAaysrPi6cR8+fIhz585h4cKFmDp1KvT09MDhcODo6Ah7e3vY29tj9uzZXQ7QZrFYiImJwYYNG1BZWYmffvoJa9aswdSpU9Ha2orY2FiIiIjgyy+/xPTp05GZmQlHR0dYWlri9evXuHPnDsaNGwcdHR0kJSUhJiYG06dP7/ABkZWVBUdHR1hYWKC0tBTe3t7o378/Bg0ahLi4OABgBrgTQvDq1SsYGhpi5syZyM3NxZkzZ2BoaIiwsDBERERg1qxZeP36NRITE7FgwQK+7jWegoICJCcnQ01NDTo6Onjx4gUUFRUxatQoSEtLo7KyEl999RVfxQ4AUlJScODAAXz99ddoaGhAbm4uMjIyYG1tjaCgIMjLy2PIkCEdutNDQkLwww8/wMjICDNnzkRrayu8vLyQmpqKsLAwvi70D49NQkICHj16BC8vL9TX12Pr1q1ob29HYmIi/Pz88OrVK6xYsYLpvuSdNwCIioqCl5cXtLW1kZGRgfz8fPTv3x/9+/eHh4cHzMzMmMo2r8vvw4dtysvLkZubi6+//hoBAQFISkrC0aNHmfdQfn4+bt68iaNHj4LNZuPp06fYunUr0tLSYGZmBklJScTExDDj0z4sW0BAAB4/fgxRUVGEh4dDU1MTioqKzEMbcXFxmDNnDt8x5F2PJ06cwJYtW9C7d2/07t0bAwYMwNy5czFhwgRMmzYNZmZmmDhxIt97tLS0FGfPnoWLiwtmzpwJFRUVVFVV4cWLF9DR0WEqASNGjOA737x5JxUUFODp6YmkpCRoa2tj7ty5iI2NxdWrVxEQEICwsDCsWbMGM2bMYMrKq0wSQqCnp4cZM2agX79+8Pf3R2ZmJtLT0zFnzhwYGxsjKCgI7u7uuHr1KiwsLFBWVobMzExoaWlBXV0dMTExmDx5MiQlJTt9rwLvxmR6enpizZo1GDt2LEaNGgV5eXkMGDAAjo6OCA0NxZkzZ/gqr7wvK0ePHoWamhqUlJSgoqICaWlpPHnyBCIiIjAwMOCrZPPiYmNjsXPnTtjb24PD4WDatGkYMWIEkpKSEBwcDHd3d/zwww8QExNDREQEmpqaoKWlhfv376O5uRmampqIjY3FgAED8P3333c61x3vHPK6ie/cuQNFRUX07dsXc+bMwbhx45Cfn4+mpibIyclh9erVzMMbiYmJcHR0xObNm2FtbY3AwEDcv38fmzdvRmNjIyIiIrB27VoYGRnx7Rfw7gujj48P9PX1ISIigj59+mDIkCGQk5PD3r17OxxLXjkDAwPh6OgINzc3jBo1CiYmJsz2REREmIesPjv/UAsh9T8uJCSEGBsbk507dxI7OzuSlJREampqiJ+fH9m9eze5efMm003E5XLJ8+fPmUf2m5ubyYIFC8imTZuY7Tk5OfF1U37Y7P7q1SsSGhpK7Ozs+KZtKCwsJG/evGGa3Lvq1nN1dSXz5s0jdnZ2ZO3atSQtLY3U19eTS5cukbNnz5IbN24wXQ688u3cuZPppuJyuaS2tpZcuXKFREdHkwsXLnTaXF9SUkIWLVpEqqqqyK1bt8jixYtJcXExSUlJIeXl5URXV5cUFRUx5czNzSUJCQlkxowZZNeuXXxTqxw9epTo6+uTlpaWTvfrw+6MO3fukOTkZEIIIfv37yeTJ09mjnVpaSnTVfXkyROyfv16cv36dWY7Fy5cIHPnziWtra3k+fPnzH5VVFR0G3fp0iViampKmpubyZEjR0hsbGyHMp45c4ZoamqS1atXk6ysLOYYLVmyhOzdu5eUl5eTRYsWkfLycmZ/eP9nZWWRHTt2kGXLlpGVK1eSpKQksnnzZnL27Flm+7zj9eHxycvLIz/88ANxdnYmhLzr/goNDWXKsGXLlg7TP9TW1vIdD01NTfL8+XNCCCEXL14kRkZGfNNAfNidFxcXR6ZPn05CQkKIj48Psbe3J9u2bWNer6+v55ve58OypqWlkTNnzpDo6GhCyLvhDXv27CEnTpwgWVlZZN++fXzXJSHvpt3w8PAgrq6uZPv27WT58uVk3Lhx5Pbt26S+vp5v6oeoqCiyfPlysnPnTrJ7925iY2NDCgsLSU5ODl8366FDh4iFhQVpbm7m69I+ffo0E6+urk5mzpxJdu7cSfbs2UPS0tKYqX2KioqIs7Mzs72jR4+SCxcukOzsbHLkyBFiaWlJpk6d2mGKid9f14WFhcTIyIi8fPmSEPKuizwgIIAcOHCAEPJu6pSuhIaGEltbW+Lt7U2++OILsnPnTuZazsvLI0VFRaSkpIQv3zdv3vB1txLybsgEr/uPw+EQd3d3MnfuXBIdHU2ePn3K1/1aU1NDbGxsiIeHByGE8HVldobD4ZDjx48z229rayNv374lx48fJ7GxscTPz4/k5uZ2iKupqSGLFy8mqamppLi4mNy4cYOsWLGCnD59mrx48YLMmDGDlJeX812XvGvt4MGDTLcol8slTU1NxMPDg2RkZJBDhw6RqKgo4u3tTebPn08yMjLIiRMnyIULF8ju3buJqakp2bRpE9HX1yfZ2dmd7tOH57CiooLU1NSQqqoqcu/ePbJ27dpOp8D50P3798n58+f5lllZWRFXV1fC4XCYaZK4XC5JT08nSUlJpLW1lZSVlZEvv/ySlJWVkezsbHLhwgUyY8YMcu7cOfL69esuj2VERASxsbEh2dnZxMHBgYwfP565d3l6epIFCxaQ0tLSj5q2qKegLXcUMznolStXICUlxXS/KikpwczMDEZGRhAVFUVjYyNUVVXh6uqKEydOwNXVFWVlZTAyMoKBgQG8vLwQEBAAc3Nz6Onp8U0TwmazERUVhevXr+PVq1eYMGECZs2aBV9fXzx9+hSDBw9mugy6m4IjODgYt27dwq1btyAhIQFfX19UVFRg7NixMDIywqRJkzB69Gi+J6mEhYURHh6OxMREGBoaQlhYGHV1dXBxcYG9vT309fX5muvJ/38jrKysRFZWFtrb23Hz5k0cO3YM1dXVOHPmDKytrTFo0CBm8ld3d3fs2LEDHA4HvXr1QmxsLLhcLjOwXV9fH1ZWVpCWlu7yAZHQ0FBs3rwZz549g7CwMHR0dDB9+nSUl5fDwcEBs2bNwu3btxEdHQ0VFRWIioril19+gZSUFNN6oaWlhdDQUGhpaWHYsGFQUFBAS0sLLl++3G3cxIkTERkZicmTJ2PWrFl8XdO88uno6EBGRgaurq7Q0tLCiBEjIC0tjcmTJ+Py5cvIzc3FiRMnmNYA3nGMjIyEs7Mztm3bhi+++AIpKSkoKipCSkoKEhISMH78ePTr1495KvbD4/Py5UvEx8fj5cuXGDduHBQVFaGmpoYbN27AwMAAX3zxBSorKxEaGgoNDQ1ERkbCxcUFampqUFBQgJaWFlgsFnbt2oXp06fDzMwMVlZWzDCBsrIy+Pv7Q1FREVJSUoiOjsbw4cOxcOFCjBgxAlOnTsX58+eRmZkJY2Njpoy8LmdeWV1dXXH8+HGkp6fjxYsXWLBgATMb/9OnT1FZWYlVq1YxD//4+vpCVFQU4uLi8PHxwfPnz2Fra4sNGzZAUVERzc3N0NbWZlqNnj9/jp07d2LTpk1obm5GSEgIdu/ejZEjR6K4uBixsbEwNjaGpKQkpk2bBhMTE+Y85ObmgsvlwtjYGJaWljA2NkZdXR2MjY0xbNgwvHr1CpMmTWKGHDQ0NGDv3r2orq6Gnp4e8wS1h4cH9PT0sGPHDlRXV6OlpYXpliYftNgVFBRAREQEMjIyaGhoYM6NrKwsoqOjkZWVBRMTk05/YYIQgvb2djg7O8PExATW1tawtLREVFQUHj9+DHV1dQwePBhycnJMyzsvX95ULiYmJpCTk0N7eztiYmIQFhYGIyMjsFgsqKurQ0JCApcvX0ZOTg5qa2thZmYGNpsNcXFxlJSUQFxcnOnC/H3Zft+qyZs4fd68eRAREQGXy4WXlxdmzZoFHR2dLifkjo+Px/Pnz+Hu7g5RUVFMnToVvr6+0NfXx6JFizpMT8Lbz/T0dLx+/RoTJ06EuLg4hIWFsXfvXsydOxfz5s2DqqoqfHx8oKOjgxkzZmDixIl4/fo1srNKu6uTAAAgAElEQVSzoampCWtra3z77bcdprj5MB/gXXe6m5sbrl27hoaGBmhra0NMTAzh4eEICQlBXl4eJk6c2OFBrZycHFy+fBmmpqZMyzHvV100NTX5WpPPnDmD4OBgDBkyBCoqKkhLS8PPP/+MxMREDB06FPr6+oiOjoaJiQkmTJjQ6bG8fv06FixYgAEDBjBTXzk6OkJTUxNTpkzBrFmz0KdPnx4/7UlnaOXuM8a7WWVnZyMtLQ2mpqbw9/fHzJkzUVVVxfzep5CQEPbu3Yu0tDQ0NTUx41bMzc3h7OyMkpISmJmZQU9PD48fP8aUKVMgJSWFxsZGZjxHQkICdu7cCUNDQ0RGRiIrKwvi4uJYsmQJbty4gQsXLkBPT48ZS/H7MvLwpouQlZXFkydPsHr1avj4+CA4OBhSUlLME4y87qTMzEy0tbWhd+/eKC8vR3Z2NrS0tPDkyRPExsZi1qxZzAcoL6+3b98y3ccBAQHw9vbGL7/8gkGDBiEqKgp5eXmYPXs2kpKScPHiRZSVlSEtLQ1OTk7MBxabzUZYWBjz9JuIiAjf9Cq/l5mZidu3b2Px4sWQlZXFmzdv0NDQAHV1dUybNg3V1dVQVlaGpqYm3rx5g+TkZBgaGsLExAQXL16ErKwsVFRUkJGRAS8vL8ybN4+p4AoLCzPb7C7u5s2bmDNnDhPHOx68MYAsFgt6enpQVlbGrl27oK+vj759+6JXr14wNDTEpEmTIC8vz1chjIqKwuHDh5GVlYVZs2ahf//+MDAwwOjRozF48GCUlpZCUVERI0eO5ItLTU1Feno61NXVoaenh8LCQrx58waSkpJobGzEzZs3YWZmBllZWURERCAoKAji4uKYMGEC7t69i8LCQgwYMAAKCgrQ1tbGw4cPERERAUtLS76nd4ODg/Hw4UMA7+Z9KykpgYuLC0xMTNCrVy/mCenY2FiUlJRAX1+/w1PHT58+hZ+fH1xdXWFvb49z584xUzmoqalBTEyMmTKFd/59fHxw4sQJfPPNN/jyyy9hZWUFYWFhPH78GNeuXcM333zDfOHgcrmIiYmBr68vzMzMMHXqVCQkJCAzMxMRERFwdXXFmjVrMGbMGKZMvGv6ypUrcHd3R0BAADO3m6KiIgIDA9HY2MjMjcc7521tbZCTk8PcuXNx9uxZ1NfXY+bMmTAzM8PXX38NNTU11NTUwMXFBTY2NujXrx9zzgDgt99+w7Vr15CQkIDw8HDo6Oiguroax44dQ2VlJXx9fbFv374ufzGF1x347NkziIuLY9SoUcxUQD///DPevn3LjAMWtDKZl5cHExMTZoqU4cOHQ1xcHMnJyYiIiEB2djZEREQQEREBb29vrF69ukNFoq6ujhlvGh4ejqSkJBBCMGLECFRXVyMwMBC6urqIjIxEWFgYzM3NmYoM732UmZmJwsJCSElJQV5eHlJSUrCzs8PChQuZOSltbW2ZLx68uOfPnyM1NRVSUlLo06cPHjx4gF69eqFXr16orq7GvXv3MGfOHGZKnpKSEjx9+hSjR4+GgoICRo4cCTc3N8jLy8PU1BS9e/fu9NjzeHt74/Hjx/j1118RFxeH6upqLFq0CEOHDoWYmBiePXsGe3t7KCgogM1m48mTJ7h37x7KysowcOBAyMvLw8/PD2pqanj9+jUuXLgACwsL5gsjb2ysoaEhAgICkJiYCBUVFUyZMgXq6upYsWIFpkyZgra2NoSFhWH27Nkd7tG8n82LiIjAwIEDkZCQgN69e+Orr75CcHAwgoKCYGlp+YfzE/ZktHL3Gfp9JUZRURGqqqqoqqpCcXExlixZgqKiIoiLi2P69OloamrCt99+i2fPniE9PR2ysrKYMWMG5OXlYWBgAGdnZ+Tm5sLc3Bzm5uaQkZHB27dvsXHjRsjJyTGtPXPmzIGtrS2mT5+OV69eITk5GVZWVli4cCFmzZrVYWLKDyt2NTU1IIRAQkICSkpKyM3NRVVVFaysrFBSUoLm5mYsXryYaRlzcXGBp6cnmpub4ebmBg0NDfTt2xfx8fG4du0a4uLi4OjoiIEDB6KyshIvX76EsrIyM3A/JCSEqVApKSkxP8t18eJFZozJiBEjICUlhZs3b2LEiBGwsLDAwIED0djYCOBdC0haWhrMzc07nasPeHejKysrw/z58zFs2DB89913GDhwIN68eYOMjAxUVVVh9OjRmDp1KgYNGoSamhokJSUhISEBeXl5MDAwwNSpU7F//36EhoYiIyMDK1aswPjx45nf+GWz2aitrUViYmK3cd9++y0TB7z/wHZzc8OxY8cQExOD169fY9myZZCXl8eWLVugra2N/v37Q1pamvlZJ16FMDQ0FCdPnsSOHTuYsS+8m62oqCgGDx7MjKsyNTVl5uQKDw/Hli1b0NraitOnT8PGxgYjRoxAYGAg3NzcEBkZiS1btmD8+PEQEhKChoYGHj9+jKCgIAwaNAjLli2Dn58f8vLy0Lfv/7V35nFVlfkff+O9XAFBgauCbLIKsm8KCCnuuDYuqTlOTqKiqKm9Rq1MK9Nymqxp0UwwQaNQE3FBBBIlFUaIABFCjU1QcAFMVPCy+PvD1zk/kIsLVtPoef9X+njPee653/N5vqsxqamp6OjosHz58jZ9xuzt7SkrK+PUqVPcuXMHX19fsa+ajY0NFRUVHDx4kHHjxlFVVSXmQrXMK/vqq6/Iz88X92Ly5Mn8+9//5uTJk4wbNw65XE7Xrl1RKBRivzVBsK9fv56AgAAuXrzIxx9/TF5eXptiGw0NDaytrTEwMGDr1q14eHgwdepUtLS00NbWZvr06fj7+3P37l1ycnI4c+YM1tbWJCYmsn//fiIjI8nPz+fOnTuMHz+ezp07c+PGDUpLS/H392/Tky4tLU0cA7djxw50dXXx8fEhIyODTZs2ER0dzeLFixkwYECrvUhJSWH37t1ERESwe/du9PT0mDp1Km5ubtjb22NsbMzMmTPbzBdtKX5KS0uRyWTU1dURExND37590dfX5/Lly+Tl5fHSSy/Ru3fvxxKT77zzDt27dxfXyGQyLC0t0dHREffBxMSE3Nxc1qxZ02acVlFREVu2bMHMzIzk5GTCwsKorq4mMzOTwsJC/Pz8+OWXX/j222/JysrinXfeadU6SPDwLV68mCtXrvDRRx/h6enJpEmTSElJITExkU8//ZQFCxa0soHCAXXx4sX8+uuvvPfeewQHB2Nubs6BAwc4fPgwcXFxhISEtGoA3b17d/7zn/9w5coV0duXnZ3N66+/rlZU399IuKCggDFjxrB//34KCwvZsGEDS5cuRVtbm6CgIEaOHCn2OExLS+Ptt99GX1+fs2fPkpCQgKOjI126dGHz5s1kZ2czd+5cBg4cKP77wuEoJiaGX375RXQueHp64ufnR1xcHOvXryc+Pp533323TfFESkqKKDznzp2LjY0NW7ZsYeHChZSWlnLu3DlWrFjxwLFozwKSuHuGaE/E1NbW4u3tzdGjR8nNzcXc3JyPPvqIBQsW0L9/f0xNTamrqyMsLEwcvm1sbEzXrl3p0aMH/v7+REZGMnz48FZ9yW7evMmuXbtITk7m1q1b1NXV4e7ujoGBATY2NoSFheHr64uBgYF46lQX+ti6dSubN28mOjqawMBAHB0dCQsLw9HRkZKSEg4dOsRbb70l9uHLzs5m9+7dbN++nfPnz3Pz5k1CQ0ORyWRMmTIFX19fJk+ejJmZGXfu3CE8PJyMjAxqa2vZvHkz8+fPF+cwXr16lREjRlBVVUVdXR1Tpkxh4MCBYk89oct9TEyM2FDY0tKSmpoaunXrxvLly1t1zxcQ7lNoEN21a1fCwsIYMGAAdnZ2mJubU1JSwtmzZ3FxcUFPT4+kpCTefffdVgnYqampBAUFMWjQIHbt2oWPjw8vvviiuHedOnV67HXCWrjXLT4uLo7w8HAMDQ35+eefOXPmDMHBwWhpabF27VpmzJjRqoCiubmZwsJCpk+fzgcffICvry+HDh3CzMwMS0tLcnJyiIuLw9PTk4KCApKTk2lqaqJv375UVFSwatUqPvnkE3r37k1ycjKxsbFMnToVb29vKisr6dmzpxj20dDQ4MCBAxw7doyRI0eSkpJC165dmTlzJocOHeL48ePEx8ezbNkytb36fvjhB/bt24empiY//vgjurq6ODg4cOvWLbZt20Zqaipr166lvr6etLQ0hg8fLvaPu379OkqlEnt7ey5evEh5eTmGhoaYmJgwadIktm3bhqurK1u3bqWsrIzCwkIOHz6Ml5cXcrlcDHlu3ryZ6dOnM23aNEaPHq12CoVMJsPBwQFNTU2xenD48OG4ubmJ3rO7d+/yww8/sGXLFqysrOjevTumpqYkJiaSl5fHp59+ytq1ayktLWXAgAF4eXm1qR5MT09nzZo1qFQqmpqayMvL46effqJLly54e3szcuRIMUzWMiQXHx8vhoazsrI4f/48a9euZcuWLahUKkaMGIGVlZXahs8txc/Vq1f55JNPCAoKorm5mX379pGSkkJUVBTz58/H19f3icUk3PNmW1hYoKWlRVZWFhMnTmT27NlqvVplZWXk5+eTk5NDamoqERERjB8/HkNDQ8rKyujRowfz5s1j0KBBTJgwQfw+BM6dO0dCQgKhoaEEBwdjbGxMZGSkWMWvra3NmDFjRLsi3F9+fj7Hjx9n3rx5BAcH09jYyLJlywgNDWXq1Km4u7szYsSINoUsurq62NnZkZuby/79+8nNzeWNN97A8r4m5C33H+Dw4cOcP3+eAwcOcODAARobG9m0aROampqcOHECJycnUVhraGiQl5dHZGQkS5YsYfr06bi4uIhV1MuWLWPkyJGMHTtW9Mq3vMYff/yRf/3rX4SHhzNr1izOnz/PyZMnMTIywtjYGCcnJ2bMmNFqyoaGhgaZmZm8/vrrzJ8/n86dO+Pt7c2NGzfYsGEDFy5cYMuWLcyZM4cBAwaovddnCUncPSM8SMSUl5eTnZ2Nra0tV69eZfv27SxfvpyAgADg3kmrU6dO6OjoUFpayoULF7hx4wbdunXDwMAAIyMjJk2a1ErYyWQyMaSSm5uLjo4OvXr1orm5mZ49e1JdXU1iYqKYhyagoaFBeXk5crkchULBjz/+yJ49e3j99ddRqVS88cYbjBkzhs6dO7N//35OnjzZytPR3NwM3AujJCQkcPr0aTZu3MiuXbvYt28fY8eOpVu3bmKIRS6X07NnTzEnz9PTk2nTpuHp6SlWEAcFBTF69Gj69esnGsiWXgCh2lMIfdjY2GBtbU3fvn3Vlt4LRi4jI4P9+/dz9epVRo4ciZWVFYsWLWLAgAHY2NjQu3dvPDw8xJFlGzZsYPXq1UyZMoVBgwahUCiIjIykoKCAQYMG4e/vz7p169DX18fJyUnch8dZJzRuBdi6dSvh4eEYGxszbtw4bGxsaGpqIj8/n4yMDBYuXMgLL7wg5j61DOMaGhpSWFiIrq4uzs7O4uijuro6Vq1axfPPPy96KLt3705ubi7Xrl2joaEBXV1dBg0aRGxsLKGhoVy4cEF84dva2pKTk0NRURFeXl6UlZWxevVqgoKCWLBggTjKycDAgHnz5uHn5ycK+fv3v7CwkI0bN/KPf/xDFKtnzpxBS0uLl19+WWycWlNTw6ZNm3j33XdFz+PWrVvZsmULMTExotdZ8Ip269YNc3NzXnzxRXr27Mnt27cpLi5W25aiV69exMfHEx8fz4QJEx7YlkImk9GnTx8aGxuJjIxkyJAhrTzCGhoa9OnTBy0tLbZu3UpBQQEnT57kzp07fPnll8hkMjIzMzE0NOS5555rI7QKCgr4+OOPefPNN5k+fbqY11VTU8ORI0e4ffs2I0aMENcJnyvkwLq7u7Nz504qKir46quvxOfM2tq63fF3cE/EHDlyhPnz5zNr1ix69uzJtm3bmD17NpMmTcLV1ZWgoCDxNwlPJiYFBIGnp6cneghbIni0jIyM0NHRoaKigjNnzmBvb4+FhQWmpqacOnWK4uJiAgMD0dbWbjNN5eeff2b+/PlUVVURFBSEUqmkT58+VFdXc/DgQRYuXIiDg0Or51NDQ4Pm5mbmzp3LxYsXRU+Zj48PjY2NLFy4kKFDh2Jra9vmuxDQ19fH19eXkSNHMmrUKLXTNVqKrQMHDvDee++hp6dHcXEx+fn5uLu74+zsTGxsLIcPH+all14S8ziPHTtGcHAwlZWV4mfp6elRV1dHamqqePhqmUfbUtjp6+tTWlrKkCFDxJxkwREwcOBAvL29WzXQhnvh5piYGNzc3Jg8eTIODg7cuXOHgwcPMmfOHJqamvjrX/9KQEDAMzFe7GFI4u4Z4UEiRlNTk7S0NEaPHs2ECRMYNmwYbm5urX4gcrkcKysrFAoFJSUllJaWUlFRQa9evTAxMVHb00wIfygUCrKysrh69SrXrl1j586dJCQksHDhwlZ5QnAvzPXZZ59RVlZGUVER0dHRjB8/vlVbkTfffJNXXnmFmTNnMnr0aNEw7ty5k5iYGE6dOkVeXh5VVVV8/vnnaGtrc+bMGerr6wkICGjTMkOhULB161aUSiWXL1/G2toaIyMjzM3NiY2NxcLColUo6H5kMhl2dnbIZDI+//xzzMzMsLa2bmPo4f8NqhDOMDQ0JD8/n127dhEcHIy1tTWhoaH4+/u3Mt4NDQ18++23ODs7Y2lpSVNTE5WVlSQlJeHk5ISdnR1OTk54enrSp0+fVjlUHVkXGxsrhkuzs7PR0NDAyckJa2tr6uvruXjxIs7Ozq1eiEJuntBvT1NTk6KiInx9fSkrKyMtLY2kpCQWLFgghjfNzc3x9PSkvLycvLw8amtrUSqVKBQKLl26xLhx4ygvL+fq1at4enri7e2NoaEhAwcORE9PT8xjjIqKwsbGhrFjx1JXV0d0dDSampq4u7u3amXRcv83bNhAY2Mjnp6emJqa4uDgwNmzZ4mIiEChUODs7ExVVRWZmZnMmDEDOzs7FAoFO3bs4MiRI6xcuZLk5GT27NnDxIkTcXNzIyUlhWvXruHp6Sl6M0+fPs2JEye4ffv2A9tStMzJaw/Bgzd48GC1ieLCsyjklBUUFGBqaoquri6JiYnExcUxb968NjllTU1NpKamEhUVRZ8+fXB1dUUmk9HU1IRKpWL16tXib70lJSUlvPPOOwQGBhISEkJCQoI4FeH06dMkJiYSEhLS7mxPQcSUlJQwatQolEolDg4OXLlyhdjYWCZPnkyPHj1ajTp7UjHZErlcjoODg9rrE7ySu3btIicnh9raWlGYaWtrY2RkxMWLF7ly5Uqr8LZwbwUFBURHR6Onp0dlZSVKpVKcjnHr1i0uXbokFjQJCAfK3NxcDA0NyczMpFu3bjg4OKBQKMQpFXp6emo90ff/W5qamg+0Q3Av7Hzu3DmWL19OUFAQnTp14sqVK6SlpVFfX096ejoffPABVlZWYg7gunXrWL9+Pc899xw5OTk0NDRgZ2dHbW0tiYmJDBkyRMxtzc7OFlMFLl++zKuvvoqPjw8JCQlYWlpiZGQkhuJLS0uZOHFim/Yzly9fFg+aV65cwdnZmS5duiCXy3n//ffFNk3C8/msCzuQxN0zxYNEjNDI1tLSUjwx3f8Dkcvl9O7dGx0dHXJycrh161arPDd1yOVyUeAVFBSgUqkwNjbGw8ODSZMmtfn7QiFGUVER165dIzs7G5lMJo5/EnJq3n//fWbMmCEakOjoaA4ePEhoaCguLi5oaNzr5Xbp0iWOHj1KXFwcy5Yto0ePHmrv69ixYzQ1NeHh4UFpaSlNTU00NDQQHR3NxIkT200AF5DJZNja2qKvr4+Li0ubUyf8v0FtGc548cUXcXd3p66ujiNHjrBgwQKxAKKl8RaGpAtVzEZGRly6dIlLly4RGhqKlZUVTU1NmJmZtRJcHVlXUlLCW2+9RVBQEIsWLaKpqYnjx49z+/ZtHB0dsbOzw8vLq80LUaVSERUVxaZNm8SClJiYGHr16kXnzp0JCwtjzZo1YvgJ7j1jx48f57vvvqOuro7a2lpMTEzYs2ePWBn7z3/+k/Xr14tzeHv16iUaf7lcjpOTE3p6ekRERGBqaiq+oHx8fFp5hYXPEypPX331Ve7evUtVVZWYZiAkjAteNysrK6ysrIiKiqKkpAQLCwsOHz7MW2+9xa+//kpNTQ2mpqZ88cUXjB49GldXV3x8fEQPx969e4mKimLNmjXcuHEDfX19DA0NSU5OJjc3l127drF06dI2hUQPe9aE/Mb2/tzS0hItLS2qq6spLi6me/fuYtNfdblInTp1wtraGqVSyffff49SqRQT4nfv3s306dOxtLRs4xERxPXXX3+Ni4sL48aNIzMzk6NHj4rP0f0D7IXvQRAxSqWSnJwczM3Nxerb27dvU1lZybBhw1p9XkfF5INQZ7uE/xcdHc3+/fuZM2cO9vb2oscpJiaGnJwcjhw5wquvvtoq9UJD417vtQ8//JD6+no6d+6Mvr4+8fHxlJaWinN7p0yZ0mZv0tPTefvtt2loaKChoYGcnByysrJQKBT07dtXtIG9e/fusHeq5bodO3awceNG0tPTcXBwwMrKCjMzM7p06UJhYSHBwcHMnTtXvL/m5mZSU1PZs2cPQ4cOZfjw4dTU1LBjxw6OHz9OQkKCOOtY+PtCqoCpqSl9+/Zlz5494m9v48aN4gzmhIQE1q9fr9bLqK2tTWRkJOfPn+fu3btis/obN26wd+9exo0b125l8rOKJO6eIR4kYnbu3MmECRMeKmLkcjnm5uYolUpmzpzZJr+kvTVWVlbcvXuX7OxsnJycyM7Oprm5GTs7uzaNOk+fPs3Jkye5efMmnp6epKSkcOfOHZydndu0FQGoq6vjyy+/ZM6cOXTq1ImEhASSkpLIz88nICAAbW1tlixZ0qYLfmVlJdeuXcPAwABHR0cuXryIo6MjRUVFfPXVV+Tk5DB//nz69ev3yPtrb2+v9sUiGFR14QxdXV1UKhUnTpxg5MiR+Pj4qDXeZmZm5OfnExkZyYULF/jyyy8JCQkRX4jtDcN+3HXqvGG3bt0iLi4OQPQitKS2tlYMvaelpVFbW4uFhQXZ2dmkp6fj6urKnDlz8Pb2bhW+vXz5MqtXr2bdunUEBwcjk8lED29GRgY//PADc+bMwc/Pr9U+tkQIV8rlcj7++GNsbW3b5H8KtKw8HTVqFP379+ebb74Ri1TCw8NZunSp2OZBQ0MDPT09bt26xdmzZ8UWLv369SMpKQkvLy+8vLzYs2cPx44dIyQkpJWwj42N7XBbiidBOIgJHrzJkycze/bsB3boF/YR4IMPPuDs2bMcPXqUWbNmiZ4wdQcjJycndHV1CQsLw83NjWnTpjF27FgCAwPbtQ/3i5js7GzS0tKorKykuLhYFD/3C9GOismOINiVuXPnIpPJSExMZMeOHeTn54ve0JUrV7bJ6bty5Qpr165l7dq1zJo1S0wB0dHRISsri4qKilZpLwL3h8W9vLzEsPjx48eprq4WIw/Qce+UsE6ooF69ejXl5eWUlpZiZmaGubk5JiYmKBQKXF1dW4kmDQ0NbGxsMDAwICIiAjMzM0aNGgUgFhUJM5EF76eQKhAREYFcLqewsJCrV6+K9kdbW5v6+nqWLl3aZi8FG21oaIiLiwvXr1/HwsKCnJwcsSn3vHnz8Pb27tBePM1I4u4Z4LcWMZqamtja2qr1TrWHUHwwfPhwAgMDqa+vx9/fv40H4kGeDiHcdX9bEU1NTUpKSggLCyMjIwMPDw8WLVpEeXk5U6ZMYcyYMW1OdTdv3mTNmjXs37+f+vp6lEolaWlpBAYGMnDgQKqrqwkJCXnkPRFoz+A+SjgjKSmJwYMHt9vnT1dXF3d3d6ysrNDW1mbq1Kn4+vo+9Joed1173jBAFKMtuX79Oi+//DK3b9/GxsaGgIAAysvLee6559DW1ubUqVMsWrSozfQPuOfti4+PZ8CAAfTs2RNLS0syMjLIyclh0KBBvPLKK+JElPvD6S0RPKdCCKs9z03LytPw8HB8fX2ZOnWquOfTpk0ThWTLl2hubi6nTp2ioqICX19fbG1tOXjwIIsWLSIzMxNdXV1WrVrVJm/rSdtSPAn355Q9ijdLLpdja2tL586d+f777xk2bBgvvPBCmwrqlrQU1xs2bMDU1LTdtARQL2K0tbW5fv06xcXFFBQUsHr1avz9/dVeX0fEZEdoaVfS09Px8vJiyZIlFBUV4efnx8yZM9W22lCpVMTFxeHn5ydGRjIzMykqKsLOzo7i4mIA+vXrJ4ZyHxYWX7VqFb169RLbpDwppaWlrF27Fjs7O/7yl78wcOBAjh07RlZWFkZGRvTu3RtXV1e1z4yQGiCXy9m+fTtKpZKxY8fS2NjIyZMngXsHwJZ5yULaSkREBAUFBfj7+7Nnzx4KCgoAWLFiRZu9VGejT5w4wYQJE5g+fTp+fn4MHjwYDw8PKcdODZK4e8r5o0XMg5DL5WI4TTDQ96PO0/HLL79gbm5ORkYGY8eOVdtWxNHRET8/P/7+979ja2tLaWkpiYmJTJ48We3nKBQK/Pz8sLGxISoqShQZ586dY/LkyfTv319teKCjPG44oz00NTWxsLDAwcEBY2PjR/78x133ON4wLS0t3N3dxdmPt2/fFl/CQuuE+xPGBeRyOUVFRdTU1KBUKjE0NBSrbUNCQkQvzKM8b+3lT6m7N6HyNDw8HBMTE4YNG4a7u7va77zlgaOuro5bt26RnZ1NYmIiN27cEAuQ1FVlPm5bit+aR92TlshkMuzt7enSpQtRUVGYmZmJ+VYPWvOwtARoX8Q0NjZSX1/PG2+8QWJiInV1dfj4+KgdG/W4YvJJuN+ulJSUkJCQwOLFi9v1ggqzels+08L4Ol1dXaZOnUpSUpLYdBo6HhbvKFpaWjQ1NYljB+3t7Rk0aBAHDx6kqKiIgOOaHl8AAATJSURBVICANk2cW9KyuCciIoIxY8ZgYmKCjo6O2gOg8Hxoa2uTm5vL3/72N0JDQ5k4cSLu7u5q97I9G11QUEBAQAA9evRoN4VIQhJ3Tz1/tIh5UtR5OiIjI3F0dGTlypXtvhAVCgU9evQgNjaWzz77jKSkJNatWydWt6pDS0sLMzMzBg8eLOa3VVdX4+HhgZGR0W96GnzccMafwVg9qjcM7okYT09PHB0diY+P5+jRo2RlZTFlyhS6dOnSbshYJpOJ7TqSkpIoLCxky5YtvPLKK7i5uT32NT/qvqmrPNXS0lJ7nS0PHB4eHly/fp309HR69eqFUqlk1apV7fbUety2FL8HHT2ICd+90BD4Uda0l5Yg8CAR89133zF79mz69+9PVFQUQ4cObXeu66OKySelPbvyoBzJTp06YWJiwvfff09iYiIlJSWEh4ezZs0aUlNTGTp0KPPmzWtzbx0Ji3cUuVyOo6Mjenp6fP3113Tr1o0+ffowfPhwXFxcHun7Fg5JgYGBKJVKunTpQp8+fdrNBxUaSOvp6fHJJ59gbGws/nd7qLPRNTU19OvX74EpBhKgcVfwt0s89VRXV3P9+nXRHb5y5Uqsra3/NGIC7lVFbdiwAUvLe8Plf/31V7Zt28aHH374SB6nmpoarl+/jo6OToe6k69btw65XM6KFSs6cvkPRaVSsXfvXvbu3UtISAiDBw/mu+++Iz4+nvHjx/P888//Lp/7JDzu83Hjxg3y8vKQyWRidd/DuHbtGunp6VRWVuLs7PzI654UlUpFVVXVA8N5u3bt4tSpUyxZskTMj3vppZdwdnZmzpw5j5TIfffuXerq6mhublbr/fyz8nvZBqGFxcaNG/H19aWiooIZM2aI1aONjY0P9Bz93td3Px2xK1VVVfz000+Ulpbi4OBA9+7dWbZsGV988UUrT/b9qFQqdu/ezTfffMPzzz/P3LlzHxgWfxJUKhX79u0jPDyc5cuXt6ne/T24c+cO8fHxeHl5dSjfdN26dchkMl577bXf4eqeHiTP3TOEtrY2BgYG+Pv7c+bMGdG9/WcRdvDkng7hHh/3BSq8JMrKyiguLmbIkCHtepuehMcNZ/wZeNzno3Pnzpibm2NqavrIL18dHR3s7OzEvn5/FA+rPIW2odX8/HyysrLE6utH4UFtKf7M/F62ob3cPqFPpbrWSn/k9d1PR+yKjo4ONjY2KBQKkpOT2b59O+vXr39owUdHwuIdpaUH1NXV9XfzgLbkUTy86mhpo0tKSn43G/20IHnunjGEH0hUVBQ5OTm8//77avNa/tv8NzwdDQ0NREZGEhAQ8Mh9sjqKSqXi2rVrYkj8/gHcEn8uSkpKxPYXnTp1YsWKFb/7M/IsIHjwwsLCeO211wgMDPxvX9Jvjkqlory8HC0trcdKgVGpVBw6dKjDHq7H4c8UvXkQf6SN/l9HEnfPINIPpH0kkSXRHv+rodU/O3+kiPlf439FdP2RSDb60ZDE3TOK9AORkJD4syCJGAmJ3xZJ3ElISEhISEhIPEVIrhsJCQkJCQkJiacISdxJSEhISEhISDxFSOJOQkJCQkJCQuIpQhJ3EhISEhISEhJPEZK4k5CQkJCQkJB4ipDEnYSEhISEhITEU8T/AQEzoCJh3Hj8AAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 720x417.6 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\frousset\\AppData\\Local\\conda\\conda\\envs\\crispr\\lib\\site-packages\\pandas\\core\\indexing.py:1472: FutureWarning: \n", + "Passing list-likes to .loc or [] with any missing label will raise\n", + "KeyError in the future, you can use .reindex() as an alternative.\n", + "\n", + "See the documentation here:\n", + "https://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate-loc-reindex-listlike\n", + " return self._getitem_tuple(key)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1152x288 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1584x403.2 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "s={}\n", - "figsize=[(10,6),(16,5),(19,6)]\n", + "figsize=[(10,5.8),(16,4),(22,5.6)]\n", "for i,medium in enumerate(['LB','M9','GMM']):\n", " heatmap=medians.loc[diff.loc[(diff['min_'+medium]<(-5))&(diff['max_'+medium]>(-1))].index]\n", " heatmap=heatmap[heatmap.gene_type=='CDS'].filter(regex=medium).drop('median_'+medium,axis=1)\n", " heatmap.columns=[c.split('_')[0] for c in heatmap.columns]\n", + " strains=['ROAR8','JJ1886','CFT073','S88','APECO1','UTI89','M114','TA280','TA249','41-1Ti9','TA447','TA054','E101','H120','E1167','HS','MG1655','E1114']\n", + " heatmap=heatmap.loc[:,strains].dropna(axis=1,how='all')#Put columns in the order of phylogeny\n", " g=sns.clustermap(heatmap.fillna(8).transpose(),cmap=\"RdBu\",figsize=figsize[i],\n", - " vmin=heatmap.min().min(),vmax=-heatmap.min().min(),row_cluster=True,col_cluster=True,linewidths=2,\n", + " vmin=heatmap.min().min(),vmax=-heatmap.min().min(),row_cluster=False,col_cluster=True,linewidths=2,\n", " cbar_kws={\"ticks\":[-6,0],'label':'Gene Score'})\n", " plt.setp(g.ax_heatmap.xaxis.get_majorticklabels(), rotation=45)\n", " ax = g.ax_heatmap\n", @@ -1713,7 +1944,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.3" + "version": "3.7.2" } }, "nbformat": 4, diff --git a/Phylogroups.xlsx b/Phylogroups.xlsx new file mode 100644 index 0000000000000000000000000000000000000000..c0f8b85ce2bc50e927eede4529db140352ef2051 Binary files /dev/null and b/Phylogroups.xlsx differ