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inodb/concoct_mock_mgcov

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concoct_mock_mgcov
{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd\n",
"pd.set_option('display.max_rows', 500)\n",
"pd.options.display.max_colwidth = 200\n",
"rcParams['figure.figsize'] = 16, 12\n",
"rcParams['figure.dpi'] = 100\n",
"rcParams['savefig.dpi'] = 100"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 60
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"mgcov1 = pd.read_csv(\"NewMock1/out_31/mummer/metagenome-coverage.1000.tsv\", sep=\"\\t\").sort(\"genome\").reset_index(drop=True)\n",
"mgcov1"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>genome</th>\n",
" <th>length</th>\n",
" <th>contig_cov</th>\n",
" <th>contig_cov_percentage</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0 </th>\n",
" <td> gi|116334879|ref|NC_008499.1|_Lactobacillus_brevis_ATCC_367_plasmid_2,_complete_sequence</td>\n",
" <td> 2340228</td>\n",
" <td> 2310762</td>\n",
" <td> 98.74</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1 </th>\n",
" <td> gi|150002608|ref|NC_009614.1|_Bacteroides_vulgatus_ATCC_8482_chromosome,_complete_genome</td>\n",
" <td> 5163189</td>\n",
" <td> 4996950</td>\n",
" <td> 96.78</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2 </th>\n",
" <td> gi|15829254|ref|NC_002695.1|Escherichia_coli_O157:H7_str.Sakai_chromosome+plasmids,complete_genome</td>\n",
" <td> 5594477</td>\n",
" <td> 1292593</td>\n",
" <td> 23.10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3 </th>\n",
" <td> gi|187734516|ref|NC_010655.1|_Akkermansia_muciniphila_ATCC_BAA-835_chromosome,_complete_genome</td>\n",
" <td> 2664102</td>\n",
" <td> 2639134</td>\n",
" <td> 99.06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4 </th>\n",
" <td> gi|215485161|ref|NC_011601.1|Escherichia_coli_O127:H6_str.E2348/69_chromosome+plasmids,complete_genome</td>\n",
" <td> 5069678</td>\n",
" <td> 1101747</td>\n",
" <td> 21.73</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5 </th>\n",
" <td> gi|238922432|ref|NC_012781.1|_Eubacterium_rectale_ATCC_33656,_complete_genome</td>\n",
" <td> 3449685</td>\n",
" <td> 3301992</td>\n",
" <td> 95.72</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6 </th>\n",
" <td> gi|29611500|ref|NC_004703.1|_Bacteroides_thetaiotaomicron_VPI-5482_plasmid_p5482,_complete_sequence</td>\n",
" <td> 6293399</td>\n",
" <td> 6126397</td>\n",
" <td> 97.35</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7 </th>\n",
" <td> gi|312132275|ref|NC_014656.1|_Bifidobacterium_longum_subsp._longum_BBMN68_chromosome,_complete_genome</td>\n",
" <td> 2265943</td>\n",
" <td> 2154030</td>\n",
" <td> 95.06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8 </th>\n",
" <td> gi|317054731|ref|NC_014833.1|_Ruminococcus_albus_7_chromosome,_complete_genome</td>\n",
" <td> 4482087</td>\n",
" <td> 4336819</td>\n",
" <td> 96.76</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9 </th>\n",
" <td> gi|319899888|ref|NC_014933.1|_Bacteroides_helcogenes_P_36-108_chromosome,_complete_genome</td>\n",
" <td> 3998906</td>\n",
" <td> 3750249</td>\n",
" <td> 93.78</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td> gi|324959701|ref|NC_015166.1|_Bacteroides_salanitronis_DSM_18170_plasmid_pBACSA03,_complete_sequence</td>\n",
" <td> 4308663</td>\n",
" <td> 4041904</td>\n",
" <td> 93.81</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td> gi|347530298|ref|NC_015977.1|_Roseburia_hominis_A2-183_chromosome,_complete_genome</td>\n",
" <td> 3592125</td>\n",
" <td> 3029300</td>\n",
" <td> 84.33</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td> gi|375356399|ref|NC_016776.1|_Bacteroides_fragilis_638R,_complete_genome</td>\n",
" <td> 5373121</td>\n",
" <td> 5206469</td>\n",
" <td> 96.90</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td> gi|383843669|ref|NC_017179.1|_Clostridium_difficile_BI1,_complete_genome</td>\n",
" <td> 4464699</td>\n",
" <td> 4148106</td>\n",
" <td> 92.91</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td> gi|397698507|ref|NC_018223.1|_Enterococcus_faecalis_D32_plasmid_EFD32pB,_complete_sequence</td>\n",
" <td> 3062505</td>\n",
" <td> 2959733</td>\n",
" <td> 96.64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td> gi|407479587|ref|NC_018658.1|Escherichia_coli_O104:H4_str._2011C-3493_chromosome+plasmids,complete_genome</td>\n",
" <td> 5437407</td>\n",
" <td> 1247026</td>\n",
" <td> 22.93</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td> gi|410023236|ref|NC_018937.1|_Helicobacter_pylori_Rif1_chromosome,_complete_genome</td>\n",
" <td> 1667841</td>\n",
" <td> 1642153</td>\n",
" <td> 98.46</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td> gi|479208076|ref|NC_021042.1|_Faecalibacterium_prausnitzii_L2-6,_complete_genome</td>\n",
" <td> 3248271</td>\n",
" <td> 2997802</td>\n",
" <td> 92.29</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td> gi|556503834|ref|NC_000913.3|Escherichia_coli_str._K-12_substr._MG1655,complete_genome</td>\n",
" <td> 4641652</td>\n",
" <td> 2833820</td>\n",
" <td> 61.05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td> gi|91209055|ref|NC_007946.1|Escherichia_coli_UTI89_chromosome+plasmid,complete_genome</td>\n",
" <td> 5179971</td>\n",
" <td> 1248460</td>\n",
" <td> 24.10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td> metagenome</td>\n",
" <td> 82297949</td>\n",
" <td> 61365446</td>\n",
" <td> 74.56</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>21 rows \u00d7 4 columns</p>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 61,
"text": [
" genome \\\n",
"0 gi|116334879|ref|NC_008499.1|_Lactobacillus_brevis_ATCC_367_plasmid_2,_complete_sequence \n",
"1 gi|150002608|ref|NC_009614.1|_Bacteroides_vulgatus_ATCC_8482_chromosome,_complete_genome \n",
"2 gi|15829254|ref|NC_002695.1|Escherichia_coli_O157:H7_str.Sakai_chromosome+plasmids,complete_genome \n",
"3 gi|187734516|ref|NC_010655.1|_Akkermansia_muciniphila_ATCC_BAA-835_chromosome,_complete_genome \n",
"4 gi|215485161|ref|NC_011601.1|Escherichia_coli_O127:H6_str.E2348/69_chromosome+plasmids,complete_genome \n",
"5 gi|238922432|ref|NC_012781.1|_Eubacterium_rectale_ATCC_33656,_complete_genome \n",
"6 gi|29611500|ref|NC_004703.1|_Bacteroides_thetaiotaomicron_VPI-5482_plasmid_p5482,_complete_sequence \n",
"7 gi|312132275|ref|NC_014656.1|_Bifidobacterium_longum_subsp._longum_BBMN68_chromosome,_complete_genome \n",
"8 gi|317054731|ref|NC_014833.1|_Ruminococcus_albus_7_chromosome,_complete_genome \n",
"9 gi|319899888|ref|NC_014933.1|_Bacteroides_helcogenes_P_36-108_chromosome,_complete_genome \n",
"10 gi|324959701|ref|NC_015166.1|_Bacteroides_salanitronis_DSM_18170_plasmid_pBACSA03,_complete_sequence \n",
"11 gi|347530298|ref|NC_015977.1|_Roseburia_hominis_A2-183_chromosome,_complete_genome \n",
"12 gi|375356399|ref|NC_016776.1|_Bacteroides_fragilis_638R,_complete_genome \n",
"13 gi|383843669|ref|NC_017179.1|_Clostridium_difficile_BI1,_complete_genome \n",
"14 gi|397698507|ref|NC_018223.1|_Enterococcus_faecalis_D32_plasmid_EFD32pB,_complete_sequence \n",
"15 gi|407479587|ref|NC_018658.1|Escherichia_coli_O104:H4_str._2011C-3493_chromosome+plasmids,complete_genome \n",
"16 gi|410023236|ref|NC_018937.1|_Helicobacter_pylori_Rif1_chromosome,_complete_genome \n",
"17 gi|479208076|ref|NC_021042.1|_Faecalibacterium_prausnitzii_L2-6,_complete_genome \n",
"18 gi|556503834|ref|NC_000913.3|Escherichia_coli_str._K-12_substr._MG1655,complete_genome \n",
"19 gi|91209055|ref|NC_007946.1|Escherichia_coli_UTI89_chromosome+plasmid,complete_genome \n",
"20 metagenome \n",
"\n",
" length contig_cov contig_cov_percentage \n",
"0 2340228 2310762 98.74 \n",
"1 5163189 4996950 96.78 \n",
"2 5594477 1292593 23.10 \n",
"3 2664102 2639134 99.06 \n",
"4 5069678 1101747 21.73 \n",
"5 3449685 3301992 95.72 \n",
"6 6293399 6126397 97.35 \n",
"7 2265943 2154030 95.06 \n",
"8 4482087 4336819 96.76 \n",
"9 3998906 3750249 93.78 \n",
"10 4308663 4041904 93.81 \n",
"11 3592125 3029300 84.33 \n",
"12 5373121 5206469 96.90 \n",
"13 4464699 4148106 92.91 \n",
"14 3062505 2959733 96.64 \n",
"15 5437407 1247026 22.93 \n",
"16 1667841 1642153 98.46 \n",
"17 3248271 2997802 92.29 \n",
"18 4641652 2833820 61.05 \n",
"19 5179971 1248460 24.10 \n",
"20 82297949 61365446 74.56 \n",
"\n",
"[21 rows x 4 columns]"
]
}
],
"prompt_number": 61
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"mgcov2 = pd.read_csv(\"NewMock2/out_31/mummer/metagenome-coverage.1000.tsv\", sep=\"\\t\").sort('genome').reset_index(drop=True)\n",
"mgcov2"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>genome</th>\n",
" <th>length</th>\n",
" <th>contig_cov</th>\n",
" <th>contig_cov_percentage</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0 </th>\n",
" <td> gi|10954629|ref|NC_001399.1|_Ralstonia_solanacearum_M4S_plasmid_pJTPS1,_complete_sequence</td>\n",
" <td> 7768018</td>\n",
" <td> 7690464</td>\n",
" <td> 99.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1 </th>\n",
" <td> gi|110801439|ref|NC_008262.1|_Clostridium_perfringens_SM101_chromosome,_complete_genome</td>\n",
" <td> 2960088</td>\n",
" <td> 1358902</td>\n",
" <td> 45.91</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2 </th>\n",
" <td> gi|119025018|ref|NC_008618.1|_Bifidobacterium_adolescentis_ATCC_15703_chromosome,_complete_genome</td>\n",
" <td> 2089644</td>\n",
" <td> 2056718</td>\n",
" <td> 98.42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3 </th>\n",
" <td> gi|150002608|ref|NC_009614.1|_Bacteroides_vulgatus_ATCC_8482_chromosome,_complete_genome</td>\n",
" <td> 5163189</td>\n",
" <td> 5028434</td>\n",
" <td> 97.39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4 </th>\n",
" <td> gi|150006674|ref|NC_009615.1|_Parabacteroides_distasonis_ATCC_8503_chromosome,_complete_genome</td>\n",
" <td> 4811379</td>\n",
" <td> 3068816</td>\n",
" <td> 63.78</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5 </th>\n",
" <td> gi|150014892|ref|NC_009617.1|_Clostridium_beijerinckii_NCIMB_8052_chromosome,_complete_genome</td>\n",
" <td> 6000632</td>\n",
" <td> 171482</td>\n",
" <td> 2.86</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6 </th>\n",
" <td> gi|152979768|ref|NC_009659.1|_Janthinobacterium_sp._Marseille_chromosome,_complete_genome</td>\n",
" <td> 4110251</td>\n",
" <td> 3861589</td>\n",
" <td> 93.95</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7 </th>\n",
" <td> gi|160878162|ref|NC_010001.1|_Clostridium_phytofermentans_ISDg_chromosome,_complete_genome</td>\n",
" <td> 4847594</td>\n",
" <td> 4008088</td>\n",
" <td> 82.68</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8 </th>\n",
" <td> gi|162446888|ref|NC_010163.1|_Acholeplasma_laidlawii_PG-8A_chromosome,_complete_genome</td>\n",
" <td> 1496992</td>\n",
" <td> 1492676</td>\n",
" <td> 99.71</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9 </th>\n",
" <td> gi|170780462|ref|NC_010407.1|_Clavibacter_michiganensis_subsp._sepedonicus_chromosome,_complete_genome</td>\n",
" <td> 3403786</td>\n",
" <td> 1837523</td>\n",
" <td> 53.98</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10 </th>\n",
" <td> gi|187734516|ref|NC_010655.1|_Akkermansia_muciniphila_ATCC_BAA-835_chromosome,_complete_genome</td>\n",
" <td> 2664102</td>\n",
" <td> 2639751</td>\n",
" <td> 99.09</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11 </th>\n",
" <td> gi|188993864|ref|NC_010729.1|_Porphyromonas_gingivalis_ATCC_33277,_complete_genome</td>\n",
" <td> 2354886</td>\n",
" <td> 498984</td>\n",
" <td> 21.19</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12 </th>\n",
" <td> gi|194246403|ref|NC_011047.1|_Candidatus_Phytoplasma_mali_chromosome,_complete_genome</td>\n",
" <td> 601943</td>\n",
" <td> 519575</td>\n",
" <td> 86.32</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13 </th>\n",
" <td> gi|19703352|ref|NC_003454.1|_Fusobacterium_nucleatum_subsp._nucleatum_ATCC_25586_chromosome,_complete_genome</td>\n",
" <td> 2174499</td>\n",
" <td> 2114148</td>\n",
" <td> 97.22</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14 </th>\n",
" <td> gi|220927459|ref|NC_011898.1|_Clostridium_cellulolyticum_H10_chromosome,_complete_genome</td>\n",
" <td> 4068724</td>\n",
" <td> 3935455</td>\n",
" <td> 96.72</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15 </th>\n",
" <td> gi|226309587|ref|NC_012491.1|_Brevibacillus_brevis_NBRC_100599,_complete_genome</td>\n",
" <td> 6296436</td>\n",
" <td> 5224086</td>\n",
" <td> 82.97</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16 </th>\n",
" <td> gi|237806776|ref|NC_012691.1|_Tolumonas_auensis_DSM_9187_chromosome,_complete_genome</td>\n",
" <td> 3471292</td>\n",
" <td> 3409342</td>\n",
" <td> 98.22</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17 </th>\n",
" <td> gi|238915976|ref|NC_012778.1|_Eubacterium_eligens_ATCC_27750_chromosome,_complete_genome</td>\n",
" <td> 2831389</td>\n",
" <td> 2765263</td>\n",
" <td> 97.66</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18 </th>\n",
" <td> gi|238922432|ref|NC_012781.1|_Eubacterium_rectale_ATCC_33656,_complete_genome</td>\n",
" <td> 3449685</td>\n",
" <td> 1786756</td>\n",
" <td> 51.79</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19 </th>\n",
" <td> gi|255529916|ref|NC_013061.1|_Pedobacter_heparinus_DSM_2366_chromosome,_complete_genome</td>\n",
" <td> 5167383</td>\n",
" <td> 4276092</td>\n",
" <td> 82.75</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20 </th>\n",
" <td> gi|257074450|ref|NC_013190.1|_Candidatus_Accumulibacter_phosphatis_clade_IIA_str._UW-1_plasmid_pAph02,_complete_sequence</td>\n",
" <td> 5306133</td>\n",
" <td> 5085052</td>\n",
" <td> 95.83</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21 </th>\n",
" <td> gi|258513366|ref|NC_013216.1|_Desulfotomaculum_acetoxidans_DSM_771_chromosome,_complete_genome</td>\n",
" <td> 4545624</td>\n",
" <td> 262225</td>\n",
" <td> 5.77</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22 </th>\n",
" <td> gi|260685375|ref|NC_013316.1|_Clostridium_difficile_R20291_chromosome,_complete_genome</td>\n",
" <td> 4191139</td>\n",
" <td> 3874883</td>\n",
" <td> 92.45</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23 </th>\n",
" <td> gi|269797069|ref|NC_013520.1|_Veillonella_parvula_DSM_2008_chromosome,_complete_genome</td>\n",
" <td> 2132142</td>\n",
" <td> 2056013</td>\n",
" <td> 96.43</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24 </th>\n",
" <td> gi|284047386|ref|NC_013740.1|_Acidaminococcus_fermentans_DSM_20731_chromosome,_complete_genome</td>\n",
" <td> 2329769</td>\n",
" <td> 2281398</td>\n",
" <td> 97.92</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25 </th>\n",
" <td> gi|291464753|ref|NC_007971.2|_Cupriavidus_metallidurans_CH34_plasmid_pMOL30,_complete_sequence</td>\n",
" <td> 6913352</td>\n",
" <td> 13617</td>\n",
" <td> 0.20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26 </th>\n",
" <td> gi|29611500|ref|NC_004703.1|_Bacteroides_thetaiotaomicron_VPI-5482_plasmid_p5482,_complete_sequence</td>\n",
" <td> 6293399</td>\n",
" <td> 5002147</td>\n",
" <td> 79.48</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27 </th>\n",
" <td> gi|300309346|ref|NC_014323.1|_Herbaspirillum_seropedicae_SmR1_chromosome,_complete_genome</td>\n",
" <td> 5513887</td>\n",
" <td> 5078335</td>\n",
" <td> 92.10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28 </th>\n",
" <td> gi|302344773|ref|NC_014370.1|_Prevotella_melaninogenica_ATCC_25845_chromosome_I,_complete_sequence</td>\n",
" <td> 3168282</td>\n",
" <td> 3138852</td>\n",
" <td> 99.07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29 </th>\n",
" <td> gi|302381116|ref|NC_014375.1|_Brevundimonas_subvibrioides_ATCC_15264_chromosome,_complete_genome</td>\n",
" <td> 3445263</td>\n",
" <td> 3437602</td>\n",
" <td> 99.78</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30 </th>\n",
" <td> gi|302384444|ref|NC_014376.1|_Clostridium_saccharolyticum_WM1_chromosome,_complete_genome</td>\n",
" <td> 4662871</td>\n",
" <td> 4610775</td>\n",
" <td> 98.88</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31 </th>\n",
" <td> gi|302872922|ref|NC_014393.1|_Clostridium_cellulovorans_743B_chromosome,_complete_genome</td>\n",
" <td> 5262222</td>\n",
" <td> 4307359</td>\n",
" <td> 81.85</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32 </th>\n",
" <td> gi|310657316|ref|NC_014614.1|_[Clostridium]_sticklandii,_complete_genome</td>\n",
" <td> 2715461</td>\n",
" <td> 2276132</td>\n",
" <td> 83.82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33 </th>\n",
" <td> gi|313202490|ref|NC_014734.1|_Paludibacter_propionicigenes_WB4_chromosome,_complete_genome</td>\n",
" <td> 3685504</td>\n",
" <td> 3479023</td>\n",
" <td> 94.40</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34 </th>\n",
" <td> gi|315121750|ref|NC_014774.1|_Candidatus_Liberibacter_solanacearum_CLso-ZC1_chromosome,_complete_genome</td>\n",
" <td> 1258277</td>\n",
" <td> 1219186</td>\n",
" <td> 96.89</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35 </th>\n",
" <td> gi|315499382|ref|NC_014817.1|_Asticcacaulis_excentricus_CB_48_chromosome_2,_complete_sequence</td>\n",
" <td> 4308776</td>\n",
" <td> 4275201</td>\n",
" <td> 99.22</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36 </th>\n",
" <td> gi|317054731|ref|NC_014833.1|_Ruminococcus_albus_7_chromosome,_complete_genome</td>\n",
" <td> 4482087</td>\n",
" <td> 904454</td>\n",
" <td> 20.18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37 </th>\n",
" <td> gi|317131008|ref|NC_014828.1|_Ethanoligenens_harbinense_YUAN-3_chromosome,_complete_genome</td>\n",
" <td> 3008576</td>\n",
" <td> 2894685</td>\n",
" <td> 96.21</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38 </th>\n",
" <td> gi|319899888|ref|NC_014933.1|_Bacteroides_helcogenes_P_36-108_chromosome,_complete_genome</td>\n",
" <td> 3998906</td>\n",
" <td> 3284908</td>\n",
" <td> 82.15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39 </th>\n",
" <td> gi|325102757|ref|NC_015177.1|_Pedobacter_saltans_DSM_12145_chromosome,_complete_genome</td>\n",
" <td> 4635236</td>\n",
" <td> 4604639</td>\n",
" <td> 99.34</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40 </th>\n",
" <td> gi|325278757|ref|NC_015160.1|_Odoribacter_splanchnicus_DSM_20712_chromosome,_complete_genome</td>\n",
" <td> 4392288</td>\n",
" <td> 4311799</td>\n",
" <td> 98.17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41 </th>\n",
" <td> gi|326797444|ref|NC_015277.1|_Sphingobacterium_sp._21_chromosome,_complete_genome</td>\n",
" <td> 6226409</td>\n",
" <td> 2079082</td>\n",
" <td> 33.39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42 </th>\n",
" <td> gi|327312315|ref|NC_015311.1|_Prevotella_denticola_F0289_chromosome,_complete_genome</td>\n",
" <td> 2937589</td>\n",
" <td> 2797059</td>\n",
" <td> 95.22</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43 </th>\n",
" <td> gi|328954613|ref|NC_015389.1|_Coriobacterium_glomerans_PW2_chromosome,_complete_genome</td>\n",
" <td> 2115681</td>\n",
" <td> 2069524</td>\n",
" <td> 97.82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44 </th>\n",
" <td> gi|330837866|ref|NC_015437.1|_Selenomonas_sputigena_ATCC_35185_chromosome,_complete_genome</td>\n",
" <td> 2568361</td>\n",
" <td> 2513393</td>\n",
" <td> 97.86</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45 </th>\n",
" <td> gi|331703020|ref|NC_015431.1|_Mycoplasma_mycoides_subsp._capri_LC_str._95010,_complete_genome</td>\n",
" <td> 1155838</td>\n",
" <td> 1100319</td>\n",
" <td> 95.20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46 </th>\n",
" <td> gi|332159624|ref|NC_015224.1|_Yersinia_enterocolitica_subsp._palearctica_105.5R(r)_chromosome,_complete_genome</td>\n",
" <td> 4621808</td>\n",
" <td> 4499124</td>\n",
" <td> 97.35</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47 </th>\n",
" <td> gi|339441064|ref|NC_015737.1|_Clostridium_sp._SY8519,_complete_genome</td>\n",
" <td> 2835737</td>\n",
" <td> 2765919</td>\n",
" <td> 97.54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48 </th>\n",
" <td> gi|340620745|ref|NC_015845.1|_Enterococcus_hirae_ATCC_9790_plasmid_pTG9790,_complete_sequence</td>\n",
" <td> 2856406</td>\n",
" <td> 2817280</td>\n",
" <td> 98.63</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49 </th>\n",
" <td> gi|342162671|ref|NC_015875.1|_Streptococcus_pseudopneumoniae_IS7493_chromosome,_complete_genome</td>\n",
" <td> 2195458</td>\n",
" <td> 1925761</td>\n",
" <td> 87.72</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50 </th>\n",
" <td> gi|34539880|ref|NC_002950.2|_Porphyromonas_gingivalis_W83_chromosome,_complete_genome</td>\n",
" <td> 2343476</td>\n",
" <td> 2113091</td>\n",
" <td> 90.17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51 </th>\n",
" <td> gi|345428590|ref|NC_015964.1|_Haemophilus_parainfluenzae_T3T1,_complete_genome</td>\n",
" <td> 2086875</td>\n",
" <td> 2061145</td>\n",
" <td> 98.77</td>\n",
" </tr>\n",
" <tr>\n",
" <th>52 </th>\n",
" <td> gi|348025247|ref|NC_015873.1|_Megasphaera_elsdenii_DSM_20460,_complete_genome</td>\n",
" <td> 2464883</td>\n",
" <td> 2387153</td>\n",
" <td> 96.85</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53 </th>\n",
" <td> gi|349703191|ref|NC_016046.1|_Oscillibacter_valericigenes_Sjm18-20_plasmid_pOBV01,_complete_sequence</td>\n",
" <td> 4470622</td>\n",
" <td> 4222733</td>\n",
" <td> 94.46</td>\n",
" </tr>\n",
" <tr>\n",
" <th>54 </th>\n",
" <td> gi|352516173|ref|NC_016052.1|_Tetragenococcus_halophilus_NBRC_12172,_complete_genome</td>\n",
" <td> 2562720</td>\n",
" <td> 2468156</td>\n",
" <td> 96.31</td>\n",
" </tr>\n",
" <tr>\n",
" <th>55 </th>\n",
" <td> gi|352683411|ref|NC_016077.1|_Acidaminococcus_intestini_RyC-MR95_chromosome,_complete_genome</td>\n",
" <td> 2487765</td>\n",
" <td> 2433673</td>\n",
" <td> 97.83</td>\n",
" </tr>\n",
" <tr>\n",
" <th>56 </th>\n",
" <td> gi|374294493|ref|NC_016627.1|_Clostridium_clariflavum_DSM_19732_chromosome,_complete_genome</td>\n",
" <td> 4897678</td>\n",
" <td> 4618140</td>\n",
" <td> 94.29</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57 </th>\n",
" <td> gi|374307319|ref|NC_016630.1|_Filifactor_alocis_ATCC_35896_chromosome,_complete_genome</td>\n",
" <td> 1931012</td>\n",
" <td> 1886370</td>\n",
" <td> 97.69</td>\n",
" </tr>\n",
" <tr>\n",
" <th>58 </th>\n",
" <td> gi|375253814|ref|NC_016610.1|_Tannerella_forsythia_ATCC_43037_chromosome,_complete_genome</td>\n",
" <td> 3405521</td>\n",
" <td> 3330640</td>\n",
" <td> 97.80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59 </th>\n",
" <td> gi|376259380|ref|NC_016791.1|_Clostridium_sp._BNL1100_chromosome,_complete_genome</td>\n",
" <td> 4613747</td>\n",
" <td> 4520785</td>\n",
" <td> 97.99</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60 </th>\n",
" <td> gi|383760671|ref|NC_017077.1|_Selenomonas_ruminantium_subsp._lactilytica_TAM6421_plasmid_pSRC7,_complete_sequence</td>\n",
" <td> 3631933</td>\n",
" <td> 8412</td>\n",
" <td> 0.23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>61 </th>\n",
" <td> gi|385777386|ref|NC_017304.1|_Clostridium_thermocellum_DSM_1313_chromosome,_complete_genome</td>\n",
" <td> 3561619</td>\n",
" <td> 1714294</td>\n",
" <td> 48.13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>62 </th>\n",
" <td> gi|386085705|ref|NC_017563.1|_Streptococcus_thermophilus_ND03_chromosome,_complete_genome</td>\n",
" <td> 1831949</td>\n",
" <td> 1784099</td>\n",
" <td> 97.39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63 </th>\n",
" <td> gi|386348020|ref|NC_017584.1|_Rhodospirillum_rubrum_F11_chromosome,_complete_genome</td>\n",
" <td> 4352814</td>\n",
" <td> 4133213</td>\n",
" <td> 94.95</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64 </th>\n",
" <td> gi|387132089|ref|NC_017861.1|_Prevotella_intermedia_17_chromosome_chromosome_II,_complete_sequence</td>\n",
" <td> 2699437</td>\n",
" <td> 2227760</td>\n",
" <td> 82.53</td>\n",
" </tr>\n",
" <tr>\n",
" <th>65 </th>\n",
" <td> gi|387816237|ref|NC_017299.1|_Clostridium_botulinum_H04402_065,_complete_genome</td>\n",
" <td> 3919740</td>\n",
" <td> 3874809</td>\n",
" <td> 98.85</td>\n",
" </tr>\n",
" <tr>\n",
" <th>66 </th>\n",
" <td> gi|387878539|ref|NC_017905.1|_Streptococcus_parasanguinis_FW213_chromosome,_complete_genome</td>\n",
" <td> 2171601</td>\n",
" <td> 2074478</td>\n",
" <td> 95.53</td>\n",
" </tr>\n",
" <tr>\n",
" <th>67 </th>\n",
" <td> gi|390945347|ref|NC_018011.1|_Alistipes_finegoldii_DSM_17242_chromosome,_complete_genome</td>\n",
" <td> 3734239</td>\n",
" <td> 3381390</td>\n",
" <td> 90.55</td>\n",
" </tr>\n",
" <tr>\n",
" <th>68 </th>\n",
" <td> gi|407472532|ref|NC_018664.1|_Clostridium_acidurici_9a_chromosome,_complete_genome</td>\n",
" <td> 3108248</td>\n",
" <td> 3068452</td>\n",
" <td> 98.72</td>\n",
" </tr>\n",
" <tr>\n",
" <th>69 </th>\n",
" <td> gi|407702824|ref|NC_018689.1|_Bacillus_thuringiensis_MC28_plasmid_pMC429,_complete_sequence</td>\n",
" <td> 6694533</td>\n",
" <td> 6248869</td>\n",
" <td> 93.34</td>\n",
" </tr>\n",
" <tr>\n",
" <th>70 </th>\n",
" <td> gi|409101469|ref|NC_018867.1|_Dehalobacter_sp._CF_chromosome,_complete_genome</td>\n",
" <td> 3092048</td>\n",
" <td> 2910039</td>\n",
" <td> 94.11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>71 </th>\n",
" <td> gi|427740400|ref|NC_019679.1|_Rivularia_sp._PCC_7116_plasmid_pRIV7116.01,_complete_sequence</td>\n",
" <td> 8728773</td>\n",
" <td> 120850</td>\n",
" <td> 1.38</td>\n",
" </tr>\n",
" <tr>\n",
" <th>72 </th>\n",
" <td> gi|431792069|ref|NC_019903.1|_Desulfitobacterium_dichloroeliminans_LMG_P-21439_chromosome,_complete_genome</td>\n",
" <td> 3624449</td>\n",
" <td> 3527526</td>\n",
" <td> 97.33</td>\n",
" </tr>\n",
" <tr>\n",
" <th>73 </th>\n",
" <td> gi|431795410|ref|NC_019904.1|_Echinicola_vietnamensis_DSM_17526_chromosome,_complete_genome</td>\n",
" <td> 5608040</td>\n",
" <td> 5533721</td>\n",
" <td> 98.67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>74 </th>\n",
" <td> gi|434408147|ref|NC_019758.1|_Cylindrospermum_stagnale_PCC_7417_plasmid_pCYLST.03,_complete_sequence</td>\n",
" <td> 7610389</td>\n",
" <td> 7380883</td>\n",
" <td> 96.98</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75 </th>\n",
" <td> gi|472465460|ref|NC_020887.1|_Clostridium_stercorarium_subsp._stercorarium_DSM_8532,_complete_genome</td>\n",
" <td> 2969999</td>\n",
" <td> 188471</td>\n",
" <td> 6.35</td>\n",
" </tr>\n",
" <tr>\n",
" <th>76 </th>\n",
" <td> gi|479133135|ref|NC_017175.1|_Clostridium_difficile_M68,_complete_genome</td>\n",
" <td> 4306425</td>\n",
" <td> 59064</td>\n",
" <td> 1.37</td>\n",
" </tr>\n",
" <tr>\n",
" <th>77 </th>\n",
" <td> gi|479136967|ref|NC_021009.1|_Coprococcus_catus_GD/7_draft_genome</td>\n",
" <td> 3463414</td>\n",
" <td> 2888119</td>\n",
" <td> 83.39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>78 </th>\n",
" <td> gi|479146200|ref|NC_021012.1|_Roseburia_intestinalis_XB6B4_draft_genome</td>\n",
" <td> 4164855</td>\n",
" <td> 3906856</td>\n",
" <td> 93.81</td>\n",
" </tr>\n",
" <tr>\n",
" <th>79 </th>\n",
" <td> gi|479150083|ref|NC_021013.1|_Ruminococcus_bromii_L2-63_draft_genome</td>\n",
" <td> 2231037</td>\n",
" <td> 2048847</td>\n",
" <td> 91.83</td>\n",
" </tr>\n",
" <tr>\n",
" <th>80 </th>\n",
" <td> gi|479152295|ref|NC_021014.1|_Ruminococcus_sp._SR1/5_draft_genome</td>\n",
" <td> 3511612</td>\n",
" <td> 3380954</td>\n",
" <td> 96.28</td>\n",
" </tr>\n",
" <tr>\n",
" <th>81 </th>\n",
" <td> gi|479155735|ref|NC_021015.1|_Ruminococcus_torques_L2-14_draft_genome</td>\n",
" <td> 3277778</td>\n",
" <td> 3076697</td>\n",
" <td> 93.87</td>\n",
" </tr>\n",
" <tr>\n",
" <th>82 </th>\n",
" <td> gi|479158859|ref|NC_021016.1|_Butyrate-producing_bacterium_SSC/2,_complete_genome</td>\n",
" <td> 3050979</td>\n",
" <td> 1715178</td>\n",
" <td> 56.22</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83 </th>\n",
" <td> gi|479166807|ref|NC_021018.1|_Coprococcus_sp._ART55/1_draft_genome</td>\n",
" <td> 2888039</td>\n",
" <td> 2849574</td>\n",
" <td> 98.67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84 </th>\n",
" <td> gi|479169109|ref|NC_021019.1|_Eubacterium_cylindroides_T2-87_draft_genome</td>\n",
" <td> 1661181</td>\n",
" <td> 1591416</td>\n",
" <td> 95.80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>85 </th>\n",
" <td> gi|479170689|ref|NC_021020.1|_Faecalibacterium_prausnitzii_SL3/3_draft_genome</td>\n",
" <td> 3165875</td>\n",
" <td> 2762673</td>\n",
" <td> 87.26</td>\n",
" </tr>\n",
" <tr>\n",
" <th>86 </th>\n",
" <td> gi|479176048|ref|NC_021022.1|_Ruminococcus_obeum_A2-162_draft_genome</td>\n",
" <td> 3692226</td>\n",
" <td> 3416047</td>\n",
" <td> 92.52</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87 </th>\n",
" <td> gi|479185170|ref|NC_021030.1|_Alistipes_shahii_WAL_8301_draft_genome</td>\n",
" <td> 3649672</td>\n",
" <td> 2945983</td>\n",
" <td> 80.72</td>\n",
" </tr>\n",
" <tr>\n",
" <th>88 </th>\n",
" <td> gi|479199283|ref|NC_021039.1|_Ruminococcus_champanellensis_18P13,_complete_genome</td>\n",
" <td> 2513381</td>\n",
" <td> 2498858</td>\n",
" <td> 99.42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89 </th>\n",
" <td> gi|479210985|ref|NC_021043.1|_Eubacterium_siraeum_V10Sc8a_draft_genome</td>\n",
" <td> 2779231</td>\n",
" <td> 2465524</td>\n",
" <td> 88.71</td>\n",
" </tr>\n",
" <tr>\n",
" <th>90 </th>\n",
" <td> gi|479213596|ref|NC_021044.1|_Eubacterium_rectale_M104/1_draft_genome</td>\n",
" <td> 3566572</td>\n",
" <td> 2915819</td>\n",
" <td> 81.75</td>\n",
" </tr>\n",
" <tr>\n",
" <th>91 </th>\n",
" <td> gi|479336697|ref|NC_021047.1|_Clostridium_cf._saccharolyticum_K10,_complete_genome</td>\n",
" <td> 3608868</td>\n",
" <td> 3548755</td>\n",
" <td> 98.33</td>\n",
" </tr>\n",
" <tr>\n",
" <th>92 </th>\n",
" <td> gi|482887500|ref|NC_021083.1|_Mycoplasma_putrefaciens_Mput9231,_complete_genome</td>\n",
" <td> 859987</td>\n",
" <td> 827027</td>\n",
" <td> 96.17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>93 </th>\n",
" <td> gi|50364815|ref|NC_006055.1|_Mesoplasma_florum_L1_chromosome,_complete_genome</td>\n",
" <td> 793224</td>\n",
" <td> 787015</td>\n",
" <td> 99.22</td>\n",
" </tr>\n",
" <tr>\n",
" <th>94 </th>\n",
" <td> gi|507383177|ref|NC_021284.1|_Spiroplasma_syrphidicola_EA-1,_complete_genome</td>\n",
" <td> 1107344</td>\n",
" <td> 1083042</td>\n",
" <td> 97.81</td>\n",
" </tr>\n",
" <tr>\n",
" <th>95 </th>\n",
" <td> gi|509152352|ref|NC_021354.1|_Erysipelothrix_rhusiopathiae_SY1027,_complete_genome</td>\n",
" <td> 1752910</td>\n",
" <td> 1739368</td>\n",
" <td> 99.23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96 </th>\n",
" <td> gi|51593942|ref|NC_006154.1|_Yersinia_pseudotuberculosis_IP_32953_plasmid_pYptb32953,_complete_sequence</td>\n",
" <td> 4840898</td>\n",
" <td> 4511036</td>\n",
" <td> 93.19</td>\n",
" </tr>\n",
" <tr>\n",
" <th>97 </th>\n",
" <td> gi|52421214|ref|NC_006297.1|_Bacteroides_fragilis_YCH46_plasmid_pBFY46,_complete_sequence</td>\n",
" <td> 5310990</td>\n",
" <td> 5218629</td>\n",
" <td> 98.26</td>\n",
" </tr>\n",
" <tr>\n",
" <th>98 </th>\n",
" <td> gi|525905724|ref|NC_021832.1|_Spiroplasma_taiwanense_CT-1_plasmid,_complete_sequence</td>\n",
" <td> 1086278</td>\n",
" <td> 743208</td>\n",
" <td> 68.42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99 </th>\n",
" <td> gi|525908085|ref|NC_021833.1|_Spiroplasma_diminutum_CUAS-1,_complete_genome</td>\n",
" <td> 945296</td>\n",
" <td> 508040</td>\n",
" <td> 53.74</td>\n",
" </tr>\n",
" <tr>\n",
" <th>100</th>\n",
" <td> gi|56899872|ref|NC_006578.1|_Bacillus_thuringiensis_serovar_konkukian_str._97-27_plasmid_pBT9727,_complete_sequence</td>\n",
" <td> 5314793</td>\n",
" <td> 2948870</td>\n",
" <td> 55.48</td>\n",
" </tr>\n",
" <tr>\n",
" <th>101</th>\n",
" <td> gi|58036264|ref|NC_004307.2|_Bifidobacterium_longum_NCC2705_chromosome,_complete_genome</td>\n",
" <td> 2260266</td>\n",
" <td> 2230122</td>\n",
" <td> 98.67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>102</th>\n",
" <td> gi|67078390|ref|NC_007107.1|_Bacillus_cereus_E33L_plasmid_pE33L9,_complete_sequence</td>\n",
" <td> 5843235</td>\n",
" <td> 3937991</td>\n",
" <td> 67.39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>103</th>\n",
" <td> gi|72384244|ref|NC_007337.1|_Ralstonia_eutropha_JMP134_plasmid_1,_complete_sequence</td>\n",
" <td> 7255290</td>\n",
" <td> 7215665</td>\n",
" <td> 99.45</td>\n",
" </tr>\n",
" <tr>\n",
" <th>104</th>\n",
" <td> gi|83588874|ref|NC_007644.1|_Moorella_thermoacetica_ATCC_39073_chromosome,_complete_genome</td>\n",
" <td> 2628784</td>\n",
" <td> 2562994</td>\n",
" <td> 97.50</td>\n",
" </tr>\n",
" <tr>\n",
" <th>105</th>\n",
" <td> gi|94972398|ref|NC_008014.1|_Lawsonia_intracellularis_PHE/MN1-00_plasmid_3,_complete_sequence</td>\n",
" <td> 1719014</td>\n",
" <td> 1698317</td>\n",
" <td> 98.80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>106</th>\n",
" <td> metagenome</td>\n",
" <td> 381347957</td>\n",
" <td> 303010730</td>\n",
" <td> 79.46</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>107 rows \u00d7 4 columns</p>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 62,
"text": [
" genome \\\n",
"0 gi|10954629|ref|NC_001399.1|_Ralstonia_solanacearum_M4S_plasmid_pJTPS1,_complete_sequence \n",
"1 gi|110801439|ref|NC_008262.1|_Clostridium_perfringens_SM101_chromosome,_complete_genome \n",
"2 gi|119025018|ref|NC_008618.1|_Bifidobacterium_adolescentis_ATCC_15703_chromosome,_complete_genome \n",
"3 gi|150002608|ref|NC_009614.1|_Bacteroides_vulgatus_ATCC_8482_chromosome,_complete_genome \n",
"4 gi|150006674|ref|NC_009615.1|_Parabacteroides_distasonis_ATCC_8503_chromosome,_complete_genome \n",
"5 gi|150014892|ref|NC_009617.1|_Clostridium_beijerinckii_NCIMB_8052_chromosome,_complete_genome \n",
"6 gi|152979768|ref|NC_009659.1|_Janthinobacterium_sp._Marseille_chromosome,_complete_genome \n",
"7 gi|160878162|ref|NC_010001.1|_Clostridium_phytofermentans_ISDg_chromosome,_complete_genome \n",
"8 gi|162446888|ref|NC_010163.1|_Acholeplasma_laidlawii_PG-8A_chromosome,_complete_genome \n",
"9 gi|170780462|ref|NC_010407.1|_Clavibacter_michiganensis_subsp._sepedonicus_chromosome,_complete_genome \n",
"10 gi|187734516|ref|NC_010655.1|_Akkermansia_muciniphila_ATCC_BAA-835_chromosome,_complete_genome \n",
"11 gi|188993864|ref|NC_010729.1|_Porphyromonas_gingivalis_ATCC_33277,_complete_genome \n",
"12 gi|194246403|ref|NC_011047.1|_Candidatus_Phytoplasma_mali_chromosome,_complete_genome \n",
"13 gi|19703352|ref|NC_003454.1|_Fusobacterium_nucleatum_subsp._nucleatum_ATCC_25586_chromosome,_complete_genome \n",
"14 gi|220927459|ref|NC_011898.1|_Clostridium_cellulolyticum_H10_chromosome,_complete_genome \n",
"15 gi|226309587|ref|NC_012491.1|_Brevibacillus_brevis_NBRC_100599,_complete_genome \n",
"16 gi|237806776|ref|NC_012691.1|_Tolumonas_auensis_DSM_9187_chromosome,_complete_genome \n",
"17 gi|238915976|ref|NC_012778.1|_Eubacterium_eligens_ATCC_27750_chromosome,_complete_genome \n",
"18 gi|238922432|ref|NC_012781.1|_Eubacterium_rectale_ATCC_33656,_complete_genome \n",
"19 gi|255529916|ref|NC_013061.1|_Pedobacter_heparinus_DSM_2366_chromosome,_complete_genome \n",
"20 gi|257074450|ref|NC_013190.1|_Candidatus_Accumulibacter_phosphatis_clade_IIA_str._UW-1_plasmid_pAph02,_complete_sequence \n",
"21 gi|258513366|ref|NC_013216.1|_Desulfotomaculum_acetoxidans_DSM_771_chromosome,_complete_genome \n",
"22 gi|260685375|ref|NC_013316.1|_Clostridium_difficile_R20291_chromosome,_complete_genome \n",
"23 gi|269797069|ref|NC_013520.1|_Veillonella_parvula_DSM_2008_chromosome,_complete_genome \n",
"24 gi|284047386|ref|NC_013740.1|_Acidaminococcus_fermentans_DSM_20731_chromosome,_complete_genome \n",
"25 gi|291464753|ref|NC_007971.2|_Cupriavidus_metallidurans_CH34_plasmid_pMOL30,_complete_sequence \n",
"26 gi|29611500|ref|NC_004703.1|_Bacteroides_thetaiotaomicron_VPI-5482_plasmid_p5482,_complete_sequence \n",
"27 gi|300309346|ref|NC_014323.1|_Herbaspirillum_seropedicae_SmR1_chromosome,_complete_genome \n",
"28 gi|302344773|ref|NC_014370.1|_Prevotella_melaninogenica_ATCC_25845_chromosome_I,_complete_sequence \n",
"29 gi|302381116|ref|NC_014375.1|_Brevundimonas_subvibrioides_ATCC_15264_chromosome,_complete_genome \n",
"30 gi|302384444|ref|NC_014376.1|_Clostridium_saccharolyticum_WM1_chromosome,_complete_genome \n",
"31 gi|302872922|ref|NC_014393.1|_Clostridium_cellulovorans_743B_chromosome,_complete_genome \n",
"32 gi|310657316|ref|NC_014614.1|_[Clostridium]_sticklandii,_complete_genome \n",
"33 gi|313202490|ref|NC_014734.1|_Paludibacter_propionicigenes_WB4_chromosome,_complete_genome \n",
"34 gi|315121750|ref|NC_014774.1|_Candidatus_Liberibacter_solanacearum_CLso-ZC1_chromosome,_complete_genome \n",
"35 gi|315499382|ref|NC_014817.1|_Asticcacaulis_excentricus_CB_48_chromosome_2,_complete_sequence \n",
"36 gi|317054731|ref|NC_014833.1|_Ruminococcus_albus_7_chromosome,_complete_genome \n",
"37 gi|317131008|ref|NC_014828.1|_Ethanoligenens_harbinense_YUAN-3_chromosome,_complete_genome \n",
"38 gi|319899888|ref|NC_014933.1|_Bacteroides_helcogenes_P_36-108_chromosome,_complete_genome \n",
"39 gi|325102757|ref|NC_015177.1|_Pedobacter_saltans_DSM_12145_chromosome,_complete_genome \n",
"40 gi|325278757|ref|NC_015160.1|_Odoribacter_splanchnicus_DSM_20712_chromosome,_complete_genome \n",
"41 gi|326797444|ref|NC_015277.1|_Sphingobacterium_sp._21_chromosome,_complete_genome \n",
"42 gi|327312315|ref|NC_015311.1|_Prevotella_denticola_F0289_chromosome,_complete_genome \n",
"43 gi|328954613|ref|NC_015389.1|_Coriobacterium_glomerans_PW2_chromosome,_complete_genome \n",
"44 gi|330837866|ref|NC_015437.1|_Selenomonas_sputigena_ATCC_35185_chromosome,_complete_genome \n",
"45 gi|331703020|ref|NC_015431.1|_Mycoplasma_mycoides_subsp._capri_LC_str._95010,_complete_genome \n",
"46 gi|332159624|ref|NC_015224.1|_Yersinia_enterocolitica_subsp._palearctica_105.5R(r)_chromosome,_complete_genome \n",
"47 gi|339441064|ref|NC_015737.1|_Clostridium_sp._SY8519,_complete_genome \n",
"48 gi|340620745|ref|NC_015845.1|_Enterococcus_hirae_ATCC_9790_plasmid_pTG9790,_complete_sequence \n",
"49 gi|342162671|ref|NC_015875.1|_Streptococcus_pseudopneumoniae_IS7493_chromosome,_complete_genome \n",
"50 gi|34539880|ref|NC_002950.2|_Porphyromonas_gingivalis_W83_chromosome,_complete_genome \n",
"51 gi|345428590|ref|NC_015964.1|_Haemophilus_parainfluenzae_T3T1,_complete_genome \n",
"52 gi|348025247|ref|NC_015873.1|_Megasphaera_elsdenii_DSM_20460,_complete_genome \n",
"53 gi|349703191|ref|NC_016046.1|_Oscillibacter_valericigenes_Sjm18-20_plasmid_pOBV01,_complete_sequence \n",
"54 gi|352516173|ref|NC_016052.1|_Tetragenococcus_halophilus_NBRC_12172,_complete_genome \n",
"55 gi|352683411|ref|NC_016077.1|_Acidaminococcus_intestini_RyC-MR95_chromosome,_complete_genome \n",
"56 gi|374294493|ref|NC_016627.1|_Clostridium_clariflavum_DSM_19732_chromosome,_complete_genome \n",
"57 gi|374307319|ref|NC_016630.1|_Filifactor_alocis_ATCC_35896_chromosome,_complete_genome \n",
"58 gi|375253814|ref|NC_016610.1|_Tannerella_forsythia_ATCC_43037_chromosome,_complete_genome \n",
"59 gi|376259380|ref|NC_016791.1|_Clostridium_sp._BNL1100_chromosome,_complete_genome \n",
"60 gi|383760671|ref|NC_017077.1|_Selenomonas_ruminantium_subsp._lactilytica_TAM6421_plasmid_pSRC7,_complete_sequence \n",
"61 gi|385777386|ref|NC_017304.1|_Clostridium_thermocellum_DSM_1313_chromosome,_complete_genome \n",
"62 gi|386085705|ref|NC_017563.1|_Streptococcus_thermophilus_ND03_chromosome,_complete_genome \n",
"63 gi|386348020|ref|NC_017584.1|_Rhodospirillum_rubrum_F11_chromosome,_complete_genome \n",
"64 gi|387132089|ref|NC_017861.1|_Prevotella_intermedia_17_chromosome_chromosome_II,_complete_sequence \n",
"65 gi|387816237|ref|NC_017299.1|_Clostridium_botulinum_H04402_065,_complete_genome \n",
"66 gi|387878539|ref|NC_017905.1|_Streptococcus_parasanguinis_FW213_chromosome,_complete_genome \n",
"67 gi|390945347|ref|NC_018011.1|_Alistipes_finegoldii_DSM_17242_chromosome,_complete_genome \n",
"68 gi|407472532|ref|NC_018664.1|_Clostridium_acidurici_9a_chromosome,_complete_genome \n",
"69 gi|407702824|ref|NC_018689.1|_Bacillus_thuringiensis_MC28_plasmid_pMC429,_complete_sequence \n",
"70 gi|409101469|ref|NC_018867.1|_Dehalobacter_sp._CF_chromosome,_complete_genome \n",
"71 gi|427740400|ref|NC_019679.1|_Rivularia_sp._PCC_7116_plasmid_pRIV7116.01,_complete_sequence \n",
"72 gi|431792069|ref|NC_019903.1|_Desulfitobacterium_dichloroeliminans_LMG_P-21439_chromosome,_complete_genome \n",
"73 gi|431795410|ref|NC_019904.1|_Echinicola_vietnamensis_DSM_17526_chromosome,_complete_genome \n",
"74 gi|434408147|ref|NC_019758.1|_Cylindrospermum_stagnale_PCC_7417_plasmid_pCYLST.03,_complete_sequence \n",
"75 gi|472465460|ref|NC_020887.1|_Clostridium_stercorarium_subsp._stercorarium_DSM_8532,_complete_genome \n",
"76 gi|479133135|ref|NC_017175.1|_Clostridium_difficile_M68,_complete_genome \n",
"77 gi|479136967|ref|NC_021009.1|_Coprococcus_catus_GD/7_draft_genome \n",
"78 gi|479146200|ref|NC_021012.1|_Roseburia_intestinalis_XB6B4_draft_genome \n",
"79 gi|479150083|ref|NC_021013.1|_Ruminococcus_bromii_L2-63_draft_genome \n",
"80 gi|479152295|ref|NC_021014.1|_Ruminococcus_sp._SR1/5_draft_genome \n",
"81 gi|479155735|ref|NC_021015.1|_Ruminococcus_torques_L2-14_draft_genome \n",
"82 gi|479158859|ref|NC_021016.1|_Butyrate-producing_bacterium_SSC/2,_complete_genome \n",
"83 gi|479166807|ref|NC_021018.1|_Coprococcus_sp._ART55/1_draft_genome \n",
"84 gi|479169109|ref|NC_021019.1|_Eubacterium_cylindroides_T2-87_draft_genome \n",
"85 gi|479170689|ref|NC_021020.1|_Faecalibacterium_prausnitzii_SL3/3_draft_genome \n",
"86 gi|479176048|ref|NC_021022.1|_Ruminococcus_obeum_A2-162_draft_genome \n",
"87 gi|479185170|ref|NC_021030.1|_Alistipes_shahii_WAL_8301_draft_genome \n",
"88 gi|479199283|ref|NC_021039.1|_Ruminococcus_champanellensis_18P13,_complete_genome \n",
"89 gi|479210985|ref|NC_021043.1|_Eubacterium_siraeum_V10Sc8a_draft_genome \n",
"90 gi|479213596|ref|NC_021044.1|_Eubacterium_rectale_M104/1_draft_genome \n",
"91 gi|479336697|ref|NC_021047.1|_Clostridium_cf._saccharolyticum_K10,_complete_genome \n",
"92 gi|482887500|ref|NC_021083.1|_Mycoplasma_putrefaciens_Mput9231,_complete_genome \n",
"93 gi|50364815|ref|NC_006055.1|_Mesoplasma_florum_L1_chromosome,_complete_genome \n",
"94 gi|507383177|ref|NC_021284.1|_Spiroplasma_syrphidicola_EA-1,_complete_genome \n",
"95 gi|509152352|ref|NC_021354.1|_Erysipelothrix_rhusiopathiae_SY1027,_complete_genome \n",
"96 gi|51593942|ref|NC_006154.1|_Yersinia_pseudotuberculosis_IP_32953_plasmid_pYptb32953,_complete_sequence \n",
"97 gi|52421214|ref|NC_006297.1|_Bacteroides_fragilis_YCH46_plasmid_pBFY46,_complete_sequence \n",
"98 gi|525905724|ref|NC_021832.1|_Spiroplasma_taiwanense_CT-1_plasmid,_complete_sequence \n",
"99 gi|525908085|ref|NC_021833.1|_Spiroplasma_diminutum_CUAS-1,_complete_genome \n",
"100 gi|56899872|ref|NC_006578.1|_Bacillus_thuringiensis_serovar_konkukian_str._97-27_plasmid_pBT9727,_complete_sequence \n",
"101 gi|58036264|ref|NC_004307.2|_Bifidobacterium_longum_NCC2705_chromosome,_complete_genome \n",
"102 gi|67078390|ref|NC_007107.1|_Bacillus_cereus_E33L_plasmid_pE33L9,_complete_sequence \n",
"103 gi|72384244|ref|NC_007337.1|_Ralstonia_eutropha_JMP134_plasmid_1,_complete_sequence \n",
"104 gi|83588874|ref|NC_007644.1|_Moorella_thermoacetica_ATCC_39073_chromosome,_complete_genome \n",
"105 gi|94972398|ref|NC_008014.1|_Lawsonia_intracellularis_PHE/MN1-00_plasmid_3,_complete_sequence \n",
"106 metagenome \n",
"\n",
" length contig_cov contig_cov_percentage \n",
"0 7768018 7690464 99.00 \n",
"1 2960088 1358902 45.91 \n",
"2 2089644 2056718 98.42 \n",
"3 5163189 5028434 97.39 \n",
"4 4811379 3068816 63.78 \n",
"5 6000632 171482 2.86 \n",
"6 4110251 3861589 93.95 \n",
"7 4847594 4008088 82.68 \n",
"8 1496992 1492676 99.71 \n",
"9 3403786 1837523 53.98 \n",
"10 2664102 2639751 99.09 \n",
"11 2354886 498984 21.19 \n",
"12 601943 519575 86.32 \n",
"13 2174499 2114148 97.22 \n",
"14 4068724 3935455 96.72 \n",
"15 6296436 5224086 82.97 \n",
"16 3471292 3409342 98.22 \n",
"17 2831389 2765263 97.66 \n",
"18 3449685 1786756 51.79 \n",
"19 5167383 4276092 82.75 \n",
"20 5306133 5085052 95.83 \n",
"21 4545624 262225 5.77 \n",
"22 4191139 3874883 92.45 \n",
"23 2132142 2056013 96.43 \n",
"24 2329769 2281398 97.92 \n",
"25 6913352 13617 0.20 \n",
"26 6293399 5002147 79.48 \n",
"27 5513887 5078335 92.10 \n",
"28 3168282 3138852 99.07 \n",
"29 3445263 3437602 99.78 \n",
"30 4662871 4610775 98.88 \n",
"31 5262222 4307359 81.85 \n",
"32 2715461 2276132 83.82 \n",
"33 3685504 3479023 94.40 \n",
"34 1258277 1219186 96.89 \n",
"35 4308776 4275201 99.22 \n",
"36 4482087 904454 20.18 \n",
"37 3008576 2894685 96.21 \n",
"38 3998906 3284908 82.15 \n",
"39 4635236 4604639 99.34 \n",
"40 4392288 4311799 98.17 \n",
"41 6226409 2079082 33.39 \n",
"42 2937589 2797059 95.22 \n",
"43 2115681 2069524 97.82 \n",
"44 2568361 2513393 97.86 \n",
"45 1155838 1100319 95.20 \n",
"46 4621808 4499124 97.35 \n",
"47 2835737 2765919 97.54 \n",
"48 2856406 2817280 98.63 \n",
"49 2195458 1925761 87.72 \n",
"50 2343476 2113091 90.17 \n",
"51 2086875 2061145 98.77 \n",
"52 2464883 2387153 96.85 \n",
"53 4470622 4222733 94.46 \n",
"54 2562720 2468156 96.31 \n",
"55 2487765 2433673 97.83 \n",
"56 4897678 4618140 94.29 \n",
"57 1931012 1886370 97.69 \n",
"58 3405521 3330640 97.80 \n",
"59 4613747 4520785 97.99 \n",
"60 3631933 8412 0.23 \n",
"61 3561619 1714294 48.13 \n",
"62 1831949 1784099 97.39 \n",
"63 4352814 4133213 94.95 \n",
"64 2699437 2227760 82.53 \n",
"65 3919740 3874809 98.85 \n",
"66 2171601 2074478 95.53 \n",
"67 3734239 3381390 90.55 \n",
"68 3108248 3068452 98.72 \n",
"69 6694533 6248869 93.34 \n",
"70 3092048 2910039 94.11 \n",
"71 8728773 120850 1.38 \n",
"72 3624449 3527526 97.33 \n",
"73 5608040 5533721 98.67 \n",
"74 7610389 7380883 96.98 \n",
"75 2969999 188471 6.35 \n",
"76 4306425 59064 1.37 \n",
"77 3463414 2888119 83.39 \n",
"78 4164855 3906856 93.81 \n",
"79 2231037 2048847 91.83 \n",
"80 3511612 3380954 96.28 \n",
"81 3277778 3076697 93.87 \n",
"82 3050979 1715178 56.22 \n",
"83 2888039 2849574 98.67 \n",
"84 1661181 1591416 95.80 \n",
"85 3165875 2762673 87.26 \n",
"86 3692226 3416047 92.52 \n",
"87 3649672 2945983 80.72 \n",
"88 2513381 2498858 99.42 \n",
"89 2779231 2465524 88.71 \n",
"90 3566572 2915819 81.75 \n",
"91 3608868 3548755 98.33 \n",
"92 859987 827027 96.17 \n",
"93 793224 787015 99.22 \n",
"94 1107344 1083042 97.81 \n",
"95 1752910 1739368 99.23 \n",
"96 4840898 4511036 93.19 \n",
"97 5310990 5218629 98.26 \n",
"98 1086278 743208 68.42 \n",
"99 945296 508040 53.74 \n",
"100 5314793 2948870 55.48 \n",
"101 2260266 2230122 98.67 \n",
"102 5843235 3937991 67.39 \n",
"103 7255290 7215665 99.45 \n",
"104 2628784 2562994 97.50 \n",
"105 1719014 1698317 98.80 \n",
"106 381347957 303010730 79.46 \n",
"\n",
"[107 rows x 4 columns]"
]
}
],
"prompt_number": 62
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import os\n",
"\n",
"for i in [1, 2, '2b']:\n",
" for j in [31, 41 ,51]:\n",
" f = \"NewMock{i}/out_{j}/mummer/metagenome-coverage.1000.tsv\".format(i=i, j=j)\n",
" if os.path.isfile(f):\n",
" mgcovi = pd.read_csv(f, sep=\"\\t\").sort(\"genome\").reset_index(drop=True)\n",
" mgcovi.plot(kind=\"bar\", y=\"contig_cov_percentage\", sort_columns=True, title=f)\n",
" show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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v5HoLFy40Pp/PXHfddSGX33PPPcbv95upU6eGfc3Tz258Ns8++6zx+/1hZ1qd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\nZ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"text": [
"<matplotlib.figure.Figure at 0x6796ed0>"
]
},
{
"metadata": {},
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ssyYYDEZ90uq0adPMhRdeaEqVKmUqVKhgevbsaTZu3Bj19z/66CNzzTXXmAoV\nKpjSpUubxo0bmyFDhoS/HgqFTDAYNDt37gxftmfPHnP55ZebqlWrhn9W33zzjQkEAuE/wWAw/P/n\nf4rml19+ecpPPV61apVp3759+Gd52WWXmXfeeSfqemvWrDFt2rQxZcuWNXXq1DEjR44006ZNi/o5\nfPfdd6ZTp06mXLlyEes4U4XNo3///hHd+e3BYDD86aT9+vUr9FOPC7rd/J/nc889F3H5ihUrTDAY\nNPPnz4+4fPz48aZRo0YmMTHR/Pa3vzUrV640bdu2jfp044L+bmHHfUGzj8VaP/jgA9OtWzdTuXJl\nU6pUKVOnTh3TvXv3iOsV9L2NKf6fY1HWZowxjz76qKldu7Y555xzTDAYDB/TH374obnssstMmTJl\nTLVq1cydd95p1q9fH/VJtcYYM3XqVJOSkmJKlSplmjZtajIzM02PHj3MRRddFHG9w4cPm+eee860\naNHCJCYmmuTkZNOsWTNzzz33mK+++ip8vfr165vu3btH/VxOPg6MMeazzz4zGRkZpkKFCqZUqVKm\nZcuWUeuLxfGSf/2inCMLc7pzlDFFP3cYY0xeXl74/vn+++8XeJ1vv/3WDBo0yJx77rkmISHBVKtW\nzVx++eVmzJgxp/35GGPMoUOHzNChQ825555rEhMTzcUXX2zeeust079//6jz0Pfff2969+5tkpOT\nTbly5cz1119v/va3v5lAIGDefvvtiOt++umn5sYbbzTVq1c3CQkJpmbNmqZDhw5mypQp4evkH/Mn\nf+J5KBQq9Dw1cuTIiOv+/PPP5ne/+52pWbOmKVWqlGnRokWBn2JsjDHr1q0zHTp0MGXKlDHly5c3\nvXr1Ml9//XWB133ppZdMkyZNTKlSpUz9+vXNyJEjzeHDhyOuk5mZGXHuzPfiiy+ahg0bmhIlSoS/\n/sUXX5ibbrrJNG7c2CQlJZkKFSqYVq1amVmzZhX4/du0aWOCwaC55ZZbCvy6iIjYIWBM0f5n8g8+\n+ADjx49HTk4Otm7digULFuDaa6+NuE4oFMLUqVOxe/duXHrppZg0aRLOO++88NcPHjyIhx9+GHPm\nzMH+/fvRvn17TJ48OeoT4kRERCTSuHHj8Pzzz2Pr1q0Fvo+XrQ4dOoTq1atj9OjRhb7PmZye7T/H\nn376CampqejVq1fE++QJnzFjxuDxxx/H999/j1q1anm9HBEREV8p8ibh4sWLsXr1aqSlpaFXr15R\nbzo+duyV888pAAAgAElEQVRYPP3008jMzERKSgpGjx6NDz74AF988UX4fT7uueceLFq0CDNnzkSl\nSpUwZMgQ7Nq1C+vWrTvty8RERERERLZv347Ro0ejXbt2qFy5Mr777jtMmDABubm5WLt2bfiln2K/\nl19+GQDQtGlT/Prrr1i+fDkmTpyIPn36RL2Hn4iIiJxekTcJTxQMBiM2CY0xqFWrFh566CEMHToU\nwPH/xXrs2LG48847sWfPHlSrVg2zZ8/G9ddfDwDYunUr6tSpg3fffRfp6ekxzBIREZFYO3LkyCnf\npy8QCOCcc85xcUXC6KeffsKtt96KNWvWYNeuXUhKSkLr1q3D7/EmPGbMmIEJEybg22+/xcGDB1Gv\nXj3cdNNNGD58OEqU0Fuvi4iIOBWTTcKvv/4ajRs3xvr163HhhReGr9ejRw9UqFABmZmZWL58OTp0\n6IDdu3ejfPny4eu0aNECPXr0QCgUOvsaERERKTb169fH5s2bC/1627Zti/TBBCIiIiIiEn9i8j+x\nbdu2DQBQvXr1iMurVasW/sfEtm3bkJCQELFBmP93tm/fHotliIiISDF65513cPDgwUK/HqtPdhUR\nEREREfcV+/Pwz/bN1bdu3YqtW7fGaDUiIiJSXPbu3YucnByvlyEiIiIiIiepWbMmatasecrrxGST\nsEaNGgCOvZF0/v9/8n/XqFEDhw4dwp49eyKeTbht2zZcdtllBd7u1q1bcfHFF+OHH36IxTJFRERE\nREREREToNG3aFMuXLz/lRmFMNgkbNGiAGjVqYOnSpeH3JDx06BCys7Mxfvx4AMBFF12EkiVLYunS\npREfXPL555/j2WefLfB2t27dih9++AGzZ8+Om0+q6927N+bPn+/1MoodSyfA08rSCfC0qtM+LK3q\ntA9Lqzrtw9KqTvuwtKrTPiyt8da5ceNG9OvXD1u3bo3NJuEvv/yCvLy88H9//fXX+Oc//4nKlSuj\nTp06eOCBBzBmzBikpKSgcePGGDNmDMqWLYubbroJAFC+fHkMGjQIQ4YMQeXKlVGxYkU8/PDDaN68\nOTp06HDK792sWTOkpaUVdanFKiEhIW7WUpxYOgGeVpZOgKdVnfZhaVWnfVha1WkfllZ12oelVZ32\nYWn1a2eRNwnXrFmDq6++GsCx9xl86KGHAAD9+/fH9OnTMWzYMOzfvx/33nsvdu/ejVatWmHp0qUo\nU6ZM+DZeeOEFlChRAjfccAP279+PDh06YNasWWf9voVuatKkiddLcAVLJ8DTytIJ8LSq0z4sreq0\nD0urOu3D0qpO+7C0qtM+LK1+7SzyJmHbtm1x9OjRU15nxIgRGDFiRKFfT0hIwEsvvYSXXnqp6CsU\nERERERERERGRYhX0egEiIiIiIiIiIiLiLW0SOtStWzevl+AKlk6Ap5WlE+BpVad9WFrVaR+WVnXa\nh6VVnfZhaVWnfVha/dqpTUKHFi1a5PUSXMHSCfC0snQCPK3qtA9Lqzrtw9KqTvuwtKrTPiyt6rQP\nS6tfO88JhUIhrxdRmK1bt2LKlCm46667TvkRzW5q0qRJ3KylOLF0AjytLJ0AT6s67cPSqk77sLSq\n0z4sreq0D0urOu3D0hpvnUXdXwsYY4yL63IkJycHF110EdatW+fLj44WERERERERERHxUlH314r8\n6cZ+k5eXh71793q9jCJLTk5GSkqK18sQEZEi8NPvGP1+ERERERGRorBykzAvLw+pqaleL8Ox3Nxc\n/UNORCTO+fF3jH6/iIiIiIjI6Vj5wSXHn90xG8C6GP95vBhuc/ZJ6/betGnTvF6Ca1haWToBnlZ1\nesNfv2Pi7/cLEH8zLS4snQBPqzrtw9KqTvuwtKrTPiytfu208pmExzUDEOv3MpxWDLcZf3JycjBo\n0CCvl+EKllaWToCnVZ1e0++YMxW/M40tlk6Ap1Wd9om31uJ6O4slS5agZcuWMb/deHtLi3ibZ3Fi\naVWnfVha/dpp5QeX5P+9Y8+i8MM/tnIA6ANaRET8wF+/Y/T7RUTEL/z4dhaA3tJCRMQP6D+4RERE\nRERExC8i386imZdLKaKNAPrF3VtaiIjImdMmoYiIiIiISNwojrezEBEROT0rP7hERERERERERERE\nik6bhI5leL0AV2RkcHQCPK0snQBPqzptxNHKMlOWToCnVZ324Wnl6OSZJ0+rOu3D0urXTm0SOna/\n1wtwxf33c3QCPK0snQBPqzptxNHKMlOWToCnVZ324Wnl6OSZJ0+rOu3D0urXTn26cVzQp0+KiPiF\nv37H6PeLiIhf+Ov3C6DfMUWTl5fnqw93SU5O1qdVi1hIn24sIiIiIiIi4pG8vDykpqZ6vQzHcnNz\ntVEoQkqbhCIiIiIiIiIxdvwZhLNx7FOr491GAP189cxHEYktvSehYwu9XoArFi7k6AR4Wlk6AZ5W\nddqIo5VlpiydAE+rOu3D08rRGb/zbIZjLyGP5Z/NxXCb8beRGb8zjS2WToCn1a+d2iR0LMvrBbgi\nK4ujE+BpZekEeFrVaSOOVpaZsnQCPK3qtA9PK0cnzzwBzdQuLJ0AT6tfO/XBJXFBb/orYjO9YbVd\n/PU7Rr9fRET8wl+/XwD9jjk9zVRE4oU+uEREJA7oDatFRERERETED7RJKCJSjPSG1SIiIiIiIuIH\n2iS0gJ9eyqiXMQqv/DesFvEPP/1+AfQ7RkRERETkbGiT0LEBAGZ4vYgwP76UMd5exjhgwADMmBE/\nMy0uLJ0AU2t8nY+KC888gXiaqR9/vwDx9TuG6dhlaVWnfXha4+f3S3HimSegmdqFpRPgafVrpzYJ\nHUv3egERiu+ljIsBdI7h7QHx+jLG9PT4mmlxYekEmFo5OnnmCcTTTIv3pfIcv2OYjl2WVnXah6eV\no5NnnoBmaheWToCn1a+d2iR0rK/XCyhErF/KyPOyyL5943WmscXSCTC1cnTyzBOIz5kWx0vlOX7H\nMB27LK3qtA9PK0cnzzwBzdQuLJ0AT6tfO4NeL0BERERERERERES8pU1CERERERERERERctokdGyV\n1wtwCUsnsGoVRytLJ8DUytHJM0+AZaYsnUzHLkurOu3D08rRyTNPQDO1C0snwNPq105tEjo2zusF\nuISlExg3jqOVpRNgauXo5JknwDJTlk6mY5elVZ324Wnl6OSZJ6CZ2oWlE+Bp9WunPrjEsTleL8Al\nLJ3AnDkcrSydAFMrRyfPPAGWmbJ0Mh27LK3x1pmXl1csn+j9yCOPICcnJ+a3m5ycjJSUlJjf7tmI\nt5kWH45OnnkCmqldWDoBnla/dmqT0LEkrxfgEpZOICmJo5WlE2Bq5ejkmSfAMlOWTqZjl6U1njrz\n8vKQmprq9TIcy83NjauNwniaafHi6OSZJ6CZ2oWlE+Bp9WunNglFRERERHzm+DMIZwNo5uVSimgj\ngH7F8sxHERERiQ1tEoqIiIiI+FYzAGleL0JEREQsoA8ucWyo1wtwCUsnMHQoRytLJ8DUytHJM0+A\nZaYsnUzHLksrSyfLfRTQTG3DM09AM7ULSyfA0+rXTm0SOlbX6wW4hKUTqFuXo5WlE2Bq5ejkmSfA\nMlOWTqZjl6WVpZPlPgpoprbhmSegmdqFpRPgafVrpzYJHRvs9QJcwtIJDB7M0crSCTC1cnTyzBNg\nmSlLJ9Oxy9LK0slyHwU0U9vwzBPQTO3C0gnwtPq1U5uEIiIiIiIiIiIi5LRJKCIiIiIiIiIiQk6b\nhI5t8noBLmHpBDZt4mhl6QSYWjk6eeYJsMyUpZPp2GVpZelkuY8CmqlteOYJaKZ2YekEeFr92qlN\nQseGeb0Al7B0AsOGcbSydAJMrRydPPMEWGbK0sl07LK0snSy3EcBzdQ2PPMENFO7sHQCPK1+7Szh\n9QL852WvF+ASlk7g5Zc5Wlk6AaZWjk6eeQIsM2XpZDp2WVpZOuPxPpqXl4e9e/fG/Hbvuusu5OTk\nxPx2k5OTkZKSEvPbPXPxN9PiwHMfBTRTu7B0Ajytfu3UJqFj/vwYa+dYOv370eROsXQCTK0cnTzz\nBFhmytLJdOyytLJ0xtt9NC8vD6mpqV4vw7Hc3Nw42iiMr5kWF577KKCZ2oWlE+Bp9WunNglFRERE\nRCRuHX8G4WwAzbxcShFtBNCvWJ75KCIiUpy0SSgiIiIiIj7QDECa14sQERGxlj64xLGxXi/AJSyd\nwNixHK0snQBTK0cnzzwBlpmydDIduyytLJ0s99FjWFo5Onnuo4BmaheWToCn1a+deiahY/u8XoBL\nWDqBffs4Wlk6AabW+OosrjeV/+qrr0jeVB6It5kWH45OnnMRTytLJ8t99BiWVo5OnvsooJnahaUT\n4Gn1a6c2CR0b6fUCXMLSCYwcydHK0gkwtcZPZ3G/qfzUqVOL5Xbj603lgXiaafHi6OQ5F/G0snSy\n3EePYWnl6OS5jwKaqV1YOgGeVr92apNQRETOmt5UXkRERERExN+0SSgiIjGkN5UXERERERHxI31w\niWM7vF6AS1g6gR07OFpZOgGmVnXah6WVo5PnXMTTytLJch89hqWVo5PnPgpopnZh6QR4Wv3aqU1C\nxwZ6vQCXsHQCAwdytLJ0Akyt6rQPSytHJ8+5iKeVpZPlPnoMSytHJ899FNBM7cLSCfC0+rVTm4SO\nhbxegEtCXi/ANaFQyOsluIKlE2BqDXm9AJeEvF6Ai0JeL8AlIa8X4AqecxFPK0sny330mJDXC3BJ\nyOsFuILnPgpopnZh6QR4Wv3aqfckdIzlvbZYOoG0NI5Wlk6AqVWd9mFp5ejkORfxtLJ0stxHj2Fp\n5ejkuY8C8TbTvLy8YvtAuJycnJjfZnJyMlJSUmJ+u2eK6dhlafVrpzYJRUREREREROSM5OXlITU1\n1etlOJabmxtXG4Ui8UCbhCIiIiIiIiJyRo4/g3A2gGZeLqWINgLoV2zPfBTxM70noWPTvF6AS1g6\ngWnTOFpZOgGmVnXah6WVo5PnXMTTytLJch89hqWVo5PnPgrE50yb4djLoGP5Z30x3Gb8bWQyHbss\nrX7t1DMJHcsBMMjrRbiApfPYe1wMGmR/K0snwNTKcj9l6QR4Wjk64/FcVFzvGbVkyRK0bNky5rcb\nb+8ZFY8zLR4c99FjWFo5OnnuowDLTFk6mY5dlla/dmqT0LFJXi/AJSydwKRJHK0snQBTqzrtw9LK\n0Rlv56Lifs+oefPmFcvtxtN7RsXbTIsPSyfA08rRyXMfBVhmytLJdOyytPq1U5uEIiIiIgT0nlEi\nIiIiciraJBQRERGhkv+eUSIiIiIix+mDS0RERERERERERMhpk9CxDK8X4BKWTiAjg6OVpRNgalWn\nfVhaOTp5zkWAZmoblk6Ap5Wjk+c+CrDMlKWT6dhlafVrpzYJHbvf6wW4hKUTuP9+jlaWToCpVZ32\nYWnl6OQ5FwGaqW1YOgGeVo5OnvsowDJTlk6mY5el1a+d2iR0LN3rBbiEpRNIT+doZekEmFrVaR+W\nVo5OnnMRoJnahqUT4Gnl6OS5jwIsM2XpZDp2WVr92qkPLhGJM3l5eb76JMfk5GSkpKR4vQwRERER\nEREROQvaJBSJI3l5eUhNTfV6GY7l5uZqo1BERERERETEx/RyY8cWer0Al7B0AgsXxk/r8WcQzgaw\nLsZ/ni2G25x90rrjQzzNtHip0z4srRydPOciQDO1DUsnwNPK0clzHwVYZsrSyXTssrT6tVObhI5l\neb0Al7B0AllZ8djaDEBajP/8bzHcZrPi+gGclficaXFQp31YWjk6ec5FgGZqG5ZOgKeVo5PnPgqw\nzJSlk+nYZWn1a6c2CR2b6/UCXMLSCcydy9LK0qmZ2oelE+Bp5ejkORcBmqltWDoBnlaOTp77KMAy\nU5ZOpmOXpdWvndokFBERERERERERIadNQhEREREREREREXLaJBQRERERERERESGnTULHBni9AJew\ndAIDBrC0snRqpvZh6QR4Wjk6ec5FgGZqG5ZOgKeVo5PnPgqwzJSlk+nYZWn1a2cJrxfgP+leL8Al\nLJ1AejpLK0unZmoflk6Ap5Wjk+dcBMTbTPPy8rB3796Y325KSgpycnJifrvJyclISUmJ+e2eufia\nZ/FiaeXo1HnXRhydTMcuS6tfO7VJ6FhfrxfgEpZOoG9fllaWTs3UPiydAE8rRyfPuQiIp5nm5eUh\nNTW12G7/scceK5bbzc3NjaONwviZZ/FjaeXo1HnXRhydTMcuS6tfO7VJKCIiIiLWOP4MwtkAmnm5\nlCLaCKBfsTzzUURERMQJbRKKiIiIiIWaAUjzehEiIiIivqEPLnFsldcLcAlLJ7BqFUsrS6dmah+W\nToCnlaOT51wEsMxUnTZiaeXo1HnXRhydTMcuS6tfO7VJ6Ng4rxfgEpZOYNw4llaWTs3UPiydAE8r\nRyfPuQhgmak6bcTSytGp866NODqZjl2WVr92apPQsTleL8AlLJ3AnDksrSydmql9WDoBnlaOTp5z\nEcAyU3XaiKWVo1PnXRtxdDIduyytfu3UJqFjSV4vwCUsnUBSEksrS6dmah+WToCnlaOT51wEsMxU\nnTZiaeXo1HnXRhydTMcuS6tfO7VJKCIiIiIiIiIiQk6bhCIiIiIiIiIiIuS0SejYUK8X4BKWTmDo\nUJZWlk7N1D4snQBPK0cnz7kIYJmpOm3E0srRqfOujTg6mY5dlla/dmqT0LG6Xi/AJSydQN26LK0s\nnZqpfVg6AZ5Wjk6ecxHAMlN12oillaNT510bcXQyHbssrX7t1CahY4O9XoBLWDqBwYNZWlk6NVP7\nsHQCPK0cnTznIoBlpuq0EUsrR6fOuzbi6GQ6dlla/dqpTUIRERERERERERFy2iQUEREREREREREh\np01CxzZ5vQCXsHQCmzaxtLJ0aqb2YekEeFo5OnnORQDLTNVpI5ZWjk6dd23E0cl07LK0+rVTm4SO\nDfN6AS5h6QSGDWNpZenUTO3D0gnwtHJ08pyLAJaZqtNGLK0cnTrv2oijk+nYZWn1a6c2CR172esF\nuISlE3j5ZZZWlk7N1D4snQBPK0cnz7kIYJmpOm3E0srRqfOujTg6mY5dlla/dmqT0DF/foy1cyyd\n/v1ocudYOjVT+7B0AjytHJ085yKAZabqtBFLK0enzrs24uhkOnZZWv3aqU1CERERERERERERctok\nFBERERERERERIadNQsfGer0Al7B0AmPHsrSydGqm9mHpBHhaOTp5zkUAy0zVaSOWVo5OnXdtxNHJ\ndOyytPq1U5uEju3zegEuYekE9u1jaWXp1Eztw9IJ8LRydPKciwCWmarTRiytHJ0679qIo5Pp2GVp\n9WunNgkdG+n1AlzC0gmMHMnSytKpmdqHpRPgaeXo5DkXASwzVaeNWFo5OnXetRFHJ9Oxy9Lq105t\nEoqIiIiIiIiIiJDTJqGIiIiIiIiIiAi5El4vwH92AKji9SJcwNIJ7NixA1WqMLRqpvZhmSlLJ8DT\nGl+deXl52Lt3b8xvd/fu3ahYsWLMbzc5ORkpKSkxv92zE18zLT7qtA9LK0cnz2NAgGWmLJ1Mxy5L\nq187tUno2EAAb3m9CBewdAIDBw7EW28xtGqm9mGZKUsnwNMaP515eXlITU31ehmO5ebmxtlGYfzM\ntHip0z4srRydPI8BAZaZsnQyHbssrX7t1CahYyGvF+CSkNcLcE0oFPJ6CS4Jeb0A12imtgl5vQAX\nhbxegEtCXi8g7PgzCGcDaBbjW99YTLfZr1ie+Xh2Ql4vwCUhrxfgkpDXC3BRyOsFuCTk9QJcwfMY\nEGCZKUsn07HL0urXTm0SOpbm9QJcwtIJpKWxtLJ0aqb2YekEeFrjsbMZYr+ueOwsLiyt6rQPSytH\nJ89jQIBlpiydTMcuS6tfO/XBJSIiIiIiIiIiIuS0SSgiIiIiIiIiIkJOm4SOTfN6AS5h6QSmTWNp\nZenUTO3D0gnwtKrTPiyt6rQPSytHJ89jQIBlpiydTMcuS6tfO7VJ6FiO1wtwCUsnkJPD0srSqZna\nh6UT4GlVp31YWtVpH5ZWjk6ex4AAy0xZOpmOXZZWv3Zqk9CxSV4vwCUsncCkSSytLJ2aqX1YOgGe\nVnXah6VVnfZhaeXo5HkMCLDMlKWT6dhlafVrpzYJRUREREREREREyGmTUEREREREREREhJw2CUVE\nRERERERERMhpk9CxDK8X4BKWTiAjg6WVpVMztQ9LJ8DTqk77sLSq0z4srRydPI8BAZaZsnQyHbss\nrX7t1CahY/d7vQCXsHQC99/P0srSqZnah6UT4GlVp31YWtVpH5ZWjk6ex4AAy0xZOpmOXZZWv3Zq\nk9CxdK8X4BKWTiA9naWVpVMztQ9LJ8DTqk77sLSq0z4srRydPI8BAZaZsnQyHbssrX7t1CahiIiI\niIiIiIgIOW0SioiIiIiIiIiIkNMmoWMLvV6AS1g6gYULWVpZOjVT+7B0Ajyt6rQPS6s67cPSytHJ\n8xgQYJkpSyfTscvS6tdObRI6luX1AlzC0glkZbG0snRqpvZh6QR4WtVpH5ZWddqHpZWjk+cxIMAy\nU5ZOpmOXpdWvndokdGyu1wtwCUsnMHcuSytLp2ZqH5ZOgKdVnfZhaVWnfVhaOTp5HgMCLDNl6WQ6\ndlla/dqpTUIRERERERERERFy2iQUEREREREREREhp01CERERERERERERctokdGyA1wtwCUsnMGAA\nSytLp2ZqH5ZOgKdVnfZhaVWnfVhaOTp5HgMCLDNl6WQ6dlla/dqpTULH0r1egEtYOoH0dJZWlk7N\n1D4snQBPqzrtw9KqTvuwtHJ08jwGBFhmytLJdOyytPq1U5uEjvX1egEuYekE+vZlaWXp1Eztw9IJ\n8LSq0z4sreq0D0srRyfPY0CAZaYsnUzHLkurXzu1SSgiIiIiIiIiIkJOm4QiIiIiIiIiIiLktEno\n2CqvF+ASlk5g1SqWVpZOzdQ+LJ0AT6s67cPSqk77sLRydPI8BgRYZsrSyXTssrT6tVObhI6N83oB\nLmHpBMaNY2ll6dRM7cPSCfC0qtM+LK3qtA9LK0cnz2NAgGWmLJ1Mxy5Lq187tUno2ByvF+ASlk5g\nzhyWVpZOzdQ+LJ0AT6s67cPSqk77sLRydPI8BgRYZsrSyXTssrT6tVObhI4leb0Al7B0AklJLK0s\nnZqpfVg6AZ5WddqHpVWd9mFp5ejkeQwIsMyUpZPp2GVp9WunNglFRERERERERETIaZNQRERERERE\nRESEnDYJHRvq9QJcwtIJDB3K0srSqZnah6UT4GlVp31YWtVpH5ZWjk6ex4AAy0xZOpmOXZZWv3Zq\nk9Cxul4vwCUsnUDduiytLJ2aqX1YOgGeVnXah6VVnfZhaeXo5HkMCLDMlKWT6dhlafVrpzYJHRvs\n9QJcwtIJDB7M0srSqZnah6UT4GlVp31YWtVpH5ZWjk6ex4AAy0xZOpmOXZZWv3Zqk1BERERERERE\nRIScNglFRERERERERETIaZPQsU1eL8AlLJ3Apk0srSydmql9WDoBnlZ12oelVZ32YWnl6OR5DAiw\nzJSlk+nYZWn1a6c2CR0b5vUCXMLSCQwbxtLK0qmZ2oelE+BpVad9WFrVaR+WVo5OnseAAMtMWTqZ\njl2WVr92apPQsZe9XoBLWDqBl19maWXp1Eztw9IJ8LSq0z4sreq0D0srRyfPY0CAZaYsnUzHLkur\nXzu1SeiYPz/G2jmWTv9+NLlzLJ2aqX1YOgGeVnXah6VVnfZhaeXo5HkMCLDMlKWT6dhlafVrpzYJ\nRUREREREREREyGmTUEREREREREREhJw2CR0b6/UCXMLSCYwdy9LK0qmZ2oelE+BpVad9WFrVaR+W\nVo5OnseAAMtMWTqZjl2WVr92apPQsX1eL8AlLJ3Avn0srSydmql9WDoBnlZ12oelVZ32YWnl6OR5\nDAiwzJSlk+nYZWn1a6c2CR0b6fUCXMLSCYwcydLK0qmZ2oelE+BpVad9WFrVaR+WVo5OnseAAMtM\nWTqZjl2WVr92apNQRERERERERESEnDYJRUREREREREREyGmT0LEdXi/AJSydwI4dLK0snZqpfVg6\nAZ5WddqHpVWd9mFp5ejkeQwIsMyUpZPp2GVp9WunNgkdG+j1AlzC0gkMHMjSytKpmdqHpRPgaVWn\nfVha1WkfllaOTp7HgADLTFk6mY5dlla/dmqT0LGQ1wtwScjrBbgmFAp5vQSXhLxegGs0U9uEvF6A\ni0JeL8AlIa8X4JKQ1wtwUcjrBbgk5PUCXBLyegEuCnm9AJeEvF6AK3geAwIsM2XpZDp2WVr92qlN\nQsfSvF6AS1g6gbQ0llaWTs3UPiydAE+rOu3D0qpO+7C0cnTyPAYEWGbK0sl07LK0+rVTm4QiIiIi\nIiIiIiLktEkoIiIiIiIiIiJCTpuEjk3zegEuYekEpk1jaWXp1Eztw9IJ8LSq0z4sreq0D0srRyfP\nY0CAZaYsnUzHLkurXzu1SehYjtcLcAlLJ5CTw9LK0qmZ2oelE+BpVad9WFrVaR+WVo5OnseAAMtM\nWTqZjl2WVr92apPQsUleL8AlLJ3ApEksrSydmql9WDoBnlZ12oelVZ32YWnl6OR5DAiwzJSlk+nY\nZWn1a6c2CUVERERERERERMhpk1BERERERERERIScNglFRERERERERETIaZPQsQyvF+ASlk4gI4Ol\nlaVTM7UPSyfA06pO+7C0qtM+LK0cnTyPAQGWmbJ0Mh27LK1+7dQmoWP3e70Al7B0Avffz9LK0qmZ\n2oelE+BpVad9WFrVaR+WVo5OnseAAMtMWTqZjl2WVr92apPQsXSvF+ASlk4gPZ2llaVTM7UPSyfA\n06pO+7C0qtM+LK0cnTyPAQGWmbJ0Mh27LK1+7dQmoYiIiIiIiIiICDltEoqIiIiIiIiIiJDTJqFj\nC71egEtYOoGFC1laWTo1U/uwdAI8req0D0urOu3D0srRyfMYEGCZKUsn07HL0urXTm0SOpbl9QJc\nwjY0QygAACAASURBVNIJZGWxtLJ0aqb2YekEeFrVaR+WVnXah6WVo5PnMSDAMlOWTqZjl6XVr53a\nJHRsrtcLcAlLJzB3LksrS6dmah+WToCnVZ32YWlVp31YWjk6eR4DAiwzZelkOnZZWv3aqU1CERER\nERERERERctokFBERERERERERIadNQhEREREREREREXLaJHRsgNcLcAlLJzBgAEsrS6dmah+WToCn\nVZ32YWlVp31YWjk6eR4DAiwzZelkOnZZWv3aGbNNwl9//RV/+MMf0KBBAyQlJaFRo0Z48sknYYyJ\nuF4oFELt2rWRlJSEdu3aYcOGDbFagkvSvV6AS1g6gfR0llaWTs3UPiydAE+rOu3D0qpO+7C0cnTy\nPAYEWGbK0sl07LK0+rUzZpuEY8aMwauvvorJkydj06ZNGDduHMaPH4+JEyeGrzN27Fi88MILmDRp\nEtasWYMaNWqgY8eO+Pnnn2O1DBf09XoBLmHpBPr2ZWll6dRM7cPSCfC0qtM+LK3qtA9LK0cnz2NA\ngGWmLJ1Mxy5Lq187Y7ZJuHbtWvTo0QNdunRB3bp10bt3b3Ts2BHr1q0DABhj8MILL+Cxxx5Djx49\ncP7552PmzJnYt28f/vKXv8RqGSIiIiIiIiIiIuJQzDYJu3XrhmXLliEvLw8A8Mknn+Af//gHrrnm\nGgDAN998g+3bt0c85TIhIQFXXXUVVq9eHatliIiIiIiIiIiIiEMx2yS866670KdPHzRp0gQJCQlI\nS0vDgw8+iBtvvBEAsG3bNgBA9erVI/5etWrVwl/zh1VeL8AlLJ3AqlUsrSydmql9WDoBnlZ12oel\nVZ32YWnl6OR5DAiwzJSlk+nYZWn1a2fMNglfeuklZGZmYs6cOVi/fj1mzpyJ8ePHY9asWaf9u4FA\nIFbLcME4rxfgEpZOYNw4llaWTs3UPiydAE+rOu3D0qpO+7C0cnTyPAYEWGbK0sl07LK0+rUzZpuE\nTz31FB5//HHccMMNOP/889GvXz88+OCDePrppwEANWrUAABs37494u9t3749/LXCXHPNNcjIyIj4\n07p1ayxcuDDiekuXLkVGRkYBt3AfgGknXZYDIAPAjpMuHwFg7EmXbf7/624CMOeEyycCGHrSdff9\n/3VP3jXOQsEf334jgBURlxTWcd9992HatMiOjRs3/v//t/uka5+u40QFdUyH846FJ1229P9vI9Iz\nzzwT1ZGTk4OMjAzs2BE5jxEjRmDs2MiOzZs3IyMjA5s2RXZMnDgRQ4dGduzbtw8ZGRlRu/hZWVnh\njySfM+f4TG+88cYiH1cFzSMWHce8cNJ/n8lxdfI8bkdB8zj7+wfw4IMPxmweERVnOI/8mXp5XEVb\ncdJ/F3z/cDaP3+Ds7ueFHVfHPon+ZE7mofNuPqfzOIJ4PO/G5rg6sePEmRa949THVeQ8dN49prDz\nVSyOq8iO/Jme6f38RNHHlc67x+m8e6L4Pe8CiJqdzrsnVBTT48Tbb7/d1cftOu+ejOu8G8vj6sR/\nk3r576iz7ThRYR1HjhyxoiOe9xkuuugiXH311RF7aDfccEPU9yqQiZGqVauaP/3pTxGXjRkzxjRp\n0sQYY8zRo0dNzZo1zbhx48JfP3jwoClfvryZMmVKgbe5bt06A8CsW7fO0Vry/x6wzgDGB3/OrNN/\nrWfeycJf89RMi4Jlpiyd/mtl6dSxq1Z1xv8fHbvq5MMyU5ZOET8r6v5aiaJtJZ5ejx49MHr0aNSp\nUwfnnXce1q9fjwkTJmDQoEEAjr2k+IEHHsCYMWOQkpKCxo0bY8yYMShbtixuuummWC1DRERERERE\nREREHIrZJuGECRNQrlw53Hfffdi+fTtq1aqFu+++G0888UT4OsOGDcP+/ftx7733Yvfu3WjVqhWW\nLl2KMmXKxGoZIiIiIiIiIiIi4lDM3pOwTJkyePbZZ/HNN99g3759+PLLLzFq1CiUKBG5DzlixAj8\n8MMP2L9/P1asWIHzzjsvVktwycnvcWArlk5Evb+AvVg6NVP7sHQCPK3qtA9Lqzrtw9LK0cnzGBBg\nmSlLJ9Oxy9Lq186YbRLyqOv1AlzC0gnUrcvSytKpmdqHpRPgaVWnfVha1WkfllaOTp7HgADLTFk6\nmY5dlla/dmqT0LHBXi/AJSydwODBLK0snZqpfVg6AZ5WddqHpVWd9mFp5ejkeQwIsMyUpZPp2GVp\n9WunNglFRERERERERETIaZNQRERERERERESEnDYJHdvk9QJcwtIJbNrE0srSqZnah6UT4GlVp31Y\nWtVpH5ZWjk6ex4AAy0xZOpmOXZZWv3Zqk9CxYV4vwCUsncCwYSytLJ2aqX1YOgGeVnXah6VVnfZh\naeXo5HkMCLDMlKWT6dhlafVrpzYJHXvZ6wW4hKUTePllllaWTs3UPiydAE+rOu3D0qpO+7C0cnTy\nPAYEWGbK0sl07LK0+rVTm4SO+fNjrJ1j6fTvR5M7x9KpmdqHpRPgaVWnfVha1WkfllaOTp7HgADL\nTFk6mY5dlla/dmqTUEREREREREREhJw2CUVERERERERERMhpk9CxsV4vwCUsncDYsSytLJ2aqX1Y\nOgGeVnXah6VVnfZhaeXo5HkMCLDMlKWT6dhlafVrpzYJHdvn9QJcwtIJ7NvH0srSqZnah6UT4GlV\np31YWtVpH5ZWjk6ex4AAy0xZOpmOXZZWv3Zqk9CxkV4vwCUsncDIkSytLJ2aqX1YOgGeVnXah6VV\nnfZhaeXo5HkMCLDMlKWT6dhlafVrpzYJRUREREREREREyGmTUEREREREREREhJw2CR3b4fUCXMLS\nCezYwdLK0qmZ2oelE+BpVad9WFrVaR+WVo5OnseAAMtMWTqZjl2WVr92apPQsYFeL8AlLJ3AwIEs\nrSydmql9WDoBnlZ12oelVZ32YWnl6OR5DAiwzJSlk+nYZWn1a6c2CR0Leb0Al4S8XoBrQqGQ10tw\nScjrBbhGM7VNyOsFuCjk9QJcEvJ6AS4Jeb0AF4W8XoBLQl4vwCUhrxfgopDXC3BJyOsFuILnMSDA\nMlOWTqZjl6XVr53aJHQszesFuISlE0hLY2ll6dRM7cPSCfC0qtM+LK3qtA9LK0cnz2NAgGWmLJ1M\nxy5Lq187tUkoIiIiIiIiIiJCTpuEIiIiIiIiIiIi5Ep4vQD/mQZgkNeLcAFLJzBt2jQMGsTQqpna\nh2WmLJ0AT6s67cPSqk77sLRydPI8BgRYZsrSyXTsxltrXl4e9u7dG/PbXbhwIXr06BHz201OTkZK\nSkrMbzefNgkdywHDSYqnE8jJyYmrk1Tx0UztwzJTlk6Ap1Wd9mFpVad9WFo5OnkeAwIsM2XpZDp2\n46k1Ly8PqampxXb7Tz75ZLHcbm5ubrFtFGqT0LFJXi/AJSydwKRJLK0snZqpfVg6AZ5WddqHpVWd\n9mFp5ejkeQwIsMyUpZPp2I2n1uPPIJwNoJmXSymijQD6FcszH/Npk1BEREREREREREg1A8snaZ+O\nPrhERERERERERESEnDYJRUREREREREREyGmT0LEMrxfgEpZOICODpZWlUzO1D0snwNOqTvuwtKrT\nPiytHJ08jwEBlpmydDIduzyt/uzUexI6dr/XC3AJSydw//0srSydmql9WDoBnlZ12oelVZ32YWnl\n6OR5DAiwzDQeO/Py8mL+wRGdOnVCTk5OTG8TAJKTk4vtU3DPFM/91J+d2iR0LN3rBbiEpRNIT2dp\nZenUTO3D0gnwtKrTPiyt6rQPSytHJ89jQIBlpvHWmZeXh9TUVK+X4Uhubm5cbRTy3E/92alNQhER\nERERERGR0zj+DMLZOPaJuPFsI4B+MX/Wo9hNm4QiIiIiIiIiIkXWDECa14sQiTl9cIljC71egEtY\nOoGFC1laWTo1U/uwdAI8req0D0urOu3D0srRyfMYEGCZqTrtw3M/9WenNgkdy/J6AS5h6QSyslha\nWTo1U/uwdAI8req0D0urOu3D0srRyfMYEGCZqTrtw3M/9WenNgkdm+v1AlzC0gnMncvSytKpmdqH\npRPgaVWnfVha1WkfllaOTp7HgADLTNVpH577qT87tUkoIiIiIiIiIiJCTpuEIiIiIiIiIiIi5LRJ\nKCIiIiIiIiIiQk6bhI4N8HoBLmHpBAYMYGll6dRM7cPSCfC0qtM+LK3qtA9LK0cnz2NAgGWm6rQP\nz/3Un53aJHQs3esFuISlE0hPZ2ll6dRM7cPSCfC0qtM+LK3qtA9LK0cnz2NAgGWm6rQPz/3Un53a\nJHSsr9cLcAlLJ9C3L0srS6dmah+WToCnVZ32YWlVp31YWjk6eR4DAiwzVad9eO6n/uzUJqGIiIiI\niIiIiAg5bRKKiIiIiIiIiIiQ0yahY6u8XoBLWDqBVatYWlk6NVP7sHQCPK3qtA9Lqzrtw9LK0cnz\nGBBgmak67cNzP/VnpzYJHRvn9QJcwtIJjBvH0srSqZnah6UT4GlVp31YWtVpH5ZWjk6ex4AAy0zV\naR+e+6k/O7VJ6NgcrxfgEpZOYM4cllaWTs3UPiydAE+rOu3D0qpO+7C0cnTyPAYEWGaqTvvw3E/9\n2alNQseSvF6AS1g6gaQkllaWTs3UPiydAE+rOu3D0qpO+7C0cnTyPAYEWGaqTvvw3E/92alNQhER\nEREREREREXLaJBQRERERERERESGnTULHhnq9AJewdAJDh7K0snRqpvZh6QR4WtVpH5ZWddqHpZWj\nk+cxIMAyU3Xah+d+6s9ObRI6VtfrBbiEpROoW5ellaVTM7UPSyfA06pO+7C0qtM+LK0cnTyPAQGW\nmarTPjz3U392apPQscFeL8AlLJ3A4MEsrSydmql9WDoBnlZ12oelVZ32YWnl6OR5DAiwzFSd9uG5\nn/qzU5uEIiIiIiIiIiIi5LRJKCIiIiIiIiIiQk6bhI5t8noBLmHpBDZtYmn9P/buN1Tss77//6tD\nOzitc5Nho44MZDr/gGOpDkX8uhY8Ax0Hd2P2myLF5N5MsjU3cn4M+ZJPxqg9GbhsTZh0hs19tUlu\neZDBRnajIEE2Sg67UdvQyoSOjYblRzcspxNGz/dGa+w5TbWfeM51nev9fD6gME9Pj9eTd67DtbdJ\nD6XTmdZD6Uw4rXbWQ2m1sx5KK6OT8wZMKDO1sx7OPR2z0yXhbMu9D9AIpTNZXqa0UjqdaT2UzoTT\namc9lFY766G0Mjo5b8CEMlM76+Hc0zE7XRLOdrr3ARqhdCanT1NaKZ3OtB5KZ8JptbMeSqud9VBa\nGZ2cN2BCmamd9XDu6ZidLglnG/PHWM9H6fRHsFfkTKuhdCacVjvrobTaWQ+lldHJeQMmlJnaWQ/n\nno7Z6ZJQkiRJkiRJgnNJKEmSJEmSJMG5JJxtpfcBGqF0JisrlFZKpzOth9KZcFrtrIfSamc9lFZG\nJ+cNmFBmamc9nHs6ZqdLwtnWex+gEUpnsr5OaaV0OtN6KJ0Jp9XOeiitdtZDaWV0ct6ACWWmdtbD\nuadjdroknO1E7wM0QulMTpygtFI6nWk9lM6E02pnPZRWO+uhtDI6OW/AhDJTO+vh3NMxO10SSpIk\nSZIkSXAuCSVJkiRJkiQ4l4SzXet9gEYoncm1a5RWSqczrYfSmXBa7ayH0mpnPZRWRifnDZhQZmpn\nPZx7OmanS8LZDvY+QCOUzuTgQUorpdOZ1kPpTDitdtZDabWzHkoro5PzBkwoM7WzHs49HbPTJeFs\nU+8DNDL1PkAz0zT1PkIjU+8DNONMq5l6H6ChqfcBGpl6H6CRqfcBGpp6H6CRqfcBGpl6H6ChqfcB\nGpl6H6AJzhswoczUzno493TqfYCb4pJwtn29D9AIpTPZt4/SSul0pvVQOhNOq531UFrtrIfSyujk\nvAETykztrIdzT8fsdEkoSZIkSZIkwbkklCRJkiRJkuBcEs52tvcBGqF0JmfPUlopnc60Hkpnwmm1\nsx5Kq531UFoZnZw3YEKZqZ31cO7pmJ0uCWdb632ARiidydoapZXS6UzroXQmnFY766G02lkPpZXR\nyXkDJpSZ2lkP556O2emScLYzvQ/QCKUzOXOG0krpdKb1UDoTTqud9VBa7ayH0sro5LwBE8pM7ayH\nc0/H7HRJKEmSJEmSJMG5JJQkSZIkSZLgXBJKkiRJkiRJcC4JZ1vqfYBGKJ3J0hKlldLpTOuhdCac\nVjvrobTaWQ+lldHJeQMmlJnaWQ/nno7Z6ZJwtsO9D9AIpTM5fJjSSul0pvVQOhNOq531UFrtrIfS\nyujkvAETykztrIdzT8fsdEk422LvAzRC6UwWFymtlE5nWg+lM+G02lkPpdXOeiitjE7OGzChzNTO\nejj3dMxOl4SSJEmSJEkSnEtCSZIkSZIkCc4l4WyrvQ/QCKUzWV2ltFI6nWk9lM6E02pnPZRWO+uh\ntDI6OW/AhDJTO+vh3NMxO10Sznau9wEaoXQm585RWimdzrQeSmfCabWzHkqrnfVQWhmdnDdgQpmp\nnfVw7umYnS4JZ7vQ+wCNUDqTCxcorZROZ1oPpTPhtNpZD6XVznoorYxOzhswoczUzno493TMTpeE\nkiRJkiRJEpxLQkmSJEmSJAnOJaEkSZIkSZIE55JwtgO9D9AIpTM5cIDSSul0pvVQOhNOq531UFrt\nrIfSyujkvAETykztrIdzT8fsdEk422LvAzRC6UwWFymtlE5nWg+lM+G02lkPpdXOeiitjE7OGzCh\nzNTOejj3dMxOl4Sz7e99gEYoncn+/ZRWSqczrYfSmXBa7ayH0mpnPZRWRifnDZhQZmpnPZx7Oman\nS0JJkiRJkiQJziWhJEmSJEmSBOeScLZLvQ/QCKUzuXSJ0krpdKb1UDoTTqud9VBa7ayH0sro5LwB\nE8pM7ayHc0/H7HRJONvJ3gdohNKZnDxJaaV0OtN6KJ0Jp9XOeiitdtZDaWV0ct6ACWWmdtbDuadj\ndroknO187wM0QulMzp+ntFI6nWk9lM6E02pnPZRWO+uhtDI6OW/AhDJTO+vh3NMxO10SzrbQ+wCN\nUDqThQVKK6XTmdZD6Uw4rXbWQ2m1sx5KK6OT8wZMKDO1sx7OPR2z0yWhJEmSJEmSBOeSUJIkSZIk\nSYJzSTjbsd4HaITSmRw7RmmldDrTeiidCafVznoorXbWQ2lldHLegAllpnbWw7mnY3a6JJxtb+8D\nNELpTPbupbRSOp1pPZTOhNNqZz2UVjvrobQyOjlvwIQyUzvr4dzTMTtdEs52pPcBGqF0JkeOUFop\nnc60Hkpnwmm1sx5Kq531UFoZnZw3YEKZqZ31cO7pmJ0uCSVJkiRJkiQ4l4SSJEmSJEkSnEvC2a70\nPkAjlM7kyhVKK6XTmdZD6Uw4rXbWQ2m1sx5KK6OT8wZMKDO1sx7OPR2z0yXhbMu9D9AIpTNZXqa0\nUjqdaT2UzoTTamc9lFY766G0Mjo5b8CEMlM76+Hc0zE7XRLOdrr3ARqhdCanT1NaKZ3OtB5KZ8Jp\ntbMeSqud9VBaGZ2cN2BCmamd9XDu6ZidLglnG/PHWM9H6fRHsFfkTKuhdCacVjvrobTaWQ+lldHJ\neQMmlJnaWQ/nno7Z6ZJQkiRJkiRJgnNJKEmSJEmSJMG5JJxtpfcBGqF0JisrlFZKpzOth9KZcFrt\nrIfSamc9lFZGJ+cNmFBmamc9nHs6ZqdLwtnWex+gEUpnsr5OaaV0OtN6KJ0Jp9XOeiitdtZDaWV0\nct6ACWWmdtbDuadjdroknO1E7wM0QulMTpygtFI6nWk9lM6E02pnPZRWO+uhtDI6OW/AhDJTO+vh\n3NMxO10SSpIkSZIkSXAuCSVJkiRJkiQ4l4SzXet9gEYoncm1a5RWSqczrYfSmXBa7ayH0mpnPZRW\nRifnDZhQZmpnPZx7OmanS8LZDvY+QCOUzuTgQUorpdOZ1kPpTDitdtZDabWzHkoro5PzBkwoM7Wz\nHs49HbPTJeFsU+8DNDL1PkAz0zT1PkIjU+8DNONMq5l6H6ChqfcBGpl6H6CRqfcBGpp6H6CRqfcB\nGpl6H6ChqfcBGpl6H6AJzhswoczUzno493TqfYCb4pJwtn29D9AIpTPZt4/SSul0pvVQOhNOq531\nUFrtrIfSyujkvAETykztrIdzT8fsdEkoSZIkSZIkwbkklCRJkiRJkuBcEs52tvcBGqF0JmfPUlop\nnc60Hkpnwmm1sx5Kq531UFoZnZw3YEKZqZ31cO7pmJ0uCWdb632ARiidydoapZXS6UzroXQmnFY7\n66G02lkPpZXRyXkDJpSZ2lkP556O2emScLYzvQ/QCKUzOXOG0krpdKb1UDoTTqud9VBa7ayH0sro\n5LwBE8pM7ayHc0/H7HRJKEmSJEmSJMG5JJQkSZIkSZLgXBJKkiRJkiRJcC4JZ1vqfYBGKJ3J0hKl\nldLpTOuhdCacVjvrobTaWQ+lldHJeQMmlJnaWQ/nno7Z6ZJwtsO9D9AIpTM5fJjSSul0pvVQOhNO\nq531UFrtrIfSyujkvAETykztrIdzT8fsdEk422LvAzRC6UwWFymtlE5nWg+lM+G02lkPpdXOeiit\njE7OGzChzNTOejj3dMxOl4SSJEmSJEkSnEtCSZIkSZIkCc4l4WyrvQ/QCKUzWV2ltFI6nWk9lM6E\n02pnPZRWO+uhtDI6OW/AhDJTO+vh3NMxO10Sznau9wEaoXQm585RWimdzrQeSmfCabWzHkqrnfVQ\nWhmdnDdgQpmpnfVw7umYnS4JZ7vQ+wCNUDqTCxcorZROZ1oPpTPhtNpZD6XVznoorYxOzhswoczU\nzno493TMTpeEkiRJkiRJEpxLQkmSJEmSJAnOJaEkSZIkSZIE55JwtgO9D9AIpTM5cIDSSul0pvVQ\nOhNOq531UFrtrIfSyujkvAETykztrIdzT8fsdEk422LvAzRC6UwWFymtlE5nWg+lM+G02lkPpdXO\neiitjE7OGzChzNTOejj3dMxOl4Sz7e99gEYoncn+/ZRWSqczrYfSmXBa7ayH0mpnPZRWRifnDZhQ\nZmpnPZx7OmanS0JJkiRJkiQJziWhJEmSJEmSBOeScLZLvQ/QCKUzuXSJ0krpdKb1UDoTTqud9VBa\n7ayH0sro5LwBE8pM7ayHc0/H7HRJONvJ3gdohNKZnDxJaaV0OtN6KJ0Jp9XOeiitdtZDaWV0ct6A\nCWWmdtbDuadjdroknO187wM0QulMzp+ntFI6nWk9lM6E02pnPZRWO+uhtDI6OW/AhDJTO+vh3NMx\nO10SzrbQ+wCNUDqThQVKK6XTmdZD6Uw4rXbWQ2m1sx5KK6OT8wZMKDO1sx7OPR2z0yWhJEmSJEmS\nBOeSUJIkSZIkSYJzSTjbsd4HaITSmRw7RmmldDrTeiidCafVznoorXbWQ2lldHLegAllpnbWw7mn\nY3a6JJxtb+8DNELpTPbupbRSOp1pPZTOhNNqZz2UVjvrobQyOjlvwIQyUzvr4dzTMTtdEs52pPcB\nGqF0JkeOUFopnc60Hkpnwmm1sx5Kq531UFoZnZw3YEKZqZ31cO7pmJ0uCSVJkiRJkiQ4l4SSJEmS\nJEkSnEvC2a70PkAjlM7kyhVKK6XTmdZD6Uw4rXbWQ2m1sx5KK6OT8wZMKDO1sx7OPR2z0yXhbMu9\nD9AIpTNZXqa0UjqdaT2UzoTTamc9lFY766G0Mjo5b8CEMlM76+Hc0zE7XRLOdrr3ARqhdCanT1Na\nKZ3OtB5KZ8JptbMeSqud9VBaGZ2cN2BCmamd9XDu6ZidLglnG/PHWM9H6fRHsFfkTKuhdCacVjvr\nobTaWQ+lldHJeQMmlJnaWQ/nno7Z6ZJQkiRJkiRJgnNJKEmSJEmSJMG5JJxtpfcBGqF0JisrlFZK\npzOth9KZcFrtrIfSamc9lFZGJ+cNmFBmamc9nHs6ZqdLwtnWex+gEUpnsr5OaaV0OtN6KJ0Jp9XO\neiitdtZDaWV0ct6ACWWmdtbDuadjdroknO1E7wM0QulMTpygtFI6nWk9lM6E02pnPZRWO+uhtDI6\nOW/AhDJTO+vh3NMxO10SSpIkSZIkSXAuCSVJkiRJkiQ4l4SzXet9gEYoncm1a5RWSqczrYfSmXBa\n7ayH0mpnPZRWRifnDZhQZmpnPZx7OmanS8LZDvY+QCOUzuTgQUorpdOZ1kPpTDitdtZDabWzHkor\no5PzBkwoM7WzHs49HbPTJeFsU+8DNDL1PkAz0zT1PkIjU+8DNONMq5l6H6ChqfcBGpl6H6CRqfcB\nGpp6H6CRqfcBGpl6H6ChqfcBGpl6H6AJzhswoczUzno493TqfYCb4pJwtn29D9AIpTPZt4/SSul0\npvVQOhNOq531UFrtrIfSyujkvAETykztrIdzT8fsdEkoSZIkSZIkwbkklCRJkiRJkuBcEs52tvcB\nGqF0JmfPUlopnc60Hkpnwmm1sx5Kq531UFoZnZw3YEKZqZ31cO7pmJ0uCWdb632ARiidydoapZXS\n6UzroXQmnFY766G02lkPpZXRyXkDJpSZ2lkP556O2emScLYzvQ/QCKUzOXOG0krpdKb1UDoTTqud\n9VBa7ayH0sro5LwBE8pM7ayHc0/H7HRJKEmSJEmSJMFt65Lw3/7t3/LZz342v/iLv5jbbrstv/7r\nv/6q30o6TVPe8Y53ZGFhIXfddVeeeOKJ7TyCJEmSJEmSpJm2bUn43HPP5aMf/Wh+9md/Nn//93+f\nJ598Ml/60pfy8z//89c/Z2VlJadOncqZM2fy2GOPZc+ePfnEJz6R559/fruOIUmSJEmSJGmmbVsS\nrqys5Jd/+Zdz9uzZfPCDH8zevXtz11135Z3vfGeSZGNjI6dOncoXvvCFfPrTn8773//+fPWrX836\n+noeeeSR7TpGA0u9D9AIpTNZWqK0UjqdaT2UzoTTamc9lFY766G0Mjo5b8CEMlM76+Hc0zE7t21J\n+M1vfjN33nlnfvd3fzd33HFH9u3bl6985SvX//73vve9XL16NYuLi9c/duutt+bjH/94vv3tY1QQ\nzAAAIABJREFUb2/XMRo43PsAjVA6k8OHKa2UTmdaD6Uz4bTaWQ+l1c56KK2MTs4bMKHM1M56OPd0\nzM5tWxL+y7/8S/7iL/4iv/qrv5qLFy/m937v9/L7v//7+Zu/+ZskybPPPpskueOOOzb9c29961uv\n/70xLP7kTymB0plNi+vaKJ3OtB5KZ8JptbMeSqud9VBaGZ2cN2BCmamd9XDu6Zidb9iuL/Tiiy/m\nN37jN/LHf/zHSZJf+7Vfy+OPP54vf/nLue+++37sP3vLLbds1zEkSZIkSZIkzbRtv5Pw7W9/e973\nvvdt+th73vOePPPMM0mSPXv2JEmuXr266XOuXr16/e+9lk9+8pNZWlra9NdHPvKRrK6ubvq8ixcv\nvsafbz+U5OyWj63lpT8jfm3Lx48nWdnysWde/twrWz7+UJJjWz62/vLnXtry8XNJDtzgbPckeXTT\nR16r49ChQzl7dnPHk08++fL/9dyWz+7RsbrlYxdzoz+H/+CDD76qY21tLUtLS7l2bfM8jh8/npWV\nzR3PPPNMlpaWcuXK5o6HHnoox45t7lhfX8/S0lIuXdrcce7cuRw48OqOe+6553X/urrRPLaj4yWn\ntvznnZvHT38/kqNHj5adx3Z0vOTRLf95p+axHff8pZ9Ev9WceeyODr/v/tBP+313t3T8+F9Xm+fh\n992XvNb3q93R8fp/Xfl990f8vvtKu/f7bpJXzc7vu6+oAL4T/b77Srvh+5Xfd39oN9yP3XDPK33f\nvfPOO3P33Xdv2qF95jOfucF/1w1sbJN7771342Mf+9imj91///0bH/3oRzc2NjY2XnzxxY23ve1t\nGydPnrz+93/wgx9svPnNb954+OGHb/g1L1++vJFk4/Lly7PO8sN/Lrm8kWxs81/f2IGveXOdO9u6\nuzp30je+8Y3eR7iO9Gt3JznT9jOldI7XSun0166tdlbtJLVSOnfSbnoDbmxwZkrp3NnW3dW5k3bT\nPSX+2v1J/+y2/U7Co0eP5h//8R/zxS9+Md/97nfzyCOP5C//8i9z6NChJC/9keL7778/DzzwQFZX\nV/P444/nc5/7XG6//fbce++923WMBs71PkAjlM6X/lcLBkqnM62H0plwWu2sh9JqZz2UVkYn5w2Y\nUGZqZz2cezpm57b9Owk/+MEP5hvf+Eb+8A//MH/0R3+Ud77znfmzP/uz7N+///rnLC8v54UXXsjn\nP//5PPfcc/nwhz+cixcv5rbbbtuuYzRwofcBGqF0JhcuUFopnc60Hkpnwmm1sx5Kq531UFoZnZw3\nYEKZqZ31cO7pmJ3btiRMkk996lP51Kc+9WM/5/jx4zl+/Ph2/tdKkiRJkiRJ+ils2x83liRJkiRJ\nkjQml4SSJEmSJEkSnEvC2V7rx71XQ+nMDX/Uek2UTmdaD6Uz4bTaWQ+l1c56KK2MTs4bMKHM1M56\nOPd0zE6XhLMt9j5AI5TOZHGR0krpdKb1UDoTTqud9VBa7ayH0sro5LwBE8pM7ayHc0/H7HRJONv+\nn/wpJVA6s+kncNdG6XSm9VA6E06rnfVQWu2sh9LK6OS8ARPKTO2sh3NPx+x0SShJkiRJkiTBuSSU\nJEmSJEmS4FwSznap9wEaoXQmly5RWimdzrQeSmfCabWzHkqrnfVQWhmdnDdgQpmpnfVw7umYnS4J\nZzvZ+wCNUDqTkycprZROZ1oPpTPhtNpZD6XVznoorYxOzhswoczUzno493TMTpeEs53vfYBGKJ3J\n+fOUVkqnM62H0plwWu2sh9JqZz2UVkYn5w2YUGZqZz2cezpmp0vC2RZ6H6ARSmeysEBppXQ603oo\nnQmn1c56KK121kNpZXRy3oAJZaZ21sO5p2N2uiSUJEmSJEmS4FwSSpIkSZIkSXAuCWc71vsAjVA6\nk2PHKK2UTmdaD6Uz4bTaWQ+l1c56KK2MTs4bMKHM1M56OPd0zE6XhLPt7X2ARiidyd69lFZKpzOt\nh9KZcFrtrIfSamc9lFZGJ+cNmFBmamc9nHs6ZqdLwtmO9D5AI5TO5MgRSiul05nWQ+lMOK121kNp\ntbMeSiujk/MGTCgztbMezj0ds9MloSRJkiRJkgTnklCSJEmSJEmCc0k425XeB2iE0plcuUJppXQ6\n03oonQmn1c56KK121kNpZXRy3oAJZaZ21sO5p2N2uiScbbn3ARqhdCbLy5RWSqczrYfSmXBa7ayH\n0mpnPZRWRifnDZhQZmpnPZx7OmanS8LZTvc+QCOUzuT0aUorpdOZ1kPpTDitdtZDabWzHkoro5Pz\nBkwoM7WzHs49HbPTJeFsY/4Y6/konf4I9oqcaTWUzoTTamc9lFY766G0Mjo5b8CEMlM76+Hc0zE7\nXRJKkiRJkiRJcC4JJUmSJEmSJDiXhLOt9D5AI5TOZGWF0krpdKb1UDoTTqud9VBa7ayH0sro5LwB\nE8pM7ayHc0/H7HRJONt67wM0QulM1tcprZROZ1oPpTPhtNpZD6XVznoorYxOzhswoczUzno493TM\nTpeEs53ofYBGKJ3JiROUVkqnM62H0plwWu2sh9JqZz2UVkYn5w2YUGZqZz2cezpmp0tCSZIkSZIk\nCc4loSRJkiRJkgTnknC2a70P0AilM7l2jdJK6XSm9VA6E06rnfVQWu2sh9LK6OS8ARPKTO2sh3NP\nx+x0STjbwd4HaITSmRw8SGmldDrTeiidCafVznoorXbWQ2lldHLegAllpnbWw7mnY3a6JJxt6n2A\nRqbeB2hmmqbeR2hk6n2AZpxpNVPvAzQ09T5AI1PvAzQy9T5AQ1PvAzQy9T5AI1PvAzQ09T5AI1Pv\nAzTBeQMmlJnaWQ/nnk69D3BTXBLOtq/3ARqhdCb79lFaKZ3OtB5KZ8JptbMeSqud9VBaGZ2cN2BC\nmamd9XDu6ZidLgklSZIkSZIkOJeEkiRJkiRJEpxLwtnO9j5AI5TO5OxZSiul05nWQ+lMOK121kNp\ntbMeSiujk/MGTCgztbMezj0ds9Ml4WxrvQ/QCKUzWVujtFI6nWk9lM6E02pnPZRWO+uhtDI6OW/A\nhDJTO+vh3NMxO10Sznam9wEaoXQmZ85QWimdzrQeSmfCabWzHkqrnfVQWhmdnDdgQpmpnfVw7umY\nnS4JJUmSJEmSJDiXhJIkSZIkSRKcS0JJkiRJkiQJziXhbEu9D9AIpTNZWqK0UjqdaT2UzoTTamc9\nlFY766G0Mjo5b8CEMlM76+Hc0zE7XRLOdrj3ARqhdCaHD1NaKZ3OtB5KZ8JptbMeSqud9VBaGZ2c\nN2BCmamd9XDu6ZidLglnW+x9gEYoncniIqWV0ulM66F0JpxWO+uhtNpZD6WV0cl5AyaUmdpZD+ee\njtnpklCSJEmSJEmCc0koSZIkSZIkwbkknG219wEaoXQmq6uUVkqnM62H0plwWu2sh9JqZz2UVkYn\n5w2YUGZqZz2cezpmp0vC2c71PkAjlM7k3DlKK6XTmdZD6Uw4rXbWQ2m1sx5KK6OT8wZMKDO1sx7O\nPR2z0yXhbBd6H6ARSmdy4QKlldLpTOuhdCacVjvrobTaWQ+lldHJeQMmlJnaWQ/nno7Z6ZJQkiRJ\nkiRJgnNJKEmSJEmSJMG5JJQkSZIkSZLgXBLOdqD3ARqhdCYHDlBaKZ3OtB5KZ8JptbMeSqud9VBa\nGZ2cN2BCmamd9XDu6ZidLglnW+x9gEYoncniIqWV0ulM66F0JpxWO+uhtNpZD6WV0cl5AyaUmdpZ\nD+eejtnpknC2/b0P0AilM9m/n9JK6XSm9VA6E06rnfVQWu2sh9LK6OS8ARPKTO2sh3NPx+x0SShJ\nkiRJkiTBuSSUJEmSJEmS4FwSznap9wEaoXQmly5RWimdzrQeSmfCabWzHkqrnfVQWhmdnDdgQpmp\nnfVw7umYnS4JZzvZ+wCNUDqTkycprZROZ1oPpTPhtNpZD6XVznoorYxOzhswoczUzno493TMTpeE\ns53vfYBGKJ3J+fOUVkqnM62H0plwWu2sh9JqZz2UVkYn5w2YUGZqZz2cezpmp0vC2RZ6H6ARSmey\nsEBppXQ603oonQmn1c56KK121kNpZXRy3oAJZaZ21sO5p2N2uiSUJEmSJEmS4FwSSpIkSZIkSXAu\nCWc71vsAjVA6k2PHKK2UTmdaD6Uz4bTaWQ+l1c56KK2MTs4bMKHM1M56OPd0zE6XhLPt7X2ARiid\nyd69lFZKpzOth9KZcFrtrIfSamc9lFZGJ+cNmFBmamc9nHs6ZqdLwtmO9D5AI5TO5MgRSiul05nW\nQ+lMOK121kNptbMeSiujk/MGTCgztbMezj0ds9MloSRJkiRJkgTnklCSJEmSJEmCc0k425XeB2iE\n0plcuUJppXQ603oonQmn1c56KK121kNpZXRy3oAJZaZ21sO5p2N2uiScbbn3ARqhdCbLy5RWSqcz\nrYfSmXBa7ayH0mpnPZRWRifnDZhQZmpnPZx7OmanS8LZTvc+QCOUzuT0aUorpdOZ1kPpTDitdtZD\nabWzHkoro5PzBkwoM7WzHs49HbPTJeFsY/4Y6/konf4I9oqcaTWUzoTTamc9lFY766G0Mjo5b8CE\nMlM76+Hc0zE7XRJKkiRJkiRJcC4JJUmSJEmSJDiXhLOt9D5AI5TOZGWF0krpdKb1UDoTTqud9VBa\n7ayH0sro5LwBE8pM7ayHc0/H7HRJONt67wM0QulM1tcprZROZ1oPpTPhtNpZD6XVznoorYxOzhsw\noczUzno493TMTpeEs53ofYBGKJ3JiROUVkqnM62H0plwWu2sh9JqZz2UVkYn5w2YUGZqZz2cezpm\np0tCSZIkSZIkCc4loSRJkiRJkgTnknC2a70P0AilM7l2jdJK6XSm9VA6E06rnfVQWu2sh9LK6OS8\nARPKTO2sh3NPx+x0STjbwd4HaITSmRw8SGmldDrTeiidCafVznoorXbWQ2lldHLegAllpnbWw7mn\nY3a6JJxt6n2ARqbeB2hmmqbeR2hk6n2AZpxpNVPvAzQ09T5AI1PvAzQy9T5AQ1PvAzQy9T5AI1Pv\nAzQ09T5AI1PvAzTBeQMmlJnaWQ/nnk69D3BTXBLOtq/3ARqhdCb79lFaKZ3OtB5KZ8JptbMeSqud\n9VBaGZ2cN2BCmamd9XDu6ZidLgklSZIkSZIkOJeEkiRJkiRJEpxLwtnO9j5AI5TO5OxZSiul05nW\nQ+lMOK121kNptbMeSiujk/MGTCgztbMezj0ds9Ml4WxrvQ/QCKUzWVujtFI6nWk9lM6E02pnPZRW\nO+uhtDI6OW/AhDJTO+vh3NMxO10Sznam9wEaoXQmZ85QWimdzrQeSmfCabWzHkqrnfVQWhmdnDdg\nQpmpnfVw7umYnS4JJUmSJEmSJDiXhJIkSZIkSRKcS0JJkiRJkiQJziXhbEu9D9AIpTNZWqK0Ujqd\naT2UzoTTamc9lFY766G0Mjo5b8CEMlM76+Hc0zE7XRLOdrj3ARqhdCaHD1NaKZ3OtB5KZ8JptbMe\nSqud9VBaGZ2cN2BCmamd9XDu6ZidLglnW+x9gEYoncniIqWV0ulM66F0JpxWO+uhtNpZD6WV0cl5\nAyaUmdpZD+eejtnpklCSJEmSJEmCc0koSZIkSZIkwbkknG219wEaoXQmq6uUVkqnM62H0plwWu2s\nh9JqZz2UVkYn5w2YUGZqZz2cezpmp0vC2c71PkAjlM7k3DlKK6XTmdZD6Uw4rXbWQ2m1sx5KK6OT\n8wZMKDO1sx7OPR2z0yXhbBd6H6ARSmdy4QKlldLpTOuhdCacVjvrobTaWQ+lldHJeQMmlJnaWQ/n\nno7Z6ZJQkiRJkiRJgnNJKEmSJEmSJMG5JJQkSZIkSZLgXBLOdqD3ARqhdCYHDlBaKZ3OtB5KZ8Jp\ntbMeSqud9VBaGZ2cN2BCmamd9XDu6ZidLglnW+x9gEYoncniIqWV0ulM66F0JpxWO+uhtNpZD6WV\n0cl5AyaUmdpZD+eejtnpknC2/b0P0AilM9m/n9JK6XSm9VA6E06rnfVQWu2sh9LK6OS8ARPKTO2s\nh3NPx+x0SShJkiRJkiTBuSSUJEmSJEmS4FwSznap9wEaoXQmly5RWimdzrQeSmfCabWzHkqrnfVQ\nWhmdnDdgQpmpnfVw7umYnS4JZzvZ+wCNUDqTkycprZROZ1oPpTPhtNpZD6XVznoorYxOzhswoczU\nzno493TMTpeEs53vfYBGKJ3J+fOUVkqnM62H0plwWu2sh9JqZz2UVkYn5w2YUGZqZz2cezpmp0vC\n2RZ6H6ARSmeysEBppXQ603oonQmn1c56KK121kNpZXRy3oAJZaZ21sO5p2N2uiSUJEmSJEmS4FwS\nSpIkSZIkSXAuCWc71vsAjVA6k2PHKK2UTmdaD6Uz4bTaWQ+l1c56KK2MTs4bMKHM1M56OPd0zE6X\nhLPt7X2ARiidyd69lFZKpzOth9KZcFrtrIfSamc9lFZGJ+cNmFBmamc9nHs6ZqdLwtmO9D5AI5TO\n5MgRSiul05nWQ+lMOK121kNptbMeSiujk/MGTCgztbMezj0ds9MloSRJkiRJkgTnklCSJEmSJEmC\nc0k425XeB2iE0plcuUJppXQ603oonQmn1c56KK121kNpZXRy3oAJZaZ21sO5p2N2uiScbbn3ARqh\ndCbLy5RWSqczrYfSmXBa7ayH0mpnPZRWRifnDZhQZmpnPZx7OmanS8LZTvc+QCOUzuT0aUorpdOZ\n1kPpTDitdtZDabWzHkoro5PzBkwoM7WzHs49HbPTJeFsY/4Y6/konf4I9oqcaTWUzoTTamc9lFY7\n66G0Mjo5b8CEMlM76+Hc0zE7XRJKkiRJkiRJcC4JJUmSJEmSJDiXhLOt9D5AI5TOZGWF0krpdKb1\nUDoTTqud9VBa7ayH0sro5LwBE8pM7ayHc0/H7HRJONt67wM0QulM1tcprZROZ1oPpTPhtNpZD6XV\nznoorYxOzhswoczUzno493TMTpeEs53ofYBGKJ3JiROUVkqnM62H0plwWu2sh9JqZz2UVkYn5w2Y\nUGZqZz2cezpmp0tCSZIkSZIkCc4loSRJkiRJkgTnknC2a70P0AilM7l2jdJK6XSm9VA6E06rnfVQ\nWu2sh9LK6OS8ARPKTO2sh3NPx+x0STjbwd4HaITSmRw8SGmldDrTeiidCafVznoorXbWQ2lldHLe\ngAllpnbWw7mnY3a6JJxt6n2ARqbeB2hmmqbeR2hk6n2AZpxpNVPvAzQ09T5AI1PvAzQy9T5AQ1Pv\nAzQy9T5AI1PvAzQ09T5AI1PvAzTBeQMmlJnaWQ/nnk69D3BTXBLOtq/3ARqhdCb79lFaKZ3OtB5K\nZ8JptbMeSqud9VBaGZ2cN2BCmamd9XDu6ZidLgklSZIkSZIkOJeEkiRJkiRJEpxLwtnO9j5AI5TO\n5OxZSiul05nWQ+lMOK121kNptbMeSiujk/MGTCgztbMezj0ds9Ml4WxrvQ/QCKUzWVujtFI6nWk9\nlM6E02pnPZRWO+uhtDI6OW/AhDJTO+vh3NMxO10Sznam9wEaoXQmZ85QWimdzrQeSmfCabWzHkqr\nnfVQWhmdnDdgQpmpnfVw7umYnS4JJUmSJEmSJDiXhJIkSZIkSRKcS0JJkiRJkiQJziXhbEu9D9AI\npTNZWqK0UjqdaT2UzoTTamc9lFY766G0Mjo5b8CEMlM76+Hc0zE7XRLOdrj3ARqhdCaHD1NaKZ3O\ntB5KZ8JptbMeSqud9VBaGZ2cN2BCmamd9XDu6ZidLglnW+x9gEYoncniIqWV0ulM66F0JpxWO+uh\ntNpZD6WV0cl5AyaUmdpZD+eejtnpklCSJEmSJEmCc0koSZIkSZIkwbkknG219wEaoXQmq6uUVkqn\nM62H0plwWu2sh9JqZz2UVkYn5w2YUGZqZz2cezpmp0vC2c71PkAjlM7k3DlKK6XTmdZD6Uw4rXbW\nQ2m1sx5KK6OT8wZMKDO1sx7OPR2z0yXhbBd6H6ARSmdy4QKlldLpTOuhdCacVjvrobTaWQ+lldHJ\neQMmlJnaWQ/nno7Z6ZJQkiRJkiRJgnNJKEmSJEmSJMG5JJQkSZIkSZLgXBLOdqD3ARqhdCYHDlBa\nKZ3OtB5KZ8JptbMeSqud9VBaGZ2cN2BCmamd9XDu6ZidLglnW+x9gEYoncniIqWV0ulM66F0JpxW\nO+uhtNpZD6WV0cl5AyaUmdpZD+eejtnpknC2/b0P0AilM9m/n9JK6XSm9VA6E06rnfVQWu2sh9LK\n6OS8ARPKTO2sh3NPx+x0SShJkiRJkiTBuSSUJEmSJEmS4FwSznap9wEaoXQmly5RWimdzrQeSmfC\nabWzHkqrnfVQWhmdnDdgQpmpnfVw7umYnS4JZzvZ+wCNUDqTkycprZROZ1oPpTPhtNpZD6XVznoo\nrYxOzhswoczUzno493TMTpeEs53vfYBGKJ3J+fOUVkqnM62H0plwWu2sh9JqZz2UVkYn5w2YUGZq\nZz2cezpmp0vC2RZ6H6ARSmeysEBppXQ603oonQmn1c56KK121kNpZXRy3oAJZaZ21sO5p2N2uiSU\nJEmSJEmS4FwSSpIkSZIkSXAuCWc71vsAjVA6k2PHKK2UTmdaD6Uz4bTaWQ+l1c56KK2MTs4bMKHM\n1M56OPd0zE6XhLPt7X2ARiidyd69lFZKpzOth9KZcFrtrIfSamc9lFZGJ+cNmFBmamc9nHs6ZqdL\nwtmO9D5AI5TO5MgRSiul05nWQ+lMOK121kNptbMeSiujk/MGTCgztbMezj0ds9MloSRJkiRJkgTn\nklCSJEmSJEmCc0k425XeB2iE0plcuUJppXQ603oonQmn1c56KK121kNpZXRy3oAJZaZ21sO5p2N2\nuiScbbn3ARqhdCbLy5RWSqczrYfSmXBa7ayH0mpnPZRWRifnDZhQZmpnPZx7OmanS8LZTvc+QCOU\nzuT0aUorpdOZ1kPpTDitdtZDabWzHkoro5PzBkwoM7WzHs49HbPTJeFsY/4Y6/konf4I9oqcaTWU\nzoTTamc9lFY766G0Mjo5b8CEMlM76+Hc0zE7XRJKkiRJkiRJcC4JJUmSJEmSJDiXhLOt9D5AI5TO\nZGWF0krpdKb1UDoTTqud9VBa7ayH0sro5LwBE8pM7ayHc0/H7NyxJeGDDz6Yn/mZn8nRo0c3fXya\nprzjHe/IwsJC7rrrrjzxxBM7dYQdst77AI1QOpP1dUorpdOZ1kPpTDitdtZDabWzHkoro5PzBkwo\nM7WzHs49HbNzR5aEjz32WB5++OF84AMfyC233HL94ysrKzl16lTOnDmTxx57LHv27MknPvGJPP/8\n8ztxjB1yovcBGqF0JidOUFopnc60Hkpnwmm1sx5Kq531UFoZnZw3YEKZqZ31cO7pmJ3bviR8/vnn\n89nPfjZf+cpX8gu/8AvXP76xsZFTp07lC1/4Qj796U/n/e9/f7761a9mfX09jzzyyHYfQ5IkSZIk\nSdLrtO1LwkOHDuW3f/u3c/fdd2djY+P6x7/3ve/l6tWrWVxcvP6xW2+9NR//+Mfz7W9/e7uPIUmS\nJEmSJOl12tYl4fnz5/PP//zP+eIXv5gkm/6o8bPPPpskueOOOzb9M29961uv/70xXOt9gEYoncm1\na5RWSqczrYfSmXBa7ayH0mpnPZRWRifnDZhQZmpnPZx7Ombnti0J//Vf/zV/8Ad/kK997Wu59dZb\nk7z0R4xf+bsJX8srl4m738HeB2iE0pkcPEhppXQ603oonQmn1c56KK121kNpZXRy3oAJZaZ21sO5\np2N2btuS8PLly/mP//iP7Nu3L2984xvzxje+Md/61rfy53/+57n11luzZ8+eJMnVq1c3/XNXr169\n/vdeyyc/+cksLS1t+usjH/lIVldXN33exYsXs7S0dIOvcCjJ2S0fW0uylFdvd4/n1T+q+pmXP/dK\nkukVH38oybEtn7v+8ude2vLxc0kO3OBs9yR5dNNHXqvj0KFDOXt2c8eTTz758v/13JbP/kkdr3Sj\njv8v8ztWt3zs4stfY7MHH3zwVR1ra2tZWlp61f+qcPz48Vf9iPRnnnkmS0tLuXJlc8dDDz2UY8c2\nd6yvr2dpaSmXLm3uOHfuXA4ceKljmqYfVdxzz+v+dXWjeWxHx0tObfnPN/Praus8fis3msdPfz+S\no0ePbts8NlXc5Dx+ONOev65e7dEt//nG92PePPbkp7vnr/XravO9+KE58/D77g/Nncd/ZTd+392e\nX1ev7JhuquPH/7raPA+/777ktb5fbcevq80d0010vP5fV37f/RG/777S7v2+m+RVs/P77isqduid\n+Fu/9VtN3+1+393K77tVvu/u5P34r//6rx3//wdvpqPS990777wzd99996Yd2mc+85kb/HfdwMY2\n+f73v7/xne985/pfjz/++MaHPvShjfvuu2/jO9/5zsaLL7648ba3vW3j5MmT1/+ZH/zgBxtvfvOb\nNx5++OEbfs3Lly9vJNm4fPnyrLP88J9LLm8kGwP8dXOd47XefCfFWPN0pq8HZaaUzvFaKZ3+2rXV\nzt3/l7927eShzJTSOV6rd/QnGWue2/Nr9yf9s294favEn+z222/P+973vk0fW1hYyFve8pbrH7//\n/vvzwAMP5F3veld+5Vd+JQ888EBuv/323Hvvvdt1DEmSJEmSJEkzbduS8EZuueWWTf++weXl5bzw\nwgv5/Oc/n+eeey4f/vCHc/Hixdx22207eQxJkiRJkiRJP8a2/nTjrR599NF86Utf2vSx48eP59//\n/d/zwgsv5NFHH33V7z7c/bb+2fCqKJ151b+3oC5KpzOth9KZcFrtrIfSamc9lFZGJ+cNmFBmamc9\nnHs6ZueOLglrWut9gEYonS/9y0wZKJ3OtB5KZ8JptbMeSqud9VBaGZ2cN2BCmamd9XDu6ZidLgln\nO9P7AI1QOpMzZyitlE5nWg+lM+G02lkPpdXOeiitjE7OGzChzNTOejj3dMxOl4SSJEnTnV2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"text": [
"<matplotlib.figure.Figure at 0x5e11790>"
]
},
{
"metadata": {},
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888wzxu/3h33S6syZM80ll1xiEhMTTfny5U2PHj3M+vXrw/78p59+am688UZT\nvnx5U7p0adOwYUMzfPjw4O8HAgHj9/vN7t27g7ft27fPXH311aZKlSrB79W3335rfD5f8Jff7w/+\n/8JP0dy0adNZP/V45cqVpn379sHv5VVXXWXefffdsPutXr3atGnTxpQpU8bUrl3bjBkzxsycOTPs\n+7B582Zzww03mLJly4as41z27t1revbsaerVq2eSk5NNYmKiady4sfn9739vfvrpp7D7DxgwIKS7\nsN3v9wc/nbR///5n/NTjouZc+P189tlnQ27/8MMPjd/vN4sWLQq5fdKkSaZBgwYmKSnJ/OY3vzEf\nffSRadu2bdinGxf1Z8903Bc1+2is9eOPPzZdu3Y1lSpVMomJiaZ27dqmW7duIfcr6msbE/vvY3HW\nZowxjz76qKlVq5YpUaKE8fv9wWP6k08+MVdddZVJSUkxVatWNffcc49Zu3Zt2CfVGmPMyy+/bNLS\n0kxiYqJp0qSJycrKMt27dzeXXXZZyP2OHTtmnn32WdOyZUuTlJRkUlNTTdOmTc39999v/v3vfwfv\nV7duXdOtW7ew78vpx4Exxnz55ZcmMzPTlC9f3iQmJppLL700bH3ROF4K71+ca+SZnOsaZUzxrx3G\nGJOfnx88Pz/44IMi7/Pdd9+ZwYMHmwsuuMAkJCSYqlWrmquvvtqMHz/+nN8fY4w5evSoGTFihLng\nggtMUlKSufzyy81bb71lBgwYEHYd+v77702vXr1MamqqKVu2rLnlllvM3/72N+Pz+czbb78dct8v\nvvjC3HrrraZatWomISHB1KhRw3To0MG89NJLwfsUHvOnf+J5IBA443VqzJgxIfc9cOCA+e1vf2tq\n1KhhEhMTTcuWLYv8FGNjjMnNzTUdOnQwKSkpply5cqZnz57mm2++KfK+L7zwgmncuLFJTEw0devW\nNWPGjDHHjh0LuU9WVlbItbPQ888/b+rXr29KliwZ/P2vv/7a9OvXzzRs2NAkJyeb8uXLm1atWpm5\nc+cW+fXbtGlj/H6/uf3224v8fRERsYPPmOL9Z/KPP/4YkyZNQl5eHrZv34433ngDN910U8h9AoEA\nXn75ZezduxdXXnklpk+fjmbNmgV//8iRI3jkkUcwf/58HDp0CO3bt8eMGTPCPiFOREREQk2cOBHP\nPfcctm/fXuT7eNnq6NGjqFatGsaNG3fG9zmTc7P9+/jjjz+iUaNG6NmzZ8j75Amf8ePH47HHHsP3\n33+PmjUEmpvPAAAgAElEQVRrur0cERERTyn2JuGSJUuwatUqpKeno2fPnli8eHHIJ+NNmDABTz31\nFLKyspCWloZx48bh448/xtdffx18n4/7778f77zzDubMmYOKFSti+PDh2LNnD3Jzc8/5Y2IiIiIi\nIjt37sS4cePQrl07VKpUCZs3b8bkyZOxceNGrFmzJvijn2K/adOmAQCaNGmCn3/+GStWrMDUqVPR\np0+fsPfwExERkXMr9ibhqfx+f8gmoTEGNWvWxMMPP4wRI0YA+OW/WE+YMAH33HMP9u3bh6pVq2Le\nvHm45ZZbAADbt29H7dq18d577yEjIyOKWSIiIhJtx48fP+v79Pl8PpQoUcLBFQmjH3/8EXfccQdW\nr16NPXv2IDk5Ga1btw6+x5vwmD17NiZPnozvvvsOR44cwYUXXoh+/fph1KhRKFlSb70uIiISqahs\nEn7zzTdo2LAh1q5di0suuSR4v+7du6N8+fLIysrCihUr0KFDB+zduxflypUL3qdly5bo3r07AoHA\nr68RERGRmKlbty62bNlyxt9v27ZtsT6YQERERERE4k9U/hPbjh07AADVqlULub1q1arBv0zs2LED\nCQkJIRuEhX9m586d0ViGiIiIxNC7776LI0eOnPH3o/XJriIiIiIi4ryYvw7/1765+vbt27F9+/Yo\nrUZERERiZf/+/cjLy3N7GSIiIiIicpoaNWqgRo0aZ71PVDYJq1evDuDkG0kX/v/T/7l69eo4evQo\n9u3bF/Jqwh07duCqq64q8nG3b9+Oyy+/HNu2bYvGMkVEREREREREROg0adIEK1asOOtGYVQ2CevV\nq4fq1atj2bJlwfckPHr0KHJycjBp0iQAwGWXXYZSpUph2bJlIR9c8tVXX+GZZ54p8nG3b9+Obdu2\nYd68eXHzSXW9evXCokWL3F5GzLF0AjytLJ0AT6s67cPSqk77sLSq0z4sreq0T7y1btmyBQcPHoz6\n444cORITJ06M+uOmpKSgTp06UX/c8xVv84wlltZ461y/fj369++P7du3R2eT8ODBg8jPzw/+8zff\nfIN//vOfqFSpEmrXro2hQ4di/PjxSEtLQ8OGDTF+/HiUKVMG/fr1AwCUK1cOgwcPxvDhw1GpUiVU\nqFABjzzyCFq0aIEOHTqc9Ws3bdoU6enpxV1qTCUkJMTNWmKJpRPgaWXpBHha1WkfllZ12oelVZ32\nYWlVp33iqTU/Px89evSI2eP3798/Jo+7ceNGpKWlxeSxIxVP84w1llavdhZ7k3D16tW4/vrrAZx8\nn8GHH34YADBgwADMmjULI0eOxKFDh/DAAw9g7969aNWqFZYtW4aUlJTgY0yZMgUlS5ZE7969cejQ\nIXTo0AFz58791e9b6KTGjRu7vQRHsHQCPK0snQBPqzrtw9KqTvuwtKrTPiyt6rRPPLXu37//v/9v\nHoBo/wTgMACTo/yY6wH0P2Xd7ounecYaS6tXO4u9Sdi2bVucOHHirPcZPXo0Ro8efcbfT0hIwAsv\nvIAXXnih+CsUEREREREhkJ+fH5ONi3379sXkg6VSU1Pj5pVYEg+aAoj2K6fKxeAxReRMYv7pxiIi\nIiIiInJ2+fn5aNSoUcwe/7LLLovJ48bTj2yKiMivo03CCHXt2tXtJTiCpRPgaWXpBHha1WkfllZ1\n2oelNd46Y/Wqs+bNm9O86iyeZhrbH9lcBKBXlB8z/n5kM57mGWs8rRydPPPkafVsp4ljubm5BoDJ\nzc11eylB3bp1c3sJjmDpNIanlaXTGJ5WddqHpVWd9mFpjafOjRs3GgCe+7Vx40a3v3Uh4mmmhX/3\nAXINYKL8q1sMHlN/V3NTPLXq2P314mmescbSGm+dxd1f0ysJIxQIBNxegiNYOgGeVpZOgKdVnfZh\naVWnfVha46kztq86Wx+jx4yvV50B8TXT2Aq4vQBH8MyTqTXg9gIcwTNPnlavdmqTMEJe/Ajr88HS\nCfC0snQCPK3qtA9Lqzrtw9Ian52x+KCAeOyMjficaSxwdPLMk6mVo5NnnjytXu3UJqGIiEiEYvU+\nYLEQj+8BJiIiIiIi8UebhCIiIhGI9adPxoI+eVJERERERM7F7/YCvGbmzJluL8ERLJ0ATytLJ8DT\nqk53hL4PWG6Ufz0W5cebd9qa40O8zTRWWDoBnlaWToClUzO1Dc88mVo5OnnmydPq1U69kjBCeXl5\nGDx4sNvLiDmWToCnlaUT4GlVp9ti8T5gM2PwmPEnfmcaXSydAE8rSyeQB4ChUzO1TTzOM1ZvUbJ0\n6VJceumlUX/c+HubEh27tmFp9Wqnzxhj3F7EmeTl5eGyyy5Dbm6uZ9/0UURE7FL476aTr9SL9383\n5QHQv0dFbOStaxGg69G5aab28eJblACRv02Jjl2R+Ffc/TW9klBEREREREQkykLfoqSpm0sppvUA\n+sfd25SIiHO0SSgiIiIiIiISM7F4ixIRkejTJqGIiERFrN5zJ1bi7z13RERERERE3KNNwghlZmbi\nrbfecnsZMcfSCfC0snQCPK3x1MnynjuxlwkgPmYaS/F07MYSSyfA08rSyXItAjRT2/DME2CZKUsn\n07HL0urVTm0SRuihhx5yewmOYOkEeFpZOgGe1njqjO177nwCoHWUHzNe33MnfmYaS/F07MYSSyfA\n08rSyXItAjRT2/DME2CZKUsn07HL0urVTm0SRigjI8PtJTiCpRPgaWXpBHha47MzFu+5w/QePvE4\n0+iLz2M3+lg6AZ5Wlk6WaxGgmdqGZ54Ay0xZOpmOXZZWr3Zqk1Akzuh93URERERERETEadokFIkj\nel83EREREREREXGD3+0FeM3ixYvdXoIjWDqB+GoNfV+33Cj/eiYGjznvtHXHh3iaaSyxdAIsnQBL\nK8uxy9IJ8LSydLJciwDN1DY88wRYZsrSyXTssrR6tVObhBHKzs52ewmOYOkE4rW18H3dovnr/2Lw\nmNH+gIroiM+ZRh9LJ8DSCbC0shy7LJ0ATytLJ8u1CNBMbcMzT4BlpiydTMcuS6tXO7VJGKEFCxa4\nvQRHsHQCTK0snTwzZelkOnZZWlmOXZZOgKeVpZPlWgRoprbhmSfAMlOWTqZjl6XVq53aJBQRERER\nERERESGnDy4RERGRIunT1kVEREREeGiTUEQkxrTRIl6kT1sXEREREeGiTcIIDRw4ELNnz3Z7GSFi\nsQERCAQQCASi+phAfG4+xONMY2MgAIbO+JqpNlqigefYjafW0E9bj/aHFAX++yua1gPoH1cb8vF0\nLYo1llaWzni6FsWaZmoXnnkCLDNl6WQ6dllavdqpTcIIZWRkuL2EELHcgHj77bdj8rjxtfkQfzON\nHZbO+JppbDdalgDoFOXHjL+NFqZjNz5bCz9tPZr6xuAx4088XYtijaWVpTM+r0WxoZnahWeeAMtM\nWTqZjl2WVq92apMwQn379nV7CSFiuwERbfG4+RB/M40dls54nWksNlrs32Q5KR7nGSssrRyd8Xkt\nig2WVpZOlnMU0ExtwzNPgGWmLJ1Mxy5Lq1c7tUlojVhsQIiIiIiIuE/v7ysiIhJ72iQUEREREZG4\npff3FRERcYbf7QV4zcqVK91egkNYOjVTG2mmtmHpBHhaOTp5rkU8rSyd8XaOhr69Tm6Uf70Sg8ec\nd9q640F8zTRWeM5RgGWmLJ1Mxy5Lq1c7tUkYoYkTJ7q9BIewdGqmNtJMbcPSCfC0cnTyXIt4Wlk6\n4/ccLXx7nWj+ejMGjxmP7xMerzONLp5zFGCZKUsn07HL0urVTm0SRmj+/PluL8EhLJ2aqY00U9uw\ndAI8rRydPNcinlaWTpZz9CSWVo5OnnMUYJkpSyfTscvS6tVObRJGKDk52e0lOISlUzO1kWZqG5ZO\ngKeVo5PnWsTTytLJco6exNLK0clzjgIsM2XpZDp2WVq92qlNQhEREREREREREXLaJBQRERERERER\nESGnTcIIjRgxwu0lOISlUzO1kWZqG5ZOgKeVo5PnWsTTytLJco6exNLK0clzjgIsM2XpZDp2WVq9\n2lnS7QV4TZ06ddxegkNYOjVTG2mmtmHpBHha46szPz8f+/fvj/rj+nw+5OXlRf1xU1NTkZaWFvXH\n/TVYrrssnfF2jsYWSytHJ885CrDMlKWT6dhlafVqpzYJIzRkyBC3l+AQlk7N1EaaqW1YOgGe1vjp\nzM/PR6NGjWL2+JMmTYrJ427cuDGuNgpZrrssnfF0jsYeSytHJ885CrDMlKWT6dhlafVqpzYJRURE\nhNYvryCcB6Cpm0sppvUA+sfklY8iIiIiwk2bhCIiIiJoCiDd7UWIiIiIiLhGH1wSoQ0bNri9BIew\ndGqmNtJMbcPSCfC0qtM2LNddlk6mY5enlaOT5xwFWGbK0sl07LK0erVTm4QRGjlypNtLcAhLp2Zq\nI83UNiydAE+rOm3Dct1l6WQ6dnlaOTp5zlGAZaYsnUzHLkurVzu1SRihadOmub0Eh7B0aqY20kxt\nw9IJ8LSq0zYs112WTqZjl6eVo5PnHAVYZsrSyXTssrR6tVObhBHy6sdYR46lUzO1kWZqG5ZOgKdV\nnbZhue6ydDIduzytHJ085yjAMlOWTqZjl6XVq53aJBQRERERERERESGnTUIRERERERERERFy2iSM\n0IQJE9xegkNYOjVTG2mmtmHpBHha1WkblusuSyfTscvTytHJc44CLDNl6WQ6dllavdqpTcIIFRQU\nuL0Eh7B0aqY20kxtw9IJ8LSq0zYs112WTqZjl6eVo5PnHAVYZsrSyXTssrR6tVObhBEaM2aM20tw\nCEunZmojzdQ2LJ0AT6s6bcNy3WXpZDp2eVo5OnnOUYBlpiydTMcuS6tXO7VJKCIiIiIiIiIiQk6b\nhCIiIiIiIiIiIuS0SRihXbt2ub0Eh7B0aqY20kxtw9IJ8LSq0zYs112WTqZjl6eVo5PnHAVYZsrS\nyXTssrR6tVObhBEaNGiQ20twCEunZmojzdQ2LJ0AT6s6bcNy3WXpZDp2eVo5OnnOUYBlpiydTMcu\nS6tXO7VJGKFAIOD2EhwScHsBjtFM7aOZ2ibg9gIcFHB7AQ4JuL0AhwTcXoBjWK67LJ1Mxy5Pa8Dt\nBTiC5xwFWGbK0sl07LK0erVTm4QRSk9Pd3sJDmHp1ExtpJnahqUT4GlVp21YrrssnUzHLk8rRyfP\nOQqwzJSlk+nYZWn1aqc2CUVERERERERERMhpk1BERERERERERIScNgkjNHPmTLeX4BCWTs3URpqp\nbVg6AZ5WddqG5brL0sl07PK0cnTynKMAy0xZOpmOXZZWr3ZqkzBCeXl5bi/BISydmqmNNFPbsHQC\nPK3qtA3LdZelk+nY5Wnl6OQ5RwGWmbJ0Mh27LK1e7dQmYYSmT5/u9hIcwtKpmdpIM7UNSyfA06pO\n27Bcd1k6mY5dnlaOTp5zFGCZKUsn07HL0urVTm0SioiIiIiIiIiIkCvp9gJERERERKIpPz8f+/fv\nd3sZxZaamoq0tDS3lyEiIiLktEkoIiIiItbIz89Ho0aN3F5GxDZu3KiNQhEREXGVftw4QpmZmW4v\nwSEsnZqpjTRT27B0Ajyt6rRNPF13f3kF4TwAuVH+dW0MHnPeaeuOB/Ezz9hjaeXojKdrUeyxtHJ0\nMh27LK1e7dQrCSP00EMPub0Eh7B0aqY20kxtw9IJ8LSq0zbxed1tCiA9yo/5xxg8ZjyKx3nGCksr\nR2d8XotihaWVo5Pp2GVp9WqntZuEsXovmsqVK8fko6zj771oMtxegGMyMlhaWTo1U/uwdAI8req0\nja67tmHpBHhaOTp5rkUAy0xZOpmOXZZWr3ZauUmo96IREREREREREREpPis3CUPfi6apm0sppvUA\n+sfZe9GIiIiIiIiIiAgLyz+4pPC9aKL5a0sMHjMeNzIXu70AxyxezNLK0qmZ2oelE+BpVadtdN21\nDUsnwNPK0clzLQJYZsrSyXTssrR6tdPyTcJYyHZ7AQ5h6QSys1laWTo1U/uwdAI8req0ja67tmHp\nBHhaOTp5rkUAy0xZOpmOXZZWr3ZqkzBiC9xegENYOoEFC1haWTo1U/uwdAI8req0ja67tmHpBHha\nOTp5rkUAy0xZOpmOXZZWr3Zqk1BERERERERERIScNglFRERERERERETIaZNQRERERERERESEnDYJ\nIzbQ7QU4hKUTGDiQpZWlUzO1D0snwNOqTtvoumsblk6Ap5Wjk+daBLDMlKWT6dhlafVqpzYJI5bh\n9gIcwtIJZGSwtLJ0aqb2YekEeFrVaRtdd23D0gnwtHJ08lyLAJaZsnQyHbssrV7t1CZhxPq6vQCH\nsHQCffuytLJ0aqb2YekEeFrVaRtdd23D0gnwtHJ08lyLAJaZsnQyHbssrV7t1CahiIiIiIiIiIgI\nOW0SioiIiIiIiIiIkNMmYcRWur0Ah7B0AitXsrSydGqm9mHpBHha1WkbXXdtw9IJ8LRydPJciwCW\nmbJ0Mh27LK1e7dQmYcQmur0Ah7B0AhMnsrSydGqm9mHpBHha1WkbXXdtw9IJ8LRydPJciwCWmbJ0\nMh27LK1e7dQmYcTmu70Ah7B0AvPns7SydGqm9mHpBHha1WkbXXdtw9IJ8LRydPJciwCWmbJ0Mh27\nLK1e7dQmYcSS3V6AQ1g6geRkllaWTs3UPiydAE+rOm2j665tWDoBnlaOTp5rEcAyU5ZOpmOXpdWr\nndokFBERERERERERIadNQhEREREREREREXLaJIzYCLcX4BCWTmDECJZWlk7N1D4snQBPqzpto+uu\nbVg6AZ5Wjk6eaxHAMlOWTqZjl6XVq50l3V6A99RxewEOYekE6tRhaWXp1Eztw9IJ8LSq0y35+fnY\nv39/1B/X5/MhLy8v6o+bmpqKtLS0qD/u+Yu/mcYGSyfA08rRyfMcEGCZKUsn07HL0urVTm0SRmyI\n2wtwCEsnMGQISytLp2ZqH5ZOgKdVnW7Iz89Ho0aNYvb4kyZNisnjbty4MY42CuNrprHD0gnwtHJ0\n8jwHBFhmytLJdOyytHq1U5uEIiIiIgR+eQXhPABN3VxKMa0H0D8mr3wUERERkXDaJBQRERGh0hRA\nutuLEBEREZE4ow8uidgGtxfgEJZOYMMGllaWTs3UPiydAE+rOu3D0qpO+7C0cnTyPAcEWGbK0sl0\n7LK0erVTm4QRG+n2AhzC0gmMHMnSytKpmdqHpRPgaVWnfVha1WkfllaOTp7ngADLTFk6mY5dllav\ndmqTMGLT3F6AQ1g6gWnTWFpZOjVT+7B0Ajyt6rQPS6s67cPSytHJ8xwQYJkpSyfTscvS6tVObRJG\nzJsfYx05lk7vfjR55Fg6NVP7sHQCPK3qtA9Lqzrtw9LK0cnzHBBgmSlLJ9Oxy9Lq1U5tEoqIiIiI\niIiIiJDTJqGIiIiIiIiIiAg5bRJGbILbC3AISycwYQJLK0unZmoflk6Ap1Wd9mFpVad9WFo5Onme\nAwIsM2XpZDp2WVq92qlNwogVuL0Ah7B0AgUFLK0snZqpfVg6AZ5WddqHpVWd9mFp5ejkeQ4IsMyU\npZPp2GVp9WqnNgkjNsbtBTiEpRMYM4allaVTM7UPSyfA06pO+7C0qtM+LK0cnTzPAQGWmbJ0Mh27\nLK1e7dQmoYiIiIiIiIiICDltEoqIiIiIiIiIiJDTJmHEdrm9AIewdAK7drG0snRqpvZh6QR4WtVp\nH5ZWddqHpZWjk+c5IMAyU5ZOpmOXpdWrndokjNggtxfgEJZOYNAgllaWTs3UPiydAE+rOu3D0qpO\n+7C0cnTyPAcEWGbK0sl07LK0erVTm4QRC7i9AIcE3F6AYwKBgNtLcEjA7QU4RjO1TcDtBTgo4PYC\nHBJwewEOCbi9AAcF3F6AQwJuL8AhAbcX4KCA2wtwSMDtBTiC5zkgwDJTlk6mY5el1aud2iSMWLrb\nC3AISyeQns7SytKpmdqHpRPgaVWnfVha1WkfllaOTp7ngADLTFk6mY5dllavdmqTUERERERERERE\nhJw2CUVERERERERERMhpkzBiM91egENYOoGZM1laWTo1U/uwdAI8req0D0urOu3D0srRyfMcEGCZ\nKUsn07HL0urVTm0SRizP7QU4hKUTyMtjaWXp1Eztw9IJ8LSq0z4sreq0D0srRyfPc0CAZaYsnUzH\nLkurVzu1SRix6W4vwCEsncD06SytLJ2aqX1YOgGeVnXah6VVnfZhaeXo5HkOCLDMlKWT6dhlafVq\npzYJRUREREREREREyGmTUEREREREREREhJw2CUVERERERERERMhpkzBimW4vwCEsnUBmJksrS6dm\nah+WToCnVZ32YWlVp31YWjk6eZ4DAiwzZelkOnZZWr3aqU3CiD3k9gIcwtIJPPQQSytLp2ZqH5ZO\ngKdVnfZhaVWnfVhaOTp5ngMCLDNl6WQ6dllavdqpTcKIZbi9AIewdAIZGSytLJ2aqX1YOgGeVnXa\nh6VVnfZhaeXo5HkOCLDMlKWT6dhlafVqpzYJRUREREREREREyGmTUEREREREREREhJw2CSO22O0F\nOISlE1i8mKWVpVMztQ9LJ8DTqk77sLSq0z4srRydPM8BAZaZsnQyHbssrV7t1CZhxLLdXoBDWDqB\n7GyWVpZOzdQ+LJ0AT6s67cPSqk77sLRydPI8BwRYZsrSyXTssrR6tVObhBFb4PYCHMLSCSxYwNLK\n0qmZ2oelE+BpVad9WFrVaR+WVo5OnueAAMtMWTqZjl2WVq92apNQRERERERERESEnDYJRURERERE\nREREyGmTUEREREREREREhJw2CSM20O0FOISlExg4kKWVpVMztQ9LJ8DTqk77sLSq0z4srRydPM8B\nAZaZsnQyHbssrV7t1CZhxDLcXoBDWDqBjAyWVpZOzdQ+LJ0AT6s67cPSqk77sLRydPI8BwRYZsrS\nyXTssrR6tVObhBHr6/YCHMLSCfTty9LK0qmZ2oelE+BpVad9WFrVaR+WVo5OnueAAMtMWTqZjl2W\nVq92apNQRERERERERESEnDYJRUREREREREREyGmTMGIr3V6AQ1g6gZUrWVpZOjVT+7B0Ajyt6rQP\nS6s67cPSytHJ8xwQYJkpSyfTscvS6tVObRJGbKLbC3AISycwcSJLK0unZmoflk6Ap1Wd9mFpVad9\nWFo5OnmeAwIsM2XpZDp2WVq92qlNwojNd3sBDmHpBObPZ2ll6dRM7cPSCfC0qtM+LK3qtA9LK0cn\nz3NAgGWmLJ1Mxy5Lq1c7tUkYsWS3F+AQlk4gOZmllaVTM7UPSyfA06pO+7C0qtM+LK0cnTzPAQGW\nmbJ0Mh27LK1e7dQmoYiIiIiIiIiICDltEoqIiIiIiIiIiJDTJmHERri9AIewdAIjRrC0snRqpvZh\n6QR4WtVpH5ZWddqHpZWjk+c5IMAyU5ZOpmOXpdWrndokjFgdtxfgEJZOoE4dllaWTs3UPiydAE+r\nOu3D0qpO+7C0cnTyPAcEWGbK0sl07LK0erVTm4QRG+L2AhzC0gkMGcLSytKpmdqHpRPgaVWnfVha\n1WkfllaOTp7ngADLTFk6mY5dllavdmqTUEREREREREREhJw2CUVERERERERERMhpkzBiG9xegENY\nOoENG1haWTo1U/uwdAI8req0D0urOu3D0srRyfMcEGCZKUsn07HL0urVTm0SRmyk2wtwCEsnMHIk\nSytLp2ZqH5ZOgKdVnfZhaVWnfVhaOTp5ngMCLDNl6WQ6dllavdqpTcKITXN7AQ5h6QSmTWNpZenU\nTO3D0gnwtKrTPiyt6rQPSytHJ89zQIBlpiydTMcuS6tXO7VJGDFvfox15Fg6vfvR5JFj6dRM7cPS\nCfC0qtM+LK3qtA9LK0cnz3NAgGWmLJ1Mxy5Lq1c7tUkoIiIiIiIiIiJCTpuEIiIiIiIiIiIi5LRJ\nGLEJbi/AISydwIQJLK0snZqpfVg6AZ5WddqHpVWd9mFp5ejkeQ4IsMyUpZPp2GVp9WqnNgkjVuD2\nAhzC0gkUFLC0snRqpvZh6QR4WtVpH5ZWddqHpZWjk+c5IMAyU5ZOpmOXpdWrnSXdXoD3jHF7AQ5h\n6QTGjGFpZenUTO3D0gnwtKrTPiyt6rQPSytHJ89zQIBlpvHYmZ+fj/3790f1MW+66Sbk5eVF9TEB\nIDU1FWlpaVF/3F+D5Tz1aqc2CUVEREREREREziE/Px+NGjVyexkR2bhxY9xtFEr80iahiIiIiIiI\niMg5/PIKwnkAmrq5lGJYD6B/1F/1KHbTJmHEdgGo7PYiHMDSCezatQuVKzO0aqb2YZkpSyfA06pO\n+7C0qtM+LK0cnTzPAQGWmcZvZ1MA6VF8vHjtjD6W89SrnfrgkogNcnsBDmHpBAYNYmll6dRM7cPS\nCfC0qtM+LK3qtA9LK0cnz3NAgGWm6rQPy3nq1U5tEkYs4PYCHBJwewGOCQQCbi/BIQG3F+AYzdQ2\nAbcX4KCA2wtwSMDtBTgk4PYCHBRwewEOCbi9AIcE3F6AgwJuL8AhAbcX4Aie54AAy0zVaR+W89Sr\nndokjFg0X1Icz1g6gfR0llaWTs3UPiydAE+rOu3D0qpO+7C0cnTyPAcEWGaqTvuwnKde7dQmoYiI\niIiIiIiICDltEoqIiIiIiIiIiJDTJmHEZrq9AIewdAIzZ7K0snRqpvZh6QR4WtVpH5ZWddqHpZWj\nk+c5IMAyU3Xah+U89WqnNgkjluf2AhzC0gnk5bG0snRqpvZh6QR4WtVpH5ZWddqHpZWjk+c5IMAy\nU3Xah+U89WqnNgkjNt3tBTiEpROYPp2llaVTM7UPSyfA06pO+7C0qtM+LK0cnTzPAQGWmarTPizn\nqVc7tUkoIiIiIiIiIiJCTpuEIiIiIiIiIiIi5LRJKCIiIiIiIiIiQk6bhBHLdHsBDmHpBDIzWVpZ\nOjVT+7B0Ajyt6rQPS6s67cPSytHJ8xwQYJmpOu3Dcp56tVObhBF7yO0FOISlE3joIZZWlk7N1D4s\nnU/lWOUAACAASURBVABPqzrtw9KqTvuwtHJ08jwHBFhmqk77sJynXu3UJmHEMtxegENYOoGMDJZW\nlk7N1D4snQBPqzrtw9KqTvuwtHJ08jwHBFhmqk77sJynXu3UJqGIiIiIiIiIiAg5bRKKiIiIiIiI\niIiQ0yZhxBa7vQCHsHQCixeztLJ0aqb2YekEeFrVaR+WVnXah6WVo5PnOSDAMlN12oflPPVqpzYJ\nI5bt9gIcwtIJZGeztLJ0aqb2YekEeFrVaR+WVnXah6WVo5PnOSDAMlN12oflPPVqpzYJI7bA7QU4\nhKUTWLCApZWlUzO1D0snwNOqTvuwtKrTPiytHJ08zwEBlpmq0z4s56lXO7VJKCIiIiIiIiIiQk6b\nhCIiIiIiIiIiIuS0SSgiIiIiIiIiIkJOm4QRG+j2AhzC0gkMHMjSytKpmdqHpRPgaVWnfVha1Wkf\nllaOTp7ngADLTNVpH5bz1KudUdsk/Pnnn/GHP/wB9erVQ3JyMho0aIAnnngCxpiQ+wUCAdSqVQvJ\nyclo164d1q1bF60lOCTD7QU4hKUTyMhgaWXp1Eztw9IJ8LSq0z4sreq0D0srRyfPc0CAZabqtA/L\neerVzqhtEo4fPx6vvPIKZsyYgQ0bNmDixImYNGkSpk6dGrzPhAkTMGXKFEyfPh2rV69G9erV0bFj\nRxw4cCBay3BAX7cX4BCWTqBvX5ZWlk7N1D4snQBPqzrtw9KqTvuwtHJ08jwHBFhmqk77sJynXu2M\n2ibhmjVr0L17d3Tu3Bl16tRBr1690LFjR+Tm5gIAjDGYMmUK/vjHP6J79+646KKLMGfOHBQUFOAv\nf/lLtJYhIiIiIiIiIiIiEYraJmHXrl2xfPly5OfnAwA+//xz/OMf/8CNN94IAPj222+xc+fOkJdc\nJiQk4LrrrsOqVauitQwRERERERERERGJUNQ2Ce+991706dMHjRs3RkJCAtLT0zFs2DDceuutAIAd\nO3YAAKpVqxby56pWrRr8PW9Y6fYCHMLSCaxcydLK0qmZ2oelE+BpVad9WFrVaR+WVo5OnueAAMtM\n1WkflvPUq51R2yR84YUXkJWVhfnz52Pt2rWYM2cOJk2ahLlz557zz/p8vmgtwwET3V6AQ1g6gYkT\nWVpZOjVT+7B0Ajyt6rQPS6s67cPSytHJ8xwQYJmpOu3Dcp56tTNqm4RPPvkkHnvsMfTu3RsXXXQR\n+vfvj2HDhuGpp54CAFSvXh0AsHPnzpA/t3PnzuDvncmNN96IzMzMkF+tW7fG4sWLQ+63bNkyZGZm\nFvEIDwKYedpteQAyAew67fbRACacdtuW/953A4D5p9w+FcCI0+5b8N/7nr5rnI2iP9b8VgAfhtxy\npo4HH3wQM2eGdqxfv/6//2/vafc+V8epiuqYhcg7Fp9227L/Pkaop59+OqwjLy8PmZmZ2LUrdB6j\nR4/GhAmhHVu2bEFmZiY2bAjtmDp1KkaMCO0oKChAZmZm2C5+dnZ28CPJ58//Zaa33nprsY+rouYR\njY6Tppz2z+dzXJ0+j7tQ1Dx+/fkBDBs2LGrzCKk4z3kUztTN4yrch6f9c9HnR2TzuBi/7jw/03F1\n8pPoTxfJPHTdLRTpPI4jHq+70TmuTu04dabF7zj7cRU6D113TzrT9Soax1VoR+FMz/c8P1X4caXr\n7i903T1V/F53AYTNTtfdUypi9DzxrrvucvR5u667p9N115brbizPj+PHj8f874NOdMTzPsNll12G\n66+/PmQPrXfv3mFfq0gmSqpUqWL+9Kc/hdw2fvx407hxY2OMMSdOnDA1atQwEydODP7+kSNHTLly\n5cxLL71U5GPm5uYaACY3NzeitRT+OSDXAMYDv86v03ut59/Jwlvz1EyLg2WmLJ3ea2Xp1LGrVnXG\n/y8du+rkwzJTlk7vteoclV8Ud3+tZPG2Es+te/fuGDduHGrXro1mzZph7dq1mDx5MgYPHgzg5I8U\nDx06FOPHj0daWhoaNmyI8ePHo0yZMujXr1+0liEiIiIiIiIiInJO+fn52L9/v9vLKLbU1FSkpaXF\n7PGjtkk4efJklC1bFg8++CB27tyJmjVr4r777sPjjz8evM/IkSNx6NAhPPDAA9i7dy9atWqFZcuW\nISUlJVrLEBEREREREREROav8/Hw0atTI7WVEbOPGjTHbKIzaexKmpKTgmWeewbfffouCggJs2rQJ\nY8eORcmSofuQo0ePxrZt23Do0CF8+OGHaNasWbSW4JDT3xvAViydCHt/AXuxdGqm9mHpBHha1Wkf\nllZ12oellaOT5zkgwDJTddonns7TX15BOA9AbpR/3R6Dx5x32rqjL2qvJORRx+0FOISlE6hTh6WV\npVMztQ9LJ8DTqk77sLSq0z4srRydPM8BAZaZqtM+8XmeNgWQHuXHvCIGjxl7UXslIY8hbi/AISyd\nwJAhLK0snZqpfVg6AZ5WddqHpVWd9mFp5ejkeQ4IsMxUnfbhOU+92alNQhEREREREREREXLaJBQR\nERERERERESGnTcKIbXB7AQ5h6QQ2bGBpZenUTO3D0gnwtKrTPiyt6rQPSytHJ89zQIBlpuq0D895\n6s1ObRJGbKTbC3AISycwciRLK0unZmoflk6Ap1Wd9mFpVad9WFo5OnmeAwIsM1WnfXjOU292apMw\nYtPcXoBDWDqBadNYWlk6NVP7sHQCPK3qtA9Lqzrtw9LK0cnzHBBgmak67cNznnqzU5uEEYvHj+uO\nBZbOeP0I9lhg6dRM7cPSCfC0qtM+LK3qtA9LK0cnz3NAgGWm6rQPz3nqzU5tEoqIiIiIiIiIiJDT\nJqGIiIiIiIiIiAg5bRJGbILbC3AISycwYQJLK0unZmoflk6Ap1Wd9mFpVad9WFo5OnmeAwIsM1Wn\nfXjOU292apMwYgVuL8AhLJ1AQQFLK0unZmoflk6Ap1Wd9mFpVad9WFo5OnmeAwIsM1WnfXjOU292\napMwYmPcXoBDWDqBMWNYWlk6NVP7sHQCPK3qtA9Lqzrtw9LK0cnzHBBgmak67cNznnqzU5uEIiIi\nIiIiIiIi5LRJKCIiIiIiIiIiQk6bhBHb5fYCHMLSCezaxdLK0qmZ2oelE+BpVad9WFrVaR+WVo5O\nnueAAMtM1WkfnvPUm53aJIzYILcX4BCWTmDQIJZWlk7N1D4snQBPqzrtw9KqTvuwtHJ08jwHBFhm\nqk778Jyn3uzUJmHEAm4vwCEBtxfgmEAg4PYSHBJwewGO0UxtE3B7AQ4KuL0AhwTcXoBDAm4vwEEB\ntxfgkIDbC3BIwO0FOCjg9gIcEnB7AY7geQ4IsMxUnfbhOU8Dbi/gvGiTMGLpbi/AISydQHo6SytL\np2ZqH5ZOgKdVnfZhaVWnfVhaOTp5ngMCLDNVp314zlNvdmqTUEREREREREREhJw2CUVERERERERE\nRMhpkzBiM91egENYOoGZM1laWTo1U/uwdAI8req0D0urOu3D0srRyfMcEGCZqTrtw3OeerNTm4QR\ny3N7AQ5h6QTy8lhaWTo1U/uwdAI8req0D0urOu3D0srRyfMcEGCZqTrtw3OeerNTm4QRm+72AhzC\n0glMn87SytKpmdqHpRPgaVWnfVha1WkfllaOTp7ngADLTNVpH57z1Jud2iQUEREREREREREhp01C\nERERERERERERctokFBERERERERERIadNwohlur0Ah7B0ApmZLK0snZqpfVg6AZ5WddqHpVWd9mFp\n5ejkeQ4IsMxUnfbhOU+92alNwog95PYCHMLSCTz0EEsrS6dmah+WToCnVZ32YWlVp31YWjk6eZ4D\nAiwzVad9eM5Tb3ZqkzBiGW4vwCEsnUBGBksrS6dmah+WToCnVZ32YWlVp31YWjk6eZ4DAiwzVad9\neM5Tb3Zqk1BERERERERERIScNglFRERERERERETIaZMwYovdXoBDWDqBxYtZWlk6NVP7sHQCPK3q\ntA9Lqzrtw9LK0cnzHBBgmak67cNznnqzU5uEEct2ewEOYekEsrNZWlk6NVP7sHQCPK3qtA9Lqzrt\nw9LK0cnzHBBgmak67cNznnqzU5uEEVvg9gIcwtIJLFjA0srSqZnah6UT4GlVp31YWtVpH5ZWjk6e\n54AAy0zVaR+e89SbndokFBERERERERERIadNQhEREREREREREXLaJBQRERERERERESGnTcKIDXR7\nAQ5h6QQGDmRpZenUTO3D0gnwtKrTPiyt6rQPSytHJ89zQIBlpuq0D8956s1ObRJGLMPtBTiEpRPI\nyGBpZenUTO3D0gnwtKrTPiyt6rQPSytHJ89zQIBlpuq0D8956s1ObRJGrK/bC3AISyfQty9LK0un\nZmoflk6Ap1Wd9mFpVad9WFo5OnmeAwIsM1WnfXjOU292apNQRERERERERESEnDYJRURERERERERE\nyGmTMGIr3V6AQ1g6gZUrWVpZOjVT+7B0Ajyt6rQPS6s67cPSytHJ8xwQYJmpOu3Dc556s1ObhBGb\n6PYCHMLSCUycyNLK0qmZ2oelE+BpVad9WFrVaR+WVo5OnueAAMtM1WkfnvPUm53aJIzYfLcX4BCW\nTmD+fJZWlk7N1D4snQBPqzrtw9KqTvuwtHJ08jwHBFhmqk778Jyn3uzUJmHEkt1egENYOoHkZJZW\nlk7N1D4snQBPqzrtw9KqTvuwtHJ08jwHBFhmqk778Jyn3uzUJqGIiIiIiIiIiAg5bRKKiIiIiIiI\niIiQ0yZhxEa4vQCHsHQCI0awtLJ0aqb2YekEeFrVaR+WVnXah6WVo5PnOSDAMlN12ofnPPVmpzYJ\nI1bH7QU4hKUTqFOHpZWlUzO1D0snwNOqTvuwtKrTPiytHJ08zwEBlpmq0z4856k3O7VJGLEhbi/A\nISydwJAhLK0snZqpfVg6AZ5WddqHpVWd9mFp5ejkeQ4IsMxUnfbhOU+92alNQhEREREREREREXLa\nJBQRERERERERESGnTcKIbXB7AQ5h6QQ2bGBpZenUTO3D0gnwtKrTPiyt6rQPSytHJ89zQIBlpuq0\nD8956s1ObRJGbKTbC3AISycwciRLK0unZmoflk6Ap1Wd9mFpVad9WFo5OnmeAwIsM1WnfXjOU292\napMwYtPcXoBDWDqBadNYWlk6NVP7sHQCPK3qtM//Z++OQsW+7/r/vypbhbR1OmTNNon8hq1rBxPT\nTTbGmC3sCJu/Q71wJWWUJXcuibb8SP7ILvKNSNeTixFtgqNb0MrWk1ztIIISLwojDKXk4EXXhmZa\nqCgNBqqsnDqQnv9Fu7QnTbd+s3M+n/N5P58PKLjT07P3k3e+h6/vJT2UVjvrobQyOjnvgAllp3bW\nw3lOx+z0SDjbmD/Gej5Kpz+CvSJ3Wg2lM+G02lkPpdXOeiitjE7OO2BC2amd9XCe0zE7PRJKkiRJ\nkiRJcB4JJUmSJEmSJDiPhLMt9R6gEUpnsrREaaV0utN6KJ0Jp9XOeiitdtZDaWV0ct4BE8pO7ayH\n85yO2emRcLa13gM0QulM1tYorZROd1oPpTPhtNpZD6XVznoorYxOzjtgQtmpnfVwntMxOz0Szna0\n9wCNUDqTo0cprZROd1oPpTPhtNpZD6XVznoorYxOzjtgQtmpnfVwntMxOz0SSpIkSZIkSXAeCSVJ\nkiRJkiQ4j4SzXe49QCOUzuTyZUorpdOd1kPpTDitdtZDabWzHkoro5PzDphQdmpnPZzndMxOj4Sz\n7es9QCOUzmTfPkorpdOd1kPpTDitdtZDabWzHkoro5PzDphQdmpnPZzndMxOj4SzTb0HaGTqPUAz\n0zT1HqGRqfcAzbjTaqbeAzQ09R6gkan3AI1MvQdoaOo9QCNT7wEamXoP0NDUe4BGpt4DNMF5B0wo\nO7WzHs5zOvUe4Lp4JJxtd+8BGqF0Jrt3U1opne60Hkpnwmm1sx5Kq531UFoZnZx3wISyUzvr4Tyn\nY3Z6JJQkSZIkSZLgPBJKkiRJkiRJcB4JZzvVe4BGKJ3JqVOUVkqnO62H0plwWu2sh9JqZz2UVkYn\n5x0woezUzno4z+mYnR4JZ1vtPUAjlM5kdZXSSul0p/VQOhNOq531UFrtrIfSyujkvAMmlJ3aWQ/n\nOR2z0yPhbCd7D9AIpTM5eZLSSul0p/VQOhNOq531UFrtrIfSyujkvAMmlJ3aWQ/nOR2z0yOhJEmS\nJEmSBOeRUJIkSZIkSYLzSChJkiRJkiTBeSScbbH3AI1QOpPFRUorpdOd1kPpTDitdtZDabWzHkor\no5PzDphQdmpnPZzndMxOj4SzHeg9QCOUzuTAAUorpdOd1kPpTDitdtZDabWzHkoro5PzDphQdmpn\nPZzndMxOj4SzLfQeoBFKZ7KwQGmldLrTeiidCafVznoorXbWQ2lldHLeARPKTu2sh/OcjtnpkVCS\nJEmSJEmC80goSZIkSZIkwXkknG2l9wCNUDqTlRVKK6XTndZD6Uw4rXbWQ2m1sx5KK6OT8w6YUHZq\nZz2c53TMTo+Esy33HqARSmeyvExppXS603oonQmn1c56KK121kNpZXRy3gETyk7trIfznI7Z6ZFw\ntjO9B2iE0pmcOUNppXS603oonQmn1c56KK121kNpZXRy3gETyk7trIfznI7Z6ZFQkiRJkiRJgvNI\nKEmSJEmSJMF5JJQkSZIkSZLgPBLOtrf3AI1QOpO9eymtlE53Wg+lM+G02lkPpdXOeiitjE7OO2BC\n2amd9XCe0zE7PRLOttB7gEYoncnCAqWV0ulO66F0JpxWO+uhtNpZD6WV0cl5B0woO7WzHs5zOman\nR8LZ9vQeoBFKZ7JnD6WV0ulO66F0JpxWO+uhtNpZD6WV0cl5B0woO7WzHs5zOmanR0JJkiRJkiQJ\nziOhJEmSJEmSBOeRcLZzvQdohNKZnDtHaaV0utN6KJ0Jp9XOeiitdtZDaWV0ct4BE8pO7ayH85yO\n2emRcLZjvQdohNKZHDtGaaV0utN6KJ0Jp9XOeiitdtZDaWV0ct4BE8pO7ayH85yO2emRcLbTvQdo\nhNKZnD5NaaV0utN6KJ0Jp9XOeiitdtZDaWV0ct4BE8pO7ayH85yO2emRcLYdvQdohNKZ7NhBaaV0\nutN6KJ0Jp9XOeiitdtZDaWV0ct4BE8pO7ayH85yO2emRUJIkSZIkSYLzSChJkiRJkiTBeSSc7VDv\nARqhdCaHDlFaKZ3utB5KZ8JptbMeSqud9VBaGZ2cd8CEslM76+E8p2N2eiScbVfvARqhdCa7dlFa\nKZ3utB5KZ8JptbMeSqud9VBaGZ2cd8CEslM76+E8p2N2eiSc7WDvARqhdCYHD1JaKZ3utB5KZ8Jp\ntbMeSqud9VBaGZ2cd8CEslM76+E8p2N2eiSUJEmSJEmS4DwSSpIkSZIkSXAeCWe70HuARiidyYUL\nlFZKpzuth9KZcFrtrIfSamc9lFZGJ+cdMKHs1M56OM/pmJ0eCWc73HuARiidyeHDlFZKpzuth9KZ\ncFrtrIfSamc9lFZGJ+cdMKHs1M56OM/pmJ0eCWc70XuARiidyYkTlFZKpzuth9KZcFrtrIfSamc9\nlFZGJ+cdMKHs1M56OM/pmJ0eCWcb88dYz0fp9EewV+ROq6F0JpxWO+uhtNpZD6WV0cl5B0woO7Wz\nHs5zOmanR0JJkiRJkiQJziOhJEmSJEmSBOeRcLal3gM0QulMlpYorZROd1oPpTPhtNpZD6XVznoo\nrYxOzjtgQtmpnfVwntMxOz0SzrbWe4BGKJ3J2hqlldLpTuuhdCacVjvrobTaWQ+lldHJeQdMKDu1\nsx7Oczpmp0fC2Y72HqARSmdy9CilldLpTuuhdCacVjvrobTaWQ+lldHJeQdMKDu1sx7Oczpmp0dC\nSZIkSZIkCc4joSRJkiRJkgTnkXC2y70HaITSmVy+TGmldLrTeiidCafVznoorXbWQ2lldHLeARPK\nTu2sh/OcjtnpkXC2fb0HaITSmezbR2mldLrTeiidCafVznoorXbWQ2lldHLeARPKTu2sh/Ocjtnp\nkXC2qfcAjUy9B2hmmqbeIzQy9R6gGXdazdR7gIam3gM0MvUeoJGp9wANTb0HaGTqPUAjU+8BGpp6\nD9DI1HuAJjjvgAllp3bWw3lOp94DXBePhLPt7j1AI5TOZPduSiul053WQ+lMOK121kNptbMeSiuj\nk/MOmFB2amc9nOd0zE6PhJIkSZIkSRKcR0JJkiRJkiQJziPhbKd6D9AIpTM5dYrSSul0p/VQOhNO\nq531UFrtrIfSyujkvAMmlJ3aWQ/nOR2z0yPhbKu9B2iE0pmsrlJaKZ3utB5KZ8JptbMeSqud9VBa\nGZ2cd8CEslM76+E8p2N2eiSc7WTvARqhdCYnT1JaKZ3utB5KZ8JptbMeSqud9VBaGZ2cd8CEslM7\n6+E8p2N2eiSUJEmSJEmS4DwSSpIkSZIkSXAeCSVJkiRJkiQ4j4SzLfYeoBFKZ7K4SGmldLrTeiid\nCafVznoorXbWQ2lldHLeARPKTu2sh/OcjtnpkXC2A70HaITSmRw4QGmldLrTeiidCafVznoorXbW\nQ2lldHLeARPKTu2sh/OcjtnpkXC2hd4DNELpTBYWKK2UTndaD6Uz4bTaWQ+l1c56KK2MTs47YELZ\nqZ31cJ7TMTs9EkqSJEmSJElwHgklSZIkSZIkOI+Es630HqARSmeyskJppXS603oonQmn1c56KK12\n1kNpZXRy3gETyk7trIfznI7Z6ZFwtuXeAzRC6UyWlymtlE53Wg+lM+G02lkPpdXOeiitjE7OO2BC\n2amd9XCe0zE7PRLOdqb3AI1QOpMzZyitlE53Wg+lM+G02lkPpdXOeiitjE7OO2BC2amd9XCe0zE7\nPRJKkiRJkiRJcB4JJUmSJEmSJDiPhJIkSZIkSRKcR8LZ9vYeoBFKZ7J3L6WV0ulO66F0JpxWO+uh\ntNpZD6WV0cl5B0woO7WzHs5zOmanR8LZFnoP0AilM1lYoLRSOt1pPZTOhNNqZz2UVjvrobQyOjnv\ngAllp3bWw3lOx+z0SDjbnt4DNELpTPbsobRSOt1pPZTOhNNqZz2UVjvrobQyOjnvgAllp3bWw3lO\nx+z0SChJkiRJkiTBeSSUJEmSJEmS4DwSznau9wCNUDqTc+corZROd1oPpTPhtNpZD6XVznoorYxO\nzjtgQtmpnfVwntMxOz0Sznas9wCNUDqTY8corZROd1oPpTPhtNpZD6XVznoorYxOzjtgQtmpnfVw\nntMxOz0Szna69wCNUDqT06cprZROd1oPpTPhtNpZD6XVznoorYxOzjtgQtmpnfVwntMxOz0Szraj\n9wCNUDqTHTsorZROd1oPpTPhtNpZD6XVznoorYxOzjtgQtmpnfVwntMxOz0SSpIkSZIkSXAeCSVJ\nkiRJkiQ4j4SzHeo9QCOUzuTQIUorpdOd1kPpTDitdtZDabWzHkoro5PzDphQdmpnPZzndMxOj4Sz\n7eo9QCOUzmTXLkorpdOd1kPpTDitdtZDabWzHkoro5PzDphQdmpnPZzndMxOj4SzHew9QCOUzuTg\nQUorpdOd1kPpTDitdtZDabWzHkoro5PzDphQdmpnPZzndMxOj4SSJEmSJEkSnEdCSZIkSZIkCc4j\n4WwXeg/QCKUzuXCB0krpdKf1UDoTTqud9VBa7ayH0sro5LwDJpSd2lkP5zkds9Mj4WyHew/QCKUz\nOXyY0krpdKf1UDoTTqud9VBa7ayH0sro5LwDJpSd2lkP5zkds9Mj4Wwneg/QCKUzOXGC0krpdKf1\nUDoTTqud9VBa7ayH0sro5LwDJpSd2lkP5zkds9Mj4Wxj/hjr+Sid/gj2itxpNZTOhNNqZz2UVjvr\nobQyOjnvgAllp3bWw3lOx+z0SChJkiRJkiTBeSSUJEmSJEmS4DwSzrbUe4BGKJ3J0hKlldLpTuuh\ndCacVjvrobTaWQ+lldHJeQdMKDu1sx7Oczpmp0fC2dZ6D9AIpTNZW6O0UjrdaT2UzoTTamc9lFY7\n66G0Mjo574AJZad21sN5Tsfs9Eg429HeAzRC6UyOHqW0UjrdaT2UzoTTamc9lFY766G0Mjo574AJ\nZad21sN5Tsfs9EgoSZIkSZIkwXkklCRJkiRJkuA8Es52ufcAjVA6k8uXKa2UTndaD6Uz4bTaWQ+l\n1c56KK2MTs47YELZqZ31cJ7TMTs9Es62r/cAjVA6k337KK2UTndaD6Uz4bTaWQ+l1c56KK2MTs47\nYELZqZ31cJ7TMTs9Es429R6gkan3AM1M09R7hEam3gM0406rmXoP0NDUe4BGpt4DNDL1HqChqfcA\njUy9B2hk6j1AQ1PvARqZeg/QBOcdMKHs1M56OM/p1HuA6+KRcLbdvQdohNKZ7N5NaaV0utN6KJ0J\np9XOeiitdtZDaWV0ct4BE8pO7ayH85yO2emRUJIkSZIkSYLzSChJkiRJkiTBeSSc7VTvARqhdCan\nTlFaKZ3utB5KZ8JptbMeSqud9VBaGZ2cd8CEslM76+E8p2N2eiScbbX3AI1QOpPVVUorpdOd1kPp\nTDitdtZDabWzHkoro5PzDphQdmpnPZzndMxOj4Sznew9QCOUzuTkSUorpdOd1kPpTDitdtZDabWz\nHkoro5PzDphQdmpnPZzndMxOj4SSJEmSJEkS3KYeCf/93/89X/ziF/PLv/zLuemmm/Kbv/mbb/mt\npNM05YMf/GB27NiRu+++O88888xmjiBJkiRJkiRppk07Er700kv51Kc+lZ//+Z/P3//93+fZZ5/N\n1772tfziL/7ilc9ZWlrK8ePHc/LkyTz11FPZuXNnPvvZz+bll1/erDEkSZIkSZIkzbRpR8KlpaX8\n6q/+ak6dOpWPfexj2bVrV+6+++586EMfSpKsr6/n+PHj+cpXvpJ77703H/nIR/L4449nbW0tTzzx\nxGaN0cBi7wEaoXQmi4uUVkqnO62H0plwWu2sh9JqZz2UVkYn5x0woezUzno4z+mYnZt2JPybM+6j\nJAAAIABJREFUv/mb3HXXXfn93//93Hrrrdm9e3e++c1vXvn7zz//fC5dupSFhYUrH7vxxhvzmc98\nJt/73vc2a4wGDvQeoBFKZ3LgAKWV0ulO66F0JpxWO+uhtNpZD6WV0cl5B0woO7WzHs5zOmbnph0J\n//Vf/zV/8Rd/kV//9V/P2bNn8wd/8Af5wz/8w/z1X/91kuTFF19Mktx6660b/rn3ve99V/7eGBZ+\n+qeUQOnMhsN1bZROd1oPpTPhtNpZD6XVznoorYxOzjtgQtmpnfVwntMxO9+1WV/o1VdfzW/91m/l\nT//0T5Mkv/Ebv5Gnn346X//61/PAAw/8xH/2hhtu2KwxJEmSJEmSJM20ab+T8AMf+EDuvPPODR/7\n8Ic/nBdeeCFJsnPnziTJpUuXNnzOpUuXrvy9t/O5z30ui4uLG/765Cc/mZWVlQ2fd/bs2bf58+37\nk5y66mOree3PiF++6uNHkixd9bEXXv/cC1d9/NEkh6762Nrrn3vuqo8vJ9l7jdnuS/Lkho+8Xcf+\n/ftz6tTGjmefffb1/+ulqz67R8fKVR87m2v9OfxHHnnkLR2rq6tZXFzM5csb93HkyJEsLW3seOGF\nF7K4uJgLFzZ2PProozl0aGPH2tpaFhcXc+7cxo7l5eXs3fvWjvvuu+8d/7q61j42o+M1x6/6z1u3\nj5/9+UgeeuihsvvYjI7XPHnVf96qfWzGc/7aT6K/2px9bI8Ov+/+2M/6fXe7dPzkX1cb9+H33de8\n3fer7dHxzn9d+X33DX7ffbPt+303yVt25/fdN1UA3xP9vvtm2+H7ld93f2w7PB/b4Tmv9H33rrvu\nyj333LPhhvaFL3zhGv9d17C+Se6///71T3/60xs+9uCDD65/6lOfWl9fX19/9dVX19///vevHzt2\n7Mrf/9GPfrT+nve8Z/2xxx675tc8f/78epL18+fPz5rlx/9ccn49Wd/kv76zBV/z+jq3tnV7dW6l\n73znO71HuIL0a3crudP2O6V0jtdK6fTXrq12Vu0ktVI6t9J2egdcX+fslNK5ta3bq3MrbafnlPhr\n96f9s5v2Owkfeuih/OM//mO++tWv5gc/+EGeeOKJfOMb38j+/fuTvPZHih988ME8/PDDWVlZydNP\nP50vfelLufnmm3P//fdv1hgNLPceoBFK52v/qwUDpdOd1kPpTDitdtZDabWzHkoro5PzDphQdmpn\nPZzndMzOTft3En7sYx/Ld77znfzxH/9x/uRP/iQf+tCH8md/9mfZs2fPlc85fPhwXnnllXz5y1/O\nSy+9lE984hM5e/Zsbrrpps0ao4EzvQdohNKZnDlDaaV0utN6KJ0Jp9XOeiitdtZDaWV0ct4BE8pO\n7ayH85yO2blpR8Ik+fznP5/Pf/7zP/Fzjhw5kiNHjmzmf60kSZIkSZKkn8Gm/XFjSZIkSZIkSWPy\nSChJkiRJkiTBeSSc7e1+3Hs1lM5c80et10TpdKf1UDoTTqud9VBa7ayH0sro5LwDJpSd2lkP5zkd\ns9Mj4WwLvQdohNKZLCxQWimd7rQeSmfCabWzHkqrnfVQWhmdnHfAhLJTO+vhPKdjdnoknG3PT/+U\nEiid2fATuGujdLrTeiidCafVznoorXbWQ2lldHLeARPKTu2sh/OcjtnpkVCSJEmSJEmC80goSZIk\nSZIkwXkknO1c7wEaoXQm585RWimd7rQeSmfCabWzHkqrnfVQWhmdnHfAhLJTO+vhPKdjdnoknO1Y\n7wEaoXQmx45RWimd7rQeSmfCabWzHkqrnfVQWhmdnHfAhLJTO+vhPKdjdnoknO107wEaoXQmp09T\nWimd7rQeSmfCabWzHkqrnfVQWhmdnHfAhLJTO+vhPKdjdnoknG1H7wEaoXQmO3ZQWimd7rQeSmfC\nabWzHkqrnfVQWhmdnHfAhLJTO+vhPKdjdnoklCRJkiRJkuA8EkqSJEmSJElwHglnO9R7gEYoncmh\nQ5RWSqc7rYfSmXBa7ayH0mpnPZRWRifnHTCh7NTOejjP6ZidHgln29V7gEYoncmuXZRWSqc7rYfS\nmXBa7ayH0mpnPZRWRifnHTCh7NTOejjP6ZidHglnO9h7gEYoncnBg5RWSqc7rYfSmXBa7ayH0mpn\nPZRWRifnHTCh7NTOejjP6ZidHgklSZIkSZIkOI+EkiRJkiRJEpxHwtku9B6gEUpncuECpZXS6U7r\noXQmnFY766G02lkPpZXRyXkHTCg7tbMeznM6ZqdHwtkO9x6gEUpncvgwpZXS6U7roXQmnFY766G0\n2lkPpZXRyXkHTCg7tbMeznM6ZqdHwtlO9B6gEUpncuIEpZXS6U7roXQmnFY766G02lkPpZXRyXkH\nTCg7tbMeznM6ZqdHwtnG/DHW81E6/RHsFbnTaiidCafVznoorXbWQ2lldHLeARPKTu2sh/Ocjtnp\nkVCSJEmSJEmC80goSZIkSZIkwXkknG2p9wCNUDqTpSVKK6XTndZD6Uw4rXbWQ2m1sx5KK6OT8w6Y\nUHZqZz2c53TMTo+Es631HqARSmeytkZppXS603oonQmn1c56KK121kNpZXRy3gETyk7trIfznI7Z\n6ZFwtqO9B2iE0pkcPUpppXS603oonQmn1c56KK121kNpZXRy3gETyk7trIfznI7Z6ZFQkiRJkiRJ\ngvNIKEmSJEmSJMF5JJztcu8BGqF0JpcvU1opne60Hkpnwmm1sx5Kq531UFoZnZx3wISyUzvr4Tyn\nY3Z6JJxtX+8BGqF0Jvv2UVopne60Hkpnwmm1sx5Kq531UFoZnZx3wISyUzvr4TynY3Z6JJxt6j1A\nI1PvAZqZpqn3CI1MvQdoxp1WM/UeoKGp9wCNTL0HaGTqPUBDU+8BGpl6D9DI1HuAhqbeAzQy9R6g\nCc47YELZqZ31cJ7TqfcA18Uj4Wy7ew/QCKUz2b2b0krpdKf1UDoTTqud9VBa7ayH0sro5LwDJpSd\n2lkP5zkds9MjoSRJkiRJkgTnkVCSJEmSJEmC80g426neAzRC6UxOnaK0UjrdaT2UzoTTamc9lFY7\n66G0Mjo574AJZad21sN5Tsfs9Eg422rvARqhdCarq5RWSqc7rYfSmXBa7ayH0mpnPZRWRifnHTCh\n7NTOejjP6ZidHglnO9l7gEYoncnJk5RWSqc7rYfSmXBa7ayH0mpnPZRWRifnHTCh7NTOejjP6Zid\nHgklSZIkSZIkOI+EkiRJkiRJEpxHQkmSJEmSJAnOI+Fsi70HaITSmSwuUlopne60Hkpnwmm1sx5K\nq531UFoZnZx3wISyUzvr4TynY3Z6JJztQO8BGqF0JgcOUFopne60Hkpnwmm1sx5Kq531UFoZnZx3\nwISyUzvr4TynY3Z6JJxtofcAjVA6k4UFSiul053WQ+lMOK121kNptbMeSiujk/MOmFB2amc9nOd0\nzE6PhJIkSZIkSRKcR0JJkiRJkiQJziPhbCu9B2iE0pmsrFBaKZ3utB5KZ8JptbMeSqud9VBaGZ2c\nd8CEslM76+E8p2N2eiScbbn3AI1QOpPlZUorpdOd1kPpTDitdtZDabWzHkoro5PzDphQdmpnPZzn\ndMxOj4Sznek9QCOUzuTMGUorpdOd1kPpTDitdtZDabWzHkoro5PzDphQdmpnPZzndMxOj4SSJEmS\nJEkSnEdCSZIkSZIkCc4joSRJkiRJkgTnkXC2vb0HaITSmezdS2mldLrTeiidCafVznoorXbWQ2ll\ndHLeARPKTu2sh/OcjtnpkXC2hd4DNELpTBYWKK2UTndaD6Uz4bTaWQ+l1c56KK2MTs47YELZqZ31\ncJ7TMTs9Es62p/cAjVA6kz17KK2UTndaD6Uz4bTaWQ+l1c56KK2MTs47YELZqZ31cJ7TMTs9EkqS\nJEmSJElwHgklSZIkSZIkOI+Es53rPUAjlM7k3DlKK6XTndZD6Uw4rXbWQ2m1sx5KK6OT8w6YUHZq\nZz2c53TMTo+Esx3rPUAjlM7k2DFKK6XTndZD6Uw4rXbWQ2m1sx5KK6OT8w6YUHZqZz2c53TMTo+E\ns53uPUAjlM7k9GlKK6XTndZD6Uw4rXbWQ2m1sx5KK6OT8w6YUHZqZz2c53TMTo+Es+3oPUAjlM5k\nxw5KK6XTndZD6Uw4rXbWQ2m1sx5KK6OT8w6YUHZqZz2c53TMTo+EkiRJkiRJEpxHQkmSJEmSJAnO\nI+Fsh3oP0AilMzl0iNJK6XSn9VA6E06rnfVQWu2sh9LK6OS8AyaUndpZD+c5HbPTI+Fsu3oP0Ail\nM9m1i9JK6XSn9VA6E06rnfVQWu2sh9LK6OS8AyaUndpZD+c5HbPTI+FsB3sP0AilMzl4kNJK6XSn\n9VA6E06rnfVQWu2sh9LK6OS8AyaUndpZD+c5HbPTI6EkSZIkSZIE55FQkiRJkiRJgvNIONuF3gM0\nQulMLlygtFI63Wk9lM6E02pnPZRWO+uhtDI6Oe+ACWWndtbDeU7H7PRIONvh3gM0QulMDh+mtFI6\n3Wk9lM6E02pnPZRWO+uhtDI6Oe+ACWWndtbDeU7H7PRIONuJ3gM0QulMTpygtFI63Wk9lM6E02pn\nPZRWO+uhtDI6Oe+ACWWndtbDeU7H7PRIONuYP8Z6PkqnP4K9IndaDaUz4bTaWQ+l1c56KK2MTs47\nYELZqZ31cJ7TMTs9EkqSJEmSJElwHgklSZIkSZIkOI+Esy31HqARSmeytERppXS603oonQmn1c56\nKK121kNpZXRy3gETyk7trIfznI7Z6ZFwtrXeAzRC6UzW1iitlE53Wg+lM+G02lkPpdXOeiitjE7O\nO2BC2amd9XCe0zE7PRLOdrT3AI1QOpOjRymtlE53Wg+lM+G02lkPpdXOeiitjE7OO2BC2amd9XCe\n0zE7PRJKkiRJkiRJcB4JJUmSJEmSJDiPhLNd7j1AI5TO5PJlSiul053WQ+lMOK121kNptbMeSiuj\nk/MOmFB2amc9nOd0zE6PhLPt6z1AI5TOZN8+Siul053WQ+lMOK121kNptbMeSiujk/MOmFB2amc9\nnOd0zE6PhLNNvQdoZOo9QDPTNPUeoZGp9wDNuNNqpt4DNDT1HqCRqfcAjUy9B2ho6j1AI1PvARqZ\neg/Q0NR7gEam3gM0wXkHTCg7tbMeznM69R7gungknG137wEaoXQmu3dTWimd7rQeSmfCabWzHkqr\nnfVQWhmdnHfAhLJTO+vhPKdjdnoklCRJkiRJkuA8EkqSJEmSJElwHglnO9V7gEYoncmpU5RWSqc7\nrYfSmXBa7ayH0mpnPZRWRifnHTCh7NTOejjP6ZidHglnW+09QCOUzmR1ldJK6XSn9VA6E06rnfVQ\nWu2sh9LK6OS8AyaUndpZD+c5HbPTI+FsJ3sP0AilMzl5ktJK6XSn9VA6E06rnfVQWu2sh9LK6OS8\nAyaUndpZD+c5HbPTI6EkSZIkSZIE55FQkiRJkiRJgvNIKEmSJEmSJMF5JJxtsfcAjVA6k8VFSiul\n053WQ+lMOK121kNptbMeSiujk/MOmFB2amc9nOd0zE6PhLMd6D1AI5TO5MABSiul053WQ+lMOK12\n1kNptbMeSiujk/MOmFB2amc9nOd0zE6PhLMt9B6gEUpnsrBAaaV0utN6KJ0Jp9XOeiitdtZDaWV0\nct4BE8pO7ayH85yO2emRUJIkSZIkSYLzSChJkiRJkiTBeSScbaX3AI1QOpOVFUorpdOd1kPpTDit\ndtZDabWzHkoro5PzDphQdmpnPZzndMxOj4SzLfceoBFKZ7K8TGmldLrTeiidCafVznoorXbWQ2ll\ndHLeARPKTu2sh/OcjtnpkXC2M70HaITSmZw5Q2mldLrTeiidCafVznoorXbWQ2lldHLeARPKTu2s\nh/OcjtnpkVCSJEmSJEmC80goSZIkSZIkwXkklCRJkiRJkuA8Es62t/cAjVA6k717Ka2UTndaD6Uz\n4bTaWQ+l1c56KK2MTs47YELZqZ31cJ7TMTs9Es620HuARiidycICpZXS6U7roXQmnFY766G02lkP\npZXRyXkHTCg7tbMeznM6ZqdHwtn29B6gEUpnsmcPpZXS6U7roXQmnFY766G02lkPpZXRyXkHTCg7\ntbMeznM6ZqdHQkmSJEmSJAnOI6EkSZIkSZIE55FwtnO9B2iE0pmcO0dppXS603oonQmn1c56KK12\n1kNpZXRy3gETyk7trIfznI7Z6ZFwtmO9B2iE0pkcO0ZppXS603oonQmn1c56KK121kNpZXRy3gET\nyk7trIfznI7Z6ZFwttO9B2iE0pmcPk1ppXS603oonQmn1c56KK121kNpZXRy3gETyk7trIfznI7Z\n6ZFwth29B2iE0pns2EFppXS603oonQmn1c56KK121kNpZXRy3gETyk7trIfznI7Z6ZFQkiRJkiRJ\ngvNIKEmSJEmSJMF5JJztUO8BGqF0JocOUVopne60Hkpnwmm1sx5Kq531UFoZnZx3wISyUzvr4Tyn\nY3Z6JJxtV+8BGqF0Jrt2UVopne60Hkpnwmm1sx5Kq531UFoZnZx3wISyUzvr4TynY3Z6JJztYO8B\nGqF0JgcPUlopne60Hkpnwmm1sx5Kq531UFoZnZx3wISyUzvr4TynY3Z6JJQkSZIkSZLgPBJKkiRJ\nkiRJcB4JZ7vQe4BGKJ3JhQuUVkqnO62H0plwWu2sh9JqZz2UVkYn5x0woezUzno4z+mYnR4JZzvc\ne4BGKJ3J4cOUVkqnO62H0plwWu2sh9JqZz2UVkYn5x0woezUzno4z+mYnR4JZzvRe4BGKJ3JiROU\nVkqnO62H0plwWu2sh9JqZz2UVkYn5x0woezUzno4z+mYnR4JZxvzx1jPR+n0R7BX5E6roXQmnFY7\n66G02lkPpZXRyXkHTCg7tbMeznM6ZqdHQkmSJEmSJAnOI6EkSZIkSZIE55FwtqXeAzRC6UyWliit\nlE53Wg+lM+G02lkPpdXOeiitjE7OO2BC2amd9XCe0zE7PRLOttZ7gEYoncnaGqWV0ulO66F0JpxW\nO+uhtNpZD6WV0cl5B0woO7WzHs5zOmanR8LZjvYeoBFKZ3L0KKWV0ulO66F0JpxWO+uhtNpZD6WV\n0cl5B0woO7WzHs5zOmanR0JJkiRJkiQJziOhJEmSJEmSBOeRcLbLvQdohNKZXL5MaaV0utN6KJ0J\np9XOeiitdtZDaWV0ct4BE8pO7ayH85yO2emRcLZ9vQdohNKZ7NtHaaV0utN6KJ0Jp9XOeiitdtZD\naWV0ct4BE8pO7ayH85yO2emRcLap9wCNTL0HaGaapt4jNDL1HqAZd1rN1HuAhqbeAzQy9R6gkan3\nAA1NvQdoZOo9QCNT7wEamnoP0MjUe4AmOO+ACWWndtbDeU6n3gNcF4+Es+3uPUAjlM5k925KK6XT\nndZD6Uw4rXbWQ2m1sx5KK6OT8w6YUHZqZz2c53TMTo+EkiRJkiRJEpxHQkmSJEmSJAnOI+Fsp3oP\n0AilMzl1itJK6XSn9VA6E06rnfVQWu2sh9LK6OS8AyaUndpZD+c5HbPTI+Fsq70HaITSmayuUlop\nne60Hkpnwmm1sx5Kq531UFoZnZx3wISyUzvr4TynY3Z6JJztZO8BGqF0JidPUlopne60Hkpnwmm1\nsx5Kq531UFoZnZx3wISyUzvr4TynY3Z6JJQkSZIkSZLgPBJKkiRJkiRJcB4JJUmSJEmSJDiPhLMt\n9h6gEUpnsrhIaaV0utN6KJ0Jp9XOeiitdtZDaWV0ct4BE8pO7ayH85yO2emRcLYDvQdohNKZHDhA\naaV0utN6KJ0Jp9XOeiitdtZDaWV0ct4BE8pO7ayH85yO2emRcLaF3gM0QulMFhYorZROd1oPpTPh\ntNpZD6XVznoorYxOzjtgQtmpnfVwntMxOz0SSpIkSZIkSXAeCSVJkiRJkiQ4j4SzrfQeoBFKZ7Ky\nQmmldLrTeiidCafVznoorXbWQ2lldHLeARPKTu2sh/OcjtnpkXC25d4DNELpTJaXKa2UTndaD6Uz\n4bTaWQ+l1c56KK2MTs47YELZqZ31cJ7TMTs9Es52pvcAjVA6kzNnKK2UTndaD6Uz4bTaWQ+l1c56\nKK2MTs47YELZqZ31cJ7TMTs9EkqSJEmSJElwHgklSZIkSZIkOI+EkiRJkiRJEpxHwtn29h6gEUpn\nsncvpZXS6U7roXQmnFY766G02lkPpZXRyXkHTCg7tbMeznM6ZqdHwtkWeg/QCKUzWVigtFI63Wk9\nlM6E02pnPZRWO+uhtDI6Oe+ACWWndtbDeU7H7PRIONue3gM0QulM9uyhtFI63Wk9lM6E02pnPZRW\nO+uhtDI6Oe+ACWWndtbDeU7H7PRIKEmSJEmSJMF5JJQkSZIkSZLgPBLOdq73AI1QOpNz5yitlE53\nWg+lM+G02lkPpdXOeiitjE7OO2BC2amd9XCe0zE7PRLOdqz3AI1QOpNjxyitlE53Wg+lM+G02lkP\npdXOeiitjE7OO2BC2amd9XCe0zE7PRLOdrr3AI1QOpPTpymtlE53Wg+lM+G02lkPpdXOeiitjE7O\nO2BC2amd9XCe0zE7PRLOtqP3AI1QOpMdOyitlE53Wg+lM+G02lkPpdXOeiitjE7OO2BC2amd9XCe\n0zE7PRJKkiRJkiRJcB4JJUmSJEmSJDiPhLMd6j1AI5TO5NAhSiul053WQ+lMOK121kNptbMeSiuj\nk/MOmFB2amc9nOd0zE6PhLPt6j1AI5TOZNcuSiul053WQ+lMOK121kNptbMeSiujk/MOmFB2amc9\nnOd0zE6PhLMd7D1AI5TO5OBBSiul053WQ+lMOK121kNptbMeSiujk/MOmFB2amc9nOd0zE6PhJIk\nSZIkSRKcR0JJkiRJkiQJziPhbBd6D9AIpTO5cIHSSul0p/VQOhNOq531UFrtrIfSyujkvAMmlJ3a\nWQ/nOR2z0yPhbId7D9AIpTM5fJjSSul0p/VQOhNOq531UFrtrIfSyujkvAMmlJ3aWQ/nOR2z0yPh\nbCd6D9AIpTM5cYLSSul0p/VQOhNOq531UFrtrIfSyujkvAMmlJ3aWQ/nOR2z0yPhbGP+GOv5KJ3+\nCPaK3Gk1lM6E02pnPZRWO+uhtDI6Oe+ACWWndtbDeU7H7PRIKEmSJEmSJMF5JJQkSZIkSZLgPBLO\nttR7gEYoncnSEqWV0ulO66F0JpxWO+uhtNpZD6WV0cl5B0woO7WzHs5zOmbnlh0JH3nkkfzcz/1c\nHnrooQ0fn6YpH/zgB7Njx47cfffdeeaZZ7ZqhC2y1nuARiidydoapZXS6U7roXQmnFY766G02lkP\npZXRyXkHTCg7tbMeznM6ZueWHAmfeuqpPPbYY/noRz+aG2644crHl5aWcvz48Zw8eTJPPfVUdu7c\nmc9+9rN5+eWXt2KMLXK09wCNUDqTo0cprZROd1oPpTPhtNpZD6XVznoorYxOzjtgQtmpnfVwntMx\nOzf9SPjyyy/ni1/8Yr75zW/ml37pl658fH19PcePH89XvvKV3HvvvfnIRz6Sxx9/PGtra3niiSc2\newxJkiRJkiRJ79CmHwn379+f3/3d380999yT9fX1Kx9//vnnc+nSpSwsLFz52I033pjPfOYz+d73\nvrfZY0iSJEmSJEl6hzb1SHj69On88z//c7761a8myYY/avziiy8mSW699dYN/8z73ve+K39vDJd7\nD9AIpTO5fJnSSul0p/VQOhNOq531UFrtrIfSyujkvAMmlJ3aWQ/nOR2zc9OOhP/2b/+WP/qjP8q3\nvvWt3HjjjUle+yPGb/7dhG/nzcfE7W9f7wEaoXQm+/ZRWimd7rQeSmfCabWzHkqrnfVQWhmdnHfA\nhLJTO+vhPKdjdm7akfD8+fP5z//8z+zevTvvfve78+53vzvf/e538+d//ue58cYbs3PnziTJpUuX\nNvxzly5duvL33s7nPve5LC4ubvjrk5/8ZFZWVjZ83tmzZ7O4uHiNr7A/yamrPraaZDFvve4eyVt/\nVPULr3/uhSTTmz7+aJJDV33u2uufe+6qjy8n2XuN2e5L8uSGj7xdx/79+3Pq1MaOZ5999vX/66Wr\nPvundbzZtTr+v8zvWLnqY2df/xobPfLII2/pWF1dzeLi4lv+V4UjR4685Uekv/DCC1lcXMyFCxs7\nHn300Rw6tLFjbW0ti4uLOXduY8fy8nL27n2tY5qmNyruu+8d/7q61j42o+M1x6/6z9fz6+rqffxO\nrrWPn/35SB566KFN28eGiuvcx4932vPX1Vs9edV/vvbzMW8fO/OzPedv9+tq43PxY3P24ffdH5u7\nj//Odvy+uzm/rt7cMV1Xx0/+dbVxH37ffc3bfb/ajF9XGzum6+h457+u/L77Br/vvtn2/b6b5C27\n8/vumyq26D3xd37nd5q+t/t992p+363yfXcrn4///u//3vL/f/B6Oip9373rrrtyzz33bLihfeEL\nX7jGf9c1rG+SH/7wh+vf//73r/z19NNPr3/84x9ff+CBB9a///3vr7/66qvr73//+9ePHTt25Z/5\n0Y9+tP6e97xn/bHHHrvm1zx//vx6kvXz58/PmuXH/1xyfj1ZH+Cv6+scr/X6OynG2qc7fScoO6V0\njtdK6fTXrq12bv+//LVrJw9lp5TO8Vp9Rn+asfa5Ob92f9o/+653dkr86W6++ebceeedGz62Y8eO\nvPe9773y8QcffDAPP/xwbrvttvzar/1aHn744dx88825//77N2sMSZIkSZIkSTNt2pHwWm644YYN\n/77Bw4cP55VXXsmXv/zlvPTSS/nEJz6Rs2fP5qabbtrKMSRJkiRJkiT9BJv6042v9uSTT+ZrX/va\nho8dOXIk//Ef/5FXXnklTz755Ft+9+H2d/WfDa+K0pm3/HsL6qJ0utN6KJ0Jp9XOeiitdtZDaWV0\nct4BE8pO7ayH85yO2bmlR8KaVnsP0Ail87V/mSkDpdOd1kPpTDitdtZDabWzHkoro5PoSavHAAAg\nAElEQVTzDphQdmpnPZzndMxOj4Sznew9QCOUzuTkSUorpdOd1kPpTDitdtZDabWzHkoro5PzDphQ\ndmpnPZzndMxOj4SSJEmSJEkSnEdCSZIkSZIkCc4joSRJkiRJkgTnkXC2xd4DNELpTBYXKa2UTnda\nD6Uz4bTaWQ+l1c56KK2MTs47YELZqZ31cJ7TMTs9Es52oPcAjVA6kwMHKK2UTndaD6Uz4bTaWQ+l\n1c56KK2MTs47YELZqZ31cJ7TMTs9Es620HuARiidycICpZXS6U7roXQmnFY766G02lkPpZXRyXkH\nTCg7tbMeznM6ZqdHQkmSJEmSJAnOI6EkSZIkSZIE55FwtpXeAzRC6UxWViitlE53Wg+lM+G02lkP\npdXOeiitjE7OO2BC2amd9XCe0zE7PRLOttx7gEYoncnyMqWV0ulO66F0JpxWO+uhtNpZD6WV0cl5\nB0woO7WzHs5zOmanR8LZzvQeoBFKZ3LmDKWV0ulO66F0JpxWO+uhtNpZD6WV0cl5B0woO7WzHs5z\nOmanR0JJkiRJkiQJziOhJEmSJEmSBOeRUJIkSZIkSYLzSDjb3t4DNELpTPbupbRSOt1pPZTOhNNq\nZz2UVjvrobQyOjnvgAllp3bWw3lOx+z0SDjbQu8BGqF0JgsLlFZKpzuth9KZcFrtrIfSamc9lFZG\nJ+cdMKHs1M56OM/pmJ0eCWfb03uARiidyZ49lFZKpzuth9KZcFrtrIfSamc9lFZGJ+cdMKHs1M56\nOM/pmJ0eCSVJkiRJkiQ4j4SSJEmSJEkSnEfC2c71HqARSmdy7hylldLpTuuhdCacVjvrobTaWQ+l\nldHJeQdMKDu1sx7Oczpmp0fC2Y71HqARSmdy7BilldLpTuuhdCacVjvrobTaWQ+lldHJeQdMKDu1\nsx7Oczpmp0fC2U73HqARSmdy+jSlldLpTuuhdCacVjvrobTaWQ+lldHJeQdMKDu1sx7Oczpmp0fC\n2Xb0HqARSmeyYwelldLpTuuhdCacVjvrobTaWQ+lldHJeQdMKDu1sx7Oczpmp0dCSZIkSZIkCc4j\noSRJkiRJkgTnkXC2Q70HaITSmRw6RGmldLrTeiidCafVznoorXbWQ2lldHLeARPKTu2sh/Ocjtnp\nkXC2Xb0HaITSmezaRWmldLrTeiidCafVznoorXbWQ2lldHLeARPKTu2sh/OcjtnpkXC2g70HaITS\nmRw8SGmldLrTeiidCafVznoorXbWQ2lldHLeARPKTu2sh/Ocjtn5rt4DSJIkSZIkafu4ePFifvjD\nH/Ye4x275ZZbctttt/UeY3geCSVJkiRJkpTktQPh7bff3nuM2Z577jkPhT8jj4SzXUjy4d5DNEDp\nTC5cuJAPf5jQ6k7roeyU0plwWu2sh9JqZz2UVkYn5x0woezUzj7e+B2E30pyxyZ/9eeT/J9N/prP\nJvniNvudj9trp++U/07C2Q73HqARSmdy+DClldLpTuuhdCacVjvrobTaWQ+lldHJeQdMKDu1s7c7\nkuze5L8e34KvudmHzM2wXXf6k3kknO1E7wEaoXQmJ05QWimd7rQeSmfCabWzHkqrnfVQWhmdnHfA\nhLJTOyuitI7Z6ZFwtjF/jPV8lE5/BHtF7rQaSmfCabWzHkqrnfVQWhmdnHfAhLJTOyuitI7Z6ZFQ\nkiRJkiRJgvNIKEmSJEmSJMF5JJxtqfcAjVA6k6UlSiul053WQ+lMOK121kNptbMeSiujk/MOmFB2\namdFlNYxO9/Ve4DxrPUeoJHt13nx4sUt+ZHm//Iv/5LV1dVN/7q33HJLbrvttk3/utdv++10q6yt\nUVrtrIfSamc9lFY766G0Mjo574AJZad2VkRpHbPTI+FsR3sP0Mj26rx48WJuv/32Lfv63/jGN7bk\n6z733HPb6FC4vXa6lY4epbTaWQ+l1c56KK121kNpZXRy3gETyk7trIjSOmanR0IN4Y3fQfitJHf0\nHOUdejbJF7fkdz5KkiRJkiRtNo+EGswdSXb3HkKSJEmSJKkUf3DJbJd7D9AIpTPhtFI6k8uXKa12\n1kNptbMeSqud9VBaGZ2cd8CEslM7K6K0jtnpkXC2fb0HaITSmXBaKZ3Jvn2UVjvrobTaWQ+l1c56\nKK2MTs47YELZqZ0VUVrH7PRIONvUe4BGpt4DNDT1HqCRqfcAzUzT1HuERqbeAzQy9R6goan3AI1M\nvQdoZOo9QENT7wEamXoP0MjUe4CGpt4DNDL1HqAJzjtgQtmpnRVNvQdoZOo9wHXxSDgb5d+HR+lM\nOK2UzmT3bkqrnfVQWu2sh9JqZz2UVkYn5x0woezUzooorWN2eiSUJEmSJEmS4DwSSpIkSZIkSXAe\nCWc71XuARiidCaeV0pmcOkVptbMeSqud9VBa7ayH0sro5LwDJpSd2lkRpXXMTo+Es632HqARSmfC\naaV0JqurlFY766G02lkPpdXOeiitjE7OO2BC2amdFVFax+z0SDjbyd4DNELpTDitlM7k5ElKq531\nUFrtrIfSamc9lFZGJ+cdMKHs1M6KKK1jdnoklCRJkiRJkuA8EkqSJEmSJElwHgklSZIkSZIkOI+E\nsy32HqARSmfCaaV0JouLlFY766G02lkPpdXOeiitjE7OO2BC2amdFVFax+z0SDjbgd4DNELpTDit\nlM7kwAFKq531UFrtrIfSamc9lFZGJ+cdMKHs1M6KKK1jdnoknG2h9wCNUDoTTiulM1lYoLTaWQ+l\n1c56KK121kNpZXRy3gETyk7trIjSOmbnu3oPIInr4sWL+eEPf9h7jHfklltuyW233dZ7DEmSJEmS\ntoRHQkldXLx4MbfffnvvMWZ57rnnPBRKkiRJkkrySDjbSpJ7ew/RAKUz4bRur843fgfht5Lcsclf\n/ckkd2/i13s2yRe34e963F473TqUzoTTamc9lFY766G0MjpXVlZy7731O1/D2KmdFVFax+z0SDjb\nckZc9HyUzoTTul0770iye5O/5lKS/7fJX3M72q473WyUzoTTamc9lFY766G0MjqXl5dBR0LGTu2s\niNI6Zqc/uGS2M70HaITSmXBaKZ0Jp9XOeiitdtZDabWzHkoro/PMGUbnayitdtZDaR2z0yOhJEmS\nJEmSBOcfN5YkSZIkNXXx4sVt+O97vrZbbrnFH14nCcEjoSRJkiSpmYsXL+b222/vPcYszz33nIdC\nSeX5x41n29t7gEYonQmnldKZcFrtrIfSamc9lFY766G0bq/ON34H4beSnN/Ev/7vJn+986/PmG34\nux631063jp31UFrH7PR3Es620HuARiidCaeV0plwWu2sh9JqZz2UVjvrobRu1847kuzexK+3Z5O/\n3na2XXe62eysh9I6Zqe/k3C2Pb0HaITSmXBaKZ0Jp9XOeiitdtZDabWzHkqrnfVQWu2sh9I6ZqdH\nQkmSJEmSJAnOI6EkSZIkSZIE55FwtnO9B2iE0plwWimdCafVznoorXbWQ2m1sx5Kq531UFrtrIfS\nOmanR8LZjvUeoBFKZ8JppXQmnFY766G02lkPpdXOeiitdtZDabWzHkrrmJ0eCWc73XuARiidCaeV\n0plwWu2sh9JqZz2UVjvrobTaWQ+l1c56KK1jdnoknG1H7wEaoXQmnFZKZ8JptbMeSqud9VBa7ayH\n0mpnPZRWO+uhtI7Z6ZFQkiRJkiRJgvNIKEmSJEmSJMF5JJztUO8BGqF0JpxWSmfCabWzHkqrnfVQ\nWu2sh9JqZz2UVjvrobSO2emRcLZdvQdohNKZcFopnQmn1c56KK121kNptbMeSqud9VBa7ayH0jpm\np0fC2Q72HqARSmfCaaV0JpxWO+uhtNpZD6XVznoorXbWQ2m1sx5K65idHgklSZIkSZIkOI+EkiRJ\nkiRJEpxHwtku9B6gEUpnwmmldCacVjvrobTaWQ+l1c56KK121kNptbMeSuuYnR4JZzvce4BGKJ0J\np5XSmXBa7ayH0mpnPZRWO+uhtNpZD6XVznoorWN2eiSc7UTvARqhdCacVkpnwmm1sx5Kq531UFrt\nrIfSamc9lFY766G0jtnpkXC2MX+M9XyUzoTTSulMOK121kNptbMeSqud9VBa7ayH0mpnPZTWMTs9\nEkqSJEmSJElwHgklSZIkSZIkOI+Esy31HqARSmfCaaV0JpxWO+uhtNpZD6XVznoorXbWQ2m1sx5K\n65idHglnW+s9QCOUzoTTSulMOK121kNptbMeSqud9VBa7ayH0mpnPZTWMTs9Es52tPcAjVA6E04r\npTPhtNpZD6XVznoorXbWQ2m1sx5Kq531UFrH7PRIKEmSJEmSJMF5JJQkSZIkSZLgPBLOdrn3AI1Q\nOhNOK6Uz4bTaWQ+l1c56KK121kNptbMeSqud9VBax+z0SDjbvt4DNELpTDitlM6E02pnPZRWO+uh\ntNpZD6XVznoorXbWQ2kds9Mj4WxT7wEamXoP0NDUe4BGpt4DNDT1HqCRqfcAjUy9B2ho6j1AI1Pv\nARqZeg/Q0NR7gEam3gM0MvUeoKGp9wCNTL0HaGTqPUBDU+8BGpl6D9DI1HuAhqbeAzQy9R7gungk\nnG137wEaoXQmnFZKZ8JptbMeSqud9VBa7ayH0mpnPZRWO+uhtI7Z6ZFQkiRJkiRJgvNIKEmSJEmS\nJMF5JJztVO8BGqF0JpxWSmfCabWzHkqrnfVQWu2sh9JqZz2UVjvrobSO2emRcLbV3gM0QulMOK2U\nzoTTamc9lFY766G02lkPpdXOeiitdtZDaR2z0yPhbCd7D9AIpTPhtFI6E06rnfVQWu2sh9JqZz2U\nVjvrobTaWQ+ldcxOj4SSJEmSJEkSnEdCSZIkSZIkCc4joSRJkiRJkgTnkXC2xd4DNELpTDitlM6E\n0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"text": [
"<matplotlib.figure.Figure at 0x5ea8990>"
]
},
{
"metadata": {},
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M3ecSOL5Zfd1112HWrFm4+uqrASA0bj///POoXbs20tPT0bZtW6xevRozZszA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\nuNfqeuvqdWPR09M7fn85bW8ybq/UoZQcShqDvFLjtl6npBz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eNwGIsLAwj6ibzM1Fd41rbWlraxPNzc3i1ltvdXre1X5TCNfqpjtjWiGc100huj6u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\nwzAMwzC9nP8DWAxR0K1DNJoAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x56fb550>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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QQo4zUnK7FEIIIccds2bNUsFgUBUVFUX931VXXaUCgUD47sbln9OpUyd14okn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\n7Zc+lJJDSXOQpB6XU3s9vaSxLKXHJdXHVm97+0pXT29HtZg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XX8jYrVscWFdYApZ2y5W2Njg42Gl5Wr8rBoNBfkfCwsKcThqzLR8qmk8SAsBbb72F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\nAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x625ee90>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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A+66K/PTTT+OQQw5B/fr10aFDByxYsACTJk3CxRdfjPbt28MYg1deeQUbN24M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\nZJw0n66zJ+WKVMs+vDl3St89ztlBe+kh6VuSk5Wus0/1nPNDqTvX6z0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36U7puic4O6jv\nXcj5liRlnNNDTsZJ54dSd67Xe1BO3Z1ZLaQezt2dI80fCSm/lXqmn/tbe+u93Z8ze8pvpZ7rOd6U\nHpJ2ECnjnNlnetJZpmScNJ+usyflilTLPrxJd0rXPcHZQX3vQs63JCnjnB5yMk46P5S6c73eg3Lq\n7sxqIfVw7u4caf5IKCIiIiIiIiIiIlvxkVBERERERERERGTnNH8kPLleeXK9NvVO9WktmV7v7f6c\n2c+sey85pPSQtINIGefMPtOTzjIl46T5dJ09KVekWvbhTbpTuu4Jzg7qexdyviVJGef0kJNx0vmh\n1J3r9R6UU3dnVguph3N350jzR8LX1ytfX69NvVN9Wkum13u7P2f2M+veSw4pPSTtIFLGObPP9KSz\nTMk4aT5dZ0/KFamWfXiT7pSue4Kzg/rehZxvSVLGOT3kZJx0fih153q9B+XU3ZnVQurh3N050vyR\n8KH1yofWa1PvVJ/Wkun13u7Pmf3MuveSQ0oPSTuIlHHO7DM96SxTMk6aT9fZk3JFqmUf3qQ7peue\n4Oygvnch51uSlHFODzkZJ50fSt25Xu9BOXV3ZrWQejh3d440fyQUERERERERERGRrfhIKCIiIiIi\nIiIisnOaPxK+ul756npt6p3q01oyvd7b/Tmzn1n3XnJI6SFpB5Eyzpl9piedZUrGSfPpOntSrki1\n7MObdKd03ROcHdT3LuR8S5IyzukhJ+Ok80OpO9frPSin7s6sFlIP5+7OkeaPhHetV961Xpt6p/q0\nlkyv93Z/zuxn1r2XHFJ6SNpBpIxzZp/pSWeZknHSfLrOnpQrUi378CbdKV33BGcH9b0LOd+SpIxz\nesjJOOn8UOrO9XoPyqm7M6uF1MO5u3Ok+SPhifXKE+u1qXeqT2vJ9Hpv95/nTap7Lzmk9JC0g0gZ\n58w+05POMiXjpPl0nT0pV6Ra9uFNulMyb86emOmd6fvehZn3zJ+TlHFODzNv0s/Z9S7s2sOu3nN3\nZxXl52R9H4w0fyS8db3y1vXa1DvVp7Vker23+3NmP7PuveSQ0kPSDiJlnDP7TE86y5SMk+bTdfak\nXJFq2Yc36U7puic4O6jvXcj5liRlnNNDTsZJ54dSd67Xe1BO3Z1ZLaQezt2dI80fCUVERERERERE\nRGQrPhKKiIiIiIiIiIjsnOaPhE+uVz65Xpt6p/q0lkyv93Z/zuxn1r2XHFJ6SNpBpIxzZp/pSWeZ\nknHSfLrOnpQrUi378CbdKV33BGcH9b0LOd+SpIxzesjJOOn8UOrO9XoPyqm7M6uF1MO5u3Ok+SPh\nmfXKM+u1qXeqT2vJ9Hpv9+fMfmbde8khpYekHUTKOGf2mZ50likZJ82n6+xJuSLVsg9v0p3SdU9w\ndlDfu5DzLUnKOKeHnIyTzg+l7lyv96CcujuzWkg9nLs7R5o/Ej6xXvnEem3qnerTWjK93tv9ObOf\nWfdeckjpIWkHkTLOmX2mJ51lSsZJ8+k6e1KuSLXsw5t0p3TdE5wd1Pcu5HxLkjLO6SEn46TzQ6k7\n1+s9KKfuzqwWUg/n7s6R5o+EIiIiIiIiIiIishUfCUVERERERERERHaOj4QiIiIiIiIiIiI7p/kj\n4cF65cF6beqd6tNaMr3e2/05s59Z915ySOkhaQeRMs6ZfaYnnWVKxknz6Tp7Uq5ItezDm3SndN0T\nnB3U9y7kfEuSMs7pISfjpPNDqTvX6z0op+7OrBZSD+fuzpHmj4SfXa/87Hpt6p3q01oyvd7b/Tmz\nn1n3XnJI6SFpB5Eyzpl9piedZUrGSfPpOntSrki17MObdKd03ROcHdT3LuR8S5IyzukhJ+Ok80Op\nO9frPSin7s6sFlIP5+7OkeaPhMfXK4+v16beqT6tJdPrvd2fM/uZde8lh5QeknYQKeOc2Wd60lmm\nZJw0n66zJ+WKVMs+vEl3Stc9wdlBfe9CzrckKeOcHnIyTjo/lLpzvd6DcuruzGoh9XDu7hxp/kgo\nIiIiIiIiIiIiW/GRUEREREREREREZOc0fyR8Zr3ymfXa1DvVp7Vker23+3NmP7PuveSQ0kPSDiJl\nnDP7TE86y5SMk+bTdfakXJFq2Yc36U7puic4O6jvXcj5liRlnNNDTsZJ54dSd67Xe1BO3Z1ZLaQe\nzt2dI80fCZ9er3x6vTb1TvVpLZle7+3+nNnPrHsvOaT0kLSDSBnnzD7Tk84yJeOk+XSdPSlXpFr2\n4U26U7ruCc4O6nsXcr4lSRnn9JCTcdL5odSd6/UelFN3Z1YLqYdzd+dI80fCL69Xfnm9NvVO9Wkt\nmV7v7f6c2c+sey85pPSQtINIGefMPtOTzjIl46T5dJ09KVekWvbhTbpTuu4Jzg7qexdyviVJGef0\nkJNx0vmh1J3r9R6UU3dnVguph3N350jzR0IRERERERERERHZio+EIiIiIiIiIiIiO8dHQhERERER\nERERkZ3T/JHwzvXKO9drU+9Un9aS6fXe7s+Z/cy695JDSg9JO4iUcc7sMz3pLFMyTppP19mTckWq\nZR/epDul657g7KC+dyHnW5KUcU4PORknnR9K3ble70E5dXdmtZB6OHd3jjR/JDy+Xnl8vTb1TvVp\nLZle7+3+nNnPrHsvOaT0kLSDSBnnzD7Tk84yJeOk+XSdPSlXpFr24U26U7ruCc4O6nsXcr4lSRnn\n9JCTcdL5odSd6/UelFN3Z1YLqYdzd+dI80fC29crb1+vTb1TfVpLptd7uz9n9jPr3ksOKT0k7SBS\nxjmzz/Sks0zJOGk+XWdPyhWpln14k+6UrnuCs4P63oWcb0lSxjk95GScdH4oded6vQfl1N2Z1ULq\n4dzdOdL8kVBERERERERERES24iOhiIiIiIiIiIjIzmn+SPjseuWz67Wpd6pPa8n0em/358x+Zt17\nySGlh6QdRMo4Z/aZnnSWKRknzafr7Em5ItWyD2/SndJ1T3B2UN+7kPMtSco4p4ecjJPOD6XuXK/3\noJy6O7NaSD2cuztHmj8SfmG98gvrtal3qk9ryfR6b/fnzH5m3XvJIaWHpB1Eyjhn9pmedJYpGSfN\np+vsSbki1bIPb9Kd0nVPcHZQ37uQ8y1Jyjinh5yMk84Ppe5cr/egnLo7s1pIPZy7O0eaPxKeWq88\ntV6beqf6tJZMr/d2f87sZ9a9lxxSekjaQaSMc2af6UlnmZJx0ny6zp6UK1It+/Am3Sld9wRnB/W9\nCznfkqSMc3rIyTjp/FDqzvV6D8qpuzOrhdTDubtzpPkj4fXrldev16beqT6tJdPrvd2fM/uZde8l\nh5QeknYQKeOc2Wd60lmmZJw0n66zJ+WKVMs+vEl3Stc9wdlBfe9CzrckKeOcHnIyTjo/lLpzvd6D\ncuruzGoh9XDu7hxp/kgoIiIiIiIiIiIiW/GRUEREREREREREZOc0fyS8b73yvvXa1DvVp7Vker23\n+3NmP7PuveSQ0kPSDiJlnDP7TE86y5SMk+bTdfakXJFq2Yc36U7puic4O6jvXcj5liRlnNNDTsZJ\n54dSd67Xe1BO3Z1ZLaQezt2dI80fCW9ar7xpvTb1TvVpLZle7+3+nNnPrHsvOaT0kLSDSBnnzD7T\nk84yJeOk+XSdPSlXpFr24U26U7ruCc4O6nsXcr4lSRnn9JCTcdL5odSd6/UelFN3Z1YLqYdzd+dI\n80fCe9Yr71mvTb1TfVpLptd7uz9n9jPr3ksOKT0k7SBSxjmzz/Sks0zJOGk+XWdPyhWpln14k+6U\nrnuCs4P63oWcb0lSxjk95GScdH4oded6vQfl1N2Z1ULq4dzdOdL8kVBERERERERERES24iOhiIiI\niIiIiIjIzmn+SPjieuWL67Wpd6pPa8n0em/358x+Zt17ySGlh6QdRMo4Z/aZnnSWKRknzafr7Em5\nItWyD2/SndJ1T3B2UN+7kPMtSco4p4ecjJPOD6XuXK/3oJy6O7NaSD2cuztHmj8S3r9eef96beqd\n6tNaMr3e2/05s59Z915ySOkhaQeRMs6ZfaYnnWVKxknz6Tp7Uq5ItezDm3SndN0TnB3U9y7kfEuS\nMs7pISfjpPNDqTvX6z0op+7OrBZSD+fuzpHmj4SPr1c+vl6beqf6tJZMr/d2f87sZ9a9lxxSekja\nQaSMc2af6UlnmZJx0ny6zp6UK1It+/Am3Sld9wRnB/W9CznfkqSMc3rIyTjp/FDqzvV6D8qpuzOr\nhdTDubtzpPkjIeW3Us/0c39rb723+3NmT/mt1HM9x5vSQ9IOImWcM/tMTzrLlIyT5tN19qRckWrZ\nhzfpTum6Jzg7qO9dyPmWJGWc00NOxknnh1J3rtd7UE7dnVktpB7O3Z0jzR8JRUREREREREREZCs+\nEoqIiIiIiIiIiOyc5o+EJ9crT67Xpt6pPq0l0+u93Z8z+5l17yWHlB6SdhAp45zZZ3rSWaZknDSf\nrrMn5YpUyz68SXdK1z3B2UF970LOtyQp45wecjJOOj+UunO93oNy6u7MaiH1cO7uHGn+SPj6euXr\n67Wpd6pPa8n0em/358x+Zt17ySGlh6QdRMo4Z/aZnnSWKRknzafr7Em5ItWyD2/SndJ1T3B2UN+7\nkPMtSco4p4ecjJPOD6XuXK/3oJy6O7NaSD2cuztH3rnZ4Zry0HrlQ+u1qXeqT2vJ9Hpv9+fMfmbd\ne8khpYekHUTKOGf2mZ50likZJ82n6+xJuSLVsg9v0p3SdU9wdlDfu5DzLUnKOKeHnIyTzg+l7lyv\n96CcujuzWkg9/EE/59mzZ+u11167+Oe/9mu/VmfOnDmkueGGG+rYsWOr/37NHwlFRERERERERET2\nw9mzZ+vmm29epX3ppZdW+/pIKCIiIiIiIiIi0oS3/gnCp6rqliuoXqiqOw7904ZvR/Ohnpt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kyv93Z/zuwpdVeR5snpYVI3aQeRMs6Zfabve5b3MZ+j8j579mzdfPPNqxy+8pWvbK6lb65Svd6L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\ncOadT8o4p4fucbZ3qtd7UE79d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H45133uETCI1GY/GsoulB4efnZ9axFRUVwd7eHgAwdepUvPnmmwCAiRMn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\nFem6lXcAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x6cab550>"
]
}
],
"prompt_number": 63
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"mgcov.plot("
],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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