From c1fc5159f3c0d272cdba2323ee5b2011c7d2caf8 Mon Sep 17 00:00:00 2001 From: IAlibay Date: Fri, 15 Sep 2023 15:58:50 +0100 Subject: [PATCH 1/3] Add dG obtaining code and showing how to shift the absolutes --- .../PlottingFreeEnergiesUsingCinnabar.ipynb | 142 ++++++++++++++++-- 1 file changed, 133 insertions(+), 9 deletions(-) diff --git a/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb b/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb index 8195c46..8b68444 100644 --- a/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb +++ b/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb @@ -263,15 +263,15 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 26, "id": "2edeabb9-9c07-49be-a83f-9622ef742046", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, @@ -280,7 +280,7 @@ ], "source": [ "# note you can pass the filename argument to write things out to file\n", - "cinnabar_plotting.plot_DDGs(fe.graph, figsize=10.0)" + "cinnabar_plotting.plot_DDGs(fe.graph, figsize=5)" ] }, { @@ -295,15 +295,15 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 27, "id": "f39ef3c0-4d74-4c53-83bc-94d820428d47", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -312,7 +312,131 @@ ], "source": [ "# note you can pass the filename argument to write to file\n", - "cinnabar_plotting.plot_DGs(fe.graph, figsize=10.0)" + "cinnabar_plotting.plot_DGs(fe.graph, figsize=5)" + ] + }, + { + "cell_type": "markdown", + "id": "a905416e-11bd-47cb-8002-5ac923b0e95b", + "metadata": {}, + "source": [ + "We can also shift our free energies by the average experimental value to have DGs on the same scale as experiment." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "9bf09b72-7295-4e6e-88c3-4e7683948f11", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "exp_DG_sum = sum([fe.results['Experimental'][i].DG for i in fe.results['Experimental'].keys()])\n", + "shift = exp_DG_sum / len(fe.results['Experimental'].keys())\n", + "\n", + "cinnabar_plotting.plot_DGs(fe.graph, figsize=5, shift=shift)" + ] + }, + { + "cell_type": "markdown", + "id": "0c1b5935-d11b-4c1b-b092-038b007323ce", + "metadata": {}, + "source": [ + "## Writing out the MLE derived absolute free energies\n", + "\n", + "Finally, we can also write out the MLE derived absolute free energies through:" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "31b42fb0-96fd-4aed-a1bf-a2d0abf97799", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'lig_ejm_31': {'calculated_error': 0.18,\n", + " 'calculated_estimate': -9.57,\n", + " 'experimental_error': 0.18,\n", + " 'experimental_estimate': -9.57},\n", + " 'lig_ejm_42': {'calculated_error': 0.18,\n", + " 'calculated_estimate': -9.81,\n", + " 'experimental_error': 0.18,\n", + " 'experimental_estimate': -9.81},\n", + " 'lig_ejm_43': {'calculated_error': 0.18,\n", + " 'calculated_estimate': -8.29,\n", + " 'experimental_error': 0.18,\n", + " 'experimental_estimate': -8.29},\n", + " 'lig_ejm_46': {'calculated_error': 0.17,\n", + " 'calculated_estimate': -11.35,\n", + " 'experimental_error': 0.17,\n", + " 'experimental_estimate': -11.35},\n", + " 'lig_ejm_47': {'calculated_error': 0.18,\n", + " 'calculated_estimate': -9.73,\n", + " 'experimental_error': 0.18,\n", + " 'experimental_estimate': -9.73},\n", + " 'lig_ejm_48': {'calculated_error': 0.18,\n", + " 'calculated_estimate': -9.03,\n", + " 'experimental_error': 0.18,\n", + " 'experimental_estimate': -9.03},\n", + " 'lig_ejm_50': {'calculated_error': 0.18,\n", + " 'calculated_estimate': -9.01,\n", + " 'experimental_error': 0.18,\n", + " 'experimental_estimate': -9.01},\n", + " 'lig_jmc_23': {'calculated_error': 0.18,\n", + " 'calculated_estimate': -11.74,\n", + " 'experimental_error': 0.18,\n", + " 'experimental_estimate': -11.74},\n", + " 'lig_jmc_27': {'calculated_error': 0.17,\n", + " 'calculated_estimate': -11.31,\n", + " 'experimental_error': 0.17,\n", + " 'experimental_estimate': -11.31},\n", + " 'lig_jmc_28': {'calculated_error': 0.18,\n", + " 'calculated_estimate': -11.01,\n", + " 'experimental_error': 0.18,\n", + " 'experimental_estimate': -11.01}}\n" + ] + } + ], + "source": [ + "dG_results = {}\n", + "nodes = fe.graph.nodes(data=True)\n", + "\n", + "for key in range(len(nodes)):\n", + " dG_results[nodes[key]['name']] = {\n", + " 'experimental_estimate': nodes[key]['exp_DG'],\n", + " 'experimental_error': nodes[key]['exp_dDG'],\n", + " 'calculated_estimate': nodes[key]['exp_DG'],\n", + " 'calculated_error': nodes[key]['exp_dDG'], \n", + " }\n", + "\n", + "# We can now print out the results\n", + "pprint(dG_results)\n", + "\n", + "with open('dG_results.dat', 'w') as f:\n", + " writer = csv.writer(f, delimiter=\"\\t\", lineterminator=\"\\n\")\n", + " writer.writerow([\"ligand\", \"calculated_estimate\", \"calculated_error\",\n", + " \"experimental_estimate\", \"estimated_error\"])\n", + " for ligand in dG_results:\n", + " writer.writerow([\n", + " ligand,\n", + " dG_results[ligand]['calculated_estimate'],\n", + " dG_results[ligand]['calculated_error'],\n", + " dG_results[ligand]['experimental_estimate'],\n", + " dG_results[ligand]['experimental_error'],\n", + " ])" ] } ], @@ -332,7 +456,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.4" } }, "nbformat": 4, From 8bdf31a60867085fe96f1815d7cb89c25274699e Mon Sep 17 00:00:00 2001 From: IAlibay Date: Fri, 15 Sep 2023 16:07:12 +0100 Subject: [PATCH 2/3] Update for new gather --- .../PlottingFreeEnergiesUsingCinnabar.ipynb | 112 +++++++++--------- .../final_results.tsv | 38 ++---- 2 files changed, 65 insertions(+), 85 deletions(-) diff --git a/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb b/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb index 8b68444..12c881f 100644 --- a/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb +++ b/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "6abcaae7-f5fd-483c-972f-5bb5b6d4908a", "metadata": {}, "outputs": [], @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "8b80f592-f1a3-4c7f-8757-58a88c2e8ee7", "metadata": {}, "outputs": [ @@ -95,14 +95,14 @@ "source": [ "## Loading free energy results\n", "\n", - "Next we load in results from the TSV file created by `openfe gather`.\n", + "Next we load in results from the TSV file created by `openfe gather --report ddg`.\n", "\n", "Please see the following tutorial for more information on how to run the gather command: https://github.com/OpenFreeEnergy/ExampleNotebooks/blob/main/rbfe_tutorial/cli_tutorial.md" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 7, "id": "63a920b3-6ef3-4214-b3cc-433319053721", "metadata": {}, "outputs": [ @@ -110,42 +110,42 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'DDGbind(lig_ejm_42, lig_ejm_31)': {'dG': 0.49,\n", - " 'ddG': 0.09,\n", - " 'ligand_i': 'lig_ejm_31',\n", - " 'ligand_j': 'lig_ejm_42'},\n", - " 'DDGbind(lig_ejm_43, lig_ejm_42)': {'dG': 1.2,\n", - " 'ddG': 0.14,\n", - " 'ligand_i': 'lig_ejm_42',\n", - " 'ligand_j': 'lig_ejm_43'},\n", - " 'DDGbind(lig_ejm_46, lig_ejm_31)': {'dG': -0.73,\n", - " 'ddG': 0.097,\n", - " 'ligand_i': 'lig_ejm_31',\n", - " 'ligand_j': 'lig_ejm_46'},\n", - " 'DDGbind(lig_ejm_47, lig_ejm_31)': {'dG': 0.016,\n", - " 'ddG': 0.15,\n", - " 'ligand_i': 'lig_ejm_31',\n", - " 'ligand_j': 'lig_ejm_47'},\n", - " 'DDGbind(lig_ejm_48, lig_ejm_31)': {'dG': 0.45,\n", - " 'ddG': 0.17,\n", - " 'ligand_i': 'lig_ejm_31',\n", - " 'ligand_j': 'lig_ejm_48'},\n", - " 'DDGbind(lig_ejm_50, lig_ejm_31)': {'dG': 0.94,\n", - " 'ddG': 0.072,\n", - " 'ligand_i': 'lig_ejm_31',\n", - " 'ligand_j': 'lig_ejm_50'},\n", - " 'DDGbind(lig_jmc_23, lig_ejm_46)': {'dG': -0.39,\n", - " 'ddG': 0.046,\n", - " 'ligand_i': 'lig_ejm_46',\n", - " 'ligand_j': 'lig_jmc_23'},\n", - " 'DDGbind(lig_jmc_27, lig_ejm_46)': {'dG': -0.65,\n", - " 'ddG': 0.1,\n", - " 'ligand_i': 'lig_ejm_46',\n", - " 'ligand_j': 'lig_jmc_27'},\n", - " 'DDGbind(lig_jmc_28, lig_ejm_46)': {'dG': -0.12,\n", - " 'ddG': 0.044,\n", - " 'ligand_i': 'lig_ejm_46',\n", - " 'ligand_j': 'lig_jmc_28'}}\n" + "{'lig_ejm_31->lig_ejm_42': {'dG': 0.49,\n", + " 'ddG': 0.09,\n", + " 'ligand_i': 'lig_ejm_31',\n", + " 'ligand_j': 'lig_ejm_42'},\n", + " 'lig_ejm_31->lig_ejm_46': {'dG': -0.73,\n", + " 'ddG': 0.1,\n", + " 'ligand_i': 'lig_ejm_31',\n", + " 'ligand_j': 'lig_ejm_46'},\n", + " 'lig_ejm_31->lig_ejm_47': {'dG': 0.0,\n", + " 'ddG': 0.2,\n", + " 'ligand_i': 'lig_ejm_31',\n", + " 'ligand_j': 'lig_ejm_47'},\n", + " 'lig_ejm_31->lig_ejm_48': {'dG': 0.5,\n", + " 'ddG': 0.2,\n", + " 'ligand_i': 'lig_ejm_31',\n", + " 'ligand_j': 'lig_ejm_48'},\n", + " 'lig_ejm_31->lig_ejm_50': {'dG': 0.94,\n", + " 'ddG': 0.07,\n", + " 'ligand_i': 'lig_ejm_31',\n", + " 'ligand_j': 'lig_ejm_50'},\n", + " 'lig_ejm_42->lig_ejm_43': {'dG': 1.2,\n", + " 'ddG': 0.1,\n", + " 'ligand_i': 'lig_ejm_42',\n", + " 'ligand_j': 'lig_ejm_43'},\n", + " 'lig_ejm_46->lig_jmc_23': {'dG': -0.39,\n", + " 'ddG': 0.05,\n", + " 'ligand_i': 'lig_ejm_46',\n", + " 'ligand_j': 'lig_jmc_23'},\n", + " 'lig_ejm_46->lig_jmc_27': {'dG': -0.6,\n", + " 'ddG': 0.1,\n", + " 'ligand_i': 'lig_ejm_46',\n", + " 'ligand_j': 'lig_jmc_27'},\n", + " 'lig_ejm_46->lig_jmc_28': {'dG': -0.12,\n", + " 'ddG': 0.04,\n", + " 'ligand_i': 'lig_ejm_46',\n", + " 'ligand_j': 'lig_jmc_28'}}\n" ] } ], @@ -159,14 +159,12 @@ " rd = csv.reader(fd, delimiter=\"\\t\", quotechar='\"')\n", " headers = next(rd)\n", " for row in rd:\n", - " if 'DDGbind' not in row[0]:\n", - " continue\n", - " \n", - " calculated_data[row[0]] = {}\n", - " calculated_data[row[0]]['ligand_i'] = row[2]\n", - " calculated_data[row[0]]['ligand_j'] = row[3]\n", - " calculated_data[row[0]]['dG'] = float(row[4])\n", - " calculated_data[row[0]]['ddG'] = float(row[5])\n", + " tag = row[0] + \"->\" + row[1]\n", + " calculated_data[tag] = {}\n", + " calculated_data[tag]['ligand_i'] = row[0]\n", + " calculated_data[tag]['ligand_j'] = row[1]\n", + " calculated_data[tag]['dG'] = float(row[2])\n", + " calculated_data[tag]['ddG'] = float(row[3])\n", "\n", "pprint(calculated_data)" ] @@ -183,7 +181,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 8, "id": "16d98240-62b3-469c-a12a-c2b8337caba9", "metadata": {}, "outputs": [], @@ -230,7 +228,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 9, "id": "86c004bc-bc58-4a55-92e2-151beb994d65", "metadata": {}, "outputs": [ @@ -263,13 +261,13 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 10, "id": "2edeabb9-9c07-49be-a83f-9622ef742046", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -295,13 +293,13 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 11, "id": "f39ef3c0-4d74-4c53-83bc-94d820428d47", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -325,13 +323,13 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 12, "id": "9bf09b72-7295-4e6e-88c3-4e7683948f11", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -359,7 +357,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 13, "id": "31b42fb0-96fd-4aed-a1bf-a2d0abf97799", "metadata": {}, "outputs": [ diff --git a/plotting_rbfes_with_cinnabar/final_results.tsv b/plotting_rbfes_with_cinnabar/final_results.tsv index 4d43433..284aaef 100644 --- a/plotting_rbfes_with_cinnabar/final_results.tsv +++ b/plotting_rbfes_with_cinnabar/final_results.tsv @@ -1,28 +1,10 @@ -measurement type ligand_i ligand_j estimate (kcal/mol) uncertainty (kcal/mol) -DDGbind(lig_ejm_42, lig_ejm_31) RBFE lig_ejm_31 lig_ejm_42 0.49 0.09 -DDGbind(lig_ejm_46, lig_ejm_31) RBFE lig_ejm_31 lig_ejm_46 -0.73 0.097 -DDGbind(lig_ejm_47, lig_ejm_31) RBFE lig_ejm_31 lig_ejm_47 0.016 0.15 -DDGbind(lig_ejm_48, lig_ejm_31) RBFE lig_ejm_31 lig_ejm_48 0.45 0.17 -DDGbind(lig_ejm_50, lig_ejm_31) RBFE lig_ejm_31 lig_ejm_50 0.94 0.072 -DDGbind(lig_ejm_43, lig_ejm_42) RBFE lig_ejm_42 lig_ejm_43 1.2 0.14 -DDGbind(lig_jmc_23, lig_ejm_46) RBFE lig_ejm_46 lig_jmc_23 -0.39 0.046 -DDGbind(lig_jmc_27, lig_ejm_46) RBFE lig_ejm_46 lig_jmc_27 -0.65 0.1 -DDGbind(lig_jmc_28, lig_ejm_46) RBFE lig_ejm_46 lig_jmc_28 -0.12 0.044 -DGcomplex(lig_ejm_31, lig_ejm_42) complex lig_ejm_31 lig_ejm_42 -19.0 0.088 -DGsolvent(lig_ejm_31, lig_ejm_42) solvent lig_ejm_31 lig_ejm_42 -19.0 0.017 -DGcomplex(lig_ejm_31, lig_ejm_46) complex lig_ejm_31 lig_ejm_46 -39.0 0.077 -DGsolvent(lig_ejm_31, lig_ejm_46) solvent lig_ejm_31 lig_ejm_46 -38.0 0.059 -DGcomplex(lig_ejm_31, lig_ejm_47) complex lig_ejm_31 lig_ejm_47 -27.0 0.11 -DGsolvent(lig_ejm_31, lig_ejm_47) solvent lig_ejm_31 lig_ejm_47 -27.0 0.11 -DGcomplex(lig_ejm_31, lig_ejm_48) complex lig_ejm_31 lig_ejm_48 -19.0 0.17 -DGsolvent(lig_ejm_31, lig_ejm_48) solvent lig_ejm_31 lig_ejm_48 -20.0 0.043 -DGcomplex(lig_ejm_31, lig_ejm_50) complex lig_ejm_31 lig_ejm_50 -54.0 0.072 -DGsolvent(lig_ejm_31, lig_ejm_50) solvent lig_ejm_31 lig_ejm_50 -55.0 0.0072 -DGcomplex(lig_ejm_42, lig_ejm_43) complex lig_ejm_42 lig_ejm_43 -13.0 0.14 -DGsolvent(lig_ejm_42, lig_ejm_43) solvent lig_ejm_42 lig_ejm_43 -14.0 0.0046 -DGcomplex(lig_ejm_46, lig_jmc_23) complex lig_ejm_46 lig_jmc_23 6.5 0.041 -DGsolvent(lig_ejm_46, lig_jmc_23) solvent lig_ejm_46 lig_jmc_23 6.9 0.021 -DGcomplex(lig_ejm_46, lig_jmc_27) complex lig_ejm_46 lig_jmc_27 7.6 0.1 -DGsolvent(lig_ejm_46, lig_jmc_27) solvent lig_ejm_46 lig_jmc_27 8.3 0.0086 -DGcomplex(lig_ejm_46, lig_jmc_28) complex lig_ejm_46 lig_jmc_28 14.0 0.0069 -DGsolvent(lig_ejm_46, lig_jmc_28) solvent lig_ejm_46 lig_jmc_28 14.0 0.043 +ligand_i ligand_j DDG(i->j) (kcal/mol) uncertainty (kcal/mol) +lig_ejm_31 lig_ejm_42 0.49 0.09 +lig_ejm_31 lig_ejm_46 -0.73 0.10 +lig_ejm_31 lig_ejm_47 0.0 0.2 +lig_ejm_31 lig_ejm_48 0.5 0.2 +lig_ejm_31 lig_ejm_50 0.94 0.07 +lig_ejm_42 lig_ejm_43 1.2 0.1 +lig_ejm_46 lig_jmc_23 -0.39 0.05 +lig_ejm_46 lig_jmc_27 -0.6 0.1 +lig_ejm_46 lig_jmc_28 -0.12 0.04 From ba876c828a925e52d545d9d207ab4f19a280437a Mon Sep 17 00:00:00 2001 From: IAlibay Date: Fri, 15 Sep 2023 16:32:50 +0100 Subject: [PATCH 3/3] match things better with gather's output --- .../PlottingFreeEnergiesUsingCinnabar.ipynb | 43 ++++++++++++------- 1 file changed, 27 insertions(+), 16 deletions(-) diff --git a/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb b/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb index 12c881f..14021d1 100644 --- a/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb +++ b/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "6abcaae7-f5fd-483c-972f-5bb5b6d4908a", "metadata": {}, "outputs": [], @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "8b80f592-f1a3-4c7f-8757-58a88c2e8ee7", "metadata": {}, "outputs": [ @@ -102,7 +102,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "id": "63a920b3-6ef3-4214-b3cc-433319053721", "metadata": {}, "outputs": [ @@ -181,7 +181,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "id": "16d98240-62b3-469c-a12a-c2b8337caba9", "metadata": {}, "outputs": [], @@ -228,7 +228,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 5, "id": "86c004bc-bc58-4a55-92e2-151beb994d65", "metadata": {}, "outputs": [ @@ -261,13 +261,13 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 6, "id": "2edeabb9-9c07-49be-a83f-9622ef742046", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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VK1cy+/fvZ37++Wdm2bJljK2tLdO1a1emurpaOV+PHj2YDz/8kNmzZw9z7Ngx5uuvv2Z8fHwYGxsb5vfff2e9PQ0dSsjPz2cWLlzIpKenM0ePHmUWLVrEWFpaMpMmTWK1HbWdPHmSsbe3Z5KTk5kDBw4wfn5+zMcff6w2HxefA67fN23fDzbttmrVigHA3L1712i2V2HgwIGMvb19netg8znl43CWcX2rNDF1hUh+fj5jY2PDREdH6xQi33//PRMbG8t4eXkxIpGIcXNzY3r37s2kpaWpLKcIEU0/jo6OGms1xhBhmKfH9keNGsU4ODgwdnZ2zCuvvML8/fffdc5f33bMnDmTadeuHWNra8uYm5szbdq0Yd5//32mtLRUZb64uDgmNDSUcXV1ZSwtLRkvLy9m9OjRzNWrVxu1LQ39AhcUFDARERFMs2bNGJFIxHTo0IFZu3atys2HumzHszZs2MB4enoyTk5OzPTp01VuUFXg6nPA5fumy/uhS7sFBQWMQCBgevbsyW4jWbbLMA2/znfv3mWEQqHK+dNnsfmc8hEi1IsvIRw5fvw4IiIicOTIEYSHh2u8aZQYTlpaGoYNG4b09HSVPqlMlVQqxYkTJ9C3b18cO3bMYEPk0jkRQjjWt29fWFhYaOyAkRjOiRMnEBwc/FwEyK+//goLCwv07dvX4G3TngghHCktLcX169eVjzt06AAbGxseKyLPi4qKCly9elX52NfX12CdsVKIEEIIYY0OZxFCCGGNQkTPdBmUqk+fPiqd6CkMHjwY3t7eysc0KJV2ZsyYAYFAgHfeeUdl+tGjRzF69Gi0adMG1tbWaNeuHWbNmoWCgoJGtUeDUt1itS5d3o/4+HhER0fDyclJbUA3feL6cyqVSvHZZ5/hpZdegpWVFdzc3BAdHV3vOPB1fZ4BGpTquaDNoFS6okGp6paZmYndu3drfC4xMRFPnjzBkiVL0LZtW1y/fh2LFy/Gjz/+iEuXLjX6PAYNSqXb+6bL+/Hll1/Cx8cHAwcOxI4dO7jeNI308TmdPHkyUlNT8f7776Nfv34oKSnBsWPH6uzivb7PM0CDUpk0XQalCg8PZ3x9fdXWERMTw3h5eSkfm0rfWfoa7Edxc9imTZsYAMzbb7+t8vzDhw/Vltm1axcDgElJSWHdLg1Kxe590+X9ULx22vQ7xxWut/fkyZMMAObLL7/Uav6GPs+1Ud9ZJkybQan0yRi7PdHXYD9r166FmZkZ3nrrLY3Pa+pGOzAwEACQl5fHut2G0KBUmunyftR+7QyF6+3duXMnbG1tMXXqVK3mb+jzzDcKEQPRZlAqXdGgVOpu3ryJ5cuXY8OGDXV2ra3J2bNnAaDBjhAbgwal0p4h3g9tcb29v//+Ozp06ICdO3fC29sb5ubm8PX1RUpKitq8bD/PhmScVZmohgal0hUNSqVu2rRpGD58OHr06KH1MgUFBVi8eDHCwsLQv39/Vu1qgwal0o6h3g9tcb29jx8/xt27dzF//nzExcXh8OHD6Ny5MyZMmIAff/xRZV42n2dDoxPrBtTQoFS6okGpVO3YsQNnzpxRueGvITU1NRg5ciQkEglSU1P1OrgRDUrVMEO+H2xwsb1yuRz5+fn47rvvlMPc9unTB2fOnMGaNWuU7z2bzzMfaE/EgCwsLPD+++9j+vTpaNGihdrz9X0gNe3K+vn5ISQkROXH09OT05r1qVmzZsq/wE+cOIGrV69CJBKhuLhY+ZeftsrLyzF37ly8//77sLe3R1lZGcrKygA8vbqmrKxM7VAfwzCYMGECzp8/j4MHD6pcRq0PkydPxrvvvou4uDi4uLigW7duePXVVxEUFAQXF5d6lx0+fDgEAoFynJr8/Hy89dZbeO2113Dr1i2sWLECU6dOxZdffomgoCDMnj0bUqlUL9vB5ftWm6HfD21xvb2Ojo4AgMjISOU0c3NzhISEKA+Psfk884VCxMDqG5TKxsZG4wdDLpebZPcZXA728+jRIzx48ABLly6Fvb298gcAkpKSYG9vj4sXL6osM2vWLOzduxf79u1Dt27dGrcxWqBBqepn6PdDW1xvb/v27TVOZxhG+ccim88zXyhEjEibNm2Qn5+vPO4NPP1g/f3332jTpk2j1m2MV2dxOdhPy5YtcerUKbUfABgyZAhOnTqlcuJ54cKF2Lx5M3bv3q3yF6Eh0KBU6vT1fhjjoFSKq7yOHj2qnFZTU4Nff/1VeXha188zrwx2MfFzSpfxRC5dusRYWloykZGRzJ49e5gffviBGT58OCMQCJhDhw4pl6NBqbTfDmi4rn7NmjUMAOY///mP2uuXk5PDentoUCp275su78fx48eZ3bt3M6tXr2YAMDNmzGB2797N7N69W+O6jXFQqqqqKqZ9+/aMq6srIxaLmcOHDzPDhw9nADCnTp2qtxZNn+faaFAqE6RLiCimDRo0iHF1dWWaNWvGhIeHMz///LPKcjQoVeNCJDw8vM7Xb/z48Ww3hQalYvm+6fJ+1Dfvs4x9UKpRo0YxzZs3ZywtLZnOnTsz3333XYN1GGOIUC++hHCEBqUyLjQoVR+DtEvnRAjhGA1KZRxoUCrDoD0RQjhCg1IRvtCgVIQQQpokOpxFCCGENQoRQgghrFGIEEIIYY1ChBBCCGsUIoQQQlijECGEEMIahQghhBDWKEQIIYSwRiFCCCGENQoRQgghrFGIEEIIYY1ChBBCCGsUIoQQQlijECGEEMIahQghhBDWKEQIIYSwRiFCCCGENZMMkaNHj2LSpEnw8/ODra0tPD09MWTIEPz2229aLf/w4UNMmDABLi4usLGxQffu3ZGRkaHnqgkhpOkxyRDZtGkTbt26hdmzZ+PQoUNYv349Hj58iLCwMBw9erTeZSUSCaKiopCRkYH169dj3759aNGiBaKjo3HixAkDbQEhhDQNJjnG+sOHD+Hm5qYyraysDD4+PggICMCRI0fqXHbjxo2YMWMGzpw5g+7duwMApFIpOnbsCDs7O2RmZuq1dkIIaUpMck/k2QABADs7O3To0AF3796td9m0tDT4+voqAwQAzM3NMW7cOJw/fx737t3jvF5CCGmqzPkuwFCKi4tx8eJFREZG1jtfdnY2evXqpTY9KCgIAHDlyhV4enpq1aZcLkdeXh7s7e0hEAh0L5oQQgyEYRiUlpbCw8MDQqH2+xfPTYjMmDED5eXlWLRoUb3zFRQUwMnJSW26YlpBQUGdy0okEkgkEuXje/fuoUOHDiwrJoQQw7t79y5eeOEFred/LkJk8eLF2L59O7788kt06dKlwfnr22uo77n4+HgsW7ZMbfrdu3fh4OCgXbGENFJ1dTXWrl0LAPjPf/4DS0tLnisyDgzDoLCwEAUFBRCJRLy+LgzD4MmTJygpKYGVlRXMzMx4qeObb77BX3/9haVLl+Lx48cYMWIE7O3tdVqHyYfIsmXLsHLlSnz88cd49913G5zf2dlZ495GYWEhAGjcS1FYsGAB5s6dq3xcUlKCVq1awcHBgUKEGEx1dTWsrKwAAA4ODhQiePqlXVBQAIlEAhcXF94DpKioCDKZDC4uLrwFyN27d7F161bU1NTglVdegZ+fH4D6/1DWxKRDZNmyZYiLi0NcXBwWLlyo1TKBgYG4fPmy2nTFtICAgDqXFYlEEIlE7IolhOiFIkAeP34MKysrowiQ4uJiWFtb8xYgANCqVSusXbsWubm5iIqKYn3RkElenQUAK1asQFxcHD766CMsXbpU6+ViY2Nx7do1lUt5pVIptm3bhtDQUHh4eOijXEKIHlCAqKt93rZ3796YOHFio9ZnkiGydu1aLFmyBNHR0YiJicG5c+dUfhQmT54Mc3Nz3L59Wzlt0qRJeOmllzBixAjs2LEDR44cwciRI3H9+nWsXr2aj80hhLBAAaIuMTER48ePR3FxMWfrNMnDWfv37wcAHD58GIcPH1Z7XnF/pUwmg0wmQ+37LUUiETIyMjBv3jzMnDkTFRUV6NSpE9LT0xEeHm6YDSCENAoFiLqioiKkpqaisLAQR48eRWxsLCfrNck71o1FSUkJHB0dUVxcTCfWicFUV1cjPj4ewNOLPZ63E+sUIHXLyclBZmYmxo4dq/bcvXv3EBMTo/P3lUnuiRBCnk8UIOqePHmCZs2aAQB8fHzg4+PD6fpN8pwIIeT5QwGiTiwWY/jw4cjNzdVbGxQihJAmjwJEnUQiwc8//4yCggKVC4q4RoezCCFNGgWIZiKRCJs3b8axY8c4O4muCe2JEEKaLAoQdbV7Km/WrJleAwSgECGENFEUIOrEYjGGDRuGkydPGqxNChFCSJNDAaJOLpfj2rVrqKmp0euJ9GfRORFCSJNCAaKZUChEfHw8Bg4ciKioKMO1a7CWCCGkkShA1NXuMNbCwsKgAQJQiBBCmggKEHVisRhvvPEGUlJSeGkfoBAhhDQBFCCaSaVSAEBNTQ1vNdA5EUKIUaMAqds777yDbt26ITg4mLcaaE+EEGK0KEDUHT9+HDKZTPmYzwABKEQIIUaKAkTdli1b8N5772HJkiUwlg7YKUQIIUaHAkSz1q1bw9zcHG3atNF5LHR9oXMihBCjQgFSt759+2LPnj3w9vbmtY7aaE+EEGI0KEDU7du3D6WlpcrHxhQgAIUIIcRIUICo+9///oelS5di2rRpqK6u5qWGhlCIEEJ4RwGiWdeuXeHo6Ig+ffoY7TDHdE6EEMIrCpC6+fn5IS0tDU5OTrzWUR/aEyGE8IYCRF1qairu3LmjfGzMAQJQiBBCeEIBom7Pnj1YvXo1pkyZgpKSEl5q0JVJhkhpaSnmzZuH/v37w9XVFQKBAHFxcVotm5ycDIFAoPEnPz9fv4UT8pygANEsIiICbdu2xciRI+Hg4MBbHbowyXMiBQUF+Prrr9GxY0cMHToUYrFY53Vs3boVfn5+KtOcnZ25KpGQ5xYFSN2cnZ2xfft2WFtb81qHLjgPEblcjqqqKtjY2HC9aq15eXmhqKgIAoEAjx8/ZhUiAQEBCAkJ0UN1hDy/KEDUbd26FR06dEBoaCgANKkAATg4nFVVVYXk5GSMGDECHh4esLS0hL29PWxsbBASEoJ58+bhjz/+4KJWrSkOPxFCjAcFiLoff/wR69evx6xZs5CXl8dLDY3Fek+ksrISa9aswfr161FcXAw/Pz9ERUXBzc0NVlZWKCwsxN9//43ExESsXbsWPXr0wJo1a9C9e3cu69ebwYMH49GjR8prtJcvX46AgAC+yyKkSaIA0SwiIgK9e/dGUFAQPDw8eKujMViHyIsvvghbW1t89NFHGDt2LFq0aKFxPoZhcOzYMWzduhURERHYsGEDpkyZwrpgfXN3d8eiRYsQFhYGBwcHXL58GatWrUJYWBhOnz6Njh071rmsRCKBRCJRPm4qV1cQok8UIHWztLTEunXreK9DJpOpdC+vC9Yhsnz5cowfP77BjRcIBIiMjERkZCSWLVumcv2zMYqOjkZ0dLTyce/evRETE4PAwEAsWbIE+/btq3PZ+Ph4LFu2zBBlEtIkUICoS0pKgq2tLUaPHg0ARhEglZWVsLOzY7U86xCZNGmSzsu0bdsWbdu2Zdskb7y9vdGzZ0+cO3eu3vkWLFiAuXPnKh+XlJSgVatW+i6PEKNEAaLuwoUL+PLLLwEAHTt2hL+/Py91KCgCxNHRkXXfXCZ5ia8+MAwDobD+6xBEIhFEIpGBKiLEeFGAaBYSEoIJEybAzs7OqAKkefPmePjwIav1cHazoVwuxzfffMPV6ozKzZs3cfr0aYSFhfFdCiFGjwJEcx3A08P7s2fP5v288LMB0pirWTnbE6mpqcHEiRPx5ptvcrXKRklPT0d5ebmyH/6rV69iz549AIBBgwbBxsYGkydPRkpKCnJzc+Hl5QXg6aAviqslFCfW16xZA4FAgBUrVvC2PYQ0BRQg6sRiMfLy8vDRRx9BKBTyfvsBlwEC6Bgiy5cvr/O5mpqaRhXCtWnTpuH27dvKx7t378bu3bsBPN2z8Pb2Vl6RUHus4sDAQHz77bf47LPPUFlZCTc3N0RGRmLx4sVo3769wbeDkKaCAkRdTk4ONm7cCLlcjsjISPTs2ZOXOhS4DhBAxxBZuXIlYmNjNfbpwvbyMH25detWg/MkJycjOTlZZdq6dev0UxAhJowCRDMfHx+sWLECDx48MMkAAXQMkcDAQLz55puIiYlRe05x5zoh5PlCAaKupqYGFhYWAKDx+9LQ9BUggI4n1qdOnVrnHoeFhQWWLl3KSVGEkKaBAkRdYmIi3n77bVRUVPDS/rP0GSCAjnsi77zzTp3PmZmZUYgQ8hyhAFH36NEjpKSkoKysDEePHsXgwYN5qUNB3wECcHCJLwUHIc8fChDNXF1dsWnTJsydO/e5CBCAgxD59NNPuaiDENJEUICoKysrU/5fce6YT4YKEICDEKl9eSwhxLRRgKgTi8UYOXKk0XTlbsgAATgIEb5vnCGEGAYFiLqKigrs27cPeXl5OHnyJC811GboAAGo7yxCiBYoQDSzsbGBWCzGiRMnMHLkSJ2Xz8nJUV4O7OPj06ha+AgQgMO+swghpokCRN2DBw+U/2/RogWrAAGehsj169eRk5PTqHr4ChCAzokQQupBAaJOLBZj6NChuHTpEi/tP4vPAAE4CJGXX36ZizoIIUaGAkSdVCrFhQsXUFlZiaysLF5qqI3vAAE4OCdy5MgRLuoghBgRChDNzM3NsX79ehw7dgwDBw5kvR6pDDh73RG3Za9BYFYFZ+Z3nddhDAEC0DkRQsgzKEDUXb9+Xfl/KyurRgUIAGRkNUfWTTvUoBmqBW64Lx+AvELtX2djCRCgEXsiuo6V3rp1a7ZNEUIMhAJEXWJiIjZu3IilS5di6NChyuk5OTmsTojLGTP8LZ/47wSBEGDk+PncE7QQaneZsGKkVYFAoAyQgIAABAUF6VxPY7EOEW9vb53Sz9i6iieEqKIA0VxHQUGB8t/aampqUFVVpfM65TAHLNSny2RyVFXrvr7a9fCBdYhs2bKFbjQkxERQgGgmEAgwf/589O7dGz169FB5zsLCAlZWVqzWayu7jXK0AiAEGAYQCNHM7CasLOpfn6Y9kNr18IF1iEyYMIHDMgghfKEAUXf27FmEhYUpv6yfDRDg6YBTbG8QrJYKcPJKJW78I4AAEjgLLmHYwEAAgRrnN6ZzIM/i/MT6X3/9hbNnz+LGjRtcr5oQwjEKEHVJSUmYNm0a1qxZo7f74CzNGfTtWIQ2ZjvgLt0Oe+Hfdc5rzAECcBgiu3fvhpeXF/z9/dGzZ0/4+fnBy8sLe/bs4aoJQgiHKEA0c3JyAgA4Ozvz/oVt7AECcNR31qFDhzB69Gi89NJLePfdd+Hh4YF79+5h27ZtGD16NPbv39/oS+IIIdyhAKlbbGwsOnToAF9fX17raAoBAnAUIh9//DH69++PgwcPQij8d+fmgw8+wMCBA7Fy5UoKEUKMBAWIuvT0dERERChPlFOAaI+Tw1m///47pk+frhIgwNMrG6ZPn44//viDi2YIIY1EAaIuJSUFCxYswOzZsyGVSg3ato+PD3x9fVVO0DelAAE4ChEzMzNUV1drfK6mpkYtXPSttLQU8+bNQ//+/eHq6gqBQIC4uDitl3/48CEmTJgAFxcX2NjYoHv37sjIyNBfwYQYAAWIZkFBQbC2tkbXrl1hbm7Y0TF8fHzg7++vDJGmFiAARyHStWtXrFmzBpWVlSrTJRIJPvvsM4SGhnLRjNYKCgrw9ddfQyKRqNxhqg2JRIKoqChkZGRg/fr12LdvH1q0aIHo6GicOHFCPwUTomcUIHXr3Lkzvv/+e0yZMoXXOppigAAcnRNZtmwZoqKi0LZtW4wYMQLu7u64f/8+9u7di4KCAhw9epSLZrTm5eWFoqIiCAQCPH78GGKxWOtlk5KSkJ2djTNnzqB79+4AgIiICHTs2BHz5s1DZmamvsomRC8oQNTt3r0b4eHhcHNzA/B0TBA+NdUAATjaE+nZsyd++ukneHt7IyEhAR999BE2bdoEb29v/PTTTxpv1NEnTXdzaistLQ2+vr7KAAGe9tw5btw4nD9/Hvfu3eOqTEL0jgJE3c6dO/Hxxx9jypQpqKio4KWG2ppygAAcDo8bHh6Os2fPoqKiAkVFRWjevDlsbGy4Wr3BZGdno1evXmrTFR2bXblyBZ6enoYuixBWCgsLUVxcTAFSS69evZCSkoJXX32V9+8oYwoQtjdWcn4WycbGhvc3pjEKCgqUNxvVppj2bCdstUkkEkgkEuXjkpIS7gskRAcFBQWws7MzqgC5efMmZ+OKs+Hp6Yldu3bB3t7e4G3XZkwBUl1dDblczmpZGk9Eg/rezPqei4+Ph6Ojo/KnVatW+iiPkHrV/otSJBIZVYCYmZlxNq64Lr755htcvnxZ+ZgC5F/V1dWoqqqCs7Mzq+U52xP5/vvvsX37dty+fVute2SBQNBk7hVxdnbWuLdRWFgIABr3UhQWLFiAuXPnKh+XlJRQkBCDYhhG+VkFYFQBIhSa4VqePQososEIK2HGXDFIHQcOHMDnn38OOzs7pKWlwdXV1SDt1sUYA8TFxYV1L8CchMinn36K+fPnw9XVFT4+PrC1teVitbwIDAxU+YtFQTEtICCgzmVFIhFEIpHeaiOkPoqT6PUdcjVkLc/ugfz2d3P8cac5IHQBhAwewRcFpflwttd8jxlXIiMjERwcjB49elCA1FI7QJydnVFaWspqPZyEyMaNGzFp0iRs3ryZ92u+Gys2NhbTp09HZmam8v4WqVSKbdu2ITQ0FB4eHjxXSIi62ldh6fMPmaysLGRnZzdYC8MwkMvlyi9JBgLcF70FCAAIBAAEAAP8lFmK5tJjrOvRpjt2GxsbbN68mbfxNhSMOUAaUwsnIVJQUIDXX3/dqAIkPT0d5eXlynS9evWqskfhQYMGwcbGBpMnT0ZKSgpyc3Ph5eUFAJg0aRISEhIwYsQIrFq1Cm5ubti4cSOuX7+OI0eO8LY9hNTl2ct49fnlVFNTg/Lycp2XY2AOWKl/P0jlZqxGB6xdjyZJSUlwd3dHTEwMAP4GbFIw1QABOAqRl19+GX/++SciIyO5WB0npk2bhtu3bysf7969G7t37wYA3Lx5E97e3pDJZJDJZGonIjMyMjBv3jzMnDkTFRUV6NSpE9LT0xEeHm7w7SCkPpruA9HnMKkWFhZ1Hq7WtAdSW7ksD9VC96djigOAQAhbwT+sRwdU1POsU6dO4csvv4RQKFTrl4oPphwgACBgOBh15fr164iNjcWqVasQHR3N68k8Y1JSUgJHR0cUFxfDwcGB73KIianrRsKamhokJycDeDoCqSH+CtfmPpDKajMcu+KG/GJrgJHCXnoRr/V1AdffqXK5HCtWrICnpyd1ZVJLQwHC9vuKkz0RHx8f9O3bF7GxsRAIBGr3iQgEAhQXF3PRFCEETfNOdGtLGQZ1vo/0wz+hqqoC1lZWEAiiOa9HKBRiyZIlvN/53ZQCpDE4CZF58+Zhw4YN6NSpE/z9/WlPhBA9aooBUpsAcnD9dSoWi1FRUYGZM2c2qtsjrjwvAQJwFCLJycmYP38+4uPjuVgdIaQOTT1AgKdHLhR3rHPh6tWr2LBhAwCge/fu6Nq1KyfrZet5ChCAoxCRyWTo168fF6sihNTBFAIEAOcnujt06IAPP/wQ5eXlFCC1GCJAAI5CpH///jh37pxRXZ1FiCkxlQDhkkwmU7Y9evRoXmqo7XkMEICjEFm8eDFGjRoFW1tbxMTE1NuBISFENxQg6sRiMbKysvDZZ58ZxTnY5zVAAI5CpGPHjgCAuXPnqvQdVZtMJuOiKUKeKxQg6vLy8pCYmAiJRIJjx45hwIABvNSh8DwHCMBRiBjD5XSEmBoKEM08PDzwxRdf4OrVqxQgtfARIABHIRIXF8fFaggh/48CRF1lZSWsra0BAKGhocq+7fhCAfIUjSdCiJGhAFGXmJiIcePGqXRzzycKkH9RiBBiRChA1JWUlGDXrl3Izc3F0aNHeamhNgoQVZwPj0sIYYcCRDMHBweIxWKcOXMGr732Gm91ABQgmrAOkTt37ug0f+vWrdk2RYjJowBRV1hYqLw1wMvLSzlcA18oQDRjHSLe3t46FU6X+BKiGQWIOrFYjG3btmHz5s3w9fXlpYbaKEDqxjpEtmzZwnvxhDR1z1OA5OTkKPvMqq/rk+rqahw/fhxPnjzB+fPneQ8RCpD6sQ6RCRMmcFgGIc+f5ylAgKchUlVVBSsrq3pDxNLSEps2bcLRo0cxZMgQzuvQBQVIw+jqLEJ48LwFiDZu3bql/L+9vT0FSC3GGiAAh1dn3bhxA5s3b8aff/6JyspKlecEAgEyMjK4aoqQJo0CRJ1YLMZXX32FVatWoW/fvrzUUBsFiPY4CZHs7GyEhYXB09MTOTk5CAoKwuPHj3Hv3j20atUK7dq146IZQpo8ChDNddy8eRNSqVTnqz71gQJEN5wczlq4cCEGDBiAK1eugGEYJCUl4e7du9i/fz+qqqqwcuVKLpohpEmjANFMIBBg+fLl+O9//4tJkybxVgdAAcIGJyFy8eJFjB8/HkLh09XJ5XIAQExMDN5//30sWLCAi2YIabIoQNRdunRJ+X8zMzP06dOHlzoUKEDY4SREioqK4OTkBKFQCAsLCxQVFSmfCwkJwcWLF7lohpAmiQJEnVgsxsSJE7F582Ze2n8WBQh7nISIp6cnHj9+DODp0JcnT55UPpeVlQU7OzsumtFJWVkZ3nvvPXh4eMDKygqdOnXCzp07G1wuOTkZAoFA409+fr4BKiemhE2AZGVl4bfffkNWVhbntRhDgABQts1nDQoUII3DyYn1nj174syZMxg6dCjGjh2LpUuX4v79+7C0tERycjLGjRvHRTM6GTZsGC5cuIBVq1ahffv22LFjB8aMGQO5XI7XX3+9weW3bt0KPz8/lWnOzs76KpeYILZ7INnZ2SgvL4etrS2CgoI4q8VYAgQAJk6ciC5dunC2fWxRgDQeJyGyaNEi5OXlAQDmz5+P/Px8bN++HQKBACNHjsRnn33GRTNaO3ToEH7++WdlcABAREQEbt++jQ8++ACjRo1q8JcoICAAISEhhiiXmCA6hKUuOzsb3t5tlI8pQP7VVAME4OhwVrt27dCrVy8AT3dPv/jiC+UvUHJyMhwcHLhoRmtpaWmws7PDiBEjVKZPnDgReXl5yMzMNGg95PnSmACRyQWwsG8Nq+ZtAGHj/8YzlgBZv+kQbhQMx8mr0Th5uQvuPZDzUocCBQh3OAmRmpoalJeXa3yuvLwcNTU1XDSjtezsbPj7+8PcXPWXUPGXT3Z2doPrGDx4MMzMzODk5IRhw4ZptQwhjQmQqhohzt52RXO/kWjZ8U04vzQBVTWN+xV98uQJ7wHy4LEctwp6Q2TtCoFAgPIqGyRsq0JFFcNLPRQg3OLkcNbUqVMhkUiQmpqq9txbb70Fa2triMViLprSSkFBAdq2bas2XdGtdEFBQZ3Luru7Y9GiRQgLC4ODgwMuX76MVatWISwsDKdPn0bHjh3rXFYikUAikSgfl5SUNGIrSFPT2ENY1x46QiL994teKHLAtYcidPIsqmep+pWUlMDOzo6TAMnJyUFOTo7Oy91+4AE5067WF6QA5RXA3n2ZcHF8wqoWHx+fevvfqgsFCPc4CZFjx45h1apVGp975ZVXeLlPpL43pL7noqOjER0drXzcu3dvxMTEIDAwEEuWLMG+ffvqXDY+Ph7Lli1jVzBp0hQBcvr0afz111+svhCcg96Cmcha+VggEOLBEyl2nNih03oU92kBwP3799UuEGGrpqYGVVVVWs9/8eJF+Pn5QSbTfEGKVFql0/qerUVXFCD6wUmIPHjwAC1bttT4nLu7u8EvjXV2dta4t6EYn1mxR6Itb29v9OzZE+fOnat3vgULFmDu3LnKxyUlJWjVqpVObZGmp/YeCMMwqKioYLUe+4oCWFnYQfD/N+0ycjmqKwrqPFSsDS7H8bGwsICVlZVW8/7yyy84cOAALly4gKlvzcKth9WorrEAAyEABo62pXBzqoJQoN36NNWiCwoQ/eEkRJo1a4acnByNd5zm5OTA3t6ei2a0FhgYiNTUVEilUpXzIpcvXwbw9MorXTEMo7wjvy4ikQgikUjndZOm69lDWFZWVrC1tWW1rop7JyCyHw0Inn6G5DIJKv45rvX6GIYBwzCQyWSorq4GoPuXbX10OYT04osv4syZMxg+fDiGxQ5EVKkcX2+7ibJKSzSzq8S08S/CShTd8Io4QAGiXwKGYRp9dmvMmDE4f/48Lly4oPJXfmFhIbp164aQkBCtbvTjSnp6OgYNGoSdO3di1KhRyukDBw5EVlYW7ty5o9Mx4ps3byIoKAh9+/ZFWlqa1suVlJTA0dERxcXFBr9CjeifPi7jlUiFOHj0j6chUPkPRo/Qrjv02ldhWVhYID09HcDTC0SevcDEUIqKitC8eXPl48OHDyvHE6l9yFifKEC0x/b7ipNPV1xcHLp27YoXX3wRo0aNgqenJ/755x/s3r0bNTU1Bj9PMHDgQPTr1w/Tpk1DSUkJfHx8kJqaisOHD2Pbtm3KAJk8eTJSUlKQm5urHL+5b9++6N27N4KCgpQn1tesWQOBQIAVK1YYdDuI8dLXfSAiczmqHl9W3myobS21L+Pl4O9CVrZv346wsDBlr921A4QPFCCGwUmI+Pr64tSpU5g7dy4SExMhk8lgZmaG8PBwfP7557wMb7l3714sWrQIS5YsQWFhIfz8/JCamorRo0cr55HJZJDJZCq/dIGBgfj222/x2WefobKyEm5uboiMjMTixYvRvn17g28HMT7GfiOhVCo1eB1paWn49NNP4ezsjO+++w7NmjUzeA21UYAYDmf7uR07dkRGRgYqKyuVHTJqexJOH+zs7LB+/XqsX7++znmSk5ORnJysMm3dunV6row0ZcYeIHyJiIjAzp070a9fPwqQWkw9QACOQuTx48dwcXEBAFhbW8Pa2lrl+YsXLyI4OJiLpgjhjaECJCAgADU1NfWeFDemAAGeXlzzzTff8H5hCQWI4XFyx/orr7xS5/XeV65cwYABA7hohhDeGHIPJCgoqN7OCY0lQLZu3arSYzcFyL+elwABOAqRBw8eYOzYsWrTc3Jy0K9fP/j7+3PRDCG8oENY6jIyMrB+/Xr85z//wd27d3mpoTYKEP5wEiKHDh3C8ePHVW60u3PnDqKiouDh4YGDBw9y0QwhBkcBolnv3r3Rt29fvP3227zfUEsBwi9Ozon4+flh7969GDBgALy9vTFq1ChERUXB3t4eP/30k8FvNiSECxQgdbOwsMCaNWsavAFX3yhA+MfZJyA8PBxisRj/+c9/EBYWBgA4cuSIzl2MEGIMKEDUJSYmqlzNSAHyr+c1QIBG7Iko+qGqbdCgQZg5cya2b9+Ow4cPw9LSknV/VYTwhQJE3cWLF5GQkAAACA4OpgGlanmeAwRoRIi4uLjU+WIxDKM2KiCXHcERoi8UIJoFBwfjnXfegbm5OesA8fHxafDSZW1QgBgX1iGyZMmS5/IFI6aLAkRzHYrf83feeadR62Iz/sezKECMD+sQiYuL47AMQvhFAaJOLBbj5s2bWL58Oe8n8gEKEGPF75kxQowABYi6W7du4auvvsLBgwdx6tQpXmqojQLEeLEOkYCAAJ26Rb9//z5mzZpV5wiIhPCBAkQzb29vrFq1CrNmzdI4TpAhUYAYN9aHs0aOHIk333wTzZs3x9ixY9GnTx8EBwcrT7hXVlYiNzcX586dw759+/Djjz+ia9eujT6uSghXKEDUVVdXK1+Hvn378lJDbRQgxo/1nsiSJUvw119/YcyYMRCLxRg4cCDc3d1hYWEBa2tr2NnZoWPHjnjrrbdQUlKCnTt34vTp0+jQoQOX9RPCCgWIOrFYjEmTJqG0tJSX9p9FAdI0NOqO9ZYtW2L16tVYuXIlMjMzcfbsWeTl5aGyshIuLi7w8/NDnz598MILL3BVLyGN1lQDJCcnR3mJLBdXOtVWWFiIbdu24cmTJzh69CiGDNFuREV9oQBpOjjp9sTCwgI9e/ZEz549uVgdIXrTVAMEeBoiiuFluQ4RJycnbN68GefPn6cAqYUCpGH8DL5MCA+acoDoS0lJiXI8bV9fX15GIa2NAqTpoUt8yXOBAkSdWCzGa6+9hjt37vDS/rMoQJomChFi8ihA1FVWVuLQoUN4+PAhTp8+zUsNtVGANF10OIuYNAoQzaytrZGYmIhjx47htdde460OgAKkqaM9EWKyKEDU5eXlKf/v7OxMAVILBQg7FCLEJFGAqBOLxYiNjUVmZiYv7T+LAsQ0mGyIlJWV4b333oOHhwesrKzQqVMn7Ny5U6tlHz58iAkTJsDFxQU2Njbo3r07MjIy9Fwx4QoFiDqZTIasrCxIJBJcvXqVlxqerYcCxDQ06pzIzZs3YW1tDXd3d+W0zz//XGUeBwcHTJkypTHNsDJs2DBcuHABq1atQvv27bFjxw6MGTMGcrkcr7/+ep3LSSQSREVF4cmTJ1i/fj3c3NyQkJCA6OhoHDlyBOHh4QbcCqIrChDNzMzM8Nlnn+HYsWMYMGAAb3UAFCCmRsAwDMNmwd9++w3dunXDrl27MHz4cABPPxzPDjgjEAiQkZFh0E7cDh06hJiYGGVwKPTv3x9XrlzBnTt36vyF3rhxI2bMmIEzZ86ge/fuAACpVIqOHTvCzs5Op0MBJSUlcHR0RHFxsfJafKI/phwgMjlw4NAJyGqKYWNtiejo6DrnlUqlOHDgAACgXbt2CAwMbFTbXKIAMV5sv69YH85KTExEjx49lAFS2/79+3Hz5k38/fffGDZsGFJSUtg2w0paWhrs7OwwYsQIlekTJ05EXl5evUGQlpYGX19fZYAAgLm5OcaNG4fz58/j3r17equbsGfKAXLznhCffmOFi/eikfXwNTwsa63VcidPnsQbb7yh9WFcfaMAMU2sD2cdPXoUc+bM0fhcy5Yt4eXlBQAYPnw4li5dyrYZVrKzs+Hv7w9zc9XNUwzrmZ2djR49etS5bK9evdSmK5a9cuUKPD09daqnuroa1dXVOi1DtMcwDAoLC1FQUACRSASBQICamhreanny5AlKSkpgZWUFhmEglUpZr6+8UoAdh61Q8/+rYCBEbkEw7tyvgIerXOMyUqkUDMNAIpEAAEpLSxtVAxdkMhmqqqrg4OAAOzs7Xuuprq6GRCKBs7Mz7O3tefusGBu231GsQ+Sff/6Bv7+/yjSBQICOHTvCxsZGOa1ly5b4559/2DbDSkFBAdq2bas23cnJSfl8fcsq5tN1WYlEovzFBZ7uHgLA2rVrYWVlpV3xhNRSInFHtTSi1hQBAAaHj16Hm+31OpcTCATo27cvfHx84Orqqjy8RUhdqqqqWC3XqKuznj2dIhQKcenSJfj5+SmnyeVytfkMob7d04Z2XdkuGx8fD0dHR+VPq1atGi6UkHqYCzX/dWgmlGicfuPGDcjlT/dQBAIB2rRpo7faCAEasSfi4eGBK1euICIiot75rly5Ag8PD7bNsOLs7Kxxj6GwsBAANO5pcLHsggULMHfuXOXjkpIStGrVCv/5z3/oxDrHnj2Exfc5kNqHsDSdA/n777+Rm5ur87otLcvRvDIPRZUtATz9Y8zKrAQtHB7CTChSmff48ePKwd8GDRoEgUAAS0tLtT982rVrp3FPnWu1D2E1a9aM93MgikNYTk5OdA5Eg5KSElYjz7IOkfDwcHz99dd455131M49KEilUnz99dcGH14zMDAQqampkEqlKrVdvnwZwNOhfetbVjFfbdosKxKJIBKJ1KZbWlry+iVnahQn0YuLi2FnZ8d7gBQVFaG8vBx2dnZ1nkRv37492rdvz6qNAXLg/JUa/PZHHsxQglZOtzF4UH+1+eRyOX7++Wd07dpV+SXZv3//On8/9Ukmk6GmpgZOTk5GcRJdJpPB3d2dTqLXg+3vEevDWbNnz8a1a9cwYsQIPHz4UO35Bw8eYMSIEbh+/Tpmz57NthlWYmNjUVZWhu+++05lekpKCjw8PBAaGlrvsteuXVO5gksqlWLbtm0IDQ01+F4VUWXKV2HVxUwIdA+UwcflElraXYG5UPNJ6ZiYGOzatQuTJk3SSx3aoquwni+s/0QJCgrCl19+iRkzZiA9PR0hISHKK7Ju376NX3/9FVKpFAkJCQa/Tn3gwIHo168fpk2bhpKSEvj4+CA1NRWHDx/Gtm3blL/skydPRkpKCnJzc5W1T5o0CQkJCRgxYgRWrVoFNzc3bNy4EdevX8eRI0cMuh1E1fMYIA05cOAAIiMjlRez+Pj48HrlEwXI86dR+7lvv/02AgIC8Mknn+D48eM4c+YMgKc9hPbr1w8LFiyo81Jafdu7dy8WLVqEJUuWoLCwEH5+fkhNTcXo0aOV88hkMshkMpUT/yKRCBkZGZg3bx5mzpyJiooKdOrUCenp6XS3Oo8oQNR98803+PzzzxEcHIzNmzer3eirD1U1Zjj9pyUqpTawMS9Hzw7VsDR/eiKfAuT5xPqO9WfJ5XI8fvwYAODi4gKh0GS75dIa3bHODQqQpw4fPqwcHjc6OhqXL1/GtGnTMGHCBJWuhWrfsT548GDOzonUyIT48Yo3yiXmgEAIMHI4WlejX4fbACOlAGni2H5fcXbGTSgUws3NjavVEQKAAqQ+gYGBSEtLg6urq07L5eTkICcnR+f2qi3bo9Kh/dNbVQBAIERxlRUOHbsK8+pbEAqFEAgEOn1pBwQEKG/k5QIFiOHRoFTEaFGAqMvMzFQ5x6hrgABATU0NqxvLZELNBy2qa+SQSTTft6JNLVyhAOEHhQgxShQg6s6dO4f09HScO3cOr776Kuzs7Fitx8LCglUPCnLko5SpAWCmPJwFpho2wgKY2diw+tLm6jwOBQh/KESI0aEA0czf3x8nT55E165dWQcI8PQKLh8fH1bLPirNw7GrzcAI7SGUPUG/jmXwaTWMzoE8xwwSIo8ePWK1202ePxQgdXN0dMTbb78NR0dH3mpwta9Ep+Z/oKKiEvZOdvBpFUoB8pzT2yVUDMPg0KFDGD58OPUhRbRCAaIuJSUFly5dUj7W1COCIclkMnh4eKBLl2CEhlKAED3sieTm5mLLli1ISUnB/fv3wTAMvbmkQRQg6tLT07Fu3TpYW1vj+++/56WG2ug+EKIJJyFSVVWF3bt3IykpCadOnQLDMAgNDcWSJUsgEol474aBGDcKEM0iIiIQGhqKrl27okWLFvDx8UFNTY1Bbip8FgUIqUujQuTChQtISkrCzp07UVJSAnd3d7z//vuYOHGisjv4ffv2cVIoMU0UIHWzsrJCQkKC8mZBtifDG4sChNSnUX1nXblyBRYWFhg8eDAmTpyIgQMH0p3qRGsUIOqSkpLg5OSE2NhYAOClB97aKEBIQ1h/QrOzsyEUCjFnzhzMmTOH7lYnOqEAUXf27Fl8+eWXAIAOHTrA19eXlzoUKECINljvNvz3v/9FYGAgVq9ejRdeeAFDhw7Fvn37eB/LmRg/ChDNwsLCMGbMGLz77rsUILVQgBg31iEya9YsXLp0CefPn8fkyZNx4sQJDBs2DJ6envjPf/6jcWAnQihANNcBPB3Odt68eSqdKfKBAoTootEnMEJCQrBp0ybcv38fycnJ8Pf3x3//+1906tQJISEh2LNnDxd1EhNAAaJOLBZjzZo1KkHCJwoQoivOzoJbWVnhjTfewPHjx/HXX39h/vz5yM/Px/bt27lqgjRhFCDqrl+/jg0bNiA1NRXnzp3jpYbaKEAIG3q5lKpdu3b45JNPcOfOHfzwww8YMmSIPpohTQQFiGa+vr5YunQpZs6cie7du/NWB0ABQtjT6/WDQqEQgwcPrndMc2LaKED+lZOTg5qaGgiFQuWJc8WlvHyiACGNobcQYRgG6enpSEpKwsGDB1mNX0CaNgqQpx48lmHH9xW4/Y8jpJIHeHznayQnxbPqjp1rFCCksajvLKIXFCBPVVYx+K+4DGXlDOSMBRhBSzi+MBfpP/6C2CF9DVaHJhQghAvUdxbhnCkGCNshZR8UNkNJmZ/ysUBoBnOhPR4/aY7Dhw+zqqUx44EoUIAQrlDfWYRTphggAPshZaurqzWvT1rN+hBvY4eUpQAhXKK+swhnTDVAAPZDyv519UdUy91gaeUGQAgB5LAwl+IFt3JYWrA7J9KYXnwpQAjXTLLvrLKyMnz00UfYtWsXCgsL4efnhw8//BCjR49ucNnk5GRMnDhR43P379+Hu7s71+WaBFMOEIDdIaTS0lJ88cUXeFyYiYHDN6BS4ghrUTmCfO7i1VcMfz6EAoToA+sQ+e9//4utW7di9erVWLt2LQYNGoSJEyciJiaG955Hhw0bhgsXLmDVqlVo3749duzYgTFjxkAul+P111/Xah1bt25VHpJTcHZ21ke5TZ6pBwhb9vb2SExMxKlTpzB6tJ/yEl8LC8OP9EkBQvSF9bf9rFmzMGvWLPz666/K8yL79++Hi4sLxo0bhwkTJiAwMJDLWrVy6NAh/Pzzz8rgAJ4O7nP79m188MEHGDVqlFZfLAEBAQgJCdF3uU0eBYi6R48ewdXVFQDg6emp3AOm8UAoQEyRyfWdlZaWBjs7O4wYMUJl+sSJE5GXl4fMzEyD1mPKKEDUicVixMbGGk0HpBQgRN9Mru+s7Oxs+Pv7qx1SCwoKUj6vjcGDB8PMzAxOTk4YNmyY1ss9LyhA1NXU1ODMmTMoKyvDpUuXeKnhWVVVVRQgRK/0cvJC0XfWypUrcejQIWzZskUfzWhUUFCAtm3bqk13cnJSPl8fd3d3LFq0CGFhYXBwcMDly5exatUqhIWF4fTp0+jYsWOdy0okEkgkEuXjkpISllth3ChANLOwsMCGDRtw9OhRDB48mLc6anNwcKAAIXql1+txFX1n7d27l9Xyx48fh0Ag0Orn999/Vy5X34e0oQ9wdHQ0Vq5cicGDB6N3796YMWMGTp06BYFAgCVLltS7bHx8PBwdHZU/rVoZ/gSqvlGAqKt9E6KNjQ3vASKTyZT/b9asGS5fvozffvsNWVlZBq+FAsT08XsZVQN8fX2RmJio1bytW7cG8PQKKk17G4WFhQD+3SPRhbe3N3r27Nlgd90LFizA3LlzlY9LSkpMKkgoQNSJxWJs3LgRK1asQExMDC811CaTyVRuYhQIBMjOzkZ5eTlsbW2Vh3UNgQLk+WDUIdKyZUudR3kLDAxEamoqpFKpynkRxYnOgIAAVrUwDNPgjZQikQgikYjV+o0dBYjmOvLy8iCXy/HgwQNeaqhNcRLdwcGB71IoQJ4jJnd7eWxsLMrKyvDdd9+pTE9JSYGHhwerbulv3ryJ06dPIywsjKsymxQKEM0EAgE++ugjbNiwgff+4WpfhdWsWTPl9MoaMwhtWkFo6WiwWihAni9GvSfCxsCBA9GvXz9MmzYNJSUl8PHxQWpqKg4fPoxt27apfOlMnjwZKSkpyM3NhZeXFwCgb9++6N27N4KCgpQn1tesWQOBQIAVK1bwtVm8oQBRd+HCBYSEhEAgEEAoFKJnz5681KHw7GW8UqkUACByDUbGDU+I2oyCJcNA+uCk3muhAHn+mNyeCADs3bsXb7zxBpYsWYLo6GhkZmYiNTUVY8eOVZlPJpNBJpMpx7cGnh4O+/bbb/Hmm29iwIABWLNmDSIjI/Hrr7+yPhTWVFGAqBOLxZg6dSq++OILlc8NX+q6D0Ro5QQ77xgATx8LBAJYuIejsJx9v1sNoQB5PgkYY/hNMFElJSVwdHREcXGxURyn1gUFiGY7d+7EqlWr8O677+p8vo6t+rqhV5yrU1ylqJgmFXnB4cWRavPW3P8ZsiLdr9IKCAio96Q8BUjTx/b7ivXhLMUHV1u1Lzskxo0CpG6jR49GUFAQOnToYLA22XRDby5Qv0dJIBCgsvQRasrLWdVQFwqQ5xvrEFmyZInKh2Xr1q0oKyvDK6+8And3d9y/fx8HDhyAra0t7ycdifYoQNT9+OOPiIiIUL4WhgwQQHM39Jr2QGo/V1F+D1UPf4OVWxcwjAwCgRkkhX/CUnoflra2rGrQhAKEsA6RuLg45f/Xrl0Ld3d3HDlyBHZ2dsrppaWl6Nu3L2xsbBpVJGm8s2fPQiKRQCQSoXv37hrnoQBRt3XrVqxfvx69e/fGunXreKmjdjf02vSFVVNTg+TkZJTdOoCewa1w9rfrqCx9AAvJLa17sdYGBQgBODqxvnHjRsybN08lQICnXWHPmzcPGzdu5KIZ0ghnz57FiRMncPbsWY3PU4Bo1qFDB4hEIgQFBfF+KI1NZ4ruDpWQPs5EdeEVTmuhACEKnFzie+/evTrHEDE3N0d+fj4XzRA9oQCpW2hoKNLS0uDh4cFrHdQbLzFWnOyJ+Pv74/PPP1c7+VZdXY21a9eqDe5EDEsmk8PWvjksLNWHY6UAUbdnzx6VrnMoQP5FAUKexcmeyMqVKzF06FC0bdsWw4YNg7u7O/Lz87F3717k5+fj+++/56IZwkJRqQS38svQNfxVyOVy5Fw5r3yOAkRdamoqVq9ejR07dmD79u2wtrbmpQ4FChBi7DgJkZiYGBw+fBiLFi1CQkIC5HI5BAIBunXrhq1bt6JvX8OPJ02A6hoZbt0vg+JGIKFQiPaBYSivksJGZEYBosHLL78MNzc3DBo0yGQCJCAg4P+H5WV/oyEFCKkLZ92eREVFISoqChUVFSgqKkLz5s3pqiyOnD17ts4T4vVxdnsBgd2iVKYxDIMDh37C3b+vKsNely+Ehm4605UxBQjwtDfoPXv28H5zKJd7II19vyhASH047TuruLgY586dw+PHjzFo0CAKEY5IJBKUlpbqvJyZhXqX+AKBAMVPClHO4oYzoP6bznRlLAHyv//9D926dYOvry8AmFSANBYFCGkIZyGyYsUKrFq1CpWVlRAIBLhw4QKaN2+OqKgo9OvXDx9++CFXTT13RCIR7O3tdV5OVlOJB/f+hptHGzByOQRCIQof30dxwX3Y2Niw+kJozCGR2owlQPbt24e1a9eiWbNm2Lt3L6vxZrhEAUKaGk5CZOPGjVi2bBmmT5+OgQMHqgzOoxjZkEKEve7du9d5g2BDGIZBYYkEv5w5jydFj/Ew72+MGDGCzoH8v8jISOzevRt9+vShAKmFAoRoi5MQ2bBhA+bOnYs1a9ao9ZH14osv4saNG1w0Q1gQCARwchDhxpXzKC8vh42NDQVILfb29tiyZQuvrwlAAUKaLk7uE/n7778xYMAAjc/Z29vjyZMnXDRDWFBcxiuXywE0PMa8vmsxhgDZsmULjhw5onxMAfIvChCiK072RBwdHescHvTWrVtwc3Pjohmio9r3gfD9ZWAsAXL8+HF88cUXMDc3x549e+Dt7c1LHQoUIKSp42RPJCoqCmvWrFG54kcgEEAqlWLTpk117qUQ/Xn2RkLaA3mqV69eiImJwTvvvEMBUgsFCGGLkz2R5cuXo2vXrujQoQNiY2MhEAiwYcMGXLp0CXfu3MGuXbu4aIZoSdOd6FzccMa2FmMJEAAwMzPDypUref+SpAAhpoKTPREfHx+cOXMG/v7+2LhxIxiGwTfffAMXFxecOnUKrVu35qIZooW6ujIJCgpCly5dOL1RUJtajCFAEhMT8dVXXykf8/0lSQFCTAkneyInT55EcHAwDh8+DIlEgoKCAjRv3hzW1tYoKyvDyZMn0bt3by6aIvWgvrDUZWVlISEhAQDQrVs3BAcH81KHAgUIMTWchEhERATOnj2Lbt26QSQSqfR6ev36dURERNDwuHpGAaJZUFAQ3nvvPUilUgqQWihACFc4CRGGYep8rqamBkIhJ0fNSB0oQNTJ5XLl527ChAm81FAbBQgxVaxDpKSkROX+j/z8fNy5c0dlnsrKSqSkpMDd3Z11gaR+FCDqxGIxrl27hvj4eINfSKAJBQgxZax3EdatW4c2bdqgTZs2EAgEiI2NVT5W/HTo0AGbN2/G+PHjuay5XqWlpZg3bx769+8PV1dXCAQClfHgtfHw4UNMmDABLi4usLGxQffu3ZGRkaGfghuBAkTd3bt3sXnzZhw5cgQnT57kpYbaKECIqWO9J9K/f3/Y2dmBYRjMmzcPM2fOVLsKSyQSITAwEOHh4Y0uVFsFBQX4+uuv0bFjRwwdOhRisVin5SUSCaKiovDkyROsX78ebm5uSEhIQHR0NI4cOWLQbakPBYhmrVq1wtq1a5Gbm4uoqKiGF9AjChDyPGAdIrU7BSwvL8fUqVN5H0YUALy8vFBUVASBQIDHjx/rHCJJSUnIzs7GmTNnlNsXERGBjh07Yt68ecjMzNRH2TqhAFEnkUggEokAAL179+b9akAKEPK84OSM99KlS40iQADoPMjSs9LS0uDr66vSa665uTnGjRuH8+fP4969e1yUyRoFiDqxWIw333zTaPpoowAhzxO6bOoZ2dnZGm/IU0y7cuWKoUtSogBR9+TJE6SmpuL69es4duwYLzXUZkwBAjzdQ6MAIfrE2aBUN27cwObNm/Hnn3+isrJS5TmBQGCUJ6Y1KSgo0DiuhGJaQYH6aIEKEokEEolE+bikpISzuihANGvWrBm+/vprnDt3DrGxsbzVARhfgACAs7MzBQjRK072RLKzs9G5c2fs378fhw8fRlFREW7cuIHjx48jNze33vtI6nP8+HHl4amGfn7//XcuNgVA/d1i1PdcfHw8HB0dlT+tWrXipB4KEHVFRUXK/7dr1w5jx47lpQ4FYwqQ6upq5f+dnJwoQIhecbInsnDhQgwYMADffvstLC0tkZSUhODgYBw8eBCTJk3CypUrWa3X19cXiYmJWs3LVf9czs7OGvc2CgsLAaDe0e8WLFiAuXPnKh+XlJQ0OkgoQNQlJiYiNTUViYmJaNeuHS811GZsAVJ7b5gChOgbJyFy8eJFbNy4UXmHsGIApJiYGLz//vtYsGABTpw4ofN6W7ZsiSlTpnBRotYCAwNx+fJltemKaQEBAXUuKxKJlFcIcYECRJ1EIsGRI0dQWFiIs2fP8h4ixhYgVVVVcHZ25q0G8vzh5HBWUVERnJycIBQKYWFhoXKoISQkBBcvXuSiGYOIjY3FtWvXVC7llUql2LZtG0JDQw12FRoFiGYikQibN2/G0qVLMW7cON7qAIwzQFxcXHgfK548XzgJEU9PTzx+/BjA027ha98pnJWVBTs7Oy6a0Vp6ejr27NmD/fv3AwCuXr2KPXv2YM+ePaioqFDON3nyZJibm+P27dvKaZMmTcJLL72EESNGYMeOHThy5AhGjhyJ69evY/Xq1QapnwJE3d27d5X/b9asGZ1Er4Uu4yV84uRwVs+ePXHmzBkMHToUY8eOxdKlS3H//n1YWloiOTnZ4H8xTps2TSUYdu/ejd27dwMAbt68qRzRTiaTQSaTqZz4F4lEyMjIUN6FX1FRgU6dOiE9Pd0gd6tTgKgTi8XYvHkz1q5dy/tNhAAFCCG1cRIiixYtQl5eHgBg/vz5yM/Px/bt2yEQCDBy5Eh8+umnXDSjtVu3bmk1X3JyMpKTk9Wmt2jRAikpKdwWpQUKEHVyuRzXrl1DTU0NcnNzeQ8RChBCVAkYttffkgaVlJTA0dERxcXFcHBwqHdeCpC61dTU4OTJk9QXVi31BUh1dTXi4+MBPL1ikM/PEmk6dPm+qo31nsiz3b43hIbIrRsFiLqsrCxlLwEWFhYUILXQHggxJqxDxNvbW6cPL41sqBkFiDqxWIwNGzZg9uzZmDhxIi811EYBQkjdWIfIli1b6APcSBQgmin+4DCGPzwoQAipH+sQMYYhR5syCpC6vf322+jWrRs6d+7Max0UIIQ0jHrx5QEFiLrjx4+r7HlQgPyLAoQYMwoRA6MAUbdlyxa89957WLJkCevOOrlEAUKI9ji5T0QoFDb44TaG49t8owDRrHXr1jA3N0ebNm14/5KkACFEN5yEyJIlS9Q+4I8ePcJPP/0EmUyGN998k4tmmjQKkLr17dsXe/bsUfYkwBcKEEJ0x0mIxMXFaZxeXV2NAQMGwM3NjYtmmiwKEHX79u1DZGQk7O3tAYACpBYKENKU6PWciKWlJWbOnInPP/9cn80YvcLCQgqQWv73v/9h6dKlmDZtmsoASnyhACGEPb2fWLe2tsb9+/f13YxRKygooACppVu3bmjWrBn69OnDe5ccFCCENA5nY6xr8ujRI3z66afw9fXVZzNGTyQSUYDU4uvri7179/I+7gUFCCGNx0mIaLqqRiKR4OHDhxAKhfjhhx+4aKbJogABduzYgZdffhleXl4A6h9m2BAoQAjhBichEh4ervbBt7Kygre3N0aNGsX7SdPnlbEEyJ49e7BmzRq4ublhz549OvUQqg8UIIRwh5MQ0TQmB+GXsQQIAERERGDHjh0YNGgQBUgtFCDEFHASIjU1Naiuroatra3ac+Xl5bC0tISFhQUXTREtGFOAAICzszO2b98Oa2trXuugACGEe5xcnTVlyhRMmTJF43NvvfUWpk2bxkUzRAvGEiBbt25FZmam8jEFyL8oQIgp4SREjh8/jldffVXjc6+88goyMjK4aIY0wFgC5Mcff8T69esxa9Ys5bDJfKIAIUR/ODmc9eDBA7Rs2VLjc+7u7sjPz+eiGVIPYwkQ4Ok5kN69eyMoKAgeHh681QFQgBCib5yESLNmzZCTk4M+ffqoPZeTk6Ps2oLohzEFCPD0kuZ169bxXgcFCCH6x8nhrIiICMTHx6OwsFBlemFhIVatWoXIyEgumiEaGEuAJCUlYefOncrHFCD/ogAhpoyTEImLi8OjR4/w4osvYvr06fj4448xbdo0tG/fHo8ePcKyZcu4aEYrpaWlmDdvHvr37w9XV1cIBII6O4jUJDk5GQKBQOOPsR2WM5YAuXDhAr788kusWrUKV69e5aWG2ihACDEcTg5n+fr64tSpU5g7dy4SExMhk8lgZmaG8PBwfP755wbt9qSgoABff/01OnbsiKFDh0IsFrNaz9atW+Hn56cyzdnZmYsSOWEsAQIAISEhmDRpEmxsbNChQwfe6gAoQAgxNM76zurYsSMyMjJQWVmJoqIiODk5wcrKiqvVa83LywtFRUUQCAR4/Pgx6xAJCAhASEgIx9Vxw1gChGEY5V7arFmzeKmhNgoQQgyP8w4Yra2teb0nwNR/WY0lQMRiMfLy8vDRRx9BKOR/lGUKEEL4wTpE7ty5o9P8rVu3ZtsULwYPHoxHjx7B0dERffr0wfLlyxEQEFDvMhKJBBKJRPm4pKSE05qMJUBycnKwceNGyOVyREZGomfPnrzUoUABQgh/WIeIt7e3Tr8gTWWMdXd3dyxatAhhYWFwcHDA5cuXsWrVKoSFheH06dPo2LFjncvGx8fr7SICYwkQAPDx8cGKFSvw4MEDCpBaKEDI84h1iGzZskXvvyTHjx9HRESEVvNeunQJnTp1anSb0dHRiI6OVj7u3bs3YmJiEBgYiCVLlmDfvn11LrtgwQLMnTtX+bikpAStWrVqdE3GEiA1NTXKPtBiYmJ4qaE2ChBC+Mc6RCZMmMBhGZr5+voiMTFRq3n1ebjM29sbPXv2xLlz5+qdTyQSQSQScdq2sQSIWCzGmTNnsGHDBtjY2PBSQ20UIIQYB72ObNhYLVu2rLNjR0NjGMbgJ5CNJUAePXqE5ORklJWV4ejRoxg8eDAvdShQgBBiPDgLkRs3bmDz5s34888/UVlZqfKcQCBo0p0w3rx5E6dPn0bfvn0N1qaxBAgAuLq6YtOmTbh06RIFSC0UIIRwFCLZ2dkICwuDp6cncnJyEBQUhMePH+PevXto1aoV2rVrx0UzWktPT0d5eTlKS0sBAFevXsWePXsAAIMGDVIejpk8eTJSUlKQm5urHLa1b9++ys4DFSfW16xZA4FAgBUrVhikfmMJkNLSUmW/Z4GBgQgMDOSlDgUKEEKMDychsnDhQgwYMADffvstLC0tkZSUhODgYBw8eBCTJk3CypUruWhGa9OmTcPt27eVj3fv3o3du3cDeLpXoRiuVyaTQSaTgWEY5byBgYH49ttv8dlnn6GyshJubm6IjIzE4sWL0b59e73XbiwBkpiYiL1790IsFsPT05OXGmqjACHEOHESIhcvXsTGjRuV5wzkcjmAp1fwvP/++1iwYAFOnDjBRVNauXXrllbzJScnqw3tu27dOu4L0pKxBEhFRQX279+P+/fv49SpUxg9ejQvdShQgBBivDg5U6zo5kQoFMLCwgJFRUXK50JCQnDx4kUumjFpxhIgAGBjY4PExEQsXLiQAqQWChBC1HESIp6ennj8+DGApzeinTx5UvlcVlYW7OzsuGjGZBlLgDx48ED5/xYtWmDkyJG81KFAAUKI8eMkRHr27IkzZ84AAMaOHYtVq1ZhypQpmD59OhYsWIBXXnmFi2ZMkrEEiFgsxtChQ3Hp0iVe2n8WBQghTQMn50QWLVqkHEt7/vz5yM/Px/bt2yEQCDBy5Eh8+umnXDRjcowlQKRSKS5cuIDKykpkZWWhc+fOvNShQAFCSNMhYGpfmkQ4VVJSAkdHR1y7dk1tiGBjCRCFqqoqHDt2DAMHDuS1DgqQxquurkZ8fDyAp13xWFpa8lwRaQoU31fFxcVwcHDQejnWh7OKioowfPhwHDhwoM55Dhw4gOHDh6OgoIBtMybJWALk+vXryv9bWVlRgNTSVAOEEENjHSJisRh//PGHSmeFz4qOjsbly5eRkJDAthmTYywBIhaLMWrUKKSlpfHS/rMoQAhpmliHyM6dOzF16lSYm9d9WsXc3BxTp07FDz/8wLYZk2IsAcIwjHLvsLCwkJcaaqMAIaTpYh0if/31l1bDxwYHB+Ovv/5i24zJMJYAAZ72ZTZv3jxs2rQJkydP5q0OgAKEkKaOdYhIpVLl2BL1sbCwQE1NDdtmTIKxBMiZM2eUXbwIBAJ0796dlzoUKEAIafpYh0jLli1x9erVBue7cuUK3N3d2TZjEp48ecJ7gCQlJWH69OlYs2YNjOGCPAoQQkwD6xAJDw/Hxo0b693LqKmpwaZNm7QendBUlZSU8H4Iy8nJCQCM4kuSAoQQ08E6RObMmYNr164hNjZWeaNhbXl5eRg6dCiuX7+OOXPmNKrIps7Kyor3+0BiY2Px7bff8j7IFwUIIaaF9R3rQUFBSEhIwPTp09GmTRt06dIFbdq0AfC0u/XffvsNcrkcmzZt4n0cCr7xFSDp6emIiIiAlZUVgKfDDfOJAoQQ09Oobk+mTp2KgIAAfPLJJzh27JhyDHIbGxtER0djwYIFCAsL46RQopuUlBSsW7cOoaGhSEhIqPdSbEOgACHENDX6m6V79+7Yv38/5HK5sidfFxcXg49HTlQFBQXB2toaXbt2pQCphQKEEG5x9u0iFArh5ubG1epII3Xu3Bnff/89WrRowWsdFCCEmDbaXTAhu3btUhsThE8UIISYPgoRE7Fz50588sknmDJlCioqKvguhwKEkOcEhYiJ6N27Nzw8PDBkyBDY2NjwWgsFCCHPD37PuBLOeHh4YNeuXbwPRUwBQsjzxeT2RI4ePYpJkybBz88Ptra28PT0xJAhQ/Dbb79pvY6HDx9iwoQJcHFxgY2NDbp3746MjAw9Vs3ON998g8uXLysfU4D8iwKEEMMwuRDZtGkTbt26hdmzZ+PQoUNYv349Hj58iLCwMBw9erTB5SUSCaKiopCRkYH169dj3759aNGiBaKjo3HixAkDbIF2Dhw4gM8//xzTpk3Do0eP+C6HAoSQ55TJHc5KSEhQu9Q4OjoaPj4++OSTTxAZGVnv8klJScjOzsaZM2eUvdxGRESgY8eOmDdvHjIzM/VWuy4iIyMRHByMHj16wNXVlddaKEAIeX6Z3J6IpntV7Ozs0KFDB9y9e7fB5dPS0uDr66vSTbq5uTnGjRuH8+fP4969e5zWy5aNjQ02b95MfWHVQgFCiOGZXIhoUlxcjIsXL+Kll15qcN7s7GwEBQWpTVdMu3LlCuf1aWvLli04ePCg8rE247noEwUIIcTkDmdpMmPGDJSXl2PRokUNzltQUKDsNr02xTTFsLKaSCQSSCQS5eOSkhIW1Wr2yy+/4IsvvoBQKISvry98fHw4WzcbFCCEEMDI90SOHz8OgUCg1c/vv/+ucR2LFy/G9u3bsW7dOnTp0kWrduv7Eqrvufj4eDg6Oip/WrVqpVV72ujRoweGDRuG6dOnU4DUQgFCCL+Mek/E19cXiYmJWs3bunVrtWnLli3DypUr8fHHH+Pdd9/Vaj3Ozs4a9zYKCwsBQONeisKCBQswd+5c5eOSkpJGBwnDMBAIBBAKhVi8eDHvX5IUIISQ2ow6RFq2bMn6xPGyZcsQFxeHuLg4LFy4UOvlAgMDVe69UFBMCwgIqHNZkUgEkUike7F1SExMRHl5OWbPnq3c4+ITBQgh5FlGfTiLrRUrViAuLg4fffQRli5dqtOysbGxuHbtmsqlvFKpFNu2bUNoaCg8PDy4Llejq1evIiEhAcnJyfj1118N0mZ9KEAIIZoY9Z4IG2vXrsWSJUsQHR2NmJgY5UBZCrUHyZo8eTJSUlKQm5sLLy8vAMCkSZOQkJCAESNGYNWqVXBzc8PGjRtx/fp1HDlyxGDb0aFDB3z44YcoKytD165dDdauJhQghJC6mFyI7N+/HwBw+PBhHD58WO15hmGU/5fJZJDJZCrTRCIRMjIyMG/ePMycORMVFRXo1KkT0tPTER4ervf6ZTKZcjjd0aNH6729hlCAEELqY3Ihcvz4ca3nTU5ORnJystr0Fi1aICUlhbuitCQWi5GVlYXPPvsMlpaWBm//WRQghJCGmOQ5kaYoLy8PiYmJOHnyJI4dO8Z3ORQghBCtmNyeSFPl4eGBL774AlevXsWAAQN4rYUChBCiLQoRnlVWVsLa2hoAEBoaitDQUF7roQAhhOiCDmfxSCwWY+zYsfV2pWJIFCCEEF1RiPCkpKQEu3btwt9//03nQJ5BAUJI00GHs3ji4OAAsViM06dP47XXXuO1FgoQQghbFCIGVlhYqOx/q3Xr1hr7/DIkChBCSGPQ4SwDSkxMVHarYgwoQAghjUUhYiDV1dU4ceIEiouLceHCBb7LoQAhhHCCDmcZiKWlJTZt2oSjR49iyJAhvNZCAUII4QrtiRiQvb09BUgtFCCENH0UIgagS39e+kQBQgjhGh3O0iNF78C5ubkoKyvjtRaZTIaqqio4ODjA3Nyc13qqq6shkUjg7OwMCwsLlJaW8laLKVIENPD0fiRj6MyTGL+SkhIAqj2da0PA6LoE0do///zD6TjrhBCib3fv3sULL7yg9fwUInokl8uRl5cHe3v7Rh+uUYzXfvfuXTg4OHBUYdNHr4tm9LpoRq+LOsVrcufOHQgEAnh4eEAo1P5MBx3O0iOhUKhTomvDwcGBPvwa0OuiGb0umtHros7R0ZHVa0In1gkhhLBGIUIIIYQ1CpEmQiQSYenSpRCJRHyXYlToddGMXhfN6HVR19jXhE6sE0IIYY32RAghhLBGIUIIIYQ1ChFCCCGsUYg0UUePHsWkSZPg5+cHW1tbeHp6YsiQIfjtt9/4Lo03paWlmDdvHvr37w9XV1cIBALExcXxXZZBlZWV4b333oOHhwesrKzQqVMn7Ny5k++yeEWfC3Vcfn9QiDRRmzZtwq1btzB79mwcOnQI69evx8OHDxEWFoajR4/yXR4vCgoK8PXXX0MikWDo0KF8l8OLYcOGISUlBUuXLkV6ejq6du2KMWPGYMeOHXyXxhv6XKjj9PuDIU3SgwcP1KaVlpYyLVq0YKKionioiH9yuZyRy+UMwzDMo0ePGADM0qVL+S3KgA4ePMgAYHbs2KEyvV+/foyHhwcjlUp5qoxfz/vnQhMuvz9oT6SJcnNzU5tmZ2eHDh064O7duzxUxD+BQPBcdymflpYGOzs7jBgxQmX6xIkTkZeXh8zMTJ4q49fz/rnQhMvvDwoRE1JcXIyLFy/ipZde4rsUwoPs7Gz4+/vD3Fy1S7ygoCDl84TUhe33B4WICZkxYwbKy8uxaNEivkshPCgoKICTk5PadMW0goICQ5dEmhC23x8UIkbg+PHjyl3uhn5+//13jetYvHgxtm/fjnXr1qFLly6G3QA94OI1eR7Vd9iGDumQujTm+4O6gjcCvr6+SExM1Gre1q1bq01btmwZVq5ciY8//hjvvvsu1+XxorGvyfPI2dlZ495GYWEhAGjcSyGksd8fFCJGoGXLlpgyZQqrZZctW4a4uDjExcVh4cKFHFfGn8a8Js+rwMBApKamQiqVqpwXuXz5MgAgICCAr9KIkeLi+4MOZzVhK1asQFxcHD766CMsXbqU73IIz2JjY1FWVobvvvtOZXpKSgo8PDwQGhrKU2XEGHH1/UF7Ik3U2rVrsWTJEkRHRyMmJgbnzp1TeT4sLIynyviVnp6O8vJylJaWAgCuXr2KPXv2AAAGDRoEGxsbPsvTq4EDB6Jfv36YNm0aSkpK4OPjg9TUVBw+fBjbtm2DmZkZ3yXy5nn+XGjC5fcHdQXfRPXp0wcnTpyo8/nn9W319vbG7du3NT538+ZNeHt7G7YgAysrK8OiRYuwa9cuFBYWws/PDwsWLMDo0aP5Lo1Xz/vn4llcfn9QiBBCCGGNzokQQghhjUKEEEIIaxQihBBCWKMQIYQQwhqFCCGEENYoRAghhLBGIUIIIYQ1ChFCCCGsUYgQQghhjUKEEEKMwKZNmxAcHAwLCwvExcXxXY7WKEQIIcQItGzZEsuWLcPQoUP5LkUn1IsvIYQYAUV47Nu3j99CdER7Ik1QcnJyvcPFHj9+nO8S66Wo/9atW3yXUqczZ84gLi4OT548Yb0ONtv5xRdfQCAQaDWAlC7zapKVlYXJkyejXbt2sLa2hrW1NV588UW8/fbb+PXXX7Vez/Lly9GhQwfI5XLltLi4OAgEAjx+/JhVbWwYy+dKX3UkJSXB09MT5eXlnK63sShEmrCtW7fi7Nmzaj/BwcF8l1avmJgYnD17Fi1btuS7lDqdOXMGy5Yta1SIsLFlyxYIBAJcuXIFmZmZnM37rM2bN6NLly7IzMzE7NmzceDAARw8eBDvvfcerly5gq5duyI3N7fB9eTl5WHNmjVYvnw5hEL6OtGn8ePHw9bWFmvWrOG7FBX0rjdhAQEBCAsLU/txcHDguzSNKioqAACurq4ICwuDSCTiuSLj8uuvv+KPP/7ABx98AEtLSyQlJXEy77NOnz6N6dOnY+DAgbh48SJmzZqFqKgoREZGYsaMGfjll1+wa9cuWFtbN7iu9evXo1mzZhg2bJjW7T9voqKiYGVlpfFn8eLFWq/H3Nwcb7/9NtavX6/8XTIGFCImqqqqCp07d4aPjw+Ki4uV0/Pz8+Hu7o4+ffpAJpMB+PfQw6VLlzBs2DA4ODjA0dER48aNw6NHj1TWe+PGDbz++utwc3ODSCSCv78/EhIS1NpXrPPixYt47bXX0Lx5c7Rr1w6A+u6+Yt6srCyMGDECjo6OcHJywty5cyGVSnH9+nVER0fD3t4e3t7eGv8S07WuK1euYMyYMXB0dESLFi0wadIk5esUFxeHDz74AADQpk0btcOEOTk5mDhxIl588UXY2NjA09MTr7zyinIsc7aSkpJgZmaGOXPmYPDgwdi5c2edXxa6zPusTz75BGZmZti8eTMsLS01zjNixAh4eHjUu57q6mokJSXh9ddf12ov5Nq1a2jbti1CQ0Px8OFD5bQxY8agRYsWEIlEaN26Nd58801IJBLlcly83lx8xn755RdERUXB3t4eNjY26NGjBw4ePNhg2xkZGaiqqtL4s2LFCq23AQDGjh2LkpIS7Ny5U6fl9IlCpAmTyWSQSqUqP4pgsLKywq5du/Dw4UNMmjQJACCXyzF27FgwDIPU1FS14VJjY2Ph4+ODPXv2IC4uDt9//z0GDBiAmpoaAE+HFO3atSuys7Oxdu1aHDhwADExMZg1axaWLVumscZhw4bBx8cHu3fvxldffVXv9owcORIdO3bEd999h6lTp2LdunWYM2cOhg4dipiYGKSlpSEyMhLz58/H3r17lcuxqWv48OFo3749vvvuO3z44YfYsWMH5syZAwCYMmUKZs6cCQDYu3ev2mHCvLw8ODs7Y9WqVTh8+DASEhJgbm6O0NBQXL9+vd5trEtlZSVSU1MxcOBAuLu7Y+LEiSgtLcXu3bsbNe+zZDIZjh07hpCQkEYfTszMzERBQQEiIiIanPfEiRPo0aMHgoKCcOzYMbi5ueGPP/5A165dce7cOSxfvhzp6emIj4+HRCJBdXW1clkuX2+2n7ETJ04gMjISxcXFSEpKQmpqKuzt7fHKK6/g22+/1amGukilUlRVVSl/rxX/r83d3R1+fn5ahZfBMKTJ2bp1KwNA44+ZmZnKvN9++y0DgPnvf//LLFmyhBEKhcxPP/2kMs/SpUsZAMycOXNUpm/fvp0BwGzbto1hGIYZMGAA88ILLzDFxcUq87377ruMlZUVU1hYqLbOJUuW1Fn/zZs3VeZdu3atynydOnViADB79+5VTqupqWFcXV2ZYcOGKaexqWvNmjUq806fPp2xsrJi5HI5wzAM8+mnn6rUWB+pVMpUV1czL774ospr+Ox21uebb75hADDfffedcp3u7u5Mr169GjXvs/Lz8xkAzOjRozVuR01NjfJH8VrUZfXq1QwAJj8/X+05xev86NEj5n//+x9jaWnJzJo1i5HJZMp5IiMjmWbNmjEPHz5ssO5n69T19W7sZywsLIxxc3NjSktLVeoICAhgXnjhBZXXSpf3XVONtX+2bt2qNt/YsWOZFi1a6LRufaI9kSbsm2++wYULF1R+nj3BOnLkSEybNg0ffPABVq5ciYULF6Jfv34a1zd27Fi1Zc3NzXHs2DFUVVUhIyMDsbGxsLGxUdn7GTRoEKqqqnDu3Dm1dQ4fPlzr7Rk8eLDKY39/fwgEAgwcOFA5zdzcHD4+PsrxstnW9eqrr6o8DgoKQlVVlfIwS32kUik++eQTdOjQAZaWljA3N4elpSVu3LiBP//8U+vtrS0pKQkuLi7K18DMzAxvvPEGTp06hRs3brCeVxddunSBhYWF8mft2rX1zp+XlweBQAAXF5c65/n4448xYcIErFq1CuvXr1ce9qqoqMCJEycwcuRIuLq61tsOl683m89YeXk5MjMz8dprr8HOzk45n+J1/+eff1jvgdYWFxcHhmFUfiZMmKA2n5ubGx4+fAipVNroNrlAIdKE+fv7IyQkROWnS5cuavNNmjQJNTU1MDc3x6xZs+pcn7u7u8pjc3NzODs7o6CgAAUFBZBKpfjyyy9VvmgsLCwwaNAgANB4Oacuh0ycnJxUHltaWsLGxgZWVlZq06uqqgCAdV3Ozs4qjxUn+SsrKxusc+7cuVi8eDGGDh2K/fv3IzMzExcuXEDHjh21Wv5ZOTk5OHnyJMaOHatyjmLixIkAnl6FxWZeTVxcXGBtba38gqxtx44duHDhAn744Qet6q6srISFhYXaYdHatm3bBk9PT4wePVplelFREWQyGV544YUG2+Hy9WbzGSsqKgLDMBo/y4rzRgUFBTrV0RhWVlZgGEZZH9/oZkMTV15ejjfeeAPt27fHgwcPMGXKlDpvZsrPz4enp6fysVQqRUFBAZydndG8eXPlX14zZszQuHybNm3UpgkEAm42pA5s62qMbdu24c0338Qnn3yiMv3x48do1qyZzuvbsmWLxr86/f39ERoaipSUFKxcuRJmZmY6zauJmZkZIiMj8dNPP+H+/fsqX4wdOnQAAK3vb3BxcUF1dTXKy8tha2urcZ7Dhw9j1KhR6NWrFzIyMuDl5QXg6Ze5mZkZ/vnnnwbb4fr11lXz5s0hFApx//59tefy8vIAoN69Ma4VFhZCJBKp7BXxifZETNw777yDO3fuYO/evUhKSsIPP/yAdevWaZx3+/btKo937doFqVSKPn36wMbGBhEREbh06RKCgoLU9oBCQkLU/ro3BH3VVd+eiUAgULs8+eDBg7h3757O7chkMqSkpKBz587o1KmT2vMTJ07E/fv3kZ6ertO89VmwYAFkMhneeecd5UUTbPj5+QFAvfeTeHl54dSpUxCJROjVq5fycJu1tTXCw8Oxe/fuBm9I5PL1ZsPW1hahoaHYu3evyudBLpdj27ZteOGFF9C+fXuD1AIAf//9tzLwjQHtiTRh2dnZGo+LtmvXDq6urhCLxdi2bRu2bt2Kl156CS+99BLeffddzJ8/Hy+//DK6deumstzevXthbm6Ofv364cqVK1i8eDE6duyIkSNHAnh6T0DPnj3Rq1cvTJs2Dd7e3igtLUVOTg7279+Po0ePGmS7n6WPugIDA5XrHj9+PCwsLODr6wt7e3sMHjwYycnJ8PPzQ1BQEH777Td8+umnWh2aeVZ6ejry8vLQp08ffP/992rPKw6zKO4D0XbeZ4/91/byyy8jISEBM2fORHBwMN566y289NJLyr+2v/vuOwBo8H6jPn36AADOnTuHoKCgOudr2bIlTpw4gQEDBqB37974+eefERAQgM8//xw9e/ZEaGgoPvzwQ/j4+ODBgwf44YcfsHnzZtjb2wMAp683W/Hx8ejXrx8iIiLw/vvvw9LSEhs3bkR2djZSU1P1vsetIJfLcf78eUyePNkg7WmFv3P6hK36rs4CwCQmJjJZWVmMtbU1M378eJVlq6qqmC5dujDe3t5MUVERwzD/XhXy22+/Ma+88gpjZ2fH2NvbM2PGjGEePHigsvzNmzeZSZMmMZ6enoyFhQXj6urK9OjRg1m5cqXKfLWvzqmr/mevznp23vHjxzO2trZqy4eHhzMvvfQSp3VpuqJmwYIFjIeHByMUChkAzLFjxxiGYZiioiJm8uTJjJubG2NjY8P07NmTOXXqFBMeHs6Eh4fXu85nDR06tN73UvFjbm7O9OnTR+t5NV0x9azff/+dmThxItOmTRtGJBIxVlZWjI+PD/Pmm28yGRkZDS7PMAzTq1cvZtCgQWrTNb3OT548YV5++WXGycmJuXDhAsMwDHP16lVmxIgRjLOzM2Npacm0bt2amTBhAlNVVaVcjovXm4vP2KlTp5jIyEjG1taWsba2ZsLCwpj9+/erLcv26ixtZGRkKH9XjYWAYRhGnyFFjF9cXByWLVuGR48eGfTYLmn6vvvuO4waNQq3b99WOZ9G9OONN97A33//jdOnT/NdihKdEyGEsDZs2DB07doV8fHxfJdi8nJzc/Htt99i9erVfJeigkKEEMKaQCBAYmIiPDw8VHrxJdy7c+cONmzYgJ49e/Jdigo6nEUIIYQ12hMhhBDCGoUIIYQQ1ihECCGEsEYhQgghhDUKEUIIIaxRiBBCCGGNQoQQQghrFCKEEEJYoxAhhBDCGoUIIYQQ1ihECCGEsEYhQgghhLX/A5GOUmDqGIaiAAAAAElFTkSuQmCC", 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" ] @@ -293,13 +293,13 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "id": "f39ef3c0-4d74-4c53-83bc-94d820428d47", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -323,13 +323,13 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 8, "id": "9bf09b72-7295-4e6e-88c3-4e7683948f11", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -352,12 +352,14 @@ "source": [ "## Writing out the MLE derived absolute free energies\n", "\n", - "Finally, we can also write out the MLE derived absolute free energies through:" + "Finally, we can also write out the MLE derived absolute free energies in the following manner.\n", + "\n", + "**Note: you can obtain this directly from your results by calling `openfe gather --report dg`**" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "id": "31b42fb0-96fd-4aed-a1bf-a2d0abf97799", "metadata": {}, "outputs": [ @@ -423,15 +425,24 @@ "# We can now print out the results\n", "pprint(dG_results)\n", "\n", - "with open('dG_results.dat', 'w') as f:\n", + "# write out the calculated results\n", + "with open('dG_calculated_results.dat', 'w') as f:\n", " writer = csv.writer(f, delimiter=\"\\t\", lineterminator=\"\\n\")\n", - " writer.writerow([\"ligand\", \"calculated_estimate\", \"calculated_error\",\n", - " \"experimental_estimate\", \"estimated_error\"])\n", + " writer.writerow([\"ligand\", \"DG(MLE)\", \"uncertainty (kcal/mol)\",])\n", " for ligand in dG_results:\n", " writer.writerow([\n", " ligand,\n", " dG_results[ligand]['calculated_estimate'],\n", " dG_results[ligand]['calculated_error'],\n", + " ])\n", + "\n", + "# write out the experimental results\n", + "with open('dG_experimental_results.dat', 'w') as f:\n", + " writer = csv.writer(f, delimiter=\"\\t\", lineterminator=\"\\n\")\n", + " writer.writerow([\"ligand\", \"DG\", \"uncertainty (kcal/mol)\",])\n", + " for ligand in dG_results:\n", + " writer.writerow([\n", + " ligand,\n", " dG_results[ligand]['experimental_estimate'],\n", " dG_results[ligand]['experimental_error'],\n", " ])"