diff --git a/notebooks/2_testing-fitting-strategies/run-all-dbs.sh b/notebooks/2_testing-fitting-strategies/run-all-dbs.sh index b39054f..26e0fdc 100644 --- a/notebooks/2_testing-fitting-strategies/run-all-dbs.sh +++ b/notebooks/2_testing-fitting-strategies/run-all-dbs.sh @@ -4,5 +4,5 @@ notebook=$1 dbs=$(find ../1_explore-sampling-methods/data/ -name "caffeine_pm7_None*.db") for db in $dbs; do echo $db - papermill -p db_path "$db" -p max_size 5000 $notebook last.html + papermill -p db_path "$db" -p max_size 5000 $notebook last.ipynb done diff --git a/notebooks/3_consolidate-results/0_compare-sampling-strategies-with-mbtr.ipynb b/notebooks/3_consolidate-results/0_compare-sampling-strategies-with-mbtr.ipynb index a1380fa..fccbb2b 100644 --- a/notebooks/3_consolidate-results/0_compare-sampling-strategies-with-mbtr.ipynb +++ b/notebooks/3_consolidate-results/0_compare-sampling-strategies-with-mbtr.ipynb @@ -87,7 +87,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -133,16 +133,16 @@ "name": "stderr", "output_type": "stream", "text": [ - " 0%| | 0/7 [00:00\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sampling_methodoptionssizedNzpezpe_errorcpcp_errorhh_errortempsvib_freqsvib_errorsvib_mae
0along-axesd=1.00e-02-N=851.00e-02814.200987-95.264864[0.000397593092606875, 0.002386964975551445, 0...[0.0036833759055666425, 0.0032014502665919545,...[14.201069696784895, 14.20544123215772, 14.216...[95.26810423257896, 95.27849857026263, 95.2846...[1.0, 3.9291338582677167, 6.858267716535433, 9...[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[365.26521782818406, 345.1085529599917, 194.17...1027.154434
1along-axesd=1.00e-02-N=8911.00e-0285.163324-104.302527[0.0019348995359107907, 0.008929018823987386, ...[0.002146069462262727, -0.0033406035818439863,...[5.163950489872683, 5.179473698114745, 5.21578...[104.30522343949119, 104.3044661043056, 104.28...[1.0, 3.9291338582677167, 6.858267716535433, 9...[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[136.3752974454976, 116.1372867519512, 97.3719...1113.227006
2along-axesd=1.00e-02-N=81771.00e-0286.876866-102.588985[0.0020382429986622493, 0.008341448274375083, ...[0.0020427259995112685, -0.0027530330322316837...[6.878002515584569, 6.8926516980488675, 6.9274...[102.59117141377929, 102.59128810437149, 102.5...[1.0, 3.9291338582677167, 6.858267716535433, 9...[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[96.75265542338498, 90.41924803705203, 74.0875...1092.500033
3along-axesd=1.00e-02-N=82631.00e-02889.958157-19.507693[0.0014020270591578593, 0.0023843729911753324,...[0.0026789419390156584, 0.003204042250968067, ...[89.9587466410539, 89.96445676642922, 89.97267...[19.510427288309955, 19.51948303599113, 19.528...[1.0, 3.9291338582677167, 6.858267716535433, 9...[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.446...[111.37319602907411, 108.7601947486991, 66.937...263.944079
4along-axesd=1.00e-02-N=83501.00e-02893.839129-15.626722[1.6382310852832182e-08, 0.0004830509673205082...[0.004080952615862665, 0.005105364274822891, 0...[93.83912881523764, 93.83954779804499, 93.8423...[15.630045114126219, 15.644392004375362, 15.65...[1.0, 3.9291338582677167, 6.858267716535433, 9...[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[118.00864162563397, 110.49254554846664, 100.8...237.597413
\n", + "" + ], + "text/plain": [ + " sampling_method options size d N zpe zpe_error \\\n", + "0 along-axes d=1.00e-02-N=8 5 1.00e-02 8 14.200987 -95.264864 \n", + "1 along-axes d=1.00e-02-N=8 91 1.00e-02 8 5.163324 -104.302527 \n", + "2 along-axes d=1.00e-02-N=8 177 1.00e-02 8 6.876866 -102.588985 \n", + "3 along-axes d=1.00e-02-N=8 263 1.00e-02 8 89.958157 -19.507693 \n", + "4 along-axes d=1.00e-02-N=8 350 1.00e-02 8 93.839129 -15.626722 \n", + "\n", + " cp \\\n", + "0 [0.000397593092606875, 0.002386964975551445, 0... \n", + "1 [0.0019348995359107907, 0.008929018823987386, ... \n", + "2 [0.0020382429986622493, 0.008341448274375083, ... \n", + "3 [0.0014020270591578593, 0.0023843729911753324,... \n", + "4 [1.6382310852832182e-08, 0.0004830509673205082... \n", + "\n", + " cp_error \\\n", + "0 [0.0036833759055666425, 0.0032014502665919545,... \n", + "1 [0.002146069462262727, -0.0033406035818439863,... \n", + "2 [0.0020427259995112685, -0.0027530330322316837... \n", + "3 [0.0026789419390156584, 0.003204042250968067, ... \n", + "4 [0.004080952615862665, 0.005105364274822891, 0... \n", + "\n", + " h \\\n", + "0 [14.201069696784895, 14.20544123215772, 14.216... \n", + "1 [5.163950489872683, 5.179473698114745, 5.21578... \n", + "2 [6.878002515584569, 6.8926516980488675, 6.9274... \n", + "3 [89.9587466410539, 89.96445676642922, 89.97267... \n", + "4 [93.83912881523764, 93.83954779804499, 93.8423... \n", + "\n", + " h_error \\\n", + "0 [95.26810423257896, 95.27849857026263, 95.2846... \n", + "1 [104.30522343949119, 104.3044661043056, 104.28... \n", + "2 [102.59117141377929, 102.59128810437149, 102.5... \n", + "3 [19.510427288309955, 19.51948303599113, 19.528... \n", + "4 [15.630045114126219, 15.644392004375362, 15.65... \n", + "\n", + " temps \\\n", + "0 [1.0, 3.9291338582677167, 6.858267716535433, 9... \n", + "1 [1.0, 3.9291338582677167, 6.858267716535433, 9... \n", + "2 [1.0, 3.9291338582677167, 6.858267716535433, 9... \n", + "3 [1.0, 3.9291338582677167, 6.858267716535433, 9... \n", + "4 [1.0, 3.9291338582677167, 6.858267716535433, 9... \n", + "\n", + " vib_freqs \\\n", + "0 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "1 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "2 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "3 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.446... \n", + "4 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "\n", + " vib_errors vib_mae \n", + "0 [365.26521782818406, 345.1085529599917, 194.17... 1027.154434 \n", + "1 [136.3752974454976, 116.1372867519512, 97.3719... 1113.227006 \n", + "2 [96.75265542338498, 90.41924803705203, 74.0875... 1092.500033 \n", + "3 [111.37319602907411, 108.7601947486991, 66.937... 263.944079 \n", + "4 [118.00864162563397, 110.49254554846664, 100.8... 237.597413 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "all_results.head()" + ] + }, { "cell_type": "markdown", "id": "0f243a23-ed89-4f5e-aeac-f23722ef10af", @@ -195,7 +403,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "2d315d44-7564-468f-bd03-8bbedf8b424c", "metadata": { "tags": [] @@ -208,7 +416,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "eee03c3a-4a53-4e84-995a-c2191e6f6332", "metadata": { "tags": [] @@ -244,6 +452,8 @@ " zpe_error\n", " cp\n", " cp_error\n", + " h\n", + " h_error\n", " temps\n", " vib_freqs\n", " vib_errors\n", @@ -254,108 +464,132 @@ " \n", " 0\n", " along-axes\n", - " d=2.00e-02-N=1\n", + " d=1.00e-02-N=8\n", " 5\n", - " 0.02\n", - " 1.0\n", - " 8.166528\n", - " -101.299323\n", - " [0.02782000372114755, 0.027820795543396722, 0....\n", - " [-0.023739034722974034, -0.022232380301253324,...\n", + " 0.01\n", + " 8.0\n", + " 14.200987\n", + " -95.264864\n", + " [0.000397593092606875, 0.002386964975551445, 0...\n", + " [0.0036833759055666425, 0.0032014502665919545,...\n", + " [14.201069696784895, 14.20544123215772, 14.216...\n", + " [95.26810423257896, 95.27849857026263, 95.2846...\n", " [1.0, 3.9291338582677167, 6.858267716535433, 9...\n", " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n", - " [959.3636402803901, 759.1406554041445, 727.367...\n", - " 1152.794974\n", + " [365.26521782818406, 345.1085529599917, 194.17...\n", + " 1027.154434\n", " \n", " \n", " 1\n", " along-axes\n", - " d=2.00e-02-N=1\n", - " 338\n", - " 0.02\n", - " 1.0\n", - " 113.122955\n", - " 3.657105\n", - " [8.747323012163849e-24, 3.328426105222898e-07,...\n", - " [0.004080968998173518, 0.005588082399532877, 0...\n", + " d=1.00e-02-N=8\n", + " 91\n", + " 0.01\n", + " 8.0\n", + " 5.163324\n", + " -104.302527\n", + " [0.0019348995359107907, 0.008929018823987386, ...\n", + " [0.002146069462262727, -0.0033406035818439863,...\n", + " [5.163950489872683, 5.179473698114745, 5.21578...\n", + " [104.30522343949119, 104.3044661043056, 104.28...\n", " [1.0, 3.9291338582677167, 6.858267716535433, 9...\n", - " [0.0, 0.0, 0.0, 0.0, 38.14534786742302, 75.405...\n", - " [158.15829496434714, 122.16363911128738, 43.50...\n", - " 132.903641\n", + " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n", + " [136.3752974454976, 116.1372867519512, 97.3719...\n", + " 1113.227006\n", " \n", " \n", " 2\n", " along-axes\n", - " d=2.00e-02-N=1\n", - " 671\n", - " 0.02\n", - " 1.0\n", - " 116.031157\n", - " 6.565306\n", - " [3.0712303813292223e-16, 1.5313382400470627e-0...\n", - " [0.004080968998173211, 0.005573101859742928, 0...\n", + " d=1.00e-02-N=8\n", + " 177\n", + " 0.01\n", + " 8.0\n", + " 6.876866\n", + " -102.588985\n", + " [0.0020382429986622493, 0.008341448274375083, ...\n", + " [0.0020427259995112685, -0.0027530330322316837...\n", + " [6.878002515584569, 6.8926516980488675, 6.9274...\n", + " [102.59117141377929, 102.59128810437149, 102.5...\n", " [1.0, 3.9291338582677167, 6.858267716535433, 9...\n", - " [0.0, 0.0, 0.0, 25.510569349848872, 41.9066764...\n", - " [184.25231094566078, 60.03568562880327, 40.696...\n", - " 133.313623\n", + " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n", + " [96.75265542338498, 90.41924803705203, 74.0875...\n", + " 1092.500033\n", " \n", " \n", " 3\n", " along-axes\n", - " d=2.00e-02-N=1\n", - " 1004\n", - " 0.02\n", - " 1.0\n", - " 114.454681\n", - " 4.988830\n", - " [7.78084200688863e-16, 1.850814964639692e-05, ...\n", - " [0.00408096899817274, 0.005569907092497002, 0....\n", + " d=1.00e-02-N=8\n", + " 263\n", + " 0.01\n", + " 8.0\n", + " 89.958157\n", + " -19.507693\n", + " [0.0014020270591578593, 0.0023843729911753324,...\n", + " [0.0026789419390156584, 0.003204042250968067, ...\n", + " [89.9587466410539, 89.96445676642922, 89.97267...\n", + " [19.510427288309955, 19.51948303599113, 19.528...\n", " [1.0, 3.9291338582677167, 6.858267716535433, 9...\n", - " [0.0, 0.0, 0.0, 0.0, 0.0, 24.826702285067725, ...\n", - " [207.89494720921027, 114.98856149662046, 102.3...\n", - " 129.924251\n", + " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.446...\n", + " [111.37319602907411, 108.7601947486991, 66.937...\n", + " 263.944079\n", " \n", " \n", " 4\n", " along-axes\n", - " d=2.00e-02-N=1\n", - " 1337\n", - " 0.02\n", - " 1.0\n", - " 114.879816\n", - " 5.413966\n", - " [2.819788555592938e-14, 3.901144610726155e-05,...\n", - " [0.00408096899814532, 0.005549403796036138, 0....\n", + " d=1.00e-02-N=8\n", + " 350\n", + " 0.01\n", + " 8.0\n", + " 93.839129\n", + " -15.626722\n", + " [1.6382310852832182e-08, 0.0004830509673205082...\n", + " [0.004080952615862665, 0.005105364274822891, 0...\n", + " [93.83912881523764, 93.83954779804499, 93.8423...\n", + " [15.630045114126219, 15.644392004375362, 15.65...\n", " [1.0, 3.9291338582677167, 6.858267716535433, 9...\n", - " [0.0, 0.0, 0.0, 22.174357227376618, 91.8111295...\n", - " [107.28128928601775, 50.929564712133065, 33.04...\n", - " 119.199241\n", + " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n", + " [118.00864162563397, 110.49254554846664, 100.8...\n", + " 237.597413\n", " \n", " \n", "\n", "" ], "text/plain": [ - " sampling_method options size d N zpe zpe_error \\\n", - "0 along-axes d=2.00e-02-N=1 5 0.02 1.0 8.166528 -101.299323 \n", - "1 along-axes d=2.00e-02-N=1 338 0.02 1.0 113.122955 3.657105 \n", - "2 along-axes d=2.00e-02-N=1 671 0.02 1.0 116.031157 6.565306 \n", - "3 along-axes d=2.00e-02-N=1 1004 0.02 1.0 114.454681 4.988830 \n", - "4 along-axes d=2.00e-02-N=1 1337 0.02 1.0 114.879816 5.413966 \n", + " sampling_method options size d N zpe zpe_error \\\n", + "0 along-axes d=1.00e-02-N=8 5 0.01 8.0 14.200987 -95.264864 \n", + "1 along-axes d=1.00e-02-N=8 91 0.01 8.0 5.163324 -104.302527 \n", + "2 along-axes d=1.00e-02-N=8 177 0.01 8.0 6.876866 -102.588985 \n", + "3 along-axes d=1.00e-02-N=8 263 0.01 8.0 89.958157 -19.507693 \n", + "4 along-axes d=1.00e-02-N=8 350 0.01 8.0 93.839129 -15.626722 \n", "\n", " cp \\\n", - "0 [0.02782000372114755, 0.027820795543396722, 0.... \n", - "1 [8.747323012163849e-24, 3.328426105222898e-07,... \n", - "2 [3.0712303813292223e-16, 1.5313382400470627e-0... \n", - "3 [7.78084200688863e-16, 1.850814964639692e-05, ... \n", - "4 [2.819788555592938e-14, 3.901144610726155e-05,... \n", + "0 [0.000397593092606875, 0.002386964975551445, 0... \n", + "1 [0.0019348995359107907, 0.008929018823987386, ... \n", + "2 [0.0020382429986622493, 0.008341448274375083, ... \n", + "3 [0.0014020270591578593, 0.0023843729911753324,... \n", + "4 [1.6382310852832182e-08, 0.0004830509673205082... \n", "\n", " cp_error \\\n", - "0 [-0.023739034722974034, -0.022232380301253324,... \n", - "1 [0.004080968998173518, 0.005588082399532877, 0... \n", - "2 [0.004080968998173211, 0.005573101859742928, 0... \n", - "3 [0.00408096899817274, 0.005569907092497002, 0.... \n", - "4 [0.00408096899814532, 0.005549403796036138, 0.... \n", + "0 [0.0036833759055666425, 0.0032014502665919545,... \n", + "1 [0.002146069462262727, -0.0033406035818439863,... \n", + "2 [0.0020427259995112685, -0.0027530330322316837... \n", + "3 [0.0026789419390156584, 0.003204042250968067, ... \n", + "4 [0.004080952615862665, 0.005105364274822891, 0... \n", + "\n", + " h \\\n", + "0 [14.201069696784895, 14.20544123215772, 14.216... \n", + "1 [5.163950489872683, 5.179473698114745, 5.21578... \n", + "2 [6.878002515584569, 6.8926516980488675, 6.9274... \n", + "3 [89.9587466410539, 89.96445676642922, 89.97267... \n", + "4 [93.83912881523764, 93.83954779804499, 93.8423... \n", + "\n", + " h_error \\\n", + "0 [95.26810423257896, 95.27849857026263, 95.2846... \n", + "1 [104.30522343949119, 104.3044661043056, 104.28... \n", + "2 [102.59117141377929, 102.59128810437149, 102.5... \n", + "3 [19.510427288309955, 19.51948303599113, 19.528... \n", + "4 [15.630045114126219, 15.644392004375362, 15.65... \n", "\n", " temps \\\n", "0 [1.0, 3.9291338582677167, 6.858267716535433, 9... \n", @@ -366,20 +600,20 @@ "\n", " vib_freqs \\\n", "0 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "1 [0.0, 0.0, 0.0, 0.0, 38.14534786742302, 75.405... \n", - "2 [0.0, 0.0, 0.0, 25.510569349848872, 41.9066764... \n", - "3 [0.0, 0.0, 0.0, 0.0, 0.0, 24.826702285067725, ... \n", - "4 [0.0, 0.0, 0.0, 22.174357227376618, 91.8111295... \n", + "1 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "2 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "3 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.446... \n", + "4 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", "\n", " vib_errors vib_mae \n", - "0 [959.3636402803901, 759.1406554041445, 727.367... 1152.794974 \n", - "1 [158.15829496434714, 122.16363911128738, 43.50... 132.903641 \n", - "2 [184.25231094566078, 60.03568562880327, 40.696... 133.313623 \n", - "3 [207.89494720921027, 114.98856149662046, 102.3... 129.924251 \n", - "4 [107.28128928601775, 50.929564712133065, 33.04... 119.199241 " + "0 [365.26521782818406, 345.1085529599917, 194.17... 1027.154434 \n", + "1 [136.3752974454976, 116.1372867519512, 97.3719... 1113.227006 \n", + "2 [96.75265542338498, 90.41924803705203, 74.0875... 1092.500033 \n", + "3 [111.37319602907411, 108.7601947486991, 66.937... 263.944079 \n", + "4 [118.00864162563397, 110.49254554846664, 100.8... 237.597413 " ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -390,7 +624,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "a238ef1e-eae0-4195-a254-7c34fc63cc8d", "metadata": { "tags": [] @@ -399,13 +633,13 @@ { "data": { "text/plain": [ - "random-dir-same-dist 48\n", - "random-dir-variable-dist 48\n", - "along-axes 16\n", + "along-axes 133\n", + "random-dir-same-dist 48\n", + "random-dir-variable-dist 48\n", "Name: sampling_method, dtype: int64" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -425,7 +659,19 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, + "id": "38d7ff93-3cd6-4489-96fb-5a1f6a917465", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "subset = all_results.query('d==0.01 and (sampling_method != \"along-axes\" or N == 4)')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, "id": "16cdf7cf-4d09-415e-8996-3222ee33307b", "metadata": { "tags": [] @@ -433,7 +679,7 @@ "outputs": [ { "data": { - "image/png": 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JnmOM2uKNjY3V8AN8nvG094TEB1hYJ9G+rkvhFwiMZsiQIQwZMqS0xRAI1Bi1y58349PzTDXHWgDczUwspKdAIKioGKVQTVlWpLzjWbUBNkolttmZnIt8RGKqKAEtEDxvGKVQK1qpjhUrVuDn50fLli2LfK23ZytORd5hXXQMr686zsmI+GKQUCAQlGXKXYLp4mTcuHGEhYUZlHZQVrkGMpkcKzJxJYEbxRQxJRAIyi5lMpa/XCK3gEG/8tPVbOKPpguFKhA8hxhloVpaWppKjgrBhrQo1qcux6zKaaFQi5Fhw4bRp0+f0hZDjY+PD0uXLlUfF5bkuiLSsWNHJk2apD7O+548LxhloZ49e9ZUclQIEjISiE2LwMzSnZsPklEqJcyegwglgSYxMTFUqVKltMUoVc6cOYOdnZ1efX18fJg0aZKGQi6vmGTKn56ezsWLF4mLi9PK0N67t2kTLZdlPFFl6PeyvM6NTAX3EtOoXsW25AVRKiDyOCTfV9W18m5r0uoB+pCZmfnczmAK883OysrSSk1Y0XBxeT59sY3elNq1axc1atTghRdeoHfv3vTp00f9et4yUFXLVJWNtrRU7fCXyrQ/7A9Y6g8bX4FtI1Q/l/qr2ouRjh078v777xMcHEzVqlXp1q0bS5YsoVGjRtjZ2eHl5cXYsWNJTn72nmzYsIHKlSuze/duGjRogL29PT169CAm5lntK4VCQXBwsLpW1dSpU7Xc9TIyMpgwYQKurq5YW1vTrl07jY3FgwcPIpPJ2L17N82aNcPGxobOnTsTFxfHP//8Q4MGDahUqRIDBgwgNTW1wOeMi4sjKCgIGxsbatasyebNm7X65J7y55TQ3rp1Kx07dsTa2poff/xR65rIyEiCgoKoUqUKdnZ2NGzYkJ07d6rfg4LqYMGzZZAvv/wSNzc3KleuzNy5c8nOzmbKlCk4OTlRvXp11q1bp3Hd3bt36d+/vzpj2Kuvvsrt27cLfA9SUlIYMmQI9vb2eHh46IxOyzvlnzNnDjVq1MDKygpPT08mTJgAqP5uIiMj+eCDD5DJZOXec8hohfr+++/z5ptvEhMTg1Kp1Hjpnfm+jGCM2xSAh0tDAOLNlcwJ8qOOq30hV5iYsD9g6xB4ck+z/UmMqr2YlerGjRsxNzfn2LFjrF69GjMzM/7v//6Py5cvs3HjRvbv38/UqVM1rklNTeWrr75i06ZNHD58mKioKD788EP1+cWLF7Nu3TrWrl3L0aNHefToETt27NAYY+rUqWzbto2NGzcSGhpKnTp1CAwM1MqANmfOHJYvX87x48eJjo6mX79+LF26lJ9++om///6bvXv3smzZsgKfcdiwYdy+fZv9+/fz66+/snLlSnUVgYKYNm0aEyZM4OrVqwQGaicLHzduHBkZGRw+fJhLly6xYMECdRKiwupg5bB//37u3bvH4cOHWbJkCXPmzOGVV16hSpUqnDp1itGjRzN69Giio6PV732nTp2wt7fn8OHDHD16VP2lpisxeA5TpkzhwIED7Nixgz179nDw4EHOnTuXb/9ff/2Vr7/+mtWrV3P9+nV+++03dfmk7du3U716dXWy+NxfpuUSyUgcHBykGzduGDtMmSIxMVECpMTExCJdl5YUJ/lv8Jf8N/hLjxOji3zftLQ0KSwsTEpLS9M+mZGc/yszTZIU2ZK0uL4kza6Uz8tRdT49qfBxDaBDhw5S06ZNC+yzdetWydnZWX28fv16CdD4+1mxYoXk5uamPvbw8JDmz5+vPs7KypKqV68uvfrqq5IkSVJycrJkYWEhbd68Wd0nMzNT8vT0lBYuXChJkiQdOHBAAqSQkBB1n3nz5kmAdPPmTXXbe++9JwUGBuYrf3h4uARIJ0+eVLddvXpVAqSvv/5a3QZIO3bskCRJkiIiIiRAWrp0aYHvTaNGjaQ5c+YU2Cc3Y8eOlV5//XX18dChQyVvb29JoVCo23x9faX27durj7OzsyU7Ozvp559/liRJktauXSv5+vpKSqVS3ScjI0OysbGRdu/erfO+SUlJkqWlpbRlyxZ1W3x8vGRjYyNNnDhR3ebt7a1+TxYvXizVq1dPyszM1Dlm7r4lQUGfM0M/+zkYvYb6xhtvcPDgQZHhB7C2d8FZoSRebsbdmHNUrlTddIN/WUA6wLrdoe0EbctUA0l1fl0gjDn2rHlpI0jNE4Qwx7Dw2ZyidDkcOHCAL7/8krCwMJ48eUJ2djbp6emkpKSoNyxsbW01/nZy141KTEwkJiZGXQwPwNzcnBYtWqin/Tdv3iQrK4sXX3xR3cfCwoJWrVpx9epVDXly16hyc3PD1taWWrVqabSdPn0agM2bN/Pee++pz/3zzz88evRIff8c6tevT+XKlYv03jRs2JDIyEgA2rdvzz///MOECRMYM2YMe/bsoWvXrrz++usa8upTB6thw4YaCbrd3Nzw939W30wul+Ps7Kx+f8+dO8eNGzdwcHDQGCc9PZ2bN29y5MgRevbsqW5fvXq1uqxN7t+Jk5MTvr6++T77m2++ydKlS6lVqxY9evSgV69eBAUFYW5e8bw2jX6i5cuX8+abb3LkyBEaNWqktdies1byvFBHZkWVzBSioq5xI+0uvZt4lsy6ULKeuWgVxRcSm3tXNzIykl69ejF69Gg+++wznJycOHr0KCNGjCAr65kMuupGSUUIaZZ01KLKac/blvteMpmswJpVvXv3pnXr1upz1apVY/fu3TrvpQ+535udO3eq3wMbGxsARo4cSWBgIH///Td79uxh3rx5LF68mPHjx+tdB0vX8xT0jEqlkubNm+tcB3ZxccHS0pILFy6o29zc3HSWiykMLy8vwsPD2bt3LyEhIYwdO5ZFixZx6NChCrc5Z7RC/emnn9i9ezc2Njbqxf8cZDLZc6dQv3doBpd/ZV7kTVZnX+DFOlWpam9l/MAfF2B9yuRwR8/orh5fah5PumS4TAVw9uxZsrOzWbx4sdpqyrvmVxiOjo54eHhw8uRJXnpJVfo6Ozubc+fOERAQAKhKmlhaWnL06FHefvttQLWLfvbsWaPccBwcHLQstwYNGpCdnc3Zs2fVFVbDw8NJSEgo0tj5FZP08vJSr3N+9NFHrFmzhvHjx+tdB6uoBAQE8Msvv+Dq6ppvMuU6depoHVtYWHDy5El1ddrHjx9z7dq1Amts2djY0Lt3b3r37s24ceOoX78+ly5dIiAgAEtLy3K335IfRivUGTNm8OmnnzJ9+nS96wFVaJxqAtDA+jEkq3b6TaJQLQvx6fNuC5U8VRtQ+ZXpq+QJtfJUOS1sXAOpXbs22dnZLFu2jKCgII4dO8a3335b5HEmTpzI/PnzqVu3Lg0aNGDJkiUaCszOzo4xY8aod7Jr1KjBwoULSU1NZcSIESZ8IvD19aVHjx6MGjWK7777DnNzcyZNmqS2Mo1h0qRJ9OzZk3r16vH48WP279+vrkNVp04dfvjhB3bv3k3NmjXZtGkTZ86coWbNmkbdc+DAgSxatIhXX32VTz/9lOrVqxMVFcX27duZMmUK1atrL1nZ29szYsQIpkyZgrOzM25ubnzyyScFfvY3bNiAQqGgdevW2NrasmnTJmxsbNRfLD4+Phw+fJi33noLKysrdcnu8ojRGjAzM5P+/fsLZZpD82Ew9iS7PN8H4HpJuU6ZyaHHgqcH+ZTp6zG/xPxRmzZtypIlS1iwYAH+/v5s3ryZefPmFXmcyZMnM2TIEIYNG6ae7uZ1x5s/fz6vv/46gwcPJiAggBs3brB79+5ica5fv349Xl5edOjQgb59+/Luu+/i6upq9LgKhYJx48bRoEEDevToga+vLytXrgRUdbD69u1L//79ad26NfHx8Sap+Gtra8vhw4epUaMGffv2pUGDBgwfPpy0tLQCy38sWrSIl156id69e9O1a1fatWtXYMXjypUrs2bNGl588UUaN27Mvn37+PPPP3F2VlWV+PTTT7l9+za1a9cu9/6rRaoppYsPPvgAFxcXdYGyioAxdWXC4sOYeWwmj5PMuHVpGMPa+jCnd0O9rjVJTamwP2DXNM0NqkrVVMrU7/kJshAI8qPM1JTShUKhYOHChezevZvGjRtrLTIvWbLE2FuUGLmL9BmKtbk11x5fw8rMFpBK3rnfrzfUf7nUI6UEgucRoxXqpUuX1AX6Ll++rHGuvEU9GFOkLwdPO5V7U4YyFVezGK7HGV691GDM5FCzfcnfVyB4zjFaoR44cMAUclQYrM2tcVZCvBlUt7pO6BNPnqRnUcm6YrmHCAQCbSqeZ20ZoJqZNfGk07VeGuMDWmIpFxt2AsHzgNGf9Hnz5mklXABYt24dCxYs0HFFxcfTSrW7bG/1kE6+rlhbiPVLgeB5wGiFunr1aurXr6/V3rBhQ4P8DisCnnYeANxLjS1lSQQCQUlitEKNjY3Fw8NDq93FxaX8Z44xEJ/KdaiTmUmltCT+/Pcev52/W9oiCQSCEsBoherl5cWxY8e02o8dO4anZwEJPSowr9Xvx467sbwbF8P4n0P5OuRaaYskEAhKAKM3pUaOHMmkSZPIysqic+fOAOzbt4+pU6cyefJkowUsl1RWhdSZZyVTmWSiHslIz1KItVSBoIJjtIU6depURowYwdixY6lVqxa1atVi/PjxTJgwgY8++sgUMpY/LKxh7Cmkj+4i2VZBkuDWg5TSlqrCIIr06U9OxYDcWaMKQ5/3N29RPlMxZ84cjbSEZe13XRhGW6gymYwFCxYwc+ZMrl69io2NDXXr1sXKygQJQUoYU0RK5TDywleEPQzDy3UiibftufEgGT/PooeyCcofZalIn5eXFzExMeU24cg333yjdzrHYcOGkZCQUKpfZgZZqFFRUVpt9vb2tGzZEn9/fy1levdu+diUGTduHGFhYRr1iAwlNSuVpKwkqlZRWaYlGYKqUCo4E3uGnbd2cib2DAplyadGK6iERkXH3d29QIMidz7Y4iQzMxO5XI67u3u5Tebs6OioVwLvsoJBCrVly5aMGjVKnd1cF4mJiaxZswZ/f3+2b99usIDlFQ+Z6gNVJ2MfADfikkrkviGRIQRuC2T47uFMOzKN4buHE7gtkJDIkGK9ryjS94yiFulbvXo11apV01kxeOjQoYAq/+mrr76Km5ub2ngJCdH8nfr4+PD5558zbNgwHB0dGTVqlNaUX5+CfznMnTtXnSv1vffeK/BLMjMzk6lTp1KtWjXs7Oxo3bo1Bw8eLOitBFSZwtzc3HBwcGDEiBGkp6drnM875f/1119p1KgRNjY2ODs707VrV1JSUpgzZw4bN27k999/Vxf70+f+psYghXr16lUcHR3p0aMHbm5uvPzyy4waNYrx48czaNAgAgICcHV1ZcOGDSxatIjx48ebWu4yTzWZqoSyMuM6UDIWakhkCMEHg7mfqpm9Py41juCDwcWuVEWRvvwpqEjfm2++ycOHDzXCuB8/fszu3bsZOHAgAMnJyfTq1YuQkBDOnz9PYGAgQUFBWrPFRYsW4e/vz7lz55g5c6aWHPoW/Nu3bx9Xr17lwIED/Pzzz+zYsYO5c+fm+3zvvPMOx44dY8uWLVy8eJE333yTHj16cP369Xyv2bp1K7Nnz+aLL77g7NmzeHh4qFMW6iImJoYBAwYwfPhwrl69ysGDB+nbty+SJPHhhx/Sr18/9RdyTEwMbdu2zXesYsPAOleSJKmKXW3btk2aNGmS1KdPHykwMFAaOHCg9NVXX0mXLl0yZuhSxdhCXZIkST+fWCD5b/CXxq/2k3ZfjpEiHhRe/K6g4mEpmSn5vtKz06VsRbbUZWsXdZFAXa8uW7tIyXmK8OkazxBEkb6v1W0YUKSvd+/e0vDhw9XHq1evltzd3aXs7Ox8r/Hz85OWLVumPvb29pb69Omj0Sfn/ufPn893HF0F/5ycnKSUlGd/C6tWrZLs7e3VRQA7dOigLsp348YNSSaTSXfv3tUYt0uXLtJHH32U733btGkjjR49WqOtdevWUpMmTTRkyfldnzt3TgKk27dv6xwvd9+CKLNF+qytrenbty99+/Y1SqlXRDyrNoRwiCGb7vUcwcK4rO6tf2qd77n21drzjv87WpZpXu6n3mfIriFs671N3dZjWw8eZzzW6HdpqGFlUUSRPv3eG11F+gYOHMi7777LypUrsbKyYvPmzbz11lvI5SpXu5SUFObOnctff/3FvXv3yM7OJi0tTctCzfs70IU+Bf+aNGmCra2t+rhNmzYkJycTHR2tVcIlNDQUSZKoV6+eRntGRoY6iXROSWyAQYMG8e2333L16lVGjx6tcU2bNm3yTbjUpEkTunTpQqNGjQgMDKR79+688cYbZWYDEERylGKjmrOqCuRdc3NIiAKX/KtCmoIHqQ/06pclivSp+5elIn1BQUEolUr+/vtvWrZsyZEjRzRyCU+ZMoXdu3fz1VdfUadOHWxsbHjjjTe01jVz30cX+hb8yw9dz65UKpHL5Zw7d079BZBDjiLN7bZlSOJmUFVt3bt3L8ePH2fPnj0sW7aMTz75hFOnThldDsZUCIVaTHjYe1JLaUa1jDSuhV9g72U59dwc6ObnZtB4p97O/w9ebibn4oOLeo0zrdU0jeNdr+8ySJ7CEEX68kdXkT4bGxv69u3L5s2buXHjBvXq1dMoK3LkyBGGDRumLv+SnJzM7du3i/ZQT8fRp+Dfv//+S1pamlrhnzx5Ent7e511ppo1a4ZCoSAuLo727XXn4c1b7A9U7+fJkycZMmSIuu3kyZMFyi+TyXjxxRd58cUXmTVrFt7e3uzYsYPg4OAyUexPKNRiwtbClt9tG0PkHxyxD2fRFXtea1bNYIVqa2Fb4PkA1wDcbN2IS41D0lGkT4YMN1s3XvB4oUjjGooo0ld0Bg4cSFBQEFeuXGHQoEEa5+rUqcP27dsJCgpCJpMxc+ZMLa8AfdC34F9mZiYjRoxgxowZREZGMnv2bN5//32dtePq1avHwIEDGTJkCIsXL6ZZs2Y8fPiQ/fv306hRI3r16qVTlokTJzJ06FBatGhBu3bt2Lx5M1euXNFYhsnNqVOn2LdvH927d8fV1ZVTp07x4MEDdTFDHx8fdu/eTXh4OM7Ozjg6OpZ4mWqRqLM4eVoBtZq5ymWqOHf65WZypreaDqiUZ25yjqe1moZcFOkziuIq0gfQuXNnnJycCA8PV1vbOXz99ddUqVKFtm3bEhQURGBgoNpKLwr6Fvzr0qULdevW5aWXXqJfv34EBQUxZ86cfMddv349Q4YMYfLkyfj6+tK7d29OnTqFl5dXvtf079+fWbNmMW3aNJo3b05kZCRjxozJt3+lSpU4fPgwvXr1ol69esyYMYPFixfTs2dPAEaNGoWvry8tWrTAxcVFZ46R4sboIn0VEWMLdalJewxm5lxLUND962PYWsq5PCcQMzPda3CmKNIXEhnC/NPzNTao3G3dmdZqGl29uxo0pkBQkSjTRfoE+bPx1h+s/nc1vWu/ioW8EamZCu4lplG9SvFMswG6enelk1cnQuNCeZD6ABdbFwJcA0rMMhUInmcMnvL36tWLxMRE9fEXX3yhsbYVHx+Pn5+fUcKVd6zkViRlJRGTcg8fZ9Xua0k4+MvN5LR0b0mvWr1o6d5SKFOBoIQwWKHu3r2bjIwM9fGCBQs0IlOys7MJDw83TroSZsWKFfj5+dGyZUuTjOdpr8oHey/6KM2dVCF1BilUSYKMJEh9pPopVmkEgjKJwQo179JrRViKNWVyFHhWUvquIp0AO9WXTZEValoC3L8C8TcgIVL18/4VVbtAIChTiDXUYiTHQk2Sm9GeQxx+8zXcGmnX38qXtAR4HKHdrsx62l4TbCqbQlSBQGACDLZQczK65G0TPMP2eghVFCpfwSfXf6XGn/2wWt4Ewv4o8DpJklTT+sQ7Bd8g8Y6Y/gsERaQ4Z9MGW6iSJDFs2DB13sf09HRGjx6tDn3Lvb76XBL2B2wdgoenK4/lVtw1N8c3MwuexMDWIdDvB/DrrXFJjhNyamoqNmbZKku0IJRZkJkMVg4F9xMIBGpyUjQWh9O/wQo1J09jDnkjOwCNkLLnCqUCdk0DJJqlZ2AmwWVLSxyUSgLSMzBDhmzXdKj/MuTagZfL5VSuXFmVHCTDFtssiUKN/tQUkEo2GkQgKI9IkkRqaipxcXFUrlxZK++AKTBYoa5fv77QPkWpY1OhiDwOT+4RYmtDiJ0t983NuWxtxRocccvOZnr8Y7o+uavqV1Mz9tnd3R2AuAcxkKJHwhN7GZg/LryfQCAAoHLlyurPmakx+aZUYmIimzdvZu3atVy4cKHUkxWUCsn3CbG1Idi1qlZUfZxcTrBrVZbEPaRrsna6PZlMhoeHB65Vncn6PrAApSoDO1cY+oeGlSsQCPLHwsKiWCzTHEymUPfv38+6devYvn073t7evP7663z//femGr5cobBzYb5zFZUyzZtWTiZDJkkscK5CJzsX8vvVyi0skfv3hn1zdJx9OmavL8C24HRtAoGg5DBKod65c4cNGzawbt06UlJS6NevH1lZWWzbtu25jpIKtbbifgFF0SSZjFhzc0KtrSgwhCDqhOqnhS1k5ap1VMkDeizQ2tQSCASli1Ghp35+foSFhbFs2TLu3btXaD2e54UH6Y8K71RYv3sX4PpukJnBu4dg6J9go8p+To9FQpkKBGUQgxXqnj17GDlyJHPnzuXll18u1nWJ8oaLrYvx/Q4vUv30fwNc6kHNl6DR66q2G3uMlFAgEBQHBivUI0eOkJSURIsWLWjdujXLly/nwQP9ynBUdHKSPefNS5qDTJKoLK9MgGs++SzvX4H//gJk8NKzCqDUe1ot89puMCC5sEAgKF4MVqht2rRhzZo1xMTE8N5777FlyxZ1bfG9e/eSlFQydejLIgUle85htmSXfxaom0+LlPm9qlmLyqc9+PZSKVlltilFFggEJsCkCabDw8NZu3YtmzZtIiEhgW7duvHHHwWHWZZFTJVgWleyZ4BJjxMZkZAIQ//S8kNVE3tZVSnVubbu8wKBwOQY+9kvloz9CoWCP//8k3Xr1j3XChVAoVSokz3/fvN3jt87zgibmkwKOwSezWDkftBRp0cgEJQ8ZVKhlndMqVBzE/UkipjkOEKOJBP831vYSGnwxjrwf7rZ9CRGNZWvnH8dHlW/e3BtF9R/BexNU89IIBCUYgmU4cOHF9pHJpOxdu1aQ29R4ahRqQZeDl68+99erDNfZmS9FBzdGkHEEUi+Dxd/gRv7oMd8aP1u/gNtHQJ3zqhcqpoPKzH5BQJBwRisUDds2IC3tzfNmjWrEMmlQZWxf8WKFcUaLiuTyajras+y6B40d46n46ZXVRZnbjIK2dCrF6hSqNd2C4UqEJQhDJ7yjx07li1btlCjRg2GDx/OoEGDcHJyMrV8pUJxTflzeGvLYq6mbWLEk0dMeJyoo4dMZ3o/NbGX4Nt2YG4D0yJUm1cCgcBojP3sG7wbsnLlSmJiYpg2bRp//vknXl5e9OvXj927d1cYi7W4qOnoitJMwRYHB1Lzy8+3a7oqDaAu3PyhUnXIToOIw8UnqEAgKBJGbS9bWVkxYMAA9u7dS1hYGA0bNmTs2LF4e3uTnFz81T3LK2/YVsInM4skuRnbHOx19JAgJ72fLmQy8O2h+v+1XcUmp0AgKBom89fJKYkiSRJKEcVTID5WyQx98gSAHxwdyDcvv470fmrq5SjU3aIMikBQRjBKoWZkZPDzzz/TrVs3fH19uXTpEsuXLycqKgp7e12WlwCgiqsXQckpOGcriDU3Z2UVR3ba2XLG2gqNSb69W/6D+LRXZaFKioVHt4pbZIFAoAcG7/Ln3pR655132LJlC87OzqaUrcJi5vMiFvaevJCWzt8Odnxf2VF9TpXRP4Gu5lXAu23+g1hYw8Bfwc0PbKqUgNQCgaAwDN7lNzMzo0aNGjRr1qzAaqfbt283WLjSorh3+QFCjs7jgxubVQe53j/Z01/HkjoD6druo2K5t0Ag0E2pOfYPGTJElI02EIVSwfyYfVrZ/OFpRn9gQcx+OimnIjeTa4Svuti6EOAakH9iFYFAUGoY5dgvMIzQuFCthCm5kYDY1FhC40JJzEjUSrDiZuvG9FbT6erdFf7dAmfWQvOh0Ey78qxAICg5TF6kT1A4D1L1yxv7838/ExIZgpSn1F9cahzBB4NZ0nEJXR9Hwp3TqjBUc2vVRpZ3W1G4TyAoBYRCLQX0zei/N3KvznYJCRkyFpxeQCePl1WF/qJPql4AlTxFzSmBoBQQeeNKgZyM/lo1pnNhaWZZ4BgSkmpZ4Og87ZNPYlQJVMLKX+pEgaA8IxRqKaDO6C/T9smXPf3X37e/XmPFyXX9Cp8OWlD4qkAgMDlCoZYS2UkNkWKHIGU7arQ7WlRlSccldKrRSa9xXPPNjFVw+KpCKXHiZjy/X7jLiZvxKJTlI9qqvMoteD4wyRrqvn372LdvH3FxcVphp+vWrTPFLSoUuy7HMObHUCT84HF95LYRyMyTINuB5NSaZDduSICXK262bsSlxmltSgEggYsim4D0jIJvpiN8ddflGOb+GUZMYrq6zcPRmtlBfvTw9zD28YqN8iq34PnBaAt17ty5dO/enX379vHw4UMeP36s8RJoolBKzP0zLJeKNEORWpvsJ03JTq2NhBlTf73I+mORtHB4R6cylSRABkrgnrk5CuCMtVX+4atKhSqJ9aVfOb3/N8b9eFZDKQHEJqYz5sdQdl2OKY7H1sAQKzPnS6g05RYICsPoEigeHh4sXLiQwYMHm0qmUqc4I6VO3IxnwJqTevc3d7iMldufmFk8y5uqzHIAJMwskrFXKLCSIN78mZuUW3Y20+IT6KYwh5YjyQj9CavUWPX5e5ITc7OGsFvZSuNeMsDd0Zqj0zojN8s/aEOhlDgd8Yi4pHRcHaxpVdOpwP65McTKVCgl2i3Yr6VMiyq3QFAYpRYplUNmZiZt2xYQcy7QIC5Jt1LIS0CNyng52SKXVQO6kyD9R2WHdH4/l4QitSYyeQpOPl+TbJlKcp7vxDi5nMmuziyJe0jXo0vI6y/gziNWWSxlTNYkDaUqATGJ6Ry69oDO9XXXqjJm2v1sqUOTHCtz1aAAevh7IEkSMYnp3HyQzK0HKRy78TBfZZpb7tMRj2hTW+STEJQeRluo06ZNw97enpkzZ5pKplKnLFioP496QUs5aF6rxK7OfMzMn6hMtDzIALdsBbui76LLxV8pQSzOtMv4BmWelR+ZDBpXr8wLNZ14oZYzLXyq4GBtka9CzLl9jkLURVGszJcWHuBuQprOfgXxYm1nxnaqQ+uaTpjr9H4wzro25lpB+aDULdT09HS+++47QkJCaNy4MRYWFhrnlyxZYuwtKhStajrh4WhNbGK6TjfUHMXSqqZ2OZnc15rZRmBm8STf+0hArLmcUGsrAtIzCLW24oFcjotCQUB6BnIZeBJPK7P/OKn007xWgn+jE/g3OoHVh29hJgM/j0pEPEzRKfPTJV3m/hlGh3quJKZlkZKZTW2XZykcZ/x2SW8r08PRmvtP0qnhbEttF3usLcz489/C10iP3Yzn2M14qthaENjQnf4tvWhW41kmLmOta7EhJigMoxXqxYsXadq0KQCXL1/WOCeSp2gjN5MxO8iPMT+GIkPTtz/n3Zod5KfT8sl9rZl5IYX8nnLA1oaPXJy5b/7sV61KEfiYrqlpuJKgcX93R2t+ea8NZ28/4uSteE5FPCIyPpXL9/JX3vBMITaYpaog4OlozfGPuqjPn7gZr5e8cUnpfDu4OY42Flg8tTIVSomztx8X+CVUxc6Srg1c2Rt2n8epWWw5E42vu4Naof5x4S4Tt1wodLlBF/ouVQgERivUAwcOmEKO54oe/h6sGhSgZfG462Hx5Fw7c3c0+qzGbqrkoNUWJ5cT7FqVJXEPicusDGgq8xpOttRwsqVvQHUAYhLTWHngJptORur1fOZmMszMVNUbcr5UAxu6s/pw4YmwXR2sqWpvpdGmz5fQl6/508Pfg2yFklMRj9h5KYYe/u6ASiHP/P1KvtY1qKzrbn7uWl9k2l4ZmtfKCrhW8Pxh9BpqRaQk8qGCcWtymdnZdP1fdx5n6pdoJS8ySaKqQuL29S9RYl7o9FXftd81Q5rTpb4bZjoUU7sF+wtd6ihop97QaXdR160/2n6JbaF3sJSbIZNBUnq23tcKyjelvoYKkJCQwNq1a7l69SoymYwGDRowYsQIHB0dC7+4GIiOjmbw4MHExcVhbm7OzJkzefPNN0tFloKQm8kM/hBampszq+3HBB8MBtDwV5Uh0x0MkAtJJuOBuYxPW5+jduOJtPJ2RB59Ai4d05mxSt+13846lGnOsxq61JFDD38Puvm5F/lLSF/Pipx+GVkKMrOVZGbrXxtN33sIKjZGW6hnz54lMDAQGxsbWrVqhSRJnD17lrS0NPbs2UNAQICpZNWbmJgY7t+/T9OmTYmLiyMgIIDw8HDs7Oz0ur6kLFRTEBIZopUv1d3WnW7e3dh0dVOh1y+Ie0ivWq9A5FF4cu/ZCR0Zq3LWEkG3QtRnLbE0NneKaqEmpmWRnJFNZraSMxGPmLrtYqHXLunXRL1EUhwID4OSwdjPvtEKtX379tSpU4c1a9Zg/nTjIzs7m5EjR3Lr1i0OHy79uvGNGzfm77//xsvLS6/+5UmhAjoz+ofGhTJ89/BCr10Xc5+WOsNXn35Y+/2gpVSNVYglrRyMWW4o7NrcY7zevDoTOtelhrOtCaV/vj0MSvpvpdQVqo2NDefPn6d+/foa7WFhYbRo0YLU1NQij3n48GEWLVrEuXPniImJYceOHfTp00ejz8qVK1m0aBExMTE0bNiQpUuX0r59e62xzp49y7Bhw7Q8EAqivClUXSiUCgK3BeabC0CGDDdbV3bdCEeekd8OvkxlqU66pDH9L4/WkjHWdUHXSkCjapW4dFf1HpqbyXijeXXe71yH6lWeKVZD3zNjfH/LO6XxRWLsZ9/oWP5KlSoRFRWl1R4dHY2Dg/YOsz6kpKTQpEkTli9frvP8L7/8wqRJk/jkk084f/487du3p2fPnlpyxMfHM2TIEL777juD5CjPqFMEolKeuclZY21iV60AZQr5ZazKWft9tWk12tR2LvPKFJ55R7g7Wmu0uztaF6qUCrr220EB/Dm+Pb+Ne5GX6rmQrZTYciaaTl8d5Mo9VbjwrssxtFuwnwFrTjJxywUGrDlJuwX7C80/UJiHAag8DCpixq3ymrvBaAt1woQJ7Nixg6+++oq2bdsik8k4evQoU6ZM4fXXX2fp0qXGCSiTaVmorVu3JiAggFWrVqnbGjRoQJ8+fZg3T5VwOSMjg27dujFq1KhC8wxkZGSQkfFs2vvkyRO8vLzKtYWag641VhcbFx6lP0IhKZge/4iBT5ILHuT1tdDwNZViTb5frsusFHek1Nnbj/g65BqPU7L4a3w79oTFFsnCvJeQxpV7T4h4mMyJm/EcCC/ci+PnUa1pU7tqsTxzaVCauRtKfZf/q6++QiaTMWTIELKzVe4lFhYWjBkzhvnz5xs7vBaZmZmcO3eO6dOna7R3796d48dVlpQkSQwbNozOnTvrlbRl3rx5zJ071+SylgW6enelk1cnrTXWdZfX8X/n/48FTlVwVijplpKqHU2VM0j8TVjqX+imVXnAGM8Kfa5t4ePE5pEvkJiWhQSFWpiTt/5Lc28nXBxUvrcbj9/Wy183N+9uOkeHei60ruXMCzWdqONqr/b/LY/rr6cjHpXb3A0m80NNTU3l5s2bSJJEnTp1sLU1zcJ8Xgv13r17VKtWjWPHjmkkZfnyyy/ZuHEj4eHhHD16lJdeeonGjRurz2/atIlGjRrpvEdFtlDzQ5Ikvjj5Ob9c24pckqikVPJYrpmxanp8Al0zlZCt649b96aV4Bn6ehfMeqUBw9vVAmDH+Tt8fySCWi72WMhlbA+9W+T7OttZ0rqWEz393Znws3Z0WFlff912LprJ/yvcs+Kbt5ryatNqJr13qVuoOdja2uarsIqDvGGtuaNy2rVrp5XouiCsrKywsrIqvGMFQiaT8VHrj7l69wQXU6J5bKa5nK6KpnqasUqnX/vTOKFd06H+y+Vy+l/c6OubmqV4pvJea1ad15qp3K9y8sYW5J3g5mjNkjebcOb2Y05FxHMu8jHxKZlcvpvI+aiEchfh9V/sE5aGXNerr6uDdeGdShiDFGpwcDCfffYZdnZ2BAcHF9jX1MlRqlatilwuJzY2VqM9Li4ONzc3k97reSBWemqZ5/2Ckqm2shY4V6FTaprOjFUam1Y1tT0snnf0/cA3rl5ZZ7s+wRBzgvxoW6cqbetUBeqSka3g4p1ETkfEs2j3tXzvWdamzUqlxLpjESzcHU5mthIzmSojWn7IgITUzBKTT18M2uU/f/48WVlZ6v/n97pw4YIpZQXA0tKS5s2bs3evZonlvXv3irysRSQ0LpS41Lh8z6syVpkTal2I9a6jzIrgWXRZfvafDNV6pq7MYjkU1TvBylxOSx8nDZetgpi67V+2h94psE9J1PEKv5/ElzuvkpmtpHN9V+b1bYwMnZkpAdXf5pjNocz980qRItqKG4Ms1NwJUTZu3Ej16tUxyzNllCSJ6Ohog4RKTk7mxo0b6uOIiAguXLiAk5MTNWrUIDg4mMGDB9OiRQvatGnDd999R1RUFKNHjzbofjmsWLGCFStWoMi38F3F4kGqfnkAHsgLmc7bi5mBLkwRbguGhdzqax1HP0rjXq7cs2mZCmIS06j1NPViSW1qNfCoxOTuvjjaWDCwdQ1kMhmONuY67/1xrwZcvJPAmiMRrD92m9DIxyx/OwAvJ9MGVBiC0ZtScrmcmJgYXF01M7zHx8fj6upqkHI6ePAgnTppV/0cOnQoGzZsAFSO/QsXLiQmJgZ/f3++/vprXnrpJYOeIS8VwbFfH87EntEzmiqOgPR0HV4Auh3/BZqUxk67PtFhrpWsGN+5Li/VdVFHd/357z3G/3ye+u4O1HG156+L2v6eRdnUys9lKzEti8//CuPdl2pR1y1/f/WCXL5Cwu4z+X//kpiWRfu6Vdk0orU+b02BlHqklJmZGbGxsVoKNTIyEj8/P1JSUowZvlR4XhRqYdFUAJYyOTPvx7HcyVFHTtUEur6yWuzy60Fp+IIaEh22fP91loZcJ7uQab0x2cHealmDX85EcS8xnSbVHflt3IsG506+m5DGjB2X+PRVfy0L1ZD3vNQUas5m1DfffMOoUaM03KQUCgWnTp1CLpdz7NgxQ4YvVZ4XhQoqx39dGau0kCSNjSvZ0+MlHb+mq3fX4hZTYCCGWMcJqZl8e/Am3+rhDzv6pVr0auxBXVcHbCyfzVLyC5nNjbezLUv6NaW5d5UCehWdH09GIkkSKw/eLPKsoNQUas6U/NChQ7Rp0wZLy2el4CwtLfHx8eHDDz+kbt26hgxfqjxPChXyz1j1doO3WRq6FKWke9FflQ/AjV2vq7L05w0ekItlgDKBIZba708rHOiLTAY+znb4ujlQ182eTScjSUjNyre/raWckx91oZKNRb59DOFgeBzD1p/RLePTnwUtVZSaH2rOxtQ777zDN998UyEUz/O2KZVDftFUoXGh+SpTUFm0samxrLm0hl+v/aqhkN1s3ZjearqwXssAhkSH6bup5edRidgn6TxKySTiYQoRD1PYdaXw61IzFVy598TkLlu1nwZE5PbtzaEk/G9Fxn4dPG8Wan7svLWTaUemGXRtTkKWJR2XCKVaDilKykMzGTxIziA8Nonw2CT2ht3nVMSjQu9RHJFOxlQVhjIUKRUWFkZUVBSZmZrOtr17iw2L8oqLrYvB10pIyJCx4PQCOnl1EtP/ckZRXb5cHaxxdbCmfV0XGno66qXUiiPSqajVGUyN0Qr11q1bvPbaa1y6dAmZTFWYDZ6Fhj5v0+eKRIBrAG62bgV6ARREzpJAaFwoLd1bFoOEguLE0GKSxpRKNxZ9lXRxha0anQ914sSJ1KxZk/v372Nra8uVK1c4fPgwLVq04ODBgyYQUVBaFJhTVZJUO/96oG8AgaDs0cPfg6PTOvPzqBf45q2m/DzqBY5O61zgTnmOdQvakU5FCWgwBFNEpxmD0Qr1xIkTfPrpp7i4uGBmZoaZmRnt2rVj3rx5TJgwwRQyCkqRrt5dWdJxCa62mn7GbkoZ4x4n6jWGMUsHgtLHkITixiT0NlbW0lLmYIIpv0KhwN5eFaZWtWpV7t27h6+vL97e3oSHhxstYEnyvO7yF4ZOL4Bzv0DUGn51diNOyiygzIobAa4lX6hRUPoYWqXWFPc1ZKnCFBitUP39/bl48SK1atWidevWLFy4EEtLS7777jtq1aplChlLjHHjxjFu3Dj1Tp/gGXIzueY6qO8TOLOG6akSwTbapatzlgimtZomNqSeY4xJ6G0MpaXMjVaoM2bMUBfi+/zzz3nllVdo3749zs7O/PLLL0YLKCij+LSDIX/Q1bstS+4c0goMcLN1Y2Tjkey6vYtWHq2oZGkC9zOlokKUYRGUDKWhzI3yQ83KyqJ79+6sXr2aevXqqdsfPXpElSpVDI7PLW2EH2rRyVvKuplLM97e+TZXH12law3VOqxRfw9hf8CuaRWiDIug7FKqVU8tLCy4fPmy1gfFycmp3CpTgQFIknpJoFetXrR0b4m53JxZbWZhbmZOSFQIP/33EwqlgjOxZ9h5aydnYs+gUOq5Vh32B2wdoqlMAZ7EqNrD/jD9MwkEBmB0pNTkyZOxsLAoloJ8pYWwUPVEkmD3x/Df3/DOTnCsrtVl89XNzD89HzOZGZWtKvMo/VkEjV7hqUqFdoFADUQKQYHpKPVIqczMTL7//nv27t1LixYtsLOz0zhv6hIogjKETAZ3zkJCJFzbBS1HanV5u/7b7Ly1k4sPL2ooU4C41DiCDwYXHJ4aebwAZQqiDIugLGG0Qr18+TIBASq3mGvXNGvYlLdpv3CbMgDfHnDnNITrVqhKSUlMinaSYtAzPFXf8iqiDIugDGC0Qs1dDqW8I9ymDKBeT9j3KUQchswUsNScoYTGhfIgLf9IqULDU/UtryLKsAjKAEZHSuVGkiRE8qrnDNcGULkGKDLg1kGt03rXrcqvn3db1RppQcGElaqp+gkEpYxJFOratWvx9/fH2toaa2tr/P39+f77700xtKCsI5OprFSA8H+0TusbdppvPzO5yjVK981VP3rMFxtSgjKB0Qp15syZTJw4kaCgIP73v//xv//9j6CgID744ANmzJhhChkFZR3fHqqfV/+Ei1sh4ohqd55nGavyJlfJjbute8HhqX69ofcysNBcTqCSJ/T7QfihCsoMRrtNVa1alWXLljFgwACN9p9//pnx48fz8OFDowQsDYTbVBG5vB22jwJl9rO2XE73hdWtWtB+Ab1q9Sr8PiJSSlDMlKpjP6iSo7Ro0UKrvXnz5mRnZ+u4QlChCPsDfh2uqUxBw+k+v4xVOVbrvqh9BZZaUWMmV7lGNewL987Dj30h7bGpnkQgMBqjLdTx48djYWGh5W/64YcfkpaWxooVK4wSsDQQFqqeFNHpPm94qlJSMjpkNNnKbN5r/B5jmozRXegv8rgqiKBGGzB7agOsaA0P/oM3N0DD19R3zHsPUSxQUBRKxbE/p4Q0qHxNv//+e/bs2cMLL7wAwMmTJ4mOjmbIkCGGDF9qCD/UIlJEp3utjFXArBdmMev4LFZfXM2W/7aQmPksx6o6kmr/Eog8Bj0XQuv3VCfrdFUp1BshaoWqq3qrKBYoKEkMslBzSkgXOrhMxv79+4ssVGkjLFQ9ufQrbBtReL/X10KjN/I9PXH/RPZHa/+dyJ5WM1py/yFdU1NRTPyX0IwHKuvzcTQBf05F7uABwVcJidpH8MFgrTVaUSxQUBRKxUKtSM78AiMwgdO9QqngSrzuusOqSCpY4FwZZdW6LAwZqWl9elVjevwjOsVeYv7p+To3vIqlWKDYHBPkg8mqngqeQ3Kc7p/EQH5F/Apxug+NC9VQknmRgFhzcybzGFI1z8WZywl2rcqYM18VMkauaCzXAOOUoUgjKCgAg9dQP/vsM+zs7DTWU3UhkqNUYHKc7rcOAa1iw095cWKBCsuYAn45d1v56Hz+gVS573V9F/w0xHBlmJNGMO9z5ng0CJ/Y5x6DFOr58+fJyspS/z8/yltyFIEB+PVWKZK8VpvcShWOem4jNBsMlrY6Lze6gF8R/sZcji2H9Dz12PVVhkqF6hl1WuISIINd06H+y2L6/xxjsNvUhQsXaNq0qYnFKRuITSkDyLuu6FQLvusIqfHw9i9Qt5vOyxRKBYHbAolLjdO5Book6aU0K1lWIikzKf9igQolu6KiAQi1tuKBXI6LQkFAegZyfXKqRhyBja8UKgdD/xJpBMsxpZYPNSAggGbNmjFy5EgGDhwoFM/zTo7TfW7eXA8ys2drqDo2c+Rmcqa3mk7wwWCdhf4kPQ3QwX6DWXlhZT7FAiUmP3zIj5Uc2OTowH3zZ3/2btnZTI9/TNfCcqqKNIICPTA4UurYsWMEBAQwffp03N3dGTRokNj9F2ji0+6ZMg37QxUEsPEVlavVxldUxwVEUrnZurG4w+ICcwHIkOFu684on5dZ0mGxzjGW1OzHbw72fOVUmftyTQs0Tq7a2AqxtSlYGdq75n9Oo59II/g8Y3SkVFpaGlu3bmX9+vUcOXIEHx8fhg8fztChQ6leXbskRnlATPlNTNgfsHWwjhNPleTT9ctnUU5xuFg5EeDRCrmZPN9cAGof00xbut69Cu+fQ+FUUytSKuvWIdodGU+GmW77QSZJuCkU7Or0LfJaHbQ7KLLhzwlwYXMBDylKsVQESj2W38bGhqFDh3Lw4EGuXbvGgAEDWL16NTVr1qRXLz0SXpQhVqxYgZ+fHy1b6kh0LDAM9WaOLp4qx13TQal4VujPwpWWPw5AvncWQIEW7JKOS+hq9dQqvBGiVSxQbibnkq1tvsoUQJLJiDU3J9TCDEV2JmfOr2XnodmcOb8WRWoC/DLwqTLNsZLzWssijaBAhdEWal6Sk5PZvHkzH3/8MQkJCeUyjFNYqCakKJs53m1V65hHv4ab+8D/DXhjrbpLvnH6x5fBnhlQpxsM+lVr6J23djLtSH5K/RmDM8zYY67gvvyZwnRTSEzPsKBr/D1VxJek1OGHWk2lTIXLVLmn1Iv05XDo0CHWrVvHtm3bkMvl9OvXjxEj9AhLFFRs9N2kCd8JO97VVFS3DqiWC54qKl25AABVXP+eGXD7CGSlgYWNxmmXrEy9RNhkqf3lH2cGwTZZLGnRn64Nnn4x1H9ZREoJdGLUlD86OprPPvuM2rVr06lTJ27evMmyZcu4d+8ea9asUSdLETzH6LtJc3KldqKV1EfqFIAF4lJfZSVmp6uSqOQh4GEkbtnZBfr+m+VM1PK4aElPjxfc248iW6WYFcAZG2t22tlyxsaa8jcHExQXBluo3bp148CBA7i4uDBkyBCGDx+Or6+vKWUTVAT0CU+Vmamm0lro6TAvk0GdLhD6A9zYp7JYcyF/cSLTLWUEh63R7ZqFhLIAX1dJJiNWDqGXNpHo5C0yWgnyxWAL1cbGhm3btnHnzh0WLFgglKlANxo1ofLZzCkwuXSuFIAFkaNEb4ToPN215QSWdPxa58bWYBf9ZlJ7Y44RfDBYK29AXGocwQeDCYnUfW/B84PJN6UqAmJTqhjQmVSkGvi9qpruF0YhKQBJS4DdH6sUa8PXVFbrv1tUvrCOz9z3dG1shf67geEXlxYqgoPchiRFms5zMmS42bqx6/VdIqF1OcbYz75QqDoQCrWY0JX2LvK4aUM6c+5x5yzs+xTMreH901DZK99LFNmZBP4QQJzZszVTDSQJcyBbjxDYdYHrdG+cCcoFZWaXXyAoFF3hqYWusT51mC8gBaAaXVYwSlX9qQIUqtzckun1BhJ8YzMySdJQqrKn9sYAtxfZFFfIsgPGZc8SlH+MduwXCIxCnzVWfRzmc1Lr5fUUyM7Qy1Oga7uPWFJnIK55lnPdlLCkzkA6NRtZ8P2fYnT2LEG5Rkz5dSCm/KVAfmus+jjMF7FYYEEosjMJvbSJB0+icKlUg4BGg5GbWxaaFUusoVYMxJRfUDHw6224w3wRiwUWhNzckpbNtANSCsuKBTCt1TShTJ9zxJRfUHbIWWNt9Ibqp77KqYRS6xWaU0D4oT73CAs1F6KMdDnFBMUC9aWrd1c6eXXSnVNA8Nwj1lB1INZQyxnqNdRCPAVEaj1BIZR6+j6BoNQxlaeAQGAkQqEKKgY5xQIreWi2V/IU1UgFJYZYQxVUHIzxFBAITIBQqIKKha5oLIGghBAKVQc5+3RPnjwpZUkEAkFJkvOZN3SvXihUHSQlJQHg5ZV//LdAIKi4JCUl4ejoWOTrhNuUDpRKJffu3cPBwQFZIRmGnjx5gpeXF9HR0eXOxaq8yi7kLnnKq+xFlVuSJJKSkvD09MSsgMKO+SEsVB2YmZkVuQR2pUqVytUfWm7Kq+xC7pKnvMpeFLkNsUxzEG5TAoFAYCKEQhUIBAITIRSqkVhZWTF79mysrKxKW5QiU15lF3KXPOVV9pKWW2xKCQQCgYkQFqpAIBCYCKFQBQKBwEQIhSoQCAQmQihUI1m5ciU1a9bE2tqa5s2bc+TIkRK9/+HDhwkKCsLT0xOZTMZvv/2mcV6SJObMmYOnpyc2NjZ07NiRK1euaPTJyMhg/PjxVK1aFTs7O3r37s2dO3c0+jx+/JjBgwfj6OiIo6MjgwcPJiEhwSCZ582bR8uWLXFwcMDV1ZU+ffoQHh5e5uUGWLVqFY0bN1b7NbZp04Z//vmnzMudl3nz5iGTyZg0aVKZln3OnDnIZDKNl7u7e9mVWRIYzJYtWyQLCwtpzZo1UlhYmDRx4kTJzs5OioyMLDEZdu7cKX3yySfStm3bJEDasWOHxvn58+dLDg4O0rZt26RLly5J/fv3lzw8PKQnT56o+4wePVqqVq2atHfvXik0NFTq1KmT1KRJEyk7O1vdp0ePHpK/v790/Phx6fjx45K/v7/0yiuvGCRzYGCgtH79euny5cvShQsXpJdfflmqUaOGlJycXKblliRJ+uOPP6S///5bCg8Pl8LDw6WPP/5YsrCwkC5fvlym5c7N6dOnJR8fH6lx48bSxIkT1e1lUfbZs2dLDRs2lGJiYtSvuLi4MiuzUKhG0KpVK2n06NEabfXr15emT59eKvLkVahKpVJyd3eX5s+fr25LT0+XHB0dpW+//VaSJElKSEiQLCwspC1btqj73L17VzIzM5N27dolSZIkhYWFSYB08uRJdZ8TJ05IgPTff/8ZLXdcXJwESIcOHSpXcudQpUoV6fvvvy8XciclJUl169aV9u7dK3Xo0EGtUMuq7LNnz5aaNGmi81xZlFlM+Q0kMzOTc+fO0b17d4327t27c/z48VKSSpOIiAhiY2M1ZLSysqJDhw5qGc+dO0dWVpZGH09PT/z9/dV9Tpw4gaOjI61bt1b3eeGFF3B0dDTJsyYmJgLg5ORUruRWKBRs2bKFlJQU2rRpUy7kHjduHC+//DJdu2oWFCzLsl+/fh1PT09q1qzJW2+9xa1bt8qszCKW30AePnyIQqHAzU2z8JubmxuxsbGlJJUmOXLokjEyMlLdx9LSkipVqmj1ybk+NjYWV1fNSp8Arq6uRj+rJEkEBwfTrl07/P39y4Xcly5dok2bNqSnp2Nvb8+OHTvw8/NTf/jKqtxbtmwhNDSUM2fOaJ0rq+9569at+eGHH6hXrx7379/n888/p23btly5cqVMyiwUqpHkzUYlSVKhGapKGkNkzNtHV39TPOv777/PxYsXOXr0qNa5siq3r68vFy5cICEhgW3btjF06FAOHTpUpuWOjo5m4sSJ7NmzB2tr63z7lTXZe/bsqf5/o0aNaNOmDbVr12bjxo288MILZU5mMeU3kKpVqyKXy7W+weLi4rS+MUuLnN3QgmR0d3cnMzOTx48fF9jn/n3tmvYPHjww6lnHjx/PH3/8wYEDBzSye5V1uS0tLalTpw4tWrRg3rx5NGnShG+++aZMy33u3Dni4uJo3rw55ubmmJubc+jQIf7v//4Pc3Nz9bhlUfbc2NnZ0ahRI65fv14m32+hUA3E0tKS5s2bs3fvXo32vXv30rZt21KSSpOaNWvi7u6uIWNmZiaHDh1Sy9i8eXMsLCw0+sTExHD58mV1nzZt2pCYmMjp06fVfU6dOkViYqJBzypJEu+//z7bt29n//791KxZs1zIXdDzZGRklGm5u3TpwqVLl7hw4YL61aJFCwYOHMiFCxeoVatWmZU9NxkZGVy9ehUPD4+y+X4XaQtLoEGO29TatWulsLAwadKkSZKdnZ10+/btEpMhKSlJOn/+vHT+/HkJkJYsWSKdP39e7bo1f/58ydHRUdq+fbt06dIlacCAATrdSqpXry6FhIRIoaGhUufOnXW6lTRu3Fg6ceKEdOLECalRo0YGu8KMGTNGcnR0lA4ePKjhDpOamqruUxblliRJ+uijj6TDhw9LERER0sWLF6WPP/5YMjMzk/bs2VOm5dZF7l3+sir75MmTpYMHD0q3bt2STp48Kb3yyiuSg4OD+jNW1mQWCtVIVqxYIXl7e0uWlpZSQECA2vWnpDhw4IAEaL2GDh0qSZLKtWT27NmSu7u7ZGVlJb300kvSpUuXNMZIS0uT3n//fcnJyUmysbGRXnnlFSkqKkqjT3x8vDRw4EDJwcFBcnBwkAYOHCg9fvzYIJl1yQtI69evV/cpi3JLkiQNHz5c/ft2cXGRunTpolamZVluXeRVqGVR9hy/UgsLC8nT01Pq27evdOXKlTIrs8g2JRAIBCZCrKEKBAKBiRAKVSAQCEyEUKgCgUBgIoRCFQgEAhMhFKpAIBCYCKFQBQKBwEQIhSoQCAQmQihUgUAgMBFCoQrKLR07dtQo4VEYt2/fRiaTceHChWKTSV/mzJlD06ZNS1sMgYkRkVKCYqewFGhDhw5lw4YNRR730aNHWFhY4ODgoFd/hULBgwcPqFq1KubmxZu5ctu2bSxcuJD//vsPpVJJjRo16NGjB4sXLwYgOTmZjIwMnJ2di1UOQcki8qEKip2YmBj1/3/55RdmzZqlUZTPxsZGo39WVhYWFhaFjpuT4V9f5HK5RoG34iIkJIS33nqLL7/8kt69eyOTyQgLC2Pfvn3qPvb29tjb2xe7LIKSRUz5BcWOu7u7+uXo6KiuXOnu7k56ejqVK1dm69atdOzYEWtra3788Ufi4+MZMGAA1atXx9bWlkaNGvHzzz9rjJt3yu/j48OXX37J8OHDcXBwoEaNGnz33Xfq83mn/AcPHkQmk7Fv3z5atGiBra0tbdu21arA+vnnn+Pq6oqDgwMjR45k+vTpBU7X//rrL9q1a8eUKVPw9fWlXr169OnTh2XLlqn75J3y563sKZPJ8PHxUZ8PCwujV69e2Nvb4+bmxuDBg3n48KH+vwRBiSAUqqBMMG3aNCZMmMDVq1cJDAwkPT2d5s2b89dff3H58mXeffddBg8ezKlTpwocZ/HixbRo0YLz588zduxYxowZw3///VfgNZ988gmLFy/m7NmzmJubM3z4cPW5zZs388UXX7BgwQLOnTtHjRo1WLVqVYHjubu7c+XKFS5fvqz388fExKhfN27coE6dOrz00kvqcx06dKBp06acPXuWXbt2cf/+ffr166f3+IISosj5qQQCI1i/fr3k6OioPo6IiJAAaenSpYVe26tXL2ny5Mnq47zp57y9vaVBgwapj5VKpeTq6iqtWrVK417nz5+XJOlZ6sOQkBD1NX///bcESGlpaZIkSVLr1q2lcePGacjx4osv5luJU5IkKTk5WerVq5cESN7e3lL//v2ltWvXSunp6eo++VXzVCqV0muvvSY1b95cnR925syZUvfu3TX6RUdHS4AUHh6erxyCkkdYqIIyQYsWLTSOFQoFX3zxBY0bN8bZ2Rl7e3v27NlDVFRUgeM0btxY/f+cpYW4uDi9r/Hw8ABQXxMeHk6rVq00+uc9zoudnR1///03N27cYMaMGdjb2zN58mRatWpFampqgdd+/PHHnDhxgt9++029tnzu3DkOHDigXne1t7enfv36ANy8ebPA8QQli9iUEpQJ7OzsNI4XL17M119/zdKlS2nUqBF2dnZMmjSJzMzMAsfJu5klk8lQKpV6X5PjkZD7Gl1F4PShdu3a1K5dm5EjR/LJJ59Qr149fvnlF9555x2d/X/88Ue+/vprDh48qFFjS6lUEhQUxIIFC7SuyfkCEJQNhEIVlEmOHDnCq6++yqBBgwCVUrl+/ToNGjQoUTl8fX05ffo0gwcPVredPXu2yOP4+Phga2tLSkqKzvMnTpxg5MiRrF69Wl3NM4eAgAC2bduGj49Psbt7CYxDTPkFZZI6deqwd+9ejh8/ztWrV3nvvfeMqklvKOPHj2ft2rVs3LiR69ev8/nnn3Px4sUCfWvnzJnD1KlTOXjwIBEREZw/f57hw4eTlZVFt27dtPrHxsby2muv8dZbbxEYGEhsbCyxsbE8ePAAgHHjxvHo0SMGDBjA6dOnuXXrFnv27GH48OEoFIpie3ZB0REKVVAmmTlzJgEBAQQGBtKxY0fc3d3p06dPicsxcOBAPvroIz788EMCAgKIiIhg2LBhBda279ChA7du3WLIkCHUr1+fnj17Ehsby549e/D19dXq/99//3H//n02btyIh4eH+tWyZUsAPD09OXbsGAqFgsDAQPz9/Zk4cSKOjo6YmYmPcFlCREoJBEWkW7duuLu7s2nTptIWRVDGEAsyAkEBpKam8u233xIYGIhcLufnn38mJCREo867QJCDsFAFggJIS0sjKCiI0NBQMjIy8PX1ZcaMGfTt27e0RROUQYRCFQgEAhMhVrQFAoHARAiFKhAIBCZCKFSBQCAwEUKhCgQCgYkQClUgEAhMhFCoAoFAYCKEQhUIBAITIRSqQCAQmAihUAUCgcBE/D/OAvzntxViEwAAAABJRU5ErkJggg==", + "image/png": 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", "text/plain": [ "
" ] @@ -445,7 +691,7 @@ "source": [ "fig, ax = plt.subplots(figsize=(3.5, 2.5))\n", "\n", - "for gid, group in all_results.query('d==0.02').groupby('sampling_method'):\n", + "for gid, group in subset.groupby('sampling_method'):\n", " ax.plot(group['size'], group['vib_mae'], '--o', label=gid)\n", " \n", "ax.legend()\n", @@ -460,7 +706,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "id": "7dc273cc-6b8e-47a9-8f58-31bd385368da", "metadata": { "tags": [] @@ -468,7 +714,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -480,7 +726,7 @@ "source": [ "fig, ax = plt.subplots(figsize=(3.5, 2.5))\n", "\n", - "for gid, group in all_results.query('d==0.02').groupby('sampling_method'):\n", + "for gid, group in subset.groupby('sampling_method'):\n", " ax.plot(group['size'], group['zpe_error'].abs(), '--o', label=gid)\n", " \n", "ax.legend()\n", @@ -512,7 +758,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "id": "edbf9938-54b0-4182-b9e2-8de6ec96404e", "metadata": { "tags": [] @@ -524,7 +770,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "id": "b0e1309b-a6dd-4728-9583-e8ec5d8a765e", "metadata": { "tags": [] @@ -532,7 +778,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -569,24 +815,24 @@ "id": "0ee09462-b4e4-4a3a-9f14-dea85668da0b", "metadata": {}, "source": [ - "Heat capacity does not seem affected much by choice of sampling? " + "Evaluate the enthalpy differences" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "id": "bc042000-02a6-4b07-ade7-849c74a4fadf", "metadata": { "tags": [] }, "outputs": [], "source": [ - "best_model = best_strategy.query('d==0.02').sort_values('size').tail().iloc[0]" + "best_model = best_strategy.query('d==0.01').sort_values('size').tail().iloc[0]" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "id": "137b0999-98fe-414b-ae6c-c7c39f37314a", "metadata": { "tags": [] @@ -595,16 +841,16 @@ { "data": { "text/plain": [ - "Text(0, 0.5, '$C_p$ (kcal/mol/K)')" + "Text(0, 0.5, '$H$ (kcal/mol)')" ] }, - "execution_count": 15, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -616,17 +862,18 @@ "source": [ "fig, ax = plt.subplots(figsize=(3.5, 2.5))\n", "\n", - "ax.plot(best_model['temps'], best_model['cp'], 'r', label='Approx')\n", - "ax.plot(best_model['temps'], np.add(best_model['cp'], best_model['cp_error']), '--k', label='True')\n", + "ax.plot(best_model['temps'], best_model['h'], 'r', label='Approx')\n", + "ax.plot(best_model['temps'], np.add(best_model['h'], best_model['h_error']), '--k', label='True')\n", "\n", + "ax.legend()\n", "ax.set_xlabel('Temp (K)')\n", - "ax.set_ylabel('$C_p$ (kcal/mol/K)')" + "ax.set_ylabel('$H$ (kcal/mol)')" ] }, { "cell_type": "code", "execution_count": null, - "id": "006aa472-9383-4127-a934-2b5377d65c3c", + "id": "95680e61-587f-4cff-937b-583196fe6193", "metadata": {}, "outputs": [], "source": []