diff --git a/.~Metis_Proj4_Viz__24311.twbr b/.~Metis_Proj4_Viz__24311.twbr new file mode 100644 index 0000000..2aa31e0 --- /dev/null +++ b/.~Metis_Proj4_Viz__24311.twbr @@ -0,0 +1,1277 @@ + + + + + + + <_.fcp.MarkAnimation.true...MarkAnimation /> + <_.fcp.ObjectModelEncapsulateLegacy.true...ObjectModelEncapsulateLegacy /> + <_.fcp.ObjectModelExtractV2.true...ObjectModelExtractV2 /> + <_.fcp.ObjectModelTableType.true...ObjectModelTableType /> + <_.fcp.SchemaViewerObjectModel.true...SchemaViewerObjectModel /> + <_.fcp.SetMembershipControl.true...SetMembershipControl /> + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + <_.fcp.ObjectModelEncapsulateLegacy.false...relation connection='textscan.0aiu4du0tr2fzg15s9lxd0agmxe3' name='tsne_df_v2.csv' table='[tsne_df_v2#csv]' type='table'> + + + + + + + + + + + + + + + + + + <_.fcp.ObjectModelEncapsulateLegacy.true...relation connection='textscan.0aiu4du0tr2fzg15s9lxd0agmxe3' name='tsne_df_v2.csv' table='[tsne_df_v2#csv]' type='table'> + + + + + + + + + + + + + + + + + + + + + + 0 + [tsne_df_v2.csv] + + Count + true + + "UTF-8" + "en_US" + "," + "true" + "en_US" + "" + + + + F1 + 20 + [F1] + [tsne_df_v2.csv] + F1 + 0 + integer + Sum + true + <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[tsne_df_v2.csv_FF8E70D2E5214D7F84125D28863229ED] + + + artist + 129 + [artist] + [tsne_df_v2.csv] + artist + 1 + string + Count + 1 + 1073741823 + true + + <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[tsne_df_v2.csv_FF8E70D2E5214D7F84125D28863229ED] + + + Lyricism + 5 + [Lyricism] + [tsne_df_v2.csv] + Lyricism + 2 + real + Sum + true + <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[tsne_df_v2.csv_FF8E70D2E5214D7F84125D28863229ED] + + + Flexing + 5 + [Flexing] + [tsne_df_v2.csv] + Flexing + 3 + real + Sum + true + <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[tsne_df_v2.csv_FF8E70D2E5214D7F84125D28863229ED] + + + Turn-Up + 5 + [Turn-Up] + [tsne_df_v2.csv] + Turn-Up + 4 + real + Sum + true + <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[tsne_df_v2.csv_FF8E70D2E5214D7F84125D28863229ED] + + + Sex & Romance + 5 + [Sex & Romance] + [tsne_df_v2.csv] + Sex & Romance + 5 + real + Sum + true + <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[tsne_df_v2.csv_FF8E70D2E5214D7F84125D28863229ED] + + + words_per_line + 5 + [words_per_line] + [tsne_df_v2.csv] + words_per_line + 6 + real + Sum + true + <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[tsne_df_v2.csv_FF8E70D2E5214D7F84125D28863229ED] + + + unique_words + 5 + [unique_words] + [tsne_df_v2.csv] + unique_words + 7 + real + Sum + true + <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[tsne_df_v2.csv_FF8E70D2E5214D7F84125D28863229ED] + + + Unique Word Rate + 5 + [Unique Word Rate] + [tsne_df_v2.csv] + Unique Word Rate + 8 + real + Sum + true + <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[tsne_df_v2.csv_FF8E70D2E5214D7F84125D28863229ED] + + + Syllables Per Line + 5 + [Syllables Per Line] + [tsne_df_v2.csv] + Syllables Per Line + 9 + real + Sum + true + <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[tsne_df_v2.csv_FF8E70D2E5214D7F84125D28863229ED] + + + syllables_per_word + 5 + [syllables_per_word] + [tsne_df_v2.csv] + syllables_per_word + 10 + real + Sum + true + <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[tsne_df_v2.csv_FF8E70D2E5214D7F84125D28863229ED] + + + cluster + 129 + [cluster] + [tsne_df_v2.csv] + cluster + 11 + string + Count + 1 + 1073741823 + true + + <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[tsne_df_v2.csv_FF8E70D2E5214D7F84125D28863229ED] + + + tsne-2d-one + 5 + [tsne-2d-one] + [tsne_df_v2.csv] + tsne-2d-one + 12 + real + Sum + true + <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[tsne_df_v2.csv_FF8E70D2E5214D7F84125D28863229ED] + + + tsne-2d-two + 5 + [tsne-2d-two] + [tsne_df_v2.csv] + tsne-2d-two + 13 + real + Sum + true + <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[tsne_df_v2.csv_FF8E70D2E5214D7F84125D28863229ED] + + + + + + + + + + + + + + + + + + + + + + <_.fcp.ObjectModelTableType.true...column caption='tsne_df_v2.csv' datatype='table' name='[__tableau_internal_object_id__].[tsne_df_v2.csv_FF8E70D2E5214D7F84125D28863229ED]' role='measure' type='quantitative' /> + + + + + + + + + + + + + + + + + + + + + + + + + + <_.fcp.ObjectModelEncapsulateLegacy.false...relation name='Extract' table='[Extract].[Extract]' type='table' /> + <_.fcp.ObjectModelEncapsulateLegacy.true...relation name='Extract' table='[Extract].[Extract]' type='table' /> + + + F1 + 20 + [F1] + [Extract] + F1 + 0 + tsne_df_v2.csv + integer + Sum + 1260 + true + + + artist + 129 + [artist] + [Extract] + artist + 1 + tsne_df_v2.csv + string + Count + 1260 + true + + + + Lyricism + 5 + [Lyricism] + [Extract] + Lyricism + 2 + tsne_df_v2.csv + real + Sum + 1027 + true + + + Flexing + 5 + [Flexing] + [Extract] + Flexing + 3 + tsne_df_v2.csv + real + Sum + 979 + true + + + Turn-Up + 5 + [Turn-Up] + [Extract] + Turn-Up + 4 + tsne_df_v2.csv + real + Sum + 985 + true + + + Sex & Romance + 5 + [Sex & Romance] + [Extract] + Sex & Romance + 5 + tsne_df_v2.csv + real + Sum + 1012 + true + + + words_per_line + 5 + [words_per_line] + [Extract] + words_per_line + 6 + tsne_df_v2.csv + real + Sum + 1040 + true + + + unique_words + 5 + [unique_words] + [Extract] + unique_words + 7 + tsne_df_v2.csv + real + Sum + 955 + true + + + Unique Word Rate + 5 + [Unique Word Rate] + [Extract] + Unique Word Rate + 8 + tsne_df_v2.csv + real + Sum + 1040 + true + + + Syllables Per Line + 5 + [Syllables Per Line] + [Extract] + Syllables Per Line + 9 + tsne_df_v2.csv + real + Sum + 1039 + true + + + syllables_per_word + 5 + [syllables_per_word] + [Extract] + syllables_per_word + 10 + tsne_df_v2.csv + real + Sum + 1039 + true + + + cluster + 129 + [cluster] + [Extract] + cluster + 11 + tsne_df_v2.csv + string + Count + 5 + true + + + + tsne-2d-one + 5 + [tsne-2d-one] + [Extract] + tsne-2d-one + 12 + tsne_df_v2.csv + real + Sum + 1260 + true + + + tsne-2d-two + 5 + [tsne-2d-two] + [Extract] + tsne-2d-two + 13 + tsne_df_v2.csv + real + Sum + 1251 + true + + + + + + + + + + + + + + + + + + <_.fcp.ObjectModelEncapsulateLegacy.true...object-graph> + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + [federated.0ildqio1vqwb531ckthko179qolc].[Action (Artist,Cluster,Tsne-2D-One,Tsne-2D-Two)] + [federated.0ildqio1vqwb531ckthko179qolc].[none:Calculation_1710734556707942401:nk] + + + + + + + + + + + + + + + + + + [federated.0ildqio1vqwb531ckthko179qolc].[none:artist:nk] + [federated.0ildqio1vqwb531ckthko179qolc].[sum:Syllables Per Line:qk] +
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+ + + + + + \n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Lyrical/MiscBragging/CombativeMoney/PartyRomance/Sexwords_per_lineunique_wordsunique_word_ratesyllables_per_linesyllables_per_word
artist
03 Greedo0.0123880.0404640.0213600.01184235.125816185.3750000.0708109.2113470.261876
070 Shake0.0151790.0018040.0218610.03666530.507007137.4705880.0712748.0915700.264949
2 Chainz0.0183290.0230710.0219670.00640732.916186194.1111110.0907788.6413710.262462
2 Pistols0.0137550.0304310.0185320.02185528.376804178.2727270.0855747.2430270.255224
21 Savage0.0074640.0464480.0460980.00880133.424155189.0952380.0704408.4840200.253769
..............................
Zebra Katz0.0250770.0124210.0189210.01652725.122420132.9444440.0871636.5214290.259716
Zelooperz0.0186820.0378170.0032130.00628229.884914151.0606060.0958397.7461760.258715
Zion I0.0312900.0004250.0031310.00609134.300381210.2000000.1043228.9869450.262015
bbno$0.0091830.0109230.0040470.00956331.15273592.3333330.0550008.5751630.275106
will.i.am0.0040960.0197550.0472520.04092833.323155163.7333330.0673698.6641360.259974
\n

1260 rows × 9 columns

\n" }, "metadata": {}, - "execution_count": 5 + "execution_count": 3 } ], "source": [ - "# focus on rates to start rather than song length\n", + "# focus on rates for robustness against issues from song length\n", "X = artist_features.drop(columns=['lines', 'words', 'syllables'])\n", "X" ] }, { "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "web_X = X.copy()\n", - "web_X['cluster'] = X_labeled['cluster']\n", - "web_X['cluster'] = web_X['cluster'].map({0:'Club/Trap', 1:'Lyrical: Dense', 2: 'Archetypal', 3: 'Lyrical: Diverse', 4:'R&B'})" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "with open('web_features.pkl', 'wb') as f:\n", - " pkl.dump(web_X, f)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, + "execution_count": 83, "metadata": {}, "outputs": [], "source": [ + "\"\"\"\n", + "scale data for KMeans \n", + "\"\"\"\n", "scaler = StandardScaler()\n", "X_scaled = pd.DataFrame(scaler.fit_transform(X), columns=X.columns, index=X.index)\n" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 84, "metadata": {}, "outputs": [ { @@ -112,16 +114,23 @@ "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Lyrical/MiscBragging/CombativeMoney/PartyRomance/Sexwords_per_lineunique_wordsunique_word_ratesyllables_per_linesyllables_per_word
artist
03 Greedo-1.1080941.1151060.780540-0.2271230.514503-0.344285-1.1237400.482583-0.244783
070 Shake-0.834664-1.0355820.8193091.803736-0.442401-1.017869-1.090486-0.3940980.285492
2 Chainz-0.5261460.1475110.827469-0.6717900.056722-0.2214460.3078810.036345-0.143757
2 Pistols-0.9742420.5569400.5617640.592036-0.883727-0.444150-0.065240-1.058428-1.392879
21 Savage-1.5904261.4479842.694137-0.4758690.161960-0.291975-1.150268-0.086846-1.644092
..............................
Zebra Katz0.134856-0.4449540.5918350.156195-1.557956-1.0815110.048671-1.623372-0.617658
Zelooperz-0.4916030.967847-0.623256-0.681979-0.571284-0.8267800.670745-0.664509-0.790359
Zion I0.743504-1.112303-0.629578-0.6976150.3434930.0047801.2789520.306897-0.220902
bbno$-1.422031-0.528276-0.558746-0.413536-0.308622-1.652544-2.257284-0.0154902.038551
will.i.am-1.920378-0.0369472.7834352.1524770.141036-0.648589-1.3704630.054167-0.573045
\n

1260 rows × 9 columns

\n
" }, "metadata": {}, - "execution_count": 17 + "execution_count": 84 } ], "source": [ "X_scaled" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using our combined DataFrame, we'll use KMeans with a few cluster sizes and see if we end up with some sensible categories." + ] + }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 85, "metadata": {}, "outputs": [ { @@ -130,7 +139,7 @@ "text/plain": "KMeans(n_clusters=5, n_init=3, random_state=77)" }, "metadata": {}, - "execution_count": 18 + "execution_count": 85 } ], "source": [ @@ -141,7 +150,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 86, "metadata": {}, "outputs": [ { @@ -151,7 +160,7 @@ "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Lyrical/MiscBragging/CombativeMoney/PartyRomance/Sexwords_per_lineunique_wordsunique_word_ratesyllables_per_linesyllables_per_wordcluster
artist
03 Greedo0.0123880.0404640.0213600.01184235.125816185.3750000.0708109.2113470.2618762
070 Shake0.0151790.0018040.0218610.03666530.507007137.4705880.0712748.0915700.2649494
2 Chainz0.0183290.0230710.0219670.00640732.916186194.1111110.0907788.6413710.2624622
2 Pistols0.0137550.0304310.0185320.02185528.376804178.2727270.0855747.2430270.2552242
21 Savage0.0074640.0464480.0460980.00880133.424155189.0952380.0704408.4840200.2537690
.................................
Zebra Katz0.0250770.0124210.0189210.01652725.122420132.9444440.0871636.5214290.2597164
Zelooperz0.0186820.0378170.0032130.00628229.884914151.0606060.0958397.7461760.2587152
Zion I0.0312900.0004250.0031310.00609134.300381210.2000000.1043228.9869450.2620153
bbno$0.0091830.0109230.0040470.00956331.15273592.3333330.0550008.5751630.2751064
will.i.am0.0040960.0197550.0472520.04092833.323155163.7333330.0673698.6641360.2599740
\n

1260 rows × 10 columns

\n
" }, "metadata": {}, - "execution_count": 19 + "execution_count": 86 } ], "source": [ @@ -179,32 +188,13 @@ "X_labeled.groupby('cluster').count()" ] }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "output_type": "error", - "ename": "NameError", - "evalue": "name 'X_labeled' is not defined", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX_labeled\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreset_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mX_labeled\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreset_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'cluster'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m4\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'artist'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mNameError\u001b[0m: name 'X_labeled' is not defined" - ] - } - ], - "source": [ - "list(X_labeled.reset_index()[X_labeled.reset_index()['cluster'] == 4]['artist'])[0:20]" - ] - }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Notes: \n", + "KMeans is very fast so reclustering between 3 and 10 was pretty efficient. Above 6-7 clusters and interpretability (based on domain knowledge and mean values of our statistics aggregated by cluster) seemed to be lost. Around 5 seemed to show intuitive and separable results, so we'll stick with it for now.\n", + "\n", "#### k=5:\n", "Cluster 0 has 122, Cluster 3 has 401, rest around 2-300\n", "* 0: Count: 122 -- Money/Party dominated, average words/line, 2nd lowest unique word usage, average syllables per line, lowest syllables per word \n", @@ -221,8 +211,8 @@ "* 4: Chris Brown, Jason Derulo, Kid Cudi, Lauryn Hill, Post Malone, The Weeknd\n", "\n", "Cluster Analysis: \n", - "* 0: Hard to interpret. Chiefly generic money/party semantic content, most simplistic word usage. Seems to house most of the trap/'vibe'/mumble rappers. Some artists don't seem very accurately placed (e.g. Cardi/Nicki/Megan). \n", - "* 1: Clearly home to most 'lyrical' rappers. Dominant cluster in terms of vocabulary and syllable density.\n", + "* 0: Hard to interpret. Chiefly generic money/party semantic content, most simplistic word usage. Seems to house most of the trap/'vibe'/mumble rappers. Some artists are surprisingly placed (e.g. Cardi/Nicki/Megan). \n", + "* 1: Clearly home to most 'fast, lyrical' rappers. Dominant cluster in terms of vocabulary and syllable density.\n", "* 2: Very non-descript, middle of the pack by every metric. Seems to house a lot of older, 'standard' flow rappers.\n", "* 3: Seems to capture most 'melodically' oriented rappers -- lyrical diversity but not massive density, widest variety of topics.\n", "* 4: Effectively captures most R&B artists. Romance/Sex oriented lyrics with minimal lyrical diversity.\n", @@ -235,9 +225,16 @@ "* 4: R&B" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's throw together a Cluster class so we can make these iterations a bit cleaner and confirm our choices." + ] + }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -268,7 +265,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ @@ -277,7 +274,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -287,7 +284,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 68, "metadata": {}, "outputs": [ { @@ -296,7 +293,7 @@ "text/plain": "cluster\n0 122\n1 217\n2 277\n3 401\n4 243\nName: Lyrical/Misc, dtype: int64" }, "metadata": {}, - "execution_count": 7 + "execution_count": 68 } ], "source": [ @@ -325,7 +322,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -346,21 +343,26 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "metadata": { "tags": [] }, "outputs": [ { - "output_type": "error", - "ename": "NameError", - "evalue": "name 'kmeans_scree_plot' is not defined", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mkmeans_scree_plot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mStandardScaler\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m30\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m30\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mNameError\u001b[0m: name 'kmeans_scree_plot' is not defined" - ] + "output_type": "stream", + "name": "stdout", + "text": "[(1, 11339.999999999995), (2, 8614.935817990692), (3, 7331.596649107567), (4, 6706.899426784931), (5, 6214.874937951343), (6, 5840.953491987842), (7, 5559.502866760166), (8, 5320.678783523609), (9, 5101.243093356314), (10, 4933.883314182881), (11, 4774.095989141835), (12, 4631.5356525948055), (13, 4483.546130619044), (14, 4386.907144179993), (15, 4274.258909785878), (16, 4172.932674590118), (17, 4079.41095828764), (18, 3993.685470226637), (19, 3928.460942792269), (20, 3853.8055212686886), (21, 3794.542275893778), (22, 3743.1758529489825), (23, 3682.6368511071087), (24, 3634.586862538901), (25, 3569.997936525361), (26, 3525.3481391385885), (27, 3488.460420697032), (28, 3441.8285833053774), (29, 3411.523404539594), (30, 3356.0949638407433)]\n" + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + } } ], "source": [ @@ -368,12 +370,10 @@ ] }, { - "cell_type": "code", - "execution_count": 11, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "from sklearn.metrics import silhouette_score" + "Awesome, judging by the inflection of the scree plot, 5 clusters is pretty reasonable for minimizing our inertia within a practical number of clusters. We can confidently stick with it. Let's check out our silhouette score to see how well our artists are being separated ." ] }, { @@ -395,36 +395,17 @@ ] }, { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": " Lyrical/Misc Bragging/Combative Money/Party Romance/Sex \\\nartist \n03 Greedo -1.108094 1.115106 0.780540 -0.227123 \n070 Shake -0.834664 -1.035582 0.819309 1.803736 \n2 Chainz -0.526146 0.147511 0.827469 -0.671790 \n2 Pistols -0.974242 0.556940 0.561764 0.592036 \n21 Savage -1.590426 1.447984 2.694137 -0.475869 \n... ... ... ... ... \nZebra Katz 0.134856 -0.444954 0.591835 0.156195 \nZelooperz -0.491603 0.967847 -0.623256 -0.681979 \nZion I 0.743504 -1.112303 -0.629578 -0.697615 \nbbno$ -1.422031 -0.528276 -0.558746 -0.413536 \nwill.i.am -1.920378 -0.036947 2.783435 2.152477 \n\n words_per_line unique_words unique_word_rate \\\nartist \n03 Greedo 0.514503 -0.344285 -1.123740 \n070 Shake -0.442401 -1.017869 -1.090486 \n2 Chainz 0.056722 -0.221446 0.307881 \n2 Pistols -0.883727 -0.444150 -0.065240 \n21 Savage 0.161960 -0.291975 -1.150268 \n... ... ... ... \nZebra Katz -1.557956 -1.081511 0.048671 \nZelooperz -0.571284 -0.826780 0.670745 \nZion I 0.343493 0.004780 1.278952 \nbbno$ -0.308622 -1.652544 -2.257284 \nwill.i.am 0.141036 -0.648589 -1.370463 \n\n syllables_per_line syllables_per_word cluster \nartist \n03 Greedo 0.482583 -0.244783 2 \n070 Shake -0.394098 0.285492 4 \n2 Chainz 0.036345 -0.143757 2 \n2 Pistols -1.058428 -1.392879 2 \n21 Savage -0.086846 -1.644092 0 \n... ... ... ... \nZebra Katz -1.623372 -0.617658 4 \nZelooperz -0.664509 -0.790359 2 \nZion I 0.306897 -0.220902 3 \nbbno$ -0.015490 2.038551 4 \nwill.i.am 0.054167 -0.573045 0 \n\n[1260 rows x 10 columns]", - "text/html": "
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Lyrical/MiscBragging/CombativeMoney/PartyRomance/Sexwords_per_lineunique_wordsunique_word_ratesyllables_per_linesyllables_per_wordcluster
artist
03 Greedo-1.1080941.1151060.780540-0.2271230.514503-0.344285-1.1237400.482583-0.2447832
070 Shake-0.834664-1.0355820.8193091.803736-0.442401-1.017869-1.090486-0.3940980.2854924
2 Chainz-0.5261460.1475110.827469-0.6717900.056722-0.2214460.3078810.036345-0.1437572
2 Pistols-0.9742420.5569400.5617640.592036-0.883727-0.444150-0.065240-1.058428-1.3928792
21 Savage-1.5904261.4479842.694137-0.4758690.161960-0.291975-1.150268-0.086846-1.6440920
.................................
Zebra Katz0.134856-0.4449540.5918350.156195-1.557956-1.0815110.048671-1.623372-0.6176584
Zelooperz-0.4916030.967847-0.623256-0.681979-0.571284-0.8267800.670745-0.664509-0.7903592
Zion I0.743504-1.112303-0.629578-0.6976150.3434930.0047801.2789520.306897-0.2209023
bbno$-1.422031-0.528276-0.558746-0.413536-0.308622-1.652544-2.257284-0.0154902.0385514
will.i.am-1.920378-0.0369472.7834352.1524770.141036-0.648589-1.3704630.054167-0.5730450
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1260 rows × 10 columns

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" - }, - "metadata": {}, - "execution_count": 12 - } - ], - "source": [ - "test.data" - ] - }, - { - "cell_type": "code", - "execution_count": 15, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "from sklearn.manifold import TSNE" + "Not ideal, we'd like to be as close to 1 as possible. We have some definite overlap in our clusters, but that's to be expected given the relative homogeneity of hip-hop.\n", + "\n", + "Next we'll try to get a projection of our data through TSNE so we can visualize our clusters a bit more clearly. We'll experiment with a few different perplexities and try to settle on a reasonable representation." ] }, { "cell_type": "code", - "execution_count": 151, + "execution_count": 51, "metadata": { "tags": [] }, @@ -432,53 +413,46 @@ { "output_type": "stream", "name": "stdout", - "text": "[t-SNE] Computing 121 nearest neighbors...\n[t-SNE] Indexed 1260 samples in 0.001s...\n[t-SNE] Computed neighbors for 1260 samples in 0.059s...\n[t-SNE] Computed conditional probabilities for sample 1000 / 1260\n[t-SNE] Computed conditional probabilities for sample 1260 / 1260\n[t-SNE] Mean sigma: 0.811085\n[t-SNE] KL divergence after 250 iterations with early exaggeration: 66.902618\n[t-SNE] KL divergence after 300 iterations: 1.349206\n" + "text": "[t-SNE] Computing 61 nearest neighbors...\n[t-SNE] Indexed 1260 samples in 0.001s...\n[t-SNE] Computed neighbors for 1260 samples in 0.054s...\n[t-SNE] Computed conditional probabilities for sample 1000 / 1260\n[t-SNE] Computed conditional probabilities for sample 1260 / 1260\n[t-SNE] Mean sigma: 0.694414\n[t-SNE] KL divergence after 250 iterations with early exaggeration: 73.197769\n[t-SNE] KL divergence after 300 iterations: 1.441971\n" } ], "source": [ - "tsne = TSNE(n_components=2, verbose=1, perplexity=40, n_iter=300)\n", - "tsne_results = tsne.fit_transform(X_scaled)" - ] - }, - { - "cell_type": "code", - "execution_count": 152, - "metadata": {}, - "outputs": [], - "source": [ - "xs = X_scaled.copy()\n", - "xs['tsne-2d-one'] = tsne_results[:,0]\n", - "xs['tsne-2d-two'] = tsne_results[:,1]" + "tsne = TSNE(n_components=2, verbose=1, perplexity=20, n_iter=300, random_state=77)\n", + "tsne_results = tsne.fit_transform(test.data.drop(columns=['cluster']))" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ - "import seaborn as sns" + "X_tsne = X_scaled.copy()\n", + "X_tsne['tsne-2d-one'] = tsne_results[:,0]\n", + "X_tsne['tsne-2d-two'] = tsne_results[:,1]\n", + "\n", + "y = list(test.data['cluster'])" ] }, { "cell_type": "code", - "execution_count": 153, + "execution_count": 53, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { - "text/plain": "" + "text/plain": "" }, "metadata": {}, - "execution_count": 153 + "execution_count": 53 }, { "output_type": "display_data", "data": { "text/plain": "
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\n" 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\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n 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\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n\n", + "image/png": 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\n" }, "metadata": { "needs_background": "light" @@ -486,11 +460,10 @@ } ], "source": [ - "\n", "plt.figure(figsize=(16,10))\n", "sns.scatterplot(\n", " x=\"tsne-2d-one\", y=\"tsne-2d-two\",\n", - " data=xs,\n", + " data=X_tsne,\n", " hue=y,\n", " palette=sns.color_palette(\"hls\", 5),\n", " legend=\"full\",\n", @@ -499,50 +472,72 @@ ] }, { - "cell_type": "code", - "execution_count": 33, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "y = list(test.data['cluster'])" + "Not too shabby, across the experiments there seems to be a proximity between our Archetypal and Lyrical: Diverse clusters, which is sensible. We also see consistent adjacency between R&B and Club/Trap songs, both of which tend to be repetitious and have overlapping semantic content. \n", + "\n", + "We'll go ahead and store these results alongside cluster labels and unscaled data for use in the Tableau version of this visualization. " ] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 91, "metadata": {}, "outputs": [], "source": [ - "xs['cluster'] = test.data['cluster']" + "X_viz = X_labeled.copy()\n", + "X_viz['tsne-2d-one'] = tsne_results[:,0]\n", + "X_viz['tsne-2d-two'] = tsne_results[:,1]\n", + "X_viz['cluster'] = test.data['cluster']\n", + "X_viz = X_viz.reset_index()" ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 92, "metadata": {}, "outputs": [], "source": [ - "xs = xs.reset_index()" + "X_viz.rename(columns={'Lyrical/Misc':'Lyricism', 'Money/Party':'Turn-Up', 'Bragging/Combative':'Flexing', 'Romance/Sex':'Sex & Romance', 'unique_word_rate':'Unique Word Rate', 'syllables_per_line':'Syllables Per Line'}, inplace=True)\n", + "X_viz['cluster'] = X_viz['cluster'].map({0:'Club & Trap', 1:'Lyrical (Dense)', 2:'Archetypal', 3:'Lyrical (Diverse)', 4:'R&B'})" ] }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 93, "metadata": {}, - "outputs": [], + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": " artist Lyricism Flexing Turn-Up Sex & Romance words_per_line \\\n0 03 Greedo 0.012388 0.040464 0.021360 0.011842 35.125816 \n1 070 Shake 0.015179 0.001804 0.021861 0.036665 30.507007 \n2 2 Chainz 0.018329 0.023071 0.021967 0.006407 32.916186 \n3 2 Pistols 0.013755 0.030431 0.018532 0.021855 28.376804 \n4 21 Savage 0.007464 0.046448 0.046098 0.008801 33.424155 \n... ... ... ... ... ... ... \n1255 Zebra Katz 0.025077 0.012421 0.018921 0.016527 25.122420 \n1256 Zelooperz 0.018682 0.037817 0.003213 0.006282 29.884914 \n1257 Zion I 0.031290 0.000425 0.003131 0.006091 34.300381 \n1258 bbno$ 0.009183 0.010923 0.004047 0.009563 31.152735 \n1259 will.i.am 0.004096 0.019755 0.047252 0.040928 33.323155 \n\n unique_words Unique Word Rate Syllables Per Line syllables_per_word \\\n0 185.375000 0.070810 9.211347 0.261876 \n1 137.470588 0.071274 8.091570 0.264949 \n2 194.111111 0.090778 8.641371 0.262462 \n3 178.272727 0.085574 7.243027 0.255224 \n4 189.095238 0.070440 8.484020 0.253769 \n... ... ... ... ... \n1255 132.944444 0.087163 6.521429 0.259716 \n1256 151.060606 0.095839 7.746176 0.258715 \n1257 210.200000 0.104322 8.986945 0.262015 \n1258 92.333333 0.055000 8.575163 0.275106 \n1259 163.733333 0.067369 8.664136 0.259974 \n\n cluster tsne-2d-one tsne-2d-two \n0 Archetypal -15.686582 -5.360711 \n1 R&B -2.166715 -17.549976 \n2 Archetypal -2.776062 -1.379293 \n3 Archetypal -7.512867 -5.744286 \n4 Club & Trap -14.015560 -11.704087 \n... ... ... ... \n1255 R&B 1.544773 -10.650178 \n1256 Archetypal -6.850880 -1.027505 \n1257 Lyrical (Diverse) 6.416286 10.655698 \n1258 R&B 12.309433 -14.555338 \n1259 Club & Trap -7.888502 -16.710268 \n\n[1260 rows x 13 columns]", + "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
artistLyricismFlexingTurn-UpSex & Romancewords_per_lineunique_wordsUnique Word RateSyllables Per Linesyllables_per_wordclustertsne-2d-onetsne-2d-two
003 Greedo0.0123880.0404640.0213600.01184235.125816185.3750000.0708109.2113470.261876Archetypal-15.686582-5.360711
1070 Shake0.0151790.0018040.0218610.03666530.507007137.4705880.0712748.0915700.264949R&B-2.166715-17.549976
22 Chainz0.0183290.0230710.0219670.00640732.916186194.1111110.0907788.6413710.262462Archetypal-2.776062-1.379293
32 Pistols0.0137550.0304310.0185320.02185528.376804178.2727270.0855747.2430270.255224Archetypal-7.512867-5.744286
421 Savage0.0074640.0464480.0460980.00880133.424155189.0952380.0704408.4840200.253769Club & Trap-14.015560-11.704087
..........................................
1255Zebra Katz0.0250770.0124210.0189210.01652725.122420132.9444440.0871636.5214290.259716R&B1.544773-10.650178
1256Zelooperz0.0186820.0378170.0032130.00628229.884914151.0606060.0958397.7461760.258715Archetypal-6.850880-1.027505
1257Zion I0.0312900.0004250.0031310.00609134.300381210.2000000.1043228.9869450.262015Lyrical (Diverse)6.41628610.655698
1258bbno$0.0091830.0109230.0040470.00956331.15273592.3333330.0550008.5751630.275106R&B12.309433-14.555338
1259will.i.am0.0040960.0197550.0472520.04092833.323155163.7333330.0673698.6641360.259974Club & Trap-7.888502-16.710268
\n

1260 rows × 13 columns

\n
" + }, + "metadata": {}, + "execution_count": 93 + } + ], "source": [ - "xs.to_csv('tsne_df_v1.csv')" + "X_viz" ] }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 94, "metadata": {}, "outputs": [], "source": [ - "from sklearn.metrics import pairwise_distances\n", - "from scipy.spatial.distance import pdist\n", - "import numpy as np" + "X_viz.to_csv('tsne_df_v2.csv')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Recommender\n", + "\n", + "Here we'll implement a simple recommender using either cosine or euclidean distances. A similar version will be housed in our webapp. We simply take a given artist and compute the n closest artists in the data set. " ] }, { @@ -556,31 +551,32 @@ " calculate n_recs closest artists in data by euclidean distance\n", " \"\"\"\n", " distances = []\n", + " # convert the artist's row into a numpy array\n", " target = data.loc[artist].to_numpy()\n", " artist_list = list(data.index)\n", " artist_list.remove(artist)\n", " \n", " for name in artist_list:\n", + " # Pull each artist row and convert into a numpy array\n", " comparison = data.loc[name].to_numpy()\n", + " \n", + " # Create a 2 row matrix from the two artist arrays\n", " stack = np.vstack((target, comparison))\n", + " \n", + " # Euclidean Distance\n", " dist = pdist(stack)\n", - " # dist = pairwise_distances(target, comparison)\n", " distances.append(dist[0])\n", - "\n", + " \n", + " # Cosine Distance\n", + " # dist = cosine(target, comparison)\n", + " # distances.append(dist)\n", + " \n", + " # sort the distances and return the n shortest ones\n", " top_n_ind = np.argsort(distances)[0:n_recs]\n", " \n", " return [artist_list[i] for i in top_n_ind]" ] }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [], - "source": [ - "rec_X = X_scaled.reset_index() " - ] - }, { "cell_type": "code", "execution_count": 137, @@ -598,88 +594,6 @@ "source": [ "recommend('Usher', X_scaled, 5)" ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": "array(['03 Greedo', '070 Shake', '2 Chainz', ..., 'Zion I', 'bbno$',\n 'will.i.am'], dtype=object)" - }, - "metadata": {}, - "execution_count": 71 - } - ], - "source": [ - "X_scaled.index.to_numpy()" - ] - }, - { - "cell_type": "code", - "execution_count": 110, - "metadata": {}, - "outputs": [], - "source": [ - "target = X_scaled.loc['Drake'].to_numpy()\n", - "comparison = X_scaled.loc['03 Greedo'].to_numpy()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 118, - "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": "array([[ 1.21449767, 0.11735563, 0.51996137, 0.46902333, 0.95122359,\n 0.47401541, -0.07547929, 0.97886132, 0.04968017],\n [-1.10809419, 1.11510646, 0.78053979, -0.22712324, 0.51450271,\n -0.34428497, -1.12373974, 0.48258289, -0.24478329]])" - }, - "metadata": {}, - "execution_count": 118 - } - ], - "source": [ - "stack = np.vstack((target, comparison))\n", - "stack" - ] - }, - { - "cell_type": "code", - "execution_count": 122, - "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": "3.0388571023952555" - }, - "metadata": {}, - "execution_count": 122 - } - ], - "source": [ - "pdist(stack)[0]" - ] - }, - { - "cell_type": "code", - "execution_count": 138, - "metadata": {}, - "outputs": [], - "source": [ - "with open('scaled_df_v1.pkl', 'wb') as f:\n", - " pkl.dump(X_scaled, f)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ] } \ No newline at end of file diff --git a/data/all_artist_paths.pkl b/data/all_artist_paths.pkl new file mode 100644 index 0000000..3a8880f Binary files /dev/null and b/data/all_artist_paths.pkl differ diff --git a/data/all_artist_urls.pkl b/data/all_artist_urls.pkl new file mode 100644 index 0000000..48611e7 Binary files /dev/null and b/data/all_artist_urls.pkl differ diff --git a/all_lyrics_df.pkl b/data/all_lyrics_df.pkl similarity index 100% rename from all_lyrics_df.pkl rename to data/all_lyrics_df.pkl diff --git a/data/all_song_lyrics.pkl b/data/all_song_lyrics.pkl new file mode 100644 index 0000000..484b9df Binary files /dev/null and b/data/all_song_lyrics.pkl differ diff --git a/all_song_lyrics_v2.pkl b/data/all_song_lyrics_v2.pkl similarity index 100% rename from all_song_lyrics_v2.pkl rename to data/all_song_lyrics_v2.pkl diff --git a/data/all_song_paths.pkl b/data/all_song_paths.pkl new file mode 100644 index 0000000..66b7684 Binary files /dev/null and b/data/all_song_paths.pkl differ diff --git a/data/artist_features.pkl b/data/artist_features.pkl new file mode 100644 index 0000000..8643427 Binary files /dev/null and b/data/artist_features.pkl differ diff --git a/data/artist_names.pkl b/data/artist_names.pkl new file mode 100644 index 0000000..f5b2f3f Binary files /dev/null and b/data/artist_names.pkl differ diff --git a/prosody_df.pkl b/data/prosody_df.pkl similarity index 100% rename from prosody_df.pkl rename to data/prosody_df.pkl diff --git a/taxis_df.pkl b/data/taxis_df.pkl similarity index 100% rename from taxis_df.pkl rename to data/taxis_df.pkl diff --git a/data/tfidf_v1.pkl b/data/tfidf_v1.pkl new file mode 100644 index 0000000..5cc05e0 Binary files /dev/null and b/data/tfidf_v1.pkl differ diff --git a/data/tsne_df_v2.csv b/data/tsne_df_v2.csv new file mode 100644 index 0000000..97f89ed --- /dev/null +++ b/data/tsne_df_v2.csv @@ -0,0 +1,1261 @@ +,artist,Lyricism,Flexing,Turn-Up,Sex & Romance,words_per_line,unique_words,Unique Word Rate,Syllables Per Line,syllables_per_word,cluster,tsne-2d-one,tsne-2d-two +0,03 Greedo,0.012388125000000002,0.040464375000000004,0.021359999999999997,0.011841875000000002,35.12581586280556,185.375,0.07081036771265267,9.21134725701006,0.26187629935245776,Archetypal,-15.686582,-5.3607106 +1,070 Shake,0.015179411764705886,0.0018041176470588235,0.021861176470588235,0.03666529411764706,30.50700747115811,137.47058823529412,0.0712741754991259,8.091569605767937,0.26494870436626966,R&B,-2.1667154,-17.549976 +2,2 Chainz,0.018328888888888888,0.02307111111111111,0.021966666666666666,0.006406666666666666,32.91618594265478,194.11111111111111,0.09077802075170746,8.641371183618617,0.2624616458277249,Archetypal,-2.7760623,-1.3792934 +3,2 Pistols,0.013754545454545453,0.030430909090909095,0.01853181818181818,0.021854545454545456,28.376804306151882,178.27272727272728,0.08557387706059694,7.243026979210006,0.2552242580877139,Archetypal,-7.5128675,-5.7442856 +4,21 Savage,0.007464285714285714,0.04644809523809523,0.04609761904761903,0.008801428571428573,33.42415519589855,189.0952380952381,0.0704403635010127,8.484019864624987,0.2537687339375604,Club & Trap,-14.01556,-11.704087 +5,22Gz,0.010153333333333332,0.026434166666666672,0.005463333333333334,0.001853333333333333,34.16792211197245,188.08333333333334,0.0676947187276752,8.794027753931347,0.25620725267750494,Archetypal,-16.46875,-2.1161172 +6,24kGoldn,0.023701428571428575,0.00978904761904762,0.017432380952380953,0.03171904761904762,33.72906464782332,119.42857142857143,0.07642903296417926,8.94504331651161,0.26531695600218946,R&B,6.8382864,-6.056612 +7,2Mex,0.021562500000000002,0.0,0.0069275000000000005,0.0036125,29.063444896712028,222.25,0.11049109800319085,8.142407464857458,0.2812269191842679,Lyrical (Diverse),17.819317,3.8900688 +8,360,0.006395,0.00148,0.0,0.030655,32.9811320754717,122.0,0.0697934871543119,7.811320754716981,0.23684241531664213,R&B,-4.3969483,-10.559889 +9,40 Glocc,0.012356923076923073,0.04040076923076925,0.018238461538461537,0.01058,33.14471477700521,232.76923076923077,0.08888354702887523,8.60197917097952,0.2592636612601901,Archetypal,-10.45667,-0.5314362 +10,50 Cent,0.02025913043478259,0.032948260869565225,0.0057843478260869545,0.0416391304347826,35.73568753460777,222.91304347826087,0.08719299370020715,9.333811211767982,0.2610264525948156,Archetypal,-0.5362146,-2.7602057 +11,60 Second Assassin,0.0352715,0.034388,0.010685999999999998,0.0082305,36.679447642379465,358.8,0.08622984226939541,9.623977806708021,0.26200061776131756,Lyrical (Dense),-4.9055243,16.014275 +12,6ix9ine,0.007789473684210526,0.03896105263157895,0.03271842105263158,0.015266315789473683,34.66172148478942,149.26315789473685,0.07803535192456691,8.722449791076897,0.2516684042039433,Club & Trap,-13.287463,-10.308398 +13,6lack,0.026537777777777764,0.017189444444444445,0.026495555555555553,0.033258333333333334,32.01704161650671,190.88888888888889,0.08456796798149419,8.426556118883404,0.26255462655782086,Lyrical (Diverse),5.4371586,-10.520259 +14,88-Keys,0.03412428571428571,0.010652857142857144,0.009514285714285713,0.02231285714285714,29.231788437688426,183.57142857142858,0.10456344164497684,7.712377571017209,0.2634255004285855,Lyrical (Diverse),11.099713,0.42715746 +15,9lokkNine,0.01684,0.0319675,0.05971875000000001,0.00762375,41.77324696481797,228.125,0.08670237210188961,10.87010881462984,0.2599426804963118,Club & Trap,-17.91716,-10.987157 +16,9th Prince,0.027697777777777773,0.014270555555555555,0.003148888888888889,0.005936111111111111,35.57506364123118,248.11111111111111,0.10977616283550175,9.442733833605754,0.2653365658322601,Lyrical (Dense),6.540148,12.788127 +17,A$AP Ferg,0.019587777777777777,0.023855555555555557,0.026077777777777776,0.014368888888888888,36.08743494513554,195.44444444444446,0.08484058134337162,9.48067085249432,0.2627969172210476,Club & Trap,-10.997205,-8.527571 +18,A$AP Mob,0.016404285714285715,0.03743928571428572,0.019270000000000002,0.00876857142857143,32.17414436513826,246.64285714285714,0.08419663161349492,8.30659866612429,0.25867001476423745,Archetypal,-10.376268,-0.5228319 +19,A$AP Nast,0.01564,0.0317675,0.0055450000000000004,0.0073750000000000005,30.64708723653396,148.5,0.09091171875677273,7.851946721311475,0.2560741687440541,Archetypal,-6.902594,-1.11417 +20,A$AP Twelvyy,0.018953,0.025988,0.016905,0.011174,31.409365862699513,191.6,0.09351228297041914,8.268183427442835,0.2632671941636951,Lyrical (Diverse),-2.4649987,-1.1780015 +21,A$ton Matthews,0.020751851851851844,0.025492962962962964,0.006417777777777778,0.009675925925925925,36.66452149506983,210.4814814814815,0.10005365984183728,9.472625746086656,0.25820774124294077,Archetypal,-3.9539137,6.051657 +22,A+,0.009018076923076922,0.006061153846153846,0.023968076923076922,0.06261653846153846,25.695111151127204,116.46153846153847,0.06289004163578565,7.007900114911194,0.27290167191220477,R&B,0.3464821,-22.03673 +23,A-Q,0.013459473684210525,0.01097,0.022665789473684212,0.015042631578947368,25.849546768446682,111.57894736842105,0.08614389332661276,6.786716307338506,0.2618054550366768,R&B,-4.822973,-13.11687 +24,A-Reece,0.02349125,0.019461562499999998,0.03498875,0.007572187500000001,34.049799608935444,187.84375,0.0867791484348023,9.068403528047627,0.26618705348091815,Club & Trap,-10.692448,-9.083907 +25,A.CHAL,0.017293846153846153,0.004521538461538461,0.012901153846153847,0.017686923076923083,25.442654744074794,109.65384615384616,0.07566440506633108,6.8075165450828905,0.26806968278577037,R&B,8.287667,-16.44508 +26,A.L.T.,0.006494,0.0,0.0036630000000000005,0.023683000000000003,21.493745701982768,88.6,0.08503229643512408,5.731516940576243,0.2666245239149085,R&B,5.8937383,-17.758036 +27,AJ Tracey,0.036292222222222226,0.011517222222222219,0.007605000000000001,0.009962777777777777,37.526609426288935,265.8333333333333,0.08404144632307273,9.777389568239533,0.26055571257858834,Lyrical (Dense),-1.0199172,13.502867 +28,AKA,0.02670466666666667,0.023378666666666666,0.0019960000000000004,0.011591999999999996,33.449510090470895,248.66666666666666,0.0852590047575035,8.97565246677172,0.26863415311573974,Lyrical (Diverse),6.301807,3.284915 +29,AMG,0.023148,0.01573,0.000598,0.02351,30.750375606270673,223.6,0.08475668051725642,7.7977083176400726,0.25436494983992525,Lyrical (Diverse),-1.8719698,-4.8953085 +30,AZ,0.009285999999999997,0.04399600000000001,0.00487,0.023395999999999997,27.37999990588378,184.4,0.09484493038274688,7.19325717251378,0.2621478403014141,Archetypal,-6.456219,-4.1849933 +31,Ab-Soul,0.043427222222222235,0.018835555555555553,0.0046727777777777766,0.0037666666666666664,35.330896925786035,251.61111111111111,0.09602905758700556,9.481746478147265,0.26924274753845717,Lyrical (Dense),11.281381,16.944256 +32,Abstract Rude,0.048706666666666655,0.0025566666666666667,0.006190000000000001,0.00426,33.40128666378583,443.3333333333333,0.09903632237618276,8.817538366565836,0.2631763086375203,Lyrical (Dense),0.8159378,20.394466 +33,Ace Hood,0.02421793103448275,0.036523103448275855,0.010809999999999998,0.01187103448275862,34.32182181025369,199.0344827586207,0.08910929273128203,9.21395492918227,0.2680055137642907,Archetypal,-10.352599,5.4586453 +34,Aceyalone,0.03525,0.00495,0.02794,0.01929,26.78688524590164,168.0,0.10281517747858017,6.868852459016393,0.25642594859241125,Lyrical (Diverse),7.0052123,-8.068034 +35,Action Bronson,0.028255500000000006,0.012436,0.005178,0.006854000000000001,34.33756618157985,224.7,0.10985155907623631,9.175038638303407,0.267881809623427,Lyrical (Diverse),5.8478165,6.228649 +36,Aesop Rock,0.023368,0.00045799999999999997,0.0021479999999999997,0.0015179999999999998,43.52698563612947,374.4,0.1059401821302876,12.009893322050857,0.2759659311895254,Lyrical (Dense),6.3393126,20.672737 +37,Afrika Bambaataa,0.00861,0.0,0.000735,0.00076,21.148597626752967,154.5,0.061313034742027483,6.059523809523809,0.2853557654913145,R&B,12.456404,-16.279535 +38,Afroman,0.01767,0.006517500000000001,0.0078125,0.016345,28.451425939819675,231.5,0.07955357563396223,7.8602740194649074,0.2768135522166825,R&B,10.97178,-11.314129 +39,Afu-Ra,0.027449166666666663,0.0029616666666666663,0.010231666666666665,0.011516666666666666,34.54731250635913,231.91666666666666,0.09898807865497895,9.28787539134979,0.26876314643628324,Lyrical (Diverse),11.273138,8.791506 +40,Agallah,0.030182000000000004,0.009078,0.007154000000000001,0.023166,34.51880416012559,207.6,0.10601168277985047,8.908684262166407,0.25822261049114764,Lyrical (Diverse),2.0953124,3.7268336 +41,Ahmad,0.024711666666666663,0.011562916666666668,0.013675833333333337,0.012884583333333333,34.05212415413986,170.45833333333334,0.08841838842561599,9.131277523963286,0.2681676793891483,Lyrical (Diverse),3.5987406,-0.75706047 +42,Ak'Sent,0.0325975,0.0031975000000000003,0.006982499999999999,0.0255175,28.770967395967396,222.5,0.08917179254285848,7.757975832975832,0.26968884045048197,Lyrical (Diverse),12.706446,-3.5212886 +43,Akala,0.03792666666666667,0.0018766666666666665,0.0034000000000000002,0.009814999999999999,39.363574609854005,334.3333333333333,0.08620550130823475,10.417932275069637,0.2639522615039974,Lyrical (Dense),1.8410981,19.401226 +44,Akinyele,0.02838142857142857,0.012732285714285713,0.0035665714285714285,0.005995428571428572,36.50283012500867,275.54285714285714,0.10141473558195861,9.691988386858116,0.2650288936408433,Lyrical (Dense),6.095989,13.61544 +45,Akiva Schaffer,0.017845666666666666,0.004435333333333334,0.00997333333333333,0.011472333333333336,28.629527005696886,164.2,0.09702355549697923,7.572664462660572,0.26477494898302917,Lyrical (Diverse),6.3628774,-12.311891 +46,Akon,0.016749999999999998,0.0243475,0.00755,0.018575,28.56304004109201,145.0,0.07697592269371387,7.589244255384471,0.2663059791619168,R&B,2.1287408,-9.2113905 +47,Akrobatik,0.026727714285714285,0.014516857142857137,0.007986857142857143,0.005050571428571429,43.69045902583385,351.1142857142857,0.10018816961468306,11.238208344878906,0.25730743207025664,Lyrical (Dense),4.3911023,19.657017 +48,Alex Wiley,0.023390000000000005,0.019784000000000003,0.0083036,0.0152268,28.566294404531405,145.76,0.09233221462632772,7.561942320177406,0.2644985096209228,Lyrical (Diverse),2.0666153,-8.057881 +49,Ali Jones,0.032662000000000004,0.016186,0.00241,0.009144,34.86218919009617,268.4,0.10068991875295097,9.028189681678054,0.25905202582683473,Lyrical (Diverse),4.1337085,10.709982 +50,Ali Vegas,0.03286222222222222,0.021475555555555557,0.00043777777777777776,0.0018999999999999998,36.686435127529535,287.55555555555554,0.11033939900182199,9.507203874362338,0.25886762805199354,Lyrical (Dense),3.2986166,12.421413 +51,Aloe Blacc,0.000725,0.0,0.06328,0.06511499999999999,28.22826086956522,111.0,0.06608730841421777,7.167337627482555,0.2539506782904356,Club & Trap,-5.6807766,-17.872295 +52,Amil,0.03426571428571429,0.030014285714285712,0.0066271428571428575,0.009251428571428572,32.27294787578523,267.14285714285717,0.10012266617492693,8.196715370385713,0.25378637126503273,Lyrical (Diverse),-1.823809,5.142869 +53,Aminé,0.022492222222222222,0.019451666666666662,0.01513888888888889,0.03229305555555555,29.237459870784473,163.08333333333334,0.0804066308797445,7.7284142549148775,0.2644514679940033,R&B,4.8018527,-9.497339 +54,Amir Obè,0.023494210526315795,0.012978947368421053,0.014779736842105267,0.017795526315789477,29.05482839815879,139.47368421052633,0.0820484607575014,7.614010842807035,0.2624049742852146,R&B,3.013958,-8.252952 +55,Ampichino,0.0283747619047619,0.02342714285714285,0.001093809523809524,0.00860142857142857,32.52230811191911,188.52380952380952,0.11120861943924887,8.468009052968492,0.26052911962597103,Lyrical (Diverse),2.7299778,6.9122996 +56,Anderson .Paak,0.019123846153846154,0.013668461538461537,0.007621538461538462,0.022657692307692306,32.05840599524507,186.6153846153846,0.08566623370043651,8.581403834160788,0.26737709522501596,Lyrical (Diverse),3.7420075,-4.903124 +57,Andre Nickatina,0.03337769230769231,0.01212769230769231,0.0031853846153846155,0.011195384615384614,33.15710568583252,260.9230769230769,0.10136098010136751,8.766457059498931,0.2641605680033602,Lyrical (Diverse),5.2643976,8.910637 +58,André 3000,0.0323175,0.0059025,0.0010425,0.0183925,30.148617108643638,230.5,0.0996970736349171,7.950635244322647,0.2634881633389689,Lyrical (Diverse),11.811196,0.51899457 +59,Andy Mineo,0.039482500000000004,0.0008958333333333334,0.013072916666666668,0.020352499999999996,33.00679870763083,216.75,0.08319519103169085,8.840372074818879,0.26750922347943984,Lyrical (Diverse),13.822124,0.20375432 +60,Angel Haze,0.034292,0.012894999999999998,0.011876333333333332,0.03065933333333333,34.91525122932225,224.36666666666667,0.0832369617735745,9.293595045173449,0.2656274763157785,Lyrical (Diverse),9.798686,-0.97065556 +61,Angie Martinez,0.03243,0.013460769230769231,0.010250769230769232,0.02279846153846154,32.304195624559505,240.69230769230768,0.09064368240851503,8.546276316125827,0.2646020657916726,Lyrical (Diverse),11.274646,-1.2866917 +62,Anotha Level,0.034098750000000004,0.0073549999999999996,0.0120025,0.00379875,25.868742405306204,270.75,0.10140753455741286,6.773019557773743,0.26180026524502364,Lyrical (Diverse),4.936927,-3.4298077 +63,Ant Banks,0.017570000000000002,0.0173,0.00045,0.00246,32.84166666666667,211.0,0.10326241902596583,8.641111111111112,0.26281961060286185,Lyrical (Diverse),2.265714,5.9324517 +64,Anthony Parker,0.029152499999999998,0.0037525,0.0206525,0.052345,25.95726713762428,129.75,0.0886808118881747,6.981964067678353,0.26979121036362214,R&B,1.6237531,-19.243372 +65,Antoinette,0.03873,0.00295,0.00145,0.0061,30.69158878504673,305.0,0.09287454323995128,7.813084112149533,0.2545676004872107,Lyrical (Diverse),3.5290432,9.273661 +66,Anybody Killa,0.03379888888888889,0.005226666666666668,0.0013733333333333332,0.0057911111111111115,32.209381021394265,179.22222222222223,0.09228251813847156,8.479632376536015,0.2624285249810238,Lyrical (Diverse),11.236663,3.7998662 +67,Apathy,0.03220052631578947,0.008061052631578948,0.0009989473684210526,0.0025800000000000003,37.91293378636649,267.7368421052632,0.10392173684272175,10.116237803772503,0.26695963079968665,Lyrical (Dense),7.472805,15.911471 +68,Arabian Prince,0.0394975,0.01875,0.006385,0.0111675,30.640416449444103,207.5,0.09229289874595331,8.172818525512549,0.2666821441801292,Lyrical (Diverse),11.114688,1.8354841 +69,Arizona Zervas,0.02919194444444445,0.008965833333333333,0.04707055555555557,0.020791666666666667,31.79996517971442,149.27777777777777,0.0704587595458746,8.163033273167379,0.25663745263231064,Club & Trap,-9.201937,-12.349296 +70,Asher Roth,0.03195730769230769,0.003626923076923077,0.00959230769230769,0.014973461538461536,35.840536601810044,211.07692307692307,0.1036330009664496,9.452858513408422,0.2630588601219603,Lyrical (Diverse),9.553774,10.053393 +71,Asian Da Brat,0.008315555555555552,0.060289166666666644,0.017165833333333325,0.00900138888888889,33.77888505786036,186.44444444444446,0.07654799154602611,8.666527657172331,0.2567368688589893,Archetypal,-16.607592,0.5768165 +72,Astronautalis,0.019560909090909087,0.00564,0.0008781818181818182,0.011397272727272728,30.710468079152815,192.27272727272728,0.09695169930657235,7.8822060676545,0.25696586984939535,Lyrical (Diverse),-0.925739,-6.866966 +73,Awkwafina,0.013123571428571429,0.013696428571428571,0.009212142857142858,0.0056500000000000005,27.792283361800145,149.57142857142858,0.09486491076621383,7.31075818527182,0.26386651275025447,Lyrical (Diverse),6.572111,-12.292704 +74,Azealia Banks,0.009285999999999997,0.04399600000000001,0.00487,0.023395999999999997,27.37999990588378,184.4,0.09484493038274688,7.19325717251378,0.2621478403014141,Archetypal,-6.457014,-4.185082 +75,B-Legit,0.00979235294117647,0.03038,0.007026470588235294,0.011288823529411766,33.42217173820283,223.05882352941177,0.0823587991585706,8.74411528390298,0.26177233018519236,Archetypal,-9.354587,2.8589413 +76,B-Real,0.026067586206896524,0.017522758620689652,0.016957241379310345,0.026218275862068968,31.370364327843518,203.44827586206895,0.08970190199859938,8.414369595306606,0.2684864953828968,Lyrical (Diverse),8.861114,-3.6804607 +77,B.G.,0.022743333333333334,0.05084750000000001,0.0019500000000000001,0.010013333333333334,35.538861415832045,266.5833333333333,0.0897782457042866,9.375572173410612,0.2638062078725664,Archetypal,-11.196179,9.100369 +78,B.o.B,0.04224888888888889,0.011795185185185185,0.01694666666666666,0.021053333333333323,36.72470489092501,263.81481481481484,0.08440831632986738,9.903546366917894,0.2697135503315123,Lyrical (Dense),16.388302,12.619697 +79,BJ the Chicago Kid,0.0108225,0.004880000000000001,0.0075575,0.05248,26.70662987665346,135.25,0.08630853330720024,7.007656954577909,0.26313652511891705,R&B,0.5353322,-18.742521 +80,Baby Bash,0.024291999999999998,0.008660666666666669,0.011551333333333334,0.021135333333333332,27.23720985496628,189.46666666666667,0.08424466455620168,7.187303356650819,0.2638784776562616,R&B,3.610833,-9.022508 +81,Baby Boy da Prince,0.033016666666666666,0.0095,0.00183,0.01061,34.831126596980255,234.33333333333334,0.0809292436050945,9.03662408052652,0.25916366560319437,Lyrical (Diverse),-1.1742158,2.4722428 +82,Baby D,0.021165882352941177,0.028622941176470594,0.011831764705882352,0.01744235294117647,31.569504774701706,179.05882352941177,0.07609043877755907,8.32037016503496,0.26330641366879,Archetypal,2.716122,-5.7595367 +83,Bad Azz,0.0176875,0.033514166666666664,0.00282,0.015035833333333333,30.896155812598042,177.91666666666666,0.0869104703989636,8.131998062507485,0.2639336643151671,Archetypal,-5.563286,-2.5004241 +84,Baeza,0.030285,0.01508,0.00146,0.042980000000000004,28.64895793376806,160.5,0.06383285145126642,7.329241784937987,0.2556818110855773,R&B,9.550781,-8.02059 +85,Bahamadia,0.02245428571428571,0.00257,0.0,0.012287142857142856,37.19823900740409,239.85714285714286,0.10611201859011118,10.503151726700114,0.28253986236071,Lyrical (Dense),14.098172,9.197156 +86,Baka Not Nice,0.009718823529411766,0.016391176470588235,0.051118235294117645,0.002701176470588235,29.949263505381815,118.41176470588235,0.06348429101977426,7.620328263964335,0.25453688698267357,Club & Trap,-12.597076,-13.73062 +87,Bankroll Fresh,0.004175000000000001,0.06818833333333334,0.008533333333333334,0.005666666666666667,31.806229239290328,154.16666666666666,0.09445456804771184,8.108428915101905,0.2553372892298164,Archetypal,-13.77066,0.44525033 +88,Bas,0.011680666666666669,0.0005006666666666667,0.00155,0.04794133333333333,23.23527352841235,109.2,0.06812861708363858,6.390216483900498,0.27516687843620286,R&B,2.1181777,-21.531858 +89,Battlecat,0.014648888888888885,0.030039999999999983,0.013294444444444444,0.008818888888888888,33.3544943865664,234.44444444444446,0.07649989806290206,8.828109385949109,0.26491747143620614,Archetypal,-8.973295,2.8571768 +90,Beanie Sigel,0.030225000000000002,0.04772,0.01575,0.009955,38.1159632034632,353.25,0.08534550111626671,9.700351731601732,0.2544296260466913,Archetypal,-4.763129,15.584489 +91,Becky G,0.015255,0.0111925,0.0003275,0.0070475,31.3668044788975,201.25,0.08751769115649141,8.309435831180018,0.26341408653676307,Lyrical (Diverse),0.7543313,-4.4815555 +92,Benny Blanco,0.02272,0.0,0.02493,0.06493,29.906666666666666,149.0,0.0664288898796255,8.013333333333334,0.26794471689701294,R&B,-0.7308795,-20.913523 +93,Benzino,0.023848076923076927,0.03024961538461539,0.005108461538461538,0.01211076923076923,34.1168487838179,256.38461538461536,0.09593638878499461,8.913071635984997,0.261093362353436,Archetypal,-4.792628,7.116722 +94,Bhad Bhabie,0.012620625000000003,0.04060718750000002,0.012680625000000003,0.0051715625,34.85808305830268,161.59375,0.07176126011078798,8.943960698681005,0.25690101921971176,Archetypal,-16.014494,-1.6541731 +95,Bia,0.00621,0.00025,0.00018,0.00232,17.523809523809526,102.0,0.09239130434782608,5.380952380952381,0.3070652173913043,R&B,12.983516,-17.03767 +96,Big Bank Hank,0.02885928571428571,0.0010589285714285716,0.0018292857142857143,0.004293571428571429,36.98346650168166,250.28571428571428,0.09230183568673052,9.865432625726285,0.2665519953467499,Lyrical (Dense),11.026709,11.922294 +97,Big Boi,0.018932499999999998,0.00423625,0.008766250000000001,0.019335,29.746454610110348,182.0,0.07933990217629748,7.852818318360671,0.2641096555492708,R&B,3.6132555,-7.0144877 +98,Big Daddy Kane,0.03680307692307693,0.003233846153846154,0.001740769230769231,0.015075384615384614,34.14099240112538,269.53846153846155,0.0982952310044456,9.157610674222783,0.26838162779037894,Lyrical (Dense),11.492957,13.861555 +99,Big Ed,0.02352333333333333,0.022383333333333335,0.0,0.013363333333333333,32.606683859875346,184.66666666666666,0.09537983545611213,8.592118755948542,0.26477607607359976,Lyrical (Diverse),1.8438152,0.24356326 +100,Big Gipp,0.03295,0.0,0.00071,0.02595,33.224489795918366,173.0,0.10626535626535627,8.918367346938776,0.26842751842751844,Lyrical (Diverse),14.356276,-1.4930321 +101,Big Hawk,0.02868,0.01279,0.00224,0.00344,32.5377358490566,254.0,0.07364453464772398,8.566037735849056,0.2632647144099739,Lyrical (Diverse),7.513462,7.2817454 +102,Big K.R.I.T.,0.02459518518518519,0.01784777777777778,0.009458888888888892,0.012934444444444446,34.021470783281046,208.22222222222223,0.09102980489455857,8.771456361801953,0.2577264505647855,Lyrical (Diverse),-2.193621,1.837293 +103,Big Kuntry King,0.022654285714285707,0.03672142857142857,0.01380857142857143,0.01405642857142857,35.67058503750236,186.0,0.07813881468371534,9.264443321304347,0.2600409332686376,Archetypal,-14.883898,-4.156154 +104,Big L,0.04809699999999999,0.031319,0.0074080000000000005,0.0021420000000000002,39.75161495709503,420.7,0.09540120745504889,10.444535500342193,0.2627893277731591,Lyrical (Dense),0.9385075,22.361935 +105,Big Lurch,0.0280075,0.016315,0.0008625,0.0005875,35.984565808700836,260.0,0.08351473313541936,9.905340152833263,0.27419176187949623,Lyrical (Dense),13.522966,11.996812 +106,Big Mello,0.048569999999999995,0.049002500000000004,0.014637499999999998,0.020805,40.807737473533294,311.0,0.07482846837677659,10.893635131570218,0.26700386768081363,Lyrical (Dense),-1.9848508,17.679274 +107,Big Mike,0.020052857142857147,0.050705714285714285,0.007144285714285714,0.012112857142857142,37.86353865842837,265.2857142857143,0.08529674156730167,9.859300617982266,0.2606258413681137,Archetypal,-12.903083,9.678449 +108,Big Moe,0.027200909090909088,0.013030909090909091,0.006158181818181818,0.01689909090909091,32.10968779345943,256.54545454545456,0.08589965910157325,8.273602133512098,0.25771851242610777,Lyrical (Diverse),-2.0746586,1.7609605 +109,Big Noyd,0.02237,0.052445,0.0064125,0.007445,32.19682924190969,313.25,0.09832381672788962,8.288709602498614,0.25819551728183654,Archetypal,-13.776388,4.860762 +110,Big Pokey,0.039495,0.01589,0.0034349999999999997,0.002145,32.596311475409834,223.0,0.10515324317567708,8.503736740597878,0.2605647877402725,Lyrical (Diverse),3.9050927,7.48187 +111,Big Pooh,0.030181428571428574,0.017288571428571427,0.0067314285714285705,0.011857142857142858,32.75613627695952,206.14285714285714,0.09791583941517354,8.61121355104406,0.2630681474681014,Lyrical (Diverse),3.8854592,2.6973712 +112,Big Pun,0.0327775,0.01663,0.0013825,0.0009337500000000001,40.531548349660255,335.25,0.09940161969452965,10.828235760344537,0.26780245868042435,Lyrical (Dense),5.390888,20.37629 +113,Big Scoob,0.029000740740740744,0.02556259259259259,0.002164814814814815,0.005148518518518518,34.99382764496144,248.2962962962963,0.08310902907569176,9.131216542311165,0.26077151724141706,Lyrical (Diverse),-3.5892107,9.383044 +114,Big Sean,0.032364500000000004,0.020232499999999994,0.010699499999999999,0.019570499999999998,35.96691122331579,263.15,0.08413893357945287,9.487107815055934,0.2635776215531478,Lyrical (Dense),7.709929,0.46770447 +115,Big Shaq,0.017938000000000003,0.0035000000000000005,0.025733,0.015005,25.820572533278614,211.9,0.08654481022608765,6.53660592737004,0.2535013249400609,R&B,-3.8134804,-9.238476 +116,Big Shug,0.035239259259259255,0.007498518518518519,0.0019596296296296297,0.006217407407407407,36.544644384965366,259.6666666666667,0.10027180314742384,9.643126131206865,0.2640211575666677,Lyrical (Dense),6.1038203,14.651214 +117,Big Smo,0.023744444444444443,0.005515555555555556,0.007664444444444444,0.009094444444444445,36.07410577522384,201.33333333333334,0.0799281493787845,9.420508359637935,0.26152721926440786,Lyrical (Diverse),-0.5217771,2.3819115 +118,Big Syke,0.024651818181818153,0.04453090909090907,0.007343636363636366,0.0049354545454545476,34.07313242685464,295.27272727272725,0.08932041293607493,9.062055111105474,0.26608065807205433,Archetypal,-9.177813,12.6176605 +119,Billy Woods,0.027327499999999994,0.007501666666666666,0.0032558333333333332,0.006642499999999999,36.297549052332045,247.75,0.11325658999967482,9.630777312362964,0.2650044626137754,Lyrical (Dense),6.7653217,12.946351 +120,Birdman,0.013954,0.046029,0.010433,0.0045780000000000005,31.579901765289502,214.6,0.0841563653726273,8.309960358935434,0.26408259461097383,Archetypal,-11.113346,1.9757416 +121,Bishop Nehru,0.039017058823529405,0.010340588235294119,0.007259117647058823,0.007005882352941174,34.15873175484794,186.91176470588235,0.09654494644348796,9.035080599405912,0.2643801624226143,Lyrical (Diverse),11.441868,3.6742382 +122,Biz Markie,0.028870666666666666,0.006110666666666667,0.007262666666666666,0.011529333333333334,32.04561572398339,240.8,0.09475903814907304,8.648500071193899,0.27044989262483493,Lyrical (Diverse),11.9006405,7.761728 +123,Bizzy,0.03805666666666667,0.0,0.0016766666666666668,0.032909999999999995,31.64813547108629,197.0,0.0854204354930642,8.508004563742269,0.2683306489201194,Lyrical (Diverse),12.935982,-1.6640805 +124,Bizzy Bone,0.03285538461538462,0.0032369230769230773,0.012272307692307692,0.030827692307692302,31.42642518174401,193.3,0.08172625025729469,8.411508240736755,0.2673024591100299,Lyrical (Diverse),11.391829,-4.4304476 +125,Blac Youngsta,0.00503,0.02187,0.00394,0.01484,27.364485981308412,172.0,0.05874316939890711,7.570093457943925,0.2766393442622951,R&B,12.054047,-15.072562 +126,Black Milk,0.017345333333333334,0.0010826666666666667,0.00464,0.02263266666666667,24.86948275775253,129.53333333333333,0.09112557752876312,6.538785806394395,0.2604120129205606,R&B,3.8185966,-14.862362 +127,Black Rob,0.03531,0.02487,0.00195,0.00149,34.17857142857143,248.0,0.08638105189829327,8.857142857142858,0.25914315569487983,Lyrical (Diverse),-3.1018395,9.342425 +128,Black Thought,0.04859666666666667,0.007256666666666666,0.0009200000000000001,0.0,41.032659142617426,511.3333333333333,0.1050480004160923,11.57042687553937,0.2822704419120823,Lyrical (Dense),3.364452,21.84857 +129,Blade Icewood,0.040885,0.041940000000000005,0.00862,0.00332,36.75617283950618,316.5,0.09891705873528756,9.54905437352246,0.25940452731843877,Lyrical (Dense),-2.947433,15.68958 +130,Blaq Poet,0.025963000000000003,0.039929000000000006,0.002689,0.009968,33.817784363022106,234.8,0.0962846537037084,8.705587088303465,0.2572201959555341,Archetypal,-6.2344003,7.4615498 +131,Blaze Ya Dead Homie,0.033999999999999996,0.018925,0.0011016666666666668,0.0026183333333333336,32.8539947169715,217.16666666666666,0.10143477658689637,8.656128229304018,0.26303565345536467,Lyrical (Diverse),3.658994,6.8909173 +132,Blood Raw,0.00321,0.00716,0.02322,0.00145,32.679245283018865,123.0,0.0710161662817552,8.132075471698114,0.24884526558891454,Club & Trap,-11.698708,-10.888103 +133,Blu,0.022698,0.0,0.000527,0.028953000000000007,26.49477450343709,102.9,0.08548507004156512,7.036028549051667,0.26561434857483107,R&B,4.7797093,-15.346159 +134,Blueface,0.006396333333333334,0.032292,0.017281666666666664,0.016501666666666668,35.415913357557095,152.0,0.07044312102505167,9.287414281037485,0.26239904985185547,Archetypal,-11.805842,-3.910996 +135,Bobby Brackins,0.00962,0.012052500000000002,0.009029375,0.04289874999999999,26.461700211373586,144.875,0.07793533552255162,6.85569693385282,0.2593058925498864,R&B,0.36338493,-18.373032 +136,Bobby Creekwater,0.029567499999999997,0.037175,0.0120375,0.0140575,35.97843983921178,210.75,0.09601218237762553,9.567719601787127,0.266094818700078,Lyrical (Diverse),-8.024152,9.297052 +137,Bobby Shmurda,0.002345,0.067445,0.005623333333333332,0.00969,36.50858732505075,172.16666666666666,0.061021539767993044,9.304406287028238,0.2554399295316541,Archetypal,-17.289093,0.41727936 +138,Bohemia,0.012978064516129033,0.0002616129032258064,0.018906451612903226,0.015281290322580646,22.607927032346993,105.74193548387096,0.0775891706263491,6.158178613185355,0.27283030813006726,R&B,9.811886,-16.390656 +139,Boity,0.008823333333333334,0.01685,0.0019433333333333334,0.00223,27.47114379084967,204.0,0.07914783585559514,7.47140522875817,0.27176692442096556,R&B,10.374611,-12.487231 +140,Boldy James,0.019004814814814815,0.031570740740740746,0.007124814814814814,0.006391111111111112,39.37844027883428,255.96296296296296,0.10489316682275229,10.252749911503448,0.26037394182180673,Lyrical (Dense),-6.252912,11.157722 +141,Bone Crusher,0.012405714285714287,0.05487000000000001,0.0004957142857142857,0.0027057142857142857,33.07816774148942,215.14285714285714,0.07926684634227084,8.756250434412703,0.26480524892144175,Archetypal,-11.924051,2.2806256 +142,Bones,0.027734999999999996,0.012485666666666671,0.0043630000000000006,0.005672333333333334,31.619250970865988,114.4,0.11233655776214926,8.186494299005345,0.25856221404741786,Lyrical (Diverse),3.635214,4.507938 +143,Boogie,0.01827217391304348,0.0335608695652174,0.036541304347826084,0.0308095652173913,35.258437177658486,203.52173913043478,0.07404565640176694,9.340128225336796,0.2647589801990133,Club & Trap,-16.013012,-7.8944364 +144,Boondox,0.0366405,0.008254000000000001,0.0010149999999999998,0.010238500000000001,41.26793186716553,220.55,0.09852014629458092,10.954933498482431,0.26549890134324516,Lyrical (Dense),6.9880557,18.007992 +145,Boosie Badazz,0.0176875,0.033514166666666664,0.00282,0.015035833333333333,30.896155812598042,177.91666666666666,0.0869104703989636,8.131998062507485,0.2639336643151671,Archetypal,-5.563838,-2.4995763 +146,Boots Riley,0.01893137931034483,0.0006100000000000001,0.007367586206896553,0.02069068965517241,31.764569265622793,117.27586206896552,0.07884576485884015,8.197854257410125,0.2577277738534072,R&B,1.5586247,-6.653364 +147,Bow Wow,0.047545,0.027245,0.0207,0.001795,38.17405130379478,276.0,0.10282832428153141,10.01621793512826,0.2623820500730547,Lyrical (Dense),0.80144906,15.529544 +148,Braille,0.043427222222222235,0.018835555555555553,0.0046727777777777766,0.0037666666666666664,35.330896925786035,251.61111111111111,0.09602905758700556,9.481746478147265,0.26924274753845717,Lyrical (Dense),11.281429,16.942968 +149,Brandun DeShay,0.037864999999999996,0.006485769230769231,0.007013076923076922,0.01796923076923077,33.95585708574513,206.65384615384616,0.09035721916722562,8.985454115064467,0.2646533120343715,Lyrical (Diverse),13.589404,0.9341085 +150,Brianna Perry,0.011091250000000002,0.037366666666666666,0.02297,0.015403333333333337,31.784521796865636,185.54166666666666,0.07835503605381083,8.247811499028677,0.25949299183944624,Club & Trap,-11.476223,-6.638696 +151,Brisco,0.022394999999999998,0.0136775,0.0160975,0.011947500000000002,38.40535252676144,183.75,0.08714332564942501,10.11691015826954,0.2653792286910194,Lyrical (Diverse),3.6849205,-0.6200862 +152,Brotha Lynch Hung,0.021566521739130436,0.04318478260869566,0.00518695652173913,0.0020960869565217395,41.28016344261012,246.6086956521739,0.08735034433869142,10.967857003845811,0.2649057042870076,Lyrical (Dense),-12.483246,11.688957 +153,Brother Ali,0.03778833333333334,0.0040104166666666665,0.0013683333333333334,0.00987875,38.1923107549836,252.125,0.10243470498686451,10.196579593147328,0.2669074359470613,Lyrical (Dense),7.320279,16.997458 +154,Bryson Tiller,0.023384642857142847,0.03549107142857143,0.02508999999999999,0.04484392857142859,31.16072120899449,196.78571428571428,0.08426282083227278,8.200500888424328,0.26298096086143763,Club & Trap,4.826403,-11.148539 +155,Bubba Sparxxx,0.03118846153846154,0.005393846153846154,0.010567692307692306,0.015531538461538461,33.469560751803925,247.6153846153846,0.08483677959046128,8.870127796676,0.2650564118867122,Lyrical (Diverse),13.015254,3.0974746 +156,Buckshot,0.031067941176470597,0.0017623529411764695,0.004837941176470588,0.01768588235294118,33.83656471779587,255.26470588235293,0.0879282864848433,8.990364165697098,0.2656347733608521,Lyrical (Diverse),13.077962,3.2666388 +157,Buckwild,0.02289,0.003235,0.012255,0.013555,24.500564971751412,150.0,0.11917119131267966,6.134274952919021,0.2514144271570014,Lyrical (Diverse),0.42097527,-11.970724 +158,Bumpy Knuckles,0.029280526315789486,0.04540526315789472,0.004223684210526317,0.005576315789473684,34.422489604582985,275.94736842105266,0.09901176642135794,9.10131896139874,0.2646980981985805,Archetypal,-8.363795,10.970045 +159,Bun B,0.03981,0.013916000000000001,0.005252,0.009358000000000002,35.88813878286094,274.0,0.08139607056451838,9.497565508268217,0.26470895199909716,Lyrical (Dense),0.8145982,17.443455 +160,Burna Boy,0.0072233333333333325,0.0030966666666666664,0.0026,0.01409,26.196564522268748,115.0,0.08068979681685425,7.371510595102144,0.2811765351192528,R&B,11.940139,-16.499683 +161,Busdriver,0.023090909090909086,0.004462727272727273,0.003023636363636364,0.006179090909090909,34.322376807440925,266.45454545454544,0.10088928673775398,9.392672828248699,0.27303791292547325,Lyrical (Diverse),13.599456,8.643126 +162,Bushwick Bill,0.03197666666666667,0.03260166666666667,0.003238333333333333,0.011906666666666668,32.84919640830221,271.6666666666667,0.09665856638311386,8.595208536444423,0.26174574848672516,Lyrical (Diverse),-2.2338479,7.8366275 +163,Busta Rhymes,0.02066714285714286,0.038402142857142864,0.0068678571428571426,0.008233571428571429,35.39790457227795,266.5,0.0851489738885353,9.422958987116813,0.26642952646542917,Archetypal,-9.502535,11.801708 +164,Busy Bee Starski,0.0331675,0.007075,0.010365,0.011725,28.402793659702006,274.25,0.0723447454017255,7.6637205751356845,0.2683649184061196,Lyrical (Diverse),15.202041,-8.512931 +165,Butch Cassidy,0.014814999999999998,0.001035,0.00424,0.04857,22.499536178107604,189.5,0.09521654238605641,6.083487940630798,0.2704780700199453,R&B,3.2194552,-17.15334 +166,C-Bo,0.0032753333333333332,0.028870000000000003,0.05915000000000001,0.004594666666666667,32.42702331270522,143.26666666666668,0.06262872592405624,8.321290207275858,0.2563862037141081,Club & Trap,-12.881696,-13.870077 +167,C-Murder,0.028219999999999995,0.041486,0.0049,0.006217,35.60230269619131,247.1,0.09948776717980143,9.353593423903616,0.26282135516358535,Archetypal,-8.064247,10.429384 +168,C-Note,0.01019,0.07297,0.0248,0.00286,36.70967741935484,165.0,0.07249560632688928,9.806451612903226,0.2671353251318102,Archetypal,-17.348299,-5.781257 +169,C-Rayz Walz,0.03129888888888889,0.00457,0.001902962962962963,0.006277407407407406,38.37384080836442,314.8888888888889,0.09562709119732961,9.816333186826787,0.25602720174782323,Lyrical (Dense),3.4854374,12.495316 +170,CJ Fly,0.030618750000000004,0.010344166666666663,0.0029170833333333336,0.012245833333333333,35.06350804222182,194.29166666666666,0.08845067590050547,9.093766657201888,0.2591175967778477,Lyrical (Diverse),-1.2313751,2.2488532 +171,CL,0.0187376,0.0025964000000000004,0.0109528,0.028670800000000007,23.087674491697395,87.48,0.061106719125718835,6.094536301706712,0.2637189455573803,R&B,5.6153636,-19.148214 +172,CL Smooth,0.030407037037037035,0.0031748148148148156,0.00122,0.010564814814814817,36.20817678313603,271.6666666666667,0.10441071741079114,9.75231342278734,0.26942594209039356,Lyrical (Dense),10.424537,12.734923 +173,Cadet,0.022705,0.027885,0.02002,0.0066099999999999996,36.11882352941176,210.0,0.08079189048691734,9.417450980392157,0.260682904464853,Archetypal,-14.003467,-4.244526 +174,Cage,0.019980454545454548,0.002375909090909091,0.002765,0.017134090909090908,30.388736614345444,137.3181818181818,0.08099892522366575,8.030380625653576,0.26534363861917015,R&B,3.7728505,-6.7420278 +175,Calboy,0.024163333333333332,0.043309999999999994,0.031580000000000004,0.021783333333333335,36.037976588563815,183.33333333333334,0.07380973671554057,9.187856579708795,0.2548019753617481,Club & Trap,-15.28503,-5.9247 +176,Cam'ron,0.024784,0.026291000000000002,0.015097,0.014712,33.166021741063695,264.4,0.10180609600604677,8.787802440685825,0.2645439877614639,Lyrical (Diverse),-0.581113,6.982847 +177,Canibus,0.029084705882352936,0.013333529411764706,0.0033141176470588233,0.002648235294117647,37.42333879622837,347.05882352941177,0.10469942323843964,10.109388729599855,0.27046912640152815,Lyrical (Dense),5.8322043,20.68385 +178,Capital Steez,0.03215285714285714,0.01154952380952381,0.00020619047619047621,0.010693809523809524,37.77001050627763,239.38095238095238,0.10300694113744546,9.987518246977206,0.26459963110808143,Lyrical (Dense),6.3437886,14.810839 +179,Capone,0.018383666666666666,0.049422666666666656,0.006329,0.006652666666666667,31.31413144394744,200.1,0.08531088884138058,8.069356775467256,0.25778693869359315,Archetypal,-12.500639,0.9919919 +180,Cappadonna,0.02550625,0.021603125,0.0049025,0.011832500000000001,29.6690494351061,264.1875,0.1045764967197264,7.7558908485031655,0.261392468406469,Lyrical (Diverse),-0.013882459,5.841093 +181,Cardi B,0.01581714285714286,0.02041857142857143,0.02237142857142857,0.007582857142857144,33.66704156986244,187.42857142857142,0.07282579211822682,8.816592115356888,0.2623231152232387,Club & Trap,-11.081593,-5.5761786 +182,Casanova,0.009378181818181818,0.02675545454545454,0.03838,0.023436363636363634,30.108981283254227,158.0909090909091,0.07183990138755837,7.864862691091727,0.26190286590052503,Club & Trap,-9.300422,-13.711496 +183,Casey Veggies,0.03425407407407407,0.020242962962962973,0.03359222222222222,0.030832962962962965,36.52819447368815,226.33333333333334,0.07926535417616717,9.553296816581291,0.2617254413079174,Club & Trap,6.1593046,-2.224679 +184,Cash Out,0.018552631578947366,0.031002631578947382,0.03760157894736844,0.011588947368421048,36.859124686329096,209.10526315789474,0.07217502664035454,9.716796832060655,0.2636902168548414,Club & Trap,-16.834625,-9.757374 +185,Caskey,0.033633461538461536,0.01937807692307692,0.019097692307692312,0.010743461538461539,34.73450110002553,187.23076923076923,0.08372535068525991,9.179716567643558,0.264191607083305,Lyrical (Diverse),6.00597,-0.21563432 +186,Casper Nyovest,0.02203625,0.025611875000000003,0.031201249999999996,0.016039374999999998,33.59875595453173,165.1875,0.07694853619247838,8.870702293854261,0.2637262456022371,Club & Trap,-10.881409,-8.810061 +187,Cassidy,0.019538205128205133,0.00658076923076923,0.008516923076923078,0.02688923076923077,30.649608800273047,120.0,0.07823167394483597,8.074486462641897,0.263581544789382,R&B,3.629441,-7.111478 +188,Cazwell,0.0183675,0.004525,0.008727500000000001,0.014495000000000001,26.190755910300997,187.0,0.07573155384817096,6.990632343845851,0.2668922290829676,R&B,9.160738,-12.363846 +189,CeeLo Green,0.019501666666666664,0.0005908333333333333,0.008566666666666665,0.03377083333333333,26.176146807644926,155.91666666666666,0.09349807174010787,6.953610778605374,0.26616244099662467,R&B,3.7615588,-15.900081 +190,Cellski,0.010860357142857147,0.02067535714285715,0.03478857142857143,0.0019374999999999998,30.39491370691809,156.39285714285714,0.08930904211077817,7.939405454651499,0.26083246672556004,Club & Trap,-8.406687,-11.430324 +191,Celly Cel,0.021157142857142854,0.03747285714285714,0.005121428571428571,0.0034321428571428567,33.75866492849928,290.92857142857144,0.08592690796996186,8.737261184385199,0.2589686166113886,Archetypal,-6.081955,6.43154 +192,Celph Titled,0.027374,0.009914,0.003404,0.004444,38.067091242091244,311.8,0.10657401531165944,9.934262126762126,0.26011409626962206,Lyrical (Dense),3.959339,12.635344 +193,Cesar Comanche,0.0304975,0.00017,0.002765,0.012342500000000001,35.10172315705324,249.75,0.09227776611725017,8.832150353851661,0.25172442764042097,Lyrical (Diverse),-2.2131996,2.210208 +194,Chali 2na,0.028199999999999996,0.0004955555555555555,0.0038877777777777778,0.004631111111111111,30.88252553644261,237.77777777777777,0.10505723170205329,8.243035684661285,0.26665166534470747,Lyrical (Diverse),8.631621,5.048049 +195,Chamillionaire,0.04787823529411765,0.009088823529411766,0.012853529411764706,0.011705882352941177,39.79762472504249,259.29411764705884,0.09368943411127102,10.524779775712814,0.2646418854358427,Lyrical (Dense),6.899092,18.749834 +196,Chance the Rapper,0.023018,0.004227333333333333,0.018934000000000003,0.018451333333333327,31.863129005534606,171.86666666666667,0.08626807805899277,8.37620351281369,0.263109625366404,Lyrical (Diverse),4.5330043,-7.6957827 +197,Chanel West Coast,0.022236470588235295,0.00901941176470588,0.01345941176470588,0.01249029411764706,29.99767604690687,164.44117647058823,0.07755012744705991,7.976374763010894,0.2658632631804537,Lyrical (Diverse),3.915907,-7.0264716 +198,Channel 7,0.021893333333333334,0.0010733333333333335,0.0,0.022203333333333335,20.786267787731678,87.0,0.07829800011772878,5.465529753265602,0.26095058730277654,R&B,6.1111345,-18.536507 +199,Charizma,0.03535272727272727,0.002638181818181818,0.004591818181818182,0.004002727272727272,35.70373376955403,233.8181818181818,0.10055958355762945,9.373789654622055,0.2620357272482614,Lyrical (Dense),6.2648973,11.275358 +200,Charles Hamilton,0.03982777777777777,0.0054444444444444445,0.0015055555555555553,0.015381111111111114,31.370923933639524,217.11111111111111,0.0961498110356503,8.472744202383659,0.27056002030601195,Lyrical (Diverse),14.873017,-0.12848645 +201,Charli Baltimore,0.020891428571428568,0.028455714285714286,0.020122857142857144,0.02371142857142857,28.45720265671958,271.2857142857143,0.08838075853676543,7.387201503939172,0.2595842670522638,Lyrical (Diverse),-3.749845,0.71479243 +202,Chevy Woods,0.0057799999999999995,0.045595,0.004815,0.026949999999999998,32.53828671328671,154.0,0.08832447392203496,8.417832167832167,0.2582953794252577,Archetypal,-8.769794,-2.8344886 +203,Chi Ali,0.042769999999999996,0.0037333333333333337,0.003116666666666667,0.009378333333333334,35.149173472594306,283.1666666666667,0.10132203645159121,9.382668102110268,0.2668576248307632,Lyrical (Dense),11.096346,15.509118 +204,Chiddy Bang,0.03247897435897435,0.0067594871794871775,0.01862128205128205,0.012849999999999997,33.43780911053232,201.12820512820514,0.09459580902985493,8.864939474271893,0.2653364659954722,Lyrical (Diverse),5.9376144,0.3779853 +205,Chief Keef,0.010484,0.04882199999999999,0.010572,0.012384,34.849710584292346,153.3,0.08947349206717407,8.890876242667083,0.2549604454278273,Archetypal,-14.912753,0.6204587 +206,Childish Gambino,0.026067586206896524,0.017522758620689652,0.016957241379310345,0.026218275862068968,31.370364327843518,203.44827586206895,0.08970190199859938,8.414369595306606,0.2684864953828968,Lyrical (Diverse),8.8340435,-3.6815224 +207,Chill Rob G,0.047346428571428574,0.0016764285714285713,0.0016292857142857144,0.0030414285714285704,37.363720203307345,257.85714285714283,0.10150225816857604,10.026791879900378,0.2682036924293694,Lyrical (Dense),10.168298,16.534538 +208,Chingy,0.02814666666666667,0.014714444444444447,0.010541111111111112,0.019203333333333336,37.14226482115893,246.16666666666666,0.09401998951613018,9.621256704441473,0.25818317584785194,Lyrical (Diverse),1.1504213,3.4226315 +209,Chino XL,0.037891578947368415,0.012016315789473686,0.0009110526315789473,0.0036526315789473687,41.2633131016043,377.89473684210526,0.10569383632266387,11.212189592167476,0.2718143053301825,Lyrical (Dense),5.336829,20.585905 +210,Chinx,0.009099444444444445,0.062535,0.0015766666666666665,0.009240555555555556,32.989350370372854,194.11111111111111,0.08973439724805887,8.541000181899262,0.2591834143253257,Archetypal,-14.163529,1.4850632 +211,Chip,0.038071428571428576,0.020017857142857143,0.009852142857142854,0.010403928571428573,35.18103139376639,292.57142857142856,0.09108968864345299,9.441805468776716,0.268306193119812,Lyrical (Dense),3.5111132,15.491568 +212,Choice,0.0189459090909091,0.031232727272727287,0.010748636363636354,0.01512136363636364,33.76769091798234,258.27272727272725,0.08654964986018764,8.952439121356488,0.26501681563132834,Archetypal,-9.0895405,5.587923 +213,Choppa,0.012178999999999999,0.05018,0.05252300000000001,0.005044000000000001,36.14854672558276,161.0,0.0987224889182324,9.45211759408055,0.261850232453968,Club & Trap,-17.41259,-11.885548 +214,Chris Brown,0.012928064516129031,0.01155967741935484,0.03668032258064516,0.05169709677419355,30.048653100670506,141.19354838709677,0.07090313206711718,7.926769971159106,0.2639618974116204,R&B,-4.1528006,-18.328964 +215,Chris Webby,0.0375076923076923,0.00790205128205128,0.009123333333333332,0.011385641025641026,39.50985662648129,271.53846153846155,0.09218319698932903,10.539065705899723,0.26666652837959626,Lyrical (Dense),7.3082385,18.398117 +216,Chubb Rock,0.0334075,0.004665,0.00149125,0.0058249999999999994,32.528602953543015,289.0,0.10273330294258057,8.589513517545656,0.26341214510441086,Lyrical (Diverse),6.060084,9.389925 +217,Chuck Inglish,0.02509,0.02273666666666667,0.007096666666666667,0.013158333333333334,32.650979809415695,219.16666666666666,0.09685157886981198,8.283717118760269,0.253904255320247,Lyrical (Diverse),-1.7568427,4.547691 +218,Classified,0.04164451612903226,0.0019793548387096777,0.012842258064516129,0.019055806451612905,33.90862335084987,242.19354838709677,0.09110287584709656,9.003955697288252,0.2653477133524457,Lyrical (Diverse),13.751496,0.71122986 +219,Clinton Sparks,0.026520000000000002,0.027347777777777776,0.013527777777777777,0.006946666666666666,33.605399054988126,210.66666666666666,0.10369205176485005,8.651909154239355,0.25771858720954793,Lyrical (Diverse),-2.6483676,5.4753113 +220,Clyde Carson,0.018431999999999997,0.016258,0.048282,0.01696,26.46688264376789,163.2,0.09278233654939752,6.8654613583138175,0.2595238029210784,Club & Trap,-7.757904,-12.779354 +221,Cold 187um,0.032295,0.018520000000000002,0.005489999999999999,0.001295,31.663636363636364,258.0,0.09708580120432199,8.588636363636363,0.2714331386269526,Lyrical (Diverse),12.181776,7.3554983 +222,Comethazine,0.004260666666666666,0.03294766666666667,0.03534700000000001,0.002492333333333333,33.06900099485186,103.43333333333334,0.06881441556859132,8.378371476732546,0.25281388086308015,Club & Trap,-12.821818,-10.611136 +223,Common,0.0309,0.02789,0.01798,0.00897,33.675925925925924,326.0,0.08963431399505087,8.63888888888889,0.25653010723123454,Lyrical (Diverse),-4.861141,14.296698 +224,Consequence,0.01701625,0.0006443750000000001,0.016349375000000003,0.026314999999999984,26.286956029477494,85.375,0.05316659551560936,6.881348666766323,0.26158370156761424,R&B,-1.1398075,-14.966343 +225,Conway the Machine,0.014624000000000002,0.067226,0.012284,0.0034210000000000004,38.18638219641701,225.4,0.10165972910549351,10.106462495170407,0.2645740819905992,Archetypal,-14.639742,8.550139 +226,Cool Breeze,0.028463750000000003,0.008582500000000002,0.0031087499999999995,0.0029375,34.18313803369675,232.375,0.07350015070711653,8.755938327815754,0.256498899967588,Lyrical (Diverse),-3.7740054,3.0345638 +227,Cool C,0.022483658536585373,8.878048780487805e-05,0.007194146341463416,0.016432439024390236,25.54372419234852,106.3170731707317,0.09200094817244095,6.710332737591533,0.2628314465135039,R&B,3.928586,-14.015876 +228,Coolio,0.028418,0.013066,0.004018,0.011007,33.43405444449333,237.4,0.09190322477110008,8.965748639281681,0.26790924284050865,Lyrical (Diverse),10.8802805,7.9979367 +229,Copywrite,0.04417833333333334,0.008655,0.0021949999999999995,0.0009708333333333334,37.49457946311724,320.6666666666667,0.11068360966735978,9.925500123844627,0.26498368999711663,Lyrical (Dense),5.7562914,16.33056 +230,Cordaro Stewart,0.013410000000000002,0.018665,0.0,0.0063300000000000006,29.14914937204952,223.5,0.07221376352084743,7.393693773937828,0.2537049915726315,Archetypal,-2.2846768,-9.424779 +231,Cormega,0.0258925,0.020078333333333333,0.0005858333333333333,0.0048025,38.34864165915727,230.41666666666666,0.11163809744934076,10.299562354367742,0.2685384746290958,Lyrical (Dense),7.5891085,15.871299 +232,Cory Gunz,0.015827692307692307,0.03922692307692307,0.003015384615384615,0.004575384615384615,36.64250586877655,213.84615384615384,0.09300167911584735,9.526468093793145,0.25975520481257086,Archetypal,-9.100881,8.079764 +233,Count Bass D,0.020070909090909087,0.007760909090909091,0.0017699999999999999,0.012322727272727273,30.448073314355938,135.72727272727272,0.11817198021670557,7.982417357780556,0.2626171764025308,Lyrical (Diverse),4.039255,4.569289 +234,Cozz,0.02313,0.050235,0.025325,0.007775,35.218469591226324,276.5,0.08690938751222602,9.129361914257228,0.259050344656247,Archetypal,-17.270895,5.9718537 +235,Craig Mack,0.031796250000000005,0.0097325,0.00077,0.0041737499999999995,31.95018538667583,272.375,0.08122557833758824,8.462953309383366,0.2649166392435317,Lyrical (Diverse),7.5151377,7.417516 +236,Crime Boss,0.03187,0.02214,0.0,0.0008,46.833333333333336,138.0,0.12277580071174377,12.666666666666666,0.2704626334519573,Lyrical (Dense),4.0073743,18.454876 +237,Criminal Manne,0.028032500000000002,0.0349,0.000365,0.00283,33.153945165022535,204.25,0.08334501137376185,8.44167808427719,0.2539649555056863,Archetypal,-7.982445,0.8183679 +238,Crooked I,0.03089347826086957,0.02628391304347826,0.00843608695652174,0.012757391304347826,38.14959220651418,287.4347826086956,0.10211709567976122,10.17201813005673,0.2667295830332885,Lyrical (Dense),2.318637,15.71072 +239,Cupcakke,0.022934999999999997,0.022263,0.007628333333333332,0.009681333333333335,36.604638998897386,225.1,0.08135961409382204,9.482567982570727,0.25909890606805436,Archetypal,-6.4060535,4.571312 +240,Currensy,0.020325,0.029764090909090903,0.005622727272727271,0.004084545454545454,34.86895406447832,196.72727272727272,0.10692730175748907,9.13951239685658,0.2625445631995121,Archetypal,1.2479334,7.218539 +241,Curtiss King,0.0165325,0.0110825,1.25e-05,0.06411750000000001,30.385814259122892,184.5,0.07346166393086291,8.096675820242186,0.26647541202107583,R&B,-0.91099465,-20.35575 +242,Cyhi the Prynce,0.0309,0.02789,0.01798,0.00897,33.675925925925924,326.0,0.08963431399505087,8.63888888888889,0.25653010723123454,Lyrical (Diverse),-4.8610954,14.296798 +243,D'Angelo,0.009356666666666668,0.00055,0.0013766666666666667,0.03367,23.213209876543214,95.66666666666667,0.09124010974566589,6.156172839506173,0.26505376287260507,R&B,4.372901,-17.074099 +244,D'banj,0.0309,0.02789,0.01798,0.00897,33.675925925925924,326.0,0.08963431399505087,8.63888888888889,0.25653010723123454,Lyrical (Diverse),-4.8613524,14.296686 +245,D-Loc,0.05366,0.027325000000000002,0.001455,0.003765,45.83815171732147,273.5,0.0952283292316106,12.098591549295776,0.2638978583771141,Lyrical (Dense),6.2185664,19.098898 +246,D-Nice,0.027034285714285716,0.0035800000000000003,0.003245714285714286,0.016679999999999997,32.477402070481034,204.14285714285714,0.08109579057584247,8.572577064226234,0.2639619350890013,Lyrical (Diverse),4.5311136,-1.0074081 +247,DDG,0.01090258064516129,0.027423870967741938,0.020946774193548387,0.012254838709677422,31.28952635042269,147.61290322580646,0.07702538089296415,8.220951728580177,0.26233948551062547,Club & Trap,-11.047139,-6.539535 +248,DJ Cash Money,0.026205454545454553,0.008181363636363634,0.0036736363636363637,0.015767272727272727,35.84215890979149,255.22727272727272,0.08583411677748967,9.537080975026727,0.2658947643901112,Lyrical (Diverse),10.976256,6.7503667 +249,DJ Clay,0.035125,0.013815000000000001,0.004764999999999999,0.00916,31.343626482213438,404.5,0.08089534351829719,8.045825098814229,0.25516561569274016,Lyrical (Diverse),-4.4866643,14.16351 +250,DJ Clue?,0.018228,0.055214,6.000000000000001e-05,0.007575999999999999,32.27859800452505,263.0,0.10338370719219929,8.190832730875815,0.2545687680231436,Archetypal,-13.830218,4.715493 +251,DJ Drama,0.020606,0.04190599999999999,0.009611,0.014699,34.74377935024657,235.0,0.0829571558546334,9.160750327068893,0.2636407444299032,Archetypal,-10.0415325,6.136785 +252,DJ Felli Fel,0.02502714285714286,0.01741142857142857,0.009934285714285713,0.015582857142857145,28.481190750384833,201.0,0.08688022458894344,7.4193518766464,0.2598824220070999,Lyrical (Diverse),0.24842243,-8.276927 +253,DJ Green Lantern,0.03771428571428571,0.019752857142857145,0.003295714285714286,0.0006685714285714286,39.39362369428795,391.0,0.09178011005184393,10.528283231246052,0.26704249764871235,Lyrical (Dense),2.393359,20.758047 +254,DJ Head,0.01399,0.0,0.0,0.01662,23.0,75.0,0.10518934081346423,5.870967741935484,0.2552594670406732,R&B,2.8075597,-13.730189 +255,DJ Hurricane,0.036402500000000004,0.008919999999999999,0.0015375,0.000375,36.041851053639846,253.5,0.10868036540802485,9.424797520221372,0.26114241686589673,Lyrical (Dense),4.833341,12.276229 +256,DJ Kay Slay,0.0352715,0.034388,0.010685999999999998,0.0082305,36.679447642379465,358.8,0.08622984226939541,9.623977806708021,0.26200061776131756,Lyrical (Dense),-4.9116125,15.991745 +257,DJ Khaled,0.021809999999999996,0.027351249999999997,0.007873125000000003,0.007161874999999997,35.00504778091156,259.1875,0.07604752479009713,9.147286354790277,0.26120888988665014,Archetypal,-6.8545938,4.4204774 +258,DJ Krush,0.02476333333333333,0.003276666666666666,0.00222,0.009688333333333334,30.747748677326143,223.83333333333334,0.096537648692668,8.18986222718617,0.26679980039314305,Lyrical (Diverse),8.664941,4.5534277 +259,DJ Mustard,0.01829,0.06438,0.05026,0.0,35.08536585365854,203.0,0.0705596107055961,9.487804878048781,0.27042057698992006,Club & Trap,-17.736101,-9.951135 +260,DJ Paul,0.00626,0.02628,0.00146,0.02257,38.435483870967744,152.0,0.06378514477549307,10.306451612903226,0.26814939152329,Archetypal,-11.898114,-3.047794 +261,DJ Premier,0.0219175,0.00027550000000000003,0.014151500000000003,0.053385,27.400176796802878,143.8,0.07507827323357304,7.111680033312079,0.25980279976978193,R&B,0.291878,-19.607769 +262,DJ Run,0.0216225,0.00071125,0.0013449999999999998,0.02147,20.016543976456965,70.5,0.06720797281145008,5.21991652931199,0.26100854128817175,R&B,6.3757596,-18.852396 +263,DJ Screw,0.024108333333333332,0.02698333333333333,0.005716666666666666,0.008485,34.46504563276832,280.6666666666667,0.08767765210808943,8.89074572188259,0.2577849454554732,Archetypal,-5.4360685,6.594887 +264,DJ Shadow,0.016085555555555554,0.004027777777777778,0.0033055555555555555,0.01060888888888889,26.108044481936318,162.77777777777777,0.08040739796089764,6.972443889163511,0.2672397207302884,R&B,9.122865,-12.445073 +265,DJ Yella,0.03164586206896542,0.03302379310344826,0.007168620689655164,0.004459655172413792,33.06754674130963,304.48275862068965,0.08111099312363237,8.877104790447417,0.2682922515624116,Lyrical (Diverse),-8.38659,15.282191 +266,DLOW,0.02766,0.01581,0.0018166666666666667,0.013016666666666668,30.00670194003527,92.66666666666667,0.04480021570151099,7.642592592592592,0.25385355843096263,R&B,-1.9074575,-12.9295025 +267,DMC,0.02759142857142858,0.005697142857142858,0.003135714285714286,0.003664285714285714,33.40093999360049,234.14285714285714,0.09966729434556465,8.69840069453984,0.2604047647054911,Lyrical (Diverse),6.076142,10.378161 +268,DMX,0.022072500000000002,0.04503125,0.00671125,0.017802500000000002,34.638212905243606,251.375,0.08247305732434516,8.749497226174567,0.2521074579830965,Archetypal,-15.34128,3.8720665 +269,Da Brat,0.008315555555555552,0.060289166666666644,0.017165833333333325,0.00900138888888889,33.77888505786036,186.44444444444446,0.07654799154602611,8.666527657172331,0.2567368688589893,Archetypal,-16.648563,0.57677 +270,Da$h,0.019583999999999997,0.03945,0.016316,0.003998,36.155015788537696,166.2,0.09014216531328327,9.294829785249862,0.25690251851929646,Archetypal,-14.24837,-1.5270551 +271,DaBaby,0.021209666666666665,0.04403400000000001,0.052319666666666674,0.014734333333333332,38.635745970783866,200.46666666666667,0.07483333796771377,10.25007390756335,0.26498671575167054,Club & Trap,-17.559643,-10.25461 +272,Daddy-O,0.025025263157894738,0.024296842105263165,0.006136842105263155,0.010186842105263159,32.966560297415796,190.0,0.08887705982908314,8.656017984572594,0.2628920312714474,Lyrical (Diverse),1.6364344,0.74688256 +273,Dae Dae,0.01737708333333333,0.04509333333333334,0.01793875,0.008572083333333336,32.53170911867762,163.54166666666666,0.06955509859082402,8.371498643949714,0.2569895331740983,Archetypal,-13.038079,-6.4270678 +274,Damian Lillard,0.028836666666666667,0.005386666666666667,0.003583333333333333,0.0010766666666666665,34.567458623796654,197.66666666666666,0.07287780297854386,8.923308505316683,0.25766453551140306,Lyrical (Diverse),-3.648764,3.007714 +275,Damu the Fudgemunk,0.0213,0.00992,0.00057,0.01857,31.86540789155168,226.33333333333334,0.09041614500829782,8.460179133381748,0.2655232693699132,Lyrical (Diverse),3.7054996,-2.0430663 +276,Dan Bull,0.025665588235294114,0.00016088235294117647,0.0009541176470588236,0.003441470588235294,32.532915094958184,268.1470588235294,0.09627124445067682,8.860135866004278,0.2720494263536096,Lyrical (Diverse),13.2849,8.203798 +277,Danny Boy,0.01546,0.0,0.0,0.002865,22.583333333333336,117.0,0.09943339192167128,6.085287846481876,0.27085538735135206,R&B,7.3418274,-13.756968 +278,Danny Brown,0.026000000000000006,0.03374666666666667,0.00585,0.005576666666666667,40.56979631287093,260.6666666666667,0.08906515075805942,10.575514970999878,0.2607443939825471,Lyrical (Dense),-12.181761,12.003162 +279,Dappy,0.02837176470588235,0.005921764705882353,0.004403529411764705,0.031159411764705883,31.572920560869314,181.52941176470588,0.07788786343361072,8.279282070307454,0.26238811209256985,Lyrical (Diverse),9.945999,-6.302606 +280,Dave East,0.030143749999999997,0.044743750000000006,0.00553125,0.01068375,36.30022413788008,256.75,0.07969700065445771,9.451120843513879,0.26062653753972675,Archetypal,-10.809051,10.018327 +281,David Banner,0.021492857142857143,0.02501571428571429,0.013940476190476194,0.010131904761904762,33.477315188038745,220.47619047619048,0.07729605814909424,8.648385476683718,0.25823435259350463,Archetypal,-5.391426,2.3091893 +282,David Dallas,0.0367985,0.011097500000000001,0.006834999999999999,0.015470500000000002,35.761842144195626,239.55,0.09259388965032825,9.272509288205041,0.25896701580487336,Lyrical (Diverse),0.3637955,11.392252 +283,David Rush,0.021495,0.004185,0.0,0.049855,25.582673190431812,193.0,0.06661653589629841,7.042171481826655,0.2751226541099008,R&B,1.8946793,-21.473606 +284,David Stones,0.03297904761904762,0.03362761904761905,0.001464761904761905,0.014910952380952382,34.62989946784871,236.85714285714286,0.09975240503020995,9.062802142089541,0.26172721186133585,Lyrical (Diverse),-1.9071302,8.544372 +285,Daz Dillinger,0.016196363636363634,0.034164545454545454,0.004803636363636363,0.006940909090909091,33.345286272714326,257.54545454545456,0.08299859553066012,8.77894592886774,0.26319441423577133,Archetypal,-9.577947,3.69158 +286,Dazzie Dee,0.03134666666666666,0.024486666666666667,0.006313333333333333,0.016783333333333334,33.09758287093232,228.0,0.095167919535302,8.561317806774175,0.25867535633977873,Lyrical (Diverse),-1.4062037,5.544583 +287,Dee Barnes,0.05169666666666665,0.013996666666666682,0.0027633333333333308,0.004405000000000001,39.21041885259192,381.5833333333333,0.08960503370402872,10.45823654611994,0.2668202820782522,Lyrical (Dense),1.6614498,21.79395 +288,Dej Loaf,0.0192725,0.029086666666666674,0.0226975,0.015950833333333334,34.462661963060704,191.66666666666666,0.0848180308993899,9.048821153282562,0.2623684961415895,Archetypal,-10.974662,-8.36918 +289,Del the Funky Homosapien,0.02850916666666667,0.0071625,0.0013566666666666666,0.001769166666666667,35.075925225788914,271.0833333333333,0.09894502824354211,9.428235928935047,0.26860482670429514,Lyrical (Dense),10.452728,12.08747 +290,Demrick,0.024427647058823526,0.017223529411764707,0.0026005882352941176,0.011845294117647058,29.786710606647656,204.52941176470588,0.09053447448963559,7.861492448100641,0.2638859954687702,Lyrical (Diverse),2.29503,-0.5502554 +291,Deniro Farrar,0.0236653125,0.04799468749999999,0.005915625000000001,0.017039062499999997,35.59121007140073,217.6875,0.0898195097921307,9.330704417609866,0.26219459981378995,Archetypal,-11.602704,7.067408 +292,Derek Minor,0.0267425,0.00117125,0.009977499999999999,0.015578749999999999,31.046373204819776,197.75,0.08190980155341882,8.382718272413427,0.27089491273153904,Lyrical (Diverse),13.789442,-5.115909 +293,Desiigner,0.006375714285714286,0.018674285714285716,0.022551428571428573,0.010182857142857145,22.3322478145673,85.71428571428571,0.0696358735148167,5.706998020596202,0.25306698616776224,R&B,-3.1977868,-11.791079 +294,Detail,0.017510769230769233,0.002116923076923077,0.004540769230769231,0.04083923076923077,23.74891159026018,100.6923076923077,0.09135470219559437,6.225529419472512,0.261830478950337,R&B,3.4231808,-17.16009 +295,Deuce,0.012928064516129031,0.01155967741935484,0.03668032258064516,0.05169709677419355,30.048653100670506,141.19354838709677,0.07090313206711718,7.926769971159106,0.2639618974116204,R&B,-4.1520147,-18.319658 +296,Dev,0.03295794117647057,0.016638235294117648,0.012729999999999995,0.01476558823529412,33.61309670733121,212.35294117647058,0.08863461061340308,8.882542110947034,0.26362088970146064,Lyrical (Diverse),5.3470383,0.59529525 +297,Devin the Dude,0.03217166666666666,0.007483333333333332,0.009988333333333335,0.022390000000000004,29.59786297430645,197.16666666666666,0.0919961060481362,7.884763018244648,0.2664804037279513,Lyrical (Diverse),12.418611,-3.4849331 +298,Devlin,0.0465247619047619,0.0021766666666666666,0.004554761904761905,0.01140952380952381,35.18052224035725,300.3333333333333,0.08826214566267684,9.259316699894379,0.26297030899201734,Lyrical (Dense),11.418662,15.083223 +299,Diabolic,0.03621481481481482,0.01199185185185185,0.00442037037037037,0.005740740740740741,42.64036310306815,344.22222222222223,0.10400825785093039,11.32426234095632,0.26553542507504513,Lyrical (Dense),5.2628627,20.100254 +300,Diamond,0.017913,0.024338,0.018438000000000003,0.008341999999999999,32.65503306214215,183.1,0.06670648543935838,8.591935071977371,0.26332418532459656,Archetypal,-11.164292,-5.4973936 +301,Diamond D,0.011362999999999998,0.0,0.0017614999999999998,0.0247945,20.964416419389995,75.95,0.07438571356546479,5.588974889826831,0.26549630831048304,R&B,6.56248,-18.234634 +302,Diggy Simmons,0.03134916666666667,0.011362916666666667,0.011527500000000001,0.0241425,32.8228750476731,187.5,0.08798034123072618,8.68596543594102,0.26494905136577634,Lyrical (Diverse),11.26372,-1.7613207 +303,Digital Nas,0.01119125,0.033126249999999996,0.027423749999999997,0.00677875,34.07443187984315,142.625,0.08239875136851998,8.835090333075,0.25896668405439827,Club & Trap,-12.92261,-8.223775 +304,Dillon Cooper,0.036720800000000005,0.0232496,0.0070880000000000006,0.0089016,35.27151939266831,258.44,0.09761371559940363,9.403568375469938,0.26621478998010445,Lyrical (Dense),3.8472443,14.871345 +305,Disco D,0.014044210526315793,0.0001973684210526316,0.004397368421052632,0.02285394736842105,26.920725813717013,96.15789473684211,0.06840037723813064,7.1301533276808735,0.2646359411876823,R&B,7.2091126,-16.767132 +306,Dizzee Rascal,0.03613294117647059,0.0034435294117647055,0.00781,0.013564705882352939,32.64292273623591,258.7647058823529,0.08218416134387092,8.653050577482249,0.26458117199211934,Lyrical (Diverse),13.624824,3.0033448 +307,Dizzy Wright,0.03471153846153847,0.03243730769230769,0.006114615384615384,0.011439615384615381,36.29388076656103,233.80769230769232,0.08340362345990103,9.565973350177135,0.2634502415392917,Lyrical (Dense),-4.049316,11.4555235 +308,Doap Nixon,0.02696222222222222,0.012551111111111112,0.0061688888888888896,0.0027355555555555553,35.905022035596936,256.8888888888889,0.10874425462549236,9.435415535106634,0.26293696369304764,Lyrical (Dense),6.2347355,12.6246195 +309,Doe B,0.026480000000000004,0.014645454545454547,0.016554999999999997,0.013245454545454548,30.67490215010159,176.0,0.08352900168096718,8.055319011632344,0.26316170030574904,Lyrical (Diverse),3.8126984,-7.744028 +310,Doja Cat,0.02073172413793103,0.013855862068965517,0.009075172413793105,0.020880689655172417,28.206969582108727,130.17241379310346,0.0712959510038203,7.3792510225902275,0.2614848040346015,R&B,2.488371,-8.064582 +311,Dolla,0.006224999999999999,0.03768,0.023912499999999993,0.024081666666666664,32.20848493302393,150.0,0.07232405757885124,8.328707908501572,0.2581657149471311,Club & Trap,-9.301241,-7.625326 +312,Dom Kennedy,0.02314333333333333,0.024195000000000008,0.009667916666666667,0.025981249999999997,33.34053864511944,194.5,0.09427870223292976,8.783972417292945,0.2632488124902668,Lyrical (Diverse),-0.20199406,-1.5242393 +313,Dominic Fike,0.01291,0.004656666666666667,0.0064600000000000005,0.026773333333333333,33.82845804988661,111.66666666666667,0.08914933529794411,8.896636432350718,0.263363008551146,R&B,4.487145,-5.676815 +314,Dominique Young Unique,0.016390000000000002,0.018171875,0.00874125,0.025016875000000004,23.121981735060846,151.75,0.07339636417051215,5.661409039087797,0.24618202052510185,R&B,-3.3434794,-11.122418 +315,Domino,0.0159740625,0.0017337499999999998,0.0198790625,0.0362159375,24.90486656149355,98.15625,0.05868828908736101,6.684827765595855,0.2684191201618969,R&B,2.734594,-20.36893 +316,Domo Genesis,0.03486800000000001,0.037467,0.0016059999999999998,0.007045,41.1620485437749,244.2,0.11079667015655155,11.038242770313728,0.268122464811836,Lyrical (Dense),3.439559,17.351593 +317,Don Cannon,0.00913,0.03374,0.00114,0.00471,33.54545454545455,186.0,0.08401084010840108,9.090909090909092,0.27100271002710025,Archetypal,-10.659582,3.056652 +318,Don Toliver,0.008312857142857141,0.006237142857142856,0.05265571428571429,0.01662571428571429,31.27409745940738,103.0,0.07335626109914813,8.374714249053572,0.26769604735995606,Club & Trap,-9.844075,-15.465085 +319,Dorrough,0.017109411764705883,0.024998823529411768,0.009742352941176471,0.00872764705882353,31.113004165657202,230.52941176470588,0.07935537582352847,8.2454449474777,0.2648007036668002,Archetypal,-8.8081455,2.7730112 +320,Doug E. Fresh,0.028825000000000003,0.0,0.00074,0.048185,32.72560975609756,276.0,0.07558329083306391,8.419775227164036,0.25784552719047743,Lyrical (Diverse),10.111679,-6.9371862 +321,Doughbeezy,0.0244,0.03032,0.003353333333333333,0.007476666666666666,35.17878808928406,162.0,0.11416227622127655,9.135720570528852,0.2597356650586294,Lyrical (Diverse),0.98192,8.2157345 +322,Dr. Dre,0.03164586206896542,0.03302379310344826,0.007168620689655164,0.004459655172413792,33.06754674130963,304.48275862068965,0.08111099312363237,8.877104790447417,0.2682922515624116,Lyrical (Diverse),-8.386688,15.282159 +323,Drag-On,0.017362580645161288,7.290322580645161e-05,0.005559354838709678,0.025448387096774196,24.062612333142688,96.61290322580645,0.06614203023423591,6.353754587050004,0.2638058225737664,R&B,6.7706976,-17.692442 +324,Drake,0.036098095238095235,0.022529047619047615,0.017991428571428575,0.020350952380952383,37.233791508082014,243.57142857142858,0.08543106617801245,9.84523953534262,0.26358241445107766,Lyrical (Dense),7.5128384,0.13871542 +325,Dreezy,0.03264761904761905,0.033932380952380964,0.02275142857142857,0.021043809523809527,31.56243842712146,195.71428571428572,0.08274017798914955,8.382511309538444,0.26562009721633634,Lyrical (Diverse),0.43504575,0.36442626 +326,Dres,0.03065249999999999,0.0120425,0.01685125000000001,0.020147499999999992,35.40518281217143,248.125,0.08926474721985851,9.406450472193875,0.2659311324115273,Lyrical (Diverse),7.8733096,0.43891522 +327,Dresta,0.02029,0.04841733333333334,0.006947333333333332,0.008925333333333334,35.562425477173036,264.3333333333333,0.08248134822966519,9.221138265337915,0.2592620312618128,Archetypal,-12.33719,9.408852 +328,Driicky Graham,0.01387,0.00572,0.0,0.0,25.8141592920354,232.0,0.07953376756942064,6.300884955752212,0.24408639012684263,Archetypal,-2.4768753,-10.164244 +329,Droop-E,0.02261,0.030940000000000002,0.007795,0.011515,33.63956846755012,269.5,0.07489835878587216,8.945931022765887,0.26628342781159375,Archetypal,-8.29143,4.8658123 +330,Dru Down,0.02065,0.0192,0.001605,0.01558,41.77210632214339,342.0,0.0817989920655274,10.871809806205654,0.26032498989734143,Lyrical (Dense),-13.686984,12.934677 +331,Dumbfoundead,0.029315652173913038,0.006422608695652174,0.005110869565217391,0.008695217391304348,31.722270948492046,214.17391304347825,0.09794584702754616,8.413742376484432,0.26545435033891984,Lyrical (Diverse),8.683546,4.8197336 +332,Duncan Mighty,0.03087,0.0,0.00011,0.02663,35.4,93.0,0.0583804143126177,9.666666666666666,0.2730696798493409,R&B,16.499182,-2.9961905 +333,Dyme-A-Duzin,0.027084444444444442,0.014253888888888887,0.006712222222222222,0.014866666666666667,31.336101899655123,226.44444444444446,0.09566983609114338,8.22557076606083,0.2620827341034781,Lyrical (Diverse),3.683236,2.7505796 +334,E-40,0.0189459090909091,0.031232727272727287,0.010748636363636354,0.01512136363636364,33.76769091798234,258.27272727272725,0.08654964986018764,8.952439121356488,0.26501681563132834,Archetypal,-9.077026,5.584279 +335,E.D.I. Mean,0.029377499999999997,0.020425000000000002,0.01288,0.002495,37.44286795834902,248.25,0.0884523664507448,9.804608598688407,0.26190518620749004,Lyrical (Dense),-2.133694,12.947349 +336,Earl Sweatshirt,0.023594545454545455,0.02035590909090909,0.005640909090909091,0.0022072727272727274,38.49231464035348,171.5,0.12483138523837184,10.156317548349556,0.2632744907456003,Lyrical (Dense),0.59122014,9.086738 +337,Early B,0.015179999999999999,0.01254,0.022695,0.009465000000000001,30.986960644855383,151.0,0.10749239475808016,8.199620673304885,0.2648218875727809,Lyrical (Diverse),-2.4294739,-1.9573061 +338,Eazy-E,0.03164586206896542,0.03302379310344826,0.007168620689655164,0.004459655172413792,33.06754674130963,304.48275862068965,0.08111099312363237,8.877104790447417,0.2682922515624116,Lyrical (Diverse),-8.386764,15.282175 +339,El Da Sensei,0.02438,0.03459,0.00373,0.0,28.73,309.0,0.10755308040375913,7.49,0.2607030978071702,Lyrical (Diverse),0.17734401,5.969272 +340,Elephant Man,0.014036249999999998,0.001045,0.0006165624999999999,0.0216225,24.58790317940839,87.125,0.1049464582475862,6.31099049661122,0.25637242833604074,R&B,2.8678703,-13.805838 +341,Elucid,0.0109575,0.0,0.01043,0.020489583333333332,22.29532790096,75.16666666666667,0.06450219045680138,5.892263475409319,0.263770336817726,R&B,6.8916144,-18.637339 +342,Elzhi,0.028262142857142854,0.008535,0.003942142857142858,0.009784285714285714,36.791835735007794,249.35714285714286,0.11025864600604393,9.613795093516504,0.26131757595849214,Lyrical (Dense),6.2804255,12.656093 +343,Emcee N.I.C.E.,0.01131,0.0,0.02853,0.0,35.888888888888886,205.5,0.07952786377708979,9.194444444444443,0.2561919504643963,Club & Trap,-10.395489,-5.3429027 +344,Eminem,0.05169666666666665,0.013996666666666682,0.0027633333333333308,0.004405000000000001,39.21041885259192,381.5833333333333,0.08960503370402872,10.45823654611994,0.2668202820782522,Lyrical (Dense),1.6617167,21.794014 +345,Emtee,0.019554090909090906,0.011689090909090911,0.027248181818181824,0.012238181818181816,28.950514668796007,178.4090909090909,0.07963678025841993,7.838303812260876,0.2710001555007225,R&B,9.927916,-10.320374 +346,Eric Biddines,0.033254,0.002934,0.0013213333333333334,0.013132666666666664,36.23474237992149,196.26666666666668,0.0979061052849636,9.489276922429394,0.26128798359222355,Lyrical (Diverse),9.291344,10.29309 +347,Eric Stanley,0.012610000000000001,0.0,0.00164,0.012256666666666666,30.465777777777777,131.0,0.08841594170230009,7.9750000000000005,0.2617951849124108,R&B,0.6656825,-5.5416875 +348,Erick Arc Elliott,0.02673666666666667,0.015790000000000002,0.00087,0.010766666666666666,33.97971458479312,187.16666666666666,0.1175616776402305,9.268035282463053,0.27187578626088404,Lyrical (Diverse),5.955768,5.9911513 +349,Erick Sermon,0.04139,0.01795,0.02476,0.0,28.491803278688526,298.0,0.0857307249712313,7.614754098360656,0.2672612197928654,Lyrical (Diverse),5.975003,-3.6571994 +350,Esham,0.033364,0.018652999999999996,0.0008139999999999999,0.011501,31.769684060167435,225.4,0.1040521865180003,8.31814671187197,0.26218447955212065,Lyrical (Diverse),3.6651127,7.071514 +351,Esoteric,0.03361045454545454,0.00457409090909091,0.0033645454545454547,0.004690909090909091,33.81904281355953,258.6818181818182,0.10151077319479675,8.91196456936777,0.2634028281592142,Lyrical (Diverse),6.268524,9.973645 +352,Eve,0.021439999999999997,0.013443333333333333,0.016159999999999997,0.0017233333333333334,24.21374663785299,164.66666666666666,0.09843439009939685,6.341656918918562,0.2617439741444499,Lyrical (Diverse),1.4272313,-11.611356 +353,Everlast,0.05169666666666665,0.013996666666666682,0.0027633333333333308,0.004405000000000001,39.21041885259192,381.5833333333333,0.08960503370402872,10.45823654611994,0.2668202820782522,Lyrical (Dense),1.6614504,21.794006 +354,Evidence,0.04573200000000001,0.009444,0.004314,0.007996,35.677338912570775,367.2,0.0992531850054685,9.554710012884604,0.2676097927906943,Lyrical (Dense),1.2584345,20.400757 +355,Eyedea,0.03354958333333333,0.00033583333333333333,0.0030466666666666667,0.012037083333333335,39.535347421739196,270.1666666666667,0.09320264138342844,10.667183625067246,0.2699290446789146,Lyrical (Dense),7.9598427,18.164585 +356,FLAME,0.013199999999999998,0.02143555555555556,0.036697777777777774,0.016333888888888887,31.21368915934535,177.72222222222223,0.07695444582838112,8.163258024202708,0.2614259137992553,Club & Trap,-9.0940695,-13.109954 +357,Fabolous,0.019828,0.022589333333333336,0.012934,0.031104000000000003,34.45716920952066,212.13333333333333,0.08722164149501503,9.009815025390774,0.26090102277849664,Lyrical (Diverse),-0.4129904,-2.1488948 +358,Fam-Lay,0.026697692307692308,0.03566923076923077,0.005360769230769231,0.003287692307692308,32.37786778364766,216.84615384615384,0.09317311855247204,8.206036972817257,0.25360003629820865,Archetypal,-7.461409,0.90786785 +359,Famous Dex,0.011788846153846153,0.03463076923076923,0.027959615384615385,0.00696076923076923,32.33119736740997,128.26923076923077,0.07101805523263834,8.33517823164431,0.25771427586411116,Club & Trap,-12.880662,-8.386018 +360,Fashawn,0.024990000000000002,0.018275,0.0,0.008615,25.64155982905983,203.5,0.10574414162135175,6.947649572649572,0.2712335699477929,Lyrical (Diverse),9.367714,3.473168 +361,Fat Joe,0.027104999999999994,0.01717571428571429,0.009444285714285712,0.008206428571428571,28.955579434258624,201.85714285714286,0.07293050220555271,7.558212949550807,0.26106835739077416,Lyrical (Diverse),-0.41074106,-8.510092 +362,Fat Pat,0.02459,0.020337142857142856,0.007992857142857144,0.003935714285714286,31.08370588882488,309.57142857142856,0.07246247091904813,8.098405779979403,0.260181217528478,Lyrical (Diverse),-6.50963,2.835871 +363,Fat Trel,0.01042,0.04669333333333333,0.008839999999999999,0.023746666666666666,37.064722620936266,189.66666666666666,0.08017397298819288,9.805323462013044,0.26487033351651446,Archetypal,-11.765396,-2.5368679 +364,Fatboi,0.016230303030303032,0.014717272727272728,0.040026363636363645,0.04789848484848485,27.537755064238194,97.9090909090909,0.08814672014204361,7.117232034868091,0.25836016767990544,R&B,-4.440333,-18.131252 +365,Father MC,0.031059999999999994,0.0074333333333333335,0.016023333333333334,0.03816666666666666,27.77510550697288,218.0,0.07488058233804383,7.277657908903592,0.26211289199387466,R&B,6.7706327,-9.298972 +366,Fatman Scoop,0.03552,0.00246,0.00539,0.02321,18.08080808080808,145.0,0.08100558659217877,4.565656565656566,0.25251396648044694,R&B,0.7809332,-14.024917 +367,Fergie,0.019924666666666667,0.0016646666666666665,0.01598266666666667,0.04954800000000001,26.787075309826587,121.4,0.06894097848860749,6.982171759628815,0.2609043491446356,R&B,0.32932374,-19.687202 +368,Fetty Wap,0.004096,0.01975533333333333,0.047251999999999995,0.040928000000000006,33.323155299881186,163.73333333333332,0.06736917874961283,8.664135800085269,0.2599743565144803,Club & Trap,-7.8866987,-16.69886 +369,Fiend,0.04305333333333333,0.001128888888888889,0.0002561111111111111,0.005854444444444443,36.1727129864884,286.27777777777777,0.09699941705151285,9.868006922220928,0.2723802925428347,Lyrical (Dense),10.705812,16.405561 +370,Fivio Foreign,0.02929,0.02007,0.00783,0.0,28.555555555555557,159.0,0.10311284046692606,7.481481481481482,0.2619974059662776,Lyrical (Diverse),3.37713,-3.0979855 +371,Flavor Flav,0.020239999999999998,0.0017283333333333335,0.016624999999999997,0.018535,28.586723115002854,159.5,0.08415525840045983,7.228898289048179,0.25305068034538264,R&B,-3.6861682,-9.175882 +372,Flipp Dinero,0.016034193548387095,0.021431935483870974,0.08098645161290322,0.016966774193548386,38.256165543948015,175.09677419354838,0.06457309000301746,9.836084013898478,0.25681106799400705,Club & Trap,-13.449233,-14.81205 +373,Flo Rida,0.022639583333333338,0.006437916666666667,0.007749583333333334,0.025472499999999995,29.14156307160322,184.70833333333334,0.06919374580430232,7.7535027350151084,0.26585162707456933,R&B,4.534701,-7.4150834 +374,Flying Lotus,0.0122725,0.017425,0.004685,0.007055,33.70174825174825,158.5,0.11410141384023577,8.94582362082362,0.26528847299831315,Lyrical (Diverse),4.308842,5.256399 +375,Focus...,0.006961764705882354,0.005955294117647059,0.04238529411764706,0.06287176470588236,26.058298576662292,118.70588235294117,0.06009772176230645,7.12457617949039,0.274015723697678,R&B,0.17509213,-22.283573 +376,Fonzworth Bentley,0.021455000000000002,0.00604,0.00951,0.03479,33.25396825396825,254.0,0.09493620826638259,8.986562942008486,0.27010392654954596,Lyrical (Diverse),10.46569,-3.3746455 +377,Fort Minor,0.043092962962962965,0.0015174074074074076,0.006107777777777778,0.015122592592592599,32.352838442337685,212.55555555555554,0.07651649761775402,8.563649676863466,0.2646301588618632,Lyrical (Diverse),14.527214,1.9523091 +378,Foxx,0.03118,0.00058,0.00601,0.03103,40.40163934426229,276.0,0.05599513085818624,11.114754098360656,0.2751065124771759,Lyrical (Dense),17.632378,9.641172 +379,Foxy Brown,0.016823888888888888,0.03806833333333333,0.010833333333333332,0.01481222222222222,31.781948913274782,239.55555555555554,0.08758429454792088,8.245388280693357,0.2594887080826254,Archetypal,-10.071505,-0.47290257 +380,Frank Ocean,0.017617692307692306,0.0021615384615384617,0.011184615384615385,0.03861615384615385,27.510411350522894,141.07692307692307,0.07504224844712065,7.348012729252752,0.26759407262235857,R&B,1.8332629,-18.54907 +381,Frankie J,0.004260666666666666,0.03294766666666667,0.03534700000000001,0.002492333333333333,33.06900099485186,103.43333333333334,0.06881441556859132,8.378371476732546,0.25281388086308015,Club & Trap,-12.812398,-10.610577 +382,Frayser Boy,0.022563000000000003,0.041985999999999996,0.0019520000000000002,0.004002,38.25496410834127,238.6,0.08666150017315391,9.934068312830366,0.2597435609057178,Archetypal,-12.1558075,10.380443 +383,Freak Nasty,0.01689,0.04403447368421055,0.02825973684210528,0.020238684210526315,36.02092060902727,199.47368421052633,0.07422583325541501,9.402196690828891,0.26056009981409156,Club & Trap,-15.817938,-5.734298 +384,Freaky Tah,0.0453275,0.019315,0.001095,0.0114375,35.80110610198261,366.75,0.09303245108383193,9.352867111108171,0.26095618655569514,Lyrical (Dense),0.4023663,19.531593 +385,Fred Durst,0.02372,0.00012652173913043477,1.0434782608695653e-05,0.013123913043478262,23.465448726719227,75.43478260869566,0.07206014460910364,6.328503149598213,0.2688122436183399,R&B,8.07219,-16.969883 +386,Freddie Foxxx,0.029280526315789486,0.04540526315789472,0.004223684210526317,0.005576315789473684,34.422489604582985,275.94736842105266,0.09901176642135794,9.10131896139874,0.2646980981985805,Archetypal,-8.354759,10.971921 +387,Freddie Gibbs,0.017197352941176473,0.046339117647058815,0.02974441176470588,0.011420882352941178,37.96760385208169,269.2647058823529,0.0908686379740083,10.035474537883935,0.2643104591216461,Archetypal,-17.28702,5.9782524 +388,Fredo,0.01206540540540541,0.04623864864864864,0.0037754054054054058,0.004171891891891893,33.25363308449885,145.86486486486487,0.07983669860428373,8.564350867840888,0.2577923068845458,Archetypal,-15.500387,-0.5208829 +389,Fredo Santana,0.01206540540540541,0.04623864864864864,0.0037754054054054058,0.004171891891891893,33.25363308449885,145.86486486486487,0.07983669860428373,8.564350867840888,0.2577923068845458,Archetypal,-15.484305,-0.5151858 +390,Fredro Starr,0.017596666666666667,0.03146666666666667,0.0,0.00087,33.79629575996292,191.33333333333334,0.08893998571796413,8.72109592215014,0.2579397654669468,Archetypal,-8.281999,0.17387246 +391,Fredwreck,0.014648888888888885,0.030039999999999983,0.013294444444444444,0.008818888888888888,33.3544943865664,234.44444444444446,0.07649989806290206,8.828109385949109,0.26491747143620614,Archetypal,-8.972503,2.857757 +392,Free,0.02670466666666667,0.023378666666666666,0.0019960000000000004,0.011591999999999996,33.449510090470895,248.66666666666666,0.0852590047575035,8.97565246677172,0.26863415311573974,Lyrical (Diverse),6.303532,3.2848568 +393,Freekey Zekey,0.010998333333333332,0.021324999999999997,0.007586666666666668,0.026475,29.71671343485234,199.66666666666666,0.07642656940020809,7.856269065930621,0.26383474301424525,R&B,2.4155402,-9.6033745 +394,Freeway,0.03271,0.02447,0.0,0.00138,32.70175438596491,214.0,0.1148068669527897,8.56140350877193,0.26180257510729615,Lyrical (Diverse),2.9507048,7.0905404 +395,French Montana,0.0225575,0.038466249999999994,0.00789375,0.00613875,31.952076293853402,195.25,0.09415694321588393,8.194112045919276,0.2564686025746058,Archetypal,-7.3569136,0.7071412 +396,Froggy Fresh,0.028210312499999998,0.0014818749999999997,0.0035678125000000002,0.013560000000000001,35.69294102762159,218.03125,0.07790587002772131,9.339919090505958,0.26144962697296037,Lyrical (Diverse),-0.57727766,2.3949027 +397,Frost,0.017318780487804872,7.390243902439023e-05,0.01231097560975609,0.019018536585365866,25.356433243891193,103.7560975609756,0.06824218908805214,6.786981443744964,0.2677177977551719,R&B,8.288606,-16.621828 +398,Funkmaster Flex,0.03106538461538462,0.0301676923076923,0.006092307692307692,0.0052830769230769225,35.35637541400069,246.53846153846155,0.10595027900584943,9.27389035094353,0.26267109724231574,Lyrical (Dense),2.357029,13.944208 +399,Future,0.018552631578947366,0.031002631578947382,0.03760157894736844,0.011588947368421048,36.859124686329096,209.10526315789474,0.07217502664035454,9.716796832060655,0.2636902168548414,Club & Trap,-16.850513,-9.758138 +400,G Herbo,0.02522347826086956,0.0636491304347826,0.0066391304347826075,0.006482608695652175,38.51611639413171,252.91304347826087,0.08574778996570127,10.021633493854212,0.2600976542990815,Archetypal,-14.406748,9.510038 +401,G-Eazy,0.02036,0.0044,0.01115,0.02482,26.380165289256198,212.0,0.06641604010025062,7.223140495867769,0.27380952380952384,R&B,10.840927,-10.996277 +402,G. Dep,0.025276666666666666,0.02912833333333333,0.009598333333333334,0.008194166666666667,32.80909892907719,279.4166666666667,0.09381021288283077,8.554056865842286,0.26125347950493555,Lyrical (Diverse),-4.6279545,7.4805207 +403,GAWVI,0.016168333333333333,0.00022999999999999998,0.02831166666666667,0.042854166666666665,25.088207645138947,117.83333333333333,0.0687358899437043,6.839371173214066,0.2732231607197286,R&B,2.5688844,-20.50508 +404,GLC,0.025806000000000003,0.01759,0.014792,0.018718000000000002,34.40836984638039,243.4,0.08688314685955804,9.094808077476909,0.2642701125925144,Lyrical (Diverse),7.735083,0.9634461 +405,GZA,0.02291055555555556,0.005285555555555555,0.0003511111111111111,0.0038266666666666666,38.346539860644185,276.6111111111111,0.10730042519719604,10.16512690980949,0.2650495578992987,Lyrical (Dense),7.6862025,13.754517 +406,Gangsta Boo,0.015554444444444445,0.04587777777777778,0.0010666666666666665,0.005921111111111111,31.581282847516277,180.77777777777777,0.08643180354141128,8.144698229439323,0.25832945827982273,Archetypal,-12.453049,0.9097956 +407,Gary,0.036019333333333334,0.02842133333333333,0.026536000000000004,0.017308,40.29918039150228,275.93333333333334,0.07335847703241412,10.712522264464587,0.2660258951824014,Lyrical (Dense),-2.7893918,17.57014 +408,Gee Money,0.02294,0.074695,0.0,0.008045,42.12637362637363,236.5,0.0799374131915995,10.96883116883117,0.26082566443389904,Archetypal,-15.044382,9.910796 +409,General Woo,0.013564285714285713,0.03144642857142858,0.0031057142857142854,0.0018449999999999999,29.648457406189127,231.07142857142858,0.09769584924339805,7.721934010866706,0.26206519129044553,Archetypal,-7.7493887,-1.1301157 +410,Ghostemane,0.031267727272727266,0.009875454545454543,0.010821363636363636,0.006784999999999999,30.264766179122493,136.13636363636363,0.08834726004847279,8.162998220967493,0.26956082566023326,Lyrical (Diverse),14.277024,-6.004435 +411,Ghostface Killah,0.02715,0.02467,0.01594,0.01092,34.03086419753087,441.0,0.07999274442227462,8.95679012345679,0.2631960819880283,Lyrical (Dense),-5.436539,15.921744 +412,Gift of Gab,0.025509999999999998,0.001231111111111111,0.004167777777777777,0.004244444444444444,33.31920685019928,236.11111111111111,0.09413990449168232,9.190923976292979,0.27466951593406175,Lyrical (Diverse),13.404994,8.358726 +413,Giggs,0.022323750000000003,0.02159791666666667,0.011472916666666668,0.006152083333333332,31.117925320574383,195.375,0.0953958693827971,8.101139562583112,0.2607754626756306,Lyrical (Diverse),-2.3152316,-0.7500074 +414,Gilbere Forte,0.027821000000000002,0.017207999999999998,0.003424,0.017229,36.84551479554429,227.55,0.09663916749969109,9.619554976465313,0.2606795818827289,Lyrical (Diverse),1.3599775,3.4807906 +415,Glasses Malone,0.025379999999999996,0.032478,0.012510000000000002,0.005997999999999999,31.163601242470342,249.8,0.1049304357812709,8.202050823789552,0.26322441904996735,Lyrical (Diverse),0.20380056,6.3716774 +416,GoldLink,0.019992000000000003,0.04308680000000001,0.017885599999999998,0.028180800000000002,33.4180872719653,199.28,0.09095566988563322,8.75194184137153,0.26206962282969604,Archetypal,-3.2243516,-3.0525045 +417,Goldie Loc,0.027075000000000002,0.01023,0.017925,0.015145,30.23434065934066,190.0,0.10432409663271339,8.11923076923077,0.2681495886639499,Lyrical (Diverse),8.387788,2.8481035 +418,Gorilla Zoe,0.023012857142857144,0.040839999999999994,0.0017328571428571425,0.012289999999999999,29.47534072712917,163.28571428571428,0.08599514249732944,7.81582751569327,0.26466254561127195,Archetypal,-5.511734,-2.556082 +419,Grafh,0.018224444444444446,0.03740333333333334,0.004613333333333334,0.008634444444444445,31.769229129534878,236.22222222222223,0.08920707093045832,8.420037131045657,0.26502079084970176,Archetypal,-10.070791,3.543828 +420,Grand Puba,0.03207,0.010944,0.018465000000000002,0.014150999999999997,35.54032155362095,240.2,0.0891539591482014,9.396298642387773,0.26429034478978963,Lyrical (Diverse),7.396037,0.22340108 +421,Grandmaster Caz,0.033406000000000005,0.003732,0.002191,0.016291000000000003,28.907850975293872,238.0,0.09287679459600455,7.628120557086035,0.2637909987910215,Lyrical (Diverse),11.911601,0.61108226 +422,Grandmaster Flash,0.046873000000000005,0.006545,0.003334,0.017317000000000003,30.748485927906376,340.7,0.07540301400087385,8.122372340232744,0.2645544860394109,Lyrical (Diverse),15.000156,3.5472476 +423,Greydon Square,0.028516666666666666,0.001951904761904762,0.000610952380952381,0.009815238095238096,37.37994068010728,321.9047619047619,0.09459151378143174,10.0808814378126,0.2694459217514892,Lyrical (Dense),10.029955,13.463307 +424,Grieves,0.03418608695652174,0.002192608695652174,0.0043265217391304355,0.02945478260869565,33.48928891931526,200.69565217391303,0.08698063510145553,8.902108923074328,0.2658490317598875,Lyrical (Diverse),12.548752,-1.5802068 +425,Gucci Mane,0.017441428571428573,0.03289,0.002791428571428572,0.003841428571428571,33.68767775749483,178.85714285714286,0.10405377705074524,8.751080972422436,0.25955207528990437,Archetypal,-5.6117,-0.09291385 +426,Gudda Gudda,0.025119166666666665,0.03476833333333334,0.0092475,0.0077016666666666666,37.10539646846075,240.16666666666666,0.0919217111498198,9.81857824012981,0.26457152209949286,Lyrical (Dense),-7.9011655,9.345937 +427,Guerilla Black,0.029785714285714287,0.025412857142857136,0.005185714285714286,0.011897142857142856,31.207326578750358,235.0,0.10048389638031031,8.132417039359384,0.26090389715813467,Lyrical (Diverse),-0.5889486,5.9372277 +428,Guilty Simpson,0.03548285714285714,0.006325714285714287,0.015819285714285713,0.005895,25.39771128942773,171.42857142857142,0.10805338796962695,6.67193928591224,0.262561683409784,Lyrical (Diverse),4.7923098,-3.5456297 +429,Gunna,0.024797777777777776,0.02634333333333333,0.018887777777777778,0.007786666666666667,35.45504806174704,221.11111111111111,0.07805825236171636,9.412621629180332,0.26516637848984326,Archetypal,-13.753512,-4.2724166 +430,Gunplay,0.020376250000000002,0.03254749999999999,0.0007687499999999999,0.00513875,33.105588381535696,184.125,0.09971728889828474,8.583142039706662,0.25896397397960436,Archetypal,-5.6912184,-0.15527771 +431,Haitian Jack,0.024651818181818153,0.04453090909090907,0.007343636363636366,0.0049354545454545476,34.07313242685464,295.27272727272725,0.08932041293607493,9.062055111105474,0.26608065807205433,Archetypal,-9.177981,12.618058 +432,Half a Mill,0.032646,0.011702499999999998,0.001154,0.022615500000000004,35.31549452711144,265.0,0.09441818000156202,9.28742925111834,0.2628737702149876,Lyrical (Diverse),9.123431,9.122122 +433,Hard Kaur,0.024483333333333333,0.004118333333333333,0.0030700000000000002,0.00445,29.86566132946729,228.5,0.10113903796447421,7.9497192235166745,0.2663174468015297,Lyrical (Diverse),8.602514,4.573774 +434,Hasan Salaam,0.02554285714285714,0.004355238095238095,0.0012671428571428573,0.008954285714285717,34.64033451841712,254.14285714285714,0.09936080836357071,9.12123554078831,0.2631236082218741,Lyrical (Diverse),7.44614,10.740499 +435,Havoc,0.016549473684210524,0.0013605263157894735,0.006113157894736841,0.02091736842105263,23.975537109839618,95.84210526315789,0.07708461367400464,6.320387773626908,0.26368999011399896,R&B,6.8334546,-17.49463 +436,Heavy D,0.019933703703703703,0.0,0.00421851851851852,0.014372592592592597,25.030724304499014,116.88888888888889,0.07123043583783079,6.731926372737312,0.2682603728563806,R&B,8.194644,-16.5831 +437,Hemlock Ernst,0.02111222222222222,0.0001577777777777778,5.555555555555556e-06,0.008839999999999999,27.583067960087483,233.22222222222223,0.09728556377915168,7.297545300978068,0.2645017512141274,Lyrical (Diverse),8.882952,3.8923626 +438,Hi-Tek,0.018552631578947366,0.031002631578947382,0.03760157894736844,0.011588947368421048,36.859124686329096,209.10526315789474,0.07217502664035454,9.716796832060655,0.2636902168548414,Club & Trap,-16.821741,-9.745254 +439,Hit-Boy,0.0201,0.00423,0.00274,0.028435000000000002,28.341642228739005,97.0,0.06539343955771845,7.841642228739003,0.27366739436940013,R&B,9.644857,-17.441116 +440,Hittman,0.020543333333333334,0.020391666666666666,0.003653333333333333,0.005569999999999999,32.29423205902079,195.83333333333334,0.11444121921850801,8.571875021170795,0.2666678437371056,Lyrical (Diverse),4.9516473,5.5035987 +441,Hodgy Beats,0.026997058823529412,0.019912941176470585,0.007484705882352942,0.008657647058823532,34.34856572234852,187.35294117647058,0.10598685669624779,9.225741486991907,0.26838884622429254,Lyrical (Diverse),5.6016965,6.1616306 +442,Honey Cocaine,0.017556000000000002,0.043216,0.010088999999999999,0.006079000000000001,31.845832202493654,168.5,0.08695780193946236,8.28985363782211,0.26026192531154263,Archetypal,-12.0994625,0.82141495 +443,Hoodie Allen,0.039400243902439035,0.002513170731707317,0.009382682926829268,0.026923170731707323,33.25672002372159,207.1951219512195,0.08880585438591923,8.966306216291024,0.2694653012141245,Lyrical (Diverse),13.607155,-0.69848734 +444,Hopsin,0.038896170212765965,0.02769574468085106,0.008239148936170212,0.012110744680851061,38.03833428434633,280.84615384615387,0.08668508615563873,10.070418268364286,0.264706896408638,Lyrical (Dense),-0.7046336,17.384153 +445,Hot Dollar,0.029025000000000002,0.008465,0.02901,0.026305,21.78389355742297,191.0,0.10379191650011103,5.750210084033613,0.2638817029781564,R&B,7.096879,-8.207479 +446,Hurricane Chris,0.03065249999999999,0.0120425,0.01685125000000001,0.020147499999999992,35.40518281217143,248.125,0.08926474721985851,9.406450472193875,0.2659311324115273,Lyrical (Diverse),7.8733416,0.4388279 +447,Hurricane G,0.0237132,0.04337559999999998,0.004560399999999999,0.017394,35.46316330131826,273.4,0.08974600322636739,9.348228990152366,0.26396011858471213,Archetypal,-10.681344,8.231833 +448,Hush,0.004476666666666667,0.00043,0.0002466666666666667,0.0027366666666666663,23.315109906654623,50.666666666666664,0.07281402560314493,6.446118638964168,0.2745947506050835,R&B,11.105173,-16.061653 +449,Hussein Fatal,0.027293333333333336,0.03533666666666667,0.006887222222222223,0.009861666666666671,34.12474497754719,249.05555555555554,0.0920899924976715,8.935833397798794,0.26191868937981994,Archetypal,-5.1638036,8.007086 +450,I-20,0.01091,0.0,0.0,0.0081,22.912280701754387,92.0,0.07044410413476264,5.859649122807017,0.2557427258805513,R&B,-2.5061436,-11.745758 +451,IDK,0.01827217391304348,0.0335608695652174,0.036541304347826084,0.0308095652173913,35.258437177658486,203.52173913043478,0.07404565640176694,9.340128225336796,0.2647589801990133,Club & Trap,-15.982425,-7.9125423 +452,IHeartMemphis,0.011107999999999998,0.006198,0.0030180000000000003,0.004658000000000001,26.499369963369965,126.0,0.058126690091278646,6.6915067155067165,0.2527080111803251,R&B,-2.4880116,-11.446865 +453,ILoveMakonnen,0.027406666666666663,0.03255666666666667,0.0005533333333333333,0.017306666666666668,41.8486574383901,316.0,0.0663779156419111,10.752884129947283,0.25639513355053756,Lyrical (Dense),-13.847121,12.791841 +454,Iamsu!,0.016793333333333334,0.02392,0.02834,0.010598333333333333,30.48793056060498,162.83333333333334,0.08346637552017196,7.812632234725258,0.2558170865049956,Club & Trap,-8.3344555,-10.632741 +455,Iann Dior,0.021519696969696966,0.007223030303030303,0.0182539393939394,0.03251333333333334,28.39051162891928,99.36363636363636,0.07286952574025318,7.433752266922037,0.26171174087700594,R&B,-1.6924306,-16.890587 +456,Ice Cube,0.03164586206896542,0.03302379310344826,0.007168620689655164,0.004459655172413792,33.06754674130963,304.48275862068965,0.08111099312363237,8.877104790447417,0.2682922515624116,Lyrical (Diverse),-8.386614,15.282222 +457,Ice Prince,0.009285999999999997,0.04399600000000001,0.00487,0.023395999999999997,27.37999990588378,184.4,0.09484493038274688,7.19325717251378,0.2621478403014141,Archetypal,-6.4563875,-4.1851053 +458,Ice-T,0.01329,0.0274,0.04375,0.00376,37.59722222222222,206.0,0.07609900258588843,9.875,0.2626523827114887,Club & Trap,-16.956886,-10.381584 +459,IceJJFish,0.020921111111111106,0.017307777777777776,0.010905555555555555,0.04394333333333333,29.187946478511638,95.83333333333333,0.07341040507893329,7.732880411261506,0.2641129489370576,R&B,-0.80579734,-18.185333 +460,Iggy Azalea,0.019556521739130434,0.01173869565217391,0.012032608695652173,0.02249304347826087,30.145377248704914,161.7391304347826,0.07382453862645531,7.9644487553687755,0.2639966589526654,R&B,3.4125304,-7.3017955 +461,Ill Bill,0.021011666666666668,0.005856666666666667,0.0,0.0010591666666666668,40.79450281207502,254.41666666666666,0.11165987382217397,11.08050762054175,0.27152709653299584,Lyrical (Dense),8.28203,16.584433 +462,Illmind,0.038896170212765965,0.02769574468085106,0.008239148936170212,0.012110744680851061,38.03833428434633,280.84615384615387,0.08668508615563873,10.070418268364286,0.264706896408638,Lyrical (Dense),-0.7062046,17.362902 +463,Immortal Technique,0.029941875000000003,0.016820625,0.00102375,0.0051556250000000005,41.25165079691452,305.3125,0.09741892771418638,11.304918526303307,0.2740035410721473,Lyrical (Dense),6.3918314,20.328491 +464,Imran Khan,0.0,0.021,0.0,0.00608,31.859154929577464,235.0,0.10389036251105217,8.985915492957746,0.28205128205128205,Lyrical (Diverse),15.160806,7.674793 +465,Indo G,0.013740000000000002,0.018604000000000002,0.004224,0.0018239999999999999,38.057141302438836,250.4,0.0779832576852876,9.785822933111666,0.25743400210226514,Archetypal,-6.4658613,4.7061973 +466,Inspectah Deck,0.01954,0.04109,0.00491,0.00036,37.23880597014925,278.0,0.11142284569138276,9.611940298507463,0.2581162324649299,Archetypal,-6.061693,10.581592 +467,Isaiah Rashad,0.020043125000000005,0.019644375000000002,0.036312500000000004,0.011388750000000001,31.221462139972324,157.75,0.08403622659194536,8.104615154136557,0.25921228082403797,Club & Trap,-8.673703,-11.907687 +468,Ivy Sole,0.0247595652173913,0.003390434782608695,0.0036291304347826087,0.02526347826086956,38.112765988671505,186.69565217391303,0.10072789520687624,9.981387734740926,0.261566254135705,Lyrical (Diverse),1.5825115,3.3751376 +469,J Hus,0.022850810810810807,0.007466756756756757,0.011744864864864863,0.01776,30.58904323670252,184.0,0.0733441311777404,8.169340471620405,0.26676890747938303,R&B,3.9702218,-6.805719 +470,J-Diggs,0.02984666666666667,0.023263333333333334,0.0035099999999999997,0.0030066666666666666,32.36860670194003,217.0,0.09865552180892877,8.48661215327882,0.2630876474411327,Lyrical (Diverse),3.4069555,6.4764214 +471,J-Hope,0.01791,0.00219,3e-05,0.00979,34.51923076923077,189.0,0.1052924791086351,9.403846153846153,0.2724233983286908,Lyrical (Diverse),13.848158,8.786925 +472,J-Kwon,0.027487619047619045,0.02211190476190476,0.005846190476190477,0.008499047619047618,31.79635676668482,223.61904761904762,0.08706857313824792,8.467394766604723,0.2663348461890858,Lyrical (Diverse),2.8274195,0.12203314 +473,J-Roc,0.023163749999999997,0.008936666666666664,0.007789583333333333,0.032126666666666664,32.91908337651668,259.0416666666667,0.0867501856642854,8.67891520814116,0.26385310580610843,Lyrical (Diverse),10.237122,-3.5481892 +474,J. Cole,0.026324285714285727,0.03809642857142858,0.0037207142857142855,0.018790714285714282,41.52562559638683,257.35714285714283,0.08664396174045155,10.901958058015781,0.2620115621366956,Lyrical (Dense),-12.64672,12.404348 +475,J. Stalin,0.018226666666666665,0.07724333333333333,2.3333333333333332e-05,0.0,39.084245880040605,244.66666666666666,0.08858308117489742,10.394938335601202,0.2659266719800735,Archetypal,-15.099793,9.520785 +476,J. Valentine,0.0248825,0.00407,0.019495000000000002,0.06577,25.444680594773878,130.25,0.08308171471223172,6.664863184079602,0.26179224610710594,R&B,0.53000325,-19.776377 +477,J.R. Rotem,0.021652222222222222,0.0004011111111111111,0.0041244444444444445,0.03819444444444445,22.925723101331364,104.18518518518519,0.05812286247269856,6.006979738974595,0.2625456336737811,R&B,4.762794,-19.80827 +478,J.R. Writer,0.03611285714285715,0.024982142857142862,0.005090000000000002,0.002625714285714286,38.173255172561106,262.2857142857143,0.09991469450483921,9.874047755885714,0.25886839664217237,Lyrical (Dense),2.609518,12.874282 +479,JID,0.01379,0.02461,0.04231,0.00509,35.849557522123895,318.0,0.07849913601579857,9.769911504424778,0.2725253023944705,Club & Trap,-17.678488,-9.216897 +480,JPEGMafia,0.01315483870967742,0.03702580645161291,0.026329354838709677,0.019424193548387095,27.638816680369104,162.32258064516128,0.1042435541213048,7.255176750014709,0.26195341250802223,Club & Trap,-6.4807796,-5.765567 +481,JT Money,0.009768571428571429,0.04915428571428571,0.0,0.010072857142857142,30.69712861558107,224.85714285714286,0.07490851159090257,7.78274210496999,0.2534968886111974,Archetypal,-14.556037,2.912246 +482,JT the Bigga Figga,0.02809133333333334,0.028873333333333338,0.004744666666666666,0.007276666666666666,37.76642451540099,275.6666666666667,0.08344356715082119,9.834690583209587,0.26063911167284015,Lyrical (Dense),-2.2303944,13.209169 +483,Ja Rule,0.025852307692307692,0.03309923076923076,0.006027692307692308,0.023427692307692302,34.39982898467504,263.0769230769231,0.07883883512468162,9.04766499186913,0.2631682089709138,Archetypal,-8.275516,6.0963073 +484,Jack Harlow,0.04010451612903226,0.010029032258064516,0.017970967741935483,0.013194193548387096,36.798773677268976,188.09677419354838,0.0843408241707027,9.630667138025853,0.2615328323377042,Lyrical (Diverse),6.620101,-0.60633594 +485,Jackie Hill-Perry,0.0345505,0.000142,0.0028285,0.0118545,36.91852746290148,247.75,0.0937866247892393,9.735827888030128,0.2636034327304909,Lyrical (Dense),9.910317,10.846347 +486,Jadakiss,0.02535,0.08929,0.0059,0.00449,37.2212389380531,291.0,0.06918687589158345,9.265486725663717,0.24893009985734665,Archetypal,-18.075233,1.951178 +487,Jaden Smith,0.029084999999999996,0.0049090625,0.012998125,0.0421140625,30.919098450416378,231.0625,0.08697475713624049,8.208501144645208,0.2655713765984567,Lyrical (Diverse),10.458504,-4.810847 +488,Jae Millz,0.019549375000000004,0.03950937499999999,0.000874375,0.01192,34.15101769668297,199.1875,0.0893568914413713,8.81528283680331,0.25838758974394244,Archetypal,-12.510575,3.7710543 +489,Jahlil Beats,0.0,0.11213,0.00339,0.01157,36.372093023255815,274.0,0.08759590792838874,9.55813953488372,0.26278772378516624,Archetypal,-16.595736,9.533117 +490,Jake Miller,0.027087631578947363,0.0004202631578947369,0.016775789473684206,0.028711578947368428,27.818655588810124,140.10526315789474,0.07061982089318124,7.395436339584402,0.2651029583672914,R&B,1.3532449,-16.58702 +491,Jake One,0.015703714285714286,0.0002882857142857143,0.0028154285714285716,0.014219142857142857,24.411545755439477,80.11428571428571,0.0612631524838422,6.247043988342633,0.2556069615974314,R&B,-2.4298904,-11.843335 +492,Jam Master Jay,0.02759142857142858,0.005697142857142858,0.003135714285714286,0.003664285714285714,33.40093999360049,234.14285714285714,0.09966729434556465,8.69840069453984,0.2604047647054911,Lyrical (Diverse),6.068762,10.380235 +493,Jamal,0.03855687500000002,0.026985,0.004490624999999999,0.01231875,38.354180510202085,276.625,0.08749600164028862,10.127117811180403,0.26391433627755934,Lyrical (Dense),-0.65960294,17.36942 +494,Jamal Woolard,0.02521,0.03249,0.0010133333333333333,0.0020066666666666666,37.27652086475616,224.33333333333334,0.11613423959962921,9.672448466566113,0.25908549434829364,Lyrical (Dense),0.8342996,8.870771 +495,Jamie Foxx,0.03118,0.00058,0.00601,0.03103,40.40163934426229,276.0,0.05599513085818624,11.114754098360656,0.2751065124771759,Lyrical (Dense),17.624397,9.638434 +496,Jamie Madrox,0.047460799999999984,0.005226800000000003,0.0013344000000000001,0.0082476,34.07117560839935,248.28,0.09352915964211593,9.20696600672685,0.27012224422056924,Lyrical (Dense),11.951844,16.30975 +497,Jarren Benton,0.02158558823529412,0.04387852941176472,0.0077573529411764704,0.00792029411764706,35.52734964490203,252.64705882352942,0.10017101762835867,9.407859147935701,0.2646883203862851,Archetypal,-8.377378,10.232466 +498,Jason Derulo,0.007544,0.000996,0.025098,0.028362000000000005,28.481637939826623,108.0,0.05260966905659984,7.80148197544424,0.2742472007895814,R&B,10.791626,-15.5728655 +499,Jay Burna,0.04305,0.00542,0.00576,0.00116,18.557142857142857,143.0,0.0550423402617398,4.814285714285714,0.25943033102386454,R&B,0.56374705,-13.481973 +500,Jay Critch,0.019929130434782612,0.04535173913043478,0.020134347826086956,0.005314347826086956,35.95154840679809,192.8695652173913,0.07441317788256532,9.313141359864408,0.2590002928240317,Archetypal,-15.071697,-4.149199 +501,Jay Electronica,0.03249962962962963,0.009384074074074074,0.001956296296296296,0.003817777777777778,39.26129044965987,265.18518518518516,0.11062045129550482,10.516366936938082,0.2678199019341613,Lyrical (Dense),7.6314187,16.281664 +502,Jay Rock,0.01396,0.03018,0.01312,0.01656,36.53333333333333,247.0,0.06438998957247133,9.371428571428572,0.25651720542231493,Archetypal,-13.392817,-2.6446242 +503,Jay Z,0.033729166666666664,0.019005833333333336,0.004545833333333333,0.008325,34.96247229495019,252.20833333333334,0.09501758622142144,9.259956410963909,0.26482491287740834,Lyrical (Dense),3.9508934,14.588295 +504,JayDaYoungan,0.020058064516129032,0.051721612903225814,0.023004193548387095,0.018195483870967744,40.46500153812174,170.03225806451613,0.07397046565591896,10.41436024578871,0.25736802319904867,Archetypal,-16.247414,-4.4366107 +505,Jayo Felony,0.019405,0.06252833333333334,0.005866666666666666,0.017145,38.803537534104414,262.8333333333333,0.08931986124432877,9.915794029323733,0.2554033003771646,Archetypal,-13.646763,9.348016 +506,Jaz-O,0.032794285714285734,0.009932499999999999,0.018550357142857153,0.032381071428571426,32.5777479989957,177.75,0.07550982219987212,8.58835907786702,0.2638016574342127,Lyrical (Diverse),7.8837833,-6.051158 +507,Jazz Cartier,0.02341236842105263,0.0208378947368421,0.011778421052631577,0.02277763157894737,32.159564661330116,178.47368421052633,0.07775511586853226,8.532569796571853,0.2653248359635101,Lyrical (Diverse),3.1205964,-5.7470474 +508,Jazze Pha,0.024651818181818153,0.04453090909090907,0.007343636363636366,0.0049354545454545476,34.07313242685464,295.27272727272725,0.08932041293607493,9.062055111105474,0.26608065807205433,Archetypal,-9.178457,12.615756 +509,Jean Grae,0.029613888888888884,0.004592222222222222,0.005073333333333333,0.018650555555555556,36.44252227507973,246.88888888888889,0.10224934126144508,9.705100309160843,0.26604813242912995,Lyrical (Dense),10.425939,10.021636 +510,Jeezy,0.022404399999999994,0.03936359999999999,0.028191200000000003,0.011931599999999997,35.7901022308242,204.84,0.0831512685741262,9.243651652445886,0.25795339485455043,Archetypal,-14.812707,-5.4291906 +511,Jennifer Lopez,0.023397857142857144,0.002757142857142857,0.01965,0.0701557142857143,30.39945086307826,150.71428571428572,0.05986304689867423,8.088171533707554,0.2655354265832929,R&B,-0.7002633,-20.88009 +512,Jeremiah Jae,0.023472916666666663,0.006364583333333333,0.0037558333333333337,0.01076125,28.844277913610473,196.0,0.09662259771538644,7.411824459710282,0.2565495665507906,Lyrical (Diverse),-0.9191201,-7.0965395 +513,Jeremih,0.01758111111111111,0.012485555555555555,0.015995555555555555,0.03806777777777778,26.162110128664384,136.22222222222223,0.08574160458736015,6.910704268947562,0.2643173107779514,R&B,2.206744,-17.599274 +514,Jermaine Dupri,0.02685,0.07814,0.0,0.03369,25.04494382022472,195.0,0.08748317631224764,6.202247191011236,0.24764468371467024,Archetypal,-7.2649746,-3.6110277 +515,Jeru the Damaja,0.028224444444444448,0.014619444444444444,0.00024,0.002890555555555555,35.25936199184949,262.94444444444446,0.10215979088220907,9.277274340294824,0.26311728627013004,Lyrical (Dense),5.9085026,12.280509 +516,Jewell,0.015195405405405402,0.00021945945945945947,0.006505675675675677,0.015489189189189184,26.959320969369394,106.02702702702703,0.09744599086174408,7.065914590049047,0.2616927864027766,R&B,3.9680297,-13.892138 +517,Jibbs,0.027458888888888894,0.008137777777777778,0.009601111111111112,0.015181111111111109,32.22176301920166,199.88888888888889,0.08581650535789692,8.208228988244517,0.25477676431899593,Lyrical (Diverse),-2.0341213,1.5915964 +518,Jidenna,0.016838529411764707,0.009962647058823527,0.01703911764705882,0.016784705882352938,29.177840761216306,170.97058823529412,0.07032214198071274,7.9134312040767325,0.271824892036506,R&B,10.085473,-10.776106 +519,Jim Jones,0.02135315789473684,0.03159894736842105,0.004462105263157895,0.014745263157894735,34.289840934171686,236.0,0.09229472627574464,8.819695842340431,0.2569751308478796,Archetypal,-5.02473,5.7014685 +520,Jimmy Wopo,0.012787500000000002,0.05327649999999999,0.005058,0.006292500000000001,36.85305070536907,183.35,0.08392469486056206,9.620297322944362,0.2609069187004433,Archetypal,-13.511393,2.066942 +521,Jipsta,0.00577090909090909,0.00010272727272727273,0.001708181818181818,0.03698636363636363,19.10491151317472,83.36363636363636,0.05143652055595667,5.722771340653528,0.2950193029566719,R&B,13.329642,-16.786982 +522,Joe Budden,0.04119695652173914,0.025526086956521737,0.0014569565217391303,0.012773043478260871,38.46311065520884,320.6521739130435,0.09410901759477887,10.21304311936902,0.26548459900440713,Lyrical (Dense),-0.3178257,17.685017 +523,Joell Ortiz,0.04316333333333334,0.01657866666666667,0.0037386666666666666,0.004572666666666668,38.934265165034596,289.06666666666666,0.10342055509605771,10.290774568319113,0.26429278507177606,Lyrical (Dense),5.6952167,16.395634 +524,John Cena,0.04046166666666667,0.011832500000000001,0.011014166666666667,0.015304166666666666,35.036391713143296,259.4166666666667,0.097102891258204,8.996530313649028,0.2568066255559183,Lyrical (Diverse),0.49771532,11.426305 +525,"Johnny ""J""",0.03619,0.02022,0.0,0.039220000000000005,34.70059341844992,233.5,0.09010475121586232,9.210753461607624,0.2653572764683876,Lyrical (Diverse),9.870539,-1.4131368 +526,Johntá Austin,0.01359,0.0,0.0,0.06708,19.346666666666668,100.0,0.06891798759476224,5.266666666666667,0.2722260509993108,R&B,2.2155354,-21.80734 +527,Joji,0.01866357142857143,0.009967142857142857,0.009892857142857142,0.01978857142857143,21.926621587326963,58.785714285714285,0.0721966539593127,5.72535742945868,0.2608631751048559,R&B,6.4160004,-18.753231 +528,Jon Connor,0.039376,0.03824599999999999,0.005856000000000001,0.009514,39.08242669099123,286.2,0.0880744560960127,10.376486084103318,0.2654771872383689,Lyrical (Dense),-0.9557151,17.526289 +529,Joyner Lucas,0.036019333333333334,0.02842133333333333,0.026536000000000004,0.017308,40.29918039150228,275.93333333333334,0.07335847703241412,10.712522264464587,0.2660258951824014,Lyrical (Dense),-2.7911673,17.531315 +530,Juelz Santana,0.02089166666666667,0.034153333333333334,0.04975333333333334,0.011388333333333334,34.445175677811086,261.5,0.07870329174417902,8.928120228529018,0.25914267686363796,Club & Trap,-16.13341,-11.275107 +531,Juice WRLD,0.014500606060606063,0.021015757575757573,0.03691969696969698,0.01942636363636364,29.697100779719307,139.84848484848484,0.08380677161405957,7.842355151572866,0.26355976073337306,Club & Trap,-8.811063,-13.227455 +532,Juicy J,0.00339,0.07261,0.0,0.01571,38.04658605974396,177.0,0.12407993112199014,9.868421052631579,0.2593761272041602,Archetypal,-14.594144,7.376638 +533,Jus Allah,0.03281333333333333,0.0029891666666666664,0.00029499999999999996,0.00088,39.00180756609024,243.91666666666666,0.11375048260400956,10.654755388276191,0.2730629632047767,Lyrical (Dense),8.373772,16.434015 +534,Just Ice,0.02670466666666667,0.023378666666666666,0.0019960000000000004,0.011591999999999996,33.449510090470895,248.66666666666666,0.0852590047575035,8.97565246677172,0.26863415311573974,Lyrical (Diverse),6.303501,3.2849777 +535,Juvenile,0.026878333333333334,0.03165666666666667,0.015276666666666668,0.012319166666666668,39.93335830261216,240.75,0.08940401646404957,10.451440559794063,0.2616682528880512,Lyrical (Dense),-12.065737,12.199171 +536,K Camp,0.014838846153846154,0.02551538461538462,0.021483846153846155,0.024403846153846158,31.62402204146502,160.34615384615384,0.0686742763517786,8.16765324984654,0.25829287944243934,Club & Trap,-8.343835,-8.0519085 +537,K-Dee,0.035925000000000006,0.01698,0.00573,0.016336666666666663,32.29296292352928,267.0,0.09844515995289911,8.446710295338859,0.2616519815300758,Lyrical (Diverse),4.5488524,8.788619 +538,K-Solo,0.026043,0.008667,0.001942,0.006225,34.29388587218979,270.0,0.08629311398106493,9.05275296811293,0.26365340898198697,Lyrical (Diverse),7.5258336,7.8899226 +539,K.A.A.N.,0.03542897435897436,0.021303076923076928,0.00546051282051282,0.010373589743589744,34.89233317182818,275.8974358974359,0.08365603815627155,9.635458566549781,0.2751212755183267,Lyrical (Dense),13.628779,12.143137 +540,K.E. on the Track,0.02911294117647059,0.041098823529411785,0.01547,0.011477058823529411,37.195536913434935,334.29411764705884,0.08459883132920096,9.833866841485221,0.2641636756768236,Lyrical (Dense),-5.162339,16.275162 +541,K.O,0.03515592592592591,0.03615481481481482,0.004530740740740736,0.01869518518518518,36.66936584698264,208.37037037037038,0.08075652039523931,9.751780701082996,0.2653707070444729,Lyrical (Dense),-4.0062613,11.808851 +542,K7,0.0036950000000000004,0.00148,0.0,0.034425,26.88157894736842,182.0,0.059389800491057645,6.964912280701754,0.2590961625818669,R&B,0.009343894,-17.165102 +543,KB,0.02979625,0.00191875,0.029561874999999998,0.015623124999999998,33.06938598618558,211.1875,0.0835517698925846,8.75854691447256,0.2651196119329919,Lyrical (Diverse),7.7667613,-3.0864086 +544,KILLY,0.014,0.001115,0.09227,0.0116,33.232469512195124,108.0,0.09540629943909104,8.753048780487806,0.2681317416942327,Club & Trap,-10.711463,-16.262642 +545,KJ-52,0.036067,0.000563,0.009297999999999999,0.0090165,32.47142076753413,197.25,0.08531559625347598,8.550711442332695,0.26348482414095314,Lyrical (Diverse),13.028713,2.0954404 +546,KO,0.03515592592592591,0.03615481481481482,0.004530740740740736,0.01869518518518518,36.66936584698264,208.37037037037038,0.08075652039523931,9.751780701082996,0.2653707070444729,Lyrical (Dense),-4.006224,11.809109 +547,KRS-One,0.026980000000000004,0.0070688888888888884,0.010003333333333333,0.02099111111111111,34.79032626956201,244.77777777777777,0.08299959361078951,9.221258123888681,0.2650981250459389,Lyrical (Diverse),9.088085,0.55348396 +548,KSI,0.03676769230769231,0.007183076923076922,0.030286153846153848,0.004812307692307691,32.333461679987245,207.92307692307693,0.09125031474446607,8.573161036398766,0.26526828076342074,Lyrical (Diverse),7.4939103,-2.449493 +549,Kam,0.05169666666666665,0.013996666666666682,0.0027633333333333308,0.004405000000000001,39.21041885259192,381.5833333333333,0.08960503370402872,10.45823654611994,0.2668202820782522,Lyrical (Dense),1.6614493,21.793957 +550,Kamaiyah,0.0117925,0.025010000000000004,0.022429999999999995,0.020685,31.926762514308823,146.08333333333334,0.07197582065494633,8.066616931889355,0.2527717396558304,Club & Trap,-8.658736,-8.097118 +551,Kanto,0.015284545454545455,0.0009136363636363636,0.001888181818181818,0.007314545454545454,23.031398421918013,114.9090909090909,0.0887518619465058,6.208800808436706,0.269227836901179,R&B,7.435525,-13.879959 +552,Kanye West,0.03065249999999999,0.0120425,0.01685125000000001,0.020147499999999992,35.40518281217143,248.125,0.08926474721985851,9.406450472193875,0.2659311324115273,Lyrical (Diverse),7.872311,0.43906167 +553,Kardinal Offishall,0.01405923076923077,0.005891538461538462,0.005425384615384615,0.0219,33.53321821217294,238.46153846153845,0.07962145755725046,8.937158307233439,0.26657110060011424,Lyrical (Diverse),3.5544684,-4.638736 +554,Kash Doll,0.0179625,0.0324225,0.0162275,0.0208825,30.076041743559458,136.5,0.08885821152123896,7.83508628396611,0.26008207454762716,Archetypal,-7.501231,-5.415777 +555,Kat Dahlia,0.0215544,0.0025615999999999994,0.008980400000000001,0.035551200000000005,24.31843140726913,116.52,0.07750452280071914,6.484559919506845,0.2666115230581022,R&B,2.8757143,-18.356367 +556,Katie Got Bandz,0.011470833333333333,0.05472750000000001,0.0047325,0.0033799999999999998,30.229661758931183,151.75,0.08980643020261987,7.672935303420396,0.2534097306693855,Archetypal,-13.103644,0.14804582 +557,Keak da Sneak,0.017738,0.04024200000000001,0.003952,0.015926000000000003,34.38932512890301,256.6,0.09108863603021974,8.982871585259833,0.26158515881399513,Archetypal,-10.553043,7.1223526 +558,Kehlani,0.02498,0.0,0.07287,0.00438,25.285714285714285,190.0,0.05963590709353421,6.579365079365079,0.26020087884494664,Club & Trap,-11.2158375,-15.488977 +559,Keith Ape,0.0,0.03143,0.0549,0.0,33.68421052631579,211.0,0.082421875,8.802631578947368,0.261328125,Club & Trap,-15.642936,-12.159466 +560,Keith Murray,0.033058,0.004172,0.010650000000000001,0.016138,36.064514771189835,239.4,0.09756546325410273,9.640494942619323,0.2673087366154767,Lyrical (Dense),10.652409,9.9458475 +561,Kelis,0.016004615384615384,0.0010707692307692308,0.0034569230769230766,0.025099999999999997,22.175787045855518,109.76923076923077,0.07655222960041487,5.902902567601176,0.26667108933490413,R&B,6.5885544,-17.924606 +562,Kendrick Lamar,0.02670466666666667,0.023378666666666666,0.0019960000000000004,0.011591999999999996,33.449510090470895,248.66666666666666,0.0852590047575035,8.97565246677172,0.26863415311573974,Lyrical (Diverse),6.3036733,3.2848523 +563,Kent Jones,0.022255882352941177,0.010498235294117647,0.020861764705882354,0.02541235294117647,34.32955620272722,183.41176470588235,0.06855654030099104,9.108825855710265,0.26561322975814233,Lyrical (Diverse),7.068667,-5.782851 +564,Kerser,0.04438052631578948,0.011903157894736843,0.005978157894736844,0.006700789473684211,37.57316302044171,276.3421052631579,0.08962738186409688,9.737464840588496,0.2589558962413013,Lyrical (Dense),-0.5073054,13.613535 +565,Kevin Abstract,0.026284444444444444,0.0047888888888888885,0.021773333333333332,0.020818888888888887,29.50582265524812,131.0,0.08976806350056384,7.734411165517664,0.2629251635330292,R&B,4.60066,-8.1871 +566,Kevin Gates,0.026450357142857144,0.023578571428571428,0.006023928571428573,0.015069285714285717,35.20518579354195,225.42857142857142,0.08741315429024824,9.291187237197956,0.2638716042783062,Lyrical (Diverse),2.4910817,1.8603358 +567,Kevin McCall,0.016017272727272727,0.009601818181818182,0.026369090909090908,0.037839090909090906,29.680911700710464,130.45454545454547,0.07995645790428024,7.866266258697797,0.2655746010795992,R&B,-2.3373072,-17.645666 +568,Key Glock,0.008916785714285714,0.04172535714285714,0.08422071428571427,0.0012085714285714284,34.95338634192496,165.82142857142858,0.07529356316804903,8.917278073335464,0.25512593144938206,Club & Trap,-13.556866,-14.710581 +569,Khia,0.011638,0.042785000000000004,0.0009049999999999999,0.014709,30.341504739427002,166.9,0.05419118430131751,7.908375180279288,0.2607800422359882,Archetypal,-17.01337,-0.8840908 +570,Khleo,0.03181285714285714,0.006294285714285713,0.0068171428571428576,0.0407,30.211355921623237,190.28571428571428,0.0951706176011682,7.7220482814086635,0.2549045780386931,Lyrical (Diverse),9.958716,-7.714373 +571,Kia Shine,0.028662,0.014118000000000002,0.004528,0.016258,34.05934326120085,205.8,0.08443679985485558,8.815225509127703,0.25885616527654864,Lyrical (Diverse),-1.4852955,1.9896761 +572,Kid Capri,0.027293333333333336,0.03533666666666667,0.006887222222222223,0.009861666666666671,34.12474497754719,249.05555555555554,0.0920899924976715,8.935833397798794,0.26191868937981994,Archetypal,-5.1670556,8.008132 +573,Kid Cudi,0.01599304347826087,0.013198260869565215,0.009760434782608697,0.015175217391304346,28.659127191260506,161.08695652173913,0.0829040491908239,7.674685318401973,0.26914644177074243,R&B,9.596181,-11.618327 +574,Kid Frost,0.017318780487804872,7.390243902439023e-05,0.01231097560975609,0.019018536585365866,25.356433243891193,103.7560975609756,0.06824218908805214,6.786981443744964,0.2677177977551719,R&B,8.286893,-16.624617 +575,Kid Ink,0.02829740740740741,0.024852222222222227,0.017063703703703706,0.016712592592592595,32.549001669171595,188.5185185185185,0.08296737790794768,8.380139642467782,0.25728204409087196,Lyrical (Diverse),-7.0228634,-8.054678 +576,Kid Rock,0.022604687499999998,0.0054293749999999984,0.008904687500000001,0.012853124999999998,29.62248963429182,157.0625,0.09290017806545128,7.6762918614894184,0.2587589495698379,Lyrical (Diverse),-0.6155577,-6.9788795 +577,Kid Sister,0.025987142857142858,0.006562857142857143,0.0016585714285714283,0.01609857142857143,29.718348488303967,141.28571428571428,0.08655951377295971,7.605487299013618,0.25714257867448287,Lyrical (Diverse),-0.55180013,-7.02779 +578,Killah Priest,0.02029909090909091,0.0024445454545454545,0.0010772727272727273,0.001179090909090909,35.68464084401603,269.3636363636364,0.1012678913689996,9.48609715901275,0.2654041885982438,Lyrical (Diverse),8.268056,12.483452 +579,Killer Mike,0.031154666666666667,0.024653333333333336,0.0048259999999999996,0.011148666666666666,32.827700971469326,249.93333333333334,0.09764692310841659,8.577860141911513,0.2613209149075217,Lyrical (Diverse),-1.3100387,6.532895 +580,Kilo Ali,0.031222352941176472,0.016132941176470586,0.009521764705882355,0.01902235294117647,33.38941278952099,250.64705882352942,0.08230697984639576,8.906094835457077,0.2664532204092178,Lyrical (Diverse),8.873694,1.171017 +581,King Chip,0.020639,0.03914549999999999,0.005099,0.012138500000000002,35.14570692246833,213.9,0.09343313139896588,9.18590220330517,0.26124188980269386,Archetypal,-11.686588,6.4959426 +582,King Gordy,0.02246833333333333,0.006548333333333333,0.00016166666666666668,0.012183333333333332,33.61225978009117,273.3333333333333,0.09729986606664298,8.923959996446856,0.2654510546369507,Lyrical (Diverse),8.025354,10.586193 +583,King Lil G,0.029048292682926826,0.017970243902439023,0.013469024390243903,0.01796634146341463,27.75449436159122,204.34146341463415,0.09160714539135068,7.3831368491147265,0.2660259103474263,Lyrical (Diverse),12.17181,-3.5561037 +584,King Tee,0.024336000000000003,0.019439999999999995,0.006854000000000001,0.003888,33.38339089575177,238.6,0.08129236141146927,8.624304243028924,0.25941857146492503,Lyrical (Diverse),-5.2209206,3.2836475 +585,King Von,0.025881904761904762,0.0519747619047619,0.015757142857142855,0.006186666666666667,34.9638451329602,206.9047619047619,0.08342182631782111,8.901948291640409,0.2544736645426092,Archetypal,-13.81703,-0.95034206 +586,Kirk Knight,0.028655714285714284,0.019002857142857144,0.0032842857142857144,0.0059414285714285715,34.81339844902543,198.28571428571428,0.09645378632591382,9.248708020214053,0.2654850955674727,Lyrical (Diverse),4.663117,6.3127384 +587,Kirko Bangz,0.016852857142857145,0.036835,0.011997857142857143,0.018487142857142858,30.965309683579896,149.92857142857142,0.08667157875185773,8.04225652967987,0.2590294530315132,Archetypal,-7.6145663,-5.235745 +588,Kitty,0.00577090909090909,0.00010272727272727273,0.001708181818181818,0.03698636363636363,19.10491151317472,83.36363636363636,0.05143652055595667,5.722771340653528,0.2950193029566719,R&B,13.301996,-16.777035 +589,Knero,0.03603,0.0,0.0,0.04915,29.048192771084338,191.0,0.07922024056408129,7.530120481927711,0.2592285358772294,R&B,9.826678,-7.8053236 +590,Knoc-turn'al,0.026693846153846155,0.022750769230769234,0.009504615384615386,0.025240769230769233,30.758428802481486,228.46153846153845,0.09552177096531642,8.018706282831694,0.2610450481980662,Lyrical (Diverse),-0.88599527,-0.6291634 +591,Kodak Black,0.03515592592592591,0.03615481481481482,0.004530740740740736,0.01869518518518518,36.66936584698264,208.37037037037038,0.08075652039523931,9.751780701082996,0.2653707070444729,Lyrical (Dense),-4.0059013,11.808327 +592,Kokane,0.028558000000000007,0.032882,0.012561999999999999,0.002079,28.425866905405048,294.0,0.09574398489457582,7.479851119450397,0.26291839897617225,Lyrical (Diverse),0.19712251,5.9403267 +593,Kool A.D,0.022604000000000006,0.014370000000000003,0.005861,0.004404,31.436845970538222,219.6,0.11271006888411265,8.50330555629213,0.2695924247886475,Lyrical (Diverse),5.5818124,5.561598 +594,Kool G Rap,0.02070714285714286,0.026048571428571428,0.008374285714285713,0.004855714285714285,38.897156276359176,299.2857142857143,0.09669176517933165,10.209209895713519,0.26246500170721215,Lyrical (Dense),-6.345709,11.550431 +595,Kool Herc,0.026980000000000004,0.0070688888888888884,0.010003333333333333,0.02099111111111111,34.79032626956201,244.77777777777777,0.08299959361078951,9.221258123888681,0.2650981250459389,Lyrical (Diverse),9.088115,0.56757617 +596,Kool Keith,0.00433,0.00979,0.00174,0.00459,19.314606741573034,196.0,0.1140197789412449,4.98876404494382,0.2582897033158813,R&B,2.0114436,-12.333715 +597,Kool Moe Dee,0.041615,0.002706875,0.00491125,0.009025,30.609371353708266,285.5625,0.09175079326320756,8.237354696988412,0.26894745274643456,Lyrical (Diverse),14.852247,3.8783672 +598,Kossisko,0.00154,0.026005,0.032400000000000005,0.038425,22.426342314402017,87.5,0.056329407080886684,5.877107966660206,0.2621854021484788,R&B,-3.8042576,-17.19366 +599,Krayzie Bone,0.033903,0.032757,0.011969999999999998,0.0056300000000000005,34.428376922868075,240.1,0.08312534458655195,9.081775617246638,0.2635282382504639,Lyrical (Diverse),-4.194889,10.65067 +600,Kreayshawn,0.027566470588235296,0.020514705882352942,0.010432941176470588,0.009058235294117646,29.085298850729156,158.41176470588235,0.08387556910586796,7.581335990111493,0.26063894299275536,Lyrical (Diverse),-0.049085326,-8.352458 +601,Krizz Kaliko,0.02962166666666667,0.010060555555555557,0.006805555555555555,0.0245,29.620368258131577,189.11111111111111,0.08018849860381934,7.874551715609389,0.26637448205048275,Lyrical (Diverse),11.814426,-4.928984 +602,Kung Fu Vampire,0.03665,0.0081,0.00221,0.0,54.26086956521739,158.0,0.1266025641025641,15.043478260869565,0.27724358974358976,Lyrical (Dense),4.0993676,18.694138 +603,Kurious,0.031641666666666665,0.01384,0.0030783333333333335,0.003981666666666667,30.720724565381847,294.5,0.10325973381931364,7.917692725365078,0.25807245169305815,Lyrical (Diverse),3.7135828,9.256654 +604,Kurtis Blow,0.022036363636363635,0.0008981818181818182,0.007887272727272727,0.01537090909090909,27.6480366019401,163.72727272727272,0.08400070003148313,7.444477891953816,0.2698338730748803,R&B,9.446228,-11.853892 +605,Kurupt,0.016462666666666667,0.04654866666666666,0.0028313333333333333,0.013310666666666667,41.03754629657301,243.0,0.08722132613740294,10.739534558229613,0.2614200465488218,Archetypal,-12.918596,11.395991 +606,Kutt Calhoun,0.02683333333333333,0.025881333333333333,0.0022573333333333334,0.007085999999999999,35.07293606275437,246.46666666666667,0.08588232328529931,9.200404361031481,0.26193570951850226,Lyrical (Diverse),-3.804654,9.258978 +607,Kwamé,0.03137466666666667,0.004017333333333333,0.001698,0.017958666666666664,32.9015459490178,187.26666666666668,0.09043872473357727,8.847575392374099,0.2690934425580923,Lyrical (Diverse),14.77249,-0.8270303 +608,Kwayzar,0.02682,0.0,0.02188,0.00961,28.184615384615384,214.0,0.1168122270742358,7.846153846153846,0.27838427947598254,Lyrical (Diverse),17.85148,3.8246763 +609,Kyle,0.023331599999999997,0.0089924,0.022098800000000005,0.031805599999999996,30.084471058875195,167.12,0.08046622579480185,7.872534117002665,0.2617063378983313,R&B,5.668454,-9.687906 +610,LL Cool J,0.023163749999999997,0.008936666666666664,0.007789583333333333,0.032126666666666664,32.91908337651668,259.0416666666667,0.0867501856642854,8.67891520814116,0.26385310580610843,Lyrical (Diverse),10.212577,-3.5619504 +611,LRoc,0.04809699999999999,0.031319,0.0074080000000000005,0.0021420000000000002,39.75161495709503,420.7,0.09540120745504889,10.444535500342193,0.2627893277731591,Lyrical (Dense),0.93850285,22.361921 +612,La the Darkman,0.032095,0.01632,0.00405,0.0,36.244956819030165,282.25,0.10226205435089293,9.303450914520344,0.2560713391888555,Lyrical (Dense),3.2618635,12.331031 +613,Lakim Shabazz,0.043364666666666676,0.0,0.0014919999999999998,0.0031493333333333334,38.81748413002334,235.26666666666668,0.10284262422378232,10.563636069133935,0.27189907985790046,Lyrical (Dense),9.709039,16.666054 +614,Lakutis,0.015563076923076923,0.022118461538461538,0.016616923076923078,0.005084615384615384,24.783973244817275,147.46153846153845,0.10873966192521206,6.550312517719638,0.26399475136934486,Lyrical (Diverse),1.3116746,-11.570952 +615,Large Professor,0.008845,0.000505,0.000535,0.024515,30.856159895150718,236.0,0.08851759813086708,8.182044560943643,0.26450731067667166,Lyrical (Diverse),2.292873,-4.4034905 +616,Larry June,0.007390555555555555,0.05154944444444445,0.015231111111111112,0.017065,31.188082648800236,181.61111111111111,0.09138212319453726,8.086432562677498,0.2589761720486165,Archetypal,-9.030052,-2.8036504 +617,Laure,0.02359600000000001,0.017093999999999998,0.012560285714285717,0.036497142857142874,30.644576175454866,161.4,0.08712515131381345,8.087753365614658,0.2630195978475772,R&B,5.0232706,-9.840889 +618,Lauryn Hill,0.015279166666666668,0.0011916666666666666,0.002023333333333333,0.04621749999999999,31.80182706398414,179.25,0.07167447517058748,8.665622275527086,0.272206466652642,R&B,-1.3800594,-19.724663 +619,Lazarus,0.011362999999999998,0.0,0.0017614999999999998,0.0247945,20.964416419389995,75.95,0.07438571356546479,5.588974889826831,0.26549630831048304,R&B,6.5464525,-18.265055 +620,Lecrae,0.033290434782608694,0.0025699999999999994,0.005434347826086957,0.00987,35.125694090845,219.2608695652174,0.08482442245440054,9.358849581982334,0.26639781779450616,Lyrical (Diverse),13.326,4.4350038 +621,Left Brain,0.025624545454545455,0.006237272727272728,0.0030799999999999994,0.023102727272727275,30.833689818120014,209.0909090909091,0.09709087513241332,8.307023419894847,0.2697539315389674,Lyrical (Diverse),14.018225,-2.5163755 +622,Lil B,0.028155999999999994,0.0029909999999999997,0.008463,0.022470999999999998,34.47502803740247,95.6,0.07409509328520156,9.020699129246038,0.26171180147849665,Lyrical (Diverse),5.9349456,-5.851803 +623,Lil Baby,0.03287,0.02578,0.01102,0.0043,32.46875,194.0,0.0933589990375361,8.671875,0.2670837343599615,Lyrical (Diverse),3.3778994,1.1421947 +624,Lil Bibby,0.01770826086956522,0.061550434782608694,0.013397826086956523,0.008044347826086956,32.91722145017726,199.04347826086956,0.08923379951653591,8.452611693246121,0.2567382891353317,Archetypal,-13.50553,0.86429685 +625,Lil Debbie,0.013986000000000002,0.018626,0.016728,0.024919999999999998,29.66644276719897,153.6,0.0779971195793238,7.819452526591062,0.264254076947371,R&B,2.5204792,-9.375277 +626,Lil Dicky,0.038071428571428576,0.020017857142857143,0.009852142857142854,0.010403928571428573,35.18103139376639,292.57142857142856,0.09108968864345299,9.441805468776716,0.268306193119812,Lyrical (Dense),3.5122721,15.484812 +627,Lil Durk,0.019397499999999998,0.05761666666666667,0.012195833333333335,0.007254166666666666,38.059166210232725,204.0,0.09244525828797416,9.914009962237824,0.26042282989727034,Archetypal,-14.363977,8.601977 +628,Lil Eazy-E,0.033125714285714286,0.03832714285714285,0.004038571428571429,0.0038985714285714288,32.02187146167936,227.0,0.09530762808593497,8.37436179700927,0.2614449724046887,Lyrical (Diverse),-2.681917,7.5229278 +629,Lil Flip,0.028295384615384615,0.04560538461538462,0.00429,0.008302307692307694,33.75734496590722,230.15384615384616,0.09397159919353147,8.813493536356246,0.26072970955331903,Archetypal,-6.0288024,8.214857 +630,Lil Gotit,0.011773448275862073,0.03269896551724138,0.04405379310344828,0.01094,35.10573443190182,204.44827586206895,0.07440161662099719,9.090385269763969,0.2588633591500747,Club & Trap,-15.750264,-10.963174 +631,Lil Jon,0.008575769230769232,0.03241884615384616,0.011915384615384616,0.006068846153846153,32.223305836436616,220.42307692307693,0.05291017347000843,8.16691748393668,0.2525019198440218,Archetypal,-17.602993,-1.6589686 +632,Lil Keed,0.014816000000000001,0.038356,0.044386999999999996,0.012598999999999999,35.48727353570807,195.7,0.07182726836592285,9.196024922890297,0.25859208546388646,Club & Trap,-15.80138,-10.88398 +633,Lil Mama,0.023550952380952388,0.00551952380952381,0.006585238095238094,0.016246190476190477,30.934380750548794,207.47619047619048,0.07401753931082902,8.078968812924566,0.2605522861016112,Lyrical (Diverse),1.510847,-7.0016975 +634,Lil Mosey,0.009410833333333334,0.03566555555555555,0.02763638888888889,0.013470000000000001,35.064781381155406,131.36111111111111,0.06625023572918338,8.970276632040317,0.25597676414340675,Club & Trap,-13.146513,-9.200641 +635,Lil Nas X,0.0206415625,0.019519999999999996,0.0166809375,0.0181225,27.755453406601955,120.59375,0.08303445355413298,7.29534394795688,0.2632172175265741,R&B,2.6379604,-8.50994 +636,Lil Peep,0.028155999999999994,0.0029909999999999997,0.008463,0.022470999999999998,34.47502803740247,95.6,0.07409509328520156,9.020699129246038,0.26171180147849665,Lyrical (Diverse),5.935683,-5.853076 +637,Lil Phat,0.02051851851851852,0.05088851851851853,0.015757777777777777,0.015917407407407408,36.61572188560514,185.0,0.0809243814450082,9.478933441292495,0.25897584782298627,Archetypal,-15.311646,-4.2896895 +638,Lil Pump,0.0032753333333333332,0.028870000000000003,0.05915000000000001,0.004594666666666667,32.42702331270522,143.26666666666668,0.06262872592405624,8.321290207275858,0.2563862037141081,Club & Trap,-12.90146,-13.890253 +639,Lil Reese,0.010499615384615383,0.057101923076923085,0.004071153846153846,0.01075653846153846,32.08323085737806,137.07692307692307,0.06717413747320491,8.293185359775135,0.2582352877970551,Archetypal,-16.63683,-0.57611734 +640,Lil Ric,0.017198333333333333,0.03567666666666667,0.013630000000000001,0.010621666666666666,35.571290776975765,188.33333333333334,0.0943357648719923,9.307459493294163,0.2622166585694494,Archetypal,-11.745539,6.248727 +641,Lil Scrappy,0.02330555555555556,0.03147777777777778,0.006582222222222223,0.008478888888888888,35.42232548837983,237.66666666666666,0.08819477244725683,9.319772638428539,0.2630921744439795,Archetypal,-7.6446195,8.5531 +642,Lil Skies,0.027942307692307693,0.024936923076923075,0.015877692307692308,0.015546923076923078,32.3588344283493,163.69230769230768,0.0942112090027705,8.536757755347672,0.26426089377006473,Lyrical (Diverse),0.27486154,-0.00071098213 +643,Lil Snupe,0.02866545454545455,0.07010590909090908,0.0046068181818181815,0.0037600000000000008,39.216261055154554,239.63636363636363,0.08298614768765472,10.475093092141277,0.2670850393021135,Archetypal,-15.028555,9.686971 +644,Lil Tecca,0.006730357142857143,0.04507464285714286,0.04994857142857142,0.02481821428571429,31.947975859857927,127.60714285714286,0.07028352094799774,8.35477695261548,0.2615148989153613,Club & Trap,-10.055534,-14.0250435 +645,Lil Tjay,0.035395,0.023999999999999997,0.012788333333333334,0.02768833333333334,37.529911770941446,231.33333333333334,0.06754974417926855,9.923346259759898,0.26469443181936275,Lyrical (Dense),2.4408731,4.992769 +646,Lil Tracy,0.012926249999999997,0.012621249999999999,0.009044375,0.03511,31.17393824637167,100.125,0.0741564064779345,8.212499719367022,0.263456326865494,R&B,-0.9215349,-17.432892 +647,Lil Twist,0.02341,0.015963636363636364,0.017794545454545452,0.02951454545454546,43.17780299208834,161.9090909090909,0.09215876700180013,11.353438560422576,0.26186339813814735,Lyrical (Dense),0.92436767,2.902513 +648,Lil Uzi Vert,0.009450909090909091,0.026543636363636366,0.06593,0.018731818181818183,33.09171650773166,171.63636363636363,0.0686790561317579,8.385211958537674,0.2525507777664236,Club & Trap,-12.988722,-14.326138 +649,Lil Wayne,0.02911294117647059,0.041098823529411785,0.01547,0.011477058823529411,37.195536913434935,334.29411764705884,0.08459883132920096,9.833866841485221,0.2641636756768236,Lyrical (Dense),-5.165487,16.316864 +650,Lil Wyte,0.02827,0.016954999999999998,0.004125,0.003283333333333334,41.09478166068985,236.83333333333334,0.10378043670000714,10.721542789756503,0.2606587930696547,Lyrical (Dense),4.6975336,17.118052 +651,Lil Xan,0.007496666666666665,0.012542777777777778,0.05143166666666667,0.016035555555555556,26.53376819210179,121.66666666666667,0.0726167082323879,6.8087866406179165,0.25638210654453875,Club & Trap,-8.128603,-14.876357 +652,Lil Yachty,0.013333333333333332,0.043478,0.020757333333333336,0.0074253333333333315,31.49091088874082,154.8,0.0879045985472939,8.081286183362604,0.2565657053319756,Archetypal,-12.761348,-6.1603975 +653,Lil Zane,0.03267428571428572,0.040761428571428567,0.002871428571428571,0.02655285714285714,31.90316599036454,266.42857142857144,0.0926414167900499,8.35013912261338,0.2617274500972037,Lyrical (Diverse),-2.951682,4.2719393 +654,Lil' Cease,0.023392727272727273,0.025380909090909096,0.01079090909090909,0.016277272727272727,32.840029135526315,283.27272727272725,0.08549639009389914,8.675758122485407,0.2644374058869394,Lyrical (Diverse),-8.725895,5.6533284 +655,Lil' Fizz,0.022196666666666667,0.009389999999999999,0.002146666666666667,0.03572,32.91240898715684,190.33333333333334,0.07317496815782294,8.536643096716558,0.2595918783661981,R&B,9.868493,-6.4351125 +656,Lil' Flip,0.028295384615384615,0.04560538461538462,0.00429,0.008302307692307694,33.75734496590722,230.15384615384616,0.09397159919353147,8.813493536356246,0.26072970955331903,Archetypal,-6.026477,8.2006 +657,Lil' Keke,0.028825714285714284,0.025655000000000004,0.005382857142857142,0.009713571428571427,31.311469080255563,218.78571428571428,0.09409186709098258,8.06907555829154,0.2571181853819132,Lyrical (Diverse),-1.516622,4.89925 +658,Lil' Kim,0.0,0.0,0.037815,0.01301,23.29657882570504,186.5,0.07698969897841812,6.260656495607952,0.2687271549924596,R&B,-6.055576,-14.272249 +659,Lil' O,0.018552631578947366,0.031002631578947382,0.03760157894736844,0.011588947368421048,36.859124686329096,209.10526315789474,0.07217502664035454,9.716796832060655,0.2636902168548414,Club & Trap,-16.86275,-9.738649 +660,Lil' Troy,0.028300000000000002,0.025620000000000004,0.014296666666666666,0.004173333333333334,30.036726863339766,262.6666666666667,0.07361779448137057,7.901795561069754,0.26292992504044216,Lyrical (Diverse),-6.3590956,2.7471929 +661,Lil' Wil,0.00766,0.02411,0.00384,0.01331,43.64150943396226,198.0,0.042801556420233464,11.264150943396226,0.25810635538262,Archetypal,-12.83836,-2.627468 +662,Lin Que,0.045405,0.004855,0.0,0.00604,41.27305665349144,271.0,0.09724644343503148,10.956192358366271,0.2654643348299207,Lyrical (Dense),6.626714,18.457851 +663,Lisa Lopes,0.02567,0.0021683333333333333,0.005800833333333332,0.016781666666666667,24.997452947635775,247.08333333333334,0.07778902408942594,6.571344349180606,0.26227837129550946,R&B,0.0039076023,-9.654859 +664,Lizzo,0.01581736842105263,0.004058947368421053,0.011926315789473686,0.030022105263157895,26.053096745741954,139.1578947368421,0.08421342674745659,6.850789887726469,0.26306989155162763,R&B,3.5803046,-16.046436 +665,Lloyd Banks,0.029960909090909094,0.029570454545454553,0.0038795454545454545,0.0054136363636363635,36.46041347494151,239.13636363636363,0.10019072174444515,9.663575475246928,0.26488880890905214,Lyrical (Dense),2.4397368,14.168528 +666,LoLa Monroe,0.014588235294117645,0.038342352941176466,0.0034852941176470587,0.012807058823529411,32.2746965783161,167.52941176470588,0.09938318754575887,8.4439324993281,0.26147212674770426,Archetypal,-5.6493096,-0.75215393 +667,Locksmith,0.0528344827586207,0.019740000000000004,0.003943793103448277,0.003744137931034483,39.92591976016894,403.2758620689655,0.10370015598020638,10.653778936206853,0.266752022751818,Lyrical (Dense),1.5842891,22.027035 +668,Logic,0.04224888888888889,0.011795185185185185,0.01694666666666666,0.021053333333333323,36.72470489092501,263.81481481481484,0.08440831632986738,9.903546366917894,0.2697135503315123,Lyrical (Dense),16.387518,12.6194105 +669,Lord Finesse,0.035750000000000004,0.019170000000000003,0.006116666666666667,0.0033266666666666666,37.76154471290595,340.3333333333333,0.08990749399262347,9.877815285982697,0.2612838886990937,Lyrical (Dense),-0.6810173,15.532231 +670,Lord Have Mercy,0.012356923076923073,0.04040076923076925,0.018238461538461537,0.01058,33.14471477700521,232.76923076923077,0.08888354702887523,8.60197917097952,0.2592636612601901,Archetypal,-10.443551,-0.53243893 +671,Lord Infamous,0.01699263157894737,0.03287105263157895,0.002005263157894737,0.003464210526315789,35.78905877578478,222.94736842105263,0.09283532500881746,9.413931497433289,0.2632641273942599,Archetypal,-8.680539,8.166193 +672,Lord Jamar,0.01326,0.02587,0.00418,0.0,31.517241379310345,115.0,0.12582056892778992,8.310344827586206,0.2636761487964989,Lyrical (Diverse),3.914326,5.220596 +673,Los,0.05169666666666665,0.013996666666666682,0.0027633333333333308,0.004405000000000001,39.21041885259192,381.5833333333333,0.08960503370402872,10.45823654611994,0.2668202820782522,Lyrical (Dense),1.6617137,21.794044 +674,Lou the Human,0.041142083333333336,0.01658541666666667,0.06422333333333334,0.012543333333333335,39.74112928466641,273.2916666666667,0.08218584018050273,10.379496171507508,0.2605839164191939,Club & Trap,-18.461763,-11.120861 +675,Louis Logic,0.03679857142857143,0.006044285714285715,0.0020457142857142857,0.008041428571428571,36.009648499779075,336.2857142857143,0.10118729958338213,9.43210638091097,0.26166414115502323,Lyrical (Dense),4.294331,11.928305 +676,LoveRance,0.01061,0.028667692307692307,0.01360153846153846,0.03612384615384615,30.607111775618016,179.30769230769232,0.07931672364172619,8.19036651426452,0.26685957372685903,R&B,2.6659994,-10.03751 +677,Lovebug Starski,0.02429,0.0,0.00406,0.01828,37.527027027027025,151.0,0.054375225063017646,9.472972972972974,0.25243068059056534,Archetypal,-2.7673526,-5.750971 +678,Lowkey,0.020951428571428572,0.021865714285714287,0.011577142857142859,0.004135,33.621935388315784,170.85714285714286,0.10232653751594524,8.754595548442456,0.2603587991826499,Lyrical (Diverse),-3.027563,-0.47815946 +679,Ludacris,0.029294999999999998,0.022683000000000002,0.0070480000000000004,0.006236,37.305287607633204,277.1,0.08895739590258962,9.705398211108072,0.2599482727428143,Lyrical (Dense),-2.0663798,13.180386 +680,Luni Coleone,0.0150425,0.05751,0.00267,0.0142275,33.304757673982664,222.25,0.08185040562018,8.498506616287848,0.255726393403916,Archetypal,-14.72239,2.7101264 +681,Lupe Fiasco,0.029850370370370357,0.00856888888888889,0.00602037037037037,0.01167444444444444,34.67095116871128,248.4814814814815,0.0973123083657686,9.1988991927868,0.26534812703332245,Lyrical (Diverse),10.023509,8.8492365 +682,Luther Campbell,0.011551666666666667,0.04907999999999999,0.010065,0.010118333333333333,34.081575697561,212.83333333333334,0.058491147215193794,8.62645105643818,0.2517508236042387,Archetypal,-17.612831,-1.4105072 +683,M-1,0.00578,0.00482,0.03524,0.02729,27.175,112.0,0.10303587856485741,7.1,0.2612695492180313,R&B,-5.2994504,-13.193387 +684,M.I.A.,0.013459473684210525,0.01097,0.022665789473684212,0.015042631578947368,25.849546768446682,111.57894736842105,0.08614389332661276,6.786716307338506,0.2618054550366768,R&B,-4.8228025,-13.117175 +685,MC Breed,0.02889,0.042568,0.003408,0.002646,34.116650307503434,250.8,0.08918272527586595,8.916238482137537,0.2609925333433406,Archetypal,-5.959401,8.402822 +686,MC Eiht,0.01109,0.0257025,0.0002375,0.0038050000000000002,29.707779446219718,246.75,0.08750689026713344,7.591458256938237,0.2552382283903337,Archetypal,-7.958574,-1.157814 +687,MC Frontalot,0.017651111111111107,0.0015433333333333332,0.00032166666666666666,0.006792222222222222,35.17747181708469,239.38888888888889,0.09845212886558874,9.582051733637638,0.2723276963145463,Lyrical (Diverse),13.772327,8.770518 +688,MC Hammer,0.02308333333333333,0.0036433333333333335,0.004043333333333333,0.008110000000000001,27.803748501689004,165.33333333333334,0.06544604273451726,7.1159465693218555,0.25744658147619676,R&B,-1.2872411,-9.475452 +689,MC Jin,0.03719136363636364,0.0017904545454545456,0.003217727272727273,0.016194090909090908,32.947259263446206,218.86363636363637,0.09810567562688294,8.803336050745454,0.2668530074439978,Lyrical (Diverse),14.632087,-0.03238203 +690,MC Lyte,0.03870125,0.00428625,0.0083,0.014906250000000001,31.818422878545377,210.0,0.09466689840772274,8.345984005157838,0.2618844373191458,Lyrical (Diverse),12.957427,1.3536929 +691,MC Paul Barman,0.02735055555555556,0.0006583333333333333,0.00123,0.007403333333333335,36.24059075593181,275.1666666666667,0.11787381280159925,9.7400608515772,0.26832680548649496,Lyrical (Dense),7.4936724,13.4621 +692,MC Pressure,0.012215,0.031405,0.0,0.000135,24.951092117758783,150.0,0.11479327411801957,6.550332383665717,0.2592139250420784,Archetypal,1.015801,-11.554393 +693,MC Ren,0.03164586206896542,0.03302379310344826,0.007168620689655164,0.004459655172413792,33.06754674130963,304.48275862068965,0.08111099312363237,8.877104790447417,0.2682922515624116,Lyrical (Diverse),-8.386618,15.282098 +694,MC Ride,0.02257,0.00668,0.02418,0.01613,10.21951219512195,32.0,0.07637231503579953,2.4878048780487805,0.24343675417661098,R&B,0.6961219,-14.309723 +695,MC Serch,0.0293275,0.0011200000000000001,0.005157500000000001,0.0035375,33.566475495468765,297.75,0.09105453440843982,8.807566134226171,0.26258947053930526,Lyrical (Diverse),6.6407075,8.711622 +696,MC Shan,0.041946,0.0,8.400000000000001e-05,0.022546,35.873224631684096,300.4,0.08884848911845165,9.568327892090725,0.26535803498412963,Lyrical (Dense),11.944905,14.468174 +697,MC Trouble,0.034795,0.0,0.00438,0.049659999999999996,25.581106870229007,209.5,0.07309059984920482,6.615152671755725,0.2583221405902053,R&B,9.714306,-8.003642 +698,MF Doom,0.031875625000000005,0.005865624999999999,0.0032256249999999998,0.00608875,35.061997051703585,228.25,0.1226411648161305,9.027258393732586,0.257302589895048,Lyrical (Diverse),2.46696,10.145009 +699,MF Grimm,0.021905833333333336,0.007274999999999999,0.0008691666666666666,0.01269,34.07474927507171,247.0,0.09777534596817909,9.004356060059946,0.2641834471400489,Lyrical (Diverse),7.9747405,10.5398855 +700,Mac,0.031067941176470597,0.0017623529411764695,0.004837941176470588,0.01768588235294118,33.83656471779587,255.26470588235293,0.0879282864848433,8.990364165697098,0.2656347733608521,Lyrical (Diverse),13.057281,3.266671 +701,Mac Dre,0.012272307692307692,3e-05,0.006455384615384614,0.03201615384615385,18.89851546024215,64.84615384615384,0.09452827051465393,4.999641009410907,0.26418024928022305,R&B,5.030487,-17.55812 +702,Mac Lethal,0.03153857142857143,0.003814761904761905,0.0021633333333333335,0.017106190476190473,37.239868943716296,238.61904761904762,0.09581296137537765,10.105633708145918,0.2709240729741412,Lyrical (Dense),11.81127,10.87561 +703,Mac Mall,0.03007857142857143,0.019037142857142857,0.006545714285714286,0.010718571428571428,38.06316466867575,285.57142857142856,0.07929129580694254,9.829162357463899,0.2580599431630481,Lyrical (Dense),-1.8987963,13.402753 +704,Mac Miller,0.035785666666666646,0.005877000000000001,0.026237333333333335,0.014459000000000003,34.424299797367055,224.23333333333332,0.08715397817332371,9.237154162800527,0.26849964670273946,Lyrical (Diverse),7.6972203,-2.1587965 +705,Mac Minister,0.01709,0.039295,0.008705,0.0063549999999999995,41.705927051671736,307.0,0.07217621319165923,10.89979103343465,0.26024754454777077,Archetypal,-13.925735,12.055654 +706,Machine Gun Kelly,0.03295794117647057,0.016638235294117648,0.012729999999999995,0.01476558823529412,33.61309670733121,212.35294117647058,0.08863461061340308,8.882542110947034,0.26362088970146064,Lyrical (Diverse),5.3467875,0.588687 +707,Mack 10,0.01603555555555556,0.04994055555555556,0.004561666666666667,0.020084444444444443,34.28733451155754,176.61111111111111,0.09078168304677393,8.838577985607875,0.25786396064845557,Archetypal,-14.698518,1.8047435 +708,Mack Maine,0.017233333333333333,0.031076666666666666,0.0021,0.0020499999999999997,35.38077781518473,225.0,0.0712136342093994,9.266998341625207,0.26132451616017865,Archetypal,-7.040758,4.3967214 +709,Macklemore,0.031067941176470597,0.0017623529411764695,0.004837941176470588,0.01768588235294118,33.83656471779587,255.26470588235293,0.0879282864848433,8.990364165697098,0.2656347733608521,Lyrical (Diverse),13.076826,3.265005 +710,Mad Lion,0.026936666666666668,0.003813333333333333,0.0006033333333333333,0.006726666666666666,26.040286302406916,239.33333333333334,0.08340263882049481,6.716228391238246,0.258288703214326,Lyrical (Diverse),-0.24038576,-9.507406 +711,Madchild,0.0382178947368421,0.006046842105263159,0.002212105263157895,0.0014457894736842102,37.2668442877602,259.89473684210526,0.10783356809549978,10.04518480367311,0.2694333024593365,Lyrical (Dense),8.289317,16.243639 +712,MadeinTYO,0.006137368421052633,0.017828947368421052,0.04653105263157896,0.025377894736842113,25.174143737455488,132.42105263157896,0.06996544584851323,6.4145983596132865,0.2548293182160474,Club & Trap,-7.954043,-14.956647 +713,Madlib,0.031875625000000005,0.005865624999999999,0.0032256249999999998,0.00608875,35.061997051703585,228.25,0.1226411648161305,9.027258393732586,0.257302589895048,Lyrical (Diverse),2.4693906,10.115685 +714,Maejor Ali,0.02014,0.0034975,0.00731375,0.043946250000000006,25.200800841891752,129.5,0.08375403093105607,6.585052689248576,0.2612398196548414,R&B,2.5356753,-17.498562 +715,Magnolia Shorty,0.010849999999999999,0.023963333333333336,0.011760000000000001,0.014006666666666667,30.57159681611436,158.0,0.0652353942888764,7.779004223521768,0.2543999926898112,Archetypal,-8.631323,-8.148441 +716,Maino,0.030770909090909092,0.03488636363636364,0.012430909090909091,0.012947272727272726,32.95559332669548,192.0,0.08481623747053707,8.712859039934479,0.26492104955086565,Lyrical (Diverse),0.5992213,0.5417613 +717,Malcolm David Kelley,0.006137368421052633,0.017828947368421052,0.04653105263157896,0.025377894736842113,25.174143737455488,132.42105263157896,0.06996544584851323,6.4145983596132865,0.2548293182160474,Club & Trap,-7.927719,-14.931102 +718,Manafest,0.033793809523809525,0.00041142857142857143,0.002169047619047619,0.012659523809523808,23.65385240252461,125.33333333333333,0.07169985553685963,6.1468595004918924,0.25930312306964326,R&B,0.6366642,-13.341917 +719,Mann,0.01215,0.0,0.00095,0.00545,30.20909090909091,162.0,0.04875112849834487,8.172727272727272,0.2705386698766175,R&B,12.389191,-14.149621 +720,Mannie Fresh,0.015047692307692307,0.04140384615384615,0.003693846153846154,0.015098461538461536,33.40718460063252,265.46153846153845,0.08561383602364608,8.734189270107073,0.2624240418742247,Archetypal,-10.382234,6.7180953 +721,Mariah Carey,0.019008888888888888,0.001441111111111111,0.00913111111111111,0.05016333333333334,24.20496480313631,98.33333333333333,0.05851166432435801,6.518518213794284,0.2697537416970664,R&B,1.8324666,-20.942692 +722,Mark Battles,0.04027,0.026535,0.00066,0.00454,38.867553191489364,199.5,0.11684879264745535,10.335372340425533,0.26635942618483477,Lyrical (Dense),3.4573007,17.183413 +723,Marky Mark,0.028952500000000003,0.0016925,0.008159999999999999,0.00619,26.77018630988767,185.25,0.08767081575600792,6.953291836193657,0.26002041190526537,Lyrical (Diverse),-0.17740566,-9.373911 +724,Marley Marl,0.01782,0.00367,0.00601,0.00308,28.402877697841728,303.0,0.07674772036474165,7.669064748201439,0.27001013171225935,Lyrical (Diverse),13.048378,-10.06796 +725,Marvaless,0.03220052631578947,0.008061052631578948,0.0009989473684210526,0.0025800000000000003,37.91293378636649,267.7368421052632,0.10392173684272175,10.116237803772503,0.26695963079968665,Lyrical (Dense),7.472552,15.908151 +726,Mase,0.010715,0.025287499999999997,0.010605,0.026930000000000003,27.567568395896323,119.375,0.07525380598397116,7.1592890813217505,0.2621431806338167,R&B,1.9054261,-9.44633 +727,Masspike Miles,0.006483333333333334,0.021736666666666665,0.05651333333333333,0.027870000000000002,31.080111622794547,140.66666666666666,0.08614806051083439,8.19737714859666,0.2631820576251734,Club & Trap,-9.890953,-15.578814 +728,Masta Ace,0.03786333333333334,0.012254166666666668,0.008507500000000001,0.0072583333333333345,36.696350626598,257.0833333333333,0.10016572163461246,9.753926006042294,0.2663953079579326,Lyrical (Dense),4.8933244,15.283973 +729,Masta Killa,0.02401666666666667,0.011437777777777776,0.008208888888888887,0.0028044444444444445,33.23148787338513,235.33333333333334,0.11160428132737918,8.568742534902425,0.25753080579254545,Lyrical (Diverse),2.265439,8.746397 +730,Master P,0.023087499999999997,0.0518125,0.00387,0.007161250000000001,32.37834744572669,219.375,0.08963188944522357,8.422754519457005,0.2602431837092842,Archetypal,-12.508739,2.8930101 +731,Master Shortie,0.04513,0.0,0.00129,0.03633,29.440677966101696,187.0,0.10765687967760507,8.084745762711865,0.27461139896373055,Lyrical (Diverse),14.0366335,-1.4851369 +732,Matt Toka,0.025105,0.0,0.0,0.018125,16.617334167709636,65.5,0.09691333876169639,4.367647058823529,0.26245604618050977,R&B,5.2090783,-17.829298 +733,Max B,0.021809999999999996,0.027351249999999997,0.007873125000000003,0.007161874999999997,35.00504778091156,259.1875,0.07604752479009713,9.147286354790277,0.26120888988665014,Archetypal,-6.8678446,4.4242773 +734,Maxo Kream,0.01606125,0.034241875000000005,0.009745624999999999,0.0056275000000000006,39.01212360125004,222.5625,0.08246633152764678,10.207310668145347,0.2611095950962571,Archetypal,-12.2639265,10.748223 +735,Meek Mill,0.00509,0.10967,0.0,0.00632,38.91803278688525,230.0,0.09688289806234204,10.147540983606557,0.2607413647851727,Archetypal,-16.533087,9.510111 +736,Megan Thee Stallion,0.01689,0.04403447368421055,0.02825973684210528,0.020238684210526315,36.02092060902727,199.47368421052633,0.07422583325541501,9.402196690828891,0.26056009981409156,Club & Trap,-15.829233,-5.7265806 +737,Melle Mel,0.006983333333333334,0.007783333333333333,3.3333333333333335e-05,0.012790000000000001,29.13448115215628,202.66666666666666,0.08967678849815407,7.739270825803032,0.26385310951614954,Lyrical (Diverse),1.369277,-4.506933 +738,Memphis Bleek,0.027813333333333332,0.014280000000000001,0.008343333333333333,0.012963333333333334,32.81602461209203,198.66666666666666,0.08582915290211461,8.633587479935796,0.26353832657960713,Lyrical (Diverse),3.9316094,0.07117775 +739,Merlin,0.017521600000000005,0.0045576,0.0009728,0.003396,33.183712523710895,282.36,0.10857767497972,8.818679560041533,0.26595108970840436,Lyrical (Diverse),8.303416,12.217706 +740,Messy Marv,0.017276249999999996,0.035148750000000006,0.014550625,0.017655000000000004,33.10750049979281,221.9375,0.07920130791206575,8.63140542445458,0.2606539157001103,Archetypal,-9.913971,-1.5006928 +741,Method Man,0.0269575,0.01721821428571428,0.0035553571428571422,0.002927142857142857,34.20774889322765,323.7857142857143,0.09765994884938098,8.973488977182425,0.2624415495474993,Lyrical (Dense),4.927411,10.184583 +742,Metro Boomin,0.0114,0.02866,0.00683,0.015144999999999999,32.69208369283866,142.0,0.06432016411286258,8.79400345125108,0.26797813611738097,Archetypal,-11.448735,-3.508026 +743,Mia X,0.01464285714285714,0.003521428571428571,0.009908571428571428,0.010445714285714286,30.216981872765537,124.28571428571429,0.07376001309733114,8.162239642337441,0.27076292003429486,R&B,9.643888,-11.121804 +744,Mic Geronimo,0.037745714285714285,0.014875714285714286,0.013527142857142857,0.005550714285714285,35.34010851697678,252.71428571428572,0.09431235974997257,9.401262162867516,0.2659107762504152,Lyrical (Dense),4.2212534,15.139123 +745,Mick Jenkins,0.02438793103448275,0.023629999999999998,0.00654551724137931,0.014367586206896554,35.28822435514121,199.0,0.09213823714405965,9.30731642202339,0.26365365195647567,Lyrical (Diverse),2.3363392,1.6966522 +746,Mick Luter,0.023230999999999998,0.017761999999999997,0.031211,0.021151999999999997,33.51113908460269,188.4,0.08774532699892634,8.917666947751615,0.26590864357778865,Club & Trap,-10.694184,-9.046602 +747,Mickey Factz,0.0357545,0.003698,0.001942,0.017480000000000002,34.34842054570364,248.9,0.10028773409681077,9.030312915224581,0.2631676389750457,Lyrical (Diverse),9.070613,9.263879 +748,Mike Dean,0.019384473684210524,0.00022657894736842105,0.0028960526315789476,0.03876447368421052,26.85069765766688,122.55263157894737,0.07046373280777858,7.180718161086949,0.2682427395843606,R&B,1.9994531,-18.81291 +749,Mike G,0.03557095238095238,0.022215238095238093,0.005649047619047619,0.009125714285714284,37.237753130989596,229.0952380952381,0.10677061759575025,9.771194724861875,0.2626496931670338,Lyrical (Dense),2.4737647,14.269326 +750,Mike Jones,0.02212416666666667,0.02092375,0.005325833333333333,0.016225000000000003,33.79975606359907,183.20833333333334,0.0765731587179934,8.71516246722601,0.25872237365086864,Archetypal,-2.5859134,-4.4349194 +751,Mike Posner,0.02884764705882353,0.0037588235294117645,0.00431235294117647,0.02546705882352941,27.65018329671863,139.8235294117647,0.0860417633941603,7.312275106772422,0.2648124059995974,R&B,5.0365343,-14.693112 +752,Mike Shinoda,0.006843333333333333,0.0,0.00437,0.014150000000000001,26.213457879259646,91.0,0.05888581398955841,7.3812515006699755,0.27516436689575224,R&B,11.757371,-15.434608 +753,Mike Stud,0.035604000000000004,0.003014,0.012742,0.031806,30.36838589564576,116.0,0.08769756152004389,7.889184521803328,0.25926077327968444,R&B,8.71214,-7.889178 +754,Mike Will Made It,0.019815000000000003,0.0090575,0.0075274999999999995,0.002065,31.563261968034805,184.75,0.07505973398211535,8.401618233650732,0.26541933655513156,Lyrical (Diverse),0.586053,-4.7303314 +755,Mike Zombie,0.029902500000000002,0.0470025,0.01518,0.0116875,36.40375998036271,205.5,0.08896071260699547,9.53993026363116,0.2619907923910103,Archetypal,-16.512146,6.5314074 +756,Milo,0.01709,0.0,0.0077775,0.02077,23.29974954918854,109.5,0.08520853368545658,6.6534823793940205,0.2857025829805465,R&B,12.076003,-16.862583 +757,Mims,0.012193999999999998,0.033154,0.005716000000000001,0.00355,33.61101302048649,188.6,0.08784672012678507,8.933432963851919,0.2668402501194548,Archetypal,-10.623029,3.052003 +758,Mino,0.043092962962962965,0.0015174074074074076,0.006107777777777778,0.015122592592592599,32.352838442337685,212.55555555555554,0.07651649761775402,8.563649676863466,0.2646301588618632,Lyrical (Diverse),14.591376,1.9526829 +759,Missy Elliott,0.021625714285714286,0.009258571428571427,0.013597142857142858,0.022808571428571425,27.871654398432074,190.71428571428572,0.08662920983243448,7.291104450837659,0.261836359269247,R&B,3.579156,-8.983478 +760,Mista Grimm,0.02368,0.02497,0.01471,0.01029,30.44927536231884,305.0,0.07258448357924797,8.347826086956522,0.27415516420752023,Lyrical (Diverse),-8.837098,15.965362 +761,Mistah F.A.B.,0.01709,0.039295,0.008705,0.0063549999999999995,41.705927051671736,307.0,0.07217621319165923,10.89979103343465,0.26024754454777077,Archetypal,-14.01511,12.05181 +762,Mister Cee,0.0452,0.04274,0.00735,0.00648,40.64912280701754,418.0,0.09020284851100561,10.666666666666666,0.2624082865774709,Lyrical (Dense),0.72234297,22.478369 +763,Mo B. Dick,0.02533,0.0,0.0101,0.07092,32.905660377358494,197.0,0.11295871559633028,8.60377358490566,0.26146788990825687,Lyrical (Diverse),11.007157,-7.669035 +764,Mod Sun,0.03701625,0.00249375,0.01230875,0.020065,31.258027236289198,192.75,0.08670302382379838,8.433920435872016,0.2704554179797807,Lyrical (Diverse),13.927553,-0.6151014 +765,Money-B,0.01581714285714286,0.02041857142857143,0.02237142857142857,0.007582857142857144,33.66704156986244,187.42857142857142,0.07282579211822682,8.816592115356888,0.2623231152232387,Club & Trap,-11.088406,-5.5836744 +766,Moneybagg Yo,0.022721176470588238,0.03925411764705882,0.018025882352941176,0.005387647058823529,38.45773916630322,218.35294117647058,0.08046428711283693,9.890661670012134,0.2569844944530125,Archetypal,-14.75336,-3.758038 +767,Monie Love,0.028569999999999995,0.001186,0.003855499999999999,0.021941,36.43102952885007,239.05,0.09334577819510799,9.82677294968264,0.26968739764586547,Lyrical (Dense),11.804395,10.561762 +768,Monoxide Child,0.047460799999999984,0.005226800000000003,0.0013344000000000001,0.0082476,34.07117560839935,248.28,0.09352915964211593,9.20696600672685,0.27012224422056924,Lyrical (Dense),11.963342,16.303383 +769,Montana of 300,0.03243166666666667,0.047715,0.007270000000000001,0.003196666666666667,44.66945611543297,312.8333333333333,0.08252381332323203,11.92479583608503,0.26716695766185117,Lyrical (Dense),-2.7214339,20.154253 +770,Mopreme Shakur,0.025915,0.037649999999999996,0.003515,0.013965,34.62405303030303,341.0,0.08259281158436099,9.17455808080808,0.2649587422760682,Archetypal,-8.814703,13.376084 +771,Mos Def,0.02645166666666667,0.006394999999999999,0.0012050000000000001,0.007656666666666667,34.1828090341963,212.5,0.09816391566398897,9.141493857678038,0.2676461469373202,Lyrical (Diverse),10.905491,8.6184635 +772,Mr. Capone-E,0.019669999999999997,0.008014285714285715,0.00605,0.035178571428571434,28.718217191254443,226.71428571428572,0.08177381402888509,7.708702913512307,0.26800780436322214,R&B,5.886111,-7.3765883 +773,Mr. Cheeks,0.03639888888888889,0.023648888888888886,0.006434444444444444,0.02687111111111111,33.69266916918526,252.0,0.09705027626931012,8.848803330508298,0.26247341653894934,Lyrical (Diverse),0.15184236,-0.889222 +774,Mr. Collipark,0.016981249999999996,0.00741875,0.00283125,0.0235075,30.869389945168404,199.125,0.075871455485644,8.237775624909972,0.2676290312604293,R&B,3.8587477,-5.517679 +775,Mr. J. Medeiros,0.028292499999999998,0.00379875,0.010630624999999998,0.004874375,32.544368272870315,207.5,0.08694998832186468,8.631397552685018,0.2651489349163281,Lyrical (Diverse),10.184065,4.040296 +776,Mr. Lif,0.029542222222222223,0.00299,0.0011322222222222222,0.00478,29.37086037771635,253.33333333333334,0.10513322535946819,8.029008216411079,0.2729115150533519,Lyrical (Diverse),12.224077,6.4945755 +777,Mr. Muthafuckin' eXquire,0.01479,0.01756,0.00882,0.0,42.59090909090909,133.0,0.14194236926360726,11.227272727272727,0.26360725720384204,Lyrical (Dense),0.39817297,9.340463 +778,Mr. Porter,0.01945,0.01046,0.01328,0.01692,32.78048780487805,145.0,0.10788690476190477,8.292682926829269,0.25297619047619047,Lyrical (Diverse),-3.9316785,-0.46385723 +779,Mr. Serv-On,0.020112500000000002,0.068655,0.00215125,0.005615,37.320246596600704,256.875,0.0923937863421257,9.786663084180168,0.26218426501084396,Archetypal,-14.622518,9.269257 +780,Mr. Short Khop,0.011394999999999999,0.05413,0.0,0.034409999999999996,26.853276353276353,261.0,0.0984002738475582,6.922720797720798,0.2572918330670927,Archetypal,-6.7916036,-3.9081614 +781,Ms. Jade,0.027559999999999998,0.01667909090909091,0.006300000000000001,0.019860000000000003,34.655864429346344,264.27272727272725,0.08517396711160807,8.83248149377984,0.25461608915642037,Lyrical (Diverse),-2.2141228,1.9276445 +782,Mulatto,0.011840999999999999,0.031636000000000004,0.040034,0.007152,33.81805620743415,169.4,0.07415034834073018,8.726832549156672,0.25870740219808386,Club & Trap,-15.2575,-10.918722 +783,Murphy Lee,0.036075,0.011304999999999997,0.00541,0.015842500000000002,33.702432804258144,242.0,0.08412325877304505,8.999574450883745,0.26710749366744596,Lyrical (Diverse),13.524571,3.5422509 +784,Murs,0.018437555555555558,0.00014133333333333334,0.012050666666666666,0.05080044444444442,25.99655962319857,102.35555555555555,0.0614946486661314,6.848738731162503,0.2632408893666203,R&B,0.7266534,-20.182016 +785,Mystikal,0.03546076923076923,0.031478461538461545,0.002896153846153846,0.006570769230769232,33.228336862248284,289.15384615384613,0.09423366020611357,8.709028188807135,0.26216015922585706,Lyrical (Diverse),-2.382704,8.06523 +786,N.O. Joe,0.015195000000000002,0.0022812500000000003,0.00922625,0.03061,20.492251502724947,129.0625,0.08548552192378546,5.3578843024286495,0.2615572020857453,R&B,4.9762645,-17.477398 +787,NF,0.03894485714285715,0.0004422857142857143,0.03268085714285714,0.028943142857142844,32.32096614225585,192.94285714285715,0.07082957673055791,8.628408409997178,0.2671422141247301,Lyrical (Diverse),8.045888,-5.146039 +788,NLE Choppa,0.012178999999999999,0.05018,0.05252300000000001,0.005044000000000001,36.14854672558276,161.0,0.0987224889182324,9.45211759408055,0.261850232453968,Club & Trap,-17.46105,-11.910029 +789,Nadia Nakai,0.020724,0.018018,0.010184,0.006414,29.953359353290388,212.4,0.08605463409463673,8.014413624689485,0.2677234505491186,Lyrical (Diverse),2.4819856,-1.2093763 +790,Napoleon,0.029878947368421057,0.0031205263157894738,0.0023489473684210524,0.006012631578947369,32.402349595184795,236.78947368421052,0.11879900855806537,8.650986704372771,0.2672264436288897,Lyrical (Diverse),6.5594854,5.8867855 +791,Nas,0.023963076923076927,0.0014146153846153844,0.01283153846153846,0.03292153846153846,26.529450665593835,125.6923076923077,0.07761576676547627,7.147681041072872,0.2691665228478276,R&B,2.392489,-18.3947 +792,Nasty C,0.02775,0.0,0.01256,0.00314,29.14018691588785,170.0,0.05452212957023733,7.813084112149533,0.268120590121873,R&B,15.107429,-9.176607 +793,Nate Dogg,0.00851,0.004258333333333334,0.00018999999999999998,0.04243666666666667,30.578930444964172,111.66666666666667,0.060567124089450676,7.890507058294765,0.2579468482380454,R&B,-0.121477365,-17.240488 +794,Nature,0.010727777777777779,0.0006783333333333333,0.005956111111111111,0.026568333333333333,21.163994880441983,83.38888888888889,0.064830409330905,5.719735526657651,0.2715278922852447,R&B,8.326341,-18.559155 +795,Nav,0.02326678571428572,0.0174775,0.03075714285714286,0.010582500000000003,37.995234878443284,167.07142857142858,0.07383967305399176,9.976546441549635,0.2625780753741363,Club & Trap,-16.418913,-9.117856 +796,Nebu Kiniza,0.011498947368421053,0.016593684210526313,0.06723631578947367,0.022096315789473683,28.746221080462863,121.10526315789474,0.07743191990006794,7.505843764041039,0.26145261707118944,Club & Trap,-10.241173,-15.608536 +797,Necro,0.03278,0.02096,0.00128,0.02229,31.16216216216216,126.0,0.10928013876843018,8.18918918918919,0.26279271465741544,Lyrical (Diverse),10.613441,0.57673305 +798,Needlz,0.029850370370370357,0.00856888888888889,0.00602037037037037,0.01167444444444444,34.67095116871128,248.4814814814815,0.0973123083657686,9.1988991927868,0.26534812703332245,Lyrical (Diverse),10.022348,8.848466 +799,Nelly,0.027692,0.01931,0.0074800000000000005,0.015751,34.00249158540359,238.1,0.07753177029578173,8.967622693125112,0.26368874988351493,Lyrical (Diverse),6.304887,1.6987752 +800,Nick Cannon,0.02197277777777777,0.013953888888888889,0.01698555555555556,0.02605555555555556,28.30261468339008,186.77777777777777,0.08345527596846819,7.449275435308242,0.2622245302065296,R&B,3.854909,-9.066358 +801,Nicki Minaj,0.017750000000000002,0.023355,0.059915,0.005315,34.05723050883317,382.5,0.08164415934563074,8.66158891357241,0.25432530938065495,Club & Trap,-16.14175,-11.71488 +802,Nicky da B,0.00108,0.00319,0.00053,0.00531,29.978494623655912,111.0,0.039813486370157816,8.548387096774194,0.2851506456241033,R&B,12.561529,-14.953632 +803,Nicole Wray,0.01685785714285714,0.004102142857142856,0.01240857142857143,0.04070642857142857,23.705469569521288,111.14285714285714,0.07861250380370946,6.280010158354351,0.26589013260589106,R&B,2.8190355,-18.277832 +804,Night Lovell,0.017080714285714286,0.04269214285714286,0.020024285714285717,0.011419285714285713,31.478218207360353,136.64285714285714,0.08084444030633478,8.044627021849857,0.2554929538973561,Archetypal,-12.787947,-6.2952075 +805,Ninja,0.020797272727272727,0.021883636363636366,0.012410909090909094,0.019732727272727273,31.974749711843355,182.8181818181818,0.07498196686249944,8.437575891622638,0.2640034584523229,Lyrical (Diverse),2.9185123,-5.8890905 +806,Nipsey Hussle,0.019000000000000003,0.04988,0.013715,0.009065,30.718421052631577,196.0,0.08760099629427132,8.087719298245613,0.2638509203572079,Archetypal,-11.151736,1.6095006 +807,Nitty,0.024651818181818153,0.04453090909090907,0.007343636363636366,0.0049354545454545476,34.07313242685464,295.27272727272725,0.08932041293607493,9.062055111105474,0.26608065807205433,Archetypal,-9.178527,12.618436 +808,"Nitty Scott, MC",0.030183529411764706,0.011985882352941176,0.006906470588235294,0.011717647058823529,31.67892270492126,221.76470588235293,0.10350554399681146,8.4325020635356,0.26540735003993493,Lyrical (Diverse),8.086347,5.194048 +809,No Malice,0.022548387096774196,0.023782903225806458,0.0035729032258064513,0.00763225806451613,34.69073722381469,263.38709677419354,0.09364011301060783,9.007709063105906,0.25948367675855444,Lyrical (Diverse),-5.147319,6.742672 +810,NoClue,0.0069264999999999995,0.0784365,0.049054999999999994,0.0083205,36.286858455501964,188.45,0.061747470598360985,9.383736229861032,0.2585886041153052,Club & Trap,-14.388209,-11.939014 +811,Noname,0.03894485714285715,0.0004422857142857143,0.03268085714285714,0.028943142857142844,32.32096614225585,192.94285714285715,0.07082957673055791,8.628408409997178,0.2671422141247301,Lyrical (Diverse),8.045881,-5.146039 +812,Nonchalant,0.026537777777777764,0.017189444444444445,0.026495555555555553,0.033258333333333334,32.01704161650671,190.88888888888889,0.08456796798149419,8.426556118883404,0.26255462655782086,Lyrical (Diverse),5.4408197,-10.514305 +813,"Nothing,Nowhere",0.03029290322580645,0.0018093548387096772,0.004355483870967741,0.012508064516129031,29.093259111338174,117.45161290322581,0.08315201526027687,7.794693714251027,0.2679851910892731,Lyrical (Diverse),13.970813,-6.128557 +814,Nottz,0.01863142857142857,0.0015957142857142856,0.0027314285714285713,0.00495,23.715742225112763,146.71428571428572,0.08680395193743044,6.159676765754341,0.2597322533959456,R&B,2.4915137,-12.796314 +815,Nujabes,0.01958,0.0,0.0,0.00621,26.71641791044776,179.0,0.1,6.895522388059701,0.2581005586592179,Lyrical (Diverse),-0.99119574,-7.4224133 +816,Nump,0.02995739130434782,0.01982434782608696,0.006562173913043479,0.011293043478260871,38.2084870369198,293.04347826086956,0.08442733142958296,9.94982157003379,0.26038211560473706,Lyrical (Dense),-1.9064285,13.444846 +817,Nyzzy Nyce,0.03029,0.029148,0.0024739999999999996,0.011090000000000001,27.337920492373257,141.4,0.09985659097008892,7.155676456186903,0.26185998241715813,Lyrical (Diverse),3.2788231,-3.1450074 +818,O.T. Genasis,0.012370555555555555,0.026152222222222226,0.007933333333333334,0.021523888888888888,28.126379644422574,137.33333333333334,0.0705606904877863,7.41696374121099,0.2645506954317316,R&B,1.9902592,-9.378166 +819,OG Maco,0.016459375,0.0229246875,0.0120478125,0.009581562499999998,32.32688513771549,154.65625,0.09216987280943019,8.364284207488621,0.2594055571873476,Archetypal,-3.3739843,-1.3334014 +820,OJ da Juiceman,0.014138124999999998,0.024798124999999997,0.003650625,0.00396,35.08425986943544,149.0,0.08331806244163448,8.91679793298778,0.25382672085660174,Archetypal,-15.069597,-1.6527578 +821,Obie Trice,0.020404000000000005,0.03353999999999999,0.0046972,0.005376000000000001,34.058776835489745,248.92,0.09361512314659722,8.992974339474523,0.2641270663023596,Archetypal,-7.984335,8.254292 +822,Octavian,0.01056,0.01166,0.01116,0.00986,29.123287671232877,178.0,0.08372530573847602,7.465753424657534,0.25634995296331137,Archetypal,-3.0699556,-8.730427 +823,Oddisee,0.039207142857142864,0.007157857142857144,0.003899285714285714,0.00994857142857143,39.72178884571823,237.57142857142858,0.09409366785478841,10.595970219425649,0.2668770094415275,Lyrical (Dense),7.239333,18.139198 +824,Offset,0.006435,0.03074,0.04296,0.00322,38.14285714285714,179.5,0.07258938869665513,10.06904761904762,0.2640418520349316,Club & Trap,-16.960278,-10.410996 +825,Oh No,0.015715,0.0,0.0,0.0307975,24.894333855627284,121.5,0.07003815033189863,6.769211222418801,0.27185223584286855,R&B,9.2978,-17.641237 +826,Ol' Dirty Bastard,0.02128769230769231,0.02691384615384616,0.0029861538461538463,0.008877692307692307,34.72662631541111,257.2307692307692,0.09334032107150426,9.136629930873713,0.2634730870049049,Lyrical (Diverse),-7.7846203,8.215177 +827,Olivia,0.017342222222222217,0.00015444444444444444,0.005664444444444444,0.04474,23.519082057527346,95.0,0.09302897697044182,6.2146989613948955,0.2646640505657572,R&B,3.3637726,-17.249315 +828,Omarion,0.014381578947368417,0.01055263157894737,0.01850368421052631,0.04917578947368421,26.287525250914424,142.57894736842104,0.08316304033388543,6.893691834848056,0.26209054912694524,R&B,0.3892487,-18.771513 +829,Omega Red,0.02823575757575758,0.017569696969696968,0.002962424242424242,0.005093939393939393,33.796475328887674,199.8181818181818,0.11373860954031811,8.969688800096085,0.2655834650054471,Lyrical (Diverse),5.430362,6.1487317 +830,Omen,0.0139,0.0,0.00033,0.013925,19.696103896103896,66.0,0.05714023431672921,5.221212121212121,0.2649006850493993,R&B,7.248456,-19.318485 +831,One Be Lo,0.03346904761904762,0.032492857142857136,0.011347619047619047,0.0068180952380952385,38.084758762624276,201.61904761904762,0.101763286813544,10.070456260025042,0.2648331499613169,Lyrical (Dense),2.0948412,14.9168005 +832,Open Mike Eagle,0.029753333333333336,0.0010933333333333333,0.00015333333333333334,0.003363333333333333,32.37805757927709,237.0,0.0962612373020119,8.538714672861014,0.26353802662321196,Lyrical (Diverse),6.5701747,9.796487 +833,PARTYNEXTDOOR,0.010384166666666667,0.012717083333333332,0.023561250000000002,0.04872291666666667,28.065273119206424,104.25,0.06804898241891753,7.359227154427734,0.2621784334925307,R&B,-3.3803108,-18.123537 +834,PNC,0.03425407407407407,0.020242962962962973,0.03359222222222222,0.030832962962962965,36.52819447368815,226.33333333333334,0.07926535417616717,9.553296816581291,0.2617254413079174,Club & Trap,6.159299,-2.2246733 +835,Pacewon,0.039715999999999994,0.011626,0.003946,0.003066,31.42663990592423,234.0,0.10462478984024859,8.32917910416137,0.26428472760044514,Lyrical (Diverse),9.726812,5.723272 +836,Papoose,0.02654923076923077,0.02052961538461539,0.004836153846153847,0.008286538461538462,36.196819000036115,269.34615384615387,0.097583539287384,9.635878900545157,0.2660330171332209,Lyrical (Dense),5.551143,13.739143 +837,Paris,0.019225,0.018505555555555556,0.015212777777777776,0.01599111111111111,31.811485663635963,222.61111111111111,0.08743259861298013,8.431974283079004,0.2651905700021911,Lyrical (Diverse),2.2605276,-1.7640128 +838,Pastor Troy,0.02131388888888889,0.02618388888888889,0.014574999999999998,0.0066372222222222214,31.671624612029593,202.66666666666666,0.09682364808010104,8.384516994057229,0.2633588886753533,Lyrical (Diverse),-2.3654838,-0.9290979 +839,Paul Wall,0.025397142857142858,0.014524285714285714,0.004711428571428572,0.010271428571428572,35.88502460101633,252.28571428571428,0.08551326639769216,9.598808891950009,0.26643362321997777,Lyrical (Diverse),10.885393,6.832133 +840,Peedi Peedi,0.026404,0.041381999999999995,0.001014,0.0,35.07153503107584,262.8,0.10166148385557179,8.956324586210751,0.255283023901241,Archetypal,-6.5456066,7.4937806 +841,Peewee Longway,0.011528,0.025822,0.00809,0.0029469999999999995,32.459958646303896,181.2,0.06956285455350315,8.350608222599655,0.2569375763201707,Archetypal,-16.526642,-2.1803517 +842,Percee P,0.03998857142857143,0.00876857142857143,0.0003657142857142857,0.001962857142857143,45.5640014814349,285.14285714285717,0.11024813237435263,12.30636370624264,0.26951855867729674,Lyrical (Dense),5.4417005,19.393135 +843,Petey Pablo,0.035286,0.021170400000000002,0.004263199999999999,0.013009199999999999,30.11602495271511,204.92,0.09654886378949447,7.943959961441973,0.26381779012237755,Lyrical (Diverse),10.999737,1.777392 +844,Pharoahe Monch,0.020773333333333335,0.009491333333333333,0.009245999999999999,0.017004000000000002,33.79425821920485,217.93333333333334,0.09805872090086018,9.16652430083287,0.2714710841630108,Lyrical (Diverse),12.193258,8.562511 +845,Phife Dawg,0.03238857142857143,0.01642,0.0016085714285714284,0.005937142857142857,39.12647737626014,324.0,0.0900922052156965,10.25135900920471,0.26196300252568927,Lyrical (Dense),-0.75695413,15.445148 +846,Philthy Rich,0.007165,0.07572999999999999,0.025085000000000003,0.00526,42.354431960049936,223.5,0.07687950651008787,10.672159800249688,0.2519220398637262,Archetypal,-18.26209,3.279749 +847,Phora,0.03419030303030302,0.009944545454545454,0.022676060606060606,0.03083727272727272,37.7036481656082,179.4848484848485,0.07255468456091506,9.834430836335267,0.26049287362010703,Lyrical (Diverse),6.2029686,-2.19604 +848,Phresher,0.01874,0.056045,0.030385000000000002,0.01324,28.48030560271647,192.0,0.06096085832566851,7.465577249575551,0.26215585801572505,Club & Trap,-13.270065,-7.204029 +849,Pill,0.02884764705882353,0.0037588235294117645,0.00431235294117647,0.02546705882352941,27.65018329671863,139.8235294117647,0.0860417633941603,7.312275106772422,0.2648124059995974,R&B,5.0366526,-14.69321 +850,Pimp C,0.02025913043478259,0.032948260869565225,0.0057843478260869545,0.0416391304347826,35.73568753460777,222.91304347826087,0.08719299370020715,9.333811211767982,0.2610264525948156,Archetypal,-0.5362149,-2.7602055 +851,Pink Guy,0.014040666666666667,0.009311333333333333,0.0053883333333333335,0.006450666666666666,27.561335910351072,108.86666666666666,0.08633889606742816,7.281174886656356,0.264371654920634,R&B,7.298713,-12.148882 +852,Pitbull,0.021809999999999996,0.027351249999999997,0.007873125000000003,0.007161874999999997,35.00504778091156,259.1875,0.07604752479009713,9.147286354790277,0.26120888988665014,Archetypal,-6.8664775,4.4211683 +853,Planet Asia,0.024690588235294117,0.021028235294117646,0.008683529411764708,0.0005747058823529413,33.60625487624538,216.58823529411765,0.1027817999718931,8.90253429850631,0.265239872448221,Lyrical (Diverse),4.1332474,6.300731 +854,Planetary,0.019078,0.000174,0.0034170000000000003,0.017945666666666672,25.663091267236513,99.7,0.07628472468121504,6.866804793534632,0.2678654007788252,R&B,7.912116,-16.558496 +855,Playboi Carti,0.0035129411764705885,0.03368529411764705,0.054772352941176466,0.004692941176470587,29.136044886097082,114.70588235294117,0.05911782204861818,7.317400354092472,0.2522707386133376,Club & Trap,-12.714141,-13.678076 +856,Plies,0.01890533333333333,0.04591866666666666,0.0017406666666666668,0.02183133333333333,34.53647775438183,183.33333333333334,0.0760512887619606,9.254108838258981,0.2678421515882127,Archetypal,-10.720831,5.0742426 +857,PnB Rock,0.013507916666666668,0.035785,0.03630458333333333,0.028326250000000008,30.162951349764366,142.08333333333334,0.06931568078848811,7.888590467504025,0.26099575328047325,Club & Trap,-9.52573,-13.927643 +858,Polo G,0.04518,0.0772,0.00813,0.0,46.714285714285715,301.0,0.09204892966360856,12.17142857142857,0.26055045871559634,Lyrical (Dense),-3.0986788,20.525425 +859,Pop Smoke,0.012055333333333328,0.017124666666666673,0.04233333333333331,0.01586333333333333,30.790637615103343,159.46666666666667,0.07707557841886242,8.026266355552508,0.26116396640815615,Club & Trap,-9.073247,-13.254647 +860,Positive K,0.043733571428571434,0.005234999999999999,0.020040714285714283,0.01518928571428571,33.40198645004386,325.42857142857144,0.08762074961323289,9.027805858157988,0.27050424055118966,Lyrical (Dense),16.433657,12.61144 +861,Post Malone,0.01410095238095238,0.011065714285714286,0.0339452380952381,0.018711428571428573,26.699103157697557,117.61904761904762,0.0674871733812683,7.035682634610313,0.26454174232183963,R&B,-6.342627,-14.214545 +862,Pouya,0.031641999999999997,0.016796,0.004968,0.006130000000000001,36.146078547113454,230.2,0.08984976889008242,9.377373145327828,0.25919773096801374,Lyrical (Diverse),-1.6648115,10.291282 +863,Pras,0.027586666666666666,0.009593333333333334,0.013613333333333333,0.00653,33.30858987329575,266.3333333333333,0.09136658285552877,8.883171941995473,0.26709143369394756,Lyrical (Diverse),10.193743,7.886008 +864,Preme,0.02677941176470588,0.03045941176470588,0.023425882352941175,0.02057470588235294,33.677621921272355,209.88235294117646,0.07606545067987215,8.663269842887201,0.2573722808525129,Archetypal,-7.260809,-8.03558 +865,Prince Paul,0.029640000000000003,0.0,0.004115,0.016295,29.22202503269195,188.0,0.08184345054001316,7.970670651970858,0.2733175659638614,Lyrical (Diverse),13.805952,-5.150031 +866,Prince Po,0.032794285714285734,0.009932499999999999,0.018550357142857153,0.032381071428571426,32.5777479989957,177.75,0.07550982219987212,8.58835907786702,0.2638016574342127,Lyrical (Diverse),7.8837786,-6.050118 +867,Problem,0.02350941176470588,0.029560000000000003,0.011800588235294118,0.00919294117647059,32.32803454112206,220.47058823529412,0.0852752067884458,8.42770909306748,0.26039443168767074,Archetypal,-5.217619,2.2751412 +868,Prodigy,0.03515592592592591,0.03615481481481482,0.004530740740740736,0.01869518518518518,36.66936584698264,208.37037037037038,0.08075652039523931,9.751780701082996,0.2653707070444729,Lyrical (Dense),-4.0063825,11.811338 +869,Professor Green,0.03968088235294116,0.002188823529411765,0.004682941176470589,0.016266176470588232,33.08861490166969,222.52941176470588,0.09245792098611726,8.966680249702039,0.2711483517630706,Lyrical (Diverse),14.846387,-0.14171489 +870,Project Pat,0.02155375,0.03711874999999999,0.0025499999999999997,0.0031093749999999997,32.58296113631509,208.25,0.08357989860837807,8.37447555283681,0.25638009926077093,Archetypal,-8.19319,0.6097323 +871,Proof,0.01701625,0.0006443750000000001,0.016349375000000003,0.026314999999999984,26.286956029477494,85.375,0.05316659551560936,6.881348666766323,0.26158370156761424,R&B,-1.139271,-14.966436 +872,Prozak,0.031146551724137935,0.0035713793103448275,0.0005524137931034482,0.009585172413793102,35.62433883458427,224.41379310344828,0.09978410617918027,9.644199703727363,0.2706653221266421,Lyrical (Dense),11.686786,11.537743 +873,Psy,0.04224888888888889,0.011795185185185185,0.01694666666666666,0.021053333333333323,36.72470489092501,263.81481481481484,0.08440831632986738,9.903546366917894,0.2697135503315123,Lyrical (Dense),16.386053,12.619664 +874,Pusha T,0.02535,0.08929,0.0059,0.00449,37.2212389380531,291.0,0.06918687589158345,9.265486725663717,0.24893009985734665,Archetypal,-18.08201,1.9508463 +875,Q-Tip,0.0190875,0.0023925,0.010187499999999999,0.01494,35.41804325169359,161.25,0.09457930956946554,9.444775924960918,0.264403157429196,Lyrical (Diverse),3.6816795,-0.7621691 +876,Quan,0.011107999999999998,0.006198,0.0030180000000000003,0.004658000000000001,26.499369963369965,126.0,0.058126690091278646,6.6915067155067165,0.2527080111803251,R&B,-2.4849036,-11.44685 +877,Quando Rondo,0.019399999999999997,0.03876727272727272,0.023852727272727272,0.017939696969696967,40.28945179869911,217.57575757575756,0.07754779813579135,10.555701454191851,0.2620288831126984,Archetypal,-16.385439,-4.450613 +878,Quavo,0.0242,0.03645,0.00469,0.0024,29.705882352941178,347.0,0.06871287128712872,7.688235294117647,0.2588118811881188,Archetypal,-6.7622085,2.7751667 +879,Quazedelic,0.02827,0.0014650000000000002,0.002725,0.0029389999999999998,32.224646673775084,311.4,0.09253264678644252,8.560093361083492,0.26566762093659924,Lyrical (Diverse),6.723869,8.591484 +880,Queen Latifah,0.039416363636363645,0.006861818181818181,0.005637272727272728,0.020245454545454542,28.72532605447708,253.0,0.09405006270014739,7.522254070468386,0.2614090966640878,Lyrical (Diverse),12.072477,0.5407564 +881,Queen Pen,0.033319999999999995,0.020954,0.017303999999999996,0.016938,33.95723026818672,256.0,0.08895180247140808,8.812638749898642,0.25952114254018455,Lyrical (Diverse),4.8546157,1.1408308 +882,Quin NFN,0.01396,0.04393,0.04408,0.0,33.65,215.0,0.0638930163447251,8.89,0.26419019316493314,Club & Trap,-16.355228,-10.367734 +883,Qwazaar,0.03517,0.00409,0.0,0.0,39.08196721311475,199.0,0.0834731543624161,9.967213114754099,0.2550335570469799,Lyrical (Dense),-0.98757327,11.467255 +884,Qwel,0.016563333333333333,0.0011033333333333333,0.0,0.00476,49.61152241216853,249.66666666666666,0.11053792768289583,12.81866110288509,0.2605841300707292,Lyrical (Dense),4.77357,18.77934 +885,R. Kelly,0.015658000000000002,0.0022274999999999994,0.010026500000000002,0.0490435,27.779443643054123,155.85,0.06921721489231558,7.346080423467096,0.2642854909052434,R&B,0.100809425,-19.39835 +886,R.A. the Rugged Man,0.027985624999999993,0.007826250000000002,0.0059290624999999994,0.00464875,34.92554242208246,261.1875,0.10058244819752146,9.130635357969984,0.26091210322126185,Lyrical (Diverse),5.765653,10.984177 +887,REASON,0.023431538461538465,0.0,0.008022307692307691,0.04980769230769232,24.222721437793624,88.6923076923077,0.07039114985888363,6.43787401716347,0.2656235828482616,R&B,1.5132849,-20.2902 +888,RJ,0.018652000000000002,0.03204866666666666,0.004256,0.017799333333333337,32.73219574545628,210.0,0.09433959936854878,8.512201325636708,0.2597644921981145,Archetypal,-5.0528526,-0.47076026 +889,RJD2,0.046169999999999996,0.0,0.01735,0.004003333333333334,31.858337879614478,256.6666666666667,0.10475794589837446,8.415308465175487,0.2642743529599165,Lyrical (Diverse),10.399291,5.5998287 +890,RM,0.02539,0.0,0.03687,0.03856,28.688524590163933,259.0,0.074,7.516393442622951,0.262,R&B,6.534935,-9.65707 +891,Raekwon,0.023147222222222222,0.022365000000000003,0.01645388888888889,0.011195555555555556,36.61630189943767,251.11111111111111,0.1087761189063292,9.408909002089242,0.2566658734225788,Lyrical (Diverse),-3.2825878,5.7723293 +892,Rah Digga,0.025008000000000002,0.020424,0.0047339999999999995,0.005584,31.50469403937065,214.4,0.10189103490579372,8.212856291583787,0.26122473253017303,Lyrical (Diverse),1.7884706,5.8047404 +893,Rahzel,0.019945,0.006625000000000001,0.000115,0.010855,32.77550770736482,264.5,0.08953147536513284,8.512906777587473,0.2598108431993339,Lyrical (Diverse),7.7268496,8.841896 +894,Rakim,0.02350941176470588,0.029560000000000003,0.011800588235294118,0.00919294117647059,32.32803454112206,220.47058823529412,0.0852752067884458,8.42770909306748,0.26039443168767074,Archetypal,-5.2172837,2.2753246 +895,Ralo,0.01791,0.09614,0.0,0.02097,42.50769230769231,229.0,0.082880926529135,11.276923076923078,0.26529134998190373,Archetypal,-15.577012,9.882985 +896,Ramey Dawoud,0.03280333333333333,0.0,0.00388,0.007866666666666666,39.42734625726428,266.3333333333333,0.09443543432478115,10.559046751669703,0.2678482016679952,Lyrical (Dense),7.8652196,18.058697 +897,Rampage,0.013703333333333335,0.06489619047619048,0.004491428571428571,0.018136666666666666,36.67201645966891,181.8095238095238,0.08760784954570833,9.37643044973092,0.2554716761463661,Archetypal,-15.082757,1.8953706 +898,Rappin' 4-Tay,0.029090000000000005,0.017903333333333334,0.006293333333333334,0.0071133333333333335,35.46559076993859,251.0,0.09964524898449496,9.260285608111696,0.2608787519657692,Lyrical (Diverse),4.47966,11.15932 +899,Rapsody,0.032479310344827594,0.013729310344827586,0.009727241379310346,0.018006896551724133,36.85901438809396,259.37931034482756,0.09793718475341251,9.770314956888209,0.2648098400325641,Lyrical (Dense),10.385201,9.869804 +900,Ras Kass,0.027755294117647062,0.029780588235294118,0.0016635294117647058,0.002226470588235294,35.71230834073507,311.6470588235294,0.10438833539794659,9.547804792570139,0.26719975850806454,Lyrical (Dense),5.139916,13.840382 +901,Rasheeda,0.020003571428571426,0.011474999999999999,0.005132857142857143,0.02133642857142857,30.47798898584307,177.0,0.07141678327728264,7.93655420751668,0.259852994091088,R&B,1.7030566,-7.054879 +902,Ray Cash,0.034364285714285715,0.03309285714285714,0.0058114285714285716,0.011624285714285714,48.34039503488833,237.57142857142858,0.09481812635457006,12.894839551253872,0.26720589828504077,Lyrical (Dense),-2.1305456,20.438871 +903,Ray J,0.015338125000000001,0.047276874999999996,0.00678875,0.005386875,33.718820603989954,202.5,0.08313791945244314,8.744284816986612,0.2595408717525055,Archetypal,-12.853139,1.6897568 +904,Ray Luv,0.038285,0.0283225,0.012735,0.0047025,33.30793718092296,332.25,0.08674108446719944,8.770819427532508,0.2628509113503022,Lyrical (Dense),-5.714675,15.44674 +905,Raz Fresco,0.023359285714285718,0.030372857142857142,0.0037321428571428575,0.014270714285714286,34.05328844118446,225.35714285714286,0.10016280230928958,8.887193743847162,0.2606276828214287,Lyrical (Diverse),-4.3194757,6.5666203 +906,Really Doe,0.026000000000000006,0.03374666666666667,0.00585,0.005576666666666667,40.56979631287093,260.6666666666667,0.08906515075805942,10.575514970999878,0.2607443939825471,Lyrical (Dense),-12.172124,12.00202 +907,Red Café,0.025038333333333333,0.026128888888888886,0.01130888888888889,0.014860555555555556,30.59317600018524,194.94444444444446,0.09892016073683878,8.020980607973597,0.2619414221551099,Lyrical (Diverse),-1.5266978,-0.5533951 +908,Red Spyda,0.024651818181818153,0.04453090909090907,0.007343636363636366,0.0049354545454545476,34.07313242685464,295.27272727272725,0.08932041293607493,9.062055111105474,0.26608065807205433,Archetypal,-9.177812,12.616846 +909,Redfoo,0.014945714285714288,0.0015807142857142858,0.011477142857142858,0.026123571428571423,25.875165317813888,121.85714285714286,0.0663637118421576,6.814137466537722,0.26273679208038064,R&B,6.7255726,-16.994162 +910,Redman,0.00831875,0.0,0.000315,0.008942499999999999,21.05753856524627,73.625,0.0581487364451204,5.558178125164564,0.26354457849358426,R&B,7.2909923,-19.326887 +911,Reef the Lost Cauze,0.042231739130434785,0.01190217391304348,0.0019186956521739132,0.002170434782608696,36.6425757435984,260.82608695652175,0.10262851205473524,9.668529065430528,0.26405360013054097,Lyrical (Dense),5.750968,15.851685 +912,Reema Major,0.030962222222222217,0.006002222222222222,0.009749999999999998,0.004076666666666667,30.656026941203102,188.33333333333334,0.08976530544348706,8.400975755179497,0.2746900212101581,Lyrical (Diverse),14.57025,-5.7106376 +913,Rejjie Snow,0.018907812499999996,0.006901249999999999,0.0074496875000000014,0.0162846875,30.390542887315476,167.78125,0.09175970105129778,7.912878345546234,0.25974683372315543,Lyrical (Diverse),-0.51436615,-6.81272 +914,Reks,0.02713333333333333,0.008717777777777777,0.0023633333333333336,0.008935555555555554,34.43889776533194,259.6666666666667,0.10266961696754989,9.17750531894305,0.26641828336245127,Lyrical (Diverse),8.339557,10.904434 +915,Remy Ma,0.02957333333333333,0.027223333333333332,0.00434,0.032676666666666666,38.63456135180273,218.33333333333334,0.09434488192904139,10.32337164750958,0.26789217132623316,Lyrical (Dense),9.725761,-1.4262683 +916,Rhymefest,0.027331764705882354,0.01391,0.007496470588235292,0.00996235294117647,32.88459103401814,234.76470588235293,0.09588413456893043,8.61626001624583,0.26215718395986354,Lyrical (Diverse),3.80941,2.9049385 +917,RiceGum,0.030157777777777776,0.011262777777777776,0.04028777777777778,0.009287777777777778,35.397338974777846,169.44444444444446,0.10049359925519707,9.202319012148152,0.25987526753238815,Club & Trap,-10.259981,-9.5285225 +918,Rich Boy,0.04706,0.0046,0.01392,0.034115,28.623056118999322,133.5,0.061793282429649966,7.364266396213658,0.25856125600549074,R&B,8.858777,-7.9873037 +919,Rich Brian,0.04108958333333334,0.01699541666666667,0.01816375,0.012480833333333332,36.083990216728644,199.25,0.09328735979843437,9.606961069333293,0.2655325078302818,Lyrical (Dense),6.5457015,-0.5837548 +920,Rich Homie Quan,0.0226575,0.03866125000000001,0.009854374999999999,0.016195,34.92335437911463,165.625,0.08490091229563719,9.291615715106978,0.2664631111717597,Archetypal,-10.49917,5.353273 +921,Rich The Kid,0.013365555555555554,0.045796666666666666,0.012048888888888888,0.004726666666666667,35.414039008718156,170.33333333333334,0.06772509121384206,9.131997597452292,0.2585415827571085,Archetypal,-16.052319,-1.6399443 +922,Richie Rich,0.015350000000000003,0.013040000000000001,0.023373333333333333,0.014993333333333336,39.220500666703195,224.0,0.09228636234144365,10.084172039868243,0.2568762918215866,Archetypal,-0.8121058,3.5410643 +923,Rick Rock,0.0189459090909091,0.031232727272727287,0.010748636363636354,0.01512136363636364,33.76769091798234,258.27272727272725,0.08654964986018764,8.952439121356488,0.26501681563132834,Archetypal,-9.086773,5.5761533 +924,Rick Ross,0.016028571428571427,0.038589285714285715,0.010865,0.011392857142857146,33.192413405187914,207.28571428571428,0.08955842941595145,8.57865322721362,0.2580925158485564,Archetypal,-10.414155,-0.2809434 +925,Rico Love,0.0182,0.049502000000000004,0.005872,0.009489999999999998,34.330215503986,212.0,0.09179163235250201,8.986719129888531,0.26187945519983347,Archetypal,-12.143385,6.326025 +926,Rico Nasty,0.02003714285714286,0.041545,0.028284285714285713,0.011441428571428573,34.25598003458048,166.92857142857142,0.08211160213461655,8.930139616340693,0.259929707556722,Club & Trap,-14.713521,-5.6394 +927,Riff Raff,0.016108148148148153,0.009895555555555555,0.006595555555555556,0.00537925925925926,30.974234917563983,155.2962962962963,0.08358560588143635,8.163175909511592,0.26371204898469,Lyrical (Diverse),0.4850311,-4.839373 +928,Riky Rick,0.01601,0.026320526315789475,0.004167368421052631,0.017470526315789475,28.729866536193168,196.57894736842104,0.08013220031836261,7.868588449165863,0.2735340569251255,R&B,10.732611,-11.514601 +929,Rittz,0.04220130434782609,0.010381304347826087,0.00467304347826087,0.01164521739130435,37.80843500091528,298.17391304347825,0.0887069887247788,10.034994661158867,0.2651154499507921,Lyrical (Dense),0.95377904,17.804283 +930,Rob Sonic,0.01655928571428571,0.0030464285714285715,0.0010228571428571428,0.007208571428571428,36.492007101650614,251.78571428571428,0.10375697276272747,9.694624541409185,0.26580566679750967,Lyrical (Diverse),8.274327,12.548153 +931,Roc Marciano,0.024863636363636362,0.024725454545454547,0.011954545454545456,0.007478181818181818,32.707762292576966,245.36363636363637,0.11905407422839707,8.55649443484125,0.2614328496047617,Lyrical (Diverse),2.0388505,7.7834363 +932,Rockie Fresh,0.03072566666666667,0.02342166666666667,0.010897333333333334,0.022970333333333325,33.931197272962656,172.1,0.09005268115335648,8.83558331734889,0.26036064200163633,Lyrical (Diverse),0.11822767,-1.1567992 +933,Rocko,0.016661428571428574,0.020814761904761905,0.003215714285714286,0.008285714285714285,30.89784873884603,151.47619047619048,0.08310319741757313,8.061612509272663,0.2606258325090448,Archetypal,-0.016199466,-4.947397 +934,Rod Wave,0.016439318181818187,0.020760454545454544,0.037734545454545444,0.02164681818181818,35.636661452061645,158.20454545454547,0.08780063247695208,9.361877047365892,0.2624523856686404,Club & Trap,-10.8243,-9.196596 +935,Roddy Ricch,0.00964,0.046096666666666675,0.04309833333333333,0.01532,36.06673011309299,176.75,0.07606989839543758,9.599376274328344,0.2660339334783129,Club & Trap,-17.158346,-10.102279 +936,Roger Troutman,0.01002,0.0,0.005466666666666666,0.02567,24.598682549109203,126.0,0.05750664692883933,7.002242057910486,0.28476316014945996,R&B,12.353092,-16.011124 +937,Romeo Miller,0.02501666666666667,0.010296666666666668,0.025176666666666667,0.026759999999999996,28.89960601729712,194.16666666666666,0.06709979985924898,7.568030290090694,0.2623856054852693,R&B,6.2632847,-9.4351 +938,Ronnie Radke,0.04895714285714286,0.0018957142857142857,0.007888571428571429,0.01125142857142857,37.62954155067008,247.85714285714286,0.08422078757569344,10.309980848268308,0.2740606966208466,Lyrical (Dense),13.419248,15.816532 +939,Roots Manuva,0.02610625,0.000743125,0.002669375,0.00949,29.429510477763465,196.375,0.10106550368840941,7.790670537151501,0.2648058867185563,Lyrical (Diverse),8.775693,4.2460017 +940,Roscoe,0.01343,0.00233,0.0009,0.00345,20.5,90.0,0.10452961672473868,5.571428571428571,0.27177700348432055,R&B,7.331335,-13.859761 +941,Rowdy Rebel,0.000215,0.05949,0.005175,0.02102,26.292689784442363,159.5,0.08432104512440394,6.61377694470478,0.25179489015809353,Archetypal,-7.796801,-3.64491 +942,Roxanne Shanté,0.04225153846153846,0.012956153846153846,0.0036692307692307692,0.01521076923076923,36.26405732240927,281.7692307692308,0.08755181530415522,9.596898208142663,0.2644277705165273,Lyrical (Dense),0.9065042,17.601774 +943,Roy Woods,0.016282368421052632,0.0144671052631579,0.025124736842105266,0.034196052631578946,30.344535372337585,150.89473684210526,0.06901137316699257,7.960213998553863,0.2627086458647989,R&B,-2.2858686,-17.243198 +944,"Royce da 5'9""",0.03269363636363637,0.024140909090909088,0.0063054545454545455,0.005533636363636364,35.723375205734136,256.09090909090907,0.09088723543519184,9.685773452343408,0.2707936620792322,Lyrical (Dense),13.426803,12.146193 +945,Rucka Rucka Ali,0.016744444444444444,0.010838148148148149,0.00786074074074074,0.007646666666666666,26.374712727494053,184.5185185185185,0.08765864489462181,7.145444787430541,0.2711475976572564,R&B,9.8609295,-12.20922 +946,Runtown,0.02775,0.0,0.01256,0.00314,29.14018691588785,170.0,0.05452212957023733,7.813084112149533,0.268120590121873,R&B,15.059203,-9.229074 +947,Russ,0.03179710526315789,0.004063421052631579,0.02653394736842105,0.015623684210526316,30.105007141069517,178.1315789473684,0.07864612887557004,8.052670591331777,0.2676494564800067,Lyrical (Diverse),7.893651,-4.330479 +948,Rye Rye,0.027046249999999997,0.00343,0.0083825,0.01797125,31.020992410675113,172.25,0.0669475105156771,8.004665846784986,0.25779447532348043,R&B,1.2976904,-7.0258384 +949,SL Jones,0.021540624999999997,0.023514374999999997,0.033956875,0.0173825,34.55674221586021,201.125,0.0918304337282475,9.02466593068086,0.26117514657246255,Club & Trap,-10.696577,-9.121307 +950,SZA,0.017350000000000004,0.00202,0.010662380952380951,0.03207428571428572,25.00960048640869,115.0952380952381,0.0749065378762504,6.6919515576053685,0.2670170206619251,R&B,2.9484007,-18.38701 +951,Saafir,0.03427,0.009104,0.0013919999999999998,0.004714,29.882729988052567,256.2,0.10690516393513579,7.969617084826761,0.2662717871036348,Lyrical (Diverse),9.208997,5.6958284 +952,Saba,0.01997545454545455,0.0022436363636363634,0.004902727272727273,0.005676363636363636,31.006384651496024,275.1818181818182,0.08174429845075597,8.394662499069133,0.27024013532428826,Lyrical (Diverse),13.119814,-9.996875 +953,Sabac Red,0.03043,0.00083625,0.0009125,0.005326250000000001,40.65280842143428,274.875,0.0990501217000111,10.98287370070913,0.2698166349698519,Lyrical (Dense),7.9359875,18.048443 +954,Sacario,0.030850000000000002,0.017445000000000002,0.001775,0.010075,35.67351735173517,268.0,0.07513093010938024,9.357085708570857,0.2623077526728582,Lyrical (Diverse),-2.826166,10.374039 +955,Sadat X,0.034491249999999994,0.014273750000000002,0.0040525,0.011535000000000002,33.57026390338747,279.5,0.09907404367895767,8.77412533679363,0.26158632534928933,Lyrical (Diverse),4.6495986,9.197705 +956,Sadistik,0.020055,0.00131,0.0,0.0031725,31.51966358500257,182.0,0.11330916809628166,8.316358500256804,0.2650452537165104,Lyrical (Diverse),4.7284737,4.957582 +957,Sage Francis,0.025635714285714286,0.004317142857142857,0.004488571428571428,0.014734285714285712,38.13803244318808,294.7142857142857,0.10103616063181334,10.19197399547761,0.26756189918817597,Lyrical (Dense),9.937352,13.392831 +958,Sage the Gemini,0.012766666666666667,0.03206777777777778,0.031026666666666664,0.012545555555555556,31.24632409312541,140.44444444444446,0.09493546043748502,8.016816844086556,0.2571581432269893,Club & Trap,-8.404666,-10.762168 +959,SahBabii,0.0103925,0.03932666666666666,0.02835083333333333,0.006715,30.837827458671864,144.5,0.0752804545786225,8.044856622411645,0.2597232490967267,Club & Trap,-12.716106,-7.8475075 +960,Sam Sneed,0.038430000000000006,0.017935,0.012365,0.010255,36.836877076411966,329.0,0.09432422395687311,9.665891472868218,0.26211919248558424,Lyrical (Dense),-0.3356449,15.753611 +961,Sammy Adams,0.025288076923076917,0.002596923076923077,0.013494615384615386,0.02339576923076923,28.26314158093961,179.34615384615384,0.0835074902233023,7.429665527802372,0.26261507103156084,R&B,3.7680128,-8.958872 +962,San E,0.019918571428571424,0.0009085714285714285,0.0030952380952380953,0.0219,26.09331491321673,107.0,0.07729793693799437,6.899494119741441,0.2650164614681502,R&B,7.228818,-16.56385 +963,San Quinn,0.035715,0.014945,0.030940000000000002,0.00289,26.666806722689074,236.0,0.09349835122971804,7.047689075630252,0.2645311661681158,Lyrical (Diverse),5.8827133,-3.6533718 +964,Sauce Money,0.020211666666666666,0.041468333333333336,0.00218,0.011888333333333334,34.545095902825246,292.6666666666667,0.09085260730242695,8.999858012965499,0.26121420042706817,Archetypal,-10.549301,7.6312695 +965,Savage,0.007464285714285714,0.04644809523809523,0.04609761904761903,0.008801428571428573,33.42415519589855,189.0952380952381,0.0704403635010127,8.484019864624987,0.2537687339375604,Club & Trap,-14.023789,-11.722719 +966,Saweetie,0.011968076923076918,0.03067769230769231,0.018591538461538458,0.013979615384615384,34.010505992872865,162.03846153846155,0.07761285446800553,9.044022595670121,0.265893433690484,Archetypal,-11.18547,-3.7176175 +967,Scarlxrd,0.019972857142857143,0.014369999999999999,0.040888571428571434,0.01298857142857143,27.937468262724458,188.42857142857142,0.0903566628833151,7.1984981593806765,0.25802153592323573,Club & Trap,-7.814942,-12.590022 +968,Schoolboy Q,0.012356923076923073,0.04040076923076925,0.018238461538461537,0.01058,33.14471477700521,232.76923076923077,0.08888354702887523,8.60197917097952,0.2592636612601901,Archetypal,-10.44184,-0.5316265 +969,Schoolly D,0.023624285714285716,0.02845,0.0,0.008522857142857143,30.74859863218079,181.71428571428572,0.09518256993680696,8.196910526275358,0.26659556141091934,Lyrical (Diverse),1.8672061,-0.018107507 +970,Scott Storch,0.024651818181818153,0.04453090909090907,0.007343636363636366,0.0049354545454545476,34.07313242685464,295.27272727272725,0.08932041293607493,9.062055111105474,0.26608065807205433,Archetypal,-9.177895,12.617187 +971,Scotty,0.03268387096774193,0.0007470967741935484,0.006280645161290321,0.023355806451612907,29.1622416972661,165.80645161290323,0.07868964106155579,7.812027029098537,0.26770071495446845,R&B,12.081071,-4.979505 +972,Scram Jones,0.033174999999999996,0.00477,0.00396,0.00229,39.61230657640232,271.5,0.10890048729410817,10.133220502901354,0.25482308404816556,Lyrical (Dense),3.449817,12.530023 +973,Scribe,0.041539444444444434,0.002593888888888889,0.008101666666666667,0.014866111111111108,30.66183401479967,200.05555555555554,0.07784657545964352,8.043369679634948,0.26128841393483415,Lyrical (Diverse),14.491207,1.9268358 +974,Scrilla,0.03350818181818182,0.004956363636363637,0.00818227272727273,0.0055927272727272735,35.72100019756555,243.86363636363637,0.09275416261518504,9.663991372467176,0.2707216971813394,Lyrical (Dense),12.088528,12.03572 +975,Scrufizzer,0.03667909090909091,0.0046718181818181815,0.013701818181818183,0.011886363636363638,29.51027646555443,234.45454545454547,0.08450360118810066,7.831732866444426,0.2654775900463023,Lyrical (Diverse),13.408455,1.9883473 +976,Sean Combs,0.039446666666666665,0.03639,0.016383333333333333,0.02775666666666667,30.394219740927735,292.6666666666667,0.08628363898072954,7.736047477873929,0.25452934745962663,Lyrical (Diverse),-2.8771822,4.133722 +977,Sean Price,0.020313333333333333,0.03512444444444444,0.0011455555555555555,0.0006627777777777778,32.690373266486766,203.16666666666666,0.11335038032836696,8.624650247863691,0.26383878743241834,Lyrical (Diverse),1.4527105,7.038128 +978,Sean T,0.023403749999999997,0.007690000000000001,0.02131125,0.02960875,29.52496614641708,196.875,0.07287224573185773,7.710131740201448,0.26064049149773105,R&B,6.1735654,-9.476546 +979,Serengeti,0.017872499999999996,0.0021358333333333338,0.0027816666666666667,0.0062141666666666664,26.54161662452614,148.5,0.10080521021647086,7.019104951731209,0.2644898889306542,Lyrical (Diverse),6.325172,-12.591824 +980,Serius Jones,0.05827,0.07994499999999999,0.00086,0.0018,46.93076281896158,1140.5,0.06216382506408566,12.228939797262779,0.260580675739983,Lyrical (Dense),0.635127,22.789097 +981,Sev Statik,0.042179999999999995,0.0,0.0,0.01325,43.60937000319795,280.0,0.11498501707067316,11.393508154780939,0.2611740595808416,Lyrical (Dense),6.054899,18.315716 +982,Sha Money XL,0.02025913043478259,0.032948260869565225,0.0057843478260869545,0.0416391304347826,35.73568753460777,222.91304347826087,0.08719299370020715,9.333811211767982,0.2610264525948156,Archetypal,-0.53644574,-2.7601728 +983,Shabazz the Disciple,0.0274355,0.013892000000000002,0.001637,0.001219,38.54706129589164,291.4,0.09642687327257365,10.223669466507685,0.26517153943458827,Lyrical (Dense),7.0036745,14.886564 +984,Shad,0.05169666666666665,0.013996666666666682,0.0027633333333333308,0.004405000000000001,39.21041885259192,381.5833333333333,0.08960503370402872,10.45823654611994,0.2668202820782522,Lyrical (Dense),1.6617146,21.794027 +985,Shade Sheist,0.02847727272727273,0.02837636363636364,0.006966363636363637,0.009369090909090909,33.47321475651831,218.72727272727272,0.09499715490043764,8.752396809113351,0.26105918661898897,Lyrical (Diverse),-2.145525,6.1954527 +986,Shady Nate,0.012543333333333332,0.01806,0.00044,0.003493333333333333,28.214240196078435,132.33333333333334,0.07408529724404345,7.6184803921568625,0.25390804927072286,Archetypal,-2.4950814,-9.634218 +987,Shaggy,0.00635,0.00053,5e-05,0.00193,23.321678321678323,194.0,0.05817091454272864,6.3426573426573425,0.2719640179910045,R&B,11.373685,-14.647962 +988,Shaggy 2 Dope,0.020853333333333335,0.012513333333333335,0.0026266666666666665,0.005456666666666666,29.777990811488483,263.6666666666667,0.0939141609305028,7.868948696423405,0.264772724077738,Lyrical (Diverse),7.973822,4.5050426 +989,Shaquille O'Neal,0.03023823529411765,0.005960588235294118,0.014830588235294118,0.006962352941176471,32.658030126531195,257.4117647058824,0.09959606331862268,8.605693416050356,0.2630337635008402,Lyrical (Diverse),9.078866,7.3056607 +990,Shawnna,0.022869999999999998,0.023185,0.001215,0.01616,36.146280902798914,240.6,0.08079760776860931,9.599637328340217,0.2656555550250258,Lyrical (Diverse),5.448549,2.886744 +991,Shawty Lo,0.015032962962962958,0.020985185185185187,0.01382851851851852,0.00845962962962963,27.183494229686744,137.55555555555554,0.0870536260050659,7.00363022249271,0.25738956156653164,R&B,-3.1087713,-8.719192 +992,Sheck Wes,0.006657142857142857,0.041700357142857136,0.0171725,0.0029128571428571432,29.381941998542604,147.92857142857142,0.07083452377075047,7.578377462390563,0.25774763278849594,Archetypal,-12.649599,-7.5117273 +993,Sheek Louch,0.031055,0.01795,0.013075000000000002,0.0,26.247232764073374,179.0,0.08677167320107176,7.105629348513599,0.2736644354560786,Lyrical (Diverse),14.740778,-6.0301704 +994,Shing02,0.024030000000000003,0.000148,0.00048000000000000007,0.019577999999999998,26.28890127059579,216.4,0.10255846461867861,7.005805045563531,0.26667748310352646,Lyrical (Diverse),8.972868,3.501016 +995,Sho Baraka,0.03150533333333334,0.0011826666666666665,0.00683,0.025615333333333334,36.31156048839299,272.1333333333333,0.08207043481774434,9.618956946695873,0.26487428155705534,Lyrical (Diverse),9.3636265,0.315012 +996,Shock G,0.015572413793103448,0.0006841379310344826,0.0027,0.012111034482758621,21.556741734020658,95.75862068965517,0.07071986878919753,5.73623704610176,0.2633161263479355,R&B,6.9530125,-18.721497 +997,Shorty,0.024651818181818153,0.04453090909090907,0.007343636363636366,0.0049354545454545476,34.07313242685464,295.27272727272725,0.08932041293607493,9.062055111105474,0.26608065807205433,Archetypal,-9.177756,12.617568 +998,Shorty Mack,0.011076666666666665,0.027133333333333332,0.018316666666666665,0.005493333333333334,34.21270469977367,170.66666666666666,0.09752745960972627,8.939172546931168,0.26071036720667334,Archetypal,-3.4133406,-1.5434072 +999,Shwayze,0.020959285714285708,0.0031040476190476196,0.005533333333333333,0.037915714285714275,29.187154641914802,150.8095238095238,0.07008380313204385,7.718237747147599,0.26442851776274073,R&B,1.0201725,-18.368587 +1000,Shy Glizzy,0.011415714285714286,0.041489523809523816,0.018297619047619056,0.015223809523809525,33.964055239052826,170.33333333333334,0.08407560408207752,8.980286001034948,0.2648189481454396,Archetypal,-10.992118,-3.4434292 +1001,Shyne,0.00335,0.01072,0.02295,0.00747,28.910112359550563,159.0,0.061795569374271275,7.213483146067416,0.2495141857753595,Club & Trap,-11.454104,-10.942892 +1002,Silentó,0.0036699999999999997,0.002816,0.014986,0.038754,24.67278463051715,77.2,0.044061649857870124,6.251622308228651,0.2525819432588636,R&B,-1.0535221,-15.501675 +1003,Silkk the Shocker,0.033158888888888884,0.026746666666666665,0.0021899999999999997,0.011804444444444444,35.80750111051387,210.44444444444446,0.09269267279173983,9.288043325100535,0.2593245618439803,Lyrical (Diverse),-1.6795094,9.776986 +1004,Silla,0.020300000000000002,1.3333333333333335e-05,0.0014633333333333332,0.015700000000000002,20.191333598650672,59.0,0.04352899602279217,5.995531297970323,0.2948743596542348,R&B,13.254168,-16.722012 +1005,Simon D,0.019805999999999997,0.000138,0.001253,0.008068999999999998,22.503406274931628,108.2,0.09958845048565598,5.903349233262299,0.26267217460130365,R&B,3.365548,-13.281609 +1006,Sir Jinx,0.034342000000000004,0.0062683999999999995,0.005276,0.0037611999999999997,30.483654511917024,235.8,0.09118564023770731,8.007258634064879,0.2618246666441273,Lyrical (Diverse),11.00231,4.0107355 +1007,Sir Mix-a-Lot,0.024540000000000003,0.014709999999999999,0.008968333333333333,0.010776666666666665,30.50019983626326,303.6666666666667,0.08861930968331716,8.027645820192541,0.26308860008635077,Lyrical (Diverse),7.31014,7.130398 +1008,Sirah,0.02533666666666667,0.00046166666666666665,0.0010633333333333334,0.007200000000000001,32.627620071776256,220.5,0.08946314846470488,8.839776724983512,0.2716186887980134,Lyrical (Diverse),13.163707,8.083663 +1009,Skee-Lo,0.025114999999999988,0.007154166666666666,0.006313333333333333,0.02190041666666667,35.18257556147261,220.375,0.07697237364071687,9.309216326022733,0.2648306108845339,Lyrical (Diverse),9.18392,0.5168866 +1010,Skeme,0.015417999999999998,0.07652400000000001,0.012176000000000001,0.008302,35.409424892097704,210.2,0.06674945664603023,9.019335304554758,0.25191206691910806,Archetypal,-17.528492,1.13593 +1011,Skepta,0.03662222222222222,0.007611666666666668,0.005287777777777778,0.009043333333333332,33.615637124267636,248.66666666666666,0.08306703144342108,9.025522170403233,0.2684653749928356,Lyrical (Diverse),13.628201,3.944161 +1012,Ski Mask the Slump God,0.010860357142857147,0.02067535714285715,0.03478857142857143,0.0019374999999999998,30.39491370691809,156.39285714285714,0.08930904211077817,7.939405454651499,0.26083246672556004,Club & Trap,-8.451924,-11.457812 +1013,Skinnyfromthe9,0.017155555555555552,0.03590722222222222,0.043895555555555556,0.023979444444444442,32.27756215686528,154.72222222222223,0.06688067496710008,8.36286073806027,0.2589134176739999,Club & Trap,-9.732877,-13.902292 +1014,Skinnyman,0.014403333333333332,0.0,0.0,0.0032700000000000003,12.996714042519498,50.0,0.06704878699013596,3.4387874948863115,0.266384324803834,R&B,7.293284,-19.647888 +1015,Skooly,0.0077214285714285735,0.05640428571428572,0.022525714285714288,0.022547142857142852,35.09824588252314,166.42857142857142,0.069224245540653,9.222491604854442,0.2626134981806792,Club & Trap,-16.90899,-5.7824917 +1016,Skull Duggery,0.017386666666666665,0.045996666666666665,0.0032233333333333333,0.00366,31.949128540305008,162.33333333333334,0.10456846573390512,8.118409586056645,0.2535106359952249,Archetypal,-6.864458,-0.20077574 +1017,Skyzoo,0.0310205,0.004724000000000001,0.005343499999999999,0.0123165,36.530223463559686,227.05,0.08967115502057381,9.73764678963572,0.2666951534757525,Lyrical (Dense),11.201641,10.3128395 +1018,Sleepy Brown,0.0032533333333333333,0.0008366666666666667,0.009029999999999998,0.05759,21.398717948717948,68.0,0.08033951835767865,5.601495726495727,0.26199719261306315,R&B,3.6116338,-20.170618 +1019,Slick Rick,0.0183725,0.0140925,0.001485,0.0328475,36.45183787441246,258.75,0.0937578445683164,9.590975839856956,0.2631811722234267,Lyrical (Diverse),10.049292,-3.2377596 +1020,Slim Jxmmi,0.0093,0.00422,0.01917,0.03364,37.77142857142857,171.0,0.06467473524962178,10.257142857142858,0.27155824508320725,Club & Trap,-5.047901,-7.308094 +1021,Slim Thug,0.027198947368421055,0.04161421052631579,0.012757894736842107,0.0070889473684210514,31.886369686657485,222.21052631578948,0.09662884772852225,8.148937343629381,0.25544995997073155,Archetypal,-7.2370205,0.9793248 +1022,Slowthai,0.026632187499999994,0.005450312499999999,0.010920937499999998,0.007666562500000002,30.77601401747967,199.4375,0.09464392497584038,8.11150218057445,0.26336007464024064,Lyrical (Diverse),9.26083,4.272552 +1023,Slug,0.021809999999999996,0.027351249999999997,0.007873125000000003,0.007161874999999997,35.00504778091156,259.1875,0.07604752479009713,9.147286354790277,0.26120888988665014,Archetypal,-6.8639283,4.423596 +1024,Smino,0.0184652,0.0246188,0.026971999999999996,0.017385200000000003,28.546820214190006,221.36,0.08962218790753823,7.625168129231196,0.2673423584853846,Lyrical (Diverse),2.0994742,-2.3373995 +1025,Smitty,0.021195000000000002,0.020166666666666663,0.02464166666666667,0.024290000000000003,32.19139476504173,176.83333333333334,0.07463916312010845,8.326997152178832,0.2577620335409308,Club & Trap,-7.8178625,-8.160137 +1026,Smoke DZA,0.023710000000000005,0.0353404347826087,0.0025408695652173914,0.0030904347826086957,33.187501727316096,233.08695652173913,0.10690246040786505,8.731854414986241,0.26325392910053225,Lyrical (Diverse),1.3106538,7.0343947 +1027,Smokepurpp,0.0043603999999999995,0.03314519999999999,0.0277524,0.0050032,31.360697231673747,104.64,0.07597718152261143,7.81376290172944,0.24894739805433214,Club & Trap,-12.626059,-10.6862 +1028,Smooth,0.010727777777777779,0.0006783333333333333,0.005956111111111111,0.026568333333333333,21.163994880441983,83.38888888888889,0.064830409330905,5.719735526657651,0.2715278922852447,R&B,8.329251,-18.54146 +1029,Smoothe da Hustler,0.022877142857142856,0.009741428571428571,1.2857142857142857e-05,0.0011471428571428572,34.27930942292402,282.42857142857144,0.09762210755952398,8.794488919318491,0.25741783008237723,Lyrical (Diverse),5.3900266,10.734457 +1030,Snoop Dogg,0.014648888888888885,0.030039999999999983,0.013294444444444444,0.008818888888888888,33.3544943865664,234.44444444444446,0.07649989806290206,8.828109385949109,0.26491747143620614,Archetypal,-8.973423,2.8585024 +1031,Snootie Wild,0.010804444444444443,0.040858148148148137,0.002259259259259259,0.01104333333333333,35.104175454499085,159.4814814814815,0.07387129901894884,9.094644729879011,0.2591384446175216,Archetypal,-15.830122,-0.9743366 +1032,Snow Tha Product,0.03502035714285714,0.011352142857142854,0.015533571428571428,0.01832535714285714,34.58639206080587,189.53571428571428,0.08098979237706147,9.16939537863138,0.265225222047409,Lyrical (Diverse),6.2470093,-0.30668506 +1033,"Soce, the elemental wizard",0.00945,0.00038,0.00099,0.0,25.205479452054796,181.0,0.0983695652173913,6.7534246575342465,0.26793478260869563,R&B,7.1249104,-13.134591 +1034,Solzilla,0.043996,0.005558,0.007842,0.030031999999999996,30.80006603348108,215.0,0.09814238210348095,8.13522537548062,0.26386516551732175,Lyrical (Diverse),12.554978,-0.071930595 +1035,SonReal,0.029327837837837843,0.006525675675675675,0.026874324324324322,0.022804054054054057,32.063329478459856,179.05405405405406,0.07097867546435795,8.49418646099554,0.2648868222419797,Lyrical (Diverse),7.634628,-5.3860803 +1036,Sonny Digital,0.014786666666666665,0.022783333333333333,0.015733333333333332,0.004086666666666666,26.07773020727149,121.33333333333333,0.05792154682669687,6.92691131498471,0.26263869293579606,R&B,-1.5744058,-13.806947 +1037,Soopafly,0.025140000000000003,0.04342,0.00132,0.01252,33.43740110759494,235.5,0.09780539006608144,8.807753164556962,0.2637657234255424,Archetypal,-5.9541535,8.433054 +1038,Soulja Boy,0.006903333333333333,0.060219999999999996,0.042236666666666665,0.0,33.4548845988846,191.0,0.07375068120729654,8.406885456885457,0.25125820158131706,Club & Trap,-13.985201,-11.674328 +1039,Soulja Slim,0.03249962962962963,0.009384074074074074,0.001956296296296296,0.003817777777777778,39.26129044965987,265.18518518518516,0.11062045129550482,10.516366936938082,0.2678199019341613,Lyrical (Dense),7.6419134,16.296703 +1040,South Park Mexican,0.031664333333333336,0.016123333333333333,0.0025013333333333337,0.013639333333333333,32.54722105939106,286.6,0.10054032761401169,8.613005535008314,0.26446954611254514,Lyrical (Diverse),5.0444818,8.861997 +1041,Southside,0.017820000000000003,0.010365,0.07125000000000001,0.009025,32.112172829248024,181.0,0.06598354355454542,8.52465032543969,0.26531495926909376,Club & Trap,-11.067401,-15.591283 +1042,SpaceGhostPurrp,0.014726666666666666,0.07614666666666665,0.007856666666666666,0.010705555555555557,34.701283461448696,171.77777777777777,0.08345248354841843,9.047524736914712,0.26050189192750595,Archetypal,-15.213069,1.6301141 +1043,Special Ed,0.054236363636363645,0.003826363636363636,0.0020990909090909094,0.003816363636363636,31.98928205390391,270.72727272727275,0.10310443605088788,8.64428636131892,0.26978197115169134,Lyrical (Dense),12.119106,16.409437 +1044,Spice 1,0.020180588235294117,0.04239705882352941,0.0033623529411764704,0.0036,36.24252600175881,265.3529411764706,0.08597887395022663,9.505569918957931,0.2622439504905726,Archetypal,-11.826581,9.817898 +1045,Spider Loc,0.024055,0.023381999999999997,0.001838,0.0032749999999999993,30.166960330076723,221.7,0.10052944261780712,7.718666784583014,0.2558630402509455,Lyrical (Diverse),-1.1015896,4.6603675 +1046,Spoonie Gee,0.03377333333333333,0.0,0.0020716666666666665,0.029484999999999997,28.75259430495468,226.0,0.08446844736860148,7.532561515383514,0.2619293044364421,Lyrical (Diverse),11.06908,-5.921419 +1047,Spose,0.035569090909090904,0.00325969696969697,0.0047469696969696966,0.00693121212121212,36.2639580887747,267.75757575757575,0.0924323957765054,9.75636799643442,0.2688535694512276,Lyrical (Dense),11.846978,12.2512665 +1048,Spot,0.01937,0.0,0.00455,0.01388,32.53968253968254,85.0,0.041463414634146344,8.444444444444445,0.25951219512195123,R&B,-1.8717126,-13.027642 +1049,Stalley,0.025376923076923075,0.02126230769230769,0.002334615384615385,0.004759230769230769,33.50326850015285,199.46153846153845,0.09371210057471635,8.721617308790911,0.26016205992978614,Lyrical (Diverse),0.9088057,1.5947797 +1050,Starlito,0.038793461538461534,0.029697692307692317,0.006224230769230769,0.01342307692307692,35.75034401795219,270.15384615384613,0.0998177669700945,9.363359955871525,0.26193985076460924,Lyrical (Dense),1.2085459,13.700023 +1051,Stat Quo,0.024214285714285716,0.013544285714285715,0.01488,0.024578571428571425,37.62655327376036,230.71428571428572,0.09066959144850242,9.791540959178318,0.26020167970436425,Lyrical (Diverse),1.0161331,3.2574372 +1052,Static Major,0.027293333333333336,0.03533666666666667,0.006887222222222223,0.009861666666666671,34.12474497754719,249.05555555555554,0.0920899924976715,8.935833397798794,0.26191868937981994,Archetypal,-5.168427,8.007208 +1053,Statik Selektah,0.031581,0.012707,0.012053999999999999,0.012868000000000001,33.14492719541034,245.6,0.10386354022478436,8.875833533038556,0.26759830816950037,Lyrical (Diverse),9.47319,7.4421964 +1054,Steady B,0.00864,0.0,0.02033,0.019235000000000002,25.294146825396826,61.5,0.07391855256954266,6.958829365079366,0.27529839450110427,R&B,10.167906,-16.307558 +1055,Stefflon Don,0.015915714285714287,0.014616428571428572,0.009378571428571429,0.01651714285714286,31.076277539716877,183.78571428571428,0.06931739230947638,8.217308584601643,0.26467932906234065,R&B,3.001537,-6.4730625 +1056,Stevie Joe,0.01531,0.04974,0.0,0.01527,39.3,167.0,0.10623409669211197,10.325,0.2627226463104326,Archetypal,-14.4345875,7.6717787 +1057,Stevie Stone,0.023661111111111112,0.01829814814814815,0.008808148148148148,0.013434074074074074,31.55649316795767,202.2962962962963,0.0886125968325506,8.438504324705168,0.2672227857378558,Lyrical (Diverse),2.7168555,-0.9428504 +1058,Stezo,0.049687,0.0,0.00092,0.0038779999999999995,33.3149097587807,207.4,0.10058164764162078,8.976246877765108,0.2691347269735199,Lyrical (Dense),12.0789175,16.375902 +1059,Sticky Fingaz,0.03128499999999999,0.021922499999999998,0.0093225,0.027792500000000005,33.58185770750988,213.25,0.09734899515810433,8.80290269848241,0.2625700078977727,Lyrical (Diverse),0.045365084,-1.0964302 +1060,Stitches,0.02725,0.0,0.0,0.05755,28.847826086956523,78.0,0.0587792012057272,7.934782608695652,0.2750565184626978,R&B,1.5300735,-21.367605 +1061,Stoka,0.022483658536585373,8.878048780487805e-05,0.007194146341463416,0.016432439024390236,25.54372419234852,106.3170731707317,0.09200094817244095,6.710332737591533,0.2628314465135039,R&B,3.9289558,-14.012208 +1062,Stormzy,0.030655384615384623,0.009079615384615382,0.014443076923076923,0.015787307692307698,33.301638186477746,219.8846153846154,0.07828756090323483,8.668080905811756,0.2604696402570549,Lyrical (Diverse),4.8923416,0.32301614 +1063,Stoupe the Enemy of Mankind,0.030035,0.019180000000000003,0.0031450000000000002,0.008740000000000001,39.86732456140351,281.5,0.11054180904364354,10.70577485380117,0.26872483026688293,Lyrical (Dense),7.447192,16.330158 +1064,Stretch,0.03065249999999999,0.0120425,0.01685125000000001,0.020147499999999992,35.40518281217143,248.125,0.08926474721985851,9.406450472193875,0.2659311324115273,Lyrical (Diverse),7.8732452,0.4390719 +1065,Stunna 4 Vegas,0.03203,0.08191,0.05744,0.0,44.01190476190476,337.0,0.09115499053286448,11.273809523809524,0.25615363808493374,Club & Trap,-19.042421,6.100775 +1066,Styles P,0.02755,0.031637000000000005,0.009706000000000001,0.006431000000000001,34.57657591403258,241.2,0.08670250168902253,8.97520951798123,0.2589660061944086,Archetypal,-4.858908,7.988841 +1067,Substantial,0.0294,0.00321,0.0012980000000000001,0.009170000000000001,34.937039274997105,267.7,0.1023036708714794,9.188016819874187,0.2622454673036347,Lyrical (Diverse),6.7995763,10.863753 +1068,Suffa,0.02233333333333333,0.013022222222222221,0.01273888888888889,0.026562222222222223,23.283631482743417,138.22222222222223,0.08046562229647637,6.241235542573944,0.26895856967600484,R&B,3.4461613,-18.440119 +1069,Suga Free,0.023155000000000002,0.029686249999999997,0.004798125000000001,0.019061875,33.84099927775924,272.0625,0.08150411365131843,8.840396012915576,0.2614658909749874,Archetypal,-8.302214,6.034358 +1070,Swae Lee,0.00858,0.003975,0.05052,0.0322325,27.85519683408979,121.25,0.08550572979541332,7.552712259429607,0.2709060087563739,Club & Trap,-9.498012,-15.954987 +1071,Swagg Man,0.01785,0.0032,0.00184,0.00365,23.88888888888889,129.0,0.06666666666666667,6.049382716049383,0.2532299741602067,R&B,-2.4750934,-11.505164 +1072,Swarmz,0.022565,0.01328,0.006035,0.011810000000000001,28.73311862587225,219.0,0.07557459450209114,7.3144390767579175,0.2546478084747602,Lyrical (Diverse),-1.6824948,-9.129764 +1073,Sweet Tee,0.049026,0.003136,0.0050880000000000005,0.010473999999999999,35.03726117852333,245.2,0.09720901171477654,9.243834261433213,0.2635671968863953,Lyrical (Dense),11.414306,15.451797 +1074,Swings,0.012055333333333328,0.017124666666666673,0.04233333333333331,0.01586333333333333,30.790637615103343,159.46666666666667,0.07707557841886242,8.026266355552508,0.26116396640815615,Club & Trap,-9.064906,-13.251477 +1075,SwizZz,0.041694999999999996,0.0269575,0.003975,0.01413,37.83173437064359,286.75,0.07857121822418492,10.090109609564216,0.2664475113211038,Lyrical (Dense),-0.82911605,17.512573 +1076,Swizz Beatz,0.014973499999999992,0.03316050000000001,0.019898499999999996,0.007271000000000002,32.547355123466026,183.45,0.07587354952085626,8.485832113062127,0.26065855711419406,Archetypal,-11.708244,-6.175246 +1077,Syd Tha Kyd,0.015752,0.0033019999999999994,0.039146,0.04258000000000001,27.295470225197896,121.0,0.08134633233104263,7.153651924790756,0.2641162675417738,R&B,-4.383156,-18.093884 +1078,T La Rock,0.02123,0.0,0.01788,0.00778,27.098360655737704,176.0,0.10647307924984876,7.540983606557377,0.27828191167574107,Lyrical (Diverse),17.869112,3.81201 +1079,T-Bone,0.035083636363636365,0.0049099999999999994,0.002438181818181818,0.0027054545454545456,40.120245148904225,259.54545454545456,0.10213572570577076,10.634641026755187,0.26491061227426616,Lyrical (Dense),7.0660543,17.219498 +1080,T-Nutty,0.031172500000000002,0.04178,0.0002525,0.0010825,32.53023072854846,372.25,0.09205310713631643,8.733604907722938,0.26834832555219423,Lyrical (Dense),-8.791257,14.4512205 +1081,T-Pain,0.014305,0.029663749999999996,0.04708375000000001,0.03946125,30.749292998567164,179.75,0.06852742440868542,7.95907705762446,0.2596959959608828,Club & Trap,-7.997098,-16.49963 +1082,T-Wayne,0.016249999999999997,0.01864217391304348,0.007957391304347826,0.018568695652173915,35.57166004809404,136.95652173913044,0.0755111526618633,9.261773992138805,0.2599504406736474,Archetypal,-2.7460377,-4.451615 +1083,T. Mills,0.023585625,0.008409375,0.009696875,0.023481875000000003,30.749145447484164,145.8125,0.0810916263599291,8.124926095846979,0.2635696001967926,R&B,3.7358778,-7.171443 +1084,T.I.,0.023384642857142847,0.03549107142857143,0.02508999999999999,0.04484392857142859,31.16072120899449,196.78571428571428,0.08426282083227278,8.200500888424328,0.26298096086143763,Club & Trap,4.8263316,-11.148553 +1085,TD Cruze,0.01182,0.02557,0.00092,0.00925,21.904761904761905,203.0,0.08826086956521739,5.6571428571428575,0.2582608695652174,R&B,2.095564,-12.475393 +1086,Tabi Bonney,0.026187368421052633,0.0041168421052631575,0.008942631578947369,0.028505263157894742,33.23059710402066,166.0,0.09853988403397539,8.775162113864232,0.26381884226124114,Lyrical (Diverse),11.528859,-1.9685634 +1087,Tablo,0.00945,0.00031,0.0176,0.06022,24.55263157894737,144.0,0.07717041800643087,6.657894736842105,0.27116827438370844,R&B,0.5402441,-21.98401 +1088,Taio Cruz,0.015455,0.0,0.00096,0.07348500000000001,27.02514231499051,87.5,0.049343468334718976,7.1152751423149905,0.2604256568615807,R&B,-0.00085029285,-20.727062 +1089,Tairrie B,0.03152947368421053,0.005037368421052631,0.003558421052631579,0.008472105263157895,31.783927611997598,300.6842105263158,0.09434937485867229,8.475017242705713,0.2666983673693074,Lyrical (Diverse),6.721022,8.543362 +1090,Takeoff,0.0,0.06575,0.0,0.0,24.956521739130434,71.0,0.12369337979094076,6.782608695652174,0.27177700348432055,Archetypal,-4.30848,-5.958857 +1091,Talib Kweli,0.03766266666666667,0.004112,0.007424666666666666,0.006255999999999999,37.46276058174225,358.3333333333333,0.09270566149179958,9.985101612854551,0.2664064220098116,Lyrical (Dense),1.9220012,19.9125 +1092,Target,0.03230379310344827,0.02139551724137931,0.010935172413793106,0.01241551724137931,34.023495571655744,217.17241379310346,0.09449060099646456,8.942912171699351,0.2627879211939586,Lyrical (Diverse),4.288032,1.5660063 +1093,Tay Dizm,0.028655,0.0141,0.011635,0.004295,23.105308219178085,162.5,0.08241655232656359,5.890740252897787,0.25546643551424203,R&B,0.77497154,-12.796144 +1094,Tay-K,0.005461333333333333,0.04826700000000001,0.010635,0.008088000000000001,38.66219234124207,127.3,0.09141521974391734,9.95445636806994,0.25720020455649534,Archetypal,-14.976568,0.468881 +1095,Teairra Marí,0.022363636363636363,0.0059159090909090915,0.017936363636363636,0.036331363636363634,25.968939585774525,139.13636363636363,0.07646306775987718,6.934231484863997,0.26638908571505265,R&B,2.251175,-18.293869 +1096,Tech N9ne,0.03149588235294118,0.010737058823529412,0.00401235294117647,0.016518235294117643,36.40067147316643,282.88235294117646,0.08874210006102667,9.787863153758295,0.2688942678028956,Lyrical (Dense),12.167967,10.590629 +1097,Tedashii,0.02852625,0.00238125,0.01324166666666667,0.02207458333333333,30.27314192467782,180.33333333333334,0.08188946435790025,8.06235590213503,0.2658077131416379,Lyrical (Diverse),11.723274,-4.873441 +1098,Tee Grizzley,0.018221199999999996,0.06369359999999999,0.013807600000000001,0.010782400000000001,41.111769810709966,246.52,0.0771602947628679,10.6254818811686,0.258629122409301,Archetypal,-14.449038,10.112413 +1099,TeeFlii,0.007788260869565217,0.015290434782608697,0.027579130434782613,0.039508260869565215,26.82277760070421,117.1304347826087,0.07409446859201131,7.0562450504703085,0.26299413470738936,R&B,-3.5060704,-17.87406 +1100,Tekitha,0.012775,0.0,0.0021,0.02445,25.637931034482758,136.5,0.09219216909011367,6.741379310344827,0.26505880041227026,R&B,3.9412463,-15.367499 +1101,Termanology,0.03908,0.00879,0.0,0.0,28.70967741935484,220.0,0.12359550561797752,7.693548387096774,0.2679775280898876,Lyrical (Diverse),8.8621025,5.957718 +1102,Terrace Martin,0.027609999999999996,0.006177500000000001,0.001275,0.021415000000000003,31.520531512318705,158.25,0.12420999716913278,8.19424240324452,0.25932950766377527,Lyrical (Diverse),3.918724,4.3448596 +1103,Teyana Taylor,0.02865,0.00491,0.00443,0.01619,35.806451612903224,163.0,0.07342342342342342,9.741935483870968,0.27207207207207207,Lyrical (Diverse),16.440498,-2.8917203 +1104,Tha Chill,0.017974999999999998,0.042635,0.0,1e-05,37.52415966386555,97.5,0.12243623480986308,9.77626050420168,0.26293017446564493,Archetypal,0.471772,8.5941925 +1105,Tha City Paper,0.0151,0.03346,0.00023,0.01558,34.90909090909091,307.0,0.09993489583333333,9.363636363636363,0.2682291666666667,Archetypal,-9.6303835,8.57445 +1106,Tha Trademarc,0.04046166666666667,0.011832500000000001,0.011014166666666667,0.015304166666666666,35.036391713143296,259.4166666666667,0.097102891258204,8.996530313649028,0.2568066255559183,Lyrical (Diverse),0.49776354,11.426308 +1107,The 6th Letter,0.009746666666666667,0.03578666666666667,0.0006766666666666667,0.0,31.601220538720536,193.33333333333334,0.09239109628520203,8.141582491582492,0.2574033929933895,Archetypal,-7.9502897,-0.8821658 +1108,The Alchemist,0.03486800000000001,0.037467,0.0016059999999999998,0.007045,41.1620485437749,244.2,0.11079667015655155,11.038242770313728,0.268122464811836,Lyrical (Dense),3.4380856,17.380856 +1109,The Coup,0.025765909090909093,0.010677727272727273,0.005087727272727272,0.007794999999999999,35.90496671902087,264.1818181818182,0.09136964432309012,9.678885659728492,0.2696315010489322,Lyrical (Dense),12.397682,11.236393 +1110,The D.O.C.,0.03164586206896542,0.03302379310344826,0.007168620689655164,0.004459655172413792,33.06754674130963,304.48275862068965,0.08111099312363237,8.877104790447417,0.2682922515624116,Lyrical (Diverse),-8.386744,15.282186 +1111,The Dirtball,0.02532782608695652,0.012918695652173911,0.0038378260869565218,0.006906521739130435,32.07496207828094,277.9130434782609,0.08541033588828631,8.47952223039741,0.26420127463372073,Lyrical (Diverse),7.494506,7.519197 +1112,The Game,0.0237132,0.04337559999999998,0.004560399999999999,0.017394,35.46316330131826,273.4,0.08974600322636739,9.348228990152366,0.26396011858471213,Archetypal,-10.666034,8.226655 +1113,The Jacka,0.02069,0.0,0.00173,0.0067,32.29245283018868,228.0,0.06660823838737949,8.81132075471698,0.2728600642711072,Lyrical (Diverse),13.22966,-9.994142 +1114,The Lady of Rage,0.03355363636363637,0.006392727272727272,0.006135454545454546,0.0035454545454545448,33.712627088184384,315.6363636363636,0.09229577815465227,8.89069220798274,0.26384644641674765,Lyrical (Dense),6.489942,8.801168 +1115,The Notorious B.I.G.,0.020016666666666665,0.030186666666666667,0.010911666666666667,0.02057083333333333,31.82268215790681,250.83333333333334,0.091794376236345,8.241084996903773,0.25981115994945886,Archetypal,-3.7348664,0.8423193 +1116,The Real Roxanne,0.03793,0.0,0.00162,0.019065,31.903035714285714,295.0,0.08650309218507628,8.505714285714285,0.2665358678426025,Lyrical (Diverse),14.550906,3.557668 +1117,The Weeknd,0.009018076923076922,0.006061153846153846,0.023968076923076922,0.06261653846153846,25.695111151127204,116.46153846153847,0.06289004163578565,7.007900114911194,0.27290167191220477,R&B,0.34644803,-22.165462 +1118,The-Dream,0.0102,0.01989,0.02368,0.0813,31.576923076923077,270.0,0.08221680876979294,8.557692307692308,0.27101096224116933,R&B,-1.2530026,-21.106594 +1119,Theophilus London,0.023379999999999995,0.004461904761904761,0.006048095238095237,0.03088666666666666,27.21763380464434,142.61904761904762,0.09131784421393212,7.1303430820646865,0.2619038291662204,R&B,4.302494,-15.284963 +1120,Tierra Whack,0.04152,0.06971,0.0496,0.0,35.404761904761905,399.0,0.0894418291862811,9.23015873015873,0.26070387805424794,Lyrical (Dense),-19.016796,6.1239376 +1121,Tiffany Foxx,0.012625294117647057,0.04174647058823529,0.00714,0.011918823529411765,28.11466763872961,170.94117647058823,0.08202988303031893,7.28638242291261,0.25889736245580025,Archetypal,-8.303722,-4.017228 +1122,Tim Dog,0.031236153846153844,0.04581692307692308,0.004472307692307692,0.007592307692307692,28.456975458601693,231.92307692307693,0.09597018685751141,7.384062958483497,0.2590423191041481,Archetypal,-2.3451998,6.9601727 +1123,Timaya,0.00486,0.003013333333333333,0.0025177777777777776,0.03059111111111111,28.956777493591957,133.88888888888889,0.05762056078930845,8.15861785820525,0.28112382030942684,R&B,12.1819,-15.58064 +1124,Timbaland,0.019193333333333337,0.009703333333333333,0.022173333333333333,0.028510000000000004,29.853834512371098,106.66666666666667,0.06777304092551996,7.830772885650934,0.26191305894675626,R&B,-1.9418298,-16.877724 +1125,Tinie Tempah,0.02666631578947369,0.00740578947368421,0.023238947368421053,0.02063947368421053,31.11394368690822,229.0,0.08602614761215242,8.342462133084691,0.26804696549666046,Lyrical (Diverse),8.452646,-3.6896703 +1126,Tink,0.02359600000000001,0.017093999999999998,0.012560285714285717,0.036497142857142874,30.644576175454866,161.4,0.08712515131381345,8.087753365614658,0.2630195978475772,R&B,5.0247917,-9.830862 +1127,Tion Wayne,0.020818518518518517,0.015838518518518516,0.014396666666666667,0.01886555555555556,29.089974652339723,179.85185185185185,0.08027359943273142,7.588057564782601,0.2614191716003036,R&B,3.0525486,-8.377473 +1128,TobyMac,0.017050952380952382,7.714285714285715e-05,0.006514761904761905,0.021214761904761906,25.916027149784867,129.8095238095238,0.059714981315013196,6.98414520373799,0.2694033948861424,R&B,8.845324,-16.724012 +1129,Tommy Wright III,0.013236499999999998,0.050356500000000005,0.0010910000000000002,0.007728500000000001,32.572053216735604,286.1,0.08721193651268225,8.312099245240358,0.2543070114162494,Archetypal,-14.251285,3.759094 +1130,Tone Lōc,0.03225461538461539,0.0015938461538461538,0.007000769230769231,0.028856153846153844,32.37577642894139,252.23076923076923,0.09544496921783743,8.67972705168789,0.26795304346471843,Lyrical (Diverse),12.549637,-1.200074 +1131,Tone Trump,0.00663,0.01763,0.00443,0.03553,28.016949152542374,184.0,0.11131276467029642,7.423728813559322,0.26497277676951,R&B,-5.593601,-4.658462 +1132,Tonedeff,0.022571666666666667,0.007545833333333332,0.0033624999999999996,0.02671,44.16726613687192,293.5833333333333,0.09799701179481925,11.720893602526791,0.2653018412321379,Lyrical (Dense),5.178176,18.189682 +1133,Tony Yayo,0.013954,0.027917000000000004,0.00313,0.020487,33.07428915029576,167.4,0.09018132631835016,8.506436796668902,0.2570056147247549,Archetypal,-5.1947346,-1.1121601 +1134,Too Short,0.014953333333333334,0.05666133333333334,0.010347999999999998,0.021058,33.26705383110534,234.4,0.07774843435281778,8.493970025847966,0.25528652640959515,Archetypal,-14.99519,2.8162205 +1135,Torch,0.019933703703703703,0.0,0.00421851851851852,0.014372592592592597,25.030724304499014,116.88888888888889,0.07123043583783079,6.731926372737312,0.2682603728563806,R&B,8.195371,-16.582914 +1136,Torch (Triple C),0.022850000000000002,0.031715,0.00179,0.017535,31.263736263736263,253.5,0.10013452849930807,8.285714285714285,0.26497131826678433,Lyrical (Diverse),-3.656789,6.887796 +1137,Tory Lanez,0.022702777777777787,0.02949277777777778,0.02077833333333333,0.03786833333333333,33.58728133856678,188.33333333333334,0.07699522041382675,8.843980066884194,0.2630559009533947,Club & Trap,4.9143963,-11.014199 +1138,Tracey Lee,0.026675714285714282,0.01680571428571429,0.014561428571428572,0.005301428571428572,29.91216359469261,238.0,0.09844718631445702,7.84604813290131,0.2627137488085605,Lyrical (Diverse),0.82999486,5.207327 +1139,Trae tha Truth,0.02429111111111111,0.06903444444444445,0.004152222222222222,0.010583333333333333,40.2499108989796,276.3333333333333,0.08484085043463459,10.651990646280744,0.2643566612318742,Archetypal,-14.963608,9.777369 +1140,Tragedy Khadafi,0.02746,0.009016666666666666,0.0033333333333333335,0.0072699999999999996,35.53907203907204,327.6666666666667,0.09269947922708517,9.324888188069501,0.2627112176429694,Lyrical (Dense),5.0254374,10.203058 +1141,Travis Scott,0.013199999999999998,0.02143555555555556,0.036697777777777774,0.016333888888888887,31.21368915934535,177.72222222222223,0.07695444582838112,8.163258024202708,0.2614259137992553,Club & Trap,-9.080657,-13.09069 +1142,Traxamillion,0.01214,0.02545666666666667,0.007383333333333333,0.014369999999999999,28.36711911490673,187.33333333333334,0.10143275788621126,7.3579498181268095,0.25986967189000526,Archetypal,-5.748204,-4.290969 +1143,Tray Deee,0.022692499999999997,0.027865,0.0062450000000000006,0.0063025,39.140908879374535,251.0,0.10035447355535665,10.386089910647803,0.2649863452109383,Lyrical (Dense),-6.3330674,11.528069 +1144,Treach,0.01918,0.0,0.0586,0.04471,24.063291139240505,102.0,0.05365597054182009,6.30379746835443,0.26196738558653343,R&B,-5.278931,-17.88316 +1145,Trey Songz,0.016996842105263157,0.00902157894736842,0.01471263157894737,0.047682631578947365,31.690403711968045,141.8421052631579,0.06333121499638333,8.454918526427766,0.2675790259153777,R&B,-1.3373631,-19.507935 +1146,Trick Daddy,0.021865384615384616,0.047554615384615376,0.0010123076923076923,0.013620769230769231,32.014579240267956,239.0,0.0786891094588018,8.473750609915717,0.26527367879692365,Archetypal,-11.434798,4.6126738 +1147,Trick-Trick,0.03566333333333333,0.03245,0.004295,0.006939999999999999,32.57335015590706,268.5,0.0937572395760949,8.479710449686724,0.26004221830347757,Lyrical (Diverse),-2.4166932,7.915546 +1148,Trillville,0.015504285714285712,0.04920357142857144,0.007761428571428571,0.006155,30.408953563918285,223.64285714285714,0.08167077192511776,8.006221878323197,0.2638437219575444,Archetypal,-11.138042,1.9702873 +1149,Trina,0.01915869565217392,0.039994347826086955,0.011120869565217392,0.01965608695652174,32.2728199062728,201.34782608695653,0.07984180881454397,8.404843420174453,0.2605529636591676,Archetypal,-9.792701,-1.5749767 +1150,Trinidad James,0.012089285714285714,0.049760714285714304,0.007639285714285714,0.013364642857142858,29.090057061877793,163.57142857142858,0.07650097411605537,7.614660115063265,0.2611713754803685,Archetypal,-8.436606,-3.9894536 +1151,Trip Lee,0.038770869565217386,0.001286521739130435,0.01536086956521739,0.021265652173913036,37.162735305167615,243.2173913043478,0.07978873762591529,9.736911005406384,0.2619527298980509,Lyrical (Dense),7.2944975,-0.70306236 +1152,Trippie Redd,0.007853333333333332,0.02280083333333333,0.06668500000000001,0.028254166666666667,30.03220954488893,128.33333333333334,0.07297990683762498,7.838815349855938,0.2609591709882781,Club & Trap,-10.15034,-15.610448 +1153,Tristan Wilds,0.030162499999999995,0.024452499999999988,0.0009375,0.00653375,40.20474508771629,282.6875,0.08071824340329475,10.797332707736357,0.26807199541083176,Lyrical (Dense),-2.574579,19.377996 +1154,Troy Ave,0.03704,0.03678,0.0,0.0,44.91428571428571,195.0,0.12404580152671756,11.542857142857143,0.25699745547073793,Lyrical (Dense),3.6409535,17.406559 +1155,Tupac Shakur,0.024651818181818153,0.04453090909090907,0.007343636363636366,0.0049354545454545476,34.07313242685464,295.27272727272725,0.08932041293607493,9.062055111105474,0.26608065807205433,Archetypal,-9.177467,12.618115 +1156,Turf Talk,0.025575,0.019415,0.0,0.022135000000000002,32.58869673738634,171.0,0.07369561345776779,8.240149759315386,0.25448439143169826,Archetypal,-2.0677087,-4.9138823 +1157,Turk,0.025025263157894738,0.024296842105263165,0.006136842105263155,0.010186842105263159,32.966560297415796,190.0,0.08887705982908314,8.656017984572594,0.2628920312714474,Lyrical (Diverse),1.6308947,0.74768734 +1158,Tweedy Bird Loc,0.017393636363636365,0.05148272727272727,0.005645454545454545,0.005885454545454544,39.314468854984526,319.3636363636364,0.0798586574564026,10.218557298904138,0.25968229177666774,Archetypal,-13.976031,11.358572 +1159,Twista,0.030162499999999995,0.024452499999999988,0.0009375,0.00653375,40.20474508771629,282.6875,0.08071824340329475,10.797332707736357,0.26807199541083176,Lyrical (Dense),-2.5743685,19.328806 +1160,Twisted Insane,0.028624999999999998,0.043333076923076905,0.0029446153846153854,0.005580769230769231,41.6711748431068,289.84615384615387,0.08362793695443207,11.220324002270152,0.26920607166619664,Lyrical (Dense),-2.7137916,19.856012 +1161,Ty Dolla Sign,0.006224999999999999,0.03768,0.023912499999999993,0.024081666666666664,32.20848493302393,150.0,0.07232405757885124,8.328707908501572,0.2581657149471311,Club & Trap,-9.302048,-7.6223674 +1162,Tyga,0.016772105263157897,0.03508789473684211,0.013147368421052632,0.013500526315789475,32.23877548548177,182.52631578947367,0.08394014057495362,8.553504863250325,0.2651757754149481,Archetypal,-10.430927,-3.0171092 +1163,Tyler Joseph,0.025360000000000004,0.0,0.0,0.015996666666666666,30.03593890386343,168.66666666666666,0.0973216474322765,8.089058600379355,0.26942106647557257,Lyrical (Diverse),14.168698,-2.6207533 +1164,"Tyler, The Creator",0.025025263157894738,0.024296842105263165,0.006136842105263155,0.010186842105263159,32.966560297415796,190.0,0.08887705982908314,8.656017984572594,0.2628920312714474,Lyrical (Diverse),1.6357764,0.74685043 +1165,U-God,0.02773181818181818,0.01235090909090909,0.0033909090909090907,0.007593636363636363,32.67195312032286,229.45454545454547,0.10668296563962326,8.617222776272685,0.26356712752629624,Lyrical (Diverse),4.982971,6.812594 +1166,Ugly God,0.012351481481481482,0.0403225925925926,0.01586814814814815,0.003094814814814815,32.72596377768836,120.0,0.08274016026752323,8.524511298395444,0.25988426965961664,Archetypal,-12.832047,-5.777042 +1167,Uncle Murda,0.02844,0.01983,0.02288,0.011355,38.48701298701299,206.5,0.06273310461600173,9.787712287712289,0.2541653649449227,Club & Trap,-13.984828,-3.5049233 +1168,Unk,0.008629999999999999,0.0,0.013755,0.02894,19.0,144.0,0.10466443738285872,5.416666666666666,0.2847191999072711,R&B,11.96362,-17.257965 +1169,Unknown T,0.02033375,0.011062500000000001,0.00385375,0.005325833333333333,34.14520236380969,255.91666666666666,0.07800065111220501,8.672834019687913,0.25442371134032943,Archetypal,-4.111784,3.0943613 +1170,Usher,0.01807695652173913,0.0011413043478260868,0.015111739130434787,0.059356086956521746,27.958929301812056,144.17391304347825,0.06728285019635537,7.437827829104434,0.26609153585830514,R&B,-0.27088347,-20.437784 +1171,V-Nasty,0.019393870967741943,0.05071225806451614,0.009126451612903225,0.008730645161290322,30.842517887097518,149.06451612903226,0.0934612847215049,7.945220383967363,0.2577980541313752,Archetypal,-12.106167,0.37412032 +1172,V.I.C.,0.026991052631578943,0.02100631578947369,0.012113684210526318,0.015516842105263162,35.32566729568961,244.94736842105263,0.09133944666391554,9.429744429917292,0.2667629266850852,Lyrical (Diverse),7.459218,1.4514848 +1173,VL Mike,0.022743333333333334,0.05084750000000001,0.0019500000000000001,0.010013333333333334,35.538861415832045,266.5833333333333,0.0897782457042866,9.375572173410612,0.2638062078725664,Archetypal,-11.164727,9.117122 +1174,Vado,0.024919999999999998,0.025025,0.00233,0.01111,33.07489224137931,244.5,0.1212152006381556,8.281519396551724,0.25041757017026517,Lyrical (Diverse),2.0115194,9.099992 +1175,Vakill,0.030315714285714286,0.021172857142857143,0.0008128571428571428,0.0025085714285714286,42.03232961197008,347.42857142857144,0.10671168856637632,11.184481207748505,0.2660435453929652,Lyrical (Dense),5.2594523,20.206558 +1176,Val Young,0.007717272727272726,0.0006663636363636364,0.0008727272727272728,0.043713636363636364,22.726664040111082,78.9090909090909,0.06032668421398993,6.000962744677648,0.26461165323957164,R&B,4.2310357,-20.176634 +1177,Valee,0.008270869565217392,0.030300434782608698,0.030058695652173915,0.002096521739130435,35.34531595148847,128.82608695652175,0.07124757487317634,9.107250977866965,0.25700035803431726,Club & Trap,-13.159572,-9.190464 +1178,Vanilla Ice,0.039580000000000004,0.006243529411764707,0.0007658823529411765,0.005283529411764706,31.40114225095226,216.76470588235293,0.102316057191609,8.319891171331998,0.2649083030891985,Lyrical (Diverse),9.774866,5.655016 +1179,Vast Aire,0.03626166666666667,0.006961666666666667,2.666666666666667e-05,0.006823333333333334,34.06412755990332,239.33333333333334,0.11239842963076892,8.836082197456024,0.25921937715538146,Lyrical (Diverse),2.8550088,10.335971 +1180,Verse Simmonds,0.015730833333333333,0.0089575,0.011669166666666666,0.050391666666666675,27.756800204552704,135.16666666666666,0.078339327271159,7.288548548209168,0.26298991380585673,R&B,0.2188222,-19.002716 +1181,Vic Mensa,0.03674894736842105,0.026608947368421055,0.006112105263157894,0.010352105263157895,38.93427576989931,240.94736842105263,0.09769632148828307,10.367893511129967,0.2658927844516683,Lyrical (Dense),2.0846715,15.650782 +1182,Vince Staples,0.020199411764705882,0.02447529411764706,0.0012794117647058822,0.01200470588235294,32.09273287305373,162.88235294117646,0.09962107482154015,8.315480853277679,0.2585248233261469,Lyrical (Diverse),-5.3177214,-0.47239852 +1183,Vinnie Paz,0.03597153846153846,0.014086923076923078,0.007933076923076923,0.00492076923076923,40.38304145229507,273.84615384615387,0.09603853934345455,10.852915603914242,0.26852953469922364,Lyrical (Dense),7.337369,18.409948 +1184,Viper,0.022994615384615384,0.01353576923076923,0.0035707692307692307,0.005065,29.080346257955075,158.53846153846155,0.07819544012744807,7.573188059144519,0.25890527970393756,Lyrical (Diverse),-0.7934816,-8.589717 +1185,WC,0.02254185185185185,0.005802962962962964,0.019088148148148146,0.042403333333333335,30.404103603515342,125.88888888888889,0.08372190013146533,8.032385074447236,0.2641596671888826,R&B,-1.6823745,-17.888699 +1186,Waka Flocka Flame,0.019438965517241374,0.05445758620689656,0.005604827586206897,0.0058565517241379325,33.65234564415961,201.31034482758622,0.08213255129396628,8.783198696652786,0.2609436817262902,Archetypal,-12.812344,2.010802 +1187,Wale,0.026991052631578943,0.02100631578947369,0.012113684210526318,0.015516842105263162,35.32566729568961,244.94736842105263,0.09133944666391554,9.429744429917292,0.2667629266850852,Lyrical (Diverse),7.458659,1.4514871 +1188,Warren G,0.023846666666666665,0.015136666666666666,0.023846666666666665,0.010648333333333334,30.974611491581815,188.83333333333334,0.08306582709308781,8.030049347568502,0.2591402415767577,Lyrical (Diverse),-7.5788555,-9.883214 +1189,Watsky,0.030703793103448288,0.0017944827586206895,0.0024793103448275864,0.009621379310344829,35.869854019735556,229.68965517241378,0.0964615280560457,9.711590982534538,0.27110068292349515,Lyrical (Dense),11.808659,11.531681 +1190,Wax,0.03350818181818182,0.004956363636363637,0.00818227272727273,0.0055927272727272735,35.72100019756555,243.86363636363637,0.09275416261518504,9.663991372467176,0.2707216971813394,Lyrical (Dense),12.110496,11.999631 +1191,Webbie,0.014973499999999992,0.03316050000000001,0.019898499999999996,0.007271000000000002,32.547355123466026,183.45,0.07587354952085626,8.485832113062127,0.26065855711419406,Archetypal,-11.696204,-6.184173 +1192,Westside Gunn,0.013262777777777776,0.029534444444444443,0.009634999999999998,0.002306666666666667,37.06173325315396,229.61111111111111,0.10591005427146616,9.655232086527132,0.26073319275912854,Archetypal,-6.161705,10.72722 +1193,Wifisfuneral,0.023275,0.02247,0.027682499999999995,0.0047275,32.634611294416864,166.875,0.08056543728734096,8.274608860760654,0.25343501564236254,Club & Trap,-8.227283,-10.278128 +1194,Wiley,0.0139,0.00225,0.0029,0.00251,27.655913978494624,213.0,0.0828149300155521,7.537634408602151,0.2725505443234837,Lyrical (Diverse),10.403142,-12.328874 +1195,Will Smith,0.030803636363636363,0.0028781818181818175,0.0024136363636363635,0.0223,32.20782165274513,239.54545454545453,0.09530508676112683,8.520828157119542,0.2646566496532596,Lyrical (Diverse),12.333256,-0.6446554 +1196,Willie D,0.035785666666666646,0.005877000000000001,0.026237333333333335,0.014459000000000003,34.424299797367055,224.23333333333332,0.08715397817332371,9.237154162800527,0.26849964670273946,Lyrical (Diverse),7.6822133,-2.1592321 +1197,Willie the Kid,0.016263333333333335,0.019203333333333333,0.005816666666666665,0.0007633333333333333,33.25243158849716,246.66666666666666,0.11896848384299702,9.124055470659686,0.274425469662351,Lyrical (Diverse),15.009706,7.61452 +1198,Willow Smith,0.01811875,0.00011291666666666666,0.005859583333333334,0.028905833333333335,24.667567381402474,108.5,0.087260589408637,6.464949012365117,0.26162079401501553,R&B,3.9421492,-15.712539 +1199,Willy Northpole,0.0,0.10008,0.01373,0.0,40.94303797468354,457.0,0.07064461276858866,10.740506329113924,0.2623280259700108,Archetypal,-16.654686,9.751504 +1200,Wish Bone,0.019797073170731705,0.0003219512195121951,0.010619268292682928,0.015051219512195124,26.778636717048236,83.95121951219512,0.060134546125030004,6.963853889465131,0.2602007885706677,R&B,-1.4548473,-14.007573 +1201,Witchdoctor,0.038896170212765965,0.02769574468085106,0.008239148936170212,0.012110744680851061,38.03833428434633,280.84615384615387,0.08668508615563873,10.070418268364286,0.264706896408638,Lyrical (Dense),-0.7046135,17.36756 +1202,Wiz Khalifa,0.031114000000000003,0.04110200000000001,0.022822,0.004676,32.399169254164185,221.0,0.09034013463912582,8.47207405553436,0.26201127192535334,Archetypal,-4.5232973,4.467852 +1203,Wizkid,0.01714,0.0,0.00721,0.0438,27.216216216216218,195.0,0.06454816285998013,7.162162162162162,0.2631578947368421,R&B,0.18681268,-19.098307 +1204,Wrekonize,0.030528,0.017727000000000003,0.003528,0.008847,32.89108176357736,294.9,0.09609260089771687,8.55336909869382,0.26005957647306144,Lyrical (Diverse),4.1893888,9.457047 +1205,Wyclef Jean,0.014973499999999992,0.03316050000000001,0.019898499999999996,0.007271000000000002,32.547355123466026,183.45,0.07587354952085626,8.485832113062127,0.26065855711419406,Archetypal,-11.703716,-6.1828723 +1206,X-Raided,0.03517949999999999,0.027164,0.002975,0.007743,34.61937434700201,306.2,0.08859329316407318,9.259905658466348,0.26748937727093963,Lyrical (Dense),-7.691721,15.502182 +1207,XV,0.01842,0.03707,0.0,0.0,24.810126582278482,147.0,0.075,6.658227848101266,0.2683673469387755,R&B,9.744977,-13.006902 +1208,XXXTentacion,0.00568,0.01587,0.03195,0.00959,34.21875,118.0,0.10776255707762557,8.90625,0.2602739726027397,Club & Trap,-6.9944797,-10.579121 +1209,Xzibit,0.033571666666666666,0.021368333333333333,0.013688333333333335,0.0038875000000000003,37.09992938105469,303.75,0.09441614597498404,9.809834887904753,0.2643573355362146,Lyrical (Dense),-0.22747666,15.647884 +1210,YBN Almighty Jay,0.002837142857142857,0.05842000000000001,0.036635714285714285,0.0026614285714285715,37.392211717423564,196.14285714285714,0.06627851893440705,9.482457470480028,0.25279540084493785,Club & Trap,-14.150247,-11.770955 +1211,YBN Cordae,0.03230379310344827,0.02139551724137931,0.010935172413793106,0.01241551724137931,34.023495571655744,217.17241379310346,0.09449060099646456,8.942912171699351,0.2627879211939586,Lyrical (Diverse),4.2878017,1.557749 +1212,YBN Nahmir,0.007857037037037037,0.06276222222222222,0.013653703703703704,0.00438037037037037,34.60667581833098,146.66666666666666,0.07784980476955917,8.910344693019194,0.2568715351939409,Archetypal,-16.53598,0.53355837 +1213,YC,0.014633333333333333,0.04106666666666667,0.016486666666666667,0.01255,31.00459255753178,367.5,0.07060884210514219,7.855165763081445,0.2526812930178966,Archetypal,-7.1066456,2.611756 +1214,YDG,0.017616874999999994,0.0005946875,0.004769375,0.014554999999999998,23.092012725101426,83.65625,0.07139710605336752,6.191563574519232,0.26838041572200755,R&B,8.050114,-17.096094 +1215,YFN Lucci,0.012656666666666665,0.038085,0.0382,0.008878333333333334,38.09169109993007,174.16666666666666,0.08969479534084525,9.970163079157023,0.26109776544929614,Club & Trap,-17.252954,-10.986135 +1216,YG,0.015338125000000001,0.047276874999999996,0.00678875,0.005386875,33.718820603989954,202.5,0.08313791945244314,8.744284816986612,0.2595408717525055,Archetypal,-12.844296,1.6872197 +1217,YGTUT,0.026593999999999996,0.05710799999999999,0.005364,0.009166,38.799041394335504,195.0,0.10131134493246674,10.392129240585124,0.26730944080060076,Archetypal,-14.490322,8.06392 +1218,YNW Melly,0.0077214285714285735,0.05640428571428572,0.022525714285714288,0.022547142857142852,35.09824588252314,166.42857142857142,0.069224245540653,9.222491604854442,0.2626134981806792,Club & Trap,-16.894524,-5.775654 +1219,Ya Boy,0.027957499999999996,0.02614375,0.00653625,0.0138325,33.8731591023024,232.1875,0.08904907156880013,8.893279376195883,0.26240972034313315,Lyrical (Diverse),2.221198,1.877112 +1220,Yaki Kadafi,0.027293333333333336,0.03533666666666667,0.006887222222222223,0.009861666666666671,34.12474497754719,249.05555555555554,0.0920899924976715,8.935833397798794,0.26191868937981994,Archetypal,-5.1692634,8.007105 +1221,Yazz The Greatest,0.04286,0.0096,0.0,0.01261,38.21666666666667,192.0,0.08373310074138683,9.783333333333333,0.25599651112080246,Lyrical (Dense),-0.8777107,11.521672 +1222,Yelawolf,0.02919538461538461,0.007970000000000001,0.007301025641025642,0.01039153846153846,34.06665568079166,242.33333333333334,0.09387331087898335,9.054084420647746,0.26559364360673027,Lyrical (Diverse),10.2326,8.355521 +1223,Yella Beezy,0.011460769230769231,0.050363846153846155,0.028862692307692304,0.011911923076923079,35.433346784550956,203.6153846153846,0.0648189881903492,9.228854542457055,0.2607860712382722,Club & Trap,-16.288677,-5.8529196 +1224,Yo Gotti,0.012193999999999998,0.033154,0.005716000000000001,0.00355,33.61101302048649,188.6,0.08784672012678507,8.933432963851919,0.2668402501194548,Archetypal,-10.646548,3.0292242 +1225,Yo-Yo,0.026324285714285727,0.03809642857142858,0.0037207142857142855,0.018790714285714282,41.52562559638683,257.35714285714283,0.08664396174045155,10.901958058015781,0.2620115621366956,Lyrical (Dense),-12.629153,12.412756 +1226,Young Bleed,0.02896538461538461,0.05438615384615385,0.001296153846153846,0.004131538461538461,35.515717236157165,283.15384615384613,0.0889431151237679,9.251897779530253,0.26070801167733565,Archetypal,-10.63663,9.780963 +1227,Young Buck,0.02805333333333333,0.05414666666666667,0.0016216666666666669,0.011781666666666668,32.31645986312783,247.66666666666666,0.0848785229846904,8.551926737963658,0.26423908362334986,Archetypal,-11.610572,4.7151637 +1228,Young Chop,0.008668333333333333,0.040275,0.04288666666666666,0.010293333333333333,31.193366181628246,125.33333333333333,0.07552955417145861,8.221970942287765,0.2635800499531568,Club & Trap,-10.307521,-13.411729 +1229,Young Chris,0.01933769230769231,0.055373076923076914,0.0014461538461538461,0.012113846153846152,35.571633999804426,240.0,0.0944777080736505,9.190745303262117,0.2580534764656271,Archetypal,-12.723188,6.9365425 +1230,Young Dolph,0.013614615384615383,0.04485153846153847,0.02145346153846154,0.013210384615384613,36.80086047702106,189.34615384615384,0.08186956025483225,9.578672751513036,0.26018624483963076,Archetypal,-15.534509,-4.8019104 +1231,Young Dro,0.015003333333333334,0.043965000000000004,0.003241666666666667,0.003068333333333333,34.09178585092716,195.33333333333334,0.08417329007337826,8.83571527836787,0.25992107816229,Archetypal,-12.8192425,1.7507987 +1232,Young Greatness,0.01618,0.0894,0.02541,0.0,27.70175438596491,145.0,0.09183027232425586,6.719298245614035,0.24255858138062064,Archetypal,-13.288967,-0.22684014 +1233,Young M.A,0.029001470588235295,0.04685441176470588,0.020700882352941177,0.01388205882352941,37.74541446832387,253.61764705882354,0.08413989311536368,9.887132602043328,0.26214584871765084,Archetypal,-16.761824,6.4057927 +1234,Young MC,0.0480075,0.0003575,0.002388125,0.01574875,35.90100160739018,251.3125,0.08367881418154692,9.757827208914971,0.27141441723090104,Lyrical (Dense),13.326765,15.834203 +1235,Young Maylay,0.024271428571428572,0.018947142857142857,0.0005028571428571429,0.0007371428571428571,36.45499019205089,197.57142857142858,0.11401054100469418,9.400951859802124,0.25731074550132194,Lyrical (Diverse),1.0202695,8.847666 +1236,Young Noble,0.038919999999999996,0.008905,0.0,0.048299999999999996,39.54924242424242,260.5,0.0925899458338582,10.48989898989899,0.26524048539581335,Lyrical (Dense),9.824623,-1.4219662 +1237,Young Nudy,0.004759230769230769,0.05551923076923078,0.0871346153846154,0.007250769230769232,37.12031649105397,184.53846153846155,0.05314700412036006,9.542127545753855,0.25722163490405914,Club & Trap,-13.64441,-14.736872 +1238,Young Scooter,0.012823684210526315,0.036602631578947366,0.015898947368421054,0.005225263157894736,35.56407323533827,160.8421052631579,0.0868813586879222,9.173383163922068,0.25706603400519584,Archetypal,-14.383901,-1.4705273 +1239,Young Thug,0.018815,0.000945,0.074115,0.02334,28.456304290602787,174.5,0.09751334442604333,7.619899973677283,0.26774795654328953,Club & Trap,-10.48007,-16.200373 +1240,YoungBoy Never Broke Again,0.01412,0.02603,0.04659,0.00772,38.851351351351354,196.0,0.06817391304347827,10.905405405405405,0.28069565217391307,Club & Trap,-17.883764,-9.190171 +1241,Yubin,0.015255,0.0111925,0.0003275,0.0070475,31.3668044788975,201.25,0.08751769115649141,8.309435831180018,0.26341408653676307,Lyrical (Diverse),0.7547238,-4.484274 +1242,Yukmouth,0.014048333333333331,0.04215666666666667,0.005095,0.009673333333333332,31.485618792635794,244.66666666666666,0.08509351609416832,8.368581538471657,0.2651045221020541,Archetypal,-10.226366,3.3778918 +1243,Yung Baby Tate,0.021768260869565216,0.014125652173913044,0.014145652173913045,0.028682608695652173,28.758211185555094,163.69565217391303,0.07321356918003301,7.68082204124094,0.26700141649777803,R&B,4.718769,-8.692989 +1244,Yung Bans,0.008672,0.045045999999999996,0.035896,0.0032,30.03491584267126,127.6,0.07917817944914025,7.556121540997703,0.2518839655200372,Club & Trap,-12.9607935,-10.749633 +1245,Yung Gravy,0.008839375,0.024747187499999997,0.018809062499999994,0.011942187499999996,30.8140909230244,164.375,0.08635719124250947,8.073793298212806,0.2619618117156018,Archetypal,-10.732675,-6.5810885 +1246,Yung Joc,0.021917500000000003,0.0248225,0.010588749999999997,0.019934375,33.76362885294146,229.8125,0.08885573643672184,8.708050334696168,0.25813839023568647,Archetypal,-3.1643434,1.3074502 +1247,Yung L.A.,0.02057,0.03266,0.00959,0.0,24.316666666666666,163.0,0.11172035640849898,5.916666666666667,0.2433173406442769,Archetypal,0.17020278,-11.834812 +1248,Yung Lean,0.020111666666666663,0.008978333333333335,0.007407500000000001,0.005365416666666667,28.475513755492297,113.5,0.08084264636348847,7.613338452033524,0.26751611146924864,R&B,8.377847,-11.813396 +1249,Yung Ro,0.034505,0.018905,0.0039299999999999995,0.0,36.692844284428446,301.5,0.0784719528963791,9.441719171917192,0.2574213890329957,Lyrical (Dense),-1.7999699,13.471911 +1250,Yung Wun,0.027090000000000003,0.038892499999999997,0.001265,0.017305,33.18895670190009,233.25,0.08214061285906397,8.464373899866658,0.25509864280059596,Archetypal,-15.376554,4.018169 +1251,Yung6ix,0.005184615384615385,0.005804615384615385,0.003665384615384616,0.02787076923076923,25.19309388379213,138.92307692307693,0.0600906773485426,6.973751168340706,0.2766332554482324,R&B,11.963246,-15.608872 +1252,Z-Ro,0.03541,0.0,0.009245,0.006315,28.22268907563025,229.0,0.06346938072583158,7.586134453781513,0.26881123017020636,Lyrical (Diverse),15.176993,-8.739126 +1253,Zack Fox,0.00694,0.038192000000000004,0.03806999999999999,0.0037900000000000004,33.37124955689472,148.4,0.08831517772951555,8.680577809287486,0.25184270744172776,Club & Trap,-13.25897,-10.628037 +1254,Zack de la Rocha,0.03288,0.0022,0.00838,0.0,39.61904761904762,377.0,0.090625,10.561904761904762,0.26658653846153846,Lyrical (Dense),2.3265417,20.103275 +1255,Zebra Katz,0.025076666666666664,0.012421111111111112,0.01892055555555555,0.01652722222222222,25.122419541319193,132.94444444444446,0.08716266497495781,6.521428569259839,0.25971587162448284,R&B,1.5447735,-10.650178 +1256,Zelooperz,0.01868151515151515,0.03781727272727272,0.003212727272727272,0.006282121212121212,29.8849135119794,151.06060606060606,0.09583909203518745,7.746176407033632,0.25871524376997884,Archetypal,-6.85088,-1.0275052 +1257,Zion I,0.03129,0.00042500000000000003,0.0031309999999999997,0.006091,34.300380537716954,210.2,0.10432211318338905,8.98694453590165,0.26201466541559587,Lyrical (Diverse),6.4162865,10.655698 +1258,bbno$,0.009183333333333333,0.010923333333333334,0.004046666666666666,0.009563333333333333,31.152734778121772,92.33333333333333,0.05500016824578937,8.57516339869281,0.27510589099095034,R&B,12.309433,-14.555338 +1259,will.i.am,0.004096,0.01975533333333333,0.047251999999999995,0.040928000000000006,33.323155299881186,163.73333333333332,0.06736917874961283,8.664135800085269,0.2599743565144803,Club & Trap,-7.8885016,-16.710268 diff --git a/data_collection.ipynb b/data_collection.ipynb index 560fb59..d1f66fd 100644 --- a/data_collection.ipynb +++ b/data_collection.ipynb @@ -14,7 +14,7 @@ }, "orig_nbformat": 2, "kernelspec": { - "name": "python_defaultSpec_1597907847001", + "name": "python_defaultSpec_1597997505634", "display_name": "Python 3.7.7 64-bit ('anaconda3': virtualenv)" } }, @@ -30,7 +30,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -46,46 +46,47 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Load Data" + "### Load Data\n", + "Here you can load the resulting Data from these API requests and scrapes. A Genius API access token is required to run the request code. " ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", "Load artist names.\n", "\"\"\"\n", - "with open('artist_names.pkl', 'rb') as f: \n", + "with open('data/artist_names.pkl', 'rb') as f: \n", " artists = pkl.load(f)\n", " " ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", "Load artist API paths. \n", "\"\"\"\n", - "with open('all_artist_paths.pkl', 'rb') as f:\n", + "with open('data/all_artist_paths.pkl', 'rb') as f:\n", " all_artist_paths = pkl.load(f)" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", "Load song paths for every artist. \n", "\"\"\"\n", - "with open('all_song_paths.pkl', 'rb') as f: \n", + "with open('data/all_song_paths.pkl', 'rb') as f: \n", " all_song_paths = pkl.load(f)" ] }, @@ -98,7 +99,7 @@ "\"\"\"\n", "Load all song lyrics.\n", "\"\"\"\n", - "with open('all_song_lyrics.pkl', 'rb') as f: \n", + "with open('data/all_song_lyrics.pkl', 'rb') as f: \n", " all_song_lyrics = pkl.load(f)" ] }, @@ -115,10 +116,11 @@ "metadata": {}, "outputs": [], "source": [ - "# base genius endpoint\n", + "# base genius API endpoint\n", "url_api = \"https://api.genius.com\"\n", "\n", - "# access token and request headers for API query\n", + "# access token for API requests\n", + "# you will need to obtain your own access token from the Genius API to run these requests\n", "with open('client_access_token.txt', 'r') as f:\n", " client_access_token = f.read()\n", "\n", @@ -134,6 +136,9 @@ "outputs": [], "source": [ "def get_artist_profile(artist_name):\n", + " \"\"\"\n", + " get entire API json object for an artist\n", + " \"\"\"\n", " url_search = \"/search?q=\" \n", " querystring = url_api + url_search + quote(artist_name)\n", " # get API response\n", @@ -142,33 +147,6 @@ " return response_artist" ] }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "prof = get_artist_profile('Drake')\n" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": "'https://genius.com/artists/Drake'" - }, - "metadata": {}, - "execution_count": 19 - } - ], - "source": [ - "prof['response']['hits'][0]['result']['primary_artist']['url']" - ] - }, { "cell_type": "code", "execution_count": 14, @@ -176,6 +154,9 @@ "outputs": [], "source": [ "def get_artist_path(artist_name):\n", + " \"\"\"\n", + " get API path for an artist\n", + " \"\"\"\n", " # generate and store url, modify artist name to remove spaces\n", " url_search = \"/search?q=\" \n", " querystring = url_api + url_search + quote(artist_name)\n", @@ -195,6 +176,9 @@ "outputs": [], "source": [ "def get_artist_url(artist_name):\n", + " \"\"\"\n", + " get genius.com url for an artist \n", + " \"\"\"\n", " # generate and store url, modify artist name to remove spaces\n", " url_search = \"/search?q=\" \n", " querystring = url_api + url_search + quote(artist_name)\n", @@ -214,6 +198,11 @@ "outputs": [], "source": [ "def get_song_list(url_artist):\n", + " \"\"\"\n", + " get the first 50 song objects for an artist\n", + " **it should be noted that the Genius API lists essentially all content as a \"song\" object,\n", + " meaning that this will return interview transcripts and other non-song content that must dealt with in processing\n", + " \"\"\"\n", " # get the first per_page songs returned for that artist\n", " per_page = 50\n", " querystring = url_api + url_artist + \"/songs\" + \"?per_page=\" + str(per_page)\n", @@ -238,6 +227,10 @@ "outputs": [], "source": [ "def get_song_paths(songs):\n", + " \"\"\"\n", + " get API path for individual songs\n", + " works (most of the time) as a genius.com URL for the song\n", + " \"\"\"\n", " song_paths = []\n", " for song in songs['response']['songs']: \n", " song_paths.append(song['api_path'])\n", @@ -251,6 +244,9 @@ "outputs": [], "source": [ "def get_lyrics(song_path):\n", + " \"\"\"\n", + " get song lyrics for a given song URL\n", + " \"\"\"\n", " url = 'https://genius.com' + song_path\n", " lyrics_page = requests.get(url).text\n", " lyrics_soup = BeautifulSoup(lyrics_page)\n", @@ -330,33 +326,15 @@ "**note: this didn't check for primary_artist so it didn't pull properly for anyone who's not the primary artist on their first searched song\n", "e.g. a bunch of people's names will link to Kanye\n", "\"\"\"\n", - "all_artist_urls = {}\n", - "for artist in artists:\n", - " try:\n", - " all_artist_urls[artist] = get_artist_url(artist)\n", - " except:\n", - " all_artist_urls[artist] = None \n", + "# all_artist_urls = {}\n", + "# for artist in artists:\n", + "# try:\n", + "# all_artist_urls[artist] = get_artist_url(artist)\n", + "# except:\n", + "# all_artist_urls[artist] = None \n", "\n", - "with open('all_artist_urls.pkl', 'wb') as f:\n", - " pkl.dump(all_artist_urls, f)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": "'https://genius.com/artists/Earl-sweatshirt'" - }, - "metadata": {}, - "execution_count": 24 - } - ], - "source": [ - "all_artist_urls['Earl Sweatshirt']" + "# with open('all_artist_urls.pkl', 'wb') as f:\n", + "# pkl.dump(all_artist_urls, f)" ] }, { @@ -458,49 +436,43 @@ "metadata": {}, "outputs": [], "source": [ - "# Identify artists who we failed to pull lyrics for\n", + "\"\"\"\n", + "Identify artists who we failed to pull lyrics for\n", + "\"\"\"\n", "skipped_artists = [artist for artist in all_song_lyrics.keys() if all_song_lyrics[artist] == {}]" ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "output_type": "error", - "ename": "TypeError", - "evalue": "'NoneType' object is not iterable", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0martist\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mskipped_artists\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mskipped_song_lyrics\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0martist\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0msong\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mall_song_paths\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0martist\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mlyrics\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_lyrics\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msong\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mTypeError\u001b[0m: 'NoneType' object is not iterable" - ] - } - ], + "outputs": [], "source": [ - "# Try again in case it was due to some request error\n", - "skipped_song_lyrics = {}\n", - "for artist in skipped_artists[3:]:\n", - " skipped_song_lyrics[artist] = {} \n", - " for song in all_song_paths[artist]:\n", - " try:\n", - " lyrics = get_lyrics(song)\n", - " skipped_song_lyrics[artist][song] = lyrics\n", - " except:\n", - " pass" + "\"\"\"\n", + "Try scraping again in case it was due to some request error\n", + "\n", + "**Preloaded data has already run this so it will throw an error. Uncommment for use on a fresh scrape.\n", + "\"\"\"\n", + "# skipped_song_lyrics = {}\n", + "# for artist in skipped_artists:\n", + "# skipped_song_lyrics[artist] = {} \n", + "# for song in all_song_paths[artist]:\n", + "# try:\n", + "# lyrics = get_lyrics(song)\n", + "# skipped_song_lyrics[artist][song] = lyrics\n", + "# except:\n", + "# pass\n", + "\n", + "# all_song_lyrics_v2 = all_song_lyrics.copy()\n", + "# for artist in skipped_song_lyrics.keys(): \n", + "# all_song_lyrics_v2[artist] = skipped_song_lyrics[artist]" ] }, { - "cell_type": "code", - "execution_count": 40, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "all_song_lyrics_v2 = all_song_lyrics.copy()\n", - "for artist in skipped_song_lyrics.keys(): \n", - " all_song_lyrics_v2[artist] = skipped_song_lyrics[artist]\n" + "Store our lyrics and head over to topic modeling." ] }, { @@ -509,68 +481,9 @@ "metadata": {}, "outputs": [], "source": [ - "with open('all_song_lyrics_v2.pkl', 'wb') as f: \n", + "with open('data/all_song_lyrics_v2.pkl', 'wb') as f: \n", " pkl.dump(all_song_lyrics_v2, f)" ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": "['A Boogie wit da Hoodie',\n 'A$AP Rocky',\n 'BlocBoy JB',\n 'DJ Khalil',\n 'Drumma Boy',\n 'Easy Mo Bee',\n 'Jim Jonsin',\n 'Jorma Taccone',\n 'Lex Luger',\n 'London On Da Track',\n 'Luis Resto',\n 'Meechy Darko',\n 'Warryn Campbell',\n 'Your Old Droog',\n 'Yung Berg',\n 'Zaytoven',\n 'ZillaKami',\n 'Zombie Juice']" - }, - "metadata": {}, - "execution_count": 42 - } - ], - "source": [ - "[artist for artist in all_song_lyrics_v2.keys() if all_song_lyrics_v2[artist] == {}]" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "kanye = all_song_paths['Kanye West']\n", - "kanye_lyrics = {}\n", - "for song in kanye: \n", - " try:\n", - " lyrics = get_lyrics(song)\n", - " kanye_lyrics[song] = lyrics\n", - " except: \n", - " kanye_lyrics[song] = 'nope'" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": "['A Boogie wit da Hoodie',\n 'A$AP Rocky',\n 'BlocBoy JB',\n 'Yung Berg',\n 'Zaytoven',\n 'ZillaKami',\n 'Zombie Juice']" - }, - "metadata": {}, - "execution_count": 39 - } - ], - "source": [ - "[artist for artist in skipped_artists if artist not in skipped_song_lyrics.keys()]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ] } \ No newline at end of file diff --git a/preprocessing.ipynb b/preprocessing.ipynb index 4ef3fd9..6ab0be9 100644 --- a/preprocessing.ipynb +++ b/preprocessing.ipynb @@ -14,7 +14,7 @@ }, "orig_nbformat": 2, "kernelspec": { - "name": "python_defaultSpec_1597907492795", + "name": "python_defaultSpec_1597997507700", "display_name": "Python 3.7.7 64-bit ('base': conda)" } }, @@ -34,6 +34,9 @@ "metadata": {}, "outputs": [], "source": [ + "\"\"\"\n", + "Most of these imports are unused, but were used in experimentation during cleaning and prosodic feature engineering.\n", + "\"\"\"\n", "import pickle as pkl\n", "import re\n", "import string\n", @@ -55,14 +58,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", "Load artist names.\n", "\"\"\"\n", - "with open('artist_names.pkl', 'rb') as f: \n", + "with open('data/artist_names.pkl', 'rb') as f: \n", " artists = pkl.load(f)" ] }, @@ -75,7 +78,7 @@ "\"\"\"\n", "Load artist API paths. \n", "\"\"\"\n", - "with open('all_artist_paths.pkl', 'rb') as f:\n", + "with open('data/all_artist_paths.pkl', 'rb') as f:\n", " all_artist_paths = pkl.load(f)" ] }, @@ -88,7 +91,7 @@ "\"\"\"\n", "Load song paths for every artist. \n", "\"\"\"\n", - "with open('all_song_paths.pkl', 'rb') as f: \n", + "with open('data/all_song_paths.pkl', 'rb') as f: \n", " all_song_paths = pkl.load(f)" ] }, @@ -101,7 +104,7 @@ "\"\"\"\n", "Load all song lyrics.\n", "\"\"\"\n", - "with open('all_song_lyrics_v2.pkl', 'rb') as f: \n", + "with open('data/all_song_lyrics_v2.pkl', 'rb') as f: \n", " all_song_lyrics = pkl.load(f)" ] }, @@ -109,11 +112,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Data Cleaning\n", + "### Data Cleaning & Feature Engineering\n", + "This notebook focuses on extracting vocabulary and prosodic information, rather than straightforward lemmatization and tokenization. \n", "\n", - "TO-DO: \n", - "* Remove non-songs\n", - "* Cut down to only artists' verses if possible" + "Due to the significance of slang, interjections and repetition in lyrics as opposed to prose, we choose to retain what would generally be irrelevant or noisy features of the text for our analysis. " ] }, { @@ -123,18 +125,13 @@ "outputs": [], "source": [ "\"\"\"\n", - "STEP 1: CONVERT FROM LYRICS TO STANDARD TEXT\n", + "CONVERT FROM LYRICS TO STANDARD TEXT\n", "\n", "Rebuild the lyrics dict with cleaned, confirmed songs: \n", "1) Confirm the artist has a song\n", "2) Confirm the lyrics are to a song (not an interview transcript, etc)\n", "3) Confirm it is at least 16 lines (1+ standard verses)\n", "4) Replace bracketed text denoting verse/chorus separation\n", - "\n", - "NOTES: \n", - "* removed verse markers for initial MVP, but may later need them to separate artist verses\n", - "* potential interference from repeated/chorus heavy rappers, could consider dropping repeat choruses\n", - "* numeric and bracket remover doesn't seem to be replacing properly \n", "\"\"\"\n", "cleaned_lyrics = {}\n", "for artist in all_song_lyrics.keys():\n", @@ -183,70 +180,16 @@ "\n", "# Remove ~500 non-english songs (they seriously obfuscate our later metrics)\n", "all_lyrics_df['language'] = all_lyrics_df['lyrics'].apply(lambda x: detect_langs(x))\n", + "# Ensure English is detected and remove anything with possible Korean text, our largest source of foreign data\n", "all_lyrics_df = all_lyrics_df[all_lyrics_df['language'].apply(lambda x: 'en' in ''.join(list(map(str, x))))]\n", "all_lyrics_df = all_lyrics_df[all_lyrics_df['language'].apply(lambda x:'ko' not in ''.join(list(map(str, x))))]\n", "\n", - "# manually identified foreign artists not caught by above \n", + "# Remove manually identified foreign artists not caught by above \n", "drop_artists = ['Bang Yong-guk', 'Beenzino', 'Bigg D', 'Chingo Bling', 'Christopher Martin', 'Crucial Star', 'Davido', 'Hanhae', 'Iyanya', 'Jack Parow', 'Jay Park', \"K'naan\", 'K-OS', 'KOHH', 'Loon', 'Olamide', 'Phyno', 'Sarkodie', 'Sean Paul', 'Sik-K', 'Suga', 'Verbal Jint', 'Yama Buddha', 'Yhaunai Takiyal', 'Yo Yo Honey Singh', 'Yoon Mi-rae', 'Zico', 'E-Sens', 'The Quiett', 'Woo Won Jae', 'G-Dragon', 'Heize', 'Zeebra', 'Badshah', 'Sjava']\n", "all_lyrics_df = all_lyrics_df[all_lyrics_df['artist'].apply(lambda x: x not in drop_artists)]\n", "\n" ] }, - { - "cell_type": "code", - "execution_count": 140, - "metadata": {}, - "outputs": [], - "source": [ - "drop_artists = ['Bang Yong-guk', 'Beenzino', 'Bigg D', 'Chingo Bling', 'Christopher Martin', 'Crucial Star', 'Davido', 'Hanhae', 'Iyanya', 'Jack Parow', 'Jay Park', \"K'naan\", 'K-OS', 'KOHH', 'Loon', 'Olamide', 'Phyno', 'Sarkodie', 'Sean Paul', 'Sik-K', 'Suga', 'Verbal Jint', 'Yama Buddha', 'Yhaunai Takiyal', 'Yo Yo Honey Singh', 'Yoon Mi-rae', 'Zico', 'E-Sens', 'The Quiett', 'Woo Won Jae', 'G-Dragon', 'Heize', 'Zeebra', 'Badshah', 'Sjava']\n", - "all_lyrics_df = all_lyrics_df[all_lyrics_df['artist'].apply(lambda x: x not in drop_artists)]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 99, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 111, - "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": "Empty DataFrame\nColumns: [artist, song, lyrics, language]\nIndex: []", - "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n
artistsonglyricslanguage
\n
" - }, - "metadata": {}, - "execution_count": 111 - } - ], - "source": [ - "all_lyrics_df[all_lyrics_df['language'].apply(lambda x:'ko' in ''.join(list(map(str, x))))]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 112, - "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": " artist song \\\n0 03 Greedo /songs/3546392 \n1 03 Greedo /songs/3801456 \n2 03 Greedo /songs/3545295 \n3 03 Greedo /songs/4485607 \n4 03 Greedo /songs/3801450 \n.. ... ... \n5 Zion I /songs/347240 \n6 Zion I /songs/48980 \n7 Zion I /songs/48968 \n8 Zion I /songs/48960 \n9 Zion I /songs/48951 \n\n lyrics language \n0 \\nthree purple hearts\\nthree purple hearts\\nt... [en:0.9999959475567881] \n1 \\nive been meditating with the money\\nprayin ... [en:0.9999982629417299] \n2 \\nacetheface\\n havin it havin it havin it\\nh... [en:0.9999974039192372] \n3 \\nyou know me out here are you seeing\\nkeep a... [en:0.9999979198690381] \n4 \\nif i go back\\nturbo\\n\\n \\ngo back to jail w... [en:0.9999953060527943] \n.. ... ... \n5 yeah\\ni got\\ngo\\n\\n \\naint nothing been change... [en:0.9999951688700716] \n6 \\nnow in a world full of pain hard strugglin ... [en:0.9999977929181578] \n7 \\nzion i crew\\namp live dj kg zion\\nwere love... [en:0.9999957429035349] \n8 \\nthis aint for the weakhearted go on and suc... [en:0.9999958290494908] \n9 \\nfeel my finger paint\\ncolor to stimulate ya... [en:0.9999943159144381] \n\n[17569 rows x 4 columns]", - "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
artistsonglyricslanguage
003 Greedo/songs/3546392\\nthree purple hearts\\nthree purple hearts\\nt...[en:0.9999959475567881]
103 Greedo/songs/3801456\\nive been meditating with the money\\nprayin ...[en:0.9999982629417299]
203 Greedo/songs/3545295\\nacetheface\\n havin it havin it havin it\\nh...[en:0.9999974039192372]
303 Greedo/songs/4485607\\nyou know me out here are you seeing\\nkeep a...[en:0.9999979198690381]
403 Greedo/songs/3801450\\nif i go back\\nturbo\\n\\n \\ngo back to jail w...[en:0.9999953060527943]
...............
5Zion I/songs/347240yeah\\ni got\\ngo\\n\\n \\naint nothing been change...[en:0.9999951688700716]
6Zion I/songs/48980\\nnow in a world full of pain hard strugglin ...[en:0.9999977929181578]
7Zion I/songs/48968\\nzion i crew\\namp live dj kg zion\\nwere love...[en:0.9999957429035349]
8Zion I/songs/48960\\nthis aint for the weakhearted go on and suc...[en:0.9999958290494908]
9Zion I/songs/48951\\nfeel my finger paint\\ncolor to stimulate ya...[en:0.9999943159144381]
\n

17569 rows × 4 columns

\n
" - }, - "metadata": {}, - "execution_count": 112 - } - ], - "source": [ - "all_lyrics_df[all_lyrics_df['language'].apply(lambda x: 'en' in ''.join(list(map(str, x))))]\n" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -329,27 +272,7 @@ "metadata": {}, "source": [ "#### Prosody Information \n", - "Build out a DataFrame tracking syllables (total and averages by line and word) and rhymes (total and average by line). \n", - "\n", - "What is a Rhyme:\n", - "- two words with same (or similar) ending syllable(s)\n", - "heuristic: \n", - "- if the word ends in a vowel, \n", - "\n", - "Rhyme Level Expectations:\n", - "average of between 0.5 (every other line rhymes) and 1 per line (every line in part of a couplet)\n", - "expect few below 0.5, but many above 1 due to internal rhymes\n", - "\n", - "Difficulties: \n", - "- rhymes can exist in various positions in the line\n", - "* Solution: \n", - "\n", - "- rhymes can be inexact (e.g. figure, liquor)\n", - "* Solution:\n", - "\n", - "Problems I don't want to solve: \n", - "- Accounting for commonality of r and g dropping (louder -> louda, getting -> gettin')\n", - "- " + "Build out a DataFrame tracking syllables (total and averages by line and word)" ] }, { @@ -394,6 +317,7 @@ "source": [ "\"\"\"\n", "use Phyme to calculate rhyme statistics\n", + "**for future expansion\n", "\"\"\"\n", "# from Phyme import Phyme\n", "# ph = Phyme()\n", @@ -419,6 +343,13 @@ "prosody_df.groupby('artist').mean().sort_values('syllables_per_word', ascending=False).head(20)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pickle the processed DataFrames for quick access" + ] + }, { "cell_type": "code", "execution_count": 150, @@ -427,33 +358,15 @@ }, "outputs": [], "source": [ - "with open('all_lyrics_df.pkl', 'wb') as f:\n", + "with open('data/all_lyrics_df.pkl', 'wb') as f:\n", " pkl.dump(all_lyrics_df, f)\n", "\n", - "with open('taxis_df.pkl', 'wb') as f:\n", + "with open('data/taxis_df.pkl', 'wb') as f:\n", " pkl.dump(taxis_df, f)\n", "\n", - "with open('prosody_df.pkl', 'wb') as f:\n", + "with open('data/prosody_df.pkl', 'wb') as f:\n", " pkl.dump(prosody_df, f)" ] - }, - { - "cell_type": "code", - "execution_count": 139, - "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": "' \\nalone alone\\nalone alone\\nalone alone alone alone\\nalone alone\\nalone alone\\nalone\\n\\n \\nyeah im on my grown man shit\\nim bout as grown as it gets\\ni was born to stand out i dont care if i dont fit\\ntrue story i grew up around coke\\ni was only seven when i first seen my pops smoke\\nuncle was sniffin somethin not sure what that was\\nkept rubbin his nose put his jacket on backwards\\nfound out what crack was then i found a hundred pack\\ni dont care whose shit it was we sold it in the back\\nmoms on her grind workin tryna do her thing\\nhad me at sixteen tryna raise a king\\nit was through the grace of god for all this rap shit facts\\nhad a bunch of fights but i was down to clap shit\\nhad a bunch friends now i probably got six\\nused to have a lot but they was actin like chicks\\ni guess i got older seen what it was\\nmoney bring jealousy i seen what it does facts\\nsmokin my weed loadin my chrome\\nim with my family or im alone\\n\\n \\nim alone\\nalone\\nalone alone alone\\ncause im alone ah\\nalone\\nalone\\nalone alone alone\\nalone\\nalone\\n\\n \\noh i just wanna get the pussy hit it then pass that\\nyou can have your bitch back even though her ass fat\\nwe aint got beef shell be home in an hour\\ni put her in an uber she already took a shower\\nbut she good she good\\nsheek louchs hood they know im strapped\\ndblock dblock lox shit is way more than rap\\nnew york new york yonkers put it on the map\\nthem bags them checks they come they back to back\\ncause im smokin and im drinkin countin this money up in the sky\\njust left the states now im in dubai\\nthese fake niggas hatin but i know why\\noh my my my\\nwho the fuck is you\\nand why should i listen to advice from anyone who be round you\\nyour crew in the same place they was last year\\nnot a god damn dollar more\\nyou actually gone backwards from whole foods now you at the dollar store\\nwhats the problem for\\nwe aint gotta be friends\\ni got my chrome and im alone\\n\\n \\nalone\\nalone\\nalone alone alone\\ncause im alone\\nalone\\nalone\\nalone alone alone\\nalone\\nalone\\nyeah shyeah\\n\\n \\nalone\\nalone\\nalone\\ndonnie\\nalone\\nyeah\\nalone\\nalone\\nalone\\ndblock\\nalone\\nalone\\nalone\\nalone\\nalone\\nalone\\nalone'" - }, - "metadata": {}, - "execution_count": 139 - } - ], - "source": [ - "all_lyrics_df[all_lyrics_df['artist'] == 'Sheek Louch']['lyrics'][0]" - ] } ] } \ No newline at end of file diff --git a/topic_modeling.ipynb b/topic_modeling.ipynb index affbee5..69ed7dc 100644 --- a/topic_modeling.ipynb +++ b/topic_modeling.ipynb @@ -10,11 +10,11 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": 3 + "version": "3.7.7-final" }, "orig_nbformat": 2, "kernelspec": { - "name": "python_defaultSpec_1597264857744", + "name": "python_defaultSpec_1597869560122", "display_name": "Python 3.7.7 64-bit ('base': conda)" } }, @@ -23,13 +23,15 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "import pickle as pkl\n", "import pandas as pd\n", "\n", + "import numpy as np\n", + "\n", "from sklearn.feature_extraction.text import CountVectorizer \n", "from sklearn.feature_extraction.text import TfidfVectorizer\n", "\n", @@ -40,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -56,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -66,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -393,10 +395,418 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import nltk \n", + "import gensim" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "from gensim.test.utils import datapath, get_tmpfile\n", + "from gensim.models import KeyedVectors\n", + "\n", + "glove_file = datapath('glove.6B/glove.6B.300d.txt')\n", + "tmp_file = get_tmpfile(\"glove_word2vec.txt\")\n", + "\n", + "from gensim.scripts.glove2word2vec import glove2word2vec\n", + "glove2word2vec(glove_file, tmp_file)\n", + "\n", + "model = KeyedVectors.load_word2vec_format(tmp_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": "[('slur', 0.5023007988929749),\n ('niggers', 0.5003143548965454),\n ('faggot', 0.4708784222602844),\n ('bitch', 0.4464226961135864),\n ('epithet', 0.4176267981529236),\n ('fag', 0.39248010516166687),\n ('derogatory', 0.3918154239654541),\n ('fucking', 0.3879571557044983),\n ('word', 0.38172590732574463),\n ('epithets', 0.37776145339012146)]" + }, + "metadata": {}, + "execution_count": 28 + } + ], + "source": [ + "model.similar_by_word('nrigge')" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "# mean word vector for each word in \n", + "def doc_vec(doc):\n", + " return np.mean([model[word] for word in doc if word in model.vocab], axis=0)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "xvec = X.apply(lambda x: x.replace('\\n', ' '))\n", + "xvec = xvec.apply(lambda x: x.replace(' ', ' '))\n", + "xvec = xvec.apply(lambda x: x.replace(' ', ' '))\n", + "xvec = xvec.apply(lambda x: x.replace(' ', ' ')) \n", + "xvec = xvec.apply(lambda x: x.replace(' ', ' '))" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": "0 three purple hearts three purple hearts three...\n0 hey today made today super done fill it up sa...\n0 yeah uum no matter what they say i smoke join...\n0 woho all i know is fast money and homicide i ...\n0 slaughter gang gang yall know what the fuck ...\n ... \n0 yea yea yea yea yea krs coming through big za...\n0 he keep a turban on parasangs parasangs tall ...\n0 yeah yeah im havin the time of my life man it...\n0 these bitches killing me you already know tha...\n0 sitting in the oven is hot and people buggin ...\nName: lyrics, Length: 1255, dtype: object" + }, + "metadata": {}, + "execution_count": 53 + } + ], + "source": [ + "xvec[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [], + "source": [ + "gloved_x = xvec.apply(lambda x: doc_vec(x) )" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": "0 [-0.25415248, 0.036394212, -0.28789043, -0.074...\n1 [-0.282765, 0.07140126, -0.30133986, -0.061436...\n2 [-0.22827968, 0.061360754, -0.24592069, -0.095...\n3 [-0.22400367, 0.042859178, -0.2785351, -0.0546...\n4 [-0.23846172, 0.06544926, -0.29019353, -0.0666...\n ... \n5 [-0.27168494, 0.08572524, -0.3226468, -0.07192...\n6 [-0.23236783, 0.054174546, -0.28898424, -0.077...\n7 [-0.25299704, 0.06477398, -0.28564256, -0.0633...\n8 [-0.25301054, 0.044994242, -0.2818428, -0.0651...\n9 [-0.27173, 0.0725903, -0.2942238, -0.07039422,...\nName: lyrics, Length: 17566, dtype: object" + }, + "metadata": {}, + "execution_count": 65 + } + ], + "source": [ + "gloved_x" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.manifold import TSNE" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": "[t-SNE] Computing 601 nearest neighbors...\n[t-SNE] Indexed 17566 samples in 0.360s...\n[t-SNE] Computed neighbors for 17566 samples in 174.517s...\n[t-SNE] Computed conditional probabilities for sample 1000 / 17566\n[t-SNE] Computed conditional probabilities for sample 2000 / 17566\n[t-SNE] Computed conditional probabilities for sample 3000 / 17566\n[t-SNE] Computed conditional probabilities for sample 4000 / 17566\n[t-SNE] Computed conditional probabilities for sample 5000 / 17566\n[t-SNE] Computed conditional probabilities for sample 6000 / 17566\n[t-SNE] Computed conditional probabilities for sample 7000 / 17566\n[t-SNE] Computed conditional probabilities for sample 8000 / 17566\n[t-SNE] Computed conditional probabilities for sample 9000 / 17566\n[t-SNE] Computed conditional probabilities for sample 10000 / 17566\n[t-SNE] Computed conditional probabilities for sample 11000 / 17566\n[t-SNE] Computed conditional probabilities for sample 12000 / 17566\n[t-SNE] Computed conditional probabilities for sample 13000 / 17566\n[t-SNE] Computed conditional probabilities for sample 14000 / 17566\n[t-SNE] Computed conditional probabilities for sample 15000 / 17566\n[t-SNE] Computed conditional probabilities for sample 16000 / 17566\n[t-SNE] Computed conditional probabilities for sample 17000 / 17566\n[t-SNE] Computed conditional probabilities for sample 17566 / 17566\n[t-SNE] Mean sigma: 0.083018\n[t-SNE] KL divergence after 50 iterations with early exaggeration: 78.851761\n[t-SNE] KL divergence after 300 iterations: 2.651547\n" + } + ], + "source": [ + "tsne = TSNE(n_components=2, verbose=1, perplexity=200, n_iter=300)\n", + "tsne_results = tsne.fit_transform(np.vstack(gloved_x.to_numpy()))\n", + "\n", + "x = tsne_results[:,0]\n", + "y = tsne_results[:,1]" + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.cluster import KMeans\n", + "\n", + "km = KMeans(n_clusters = 4, init='random', n_init=10, max_iter=300, random_state=77)\n", + "y_km = km.fit_predict(glovestack)" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "metadata": {}, + "outputs": [], + "source": [ + "glove_tsne = pd.DataFrame({'x':x, 'y':y, 'cluster':y_km})" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "metadata": {}, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": "" + }, + "metadata": {}, + "execution_count": 143 + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n 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\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n 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drFQ/Pp2EWiGEENecQr9JNe+g6grBhE4oeen/3Gk+lVm3xenZUsIq1/fEDaU02peELvhcTf4ZvDL0XSpOgZCWwKcG2JZ7htbALJLvCrNlK0/VLaIoENTiBLTwaecrDdvs+kWWgb0V/BGNOXfGaVkYRDcu7Yhl5rA5GmhPOrC+QMeKMJGGyzNa2v1Cnv6dVQA8Bw6uL9I8P0haQu24WU6Nvto+Nmd+QtnNMjO8mrnRm4gbzdTsCoPmAbZkf0bFzjMrupYZ4dXv662mhJgIc2LrJMSegYRaIYQQ15RsT42X/2c/+WMWAJ1rwiz7WJpIw8RPeXUcl0rGQfcrBGI6iakGd/y3dvq2ldEMlZb5QeLtxgWf18Wm6GQI64nRNg+Pkj0yJtQO13ror+1n88hPKTt5ukJLuS712ySMd6YeO5bL/hfz9O+qAFDNObz9owzRlmbibRfetwthnGHk2giqaJfp04ddcSmceB+cqjhgk+4a//kL/SaDe6sUBixaF4WItxn4I++fsJyz+3nq+FexvPpNg2GzF4AViY+QdwZ48vhXsE98bWD4AHgei2J3YegyYiuEmFgSaoUQQlwzrJrLnl/nRgMtwJGNJaZdF5nwUFscNNn/UoHeLWWCSY0FH0qSnukn1Vn/3/mqOiXK9ggoCmEthV8LYqhBkr42+mrdo8cpqIT15Ojjkj1C1upj/dB3RtdXHSq/gU8JsK7xd/CfWINrllyG9lfHXNNzIX/cuuShNt7hJzXNT+ZgDQBNh3n3JQgmLu2a2pN8IZVkl5/S8ClFqhSItY7/+sUBkw3/OMDQvvpr2/6zLDf8fhNda6PjPvfVYqh2ZDTQnrSvtInZ0XUMVA+MBtqTuouvMj2yCoPWy9lNIcT7gIRaIYQQ1wyr7JA7ZqEooBkKqq7g2h7ZYyYdKybuOo7lsu83BXb8LAtAtheG9le5639vJ9Fx/oE2Zw7yRvZJ9hReQVM0FsZvZ2HsTqK+NEsT9/BapkjWOo5PCbA4cReRUypcmm6FmlseUzDE9RwGzUOYTmk01OoBlXCDTmXEGXPtcOrSjyhGm32s+3wTQ/trVLI2zfODRFsuT6CF+pTwmTdHqYzYDB+sofsVZt0aI9I4AaF20B4NtAC4sPPnWRpmBibk/FeDkB47vU1NoCt+gtrpXwtqcXTl/fG9EUJcXhJqhRBCXDMCUY3WRUGKAxZ21cWquOh+laY5wQm9Tjljc2RzaUybVfbI9poXFGqPVN5iV+FFAFzP5s3sL2jyzyTqS5MwWri54XepuSVURSesp9CUd4KorvjxqyEUVLwTJZcVVGJ6Iz71nT74Aipz7kxQ7B+imndAgc5VYcKXKXhFWwyiLZd2RPhMak6FkpOBGCz5VAI7m0TVIJjU8RQb06lhaBf/vnAs77Q2u+bhuqe3X6viejNdoaUcKm8FwKcEWJn6MK5rkzTaaA/M52h15+jXViQ/RNTXMJldFkJcoyTUCiGEuGaoukrXdREKfRYHNxQxgiqz74qT7amRaDcmrOKtZigEYhqF42PXa17IPqiWa9FT3n5a+9HKTmZEVgIQ1GMEOX3ECyCiJyk7aZYlPsjW7C/w8EgbU1iZ/DABbewU2ESHwXWfa6JWsNEMlWBCwwhdu2s/C9YQW7NPs7f4CqCyKHY7c1M3E/alGawdZkf+eUpWhlnR62kLziVyyrTu8xVp8hFOa5SG3xkBn35jlEj60n+0clwbRVFQlcn9GcaNZm5u+DRL7X7Kdo60fwp95X28Uvw3OgLzua3pc4yYx6g4OZr804npk7/NlBDidD09PTzyyCP09fWhqiqPPvooX/ziFye7WxdEQq0QQohriueCEVZZ85lGXNtjcG+V3i0mLQtCExZqQ0kfiz6c5KW/7cM26yNzbYtDRJrOf/TTp/po8k/jUPlN4J3RvSb/9PN6vqKoNPqnEtJizIisxvUsQlpizBTlU4XTOuHLELiuBMere9lf2kizfwYzI9eRtwcYqh3C82ye7vs7CvYgAIcrb3FTwyMsjN9xwdeItxnc/J9b2ft8ntKAxZRVYdoWh1D1S1fVueaUqdoFLGoU7WE0xSCqp8cUBrvc4kYzUV8j+wqv8dzAN4B6yO+t7qQjtIDpkQmc9y+EuCR0XedrX/say5cvp1AosGLFCu68807mz58/2V07b++Pv25CCCEuiOd6FAdthg9UUXWF1DT/JakefCkoKgzsqY5u4wKg6vW9SydSw6wAd/1FO5nDNYIJnViL74LWUtacCtPDKxmoHWSgdgDLrdEZWkRrYPZ5n0NVNKK+BqJcu1M6yyMWxUGbQr9FosMg0uTDf46bE8cqu1EVjanhJTw3+I84nkVAjTI9vJLrUr9N1S1SdQocKG1mR/43dIaWEPM1XnDfkp1+ln8ySc0q4Q8E8KmX9nekYA9TsAd5bfj7tAfnE/M1MlDbzzRvBSl/+yW99tk4nkVPdTsnA+1JWatvcjokhLggra2ttLbWC7hFo1HmzZvH0aNHJdQKIYS4uuWOW2z8xgB2tT6CGIhrrPlM41VRACeY0OlcFeHwa8XRtqlrIgQTEztV0+dXSXb6SV5ApeOTLLfGwdJmNgw9wcL4bcyIrCKip4nrzUR8Fz4V9lpguxZlJ4uHS1CLYahBqgWb3U/n2PXLHFC/YbHmM41Muz5y1hHRtH8KKAo787/B8epTxDVFp7+2j47gAl4degJDC7Ek8QEK5tBFT+Mt2zn2lTZytLqLcCnJgthtpIx2FGVib6AAlKwcGbOXvuo+Fsfv4u38r9lVeJHWwBxaA3OoORX841gjPB4+1U9HcD6DtUNj2i/kBo0Q4vysz+Z5oj/DsGWT9uk83JxiXeLMy1QuxqFDh3jzzTdZs2bNhJ3zcpBQK4QQYgzX8Ti0oTAaaKG+t2n/rsq4Q215xKKac/E8j0BMI5z2USs4ZI+aZHtqJDv9xNvHt9en7leZdWuMptkBRnpNklMM4m0GunHppoVeqKI1zIbhJ6h6BTZnfwqAoYR4oOP/AN5/obbqFNiVf5l9pY24nkNbcA7LE/dRy4TY80xu9DjPhbd/mKFxVoBY65mLT1WyNo3GDPAUDpXeBOpFijTFh+XWKDrDKKpG3h5kw9DjPNjxl0T01AX32fEcdhVepLv4GgA5q59hs4fbmx69qFHfc1EUj6KVoTkwnZcGv0nFLQBwuLwVXTG4seFTkxZqAaYEF1G0MxwqbUVTfMyL3UjCd/ateyy3RskeQUEloifRLvFItxBXu/XZPI8dHcT06n+fhyybx47Wl1NMRLAtFos8+OCD/O3f/i2x2MQF5ctBQq0QQogxPK++t+m71Yqnt12I4oDJm9/P1KsGu9AyP8DqzzRy6NUiRzaerCRcYNq6CLPviI8rhPqjGk1zgzTNvbwf8kvWCP21A+wvbSSutzAzuoaUcfq0UNszqZ4IJSeZXhnbNU879nLxPJeiM4Ll1jDUAGEtedYRx5pTpmhnAI+QliCoX/z+rBnzKHuK60cfH63sIulro029AXfsjFYqOec9Kwznjpq88fgwU+/T0ZJBFkRvZUfhhRPbHnngKcT0RnTFR0iL41dD1JzSaecp2VnKTg7Pcwlq0TNW7K04udMKfdXcEkU7c0lCra4GCGhhDDU0GmihXvF6yDyC6zlnefalF9LjLI3fw+zoDSgohLUEivLev8N5a4g3sz+nu7ABTfWzJH4n86K3jOt9JMS17on+zGigPcn0PJ7oz4w71FqWxYMPPsgnP/lJHnjggXGdazJMaqhVFOWfgfuAAc/zFp5o+yvgc8DgicP+m+d5v5icHgohxPuPpit0rg4zuPedNamKBq0LxxcQB/ZWObLpnQDRt7NKccCm511b4xx+rcSUlRGiTecfast2jhHrGMcqu0kbU2jwT70kweJsXNflQHkLLw99a7Stu7SRD7b859MK+fjVMA3GVIbMw6NtKaMdvxq+bP09les5HKvs5vWRn1BzS4S0OGtSH6U5MOOMxxesYd7O/Yrt+edxPYeZkdWsTj1I3Nc0ekzNKeN6LkE9cs7rD7xr2ipAf3U/ndHrSHYZ4EEl61DNObQvDZ2xyrRVddn9TJZyxmbvz2rM+kgLRjLInMg6+mp7iWhppkdW0l14bcwequF3VT7Om0Nsyf6EvcXXcDyLFv9Mbm36LEmjbcxxKjqGGqLqFse0+9TAOV/vxTDUAK3BOVScPCEtSc0toKIT1OLEfU3o6uXfNundNNVHVD1zobJ3q69nfq7+wKmwMfNDGvxddOqLLmEPhbi6DVv2BbWfL8/z+OxnP8u8efP44z/+43Gda7JM9kjtN4G/B771rvb/x/O8r17+7gghhABITQuw7OE0hzYUUH0KM26KEmsZ39TA4QO109qsqku0RSfVGcCxPIb2VankHLwL2OvTcS32FzexaeRHOJ6F7ZnMDK/h+oZPXNRWLRerYA+yLffsmLacdZy8PTAaam3XouRkqLpFbm36PfbkX2F34SUa/V1cl36IuNF0plNfckV7hE0jP8J0KwCUnRyvZ37MrU2/R1hPnHb8YO0gb+WeHn3cXXyVBv9UliXuxXQqDNQO8nbuGRzPYkHsNloCswmdZQQubXSc3ubvJOD3s/zhNMfeKhNK6wTjGolOP4FY/eNL0crQW9nBiHWMGe6t5Pvq77HioMnGb5Rpm5Vg/t23k4q2oysGCV/L6Ai5gsKsyNrTqkVnrB4Olt5AUzT8aogh8wi78i+yJvUQmvpOmA7pMRbGb+fV4e+N7hPc7J+Brhj0VbsJanEiegpNmbiPWkmjFZ/lZ0XiQ+zIv4AC6Gr98Zl+ThejYhcoO1kcz8avhShYQ+SsAZoDM4j7msfsgXyxynaBnvK20ccRLcXc2E14nkveGiKsJyb0+ybEtSLt0xk6Q4BN+8b3+/LKK6/w7W9/m0WLFrF06VIA/uZv/oZ77713XOe9nCb1XwzP815SFKVrMvsghBDidEZQpW1xiMZZAVDAFxj/etTm+UH2Ppsf0xZO6yTa/Rx4pYARUplxU4xa2SEQO/81tflKlp1Dr0Apgt9QCPpd9pc2szRx72UNtaCgKTqaYuB6Fh4Q0CK4nsum4R/TdmKU7c3sz3Fx0BSd5Yn7WRS/A13xEdSiDNWOsL/4Oi42M8KrSRptExIizsV0y6OB9qSik8Fyq2c8/mhlz2ltx8q7WBC9jRHrGE8d/you9Q9ePZUd3Nvyn+jSl77n9dNGJ12hZRwub8XDo8GYyozQKo68WmbPr3K4jofnerQuDZCY5+C6OuVShYOlHew0n2bY6qHgzxHuuIvSm6D7glStEr27h+m8TWFb/jnuaHqUMI3c3vgoVbeIrhqE9SSG+s4MhKI1Qk95O0UnM9oW1RsYMo9gumWC6thg3haYy53Nn2eodoSQlsDD4dmBr+N4FrpicH3647QF55z7B3ABIr4UC+K3MjW8lKpTIKwnL2pN8JmU7CybMj+ir9aN69kYSphlyXvZkX+e7fnnWJt+iM7Q4nFfR0MjbXTQU9lGUIuyKvUAm0d+yq78i4S0JEsTd9MWmEfYd2FB3XVt8vYQHi4RPX1ZfneEuJwebk6NWVMLYCgKDzeP79+AdevW4XnnfzP5SnSl3gb7Q0VRHgE2A//F87yRye6QEEK8H/mCE1dcKT3Nz/wPJtj7bA7P8Zh/X4LcUZODG4qYJZfykM1bP8pw639pxQidX6i1qg7ljMVIXxnHrYcoI6wRSiYu6xrDqlMEFBbF72TD8OP41RAeLmEtQcke4UD5dWK+Bl7L/DuGGkRVNBzP5q3c09zZ9HnCviRDtSP89NiXqZ2Yzro99ywfavuvtARmXvL++9UQhhocE2wjWuo9p9K2B+eyLf+rMW3NgZnoisHB0hujgbbOZVfhJdoDc/FpZz5fSI+xLHkfc6M34uES0KK4uSAHXuoHwFMdym6OHW8Wab1pGiOHLQ6/VCVvRpi79lNk2jexp/wSt910A24xQe/rNVKdTcz8QAgtMcidyhfJbYO3t/TiS7jMvCFJsFkfE2gBRsyjp62BrjgFpgQX4ldPn36vqz5SRjspo52seZyn+/+ek3sO257J1uwvSfhaCOnxM77uU1lOlaKTQUElpjegqu/9Ec1Qg6SMiV8v3l87wNHqTmpOCeq4h7AAACAASURBVMuroTJCf3Uf7YF59FS3syP/Ao1GF0F9fGv3/HqI2dEbOF7dS6O/i235Z09Mq44zYh3luYF/4q7mP8CwgrQG55zXqG3W7OdYdRfbc89RskeYE7uBRbE7z7geWoir1cl1s5ey+vHV6koMtf8L+B/U/yr8D+BrwGfefZCiKI8CjwJ0dnZezv4JIYS4COG0j4X3J5i+LoqHhxFWeePfMmi6Uh+Z9VRQFEYO10hNPb8RlnLG4fCzHtNWLmHfyGYAzJJDU0PHmHWTl4rneQyZR3hj5EmOVfayJHE3tzc9yt7CBloCMwlpcbbnnwdAUVTKTg5dNVCph3bTLWN5NYp2hqzVj0/1j4Zay6uxK/8bmoxpqOrEbkf0bmE9yerkA2PW1K5KfWTMlFaz7FDosxjaXyPUPIu7m/4rz5X/Ftur0RlczMzIGlRVxa+G6q8XBU3xYXsmATV8zm1z/GoQ/ylBrehYOGa9UnbVKVJx8vj8GmopzG++uY243kzWKjDUU2DVp1ZzMLKZjdY3uee3/4yWuRGMsEq83cAZiVE1Xbpf7+XYvvoIbO+uDDc82kpzs39Mxd2qWyRnDbI0Xh+ddDyLrtAyusLLzxoyrYpL1StzMtCeVHJGRrcUKtoZclY/nucS9zWPCVt5a4i3sk+zt/gKPsXPsuQHmRFefV5h+N1cz6Vi57Ex0dAJ62cv+OV5LmUnT80pMVg9SNHOYLkVFDQ8XPprB1gW/yA91e1YbhWXiblZlPS1clvT57DcGkcruwjrCcp2DturTyGvukXeyP6cO5s/P2at9ruZToWjld1U3QLPDTyGXw0T1KJszT5NVG9kUfyOCemvEFeKdYmYhNgzuOJCred5/Sf/W1GUfwKeeo/jHgMeA1i5cuXVPV4uhBDvE76gRry9Hm5s08UfqY8EK8rJ/+OCph7jefRuqLJw1s2E0yn6zL3E9RaWJW++LOtTS84IG4YfJ28NUHFzvJb5Pp3BxcyP3UpAi/LS4L+CUv8TZboVYvrYUaOwliJnHmdr7lcowPLEh9iZf2G0gJTj2SfWa17aUKsqGu3BecSNlhPVj4OEtXcCret6HH2zzM6fZ0fbGuak+e0P/9/YwQJBLTo6BXZqaAkVp0CDfyqqoqGgEtebL3i7lkBMo2VhiJ6thdER5M5FaY7uKIxOk/Opfiy3xvEtNm13zyXiS1IeMcn0mjTPDfKb/3UYz1LBVpl1exLLsRg8WKBasMgerxBtyI8pbJT2T+HloW/TFpjLTQ2/i6roBNQIcf3MRccc0yVzqMa+3xRou90ProFn1PAUF8ezSPunYLk1smY/64e/faJaNAS1GLc0/gfivmYADpY2sy3/DABVirw09C2SvvYLDrWO6zBsHmZfcRMOFu2BeUSdRhoDU894vO2a9FZ2kDX7OFJ+myXJD2CO1L/XHg4aGs3+6aM3JLpCywhqcTzPpeZW8CnGRW/Do6k+kkYbNadEg38qA7UDJ6pUg4qGTwlgezUqTu6soTZvD/Jm9iniRjMeLlW3gKIoBNQIh0pvMiuyloA2OQXYhBCXz5Wzad8JiqKcuqnZR4Dt73WsEEKIq5duqMy8JYbuf2cUKdrqI9l5/uvgAgmdKWuivPlPNYo/XET7tgdI77yFoHl+FVjH6+QIondihC6mNzEtvIKqWyJj9nJ9w8OEtfq63kOlN7k+/QnSvk5UdFJGB0vid7Et/yxBNcKM8CoUVK5Pf5yIlkJFZ17s5nHv3Vmwhjle3ctA9SBlO/eexymKSlRPkzLaiLxrdK+atdn/4tj10EN7LJRihEb/1DFrOsN6ilZ3Eda+NEd/Hqa4NY5SvPBQoftV5t4dZ+4dCZq7EsxYm6TzVhVi9ZFsD4+o3kBITxBNhJgTvIXp1u0oxQhTbtJ47af7yBWHKViDVL08e5/P07XwnXCq+U4fvUzozXyw9Y9RFY29xQ3YXo0Gf+d7jtLm+yxe/9YQmUM1Dj+tsVz7GBGvCddzSBrtdIWX8Ub2KQ6UXqdgDY8+r+Lk2V+szyyo2AUOld4C6qOsjmfjeBY95W0U7ewZr2u7Vv29ZxexXGu0PWsd46njX2Nr7hdsy/2aZwe+Tt4eoGSfeRVXwR5iY+aH+NQA/bX9OK7DmuSDhLUkfjXE3NjNo2tTb2p4hBmRNVScPDvyL/Di4DfZNPJjsmbf2X6M5+TXwqxIfoiY3oSqaBhqiFWpBzha2YWCcs6K4MPmEUrOCLFTbjyYbmU0NPuUS1ONWghxZZnsLX0eB24BGhRF6QX+ErhFUZSl1OfwHAJ+f9I6KIQQVxjbNSnYQ+SsfsJakqiv8bKNQhQHLUrDNo7lEW7QibeOfwuRRIfB9Z9vJtdr4guqRFt8hJLn/6fJH9ZY9OEkiXaD49vLBIN+pq+LEm4YXxA8Xz7Fj4pWLxCFwcrk/WwY/t6JQKgQ15u4Pv1x9hRfodHfSaO/i5jeSM0tE9AivDr8BEE1RmtwNptHfkrJGaE9MI8bGx8hoEaJ6+Mbbc6afbw09K+UnXqYTRtTWJt++IILaHke2Obpk6Jc5/S2qlVmaIvB7ufqIe7I6zA40+G6TwSIxEIXdN1gQmfWbXEaV9u8UfoxT5de5ZY5f0RqUwKlaKApOlHDYMqcFLu+mWFkX4mFj5j4nRq1koXneiiaguVVMNwwqlq/lx9vDhBp1gi9a4q6quo0B2ZwS+N/wHJr5yxU1L+zgndi++Z8r0Xt38PMu/MhlFnHOV7dw9bsL0j7O8mYR3Gx0XjnfVm0h/E8F0MNkDLa6a1uH7MWOW60sLewnpnhtcSMd27SZM0+tuefY6jWQ9rooCO4gIgvRaN/KkfK28bsf2x7JgdKm2nyTz9j//P2IB4uJWeEBn8X23O/piu0nMXxu9BVHyO1YxTtDGUnx4Hi60wJLWJ6eAU787/BxWHEOspQ7TC3Nn6WiO/iC9WkjA5ub/ocBTtDzuqjp7ydYbOHBbHbCJ+jCFZEb6BgD+FT/LQF5nKsuhsNnajewPzYLWMqVgshrl2TXf3442do/sZl74gQQkyQsp3DdCuEtcR7FsW5WKZT5UjlbV4Z+i6qoqEpPmZHrmdR/E782oWFhQuV7zPZ+I1BBvbUq+FGGnVu+k8tJKeMr7qooipEm3xEmy4+hEYafcy7J8GMm6PohoKqX75JSCE9ycL47WzL/ZquyFKOV/ehKCqaoqErfkyvQn9tHzc2/A6Oa7Et/xyvZb4HwNL4PZhujVnRtbw0+K9YXhUFhYI9xLbcr5kWWsFbuV+yNv2x0WmqF8LxHPYWXhkNtADDZg+DtYPnDLVW1aWas/Fc8Ec1jIhKy4IgRzaVUFRQNYVwWj/jVHE7r7H/lbEjjH37cpg5Dy5iGZiiKCSjDazwf4h58RvxKQFuebSJ4lEPx/JQVIXuZ/LUMmCEVTzVpagOEk37KQzXUACUeqXtUNJgxUfaaJwVIpLyv+couKEFMbT3LsRku1Z9VPGU1+94Nv2Dg8T3tjPY/DKHq1uJ6mmy1nHmRW+mv7Z/zDmmh1eceK+oLIjfSl+1+0TVZY+2wFxiegNvZn9Bk3/6aKgt2SO8NPgthsxDlJ0cvZXtlOxhonozetzA8SwU1NEthqC+B7GmnPkG1MlZBL2VnSyK38EbIz8j5/TTYHRSdQrMiKyhp7KN10d+Rkxv4EBpC6ZboSUwi2PV3fU+OSOUnfy4Qi1ASE8Q1GKEtBhJXxs+NUBYT56zgnFMb2ROZB2bRn7E4vjdLIrdQcTXQERLEjcu/PdGCHF1uuLW1AohxNXIdV36a/vZPPJjslY/U0ILWRq/Z3R/0vHyPJdh8zAbhh6n5NSnEhpqiL3FV5kRWXXJQ+3QvupooAUoDtp0P5dnxSfTaL4rYyXL+VZMdl2brNXHoHkYQwmQ8ndcVGgE8KkGsyLX0RqYjeu57Mq/iF8NjVY3rjoFhs0eBmoH8SkBtow8OfrcAye2HfI8D8urf28NNYTpVuit7GRu9EayVh/bcr9mTeq3Rz/c266Jomho5yi85HgWBXv4tPaCNXTW51XzNt3P5+nZUsJzIDXNz8xbokRbfExZGWb4YJXGmQGm3xQbHVWv2Hksr4qmGPg0P6dkKgB0xQ/e+EbMEkYLCU78PgUg3gjVnM2GxwaojNSLF2mGSvGAD7oGWfzwfHY/WSRztEyyKcyyBxqJt/jpiF5Ysi6NWOR7LXq2FGm7QaHSeJhe8y2iegPTl64m8bZB9oiJ5VXRAyodaw16KQEeVadAQI0Q0dOsST7I7sJ6AObG1tHo7xq9RkhLsDr1ABUnj6KoVOw8RXuEtNFxorJ2XdnJU3AGqbklAFxsDpS3cEP6k2TMHqaFV7K7sJ6iPXRi2ygfC2K3vecewRE9zezIDXQXN7Aj9wILYrfR7J9BxjxGxSkxZB7mjexTnJyo7eHSV+1mYew2jp1yHu0sRbQuhKKoRH0N56xYXHNKFOxhqm6RqJ5mVepBFsRvw3TKRHxpEnrr6Ki8EOLcqtUqN910E7VaDdu2+ehHP8pf//VfT3a3LoiEWiGEmAA5u4+n+/4/Km59hGpn/gVs12Rdw+9MyPTgkp2laI9Qdt4ZATPdCgEtMlpc5VLK91mntRUHLGzTQ7s8M30nzKB5mKeOf220ynCj0cWdzX9w0TcgfGqApNEGwMzoanqrO3E9m5I9gu2ZtAbmsGH4cVYlfwsURgvk5u1BdhfWnygY1ILnOXh4FOxhkr7W0fWvGfMYplvG9WyOV7s5VtlNUIszNbyYpK/tPSvbGmqAKaFFDJqHTmlVaA3MPuvryfaaHNlUGn08sKeC7lewKi6O7dEwI0C4USeUrIfUodoRNg3+mKzdR9zfwPLEh1lyRxdv/vIIrmfjUwK0Tm0gGJ/4jxz+qEbH8jDdz9XX+yoKFHocVkSv50hgC1MfirDAqm+pc+BXJSqZPGs+03hB09P7tlV45esDNM31Y63aybZdzxBt9qH59tFT2c66T36a7B4dxWrC11Fkh+/HLArfQVRPk7cGWJ16kD2Fl7G8Gq3B2YS0GK2BOfhP+XchZ/Wzfvi7lO0sFbf+WmaGr2NR/M4x2w7Vt7ZRUFBHqxD71TCWV6XmVvBrYe5u+QK7Cy/juDazo9fT6J/2nq8toIVZGL+daeHlOJ5JQIsS0uJk7T6OVLayKHbnieOi2F4NFZ3GQBdVtzx6jvbgvDFFxS61qlNiW+7X7C9tGm1bnvgQ+4qbwHNZkLiNmN6IyviXRwjxfuH3+3n++eeJRCJYlsW6deu45557uO666ya7a+dNQq0QQkyAkp0dDbQnHSy9wdL4PVSdIolxToPzcBmxjtIRWsiR8lujrSE1RlA78yjMRGpdGGLHU9kxI3BTVobxhydvvVqt5FDO2LiWhz+qEWk8d1CpORXezj0zGmgBBs1D9Ff3T8ioesqYwg3ph9mRe4G4r5nZ0Ruo2DkqTp6B2iE6AvPpre7AcusjswoKhhJmbeoh3sj+nKpTIKQlWJa8j+7CqyfO2Y5fjdBT2YY94iPSuwK76pGbVsXXmiFqvHdRrCmhBVScPIfKb6IpPubHbiF+jtc5cmTsTRLH8hg5YtI4K8Cxt8rkj1qEUjrtS8NYep6Xjn6foVwfqqrgxgZ5zfk+t619lGBkFsd3lEl1BOhYFp6QUFsctjCLLqoG4QYdz62/D42wyrG3ygSTOtPXRYmHDfylW8hYWfIHoXenRevCEJpPoZp30MMK/qCOa7sUh+rvIV9IJZwe+x4q9Jns+mUWBWhe47KtuAnHrE979nSHkWo3A5E9HGrfiue5zIvdTDZ7jDezvcwKX8+q5G/RV9vPYO0wiqKQs+obPDiezcL47aPXyVsDaIpOSI8T8CJ4eFhuhaAaHTNqGdYSTAstp7v4KqZdARQWxu8gU+0lEIrgeiaN/i5SxhTAQ1N0zIpDsWChaPU1yqo29iaIoQYwjNYxbV3BZaR8HVTdIssT97Gn8AquZxE3mlme/BAK9aJicV8TKaODgBYB6tOjK04eVdEJaYlLst6/7IyMBlrPcyk5Wd7I/ozZkRvYW3yFjcM/4K7mL5zX77Pr2mTtfipOAUMNEtFSBN9jVFuIa5miKEQi9d9jy7KwLOusW4FdiSTUCiHEBKiPpqicTH2u5xL0xcjbg7yaeYLbGj9Ha/DsI2RnE9CiuK7L7Mha/GqIvmo3CV8L16UfIqJf+kq/8TYfa3+viV0/z2LVXKbfGKV9yeRtk1HOWux7ocDOp0ZwLEhONVj7uaZzVk52PJPyGSrKnpzSfaqKU6Bo1ac4xnzNRPXUOfdaNdQAEa2B5sAMclY/WzI/ZUZkFUlfO9tzz3JX8x8SKEQZrB0ibXSwNHEvMSNNSI+R9ndiuRVMt8rb2V9TckZI+tpYFL8D26uiZGNs/1aBYqY+pVj3q9z6uRTRrrF9qDnlE9NYFUJagkXxO5gRWY2Kel5bxKS6/FRzNvF2P3geQ/urqLpKeeSd0fpYqw89oJDJFBjM1KvfOo5HKWOjNOax1QpdqxvoXBE9LURdrGxvjY3/MshQdw3dr7Dww0libT4G9lSZfXuc9qVhVJ8CHgzuq9L9XI7CgEXnqggzbjZ4/ZuDOK6No1foWhdmyk0aajnMhq8VKA05NMzyc91nm4i3GVTzNrmjFtqJwT5FBdcEVTnxsckDy63g4aIqGmUnh+OZDNYOsiLxIRzPxvJqbM+9QMXNUXayBLXo6POHzR48z0VR6lNk6yP9CioaDjYVJ8+U4ALy9uCYYlV+LcyyxL1MCS0iY/YS8zViOyZRvYGB6n5mReqjKienppeGLHY8OcLg/hq+gMrs22O0Lw/jC5x9aq5P85PWOuo/a72RudF12J5FWEtgKCGGzSNUnAKWWyWspwgRJ2v2sX74uxTtYUChM7iYZYl7COrvPd276pQoO1kst0pIixPR0+f8IF07ZZTYw8V2a5TsEfwnRrRdHPL24HmF2mPVvTzT/z/r2wChsiLxIRbG7yR0lj4LMdkOrM/z5hMZSsM24bTOsodTTF83/ves4zisWLGCffv28YUvfIE1a9ZMQG8vHwm1QggxAUJaggWxW9mRfw4PDwWFNckH2ZV/cXRq4Qea/+M514q9F5/qZ1HiDvYVXyfpa2daeAWNRtdl2YsVIBCrj4A1zvbjufWiO5djLa3p1ihYAxTtzIkPvSmCeozSoM22H78TREcOm+x4aoTVv9uIcZbR45AeZ1Z0LUeru0bbVHTag/PHHFdxCrwx8iSmW6UjuIAR8zjNgRkEqo3YIz50v0K40Yd+yvfA8zyqbpEt2ScZqB3A8UwWxO7A9Rymh1cR1GIcKL6OTwlwR9PvE9ZTKAocrezmQPF1gnqMmeHVJP1tXN/wMVzPxq9GCOpRTKdM8aBOMVMbvZ5dczn0cpnG9vjoz6JoZ9iSeZLjtW5UVKaHV7IgdutZC0NlzT6GzR76awdoC8wh2TCb8ojDjqf6URSF2XfEmH5jlI3fGAAg0qQz6/YYdtWjMqgSNuKUzBPFqDxQHQOfWi+SdqZAa7sWJWcEx7MIqJHTgnZhwMKquOh+hUiTjqqqmGWHHU9lGequoWoKmqGy+1c5bvqjZhJTDA68nGfGLTEiaR/Zoyab/3UQ1wGz5JLtqTG4t4rtOJTJ4Lk2u18ukpzXSJ/7GtG2JTgmdN3r0l15BW8oT6sxF5J+LE9hye9EePH/Mjm+QWH+Izez0foRqk/B8hzSxlQczyGoRmkKTCfha2VaeAWDtUM8P/hPBNQoMyIr6S6+iqpoJ2ZVKEwJLhwNtAAxXxPLEvfyVu5psrU+OoILaA/OZ/PIT1js3sXc2I2jxwb1GB3afMJ6ku7CBjLmUYJajGXJD46Z0uzYHvtfLjC4r/6esSouO36eJTHFIHEBBd6ivjRR3rlxdqj0JkfKb9Pg78LzXLbnnmNp4h52FV46EWjrb4QjlbfoCi95z1BbdYq8lX2ag+U3gPo06hsbPkWDv/Os/QlrSXxK4MQ6dAVV0WkPziN7YhQcIKSd++ZNwRrmtcy/j1aL9nDZnP0Z08IrJNSKK9aB9XlefWwQ50Q1+tKQzauPDQKMO9hqmsbWrVvJZrN85CMfYfv27SxcuHDcfb5cJNQKIcQEiPiSrEjez+zIWgr2EBE9zf7i6xyubAVgsHYYa5xrX8N6kkXxOzDdMrriRx/n/qUXI9p07nVqrmuTswapekUMNUhUa8C4yErQveVtPDfwj1heDVBZlfwtFsXuIH/cPe3YzGGTWsk5a6gFmBJczA3pT7KnsB5DDbIscR9JX9uYYwrWEAUrQ2twNs8N/GM9kDgNTHNvwHtpKf1bbVZ+qoH2ZWF8fpWCNcTB0huE9ST91f0sDt1La34Nh39RRNUUmq6LEEk1sD73LcBjbmwdfi3IodJWXst8f/S6PeXt3N70KDFf45j+GFoItTq2GJiKjlNRR7eU8TyPQ6U3OV7bC9RHrPaVNtISmEmHvuCM34uCNcyW7M/YkX8OqK8vXrj/Cwx2O6NFoA69WqRlYYgb/2Mzdg38UZVgXMcsOxR2+1mx8n5eG/4BplNBVw1WNtxP+D1CtO3W6C68zvbCr3E8i5jexNr0x0garVhVl8Jxk+4X8xx4qUAwobPqdxtoXRCkVnAYPlBDUevXL2ccPNejb2cF1/EwQirFfptgTGNwbwW3vtwUPaAQazXY92IB1XDxHBu8+lZE5YzDEX07i1YvpPV6jdfd71DoHyKiwabqT1ibfojuY9vpaJjG7f/nrXQ/aRIdmcX9C/83ess7aIp2oik6w2YP0yMr2Zl/kUHtMBE9yVCtBxWN5sB0kr42Ptjyx3QXN5IxjzIzsvq0WRuGGmBW5DqiegNFe5gR8zhv557BxeFw+W26wsvHTOVVFIWU0caSxAew3Bp+LTRm7S2AVXLIHKqNacOD3DHzgkLtqapOCdOt4HgOG4b/DU3RmRe9mapTHJ1afaqcNcD/z957B8lxn2maT/osX9VV1d3obqAdGt57EARBgKARSWkkjUitLOXH3ZrZmI3Z2LmLuI24i9i7iLvbuL2duDEaTWhGbuRGEkWRFEUDAiRoQHg0Gh6N9tXlXfq8P6pRIAhDkARF6qae//rXmVlpq/L9fd/3fl2BJdfdVsnONAUtgOlVOVJ8mm2pzzWjrtcjIie5M/U5DhefpOoUWRBcRac+xMHCLxEQGApvJXIL2SuOb1K039pj12vWNLdo8WHk4PdzTUF7GdfyOfj93G2J1gLE43HuvvtunnzyyZaobdGiRYt/iYTlBGE5gW5F+dHYf8b2r5jtdGgDKMJ7a38DIApis37tw8qEMcIzM39FzS2gCBp3pD7LwtDmW3JodjwLFxdNDFC0pnk594M5QQvgcSD/c/pD64h1t7852xuA9EIdPfL2Nb4RpY2V0XsZCK1HRL5uL1LDq9ATXMaB/M/xcAnSRjVrc9R+gXu2rGD0RY9Xv5Xhvh4NtbPOvuz3KNiTDIQ2kNR66Shs4qn/dRzX9PCBU8+UuPd/XIAi6ciSgi6FMdwqpyovXfW5pldl1hq9RtQCzFsSJfZ8O6ZVRxREFFGnf3MUWWtE/FzfZsY8f816M+Z5eoLXF7WGV+ZE6dnm33Gxm4mRAshB6pkry00drzF/3VuEdlCie3WIk0+kuHP71yFooKtBUkp6ztDoCnlrgkv1Y9ScIvMDK1gY2sRIZR8lZ4bT5ZcYqj/EyFMlpk/UaevT2PD5FAe+m+WVb85wz3/sIhCXSQ5omCUXs+LhOT6iDIGYzP5vzrDlq+28/g8zbPvjTvSohCgLdK0KEJ2nokVFOpfpTI7YCK6I67gIIoTaRawZA0EQcBKzFDMZAm0ida+I5zuMlPfSG9/Aydw+ehesYuWX26iOS3iZMF2dQ0yZI9iuRU9wOWcLhzDMGrZS59XcT1kZu5eVsXu5WDvE4cKTaGKYlfHdbGz7JGEpft1WQqIg4fgWbxQev2o8KEeRhetPYOlSuPl94Ho2ll9HFYNIgowcEIl0KFQzzlXrhN9D+ywRkapTYLj8fHPsjcLj9AbXMk8fomBP4vkePh4CIimt94bbenOrqctUnRyOZ9xU1AqCSIc+yF3KYzi+hSaEMbwyd6e+jCxqhOT4NQL/euhihO7AMs5VX2uOKUKjrrZFiw8r1azzjsZvlUwmg6IoxONx6vU6zzzzDH/+53/+nrb526Ylalu0aNHiNhOWE+xs/xJ7Z79DzS3QpnazLfVZIsr7X/t6uzFKDmbFQ5RvLUpbsjINF9c5l2bbN9k3+x06tYU3FbWe75K1xhguvYDp1VgY3kRM7qBkZ65eDgfbM0i0y2z4bJIj/5zHqnl0LtVZ9mAcJXBrxlWiKBIRb5wKHlPaMd0K1bnjEHwJ13IAH1+2AQm77mNVXRy3SMGeBBr9Pnclv8HwL8q4pkfDCgqsqsvF/VXWPPwRIkqSkJTA9upz/70aRdCp5mwcw0cLi+jRxk91tFPjji93ceaFEq7p07slTGroSgRcEhTatX5mzHNXbe/NrWPeSkOAXJn1L3nTLOgVqL9FG6cGr420Z88bHP1Zjt7NEcxRl2AyQXxQQxIlSlMWnu0j6yJupMgTM/8XRXsaH48D+Z/x4Lx/T0LpIm9PEDeGeP0fZ6hlfIoTNsUJG6vmsWBTiPN7K1g1n1iXxPKH4xhFl8ljdZSAwKLdMaaG63gO1PIOakBi4nCNge0Rlj8c59zeMsd/WaBrtc6qjydx6h7eGVDaPPp2S5z3X2TNgruY/ZFEYreLJAuoIQHLc0BomDnJARHbLDFljXB65iAJdR5ru3bz1Mzf4LoebkXiWOB5NiQ+xsxsEjuUw9DLqGKQnHWJs3OCyfSrjJT30qUvJnadCYvLROU0YamNafMsqhgkKMVYFr0bWWw8e4ZboeY2RHdAihKSEzieTcnJULJnmKyfRhJllkTuJKqmGdoVpTxlU511EERYsDl8S4ZqN0IUZGati7zZxlsUJMbqR1kWtc9fzgAAIABJREFU3UnJmeV0eR+iILMqdj8SMr7vX7dONqZ0ICI1XZwBOvUh9Fs0vnvz5J4iJd/x92tAjrCp7ZN4vsul+jFiSpotbZ8mcpPr06LFB00oKVOdvVbAhpLvTdJNTk7y2GOP4bounufx6KOP8vDDD7+nbf62aYnaFi1atLjNKKLGQHA9ya4FOJ6FKgWIKdfWvrq+Q9Ge4mLtCCISC4KriCsdV9XafZAUxy0O/VOWyeN1Yl0qd/xxGjwBQYRIh3LdF1UHi5w1cfWYb11l7nI9SnaG5zN/h+s3zIiyuVF2p/+A+YEVjNaPNJcLSgl0MYIekRm4O0rniiC+66OGpWa67O0gIqewFZP5gRWMGycAH1kT0fwITk4HbJSggBqW8N50vSyvRsnK4LspGqFkmi18PBd6tBVoSkMgqlKQpZEd7Mt+pyks02o/2mQve787TXHcon1xgDWfaiM+X0OSBVKDOvEedS7l9moBLwgCfaG1ZMyLTJtnERHpC60lpd64RlETQ3Tryxk3jgMwbZ1l8xoV92KQ6mQNROjfGiY9dLWotesuJ58sMnXMYOqYgRoWwYM7/rAdf9zmje/NYpQ8wh0yix7SSHUPIKsqBXsa069ypPA0y6I7OFCYQDOSmEUHQRSQZAHX8Zk4WmPzl9KMH6qhBBrnMd6jsfkrKYrjNmbZZexwjdH9FSRZINqpMHbARwmI6FGJWt4hf8mirU+jZ02EZ/63CQbvirL6k2kQXbTeMrKxjnBxHj0PhyGp0B5qwxTKKOi4cpVFsS1M1kdwsYlqaVy9SkkaI++MUXMLaE4cx/aQgwIj5X0sSKxjOPsyQVWg7haYtUYJSXF8Gq14RCSmjLNXpeM6nk3ZyeD5LpIgsy/7fXpDaxgIb8T2TObpQ7QpDcOmmlPkQOHnjNeH5+7RJFuTn+FMeT9HS88gILAsuhPPd3kt91O2pT5LtDPM5q+kMcsuoiIQiMtvaxJ1MyRBIqX2Mi2fwfTqiIKEJgaZpy9BEhSicpo7Up/D9WwmjVNcrB1iR+rLSIJMQI6hilfuo6icYkvyUY4Un8ZwK3Tpi1ka2XFNlP9WMd1aU/DrUpTQrZiiqd3cnf4KhldBRiGqtgRtiw83a/9V21U1tQCSKrD2X723DINVq1Zx8ODB97p7HygtUduiRYsW7wOiKJN4S5uMt5K3Jngu882mkDtTeYVd7V9/2/V+GxhlhyM/yTF2sIYoweavpRn+ZZGLr1TQoxKrf7+NjuUBAtGrf0ZUQadDG2TaPN0c08Tw26ZMz5hnm+fhMifKe9ia/DRyXmW8fpI2tYvNbY8QUxrtkRRVJNb1/vSiFAWJlL6A7anPc6T4a7LWJdq7kgyauznx1xCIi6z/XIpQSsaRYnPHfBaAY5Vfs/7ub3B+bxl3bkJdUgX6NofJnHDpWX3lczr0QXa2f43R6hECUoQucxMv/GW2mTI6frCGa3ps/cMOgvHGub6cbnw9VDHIqti91NzNyIJCWEre1H02rnaws/0rDJf2kDHP0RVYSjwcpf3RJMse8BAE0OPSNe14HMO7Kt3NqnjoMQnH9Dj5ZJHydON/9byLVRZZNPMo09NTrB6QuBTYS8mfQBAk5gdWEhUTCGIWSYFgSqaasdGiEq7ts+lLacKpK58dTqsgCBz9aZ78RYtAXGLxfXGqeZuerRpd63Qc0yd3wURWBBK9KmeeL2EUPM4+V0YNiVg1jw1fTDG1X8YoGmz5eoRErJ1dga9ypvoKZXuWTm2IslWg7hfZ1v4ZTK/CyuQubM/Ew0UVg/g+uJaH7usIQiMm7/uNZ0AXI+himJIz27ifEIkr80iq85vHYrgVzlcPsD/7QwRBYG38YfLWOGUngyQoSILMtHmGu1KPoUshctYYl2rH8XEBgZI9y/His3M1rjaOb/JG4efsTH+N8foJDLeCLoUJxGUC8dvzuicIIoPhTUyZpyna0ySULhZHts1Fb+Fo8dfNqLI716s5Y53nUOFJ+kPrWBm9t9kyRxIVFgRXklIX4Po2ASnaXPedUndKHC4+xYXaIcAnKrezLfXZ604mvpWgHCVIyxiqxe8Gl+tm3w/34991WqK2RYsWLT4AfN/jdGX/VULO9g1Ga0c+FKLWLHtMnagDsPqRBBdeqnDqmRKiBHbNY+9fTvPA/9yDVXEJJmUUrRE1DCtJtqc+z4uz/8C0eYao0sGdyc8RlW/+cqlcpwbO822iSjs7Ul+m7pUb7XLk3269W1ydx9bkpzG9asNxNSuT+KOGM2+oXUGWRRQaaYxTxhly1jhdgSWEwyK7/6Kb088XESWRobsj5EbrzJ6yaB/Sm1FWRdRo1/pp1/oByJyuX1MDOXXSwKp6BK8t/aUyYzNxtIZRdOhaE8JKTrCn9E0uh4djSgd3pb5I3S1ztvIaoiAxEN5AQpnXbE8UUzrYkvgUdbeCLoaQZRXaIHiTUx1IKMxfHyJzymiOiRIEEjL5i1fMifq2hpk6aJGfqFGhhCDCyt+7i0XrDNrshQgji8nj0rUqwNgbNRRdIDJPZfUnE6SGNCRFwDY8HMtDj8yJ+oTFqs+E8apxfM/HkQ1m/TOMWweoODGWCHfSvjTMzEkDWRUxK430VkkVMCsuekzGtTwG7w6TWKATTChz17qT9cpHKUyajB8sk1pgMq9jCbZQ5UT1OSaMYaJKmp3prxKUYph6DS0sYRR8tgw8hFiNcFfPfFLxTp6a/r9ZHftIc7LDw2d+cCXpN9WYlp1Zns/8PT4uISmB6dWougUiQiON1vVtfP9K0XjWGqfq5LB9EwGRkBwnY50noXQ3au2FMIZXYcY830jtfZ8yPqJKih2px6i7JWzf4unp/07VybGp7VPYXuPay6KC6VXnamslfDzOVV+nS19Cj3y10/ittJl6O/L2BBdqV6JMJWeGk6U9bGj7+LuO/LZo8WFl4M5oS8Reh9aT3qJFixYfEJ7vXmfsvZk93C5kTSDSqZA9a5IeCvDqt2YRJZqusoJIw1lV9AlEZVL9GoG2hjho1/u5r+NPsPw6MjKxW+gXmVZ7ichJynMtQSRBZln0bhRRQxE1Atxand37weV9sNw6fqKE3iZd4+4bkhMMhjcyyMbGQACKl6r0bgnh+3D0Z3nqeZf0kHbTvq2yLiLJNCO8AOGkjHidUuHCuMmr38pgFD0kReDi62UWPyIT7khQcXMAVJ0CJXuGF2f/sVm7eKF2kHvav4EmBrlYO8yMcY7OwBDzAysbgvYWWbAxhFVzubi/QsfyAP13RHBtj+SQzsxwQ+zG56uc/FWRULuM4gbwXY/JPSIDS4cY+XWVeJcKok/74gDzN4SpFSyC7QK+K3DohzmMokvXyiCSLhCbpyAsyHCo8kskVDYlPo4xrjPmHebVzM8QBAFZF5ioj3DPhj8gcVBl9qxB9+og9UIZ32/cv5IGbYsETqpPMCFKLHQ3k5C6kAQZs+Jz9EdF8pM1TLfGxq/GORP+DRdrB0HwKdrT7Jv9PjvSX+JkeS9+0KfX24x9Ik0gFCQxJOIIFeLyPF7O/YDl0V2sjO1GEhQ6tIVXCbiSnZmLujb6JIekOIqg4uEi0rjgiyPb0KUQjmcRlZNzbWwateU1p8iSyHZGa0cx3ApBOY4oSMSVTgJihJB04zZO75WgHEcRQ+zJfKvZxudC5Q02JD7G8fJzeL6D6zmsjt3PpHElayNrjdITXHajzb5rCtdxXi7YU9ieiSS1XnVbtPiXQOtJb9GiRYsPAEEQGQpvZqx+HH/OwlcSZHpDq99mzd8OoaTCmkfa2Pvfp/Fcn3CHQvbclQic70KoTaaSs9j3lzPs/k9dTVELvGPTlrCSZEfqS8xYFzDdCp36ous6AH9QlOwMB/I/Z8Y8T0CKsib+Ebr1Jdd1sbW8OiISsXkqr/7dLLVcQ6GKisDg3bGbpg8H22RWfrKNwz/K4XuNyYW1n0kSbr/yc+04HplTBvnzJlPHDWRVIJiUkTQ4t6dCxyPLqLAXgJS6gDPVV68y43F9m/OVA0iCzMlKY7kp8wyz5igb2z55U+fZNxNKKaz4WIK+OyKMvlLh+ON5tHAjNf3Ij3PMjBiIooAWlajnPQQhgihC3RPxDJH0oM6hf8pSmYtMpwZV1n09TNHI8fpflxFKYewKzJw0WP+5FMPPZOn9mENemuD+9j9hPH8ecyLOSPglXN9GQsYxRAy7RsEfY/3nVpI9ZxFMSGhRiYv7q6QXaSx6IMiLuW+TZxQtInGpfox72r9Om9qDZ/sYZZu6U0ISFMqlClP2JaKhdnzRw3DLTBrDzFqNlj3dgaX06INYa21OOS/waukNgrU4K+P3EijHOFT4FSl1PttSnyMqp7HcOlWniCYFiciX664bz//Bwi/Zmf4qs9YlDLfMQGhD0z3Y8Kpk7XE2JD7B8dJvMN0qfaG1DIQ2cK7yBqIg4Xo2i8LbmKcvxvLq1LwSEfH9NKfzms7kATFKf3gDiqizMfFxwnIS3/M5VzsA+PToy5m1RklrfVScAhP1YbLWJboDS0lrfXP9e989afVal+UOffCGLsgNc60ZKk4WXYwQlttuS8S4RYt3y40M1f6l4vv+2y/0FlqitkWLFi0+INrUHnamv8LpyiuIgshQeCsx5e2jmr8t2hfp3PsX3fj4LHswTuZUnVrWBQH67ggjB0QUTcKue9SL7z3CHFaShJUktmeStyY4VPgVQSlGd2AZUeXGTsWXcQyPcsamMGoRSitEO+Wmc/B7wfZMDhefbNbM1twC+7M/5L7OPyZst2NVPWRdwNcMJowRzlZeRRWDLI3uYPM3OqjUSziCSUAPEAvePBKqhSQGd0SYtzKIUXIJJiRCaQXb8KnNmlg1DzUocn5vqVFfCjiWTy3rEOmQUQT9KkdlVQw2J03ejI/PrDV21dh4/QQrnd1o6q2JWgDfgzPPlpg63khVr0w7VGdzbPhCCrxGErQaFKjlruxD78Ygsi4weazWFLQAmbM1iheDVG0B0VGxDBctoiIIAuOHayz9SBKnZtCXXkPRmaZiFPGqEeSogo/fiHD6Ar4LsqARTqn4rsDoaxVEGTZ8Pokv+JwSn2S6egFREVB8F9urc6F6iDa1By0i0r5EZ+ZlC1GQMAsyqhbF8KbwsIgpHaS1AdJaL4qgcq76Ojl7jE59IVPl09i+QdGe4pXcj9nV/jVWJ+5HFjSiSoq8NcEb+ceZME6SULrZknyUrW2P8mr+J7i+hSjIhOQ2+sPr8X2vaRhnujVMt0rGPA++wMbEJxAQGasfo2jPsDx6N4qkEZLaqDo5npj6P1DEABE5xY70Y80a9NuNImosi+7gXPUA6xIfZaSyjynjNFE5jee7fKTz39ITWMpweQ+Ob7Iidg9hKcUr2X8iY10A4GLtEEsjO1gRu6eZJuz7PlUnj+FVUMTGcb1dT+6o0s7q2EcYLj+P7Zl0B5ayMLzlhinYE8YwT0/9JZZfA0TWxh9kdez+Gwpbz/PI2+OM1U8gCALd+jISShei+OEw9Wvxu42u62SzWZLJZEvY0vgOyGaz6Po762/fErUtWrRo8QEhiyrt+gAprQ8BPjSux5cR5StGTDOnamz/N51Y1UaqK77PmReK9G2NsPUb7YiSQCVjE0rKCOJ7+1GeMk6xL/t9LteFnqm8wt3pr9w0+ut7PuNHahz7Wb7pNty1OsDyhxOooRu3+fE9n2rWway4KLpIsE2+JpJqelVmzdGrxjwcSvUsF3+tUpm1CaVkwvec5/XyT5rLGG6FpdHtHHAex/DKhJw4m9Tfp0MevOnx6xG5WT8KDafhiy9XeOM7s7gOROcpDN4dJZSU0GMSRtHFsXw8DxZtTyPGDSqVScJKkoWhrY2wug+z1kWy1igBKUZvaA3nZ/7uqs8VEOEdvlAZZZfpk/Xm36IkYFU88CDRq5G/ZLDiYwnG3qhRzti0L9Lp2xJG0UTqhasnQpSQRGGmSqxPwaOKHgpgVX3smktbr8bIU0W614aYP38dM9ZJpqQR0vZ8loR2kKmONiIdEsQCaRJqF9Bw6V7+cAKz6nDgH7NIqoCz1UIJAkGTilsBHyzPwHRraEqQoZ1RTFJMnizjTgfZsvFhnsn9P2xKfJKSk2HWHOV0+WXSWh8lZ5aMdYGR8j52d/wBGeMC0+ZZ8tYEpldlnr6oIdLsAieLL3Kq8hI+HmVnlsLUBA/P+3MWBFfi+Ba6GCEkx6m7ZXQxBDRq7y/UDnKi9DzLo7t4Oft9xoxjhKQE8wMrmDUvMFLZR1zuZF3iYzw/+y1UQcfzPXoCyyjZM5hulaAcf1/q0dNKPx/t/A9U3Fly1hhROYXl1XF8i+Ol5whKMTLmBQRB4LXcT7kj+ZlmavxlTlf2MxDa0Hy+Z61RXsp+j7rbiJavjO5mMLwJRbxxn29NCrIocgc9gWX4eASkCIp4/Rfikp1hf/aHc4IWwONg4QkWhjbdUNRm7Uv8YuJ/x/DKAATEOB/t+jNS2o2dxVu0uFV6enoYGxsjk8m8/cL/QtB1nZ6enne0TkvUtmjRosUHzPtl6HI7CcZlXv6bDEapIaDMksPOP+viwsslLr5SQ49KaBGRDV9Ikex/Z7Orb8Zwq5wo7aGpTGnUGxbsiZuK2nrB5fRvim9ejYkjdQa2R68RtZ7jU8s5GGUXWReoZl3MkoNRcgmnZbpWhpDf1PZEETTCchumVb2yEVciUJmHmZDwXJ/0kEaubDNPXULJnabq5ukJLmff7HebQrHqFng19xN2tX+dkHwd16cbUM06DP+qQCAh48/t/4nH86z8eIL1n00yPVzHrnss2h0jOaijBpbRqS9CFEQqTo4z1deouFl6gstYEduN73tYbo2hyBZOlJ4HfERBoi+0lqD0zlIwRVFADYqY5TdFg4VGqjVAuF3FrHrEehQS/SqxLoVQWkGPyvTfESF3wcK1fNSgiC87xBbZiFETPeXhz4jYNRslIDB/U4iDP8hSztisH4zQmR5iX/Z79K7eDKPzuLfrj8h4Z2iLJ+kI92G5dSpkCUkJBEFE1iQiHQrjh2os2rmJCeUgBSuPqAgEhShd+mIy1THiVj+BmMKShyJEtsziy6NIShuf6PpPnKm+yvnqG4DPlHmaQDXCprbf543CL6i5eS5UD1G0pxkMbWAotAVdjFB18pyvvsF4fRhZVLkr9SX2576P6dUoORnqbpF5gSEActYEL2V/QMmepiuwhIXhTYiCzHBpD6ZX5VRlHxvbPoEuhgnLKQQEHN+kO7icmlPgVGUfllfDosad8YcYqx/n9fzPiMgpQnKCu1JfIH6bTegCSoT5ynKGS3uQBYW6W8bHa6RuO1l6g6sJyjEqTo4p4zSnKy+TVvuuatPVeGgbD67hlnkj/wvqbglopMofLj5Fpz5E/G1q8yVBuqWyB8ezr+l/Dd5N246dKr/UFLQAda/AmcorLVHb4ragKAr9/f0f9G78ztMStS1atPjQYjgVKm4e8AlKsVbN0wdIuF1l69fTlKZszIpHvEfFx2PquIEelZAUAcfwGXmqyIYvKDeNjt4MH69pnvNmrmeqddV6no9df0sNjg+ufW1dTua0wcEfZBm4K8L0iTqzp02UoED32hDBJFQyNvH5V6JCmhRiQ/AR8mYOR7CYUo7Qq63j1E8tLuyrIohwYb/EsocXE6zMo63DwZ8/iSSImH4NTQg1t1V189iecc0+3QzH9LFrHmbFQ5RAj8lIioikirz6rQzda0Os+HiCZN+VyQRJlKk5JV7Kfp8Z8ywVJ8do7TCD4c3oYoSiPcXmtk8hCTIZ8yLdgaV06YtvGg27HoG4xNA9sasi5N1rggTic+7OmkjnkiDxbhXP8ZtOwwCdywNs+HwSQRRwTI9Iu4KdzHDU/hUrv3Av0lgbhTGLaKfK2RdL4EE146ARQhR97k5/hWOlJ4n3ddDHHSyKbKAgXuLXM3+Jh4suRtjS9ghRow/P8Rm4M4JVc6kc1blrxxc4W3+NoBylS1/EqeL+xvdLPULmVJie9UkWtMuYXgVF0EEQmDBGUEQN3/cQkai4OXx8XM/B9R1ERGbM85ytvsbu9DeYqJ8ka11iwjiJJoawrBp5a5Ll0V28UXgcERllroVN2c7yfObvyFljuL7NaP0oBWuK9YmPNR3SK06O0eoROgND7J39DrZvsD7+cRJqJ89lvskdyU8DAgEpgiAIXKodISDHGqZSboHh8otsSnziunXg75V2fQBVCGDTuLclQaY/tI6L1SOcrb5CUlvAyth9ZM1L13yPD4Q2NCdTbM+k5FwtOG3PIGeNcaz4GwbDGxtp4lLwXe9rQIrQE1zBueqrzTFNDN90Qsf0qrc01qJFiw+Olqht0aLFh5KSNcvB4uMMl/bg4TEQ2sDWtkeIqe9PfViLK/i+TyXjkD1nAAKpAY1wu0K4XSXcfqUmdOJI7ZpU3fpcKqwa4l0RkCIMhbfyWv6nzTFNDJFQu2+6nhaR6FimM3nkSipsICGhRyVqBZtqxqE4YRPvVjDKDsE2mXreZeakgef6OCac21NmzafbOPC9LJu/nCacbrz81/IOZ37hM3lSQZAkBu+8j8jiMKP7xwFQQxL1nMuxfy6w6OEAh344xdD2DuK7TYJS/Kq2TUEpfkvC0XZNym4GxY5g15W5nqgNue+YNvM3hEgP6ez+i27UoECk/VqhUndL5O2JuTiYj+2bnK68zI7Ul5m1LnKxdphL9WOE5AQj5b14vssSefs1NV01p4SPS0CKXZNVIIgCXasCxOYpFMYswmmFSIfSbFl0mTenU19GDUtIisjhH2VxbRAkWPZQnDtXfxUxZOOqGmeeL3Hil0UUXUCUBXq3RqlMe5QOKix9aBtJtYeCPUXGGMZ3auzJfRtZkgnKMepOiZfGf8zy3Oc5+3OP1EKdZQ/GEWW46I4wP7AMWdKouDm6w4vJmmOcFJ9gMPgxynaNk8ZzzFoXiSmdrIzuRhZUTKr4+GhiENOpAD41t0BS7SGqdFCyZxAEcHyHgBRjsv4Mq+L3Ybo1ys4sSW0BIakRpV8df4Cg1EgJrrkFqk5DJEuCgiaGuFA/xLLoTnpDqzlTeQWA7sBSDhafwMXG9GpoUgAXBwGBSeMUW9oeYco4Tc0pEJCi4PvN9OOSncH2LSSuvVdc38XznXc8qXGZuNzBrvZvcKT4NJZXoze4BlUMMFLdi+tbTBjDGF6Z+9J/TEhuQxU1Zs1L9ASWMy8w1BTaqhgkqfYwY54HwPGtZn3tkdJTHC09w4Pz/pTe4Kp3tZ8AATnC5rZPIgKX6ieIKmm2tD1K9Ca1x4vD2xgp723WpwtIDIW3vut9aNGixe2nJWpbtGjxoWTGOsvx0rPNv89VX6VDH2Ct+uAHuFcNqnYRy6uiSzEC8rtUb3NYhotRcFHDInr4w/GVXJ622f+3Gexa4wVODYls+WqaSOfVJkfhdhlRFvCcK9HQ9sU6WuTdRWkv0xNYjioGOVd9jZCUYGF489s6IcuayJL74wRiMplTBqF2maG7o0iawKmnSxz5Sb6xoABrPtVG3x0hLrxUxSy7OKbfTJfNXzBJ9qvMnjGQdYHylMX4wTqjr1VRAxIiMudfqJPqC6HHJOp5F1FqRFOFKgT0IAEpyswBWLZ9gK1tj/Ja/p8xvSq6GGFj4hPXtAN6K0Urw0hlL0eLT/MR9X/i9HM+ax5tY/hXRUoTFskBnSUPxJv1zjfisjiVBBkRqdkqxsejP7SOifoINbdAzS0AcLF2mP7QOnQpDDSiZpPGCMeKz+L4Jn3BtQxFtjTE0hxmxcWsuMi6yPyNYSRZwPYscuYUPh6aFCZ8g+Ot5xpp1Z4DRsnFNjxe//Ys2/6onbb+IOG0zLrPpjj9bInZMwaphTrzVuroaY9YTwhZ1pgqnuH188/iOXDnwgVYdh3Q8CUfz4HMbAY55uJ7AplTBufjZZZ9NEGPt5SKM8uT0/+Nsp0BBBaF76BN7SPcZzNjn6cvtJa+0Fosr87Zymssjd7F/tyP8HwHy6sxFN6GJCgsiWxnYXgLOWuchaHN9ASXIQkyllflzvQXOFx4igu1A83jvr/jf+DR7v+FgBQlKF92/RUp2jNNl2oJiQ59iIqbZVnkbsJyG2O1E40UXF/AdKuAz+nyy6yJP0i71s9EfQTTrdETWEmH1s/J8l5Mr4ImNqKa3YEl1zhbV+w8hlviTPXVuXThVfQEVxCUru6B6fveXEqwSFC+tj+m7/v4+HTqg3i+T4c2yLOZvyUoxXB8E9/3sT2TqlsgIMdYFt15lRnWZTQpyNr4w5ypvEJETiIKEpoU5nix8Vvg43Kk8BTtaj8B+d07JifULu5KfYm6V0IWtLdNW05qC3iw899zrPhrQGBl/F6S6vx3/fktWrS4/Xw43qBatGjR4i1M1E9dMzZZH2FF5B4U6d1FE24H08ZZXsv/lJw1Rre+jLWJh2h7myjijShOmBz/RYGp4TqJHo2Vn0iQGnz39ajvhVreIX+x8fKZv2BhVdym4ZNV9Rg7WGPpR64WUaGUwrrPJhl5qohZcUkv0hncEUWS35tRlCYFmR9cTldgCSICdt2nXnfQIhLiTUyoggmZxffH6L8zgqwJyKpI4ZLJ8ccLVxby4OjPctzz513E56tceKkyN94Q5sGkghYWUUMi5/eWMaseU8N1zLKL5/roEQlREvBcn2iXgiSLeJ6PJAvMXxeiNGYTkCLIsoDkq3QFlrJb6cD2DVQh2Kyl9f2GY/HMKYOp4zXSQzqdy4KE2xVmzDPsz/0AABcb1xU4+vMcvRsjLNoVpTRtYxs3T8cGCEox5umLmTRGiCgpDLfC8uguEkoXsqBeNWkEoIsRJOFKFK9oT/Ny9gf4c3nFJ8rPo0khFke2AVCZsTn84xyFSxayJrBwV5TOjQJnzf28lvspplejR1/KnanP4SEg4KKLMUJKI83TdXysqodj+dj1xgSKYzbSyCcO1Vi4M4qkgItJ1yaZ0ECNijaFI6kkEklAo11ZhOdb7GoHAAAgAElEQVTMCR7PRxNDSL4CnoBrecQDHZgZicttc7LnTeyqixrSGanso+bkEedcd09VXuKe9AokVaBuFnl+4u+w/Bpd+iK2px6jaufY0vYIeWscUZDRxCDjtZO06/1kzAtMmaeJKZ1oYpDX8z+n4mSJqR2sjN7LxdpBfDxUMcjJ8l52pr9GUI5ScfIUrWkMr8IDnf+aPbP/QMXJ4uGxLLqDqJQiKMdYEtnOQGgjrmfTrvdzrjoLwJhxHKUYZEfqMabMMxTsKTQxSMXJszb+EMdKv0ETgwyE1jMQWo8giJTsDGO144TkBDW3xOv5n1J2sqhigIx5nqqToze4lhnzHG1qD0EpzqX6Uc5WX0VEZml0B92BpahvMmIqOFM8Mfl/4tLIStie+gKub+F45lxvXQHRkzC9ajPafyNjvLCcICInOVx8CtOroolhVsXuZcIYxvLqeL7bvCffC7ocRid8a8tKIeYHV5BQu/B9D1UKvqcU6BYtWtx+WqK2RYsWH0rm6Ys4Vvr1VWOd+qIPVNDmrAmemv5vFOxpAAr2NIIgsib2EcaNYUy3Sm9oNXGlq1krdyOqWZsD380xdqBRl1WZdihOWOz6D/OIzrv5urebesHhwHdnKY3bpBfpWFUX2/RRA1cEpFW5VkRJskDHkgCxLgXX9udqa2/N9KpqF7H8akPoKdc3TRI8kewFk1O/LmJWPDpXBOjbGiYQu/FPlygK6G+KFLtOI20XaNTYOj6+D74PncsCpBZq5C6YeC50rQyihUQ81yeYlDn60zyxboXUkEa9bILnYxkOkiwhyAIbv5Dm7AslSlM2CzaGiPeojDxdBKB3cxg9LiMKApG3tCMqT9vkLhpMHqkzdrAGvs+5Fyss2Bxi4xeTnK8ebC570XuVwR338spfzzL8RBHP8elcobPk/revL9elMBsSv8eMeZ6cNUaHupBArYOxX/kEkyI7l/4bzot7mTCH8X2PFbGdV6WfThtnrxEPo7Uj9AXXIns6p58rUrhkAQ0xOvLrIuE1Hntnv8NlEVl185QzNta0hilXCbRXSCUtYmoaNSgS6VSYHr6SMh5KydiGR/6iSf/2CJVZi3PHJ9n4lQSv1L5HsZhBlAQGWMy29s8QdjvYkP4Yw8UXOJc5xt3dX+bQ7NN0BvroaVtGyE8z9byCIJn4bsMNWdZF6l6NnDVGSG5rHqPl1huiSbR4MfuPgI8ATBlnOFz4Fb2hNeSMcfpCazlUeILR2mH6Qxso2lMMl19AFyNM1E9yuqKyIfF7vJr/KXWnxLR5lvnBFeSscWRBxfUdfFzK9ix7Zv+Bkj1NxckRVdp5oONfc6F6kITaRUhKoElhKk6OoBRDFXVsBLa2fZqInOJ89XXiShfr2h4koXWT0LpxPJuseYnh8gu0qwM81PmnKKJOSIojiQplO8sLmb8npS3gXPUAvaHVlJwZBEQsr4YmBjlZ3ocmhql5RURbxvSqzTY7Pj6v5H7ErvTXaNcbxjZ1t4Tl1Vkc2cbZ6muYXpVzlddZHtvFcHHP3GRDmC3JTxGWUhwvPUdMaadLX3rdCGnZyXKo+CTgIyKRMc9xqvISfcG1nKrsZ0XsnutGi99PHM9itHakKbS79CWsjN6LD4TlNtTf0u9S3SljelUCUrQlqlu0eAstUduiRYsPJR36IMsid3OyvBcPj/7QGgZDGz/QfTLdSlPQXqZDG+C5zDfnohFwtvoa21NfoCuw+Kbbsmoe4wevNhopTdoYZZfo7TUofVsqMw6l8UaEpXDJYuHdEcYO1pBVAVESQICe9TdOs36nvWAzxgX2537IjHmOtNrHluSjzRfkN1OddXj927NNs6dzexruo4vvi900YvtmtLBAW79G7ryJ7/ngQ/sSHc9tCJaB7RGWPBBHECF/ycSqu3SvDSFJje3bdZ/BBxQKEyrjhyqIEvRuiuKaLsFejVW/34Zj+niOz9TxOp3Lg3QuD9DWpzW3cdUxZW1e/fsM/dsinHmhhOc0zJYkVWD0tSorfy9BW6gb5gLIR8xf0N65kHv+4xLsio8gCahBgUDi1lK8Q3Kcfnkt89XVjDxd4PC+Ko5nU3eLtA2rLPh4P/3x9YSEJCH16qjV9VrAhKQEsqBg1TzyoxZ6TKJrh4ucMpAFBdOrIwoinu+hCDrr7cd4+VsZFDtKyc6Q6Aqy9YsOsfbGfbP6U20c/lGOiSM14vNVFt8b4/y+Mn1bIkiygBaVaB+IMMYbFI2GgZAoC8xaF5gxztKtriV4egUbEgOIvo/5ks59G/8dWc5zcPwpLKFKz7plLO6/k7HfCAztiiKrIroXpTuwjIL1HKIg4OOjyxG6A0uZrY8jItJwvhIahmjGadbFP8po7Qj7c/9EhzbIPe1/iONbHCj8HFUMUnOL+PhU3QKu76KLYUyviuFWCEkJKmKjlU1/aB0BKcZIeR9lJ4MgiGhSiKw1yqnKS8hoVJw8nu9ysPhLPN9jILSe7sASjhQbE32Lw9tYEd2FIupXGS/JokK73o8qBZion6RozxBV2hEpExbbKNoNZ+5ucSklZwZJkPF8D2kuaur6DqKgEFc7OZV7mQnjJ+D7rI4/wOLwnZysvAj4jNWPk9Z6yZgXeKPwOFlrDF0Kc0fyM7yc/T7jxjAd+hAPzvtTKk4OVQzg4fLczN8gCAKSoHBOOcBdqceucQKvODkuu45JgkJc6aTi5FgSuZOh8B2ktd++S2zFyfF6/md4uCTkbtJaL8/N/i2mW6UnuIKV0d1v6878bnF9F8MtY7oVDhV+xbgxTKc+xPr4R2nT3lnLkxYt/v9MS9S2aNHiQ0lUSbG57RFWxu5t9B0Uo4SUm9civt9IgoKIiDcXhYrK7VTdwlxdViO66uMxXN5DWuu9YZ9EaHR5CSZkqtkrvTpFCWTtt9943bGutGOx6x7ZCyYbv5hi+kQdQRIY2B4h1n17osclK8Ozmb8lazX6vo4Zx3ku87c80PlviSntVy87aV3jXjx1rE7/tjC+B3g+gcTNnVzDaZWtX0tz/JcFsmcNkgM6Q/dEeen/ncE2PLb/uyR2OMtk9QyxgTY6I71EQyqu47NgUwhXq5K3J0kti9C7pR0En8xoidf+aZKdf9JLtFNFmtuF/m03r/Gzai6lCbtxzQUQBUBqnPNAXKZedPBcGAxtpmxnGa0fpmhPI3kaxx/PMTtigwCpQZ1lD8UpjlVJLdKJtCuNyYebYBRcRl+p4vkuVTePI5h4nkLY7WDf2R+zPvgIQiJAKHkl0p7SFpBU55O1LgENh9gl0buQRAUl4JFYoBFdV+Ll8ncozswgihJ3Jh9ic+JR9ue+x3x1NaPP2HiGiCc27vP8RI38RZuOuUsd61LZ8PkkhbEo+VGTcy+WiM/XmLeyUfsZSWkMbkpyxG1MJgmSQCDW6IVcsKcYSEj0bY1SuKRTnLDoWRmgZEzz7MR3Gmmqvk/dfB29S2Pj1z5CMNK4j0VBoj+4joI1yZnqK+himFWx+xCQSGidgIAAuDiAQFobYMY6z3h9GNszKNkz1NwSS6PbCUkJps2zuL6FLkUxvQoIjXY0oiCzJLKdaeMMSXUBvcHVzA+umGu3lG2e60bbqCSGU6Y/tIiAHGVf9rtzewFHik/j+S41t0DFyZGzxtiZ/hqaEMTzXUThyiRH0Z7mhczfszS6nVOVfUzWR2jXB1kTe7D5PVWyZ+nQBinbWTr1ITLmeUBAFlTWxz/KheohJoxhADxcTlf2sz7xMTQxjOlVCMtJKk6efdnvYXpVVDFA1S5wtPQMQ+GtnKm+wmBwPTW3wIuz38byagTlOOsTH+Vg4Vf4vk/JzmC4ZRRRRxG0Zg14YzJFAHwEQUAWNDq1RczXV2L7JpZXQ/HUd21q9W6ouLlmvXN/eC3PzPwVrm8TlOIcLPwSAdiU+BSqdHvLR6pOnuHyHsZqx/B8l8WR7WSsi5yuvEzNKXJPxzfel/7DLVr8LtIStS1atPjQEpAj78kM5HYTkhKsjT/IgcLjQKMvYkCKXeMm6vsu3tvUfAXaJNY82sbLfz2DN5fZu+yhOIH4b/9rOdKhoATFpjHUzLBBakBj42MpEAQU/fb00XUdH8OtMmuMoko6qhgAAepuGcut8VZTVjV8bTSyf1uY7BmT4ScLeB4M7YzSuTxw05Tk+HyNjV9MUc06TByt8cJ/ncKqeITbZerJUV6Y/EdE2UeuC6SYzzbtc4TkOH3bwtRLKrYX5MzpcbRgmZ7FSdILokTCPr575Rq7buNvWRWxDY9azqGadQglZUJtMmbFZfhXBWI9KtWMTfasQc+GhlmVIIBre/RtCaOFBIojUeInH2JB7++RWiQz+brLpVfyeK5PqE3m0utVop0KpSmbU8+W2PzlNG19N37BN+bqgWPdKpnzFdS4x4ZPpbnkHeAkZfrnLUHybU49U2LVJxPNFPKQnGBL2yOUnAy2ZxBV2onPOcTKqsjgfTr7Zv6ZojFDPJBmQ/89ZN1RglKMXe3foFQpMFsSCcgxSvbMlXNVuvpCB9sU1LBEZJ7Cgo1h9JjUvOfUoET30jiWsZ6ydglBbERqRUGiK7AEgEBMJhCTmbciSGnKIleaaLaAEgQBu+4xUR9heWIH0BB1tmdQsKYQkbgr9UUsr865ygFy5hgro/dxR/LTvJr7Ma7vkNb6WJ/4KE9M/VcEQWQgtBFZVCnZGSy3zvzgCgr2JGWniu3Vma+vREQiprSzNHo3eWuClbH7kEWlcc/PMT+4grPV12iINxFVCLA0toOewAoO5H/WFLQAlldl3DhBTO7E8WyWx3ZxqPgEllenQxtkUfgOwkpD3IzWjpBSF3Cu8jqnqw3XZLtukrVGeajzzwhKMWbMs6yO389o7ShLIztYFL4D26vTE1xB3SkzbZ5tfrYyF2XNWpcIyXF0P0SXvoi6VwEEVsXux/FMXBwCYpSUNp9l0Z3IgsozU39FyZlBlyJkrUscLDzBQGgDl2rH2JD4OHW3xHh9mIAUpV3rRxWD4PusiO7ieOlZfHxiSgcrYrt4OfcDMtYFBESWhnewILiKijuLLkUIy0l0KYTtmZTtWYw5g6yInEYRVSpOHsMrU3MKBOUEETmFLt26yV9QigNCQ7w7eRzfRBF0PN9BmDvnK6K7UaXbF611PZvjpec4V30d2zPI25PMWBfYnvwCL8x+i3HjJKZbbYnaFi3maInaFi1atLhFQkqcVdH7GQhtpGjP0KZ2o4gapysvYXmX6wIFFkfuvMZl9K1oQZnOFQEe+M89lCYbrVBCSfmm4ux6mFWXWtbBrLroEZlQWkbR3pkIDaVkNn25UR9qFF26VgeZtyKAEnhvLsZvZWakDp0SESWN49cpO7P4eISlFKIgUXeqV7lJR9oVkoMa2bMm0GjRE2yT+c1/mWhOBGRGDHb8aSc9a29+3tSghKgIdJgBSmssbNNn6e9rvG7+HDUkIEgCgiCQs8cpOTOI1TCnny0zcbiGL9ssv7+X4oTFgW/P4pjQsSjMgvVCI+I0YXNuXxmz5NKzPoSsCRz4TvZy9irrPpMkM1JnetggPl8j3KFw+tkS6z6bJDpPpTprE+lQ6Vod4OKrVc7vbeQeTxy0WLgzSv58I8opayKu4+PaPqVJGz0qUZ6yObunRLQriaxefd1tw2P6ZJ1ze8p4tkfniiChDglt0Gdf6e+xxAqSZHOiuIfd7X+AHFpCyZ7F8/8/9t4zyI77PPP9de6Tw5wzGTODmQEGORMZIEFSIChRokSJlmQFK1iypHWtS7t779beW/b9cu/d2tqqrbpba9+7thVsWcmyrEjKYhRJMIAgApExA8wMJseTQ+e+H3p4iCFImpKoZM+vih/m8HRPo7vPmX7+7/s+j4UmhMEXeLn0U0ZrZ1AEHQGBA5nfJ6N2o0lh/EiNamiKaLPCbc138/Ti31J3S+xK3U9EStGZXEP6tgynvzeN53uAQFiJ0brm1nlIWRWJZV//vtVCCt3qJuoUGK2dQRQkBqIH0cUIOWuSsBRHl4LFL99/RYAsJ6KkcOsy06M1JE0gklVwJIuh6vMMVZ9fmnP1kUWVeesG3aGttLWvxfUdbK9OxVnE9R0ONX2E69WTzNQHadH60aQIZr3G4cwfcKN2Bk2KklLaMb0qa2MH0MUYyXDr686AptUOdqcf4ErpGXxc+iN7aNH6kQSJpPLqDILve4BITM5ieGX6ordxMvddDLdCWE42Wor3ph9EEXUc3yKhtnCl/DTd4a3E5AwVJ8ecOUzVzXNH9pOMVs+yaE6wLXEvqhhGEbVGG3PVztGur2POHEYWVHQpioBId3gbYSlOVE4TkVO4tsOG+O2cyH2Xsj1He2gdCbmVZm01aa2DBfNGI87K8Sw0McKCNca25DtZG92Pi83js3+JtZT3mtV6OND0EZ5e+BtatX62J+8jqbQRkRJcKR9n3hpFFyPsTL0X26sza10jLme5UHiMsJxgS/wYU+Zlnpj7ayy/hiJoHMp8nGa9jxljkOMLf4fj2+hSUJXfHH/HW55LjcpptiSOcqX8NLoURURGl2LU3RJROUNYTjFtDFKy52jWexsO4r8Mda/MVP0KAAIiAgKWV8fy6yiCjiyoyyr0K6zwr50VUbvCCiv8TmAbHmbFRRAhlJTf8kzl201MzRAjQ1toLRC42B7J/iHXKy9Sd0v0R3fTpHW/pX1F0gqRtPILOx6bNZeR42XOfHsRzwElJLDvs82s2vnzPVAJgkCyQ2Xbg2lc278lY/TtoF5wKIxZxIUYezrfx6Nz/x8+PjE5y7bkvVwtP0eT2smqyOZGnIgel9j2YBPlORuz7JLp07j440JD0L7C8DNlWjaFUP4ZkypZEcn066S6VXzPx5QquPMWohy0Orq2h++DaRlMn68xfnJp5tkRcC249kQFXAlNlzAKLoOPFll7NM7QEyVmLwcz1XNXDXoPRYNK6rQNPhQmTOaHTDzH59pTJTa9O0Vh3KI8a9O2MUy0RWbqbJ1Uj8ro85Vlxzx2qkL/oTjDx8sIQiDaALJrdabO1YLDM/ygHfs1FCctXv5O7pXxRIaeKLHtg01Um8bwCzUUxafqlNHlCIOFF9ixP8NjC9/Cpk5YirMr9T5GqqeouyVCUpyaW+T4wtfZFL+bNr2fmJwlE+oE0WHaDOKBtifvpWjPcqbwY1Qxwp7uj7D53nVMnkoiaz5r70qSbHvzBZ/Xw/M9+qK7WR3ZgYDAUOUE/zT7MAAtWh+707+Hl9MQRZDLKbpjWxirnkPWBEJahM2xd3D1BzUyfTq5SxayItJ52x6yypPM2yNIgowqhmnV1yALCteqLxKRk/xs/st4uGxJHOVA04c4VfgRC+YNfDwMt0LdLZNRu6i5BXqju7lWOYHrjZJU2zmZ+x7vbP0iaS1wR6+7ZWzPRBVDS78vRG9kJ63aGnzfw/FtivYMhhehTV9DWulk3hrBcCuk1Q5a9T5O5P6B7vBWivbcMgOyqfpV6kutvN3hrUzUL3M4+wlGa6eZNa/TovXRF9mFJkaJK81sSR593fNcc4rk7VlWR3ZSdfNM1i9jOFXWxQ+SUtqWzY2GpRR1pwQ+3NX8R4zVz1NxA/EckhIoYpg10f2EpTglZ57x2kUSSguKoNEUWsWZwo8bghZgzhwhb00RldPMmNeYMa/RGdrIjuS7G5Xj21IP8ELuO0walxCRkAWdd7V9kTOFh+jzchxf+DqWH3wubN/kZO773Nn8Gc4WHsbxA1Mzw61wpXycvshtb1nUqqLO2ug+OkLrcDybdbFDXK0cJywlsD2Dgeh+rpaPY3gVtiaOsS528A3dnd8qkqCgSzEMr4IoSISlBFW3gCYGLed7Mh8gJr951NkKK/xrYkXUrrDCCr/11HI2l39SZPZKHUUXWXNnnI7tkbetLfaXQRAEUmobO1PvwcdvxFX8OqgvOpz9Tg5vaSzXrvuc/sYiyU6VcCZo8Xw9s6I3QlLExnzo24nn+ZTnbMZequCf8Nnyv2a4s/kzKIKOj8fV8nFu1M4GhjBujm2JY0hicCB6XEKPvyqy9cStgjuUlJBec9pdx6c8YzN5tookC7RtDRNvURBEodFe65TDdGnbuGA+hmt6VHMOsh9C0TIMvVTFc31ESUCLKFTmHFzbJ5RQsGseZsVjfshAT0rEWhVqeZfyjI3vw40TVbp2RwNRS5DHGsnKzA0a+HM+p76xQKpbY/2xBJceLmCWAkWqRaWlScJXMYsu8XaFtXfFGX2hgh6X6NkbwXN9jGKg7rv3vP5nYfpCbdnORElg/mqdzFoVxRRxPIeY1IRriIgJkVn/KmVvHsurU3FynC78iE3xuzlfepSSs4DrW5SceQy3xNMLX+Pulj9ia+IYl0tPU3MLKIJORu3hfPGvgaAN/+TCD+jtmGFd9ijRlEai483nIB3bozRpMX6qiiAKdO2JYKTGeSn/fSpujpicYUviKDNmEPnVFw5yYe0imDmXGy9WaN8SYU/Le9imHMZyDSJyitJ5nbbNIkNPFVm8blDPeYye0DjyJ1/kuPQ/sD2DzvAWNsZuRxdjjBsXGCw/x53Nn2XaGEQRNFJqO6ZbISKnGm7BY7WzrI3tI6m0oolRVod2UPeKhOQ4dzd/rlGxmzdvcKH4GF3hLcwa16g4eTrDG1kV2hg4LtsC1TkP24J67Cp6TGNb4l7qXpGykwPfQ0CkP7KXiJQmrjQj3VSlU0S98d2TVNuQBY2R6mnK9iKL5gQL5g3MaIVV4S0YbuV1K4l1t8zJ/PeYNgYZiBygJ7yDFq0P8JmsX+bxub/kHS2fb2RGG26FsrvIben38tzit6m5BQQBpo2r3JlVaNX7KTlznC8+QkzJsj31TpJyKxmth7ITzNO+lppbRBFeXeSrOnkEATJaNz4+NbfIpHFp6f8KWH6Vlws/YU10P67vUHEXl+3PwcTDpercFOuFj++7N3XXvDVkUSUhBu33u9MPsCF+O3W3guXVuVh8gpw9TlhKcK3yAl3hLbcYYN2M67t4vvOmc8EhKcaWxFGeXfxG4+c10b0klVYe6PhTYkoWWfwVfGH/nBglh3reDRZEoyLx1l+ve/8KK7zCiqhdYYUVfqvxXJ+R5yrMXAweQKyqx8UfF0h0qKS6fnPxPq9FEIRlM3C/Dqy692pczRKJThXH9Jk+V8O1PKItCskO9XWjdjzPQxR/9SK8uuBw6u8WKE3bOLaPLOo8MfeX3Nn8WR6b+38BUMUwAiIjlVOsje4nJt4a9QHQsS3CtSdKVOYDJa/HRfpujyO+RtUWpyxO/PU8nhOcn8mXq9z28SxLXbB4rs/L38nRctt6tgyoDJZP0RRN0i8fZPxRCVUP3uMJNnbRpycdRRCgXnBxzGCfXbsj1HIOw8/UGXhHgvKMjSiCGhaXzdtWFhzW3p1g9nKdypyDVfVo6tXwAdf0EWVo3xommlVo3xpm4nStsW1Tr44ek2jZoNM8oKNGRbS4xPUny6R6VLr3RMmsCUSAbbgUJ20mTlfR4xKt60PMDxpUFwJB7to+kiqSVNqISy0UjAUEAQRVYGP6EGeKDwciAgEQmKhf5rbUA1woPYa7VOXqDG1gzhzB9S1czyGltrE1eYyKs0DRnsVwg8qb74PiR6iXPW7UL5Eo3MaF70kc/EILkaY3fhAvjls8/l+msOvB+ZNbKly2/h5bqiAgoAtxZgvjbIjexYR5gZTayun8j9hV+hyP/ucJPAskGdI1jfJMnOHnBBKtLgMfqjNpX6B+ZIK+uzfgDrUy9JDJ+NkSGw/dhYdHi9rH1cqzCAj0RffQFd7KRO0SVTePpLQjCTJ1t4IkSChL1daQHCetdJCzprhW/T57Uh9gpnKNl4uPIAoiCaWVvekPcGLxO/RGb+Nc8RFmjWs4vsVI7RSbE+9AcjTOjDzNQPIA4eFNVGabiNx9g1gmzYncd5k1ry+1mQoklTa6w4ET/FDlBQAkQWZj/Eij7bpoz3K++BgzxiBt+joGYgc4W/gJi+YkOWucK+XjbIofQRY1po0hEnIzLXovpltl2ggWC7L6ah6b+59UnEUC/6bg+63q5IkrWXzf53rlRVq0PkrOPBU3yM0VfQldijJYeR7Ht1gwxwjJcWyvzvnio9zd/HmuV0/g+g790b3MmtcbubNhMUFW62akerpxP3SGN6KLMdbFDiEhU3ULBM24In4jNqqAKoZQRZ2M2s2CdaOxvS7GGvPXN2pnYWlrXYoRkpa3hLueTclZCIyoRJ24nEV+nWi2ojXL9epLLJrjtOi9CAjk7HEc31qKZmp5078FeWuaq+Vnqbp5esLb6Aita7TPv5YWvY93tHyeoj1LSIwTUzKE3uC9vwmqizZDT5a4+IM8rgPJVSoHv9BMuuc3k7e+wr9uVkTtCius8FuNVfNYWJqpbOAH0TO/iKg13TqWV0UWtN8qE6pfBC0qEk5J1PJLrpwHo4SSMk/9PzOUpmxSq1Q2P5BCgMZDhuNZgeuoV6Hi5Kg4ObrDW2n6FUZDVObspegaGaPoQDnE7dlPIiKBLwTzfGICo+Ajh8XlpcrXkOxQuePft7E4YuKYHukujekLQTU20aFiuBUs12D4WQfbtpEEGQToPRTn1DcWqS06uK5PapVK2+YQ135SZmtkO+2Xe/AsiTPPG3huld1/kKGat5ldnCVEknrZZuCeOBd+EFR80j0qfYdjnPybBeya16iUSqrAxncnmRuso8VE4u0qPXujXH20yIZ7k8ghMRDHRZemXp2Df9yC7wUVaFkVWXs0QbJbZfaiQbpbo31riHBaIZSWsSoesiYgayLxD6v4HssqtAvXTE5/c7Fx/m68WGX9sQQnvjyPVfUIJSWSnSqLpz2O7Pwkk/VLlK0cXZHNqHKInDWB0BALPk1qJ/gCzWofllenXV9Hd2gb4LNg3eBU4Yf0hLfTpq8ho3ZxKPNR6m4ZXYwiCxrmYpD52x4foPiCxMKQiVXziLz+egWe53H96TKu5dOyXkfWBKKtPv3eEc14t1UAACAASURBVEJyjIgSZ+KkwfRgHbqa2HDgPp4q/nc2RO7i2g9LjQWejq0RPN3ASi3QtSZPW2sHZ2rfZXLxBlbNY5iX2dJ/F+07tlKv1cnXzzNVv0J3eDsL1igRqQm9fol5c5SInGRr8h50MYqHx/bkOzlbeJggw1ZiIHaQFxa/Q8XNsSt1P5fLTwM0qqZFe4aJ2iXWxg4QkVPMmcOw5OhrewbnC4/xrpb/wEvek1zKPc2dawcYfLrMrn2rsZssInIK3/Tw/ECM5awxZFEhrjSzM/UeSvY8Ga2LZrUXyzOouwWenP8SdadI0Zlj0RpnIHqQztBGrlVewHArCIjMmsOcLz7eMEtqUlexI3kfAkG8kSqGcX0LDwf8QKKJgtzI9PXxKTqz1NwiWa0bWVDxgbAURxE1BARqbj6I70EBARzfourkOFd8lI3xIySUFvamP8iN2lkUQWdT4m5kQSEiJ7E9g67wFlaHdyAIAnElw8bEEcr2AqoQwsXG913CUoJdyfeSVlYRU5q4PfsJji98g1nzOk1qJ4cyHyUqZdgUvwtJUJkzr5FVe9iReg8x+dUb0fc9poyrPDH311TdHLoY43D24/SEdyyrhtacIs/n/p7h6knCUpLx+nmyWjcDsUNcLD2Oh8tAdP+ymKWbKdsLPDX/FQwvGDOYN0cwvaOsjx1+3XZlSZBJKq0klV9NXNAvS3XR4dx3842fC+MW53+QZ/cnMoQSv/kq8gr/ulgRtSussMJvNYouEGuWqczay16Ptvz8fzDz5hTT5hA5a4JWfQ1JpY2MturtOlQAfM+nlnOwDR9FFwing/iRtwvX9XFNDyUkEmtW2P+5Zk5/K0dlxqJjW4Qz31qkurAUnzJucf3pMj37oqS6NWzf5FrlBV7K/5CCPU1CaWF36n08MfeX3N3yeVLqryYgV40sCT4lOB+n/txm77/biqvWGYjuZ9YYxa0KOHXoiexDqMTgTQw91YhIftTALHsMPVYCYGHQZMcfhThXewjX8/Cs2yjbZaJyE9nVERaGDBaHTUIJCd/1GXuxSqZfR1IFrLrP6OM2WtzDMYKH9pHjZXZ9MsVi2UKXI1SnXaaHCuz+ZAu+K2IUHKrzDr4HPftjRJtl+u6I0bIuRKxVIbs2FIjdsEhu1KA0ZVOaevUebtscQtEE9GhwH3ueT3nWpjhlEUrIbHpvivBNTtiiKCxrw36tKZRVcxl+prxsQcCpe/iuz86PNGHXfJSwyPWnSth1jwNrWlifOdx470x9mP1NH+aF3LepuUVScnsjTmt7+L1sTR7jQvEJqm6BofKzmH4NWdCYMYZYH7udLcl7aNZ7sVyToy1/zNnFf2LWytOfWseq2n7OnDWDNnH5zT8LSkhg9yezzF6u49o+Qj6KOdLO0KkyLd0yzRuTXJspYs9WKU649Lz/ADWvyM2FMSXtMOQ8y6mJJwG4s+0DzDsjaDEFux6U6ofKL7B353q0hMxpaxzDq1B0ZkgoraTVDp6Y/xJhKUZYSjJSPc3epgd5Kf9DNsXv5L62/4W8NYksakzVrzBunAdgrHb+lpbTnvAOfMHjeuVFtiXvRRVDWF4dAZGonA7iwZYqoeBTduYJxWJoQgTHW2Br4h4m61cwvQoCsC56OwvmDc4Wf4ImRtClGJP1S+xr+j2u5I/TGupnun6VqNyEKoYw3AqjtbPclnov6+O3M2tcp1Xv53zxESyviirqiIKE6dXw8didegBNiiIKEocyf8Cjc3++ZKIFTcoqIlIQqyYKIr2RnTy7+A2yWg8tWj9VN4+Pj4fP+vhhRiqnl50LARHHtxiI7udi6UnmzOs0q72sCm9iVXhzI9v7iPJpPNzAWf6mFmtdiiIJCu9s+yKn8j8kLmfpjexkuHqK0doZ1sT20ar3c7TlC9iegSyoxNWgVVqXIzSpq3B8C12K3eJ8XHTmeHr+a1TdIEvY8Mr8bO6rPNCxirTW3nhfzS0xXD0FgIeH4VVYsMbZmjiG7Rm0h9bRrPe/4f1dtOcagvYVhqsv0RPeRvhN2pV/WynP2Le8lh+1gkW019f1K6zwK2NF1K6wwgq/1UiKSP+ROMUpm9pSvmfn9mA+8uehZM3zbO6bDFdPLr0icLDpIyiCTkJ9e8w2fM9n7qrBuX/MYVU91IjIlgfSNA/ob4uwLc9aDD9TpjLn0LIhRMf2MC3rwxz6twqu5VEYs7Dr3rJs1+KEhRISEQSBir3ImcLDjXzMoj3LpdJTZLQeCtbUm4raml2k7pUAgajchCbdavZTtnPkrKANL6N1EZezCIJIJCPTvD7E3OV6cB58cGajhNNJ1hU/QIsyQkGaojU7gDXUhLXOf1NRa9U8Zi4at7yWd6YYr19EFUNs2XuAiYvBQ6cWjZEbtZA1AdcJsi8RgqqCoosMP1Nm4/1JRp6roEZE4q0K2z/chG3aoDpMqM+T6V6DOCZy4akJsk1ZunZHGT9doXNXhNX7ooTSEi3rl5vOvFJFjbepNK/VmRsMjlmPS/TdEV/WEp4fNTn5twuNamOqW2X7h5oabthG2aE0ZTN1vka8RSG7VifWclNrpE9D0Pq+35iz9oHxl6qYZW9J0IEgAq8xllJFlYiUYmfyflQxFOTk1s4jhkUm5sZwtBLbm+/B9gyulJ8iLrbSwz5iNFOtz1OPFYnKaVRJI+sNcCjRhqFaDP3Q4cwLJoII2z/URDT7+o8dvufj+wKr90d59P+axii6hDMyo89V2PmxNLGkz8hzRSQ5QffaNgrXXaqzHv3OWh4v/Rfeecft3Hi+gmP6mFKJodJzN50an7KVI6E2E20J4pUUWSTVIXPFfBLXtfGBdn0dNafA9UoQs+P7Pp7vUHIWWDBHicsZLpQeY23kIGE5zpnCQ+TtqcbvKdrTrI3t51zxp9iegSLodIY2kLMmadZ6EQhcjSfqF/HxsbwahzIfw3EtREHE830yoS6aPiiQT1ygUJukO7SVB9r/FAiMpDQxwsXyE3i+S8GeRXTmGYge5Gr5OLPmEO2hATw8Ss48KaUVeSn/tkXvx6hVGa9fIK114Pg2ghA46iqCzkD0AD+b/wole566V6InvJ01kb28v+PPOFt4mKTSTm9kVyM2CCCrrWZX6n7mjRvsb/owN2pnqLmlhpnS1uQxpo2rLFoTzBrX2BC/A9uzUESduSXjpzlrmLK7yLw1SlJpJSwn3rDKCaCIGl3hzaSVTmpunifnvowvBDfz/OIoB5s+Smd4wy3bBe3Jb2xQ5ngWRWd62WuWX22YTr2CAI2scturE5Ji1JwCtm8iChKu77zpLK0k3nr/S4L6S5tK/aZIdKivrMc0yA7or+t9sMIKv2pWRO0KK6zwW0+8VWXPp7KYZRdRFgglpZ/bobfmFW8StAA+Lxd/SmdoEyWbhvnJL0Mt73Lue4GghWD+9/z3cuz7o+Y3nSN8S/vO2Zz82wXqS63GhQmLWt5h431Jokv7doygGmdVPTw3cMRN96gkOwLxE5ilLO/tzdmTdIe3Limd16dozfBc7luMVM+iCAqbE0fZlLhrWT5i2V7kqYWvUHGCSoci6NzR/Cma1E70mMzm+5NUD0Qxyh7x1iC+yK57jD0q4Fir0WP9jM/beK5H785bj8XxbFzfRpPCSLKArAmN2VaAcEqi5MwCYHl1JmLPsPfTh5g64aHFRTq2hzn3j3l8DyJNMnpcomm1yviSIdSaIzG2PpAinJaRFIHn/moOo+hga1W6D66jsHsU4UievXcfIR0N7pVos8zUhRonvjpPy7oQ3XuiJNpvncELJWS2vD9NLb9kNpUSMcs+576XQw2JdOwIM/h4adl8dP6GRXnaRpIFLMNj9lKdF/5qnnBaIrtJppSrs+ZAmsiSIZgakVh9MMZLf7eAVXGxah56QiLWouD7NAQtBM7JWmz55ycsJZkzbhAiSb4+RURLIqFwo3IeRJ3p4ghV/5vsbnovupNiXelBLv24QLVYoLW7hZ7363jNPgvDBld/WsQouTT1a2y6N8nqPQ6RlEy4SUaUb7225VmLGyeq1HIOzet01t4d5+qjJXzXR5AEbrxQo21zjIVLDotDNqsPxihcryKJIjEtxWp5ByOhR7jrfzvKyDM1bKeMqPiEm2TqBZeqUSKjd+EIdQTZJ6xJbIzvx1GrlM05wlKSDbE7qTgL1N0yoiAjIAQtuLiAjyQo+ASfvSnjMjtT9wE+ETmF4Zbx8emJ7CAlt9Gi9TJRv8je1D1cLD1BzprgttT7OFv4CT3h7awKbaLsLJLVuonIKaarV4nEw2wM34Ue1ni2/GXMWhnDKzNevcDdLZ/jpfz3GaufJyqlOZz5OIPlF1gT2UNG616qavbhei45a5Ku0GbG6uexfQsZhW2JY4SkBHV3qavBHKcvupsb1TMIgkibvpZrlRMYbgVREAmJMcZq51gV3kyxNsua8H4WnaCaLQmvPjbqUoT+6B6a1V6eWvgqsqiiCiHOFR6j7pU4lPkoV8vP0h5axztavkBETlF3i0zXhxr7CFygdRzPxuM1tuZvQlRJca36QkPQBvtSGKudo1VbQ80rUHOKSKJMWEreIjTz1hST9cuU7Hm6I9uISmnS6ipy1njjPSEpjiYuX6iKSCnWxw9zsfQErm9jeyLbkseIyU1sSx4jIqVRxTeeJ43LzSSVVgr2DBBMKm+I33HLfO/vCuEmib2fznL224sYFY/2LWE23pdEi6zIixV+/azcdSussMLvBOGUTDj1831llcoljIILnoibdRCRlj04WV4NURC4WPoZt6Xe+0s7STqGh1VZXgIzK94y8fWLYhTdhqB9helzNfoOx4k0idQLDrlRg75DMUaeLWOWPdKrVbZ+oKnRqh2T08iCthSxERi7ZLUeLK9OSnn9Kq3nOVwpH2+Yt9i+yenCj2gPrVsmamfMoYagDd5ncLV0nD1NH0ASZPR48N/NaDGJze9Lc+67OXKjJnpCYvMDacLpV9/n+x45a5JL5acw3DKrIztpT65n3bEkF38UiFRBhM5dUULh1VANygYz7lUWwqNsvuc+6seThBICrRtCTL5cxfN81twZJ9mlsf2DaTwPrj5aJNom0nt7lMF/qlNbdJFVkZCQZOY5m71bb0PvrBOT0yiiSHXR5uRXF2jq01i1I0Jx0mbhuoGkQDR7q7DVYlJDSC5cM3jxq/ONGB7fDyKPXkst71CasYi1Klx6qEDHPoXMkRzXzOfJCxIZ+Qi614MkKphlFySf7R9MM/x0GS0h0bYxxOWHC2y+P8XEmRrFKYNUr8KqPSE81aA0I1OesRFEiLWoZCN9/GjwL1AkFSFhULCmOdL8Kc5Wf4oaESjaswhI7JAf5NlvLyA6MhoRqhMiVx4qs/E+mdNfX2x0Cky/XEeSBTa9J/W6RmUA1QWbE19ZwCwF9/bk2Rp9t8do26yzOGwhVDzwg5Z7NSwRzapU5x3qeYf+I3Ei8RD7Q79PsZSj7lXZ+O40xaqHuxiBUJlYi8y1+gvsbX2AulcgZweiL6utRhE0kspnAB9BECk604xVz9Mb3UXVycHSBGlYSpJQWrm+tCgWVzLE5GY2xO/gdOHHqKJOb2Q3vZHbMP0aOWuKvenfo1XrR5PCxJUsnu/h43Ei/w/oYoyInGTOvM6G+BH6ErfRGu5DNMLMSZdwFAMZlajYhOvbnC8+iiZFAJ+qm2Oifok7s59ipHaGJ+e/RFROY3kG25LHmKsP0xZaS29kFyAgiwrjtfNcLD3Bgczv0xe5DdOrkFG7adX6Ga9foCO0gXlzhLKzgONbSEIgBC2vRt6aRhY02rS1ZNWeW6+fU6DmFli0xhEFCVlQ8XCpOIt4nkN3eCuKqLFojpFQWkgoLXi+R4vWR80tIAoKkiDTG9lJWPr5+lU1MWghFhBZG923JAwF8tYEi/Yk54o/pews0BnaxJ70AySXOlEK1jSPzP45s+YwAC8Vfsixlj/maPPn+ens/yBvTxGVMxzOfJy43Lzsd+pylO2J++gIbWC6PkirvoYWvY/4TfFKb0ZETnIw81HmjGHKziLtoXW/tfOyb4VwUmH1wSjNAzq+F4yG/LILuCus8IuyImpXWGGFf5EUi0Uu/HSG4ZOBWcmxP+ugWesjb0+iiDr4PgOxg7iey4I5iunVkMVfbghICQVzj0bpVfGpJyQUfXnrse/51Asuvu+jx6U3fOC/GVEJ9uG5Pr4LCIFR1CsF1pmLdQYfLZPuVdn47hRKOGj7vdlMKyI3sSt1P2cLDyMKEnG5mV2p+4lIqWX5kzdjeFWmjEF8nyUX1IBZ4xpd4c2Nn+uvE89heBU8311W3XktyU6V3Z/MYNe9YL615nHtqRKSLJDp1xGyJX42/xVsP2jdXbTG2Z606du+j1S3Sr3gEkpIhNMyntLCjuR9XCo9ie2bdOgb0Bc6eOmHRUQJuvdG2f0HWaLNCuEmicFHSgw+XiLaIrP98xIVZrFDFjXDQw5BZSa4jpIiYc2qtPe+aixjVT2izTJG0eXCDwPzqKuPwvYPpVl/b3LZzKtreyAISLKAY3lcf6a8LFd2ccSgeSDE6POVxjkWhMB06tn/ucDt/7YVUYLskSI/m/0aCIFoLGqj3Bv6HE1aF1PnaswPGbi2h+cGs25zV+pIssjoiQob3h9iOH+ZWa5wuT7GfuMPOf9ln9w1u3EdDnyhmduTf8i0dxE5YpNINXNx6gR2qErNz5PS2nFcm7Tczz2f6KJedChOmaS2mQiCi1F2lrW+A8wPBrPP4fSt93jdKZGbcSnkC8iChiQEVfKxF6v0HoxSGLeRQwI9+2IMPlYklJDY8K4kxSmTlg1hqgs2tZxDslNn7pkQk2dqDNxTZ/IM7Ln9w1y2HqNYnSMV7iXut7E6sQ0IhNi1yovMVIZJ2qtpcTfiuDZj0ZfwFAMZjduzn+B65SQROUmbPsCZ/EMApJR2NiXupuYWmK4NsSv1XgQEpupXOZN/iM2Ju5kyrjJaO8v97f+RF/PfxXCr6GKMbcljzJpDVJxFSs4sTUoXzdpqDLdE3Ssz571MUnrVOdf3PTzfxfFNVCGMuPTIdqH0OGtjB7hRe5mInERARBU1LhQfZ1fqfk7mvs+25DE8XIYqF5YMn1yulJ9hX/qDDUffhNrC6sgOak6JhNLCWP0cEGQC19wSrdoaVCFMV3gzo7UzXKueoDO0gY7QRsJyHMOtcDL3j+hSjIzWzXjtAlE5heNbdOqbEASZkdppDLdMT2Q7zVovcTVLSm3jruY/YqjyAmVnnq7wFjr09UsOz2+djtB6hirP0x5ax6w5zEj1FFuTx5AEheOLX2tE9lyvnkAVdQ5kPoIq6hTtuYagDfA5U3iIYy1/wjvb/h22V0cWNBJKS/Ad5rhIyOhyEIMUVzPE1Qz90d0/1/G+QlROE42+yXzF7xiKJpHsXGk3XuE3z4qoXWGFFf7F4fsexbk6wy/ml372ufZEjSNHP8254k9ZtCfo1NfTE9nBWP0cSbX1TVvG3iqhlMyWDwSVR6PoEkoGlcfQTRVmq+4xdabKtaeCdtO2zWHW3BVvzE6+4b4TMk19GjdeqOBYPoIAA0cTiHIgdOeHAtGXG7bIDS/Fr+wI03RTtIIiqqyO7KRZ68XzHTQp/IZREhBkvZpzKll5NRP2FTrD6+hgB44QOOHeTEdoHVdKTy+rhPdFbnvTHMZXCKq4kBs1eeK/TmGWA8UXa5HZ+8UYtr/c/Xq4+hJd4S3EW2PEl2nxEGuie2jXB/Dx0KU4Ny4Z4FfxHBg5XmH0uQqH/6SVUFxm9cEY89cNtv9BjImr80ydE4glHNYeynDFXcA1JTzbx7V8ZE3Eqrn4XlBp9X1oXhfixJfmGiNlggCjz1fo2Rsj1iJiGx65EZPR58vIusjqgzFizTK+7zfEn+v4jJ+qsXp/DPwIc1cN9LhE76EYg48XwYOZyzXWvSvOFftRXmkfl2WJ5mg3BXOOuN/B5Ms1PMcn3qYw/EwgsvWEhBQLHKPHzZc5bwXCLKN2M/Z8lUoBREnFc30KExYzF+vUS2G8uR1oXVBZf5m8P44nlMH32Zl8N5HZfk5+M8f8kEHbVp3179c4IXwDwy+xI/tuWnd1MvPSq4pdT8hI6q3z5KZb5eXiIyS9bY222LCUQJMjRDIyyS6NVbu8JTMv2PieFFbV44UvzbHp/hTFKZP5QYNYq4JVdREEgd47opQKFdbdm6Y8E2Gn+hGEqItnQdgPBInhVnkx949MFgcpzVjAFbpSI6SHDtK54QBnI19jVbjGifnv0qL3sWhNULYXWBc/TFrtQBF1LhQeJ6TEuFZ7gev1k8TkpsYM7dbUUaJyEssNUbTnadXWkFY7qTh5Zsxr7Gv6MFP1S0HmbGwvL+T+gZw1jijIHMl8irCc4nr1JLZv4hFk0w7EDvHswt/h4zacicGn7haCKBwpSd0to4kRMlo3d7V8BlWIUHJmadX7SCntGF6FWXMExzeRebWTwMNlwRojpXbQH93DjdrL6GKMrcljAHSFN/N87u/JW5MAzJrXKTpzbE+8k5pbZMa8hiyobEncQ1iMM1Y/R0btYWfqPn40/V+xPQNRkLhSepq4nGWzchRREEmqrexMvRv3n8lqfTPiSpYj2U9Rdha5UHyMuJJFE6M4vkHdLS9bTJuqX8V0A2Ms17/V3MjxLTzfJSY3IckZBEEkb06xYI0xWjtDWEqyNrafjNoVzOT/hqjYeURB+J00lVphhV81K6J2hRVW+BeHh081Zy17bXHERJkfQ9IUVoU2sWDc4OXiI9zV/Fn6tb2/8IPVzQiCQLZfZ99nm3EMD1kXb2mZLs9YXPxxYdlxNVuzDBUuYHhVVke2k1Q6UF6Tj6hGRHr2RUl2Bu2XqR6NwrhJYcyidWOYpj6N+cHl5knp3luFuiiIxJQ3yFR5DeUZi8f/7xkO/Z+HScf7KJ6NcONMjVg4Bu/owBnwGhXJpNzKoczHuFT6GY5v0R/dQ+ubuIC+Ftf1uPazUkPQAlTmHRYuOSQ3tVKwXzVxkQUNidevDAiCuMzMJpy02fpgmrETFURZoO9QLMiSjUjEV9vs+5MoU6ctLj06D4JPca5Oecxn+4NZTk4sIooi2z/YhOcEzsiT52oMPlKkeUCjfWsExwJRAt8FPSlhGx7lORvP86nnHU59/dWInbmrBvv+MEvb5jAjT5fR4hLVRQc1ImKUXBZHTNbdmyDTq1OctihO2IiywNVHSxz90zZiShTFEImFkuyOPcjsCZjK62g76mx4V4J6zgUxmJmdHzQQJYFUt0rLJp0X65ca50QlRH3ex/XtJVEbvF6cttnyvhSTZ2osjlXJer0cW/0ZCu4kqhQhXurj+b+aozzlIIiwOFnm+W/M0f2RXbxgfZVncl/jyL5/w8KFGI7hI2sC6+5JoEVvvVZVt8Bo7TTbmnqJZ3VK84EQUSSdNXc20b45TKZX48W/XWDxmkFl3ml0KXi2z9DjJXZ/MsvkyzUWBg0cz8Kq+uz9ZAuDjxeYvWyCB9GszK6PZfCXroHhlpg1r2NW3aD7QISx0kX6197O5EmLzD1duJ6N6VVZtMYAgZTSzkT9Ei36Gsr2LKP10+zU3wMIuL5F1cmjS1GyWg+aEOOO7KcYqpwgKqdxcDhffJSE2sq62CHGqudo1fuZM4cp2fOU7LmgMusHizWt2joOZz/BSPUUhluhI7SemJRhU+IoPi51t0yTuoqQGCer9VJy5pAFlbCUIKm2MVw9heXW6I3swvEtkmo7OXMS2zdZFz3YaNl9BcOtYHoVTua+R3togD3pB7G8OvPmKD3hbZhejTlzGMMNTOJCUpzhyksMRA/iL51Ux7c4V/wpe9IPklBaaNb7mDNGML3aUuKxTEiKM1G/zJrovoYRlChIP3d19mZMt0bFyWN59cBsCZG8NUkmtg9YWmgimFuNK1lkIWiLTSqtxKQM5aVsXYANsSMYbpkzxYdIq530hLcxa47w2NxfBA7VwGDlOd7T9h9/pfFnb0TZyjFnXedC6TEEJLYl7yWjdBFW3h6LYc9zyNszzFuj6GKUlNJOQm3+5zdcYYXfIlZE7QorrPAvDkmQyLTHEcSpRptnslNm2rxC2Z8EfDyCVfmaWyT1Bq23vyhvNvv72szd7nc5PD79ZcSEgSAKjFRPczjzMdqW4i1ewbV9Ro5XqC7aqBGJ+WsGruWjx2VaN4Zp2xQmN2wyN2ggCEFkTKbvlxPqpWkbs+Jx8Ssi7dv6mXkqh4yOVZZ4+dsF9n9OJdzuIQsqkqjQFlpLk7YKz3fRpWhjP45nkbenGa2eRhF1esLbSCityyoengdGefnMsO+BXRZIKC0NUSsisTF+BFVabuDyRiQ6VKYv1Fl1WxTf8ylMW3RsD7atOjkWzBzTZ+NoQhSLCq7vUDJz1OsxDnyuhfyww8hzZVbvjyHKMP5iEMcxd9WkZUOIrt0RFq+bSIqA5/okWlUWrxvMXQ2inW725fLsQBTHWhVu//dtjJ+sIusCzQM657+fpzBu4TmQ/qwezJA3yXgemGWXZ/9inv1/eog5b5CNwrs485UKtbxDQm1h5uQ8a+6KY1Zt2rbr7PpUHDMfmLWE0xJ6XKa9PBBkpAJ5d4o1OxTyl0Vs99UDXLUzQigh039HnHbH5+n5v6GQn0FExsPhiPWfKE8V8QFZE7D8GtZMnZjbhu/7mH6ZGfkc+z/3Pmo5l3BaJpJ5A7dj36dD20hFmmLvR/eRu+pRy9us2hYnltEoTFg4psfq/VFyI8FijSAKtG7QKc86eA6oYZHp8zUkzafm59EzGmbZY/ZyHUEQ8BGozDkMPVkimpXJ9oeQuwIBqcR8pJCAawg4dQXfA0kB2/eDiudSRW5r/F4EEULVNqrXZaCVfYlPMW9eZH38MNfKJ2kPrSUqpxmIHiSiJIiQICyleH7xW4xUX8L1HSr1HCV7jqMtX6Di5Fkfv53jC39H3S2hijqmV2XBGmN1eBeCL7IxeoTB6vOcKz7C1sQxaSuVgAAAIABJREFUyvYcOXuCpNJGq95PXMlyV/NnOF96jKI1S1brYSB2AM9zEUSZlws/4UrpKRxs2vUBNsSPEFcyt7jsyoKKiMz+zId5duHrjNROk1Ra2Zf+EI5r4+NSXDI1AjC9Ki1asFgVkuKklDbmzVFcwaHuFjlb/AmpahtbU/cSl7P4+CiihiwohKVYo/X5F8Fwy9TcCp5vMV6/SNXJ06ytRhOjSzFJMG+Osia6lx3Jd3O+9BgiAjE5w47UuwnJgRlTWuvkvvb/wMXi45ScBdZG95FQWvnp7H/H9R0m65eYql9mVWhzQ9AClJ0F5q3R34ioXbTHeGjmv/HKF8pY7Rzv7/izn1vU1pwinu8uW/gDmDWHeWj6vzXcnlu1NdzV/FkSasvbcvwrrPDrYEXUrrDCCr8VeK6PXfeQNeEtzZj+c0SzGvs/2M/Fx2eIZTQ6VjehJDqpGFOAgIQIAjSpv94HlJujiCJNMjlxCJMqoaWKhY/H5fIzZLSeZdVjSRVo6tXIjZrLqpnp1cFDYjgls/XBdGOeN5SQUUK/3HkMJSUEIXAWvv5klfI4KDpEMiKO6zAxuEBJP44mhVkT3UdcybxubMaiNc5T819ttCYPV18KHpiUVx+YFEWk72CM8ZPVxmuiDO2booQSd9Omrwnm/PR+EvJbryBEmhQ2vDNJvegiELSIN/JeSxHkGZXsBgc9mWRxNELZWMT1XPSIwst/X2DhmomsCsxcqtOxPbzMJPryw0UGjiVI92jMXakTb1XIDoS4+kiRbL/WmI28GUkWKNwwGXy8RMvGEJV5j1irAn4g4vW4iKQK6HGF3Z/IcONEhWhWQdZFyhdcjnR9kWrRwivNEFN07JpPvegy+nyZ7iMqT3zlEgf/TQu1tmEGEgfQpOAe6gptoWDNMFY7h+0ZRHpctr6nmSv/VEYUBQaOJkh1vSo4dCnKpuTdnMr/kLpbIiZnUX0VSQOr4uPJICKjhWUcqQaOAIJPREkQS6rE3uQSVRdt/GITnYVjCK7EyYdzEKmSbI4h+CKT56pc/acS+JBdq3H7n7RSmXeCivjScHfHthBKWCS1SqWyYCF4IpGYTmXWRkCknnMbLuTaoEH/HVnOfivHrj8O0aqv4ZL5JK7noYZCbMoepfS8Su8BHat6N8Zlne3JzxLp8JlyTqOV27j0zSK5+SKe7xDLhNj7iYPMamdZ136Q65WX8HBxMHE9G0lUcH2baeMqESmF6VWD+ViCYfi02knJnqXsLKKKISpODg+HVr0fF4dnF7/O2tg+zhYeZlPibk4XfsS0MYgkKNTcEguzY+xK309ITHBb6n3BIpIYAUGg7hRZtCe5UHoMCEyUZsxrNBldtOlrl10H060yZVxhrHaezvB67m//T+AL5OwJBsvPoUsxmvXVrAptZrx+vrFdb2QnYTnJvDFMX3Q3EbmJgjVNWErRGdpA3p6m6hRIKe3k7SlkQUERdDYl7lr2/eB6DlU3h4CIIurLFsJeS80pcjL/fdr1AZ5Z+BqWX0MXY1woPs5dzZ/hzuZP83LhkYaw3ZK4h4HYfgy3SkzJLDO1A8hq3Rxs+iiOb2F7Jt+e/N+xvEDQmV4VAZE10X3LthEQ8HwXz/cQf40RPKZrcLn8NDevkHk4XK++SFto7RtveBOWW2fGHOJM/mFs32Bd7DA9kW1E5TSGW+VM4eFl8UUz5hCL1viKqF3hd4oVUbvCCr+jeJ5D0Z7D9GuoYoiYnHlbWmh/E1QLNrV5B18M5hLDCfmXdlAM6SE6tgnENsapu0VMd4g+bSfzzghlZx4IjEaa1FVvxz/hLZPsuimzVAhaV7WoRLe+g9XmYSRfxaLIa6N3BEGgc2eEwoTJ/JCJKMKqXVGSq14VImr45486ejMiWYW+wzHMSjAfLIgQSsoIsk/NKSHEI0Froldm3hzlcObjt2RMOp7N1fLxhqD1fY+aW2SkcppV4Y2E5RShpbnedJ/GwT9uYejxIqIssO6eJMlOFUUO3fJQejM1p0TNLSIgEJYTjf29QigpE0ou/3Pn2h75cZNaeoyp9Eu4XTLrDh9i+rFW8AQER8EqV4k1Kwgi6FERNSLReyjOhR8Es9qO6TN2osqujzURSkksDBlceqgAPiyOWGx5IEVhwsJzgmupxUSaB0L85P+YAB9mL9Sxah7VRYfu3RGMosPauxONfNtYi0r/kTgXvp9n9vKrreVbPpBCNEKIIRGjFrQCC5IQCD4PcsM2i7FLtDsDaFIXjulBLcL22LvZEL9j6TwlEQ6LtG4I2lFjzcsraKIg0aas4w61B9/zCMUVFq7abP9QhpNfnceu+8SyUdbcH2NQ+DaiCE3qKrrCW9/wOvm+T27U5PQ3F5kfNNjz6SyXf5KnNOcQSoX5/9l7zyC7zvPO83fyzfl2TmjknDMBgjkoUqJE5WSblnbW3pmp2SlXrWu2tna+7JSn1rW1E9aWZ2TKpEaWSC1FUSTFTIIAiJxjN4BG5745n3z2w2k0CYKkOBIpi6v+fUIf3HvuPeG+533e53n+/2LB4/i1Ev3bI3O3f7xH4/LeOoXLOpEOhZ51YY48mqNRcIh1qiy9K8b0ORH3Shp9GjJ7gowcavoBrQDgkRxQmbmg07/D7zON0cm25Jco2WOklT7iYheZ3Z3UcxanH8sjuAZgEO6GzgdT1M+EKczkMNwWAiLVnMvYiRp9ty7l6al/jyAINOwyZXOCUCZBxZrG9gy2pB7kSPFJLHQQJUynieNZBMUIl/QD3NH2MKbbomrNYLhN+kNr+dX0f8R0G/QEV/oWQWonB0s/xcMlLCUwnAYNr4jlmhwuPcLO9JfpDa3G8WyuNo5juToVawpF1DDdFh4egudbd729x9TzXCrWNIqgMRjZwPHys7ScMitjtyMJCkVrjE5pKRPNCwyGN9EdXEbVytMVXEpQjOM6NodK/y8Np0xK7SautHO+9jpbUg+SN0eomDPsSH8Z2zOxPZ2Y0k5MfkshuG4VGKofZLhxkIicZml0Jxl1AA93bnyOKW1zv/uCOUrDLlEwR9Hd2pzPryaFuNo4xsLIFjYlP+MrVavtSIJExEtStWeY1oeZEa7Qrg3eYN0mSyoyKjWjwDvHW9NtEpaTCIh4uAgIpJUestrA7zSgBZCRCIg3B/za+ywCvJOyNckvJ/8aF19lfca4jCw+zLLoLdiuQdOp3PSehlP6zb/0PPP8EzAf1M4zz8eUMf0sL818n6ZTRhPD7M58g4Hwho9dYFudNLn4YoXOVSFEWaAyYeL2AR5zHpy/Cb7C6QEOFH+C6er0h9ayQtzD9tQXcXEQBYmQFH/f7MBvg2U5NGdsPA9CKQk15A+31z1LWxXHD3balqDUITS0mn3/WKBRtOheHSP6FYF49437DCVl1n0xjV51EESBYFxC1j66CVYoIbP6cylaRQvHAaPq4Jizpdu9ImJnGd31VY/L1iQtp3ZTUAvXjVH8f5lui4bj24AcKj1JQulgfeJ+NClMMCbTv8W3hxBECER//SOqZhfYn/8xRWsMgDZtkC2pzxORk+/7PrPh0kqM8urEI8iaiBZSKJiXufcr30MqZDj5ZAlR9jOtoiKwcE8MJSDSuTpIKCUzdaZJOKvQvixAKKmQ7NG49GJ1bm4sqQLRDoUdf9rG1NkWsibQviyIXneIdco0iw5G3SUY97PhHatC9G+72edWLzs3BLSu46FXHFIDGqVrph/Muh4LdkRoFE3aF8aItilMOE2qdg6t0sH4sSZaVEINicS64m8FsMLNwex1jLrDyIE6V/bVcB3oXhsk1q1itRzu/jfdWE0XLSohZRqEpXtYL9xHXOkg8T6ZnVbJ5uhjBfLDBp7rl2NXxmy0iIJgiwiCQLNkzwX18W6FVtHm3C/LRNoVejeFOfD9GQQJbMeiPG5z6UVY98UUjbxNsk8lkpVZdnecU08UMVsePetCJHo1Ro/V2Pj1JFeNyxweeYGQFCeiJpl2DxJRk+yKLWTopTqC+9aiUPFaiwWtLIUcmK5/DQJSBEXU0HMiultnTfwejpSeJCCGWRm7g19N/wdEQcTz/KqLDclP8Uruv+B6Niujt4PnEZAiLIps5mDpCUrmBJoUYlXsTky3RcutsDi8g6iSxvIMWk6NPZnvcLzyHIZbx8FCk8JzPaIX6/vpCCymaVd4o/AYO1NfJiwn0cQIIjK2ZyAJiq9g3DiJJMr0BldSs3O8lnuEtYl7eSP/GAvCG4jJGU5XX2JpdCcBKcqMMcSGxKfYm3+MNfG76QutYbx5jq7QMhpumaw6QNRtkDMvU/T835/jWSyObLvhunueS8OpULMLBKUooqBwvraXg6XHAV98akof4r6OP2d/4Sc0nBIeDlE5w63ZbxNX2ihbvgf19bFEQEBAwsOj7pQYrh/iavMo6xOfZI1yN5IQpGxN8nLu7+ZUkANilNvavnNDhQj4YuLLo7dyovLs3Lb2wCIiUorPdP0Fw/WDBKQIg+FNNwTmvyskSWFlbA8X6/swXL/9ISplGAxt/MD7GG2engtor3Oxto/+4FpCUoJFka3MGMNvfaag0hFY/OEcwDzz/I6YD2rnmedjSMWc5rX8D2k6vuCQ4TZ4Lf8Iaa2PlNr9a979+4NetTn6owJ9W8JMn2v5ZZtLgowebtC9LsTSu+K/cSlyxZrhzeLjGLMlZVebx3yVUs1geXzXh3kYN9HIm4wcbHL26RK26bHo1hjL7o4RmQ0g3u5Z6nntSJUEUy2dVZ9IM3VWZ+xok1NPltjyzSxq+MbM69uzsYbboqBPMqVfIqG0k9EGCH/IqpjX/YE9z2PXn3VQn7EQVJdCOMcZ95m3vVJ4V9EXWVRYGtnJlD7ke2CKCltin6M7uJyiOc615ikaTmXWh9PnnUrQLadGTr/CuH6ejNpLV3AZ4dmg9Wrj2FxAC34GYkq/9GvtNlzVYNjcD4BtuNiGgSiZTNrnUS5uZNNXMlQmLKymQ3phgEibv8CihiSyiyWyi28U4Ur2q+x4uI2pMy3UsEjbsuBctUG827/utuliNBwGtkUJJGSMqs2VfXXalwVJ9CqoIQmj5iLKzF1j+x0WOaIkMHKwzoYvpRk90sQxXBI9KmpUxLnokfTSJKIB1kbvJyolqdYr2IbMySfy2KZL74Yw6x9Kzx3Pe1EZM7n0UnXu79HDTRZFJa692eDoo0WQ/FLqnd9rI9G5nGT/r1cPN5sueuWtvmnb9FCCIoIo4FgeRt0P1p3ZzHasS2XsaANZExBFkFSRZtEiEJcRJQHXdtHrDo7lkehRKY6YvPZ/TbH9T9tY+akkckBk5kKLI4/lWf+lJERbpL1eBFGgYVZomH52qltdheBJN/lJi4JEvazTuS7GpeMSkqAgIFCz8ixf3cbr+UdIqd2sjt9FxZpmyhii6VQJSVHcWd+tojXGHdmHcQWbhl0loXbiYHOm+orv+ysIFM1xXs8/wqc6/zVt6kKyWj8vzXwfWVTQxDAxuY2VsdvYm/8hLi4rY7dxrXGCBeFN1Kw8IGB7FjvTXyEoRck3R+gLreJy/TCqGKZTW0RXYBk/G//fiSsd2G6LocYhBARs12Rb+gsMNw4hIrE1+SAzxhWSShcjzeOcqb7Gp7v+gqHGAfbmf4gqBpk0LpDR+unQFtM0KuxMfxXDaVC1834Z9NuwXIOx1mlOlH+F4TboDCxhdfyuOc/f68SUDFcax6g7eVpOFdPVqVgzXKrtZ2Xsdjq1JZypvsTi6HY0MYQxm6Wt20UWJbdyuvISQTnOudprDITXEZc7GaofnAtoAZpOmSv1oywIb0STgnPK7wE5Slzu4K62f0bevEpc6SCldBNV0sTULG3qAjwBAmLohp5kw2lQtqYommOz2eqOj2yRNCX38Pnuf8NY6yyyoNAZ8PULPijvppYclKLIgoIoiiyMbMbzHC7W9xMQI6xPfoLEe3iXzzPP7yvzQe0883wMsTyT6uzK9XUMt3HDA/zjgFHzlWLDGYXLb9TY/I0sEyebiLJAICbTLNpE238zYZGcceWmbdPGML1v81b9qKhM2Bz+4VvKmmefLhNtl1l6183H0ijYDL9S59wvKyDAgh0RVn06weXXauhV56ag9jqe53K1cZRj5afntnVoi9ia/sJN5bcfBoIgEMkqRLIKjueQq9awq2+JXvUF1xCS3l20JK31syf7Ha41T5DR+jle/iVHyj9HE8NsTn4W7+2mre/AcS3OV1/nQn0vACPN44y2zrI9/RCqGKRovhXQup6D5eqMNc8QlKIklM73DPIVTSISDSOU/EwngKyJKJJK38YIkTaFWOfbrE9cF9NpIQsBRPHGhRbbdHFtj0SvRqL33SslPM9j6kyLQ4/kwBNolW2614VYdneMtqVBcAWu7K0xerSJogksui1GelAjGJfQouINfdSJbpVzz5QpX7PoXBMk0a8yfqzB+PEmgYxLSZjm7MwzGHKZqNjB8uWfIrhPoTrpcu1Qg/SgxvL7Egjie1uTzFy6UUnb82DmosHg7ijlUV9ZfMEtUQJxCaPhUrpmoIZFQin5PS1PZFVEDoqE0xID26OEkhLb/jjLmadKNIsOkiqw8pMJwh0yU2dUPNcj2q5g654vmFW3ibQpuLbv9ex7NUu0yjYjBxoYdT9gbuRtXNfj5ONFTN1h4e4YbetERMUhI/ayvGsTZ0cO4+GRDfWyMLiVYEyie32ISy+8FcgHQgqZ9igT3im2PLCCK2/UabllFu/IUkqdxnVtrjSOcUfbZhpOCcttoYlBKtYMHi4iMobTIBCIULGniSkZREHGcJrkzZHZRSCJyKwlkO422J35OvuLPyYkx+e2Yc+QVDrZnfkGmhRhqnWR47VnuLPtu/QEV2C5BmeqL5JQOjla+gVLotupWnm2p7+EImpoQoRDpZ8RlOM0nDIIAjUrh4RKTMny1OS/Y2FoC2uT91K3iwyE1yEKMkVjjOWxW2g6JS5W96GIASRBRXfrDNUPMBBax0jrOFeaR9iW+iJjrdP0v2N81e0aeCIbkp+iYFxjpHmCojl+UzmtJoZnz6F+w3OsZE3MjeV7Mt/iQm0/e7LfYaJ1AQ+PNm0B0/plTLfhHxseBXMM09HRnRq2Z2K6Ooqg0nQqFMxRCtYYEhKbU58jLCeIyCk6g4s5Wn56VoyqTFYboGYXEAWJsJS4SWDLdk3O1/Zyrvbq3LalkVtYFb/jI6mWkmUVxQvQE1iOJKhzi3oflM7AEtJq36yit3++18TvRpH8xaionGZt/B4WRrYgoRL+kFSV55nnd8l8UDvPPB9DVCFAWu2lYI7ObQuKCTQh/D7v+v1DlAXkgO/y2b8lyoHvz8zZi1w7XOfe//U3F3FKKp2oYtAXaZktWUup3WTUvg/hm78/k6eaN20bP9akf3uEQOTGYXf6XItrBxtzvqVDr9RY/+U07St8IZz3ouFUOFd97YZtU8YQTbv8kQS1b0cSJBZFtpHR+pnRL5NSu0lpvWjvoUisiCrtgUEiUpLnZ/4Tk/olwKPplHmz9FMe6PpLDLeF61kExOhcUOR4Dk2nxpR+6Yb9zRjDtJwKQSlCd3AFk/rFuV5dw22QUrs5WPgZ6UAPW5OfvyELfB3BVlkeu5WpzDC2YyFIEFLDdIYXE9VuXHyomNMMNw4x0bpAR2ARi6JbSSgduK5HedRk+JUqZsOlZ1OYjhXBd7WwaZUdzj9bxjHB1h2UgEh+2GDRnhhXD9SJdaqce+atvrbD/5Bn53fbiXerbP5GlksvVWkWbbKLA4QyEsd/WqBzZQglJHLiJyVcy2XFfQmUnjp7W0+iuw2UsEeuMUrD+gnL736Iyz/3s+kzF3W615sEEjLae/RgJ7pVRt72t+d5hFISzZLNhq/4llDNkk11wuLi8xVaZYdAXGLLt7OkB7U5q6e3E0zJLL8vjq27DL1W4+QTOh0rgyy+M040q1C4olO8ZtC1Nszmb2T8zHbN5dDf56lNmYyfbLL+S2nO/6pCo6IT61DZ8OUUJ35WRA4I2KaAa3sMv1pj87fSvsq1B2LQwQznichdSKLCpsynWBbdBZaMqIfRVBUtKtO3OYKsCkycaBKIyQzeGmZEfZWImiS6oUXb8jQjjWtMynup2FN+wCMnUMUgcbmdruAyxlrnCEhRDKeO5Rm0aQvQ3QYXam9geTo7018ho/UTldOUrAkAJEFGlqKklC7K1hS2Z1G1cn6bBBKm28T0Wgw3DjGpX0ISZKJyhpjShiwoVO0ZplrDdASWMGVcxBNcVsZuR0QkJCUYrr3JSPMECaWDhluiaI6R1RZguk2uNo+T1QZYmbidpyb/3ZxI0sLwFva0fZtTlRdYGNlCy63g4RGRU5iuL+bm4dFyqnj4We2lkV2UzAlEQSGmZKjbBc7WXuZq8wQxJcvi8DZWxe/gauMYy2O7yZvX5sppZSHAYHgzw42Dc/sG6AosY0ofYnF0B45nsTnxGRzBYiC0AcezOFj8GWP6mdmeUI+40o7ptjjVeJ4VsVs5XX0RSZBxBQvL1ekJreRo6SmaToW2wCD9wbXIosr56l4UQaXqtPxS5PJzzOhDBOQoa+P30hdac0Ow2nDKXKzvu+H+vlTfz2BkI3HxwxdXyulXeSn3txTMURQhyNbU51gS2UFA/mBjfULt4J72/5GCOYrptmjTBkkqN6r+i6JMTMy+xx7mmef3n/mgdp55PobE1Cy7M9/ktfzfUzBHiSnt7E5/nbjy8XogBRISC7ZHUQIik6cacwEt+Bov0+eapAZ+s1XvlNrNwvAWLjcOYbhN0moPGxKfukEo5KMi0XNzRjbeo6IEbs5gTZ5s4ToewYREq+wgStAs2qz8dPKmMty34+HieNZN268LMn0UeJ6fMZMkgYAUpkNa9Gu9aD3PwzE9JEXAwaIx2wNuewaiIKOJYVpOjWPlp9GdBgPhdSwIbUJ3q1yovUHDLtEdXEbG7Z+b8F7fL0B3cAUiEmVrkpHGcZJaNzU7T82ZIWBGaeY9ijNNlJCImnIwQyVEQcQthrj8S5XNu79FjouEAmHakp03qTe37Cr7iz/h8uxnX2udYNoY5tbst3HzYQ7+1xyO6X+X8piJ53oMbLt5ouk5HkbTRZR8MTRRFnBmy13TCzSu7q+/4/WQH9KJd6uEO2HtQwkcQ8CTTN74wShS2iGcjnH0R0VCSZlW2SbapdC11KAyVUMQ/V5gSREpVCbR2iw81aOVU0gv1Dj24yLZxQEW3hp9197l9KA253cLEO9SGdga4bn/bRx79ni3P5zl/LMVqpP+fWg2XQ4/kmPHd9tJ9t38u61NWxh1By0soZcdIm0K1UmLA38zQ//WCJbhsvg233ZFi0hoSIQSHjv+NMvUWZ1gUiDaLbK5O4nrJPEUnUjSY3B7jKtv1nAdj0jW7zs/8Dd5qpMm6x5KY+sutakg9SU6HSsFQskQTk1h6KUquUtlAnGZZffEUHrqqBtzLF+dIaQFUTUFu6TzZvFxFFGlL7iGijJF0RxFEhQadpmY0kZADGO4DU6Wn2dD4hNcqh9A00J0B1cw3jpPf3gtluefR8NtEpSirInfw97CP2C6TQQkVsfvxMVhtHmawfBGJvTzXLcei0lZ8DySSg/jrfOEpBhJtZsrjSNcbR6jTVvALdmvUrPz3Nv+51xrnuBQ8QkUMUCnupTe8EqiahbHc7hQe50pfZhdma9xobYPy9VZG7+Po6VfzAW0AiJXmodZGbudieZ5FoQ3+GNp8/CsordAVltAwy7h4VsgiYLEK7m/w/J0uoMr2J35JsfKT3G+thfLM5g2himaE6yI3kp7YCF1u8it2W/RsIvE5DbSqr8oti31BU5UfgWex5LoDib0i2TUHsrmOC/M/D/synydvqDvnzulX6Q7uAwHk7wYJSTHWBTZyrnqqySVbipWnl2Zr3OleQzPcxkIr2ekcYKKPTNr3XOOmlVgSXQHHcFFVKwZlkR3YrotLtbf8LPt9gx7rR/yic7/mczbyn09z8XxbuxRdfGVkT9smnaVN4uPzy1iW16LNwo/ojOw9AMHteAHtokP2b5unnl+n5gPaueZ52NKZ3AJ97X/c0yvhSxo7yvQ8kEwHD+7+F7Zto8CRRMZvCWK2XQIJmS0qIhteMgBkUBMQpTeuzzy1xFR0mxMfprlsV24nktAjBJTfzciH9mlAfq3hRk93PB9R/tVFu6OIsk3Z8XSgxojb9YJxCUW3xGlY2UIs+Fg1Bz0sE0g9u7DdEiM0R9ey1D9zbltETlN8D1KgH9b6jmL0cMNqlMWXauDZJcE3vO7XadZthk/1iB3SSfZq9G1SyahtFMVJDzPVxQVBYmGXWRmtsTwZOVXJJUu9hd/7Ku3eh5Xm8dZl7iXuNJBxZoio/YTkmLYrkneGOF87XUst8VAeD2yGODl3PeJSEkW1+9n36M5sGQs1yA8YJD8xATnnGfYEn+Qnj19vPH9AtFMDznbJfqQiNU2iu35ZdVBKeYrNTcO33BcI82T6E6NxogyF9BeZ/Rwg85VoZuytVpMonNliNFDdRxFoJG3CSYlqlMWhSGd7vVhKuN+j7ysCWSXBkmudBiuHWakdZyInGJJZAd40LtbpnhWZvTorP2RAJE2hXBKoTEhInkqtq3TKDpE2zTSiQxmBQy7SbI/S++mMJdeqnLmFyU6VwXfNagNJmTWPpiiUbSxWy6O5SGpsP5LKYZeqeHYHuGMgvEOb+HyuEWrZBPrVpHe9vttVWxO/KRA39YIhasG1UkLUfJ7hINJv9Vg8R2xmxaxBFEg2q5SGjVRNJHKiItjuRhNm44VYXKnTfJDOh3LQqx7MIggwfArVaymy9K74kwcazJ+okkkK5O7pFO8orPqs0kuvlBl4vishUvNZP8j4yz/I4tD/BDXgXWJe2nzBmjTFtAbWkXdKqKIQZZEdzDWOsukfp52bRED4bXkzTGOV/z+8pqdI631kVF7qdkFCuY12gOD/nUVVLLqANcap7hY28fK2O2zyvUkrAFkAAAgAElEQVRpJEHF8RyK1hg9oZXsSD3EtdZpInKS/tA6RponWRjZDLgk1S5sz+JM5SUUUeNq8zg9wZVIqDSdMl2B5ZStaTQxyNrk3ZyrvcZY8wyqGGRn+qsAvJr7e/qCq1kU24pu16k7BURkPGathzxf/XZd8hNM6pfoDCyhO7icvDlKZ2AJmhjibPUVXM8lrfbRsEsYXgNF0KjZOcrWBOOt87Nl2CIuLgVzBE0KEZfb+cXUX2F7Juvi97MqegeS5Pd4LwxvRRGCFMxrXKkfJaKksT2Lq80TdAWX82r+BzzQ9ZeMt84SkCIcLz1LRuujL7Sadm0hB0tPYHsGfaG15IzL1O0CPcFVROQUe/OPYmPgeg6e59CmLSAqZzhYfJyL9f1+uC5I3Jb5DgtCG7jcPIyHL3JVMK+R0XpxPJuyNUXFnPaz7eYEkuj3WmfUvrk+3fdDdxpIgoQi/vo+dGDWw3jkhm2+SnSeLAMfaB/zzPOHwHxQO888H2Ni6m+fdbQcgyljiPO11wFYFr2FjsCiD/zA/W1RwxJqWGLh7hgzF1o4pm9zowRFOlf/dgF2SI4RkmMf0jf9YDiejZsq0vetGZZ8O4baSqK4oRv6M99Oz4YQk6ebtMq+RcnBH+TmfFS71oRY80BqTlTq7UiiworoHiJyitHmGeJKlkWRbQTfxfrht6VZsjn8D3kaOT8zkb+ks/DWKEvujL/nwoOlu5z7ZZmp035/XOmqSaMYZMNnP8Ob5Z+guzUUQWNV/E6uNU8DICIxEFpP1Zqh6VQQEREFmaAUZbx5jiXRW3Cx6AuuISjHyBvX2Ff4EZbboulUmDKGWJe4j5TSTae4krHnBWzDQxAcGnaJ0sUWXTt60CMN9uYeY0/mj8kORpi64Cs4B70eTlafoWRNIiLQE1zJsuiuWZVVF0lQ6Qms9PsBHQkEcG0PSRNoXyMTX2Yjqy6C7N10PmRVZNk9cZSAwJV9dZJ9Ggt2RDj9VAlb91h2fwJZE4j3qHSvDzNzscGl8hFO1Z4nGJeQFJGJ1gV2Zb6OnG6xeGcv5wsNalM2CB4dq4JMnWkhDctsvv9THCo86ftu6gpb+z6JVNG45XsJgkKM3EWdWIfC4C3ROSEqyzWo2jladpWAFCEipxDFIK2SjVlzcRyP0cM6g7uitC8PIogCkiKgBEWM+lvZqWSfiqW7Nzn02rpL76YIiiaQ6FYRJXAdP2vtmB4Lb4vRuymMEpgVUHM9ajMWxREDLSyR6Fa59GKFSy9XcT2X1Z9LMrKvwaV9BWRJIT8kkx/W2fS1DM2Cb3MU61Q5/XN/ocCxXQypxuXTJQb3hMldfKtv0/Ucas0KdjmOF5BoF5eQ169xuPhzRMnPjO3MfJWxxlkMt8am5GcZCK/jWOlpTlZeIK324Hg2IhK6W+dK4wgNu8Sq+O0sCm+laufYmfoqETmJi8Pr+UcoW5Ocrb+CAKyI3kZ/aC1ZbQEiEobbYKRxgrCSxHCaHCw8warE7Zytvkp/cA2XG0eYMi6hikFcHGRBpWROMNo6i+3prIzdzq7M12nYZT+gbZ0BAWwsTpSfZVf262xNfZ6wlCQipgipcQZDmzhqPjVb9ushCSoJpRMBX8Tpet+vJoY4V3sdy9PpCizjga7/BQ+XX079NQICQSlG3S7SdKpIgoLneYiChOD/mpEFjaI1jjFbwux41lxAC/6YLQiQUDtJq72Mtc7wZvEndAeXk1H7cFwL3a2zv/hjZCHA7szXeD3/D6yUk0iiwvrE/bieQ0b1FxZezz/K6eqLrIrfSW9oJZP6EGklxqLINlxcNCnMUONN/CYYFwGRw+Un2Z35BleaRwDQxCBJpZvR5mks18Rw6wzXD80ucJyhZVdpCwyyLHoLwfcRijKcBmOtsww3DiILGitie8hqAzdYLb0bATFCuzbIlebRuW0CElHlt1+ktQyHZt6hNm0RzsiEM/KHags3zzy/S+aD2nnm+QOnaI3xRuExrnuRvFH4EXuy3/61ZaUfNvEelR1/2s7okQaSItCzIUy0/bfzqv2nYLJ1gX2FH8/ZJwyGN7M2fjfw7kFttF1l63eymE2XIz/Mo4Yl6jM2nutxpVZncFf0XYNaH4+02ktC7qBi5Xhl5gf0h1ezPLrnQw3m9bJNI2cjKgIdKwLEOlUcy0Ov24Ti736NjKrD9Nkbhcumz7RYfEcvd7Y/jOE0kT2Npl1lqv4UqUA3yxO7AIGqNU3FmkYSFMJSAlnQUKUgnYHFSK0oTk6iEbCYFC/6E1FBxPIMAmKUnD7CythtdLsbOFKtUbNLyIJGQIrgeBZ61UGLh6haeWzBINKuIV8R6RhM4IZqTLUuEZAieHiMtk6zILSRVfHbudY8xabkp7naOIbu1Snb4yT6gihhkYWfFBgJv8yxykli4SCrzdsYVDbdVPUQSsosvDWKqAi0ijZnflHGc0ENi4iiwOZ/pdCs6px6pEzPdo1zpUMYLQfP9ghnFZpOlXKlzNlHXSRlhPV3L6B4xaA6ZVLP2UTSCpOnWzhP9rDnnu9hqw0i0RAj+j7KwjRbkl/m4F/nKQz5megLz1fZ9WftsBjGWmd5Yfo/Y3ktBCRuS/8xkctr2f/9HGbdJRCTWPtgilO/yLPmoQSNsoFVVNn4tQxX99eQVRHbdOlZHyackamMmWhRkVDKvz9cG0YO1Ii0KegVh7UPphh+tYpjwcD2CB0rghh11w9IZxdKzj9bIb1A4+K+CgM7I5x7tgKCgOcKiEhc3l9FREa364TkBK2Sg627JHpVKpMGHi6e4IAnIsoguRqeaGN4DeSIh9W8/ivycD0HOSRQL5isX7SIl2b+hrCWoGW3UGSVvflHWZe4jzPFF5kxrnB/x78grnRwsb6PpdEdCEhoUgjdqWJ6Okm1i4AYpWiNM1Tfj4vLsuhuQlKculPEmR0fPOBq8zjLY7sRBJEdmS9zobqX1Ym7mTEuY3smy6O7sTyDsjWJ4IlktD6K1hjybI9ny6kRUdJMly/heDZ66Snubf8zGk6JidZ5FCHA0ugtSILkZylxZ7O+ULPyjLfOsiTi96wO1Q8RlhNsSn6G8eZpgnKcVfE7KBhjNJ0SewuPYXsmAgJT+kU2JT9Lb3A1mhgGgrieg+NZtOwqS6M7OV7+JbpbR0BgafQWFEHjaPUp//cgxlke233T2KGJYZ6b/D8ISXFMt4WLw/r4JwlIYbqDKwiKMTbGP82b5ceZ1C+xI/0lrjSOMtR4ExGJmNzG8thucsZVtqe/wHD9EAX9Kitit7M2fi8jzRPkjKv0BFf6LRWeM9fD63kupttEFq4v6grclv0TDhYfZ0w/g4iIJCjsTH+FseZZeoIrCctJOoKLkd5F/f3tTOgXOFT62dzf+dwId7Z/99c6FgTlKJtTn6PhVJgxhtHECNvSXyAq/3aL2q7tMX6sxZmnSnNWZIv2RBm8NYbyEVrFzTPPR8V8UDvPPH/gXG4c5kbjeY/LjSO/86BWkgWSfdq79uJ9XGjaFU5UnrvBD/By4zCLIlveVazoOr71i4XRcKlNvdUnq1cdWiUHb8C7SVG2Ys3wRv4xCuY1anae/tA6FkW2cLb2MjE5y+Lo9g/vwEQBUYZl98S5drDOheerhNMyiV4VLSwhye8yAbreN/r28lwB8AQichpFTzD0ShWlI0hI62EwtYm8McK52iusi9/PyujthOQ4LbtKzrhKX3Atpek65x8vYE4HiLUFaP9yDM/1EAWZiJymZuWRRYWonGXKPkNyeRdTEwau4GC6TcJanGg31O0iQSWCJoXIZrJ0P9hFo2jh5gTu7fjXDHmvM6afAmCkdYJ18ftZHNnOr6b/byzXDwgvl49xa9s32fj1HYyF3mC8eIJgVsCRdU5UniWldtMuLbzptEiqSCghMX6siaT42c5QSkaKWrxc/i+sbH2e6fE8aT2FHJUR8LPenuPh2h62IyJUwtT0KieeH2PH9/opjZjIqkisU2HiVJOpkybTpyG5IMymP0qwJLydcDJJ44pGZdQXJxIkCMYlzj9bJrnUY1/jv2F5rdnLJBBoZSlPmLQvCzBxsoVetTnxZJ4l9weYaQ0zFjvA2sxn8fIxIm0KlVGTzKIAsS6Voz/OMXPWoHtdiLUPplGCcO1gndq0Te/GMPueyZHq11h0e5xATCLepWA1XYpXDeo5C7PpAh69myK88u8n6VoXYuaCjucCgofn+j3Hru0hKRK2beF5Lp7r+8MO3hqhUqoycTVH75YQM+d1HMHErAr0bkwiiTJL74px/NEqruMhihKLNrdTVM/6+8HFEzwkZEREPFwSSgcJuYuF4a04rulnTUNruKPtTzCcFne2Pczx8jPU7BxLI7fQGVjCeOss52uvY3smHi4HCv/IvR1/xtr4fUTkJDU7z/naXiJyEse1aNhFLjcOsySyg2njCqoQpGRO8GLtb2jTBrmj7WFkFBBEEAQmWucQEFmS2Mm15sm5HvuWU/YDZ9cmIqcYDG/iROVXFGZLWDsCi7k9+zBRJUPDLnOi/BxxuYMFkQ30hFbgui5XGkeYMa+wPfUQhtP0v59ToWEXMT2dqJzBdk0u1Q8QlTOsit/Ohdob6E6VnuAqokqGkjnOnux3aDoVEkoHUSWD67qsjt+F6zl0BpaQkLqoWXlfxVwQSSldpJQetqe+xInKM0TkDFuTn6fm5Hl66q98USpk9mS/xeroXUiCjONZXGudJK6007TLVO0ZEmo7pqtzovw8t2a/xbR+iSnjElebx6jbRep2kXO1V/liz78lJmep2L6bgIvDovBWFCHAHW1/SkCM0HDKTBtDXH9ONpwSM8YV0loPh8o/I6F0sFl8gIzWjyi8ezBouTqX6ze2Mbg4TLYufiAbvozWx93t/wzTaSCKClE5gyL+Zs4A12mVbS4+X7nh8X/59Rpda0Mov6HrwDzz/FMyH9TOM88fOEHp5ozeu22b52Zs08VsuCgBESUo+hkKp/aOV3lYrv6u7387gZjvfVq4/JZNTjAhYRsuZtNBC781XDuew8XaPqr2DObsvkeax+kNrSIgRhhrnWVBeBOy+MEz3Zbr20QZNRd7KkrtmkdmQYhEj0ooKdO3LcL48QZjR5sEExKrPp3k2qEGo4ca9G4O+16pbytbCyYkBrZHGH71rfPRtSZIMO6/pj5jcXVfHVkT2PTFhxgzXyURaKPl1PzSdwGG6geJyil2ZL5MXa9w9WWD3FgFVTQRZyS6p7qIpTuoMY1KkPbAIOsT9yMi80bhR6xd+xmW2FkmT7UIhhXW3NvOEen7qATZnn6IrNbHpAVHf56nbhdwPIuedVF671mCFJIYaR6nI7CIiJJk2rhEy6khoSIKEpFAgkuNfbRHVjBjXXyb77CL7VpM6heIyW0EZ4VczJZLYVhn5EAdUYZVn06QG9LBhcFdMWa04+jNGsgOkiwwcURn2Rd2sa/xBILg29dEvA6EYhzBcQnLScwxj5EDDbKLA4QzMmbdZf1DafSKgyj5yuJXXzZY92A/iixS0ZsoYZFAXMBz/WDZbLh4nkdl1iJMEQLcIn+X3GsRatda9OwRWfKFEGOvuwy/XCeaDjAsnOB85Q2WJu/k/E9tWmUXWRUojVbJXdIJxhUCMZuJE020mESyT6VwxUAQoDJpsfbBJJdeqHLtYI01n0tz8mclRNlj1adStCoOqiDQtTqIUXNQIxJ6xSG7KEAgJvn/HxZpVWzWfD7FyScLKILml74mZXJDOlp/jdC9F4i7fcQDETIbFHLDFj2D7bRqJof+tsyaB1Isvz+OY3kkezUCbQ4XTI9YIIOESps2SL1aZ3HHVjKBfkrWJA2nyIrYrdTtIlm1H8NpEhDjDNUPsjyyh0WRrahiiIo5ScG4xmjrFB4edbuIi4MkyEzrQ1StGQ6WHieldLEt9SCKGESTohwo/iNNp0xYShKWExyt70WcLemVBRUJmcnWRZbGd7El+QCt2B3oToNTledne+sFBAQ8BAJSBE0M0RlczLXmybmAVhPD6E6dnHGVllNlqH6AvtBq4koHoiDySu4H2K5BSI6TVQcISlHK5gQjzVME5RiaFCYsJHE9h6iSJaF0klR6iEpZFoQ2YrgNRpunOVl5DtszGWud5c627xJX2+bGgaT2lv9p1ZrhpZm/Q3f9cSIkxbk1+22WRm5hQXjj7PG4PDH+b/0svedgo/NG4THu7/iXCILA1cZxYkqb77s7K95UNCfIagPkzRF0p0ZS7UKyZWb0y74asmcjCAInys9xb8efc7z8DGVrkr7QGgZC63EwSSrdhOUYuepVTLeF7ZlE5TSu51K1crScGlVrGs9zeS3/CHe1fe+G43w7fib/5oXN/x5f25iSgQ+h5Pg6ruNh6e47tnGTTsA883xcmA9q55nnD5yB0Aa/pHLWWkETIywIbfgn/la//zTyFhdfrFK8YhDKyCy/J064O0pnYDGjrdNzr1PF4AdaJJAUkcFdUVzHY/q8TiQjM7A9QmXConfTjZMh2zMpW5MAyILC9TC4Yk0TkKL+BO59SuH0mo0oC6jBt14zqZ9nonIZ+/VlXDk4iSyoRF5PsWBHnGX3xOndEObam3XUsMjqzyU5+USRes4mlJKZOtNi9QNJ+ja/NUGTFJEFO6OkBjQKVwwSPSrJfm0u8K3OZqRtw2Nsr4d8V5xIOMN9Hf8T52tvMFQ/AEDdzvN6/hF2xr9OaczPJNquiSu5XHlKYsvDX8GKFbA9i4TSgW7XMbwGYTnOMeunpDf2s2jDFhxRJ5hJsc39PIIgojt1zCoMvVbF9gxUMYjtioyeqNKzM0Um24eASLvmZ1tFJFQxQMupY9n+QkJMzqAFFZJiF6XWGK7nYLgNGnYJEYVJ/RJBKUJAiuIUQxz9URXP9ftI88MG2x9uI9apIskC1yr+729SOc6SOzZw/sUC1UNp7tz0J5SCQ6TjWcLVfk7+o3/ePBf0ioskC1zdV6c2ZbHxa2mu7KvhGH420zZdNn0tgxL0s0fhjIwaFKnn3qokWHBLFDUm0G0sZ7x1hqXqbYw8LRFwLDofqHK0+gyt8Qr9W5eyefXtROMKQ7U3/OvQkKjnTWTFn0pYLZexow22/lGW8aNNLN2jPGIS71JILdAoj5lMnmySGlBZ98U0mUUab/4gR3Xc5NZ/2cnLfzWJXvEVos8+LXDnX3QhKpC7qNO7KUJmsUYwJpNdGmDmQgu96rD7f+hk+kIDSZaQAyJDL1VZ2G9xePR5wlkFTJDVKJF1cXoD93PxcZfGjINZgze/n0MOinSvD7H5axnWJe6hz9lC8YzHpt6vMhI5REJL8WbxcSRBomJPk1A6WR2/i5dzf8euzDeol5tsCj9IU8gz3jpHfdbbtC+0hoicomYX5hTJA2IU27Oo2QXichuWZ3Km+hK70t/kUm0/TadMb3A1dafAtDHMluQDTOgXaNMGicpp9hYe9QXDvJ3IUoComMF0DbqCy7jWOkndLiIJEhsSnyYmZTHc+uyil0dETvt9rYJIQumk6ZR4o/APgIDtGQSkGGtid7Mx8UmSag+eB4Zb40zlJSzXIBsYICwlSCidjLXOoIoBwpIvXna+9iodgcVcqRxhILIeTQzheg4hKcHa+D03eUU37BLT+jAla5Kk0klnYAnDjTdxPIuS2+RK/Qi9wZW4OAgIONhYbhMPDwH/XtbdOoqokVZ78HC51jqB57kEpRgeLj2hFRSNcQRENClIUu3C0/3z0HTKc76zU/olFtnb6AgsZiC0gWl9iJOVX5FRB1ga3UFYTtEdXM6p6gvU7Dwtp0ZYTtIZXMLlxmGichZJVLA9g4o9/Z5BrSwqLIvuYkofmhOii8pp2rQF7zlOf9SoEYlkv0rpqjm3LZyR36fd5UbqBROz5mI2XbSoRDArEgh8/FqG5vn/D/NB7Tzz/IGTUNu5ve1PyBsjeHhktYHfie3Nxxmr5XLmFyVyF/3JiV51OPJogW1/0saa+D1Igsq0MURESrImcQ9ROf2B9qvFRNSoSPe6IHrV4eKLFbb/cRuiLFCbNpk41cK1PLo3hOjQlviehaKG4mpYnkFWHUB3zjAY3jw3aQNfhdhquAgylEdMhl6pIodElt0dJ9WvYUl1TldeYol5LwcO+16ptmfieDajh+r0b40QiEkkejREScBzmAuMxNn5z5U3arQtfYcisgeRrEJqUKVOnnHjDFozRFLtItn7Vr+p1XLpSnbxUu5v2ZT6NJfq+9HEMI5noYkhKtY0ptgk2ROkXjSQBAURAavlIpsxskH/fp3Sh3gt/whBKcZgeBNHy09RdaY5JzxDj7YK8Hg1/4O5/rlbpO/RbNVpOVXAF2SRPAXJVZFFjQ3JT6LOCqal1B7CcoqqnffLqBFYFN1KVZhhWXwHeesqBXOUml1kMLSRlNrDL6f+T8AjKmVY4N5C27q1XHneQtIE1KDIzAVfFRqgV1tLVSsybpwkvcZh25KNSNU4qWiITnEABRkn4KKGcti6g+v4E9B4l8r4Mb859MzTZTZ9LUNpxMSo2bQvC97Qlx7vVNn9zzu49GKVes5fLOlYEeTCE1W23vclDro/pc1ZyalhmYXfhJemHsV2/AnveOwMYlSifewWBtu3cr75CoqsIgjW3D0gayK26c1me/wMUHqRhpaA7EoNQYDh16oULhu0LQvieZC/ZDC4O8LEiSZ6ZTZrJIDV8Bh+rcbye2Ic/mGR4z8psOZzSZK9Gm/+1xyO4aG/UiParnDbv+rkwvNlchcMXNtDn1DJJLpo2DOIEtTNEiElQuWKgOBIyIqI5wp4HlhNl8mTTVoVm3iXRiabJiTbuHacdCzB3vIjaFKQqpUD8PtaEahYM7SsOmPPBmCjSWwgxi2Zr3K5foRJ4wKqGGRx4n5y0/9pNtvo97+LgkTFmkQS/OtSs4sIgsCEcR6AtsACXpj+z3h4lMwJVDFI3S7QH1qH4TZYH/nEDb3aUTmF4dbZlvoCCAJBMUpK6aHu5MmbowSlKB3aYo5VnkPAL9VPq91crB3AcFuIiChigKZdAgHqRomE0snF+n5mjMuk1R56w6sRkDCdFr2h1QyGN6GIGgIiJ8rPkjd9BfLb2v6IE+XnuKPtYQYjmxEQsFydijVDWE4SkMK07CoHCj8lZ/pq53W7wOrYXUSkNGP6WUJSnBnzMg27TFLt5Hz9dbYkHySudFC2pmbFnASy2iCaGEISFdJqL8uiuzlTfRHDadAXWk1S6SIqZxhkM5HZ8TeqZGgPDDLeOjd3Xy+MbsJ0m8SUNq41T5LUOumTfAum09UXSapddGiLuDXzTU5UnqPlVFkevRVNCuN4JiE5TkzOort1NPHdhQ1bdoWWW8fzXG7P/jFVK4cgQErtJaq8+7PBaDg0chaNgkOsQyGckZE/5D5XLSyx5oEUF1+oUB41iXaoLL0rRjDx60ODet7k8mt1Tvy0iOeCFhXZ/ecddK6eD2rn+adjPqidZ555iCnZ9w1kzZZLI2cxc1HHtXyl1esZpt8XbNuk4sxgei0UIUBEShOQPxp7IqPhkB8ybtimVx2MukMqnWZ94n7qdoGmXcFyTFpOjZD86612olmVZXfFaRRsHMsjnJaJtqnUpk32/00Oq+VP+q++WWfbv1hHI1TkWvMUKbWHpdFdtGmD9IXW3PBZ5XGTY/+tAJ5Hx6oQp58s+aWnLZfJE03u+stutG4H2zMQPBHPfav0zMPFdXwlWjUkseyeOMd/UpjrwdIiIqIs4Do3lqs5tkfhss6FX1Uwag7ppTKRbdMcc36Oi0Nc6WBn9mssuzfO0MtV2jbbHJz8OWJQxHCbROQk9Vn/SlGQcHBxsendI6IXYxhTASRVYtGeKOGMP4nSnTonys9ieS2K+hj/H3vvGWTXeZ95/t6Tb459O6ERG6kRiJyIwCiSoiRSpihSpGxFW5ZnbE3wbtV6akPVfpsvM+OqnVnZ1lgWJUuyJVGBlERRjCAJIhJEagCNBtBodO6b48n74TQv0BQp0pJlyVv9VOEDDi5OPu/7Pv/wPLJQuDXzGLZnkdK6SWt9vFF8qk1odSmCF66RWuNRedPB9z3qfpHunh7ccImM2tMmtABRNcv21INMti7RcIr0hNYy3bqC5TVYHB3gQMenKVpjVJ1ZJFRey3+TlldFFioeLmeKL3Fg/Vrsp3zsVqAGrGgC1/EpX7e4/KoL1m627NxJPvMGbmKaWCLK8MEShfMeRlRlzT1pdn4uR33GwXM9KhM2Q88HhNxzfVqlIAO/dNe7lzSm+nS2Pp7BsXx8z2d22CScVjj31wprDzxGqidCLFKmJeVxPIu3ZIx9D8arF0l6W+hhE6XINWKJMIu3u22Fa0UTrP9IiqlzDWRdYtH2EMsetDlX/ylNu8bqnXey95YeilddJgebZFYYxLsUJEngmPPLIIUU3KP0MoMtj2VxbY+ugRBvfqdAI++AD5IUWCPNXmoR79YoXDZJrZSxqrBzyce5or1E0RpjabyPvsZeLh4SKJrP2g9EGT1+wxc41qWiGtLcccVcjzs0HG3OlzX4Ft6C57v4rsB2TZbcEeP1whOUB2fIdCbY2fEQCSXHSPNNpptXuD33eQrmdXw8cvpyXpr9KoqkY3ktJCGhiTCqMFgR2cHF2qvIyHPKxGkc3+RK/STT5jAbEndza+YxcnpgD+T7HjWniOU1iCqZoMfVN9FElLw9wk8n/xu2byIQrI/fyR0dn+VU+We4vktGX8K15hl0KYzp1Wl5VUJSnISSY0loE6/lv8Gl+hF8fArWGDPWCLdmHqdgXudQ4Vusju5FESqDtYOIuW/J9OpMtIbI6ktwcZBROF76IecrBwHBQHw/m5L3Y3mNNqF96zs8V32RjYkPMGlewvJadBurUYTKq7N/T8OrYEjPcHvH5zhc+C6z5gidoRXsTj9CYs7GzpCjLA1twpCjCASz5jUOF77DbdnPIITE+epBMlofcSXH7vSjjDbPBPsxVtBwqnjY5PT1pNUe6jfKxSMAACAASURBVE6Jgn2dU+WfIQmZq403SKu97M0+Toe+FM/3iMhpZqzLLI9sJ6ZkmGgN0RdajyHNt/NxPZtZa5TrjTOcKD+NLBSSShe3Zh9v2zy9HZbXomrNMlueRnVS5C/pnH7SZcNH0yzaHEZI/7xzbrRDZeNDaey6hxqW3jdxNqseb/5jgTm7cMyqx/G/z7P/z5R3VfpfwAJ+01ggtQtYwL8itCoOQmZef+VvGr7nUxmzeOW/T9GqO6iazLmnShz4911k+/9lbH/eC47jMGae4+fTX6buFtGlKLd3fI7FoVveN7FtFB2suoekQLRDQZLffXKXZIEelWlVbvLoFMGi3vd9xprnOFJ8krfYX7exih3phwi9Dw/DcEolnJof7Z4402wTWgDP8rn6U58tD32EdfHbEUIQlpNIbys5thou554u0sg79NwS4tqRGs2SS7RDCYiV6TN5tsGaxXGWhDdRZoTcih6mh6uIOZXPjpV622Io2aex41MdmHWPjpU69bxLPR9kbAfuT7btfRp5h+PfyOPZPr7vceHQNH1uiM59K5mwz1O2Jyl611l66wY6B0JYRp7ORi9RdQP4PpsS9/Pq7NdxCcjmhvhddGhL8bpc9n46gdlwafolSsZJimIRaW8Rjm/RcCvYXgvPd7jaOMG1xpsBqbDG6THWIt/UY5zWehlsPU/fnTsIZzuYuWAS61RYvk8nHl5FRJkvWCaLwGqlYI2hSgZnKs/h+BZ7oo8CEFGSVOwZXpj5CrvSH6doB4JMqtDAF6ghsEQNWY3iWj5qWCKzXKc6YXP4K9NBdtN3uDZYYednt1JUTjH1usz5Q6P4vodS1Ch/vcWBf9NLxyoDs+py+WAVs+ZiN4MSwCU7I3i2j+f5SG9b/FpNL7DnqXsYCRnf8znxrTzjJxvoUZl1H0oy/OMaoUSNpbtjSGIuaOODHpOxWx7JaAapHqM71E1f6k+JqykGPuTQuylMedwms0wnnJGxamE2PAhevMRPZ/4SH48dfIaxoy5+bZZFqzJE0ioTZ+ts/f0Ojn8zz/ZPZjn/zA3RGiFg+f4Yb363QHHEIpZTCacVPAcUQ0JWBJ7nt0utl+wKE15X5HT+RepOkZXKVjbH78d0G5T9CQQmax4JE48lqV7zOffTErEuhTX3JEn0qDhm0F/4FrkFCMkx+qO7OFb8PoYUpeYWiMgpVElHlhTSWi/PFr5GqTWN70PTrvPizFfYnLyfofohBILpqSvc1/klTDfoNV0fv5MTpaeQhITnuezq+BgxNcva2D56Q2vxfJc3Sj+haI8TVTJsStxLp76MLn1luz/b9z3GWxc4UvgepldHk0JsT32UnL6CidZ5TpZ+gunV8QEZmVPlZ+kNDbA79jie63Epf5yV8d0czD+BP1caHZLicwEYi0lzGEnIeL4DcxljVTIIyfGga1dI7cyjJoWJKRlWh/bTbfSDH4giNb0qISlGEA5wOFN5jk6j/xdEkRShIQuNkJygQ19Kf3QHY81BFoXWYXp11sXvoNdYS9Otsif7KLoIo0gGMTU9bz9T1jAnSz9u/3197E7GWuc5Wvxee9vW5AMMxG9Dk8LoUoSqnWdZZAtJrXtO4CmOLGkcLT05bywt2GPUnRJhJUnZHmPaHKZTX0lMyXCk+D0kZCZbQ8yYV9mTeaytPF92pqnY0xwtPomHiw2UEZwo/ZDbsp8l9DaFesezGa4d5sTsT6lN2wgEe3Z9nFu2LUGESzRMj0joveeQfyoUTULR/mlZ4KAXf/62yoSF6yz04y7gt4cFUruABfwrQKviMHmuydALFWRVYu29CTL9Oprxm/eTa1VdZoab3PrFHJ4bZE9CSZnCiElysfZPngzfLzwnEPIQ8ntfY8Wd4sXZv6XuFgEwvRovzHyFh3r/z/dFakvXTY5/Y5bJwRaRtMzmR7J0bwzN6zm9GaGkzOp7Epz6XgF/jtcu2xPFSCo03BJnKs9zs6TkROsiDaf0vkjtO8Gzf3Gh4FqBl2RMeXfhELvpUZ9xSC/TiHerlMdu9GPiB6XDqT6N6qTLYm8/TWOK7EddOo5HqY8q5Poj9G2JtvtghQhKNs8+VWDzoxkuH6zSLLp0bQhRuGoSTil0bwhTnbLb5+wDHh6TFxqs3LWCCYIyy5ZbwaGJkvKwXR+z3mC0eobMXNb5zs4v4OPj+g5xpaPdq1ZkghdqfxX0pTVANAQHsp8mqy+l21gZqKjOQRIKAomSPQ4CVkV3c715Fte3sbwmESXJG9Y/khlYRmxZD3VvlmvNHoyD21h7bwjlpnWz6zvk9OWoIoTjW4w3dKJamg5tafs3cSXL1uRHKFoTdBkrGWsG5ZR4El5LkF3cwaq7NBRNEO9WUcMSI6/X8ebeIYGE53tcOVRh7f23cOjMJI5nIQsZy29SalrMXI/ipmbR7U7W/16a6bMNrh6uk11hEMnIHH1ihm1/YlCVJ6k7RTr0pUTcHCOvNLj0UhX8QPl4zb1JPNtHUgSNgsPZp4vs+sMcs0MtugYMWk6aLf37uVQ/jOd4SK7OhtA9iEiCZCbaDmCE4gqhAYWugRv3KjzXQjneLFHyxrlD+xJv/m2desECSkwddxm4N4OsQedag9u+1IXr+tz9n3q5+FwZz/ZZsT9Obdpm2e440Y4WvusTSsqsuS/BoS/PYLc8ZFUQ71XJrNAp1mZ5tfJ3uKEWnufzRulpHKWO6TQZcY4iqxKEBRGS7N/4WT74f/diN3xOfGsWp+UjyYJlt8ZYcSDWft9d36E3tBZNCjFcO0JYTtBprGC8eYEP9nwJz3UJa3HKrVk8HCRJUHWLc76sov2eN9wSg5WDVJwpOvSl7Eh/FF2KklByRNUMiqTS8oJA0sHZrzJjXcb3fRpuiWOlH/LBzi+1CS1A3SlxtPD9tter5TU5Wvw+B7KfoeGWqdgzqFII22vhz323lmNSOdVCyFBO5elJLWNP5hGuN88SlTP0hgZ4s/xTbkncR0ROzn0jDQQSYTmBJgwiSoqd6Ye5WHuNzcn7GW+eZ01sHzE1w8XqIUrWGH3hDVyuHyOl9WJ5LQbit3Gm8hwA1xtnWRQaIKZ0UHVm5sYUiZXRXShCY0VkB77vc7H2GssiW9iYvJe6U+C5mb9CAAklxz1df0bqbYTWdOtktD76jPWMts4CPh3GEn4w/p/n/e589SDdoZU8M/WX7W3D9cPc0/lnN/XCBoG4t8PF5lD+m8xaowCsj9/Jheqrc1ZGAWatazTcYpvUzpojeL7b7ql+61mVrWls3yL0tmPU3SJnKs/jz7HFbGQRmY4U56tPMVEfIieWsFm6n4ze9wvn9y8NIy6jRQRW/cbc1L0hjBpesAJawG8PC6R2AQv4V4CZoRav/o/pNk+aPtfgrv/US3bFb57U+r5P10CYk9/OM3os6N0LpWRu//Nu3mHu/xWP4dFwytTsMr5vE24otJ56FmSF+P7b0RcvQUjvPlm62G311rdgejVs/71Vh82aw6nvFpk8G/y2Puvy+l9P84H/oxdt8TvfXyEE3etDxLs6qU47hFMykUwgwmPaXlsI5GY4vv0Oe3rr+n/RsudmdG8Ic+VQ7Qa5FbB0dwxZ/uWlaFo4yMCNHq8zerzOytsTFEdMPC8gxds+m+XasTrTF1pIkiCzLMz634vTc48MroysCoQUZJ/fykpbDQ9Zlhh+uUpxxEKLSpz5QREhBK2KS3aNgR678awkIaFLYcIJB1OeBBeEL5FUu3h59qv0GgNcbZwkb41Sd4uU7AnK9jS7M49wvPhDplqXiKs57u/6DyS0zqAf7qb76+NzofYaWX0p6+N34ngWF2uHiChJticfxMVhTWwfltcgpfXwgdyfMN66gCbCdBurCZHgxNWX8ZxholqKNcoHGDzbYtFmm3BamXs+HuPNQQ4XvovttRBCYmvqAZaEbkGTb1QrRNQUtyTvo+4U8fE4Vf4Zs+YIITXB2u57GP6+j1MPCL9V8+jdFEbWxLx7FZYTqIaHpPnoCQk5L+Ph4vs+LkGW9YWrf8cO6dMUz8p0rQvTf0AwcrjB9eM2ax7WKBZLONUIcaMTU7eRNYtLL1fb44fT8jnzwyIrb49TnbQx4jLrH0hx5WCV4qiFokt0DoSJn9/N7t6NeEaLdDKDbifwl0pMnG4gKYJEjxYoEZccXDvoqwslbiwrZKEQU7K40zEapTxCBllIyDKMHqux8/M5ZEXCSML1Y3WuHavSszGCGpKQdcHQ81VaZYetv5+lWXAojQZ9kJsfTTN2soEekejbFqU6ZVNNTlEu1RACjISM3fAYMU+wNLQZyX/rHvvU3SK21ECN6Fz4UQWnFXx7vgeXX6nSvSGEGpIo2mMMVl6m4VZYH7uDldHdKEKlYF3HkGK8MPo1bNdkd8/HmKhcQQ/LeJJDiPmBKwmJkByn5swgCZm8NUreGsWQYtzV+ceokk7DrXAo/23Wx+9k0rwY3DsUZKFSsaexvPl+z7ZvttWC3/oGLK+B47coWZN06EuYtq6iCC0I3sgpUmIxR19sUrWK7Hz8Ppr2VcZa5xmI344mQnPZx350KcSezCe4UH2FSXMIEKyM7CKmdKBLYXQ5wvLIVhSh82DPX1Bxpnlx5m+RhULeGuVK4wS3d3yOs5UX2JH6KIqkM1Q7jOnV6DJWElFS7Mt+kuHaEYr2BItDG+gOrabqzHKtcYpFoQG2Jx+gaE7Sbazip5P/rR0kcHE5V3mBXelHaHplytYUPh7nKi/RdCssjmzkQPbTDNVeRxIqmqTj+ALHD94bIQR1p9y+b57vMWVepubmwQ6yxnW7RF94I+cqzyMJGVmoxJUOZKG1CW0AQcMpo0jqPP0C76ZJMSwnabglVGG05yJJyGT0PnTp7ZQWXN/G9W0kSSBk2Lr4To4Uv8v1xhl8D0r1MfL2GB/s+hKxf0YV5F8FoazMvj/t4sS38lTGbbo3hNj0cJpoZqGndgG/PSyQ2gUs4HccTsvl8sHaPC8514HrJ4LszG8aekQmP2y1CS1As+hy7scldnwmi8qvF5n1PJ/C9TqDr0zjtHx6tiuM6cdY1N9D7Yl/oH7iKD1//hfoi949Oq0InbS2mIJ1rb0tIqfQxC8uHN6OVtVj+uL8RaNj+TQKzi/1zJVViXi39gv9Q2E5Tl9oA8P1IzdtSxB5W0+t73uU7EmGa0exvCYrottJa4tQpRvHtBoujZKD7/lseTTDyJHgPVi+N0ay7737lhzT4/zPyoFPp+1jVj12fT5HacxCi0hIkmD4pSqRjIKkC/JXTCZPW/TfFm/PDlbdZfxUg6uv1UCCJTuipJfp1GYc8ldM8HxkLfBaVcMSkgTRrErXhhCTp4P7Gg6F2XhvhAvKETrkpayO7eV0+Xny1nWWhDdxtXGCmJIlKqfx8ag7RRzPotSaxPVdLK/ZXiy+kw+khIQAomqa7ekH6Y/tpOGUaXk1TpefJSwn2Kg8SDgcJm9fRZcixKw+zj7Zwojv4aGtdzDrjiBVYlx5UiKcCuxw3go21J0Sx4s/wvGt9gL2VOmndOrL55FaAL+mo5udKIZgb/Zx6k4pyHg1Q2hbw+SHHDJLDTpWGqghmZ4NIUZer2E3guvTDY2BvRlEqMzqu+NUvmbSbAQl3ovWJ5GSTdaV7yd/1mdmMPBuXbIzSudaD6vuEk0YXHypTKYzwbEXKniOT/9+jf4DMS69EBAhIUGzFFjjyJrEyjvinP1BER9wbR/X9jn5DwWaBQeEQte6DtR+HblPcPlgmckzwQJ9+f5ArXvk9Rq+C9GcwuZHM8S7tLn3PsnG8H2k4lm2fSjO2KVZisMeTa9MNJZEjQSDWiPvMPiTEr4HF58NeoSTizX2/kmOibNNhp4v05h12fhQmiP/c4bkYo1kn4Zj+hz7+gy7PpdDlQxWJDbTo25AUnwmQm/SUGeRNRm/Be5cz66iyNiOSb01Scde6JQlakMaUycC39tW2UV0zvLizN+2yeRL+a9yZ8cXOFH6EaPN08hCQ9NDKK5EzZuhf/EapqwhFFlla+pRRhun8XwXXY6wKfFBFDS6jNV0GsuRkJm1rrUFpyBQAy5YY3i+Q0rtoerk0aUwklBQhYH6NgIUKA+nqDjTmF4D17dJqF2oUoiSPU5/dDehZoKrjZNkjD62JD7MlZ9Z1Kp1QlKa41+tsPffrEJP6RwtPsmsdY1b048hC5WfTv0lslAZiN3G6titKJJGXMkx1jrLG6WncX0HRejsSn+M3tAAF2uvYcgRyvZUO3A31jxHTOmg5dW5VjvEnsyjzLSusCi8Dgg0HDYl7wv2Nee1GlGSpNQeXN9mRWTnnBfsMAm1K7BDQkEIiaI9Qc3NcyT/Hfpju3ht9ttUnGmEEEyaQ2xN2qyN7WeidYGk2kXRnkAWGqZXI6P1UXMKAHMZ1DkC6sO1+ptYXpOQkkBCMBC/ncnWJbqNVfRHd1C0JuY9A1morI7fyunys8hCRZUMkmrnPKXntNbDePkCezKPcqL0NDUnzyJjgG2pB97Z3keKEldyVJgmklZQVY3RxmkEol0Zkbeu0XQrv3VSa4QVejcpRHMqnuujhaS2vsECFvDbwgKpXcACftchi3mZr7dgvE/Z/V/78KpEbdoOBGNuIta1KRu76WG8f5u9d0R1yuTFv7pMs9UE32f0lMOO399As/s6ciyGW63SHDz7S0ltSuvmjo7P8eLMV5i1rpFUOzmQ/SwJ+Z3tFW6GGpJI9GhMX7iR1RUSbT/VfypkSWVd/HZCcmxucZdjbXx/W4HzLZTtaZ6f/pt2BH+0eZr92U/RHVoFgG15TA02QcCxJ/JYDZe+LWGMpIIefX+CHs2yS7PoEkopeI5PfdbhyN9Ns/ffdjHyepX6jIsz15P4FgpXTLx9fnsRVbhqcvZHpfa/n/lhkY2/lyaUUrh8sEqr7GKEg57LlbfFkWUJOQbrPpRi2Z4YVt0jklWIZBVS3sMIV+ZC42VmratAkNlQhE7LqxHyEwhJaivD3pK6B8tr4eIQnVvE9YbWcr56sE04JGRWx/a2+2V1OUKX3E/RGudnU/+dkBxnXeNhLKXJM1f+Kz4eRkxBs1NsXvsYR/+yydVDIXb/8RLqRpmN/9YFU2XitQZTgy0Wb4vgJK225ZXv+biWT6NRp6rVkUSSaIeK7/sUrpic+UGR2oxD94YQK26LMmK8yeXGUaJKBqlbYuOae8kZNxak0ZzK7j/MMTXYxHN8OgdChNIyZjWF2llk2x/FaBViqCEJIy2o1soM/oODN1OlPgkTp5p4LoRTMqvuijNyuEr3igyHvjyNFpZJ9GiMn27SuTpEvEelMm4TSil0Dhi0Si5CBIJfruOjzQnFxDpVTn+/SCynsurOOJWJQGxMUiT6tkVYsjvKtSM19JjMyW/l2xYgtWmHoecr3PKxNIomoTYTKEe3cPJwlUbBZsmODnL7PN584Srde3xsowzkaJXdX6j6KFw1qUza1Gcd6rMuXetCGEmZ7GqD+ozDlVdq2C0PQdAikU0vZuaIyomjs0iKYMWeXWzcn6ChzNDM+zi2AwhuW/0gQoK8cYHTvEqj3GLJynWsWnYvF7/joqU9LLdBp75injXX1cZJIkpq/ncsQUzLsDy2jRnzCo5vMt44x5r4PvqjO7B9i4TSgSZH0OUwr8x+Hdd3WB7ZyrbUg20C5PsePh5Nt8qO9EOcLP2EWWsERWhsSt/HrDlCVEnfpHos2JX+OJfrxzhTeRZDirIhfhdlc5pdmUe4UHmFldFdJLUuGk6ZE6Wn2LDuEUaOu0iujCGiKBGfU3NqvlltMYqk8Wr+GxhyjKozy6HCt7in889YFF5H2Z7mjdKPcec8YB3f5HjpRyS17jlROoGEjDRXZqtLUSShMNm6xIx5FdOtc6DjMyTUG+OxEBKKmB+Yu1nVWfdDQR/znEWSIUVpulVy+nIGKy+xKraXsj1Fy6vi4SL5cuBZ2zhJUutm1rzG+sTdXKmfoO4WSak9bErcx/XmGXz8tvDXImM9ru+gy1Hiao6XZ79GzckTUzroNlbScitYXouU1o0idBzfJKstoWxPoUkGm5L3MdYcJKX2sD5xFxEl1b6GsJJkTXwvdbvEXbkvoEoGETn5C720N36fYHfmEU6VnqEoTSBLMoYSw5orMwdQhNIeH38XkOhZEIVawO8OFkjtAhbwOw5FlVh5e5zRY3WsejARx3JB7+K/FDpWGQiJeQvPvq0Rwslfn1hPnW9imTd8M/Hh2iGTVfdHkEJh3GoVobz3UNUTWs29nf8OFwsZlbTe+57/ByCcVNj08TSv/o9p6rMOsgLrH0wTyvzqw6Pr2xgixpLwJlJqzzv20k60Lswrj/bxuVB9lQ59KVZZYvJcg8mzTTrXhFi6O8q5p0tcPVQnmlNRNIkND6TeUwlTkgIl4kbebvdtamGJyoSNWfdIL9W5+nqNm/WlOlYbbULrez6jJ+rz9ykL8lda9G4Ks+9POylft2hWHOJdGp5z4wUxYvK8wEu9YHPtsEerauPvVnEdH1kRTLaG2JC4i3OVl/C8oGx8TeJWhmqvc7l+lIH4HWxOfBB1jrTGlRx3dPwh1xpvYvsmy7U9KOUYlaKFHpPRo8ExG04Fy2uyStxB/rzD1LKD2G5gB1TPO/jpAlXlGuFsF0LxcDunOJ7/BhPjQ6TVPm7d/xgTP8hw9GtNtn7RIK50UHGCXs5GwSGiJqlcljnzzBQ7PtOBYghO/mMBq+ay5t4ElUmbk98u0n/HrfSE92O1bIRuU/WniXXUCMlBNEgIQaxTbVvv2C2Pq4eqDD1fIbksQd+dHsbKKk2vxKX6aRa37iAeB1/Wac4EhPb6iToDH0xixBUURaF83WHHF5IoywqMNU4TcTqJu8uJdUdYvD1Kq+oSzSpEO1V6t4QD4bOEBG7w3J2WR6JXJRRXcC2Pi8+XUUIC0fQZ/GlgG6ToguqEjev4+H4g7ARQmQiCXYomURixOPfDCkrYR9YFVw5V2PRwhls/381k+DgJZw0JLUcoKc8bXzzXJ9qhULhqEutW2fpYhsuv1Bj6eZllu2Pkr7QY/HEZASzdF6Nw1USOSXTeItO5OUflimD8VZ/FK6IoSojb41+kKUrE9TS+XGXWGuHV/DeIRnLIjmCkcoZktov1v7+Nw85XKU6NsiX1IZJqd/AtyzE0KURETjLVuoQ9V/4eVdJ0GSu5VD/C+crL1Nw8ttdisPYyuzIfx/VdFKHh4ZHWelkXv53L9eNMm5cpWKNtBdywnCQip7jWPMP62J1sTt6P7TXx8blaP8mkOURGX4Tvp5mxrnGy/BMq1hQprZcPdv1HCtYYl+vHcX2LO0NfYFvqQaaty7yW/xZvRSK98DfY88U/QMxmMMIqXnicydIQAone0DrGmudwfAtprvLGx+dy/ShLIptwPBPXt9v9oWKu9NbxbJaFtzBSf3OOlFfQRJilkU003QpnKs+zKXkvPjDaPIPjryKh5jC9OrZnoUnGnJ1QCce3MORYm+gX7XGuNE6yK/1xLtRepWiN0xdax6LQWl6Z/QbXG+fYln7gJlXq4DoNKYrlNkH4nCz9hE59OUvDt7A8vA1VCY4XV3NcbZwgpS4iqy/mldlvsC31AEIIivYYAAV7lII9SkrtpdPoJ6st5kDHpzlbfo7u0GreKP0Yz3dIql1ktD5abh3Xv+H3CkHv85HCd5mdqyBShcGBjk+/K6mFIEC7O/sottdEFio7Uh/llfzfAx4CiQ3xD/zWs7S/DFW7QN4aYbx5gZyxnJy+nPjv8Pku4P9fWCC1C1jAvwIk+zTu+t96mLnYRNYksv3Gv2iENJJT2PennZz+fhGz4rJ0T4yle6LI6q9PahVVQZNCNF07WBnLMrIqEZOSlGZnkFNpQqvXvq99pfWed9xu1h1aZRctKhOK/+Kwl+03uON/7casuiiGRDitoEd+tWurOyUOzn6dijPd3rY+fhcD8dvmlc6+VXp4M4QQOC2P00+WmDzXpFV2GT1aZ/HOKL23hBh7swk+mFU3IBLvcS6hpMKSXRGq+Sa1CcgPm6y8M87VQ1U614YAwfoHUkycaoCA7nVhutbdKHUUkiCaVZlmfm9yJKNw6YUK00MmmiFACAZ/XGbvn3S+43lYDZezP5zz9RWwduNqZPswXqzGpDnEishOPtT15xRbU0REGtf0OVZ9kpCXYWR2kFvi98y7R0mti6TWhVlzufRChauvTeFYkFmmccvH0jQSYzTcEmV7Cp0EddMKSoDnmNdbQiyWV0fRJdZ9SuHl2b9m2rqM58Fsa4Tnpr/Mvff9L5z4Lz7ObIidXR/jSP77XK9eI2V0sTn2EQa/7FIZc5gabBLvVmkUHPq2RRh7o87oiQbb/yDLqe+UKF4zUcKCzHKdjR9dxsyYQ7LHIpJRkN8mtNYoOFz8eQV8KF5yKV6CxXsy9N6VJB7PIdW7mNEqoAl2fyHGhWdLIARaWMJ1fVKLDOI9KpfdVzk2/BNkTaDHZLLaEm4deIxD/6WE0/JwzCAzu/6BFI2iw9ZPZDn+9TyKLginZQbuSzF+us7kYAuBQNUlhCSwmzB9IRiHIh0KsibwHB9ZDe5tarGGNicWM3W2iRaRsJoutl7G1z0mr0iINYe5MHaStbndAIQzCus+kuL8T0rYLZ94j0r/gTjnnymzfK/G4b+dwWn5OC2PycEWe/4oF5TMSwKr4RFbZXFRfY6hmTdAQO+ilQw8/CFmL7QIZRQuPishqxkW7ZXJrzuBJ1n4+DT8PHoiSljEKemXUEMuI8XjeLj8fPr/5aHe/4tXZ7/JtDVMVMmwPfkgBzo+w7R5BU0KkVJ7AB8FFQ8HTYTwhIvr2xTMMXrD65hsXeR89SB1t0RfaAMbE3fzav6bXGucYkVkO7Zvcr15lg2Ju6jYM1TdGU4Uf0jNLWJ7Jmmtlw3xuzHdJrY3yc+m/h+EEGgixNXGCWzfpEvvp+rMEJGDLKHtN5lsXWJT8l5OlZ7Fw6HuFVFzFt2LaYEo5QAAIABJREFUggBbwdTQRYSGV6Fqz9AdWoVAmsti+ni+S1Lt5mrtBBm9D1UYVNxpJGQQgozaiSI0omqKO3Kfp2rPzpXh6lTsWQbLL7MqtptLtaOMtwaJqznOVp5je+qjjDROMmVeZnV0H0LAxepreLjElAx7Mp/AkKK4vkPLrdByK+zL/D55+xrTrcscKXwPRdKZsoaJKEl6jbVcaZxAiMBvd3V8LzE5S94axcNhwrxISutGVYI2gaiaQpVCSELmjdKPeSX/RDCmyUnqbglFaDd6cJEIyVFkoVKyJ1gS2cSt2cepOQVkoeD6VqBw7MwEmWqh0nDKqJKBKukUrOttQhs8lxbnKi+wO/PovDaTt0OTjLadWH90N53GCmata6TUbpJqD9o79OP+LsB0m5yp/Jw3Sk8FG8qwJrafXemH35el3QIW8OtigdQuYAH/CiCrEqnF+i/t8fxNIhRTWLorRmqpju/6hLMKmv7LSV+r+lZp4y//Xccqg1g8il8OxE5kVWPgjkVI198k9eGPEtm0BbX7ncnq+0HpusnZp0vMXGiRXqKx/oEU6aUGdmvO4qTpYcRkojm13Qv466DuFOcRWoBLtcMsjWwiepOcbndoNeeqL2N5Qa+yQGJ1bC9mUWL2kokkBeI1WkTiyitVtjyWYWqwhZCgb1uknU39ZbCNMv7+E1Qqw2SlZWw2NjP9usCzfHo2RpAVCKUUVt4eBz8Q2Hl7WfOirREmTjdoloJUbySj0LspjFX3uHqozlud1npMIrFYozppM3MpOM9sv0Esp2JWXWaGbljEXPm+zLb7P4WUyiMpPmmWMXNUcP2QzMTMBFpYYdOjD3Ok9Q1EvIXreDQaDuHU/CmrMm5z+eUqraqL1fCoTdvoMZnFHzQoSuNsSz1ApT5Bs7iUpaHtTNeCBaasCGSh0CH3MzxhYuRkpmcv31xdT80p4GpNwMD3IKP3sS/5KWbrFarXYPDrbltN2rV8miWXzgGD7vXBgrNPCrKW+csmnusRTmvkhyyuH29QHDFplopsfiRLz8YwruvTLDr4HjiWh6wI3JsUr8dPWCzf0wk1j0NfmaY6beO0PEaPVdn5uRy1KZvCiEnXQJhwSqFYLnCmfhDP9fFaQXl5qXOUaquIZyt4c8drFKAybpG/bBJKytz2H7uwmy7nn6ng2h7L98UojpiUJxuYooImQhhxjWSvRnnMwohLrL47weVXqiAgvVSn/7Z4oLpdcInmVGRVoCGjiAQNr0i412GyWmZb9sPoTrJ9/0JJiU0fTwdZ47gMnsvOz2W59EIVSRK4phcEAFwYeb3G0j0RTn23SKvi0X/LNNcab4IUxMXGa0NkU2dYtmYfiiHAD44hhVxKzWmWpAfm/I8dWn4FTQ5hyDGmZ8fRSWHLVWxhMtUaIqamaXmVQGVcwMszf8fm5P2cKP2Igj1GXMmxJflh7ur4Y1peHfARSJh+HUOKURYTCCFwfZsrjeMktU5y2nJCcpyWW+d05eeMNk+DD1El8EJOat1M164yELuNuNrBpdphxlvnWRXdw/LINgarL4LkowqDieZ5VkZ3ALA6tpewnKDlVplqBUT8jtwfBqY6njnP0iosJ9ib/SQvzHyFCXOIjYm76QutZ8ocxvMdcvoKFoXX8fLME9ya/gRbkh/iSPF7VOxpuoxVrIvfQd0pEJYThOUEeWuUNwrfpelVyGnL2JT6ILbXYrw1GJAw38f0GxwufJdVsV1MtS4TUZK8MPM3xJQMklCo2DMcK/6QDn0JI/VT9IbX4PkuZWeCw/nvgAgCUpKQyGiLaDgVdqQfYn3iTsr2dFD668Op8rMsDq+j7hbp1JfTGxogb15HkXQ838H1bVpulVXR3STVLhJqJ57v03BK7Eg/xLHCkzi+TVhOsCX5EQrmGD3h1XPjQp6h2ut06Ss4U3mesJwgqXYFqtDVV5kyh0monWxMfADb+0XBwIZbwfVtVN7fXB5WYoSVGHElR8MtUranML0aUSXzS4nx+0HJmqDhllGERlhJzpuffhXUnTxnys/O23ah+gobEx9YILUL+BfBAqldwAIW8L6ReB+kz6q7TJ5rcvVQDUkWrDgQI7vSQH2XHtBYTmXP57uZOJPAajr0bAyT6NYRy/a+b0ufd0Nt1ubYE3nGTwXUqzJhU5mw2f+lLibONLn0YpARUwzBlk9k6Fj57hHwlluj5hRwPBNDjpHUut73eQQZwvkkNCij/TxXG29geU2WRbaSUrupuQGZkRRBKKVgNz3CaYVQQqF7fZjl+2Okl773YsZ06xwtfp+JxhBm3WXcHmYmdI1lyQ+z/sE0yd4bzzLa8e79ubGcGhCnGTsQY5rzC12+L+jzvHa0Tjgts+beJL7r89pXAsEvCAj5rs93ICSBpIi2enOr4nLx27Dvz9YSS2iUxy3OPzOF54EqdCIJmfIFmQ079jPZHGbsoM/sqWnWfyRFdpXR9mAtjJjYraD8MJSQsRoe+csmffkkaXsb0Q4NKz2LcmcXxWtpdvV+jCutY0TjIdbGbyP/coxNH5XRNJOInKLuFhGSwHN9VElH8XXiPWpbBTkajjObFww/XaA6GRDacEZBMSQQoIZkjn4tj2t5bP5EJhBQ8kBSJEDQqnhUxix8D5olj8GfFIn3qEyebTL8YgXH8sks11lzb4JzT5fa5bhvZT/fElGKpBXslodr+ZRGg7Lr4ZfLjBypseuzOay6gy+7SMpNmWnfx3VdEAqu7bNoW4TONQaRjEJikYpV9zn7wyJ6XKZ7Q5jLL1e49HyVFQ+CMlinNtFEQiazNEx2lYaQBJeer6InJPb8UQ4tIqFHg97qY9/IUx61WHt/klBKppF3cZsSvSt66F+fZoX/aTwHQuHgPZ4638RzYPilCqXrFl3rddbdn2bwRyXUkIRV99BjEr43p76tCxRDYs19ca4fa1IU19AiEq7t45gevgdFcZXVyX2oqsLAhxJcPljDHFfILV2O73v0R3dwqXYY4cmk5T6WGVv52dUncHybSEcUW5jE1ByjzbMokkZPaA3DtSNsSt7H2crzVJwZhC8CwuibvDz7NWata0TkJEsjm5GFyvnqQZaEb2FV9FbeLP8EENScAttSD6LJBpbXIKstJqsvJm+OMtJ4k1fz32R/xycRyHQaKzg4+wQhOUbDLXG0OMXm5P3oUoTWHLGJKVk0EWFv5nE69GUIIQgpcQbiB3i98B3GW4MAJNROlka2tL9rQ4mR0fp4oOcvcHwTTYS5NfM4lt/A810EEkcLT9ITWsVg7UWqzizLwpsJKQmaToWmW+a1/Le4r/vfIRC8NvtNam4B17epO0U0Oczq6B5iShYfn4ozS0iOY3slfD8IKtWcWRzfwvM9JBEoxE80L7DIGGBFdBuyUIkpWcYa59tiS1VnFgWVbakH6THWMmGeB19QtWeYNUcCUo6LU2+yJ/MYI42TPDf9V9h+C0XobEl9mDeKT5HSeujUV9B0KxSsMYaqR9if+yRvFJ5mX/ZTAO3s8UjjJGvUfZhugxPFp5ixRlgb28/O9EOMNy+yM/MQx4s/4nL9KADTrWEK1nX2Zz81JzZHe/xfEt44zwboZni+S8MtA4KInGiL0tWdAq/lv8146wINp0hMybI/+2kSWue8PuV/CmbMEZ6Z/Esqc9ZKKyO72Jn+OHHtVy8V9vFxfOdt27wbglwLWMBvGAukdgELWMA/K/JXTE4/WWz//cQ38+z+w9wvJWJBT+HbI7m/vt+d3fAYP92Yt60wYmHWvTahhcDi5NzTJXZ+VsV4h/LkhlPmbOV5jhd/hIdDTMlyd+5P6Ar1/8Jvo0qapNqFInQWhQZwfBtDihCRg+sz3Tott4YQMrE5FdCbYcQdkos1StcsFE0gKxJ9O6Lk1up0rw+hvUtZtOf51KZt8sNmUEK9psyUeQlfctFiAt+RKEhDbNlRZco8hWSuIql0ocrvraAdySgYaai0CtRdG6ceJpZKsuaeJEt2RJANCS0kc/r7hTahBbDqHuNvNui/I86yPVGGX7phQ9K3LdK+12bVBR/0sMK6O1ZQHG1RH3Ppnt5GT2YrJw5VAkXefyyw54s5olmVRtFBC0tBf6wXZOgSPSrr/kDmsvQ8U1wiXuhhQN3NEe1v2L72cXCWszy3HlduMlQ9irE9huLpOKUV7M9+Klj8yk00WefW9ONI5SS3fMygeM2kJCzi3Spd60Js/1SWywerKLpExyqD62/UCKdUxk818N1AdfqNb82y4cGA2IYSgVAXPmRXGgz+pEyz4KBHJOymx4VnbtiMFEZMsv0Gy/ZFufJKjWSvxtr7Uiia1Ca5kiLQIjKm72JW3TlyH5QTW02PygWN5du3ca54EEkOysjjWidhJQl+k3UfTjE92OTY1/Ms2hKmc22Ic0+V0CISvguXX66y6ZEMU+eajCqHWPZwF3FzKbocRtNVLh3OM3nMQ5YkkBRCSYVwWsH3fIZfrlKes94Z+nmZxbuiZJbqKIbAqntc+FmZ8pjN6rsTuC2PeK9OJCOjaBIbH0oha4JQUubMkyUu/KzCvj/tJNalUp9xaFVd9KhER7/B6389zfZP5Vh9j0Yzt5Lx4nHCKYFreXgedIdXMfij4H3b/IkU8VUuFlUM5QDVZpGQkWRVdA+GH6dyScG1XHQljGNZuCasyGwjrnS0va8NOcaq2B5abp3R5mlc3yGqpOnRV3Ou8gIeDgk1R8me4HTl59yd+yKX60e5WHuNu3JfxJDieDiE5SSnys8w1hrkto7PcLF6iPHWIMsi29iYuIdT5Z8hIXOg41McK/yAhJrD94NyYAi8Tzv15VxvDmJIMTYmPsCV+hs03TJbUx+hS1+JJEn0hNZyR8fnud48R0zN0K2vnKfMC4EKcdWZxXaa1N0iWWMxkifx3PSX20SkX9vJa/lvokthjhSfJKApLnfmvkDZmZzrhzWpuQVkoRGS47i+zXjzPOvjd9ChLedK49hc76vPssgWxlqDNNwyhhxHEAQGbK+F49ssC28mqqR5buavaLglMloft2U/S0LpostYRcurYUiRQHhNyIzU36RDX8L52ivIQsX2miiShuk18H2Pi7XX8PFpuTVMb4pL1UN0G6s5X32ZHmM1dbeI5TXp1lcRl3JsSz/IROsCApluYxUg2Jl5mLAcp2rnKdoTgM9g9SViSobFoY203FpQKTAH02sGIlZujW2pBxiqHcLzXZZENrEksvkd7dtabpWh2usM144ihMSq6B56jbXYvkneGmWqNYztNXF9h4I9zsXaa3QZK4nG9s3LwPu+T20msL9SNEGiVyOcVqg5RYrWGJbXJKX1Mlw90ia0AEP111kVu/XXIrVhOcmKyHYu1V9vb1tkDBCSfjV/9t8UqvYsBes6M+YIXUY/KbWHiJp67/+4gN95LJDaBSxgAf9scF2f0WPzhYXwYeJ0o01qXdenVXaCjEJCfk+xo18HQgI9ImHWbkSKZTX4M6/WFGgUXVzrbRvnUHPyHC3+AOYWelVnliOF73Jn7gtE1PkLxbCSYE/mE0y2hjhbeQFVMtiUuBfXc2h6FY4Vv8+UeQVVaAzEb6fX20xjTAYBkaxCLKex6eE0E6eaFK+ZdA6EyK0y3pFs34zydYvD/3OmfQ0Dn/VxJY8qM+BDWE1iunWq7gznai9yrvYSu9IfY2lk87vu0/N8GrMOptNiSn+TN6aeoVZpkol0s6/vUbLRHkKpYEHVLNs0CgHxUHQJWRXoMUEoI9MsuizeHqFjlUHhskmiVyPRq6EaQeAilFSQFFi6O8rgj8sUr1nIqmDqbIu1H0yw8eE4F56t0pjxArG0LJSuW9TzDqvuSnDphQqu47Pifo3z6lOMloawWhZj9hWqYoqdiz7G8cq3mTKHeTDzn3hp4u+Yul7A8/xAbCi1kQ3lD/F7y/53TL+OLoWJKllsR+bQX89g1Tw8x0eLStzysTTRDoVVd8eZONXk1HfzbHokg6xKZJbpOC2PkaM16jMORkJi40NpRo/WcB1Yc2+CVsWlUQiyGdmVOq7tI6kCIWDp/hDR9RWutV4gHDHYuXcjMTJokeDZ920LM3oiyP4KCfB9sv0GV5+YQQ3J1PMOpVGTZE8Ir7CdRFcH485ZOuI9rO7YgWGn2PxoiNlhk+sn6hgxmXiXytDPK0iyCBbbMoi50vaVd0Zx3dswWzaTbzhcOX4dxzPp37SI7Z+MYjc9Msv1dibbtf22lyyAY/pcfqlKR7/O1LkWI0dq6FGZ/gNxLj5fZsXeOKGUBwhe+q9T2C0PRRNsfjRNddommlM48fd5DvyHLqbONrFbHtEOlXM/LmI3IT/cYvzNBrv+/WL6IzsZKh8N3rX4ALGZ1f8fe+8VZcdh3nn+Ktetm2MHdEA30GjkTJAgAgNIkRRJiZQsUbI00ihYkoM8nj0zu36YPfvqh93Zs2dmdzSyZVlj5UxZJCWKOQAEEQgQQCM0Qjc6h5tT5dqHajYIkrLCyKY8g/8LcYu3761b+fu+f2D6argurZpJUy4iLuQ5+kQVuymRG1rJwN0qFw+WuPDyNLGMyu77P4OfqpHIRBF0B12KstLYxtXW6yhonK+/TFzOktNWMmOep+lVyGl95PUBWl4FEQlJVDlW/gltr0pESmAt5cfKgooupcmqPZxZoq0eKn6HmzIPM2me5lLzMEmlwJrYLWFkkBghqXQgmjJuYOH4JhZNEkqeTcm72LZk3nSu/jKjzUNAQNGe5P1df0la60IVdQr6AAV94No1zq1h+XVEZGRBY6T+LGOtE+hijC3Je8NMXTnNjtT7cbFxfBMZjYRSCKUhgoIThK7jAiJu4GD5zdCZWYwiCCJ1ZwEfn1Ski0vNo2xP34+ISN1bZEVkPSsi63h85v9GlSJMts5we/7THCn9mIZXokNbxZr4Hl5a/PvlHN6mW+Fo5VHuyH+GrNZz3fXJC1xUMYIhJdHE2LLJk+ibDBg7rjmWB/5y3FDJnmJVbBe6FEMRDHr0jRhygpXR7ehyFJ3o277nDaiiTkrpZNEeB6DuFjH9BqZXR5fiNNwiwdKNxfUdnMBk3hpjZ/phdClKXM5el2n7ZsyaFzlTe3b59dHyj/FTHjPWBYRAwPKbBARE5QxNt0TNXSBix2m4ZZLqtWltdcrh1a8u4LTDe1U0K7P1CwqH6t9YznIXkNiWei+aGMNa2kZAqBtmyzuu36+DiBzn5swfkNP6mWqPUNAGGY7vIa5kf/Uf/zOh5dY4VvkpI7VnlpfdlP4AW5P3/loN3hv4/caNovYGbuB/ANScBUyvETp0yikU8d25OIsCRN7BEVlfWmbWPC6/VGPqtVYYu7E/TvcWA9X4p4kniuVCZ+PDX11cLmI3vC+NYojImoBrXStisyvVXzoFDbMNr6dQlZwp7KBNlNTb3r9gjfHU/JeWX0+1Rnh4xX9gvPU6c9ZlAJzA4vji4yhBF0f/o4TnBKT7Vfb+SQeJLpXVdygEfvBrFf2e43P5xfp1RfniSei7eRsj9s/x8fACl+HYXuJWH3fy77HFOjPWcXLOMG4jbC5EktJ126B02eLYNxcZ+kOX5y/9GCUmoBgixeYMR6cf57YVf0gsGaVZcjnx7SKdGw0uPl9Hifgk+2Fwf5qLz1eoF00ynTE2vj/D0IG3a6uMjMSWD2aw2z6VqzaiFMbMtCseo8/U2PdnHQzuj9Mu+iiR8KHQbniMH25QGNa55TN5ggAiwzWOlC8iSmHUj6pJLLSv4mBxtf06hpTB9lu03DqCBCICQQBTjXMMRQ+QbnSSXcpaDPyACwfLYUHrBbQqLrXZgJnTbay6x6rb4qR6VHZ/rkCr5HHkmwu0ih6RtMTWD2c5//MKoiSw4cE0A3vi1GbCAuv0oxWiOZnCGp2hO5NUp2xiBZmVt8RwClM8fukriHpAxJW5bB7hQOGPUOmgMmlx6fkaG+5PM3WyiRoRGTqQ5Nh35xBVgXbFQ9YEOtYZlMctDD1JrLqFVX3biSRVFFUCFQrDEa4cbBDLh/mSohRm8mYGNTqGI3iOz8SxJo7pU52G809W6dsV5exjFdSoihZTmTzeINGpsvr2BPKbjK4kVQgbF2PXtITJFQrlcZvj3yziueHxOXe2zc6PZxEkAc8OQgO6RjiJrC64jD5TJ7lCZXHUQlIFLr1Qw26GOuDLL9VxzQCrHubs+n5A9YLMlu33MqjdQsW2qF1QGD0SNg4CAnwP3Kk0R/5uNmyKCAJ2I8D2LFYfSHL1eBW/qnH8GyVi3SJDH6pi6DJxJceO9PtYn7gdx7c4Vv0JFXuGuzq+QNOr4PoWabWLZ+a/slSECUTEGLdkPoQsqti+SUzOklZWcHfHHzNnXuZE5Qnicg7Lb9LyqiiiRlzOYS9N99bE9vD0/Je5KfMQfdHNXG6+yrQ9TUBATM6RUArMW1fo0TdwpPIjREHgzvxnOV19mgX7ytJ6dC1v/4ZTpOVVl+N4Xqs8QcNdZCC6Ax+fiBRnOL6XM7VnGY7vwZCTnGu8SNmeQpdi3JT+ALvSH+BQ6bsYUoKq26bf2MqiNc6gsYOyPUNW7Vv+DA+XmJxlOL6Xkdoz+IHH2sQ+SvZk6Dzulrk9/yk0KUrDLZKQOrkt/69RxQhB4GN6DYr2ZPha8NGWMnBNv4nB9dcOSZBZm9jLvDnGrsxDnKo+TdMt02tspEsfRhYVQFgykdLwPZdeYxMNp8TFxiusjG5jQ+IO4nL+Haenb8D1bdpeDQGRnamHeLn0depuibWxfeS1fppuhU2Ju3ml9F0CQofo4fitTLfPc7L6BHV3gd2ZRxAEEctr0fIqeIFLRIoTldMEgc946/Xl7/MDl6ZXYco8h+tb9BobGak/R0zOLN3nDbr1YUyvcd293vMCpk40Wf0+GSVrY05qzLzisdC8ulzQhp/vULQmeaDr32F5DSrOHCP1Z+nQ3848+k2RVAtsle9jfeJ2VEFDFH+/yoyWV+Fs7bnrlp2s/CzMiZd+vcSEG/j9xbt6tAmC8LfAA8B8EAQbl5ZlgO8AK4Ex4MNBEJR/2WfcwA38zwzHt1m0x3hm7q9pehV0KaSjrYvvvy7z73eFVtnFaXsoEeltpj0Q0hz7b44xe6a9HD9kZCQ61oZa1dkzLa68dK0zfOYfKhhL0TmVSZtMn0qsQ0EwbMrONDPmBVJKJwVt4Lr8v18Xsi7Rd1OU7KBOddIm3qUQzYZ0yW0fzXL28Qqtkkdmpcq6+9PLBdNbkVAKiMj4XNMLdetriEhvj2Zouw3O1V+8bpmHw0Tr1LIp1BuwGj5FcZpIaiWNBZfyuM3E8SYb7g/1rr/uFDvwWe7Mv4Err1a4aestZPIFFqwx+o3NxEtrOP71MnNnZ0n16dz62Xs4/liZ+pQHAnRuiLD+/hSRpIxZ9zj7szCftumX8AMfqw6xvIIDFNtTmH6LGFEqExaVSQctYXHzp/JMn63RtUVj9NkalXIZB5NgSuDE9+CWz+RREuHkRJdCbZmkiHRtMihetojmZBzTw6y56InQ4bY8brNwyWTVvjiRdLiPMis1RFlg/pzJ3EibWIfCptUp9gifA83lqnqUK/XX0KMK/tID/dbkPeFESXzTVJKAqJ5A8CVk7dr29gOWtZzNordMq7ZqYabqa98qsvfPOrCbPke+HmajChK0yx7nnqgwdHeCSEpGkgXiBQWCgNd/WCa5QqZnu0GyW+HC01WG70qixSXmzjeYVV7CdT1EE9qBi5BpMt0+R0zIcemFOheerjP+apPsahmnLVGdttjwYIrSxTDLdeWtMU79qMTk8RaiBNlBjeygxtYPZXnDl0ZSBFI9Ib39Dc3trk/laZc9Fi60mTjeYODWBNlBjde+VSSaUShddhACGacJqi7jO0FYuL7l8BQEge4tBrUZm9mRNqIkMLA3zvknqwgSCB4ES9vVrHkkuyUEITz3uzYamHUP1zKZOdViw4MpFi+2MWs+0yfbbP9IllM/KuG0Qufm3JAe6p8d0GMS2DIyGq1LEpMHrzldd6yL4NgunsXyNYkgwKq51C+qGPfHuOfPNlCdtHHVJmK+jpJwSQYrsOoeWlxDEfM03BIRMc7a5F7GWyc5U3uWFfpaps3z2EGbllvFw8EWWzi+SdttEJXTrInt5vmFv8MKmuxIPRjqPQMbUZDIqj20vTqiEF4Ds2ofgiCyIrKW16tPcnvuU+zJfgzLb4VZrEicqj6FF9i0vToXGgfxAocLjVe4M/9pXlz8BooYoeVWqbkLKILOq6UfMN46gRvYZNXekDbszGP5Tbr0Naw0tlG2p9iYPIAiaBxc/BZT5llkQSMgCBkpHZ/n3o4vYnp1hEDCChq8sfND518RXUxwV+HztLwqtt/mePkngEDZmcb2mlxqHcH226yL72dt7DYem/0/SSid3JL5IIeL31/O5b2n44vEpAyCIIZGXl4DTYyxYF6h4RZJygV0KYEmhfeUtNKNgMTLi9+kUx8iIsWo2HOcqD7Bgfxn2ZZ6L6erT+OLPt3aMN36MM8s/A2KqHGleZyWW2VP7g/RpXcOXG+6FU5VQzMvRdBYn7id/blP4QU25+sv80Lxv7EpcReCIHCg8HlqzjwZdQVe4PFy8ZsE+FxpHmM4tgdZVDhdfZorrdeAgJicZW/2Y6TUTtJKFzPm+fDag48X2CTkHFdax9HNGDvTDzHReh0vcNmYOIAqGvQbWzDeFA8UuAHZ28scLf+IRXOC7t5htm94iOnGtXuuH3gYYpKUWuCp+f9CzZknrw1wa/YjpOTf3pDxzRBFEZ131g2/2/AD700xUCGcwFx2xL+Bf9l4t1sofwf8Z+C/vWnZXwJPB0HwV4Ig/OXS6//tXVi3G7iB33vUnUWOlH6EE1jIoooX2JyqPkVvZOPvvKhdvGzy2reKlMYssoMa2x7Jkh18+0Q40RVOr6pT4UNzokshmlVwLZ+Z0+3r3ut7AZPHmsxfMCleskCEPX+cx1p3iteqjy2/L68OcGv2kX803++XIZL92lWTAAAgAElEQVRSiKQUcquuX9fCmgiJDgWr6SMIYT6O5/hIytsL27ic40DhjzhU/C4Nr0xvZCM70w8tF2VvhiiIaOLbt70mxRCFpSlgEDrSykZAV7YD/R6RsZ/LNBZc6jPOb/wbZU2kb1eM4uVrEzJFUglEl0v1V4nICRLtAY79fZnZcy0IQNVFRp+pU77ihNO2AGZPt+naaBDZHOaTtiserhUQFdOIgogf+AR+uK2ykW60pWiJNwrquREzpOHeP03UG6BWqeER/h7Lb9FcVGk2Wow4P8b06/QbW+mLbCYixxFEASMrEy3IzI04qIaE3fTo25Vg4liT+QttqhM2+77YSSwvEc0r3PSJHBefrSGpAt2bDY78TYlas43p1Vn3npvoXeGj+jryQgcPd//vxOUciqixOrmTs+3DWHUfUZDYknoPGSmLHr92S7RqHh3rIujJsIFz5rEy1UmHwrDO2ScqCEIYJ1OZsHFb4eTQyMih067jk+pWcdo+jQUH1w4nzFs+lKZy1aG56DB2sEHH+gjxztAheMYPCGQPUQ6LQ88OCPwAmQjNBY/cKp3tH81y6cUaU683EQWJVK+KO1enYyDF/AWHdsll6kTYOMkMamRX6dhND7PuLU/g32g8FS9ZJHsUCOCF/zRLc9GjMKSx4cEMpx4tUxjW6Vink+hSMes+Vw42QrZDEB5vyW6V4iWL/Gp9uTgGMNIymx7OMHSXhwDImoBqSERSMq2Si++EBM1YXkGNiWgJkZ0fz3H11QaKLrLz41k8O2QorH8gTbygIMgCohSw9cNZWmWXwAsp25dfqJPqVVHTAVfMVzleeZyhzbexrmcD9Ysy2X6D3CqNmXNVJFUI67AAwn8IRFIyqqrhRquM8r2Q6UKehJXDFq+gt/PE7AzJbJSYnOHW7EfxcHhq4cuwRDRtumVabgVNimL5TdzApuossClxJ3VvgWPlR7H8NrbfZrRxmC3JezldfZqM2sO6xH5OVn8OBHRF1pDVepmzLpJWu8lqfTiBzdn6i5ysPkFAQErp4ubMHzDWOIEbWMSkDDV3ATewmGiPsD//CTQxwivF7+HjstLYxow1iiJG0IUYTa/MhcbLVKxZ4mqOOesik60R2l6Ngj7I7swjzJoXERDxApuGW0KQw0zaE9XHabtVBqI3sTK6lWPlnzDVPkde6yeldJJRu/EDl+cXvoooSGhiFElQ6ItsYrTxChEpjiZGmTYvsDFxN3cW/oi6s8iV1jGK9lUEQofoY+WfsDv7CIfLP8T1wmN5W+o+TteeZtEa4/b8p5fiiu4jqXbgBS5CINKlr+FQ6TvL1+AubQ0ROclqrY9ufRgfDz/w+cXc/0dUTiEKMgICC/Y4ptdYLmod38LyQwmC4MmUrClSUjepaBd20OJ09VnSSjeaGCUqp9meegABEZ0YmhQlqXRwuPRDxlpHQ42xmEQVdRpuBdWe5Urr+PK50nCLjNSeZdeSDGSyPULZmcLxTQrqKhJygUVrjJI9SZ++mVuzH6PplcmqvYiCSEq+PkKtISzw1OKXKLdnADjvHMT0G+zOPcL5ooy35Pw8ENvB8fJj1NwFvMCj4oTu0u/p+FN0fvfN8N8n6FKcTm2IWWt0edlAdMc7Nqhv4F8e3tWiNgiCFwRBWPmWxe8Hbl/699eA57hR1N7ADbwjGu4iba9O3V1c7j6qQoS6s/BLdUG/DerzNq/89QLVqZBCOXfW5JWvLLD/33SGU6i3IJZXiOWvXy4qYU5nar2Nmg5oT0tMvhTqL81qSD3Eh4ZT4UL5uet8ohbsKzS9ym9V1P5jMOseM6da+B7UZmy6Nhj07Ii+LdZGkwxWRW8irw3g46EJ0bdpad/83o2JuxhrncT2Q31xUulgRWQtoiAx3TzPfGUa2Qjoj21i2jrLldwFtn3ufVz42/D7fxvkVmts+VCG8VcaSKrA4G1pxmJP0TKrpL0+BCtCbapKNKXh2j7RnEplwl42H3oD5asWyRUKnh2w+rYYZ39Wo/Saxk1b7+fE4i8QRI90pJMdne/FiIQPQJmVGpIaFmKSAnGzD7shI9kRRCGCJ7cQEZEiAeVgnGnzHBDq2/zAY218H64VMH+uzbYPZxk/3MBp+cQ7FdpVl/KEhWf7VKcd7Fa4wpIskFsV5jVbTY+jf7+IZ4NGDElUGX/WYf+fPkDxqsmlY3DzpwbQI+Etb0vqHlYa26lbJZJSJxEvQzRxzQ26VXY59o1FKhM2jukTeLDz41nMus/E8SaVSYc1dydYHDWJ5RVkXcRu+UQyEj17BTJDMr5eRlQijD4V6nFzq3VSvSr5NWGO7IptUSKpMJPZqvvUJjyGbt7DdG00LJcEyKmDGFfX8tzXZrCbPoIksPnhNKcfd6nP2XRt0nFiLUTbZXBPHN8Ni8jtH8nSWHQpjVlkVmpv28daQmLzB9NYdZ9XvjKPVfMRgIVRi2i+TXZAY/xwg/KYzYnvlNn/Fx2s2h9n/HADSRPI9Ic62hPfK3Lr5zuw6h7NokuyWyGal1F0aVkvDTB0Z4LKtElUC+N1Ep0a2QENI6/QnHc4+YMi9RkXp+2zcKHNTZ/Mc/BLc7TLHpkBlQ0PZjj7eAXX8ims01m1P0Fz3mXbR7JocYlmZJxnZ76KLsV4pf11jFiC297zSXpjO8JzY2WMSwerDN2e5uLzNcRAxEjJrL8/TSQpM91epOhcJS50kNS7eXr+vxIIPoafZ1PkXtbrtxKJ6nRGVnOpcQRJUOjUhsioK0goecZbJ9EQl6Y9Ap36KupemVPVJwGBqJzGx6XmzNGpD9FrbEIXDCRRIaHkabplJlqn+fnsf8IO2qyIrGPI2E1dXGS0eQhRCHW1ZWeKS41X2Zl+iJeKX1/OyvVwictZ+o1tlOyrzNuX2Z15hIn2KRruIhBqYEPq8hh5dSUZtZvnFv4WUZCJSAkabpGifZWCPrB8fvpBOB2uu0UuN48hIBCTc9TdBRbtcTTJoOmVOFj8FrdkP8yZ6nPsyf4hFxqHEIBtqfuZsy4tU7NFQUJCoumVuNh8hTXRPVxpvUZcztH2avj4VN05REFhf+4TtL0aLa/ChfpBpswRRGRmrYvMWhc5W3+BtfF9nKr9gkXrKttTD3Bf519wuXGEhJKnP7ptOaImroTmR29QcCXh2r1JFhREIWz4VO15ztVfYMYcJav2ssG4myOlR5lqhg7SGW0FN+Xez7x1mU59DScqjy1NqmV2pN+HZYYMgfiSIZcX2Miiyubke6g6M8jvQMWtuvM4gUlCyXNb/l9TtCewvFCnfLz8GBEphS4arI7vYrRxkE3Ju8hpve94D7D8OjVvNnSa90LX5QnzNPvEj7Mv9wlGas9Sc4oklQ7afg0nCJugtm9ScxeWX/+PjISS447CZzhTe5YFa4xufS3Dib3XTbxv4F8u3u1J7TuhIwiCGYAgCGYEQfjt/Mpv4Ab+J4AmxkgqBeasi8vLvMBFl3+3boN2018uaN9AZcLGbnnA24vad4IgBER3zfHSlR9SqS2S6+hh56cfwr4o0Vx8cwxAgOe7bzM/9t/6ZP7fiXYtpPuOHw71gz3bo5gNj1bZfce8WlGUf+0Yn6zaw/u7/5Lp9llU0QgdFtVurKbHuuJH2NLToiUscrV4nnOlg6hRgSON73HgTz9HOv7bZeWqhkTPtiiFtWHkjayJxNzbGXJ3UTqhM1e1kBSB+pyLHpdoF31yq3SmTlwz9vLdACMj8/KX5nFNnxVbDDY9lObsExX60pv5g5s34womSmAQi6SQliZ0sYLCrk/nufxCjeygzvGvVVG6igzfU+Dk94voCQM1JjH83iiX5J/xJhY3V5rHWWlsxVrUOPPTClpUZPjeJNGszNG/L9JcdLAbPiCiJSRkVQgnfl6AGhVRDQmr4dEqLn2oEOB4Fp7n0Gg2kbsb6JfS1xV2uhRDj8ToiAzguaFWszrtoBgCRlqmMmFTm3bCzNSohO8FzIy06VwfwbMDNn8gTXZQY+pEkyCAoTsSiOkW1fxprignuCpLDBm7eX3mHIObbuPE/yNy6YUGt36hQCQlv+34iqQkerbFqB0WuP3mTzMXjNAZGSLHap77yjz1WZd4p4Ld9Dn9kzJr7k4TAG5mkao/yWDHRkxZIfACdv9Rgcsv1pk+2cL3oXjZol3x2P6RDEYmPFfnRtq8/sMiHesMWiUPSRZwg4DAC2nFnRsiRJIyi5cstLjEK38zz53/azdDBxI4LZ8gCMLp+CaDS8/VmD9vYmRlRuseQ3ck6NsZXabOV6dtxJjNlk+rzFyooadEYv11gqyKJBWYO9sGXwjdk4NQ/3rx+RqFdTqLFyxaJY+Lz9XIr9GZPtli7oxJsltl6I5QXzlzuokpuex1/i3tGZ90j860doxT1V/QpQ8RkRPECyoDu5KUxy16t8UhgHinQmypIfdGUdMX3ciRxUdxAxtJkAkCn9fmnmQgv54I4bmfVDrYm/0YFWeay82jrE3cxl2FL3Cu/gIxv82a+K24gU1MSpNSuik7k+E5ImfpjWwI97cYIyInCIIAx7c4WnuU0eahZYfjmfZ5ticfoOrM0nTLGFKKiBBHRFqmLnfr6xhrHUcQRDTBYCh2C7pk0PYayIKK6TVIK9c0gqEDcJ2NiTupuUUMKcVt+U9RtqeZNUex/BYXG6+yPfUglYVZWl4FTYyxOXUPFxuHlz8jp/VzuvY0iqAhCOF12cOi6szRdIucq79Etz4cMgnULq6+RSvaH93KxcarLFjjyGjElRwNd5GYnCXAR0QmIsW53DhKzZ1nvH0SRbjmnB+REth+i1lzFE2MMtk6gyTIVJwZztVfJCEXmGifpu3XSSmdy2waz3cxxBRr4ns4V38BEMgoKxiO70MTQ8ryeOsEshga+LXdGlP1Cyxa48vfXbKmmG5dYF1yL2eqz9D0QtdyH5dTtafYm/0YR8uP0hvZwN2FP6XtVenQVnOs/A8Mx3eT1Xp5E10AgA5t1TKzJyqnuNw8xkjtGVQxSm9kAxvidxCVM+AL5GOrMIRfnvcqCVookxFdJCFkJhhSEkGATm01GXUFNWeBsj1DsHSsAWFOrZRCFn6ze0/LreMGFgE+uhjD9luIgoQhpf5RjfK7jbTazc2ZD2H7LSJi7PdO93sDvz3+xe5JQRA+B3wOoK+v711emxu4gXcHqhRlVfRmWl6FyfZZolKK7akHabq/Wxm6rIqoMXGpuAihxcXrTGJ+FRpuicO17+LFm0QNmbYwy4j4D/RLH7zufV7RYHDddkZbh/ADFx+fhJwn8ks0T+8EuxVOjuyWjxYTieWU5emr64cTExMTNy1idElMvOwwMl1h00PpX+qA/JtAkXTyUj95rf/69Wp4nP2uw9pPiDxb/i4QUpEVXUEwWmgFh4j+y5sEb7gRtyouqiFhpK83dmoWHSoTdmg61acRyycJmjEuPTWHFhPZ+L40R79exKp7NBYdNn8wjSCGxj2CCL07YzQWHJwl7eHk8RaFtRFu/UKBhQsmk895dK7PEulWlwtaAFEUyPRpJB7JcuXFOoKvYE1BSW2x+7OdSLJEskslUByMIEuRaw+KiqghCjKNeRffDajPuxz8L/P07jLoXB/h8kvhb5V1gZW7Y1gNj1f/bgGr4ZNbpbHhwTSqIZLqUyleMjGDOpbXImrEUHWFc+3XWH/XbRSvmOQGdfRkeNtrueEUyA88ECKMfM/Hs2HHx7KY1euzFkVJoDHnYPdrJLsVSmMWjQWHwX1xilds9KRIY2CU860nqVsLBHbATHOUW9Mf52zxMfb++4/RnFDw3QDX9mkrJYKKQXsO2hWPdJ9G/+4o7aKObaaIWn1ceryGcpOH0w7QExKNOQc9JSEIAl0bDMoTFgsvG7TmhqjsUendEaFdc5B1ifKEjRKVUPTwwfbyS3XW35/CyEB93uH4t4u0yy6rb1dwTR81KxNRRex2QHKFiqwJKBER1wyIpCV8T8KxfKyqz+TxJrVZh84NEQb2xJh6rcng/jily6EswWn7tCsuRkahOm3z0v87y8qP13hh8WtkOjpR0i62V6W/tpVd6Yd549lXUgQ8F3zLR5QEJEXArIW0aUGEzIBKYz7MmX4zO0SNSUw8F+f84UkMMlyyPbZ84E6G1u1HEkLJgSAKpHo0Yh0K7bJLaa7OzLk22VYURReRvS52KB9FlM3la6cuxXEbAulYDl9yKFoTKKJOVExTdxc5XX0GL3CpleYZMLazPfUgl5qvMtMepcdYx3OLX+Hujj/mpcWvE+BT0AZYFdvFa+XHKGiDrI7vYqz5GvPWZeJKjr3Zj3Oo+J1lur6zpIENCGh6peVpZlROcaLyBLoUY0/2o0y1R1gVu5mUGppDZdUeVNGg5VVpuIvsSn+Q07Wn8HyX1bGb6dKG0cRJjlceY8ocoVNbxebkvRyv/JS81sfV5uvsSD+IKkRIKAUkQeG5ha+G5wEiLa9GXM4uZ3ZrYgxREImICRpeGcdvU7THCQhYEVnHjvT7WLDGKNlTFPQB5q0rXG4eDenYzYPsy30S06sz2T6DIuhsSt6GISWRRInVsZuZMS+EeeWIpNVudDFGwy3RqQ+Fma6CwKrYLl6vPknVmafhlmh5Vdpejc3JuwnwmW6fY6J1ipTaxUpjGyv0dbiBxaI1zpna04DP0fKjLNrjeIGDLsa5p/OLXK6eQSWKI1phoxVo+WUMOU3JmSImpzG9Bm7gICISEKCIKqdrT6OJMTLqCnJaP2sTeyloAxhyiu2pBzhTewbHN+mKDLMmdutyUwWgOzLM2dpzWH6Ds8VDpN0ZVndu5sjYk7SsBv09g+zu+CBJ5XrqMYRxctvTD3Ki8hhJtQPTa7Er8zAxOR+eK2KEuJylZE1wS/YRXil+FzdwSCmd7M4+8htlrxetSSbbZ3B8k5XRbZwoP86cdQldirExeRe9kY0o4q/OU3+3oIgqivjbNZBv4PcXv49F7ZwgCF1LU9ouYP6d3hQEwZeBLwPs3LnzhsL7Bv5Fo+4UmTUvMmWO0KGtoltfR1LN/8q/S8p5Jtun6dCGWBe/Dce3uNQ4wt7cx36n62fkZLZ/JMuRry3gOWEkzraPZIlmf/1LiOU3w06uLCxr8KrBDB3bRQbOxSiP2+SHdVbuSqIkb8NQkow2XiEmZ+iLbGKseYKh+O531LG+GXbLY+yVBse/sYjngGII3Pr5Drq3RBBFkRnzHE/Pf5mgqWKWYPO+A/SygYmXHWZOtRjY80+XqSdIArIm4DVlIkqctlMPH9hE0FXjV0YKlC5bHPvGIo7p4QUePbsiDB5QMWIRnLLCq19doF0OO/BKRGTXp/NIioDT9nFaPrMjbW7+dJ7AD4veaEEmO6DTLLq4Zuh6e/6JKnpCQlJFBAGKl01mRwKml7Sa46802Pxwht6db98PsiIi6+HfySjUx+DU+SrJHpV4QWF6pEH3vu30bRa46h1DRGJj4gCaZBDNWzimT7vsoRgCs2cbbHgww54/yVO6YhPvUIjmFMYP14jmFOyWxeJFi9Fnqmx6OMPGB9Oc+OECtUs2nZ1drL4twdknZ1GiW1HujHDiiSpdmxzW3ZeiGSxyqvoLTlR+huc79EU3s+8Ln+CVv7J5/YclNj2UQZDgTcMM+m6O4TsB2VUR0v0B0bxM+arFuZ9ViHVI9Gn9FHKrKbuzIaXYb2KLDep2mWq9wZH/6tCzwyDemSFo65z4dpnJ4w1EQULRJPb/m066NhqUr1oc+/t5Ap+wwRIESKqIGhVplz3UrjCv9twTteV1q0xa9O6I4ppQm7ZpV11EQcBuBuhxCTUiLBePvhvQnHdQoxKtksumh9NEszKuFaBERLKrNMoTFmd+XEFSwj9SowKSJHL6J8WQsh5Aecxa2h4ah74c5l0KAvTcFKVzY3gcz51r4zlQ8+bwA4/FxhRaIBHNyVScWezApGN9hIvP17HqHp4boEQE+ndFOfdklVheYfieJO2Ky9jBBskVKoP74iR7rj2MiqLA9HGbKDnMuo8si5x/os5GLU1UgDc/p7eaDcYaI1wWjrB68BauvtrL1VdMVF1CS6fY+vEk69P7mWiM4LckkkqBjT238Nzi3+IGFoqgsz/3SSYroyTEDhDAdwTm21cYju+jQ19F2Z7m4OJ3sIImba/KnYU/YtYc5XLzGE/PfZktqXuISAkOFb9L2ZkiCALGWyfp1tcyFLuF842XyKkr0ZYMn/bnPsHx8mN4gUuPsYEufQ2HSz8ABAr6AMPx/cTlDNKS2VRMzrI99QBe4HCm9gwZdQW70n+AvES5lURlyYfBJCqlWbQnOFF9nA2JO+k3tmJ5DVpeBTdwuFA/yJr4HnojG7jafh1BEBlrHueOwmd4av5LmF4TEYl1idsx5BS231qWwfQbWyjaEySVDgZjOxlkJ2V7hpcXv4UsqHQb4TT3XO0ltqXfy4bEnZSdaZpOicn2GdYn7qDulLin489oezXcwMb0Gxwp/4ionGZT4m5eLn4TAQFNNLC8BpIgIwryUjEu4wcB52svca4RGvfNWheZbp/ntvwnudw8xpl6qI+dao8wZ13CkFK0vDKmX+dy4wirs3s4ffYFjEQGQQkQBIGh6C3oUoys1oPZrmPIKYLARxRk8lofN6U/wGjjEKqgs8LYwPnai6TUFayMbkUVdVbHbqZbHybAR5NiqG9JKkjJHezPfYIztedotNtsW3GAX0z8DZa1NMUvj3FCfYJbcx95W8qBLkVZH7+d3sgGZszzpJQuclr/dbRnTYoyGLuJllejWx/GC1wUUScp/+rnjTdQsqZ4bPb/ouLM0mdsouLMMm2eC7e553Gk9ENSHZ1k1Btuwjfwz4vfx6L2J8Angb9a+u+j7+7q3MAN/NPC9lqcrD7B69UnARjhWQaju9iX/divDAQXRZGVxhbO1V/iVPUp1kp3c6v3JwhTGvW4Tbzwu+lEKppI701RMgMaVs1DS0hEs/LbtKf/6GeIOpKg4AXXjJCiUho9orHzEwnsho+WkFA0EdcXsLwWObUP02twvPJTfDw69FVIwgqqzixT7REMOUWnNnRdDl6r5PLat4p4S1/jtAKOfX2RRFcXZGscLH4b06+jSWmQ4GTxae7au5apVyC5QkVP/Pq/6a1oOjXcwCQmp5HEt09cI2mZNQeSTBxqsPO97+OVxe8jRhxUWWN7+oF/1OHZWnIjdkwf22/T9CqMHITUljxzwlnU85uWC1oIzZvGDtZZd1+KzEqN0hWL2rRDbbqCkZHo2mSgGRJBELA4ajIz0kJPhMVNc9ElVggNjJI9GueXXJABCODSCzVyQxqR5NtvIfkhHS0hYdU8fC/Abvr03xxj9OkaYiAx9ULA7o0HyCQ7KOgDyxMHLS4xuDdOZcoiWhAwvRbxlT4jL41jz+v4DRnXhk0Pp3FabTY8kGbsUJ3SFRu76aEYIqvujDL84Crmz7U5+cwYtQUTQQTFTFJYoq8O7I9RUWY4VvmH5R90tXmSEfVZhu6/k3M/MlGM0Lxo9JlaSMPeHqVzg86Fp2oc/3YRWRHRUyKb3p9BNUSqUzbHv1nh5j87wFXlBA5tEEGVdDQvRWMqdEauzzqMPl+md1uCqeNhk8APPFxL4NSjZZLdKvPn2wR+WHxeOVhn08MZRh4rI+siRlZm58dzTB5vvm2bA1QnbEpjFv27Yssu43bLZ83dieXjWjUEerZHuXq0yel/KHP7X3Rx8gclXNPHMX30hMzNn87RuzNK+apNNC+zan+cxoJLs+iGMTpuQKygsHjFJL2UPy0pAmpUZPZUm+o+h3YpjNxplVwy0jXape8HBAF0LtEu5VTYIBs/VMe1A/puiiEqoCckujcbzJ9rs3gxdFquTIaa6vzwmx7mA5ACmcD3kQUfp+kTOD7xvMbiZZP4m6jec+4lFqwx8vJqYm4nR1++QlItoBgy/XcJFL3L9Ce3sCq2i7PlFxlMbuNM7VncwAQEnMDEstr4TYVW+9oK6Dkw/QYj1ecZjO1gT+4PWbTGEZCYbI3w3OLfICCiiBFOVH7GvZ1fZMG+giyoYV63lGDRHueO/GcpaKvoigzRcEo8Nvcf2Z58gPu7/hdaXpmrrdO8ulSQyqg4vkXFmcELbIIgQBRlRCTO119mTWwPO9Lv40ztWV6vPcmAsZ2B6Haqzhw+HrKgEgBxOUPba9ClDzFjnme8dYK4nGUguoONiQMIgsSe3MfY6r43dPbVepltX2BX+gP4gU9a7SYqpxACgXs7/5w58zJxOYMXuEy2zrA6ugvXd5BFhYgUZ33idgJ8RhuHkQSZdfHbsNw6dmDx/MLfEeDzQOe/w/Vt4nKWqJxGEiUabpmmW+aejj8nJqeJiHFSSicL9hgVZ54eYyNz1uVwmyIQkeJIgsRo8xCubyEKEqIgU3PDae546yQAsqhhek0K2gCaGMVqN/BwMP0GrmBy6+ADjBRfRpQ9+uNbMJQEDXeRLcn7sLwmi/YEuhRjS/Ie4nKBjNpDl76Glltl1hplY+ouUkoX6pKpniiIxJTML73OS6JCZ2SItNLD7HyDemkGq37tui6IUHRC3e1bi9qmU2GyfYYXi18nIoZNx4K+ilvSHyah5pbfJ4sqCTHHb4vJ9hmqziwQOnZfaR4LWQRSGoSQpl62p24UtTfwz453O9LnW4SmUDlBECaB/4OwmP2uIAifAa4CH3r31vAGbuCfHg23xMhbctMuN4+yI/0AUX51jE1cybE99SBDwV2c+X6Ns0fLuFZAqldl758USK743VCA1IiE2vvb58lGpTRbU/dxovI4XuCiihF2pN8XFnJy+PlvwPHbTJvnqLkLQIAhpegNdkA1RiWywAu1r+EE4VNlXA4NNmJLBaHTDq7LnwVoLITU1iCwqTqz+IGHoHiIqohve6CbJPtiDL8niRL5zX+j6TYoOzPMWRcxpBQzpkt3ZC0J5frutyQJ9OyIku5XMesx3j/853hyG00xiL1p2vJO8Byf1CqBrtuh3ZSYOCZ8O7oAACAASURBVByleLWJ3QyYiZ+jUFsLAqRXKkQ6fMx5Ec/1ETWfLR9Kc+EXNYqXLeIdMsPvSWGkZXw/wKx61BccqlMO3ZuidG2MMHOmjef5DOxJEMtKWEu0czUm0rEuQjQrhy7I74BYXuGWz+SZP29iNUJH4KnXmssOyRIymDpre/bitP3Q+ElwMKsevTujyKpAccwitzqNJulMna6D18TwczQXPM4/WSWalXn1qwvs+lSemVMtFF3CdwOmX3VYsVvh2GPjoWlPALocZfZ1k+2PxClesVAUgXnz8tvWe868yED3bcS7wsZKYThCqkfFdwO0hERlwmb6ZDs0QAugVXQZfa5G784oY4fqSGKM6qRDtD+B5StklBX4HmyO3cuFwwHxDgXPCWgXwaz54Iuh7kwIt2O74uE6/nKjwDF9Kq/bWHWfnR/PIcqhW28kK7JwHkQZ9LjEuvemkDWR0rhFJCOxOGrSuytGblCjNG6TH9Lp3GQgKiKu5eMDQwcSmHUPUYGrRxqYtfCh2WkHWHWbhQsm6+5P4jvhxD8IwtgoacnsbeDWOLU5GyMlEy8o6AkJURJollwEIdTgXz3SYN09SfZ9sQOn5bCn+4McnX8cLe7RG1vPUGw3oiDRrDq89p0iiU4FURI4/ZMy8Q6Fmz6Zw274nPh+Cd8J0GISsi6ycMHErHrL1wstLmLkJIqXPMy6jyjBih0GLatBvDeyvH8tp41SzuE+p1JuBKQ2RTjwx0O05AWSeYlDpe9SnF/AcGUUSef2/CeRRA27+hhvzi6qm1U2pQ5wsP0D3tBGdgnriUlZVka3crzyU9pendWxm4nJGU5XQyqqgIAkyNTdBWzfpOVWicopJEFZ8lEGN7AQhbD5UHamGYzu5Hj1pySUAi2vwsnqz0jIOWRB5ebMH3CpcZiyPYMuRdmSuo8L9UOk1S76o1s4WvkxVWeWXmMzhpSgYs/QdmvE5AyKGMFfai76gc+gsYPx1knO1V/A9BrIosqseZGNiQMcLH0LTYzSoa5ic+puvjP5H/DxkASFO3Kf5fXqk0y3z6NLUTYl7kYWFM7WX6BbX8fK6DZeLn4bWZDZlLqbrNpPQRvkybn/jI+H6TWYaZ/njsJnyGn9BEBPZD2KqFNxZig7M2hilG59DRmtB0NKUnXmlnS6AltT94UmR8486+O3Mdo4xKx1kaiUZnv6ASr2LHWnhCBAXMrjBc6SbldaLjIDP2Bdcj8X6i8jCQpr4/sYqT3P2vg+BASSep67+j/NojXGjHWBeWuMiJugQ1vFvty/ounVEAi11qIg0vbqmF4dcYk+/QYFt+4Uqbkh8TAhFwAByw8zZ2NyZnm/vwFNjpDKSPhWEwRQEyCqPqIUEJOyyG8paC2vzZx1kcPl76MKOi2vhuk3KC0dRwE+SfV3Y1Fj+23eaFI13TJJpYOWV0UWFfoiW8hoK0gqHQSBjyD89k3iG7iB3xTvtvvxR3/J/zrwz7oiN3AD7yIChHcwQfL5TTj1kihRPh8w9vK1yJzKhM3F5+tsfURBkt79G4ssqgwYOyioA9hBG02MLbtTvhWKoLMpeBiz4aJFFahpvP74HNPVBtF+h613f4jXhO/gBhZ1d4GKPbNc1KoxESMt0XrT1DK3WkOJiAhilJ7IRmZblxCQMNIiYqCRTKXY/6c5ornf/JLo+g4XGod4fvFrBHiAwE3p9yEJCioRfNwlrZWGKhkoukiqRyMMDv31qc5urMbsmie4sjCCIqlsee97iB3NoaZdivYEmzZoGH0WU9IRxt0xOjavpK+whSPVp0Pa3IO7Wd3uwLdCrWJ12mbyWJPyuEUkLbP+vSkuPlujc0OEwX1x4h3KsrOwnpQQ5VDTOvpMDbvpUR6zGL43Rbyg0Cq7mDUP1/KRFIjmFAb3xnFMn+PfWmTxorU0SRJQjHD/VCYszv28SmPeIVpQGL47wes/KDF1soUXOFw9LjA4nmLNjh4uHQk1tAhgVlxWbDPQEhIIARsfCvOFPTdgxVYDvxEQlwv4gRNOZwIZRAHH8ll9ewIlIlFgcGmrBiFnloBOfQhrWmbj+6NocQnLa1GWppiyz5JurkCtrEEQQtflwA8QRGjMOfTtjBLILpbXIp/rxTV2o8sxuvQ1BE2Vkz+28XwXX4B2GdSISGqFihoVcdpLGTlA744IYqJNZpVONC/TWHAIfGjMO7h2wJG/XmDNgQSr7kjQf2uclXviCAIc+2aR5kKo90t0h3Td049W0JMSkbRErCDz+g9K9O6IsnCxjSAKtBYcMitVOjcYXH6hjt3wkHWRSFIKKbVegBYNz4V22cGxA9o1l/5bYiS6FA59eQ7fDw2uCmt1NjyYYuSnFQQBUn0qWkykd3uMi883mDnVIpqTGb57Cw+vGUaMusS05PKUyXcCPCugPH7NiK46ZeO0Q7drp+0TuOCaLkZGQpQk3uxBY2QUtn80x6kflqjOOqzYqRLfXuWF+e8xkBlim3M3MSVDe0HgyFdLNBpNCASchQh9d4gsDLxCxsowbY+QSOVA9Gl5JU5Wn2Bz8j4MKU3Lu+ZRMMlrbA4e4a7C5ylzlVQ0h2EXUESbs/XnQ5dhOUfRuspo4xArjLVU3Bm8wKHmhEWNiMjK6DZm2ucJhICWV2FNbA9nay9wpXWMzcl7WBvbR14bYGvyXiRBoeKorDS2UbIn2JC4k1PVX2B6DVpejao7y6ulH7I1dd+SUdFGHN+k4ZY4U3saVYyQkHJoksGF2ssMx27ltcpjyKKKJkZZFbuJp+a/RNMtk1AKNN0SlWAGN7Boe3UAZu1RUu0uNiT+f/bePDiuw77z/Lz7vb4PNG4QAAkSAO+bOihSoixZkiXZlmMnTnwkTuxxsjOp+SO1VVNbs+vs/rO7tbO1m91JTTnJjJ3DsS1fsS1LsqzDkije9wGSAIiDAHE0Gn2+7n73/vFASJRkxXZix/Hy+w+Lje7Xr9/9+/2+x4NcqPyQ3sg2bjQusGxP4wZNqm6DM+VneLj1j/ACl5TazuHCV1Y1yhP10zzV9T9ys3kFQRCpOfmVYj5grHYUOa6yL/0UayJbAHi18GWWnVkCPFrUXh5p+2MQ4KXFv8ANwmNltPYGh1o/S4dxLwC7lQ/S9EOjrIJ9g8uVlzmU+32WnCnKTp42bR1B4BOVM2xOPMiRwtfojW7lhwv/LxAWa+PmCR5p+2NKTsjmsP06IhL7Wz5Jm7aWU8XvUnIX6Y/sYE/mwxxb/ia2V2NT8iHatbUcW/4WRWcWWVBZH7ub4cQBbL/Oj/Nfpu6ViMkt6GKcofi9nCs/T9Ovsjf9FF3G8DsKQKW1Sbwa5a7k+zle+gZ20CAuZFkX24PjN2+T4pjeMmVnniDwgWDFcRpAoO6VuW6eYof66E99v3kv9Ea2rW6byfoZDrR8Gt/32ZP5EKO1I5xY/jYRKcm21CP0GttQpF+OtrZul2gENQREYnIG9R+R89zBrx+kL3zhC//S6/BPxhe/+MUvfO5zn/uXXo07+DVFo+xgFjxs00PWBUTpn9fVTxQkGl6FJftN85w1kW2sj96FKhnv8cnbMXWkRv5a87bXFF2ke2f0ZzJ0+kVCFCR0KUZUTqFJEQRBoFF2qC24NMoeBAGKIVG4bnP6r2qMHymRa89w7is1/LoCgUhhsYRTlMkNaZT80Fm0yxhaNblQjXCaVLxhY1U9Wjfo7P5kC8lODUXUyUg9VK1lypUSrdIg9/d8HE9p4Oq1sCMu/vTbHKDqFnh16cs0/Dc1jlmll+7IRmaalxgzT2D5Jl7ghfqvnyM/2AtcLlZ+xA37HJ7vY9lN5uwr3L33Hq55L4MQsC63jQve9xgvnabhlynp11lwxshoXUyYp5g0z9ImDXH8P5somsjIc2XmLzVwGgHlGRuz4NI2bDB93MQyPdbsjaHFJdSIRG69TqJd4czThTDbVRKoL3tUFxySXQrnnl7mzNcKLIw0yfRqWFWPaFbGswO0uER10SHWIqPFRTY+lkaNSRz/Up7qgkuz7LF4pUn/PXHOPb1SPAihltSuQ//dSeavVgmaCr4LOz6exbdDbW95ziGWldGSIsUJi5kzddK9GhISlRkfRVYAgW1PZWhZr5Hp05EUEQERWVBZtCbw8eiNbGd3+oNUhTlyHRlkQeW6eZIjy19n2Z5htnmFbn0Ti6d9Al/EcwJESSC7TsNp+lTzTdLrQdoyw4R9koX6dSp2HhoqgquyML2M6zl0DaXZ9GSa5UmLgQMJ6kUXURIYeCBJ90H4Ue3PiEWTrBvoo2tblIGDcXp2RTnz9WUEQWDTkymqc05II59zUCMiVs2ltrhS1HYo5NYbdO2IkBvQyfTrTB2t4TYDBGDk2TKqIZHp17j0vTK1JZeOLRFunm+gJyQUQ0RSBDY+mkLUBOYvNjj9lQLTx0ySHSrdu6Nc+1EFy7RR4gKealKvOAw+kMG1fTJ9OgMHE3huwMJIkyvPlrDrPrVFl8KExbq9WVLp5G2MhICApTELqxpGH9l1ny0fTFOZc1iesoi1KlTmndBp14f+e+N07YiuGpV5boDn+lgVn3WPqownnuFM/nlsGjS0RRyxQYe+noWLNgsXLFyhiSRKiJJIrWzSuyNNUyrSIqxlnXSAhNhK3h9DEAREQaQnshnTLeIHHroUZXvqUVoSHciKjC1VGGseo6reQJJkFppjiKKEgIAAOL7N5uQhbjZHsP0GbmCzKXEIWVTp0AeJKy0klBx90R3Igsrl6itAQNG5SVZbw7XqG+FEWxQ5tvw07doAO1NPkJBznK/8EGGFEg3gBA3Wx+5iwRojpXaQkFu40biIAESlFH3R3cw2R7hmHkYVIuxIP0pPZDMbE/eHkUKNCzhBk4AAURDxVpyKx81T+EHYmNPFKH3RXfRHd9JjbGbCPE3TN1dZM25g0W1sIq12MVJ5hQXr+m37OSG3klLamayfwQ3slbRgiQ59A2m5i7pfYtI8y7Izy0zzElE5je03sP06USmN5deZa14jIEBAWFmGSFppRxQUKu4i16pHmG2M4OEgCjLTjYtcN09SsKa42bxKT2QLncZ6onKaHmML4+Zxyu4CiqijihEkQUGRDBas6zT9KpIg0/Aq9EW2c7TwDcreIgJhAbxk3aBF7WbJnqbpVam4ea7UXiPAW4lhsslpvdScEkIgMWA/hDG6hUx1CFkPnds7jPWMVF6lwxi87d7gBR6XKy9x1XqFNr2P7uhG+qM7aNfXM1Y7SoBPm75u9f0Nt8pI5TW6jCEWrHHclXiemJSlQ9/AbOMSfZGdSP8MTr+aGKXb2Ljq8t1lbGJT4n5Gqq9xqfoitl/H8mssWpP0RDb/wuNybK9B2c0zah7h1fxfc612GISAmJRB+0c8OO7gXx/+9E//dO4LX/jCF9/tb7+Kmto7uINfGZRv2pz++wI3L9SJpCS2fTRL57YIeuznp+G+HboUZVfqSVq1fm40LtKmr2NtdPd76m7eDe2bDC59v3Tba53bI2jRd66r0/Bwmz5aUkIUf7kFby3v0CiFD+FaXOL8N5eZOhFqBHt2Rtn+sQwXvl2kPO2hRlPIgkZ9sRJqPGURTYyyMF5hjdvHBEdRxQjpt2h3RFmkbTjCgT+W8WyQDZHoSlxIvjHN6Rs/Iml0s2HNfhJGihfm/wvL7jQIMBDdx13Zj72DNvxe8AJ31RwFwBDjDCfuo+LkWbDG0MVwGjvbuEzDqxCRkjT90EQGBFTBICKnkN9Fg3sLlmeyYI0jymHkjJ4QcQObRa4RU9PsSjyOj00hmAipwQSYfplas8CmxAMAOK7DRPECibadRFtk8teaiBJIqoKkipgFl/ZNRpij2qESSb95e4i3hS65oiggRd5s6ixdb1CZjzL+WgUQsE2b1/98kYf/YxeNskez5GEWHIYfSbF4tUG8TUGNi1g1D6sabrNbJIVb00/fAVGSCcQwaibVqbHnI704pk+j6CKrIse+mkeNinh2wLEvLXHv51uJZiTSfSqn/77Auvvi7PztLKIgkOxWibbItzV2pEqKTeqjbOi+JzR5QWa2PkIkkcT2GwT4XKm+9pY9EDCmvMjWj36Yq8+YLF136NhisOkDaZanLHr2RKjlrnLGeQbbtvEDD0XXuFo5Qmwgw55te1ACg2w8SWnc4Y0/z5Mb1Nj521kUQyLwAipLRXZkPoq8kODwf1vANgPsmseafTFaNxikexWsqs+l7xUpz4bUUS0m8sCfdNA2FCHwoThl8fp/XkCLSRgpiYFDCSo3HTL9KkvXmwR+OAXt2hFh7YE4cxfrEATs+kQLcxdMJEVk3cEE8U6F0rTNa382j2yIiKLAyb9Z4v4/acexHCy1DAREghRuLaCWd1m7P0H+apPrr1dp32Qwd6G+sj/DzF2r4lGctkl0vC3OKCGz4zezXHm+tGLUFkPSBJxln2s/LrLtQ1nSa9JUbtrk1hu0bzJWM3Cdps+NEzXUmIgWl1h2ppgoX0BSBGRFRBBhrnmNpldFjejYZYlYIocvOvhBaJblKCbrnEOc+v4M0zdqpNrauesDf4STusm8NUqi0c/W0u+CLxBrl0noBoIgsGBf4qz1DIhgujJdDOIETSpOHn+F4prT1lK25xiKHyCptGK6JeaaowiIfG/ufyMht3Ew9yl+tPhFvMBGl2I0vPJK3i3IohIyPASDTYlDVJ0CV6uHGU7chyZGcQMHVTCwaaKKkdVjuU1bt6Lh1Zmqn0NCZm1sF28sfZVOfZiE2sJM/TKzzctsTryPqlNgY+IQx5a/vhr10mVspOIsIgohbdrHI6v1klLauFx9hU59iIzaSd6eQBTkldgdgYSSY9mefVdPAVlQaNX6SSlt4fVPCK/nayJbgYDLlVfojmzC8mp4gYPt18MmYxBQ98roUoKmV8UJLHQxRsOrYLpFxmonyGl9vL70N+TtSWRB5dH2f48sKJws/QPiShOrXesjJqdZtm8iCyoJJYckyu9oZNp+A2nFkVgUJDQpihtYuISFooCELGrcbI4wGL+HK7XXiClp5q1RZEGl7lVYG9lFi9bHq0t/g+977LU/y+kvVbCtBjV3mXjaYOunWzkrfIONiYOrRegtNLwyk/VzJJVWphsXuFZ7A4D10bvZHnwcrRynatnE28LzKSqniSppUko7e9NPcbX6OnGlhb7ITk4Xv8/d2d/C9JapuT6GlPgnZb7LokKnMUhG7cEPHAwpzlxzlNnGJQQEAgJsv4nkVVbcvXOob3NCtv3mitN09J9MUW66NRat6xwufGX1tSOFrxGXcyR+CsPNO/j1wZ2i9g7u4CfAboQPkDfPhYYu9WWPY3+1yPv/p+5/1qIWIKHm2KQeYih+EEn8+Zad7FLZ9TtZRn5QwrF81u6P073znV3K5SmLK8+XqC44dO+I0rsvSiz3y7G2r8zbHPniIktjFu2bDbp3RJg6aq5K1m6cNGkb0om2yAQ+2NWwI3/LOAdWYgkyGqJco0/dwWD83nctQt/+m2pugVcX/5pCsQzFEbZ3ikw7p0JDFymcrIyZxxiI3fUzFbW6GCWrdtPwylh+g77oTupeiecW/p8VOnKot9qVehJNilJ287yx9BXy9hRNz6Qvso3hxAFatbVE5HfPIFREnYSSo+YWEAQBSZYQA412fYCs2oMi6pSdRUREfDHcToIvICJyi94aldK0iwMEmw1kXURSQNZFAi/A8wNkTURPyrfFpbwVsiYiysKqI7Af+CiGgJl3gIBMr8r6B5OIokDghYWM63j4Ljz/v8yuRjN2bY+w+1PZ1bhGSQ2deasLDuvujzP6UiXMV0xodG2NMvpSmRsn6yS7VfZ+uoWL3y1ipCSchk+l6EAAY69UwmKsVaVtWGfs5SqiDHd/rpVk5+3HQWXO5viX8nRuiyDHooyemMOIa/TfP8ho9PvMqCMr7rG3x/osuqPsHG6wVc9QXXSozjuc/NslBAH0loD4h8sggBBIGFKUdnUDI7UzlKU8a2JbcOdizI5YJDs1dn8qS6JdYfTFChNv1IhmZIYfTyBXc0ycamKZHs2Sj56UWBhpcM/nW1EMkZlTJqUZJ9x0QUC96DH24yrNiotnB/Tsiq46i5sFl/FXKrQN61QXXFLdGnMXwuim0ZcqtA3p3Pdv29ATYVxSz64IshoWhwCzZ0Oncnwwiy4EMHvWpHWDQaUQQRJl6gUPWQPEgB//2Rx3faaNaC48d420THnWDnd7QMiCiL77w2u8TaF9k0EkKxPNSkydrNCxXSPaInHmG3miWZn24RiRrITdeFNWYC45jDxXZuPjKSaPVdny+QRxVcDBCreRqIeGQaJColMh3auyNGYhKSp6RmbdAyKOWOXM03nqcwqip1Getbn2tM6O31+L4bZz4W+aCOUlZFHFSEns+V0ZMWEzaZ5ZXY/QQVajx9jCiPMKgiASl1voi2xDEGROLn+HDm0DWW0NC80x4nIGQRARhIC8PU1czlKwp4mIKSDB+tg9xKQMd2U+iioZ5K1J5hrXsHyTvuhOVCHKfS2f4mTx27iBjewrbE9+gMXmBFuS7+NS5SUWrOtsij/AztTj3Ghc4IZ5nn3Zp7hWPcqkeYaU0sE92Y+jCDrXam/QK23n/txnMN0Sqhgho3Zyo3ERTYyiiVG6jGFiUpq4kl11108oOfLWNKZXxPbqDCUOIAkynm+zOfEgE+bplWmqQELO0WUME1eyPJD7A242rlD3yxhigrnGKCm1HdMrsti8zrbUI4yZx/ECB1WMIIsa/dFdKxNaCVUwsPw6uhhjTWQrU+Y5MmoXhpQMm4xBgOmUiMppREQMKcne9Idp1ddxo36Rlxf/koTSyv6WT7I2uodJ82w4XRcERCTWRXfz+tLfvXn9FTRichYRCU2MYEgJ/MAjqbTR8Korhl3z5LR+lqxpJCQ6jY28nP8LYnILPepWrr24hG0JuH5YvNZLDtXrUby1NqoYeUdhHTYlVMrOAutjd3Ot9gbd2hY2Fn6bE39doDZXJ9mhsefTLbQO6WhSJNzX9fN06kPIgsa0eY7Xlv6Wg7lPM9O4wPFiqAPPqj3clfkoceVnN4vyAhfTLeIFDpoYW71nVZ0lkkpbSBkPAgI8nMBCETXmGldp0Xpp+lVkVGy/zqXKSzT8Gmsim+mP7P4nTXN9PKZXjL/e+tpU/Rz90d0o79EwvoNfL9yhH9/BHfwE1JddLn6nuGpwA+FUqW04NJD5ReDtZhE/CxRdJNWn0rMzyrr7E/TsimIkbu9bledsfvyf5lm82qS+7DF/qYEoCrRs0G/LHf1FYfzVKtdfDbU+vftilG44lKYtBPHN71YMiTV7omGxC8iaQG6DTn05pGrKmsT2p1rp7G2lK7LpJxaCb0fZWWC0ejTcnwGsz+1g2jpLzQupnbd0emm1i1ZtHTW3gOXVEJHedepwC67vktP68IPQUXRj4gGuVF9j2ZlZfY/lm3Qbm8moXYzXjjPbvIzpFQGfkjNHu76Bpl8ho3a/63dIgkxCzjHfvLZCNxQYiO2jN7JtlbImCTJuYFGwbxCmOkr0R3dh+XUMUqxb/gA3nlGZOdUg26eS6FBZuNzAqoW0z7UH4kiKQGXOQdJEVOP2Y1FSBBAElifDhzJfdNn4ZCKkjtYChh9Jc+arBaaOmuTHmhgJiWSXxskvLa1OZQHMRYf+e+KIskDlpoMoC/TuV2k7aJHe6NG3O4mRUBg4kMB1fC7/oIzTCKgtuqgxidyAzuLVJubSm8VNx+YIi1fqtKzVSHSo3DzXINWj0rpRo7LQpGnaIPqIssTV58u4VoCekLn43AKlYpnqcoOZszU2bd3IaOUo/cZOJIXbJAFxOcu62F4aCxLnn16mOh9qXn0PEm0ag7t6iKoJuowhNgiHqJhl5swxdqafYO77SRaPSRTGHGZOm6zdH2f6hMnClSZuMzTLmr9SZ+jBLFNHTARCva1T97EqHtl+nWhOYmnMYmk0pJsGK3LcWFZGUkUK10OqrpGUqC97CKKA6wS0DRncPF+nZ1cU3w1wGj6CKBDLKbQOGlz6XolrP6pQmnFIr9HQE2FRW55zWBqzaFY8VgaHxHIKbZtVUu0RrKpPrFVl8xNppt4wMfMe5pJH55YIRlomllOYu1gPI8BUgfaNBr37Ymhvawjapoe5HBbldsMjOmzi9kzhR6tsuK+FVGuMeJtC//4YtWKd0qRP21BYABQmLMwlFy0uYS46tGwRMMUl5uuj2H6TAI970h/HqLcTa1FpGzJoHdRpGdDZ+IE0tC4jmQmu/qiELKhE5ASSoFBvmKzZEyV/2Wfxkr1KYWyaLr4fYDdtlqUJqs4SbjPUercZfdS9KltSD9Eb2UZG7eZs+VnWxnYx17hGXMnRE9nEQHwfUSnFbOMyNbfIXPMKO9KP06KuISKl2Jp8mB59M4Hg0/RNas4yJfsmN5tXqHslFqxx2o0BevRNdBkbadfXMxw/QFbtwZDjXDdPULRvEuCTtydYG9tNpzFEq9bPtdoRRmtHaPgVKu4iZSfPQHwfBXsG26+TVNqQAgVZUrH8Ohmli+2px2jRemi4ZVJqO1mtZ3XfReTkamOtP7aTplvhfOUFNiffhxAIDCcOkpBbWBfbzc70E+hCjAAfXYoTU1pWC8meyFbcoMm4eYymXyMqpRlKHMDHJ6N0sivzJFW3wEjlFTYnDxGRkmxKPMCG+L00/SrT9XNcrR1ma+phRGS2px+l7C6QVjtp1zfQF93BZP0sx5afphnU2Jl+nHHzGDcbV9gQu4eU2oYTNMmoXezOfIi00kFKbQ81qkBfZDtrIltJKK2U7AUkUUaTIuxIfYCx2jHsoIHl1bkr81EK9g1kQUWXo5SceRRRIyv1Yl9spbrcRBY1/MAFBLK9BnbHNGsiW2nR1tx2XqiijixqTNfPE5dbaNfXMew+wbE/L1Nb9BARsWo++atNurZH0WISmhShVe9HFaMklVZa9bVsSjyA41ursUYADa+CJCi0aWux/QaNukV9IWTCX0x0EwAAIABJREFUeG6AGnn3xrrjNRk3T3Ck8LVVU64WdQ1+4FJ2FkirHSxaE1h+DQGZjfGDaGKMq7XDeL7Nswt/RqvWx2tLf0vNK2D7dRat60iCTE7rJ8DHDZz3NEx8NzR9E9MtMtO8dNvrG2J306UPhYZ8d/Brgzv04zu4g58DSlQg2a1gFt4ysRH4ucyEflmQZfEd9L63or7s3v57gMmjNQYeiKN0/OLNHEo33qRY5cea9O6LMfF6lbfecto36qR7VXrvjjF72qQwabPv93IMPpzErgdEUhKRjIwo/mw3KkXUVh1kG0WXxeoM3anNzFujtxnPdBnDXCq/xKh5GD/w6NAH2Zl+YtWI6q1oeFVOl77LXHOMTn2Qwfh9pJQVba9oYPv1lXcKqKKOKkQpOnM4b6OaVZxFTLdIb2THTwysT6udPJD7gxWdl0JETOOWZKqujRKR0OMaw4mDtOvrWbKnyao9RKQEU/XzrK3v4sTXqgSWQLPscfLvCuz/ozbin8lRvmHTOmSweK3B8S8tIUoQy8ns+VTutmNJ1kT6743TPmzQKHuoKY8x6UV64w8QTSuMPFvCNsNYJkEQGH2pQm6DjmO9WdAKQpjV6zkBgw8l6d4RwYuYjPESzxWOUPfKDCX3s/4D93LjuRoTr9WRZAPXC6uq8qzN+kMJtHgFCCm4sTaZVLfC5LEqA/cnQgrt/XFaNqj8+C8nKJfKAKzdmWPrY23UCy6pHpWZUyYSCggCQRBS8suTPkPrDmCOa3RlDtBu7GRSeh1V0lgX24NQi6FFQ2Or8g0bUQkpwOsPJUlENRIcoFlxWZprIi9oPLz+36J5KaYnC9hVnyAIo4fMgsvSdYt6wcVIyTTLLoEjUF1wya2LMHehQTQr4zTDbZfp17j6XJn+/QmuvlDGt0ONrJ6SyA3qTB03EQQBc8mlZ2eEdK/G+CsVsut0OrcaxFsVtKRI++aWUF8rCYgSnP5KIWRs3CMRW2+y7FUR6mkSkQwdmwwmj1RpFG9JBUJ9/vlv5dn3RwlivQYzZ6tcfb5CacrFtXycpsf0CZNYTqH/3igP/8du3KaPpAg0Ku4qbfgW6kWXi/+wTH7UwnN82rerWLUpztrfpla0yEV62NL2FPnxBimxQn40Qtdg2MSx6x6KLobUcllg+29muVx/hpjcxsOdn6fpm2jEKRbLLB0uM/xoinibQrwtbFAVrjeZ/26W7j0a6YiMWxeQZBFBDKnLumEQlESisoIoSDi+jdMMKE43KZsN+u++m9nSOHLCw6p51DMVTLfAS4sv4gRNRGR0MYrplri/9TOcLz/Ps/P/F4aUZFvy/WxLPsbrhb/F8ZucKz3L/uwnSMg5phrnqXtlzpd/SNmZRxOjRKQku9JPcmz5mwiCwFj1KCmlg1eXvozlmytXGIF7sh9nILpv9foyVjtG2VlkrHqMVr2fCfM0ETmFG9h4vkPJuYnrW3QZw4iBhC4lOF7+BnWvhCpEONjyaeYa17jZHGFdbA8d+gYAml4N0yvh+Q6O3+Ra7Y2VJl2Ii5UXOdDyaQQEUnIbS/YNrtdOsmRPsy62h6Zboze6laic4kzxMN0Rm8XGde5v+X3GzGOMVF9hMNjPfS2fZKx6HEXQOFf+AWVnkZpX4GDuMxxd/ho3G1fQxCi70k+Qb05RdZZo1fv50eJ/AQJGqq/yQO4znCp+L5wmB3Xmm6NYXo1NiQc5tvwN3MCi7lVo09aTVtrRhAhNr0q3sYms2oMfuBhSAklUGJDuolMfxA4aIe3bazCUuA9VNBCReH3p72jXB+iP7MKhwYR5mrpXYopTbN27neXrLoqgYVFDkH3S6wUm3dq73lsAevRNJFpbWGiOk1XXIFdSNJbCbOBbqOXd2xrvAIqooIgKhhxKXxaa1xmOH0QURPLNKRbtCYr2TaruMuVimeLRJBe/W8C3BXIDEfZ9JrdiZng7qt4yZ0s/WHXrLjvzjFePEVOyNLwKtt9ke+pRVNEgIqWQBZVXl76MLKiYXhFDilLzCiw7M6SVDsQVivd0/Tw9kc2M1Y5TcRfpMTbTHdlMRPrppreKYLAmupXr9VMsWuMAtOsbWBvd/UuXV93Bvyx+dZ/O7+AO/oWhx2S2fjhDZW6B2qKLKMPwYymi2X+9p42svrMQVCLibZPSnweu5WNVPQRJwEhJP7Ez2r0zysThMD9zcaTJpsdTrH8wweThatgRvztO+yaDaEZlz6da2PLBFKIs/kRK7LuhWfUQYJVGeQsRKcW66F7GgmNEWxVu+hd5JPZ56l6Ra7UjKILGrvSTSILKldqPVz93s3mFjNnFpsShd/wu013mRuMyuhhjtjnCdOM8JWeeofgBqm6BulfGDSxiUpa02sWJ0rdIK53krQmaVFeXk1V7aHo1JOG9f2dMyRAjNOW5ebbOleeWceo+yW6VrU+lSbTHMYxBOo1BINSpJuId3BwzkYImqBDJhL/h0vdLdG2PEMnKjL1aIX811FxaNS+M99lax/MC0m95uFENEbVLJdkFdbdMYWmKZvK7bNr1FNcP10h0qYiSsOIQDKIqsHZ/gpEfrGi9hbBgjmTkcLIQkxirnWOqeAY7aODhcKnyMimlk8zQIGOv20iygYyAkZbp3RvDqnnc87kciyumaEZKYuL1Kn37ori+Q+WmS/umOJeez68WtADXT+dZsztO3/4YC5eayBERd0EkGktRd0KNaKYtibDQzuG/zKNGRBKdCts++igt6zQ8B+YnGkwcrtI+rNOx0Vh1XE6+hbmxPGlz4TslsmtVcuuyOKa/4k4shLm9dR+74ZNoU6jM2uEUVBTw7QBZERk4mMBccqkuOKS6FQbuT3Lh28vMXWjQsSXC/j9q4/prVTw7IDeoY1V9Kituwdm+JKe+UiDdozHwQIK2jQaxnEosp1K+aXPthQr1ZZeubRHSfRqVOYf+RyRuZF9kcuk8ENAhtHNQ+STJjjbu/lwrS6MW9aJLZo1KNe+wZkcCwdJIZKB8vUKj7IV6aEmg7+44116oMPyIwvXXaow8WyLwILNOY88nWzBSt187b56rk7+2olOUYPz0PJvW5oi3p0EqUKnfROwsMvxEC77v45QlsgM6vhdw45TJ5WfCRopV8ei9J0bL42s43fwmE9MGObUPm1FaYl1I1gYaJQ8tLlEvutg1n/JNGzPvMPaCy8B9Kc59s4iYEJA0iaH3Z8kkowQ7LPLnlgiCANdzcEyRjs0RRo/WsQoaBx/5LHY8j5rRCQKb7akBTK/EfHOUjNrFtuT7OVv6AbvST9CpD1JzisxZVxmpvsZdmd/gYMunEQWJpmdydPlpHmz9HKPVw3RGNlKwp1fjfpad2ZXCppvpxgVEXWbZnlktaAHcwGGk8ipuYDFZP0NUSnNP9uMEBFyovMAe6UNhsesHBPhYvokiRnB8iyOFr6JLcTq0IXakPkBG7UITI8TlHB4u6+P70KUYAA23wunS97jRCKdiEgo70o9xtvTcqi7UEOOIgkjTrTFunuBK9VUkQWFD/G6uVd5gMHEvk+ZZAgI0MUqL2ktKaQ/doo0h9mV+Ay9wKTRnGDXfIKm2IiCiigY9xmaOLT9N0Z4ldPmtcXT5GzyY+yyGlOCNwlfRVyjTkqBg+SZ1r7Ri3iUS4FN0bhKRkiGlWJAYqbzCrvQHWbQnOF78Fl7gMpTYT5u2lqTSvsrUUUSVpBrmas/WR3it8Dcogg4I7Ex+gAdaP4PtN1DFCFHSZOUe7IZH3bYxW0e5+3fu5saxJi2yRvd+gVLyEju1xzlffoF9mY+sbuNbUCSdFqmXFq0XgLJuoSfDJtgtzY6Rklbz4l3Lp150ca0wAiualbH8BggB50vP4wUuA7G9DMcPkFLaGa8dp720n7NPz65+Z36syeVnSuz+VMttMXsQSnhuFbS3YAcNCvY0NxqX6dQ3EJdb8AKbvDVF3rpOxc1zb/bjjNVOsCn+IBm1h5icvW05sqgxbV5g3DweroM1Sd0tsyX18Kq2+b0QVRIEeDzc+ofUvTICIhE5RVrt+Ec/ewe/XvjX+3R+B3fwS0B2rc6hP+mgWfWQNREjLaHH3zxtHMuntuhg5l30pEQkKxFJ/erqNyJpma7tEWbPrkwQRdj8ZHrVbOLnQS3vcOX5MvOXG+gJkeFHUrRtNN7Vcbllrca2j2S49mKoP6yXPTb+psbwh6LQlNESb25fLSq9q8nVT4Jd91gYaTJxOCwW194Xp3XIWKXRalKELcmH6I/uwPTKJOUccbmFe7IfZ3vqUQQE4nIL5ysvvGPZC9Y4g8H+FTOUN+EHHrvST1J18hhSAk2IEVWSVN0l9mV+AzewmGuM0WUMcbr4DDWvQI+xif7ITq6Zb0AgsDl5iIZXZV1sz09NP68XQmr8LZOl8ozNlefL7PjN7Oo0rLrgMHWsRr3g0rbRoPeuGFNHa6vu3bFWGasaRrk0ii6SLFBfdle1r82Kx+iLFbZ9JI0We+etIiInuTf7W1ytvsGceJrUQBflSVapY7ImIAoCGx5KYKQkZs+YxNoUBh9KkmgPj7cg8JltXAFC3fCth/SF5hh9rRl2PN7D1I9dCAJaBnQqczZvfHGR9o06u36nhakTVSaPVUj36Kw9EGfWOYeeSGFVIpSX6u9Y51qxQf/WJI2CTHqNyolJC5UIoqgSb5dJRlO88H/fxKkHqDERq+pz8Tsl7vqDHL4fUF92mT5uMn3cRI2KyLqIXffZ9tE3Td3suofvBuSvWQwcSmBXfdSohF1boUuvbN+BBxIUxpuIMsiKwPAjSRLdCnbNY9PjKVzLJ9WjUVty2PR4is1PpmhUPJSoyNaPpHEaPkvjFjeOm8iqwMADKSzTQ1JEKgsO29brq9vZXHI48eX8Kg28OGWz7v447Zt16JhjcmlFjyawQvN8lT2ZD5NoC6OHGssuV54vU5p1yPZrqJqKnG6y7Xd18idUyjMOXVtjFKcsRAUiWYVTf1fA90LJRmXGYezlCls+kkFboTb6rk/h+lvd2gMCwacy7ZHsz2KJJWRNJNAsghspNE1h58cV4q3Kil64iigKaDERxRBZGmuywd9Au7ONTm8v8284xBIwsKeT4powamr+Yp2L3y3RKHt4js/2j2aZOlpjecJiz6dbiKQkjLSMkZaRFJF0j8bWp9KMv1ZFcRV6DqUxKw3adgck1zoESGSDtcy9GmDtPIUt1egyNjIcP0jVXeJ06RlqbgEvcDlS+Dp7M09x0xoJc0wFmbw1iSElKDpzVJx8qFOUYtTcJQC8wEESFERkys4CqhghKbfSG9lK2V687dj2Agc7qKOJcUCg4VeYbVwmKmUI8Bk3T7It+TDHl79FVE5j+SYD0b0srEy2FEGn7M5xvjzHXZmP0a4PhOcxt9/Pis7cakELYVFzo36BvZmPULbnmG2MMJTYjyTIzFtjvLr05XB/4zLXvMqDrf8GWdCIyCk0MYosqlyuvkxMzhCV01yuvMxY7TiHcp/lovliaKQnJRAFiYiUIKN2c7n6YyJSYsXULeThBwSrhk6qGKHulQnw8QIPEQknsIjKaWpuAU2M4gce92Z/m6ZbR0Cg5NzkcuXHNP0qtt9kPj/GQ62fp+IU6DG2IK1MP8PrVsBE/RQATtBkOHI/gRDwrdn/maZfQxJUDrV8ji3ux+iVlnB1C2k5Rq1RYdNvJbhcP8yiEmB6JUZLb6w0GervKGrfioqTZ1YfYfent3Lsv+axa2FO9Z5PtxBvlXEaPtdfqzD+apXABy0hsft3sjRzs5wpPYMTWFieyfnyC9zX8kmySg+zjStUbjpv+yafwoSFVfXeUdTG5OyqEdQtSIJGm76WyfpZbjQuMW6eREBgV/pJdCnG3ZnfIia1MBy/j/PlH4ZsNzlNyZ5DEmRkQWNj4iDnSs/d9l0T9dMMxPf9xNi/tyOmpIE0Gd5dwnMH///AnaL2Du7gH0G8XSXe/u5/W7jc4PCfL+Ba4UV++NEkw4+lMJK/mqdWtEVh9ydbWHfAorrg0DqoE38PuvLb4Xs+4lsybxtll5FnS1x7sQIBmLrAma8WuO/ftZPseudyI1mF4ceSrNkbJYiZzHgneaN2EUNKsKnlEIl30ZRaXp2avYzt2ujEialZ3LrP8pRFLe+QW68Tb1cpTtuc/+by6ufOfWOZvb+bI7f+zaw6XYqiiDqaGyWcV/hoUuS2KIWc2stVXr9tHVrUXmRBwQ88TLeIE4Ruo67v8vLiX+IGFkm5jYO53+N7c/87tt9AFGR6jW0MxvdzqvQPeIGLH7icKf2A97X+IZuT78MP3ND4RDKIyqmfej+YSw6e4xP4IY3UE1wK0y71WoSkHsUsOBz/b3malbCQWhhp0L8/TrJbobrg0rsvRtuwHsbRLLj07o0x8mw41QyCsCBNdChc+l6RoYeTaD/hWSuhtLIz/QSub7HmQzKXvluiOGURSctsfDwV0sQlgeFHU/TdE0PWRRRNJAh8Ku4STbdKRu1itnEZKVDQhDi2b9JhDGHIOvJdJh1bWmkuilx+pszchTq+C6kejdNfKZBfKODQpLCkUq+k0R6sUghmyBq9dAzGKSy+eTysP5giMWwz6ZwgvbeTqNvGQ/9DJ8VpG0EIJ/zl2dA8LbdeJwggf61JdT7MiVX0sBmw9amQKjh3MZwyVhccPMtHWinWMn0akhJSrAMPFq802fOpFm6crFEvebQOGiTaQ7r09t/MEmtVkDUBs+Bw9C/yKJrI+gcTqDGRwA8oTthMHauhJSTW7Ikxea6KkZbpvydG17YIHZsNFi43WLjSoDrnhtpnuI1SX8u7t+maAWZOm2z9SIZxZ57AD429jKSMKIX6c8e3kCQZQRC48nyFpVELy/RZnrBYuNJgzydzBF6UwYcijL1cZuSlRRxTIN6i0Sx7Yc7uSh3v1P3ViK1bRa0oi7Ss01kaC6d7oiCFTuZrZcacIqIgQ1PACLooTnoEvsviSIPhx1IEQai/dRvh5FuUCHOoHZW15sO88beTEAhoYozF15e579+1gyhw4TtFXCt02bYqHhe/W2TDgwmuvlxg4eYSWz+rUI0W6XS3UJ4RKUxYZPpUdn+iBVuq4dUk8vkG19QXObF0FVEWGYgNseOhJxH93SwL42TUbk4sf4uyM48oSGxLPcrNxhUafhVZ1IhKadJKJ7oYQxJUbjavEJdzPNn536OIBq5v0RfdwWjtKCIyjt8gKqdYH78bP/DZnnqUc8Xn2Jx6H+crP0QSJAJ8HN+mP7KTy5VXSCqtCAiYXgkIr9cFe5pYI8NDbX+IFzgrE0aRy5WXiEip23SMUTlN06uhidF3sFOqKwU3hE09x7dYsmZIyBNcN09yX8snSSudOL7FhHkqNI5aMV3z8Vi0JlhjbMH2TG7ULzBqHkVAwPJNhuMHadc2MG9d47p5Al2KMpw4QEbtZjB+H3ONK0iCyhpjCyVnnoTciuWbiCjktD5UMUK7voFrtcMroUqQb06wPfUYx5e/SUBAVulhd/qDZNRuRiqvElVStGrrmGmMAGHueIjwnm75NV5Z+q+oos6W5PvIKmsQRZGYnAUgJmfojg3z/bn/g6YfspC8wObk0ne52/ojTn2pRiB6uLaJpqm09Se52HiOqJ1CXpGaGFLiPXWklt/gdPH7zFuj9PYsceA/HCRoyhgRjViriiiLVBbCXHpJEVizJ0okI2PXfWZqIwT4KIKOKhvgCyzWJ1gfuYdWbyPpvgiDD6aZPF7BqnqASHathh5/Z0M5LmXYnnqMC+Uf4QYWaaWLDfG7WLKmWWNsY7R2BFU06I/uwhCT9EV2ho0ZUSYiJHEDl6vV19mR/ACKqOMFDh3GBgICqm5h9ToAoVO2wB3q8B38bPjVfPK+gzv4V4Bq3ubc15dXC1qAkefL9N0T/6UUtUHg0/CqSKKKEATUvQoCAoacRBV/cuh4LKcQy/1s02TL9ChOWlx/vYoSEVl3X4JUd5gfOXexsTp9cpsBlhlS+96tqAWQFJFYu8SF8nFGqiHNt+TMU7Bv8L7Wf0NCaV19b9OrcbbwPOenj+I5LlElyUPrfo/p7xgsja7oxl6psuVDaar5t3WcV9xa31rUNj2T0doRrlYP4wcuayJb2Zp8iMhbCsqs2kN/ZCeT9bME+OTUPtbFduPjM1O/xKnSd7H9BroYY3PiQVq1fhatCbYmH+Fs6QdYftj59wOX2eZl+qM7EVFo+FUaXgVZ0Gj4ZQypi5j6E7ol74HSjIXvweDDKWzTY/z1Ck2/RiSr0rTrLL5uoaoqZsFFlIVVHevCSIPtHwu73tdeLHP99SoQ0DZoMPRIEiMlc/WFMmpEpO+eONPHq7QO6miJd5+W+25AdcGmthQ+sMZyAbs+kcWu+Uiq8I5z4K3/X7KneDX/1ziBxfbUYyTkVpbKc2BFGWzfiSHEeS3/d4iSiBzo7E5+guUJAX9FDp7sUBl7uYIbc/FwcTybmXGX+x7dyLx3KYyz2Z+iYVpMXVqkd2cKec84rxRfWXUXH4rdx6bOQ6S649gNj/KsjSQLzJw2Ofv1ZfSkxPAjSZJdCoouIIgCvhtw5YdlBEGg/94YLet0oi3KbVrRWE5h7+/lGHu5Qm0pnJKf/mqBeItCukelOm/TvsmgY2MEBPAdn5tXLc78/ZsFeP5akw/8r93Mnm9w4stLRFpkFkaazJwy2f/ftXHxH4pE0jLrH0jQrHg0yl5oHrNi9pbsUVcNn4DVQvcWAj/AswPqBZeeDQNc9X+EpIqoqowoirTrG7CXZK6+XiC3IdRb29XQ0CrwAkpTNoEfEDQUrv6oSG5thOyQwsS5BdbvTeOV5dWC9s3tIqNEwu3k+y6236Rji05xymbhaoPAD1i7I0u8vY5blUnH1zCUfgDhRprCeA1BFOi7O0az6hHJyOTW64y+WFk9JtJrRERJZPJlG7meAgSsRgB41BYd0j0qCLD2vhh6UoYgdILXEiJNucTWD6YZFZ9FMXXsK71cf95ZbQy0bTLY8uEkM/4IXm+B5cXrxHM6AnCzcY1W4yK97j1IIxvBd3lk579nyZ1EFhUWmuPMW6PoYgwBAV1MsDvzQV7J/xUL1nVEQaIi57H9BoOx+9if+yQLzXH2pX+DsdoxFFGn29iELsZwAouAgI7IEA2vwr7MR1Y0oiaDif1crRxmyZ4mIiXRpCg9xmaWrGlU0SCltFOwZxCRGYjvw/Fs6l6Je7O/zZXKYWJqiiAARVAp2NOcLn6Pnshm+iI7b3OmbVHXrE7r/MAjwGNNZDM5tQ9RkDm2/E0ebAupwBEpQVROU3HyiEgrWbUt5K1Jkmo7NxqXVkzQwxvItdobHGz5XRbtMTQpxrbUoxhSHFGQGIzdS39kB7oYJ6f1cKTwdWreMoYUZ3vqMVJKO7KosiXxIBCw0BwnpXawJroVAjjU+lmavokXOIzWjlFyvkPNLXCo9XMsWzMklVYqzpvT75zah+M3OVz4ykrUUoVJ8wwf6vwPZLRu+qO7mK6fpzeyDT/wKLsLKydX+I+HQ6DY+F6A7/lIgowWxLHcBjuTTyAKEvEVs6yE0kpUelNXW3fLmG6RgIConCYIPBZXMn+n7JNMcRJ0OJT9LLLSD0CzHJ7/Q+9PMvpyhcUrTbp3G7R8IkHFzuN5HgQiUTmN4eRoLAjMfDPNxfkZki1Rdn+8jTNPL5Fo09n4WArFeOd1X5F0BmL76NA3hKwCIcaFyg+ZqJ+hXRvgruzH8AOPlNKO6ZU4VXyWgj1NUmlFEXS2JR/mdOkZJFFhsn6GIAiw/Do9xmYiUopFaxxDSiALOsOJg0Skn84E8g7u4BbuFLV3cAc/J3wnoLb0tkLKD+mHv2jU3QoT5mlSajt1t0zVzdOmD7DYuI4d1NmaehjjpzRZ+GmwNN7klf9znltxrJNHajzyhS7qSw6xnEx1/s3t4FkBkcx7X1oaXvUdFvy236DsLN5W1FbsPJfmjuDYNgBVZ5mLlRdIxx5784MrkS5D708y+bbveft6FO1ZLlVeWv3/ZP0MSaWV4cTB1dcMOcHO9OMMxvcTEGBIcXQpRsXJc6L4nVXdmOmVOFH8NhsTD1D3ykTkxMpk5E04fhMfn97IVi5UXiCjdrM18RBXK4dJqW3sTD/xjzo9Wl6dpldFEESCfIJX/2yeZtlHEMLfN/i+JFMnYev7Mxz58ji2CdsP9VPLO8RyCqIs4NR9/j/23jPKjvs88/xVrptT39sJ3UCjAXQjNjIIEiAIEhQpkRQlksqWZWV51pPs3T0ez56zc3a+ze7ZnVnHsRy0smxZlmlRWaRJggEgQBA5h07oHG5OdSvvh2o2CJGibAV7fA6eTzx9cXnvrfpX/et53/d5HkHwKU9aNAoOC1daSzosgfmrLdrW6kiawMbHgjzZyz8oEW9XGXxvEi0iYTVdWhUXn2DkTYtKlGcsXvujeYpjwblJdCnc++86SPW8u+GY6Ta5UHl+2czmfPk5esXtbO9+HKugIEoOz135MlrSRwwH62LYf5mObQ8ydji4tnzfD8iIbfGmZ4or2OhaiDXSXlwLtKjK9ic62fBgG26kyvOF194SlyUw1jhDX3QHCTGHGpKI5WSuPVuleNPC96CRdzj7zSIP/scu9LjM7IUmN16sIkqB2dbVH1XY+8UsnZvCt2nSRUkgvSrIoDXKDoWxFls+kCI/YiII0LsrxNTpOn17YzS8MnqHTuWIhSiz7DLs+wHhvHm8jqgIuFbwQqxDRgkLbP1oGs+B/HALLSox+HCCZLfGwrXA9blndxiz7lGdNZB1ET0hEe9WqC7l23pu4D5+83id2KzO1q3vR/BkwkYOlQgJOc746w0Wr7fI9GnIskDD8JZjtUIpCaflcfqvC7QaFpftCusfTtF/X4xTzb9mu/IpBh9OcOOFKq7tk12n07sriqwKlPM16o0aTSmPFcmz7oPbWdcIDLxmLjSZ+J7OujUfxbclIgNJnv1vM8tEYf6qwaHf7kJW33RAFsgPt4h3KHRuCVOevkLqAAAgAElEQVSeNNGiInbdx/d8REVAj0uIsoCsiww8lODasxVqiyaC4tM+GCbdF2XbFzXG5ecoOdNsFZ5i5FQeJRLHaQbndf6ywdqDMSQhxLR3CVGGRsHEdX0kSaSgzhIatnnjzwtAYDC48bdSnDK+GUTuCBp3ZT5Eh9ZPrv1LVOwFakvxXK4fxFL1hregShp1q0Snvg5V0EirK6g7RZJKJy/nv0LVXiCpdLAqsp2MuoJZ4zoD0XsYbrzBWP0U7fpqqs4CdadEf2Q3a6J7WBXZwYb4fUtOvDpZbRV1p8SN2mvMmcNEpQxro3dRtmapuXlUJUfFzlOyZyhVZrA9k82JB5elEXElx+70E1woP0/dL7AqtI2E0s7F2gusj9+L4w1gunVCUpyB2H5mjGuIqoTrO8TlHDm9n8MLf8zu9IcQAMd3CEsJbC8ojopIKEKIvsh2InIS3/eYb41wpvwD6k6Rbn09W5IPcTD3OUyvgSyoROTU8n1UElU0McKG+EFabo3Tpe+yM/VBNCmMLGhcrr1IzckTl3Psb/tVytYshltnfeReytYchlvF813Wxe5mtHESRdSwvRaKqCMKInlrEk2KkVByHMx+joZbwvVduvUNhKU4KbWLulOkZM4jG2ESSpDx6/kO3RviSFGHbm09F6svcLl2GFGQ6NLXE02ngvFou8CRwl9RtmeD4y3n2Jv5CGE5Qd25VfgSEFDeUrwOrTBZ/zmL5rUmtXwLSRXI7XbwXJmMspJ5ZxR8D1lQWJfewyv/aYFG3kGNi1Rsk4nX4dD/ugIlJBLJ/OSityTIy5F3DafMgjkG+MyZN5gzb+D5LnelP0zVXqBizy6NDwvUnAJ5a5y70k/xSv6rNN0ycSXHvDlM2Z5ha+JhivYMdSfPmuhdtGm9d1yL7+AfjTuk9g7u4GeEHpfoGgozceKWWYcWE3/pXVrf9xhpvE5CaedE8Wmmjct4uEgoPNTxG0w251g0x5cC7X9+WA2X689XlgktgFX3mLtoEMnKrN4fozxpYZRdEGDVPdGfauwkCRKKGIIfI4GSqzF7MdBCxtoVqmoe27q9SFCx8uRSt4wyAFzbJ9KmoMel5ZHbUFKia0v4tvfOmTeW/9v3fDzXZ6p+lVXKbkKhWzmBiqiT/LEuquU1lwktBGNSTaeCvtRJWGxNsDqy87YYGAGZrLYSV+0mJMeJu91Ycxo9rQ7kjIkZb7xrJFHNLnCy9Azz5ihd2iCxYw9Rn3eCjoouYtZdJEVg569mGL+wQK1gAgKCCLEOBbPmoUVEjIrD4MMZjIpDYdTEKLtEMgKiHIzJTp9r4NngmC5dWyLs/GSE/I0gPkYJiVz9YaCZViMiqV6VjY8mKY62yA2EyK0NMX2+SWXGZvxYnUSXctuI+o/D8W2abvXWufNsLi4cRW920HhhFdrB8WBU210aU5UETKqs26dRvBqYEukJkZUHNM497y6NGQoMHMggaz4n/7CC1fTIrNbY9P4UmqrTEmvLmcGd0kZWWHswSz4OYey2QBefH20xdqyO1XAJpwOzM0GE+oKDrFlMng7ylLWohBoS8X0oT1isvuedi0eyJhLNKTiWz7E/DjpAkiIwfa7Jll9Tybef5HLtMEpTZ+gT70XLZLj6TLD2RUVA0gT0mITv+oiywP5/0x68/4xBolsl1atw/E8XcE2f/f+2g/b1OsleNTjfRYfX/2yRZsEFEdYdijP0VJrqtE2j4JDuUxk/VkeLimQ6w0T8HVz6QZHxSRu3ZSCpLXb8Shsd60MUx1v0H4xz5htFcIKR6nWHEkyeaWCUHCw7aJVeebZIZm070VQONemjhAT2fjEbuDIXHbSESGmixdFvjFEulgknVLY8sYIzue+wTXmSS9+r0KoE56gyAb5vEw7bKLq47O4qALMXDfrujjJ8uIrr+qRXaTQLDse/vMCOT7SxYkeEuasGruWjhETCKYn0So1QUqax6NComBhSCde1aF4VaR8Sqa4dodiYICl3kogmaX90El2y0Ko5xr4vYC8ReisfYlXfdsamh3FdP1gjvkTKWEe8S2HXb4t4go1blCk+38b9j/46llRDEyNE5BSKoFFeaOBNquwSfwOyJU6532B3+gneKH0LAZGmWyGrrWJP6kOcKH2LNrWHKeMSVXsBHx/HtzlT/h4ppZOsvorXCn/NrHkNCGQSG+IHSSodwX3Hd5lonuVa7ShhKcGa6B5mW9dZMEeZWtLF5s2bTBoX2Bi/n+nWFdYrWXpDg8wYFzG9BhPNc6yJ7lmWRyiixqrwdlJKF0Vrhqu1V3h+4Y/wcJltXeORjt9krHGGFb5Nu9bHgx2/zqI5jixotKk9lO0FZFGn5uRp01bitCwczyQmt9ET2oIgCOzNfISmU0ETw7i+w9HCX2F7JoOxfYiCxNnyD1gV2UpG7XmbDjWh5OjQ13Cpehjba7Ehdh8hKcZca5iQFGVP+ilEFCy/yVj9NFVngQ2J+0jI7RzMfpamW8HDQxcjzBjXAAFJUPFxaThlDLfCa4Wvsyv1AZJqBwICFysvciD7a5wqfYfL1Zdp03rZn/sEUaONFfcsMD9eI9UvE908SU0C02pQtKaWSem8OcxM6xpro3cxaVxeJrQAVWeBKeMSu1NPcqH8PBlnDY5okYqnlvWmTafKmda3cAVg7C5qboVYMoOcFDgy/kOGevezKX4Iz3NxHQ9KMaozc4iygFkGE4/GgsHWD/GuhPbHoYo6MbntNudrUZBIq93Mta4vG3E5nhkYh7kNVCFE0y2jS1FkQaHhlhhtnCSn9zNtXEJbKiC/aXZ4B3fwj8EdUnsHd/AzQovKbHkyjaQIzF0yiLUrDD2VJpb75V5Whltjxgh0WNPGZfwltulic7r0PXalnmCh9YsjtQi8Y3yOa/ukV+rcPFFj6ENpBCHoioTTMs2SgyCCGpFoFByahcA9OpyRCSVkdCnG5sQhjub/Cm+JbKTFlVTOhzn934MNPbVSZffvdKBoEq59y2SnQ+/HKaq8GekC0L01TLRd4a7PZanO2iBAvFN52wadVgLNruf6GGUH3UvQ3bGVhUs2uX6FUOonnztVDKMI+lJObFApb9dWo4tholKapldkW/xRBOBG/Ti6FGN76jGSSidlaxa12sbZv25Snguq7fFUlOznNGh/589zfZdrtSPLRi6yr1NZrCOq4JpgGR5mw6cwYpJdH8U2gnaWLCiMHqmx6f0pjFIQtRLNKpSnLGrzNpnVGjPnmstdQc/x6dkRoTbvUJ4yufFChVi7iqyLlKdNJFWktmCx8ZEkRsVF1gSclofrBB0sQRQYOJQgP9qiWbBpFl08x0GPS6jvYPQVkqJ06+u5Vg90y4IooEdU4nQyM20zKPUiChKydmvNrUpsJpdKceA343ieT6tpEdtRYm9/jsqUQ7xLJtopceXvTKxGcD0sXmtx8TslIhmZcK9Eun0lggTp0bs49kwe0ZeJKQoD96cw6ha26RLJyjTyNg3LJ5pTcG0fx/I4/60ioYSMWfNQw2IQteMHGnXX8X9ixrMgCKR6NDZ/IMXZvyni2T5tazTMrlEOL355uS4z07zK+x/+HcZfEvFdgUyfRjglM/hwgvyIwdATSYyyw6m/KCwXItrX62z/eBvn/qZIcdxk5HAN1/bp3R2hNGFRmbGD+B4Rrv2oQteWCCu2B3mrRsVBlCA9oONYPuVJm+KIjWuDWXPxXZ+br9VxHI/uoQilmyYHf6uDhestwkmZaFZm5KWgC7s8iur4mA2X7swW8pM1Mv1xqjMWrapLZrWO3fA5/9085WJQyGpWLM79bYH1n+nHTZgoIXGZ1C4dvWUTKM8JiL0Wk9BjgTnXyrujnPl6kflLwfUYTkuoURE1LLLjYxnyIybhlETn5jC+4tMsOXRtCdG9vZvzhx3GTxdBgPmbZfo3DzJpXGR1dAfP5X8XpyXhtSR2ZB5l6KPbMMsg6bB4o8m63nUMxu9huHIS34P++E60hR5amSrPF/8A33OJakn2bf8kcmMF6dytC7w8bXH8TwtU6xV830PNKNz32S9xpfkcjm+jCjpROU3DCY7RhtgBTK/BSP2N4HiIIRzfxAeqziJ5a4J2vT+4RwsSC61RXs3/BU+u+N9RxRCXqi/yav5ry/fY6dY1Hun495wsPYMoSHi+S8urY7g1ZFFlwji/5Fb7cQ60fZrnFn4PRQwt6xzfuq493+eV/FeoOyW8pT2o6ZaxfZOonOFG7TUyajcJpZ2EcusYKGKIezIfZ6R+kk3xQ6wMD7FojtOpD5DT+rhae5VL1cM4vkVOW81Q4iEsz2BVeBvzrVGGlzS4483TbIzdz6bEIeS35Ih7vkda7WVP6il0KULTrXJ48U+X98mYnOHuzMd4ZfGr1N0CVXuRy7WX2JN6kpbXpD+yk8nmWUJijM2JB5ifH0YWFSpLHXMBkWnjMnG5jZ2pDxKRk/RHd3K88E1K9jSqqFO1F3m98Hfsb/sE+Z3fQ9saYpZJzlgjDDTvCWLE8Jd1vwB5cyLomL+F0L6JkjXDOuUAPdeeZP56k1U7k5jXXSZEk+w6AStRCcwMo/toe0Kl+2AMtywitFRUSedi6UWcpoAcEtGI0BPbgxoVcVq3pFPhlIT4DukI7wZF1NmSfJBqfmHJdTjIT9elOL3hISaMC0vrRaTlNOgJb0KTw8TkDK7vIiAiCBKaGMH1LBpumYZbZl107z/qe/y8KNsOFcdFFCAhS8TlO9ToXyrunLk7uIOfA4lOlZ2fbKNVCdyRf9rY7S8CkqCgi8ll58cgpsAFhCAWRpTJ6X2/sM9TwxIDDyaYOd9c1q+FkiIdG0PocYn+e+O0yi6tusvUyToz5w18D1beFWXlnihv/H+LQRcXiHcr7PhYG+G0TIe2hkPtXyJvBhowZjIc+fNbXe/STQtrMsOBlR/lxOQPqDUq9MTX06/dTWhfAkU2qC/adG4O07kpjCQJRNoUIm0/udKc1VbRHdrAWP4ig+m9JOJJZo0LRDrniUi7mHw+hJ4I9Ho/Hj8SkVPsTj/BqdJ3aHl1olKaPZmnSKs9tGmrkAUVTQqzPfkoa6N3IwsKESXQScWVLAujEuW5IDpBQMCv6Uy9YRB/n/aOkUqW18R2HbbyIWQvhEkBeShE5YaFUXJxLA9BElixM8Llw/Os2Ztl7HiFsJjEacKVH5S551+1o4RFjv3RPK1q8FDXNRRm1d1RShPBqOb2j2eYOt2gMGLStlZn56eCSBlJDmJWCqMmq/bGeOOreay6RygpIWkZLn+vvDx2Xhw3ufuLOXzf542/yNMsOOTW6Wx8f4rwjxUKREFiXexufFwmjUuBNrnnEN71FOFUg8ZVjQfv+SRXWi8SkuKsju4gLmeRZJdkVMP3fcqTILmdWJkyYluTuBLBL8cpjQYdYN/zMSoucxcNBh6MM/w9i8GPPYoYsTnxbBmVELocQ0Ti6vNlBh+NcO25KbY/3Edl2sCs+vh+QBzLUxYLN1rc9ZksxZtBtqzn+oRTMlpUpDJtkV759pHrRsnGKLlUZyziHSr7fqOdhasGua0iR5pH3zpogCc4TNkXOPBvH8Jq+iR7VIRkAz9SYc9/drBqi1z/Y4dwp4JZ9MH2mb9qMCSlWXNfnHPfLKGEBGRVRNIE8iMt1LAEvosekwKDp9EWZs0h0xes7TUHE5QnTMaO1oNxYjMwXcIPCg31gk0krWBWXaZON1i4brDlg2nwgxiwTL9Obb6OKAfjlT3bI1RmDfr6Onn92xVcu4gSFtn6VJoLz5RYezBOs+AEY/RLtt1GzUa10xA2WXcowemvF5a1uNk1OvFOlXAqKHAIQuDomlsf4vifLbLl8RT3/HqO8eN1ZE2ga0sYJSISbVNIr9Lo2BymPGEy8UaNFduinHu6xMJ1g/RKja0fXkk8E+LC8zNk1inYNNib/igXqs8RkqOs6d1Dl7OdkR84vHZpFsnXiPcIbHgyS23CJj25n/0rdiNKAgvHRYZHTdZ91kBPiBgll7pZZlg6TFfqo0DgLeC6PmNHariGgCro2Jh4JRWpmoQw6GIUUZDwfR9cn8XaFKsTezCpYvsWTt3E8W1Mr44kyKTVbmabN+iNbcH2TSy3yb62X6FoTRMWYzTdGqONk8HUwxKpNdwyjm+iiWFaXj3YQ3yfmJxFF4OOZ9meRRY0ZEFFRGJT/H5CUuxt61sRNcJScpnM+L6PKuo4vsXFyvNsTz2G7dkYbuBGH5YSSIKMj0eXPkCnvm7JIGoltmeiS1GeW/g9TLeJLKpIgsKCOYrrO2yI3UdG6+GHs/8VEBAFCQGRa/Uj9IY3E5aT6FIUx7O4XjvC5SWvhsHYfmZb12m5NRAEZEHB8loUrCkMr4rlGTh+IJ+4UT/Ovswn+N7s/01a7aZD60cWVD7Q/TvcqL8GiETlNCeKT2N6TfLWTUyvTlhOoErhJU2tsOTF7FJ3A530jHkZw60u64bnzRG2Jd/HfGvktvHaLn0QgJ7QJm42z952rFeGh1i4anLjuQYbH0vyxp/naVWCIpwek9j66SiDsX3MmyOcaf4QtymhiQkOpD7DvtCHOWs9Q10pIjaiDOkfYP6yxdBTaU7/ZR6EIC5t61NpavM2vusT71AQ5X+YSVNaXcH9uc8HhRFBXXK1DpHVVjKUeJjr9dfwfY+N8QfwfZ8Z4xod+jry1s3A0VpMsDnxADOt6wAklI7lCKN/CuQtm6/N5llYmjjpC6k8lcuQUu7Qo3+JuHPW7uAOfk6oYSl4gPwZUc/bzF8xmL9s0LZGp2tzmOi7jO9qUpiB+F7wfUJijJbXWCK2fkAWfMj9gjeFdJ/Gof/Qxc3jdZSwyMrdUeJdwXeUVRFJ9Tj/dBGjdKvTMn68TqZfWya0ANVpm/xwi97dUSRRIa12k1a78VyP155dXNYOvomJozZDvzLAob5s8LDrKITCKnE9ROxxHc/2l016KvYC860RwKNdX0Nczt320GA1XUQ3yp7Uk6zjARala5yY/i5mxcf3rjCsn+PBzV/g5H+rkVuns+WpNFr0LWY7gsyK0AaSSudybMSbI3lvdS4WRZmEeksXDKBJEdxSi7icxccj3ROmYzAaOFS2vGVH2LdCsnTSI3tpzkEiFyGT7sGN+PTsajFzrokSEln7QIJmwSF/XqBnvcChLwwy+moDEOjfHyOaDdxrNzyW4tJ3Spg1j5nzTbZ+KIMoC/g+nPtmgcWlzNeRl6pUpk0GH05y+Xtl1j0YJ5oNIlQGDiUYPVIj2aMy8UYdUYJImxx01wQoTZqkV2k0FmwEUWDhWou2KwZ9d7/9gTgiJxlKvo+BWBD9oUsx/CGfttXhoCMXyZF1VjDXusGZ8vdp2U269fUMpR5Cs+Oce7rI9Bkj0JjqKSqzFg/8tkqmX6O+GEwGOC2PtjUaVssju1bHW1CJ92qs6AuxeN1cMvNysR0TWY5hNh0uvjLJxqe60BSdRLfK+JEa48fqbHhvgpvH6nRuChNKSKgRESUscv7pEpnVGokuBUm59RBoGQ7Tp5oc/9PFZT3o1o+kWftADDnqEVp8+8hyWE6QGwjG5R3Pppz3EMw4DWcGRVFp2jVs1yOayuLMefj+kgZXCPIp34xdaizatPXrLF5voccl6osOohgQ0aN/uMCez2RZdVcMWRWYOtOkkq/TvTPN+IngOm3fGKJne4R4p0phrIUaDX5rZdLm2vNV2lZrjB2rMfRUhlhOIT/cItOvEeuQ8Tyf/BWXSJtMcdykNmczdykYW3dMD0WTCVkxmm7gtK1HFcLhECEpRnytzj2/3k5pwiSclIl1Kugxibu/1M7ijRaiBG39OkggSQIXv1MitUpl5e4IgiSgRUTa1tySECzeMDj8f87x3v+jm2N/ssjClWCNz543aOTnuO83OzHtFq3cTdrlgSWjHoGtyfdxvXYUcaqP6+cKhKUEIVmmNiswe7ZF9/0esVSSs193mL/SIpSU2PZrCc5WfggS6HEZUYGmvIDlNwgRdMd9x8esuwhCoIWUUPB9D3sxRO/gEPnaDJbtIKkituETZSWv/YFB25oIQx96CNezGK4fRxejbEk8hOk22ZC4jxcX/oSiPQX4jDRO8L6Of09UySznXqtiaNmV18fHdk02JQ5xePFPcX0b13dYEdqALGhsib8HVQwRlVNIKBxq/xJxOfu2tQoQUzLsTD3OlHEZTYww3xqmTVtJxV5gwRpFk6JcqDzHtHGZgdg+FFHH8UxCcpy6XaInvJGk2sFM8yple5astpKqXaDl1dDEMFE5jYiE5Rlcrx9ls/TgsseBLGg4vkXDKdJ0q5TteSJyCk2MMNkMxqpFpKDzWz1C3S0GKbVLXcHgYPjLxRUIOsgle4610T30hrdwuXqYWfM6sqjRG97GCwt/RNmeRUTGxyWn9aOJUTzPw/VtVCGM4Zcx3Frg+IuCJMiklK4gXsj38XGJy1nalFWsjd7FePN0cK+O7CKnrQKgTVvJUOIhrtVeA3zWRPfQJvVx9vUGsXaF0k1reU91TB9H9Zk6ZtPz2HrOVX+Eg4EQFQGRce0l7kp9mDbhCxhGk/xFj5lnRZrFOmvvj/Hg/7YC1woM4EZerTJzNrhW7/utTrJrfrLZ5I8jKqffFr2jSREGY/voCW8GfMJSkpZbx/FN1kbvpubkqTsFMmoPiqgRU7LLhmYROfXOH/QLhuf7vFFtLBNagDHDYsRosVP5yfFKd/A/Lu6Q2ju4g39GmA2XS98tM3w46DCNHa3TszPCrk9mCKXevePYtMs82vm/cK7yI+pOidWRHcvmGsq7uB//LFDDEtm1IbJrQ+/4uuf4b4sMwfOxm7f+Fu+SadvhInXUcTzttpExURLp3R3h5uv12/4XvTvChJQIuhzF8gxkQUFaep8kCUhLmatla57Di3+ynHOqiiEOZj9HSu3EtTzyo2agwbN9endFSKyJcnnqOEYpiCjyXZ9Ks0TNWyDemWXhRotW1b2N1EIwRhVTMu96rFo1F6seOFGGktIy2enaFGHyRJPcoE44LXPhmRKSKrBia4QNjyTf1uU3yj7JVIrC+SqjLxbZ/rE2Tn4tT9emECv3RHEtn7mLTWIdKpIgIyKRXRMh1Ruco7fmBHesDxHvVJZ1hqGETKvq0Cy6FMdMBFGgsWjjuTB9xmDtAwk6NoUQBIGTXyugx0R6d0XZ/eks4DNzrkn+holre4TSUjBCHJMYfrGK54Lg+4iSQGHUfEdSC4Gu+q0PL4J4u2Oy6TV4o/gt7JZLq+rS1M+geGG6F+5n5Z4YekJm5KUasiaw9akM5QkLQYSeHRHslsfUqQYb359CEHzGjzV446t5IhmFzs0h+vbGGD9Wx8dHbbMJtwvc/Yl+4okwpmFh2w5aJIRl+Gz7cBpBFEivCrSdl39YplVx2fJEGlkXcCxveZT7TTTyLme+UVgmtADnv1VixfYI6bjG5sQhbjbPBOvVh6TSRZc2iOf5iKJAfc7l/NcNZiZn8USHXR9aweBenXPPTeKKFrKmEuuUEURQQgKpXpVW1UWUBPLDJuvfl0TRBWbOG0RzMoMPJZk+28C1fEZeqtKxIYTvB+S70igyMwob35/CaQCewKXvlfFciHfKbP1wBlEWiXYorH8ogWP6rDkQJ5pTGHg4Rk8hTGXaJrFCwXdh7LU68Q6VlXuiXPpuiWhOZvF6i5nzTTY9luHaCwJKVUcMO+x4qoNUmxjoIiVIdKkkum53TY+1K8Tab90rzLrD0JNpxo/XUEMS9bzD5MkGez9/q5DkWEH0kGv7uLa/TGjfRHXGxjY87N2nSYS6icoZVFFnfWw/V2qv0PSqVKddfHxaXh3FCyEgsDBhUCudJ5pMsOPT+yhcdbEaHmKixtzMKJIuEM6ImGKVTGjzsl6+6VRp+EW6PmDSNhNm6gWZxoKAIEGyI4Q8v55eiow1z0JT457eh1ErcdY8aSHjUWlWaNNW0hfZgS5FwPOZaV1j2riM7RvElSy+7yEKEiP1E6TULlzfYVvyUcrWPKIgYXst2rV+4koW02twf/ZzFK1ponKGupPnSvVlsnof440z6FKc/sgu0mr3O167byKpdlKyZ6jY82xOvAdF1Jk3b3B/7vMUzSnGmqfYGD/ItdqrzLSuEZaTuL7FvsyvcKL0d2xPPkrevEl3aAMXyn/P6sgOLtdewvIMDLdKb2gIx7fIqL00nSoptZuakw8co+0CB3Of42rtVXQpRlrtRkBgT+ZJXi98i5AUYbJ5mdXRHRRKE0AQQWR6TTLqCqJyCts3Edygu7o+di8JJUdCyfHCwn9HECRsz+BE6elg+iZyF6fL38fHY0VoM/3R3Xg4TDYvcq12hL7IVk6WvkNETtJwywzG7mW2dZ170p+g6Ezh+z4RN4dayVG+aLK6/T2sSx/AURq0vBrX66/RqQ+SVDsYjO2nN7wFH5+wlMB3BPS4hVGxsQyX4MYiIEoCjmdRq7coWovUnSIROQ2+jySK1P08rmASkZOYxRAj310AXCQFjIpLabKFFpU58nvzy+fUanhce7ZMojv7tpzafywEQST6lnv8W120Y8rtJPhN86l/Kriei4fAjGm97bUZ88eze+/gXwrukNo7uIN/RjRLDmOvVm/72+TpBpseTxF6l2KlJMjE1DZitJFQPoXjW4TlxE910v1pcD2bmlOg6iwSlhLE5AyaFPmp71OjEtk1OvNXjeW/aXGJcCrYFHNbJNTdNzldeQHZsekrbWFj4v7bOpxt/To7PpHh+otVBAEG35Mg1RuMmzbdMp7vIohRDKcOvkdITiItab2WCcISLM9gpHGCnerj1OZtTn0tz5tF+UvfLbPpiTjReIZFbm3mAHgikirAUhesnrcoT9pUZiyya3TUqBiYLKVl4u+Q71tbsDn3t0UqUxaSKrDmvhgr74ohKQKJbpXNT6QQfDj6hwsoYRFJDqJ2tLjIhkdTyyQdwHd9Jk40GH4xIG6tsotZcVm8brJwzaRZdFAjIkMf0lEjIqL1fMMAACAASURBVOGMzI3DFSIZhVSvehupFUSBSFrB932Mskt1zuLiMyU6N4cxyi6e6xNKyTQKQc6pWXXp2BCMebYPhlAjIkf/cB5BFIh2yOz9XI7FJSMpu+ER61TIDuhce76Ka3rL+urcwM9eXCla07iOR7PookZEfN9ndO4yan4LN5/z6d0ep2triEyfztSpBo2iExzPyy36D8QY+nCay98tkehWuf5chUhWCYzBTjfZ/IEUkZyMFlHpfTBMOBxm4WyD4YslUr0aax+Io4RE1h2Kc/KrecqTFnbLI7VSY2BpTLY4bhLJyaw9mLjtWEMw/mzWby/yeFZAsACyai8f6Pod5lrDyL5Gm9JH80ocL24S65S59lyN/I0W6ODaHse/PsF7f2sAPbOC0iWZaFpj5Z4o9YJNZdqi/94YV35UwbUD5/FIVmHDI0n67omxeKPF9NkGxTET3wNZF/FcmL/SpHOLzs1xl9HTi7AD1u9dwbE/XkBSgvzjVtlj/FidzR9IEsupxNplRFmgkXeYv2IghwSiOYW2/hDFcZPXvrxAbd7Gc3y0qMTeL2ZRQiKJLoV6wSLVJ3LPlzpxjFsmToIo4Lo+osi7up26tkdtziY/0uLUXxZQwyK+B/EulT2fzt4WUybKwrI+XpAE9KQIPmx6PIUeXyoGhEW2pB8gIiWXC2VxOUfDKVOz82zsVxk7EozLOr6J69v0rAszw01wu2nGJxBWSwizIeZfl7lnz4c5X/sRHhV6Q1vYkngPiqhRtfOcLD3DtdqrtCl9tGcGWffRfUz9SGPlnhiSBhe+bJEdvJu9g7twTRHVsLgg/y0Vp8LWVfs5WXkGkxqOZ5NSO9mRfD9TrctktT5qToGonEYVQ3i+S0dogKZTwfZNJEHivR3/jhv114jKGUJS4KBr0+Js+UeE5TiTzYuYXp2QlCDuZjHcCldrr+D5NttSj75tT7G8Fp7vYLg1np37fylYUwBcrL7AgbZPUzRnWDTHWRnehixoSILCrHkDDw/HCyYkLlUPk1X7KFkzJJVOGk6JceMMu1NPsiv1AeZbw6yL7kOXopwpfx9RkOnQ17Jz6Xc3nBJro3chIBCV08ybw5wufwcRmYTSzr1tn2LauELBmiAuZ7kn83FuNs+iizE2xO8jqXRyIPsZbjbPUbXnyWqriUgpzlWeJaHkqLuB78GbWbRjjTOsi97NofYvLH1GjpTSScma5oWFP8JeWh8Hsp/C8lrktD5sz8TFwcLgQvl5upWN2BdWM/JCHtszUaQaAw/FKK0/znXjFSRB4XLtFfakn2R1ZMft3UoF+u4N8+pXxtm4tYMbLzmIkoyoQs0tsHZXAkkScHyHmr1IUu1EFGTa9TWoS/t3KCERbVfQ4gL9+xNMn2lQn3eIt6t0btaZvXCr8NOquMHU1DvXsP9Fo2hNc732GmV7jvWxe1kfWcmIYd72bwbDv9imwB380+EOqb2DO/hnxFuNIn5WhOR37oT9LJgyrnA0/zUcLCRBYV30HrYk3oMmhd/1fYousv59CSQ96M6F0xLrH0oSygTEQFqd54X802jRIEtytHlyySzqAYSlqIhwWmbdA3G6twb5nZE2GReHudYojmcRkmLcbJ7nRv0YAKsjO1kX3UtIjtNym2/7TqbbxPd9Fq638H+siTxz2mTLkw9wM38V8BEkSGhZYlKWG1Mm6ZUqigZnny4xfrQOPniez85PtlGdM5k9Z3Dvv+kg3afTcEpMG1dwbI/aC6soTTqBA+RqjXiXysjLVSozFu2DIdo3hJi/YhDJyAiSsJyDWRg2seru7Z3KqsvCUpHAMYMxa1EOOoN6TCKSkcms0dATIts+muHMNwoYxSXTrT6VrR/JICsiohp0tB3LY+6SwdTpBuG0zNSZJpImsOZgnMvfLyNrPrIq0H9fnJkLTWLtCr4D2bU6x748jxIWsZsebsvn6nNldn+6jeqMTavmomgCbsun7+4ok6fqeA5kB3SiWRmz/vaO9z8EMTkdkEAB5JBAdaFFNp6mutCk4TUpTMhs/9UUniExeqS2fCwlRWDsaA0tFugvWxUHJSphNz0UXUJUAlJ212eyQdyR7XD2r0qMvBxo/+YvtcjfaLH/X7czebJBecpClIOM3MKoSc8Ol9RKlY5NIWLtCtOnG0y8Xqd3VzQYQ1ZFFE2kY5PO3FseFJO9KkpYwDE9ZE0m5nZRvZTANjye+1oBz20iawIP/scuCsMtbAO0cBTbKyIgUh71cMVAxy+HBFzH4/iX52kWfOKdCuseiJNerZHoVAklA7M2x/IJZ2R8z8exfHIDOkNPpbEaDpVJm979GgMHspSmTHoGs8xfMajOm0iSRDglB8dq0aGtX19em6VJkze+ksf3fXKDIdIrVdrW6YweDYpRkYyM5wQKwvKExeKowZoDcZzOEsf9b5MVVzLQsY+InKRVdVi83mL2okG8U2HF9gjRrIJRdihNWjSLDm2rNaI5hXrexqg4jLxaR9FFWlUXPSFjlBzMxu0XuCgKJHtVVu2N0ixa7Ph4G6IEF75dpjxhoScksus0dny8DanzFhmOyCna9X4K1iTV9FUGDg0w/GoRTdBJb1KQB+ZJqyuo2gt8r/J/oVtpRDnGPXs+ydyLvRx69EuoGRtViBBT0/i+T8ma5mrtVbYnH0EWNGZa1xiXX2XDx+4nqYUojrXAh8UrNotXoPeQz+vFv6Wl5+lJbOFa7QgNt4AuR3EFh4ZTYt4cxcUho66gQ1uLJoUw3SZrY3sxvTp/N/Ofsf0WSbmTB9t/nTZ1FTcar5HT+hmM7cf2DSRBXo6I8fBYE93NzUYQsyYgMGlcZjB+7/JYqed7FKwJLlVexPEc1sZ2LxFaYVmze6H699yd/hhHCl9jU/wQkqBguk3e3OkkQcX2WzTdapClLgSykU59LSBwovQtOvQ1rNA3oIg6L+e/Qs3JAzBlXOKB7OdJK91siT/E1doRZo3rpNUuJprnERCRBRXHNxluHGdlaIictooTpaeJ2zmyah+ObwV5wYJAXMmyOXEIx7MwXYNFcwwJiZAUQyDYk2zPwBc8REEkq60M3i9FicqBMWLTrS5nB99snmWseYqs2kci084PZv8fokqKqJRhKPkw0WovL74wgW1bqGIYyZMZfrHG6r5V1JynkQSVmJzhSvUlOrQ1t7niO55NKXmZjb8WQag2ue9/7mTsWAXBk+jflWA69SpOvcHe9Ic5X3kOwReC/TGyF8OtoIkRQkmNHR/PYNZdXvwvM5g1D0EUmHijzpYnMhTHreVpq5V7o7/0FIefhJpdoGzP4vkOKbX7Z+7g+r6H4daQBGX5+aVszfHs3O9SsmcAGG28wcMd/4m7E0lO15rIgsC+ZIxuXcX1HEr2DLOt62himJzWR1Lt/IX9zjv45eAOqb2DO/hnRCgh0ndPjOGXasvGMT3bI4Ti/zCThl8kanaeE8W/pezMLf1F4HLtZfqju5c3hVbVWR5z1BO3a4kjbQpbPpjCrHvImrD8Wv99ca5WzhFZut24TtAGnRKvsC62Nwi2Lzt4no8el4m1q7i+Q8Wep2BOEpJinK/8PT2RTVyvvcba6B4UQadgTTLTuk5/dCero9sYb55edrgEgf7oruWO4Y9Di4ukQx08MvAFRktniUlZehMbKZ1RWXO/RtdQGLPiMn5sSYvmg+/CxW+X2Pevcgy/WOfyjyps+7TNyeq3mTWvMyi8h9nxRSxXYsP+FUSzCqe/XqAwbKJGReavtOidsli1N4q45Jbr+z4eLqGsjK+YvPWWbFRdkj0qhZGgijz8cpXtH8tw80QD1/LoXKuz8bEUSljg+JcXlwktQH7YpDxhMf5ajXBapm9fDN+F808XyazWqM5Y2IbHxIkGax+Ic/cXcxhlh3iXysJVA88OIquUcOAmu+czOZyWh6yLVKYsRo7WGHggIMl6QsKSYPxonQ2PJ2lfr9OqeORHWxz5g3kGHkyy5v74bV3oN2HWXGrzNo2iQ6JLIZJVULQ38zDb6Y9v56pxCg+XiJJknXofJ8+XyQ2GWfFAmVPuD1nrvBfbb+I3VURBRItJ4PskuhSmz9o4ps/2j6SZv2ZQHDeRCAiPHg+OdXPSYexonbc6N+WHTcyGR3U2cBDWEyJKSMA2fBpFm949EVIrVF7/s0UcM+i+zpxrsuczWbS4xNW/L7Hrk1kufrfE4vUWbWs0tnwwjVF0KY5ZJFeo+IJHNKdy5Pfn8ZZOnWP65EdbZNboFG9auDWFWKwtMEnSVa59u0Zjvozvwtr743Ssj3Lz9Tqu7XP+70r0H4jR8athijdNzv5NAaMUXKvrH02y7SMS+eEWN16sEu9UcR2fY79fYuh/0li1K8npry4ycKANQRDwPTDKDpGsQrxLQQmJS9/P48YLFQQR1t2fYPjlKjdeqLDx/UmshofnuziihSnVAzMfLUxihcy5w6N0fHiOkje95BAbYn3kPuauNsmPGTQLHovXW8xfMdjxiTbOP10kP2ouFyq2fSTN5KkG4dSSO3XRIZyWMZsu7evDeO6PVa0ANRSY2bUqPp1bNUYPN7AaHtGcjG14TL7RZMU247aJC0mU2Rw/hOFUOFN/hlWbtnNg6HGiUorXzb/ksnGKvdGPcLr8HTQxghKScGgyLB5m0yMPMcFJxhaOE5PbuLftU6hShKZdpU/fieW1OFH5FgDTxmWK1jQHc58llIrSvS1MZdqivuAQ6nRoWosIHogSiLKIa9vLRCsgiAIqIaRqivWjn6M03aR9k0Y84/KN6f+wTDLLzizHC9/k/tznaddXE5ITSIKE70c5mPss12vHaHk1VoaHGK2fYqp1CRAISwniSg6RW/fOmrPIy4tfwfEtFEHH9YNYNUEQlsfsfd9fimvTUcUQCSUbdJEFHV9QA8dlz2FVeIiYnEEXIyTldiQUDrZ9ljOVH9Dy6kiiws3mWWRBQRNDWF4L17dZMMfZkniQkBwjrXXRKaxhzhwGhGUy2nLrLJrjDEb3E5HT7Eg9ztXqESr2ApsS95NU2mm5dWRBRRaD72T7BjV3kay+ik59HSm1m5I1FUwHCRL9kV3Mtq7RHd5wG8nSpSgi8lIWsUpEihKWkyyaY0HGLjDVusS21KNUzRKWFdzLHc+kBWDGEF0FH3B8a3l8uOXVMcwq+tJvmjYuc632KpPWRZKxTiJSmrbH+hiI3suRyjNMty6BBXWnyLbkI6yKbMf1TV4vPb0UndTLUOIh1FSY8ddNWnUbXwhMJs1aMC00cCjO1Jkmq/fF6Bp69yL2LwtVO8/Li3++HBGkiVEOZj/ztni9nwZjySTtZuMsihhic/wBsnofdaeI6TVJKz10h9ajiBpj9RfZn3qCvckOBHySsowoCMwZwzw7//tYfgPbM0mp3Tzc/q9J3SG2/0PjDqm9gzv4OVFftGhVPQQRQgn5H+WA3Mg79O2LkVqlMX/FIDeg0z0UeVc97S8LlteidFucgI/hlrGWxnrreZszf12gOhNE5nRtCbH+vanbSKOkiIRTQQRHddYiP2qix0RifW0ASxEzwRNQLp3ErkosjjW48UIFx/Tp2hym/2CMqnqTV/JfpT+yi+PFvyEsJ8GHwdi9SIKM5zv0hDehCmFczyGpdHNv269ytfYqPh4Dsf1k1B4AMqu1IKplMTCDkHWB1fvihMMqveEBcko/EBi8ZO4LtKAAzYJzK5t3STRpNjzEJY1sbdai3rIZL1xF0QXqoXmSK3IUnBaSIuAYgZZPlMEoB3mys+eDh4aeXREm3qhjeS2EeJO2/S5HKt9im/cYcimHGgqctLuWHFxLExb54RbdQyH2fj6L7wUEozJrEc0qKBEBFm99VbPuUs87lKdtiuMWtQWbFdsj+F6Qu9q9PczN1xs4ps/kiQaSIrDx8SSlmyaxDoX170sSSsps+2jQkfCKDkbJJdouEkrJrL0vjhqVmHijjlnzyKxV6XuPiBoReeW/zuN74NlBd3Dk5SortoffFq9kNVyu/KjM9JmlLrsAW55Is2J7GEEIHlKHko+wWtuLLddomSFmjzms2JCi616PV6t/hqhAUhhF70rRmhYwC0GntP9AjJFXaoy8UiOUkBh5pca2j6Sp1qpkcgkiGYn5K4He1CcYybXeOi4sgCQLtG8IMXmygVlzUcIiWlygb2+MTL/G2NH68loG8D0YO1qjd3eUhSsW1bkCm96fZOMjSWRd5NRf5Zl8oxm4B+sCB36rk9mLdTY9luTEV4JulCDA8ItV7v5SO7VZi7nLLUBm8+MpiuM21UkP3wM1LDJ70WDjYynmLjcDQun4dG+L0Ko6XPx2iUY+6NTaDQ+r7jLyUpVWxcWouJjVKhseTaKERc7+rseeL4SwK1Vqcw6D70lx43AVz/aJtSuse+DWeLVj+ZgNjzUH41x/vsLCdRPP8bl5vMGGR5IsDhs03CK2ZyGrIuqaEumUzsSfeMTkLHEvR9VZYNEco0vZyETyGNXNC3Rv30xudhWlqwKNgsPkqUD/KyqBAdTlH1RoX69THDfp2RnlyvfLrH9vnPb1YUo3LexmcL95K0FtVVyu/qiCKEN2IEd+2MQoOrfpn0uTFo7jIv//7L1XkB33fe/56Xy6Tw6TA2YGA2CAQQaRGUAwUwQpSqKStZYs6epatteu9d3wsg9y1T5s7e69tbv22mU5yWvLkiVSgRQpiRIjmJDzIAMzg8lzcurTeR96OABESva1fa9dtfi+oKpxTk+f7nO6/7/f7xtkCbMcUqqL4z6rRj7F1oFncLU6rYkopuzTFh1ixj1HwyshIKKJ0aXYMoGacIPF6Fmu194L7w1unlqrhDiloxu9dGgmJ6vPLxeJiqixYI/TcMs0lXHq914gZfcwYK4iEldJuDFafpWCeJnR+P3Mti6yRr+XAe9ucCRUJGryAuf+zqI4NU5czlE+H7Dmd6pIgoK/ZCFtSEmafoWqu4gmGqFBlWQgCCIZtYcdmY/RcEtMNk/TXM4MD7C8BqOJ+2+bFhbsqeVJp4dLTM6SUjopOTPLsU7rEw9wozmGKupYfoNtqScJCHii639grPo6plemW19Ln76BkjPDT+f/GNtvoIpRHmz/Ch/p+n0cv4UsRCjY36XqLKLLCXQpiR94pJRODDmNG9hoosGCNU6PvpaYlCUQwhxZUZDoiqxhrPY6Pfpaxqqvk1P7ERCRBIUr9cNMmKeIyzlGE/fjBDZvLP4Vlt+g6uTJqSvY3/ZlpsxzKIJGVM7g+BZT5nnatEG45TYWk7PsyjzDoeJzKJIGCKxP7OfN/N/gBC0iQnS50G4oi6S7spRmw+ep61tkVrRRU69AK2yp+XisMDZyqvQT5u2rdGqr6NZHGG+eIKX2MGmeoeTMhNNuv8ygtInNqcfIL0wgLsUEqYKGhMTBwrcxl/LAp83zOL7FhsTDuG5kufkbBB6OFbJHhvenGbw3QewX7tOO36LpVpb1var0X46TPG2O3ZZ5a/l1rjQOsU05sMzo+ocQBAHjjROcqfxseds7hb/n3rZfp+EWkUWVDakHuVA9SN0t0KOvw8cie4vbccVe4Gz1FXxcurQ19BnrCQioOgt3itp/47hT1N7BHfwzUJ2xeffPF8hfCTuw/TuibPlU9jZ91y9DfdHmvb9YpDRp07leJ7cyQnXWoXvTf+mj/nAICPTo65honljepolRVDGK7wdMvFcPC1qAAGZOmXStN+gc/WBXt3TD5vA3FvGXNITrPp2hMz3CZSvMrYuqSYbFe7n+Rp30NosVB3wWD8lMHKqTHoErmbeJyRnicpaiM0VEjNGmDVBypjmY/3+x/SYgsi31BEk7hebLdKaGl6MAFPFmxEo0q7Dj821UZmw8KyDZpxLLydgNj5kzTSbeqyNKAivvS9C2RkOUwoWnlpBI9aiUp21inQqDe+JkBlR8xyfaJjP6VApBrIAQ6v2mxXPcdd8W9GiKxcstujdEEeTlehi76aOnQ03iyCNJendolMx5rIjLOZ6jVCpSz3+PVXPPMHsoYMdv5LDqAqseTKIaIpGERDQnI0oCR/8mT33h/SJdZNPH05ycLuI5AYEX0ohFCRwzzFWtLzhEluhkraqH7wSseSjBjaMNFF2gf0eMjhGdns1RJEVY1jYaKYlzL1S4+mYN3wsQBNj8yQz9O6LU8w4Du2N07vYIuvJIrRjNaZtG0Q61yUpoHuW0/A/QvyE0KslfbTH4uIjWboMjkb9YJzsUZrTWFx3mL/gYmRxiX4tULEtFbiHJAhXtGFpCpJF3OWW9zN6nPo15WaNxJULnqEF2UOPNP5wPGwo1Gz2hMHehyc7PdjMzVuXtr88i+DJaQuLur+bY8YUc+csWZtll+lST/h0xFEOgbZXG2sdTTB6uIykCK++Lo+giSkS6LZLnlh8Rvh9e8Gbe5fX/Y45Uv8rGpzPcOHyTIu+0As7+oMimZzLMLVFva/MOkYREvFMlkpTZ/ZX2kA4ogKjAa//7HGo01GELooCkCESzYWZseoVG37YomRUqrhVQmw+NkN5vpgQ+VKZtZE0k8ENK9/ihOivvjXPu+TJWCWLpCDPHW3SsiyxTszMD6m0mTaohsOr+BI7pU7hmE0lI6GmJtY+lqC86bHgqw/QZBdFwye1qcZy/YwMPsuvpTdw4ukhX7HE2rJVR4j4HF/+GueI8nhMwySU2de5npH8/xWt2qEcOQHDC/NtISkIQhHDK3adxz++1E4nL/PQPppezNrs2RNjxxXaSv6B1V3SRwIPuzQaTRxq3/V/3Rp0rr1XoGo0y9mKFyUN1ggCuvy0ydE8cx9K48moRLeux6uH17N/ViaRIXKq9gxvYy8VcW2SQsn2zISiiIBTTHP9mgcRKmRVPDSI2QjM3WVSRBZWcOsh48wSnKy8TlVLAadoS59mZ/QSj5j4O5v+GqruA0UjziY7/heIZiddeuB7mTmd09j6zmqA+RVw2kAWFwA0QazF0UjjMhcVn4GJISabNc4w3T7Ix+ciS43h4jxMFESdoca76GiPxuxmK3kXDK5FWu0kr3bedK0NMsjX1BE23giJG8H2PB9r/PePN41SdPCtj25EFDdOrsjHxMEdK30cVdfa1fYkutZOs1ocXOETEGBVnnqOlH+IGVhiFJuocL7/IQ+1fJSZnOVR8lhXGFq41jtN0y2EmeGSYPmMUAThffZ0Ltbdw/BaGlOKhjt+k5Tco2tM0lhx1T5ZfREAkJue43DhEEHhUnHnaI0M0vQoJuZ2iPcOkeQY3COU2CSVHzV0kb03QHVlLzVnE9ls0vCJ1Nx8amt0CUZBYGdtBrzFKyZ5eilZqUXUXkAQZXYwRk7MYUoKj/vfZ8cwXmXpdozzdoq0/zqoHNGrxFGvkvTS8Ev36Broia7hcP7S8/+uN4xTtaVakN9OprWLOuoztWwwYW0go7WhijI/1/M+U7Tmq7gK5SEizbrqV2zTq862rDEULdG9eydhLIrbph7cwITR+U+ICdWeascIxEASGotvQpQRnKj9jonkKCOjWR9iaOnCbF8a/BPzAo+lWKDtz2H4TSVCQhPC+03BL+AT8YwUslt9YOt6baNNWcLbyCjmtj7tSH+XN/Ddo+XVEZG6YZ4jJGbalnqTmFfB8B9OrUnPz9Bsb0aU4x0o/BGA08QBt2uBthld38G8L0te+9rV/7WP4Z+PrX//6177yla/8ax/GHfz/DL7nc/6nFSbeu7lQqkw75IY1Ur0fzK38RTTLDqVJh1bVozLlsHCxReGaxdDdsdsyUgPfxy0WcQt5AttCUFUE6Z/nSvhhcAOHiBRbyg5sktNWsCvzSXJqP4Ejce3NGmbJxXcJ6ZIBRNvkMGbj1v1YPmMvlJYnowB2WWKwZw0DiY0MxDbTa+3k6o88qs0y1f6TnKg+T99IG2ozS3KVjxIL8AOXpNJJQm6jW1+Dj8eJyotU3fnl4Pq8Oc6QvIHaN76F0tWFlm1HEmRsv0XTqdJ0KniBjRHViXeoJLpVtGi4QJ6/2OL0cyXsho9V96nO2aT7I9QXHeyGTyQh0bXBQI2GEUbX365x41iTmVMNdv5GO54VMHOyhZsoUigvIEgBpcgV1g1vRPPiNAousiZSnQ0bAVpMZNX9CTpHdZSIRFNdoKBeQIz4+H7AwuICTbvK6ux25o8FFK62WPVAnGhGIZKQSPepRBIKc2dNpo7dLJB8N4AAVu6LY5Y9sgMaw/cnmD9vMrArhp6S6FhrhBFMPlRnHco3bOKdCps/mQ2LyKyEoPgQa4VaN0L6abPkhVPEgNDIRwydYwf3xHFbPm17WwTpCleah5Cur8DKi9jVkDrtOyBKAit2RelYpyOK0Ci4NIthzqvvQGRVlVPid5hxx6gr03QN5ohGEjh1OPxXi8ydNZk9Y9K/qpMjf11k4UILzwF9uMaCdxkCAatlM147RdtA2PhI90Ww6yGdVYqAoDs4cgM57pLoUTj83DgqBoErYtU9MoM6tXmH4oSFFpfY/vkcvdsM4m1qaJgkQ6pPJTOooSclJFUEP9SOTp0IJ4oI4evWP5lGT8nMnGoSeCCpIqNPpHDM0PTrVkhK2Exolj2MtIzTDGhbE2HjRzNEswpWzefYN/PLmm5ZFXCaPq4Z4FoBowdSSGpA37Y4Zslj6kQDu+GR6JYpXGtRm/Pw3ZB50LXBYPFiqO+VtXA/WlSkbXWEZsFl9UNJsgMRFi6ZlCcd6osuvVsMIt02Da+EG1goQoRG3uPIX+WJtyssXjJRDJENT6U5+jd5po83qZdbSLk6Hes1LiSeZda+yHB8O1efVbh2ap6OEYOSeglR9zlffx1F1HDNMBO4JZcYkHbSKgXkr1lhsbrUEFrzUIqFiybNkkd11mHtR1Kc/Psi1embLqX1BZeezcbNaa0ApUmb3HCEc8+XWPt4ClkVqMzYqFGRjR/PkFsV4dR3y3Ss0zn2zQK+F07c3VbYGBh5KEn+ioUoiixMlcmuFZkNzjIQ20TLryMIAn3GBlbH9nCuwwNIRwAAIABJREFU+io5aYB1/gF6zV0odgK3FVC85CI0o3SvSlP2p5didBzuSj/JWPU17KCFLCqIgkTTr9Cjr+Va/QibUo8yYGwhp/Wh13o4+NfX8NwAQRBwWh7mrELP2iT16WC5eBEChVUb+pizLiOLGnE5y8bkI1ypH8bHpWhP029suM0jIQhCJ+Wp1jlK9gwtr0bNKTAUu+u25mDLr/Pawp9ztXmEhNSBIAr8eP7/IqV0kJDbmDEv4PgtuiKrOFr+AV7gYPsm3foIMTmDJMgoohYev2/jBw6aZOAFHrKo4AUOg9FtgM/J8kuYXo1t6QOklG62pB9jOLYLSVCwfZOjpR8QCLAt/STHyy9wuvIyC9Y1/MBlOLaTN/N/TdMrszq+l0V7HNMto4lRAny69DX06GuXMrKjJJUOuvU1JOQ2TK+GIAh06avp1EJq843GORJKjvWJB4nLOUyviuU3qbsFjpde4GL9bUyvii4neafwLeJKhozaQ8meQRF1+vRR+o2NKKLGKfsF4sMWfZsTDG3pwo2UOFb+ETEpTVrtJaf2c7V+aHlaKQsqKaWTojNFwb7BYHQbI/F7GU3cz3BsF4acwPZNTld+wljtDeatq1ysHSQm5zC9GqZfQVxqYBhygu7IWs64b7N7x1ZEQSLZpbLt19qI9avUmOL5mf+VG60zzLQuMNe6QlzJMlZ7nfd/iDU3T1ROktP6f+VawvMdGm55iaqu/UoDOICyM8f1xnGSShtX6ocRERGEMIJpU/JRUmrHr3z/rQgImDUvLJt9AbRrgxTt8Bz2Guu43jyBJMjh5FnUMf0aHZGV/Gz+j8movWEzSE4SkzO8U/gWdmDiBBYNr0xCyZGQ25HEOzPBfy38wR/8wezXvva1r3/Y/925KndwB/9EuK2A0oT1ge2lCZuBXb/6vbUFm8pUqCNctT9B6YbFiW8VUQxhmd76PlrXr1L83nfwGw0EVSX1yOMYG7cgKv+yFOW4ksXyG3RGhkO9iRAGqKtShEAMyK6MMHvWxKp5BEG4KE/1ftAB2PcCbPP2jJPGoovsJDjzty0gNGGoOXnWH8hgR6Osi+5ipn6eLQ8OMe6/w8Xia5hehdOlV7iv7ddpC1bhSHXqTp73R2R+4CFJCi23hmRblH70Q5TPfxkrBhP105hujfPVN1AkjXWJ+1iV2ElECk21PDdg6ujNIkOLiwzsjHPwj+ZolcNiYPRAmhW7o3SM6pz6bjE01pDCmIJTzxbp3xHl0vM2m7/8KB2ZVZTFCVbGRknHMsRHdY58Y5HO9QZtw2Gh3L8jRm5YQ1JEWl6DonOD4+UXaXl1BqKb2bPqcc7fOIa1KGA3XRp5m/mx0OV46J44khIuTt7PJr01LsZq+LSv0ckNR5AUmBtrkehWeffPFvBdUDSB1Y8kWftYkhW7Yjit0N3y2lsVZk43qM66rNgdZeDjLfyMS0zOYDf9JXOlMMoGQgMe2/QQJUiP+BT9Iq8ufJ2YkkWcaDB1Zo5dj60lf9mmNu3RtUGne0uU+oJDbTbMOY0kJLJDGv07DYraFTYFBzDHdRRBR8lKjJ9uEM9GaBRcBFEg3adQnXEpXnEQRFi8YDHQGEKVk4ixKq4lIgUa/YlR7EiYj9q+RkfRBbxmQMuvEgQ+A3szlOaWrrknI6kCax/XuXGixo3DJqoh0ip7nP5eaTkeRo2GjY3qrM38+VaY63rDIbtSZdX+BBufzjB9qokgwODdcVJ9KqIssPNLbUy8V8dqeBgZGUkRUCICTuvmRevbEaVZdOjZZKCnZdY8HE7kfSdg4ZLJ5OEG1Zlwujp5uM7QPQl6t0Sp513aV0dwrDC25tJYjfnzLbSUwOJckXxRY/UTacxmi8aMgCCG7sORpIRd98MJb05meH8C/IC9X+1g6liDxcstBvfEUQyRRJeCEHE485M51AQkh30S2TrNiSyeE2A1Pe7+nc5lt3NBDDX2dtNj4XSewnSdvs9toKzNkRZWcGnWpXdFN3bXJcZK7/BA+6eQPR1Jg1i7jF33iRihO/fVg1W2fTbL5OEGzZJL90aD3m0GuWGNRsHFbvgQBGE+8i/AqnpMn6xjVnzaV0fY8qkM9QWX8y+WefU/zXLf73QwdG8cAbBbHm//0QJ6WsK1AgIfbl1726YXuo5XwvuBlo7RFmkjnYyiByn6lW0IYkBUS+AGNrvTn6F1OcGJ7xZRfJvAXmD43gS5YY25kxa9sRHuuTvHeOsYKbUTQ0pTcRZACAvL9yf/rm+zaI+zaI8jINInbybWWIfrukuTtfCFlYUmK/cml3X5AiKJTIIV0a3k9F7cwGG8cYLjpRdwsSEAT3Bxg9sjTAw5ye7spzhdeZmyM0tS7WBj8hF06aYBoRd4XKkfQhZVNsUeIy7n0KU4QeByrvoqAhIQsCH5EA23RHDLzelWM8SWV2O+dY3J5mkMOcna+H3Yvsm56isoooEq6oiIROUUJWea46U57ko/zYnySzS9MrKgsTvzKdzApk0dZMG6TsG+sbz/ieZJ2iNDRKQYhpQiobQRk9NMmWfRpBjDsV1LkT1fJyZlUSWDs5VXmbcu06GtZHP6cS5U36QzspqokmZ17G66Iqs5XXmZq/VjbEg9QE7tx/ZNDhWfpe4WCAioOPPU3DzrEvu43jhGv7GRBzq+QkbpISZncAOHfn0DPfo6gsAnKqcRkbFcgd3ZTxIRo8iihue7HCn/YPnzlJwZ1iceoO4WWLQnuFR/m05tmO2Zp8NoJ6DpVbhhniMIfFpejYZX5kT5R9yT+xw/nv9Dsmo3A8ZWBqPbUEQdQZR4TvyPbDqwmza1hxtItCsyU7W3sIObzdKIFONG8+wHfmNzrSusiu1B/CV04LI9R8mewQscTK9OXEnTExldomd/EK7vcrV+hMOl5xgy7mJ75mku1d7BkJKsS+yjXRsEQr2w5TWRRQVDSt3WcHF8i7pbpOGViEopNiQfIb94AzcI12dBENBnrF+e7nuBs0xHFwUZVTDIWxM0vBKKqFJ3i4hIVOx5ZEFDWNJsQ8BE4yQZtZe02LPMeLiDfzu4U9TewR38E/H+gnf2jHnb9o61v9oOvlFwOPa3BaZPNgn8AN8rsevLbQzeE6Vt2CDaFk4aW14NwfWwjh/Fb4SL8cC2Kf/kRbS+AcT29l/5d/4pyGn9xOUcbmChiVFkMSxaBUGgczTC3JjGzMkmkiIwfF+CZtHFaYWFz/tQDYn+u6Kcmbq5ePL9cPE6+kSKK2/UsC2PdfuzZLa2OFo6Sd0psiK9mUgKJueOo4kGsqCxVfwklbfizF/36NkZZ7hvL+caP8fHQxIUomIavSlhOQ5OcRG7VaWimmhilFfyf8H7vNeWVyeqpBmKbQPCqaOeuflA6hjVufxaFbcVEAThJPrMD0t0jupYFY/6goMoC7RKHoou4to+sibi2QHH/tgi1TtEZnCE9qczGCkVOmHnl9tolX0EWcBIS7e5SVaced5Y/EaYhRi0uFR/l4iYYE/XM5x9HsyiR3ZYo3C1xcThBukBleqsw/TJBnpSYvRAiiuvVpdjY3q3RZG1W6+ByI0jdVRDQpTD63fltSor746T6tMoTrQ4/0qFRsGhf3ucgIBzPyqx+tEOSvo0kpdAUoQwxqZfpTJlk1mp0r7dJ5ZTKE5YCDcgWOPiBBZle45VwxLXDrm89/2LDI32MfJoClESqM86RNtkrr5Zo397uBCbOd2kUXBZ8+Bexo5MM3fYolGooycl9v+HPgrXrDBeSBZYsSeKY/rLRYfvwdm/9Nj5O5+nFZnF7bbojA2x8LbKtTfLiJLAzKkmmz+ZZeGiSa2skN5sU2s7S6oygiGn6NwooW2dxpfjjL/QQooYuI6GKMu0KmEu7vvaeEEQmDllcu1gbfn8dq4zePtPFsKiu19DUmDxokl6RTiVSHarbPhomiCARt5h9kyDff99F2d+WKRZcOnfHmPlfQl8NyDRqYRZxktU7Ys/K+PaAZUZm0bBJZKUCbyA43+XZ/WDSQI/YLrhEW2TibcpnL5QQlIEfLmF6daYPFNnxf0SPZ+dpyMYxasruJbP5k9mqM+7NPIu3Rt1kn0qSkSkvuhy/Z06vhNQGi8jSBDNSbRvFrn0RjjtiOcibP6CgCh5GFmZSFTirf9nDjUaUo/dlo+RCR29U0InEd2nTY8ynPwPTP1IRxSaZIZFppxr7O/+As6UQtTpYb4+gWYoJJMptiQP4M2J9G2Lcezv8nSs1ckMaqT6VBp5l8uvVDFLHoluhYFdOit2xShN3JzGyBGB9AqVg38yT6voEUlK7PpSG7H2MG6qNuvwzp8ssGJ3nKnjdZxmEGrfl3TRnWsjzF9YcqsWYMWOGNU5ZzmGKdMboXzFJzPUw4lni9QX3TCm6ylI9sTI2at568fz6EEKQRTx5IALP62w4wttNEsuehsYUoK1ifu4Vj/GyeaPGY7uZKz2BnLQRBRl2owVGFKS97tWa6WHqb3VjrBJQBYVbMdBlMLJbKzXJz2o0LtPoDYDPZsMsisFZFmkaVYo2tNcbx4jb08iCQq6FCOj9DHeOIHtm7Rrg8s6xbTaxbb0U1heDQGRlHL7ZMwPHBpuCVmMkNP6OVR8lp2Zj7M392ucqfwMCYWh6F1h4VB9Y/l9SaVzORbHC1wu1t7hZOWl5cK3XRtiNL6fnZlnsPwGtt8gKmXYnHqcdwt/T0rp4oZ5hrIziy6GRcWCdY2ctgJFiFBx5pEEeVlHnFQ68Hybh9t/h6IzxZX6Yboiq6k5eTYkHyYuZ8nbE1h+g52ZZ3iv8J1QKyqnKDrTnC3/nHvbPk9SCZ+tdW+Rn8z/IZbX4O7crzHeOM7R0vfZnf0MVXcB228tsxjy1gRr4/cxY16g6VVIyh1hdq4gosEyZTcIfErOLG8u/hkNr4TtmyTlTvbkPo0hpdiSepxz1VdxfIuuyGqSSgd7cp/FdKsghDrpW2nQfhAyonw8Wl5t6bhDx/T9bV8iq/ZxoXaQ1xf+EkmMsCq+j5XxXdQ8j8stlRM1l9/sEz/Q7Kg6C6yMbmfeunrb9o7Iyl9a0JbsWX42/8fk7QkAevX1DEa3UnHnyUkfPt1teVWuNEK69bXmUQrOFH36KCtjO+nRRwAoWNOUnWkqziJROUVEiNNlrEYVQ8OyieZJjpVeIMBHQGBT8lEe6fgt8vYNNNEgpXQREK4Dam6Bweg2Zs2Ly/nuG5IPcb72BrbfRBF14nKOI6UfssLYgCyoQLBsjCaLKseKL7Al/ThZre+fHaN4B/+yuHM17uAOfgHVudCUx26G0694h4QS+fCfSt9dUaozNtffqSPKsPaxNKm+X009bpY8pk+GHVFBFJAEGHupzL7/rhM9JWOJJY4XXmS2dQnFlxnZtpWMNIpz+hwAgePgtz4YYfNhCAL/H22w8D40yUDjgzrZet4j0anS/+9i+F5Ij73+Vp3OUeO2ohagY11oJjF5tIGqCwzvT6AaId0xMxB2pGvxcV6a+b9xhCYROcoV8x00JUJW7edG4TKrYrtYeC3G5KkyCVllbirPzi/fD3GfaesccSnLZnk//qsn8AIHN6Nz3TvL5eJp0moXhhKjaYdGGY5ncb1+gn5jI7KoIIgCK3bGmB8ziaQkOtboXHmlimcHqIaII/i4VkCz5CLIYGRl8pespWsWavxEWUAQw0KrNu+gJURk/eZ5iOVUYqE/FmbFpb7oIGsCkYSMa/lskJ8kL10i74wT4FN2ZsCXqc5ZZAY1Vt2f4MS3Cxg5mfKEzbWDNYJQaoiRklj7RIqJ9xp0rdc/kAcrSgLlKRvfBc8OqfJqTKRZdrFtl+PfLLJw3iQA5s+brH0sRfuIjqqoTL4S5fLlBbS4xKp9CdY/lcIWGizGT3HBPIISURnQ92Af72dFZx+aGKXmLtJov8Lqe1YyddSke22CU8+G022r5tGxTmfdgRQL51uc+UFIrRMEk8J1i52/0cX0W9MIAsTbVebOmugpGVEKdchWxSM6oBBvl6nnXQQh1ONSSFA+KFGZcok9EuPs9xeXC1Gz5HHyOwXu+d1O1Ficul8m4Q4RjafY9RmVemKC12a/y+6OjyPqKnWzSFzJ8f4j8X13aqsRGpuZlZtUekUX8ZwAu+nTvy1KZjCCIIJd98hfMVF1iWibjKpLCICekhFEkRtH62z+RHYpI1WgMhU6VHdtNEj2aqi6SKviMX2qiRYT6VhnMH0inAK3GiE7Ir1C5cS3iwgS3PPbHQQBRLMSAdDERBBAFMCyW7w1+xwbsyXMFzajpyTWPJwk0aOE310FCEJjN6fl49kBjbwTmlBFRYrjHgN7buZk1vItmrMxuvskujaEDSC7EWA3XAIPEt0KdsNHUSQ0RWfzQ1m62g3Mqkuqx2TiUINUewzDPMD8UQEjJ7J302eYilwkpiWJ1waZet0i3m7TvkYn1d9BM++S6FYIvICT3y1RHLfQYiKeGzD2UpVV+5MIAkwcqhNJyoweSFGdtWjMu8uGaMUJmyCAwT1xTny7gN3wyV8x2fixDKeeKxK44DR9As9nzcNJcqsilG/Y5FZp9GyKcuWNCplBjeygRtvqCBderjAiict69sqUzenvFdnxhTY8J8CpB8v3W1ECNRmgttms+6rF4dJzNIoFWl6DHn0taaUHTYyyJ/MZFsxrdMnrGEptIaJE2Zp6gqv1I8iz3dw4XEdzTXY/s5Kjz4+TWqEweG8oJyiJl0jfLWI2z3PcGiPV6mKb/iRjtddpuGW2pJ5gvHGcgj3FQHQLSaWddwvf4XrjOA91/hbxpYKzZM9ytPQDrtWPkVTa2Z55mi5tNYaSpO6WmGqeo00bpOhMU7JnqLsFak4ex3P5SOfvU3UWqbl5FFFje+oT5J0JBEGgTRtYLuaabpmLtbdpeXUCAvzAI29NkMp2UHMKdEaGsX2TWpAnKXfyUMdv4foWx8s/Qhfjy+f1auMwuzOfomjfIKFkmbeuLBW8oettqMn9LoPRrQwZ2zC9Gj36KO3aEJpo4ONzV/qjJJQcHg6SoCAgoksJmn4VRdSQBBkv8Kg7JUyvwoCxhSlzjCuNQ0jI+IFHwy0Sl9vwCU2xQl2uzN7cZ5emwJEPPHubbplZ8zITzVMsWtdRRQPbN1ElnYZbpuGUGdC30K2PEAQ+ESmGKobP0lsn57dClxKhUZgzC4KIjMTa+H0EBJhulXH3JDOtCyCAGzQ5WX6Rrekv871FFQmfx9tSZGSZkfg9XKy9jU/43W64ZTojq6m5BSabpwkI6NbX0Kev/9Dj8HyHserrt5lNTplnGYxuoWTPkFH6qC845K9YyKpAZkgjlgsnpYaUpMg0EFBx5qg4cwxGt1FzCmiizlzrEq8t/sWyq/e6+P0klByq1k3TLXOq/NOb5lcEnK2+Qre+hsHoVuqLDqXpMJZtfddTEKsxzE5aXp2mVyGldBKVQsfqa40jHC+9wPbUx9ib/TR1t0RW7aXszCEKElEpTUdkmFcX/hxBhK3JJ8lF+j70fNzBvw7uFLV3cAe3oDpv8+b/OUdlyRBJ1gX2/X4X7aulD9WFxHIKWz6VZeSRFIgBRk5BUX51Eek5v+CaI4DbCjPj5CicKb0VPoQAKzA5Vn6eBzd/Cc5dAM9D1HVEI5x42U0Px/TxnHBRiiAQ75BxEgWu1g/T8musjO4gq/UvayX/qYhlZU6ebjJz6mZB3Tmq42tN5lvhgiYqpdCkKFpMomdblI71OpIkYJY9jn2zQPmGHboP3xNH2mLj4yD4Iqqoh5ETYpwOYzXXJy+TjazhyKkKqqThmAGqkuDkN5rc/XtPMNqxD9VRsL77Y+zJSYJMnOgTD3IueBMnaKEKOoIAgiARBB6SoJJQ2m6jCyU6VXb9u3bMUui2muhRwyKCUCsc4JPoVJg+1WTkkRSHpxexGz6iBBs/mkGOQNeoTnHCJjOosvXTOYzU7bfUIAgojlvLbrTrDqQw0jLXfh6lUR6lfe0o/XfN8rb9dYxIimQ6zn2/l2L8vTon/r6AVfdZuc9g8mgdx/Sxan6YUWr5eFbA0N4Yqb5QJ3wr9KxM79YoE4caqFERQWLZpdppBnRtitA2rDN5pEZ1zmHycJ0dn29j/FCNqcMWqiRiljyOfyvP3t/uYF65wNjUz3FaPk7RZzb4Hvu3fpn6ZIzc6j7cwOKC9wqDOys8cu9T3Hgj1CVDaLhVX3DwnYCpYw1EKZy2yppAc9GlOuvSvkbnxrE6HWuiTBxuoOhw9+92oCekJQ2hz12/nmPhYgur7tG5zkCLi0wdN+nfEcXIyMi6iO8HBE6oM/ZdAcf00ZMqSamN5FIUR3ITvDV3hkhKZEo6ypoHH2fmpEk8JWHNSCR7VPSURHna5vrbNebHmqx5KBUelyYSBAF6WmbkkVDneeFnC+BD71aDzMoIP/3aFHu+2kH/9nCaImsiA3vitK/RMSseEUNk/J36suvzjWNNNn4sTd9dMSDUkdYXPVJ1j9EDKRYvtlB0gcG9cUqTFo4Z0uDVqMTUqQbtIwaTh2tISRkPm8FdaWbss/QnR+iMDnI9CLDqPgsXWhz7ZgFBhESnwsDuGOs+kkaLSQRBsGzmJQjQsUanWfLY8vAAqi7j+z6q6qClfbrW61x/K8yKlSMCF39eYd3jKSQ1PN+54QiKIVKasJi/ZOI2fbZ8OsP8mMnUaROz7GGbLj1jUfr3rseryLz7/TJKRGS81iC30mTnF9uQZLj0SpW+bVGK42FDyXMCUv0KelLmtf84S+8Wg82fzBLNSdTyNie/U77NlExSBE58u4AWk1h3IIWiiShRkdywxj2/3Rk2o+IisZyC7wVEszI9Ww2MpBzqvt3QTKpZdBl7sYyelGjd0uBQoyLJHhWz6qHoAoluZdlMzw1sXKOKrfucr/6YWesiMTmNJMhcqr3LvuwXOTb5cxQ/ykhuN+rpDUjbEqhZheHYTnr1US4fsojKCjdOVqg24d6v9rOgneFY/RXcokVMyTASu4dT1Z9gByYzrYv06OvC7FW/weHi9+jUhumMDJOWuzhUfBbbb2L6NSyvQVzOYnktzlRe5kr9PSJSgqq7wGsLf8GT3f8TsqByvPQ8M62LrIrtZtDYSlzOIgkKF2pv8WjH73Gw8LdMNk9BSOjksc7fpenVSKmd6NIvGuoEy/8GBETlsHEyaZ5mwjxJv7GRscprdERWsi5xPwmlgx593S0U44CmW6HuFqg6BfqN9ayJ7WWyeQYQWJfYR8WdZ7Z1kaI9xUMdv4XpV1kd27Osy0zRxbX6UWpOAcdvYQZVjCV35YgcQ1yavImIyxPRnNrP2eqr4XZBZqF1lTXxe5g2zy9NnT3uSj3F4eJzrIhuCbWxjcNsSj1KRu0Jv7uBx/naQSyvQdVdxA5aeJ7PvrYvcL15nMPF50grXaTVLiRRQQiTd/mHEJVT3J37HBerb5G3J+mKrCIm5zhUeJYNqYeYbhy/7fWaCBKzfLV3B7IgkJZlZFEgo/ZyoPt/ZKz6GgJCeP7lHNvSB1gbvxcImQbqL8msdwKbmpNHEiS8W6QxNbdAW3SQ6qzNe3+2GHoQAJGkxM4vthFrS7Ah8RBlZ56WVwt1z9pqLL/Jq4t/xt3Zz3G09PxyQQswVnud9cn9S+fVwQlatx2LG9i4gUN11ubQXy4uP4uMjMz2L+RI5JQP5N+uiu3B9ptcrh/idPVl7ko/haGl2Nf2pfA349UoO3O8XfgWkiBRduYpOdOk1U4k8b9+WsUdfDjuFLV3cAe3YOF8a7mgBXDNgMs/r5DoVH5pGLkalVCj/3hthZGWiXUo1Odv/p3BvXGMrIzl1Zi3ri1vFyQJOZWiLORJxuMQQPojTyKnM1RmbMZeLFMcbyFpIqv2JTjzgxKbvipwtP4NPCm80U+Z59mb/Sx9xuh/7um4/bhzEqMH0lz6WQXH9En1qQw+oPFa+U9pLJkyrDA2syn6EZrTEuPv1hBEgYFdMRavmsQ7FDpHdcySy4WXy2zeGEO108SiBhszD3GtcYTT5Z/To6/j4bW/jltWiRsJBDuCr3sEgY8S6GhuimSknUAL8D72DF7LZJZxDjkHqZtlUDxiSpak0oHlTCCKKkmlndWJXR/onMdyCuNv15k51WT0iTSu6TN/oYWsCdz1uXaMrET/9hj5KyabP5lBUgQ8N+Da21VWP5Bg4yfSBF54TeOdH9QXhxPDIq2KR+9WA1ESeOM/zWE3PfzAozot0mPlGLlvP6Ope4hGYliqRfmGHTrfEi6cJUWkWbJRIgK+C82ii1lxOf9SPZyCfiR1W2awkZTZ8LEMkaTE5OEG0YzM4D1xfC+gkfeYeKeBrEiMPJpm4aKJWQwzas+8PId8i1bJc8BxbMadk7hWqLENETDnnGdDzwC7s59hvnUF06/Sq48ilhTqiy3suo9rh6NlJRrGPElq6MSr6mGerFl2kRQBWZNRFJlYm8Kmj+sEhLTfq6/XmT7VQNFFRh5JkexVcU2fWIfMye8UyK3UUHWJubNN9IREadIOJ5GSQGZAw6qHJlyieHtDKq5lkBWR/GKRdeuaJFdeptpaZCC6hU5tDZ4bMPFujbEfhTEnk0frrH00yeLlFkZKQtFDd+llw64lU6LFSyaJHpVTzxZJ96vEO8LvhF338GwfLSYiypDsVjDSCWZON5G18DtVnrJQDYmerQbj7zS48OMKuWGNDR9LY1U9xl4qL8cO9Ww2qC84TLxbZ2BXjG2/1obVTKD21xGydbzFzSycgKqRYHhfBN/3Ofd8+FkCH+yGz9SJJoN74+hpia2fynLuxTKNRYeOdTojjySpLTiceq5KbdFCi8rs+HwHqh/DkVw61kaoztjYzQDPCbjwcpn7f78LxRC5erDK9YN16osO6RUh48B3YfJQAzkioUYEXBPmTlus/0iOIz/II8oCVt0jkpCx6h7NoouiS9RmQ/qvFhexaqHMoWvU4Mhf51F0kfMvVTj/YgUjK3Pf79+eZalGRVK9KpVZh2gm4PIcK3D6AAAgAElEQVTPQ9aGHBG4+7c7iHcotzk7A7cZ9Dktn1SPypU3aqFRlyaw7okUF38W7ieSlFjzUJJawcJpelRnPNY+luL8T8pUZy0iOZfRJ3rxjUWq1QXcwMILXCRBRpN0Kt4ckaSMEgik7SGmrjgM7V6a8goihpygbajBxKE6Da9M42JA730+h0sv4Edr6GKCoj3NxfpbDES3cKn+DgDjjeMMRrdyqvJTBAFutM7g+y7t2solzWAERdBQlpqcjaVJXERKUHPzvF943jDPIBsq862r6GICP/DRRIOIlGB7+mkm62do+dWlgja8J/i4HCn9gH25L/JG/hs81PHV5aLOkJKsiu3iVOWnuJ6NIqhk1T6mmmNcbx7H9Cpcqb/H/vZ/z8vzf0SXPsKMeYkefYSKM8uN5jkEQWRtYh8tv8GsdZGZ1gUyag/3t32JqrvIlfphSs40ihjBDlpMmWfJW5Pk1H4gdHN2A4spc4ymV+Gu9Ec5XvoRplcjq/azNX0Az3eZbl5AEmVicpbVsT3hBFjJ0vBK6FKSa83jDBqbebD9N5lpnScm55hqji1NREVSShd1t0jdKVB3ixAEROUM080LyKJMnzHKdGuM1fHdXKi9xaR5irjcRpe+hkOl5yjbM8iixurYHtbE937AdfkXkVTa2Zh6lKI1yZnqK7xd+BYAc63LaKJBzV1cNowCgYzSQaIpYDcCWpqLnpbRZIMefYR2LYy4U24p1FT1H47x0USdXmMdRWcKTYxieU0kUWGFsYm41MbFg7XlghbCyK2FSy1ibQq9xiiPyb/LRPMUihhBl+KcKv8EJ2hh+02c4HZmmgDLsVWaGCWldIWT6iXE5RyGkODSu/XlghbC5+bChRaxuz9YhCbVNranP8baxD4kQV4uekv2DIIg8MrCn2L5DWRRQ5eSpJVuLL9J8IE93cG/Ju4UtXdwB7fAbnzQfMRu+mEMxr8QEp0q9/63HVz8WYXanEPP5ij9O6Iomojg6ySVdmru4vLrBUUlkxkh82s7ERQFOZWmVXU59WyR6qxNs+DRqtmYJY+1jyZZsE7RdBpo8fcfYgEXa2/RERlapjL9MjTcMl7gLD9Y3kfJnqHszqNvSLFjqA0pUJGMgOOt52g4N3VtM+YFhiqPcuyviiFV1g/IXzbZ+tkcp54rkn/JItGhMPJwCrnukPNW06F1cqb8Mgv2dWJCjguTJ8nH59kd/W8Y3q5x6ecVhKiPqHqselTFT5ZxvCSKpCGn0khBilr5AvnZ/HLRdc5/g/1dv4Hltgj8gITSTlLJfehn9oOAxqLLsW/mGbw7zvD9CRRDJL1CIRJXiMRD19+3/mie0qSN5wToSZHRJ9Jc+EmZZsFj+xc+fN920182tEn2qphlj1bFC6nLSDg1gco5lT0PfJSIrdNyXIy0xMp74wzvS+A7AdF2GVkVWLgQNi+aBZdYuwxBGNkzfTLMvlUNCc/2qS+6FCcsIkmJnk3hFNMsuVx9o0r3JoOrb9Roljx816E0abL3t7rQEqDEPeKJGLWGe9tnkEWZpNyGFruMa4URKwDpWDuxjEJE7bjNnXKhYtI5qocaVEFAEMCu+yi6xNrHUxz/ViF0U5ahfSRCqlejUXAY2tPF4qUWE+81iLXLrNgZ4+obVXwPJMXn3T+d55E/6MVzfK6+WWXNQylECY5/u8DKe+Ns/0KO+oLD5JEGqb7Q6dosu7QqEkZaoVlysWoeoiKwIr2J8/YR1vfu5o3CX9FwS8TlLDNzV1mf3s9qdd+yRADC4rU0YbPzi23kVkZoVV0aiy7RXKh3FSQBzw4oXLGI5mTmzpr4S+OKykw4LVi4YCJIMLwvSedohLHnSmz+ZAanFbIYlIhIqk9lw9Npkt0qk4cbJDoVGnmXwAsYujtOcdIillMY2BvnzPcKiKLA5OGw6E/1KXTujONVslQKHj1DIrUFl7MvFNn15Y6l8yiEsU8BEISmbkpEQtZFerdG0WJh/JPd8ihcs5AkiUg0ghYNC8jckM7i0kJ0/dNp5s+ZKLrIil0xWnWXZgmuvVHHdwPUaNhcqM7atK2K4Lk+blVAkgVUPTStep/uHPjv07p9nGaA74Va4zWPJClcbbHuIynGXiqj6GJIsZbD6T0IIAQ0Ci6BC5s/lWHivTB+qe+uKI4VuphrMYnuzQaxnIwgha7U/xCUiMjQvQm6Nxk4rQBRCgvZgV0xxl4qse6JFPMXmnSuNXj1f5vBqgdEEhIbP55iw0fTmFaTi28uYKR1erdvpirkCQhwAwcBiX59AxlxBbZjQ1Fi5OEUkfjtzdHMQISezTrVYz5aVKGllJAED8u30CWQBJm8Pcna+H1AQLc2gipGaVOH2Jo6wETjJBE5zlD0Lt5e/DtkIXRE3pp+gpgUTklVUSej9nHDPMOt7nOGlGSieYot6SdRBIXztTcREDCkBCujO1kZ20XBGv/AeWt5oSt0gM9C69pyUSuJCiPxe0gqnYw3T5BReokrWQ7m/xbXDyfxTmAx37pKuzbErHmRPmMDZ6o/Z1v6KdbF78fHx/IavJ7/SyBsfC3aEwQEXGscY651CYQwWxUgKqeZbV3mWuMY3foaBEEkCHx8XBasK3i+zd25zwEBbdogjm/x0/k/ouXX6Nc30qOv5a7005helaHgLt4pfBvbN7H8JiAQBB7nqwdDR2scREEmJqXIW5OsTz7AO8W/p+LMIQkKHdpKVid2cbT4A7oiq9mcfIyM2svF2ttEpQyd2ioc32S+dQVZCJ3qz9feoE0boFtf8w9+X1telbpXZKY1xrrEPnQpQcmeYVVsF6ZfwfRqgMCAsRmt2ca7f75Iq+IhRwTWfSRN90YdSRFvK2b/cyAIIv3GJuJyjrw9SVLpQEJmvH4CTbxEbsMuZk/f/h6nGT4bFVGjLTJA2ZnnYv1g2AhYQsGeZsjYzsX6WziBhYhETutHF0MWgC4n2JX5BCfKP6bkzJBSOticehxViPL/sffeQZad55nf7zvxnptT5zDd0z3Tk3pyHmAGmSAySRDMYiZFcVeWzZXW61rb5bW3yrVS2bKsElUUtQoEJUaAQiJARCINgMl5enpi53RzPNl/nEYDwyG4pE1zKdU8VVNTfar763PvPX3O97zv8z5Po5S75jwbReeaYxBIwx3fJiwnrnIHN+Q4041z7Mx8mKPFp6m7JbJaL4OR7RhyDOV6l/a3CtdJ7XVcx7vQvtZA0d8xDwHo2xX7lTqxvwxSvTpbfieLU/fQYxKSFGyyFEljbfwWitb0otmDYHlkG4lQB2rknWqtVfOozAQzcO4iyajM2MFGUshLx96GJKSrXCh/Fp7vMdsc5VDhcapunpTaxbb0A6S1LvLmBBdqB7hcO8K8dZl2fQW3tn4RWTIoVqevWiej9XLllQpChtRyBdfyiLeFOPbDPJIs2PSRdNCVqXikvAjLZt9Pa7/F2cJzRJUMwlFwbYu5/BQN0aBeENz4B63MzyyQXudytvljThbGWBHdxcroLsJKAiEEnd56ekLjXGmeAk+mq7Gd0nEDazaOZfp03p++6jwdy8Oquaghme7NEUaeKWFWPc4+XUJWBTu/0EJ50iHWEnQt4+0aN/5+22IesU+sVeX8y2UqM04wOxf++deHEhIoIYHTDKJVVF0gZIHnvO0P6geduqrKK381ix6RWXlbEPvTKAbznNEWBVkRbP9MlvwlE6EIWlaGOPNUMdCK+oERF8D8aJPD38nhu4EE10gpdG8JM3GoTvtaIyBbTrD59r1gLrg8bZOQNKyizPAH0uQumISzAttyqM0I9KjKCn0HE43TCLmA7wnSRid92SFC4WsfIdF2BbvpseaeJJdfryKpgv5dMebONTASMps+mqE0YSFrgnBa5q2/nWPzx7Kce67EwgWT6pxNcUKiOGGz/XNZXCsgMZVZm9KERaxNJZpV8T0fPaEwfH+K008VOfb9AolOleEPpNGi8MJ/miXZFXxupSmLQ99eoFFwQcDyG2LsW/95msYcXsUlTJr6vI8eg/PFAwwu20oocfVn2ii4S+TLRyY7GGL0xaBrhx/IrONdGlNH63RtjmAkFKymy+jzJebONgL3WRNGninRsc4A3+f0U0V6t0XxHH8x2svizI+LbP1klpaVIaaPN5g5XSezPIQWk1m2PUrLyhBqSCLaErhCQ1DcmD9nMuS0URhrcvyHJZqlwMho7b0pKjMWHcMGk0fq1PMOWlQi3qkuSdIz/Tpm2eXy/gpdmyJIIuisD94Ux/Pg1GOFxfuOSzSrMne2QevqELIa3FN81+fS/jKtK8J0bggTa1ewaj7zo00QAiUk0bs9xtibVZpVFzUk0bs9Eszb3xzn5D8VsesuQhaEkjKO5WPWPJbfEKNjXRjw6doYoVlyURczm0uT1pLUODOgoRhQmbHY8GAaSRVBISUk2PqpTPC+/6RIecbGSCrYdY/WlQaSJoKYpvcYGfFsn/GDNSpzNoomUA2ZgX0x9v5+G42iR+dwhOM/zGNWfIQMZsXl2PfzJHt09v/tLDW3iJAE25ZvZFmqwLw3iu01GU7cxuX6MS6WD+N5Pjd0fAx0H9tswywFDuehuEwoLjN0T4T0rmwgAc/YNGaLSEJedG+VaNcHUXydB7v+A2V7Ftd3cH2TXHOcmJqly1iDIcW4te1LgdpF0oko6SXJZFRNszl5z5KBEsDq6D5MLzBANKQIj079xyX553jjFHe1/wGdxhCO1yAsJah7paX3bGV0NyUrKMpGlKvvu4YSZ3l0C/2RzVhug5cW/hrLq6EIbUlCGsT7OLSFBpisn2G6eY6mU+ZM5WXmzIusiO5iQ+JOLtUOIYTM6thekmoHW1P38bJbpOGWUUWIFr0fQ0pgejWiamaR0AbW8dtTH8TyGjS9KmcqLyGhktF6eXrmzzC9Ch4eJ+xnkYREVEnTYaykYZfZkroPxzOJqRkmaqdxfYe42krNyeGjIySJZZGNLJhjjNdP0nBLyELF8UxmzQsMRncQkVO8mf8h/ZEtLI9sJaN103ArDCdu463CDyk78yhCJSTHCElR5sxLvxSpBR+VEDvTH+F05SXG6yfoMlYjkNib/QzuYhavZsc5+M3KUrHVafqceqxAskcj1vqr+W+8G023xkjlVY6WnkIRGp7vsS31AUJyjNHafsKtWWJtA1QWFWqSDG2rr5YyJ7U2qk7hqmO6FGZz6h5kSWW2eYG4mmVT4m4S7zIzS2od7Ml+DMsNjJ7eJqU9WyMsjL5LmiwI7r3vgus7zDRHOVJ4kppbpEVfxpbUfUvrh+RoMJvrFLiltQdFqDTdGiE5ulSwuY7fHlwntddxHe9Cokvjpq91cPbpInbDY/mNMVpXhVB+icr+rwpVlVAT166b0jq4ufXzNNwKslAJK0n0n+mwyqpANYKoFS0S/K+Egu5Fwu4hHk/gEGxQBBKrYnuX5GY/DzUnz/7897AWNzIFe5JL1SNU9AUOFR6j7pYYiG6jwxjieOkZZprnGYztoiO0gtHqu6uhPvE2ncz2EhcaL2P5dbrab0CJZHEqMof/MYfd8En1arSvM0hnkkjNKpoTx1ObuJJHos1AclXiaYPI9ii1yDja+gLP5P+BultCIMhbE7i+zcbkXcF8y2mN1oU7GFx5M44J088JRhdslt8QYmB7GEULDHHK0xZ20+fKGxVKkzaJDpVVdyfZ9wftXPhpGR/oHA4zc6bOunuu3pBFW1T8VJHZ6hgzBUF2axv1XNBVlVSYG2lg1TwSnRqRFgVJFoSTCmvvS9EsusiaoLbg0r3JYOxgHfDRokE3aGakhpbwSPeEMWsuVl1m9myT/CWLZLdK77Yo5Vmbvj1RXNtn+mSDodsT1OYdStMWoZhEs+Jy7vkyi6oshASFKyb9e6K4jk913kaPykvFEFkTNIsuQsClVyoohmD53igX38qRmy/QsjzChvtaEBELHMHq1I3g+8hCDYSGDUG1ZqOGpatmegUCLSKxcL7JwN44ii648maV9rUG51+sMHhzjNyFJr6A+bNN1IhEbcFm4aIZNIr8QCJbzzvIqsQr//dMkBXbrbHjC60c/NYChUsmPvC+/6mLM0+VKI7ZCAH5yxYHH15gx+dbwIfKnA0CRp8LnHP1uMyy7RFkTaDUEwipTHNexncDdqSEZDQpIDmr358kd8HEqnsIAR3rDZI9gZzYcyA7qLP23iTjB2t4jr9ofKLQtibE4E1xCuMWRlImd8l8+41ZQmHcIrsixNzZJsbbs84NDy0sUZ60seoe1VmbiUM1QkmZqWN1XNsnkg1yoWVVYsWtCay6z8JoEyHDsh1R8ODY93M0y8FFUBy3GHmmxJr7UrStMpBVQS3nEO/QWLY9GuRNE2RLFyZMlu2KUZ21Of1kkXrewWn6dG8O07crxuU3KighQTit4NoeL/7JDFbNQzME6x9M070hyEluXR0KyPlTJeoFh9nTMqUJi+EPpOjeHGbqWI3MQAgjqXDs0QI7P9NCKC5z6dUKalgO4ooaHqUpE8/xsBs+qiFIdOqEU8HxnV9sYf9fzVMat+jeEmbDh9JcfKVKadIm3mljJGWO/yCPVfcYvCVOadKmUXRxzSCG7fVvzHPjv2pDUgSe45JZbpC7EMRnta0xiHeqaIZMecYiklUpTdmU8w6d61XKUxapZTpW3cGuu9TywZvou8FGPbVMZ/JIsLkO+S6W1+DYP1bYeP89bNsEC+YVLtePcaV+BJMaSIKKP0uzZDFzKMT4W01816d1yGDNPUkiyQgVyeVk+XkG2cXuzEc5U/4pPhAX7Qyr96KFJZ6e+zOKzjS+76FJYe7p+DfUnCIHCo9QtGbQpTA7Mh+m1xi+pruUVft4f9t/Q96aJK62LMWj9Ee2cKL0bJAn7Fv4vo/l1Rit7qc9tIKE3ME9nX/IkcJTVJ0F+iMBYX1h7ptktWXvuekXQqArYYYTd3CpfoSQZOD4OqpkkNF6aLoV0mo3BwqPEpUzLNjjjDWCNt+J8rO06QPsznwMXY4sKYoiSpJbW7/EdOMcHi6216TiLLA6upduYy0T9dOE5STjjeOcKr9IzckTUdLsyXyMmNzKnHURBxP3XbObY/UTi9m5oMoh5pqXmGicJKv1siZ2C7KkcEPmEzTcMroURpUM8tYEYSXFTPMctmfS9KqAj+U2yFvj7G35DBdrB2jR+wjLKTYm38+8OcZY/QRJtZ2pRuCn0XQraCJEUm0n1xxHllQiSuqqKJt3w5Dj1JQir859m6I9hQ9UKgvoUpRl4Q1LkTrVkk119mri6Nr+u0ZLAvi+h+2bKEK/xu04b00y27yAQKI1tJy01knNyXO4+ASub2H6NTw83sx/j7s7vsZobT8z3hnWP7CBc0/XkDXBwN44sfarr8Ok2s6O9Ic4XX4Jx7foD2+mO7wGQ46xM/0QdaeELhuElcQ1r1+TjGuUaKl+hTX3xwL1hiwzeFOCWMfVY0JVJ8/+3HeX3J/nzEscLjzB7uzHl/ZdhhLHUOJL74uP/y4593X8NuE6qb2O63gXZFWibVWwefVsHz0uXzOP95tAREktmWj8PBgphVXvT3DynwpohgQZmRW3JiiOmXSmMtza8XkmzJOYXo1lkQ0k1c5f+PuaXnWJ0ALIQiWqpngt923KzgKW1yBfmGR35qPElVZKzjyykBmK7KO3vhenLpA1kEIN2G7yT6e/SbMZVEjnxQXuWvnf88L/ksN1QFYElRmbkWdLbPhQGtOosULZyqHiY0T8LGbZY23kRi7+GKIpi1QmTNWboOLkEARGHf5iXtxQbA9RJU2mT+fs0yWmDojFmCSflbfH6dsZJRQPbnPTJ+rMjTTIX7aYOdUg2a3SOhRi6kidnu1hlu+NMz/aID9msuqOFJHs1bfHoj3DS/P/GdOr4gkIJ1Ls+73PoJshjn4/T2HMCjpXPmz7dJbM8hC+gOyAzskfFRh9qcmGDwVzrt1bo9h1j3S/xpmfFJB1GNgb58wTVaoLKudfqpC/bLJsR4RYaxChM3BjjNzFwHTKbvq4psfqu5Ns+liGUFyhXnCwGx6eH8zrIgk2fTRDoltjx2dbkFRQQvDynzap5xwiGZVwRiaSURh7q8ba+5Ic+IdZSuY8Ap+pcybuozYbP5JhQTrHidozKEIjLrfTl7uD/U/OIUp1Uj06ww+kiC9uFlzXxzV9ujdFOf9SGSFg2a5AZZC/YiKkOAsXAidb3w+cml076GQjfNSwhGP6aBGBWXF521SmtmBz+Y0KyR4Fq+LSrLhU5+3FSKlgDdWQEIBZclFDgkS3FpDbeRtJFay4OXBlrszY6EmZrV+J09vZT86cQJIA4bM2s4+YnsIY8Ljjf+ykOGGjRyXinRrhlELhisnJxwtU52z6dsXY85U2lJCEpPjYjeB1vPoXs/TvjhFrV8gOhpg90wxe32J/PtOvM3G4SjijIGnQtzuKVfMoTVhE21TUkISsS9RyDmbNZWBvHNf2cW0Px/SozNnkL5n0bA0zdGscHx89pgQzypqE77kIKSgO5K+YhGIyb3xzjsyAzqr3Jbj8epU3/nqOUFxm+2damDnVYPpYg0SHxpmnA9OmUEym4bpMHKmz5/daaV0VolFymThcZ/Z0Az0SbHTXfzDFlTeqnHq8iNP0iLVrrL4riB4ykkGBYOxAjZ5tEUJxmWS3zpXXqxhJhY0fSoMEZ39SwrN9StPBfaFro8HgvgTP/+/TVOcdkj0aOz6bZfxoheq8Rc+WGDd8pXXpunn5zwKCLSmC8pRF/+4YoaSMWfVwmx5zZxvBLHFj0T7cg/K0TaPo0LnB4MDfzTNzuoEakjn3fImtvxP8/bq2z8GHF5a6WlPH6mz5eIb0gM7MqTqyBj1bIpTGgw2xv1iQCaeVRUfdWJAn6gvMGY2EmiJnjTFnnl/qTBpylLjaij2e5szLeTQ52EjPnmmQ6FIZvDlOe2glitB5PfePxJQsm1P3EpHTuBMJpl5VkG8/Sr4xhZAEvuTT9CqMVF4jJmeYaJzGkGNU3TzPzX2dD3X+z0RIE36XiZOiKKSlLiSh8PLC35G3xonIaZJKO4YcXczpjOP5Dg23giqFEIs/164Msrfl01heA9+HmeZZ9rZ8mqicIaIk8H0Px7dRhEbdLTLZOMNs8yKdxhCt+iAPdPw7LtYOEVZSdBurAYm40spo9QCyUFmffB+nFk2a3saseQHLq5PU3pmjdnyLk+XnyZnjJJUOomoaz3fpDa/n8ek/xvYs7u74b3k99x18PGShUHXyHCw8xs7MQ0SUFJpkYHkNBCCQiShpVBFipPIa3cZa1iVuoeYWaNUGKbtzvDr7bbal78fymkw3RkiqHbSFlpNU2zCkKBeqb77rrAVJtZOmW2FZeCMXqgd4ef7vGYhuZ0V0F68sfIt1iVvIW5PMmRcRCHrCwzTdCm/kv4dAYkvyfvoiG5ai9t4NXY4sEi6XuNqG73soQmPevITp1ZZIrRISxNpVKjPveHooelCIfBtVJ8/F6gFmzYtk9V4GIzsW3eFhwRzjiek/oe4GM/pROcPdHV8LJNiLxPBtVVjDqyII1k3rXWRaw2z7nTBC4qoIurehSiH6I5tp0wfw8TDk+BJ51GUDXf4vz/a+jbpT5oz1U7Lreunpl/GwURMWqO3AO4WBplu+Js5owRrDcmvXNBMgkFn/5neE1/HL4jqpvY7r+Dn4WTfZ3zZIsqBrQ5hkt0az5KLHZIQCkhBEW1QgSspo/y+u8zY0YSzGGARyxoTaxlzzIiDQF2MHIKhct+kD9C7a+tcva7z+9dkgU1ST2PSRNPrWCbSMA1UFfB9dUygVy0hq0OES0qIj7oyNh8Oh6iNE5RTva/sqjbKD4qRYeCPEpefroFS5bU07WjjoMr8t2dWlCLocRiL4nCKtKhs/nGb0+TK26dExHGbZjncIbaPkMPJsaXEersSy7RFahgzG3gzmPqMtCu3rwqT7dCSZa+SIvu8xWnl9UZ4nkBRoUmTWHaGltA0jpdC5IYJZddEjEpPH6osdwhLdW6NMHK0jhODo93KsvTfFwmgTz/M490IR3xPs/HwLc+frzJ1t0LcjyoWXKnRuMNAiMq//5RyO7ZPs0Vh5W4JEj0Z11gFfYuJIneV7gk5FKC7Tvl7j2AvTuL7N9geWU5m0eetvFvBcHyOpsOf3Wtn8iSzVWZt4RzCvOfpCkH8oJEG9WQWxmNXr+MxdrFKvGahqMsjrVC36nBs48p0cvqXS3RdknY48U2T9hzPoERktFJDS0RdKdG8OuqKxNgUjqbD54xlSvRrJXo38JRNJEaghicqMzeBNMS68VCEUk3E0j97tUfJXTGLtKr5wEJLE/GiNtjUGekxm8OY44ZRCOCUjK2LpnK1GMDcb71AZfiAdONpuCuM5PmMHa4H8TQTFlUvP2Gz72EOMm+eouHN0yqtIlbtoEmQT240gp1ePBeuXZywOfGueZilwwb74SoW5kQZbP5Vl/GA9II9/PU+8M+hAvPJns9zx77soT9uMH6qhRyWG7kxgVh0kRbDl4xlmzzaDGKPF/OFkt4YelYlmfeJdKh3rwow8W6I0bhHOBmZaZ58p0rsjSi3n8/pfzqGFZVLLNNbdn0I1BLE2danDnOrXmTvbwFssKNmL5E9IgnrOYfJoHacZ+AZIssCzfdADAmikA/fpaKuK73r85H+dYuDGGHbDo5Z3yfRruLZP7qKJHpVBBIZPEwdrS/E49XxwT9GjAbmdOlZHDUnUCy6H/yHHtk9nKY1bVOffmXXr2Rzl+KNBpq8AXMvjjb+do/dGhfFDE4xfktj90CCzJxzSfTq1nEskLSNrwejI5TerDN4UozRh0yi7RFuUQLrPO1L9SFpm/nwd1zLIXzFRQ9JiPJfDiUcKDN4cI9qikezWKHgWVi2Qn08cqdG3O0q8XePEY3l2f7EV3/MZe6uKkVZYd3+KSFrh/IuBOkCLShjJQDouhKDbWIuSCXG6/AKqZNAX2chM8xzS5S2In2xm+zEAACAASURBVMm8nBtt0LFTYClV3iz8gKIzS8mZY6p5FslT2Sn9LrKq0fBK4AcFPSFJ+HiYXg15cYunCJ2qm8PHp+TMcql2mPXJ9wWEexGypFJ1cphelYiSYih6I4dLT7Imtg9JKFSdHGE5QUxuYTAamO7ZXpN58wq2Z3Kq/Dx5awJZ0pAJom3A40LtAPPWZVZEdnGxdoAZ8zwAk83T9Brr6Qmvx/EtZpojvJ77DroU4qaWz9MbWcNQfAeK0HF9m6shrlEemV6NojnD6vg+phvnOFd9nYzWQ9ZdRlhOUvFz2L6J7TeRUXCwAZucOYYhxdBkg67QGiYaJ7G9JpocZmvqPk6VX2DeusyCeYVt6Q9wY/aTVJ0Cj07+B1ZEdzNWP8Fk4zRNr4YsFLrttXSGVjEQ2cam5N2cq+5HESqr4/uYNy+R0Xo4X3uLw8XHkYTEsdKPqdkF2kLLOVJ4ksHodoYTtyOQSKmd1N0y21MfxJATFO0p3sh/n25jLWmtC1moqEKn7paw/SbqVd3KgHqF5NiSozNAKKYw/ECKYz/IU1sIRhHW3pvCSAXfY7l1DhUeZ7o5AkDOGidnTrAn+wkMOcq5ymtLhBag6gZJC0PxG8hoveSssYD4+R5doTU03SoJtY2ByDaEkFB/CV768zqxvypmmqNElCSv5h6mZM8G69ZT3NL6BXrDw0vfp0kRBNJSJBBAVMmgiF8czXgdv524Tmqv4zr+mUJWJeLtGvH34K4Nt0LTrSAJmbCcfE/ZEgSd4Y3JuzhafGqJ2Ga1XiabZ9CkMBHZo+lViSnZYIZJ66Setzny3Ry1nAsERjlHv5/nptXtOLKJEY1SL5mUcnVC7cHGzosKJCkghbFOBaHb1Msl8tYEqhWn/OQAhfMOiuMRaVFxhcnUhQW6urroC29isnEGQ46iSxHWxm9devipukTXxgjpfh3fBT0hI8vv1FN9L5B32o0gpqdjfZg3vjmPJAdk7sj38uyKy7Ss/PlPXA+Pule+5njdLYEA1/R57euziwZIgi2fyDB7ps65FypkBw0aRZdQVKJS8pg900TRJfLnTMKpQFpcnLSYO20SSasggsp59+YIB/9uAccKSKZr+Zz8UYG19yW5MFfBtaFZtilMWOTHTDLLdWJbCqyUYsycbpJqjXLgG1OLhkBQWwjMxYbuSDB9sk52RYoT/1Rh8eMOunNKBM01cHEwpSrRjIqLTdTuQPNiuFQRdQNJNtn6wHLmR03MskvHcBir5qFowbxwoltFjUiceqIYRCspcOu/bWfZrjCu6bPt01kqMzZO06c0bdKzJUqkVaFlRSBdjbaqyCr85M/PYbqBYVNETdIzlKY832TlbWkuvFxm7ECVwX2B67caktCiEhs+nCacUdj66RaiLWqQaeuDFpWwai7hjIIQgYS/Z0uc/X9SINbRjx4doBxWiG1UOfT4AtMnGlj1wGjohn/VhtPwsOrB7KoQoEdltGiQWWpWXC7vr7L8hqDAkOzRmDpex/fgxf9jmu2fbWHtvUlkVaCFA9fRvf+6LXA5frqEogWy4FNPFtnz5TaqCzZGQmbLJ7LMjzRoFl0iWYXODWF8z2Pd/Sk8B177i1lUQ8IxPcpTNjOn6qx6X4KD314ATxDvUll7T5LX/3KO9R9I4do+p54sEk4prH5/gtNPFMldbNK9JUKj6FK4YtK9JcL8ueAabRQD4qqFJU4/WWbFTXES3RrLdkZ47S/mUHQJs+wiyQJZE1j1IGrKNj2iLUoQrWT7ZJbrASE8XAvmkhf5iFn1qBddEt0anvuOUZ+sC5yGh7cok3dtn/JCk819rWz5ZBYhQ2WuSs+eGM1ZgRaWcJ2geBVKBAZVb8/bzo80WfdAihGrRC3vIiuw4uY4cyMNWlYYmFUHWZHwZagtkmglJEj3h5g/1ySSUVi2M8rUsRr5SxYIQWnKpmVliESnxrP/2xRr7k2w7dMthFMytuXx5t/MsfquBGYlkJSnlumUZy081yfZHWFZZD0xJcOZ8stcrB7Gx2OgN8bC/oC8aRGJ9l0+yTUNypQxrWqQY+oUcHxz0bAphRcr0yzp9EU3MlJ7Bdd38IWLLFQGo9vBF8yYoxTtGYKSoCAsJzlcf4IVsZ1XkdrgflbkbTIUUZJMNk5julVuzH6SBXMMEKyM7iYiBdmzBXOahhvcF6eaIyhCQ/gSQgiOF39CX2QTpysvAdBjDDNae5OInFzqvo3XT9BrbKDTGOJS7Qi94WGWhzfTovUR194x39uYuJP9+e8uPZtWRHcSlpNXnbsmGfRFNnGldpQLtbeC68urMdMcZVvqAzw//w3wPcJygqZbBd9HEgqd4VWElTghOcaW1L0sj25FRkZC5kjhKSruArJQmGicZq1zK0mtjYI1TdOr0RLq43zuTWzfZMk1un6KoegectY43cY6wkoS13eYbpxbJJeCsdqxqyICp80Rbkt+hZw1zluFRzGkGDszDzHVPMuRwpNsSd3LpdphRqqv4eNxtPhjtqbupyu0mlnzAqPVNxBCsDq2j87QKqYWCamEzPrE7YSVq6OVUr06Oz7fgl33Am+DlEK96AbKGNVHJbp4HQSvacG6QtMtY8hR6u61z8GGVyahtnJr65c4WHiMnHWFNn2QTcm7EEjsy37m10JUfxUsWGOE5MgSoQWw/QZnyj+lVe9fcpSOKCnWxm/hVPkFfALp/ubk3RjKz88Fvo7fblwntddxHf8CUbYXeCP/PfLWBBIyK6K7WB3f+57RAIqk0R/eTKvej+U1CElRfOBS/TBlZ56wnCChtrIpeRdZvReAUtOiNHG1bMc1ffyazg2dn6DpVZCzKqOlN9HiPmvvS3D++RpW00HJOHTe7nO48QzrErdwvvIWdZFHjS6n4ZaJayEUEWRH6q0eBwqPsTZ+C0PRPTi+SXtoBXG19ZrX8V6xS6GETP/uGJffrLDhwTTjB2uLezyxaNQFYwdr70lqfUuwPLyNmebo0jGBoC+yCakWGB71bI0wcbCGa3mce67E0B3BQ3zhYpOOdQaFKxaO6ZO7YNK7I8yKW+LBHGVUcO6FCqkuncIVi9nTDQb2BZsQ1wlyS/WIhO/6mFUXVZeCGdmFIDJl7kyDs8+U2PDhFGLPFIUNZ+heP0RjahmuFzhySrLAd6E0aRFOyWx8MIORktn95TYuvVLGdXy0iETf1iQnn1xACJl4R5a192rovsTIDxz2feZzFNSLRImx/d4WSmM2WliiNGVx/JE8m0MZJssus6caJLo1dn+plfnRJqUpk2W7IsxfqnLixzWWb81y4kd5hBCoYYkND6ZI9mhIikDvl8n0h7jwSolG0WHtnS2ceG4cx/JoWS+xbK/OzBGZypxNcdxCj8nkLjbZ+FAaI6mgxyTOv1Rm/olgjnXTR9OcXTQB2/DhFPF2lenjdRCBQZAWlhm+L43vQySjUF2wKU/bTB9voIYlrJpHbd5h9LkSqWUaqiEvGck1qy6KIdCjEkjBta+Fg+xWz/ZJdGn4vs/A3jj1vItV9Uh0acS7NGJtEo2iw+yZevDZ+oHnVz3nMn2yzuSxOh3rDAb3BnE4obhM784I6WU6E4dqyLpEz+YIoYRCeTKQLANcerXKyjvibP5IFiGBWfPA97n537QzcajG+Zcq1OYdJFUwd67B2ntSKKEgk7j/hhiNssPqu5Kk+xpMHq2T6AzTMhRi4nAQHXTy8SITh2tkV4a46WsdTB6v0T5kMHm8vhQ3ZJse3ZsihDMKrhW4ICe6NBYuBN1Q177axE4LS6y7P8Xhb+cW452CTrPr+AgpKLYIGTZ8IsJM8i2OTL6I69ms6NtEX+edROMR4h0quUtBscFzfYbuSDB1PCiGyKoAAStui7PqzgRmzWP6RBDFYaQFyY4QaqjM8r1x9EiQ2Zvu1zny3RzFcZtm2eX8i2W2f76F8qxNz+YwZ54K8nA3fyRD98YIru1TzztMHKqhRSVyYw1mv1nlxt/t4vxPKxx8OBidUMOCm/+wk/QynYjbxoryvcyeqxFv10h3h6lurjJzusHAgy5HvR9Qro2jmio3tXyOqJxi1g+6nD4+TbdKMpbCvnWWM3Mn2Za+n4u1Q3i+E2S7muNMNs6wMfl+Xp7/e2Q0tqTvpWLn8HDx/KtnKAHaQoNIpefwcPEJZgfrbolXFr5NUm1DQWMotoeaW2CqeY6wEuet/CMMxfZQd0tISIHrrVBpetVFl+B3YHsmvuzBosJGCImwGme8fALJl2lRezGUBA2vRMRPIgsF3/dIqG3sy36WulskoqSJKdmrHGoBHM+mPTTIm/nvk1a7CckxSs48lhe4MQvgcPEpdqYf4mT5eepOkYzWy470hwktzuWmtECCbbpVnp37C2ShIS92OUNS8OwsWNMokkavsQHf9xZ9BhZVTm/bigOGHENCJastw/EtMloPMaUFTYSIKmnmrUuAQBJy0EG3Zugx1rI6tpeokmG8fpIDhUfxcNHkMKcrPyWqpKm7RTxcjhafYaBrO28VHiGqpNGEwUjlVYYTd7AiupumVyGpdhBXfr4zv5FQMBZ5ZnHc5NA/5GiWXDxh07prmP4tGpec/YvPOmlJRrwytptz1f2w1NmUGIjsACCr93JTy2dpupVfmGn7m0CL3kfJmrnqmCpCeIvX9dvQpBBDsT10G2uwvSYhOUr0ZwzOruOfD66T2uu4jn9hcH2Xkcor5K0JADxcRqqv0mkM/cK8O0XSSEhtVx3b2/JpSouOmkm1/arAci0ikV0ROLS+DSMj4URKvJH/Lk2viiYi3NL6BQ6XHiEz1MOulXdRbZZYkEc5Jl6lYZaZbo6wLf0Ah4tPsGXPLurjWZxCcGvqWZeirVem7PfScEtB5t17RPPU7BI+HlH12llkSRIs2xUNiErdI92ns3C+iayKJSmmkbhWcm7WXfKXTEZfKNO2qYXNqx/govUmwpcZDt9JcyTJmady5C+ZtK4KsePzLZz4UQG7GcSVCBFIVLd+Kht08fzAodhzBJ4Lk8fq9O0O077DI9srYTfDTB6t078nSrJHI9GtBdEnPjRKLh3rDCQ1kEunejQ6hsMc+U5g1DX6XJk9m9dzwnuGHGPckt2Mogl8OyC0SNAxHCbWrl1F/td/KE294LL/G7NEsgo3fLkT1/GCPNWkzPHvVnBMn5CdRj0bxpQDKe74oRquDf27o0RbArnlhk9EUfprSKbLhTdcUnvn8DdcoFYZ5sgzOTbdPMDxR/NU5xxkTaBbEke/n8doFahxm3A4gl0VVKYdLr5WYdPnItzwlU5Mt0ZZGaeuC5bv6ePUP5VYeWuMjvURPNtfyjmt5Rysmk+yV6NnSwQtKpNdoWNVPEafK9O22qBrU4TpY4FZiZFQOPB3M+BDveDQuT7MilvjNCsunhsQ/Ybl0iy7uA5MH6iy5u4kJx8rBjJdH/pviFGdcRh6X5zJozW2fyaLpEgoKmQHQxz423nspo+iCXq2hNncnsV3fOpFB0Tg6vy2cZcWkVDDEnbN49KrVZI9Oul+ne6tBskujZ/+6UyQ9ejDzKkG6+5P8trX57AbHqohiKRV5s42ufRqNfhwfRi4KUb/7ijnf1rB9yGcUbDqHmbFI5JRyF02mTxSZ+VtcfBV5kYaFCdM0ssD6S0+tK4Mc/KxPPMjDYQcyJZP/7jAlo9nKVwxGX4gxeX9VayqR+f6MG1rDRp5h8Gb41x8pcKBby3QMqiz5u4kp54o4rk+QhKklmmEYhJGWmXv77dh1jxUQ0KNCHZ8toXjPypQzzmk+0Iktxd5+sJPcN1gXniaE4w1OslWd7LmrgTNikc979C6yiCSUWhZqeM7YNVdzjxVRNYDtUjrqhCr7kyC7FJ2Z3CFy56vtnHo2znmzzXRIjLxdpWBfTHe+Ks5jGRAzqeO1tn6qRbyl5rUFoKOYWXewXM9xt6qYtV92ocNtEjQOU/3hMlfsZg5GRRIfA9qCy4Xflom/tEU08canHr8bRmnRXbQZvgDKQZuMzhs/pBS/TJNv4znR5hqjrAqvpeSM0fOGseQYmxM3Y0rWZyQHsVsmpSLk2xtuY9LtUPMmhco2XNYXo1LtcPc1/lHeL6LLBQK9iyt+vKrItveRkJp5YbsJzhe+gmOZ9FtrKFgTdFwi5helbWxm/F9j2fn/oI2fRDXt2l4FSJKirAcp+FWsbwmqhRiWXgDBWtqae2SPUuvMUzJeYdo9IU3BpJmNYuhxDHdGkeLT+H4Fne0fZWE2sq8dYVXFx4O1hU6uzIfIW9NUHEWSGtdxJVWFEnnXOU1Ikqaezv/iII1ienVadcHOVd9g5iSZV/2M2hyhITcxrbkB5FEEA0TUzNL5yMLmbTWSd0pszP9EBdrhyja06gixObUvbyR+y45ewLf99iSug/LbbIsspHJxhl838fxTVZEdwfyZRGm4ExxMP8j6m6RltByNiTuJCTF2Jh8P9PNczS8Cp7v0mWswvabi2QRbsz+DkeKTyKEQPLlRVeBRUMy3188VwVJyNzU8llYNE+caJzmdPlF7mj7Kh3qip/7nPxZWHWXM0+XlubGhacw9nKdzavXcFl7Ex+P5ZEthJWgM57V+nhf21c5UXoWgWA4cQcZrWdpvZAcuUYB8F8DbXo/ilAx5ETgiC3paFKIFdEd11z7qqRfNZ99Hf98cZ3UXsd1/IZRnbcpTVnMnW2Q7guR7tOItV1r/PD/FrbXIGeNX3O8YE3RFhr4ldaKKun3rFoaCYVND2VwzAXmR5pEsgqbPpXgrPQDHMfC9kwcLA4UHiGpdDBunmCodTeHFr5FzX2X+6LwkYTKLS1fQpVCtH4hjlUJ5vuMZJAxmeHB9zzHhlNlzjzP0dLTeJ7LcPI22vUhourV8rRwUmFgb+DQajc8pk++013SoxI9W699EBcum7z4x9P4HowfgMzyDnb8608xfbyJE4vy+tdnl9ynxw/WkGRBdkBHSILagoMQgbPkhZfLbPpohlf+rxnsho9r+4QzCvv+fZzztf1cLBxFqxlse/B9DNzcTSMHpSmTHZ9t4dC3cxQnA7fcgX1xMv068U6V4z/Mc+Dv5/HeFbsXUgw2+R/Csi1KkQvc8JVBjn6nQGXOpmtDhOEHUlcRWtfyqBcc6gWX/t0xxg5UOfwPeSR5UUb9ySxtawy6N0ew6x4jPymz7r4kBx5eCOZ6gSPfybPtM1kq8za2aPKa+1doUowbbvooht3FZf9NOnWFnuEkWkSmOrd4wp6PogXztKXLNuOniqy808aUy7RsTHLiUYdDf1Ulu0InNmDQ0reRyZ+4XGnkWXlnDKcOr/35LJV5h2iLwrZPZwnFBZ0bDEJxmRM/KmCWXXq2RVm+N85L/+c0E4fr9O2Osv1zrYRSMhdeLiEpgQxQVgRTxwJyp0cl7IZPJCojtQg614exTY+pow1AsONzLUE3tltl9MUy+YsmnRvCdGwI41o+YwcrJLuD2WdFl1BCQccxkNsGHZ1G0aV7cyToGnpgN3wyAzp6TMZzfWLtKqUJi7bVBn07Y7z1Nwu4TR8WDaCqs3YQTTOk08i7RFtUhu5I8OqfvyO3Q0CiU1vqRBfHAzOzcFoJDNU8mDpaR9GC/NiRZ0tseDBNKBbEydTyDge+vRCQ1zGLXV9sIdqmYTc8IMgsnjhUQ48rbPxwBj0qYaQUJEkw/laV6ZMNujdHuPUPO5YMrtZ/IEUt5xBrVxHApTeqtK8Jk+jUCCWDTOVG3kWLSQzdnsB3fZSQxIJzBCOu4vqgaSpmzeOidRplZphsV5zCWJ2ZUw3O/LiErAlu+u/aaV1pMPJskb7dMebPm0RbFFRD5tDD86iGIL0mRNewzvxIk/K0TTitBIZdUxbzo02yK0PMnW4GcmjTo563WTj3TkSIZ/sM3JSga2ME1wkyiT3Hw4hqaGGZRjGIkNLCErXFmeFmKYjqQnVY90WwvDqiHmbyRSeQK3eaFOuTuMIKHGi9xmJh0WIodgNhOYHr20zUz9CuD1J15wmFYriSSc4a40T5JyTUNnzfp+LksBsnGU7cTs6a4HzlDSJKiuHE7T+3wClLKh2hlWgijONb7M38DiPV11mwrtBtrKZNX8nZymtUnBxt+iCW16Tm5DlVeondmY9xvvomjmezMraLvvCmqwyeLtUOszvzERpuhTnzEh2hlbSHBrHcQHkjEDTtKpfqh4AgMz0kRThWfGbJ02E4cTuj1f2cLD+PQCChcEvrF+gOrWWscZwd6Qd5fu4bLFhXANBEhPs6/wjhS5ypvEzVKRBVUmxK3k1ISgV5sO+C6zsUrWmu1I+TM8foNtYGcms5yenKixSdGQSCqlvktYV/5N7OP6QrvJrByHZmzAtktV7CcpKxxgnahcQr89/C8oNu9VTjDMIXbE0/wMXqIe7t+EOqbh5dihCWk7yy8K13zsOziKlZitYUPh5VO0erPkDTrQCBrPiOtt/lQOFRRqv7kdFYE7+JwegO6k7hVyKVTjMw4Vu6ZQhBSI6i1uKsa7mVpNpOWu1CW5xhDisxBqLbaNdXIsSvZ/711w3TrVN3y/i+zz0dX+Ni9SB1t8RgdActev9/7dO7jv8fcZ3UXsd1/AZhNVwuvlLh6PffCRdffmOMTR9NB/OUvwaokkFWW7Y4R/UOsvoy7KYXOA/+miKKUr06e363FbvuIamCcvQCC4WLqEKn6ufx8SnbC3SGhkjrXehSFF0OX01qEYTlOBm9O/gyvfjvl0TBnuTx6T8OHH+B8eYp7u/4t9eQWgge2OGUAinY9aVWimMW+JDs1RYNtt6B53pceLmyNJunRSW6N0cojkjUJiREi4Nd9wKCmg6cZ+fPNdnwUBo9IqEnZIQUdOB6t0U5/kgOSZHwfRchQ7xLYcw9zLG55/FcH1kVvLzwMHuUL3LmSZlwSmHXl6Ls+t1WGnkHz/GJt6uLhASaZe8qQrvhw2nqOY+ZZzto1mw610foucngpq+F8L1AGmvWPE4+XsC1AjMtq+5x/Ic5rKqPVXdZ/8E0jWKZ4rhFvFMj0anSvSnYIJ17rkiqV2X2TANJCCSZpd8/c7LBiluiWFYJu+FRreTZ33iMfX0fI+IlOdT8HvrWVsKpW2gZCjE/0iSUCBybZU3guC6XRiYp5MJ0fbCMFL7Erq9u4cwTFYpXbLo3JtGESssKm1rOIRRRePHr01QWiUIt53Dg7xbY83ttaGF49j9O4XtBR+PEowUkSbDuvgTFcYvWVQbhpIqsBTExU8cb2HUPRZcIxYPc3q2fzHLmxyUQPp0rDOKdGmpYYnpVg5lTDayKS9/uKKeeqFEYs5AkmDhSp2dbBFkRIASxVoVjJwuY1WCmd/kNUcIphfFDVcIplexynZnTdXZ/OcjRDSVkXNPDd33W3psid7G5mOnsYNaCbr3vgxQYbGPVgziv9R9KY1U9PNcnnJaJtirkLwdjAa1DITrWG+TOm3RtjDB7thmcH0HXXpKDNSMtCuVpi9V3JTn48AKu5WPVPaJZlQ0fDP4Yhz+QYvZsk9f+ch78INJo3f0pWlcbHPz7HLOn6uz5vTYimWD9nm1RJo82KM9YRFtU3vjmHKGETKpbo3tblGPfy1PLO8TaFaIZFavmUpt3OPd8Gdf08XyfdfelOP5IASHBwFdaEbJA0xSaBQ+74ZJMdTF3tsGVF22W7YwyN9IMJMiO4ORjBXZ/WSXaqvLyn87g+6DHZPr3RFl3b5q5cw2iEQ0slepcFavqIqsSsi6QVUE9HxDv4uLYQM+2KKouUZlzgs9BhUSnimf7xNo0xo/U8D2fk4/n2PSxTDB3Oxhi4XyTej74mUSXytD7kpz5cZFysUZmo0sudprL5hF23/NxII2ETEJtpezMBzJet8KV2lHu7/p3vLrwMGON4+hSmPWJOwjJUVzfxfUdbN8krCRQhY5A4OMHc6bhjZhujZ/O/+fFu61gonGKB7r+h2sid0rWLNPNc7xVeATbM+kIrWRb6gFW+nsw/Ro1N09bqJ+8tYK8NcGq+I1crB+k5Ezz6sLDDER2sCFzJxmtCyEkhhN30GmsYsEao1XvJ611Y8gxVsR2ApC3pngr/0POV9/AkOPsSD/IrS1f5vn5bxCSozi+RcMtkdWWkdV7SaitPDP750gi8Cf2cHgr/0NaOpazJnYzjmexLnEbY7XjXK4fxsXkZPl5OrQhivYsYTlO3S0zWn2Tzcl7mTUv0qdsfNfrn2Gk8hoNt0xvZJi55mX0UJiQEmPBGsf1bSRkwnKcmlOkZM8QlTOMNU5Rtmc5V3mVulthe+oDOL6Jh4siNBzfBnzy9gQCwZR5linzLCEphuOZ7M58nBuyn+Bk6TmaXhVZqNyU/SyPTf0nXJocKT7Bne2/z2zzIjPNUYZie5hujjJWP0FUSWO6NU5XXuT21q+wIrrrF8b3/Sy0aDDzPXPyXekHikyyJUpv/Ob3/LmI+ttHZiGQuJ+rvsZs8xJxNUuzVmN5ZDNtxgrUn+MafR3/snCd1F7HdfwGUc85nHry6oy4i69WWP3+xK+N1MpCZii2h7Izx5x5GVkobIs8hHkuzcH9C8iqYGBfjGSvvrTB/f+CSEaFRQWXayUXZ1Ul4mordadEb3iYtNZDR2gFhhJlOH47r+YeXjL9aNMHiCkt7/0Lfga+719lsnG++ub/w957Btlx3ueev46n++QwcyZjMIMwyJkgQAAkQYJRlKhEybItyZRkWrJ87bt7t9Z3b+1uyVX3w96qrdpgq65XTlrlRMlUYKYIMINEToMBBgNMTienzt37oQdDwpIl2ZKlqy08X4DpmenpPt399vu8/+f/PMuENvwBn4v1l+jR1iNL//xLLN6mEG/72Z/59diBZJfM+gczTB1vMj9s0r87RmZlBEUXsZcMqK4bwsTaZF75q3kO/cduhu5LoicVXMtHkkUUTUReclnt2AFjxmnieZkgANf0aVUtKplJ9PQqBvbFiSQktKRMuvvG84jnFfZ9Os/ksSaVaZveHWFf4etfGImFggAAIABJREFUWFjKqRWZeM1AVWXWHkphN33KkxYv/9/zmHUPSREYf6PB5veFhMX3AuSIyLknyqx/IM2Z75ZYfUeCIAiozti0yi7pFRGyAxrzFw1cyyeak3FaPoEHmRUqzWYLIR2aHlkBZOJ5LpovMGmcxZYaSOI8leI0t//hJ3nz//TABzUlsvUDWQrlAqoqUZ41WEcHr819mbvy69j2SBYtKTP8VIXx1xdRYiKDBxK4VkCz4C7fv0EQ0FjqFS1dtfDssB9TkELyPXm8wf7P5kn3aIy/2WD8jSIB0LVeZ8MDad76cgECcG2B3GCEE18vsO3DOerzDtMnm7z+Nwsc+JNOOjZorL07Saxd4dz3S1SnHcyqh2cHaGkJ34Oz3yuFmcAJkZ6tMcqTFrGcjJaSECQBpxkwdqZOZcJiYF+CF/7LDB3rdTo2RJEiIokOhRf+txlcKyCakTEqDukVEVbdkWD+goHvgShDvENBT8m8+Q+LSGp4T8U7ZPZ9pgOz7i1J6kVESaA8YdG1Jcp9/0s3pWs2siagJSX0rMztfxa2HFgNj4k3mzhGgBwJJeulcYu+Viw0fsopXH21cb1lkOJVi7kLBituibH3sTaKYxaFKxbp3gieG6DFRfZ8KowLKo6Z7P6DdhZGDKJZmeEnKzQWHbS0zNA9aV7/mwX2fDLP0X9YRBAEYm0yjQWHyy/U6N0VY+SZKsFEBys2bmHKPIvdtMlFe+lxbuHsNZOgBYou3DCeGUUPx/S59loDNS7h2QEd6zUcIzR1M6oegQc7P5qje0uUibeamBUP3w+QVYmVe+KUJmy6tkQZPJAg2SnTLHpk+1UkRaBzU5TT3y0hqyKb3pNm7KUaoiyw+eE25s43iWYl0r0q2z+c5fwPK3hOwO5H2zn+lSK2bVExF7h6LmDn72zBzFa47LxEvquNk9UX6IluZN66QsupkFa62Jg8iOObbE8/yPrEAQy/zljzGLqYYH/b73Gi/EMgYMG8yh3tn+Bc9QWaXpmOyGo2Jg9ysvIkshjB9luAQNMrMW9eQUahYE8S4JFReqi5C7y4+PcIgCbFmTYvEJR8dmUfxvVMFswrXKy9xt62R7jUeI2J1hnuyX+aa62TOL5Nt742NItayjWNykmi8ib6opt+Ymw1vSYXaj/mUuNVAJpemR8v/i2P9PwFmxOHiMsZJGQ2p+5l1hzhXPV5cmrfko3V29e56VYBn/HWKa61TmH5TTYmD7IxeTfnay+EZomiiCiI2L4JBFTsWWruAi2vwkpCUlt3ivx48W9ZsMYAGGm8yoG2jyIJCgtmuFC76FxDESNExRSrYrtJyG3Mm1fIKN306hsYb55hbWIvLOWYbk7ey/n6j4mKUfzAJR8ZQJeS6FISw6th+nU6tdWk1Q6icoq9ud+h5iwyZZzH8Gp8oPd/peGUUCUN2zdZn7idLal7sX2DS43X0KU4kqAQEaMEBNh+i5TSjuW1sPwmIhIxOY0giBTtKebNUbzApUtbS1rqRpZlZDVURDiGv+RiLrLu/jSx3G8nPWi5FVQxhipGGG+eIq12YQZNLK+OIuZ+/g5u4rcav5137U3cxG8pggB8O/gnG+GneHb8wjBrHsWrJoXLJtlBjbZVERKpNm7LfQTTa4R5fJd0Tnz97epw8arJ3sc6wp65XyGiUpIdmXdzrPyPeEGwNLm4i5TcgSRKNNwScTnHXblPUzSm0OUkGbXzJ9wZfxocz6LoTHGl8SYRKcqq2G7SSudP7Q3TpAQCN/bI1hdtPCsII2byP/28XTvsNRTlUF69+o4E40frDN2T5vhXC/TtjJEbjHD1jQaO5XP3f+qiPG4zfbrJwrBJ/544xVGLVK+KFBFoLLgsXLRIdimsuSdJebKwTAoCWyahp5Dw6Q12oCpJCrGrpCIZ+t6bIdWj3kDer8OouDiGhxwR6d0VY+BAgmhaZvxog3dye4DZ8wb9e+I0iy5TJ1rYTR98lgx7YPaswbYP5Rh9scbMaQNFE2lbrbHrY2HvYH3WwbUDrhypszhqkupR2f0H7UwcbWLWw4gTLSWSHVRpUGW4eQQioXR5RW4tr888jhSBaCQJsoDn1RBTLe787zuxXIOCNc6bze+hdGjs/P17OfmNMp5g4XoOnuczc6JJbkDj2usNBCE87otPh5FMsbxCfdZZjvMJK9g+evrt6x5GnIS5zuUJi2bBZ/hHVdS4SCQuMTdskupV6VivY1Rdhu5OIUcENjyYYeS5KrOnjeUeNtfyqU45XH6+zoZ3p9HTMgsXLfwlf5gND6ZxbZ90n0rboIaeCWXE6x9MgxBWtWdON5k7b0AAhSsmrbLHvs90ULgS9m3HcmE8Ud+uGLPnTHwvYO6CSe+SNP7An3YwdaJFJB6S+9OPlxAlgeu3SWPepVVy6dz4tkFLqxTKasPoH5FEp8LggQTnnigTBLDnD/NkV0QIApvSNRuz4qFnQpUBPjQWHGQtdCMWJQgkQAjHrOqUTXBLjFbJw6z5RLM+jUWHyWNhDu2Z75XxndC9++IzVXZ/vB3X8fHdAEkVyQ9FGD/awLMDHCNcIPGDgMAPF5QqUxYrdofnPn9UYPfOh1ijHqDl29RGZY59v4Uiqyh6SPQDfAIvNCDb9L4MgRdet9ygSs+WGKlelZf/aj6MsBIAEUYP17j9TzsZ3B/nypE6SlQM74e6R33WRlREpo430NIyqw8m2PS+DCPPVhl+shLKiIHhZ6pk+yNMvNlkeK5CskelMe9hN336bw0XEAUxwCj7bHo4jRoVMIwsnu0hKTIdVw+htNt4TYmJ+nkWlCusSxwgo3SHhn3NExwtfQcEuC33EU6Uf0DDK5GSO+iPbue+zj9BEEQiQRyhGSWbGMARDUreOBOtM1h+A02MIyLhL1V1VVHn8OIXmTLPAQIdkTVsTz+AG5jE5TbqbhgBNGMNM2WsQRE1LN9gb9sjjNRfZXVsNzPWCLqUYk38NgREavbCOyJlfjYMt8pk6zwAupRiILqdiBSl4ZToiAxi+yZxOYPjm1yoHcbxTQREYlKWlv92pMyO9LsZaxxj3hpFFXVaXpnT1ac52P4pZEFlKL6fkfqrSIQ9qPaSGZCCSp++mQXzKqqoYXhNmu+IqoGAy43X2JV+L6cqT7I5fQ8Nt0TNXWRb9kGqzjyHF/8eSVDYlDqEH3hsTN3BM3Ofx8fD9lsMxnaxMXEnJ6s/ok3tZ2fmYTJqF3e0PUrNXcAPPFRRX46Tabol5qzL+Lhk1C5eLnyFHZkHeXnxy5h+k4P5TxCTs2SULjq1tdTd4g2faUdkNQvmVSaMs0TEKCIiMTlLUs7z/Zn/Qt1bBCAqpni453+iXV4JQLxdYefv5rCaPqIYtv0I4m8ujfX6vOUXrTi33Aq2b6GIEQRErjTe5FrrBMBSHNMk93f+u3/LQ76J/0Zwk9TexE38GqElRFbeluDKS/Xlbe1rI6GD6r8CrhU67U4eawIwdaJF12adTQ9n0KLxUMJl+5x/o3DD7/kuzA+3fuWk1vDqXG0cZ1f6fWgkaHolXit8jdvbP858a4wLtcPYtkmHu5m+1gEuPOHQucFn6D4PLfGzs4EX7DFeLnyF66xwonWGezs+y2B0J+eqL1B3w3PUxQQb4ncgSW/vb2HE4K0vFahM2qT7VHZ9tI22IYWKPcto4y0EYG1wiLHnbRZHTCJxiaH7UuRWqRz6Tz005h3i7TK5VRrHvlRgywcylMdtzj1RIdGhMLA/wdDdKYyqy/jRBnsea+fi01UuPR/GH0iqwP7PdnDrJ9sZe7lOJCaycmeCvswDFK86jDxVo1mx6V6zg/b7e0iu+ekTw9I1i+GnK7SKLokOhY71GhNvNtnygcwNZM73Alw7IC5CedLGqHgscTMiSQnXDrAaDmZd4dLzNTrW6TQWw16/mbMtxl9v0LMjSqMQns/iJZPAg4WLJie+XmTPp9ppFB08K+wNNhs2as7GbVSxmz7ZSBcJOhBsDV8xw+qiBKIkoqgqQVuFF2c/j+lYtFoOfuChpCPs/r37GPafZEVqI86Cxrr7kjQWXPb9cZ5mwQ2rYSLMnG1xy0dzvPnFAkbZI9Yuc8vvt3HttQYrdsXp3qIzt1TVVOMi6x9IM/FmY6kXFOyGj5aQMCsuxTGLdfcmKV61GX+zQfuQxvTpFrNnDHwvJGR6WsKzffp2x+jcqBOJS7SvjpDuU6lNO2RWquQGNZ79i2l8N/TWTLQrbPlgls4NOlJEpDxhv912sJSWURyz2PhQmvHXQ2On6pTDsctFbvlYG+NvNImkRNbclWT89Sau5dO7I8aGd6UggMZiKN3u3BTm9tbnHcrXLNTYjWOJawdcfLaK7waYNY/qjIPV8OnZFmPyWJPJtxqkelSmTzbp3KBTumqFvZ2x0Km4fY3G1dfqDN2TQo1JGE6osBBEaF+jEQRw7MtFYm0yxSvWknRdoVV2qc+FvXrxvIyii4y9Wmfl3hir7khw8ekqkipiNRyS3QpaMiTSIRH10NISqS6VwA/Y/Wgb+SENa8GneCmGoiUY/tYieCKB4jJwZ4JEp0zbKg2z5rH70fA5u/Y69OyM4ttw9olyKK8vu8TaFEQ5NHNLdCjMnGpRmbZZ/0Ca7ECEs0+UuXIkrLw6TR9BEtj9B21LMn2f+fPmDZ9xddqmb0eMiTeb+B5UJmyygxFkVWB+ODSKUqMCs6ebXDvaQJBEhg4laRR80n0Cl1+s4rgOxSGFwYN3csl7lovBK2xPP8jhxX8gIefQpDgVZ5bztRcZiO1iuHaEtYnbcHwLzc5hzAtU6gFnHp+nYVXwlBZbHl6JMFBme+pdvFT8Ej4eoiCxQttCUsmzYIdVSUlQaHgFREEMJbGBtUS0BNJyNw23SNmeCR2FnXl0MUW3vp4ufYgZc4RTlafwA5ehxL5lQ6Ofh4gYIxfpRRAENqfu4WL9ZQyzSlzKIQgSpj3K2vh+Jo2zxKQMvuQxUn+Fezs/y8nyD6m6ofHUYHwnRxb/gfpSjm5K6aTlVqk5i9yd/zSqqNETXU/VXcDHJSal2Zf7CHZg8PTc/0XNXUSXkuzOvI+V0R1crB95Ry6uiBW0sAOD4dpLbE3fR5u6kmnjPGdqb/f6FhcneXfX/8jJypOYfg0BEdNvcKX5Jvd3/BnZSC+amCAr9+L6DmPNY4w23lh2mO6MrGZH5t0cXvz75TgeVYxye9vHmDUuo0gafbFNXGueZtG+yqH8p1kb30vVmVtSY0lsSt5Dwyvx3PznMfxwPFmhb6Y/uh1JUKh7b88BWn6VC7XD7M9+lIZXpORMs2BeoVNfS1rpBD+C5TYQBfnnxgH+IvADHy9wfu5+DLfGtdZJRptvIQsyG5N3kVF6bjDz+qdYMMd4q/w96m6RuJxjR/oh6s6NZL/uLuAG9j+zh38ZgsBfViLcxH97kD73uc/9po/hl8YXvvCFzz322GO/6cO4id8wHN/BMiu4QoBdEbDqHkpE+IkVR7sZupkSgPQr6i39RaFoEuk+lWhWRhAF+m+NsfX9OZJdP51c+n5Abdbh2qt1CldMlKhIJCYuV/CaJZdzT5SXq38QTnZ7tkWJxEOSEwCFEfNtg54ldGyIklnxqwkYtxoeRsXDluroRgeLL8WYOOKRkXpZk9qL6CpctF6k6szRrFgs1KdIJpNIs50sXjLJD2lEs//8GpvjW5yo/OCGXlwvcEnIbeTNDgbSu8lrA/THtrE7+37iTgolEhLD2rzNK59foDYTTlTMmsfiJZOO7SI/rn2ekjOFRorikRSzJx0EX8JuekydbJLpjTB/ySDXH0oq58+bKLpILKcw8kx1uae0OBrme8bzCm1rNSRZ5OgX31GV9aAybtG9LYogQO/OGLE2GbegYS2oaBENc0HEmJVxGqEEtjZjc+31BqVxE88OcC2fl/9qntpUGGdTuBJGmHRs0Jk83qR7a5RWMXQAdpo+nh2w/oE0oy/WSfUoxNtlZs+2kCMiZjXs6930ngxXXqpTHrdZd3+Kzg06w09VCTwY2JdATUhceKpI4L+d++nZAZmVKkK2ht85R6tqUZyv0tHWxZq27ayQdpGc3UzzUpTeTWkmKhdR9fCeXaFvoT+6hYozx4RxGlEUUHUJVZfxtRZ9HQPk1dWscG5Fi0YoXrE4+70SYy/XcIyAjQ9lmD7TomdrjOqUzbp706y5K8nQoRRKTKQy6dAqO2x8KEvvzhg9W6NsfCjDyAtV5s8Z9O2IMXs2nIgqsVCa2705yvTpFgsXTdI9Kv1746S6VRwzwKp5ZPojbHwoQ3kyzAft3Rnj6qsNgiA0WGkuughiQPGqTelqGCUkCOCYAbmVKu1rdWJZBdf0GXtlqZouhMZUWkqibVDj0gs1rEboYKxoS2OSCEOHQoVAfc6hVXSZHzZoW6WhxiQSHTK5lRqz5wwWhg1iOYW1dycR5DC31az5OK3wuZw9ayDKAr4DkgLRjEzXliiLl0zSK1RyAxEuv1gnmpNJ96phXqsAWz+YIzcYWSac0axMs+whBNB/a5zVdyV5468XsFs+kZiIrAqUrlkM7k9gVD3mh026Nuusuj1J7/YYsaxM97YouVUanRt04nmF/t1xBMIon96dcRZHDSRFINEpsuWDGfSsRGXc4fhXi0webyEIAp0bdXq3xskOaKy5K4m8YYYJ7zibd2yif1eSyWNN1Hab9v0Gkf4Gnu1TvSwQy8lYTZ9WwSGWC4l2bpVGNC0z/GSV2bMtujaFkT2SHDoWe05ArE0mP6ST6JBRo6G7cWZFBEEOe9tT3Sorb4sTSYv0bo8ycFuCtsEIx79W5Oz3yjQWbVolj/GjTerzLmbNY/58i9UHU8xdMNDbwClEaJYc+reludI8hq5rpJaI53UyoIg6XmCzLrGf9ck7iMkZcsIg029YIAgc/bvF8NppLjIa5TGX9TsHkaI+vdomYnKavuhmuvR1iIHIpcar+IGPgoYAJJU8XfoQi9Y1CALaIyvZnDrE6erTxOQwYqfizLMqvpus2ouPxxulbyEgoIgR6m4YB9YRWfVTVSYtt0rDLeP4JrqcJC13klG7OLz491ScWQDK7izyUsWtUxukYE9QdecQBRHTq1O0J9iT/RDrEgdojwwwb4wiSypVZ45gSfarijqbUnczZ16m5VUYiO1kbXwP6xK3h8Rb8JecjENDRScwWTCvsS19P9PmRRQhgiJq3JJ9L1ExzYRxGicwWbSu0qdv5lzthRs8K3xcevWNFK1J6m4RAQE3sPECh5zay0j9FfLaYBjHEzgoorZs5BXg4+GSkHOcrT2/tKAQ4AYOQeDTq2+kW1+PF7jU3AUySieyoNClr6VLG2JldDur47eSlNt5vfQNys7McmRN1V1gXWIftm8w1TqLx9tzgJTSQZ++gRPVH/BS4YtMmxcYabyMKmrEpRzPL/41Y41jQEBa6UIW/3XtUVVngfPVF7jUeA3Xt9Dl1E8lt0Hgc6nxOkfL36FoT1BxZrnaPEFfdDOW36Jgj+MHYY/y9ZilplvmlcJXaCzNC2zfYM4cZX3qDmbM4aVnRiMqpxlK7P+pqq5fFDW7wKwxwoJ1DS+wUUUdSfjVtIzdxL8Mf/EXfzH7uc997gs/7Xs3K7U38f8LGMVZqmffonn5ApEVK0lu2seZH8hk+zRW7o0TXepXrU7bnP9hmdqsQ7JTYcNDadK9vxpi94si2amy/l0Sq+6Mo0ZFJPmfr1BWp2xe++t5rKaPpIhce63O3j/qIHW9xzIIbiC0y3jHNkkSGNifYOFSSI4gzG3ND/3iZhI/C/V5h7PfK1GetNn20TjTr7eYHi5xy8OrmHjN4OQX58mt0ek6cDf6ygwX3DcAmLWH6e/dSHU6NPpp+7nGzNe7qUSSSjte4BAQoGSyxIseHcoKJsyzvFj+f+iMr2Or8wBJpQ2n5S9XjK7DqLg0m008KdyedlZy5VILx5dQxJDQtMou5Umb+TMGyXxICqtTDuneMPZEkAQUXcB3A1plj/E3GrTKLqtuT6Ilg7dj/AilmvXFMLrl0vM1qrM2bQMa55+sUJmwyQ1G2HR/novPVClesWguOLz0l/M0iy6eHRDLhb2PtWkbPSvje9C/J07XZp3anIMcCatqWx/JUJ9zqUxZyBGRiTcbtEouRsVDjQrs+VSexUsGzYJL364YcxcMJElAWsoGNSoe+z/bgRoTicQkanMm0ayCUfBBJHSqjkCAR/mCyOKtr1DPLqK3JxnMvB+51MH0Cz56SqZVcpF+3M8DD3yGcjBBRusgo3QTkWLoYhLfCxdlfDdA0QTiSjtperl62OfC2Qrr7k9x7CsLxNtVJB0K15pMnZTZ+sEssiowd96kOGaz51PtJDrD52H7h8N/RUkg1RP+v1m0wQ372QVZYGB/nMkTTQQBerZH6d8bR5Rh1YEE+SEdURTw3IDenVFW35GgNmcz8nyFTe/Ocun5Civ2xNnxkRxG3aW1FCFkVMLJ4q2fbOfcE2WsukckKZLqC4/BczwUTWDDgykuPRdWAGUtdFU2qqFDLj4YZY9kl0JuIIKWFjFrHooWumsLQpiRO/5Gg1s+3o5j+Zz+ToHqjIPnBMydNxBE6N4a5crhOhNvNQh82PZIdjnvdcUt4cJLbdbG9wLW3pOkfa2OIArklrJZu7dG2fuHecqTFuk+heq0gygLlCdsXMtnx4ezxNpk6gsulSmbRtFFlAREJczvFZfIuhrT2PBgCscKOPmNIr4fsPtjbbhmQH3Owm76zF1okemLYFRdhp+q0LcrxqH/2I3ZsCHbxJHLuOMpLj0XVnUlVWDunEG8XWH+ooFn++z6eA5Nz+JP5jj+ZJneXTGi/TZXU89ydO4CUVsGS2f/ox/j6ndbbHxXivE3mjiWj56UGLgtTnXWQc9IuIZPYdSkb1eM6owT9ofXPIbuTZHsltHTIpVJl/p1mfcGne4tMbIrVPS0ROe6MGKrcNlEjojLWdWZFRGmTrTwnNDVPQgCfF+gsehi1zxSvQlmSjWUmIxGHDnQMZs2qVQ3ihfHD8AWTGy/xVB8H3Epx8XGy4iCxC75I6hxGbPqYVY9lLhARNFpuAWcpkWjCYeN/5072x+lZIVROJbf4q78HxIEYaYyioAgiKSUPIEP7+76c+ruIi23hiQoZJUeVsdu5c3y42xIHKQrsoaEkmO0MYooSIhC+A5ThAi6mGDRugpATM4Sl8OItYo9x+ulb1F15pCFCJtTdzMY20XVmV9y2BcQEKg7BcZbpziQ+31kMcJQYj89+nokQabuFoiIMSJSjISSY6xxnKIzSVukD11KsWhdJSl3sD55gLTSRUJuY6T+Mt+d/s/4gcu65AF2Zd6LaS9ScsK4oYAgJEuiiiYlOZD7fQI8FEEnq/YgChIro9sZb50mICAi6kTlDDEpi+HV8HEREInLOdrUfiaNM+hSCtNvLL2r8mxJ3cvF2susiu/mXO3HVJxZVuib2ZZ+gNHGG7Sp/dTdIqoYxfKb198atLwqOXUFb5S+zZrEbmzfoGLP4uFiuDV0ObnsYl2xZzG8BpKg4gfm8j5s36JDG/gnlUqBdYkDtLwqZ6rP3fBuPFV5kjXxvUAYB3ihfpgufYh2qf/nvaB/Ag2nxMuLX6LhhQqVResqTbfClvR9SMKN8x7DqzPWPP6O8w9RcWYZKb22vH1n5t2sju9BEiRs3/gnknEw/QYpOU9cyhLgIyCyMraTqPSvN7aq2gsM1w9zpXkMVdDYkLwTL3Dp1of+1fu8iX8b3CS1N/FbD6tRofDsExROHEaQFKoXz9EaHWXdA4/yzOdKqHGJ1XcoGFWXU98uLlcsyxM2p75Z4tZPtqOnf72PgiRJ6MkbB/VW2V2uoOkpCSkicuWlGrW50BDHdz0CXwzlgg+HBj9aUqZjk05z6Zzq8w7ta8LKyjuR6lW57Y/yLC5NtnKDkZ9w+70Oz3doLUmoYlLqZ0ptHMtj9mKd9AqV7q1RVEkmpiTpG5JZOGdTm3HY+bsdBH5AYLqs9g8xHRuhXC2TlDuwKwIIkO752TJoRYywLnEAz/NZZd1FecRD0WXyazsREiJmWuDw/FdxAwtkmDaHoSqwJ/sIihbmUxqVt2VxWlIC1eW6Us6UK8SzWcpVj8APsJcca/WkROdmncVLJvG8wrr7U4y+VCPZqVIYtZB1EaPsEXihDHfmTIvjXytw8D90EWsTaRZCZhv4Ab3b42F0ggDtq3VOfK2AqISfbXHMYuzVBvl1OrW50Jhp5d44lQmb6TMtmkV3ySBIQAASXQrtazROfbuEqov4bkBlymLfpzuI52UuPl2hNvs2kR9/o8Ftj+WRIwKZAZWRZyuMPFfFcwIUXaR7SxSE0PCpPGFz+YUWalRk1cEYuz7Szht/u4jvBWgphVV3xpgcWaBzKIEqaASBz8roDhJKG2qXyoYHMsycboEP6RVRrn6jSffm7XTuSSBK4cJEXM6yRr+N08ERtJSEZOkMCfdSvaggqTZqTKS+YOMHHo2SRTQnocYljKZD99YMpXGbbR/Kkuy+0exLEKBRcCmOGbTK3lJUjMKWD4REbPSFKgMHEgzdmyLww5ibaFYm2x/K22zD59KzVcaPNvDdANcN2PBAim0fzDJ9psWWD+bCqrkQUJu2EBWJk18v4nvhYpEohbm/w09V2PBAmukTLS49VyM7oJIb0OjapJPuVcMKaV+ERIccVgJzMs2Cuxy9075WI+tEljNsPSdAVJYWdSQBx/RoLLgUxixEScCzfYyWz9QJnzUHkxz7UmFZqTF+tMH6B9IUrphIqsjxrxbRUxLjbzTp3RGlb1eMVtFFjgisOpBg7rzBlZdrDN6W4K0vFmgsuLi2z+CBBPGcwtl/rLD2UBLPDrAaHmvvSZHsCN2ktZSEACFpdkIVwct/GUYMrbs/TWHM5uS3yxglFy0lseMjOU5+q8T2D2WZPWswe9YgtypCfFcRW6kiXFrJ/OkmjuHjGEGoVElItEoumx/O4Bg+I8/U2P6Kj5cgAAAgAElEQVShPLJtMHSviJYRaSRnmBi/QCQuIkrQ9OqM2C+S6D3AG/+4yNpbOlm5K8uFH1VpLDqc/EaRLe/LEgQBdtNjYF8a1wyYv2iSyMtk+iNEkiLNos/kiSbFpX7oyoTNnj9sx6h6XHy2iigKoWKi5LJw0eTYlwvseSzP/IUWelIKCaTAchVTT0vEO8LKuJ6Rw2W7ls6dyT8iCHyqr8hsXfsI1cgoSa0dX7KI+AmeHfkyStynNzUEgYDddHEdn/xmhcXZEqKv4uIQS+p4WpPA9rnWOsVAbCfXWieouwVUUeeu9k9xsvgUqqzRH9/MZOM8aaWLkcbLFOxJ/MABQeSu9k8x1TpPj7aRocR+4nIWQRCIKzfa1G9M3sXF+ksYXg1BEIlKaQ60fZSYlOZ05WmqS9VNN7A4WXmK9sggMSWDJCgYXg3bN1DFKFm1m4SSp2RPMVJ/lZic4WjpcSJSFFXQ2Jp6gB59A5oU42ztOSJilA2JO9mcOoQq6HRpQ8SUNCP1VzlVfSp8NgWZq80T9GjrScrttKn9zJjD+IGHLiXYnXkfbxS/ScGeICql2JQ8RFzJkZE72Zl5N0OJfQDMm2Osiu1i1hghIecI8OnRw30mk22Yfo2J1hl69U2sTx7A9W1q7iI90fWcKP+AijtDEARYfhPTq7MpeTfz5hgd2iqCICAht4cxTwhsTB5EFaP0RTdyvvoic9ZlREGm5EzRcEusid9KzS0QkzJEpTT90S1YjSa+5+IFDpqYJKt2EQQ+D3X9D5yuPI0X+GxO3U1O6cPwQ1J+wzs9CKOk3omas0B75OeTWse3sP0WqqijiBotr7JMaK/DDWyK1gQtr0JSyROXc6iihiTIRMToDT97vaLrBiYNt0BAwIny92mPrCSr9qCIESJiHGtJbg2giXESco67839EwR4nrXQuLabeuO9/CSaNM5yo/HD565cLX+bejj/B9Bo/NRrrJn5zuElqb+K3Hl6jRun0qyCEEskAqI9dpIMWkiwycbRB384odtP/CQlus+hit3z0n0x/+bWiseBw7CsFmoXw+LKDEba8N03gg6KFRjiiJGDWPBqLLrV5m2SHujQRTTJ9qolrBay7P0WiQ8YxfBYumriOT25AI94uk+xS/1mZ83W03LDXZrx1GllU2Zg8yIroVlRRw7V8rEbonBtJiJScGUaqr2IMGvT5tzDxdILCBZ+O9ToDu/OcfrzI1ve1c/KbRayaj49L29oIux59hGPBdxmQ9nB1wWfL+7NE237+UNQeGWCL0cXLfzdO4AiookIhV+XWR1Va8UpIaN+BBeMKTbNGNJVh18faOPp3i9hNHyUqsP3DOZLZJlJBwQscZvwzbLlnI5e+LuI1AQH6b41h1T30pMzpb5eJZiT6bo2x5mASURSoztqYSyQ4v04jEpdwrQDH9LHqHnf8d92c+FqB+rxDfn2UtQeTHP9GETkiLFX2QmdeNSZiN/0w63SzTtemFAuXDCbfapDsUrn10XZOfL2IWXVZeyjJlSN11tyVZPp0k8ALqM85CCK0Kh7FMYsVt8RZsTseytIJifDg/jhBEMrEXdsnv0anPuvieT75DQq5W5sYsXGapwa5+GQ4QQgCmD3bZPcnc9z+Zx2hWywBkaTA1LhJdEBhV+ZhPDxicmZ55d1p+cycbiEpAtOnWxCAUa7TsT66LDGPSFFWBbezcu12KoUmflNj+G/ArhdYfTBJJCkSz4dk1fcCPN+j6RZp686B4FOZsJEVAT0t47kBshqShOqMzZUjdaqzNu1rNGbOtPBdPcxAzUgM3pHEani88vn5sCr9xx3U5hw61+uIsoBZcRl/s45rBaGplghXjtTZ+1ie7k1RTn+7iJaUWLk3AYj4Dgzsi3PuBxXkSCgdbiy6bHpvluEnK1SnwlzYZsGlPuvStUXn9LdLxNpCKbhZ97n1k+1s+1AOx/AQJYH2tRrXXq+jZxQyfSpaSkLWBCQFOjZoDNyWCGOElsaDwAM9IyGrYpi5K4CkhAqCIICFEZN4XmbdfWle+8IC8TYZURZQdCiMWphVH6vpcen5Gu1rI+z+RBtqVGLuggECKFERu+Uz9lKd/Z/tQBDDeKgrx2sM7EuQ6FA4+c0iq/YnGX2xRn3WCc2obk9SXwhNqkQF0t0qb35xEd8NiZ1Z87j8Yo3e7VEKoyZaSqI8blEvWLQ7bRiGwfkfj7F6cz8eLpIQjmtyJMzZnT7VpDhmh1Jvw6My6TB+tEGyQ6Hzk2WUqIggCrTKHnpOomYukk25CKpLbG0LI2Yyczog0x9BT0kc/btFenfqrNyXYH7Y5NR3SoiiAELAbY/lKb9hMz8SxlltfjjL+R+U8bwAq+Zz8lslhCBcVIzEJXZ9tI3SVTsk4y2P+QsGm9+XZeS5Gp4TLgZ0b4kSSYisOZikeMUkv1YntypCecLCL0U58fUikmJz+5+uQ7y0ksXLFm1rVLJbBRT3MM35CmvyB1BlFT0TYCsVVq7wML8vYxQ8EjmVTe9NMyr+kO3ph4jKKRata+Qjg2xO3kdSzhOtrGBXq494j88rM9+iJS+S7xhkvHwaVYqiiwkCfIZrR9ib+zCaFEN7h4QzLXfSp29i0jhHQm6j4ZVpeCUkZGy/RdVZ4Gz1WdbG91O0p5Z/zwtcAnyqzhztkQHykUEWratoUgzTM1gZ3cFk6yxXm8dDt9/AYG/uQ0jITLbO8Vrpa9ze9geoooaAiOU3OVn9EQISWbWHBztXAzDVugDhSIsmxml6ZUbqr7AhcZBt6QewSy0W7Wusi9/OtdYpGm4REZGCPcGRwj/wQOefYXtNEnI7o/U3EUSRs9Vn6VBXs7/t92i6ZfKRAeJyjriSRRJk9uY+wpb0/Vhek1nzEoHvUbCusjq+h7IzHR6PIOIHHldbp+iJbmCk+QoVZ4472x/lVOVJnMBiILaDlNqFJIp0aWs4UfnBcn+riMyF2mFiUppT1acQkdideR+bkofQpRRTxnmiUoqNqbuYaY5wrvE8A/ouDrR9DBERXU4QkeJ4tkuftplJ8+zytRmM7eKd7tIgkFI6f+77uerMc7r6DCVrmrTSydb0fcjCjfONbm0dbmDz/MJ/RRRkQGB7+kFWx/cQkWJsTh1i3rq8bICVU/sJ8Jm3xrguP1u0mzhLvcwxKcMtmYc5WnocJzBRBI2dmfeQUNpJCSJ57ZfPpLW8FuOtMzds8/FYtK/Ro6//pfd/E79a3CS1N/FrQ3XGpjxhYzU82tdoxLskVPWXvwUFBERJxffcUCIJIAgIgoTnhxU0MSIiKUHo4mm+rc2VlzIJf5Pw/YDxo41lQgtQGrOwmgFtqzUu/7gWumwGYWRH95ZwwrP74+24ps/Rv1vANcMJ7Ny5Frd+op0TXysuVyZlTeDWT+SXTaEcy6c2bTN1skkkIdGzNUaiQyEIAq62TjLaPBr+nGdyrPx9UnIn0UY3w09VKV410TMy6z/ucbj6tzi+hVlxuVg9y513fozKaJrZMy1W7I7RtyPO/LCBUQkn6yISVhncsRzv2vMZhEaUjk8tOS0KIdGrLzi4ZkCyW0FMtXAwkQWVmJxBcGUmXrHQg/TyyGWUPRbHDGJbwixAERFRCF1nZTfJ/GmX0rkSQ/eluPd/7sFuhaQ23qbgOhqHYv+eWeksLbdMtk3nwGdymNVwZWT2XIuFUSskAZLAmkMpCAIuP18jt0rl1k+2Y1Y9jLJLZcrh+FcLqFGR/JCGY/p0boyy7zN5rEaAKAac/HYJ/ID8ep1MfwRRFbAaPqIc9vrlVkXIrYow+mKNyeMtAh/KE01qcw5r70kSBGGfa++OGAEBlZlw0ixIobw5cAKMskurbNO1WUfPSMyebdG5KcqVwzWOf62IZwV0b4uy8/dzbHpPBjteYIQfcdEeY7V7gPk3NbwgiiTIBH6AUfVZvGQzNVzCLPv4jsj6+9Js+B0NVYpANY4el5AUkVY5lGR6bhDmtSqQ6FTxrAAtJWHUHQpjJskulUhMYOIVB0nROfkNA0kO5Z+iLDB5rEH/ngSVKYv1D2a49modN2jR1h9nw53dvPZfF6lOucTzCtOnWtzy8Tba14TuxbVZm65NOqlehQs/rNCxIUrxiomiiYy/1sRu+bSKznIvdLPoMPdSGDMzfbJJqkfFbob9y3YrrFa4RijbO/+DCqIi0Lczzht/s4jn+KhxiVS3wrZHslx8poooCbimjxIJo4WuV1mVqBjG49wSQ1IEjGr4TCi6iFnxuPhcFT0tsfFdaVoVFy0hc/a7JWRNZNsjWVql8Hwb8w6v/c0CTsNn7b1Jhu5JMfJs+HcFDdbencJpeqw+mOTs98p4Tph/jCAgqQJCEC5yXB93fDckWIEfLLs3z5w2KF61cFs+q+9IMj9sICyNG74Puz/WzptfWqQy6bDq9gRnvlMmN6gx9kp9uV/ZavqUJwrs/2yenu1RMitUAj+sUIoyYIXjVXPRoWtzFEmB4qSBnhPpXBfHqBkEekCz6BJIDn274kydaCEGEm2rNHKDES78qBI6YkfD3uiLT1cRhDDeaWW1Cz2p0CzZodmT1GR91z7yqSj6miYna9+h215Bx4Y7mXyrwcZ3h3FdVsMjlpO5/EKN61YMA/vijB9tsng5zPitzTqUJ2y2fjBLadzi2tE6QhCqMSQlXGiozdlkVqqUxy3UmIQSlYi1yxz4k3yYzayIqHERURQ4/tUClSk7NDXTBXZ/Is+R/2OWwION7w9duKeONwkCmDrepG8syrs+9CdYWgnflBHabbL9Kgt+laPjj7P24X2sTGxmyjvN8eBx8tIq3MDiWPkfkQUVL3CZU0fZk30ELZFh8UcKrdUGDa2B68vYbQaKqNOjradDG8QPfArWBKZXJyZlqDoLBIGPJsXR5SQ7M+9hXfJ2hEDkSvNomMvqWzTcMhBQdeYpOzMklTYK9kT4Pa+MH3jhgqIxwq7MwzTcInW3SEzKULSnwkgfQaHuLvJS4cvLma/7cr9LxZkjwMcNHBJyFh+PAJZ7TSNS6Jjdqa1mpPEyiqhh+g28wCUX6eNS8zXa1ZXclX8Meyn65un5v6TpVUjIuWUFT9OtMNY4xlDiAAEB88ZlDK/GaOso48YpUkonIjKXG2+yMXmQgj1O3VmkR9/AnHmZS41XkQSFran7b+hn9QMXRYhgBy0c36LlVljgCjQDdmc/SNWdRxeTmG6NObdJQsmhS28nBHiBg+W9XZ2UxQi6nOJY+Qlsv0VfdDM92nrmjCt0RFchiSp5rZ8TlR+E10LOsy39IPnISu7I/wHDtcPMmVfo1oZYl7ydC+Uj4X6FCBuTB0kqbT9zDmN6dY6WHqe0tHAxZ9VpFkscyH2MdnUli/Y1tqTuo11diRtYrNA3M1w/QsGe4Fz1ebq0IZJKG3ltkAc7/wOz5iVkQaFTW8ORxS9yndDG5Rybkndj+xam10KTonTr67in44+XK8QxOYP4KzRykgSFuJwL5xXL8QICWaXnl6r+3sS/DW6S2pv4taAybfHK5+cpjYUTRCUqcPefd5Mf+uVvQTXVRse+B5h+8TsIhBEe2a23US1r6EmbtYdSKIqIlBFY/2A6jLLwQJBCSZwgCcycbVEYNckNhI6msdy/3AAg8IOw91UVUCK/+KDqOwH1+Rt7PuWIgFF2mTzeYM8n25l4M+wn6d8Tx6h7NOYcnJbP1MkmiQ6Frs1RAi+cPFem7Buktq4ZcO31Olven0WUBIpXTI5/tbjcdzt1vMmeT+VRsg7TxoV/elYYZpPxp6rMDxvXNzE2N4ytWIhi6KQsCDBqvk7b0EMsnAuozdis3Bvn5DdLCGL4h9Ql8mOVBWJqiiDjY/pN3EDBrcoc/1qR6pSNlpJY/XsmZ40naLBITEqzM/MwbcKqGxYkIFzxr9RLVMyL9GjrGW0eJSalCYwI67X7mHoloLloUrpqse+P87StjuA5AYXLJpdfDKsmfTu3sWp7jEhEggjE20JXaVESEFWBZIeKWXWx6h6jh2sEXijnbX+rxcDtcWRFYvZcC0GETH+ETe/JoKVEzLrL5HGDqRNNJBkGDyQQFZHz3y/Tvlqj/5YYF5+pLstPB/YlcAyfSz+uIwihK6vvhXms3ZujuLZPvF0hsuQS3Sp6TB1rLX8WYR+jhN2CaEYiv1Ynv1Zn9EhtOV9UkGDmdIuOdRrRQZtTzW9iyAUkRcQVLSQtwArCqpgghmZGqi4heip2UMaVLJQODbGcZvhHLlZ1nuxghKF7Upz5TonanIPvBmx4OIVR8jj699P4nkAkIXDbpzsYfjKURR/4dx3MnW+x6vYkihb2YrpmgJ4JK7R6SmJhuMWK26L0/7lG1VpAiNpUxxzqcx7qEpEJfBh7uU5mRQSj4jJ6pM7iiEl2ZYTdj7Zz7vtl8us0Fq+YZFaozF0wcJcIlSASugYvOFQmLK691mD1wSSiDIIDqw8myA1qKFpYqbRbPn23xBg9UsMxw4UPSRGYOW3QtzOGuBR1k+pVseo3yvc8J6wme45PqxS6NQdeAIJAskcJe3SLLpUZm7ZBjVPfKS3Je31e/esF1t4V9vuOH62z8V0ZKlM2iiax4pZQ0ly8YpHoDHu9rxyp0b01ypq7E9RmXDzXJ9mpIEcEurfoTLwVEiTPDvtfFy+ZnP1eidUHkyQ6FC4+XUVLhbmuJ75eZO9jeerzDlpGIp6TaRQdWkVveSxoFBxW7o1z4Qdv97YFXoBlhe7CzYLLpRdq3PpoO0pUQBDDzxMf2tZoiFJANC8gtTfY8oEEYrqCrEiU/Mv0btrA2ecn2XbfStYd6sazIdmlMnq4jqKJRLMS6x9IU50JVRpBAE4zYP5VjVvf80GONZ7BdA1WxjajCymeW/g8rhNem15jiHXvTnPt9QbzlwzWPZBCVkNjQUkWiCQkfDcg3RPhzOMlREVEkMI8XLMW9kGLCkRiEq2Ch9X00TNhvq4ghEaFGx9KkxuIcMe/7yDeHi4qJjrerl5NnWyyMGKGqgCgJcDlF6ps+3COo3+7SHaFyulvlxCEpT5cN2DqeIt1DyY50vh/scQ6/cWNYXXKTyBlW4zyHGUusiKxmVg9S29kE8fKT6BKUQy/hu23aBkVNrh3UmWBrR/ZSHVG547UhzjWeBxdDqW4ZWeWE5UnkQSZ7akH8f4/9t4zSJL7vvv7dO6eHHZn897u3t1ezjkCd8gAAYhgAMVMgqJisUq2JfnxC9uvHlfZj12yn7KkR3pESQwSE0CRIAAiEEcQ4Q53uLSXw+YcZifPdG6/6MUejqAoUHxUcqnu+2prdnanp6enu7+//zcEHmONARasEeasYVQxwo70Y6iiQUZpRxBE7GAjg7VTeHhEpCQBPt2RLYzVz7MmfhC7XGeicRkJme3pR5isX+Va9Q2OND9Fxc2TVbsYKL+EiMTW1IP0x/fxVv5bSEuEwg1szhR+xI70o7i+xWhjgO3pR7lZeRszqLEmcpDO6DomG5dRxQgdxjpWRw8y3jiPF7h0GZtIKa2M1s+Tt8dBCBgovUyXsYmk0kLZncMLXFRBxycgKqdYtKdwA4uIFPpXdSkRkmOlg6TaSkZtJyZneXXuL/FwkASFwdop1sUPk1VX4AduOEzwPTYm7uVK5bWl2iOBjcn7GK6dWfa71r0SoiDh+Q6+4NDwKlyqvMr6+BEySieLzsTS1y5gVWwfc0ve5Q3xI5wuPMtw/TRBEHC9dpyYlOaBlq/wwsyf8kDu9zlZeIZ5a5iIlKLgTPFm/pvcm/sdMmoHu9Mfx/TLGEIcWVbZ0fQhNnh3IwoSUTnzPv/rz8P0asuE9l1U3DwuFnuzH6PuVqiXLOZG6jTKLqlOlc25hzlZ+g5VdxF/qbNeEmSyWidZrXP5/2xPf4hA8BECibWJg9ysnmCodor+2EHWxA8QlVP/LOn+dSCLChuTR5mzBpe21aNN76dVX/Wv9pp38C/HHVJ7B78yGm4JyzfDXjwxgr40Ff1lWByxlwktgFMPuPx8kXirgpH89Q5DyTBI7bsbY8VKaoPX0Lt7kVt7WJyKcs+fKCQ7Ql+GKAt0bImQWrrp1OIiWkzkygslLr3nhmzNfQk2/UYaLf7Bt8ssucwPmYiCQHnaJtWpkepWP9B7kzWRlvUG+aFb8llBFPD9cL8VxxxiLTL4cPFHBbq2RZE0EUkTkHXI9mm8/dV5PDtAjQhsfiJDtk8l/579bVWWvKJWKCN8b5CUVfEpjNm0N+kk5Nz7Lk6GlSM/dKvCwvd8xEDCd/1wO3QB0QZZllGjMoruk+yRuCB/j+7D95EfD0AIkOVQHtm2MULdLTNUe4fxxgV0McYa5Qi+byBrsOkzKiesb1O0ZhAVgapc4MTid7g397t074myOHJrP3mSSWKlwqnKm6yIbObu5i+gk8CzEoy/IFGZsUPPaxDglkqUJkdxjE5O/W0JQdERJImrPy6FITq7b3ljZE0k06uR6dWwKh6iDG9/dR5ZE6ktuEiKQGXOJXAFLr9UoGtnFO1QHKvqocdFYjmV8VNVrr9cCveZHzA7WqLjgEDn/S6IHotjFrs+14QgCtTyDqe+tsD+Lzej6AJOIyDwQrIrSGENT67NwLV9GkUXJRJu367PNTF9sY4el2hZZ1Cdd+jYevv0eOGmyY7PZEl3a3hWGDi2MFRHTQSYeZsgGR4M0/4lNhzZxOVvurC0qta0WkeLS3h1MUxaXa3Q0pbhzT+fI3DCpaz5ayZO3SfSJJMfNUH2iDernPiLSQIxoO9QnJY1Bo1Fj+2/meWdby4werLK5g9n8b2AdLcWymiDcD+tPpok06OS7dPCLlHFIyokKV0XcBZDEiHrt7pZAx/Misepv1tg9ooZrrJfaFBbcNj9xRySDG/+5Rw7P9WEXfepLriousD6h1KMn6qCH6oZOvbKSC1Vdn0xS33eZ+5qg9PfXEDWRHZ8MkvghxaAd+uRRCkkUdEmGdcJZay9B+IUx8MQpL5DcQZfq6BGJZyGz9r70+hxCTUu4tkBjZJH+2aDyXN1FE2kNBV60LMrNDwrIAjeJd8CxQmHRtEh3a1z/L/M4i3NwHoPxtj4WJorz5cYORH6gAVRYPZygx2fbsK1anTtiCBKAkNvVGjuN1CiIvM3LLSYRFOfxplv5XGtAEEIBx7xFiVc4Y0KEIThes39Oiv2xCjP2fhuwJE/aqU05eA60LE1glX1iGQk6ovvqkNEVCmsTpq51ECNiEwN1Fj3cIqxU+GArrlfZ91DSRy1QsWdI5Ie5HjjDDHX4FDTJxmZOsPuIxtYu2sTE6frjAzX6T0QQ42KbP5wGqsadjVrsVCZ8W5NkucETJ6wWXt4HXdlusiP1UnZCj8Z+yvUuIiCiOwYrErtxJz02PxEGkkRkZeS8Bsll6ZVOjOXwkoos+yhJWV8JySVRlpGjQbEWxUimfC1528s4NkBnu3T3K/TvStKz4EYgRfgeyAbv3jI2Si4y4qA8GAOJcwbH09zz5+0IRsiohKGOQkiBL4AUpi2W/XnsKhyufIaSaWF/vgBeuJbGWucZ64ySn62wOHOTyCZOn5ZQ0iE1TQAmhhDEXXOFn7EvD5Mb+cOLKvIvpaPookRFuxRri6+HtbziDrnSy9yNPclhmunqbp5uiNbsfwaV8qvYUhJVkS30KytIK10sCX5EEO1d3B9k1a9n6zaxaI9Qd6aYH/2k8xZw/iBx2TjCjdrx/ECd6mvVee5mf+EISVpeCVKzgyHmz+P6VUwpCSCV8HDxfKrNGs9nC4+S9XNo5sRDjR9CtOtIIoS/zj1vy17LLsimzmU/TTbggeoe2VmzUEull8Nr7GECcA1t8BQ7SQHmz5Dwytj+TV0Kcam5H1MNa7RrK9AQiGn95FUW5hoXGJX5mMs2hPMW8OMi5dYFdtNwy8v96qKgsRI/Rx90R3MWkMUnVlyWi8ppYXVsX3MWDdo0VZyo3KCKfMKwpLEbGV0F4qgUnMLjDUG6DTWsyKyhevVNzmQ/SRld54Fa4x2Yw11t8SF8isAxJUso/VzxKQMfdFdROQkeSv0RDe8Eggic+YQTmChSx4iYchS3SujSll0SUGRbtXmhOT9g3tFJUFGFY3liqN3H5MEhaicxiwHXPxenrnBCgEBkiJy4HPdrO8+ws3a27/0HjIiJUlJrayM7+al2T+j4ZVIKi1cr76JAGxJPbgcVPavhYzSyQMtf0DRmUURNBJKjqj8b+xZu4NfiDuk9g5+JZTteSbNKwzWTqGJEfrjB2hWVhBRfnmynFl6f3edVfaW03h/XQiBgKzHSO86hBSNISeSxH7OBhJ4HgI+iVYVln5XnLC49mLptufdPFZm1d2JD0xqfS9g7noDuxFw+hsLBF4oieveFWXzRzJo0X/+hNu20aCWd5k8W0NSBPoOxkl1hN2NxXEbu+7TKLis/1CK+aEGGx9NEUnL5NZEOPZ/TC/vR8cMuHGszPoPpW4jtd27Y0iKiOfc6iu9bd/4AZIgsTZ+iHlrmKqbxwscctpKZFVESwrYsx6C51MaLNJld2EYBpZVRDIkZFtglbGf0WGbFfti+C1zDJRfhJxKz2MbGTleRVGibDqaI9Euc7X6My5XfgpAiVmmF0fZe++X0BpJVLHGRncXFSpcb1zA0hexxQa2X6d5dZptT2YYfbuGrAu07Je4pj1L4HqM1M8yWh/gkP5lhEqazi0+qQ6Hay+V6N6mYJ9+hdLYDI3eh3EXi4iGgZRMIYgiE2drtG2O3KpTeQ+0uESqUyXeolDPu0Qy8hJ5AFkVqM46jL5dQ5QE1j2YJNGu4loBk+fCVVRBhPW/KXKZ5zk/eQMBle0t96BmV3LqawtE0jKeHQ4IfB/W3J/k0g9DqasoCfQeiBHNyFRmHa7/pERp0ibZodJ/b4Jok0wkHQbnzF1vsP5DaSpzDtneW8fcqqNxxk7UOPXVBYIA9KTI4a+0EtQ0NrUd4p3iD5AUEdOvMJs5zqHf/Q2Kwx5aXCTdrREE4aqxpAgYaTl/590AACAASURBVInyjLtMaCEkdrNXGqx9MIWLhS0UEcR2dn2hGSMZ9qe+8RezCAikV6j03xP6vk99bR4CWP9IitqCiygLpLpUYjmJi88WmL1ohqROCNjwWIbR14qsfdDAc3wkVYKlldHeg3Gcms/8DTOUnxIAAuVpF1kVmDxXo7Hgcf2VEuseSrHmgSTlSZvBNyrUF1y2fCyDlnOY0J5lvjZGs9zN9ubfZPb7IUGuL7qMvVOl/74E+SGT1g0G1VkHIxUG+0iKQFOfTjQbrtIlO1U8M0CNi/QdilPLu0RSMo7t4zZ8jv5xG3NXTbSYyOKIzZUfFZE0gV2fbaI85aAYEkYq/EwFAbSoiBoViTYrnPzbPJ5LKOElJKFrH0hSHLeXva9GSqKWd0N/8U/LNK3Ulj2/42qNRJvC5g+H5PL4X82FFUNiOBhQYyLmYFh5Jgih3zvbqyFIIdlKtKnceLXM6PEaHduiiHLAqrsSjJ+psuGxNHPXG6iGyOxVk64dUWauNBAlAd+F6YEGxQmHbR/PICoCkYzEyMky106PEUmp9D+wkVJyhJI/BQKs1x4g7rVy8fkC8WYV3w/42X+eYe8Xc3TviiFrIq7tU5m1EUSBe/9DGxd/WGD+mhlWmiUk3HyUhGpQHLB5cO9vsRCMYJZcsmovN78n07Ep4OaxsDO8Y0uUeFuYAK7FJLZ8LMPU+QaeHbD1oxnOfTdPoxCu0PcdjiGIYRd0sk3m8FdaGDtVQ09KZFaE1TxBIHD1hSKFCZuWtTobH0sjayLGkqICINOrIUosy+EB2jdHkFWB1g0R7LpH38EYN4+VCfCQZImVh2LY0QWsWhWE8GQ+3rhMb3QnW5L3szq2h6JewIg3MfWiAgH07tnJcPAaECALKmm1nWnzOmONgTAbofwmD7T+Aa8vfJ1OYwN1r4S6RNDcwEEQ4Eb1BGV3nmnzOuONS+zOfISaV2RFdAtjtQEScjMiIk1qJ25gISIRldPUvSIro7uJK00YUpyx+gBz1tCS/NhFEhQMOcHV4hsAS9JRgYIzTRD4YRWOWyK+tBqXUTop2FOUnBkMMcHaxGFeX/gaa+OHGSyfpOYVUAQdXYqRt8YoObN0RTahu0XG6gMEQYAuxdmUuBcJmQAP06/xVv4f2Jy4j57oDkrODOP1iyAE7Eg9hh/4DNZOcr16nCPNX+Jm7QRj9QEUQeNm9QR5e4xtyUe4VDm2/DlKgkJ3ZDNNajeaFOO56f+LkjvDqugemrRu3s4/zebUfVhBDS9wWB3bR0bt5Mcz/w+mX0VEZN4aZk/mY8yYN1m0J1iXuJveyA4kUaHkTDNtXqfkTCMg0mVsZlV8NxdLL1OqztGmryEip0jJbciCSpPaw7w9HA7LhADbh7Kr8MOFBfYko6yO6ESkfxk5jMppNifv43Th2eXz7/r4EaJSmHzdmPeZGwy/ZwKhYuXaK0X2fLaDPZmP3ubT/nnEhRY2pe5nzhoEApJK63Klz0TjMv1Lq7Xvhev6mAUP1/JRdJFo069XvSMIAgklR0LJ/Vr/5w7+9XGH1N7BB4YfeEyZVzk2/1+XHxurn+fRtj/+Z0ltyzodSRVuI7F9h+L/ZALvrwJ7bpaFb/wtXjkkp0pLK9knP4WSCSePgedhT09SOf4mgWUR270XrbsHUdcJfHDdn5O0uuD773uZfxJWxUNPyLzz9VmcekDgBzgNn7G3a6y8K/6BSK2ekFn3UIre/XEEIUzFFESBvU81c+3FEvWCS/eTGWLNMp3bomRWaohSKJMT5Xe7LQPUaCgbjDUpZHo0fC+gZ2+MbF+4Wq1GJPoOxjnzrTyiAqvvTpJoV9BiIr7rk1JbONL8FAVnGtOrUHXzTIjn6HtwI+98o4hQcgjqdaxrUe7a/3HGqqfxYwYtubUIFYMtnzfIZlOcroYX9wH7WXIrL9HZt5OE0kxrTsUOqowVbw9eCBQbS8jTosD8N75LefYCcjrLvocf5ZR7BkcpoYg6qibRviVK8xoDQYQx+wz5wujy/1kvPsDEKxJT7yxQm3eJtyls/XiWeKRA+dsD+HIcIxESV7/RQIzFEUQRPSmF8tF/ApG0zMpDcd75eh675iHIAtk+g2S3yqqjSTzLp3NHlKZVOoIoIMqhj5RxyK5UGJPfZGLxKnpCwmw0eGfmee4+8mUWL4d1Jm4jYM39UabO12jdEKF9c4R6wSPZrhDLKbiWz7nv5pe7dhuFBvVFl52fzZJoVwi8AEkVOPv3s4iqwu7PNy+n3+ILXHquuDzMsCo+559eZPU9CfRqP3f3f4Yx5ywJpYW+6A6SSoRMx+3vP/qeDmGr4i+vigHEczKpFQaSGmD6FXY+1MPQ6xVuvFom3qrQvinC2nuTDL1Zxa763DhWYssTGTwnIPDg+F/Ok2hX6NkbY/pqBT+IMHR2BkmUUTCozfuMvFUht1pn5K2wzmZxxCLwA7p3x0i0K1TzFmoiwC4vbVcQoOgSkipw6dkivheS08CH099coHd/nJWHEjh1D0kNuGS9xGT5OgAVO8/s4gzI4XcwmpWZOtdAj0usuiuBKAnIWphCnmhXWX00wcJQgysvlFANidVH4iQ6ZGJNKpPnq6RX6Jz9Tp7ieOiB3vR4Oqx2+kkJu+qjREV8N1SSGGkJUYGNv5Hm6o9LOI1QUdK7P46kCohKKPUnAFEJPbl2zSfZqVAYtYlkwjTlFftCP3u6RyM/ZNGx2SDRoaJoIqIM0xdMmvsNeva5jByvEHhhoNTB329hcdQOlR0BxHIKjukjKqEM/c0/n8Ouerimv7wafPXlEpt/I011waU06eDZPrs/34wkw5lvLd523FmV0Bpx4fuLbHw8w9jbNeoVh3rJpvA3dXZ++R4uSM+gCgax4c0EWZXMCoOpc3W0mMT2TzQxcb5G8yoNJSox8U6N0VNVOrdFkWSBLR/JosVF1JiEFpGIZhXqBZdkl4JbizD3XShOOVyZt9j35SQn/3YeNSIiayIjxyvsfSpH4AdcfLZAulMl3a2EgXAVl4O/18L8TRNFE7FqHhf/sYhj+vTsi7P+4RSJNpXht8qUpx1kXeSdry9AEGCkZMZP1TBLHu1bIgRLgystKmGkZPY+lePGsTJOw6dre0isFSP87kqKwPqHU7SsM5i7Xie7SiXdK/MD8z/i47JOvZcOdycxJ4tV8ZgIztNc3EnxeITJeY/u3VHmrtbJzu2kdWMrg9bbZNUu4nKW1xb+DnXJO9sZWY8b2BxpfgpZ0LlUeXUpkbgCSz2qCbmJGfM6QeAT4DNUO8WmxH1cKP6EtYlDuIFNzS3w3PT/uZx4G5eb2ZN5Ak2KklbbqLtlNifvp+TMMG1eY7h2ji2pByhZc3Qbm+iJbMXHZaJ+ibI7j+/77Ms8yYnF71Kwp2g31rIj9ShuYHO46fMQBFh+nYZXRhV1qu4isqCgS1FqbgEfjxnrJqpo0KKvYk/mo1TdRSruAmO1AXqi23ig5Stcq7xBREqyIrqVrNJBTE7Toq9EEyOoYoTx+gWGaqcoOlOU3TluVE7gBCYRKYnl16k3SuxIP4ZUvXUR6Y/tI6W0EpOzjNcv4OOhiVHGGheIyVk2pe5FQGRv5mOoYoSInOD1+a9TdufC7tol3+2MeZ0WbSXtxjoGSi8yaw7SFdlEQm6mReujw1iHIhjsyT7BnDXCmvhBrlReZ6JxCbVosDfzJFU3z5rEfmqFAoIg4PrQZuxloCYzYlqMmBZPtmTYEv/nVXfvIgh8qu4ill9HEXW6jM1k1e5lX3RcySKLS5Vm9aUJ5NJFQ0DAr8toQZK4YvzS11FVlSzhoCS6VA/1LnQp9r6uWKviUpp2mDxXQ22vo+d8EkGUdCqLrPy389rewf8/cYfU3sEHhunVuFZ547bHLL/OjDlITu/7pX8bbZE5+sdtXH6uiF316DucoHXTr2+yD3yf6skTy4QWwJmdwRq8sUxqnflZ5v/urwmckBCYgzdo+sSnMdasQ0+IdGyJMHn2ljexZb2OFvvgJ793g1fsmh8mey6hUXLxrADX9pelbb8M0lJg0HuR6tTY8rHMku/PRhAEkp0qytL/U6MimR6N0mR4w9wohlUZ1QWHNQ8kiTXLqJHb2Vq6X2DfV1Jgqlx/pcTpv19Ai4pseDRD584IQkTgXPE5al6RpNJCTuvlZOTPOfjl38IZrSMrGsLUeRb/yzHizUlS9z7Eced5Gn6RJnUFdymfoze6nXOlF/ACmzl7iDlGeCT7hyiSiuc5qGIEuBX1LyoC7UaWhb97msqVKSLNKWqLC+Sf+Q6bPvsJSEWWugxDCBJ4VkCbtobeyA4EW6HJWUfMbGNCqKPoHrGcgl31KE/atOyRma94EBTIpOokOg3KE6FUSjFE+g4lkH7JBc+1A3wftn8yy9y1MFgonpPxLJ+Nj0YR7BrOxFX86ShuSztyIsHKwwnyQxZGh8eYPYyshQOIwAen4VNvnWbrk9uZOl8n26fRKHgMv1kh3aXRtSdG63uOmdK0vUxo30V5yqG24PH2f52/7XFZd0PvplvB9Ov4SZG2LRqzA3Y4pfehOGGjxSROfrXB3f/jKlqaetGkCHWvSMVZICIlkUQFP/Cw/QaKoCGJCl7gIcZNVhwwGD1Ro/9xhWLiKvPGME1iH4d6+pl7W2BqoE40I+OaAVeeL7L3t3LEB03KU04oV1cEPCtc7RYVgcqsQ3HKRm1tUJqWwhVSr4QhBsi6QWXOoWmVTu1igxvHSuz9YnP4vZMEAnymxQG2PbmGt786Q+CGK9ybP9pEfshcWlkP/fOe69N/NMHA9wu4lk/foQStO2XGS2eJZCRcOwCjRjwmIig+akLCLPgEfoBsiFz8UYHKtEu8VaFnf4z0ilA6ffbvFxEkAavsc+Y7i9z3P7Vz8u/maVqpc/m5Igs3TIxUuMI/9EaF7Z/MMn6GZW9rok0h1aWyc1VTGHKmCez5YjMQKkHGTlXJ9KXp3B5dPlc5DR9BDLt+ew/EyfW7WLUwhK+Wd5m93CDdrZJoU6jOuxRGLRqLHmOnaqhRESMtsfpoEs/1qUy7rH0wyeyVOts+ngmTrj2wa2FVzfYns0tJ1uHqZJieLDJ/o8Ha+5PUFz2O/e/TWDUfUYKpgToHf7+FdQ8kOff0ImYhDPLpOxijOu/g2gHTF+pEUiqNeoqaW8QLfLyixua2x9D9FJkel9nLJgNPF5YHKHPXGhz4vRY8DxpTNpdfKLLuwRRnvx0G44mKwIYPpei/N0l1wQktGVERLIH8UAMtIVE5E37fFgZDmbgWk2gUXWRN5NpLJVo3GrRvjmCWPRLtKukVGtGsHHZ79+uc+trCsrdfVKBze3gdc0yP3JpIKKN3fTzbRzFEGsWwqil/06L/niSXnyvStSOKFpWIpGWaVmkEQRy3EQ4PmlcZyLpAedbm5qtl5m+YZFaqrH4gxrD8MyS9lS5xAzG7Det4H2ffMVEo0tQdZeOj2/npV4fQvRR23Wf2cp29X8pRXXTplnfQGVtLwZ3h9YWvIQkSK4ztRJUsr879FXG5CdOrcm/L79FlbGSsPoAXOIiCTLO6gqicwfLqSytxoYQ5oeQYbwywIroZVTA4XfkhDb+8fC6qunlKziwZpZOys8CpxWcYa1xEFhRWxXbzcOsfUnEW8AWfkdoZBmuniMsZtqQeIm+OEVUSvLXwbboiG1kTP8CCOcaEeZmr5dfpjmyiXV+P49epuHnmzGF6ItuouYvU3CI+ocw2rbRzYvF73Jv7MoaU5FrlDUbqZwGYMC/Roa/nSPNTqGI0DL8DItw+pFdEHUXUw270wEMUJILARxBEBIRwnwSwLfkIs9YQPdHt5LReBEHE9W28wKXq5lFEHQFhmZze1/J7ROU0iqhiulVEQSYmZ1gfvwtDSuLhoQgaXcZGZszr6FKcjNqJJkZ4YeZPicopmrU+bL/OpfIxFu1JFEFnX/bjDFZPMVg7yebk/fzj1H8kpbaxPf0hYnIGnyRnKjJnK7cUdG+XaqyJGOjSB7v3mbWGOJ7/NpZfQxIUtqYepjeynbTa/r7nptp10rFmSrX8ktTcoG9bC7Gk/oFeCyAhN9Om9zNthsNHWVDZnLz/fdLlesljcqCGvmWWk4WnqU4XSZTSHF37JO3y6uU6rTv494k7pPYOPjBkQUH9BWlvHyQBTo/ItG2USbSHfq1Eyy+vlvmgCDwPdzH/vsed/MLyz41rV5cJbfhHAZW330LrXYmRUtn+yexyd2S2T2PV3YlfKShKi0mIqkD71ggjb95KJFx5V5zAhys/LhLNKOTW6rd1av5zqLslTL+GbChkVqZpXvX+iaaekNnykQznn15k8lyNRLvK+odTjJyoMC7V2POF5uXnur7NvDXMlcrrtCr9uMc3MPhaKAlyTY+TX5sn2dmO0etj+6GHNqt2M1w7zZwzzLjxBumrgyyOXCUiJpEFierUKDHBxQ5Cn1xMziAKCmm1nUfb/ogLpVdwA5sNibvJaeHgQ5eibErcw+sL31zuyGvWelBdAW9+JkxkzUtEk00IVkAuaEPTViAiUZm1mTgT9ra2rNMJfIH1PY9y7bUCly7UcaoLtKwzWHV3PJQVBiILQxbNKzViG9fjjV+l8fr32Xzfw9hqJ4GRJNWhE/25SiHTqyEgLB/bdtXj+k9KEIQdt6UJm+GKz8E/aMEbvcLiM98lcB3wA4wNG0k/9hGSHTH2/3YOs25TVrtwrPA4TbQqBH5AU7yN/LSNZwdcf6VMcTz0K05fbNC8RseWhOXjUJLClG7PuTU0kRQBWRWQdIGOLQbRPhurFEDVoGHMcWL+25TteURXpe/Ro8hGL2NvhJL0tg0R6gWX7V+K4qcL1H2ful/krflvYVNnZXQ3K6O7GKydZNYaJKm0sjZ+iAVrlIHSi3Rs3cKuPXu4Yr3ChHkZp+QxKV1lV0qnNt9Fo2wjSBCJa0iaSGnSJtYs4zvQusHASMkoERECCEoeQgCd2wxOvzzB/o9n4U0fNTDwcdFi0LLOQIl7rPuUQLxZ5fqrZQaPlUl0qOz6Uopxc4BMR5X7/pddNBZ9jLSIFysizDWx7RPZkLiUHAojFh3bomx8LE2yQ2XyXI2Jy4vI8Qxt2S5STWnK3hzT9mnWPXI3F16eRJOjtPQmaF1vcOMnZYykTH7QYuZig00fTlMYtZBUAX/p/lBWBeaumuhxCT0uUplxwgCjRigNdhrhYCHZoVJfCInn2gdS3Pxphe5dURBg9lKD/EiR2oJLslNl52eaKE/bZHpUfCegNO0gyeEqXi3vhOoS16dzewTPCRh6vYJZ9pBUh3UPpbjwTIHtn8zy5ktz4ffd8gl8idETFfY81YxV9ZkaqDF1rk4tX2LrxzJce6VEo+Cx/pEUC0MmiiGGXmIx9Hg7dR/XDvCcgJG3K1i1UJrru2GI2djJGskVMns+34y71Gm7MGgy/FYYWpZoVxk7WcVZVIglm5GUgEyshcEflWl/wkfWRKYHwmqowA+WhkEBdt1j5kodcUnOfv3VcijVFkPv6chbVXJrdAaeWcSpB6R7VDq3Rpm+0GDN/Umsio8aE2jfZNC0UsOseNw8Vg6DuWoe+WGTFXtjFEYsrr5YQtEFevfHyfRoJNpVdnyyifHTVVLdCqkOnfyQhecEnPtOnvF3wgqru//7VhLtClbFD4cPAsRaFcwlEvFeO068RcVIyWFqdkxCCGBx1ObaS0WG36giqQJm2Wf+msne3z1IQb3KjtRjVAdVTp6eQ0JFEATmxyoM/0wP5c8jIVlXDJHipM3Gx9NIskjFsTG9CltTD/Pq3F/Rbqzlpwt/gyoaGFKCkjvHmwvf4Gjut9iSfCAMjBNE4nIT54rPhytjoowQCGxO3sdbC99CFjUyagcIYHnhdSDgltTJ9i1EZC6UXmLSvIIXWFTceU4V/pGIlKLq5MloXcxag0TlFJZf50zhWR5p/R8YqZ9hzBxg3LyIJkbxA5eEkqPdWMu16puklFZsv8Ha+CEqbp71ybsBgUuVn6CLoS92on4Jy6/iBCZ4ApONK6SUNhRRo2BPM2lept/b977O3XcRBEFYj5O4hxnzJqP1C2xIHOV86YVQShs4rIrtJQhgTeIg/cH+5W73hlthqnGduNxEu76WKfPKsjx3Q/IoV8tvkNU76IvswMWmw1hHk9bNicXvUXJm0IUIB5s/S90tcrLwDGVnjr7obnQphhvYBAF0GRt4I/9NNDGCj4cd1DhZeIYdqceoeQVqbgE3sFiwRvjp/F9zuOkL1OnlnUrhtvepScJy4vcvguc7NPxKmIwfBJwu/BDLDz9vL3A4V3yOnNpDUm1539/Gm3UOfaGHqz9JYJVd2jfF6NmdQPhlL/hzMOQEu9NPUHbnMb0qMTmD5ZtMm9dJyjkiSxLkRtFF72yEhNYKs1LKjQJvzX6Xh/Tf/Sc/5zv494E7pPYOPjBUyWBz4n6mGtew/PCmP6t20aJ98BS4aObXlxu/F6KiEN28FWvo5q0HBQFj7fpbz9HeT6AFVeXdpJlEi8rmJ9JYVR81JiJ9wEnle2EkJLp2RlENkbnrJs2rdDq3R3j9z2ZRVR8IGMlp7Hmq5QMR5oI9xfH8tym788sTyd7ojuUy8vci2aGy6TfSdG6LYpZdht6oYJY8ZE3Ac8G1feyajyWXebv8NKZfpdvdx+hAlQB/OaQCH+avm6xdlaArsomb1eNYXnVJ3iMwHlyj864jNKaGET0RWVBIrttBIV7D8xx0Mc6a+EEkQUISJNqNNTQt9cz9/OAjp6/kvpbfJW+PYUgJ0kobctlDzSbRaovYNZ/GAshRDVmPo+kqlVmHN/9iLpSeemFK6J6ncgy/UcW3RMRARpR8Rt6qku5WMdIS9UXo3hUluSKC2vM45lAfxetnMcUJ3B6HitGgKb4fYUnCZHl1pswrXK+cQBIk1i+RcVER0aIis5fNZTmlIIBAQOXk2/hmA9920NdvxVVSuKUSUjRKrFkhhsIm5wiV/AwlZxZJkuiL7iIutGDnRIZ+VqU8HVZ6iFL4eV55voiWkGjq02nq1zHSEquOxLn20q1VkJVH4kSbZfb8Xoyh+hkulU6itynsbn2Us+VjVNwFfC+gUW9wRfkxBx/4bSbfCW/m1z2cxEuWGJFe59zE87g4rI7t5UDzb/Ly3F9ytfIzVFFnonGJmlek6Mwwbw7TE92OE1iMeCfJqC0Mlk+gy1GCiBlWU5Uv0tLRy9hpH1mV8NwAIymR7FSZv2nSutFg/cMpjLTM4a+0MvRGBavi0rohwuzNColWA62jwbaPtXLppRm0iMLa/RnS3Roj4hucrf0Mf0Zl3bajdPs9BIHLxIUKG/Ye4oVrf80Z70UMJUJQc3kk9zu8853FkGwufWYt6wxkTWTyfB2z7HHxB0U6thkc+u3HOVV8huHicVqMPjam72FWe4vVXc2oQGs6gz0lEkmFHa9GSkKLiSTbFVzTJ9qs4C8NHCRFINokM3u5QS3vkl2pUZsPV+tcMwwTireG9oDObVHqBZeLPyxQmrBp3xRBlMNUYC0pkWhVKU/bLA5bpLs05mbNMIhodwxEGD9ZZeStKgiw5r4k1QWXsRM1tn48w8JNCwiQVRE9JYEQ+rsFUQiXiIOwpscs+1x4ZpFYTmHThzOUxm3SKzT6DsZJtCrEWhTe+LNZNj6axkiFtUuu6eN7ASt2xfDcINzBP+fVFyQInHBV3q14XHupRGHUpnt3hO5d8bCLuFkO04cvN+g9GGfilIngy0iSwNSFBq4dEMnIuFaoglGjEnpcZuAHefrvSRFrVpg6FwY6SQJIWnhOXxyxllZkAkoTNp3bo5SnHMpTNn2HYxDAxWeL5Ics4q0yGx5Nc/NYic5tUSbO1qjNOVz4fgFBEhCzMsNvhlLzzm1REu0KHUEUzw544/+dJbdWxyx5jJ+qI8ohqR/8aYXVR5Jce7mI74QBeesfCZOWISDafPutl6yFEmjPDSjP2Dh1j+KYjWKIywocQZBpzImsbNsFwNx0AUlQ8QMPy6shCjLFSZtUX4TGSEikJVlAjUhIsojjm5wvvcRE4yJbEg/xSNt/h+e77NE+Q6LaSz1vs7nZ44b8EqoYoermmTKvYft1Vkb3cLDp08xbw5TdBeJyltHaeTwc+mP7SSvtBAH0RLcxYV6i6i4SECALGp3GeubtESbNq3iBg+nVEBHx8cnbY9TcEi3GqmWfpCypBIFH3h7HX5LhikjUvSJxuWm5+9T26lh+g6SSw/IbuIFFwyuzJr6fqJyk4VUYrJ6i5i0SEZOoooGIzO70EyzYYzT8MqvSe5kxbyD/gusqgOlVGa0PMFYbYHPyXj7S8T8zaw6SVbvoimxktHaOZq2HmJxmpH6GojtFd2QzqmhQsKeYMq+SVjqouPml2qLDLNrjrIhuxfd9BhovMmFeoEXrIypnEZEZrJ7CC+xwQIzEueLz7M48EVYp4THRuMjq2B6ONn8JN3CIyU34gUeAT0RKUPfKS55og73Zj3G1+rPb3pMqarRqGmlZouCGwxVFELgrlUAVf/G9T80tcKl8jMnGVXQpxs7UY5TdhdvabL3AXQ4i+3mIokC2V2fnJ5vxHDDi8q9EaAGKjkvV01DFLmLCPK8tfHU5mCqrdrI/+5tE5TR6TKKhuVSnboV/CoKAGVT+ye27g38/uENq7+BXQou+ksfa/5jR2gC6FKMrspHkv7F5Xl/VT/KeB6ieOYkgySQOHEZtvSWB0Vf2I8Zex68uBRXIMol9hxCVW+RSlESM5L/cbxHNKqS7wql8pi+sBbr4g0Vkv44zXyJwXbxShNJYnGj2l/uPLa/O2eLzlN1QVuoGNmeLz9Os9fxCaQ+EEtqbPw19We8ity5My7309wXyQxaxNpGtD3yai/p3MLV5kh1pFm6Yy1NlgGSbgiQqrIsfIgg8Zs1BNibupeoWKNrTnI+dYcuXfod4RUHWY5COU9JKHA56ictNy2Ee70KVfrG8SBJk0mobabXtcd28WQAAIABJREFU1oMZyH74IwTf+Qe0agNBVsg8+hhaazhZnblWo1Fy8NxwdTfwJEZPVolmJFJdGvPXTCRFQE9KLI5YRJtkUp0q3btjRNIylqdzTZ7HWpmh5k9Qck5DBdqNNcsSpjlriLcXn17epNcXvsE9ud+iKbmC1UeTLNy0ws5gAVYfTbA4apFONREooxgPf5nBt2xq1xw6FJGeAybRXEjmk0qOu5rCJE88ieqgxjsvV+k9mKBjW4TagoMgBvTsi+O7AcNvht2ZP/u/Z7jnP7ST6zfo3hMnu1KnOucSy8lEm0J59UT5Oqdmnws3uAoL6XHy1ni4j3xwaj6BHiD31HnkP64k8AIWx2ykthlOTj+z9E4DrlXeIKN2siF2NwOVHzPWuEhCyVHzwpuDRWeStdKh93yKQbhS4foQCEiCxHjxKjt2f5yZAQuz5FNfcOk5ECfaJLP67gRKRMRISUiyQKZHI9ml4ts+VsUns0qmrJWpalMMtr3Fus8dQpvPcf3YAu5PXXLbulmz7gjHi8+y2DZK54MSF0aPI0ky24MjPLj6S1wsv4omq2xIHyFi5djxKT9clQxg9mqD1Xcn0WIiGz6UDMO9RMjtcXl9/HtYah5BkliwRzlf/DExsYmL9acRBYH98U+wccWDbHw8zc2flnEtn7adobc71a2xOGIt1/iku8Pk5sHXyszfsFj3cBK76lOZczASEmseSCJrAoM/C6ubnEZAfdFFVMLqo5HjNa69VApJmQDrHkrhWD43Xytx41iYXL7y7jhtGw0mzzXCBHJZ4MqPS2z+cBpBhIs/KJBbo7Ph0TCcaMXuKK7lk2xXKU7Y4aq/G5BbYzB5NuxgXRi0qM46bP5ohrf/Zh63ERLJptU6ez7XjOcFHPz9ForjNqUpm1hOYeztKrE2mY6tUYZeDz3TEFa29e6LhX7Uksv1l8usPBwOYQIXzj+9SKPgocYEdn66ma1PZrArPoujJquOJGiUPK7+uMiGR9Oc+YcFnLqPsNTrGwQB7RujjB6vsPbBFG1bIky8U0OUCAOYhIBUl8bUUlCb70JlxmHFnhg3jlXY8pEMZ7+Vx19KFzeL4Urtzs82M3m2hpGSKU7YdO6MhCnnsw6eBdMX6stp1XPXGrhmQHk6rDN6N5E9DDaD8dM1mvo1Dv5BK74b4NR9Bl8Pj5t1j6Tw3YBGxcGI37oGBUHAzMU6Z/4+T+uGUJUjCGG9m13zcXQf1woojFmkuzUyKwwkQcYOHZj4gUfrep3agrucDK4YIu1bI+TtCcrOPBP1S2xIHMUO6phmlV5hH4MvKgxcmkJAQNUUdn/2I8zErjNvj7At9TCmV6MzspGYnCKhNBMEPhU3jyEl2Sw+QERKkLcnuV59g2a1hwPZT3Kj+jaSILEhcZRFe5Kh6mma1RXU3EWCJVkwhEqgvH0cidstMqFr10UXoyTlHBU3j4TM+tjd9Ma2U3UWGa2fo01fzQszf4ooyNTcRa5Xj/Oh1j8ioeQ4W3yOkjNHWmlnR+ZxImKKqrfIicJ3mTVv4uNzTniBB1u+Qkz6xat3M+ZNzhSepUlbwYR5hbOF52jSVjBSO8O6xBEMMYntN3hp7lt4vkNETlJzi4iCyEDpZWRRpeLMsyZ+EBEJ06uwO/tRzhaeZ9EJz9FuYOP4NpIgkVCaKDpTeH4o+5alcGhhelWicpqqu0BO66XkznJq8fs4gcn+zCdIKS3YvokhJdHEKDEpQ6u+GlEQ+Vnja8vvp0VbRU7rI6UqfKG9mcGGhen7rI7o5NRfPGz3Ao+rldcZqr0DgOVXGW9cIqW0UHJml5+nCDqaGMULPBy/jiLoSOKtYfGcNcTN6kkMKUa/e4C00nbbvce7MEsu9aVKQiMlYSRlpiybf5jJk3dctsQUkryC6dURlw70vD1B3p5AEjTkREDcjRJdTFIzSyCAGhOJavHl8LM7+PeLO6T2Dn4lyKJKs9ZDs9bzb70py5BiMeIHDhHZvAUEETmRuO33SnOO3OeeonHtCr5tE1m7HiXXglet4NWqCJKElEzfRnL/JUi0KQhCGLhSzzuIgYdXLoWyVMCr1XCKFXwvhvhLUgYdv0HRmbntsQCfmlckzS8mtdGszI5PZbn64xKNokt2pc6qu+K88/UFpgbC6eTiqE9lQWH1F+/lYuOHHLp3O/PXbKoz4QWke0+UVHc4sXYDm7KzQKvRT80tsi/7JHlrnJ5gH0IxQdUXiUUVogmZFuG/XUecvnI1rb/zB/i1WphOnLr1udiOiY+3LG0Lext9tJiKY7k03DKSoKBGVTq3R2lerSPrAmbJZ2K4hpYGXW9i2H2ZJqWLncK9KKgEtgMaeL7LYO3UbdsTkZLYiwrzlQa+H7D7C814doCsixRGLcpTDk3dLRh3P8GpbxaxKg6CJDF4rIjnyWx4XF/26kbkJJIVIz9oUhm1WbE3TmnSRlTg6J+0U5l1mLva4Pz3Fsn0aJglF98Le4Rz/Qb4AYohkuvXl7tqS9N1xqxzt/mESpU8cbWJojkbZnMIIIoSipPgjf88i6QK7HmqmavmVZaUcMuYbFxmR+pxQCCjdlCwJ5d/JwsKBAKu7dOn7SZt9rNaPcxg5R3cRthBvKZtO4OnZ+g91ESqPbzBrszYnP/OIoG/VE20xiCSDveJJAlIhoRiSDS8Bvl6lZuVE6S0VhLVTo59cxQpUHBoMPsjl+2RTjozq8immnl94et4to5r+VTkSfbrX6Tj8odRNInIphTn/7HA9MUGdt0n2a6w90vNSCrcOFYmP2zStSPGZK6O3mZTWJjHD3xiGQ1LLDNSPcfj2f+VdmUvviWQsdK4ikvrRoPmfh2EUIYuqyKkYN+Xc2HVkxpKxvWExJ6nckxfrFMvuOz8TBOiBIIsUByzuPlqmY4tEUaOV3HN0Bu78lAcq+IzdqoaqgFCTsuNV0vc9Yet6O0WmUMeBCKUfeYvm4gSmGUfUQ5lzwtDYV9t/bJLplfn9DcWiOYU1tybYP6GxbZPZJg4U6ex6JJdpWGkZC7/qBiGkZk+uXU6114uUZ1zkBWRwA9wrdBDqyclolk5rPw5EXD5R0UCL6A279K2PsL+38kxe6VB4EPXjijVvEN52sV3wmHfzWMV1j2S4uarIWHXkxKr7k4wcrxKftgk8KF5jU73bpHSvB0SWRG2f6KJ/LCFFhPR4hLnnymw6fE0V18qsiUh0ncwhlPzmL8eJkr3HYozc6lO3+EEUwM1KrMuvhfQf1+CFXtjWFWPZKdCsl3FLHnMXG5QnnawKh4r9sYxyy5O3efGq2V8F1YfSTJ1oUaqU8Wu+Qy9XiHZqYT1XUmJ/LBF145oaOV4z/cp3qKgRkQWbphYdZ+WNTqxnEppyub89xbZ8FgaVZeWzw+lSZt3vj6P58DYySqbP5Lh9DfyKBER1wzo2BZh7kqD4TcrbHw8hV316TuQYPRtAc2NkuvX6d0fJ3AkZq80EESB3FqdIFPk2Nxf0xPdypbUA5wvvsicPYQkKCTdDVRuqCiihh/4BI7I+CuQ+EjAnDXENUFndWw/pxafZl3iLrJqF4qokVCaSSjN1N0iC9Y4o/UBkkobeXuceWuUu7NPEYguIIRDbyEgp/XS8Co4vo0X2KyNH15K2O8hoeTeUwkj0B87QN0tca36JrsyH6bqFOiLbuf/Y+89g+w6zzvP38nn5tw5ITS6gUaOBIhAEKJAiRIpUrKCFSjJstaWZjweb7l2dnar9tPUbs3UTo23xuWxLVu2JUuyaNFiUGAQSRCJIJFzagDd6Nw3x5PPfjjNBmFSwba0dnnxr0IV6jTuveeePnjP+zzPP1xrHONA/i/IaH18sOPfUzBvY3h1wlISDw98G8trcrL0PMOx3YSkOJbXYKp5hazax7w5xrx5C0EQEf1Aj3+m8gLt2tJ3sYkcz2a0/hYtt0KnPhisN75N3hpDE8McKXyLh9q/wuHCt2i5VTzfJeTHicopTpSfxcej5VYBgau1I+xt+xLHS9/nev0NXP9OMkFYSix+dkiK06GvYMa4jiAIC3pdF12KIgsKMTnHsuhWDhe+RVhO4PlRbjZOsz75CFdqh2m4RdJqD1tSj5HRevA8j490/0dK1iSyoJNUOkiowRAiqypkf0oh+04Ybo2p1pW7jo03z7At/WucrbxAyZ5ayJJ/FIHAj2POvElS6WRVfA8JpZ0p4zLHin/7jufMZd7X/lvvGog0CjYnv1OgOhnsmWIdCut/PcNLVoWCHTSzddElb5bwfB/1Hc+9ulOgaE1yuXGYneHPs2/44xydfwrLbxLSomzLPbHoxnwP/3pxr6i9h38VEEQROfHTc8OUXBtK7s4CaufnKX7/b7EmbiOoKrEduwivXY+cTCH8FArOz4MoiSS6NSJZBd/18FsNCqfuaHnVmEIk2sCtVhBTP13XoUphUkons+bone+H+DMXZEEUyCzV2fykgmv6qFGR8oTF1Ll30G18geptm1CrDVszOKf/DXt+7zNY1YCmpifld7jcChTs2xTscQAUIcR66QmuPQOV8UCLo0ZEtjyZI9nz3vroulOkYs9RsWfIqn3Elfafm2ksiCJKJguZuwtl020SH7QRQw6KLmEbLgg+fVsjhNIiE9fnaPnBpnJgTZbskEI4KTN5usnZ7wUFle/7tG0eYNP9HyE0OkXlwNM0Wy0SH/gc1ppO5KjGkL+BVd5aJDGLIXqIgsqJP2sgNF1GHk1y7ukioiwEtEQRVj+WQk4tx5j3sIxxxFAYKRLBM1pMX2ixZK9JLBNMXXzPZ/psk6N/Mreovxx8MIakiFgNlysvB1TYtZ+MEc+GOf1UYKQVySlUpy3OP1eiMmETzcms+lCS9IAGnkhEuPteulW6wL4Vv87R4vMUW9MkUlHWJvZz/ftQGrcQRYEz3yvQ+6VA49yrrWa5/yASGnLIoWnVaNOW0h9ay83GicVzX6ptw2kKdJrrkC+t5eArFZY9vJ21vf3UMmMk3T46lGWcmZlndrTE2kdznH6qiKwKAe1VEtBjARWzUXCCaI2YFESzeDYXq68x37wdGH6RZuZyA82NIwgCvuhi4zB10mTwExu41jqEJMg4XuAua7UcbnvnUca2U50x0XWDqbPNRafm0rjFtVeqLNsT4/aJOuGkTHXaYmBHFEmoI0kSakjE1yx0McLa0IeYelnh4hvTKKJKOqaz+ZNxLr9QJJSUWPmBBIJAEC+kiEQyyrtkBbE2hdiDd7My6nmbC8+VcUyfvi0Rtn0hR2ncJJJVqM3ZC2ZzQcFs1lwQAvquEoHj9jcolWbAh67UUja/72PMXwnM5XzPR5CCDOhUv0LPxjD1eQctLjF3sUWyW6VzTYjrr1XR4yKyphDrUDjzvSKeHZhVubaHIAgL2l8Z3/FZsjOGa8EbfzaPpEDvpijLdsdoH9KZOa8xc76FUbEZf7POwPYYy/fEQBQo3zbRIjIr3hfEH4mSSCQrk+pTsVsBTzlweIdbR+tE22RkVWT+ssH1eJX2lTqW4eEYHm99M0904dp6jo9t+mgRkb2/38mNA3VuHqnRvy3Kul9L45g+ckjg5qE6tlFl51fbcS2P8oTNzcN1utaGCSUkom0qU2dbhFMSqx9NcfNwjeqUxeiBKsP7k5z8ToFWMYgEmTzTZNdX21HCIqVxC9vwiHcoZAY0xo42aOYdVuyLs/KDCUYP1PAcn9VPBBT7t/4qz/wVg/ZVIVZ+IEHxlknHSIhTTxVZ/ViKyqSFnpCRQwKNvEM976JoIoIEV16qsumzGbRYcG/OXGxx4bkSoiwyvD/B6e8WaRvW2fqFtiD2KSph1t0FSrVKoksmlFS4ULmA45sUzAnikdzChNBHETTqtQaWaxOTg/XW9JqUygVitoAoyFytH6U3vIZLtQNcrR/lI13/K+36MgCq9hw362eIKSmK9m1uNI7Rpi1je/oT1P08B2e+Qc3Nk1I62ZX9HI5rsTSyifXJD+LjUramkEWNodj9hKUE+9r+JxpOKWhMCiGqzhy6GOWVua/xqd7/k+OlZ7hSD4wqp4zLzBmjPNj2ZcJSEkmQ0cQIkiDTdCsU7QlmilcX80sjUprh+E5c3+ZthsnbzQfHMxeO3w1RkNClKIZXR0DE9s3F4xAY2VmegeHWcH0HTXy7KBZw/TuaaR8XkBCRqDtFNDGCLsWoODN0asOsTT5Ey61huk0icooNyUc4VnyKsj2DKoZYm9iPhIIsqIiCtPBdwwiICIJP3Z3nUvU1duc+jyTIyIJGWA4a+6Iokla7A83zPxB1p4jh1oNcVjlLThsIIpqcCpPGRRRBY3fuSSyvhSyoKILGkcK3mTEDKVjFnqVsT7Mz82mu1d+4671t32DevPWuonb2orFY0ELAsJg63UC4oybjtimxJrSO0fo0b+88RCQyai8H5v8CcDnU/DMScgdbOj5MTMkE02s59Z6T4V8m3jYPu4d/Ptwrau/h/3fwbJvq669iTdwOpn3VCoWnvoUUjdGs14hu3IL096a9/xDImgiI5Po9Nn2mjdtnbEJx6FsvIUydQ1r74Z/5elUMsT75Qd4oPkXFnkERdNYm33+X++9PgxaRYKFudM1Az9gqv/2AFRAEgbAeY2Piw7Try4jLOkLHu7UtYSlOV2iYuNdJl7EZ3xYRHInLt/OwoMG1Gh6jB6qs+7X0u9ydm06Fk6XnOb8QDg8ie3NfYCh6P6L4D192REFiJnyK9b+xhvk3FZyGRM/GENE2hevyy8hZlR0bl4EABfUyZkRHLHdw5cUK/gIjWxAEZk74LNu4nIkf/iHhriV0fvarzN/wuPjNIqk+nY7lOWoFl+tHHSzDo2eDytoPRTn3VJXRAzXWPJHGtYL4nFSfysUflLlh+KzaH0MMx/AcB7fRQErEcUMtJs0LKHWf7tAq3LLKlRcrdzJZgOsHauz4chvxboUtvy9ysfgyhlclFNvE0v2d3PqJQMdIiPG36mQGNJJdKvPXDE59p8D2L7cTTiosqW5jQr1EwwocwJOJJH4+ycrCJ1HbbXRNoXhUZf58kKULPrdPVVkr9PFg8qvYF9u58FIJ34LBDf2seDBJX3YVoqiwN/cbFMzbZMUlmLfimFWfNV0jHDk4j9OAM99oEM6kyS7vQlmrMDpmsvqJOLqRRdZEluyMcOP1OqIsIGuwbE+cmfNNrr5cxbE8OlaFAlfiaAXfUOi4vp8bhypoEZnl6yKIokN93iLaFsMSLfSkhCnViWkZKu4sSpuEWfOwGi7hSIxy3iHZq1KdsRfdyEVFQBCgVXGR4g4bfw9KzhhRKYM3GycaS7M5tY9T1WexcUkIA/SYO3jjxDwJpQ3RV6iOBXTYeJeK0/LIXzeZvVRGkgWW7IyR6lPvcs+23BYNtwQIROUMykK0he8S0Nd9GH+zgRppsv4TGd78+jylMYuRR1Mke1WaxcCNVxChbVinpNyk1JzBx8cXXCar1xnuHKNtpJ/pC3WQBNJ9IbrXhahM2cxfNZm70iLWrrDqQynyowb990WItasc+/N5sss09ITE2ifSnH+mtFBAgyAHuuPps0VCqSBy5vg38kTbFMy6x7nvl1AjIv3bo6x+LBVE1Lg+lSmLk98OjNB2/7t2lmy/s36KkkAoJQdmWk6Qk1wat4l1KpRvW4iSgCgKgf677FK4YaDHRTZ/OkttzqZ7fYTpM03UaBC7FYpLARVZFbh+oIpn+4y/2WD0tRqe63P/b7fh4zPyaApFF3HNYFJ88YdlqtMW4aTM2JEarbJL/qpPftRg17/toHDDYOTDSa6+VKM+66BGRNSIjCgJ5K8b1PMOSkike30Yu+Uzd6XFpk9nGXuzzoXny2x5MsPyB2J4bkBDfuW/TGMv5AbPXzVwLY9Et8r02RbrP5bGbnmc+dsiuUGdgR1RjKpLdrlG/pqJogtYDZfrr9XY8Mk0b309T+m2hSgtMILEQNc9d9nAqLps/XyOZsHhzb+YJ5pTFmjtLps/l0NSgiLM9S3K1ixROYPnBxTgUM7HVyzwwvj4GG6N5SNpCvIbWGaThNJG060svv5K7Qjt+jI83+Na/RhJpYM3S08zZ94AoOYUWJf8AK/MfG1hSgkle5ojhW+zI/NpDs1/E0lQSCqdDITXMxDehCgs6GvNcY6XnsXDIav0syr+AL3h1axL7Mf1Ha7Vj971TJgzb+J6FkmlA8OrIwkyrueQVDvw8RaLT4CE0o4i6mS1XkJSbMEdOXgwrIjtQEBk1hglb46TUrtIqV2EpBjLo/eRUjuJy7ngc9waITGO5bfo1FcAPiPxBzlZfh5ZUPHxqDl5OvUV3GycICTFsD2DrtAQeWsMVQyRUDpwfYclkU8RlzMcmP9LpoxLSILKusR+1iQeCqQqXgNZUIjIKVzPIa124fougiAQlbMUrQlMLzCmDEkJHM8ipXfyy0DBnOBI4VvUnTLrEvsZju/hWPEp5qtjZNReNiUfRZdihBb+AFTsOWbMUXzfCxhVvkfRmsT0mot66XdCFt49Ja5MWe86Vpuy6d+ocrkZmFdOmTYjkSE2Jj0mWqdIyp2siO3Aw2VV/AHGGmeouXkqzgwXaj9hb+43icg/W/L1T4HrO1TteUyvTtGcQhRkesKriMr3psL/HLhX1N7DrxRG1cGseQhyMLn4l2Cn7jWbWJOBngXHxikWAR9rehJj9DqCqhLfsetnvscvAi2pEzMOsyxdhFYd6/UGuc/9BqL23qYU70RK7WRP9smFB0LwYJOEn05ZfhtNp0LLrQZd5s4YKx9Jcvo7hcXJ4Mr9KZLZCFl9+3u+3nccnHIJwfPYJD3O1QMtXv7xPKIg0LMpxuDeJFdeqiwUR4HToGf78PeGtQ23zPnqK+844vFm8Wk69BV362h/CtxqFbswj2eaKNkcciZLf2wNh8y/JrW3G8WNcM0wWR3ay7W5kwi6hSgdDF7swIC3Gs8NHFffCQkZr+GSSiwh89CnufZykWsvziOIAnNhlfhXhzjx7CS11jy+7zP30hzr9g+wZI/OzdcMLj5fZnBfnOU74ri2R7RN4fZbFuUpj7a1aeYuNRE1gaqQZ/2DSc66z+IUDe5Lf5w2bx2O5aPHJVqlwDjId0GLidihEkfG/46wGscwLV6d+w67tzzOvk1b8f0gC/n6gRqyKrBiX4LSuInVcEn1afh0sE//TRrMo4VVYkqOU//DpFnwAIn0EhlB8INMY4lF46SpgwLtgxs4+Nw0ip/GMwUuPV9D0RVGPhynbE9Rt4q0i8O4jo/e5qPIOpIvYleDLF7waRYcxot1utZnSQ26SNUk1w/XqM/bLN0dp30oRG3OIbtMCwx6XqkgiAK5QZ1ou0LhpkFqtUC8MMSx5+bwPZ/KrMmStQ7xdo1Wwac565Nd1saavWkamkVG6OJ28zyuaKPGNHTSZL0h5poePRvCQBDr4ywYGGkJib77Qow1T3Pk2t+ihEXEiMNI4gFWag+xOvoAS+VttPLgViXsukQiFUVPysiaSKxNQdIEkt0q+HD0T+YQFZFkj8Lc9RZKWKRww0DRJWLDBmebP2C0fgwQWJd4mOX6ToR6GFES6N4QZvJkoPf0fajPOgzvT+C5kOxVaR8OcfNQjcqUReeaMMv3Rjnh/Rg1KmK2bCRJRIsJTBkX2fjoMNntTXzBR47VECIJps81ufSjoBDJXzfJ3zDZ+ZU2Zi8aSJrAvv/Qyfy1YCIiCLDndzqozlpBZm5YopG3Gf5AArvhUhyziOQUXMtfNMKaOtsks0xDj8ucf+ZO3M7bsOoeFctCUgMt6NmnizTmHYbeH2fuqsGyPQkuv1heKCJTzFxsIYjBfenaPukBjfx1g9K4TcdanTUfThHLysxcbNE2pLNkZ4zGvIOsymQGNGYvBZtdQQLfCRgB6x5PM3q4xtWXgozvztVh1nwkyAceO1oL8odzCq4V6K2Nikur5GLWPWzTQ42Ii1Ftnhs4PFsNl9qMTeeaENNnW9w+3qB8O5i8Wk2P+pzDqW8XsA2fdR9NY70jLsWouMxcaNGzKcLlBe2z7bfo/XSBGfsK4143PSMrWBlKck2tkh81CKdkNn0mQ2nMpJ63EQjomNu+lMHSyiz/nIEqhci/JeG5HlNnGgzvTzJ3pYXn+nStj1GdsugeHuFS7SA1p8BgbDtSXWZtfD9hMYUuiOz+/DLOvziLWfVYNdKDtmmCUecGqhhiY/LDnK++tPg9xIUplOvblO2ZxRigt2NtfHwc38TwagurvgM+5M0xJEHC8z0UUcLzXcJykpPl52i6FXpDqzHd+qIbft4eo2RPUbVnKVszjMT3oophLK/J23mngiAiCjIP5L7IePMsLbfGkshGInKKVbE9XK4dxMUlJMbYmn5iYXoq8EjH/8z5yivU3SJLIxtp15ZxtX6Ua407RfOyyBYGozu4UjvIRPMScSXH/vZ/Q9mewfZMUkoXmhjlUvUAWa2X97d9haqTR0JGlcJktX5CUoySNcWq+F469EFuNU7zQO4LXKkdourMEZFSjDdPMWVcWrimFifLz9ETGqEnvIoQQWOo4ZS51TzFVOsKSaWD4ehOtqc/zsH8NyjZFjltKRsSH6DpVjCdJpp8N43acOr4+ITk2Hs+axtOiaI1ScutktX6CYtxTpV/SNGeoj+0FlGQeG3+z2m5FURBoubMc7r8I7alP4bh1khrPYiCiIiIjEzNqyzkG/uLhf5I7EEOmH+xKB2KSCkyau+7zqVzdYipM01cz0EQBERBomtdGC2qcqllcLtloYsiISnOysgeVkS2ULInOVr8m8AY0XfZmnqC0cZxas48HdoguhR9z+/9y4DpNrhaO8LJ8g9ouRX6wutYGtnM8eL3uS/za7/Sz76H98a9ovYefmWoTFmc/m5hIbNSYf0n0nSuDi0Gy/9zQQyHULq6cQoFPDNwCEWU0JcOIufaEGUZO59Hyf7TtKJKOkPifftxy2V8x0GKxe6iQP88hOXEu/Lyfhaq9jxHCt9e0OMK9IbWsHLIUd+tAAAgAElEQVTL+9mV66BRdEh0KcQ7FGT9vekxXqtF/cSbVA++hqjpOBs/xdhhBxwRD5i71CKUkIi1KzTyweajc004MGf5e3A9C94R6wDQcmv4/p1jvufhVMrgeUjxxKJ21qmUKf/kRSRNA0Gk/sZhkg99gExXL3tzv8F0/Tp2TaWj2c3UaYWukdWMN4+jxURAICKlCMsJtKhEblBn7rKx+JlaXEKLiYiDqzDKNuNvVenakCCUFDFqHrW8FUw8fT9gp/keY2fm2fqJHm6+BgiQWRo0JSRFZHBvHC0qMnvJoG9rjIHdMcqlMlJnjGvKD8lbt4jKaUYbb9EZXR3kY143EGUZ1/aJ5hTinSplGnTmepg2r5KItjPU+QS3aqfpaRvh1ose135SQ9IEXDvYPC57II5RcylPmMTaZaJKB9ARXD/LI95VpFkIfkelcYvVj6aCLrgk4Hg+kZTOwH0Jbr3epD7p3Wk2+TB9tsmSnWEuCa/Tra3ixVtfw5JqxOlgnfo4rQtxNn8uy7nn8pgtEcfyaF8RotUw6RiMc+xrecyKR7PgMnGiybYv5bj4wxJ9m6MM7IiSHdQZ2B5j7nKLmfNBoZIsx6hcC+Ih3qYFXnhphi0fWcrSnXGMskPnmjBWIs+JiZfZ3Pswe3JPkjcnCIlxOjoHkSsphvYbXP5xheygzvpPpDn/bAlBEFiyI4re2+KVqR/g+UF0S1hTOF3+Ecv7tqA3u7nxfJOZiy1kXWDTp7Mke3Wi7TJ2w6M2a9E2HFqgl3qs+lASPSlRm3aYv2xQuG7Ssz7CjUNV2nKTdPqbSVc3o0YE8o1LzLUmufzfo4SSMis/kCSak5k82aR3S5hYu0zptoUWk6jN2Lzx53m6Vut0rQ3RLAebu+7ICkZbx9BCEh4udadBWu7jevkEcsLnovEymPBQ5feZudhCDYtYrSBiJ7tUY/xYg7E3G2z+fIKGmqcycBW1P4ZY6ebktw2W7AxMyA7/4SyNgkOyR6V7QxhREZg60wjMjRf+68Y7VRrzDolOlVS/SunWnemKFhWpTttceL7M6seS3Hi9RnXaRpSDYvPWkTrVKZvuDWFCSZlwSqJvc4Qbh2ooEYmeTWGSvRqTp4PYruqUje/7dG8M07MpgqSKGFWHVs2hUXBY/ZEUvlciP2oQSsl0rdWwmi6VCZvymIUSFvFdmDrdpG2FjqgIyLpIfd4inA4cWFslBzUscu3VKvFOhcEH40yfbdIquQgi6AmJgfuiHPv6PKFEMC3u2xqhWbaZvWRQWsgPX7ozhhKWqM2ZiEqQR/22HhYCGYGzkM08faFF5sOTHLz9rcVrN6+uYCj2OG1DOkt3xoi2y6T6NPS4xPv+o4Zr+2gRiYY0y0vjf4bh1lFVjV3bPwLKWpJ9Gof/aA67Gfyibh6u88DvdhCV0+zNfYnbzXPgwfvavkK+MIcxE6eU9+lb6TL8MY2SPYEQnkJXw+wWP0dUznI4/02KC7p6RQixIrYj+Luo0RMaAcD2jIXImpX0RdYiCQp7sl/gbOVF8tYtABJKJ9aCQ/GayEP0hkco2hM0nBLTxlVmjKssiWwiq/aTt8YAuNU8zY7MJzhReg4B2Jp6nIOFby7QeWFVdDciEjElx2BsO57voEtxJEFiS/pxhuK7aLk1EnIbVXueF2b/nyB3F5k92ScRBImmU6HmFjlbfZGQFF1cfPLWbdLWOO36MqJyhg59GccK36PqzGL7Jr4Pe3KfZ3lsK6qgM9Y6S0iKEZOzhKQYt5qnScqdrIo9QEJpD7TEfouTpefxFs4/pmS5UHtn4zdA3hyjJxzwbR3P4lzlZW41TwJQsMaZN29xX/rXWBrdTEh6kJzaT9OtMtY8RdWZoye0ipTatWjOdLb8Ai4uq+MP0qkP3VXcNp0KRwrfoWAFTX4RiQfbfpOCNUbDKdKmL8XxLWbN60iCSkRKUrXnqNhzLLe2MdY8zY7Mp0iqHYTlFMPx3bye/ytYCC5aGt3GzcYVukJbeSD3ZWaMi+hSjC59xV2mkpbbouVVCfeG6NsrcuVwEQGZ4R1dpJeohFSFz7RnaXguKgJxRUYSBOqOzVulvwsm9ci4OBwvP8uGxAep2LMMx3b9QsOAfyxK9jRnqy8usHJ8bjVPElOy2F7gxP1eRW3VzmO4NURBIiKlfmqz4R7+cbhX1N7DrwRWw+XcMyUmFiYStTmbI388x/7/o5tU7z9zUauoJHY/iJPP4924jqCoJD/4KMbN61R+8iKCKKIvGyTzyc+gpDP/pM+S4wnk+D+M+uJYHlbNRZCFIANX+vnTbc93uVY/+g6DKZ/brbP0Z9aQGxom4/roUeln2ujb+XkqL78QnHdHJzNXm3hNE1mLYRs+juHRLDqklwYbrO71YbrXv7dGVpdiJJROKvb04rGByEZCUtB9dltNmqdPUj38Or5tE16znvjuB5DjCZxiATmeoHbkECgysd27MTDQbYuU2knzdpzLP64wUXERRIvBvvuJplMUpasktTaGYrsC6o8Mqx5JoUYqFEZNIhmZof0JwkmLVm8ftuex7TMZmqeO4hWr9O2+HzOmLDyOFyCKgb5QdYh1KCzbEyfReWcsHUrKrNiXYGB7DF+xOFV/nmhPmtfz38Szg82L6zuoYhglJLL60RSXXygzfaZFvE9hxb4EKC63jVM0Wg2GvP2BO7E3ykBiHY15j/E3Gzi2j9Xy2P7lHLUZm7f+cgLfAzUssvt3O+gcudOdl1WR4YcS4BFs9hMy4YzM1t9qY+J2C0vwcTMCx906y7r1oKD179wXiW4V1/bpSYxwZPJ7mL6JVfGoW7dxY8+y1HuCylmFFXuTXD4wR64/weBDUWrhcaaOiXhWUAAJYjCJnDjZILtMDxxgX6/RtkLn3PdLjB2tI0gC42/Wyd+IMbw/y+03WliegaQoiIaGUXbRUxKxTgXb9KjNG6zuvp9Ds39NcbZGTMvg+y5rMjaDoftJdKms/kiK4rhBadLkgd/rRJRh5kKLZq2O4bQWnWFdy0eMCbjYNAo2MxcD/XnPxghnvlfEbnjo8Qhnny5x32/mOPan83guhDMy+RsmWz6bY/T1Ks1CoL2cvdBix1dy1IvtvPntSSzbRhAElm9fibXJQI/JzF02aJUL7P6dDro3RqjP2Bz6oznMmosWkYh1KIw8kuDaqzW0rEzivhBFwSMnDbM68n6ulY4jixKbs49Tb9aQzTgJtWPxd2f5LdSQiJuQ0GISvg8dI2EuPFvEc3y8nhl+fP5reHj4rk8q3M66HZ8KpuMTFgM7Y4y+WqVw0yQ/arLx1zO0DYXIjxqIDqT6VbLLNKJtCmpEYs3jaW4cqDJ/zSCSVejbGuHKi5WgKMsqdK4J07NRoDpt4btB1qxZc7l1uB5ofhMiW5/MkurXUMIisU6FU98uIIiw4VNpIimZk98OzJL6t0WRVYFmySWUkAOpwQ2TbV/MMXqwRrpfJTWgUZu1yV81CSUlfC/Q7ppVl9qsRTgjM/xwkiP/YxbP8RcyaKMoERE1HFyz6pTF5s9myV83g3il5TqTZxr0bQuTWx7m0o8reI5HdplO50iYE98q0Lk2RCQr078tQvGWyezFFkPvj3PjUB1JEVCiIiMfSjL+Vh1BEIh1SYxWT9xZZmSYt2+yYcAgk+sIKNvJYHvmmD5nnirSKru4vkvvPp/u7iGuF49jtAyO3n6GbP8SijclfM9H1gUcI3BcnjjdINImEUnmWJN8H7Zncmv2CrefCzNzNZiyX3qpwP0fX8FU9xkqzSlowvLINnpDq9mR/STX68fw8RmM3kdK6Vk8597QCJOtS6yM76Fhl4gqaV6Z/VMiSgpV0FmXfJi3ik/j+ja7sp8hb46xK/tZFFFnzryJKIh0h1YSlTNcqR1kvHmWlbHd5K0xNiUfRZMi3GycZDC6HVWM0BNay2Od/4FZc5S02oMsqBwr/i1b0o9zsvwcptekN7Sa4dhOwnISfZEWO8sbxe8uFpO216JkT2F5BnPmKEsim1kZ27NYOAJ0aUMUrQmOFp8iLMbZlH6UvDWGIIg03Qqu73Ch+goppYue0Co0Kcyp8g8oWVN06INsTT+BLsaIyCkc30IXY+S0JYuu9FE5Q1LpoENbzrx5865nZ04fWPx7y61yu3X2rp9XnbkgVq1xiqHILqaMKxzIf33hpwLd+kr2tX0Zw6vzg+n/ujj9nmhd5IMdv8uAvH7xvSrO7GJBC+Dh0nQqJJT2xeOOb6KJkcC92avj4qAJEXw8bjVPMRLfR1LtQBIk2rRl7Gv7MiVrioico2CXeat8mLXCKop2lP3pvSA4aGJo8TPrdpET5Wfp1zeQd24yPnyBpSvuB+CW/Cod2kcJ0UtI8rG9PHPmDSp2hKzWj+2ZGAsUbEEQ0YQwnu/Qri9jRWzHe0Yg/jIxb95617E5Y5Tu0Ah3OTAuoGRN8ercnzFjXkNAYiS+lw3JR4gp/7R95j3cwb2i9h5+JTCqLnOX7s4Ecy2f+qxNqvdXu9D8IlBybWR//XO4lUrgglytMv8Xf4rv2IjhCNbUJK1LF1Du3/3/6Xk1Cg6XXywzc76FEhJY+YEkyV6VWJtKs+TgWh6yLgabunfA8S2K1tS73q9oT9GTGPmFPtuavvN6p1wiNSxx66iFFPKxAdvwibUrLN0VY/meOHpCQvwpRXJS7WB/+1c4U3qBqj1He2g5K+N7FruS9swM5Rd+eOd7Hz+Gkk4T27ELt9Gg8NS3EKJRLMWm+P0/JfupJxkNXWEovhNJUTAqwQbF9+Dq0y592zaw6+HtaKp+V2c2kpFZ/WgKqxFcN0UXAY3QqjVI01OU/+rb+Fqc9M5NNE8cILRDY2BpJxOjc9hYaGGFZfsiRFIyW7+QRI+9uyEjiEHzwfd1kko7giCS1QboDu9CEbtQRIUOLYUsqoCNJAss2xs43Z5/tsSqz4ok1SU0Dqi8cTaYLA5sGqLt/Z1Mnw2KqPJEQOeMd6oc/dN5RDH47mbd49TfFIj+G5lY251iO5JVWPexNGbdDWKO4jKvFiu8Hqli1FzqkwHF8n/vibPk/hg3DwUbg0S3wtBDcY7/zQzDv6nRahnIqohrBYX+XG2c1d0uE4dchvYnSK/JMOGf4pB5giFpB4rahmdbwaSwHmSZSoqArAnkhnWuvlRlyY4YY0cCh19B9BEEgVuHa6x8OEE4FEas6sE12hfHanpceL6MIMLax1NklvXglNvZpqU4FvoexdY0siwz4Z1COTfI1WdsHNNn+P1JVj6coDFvE+7xkUIe9Zsy3b3LmKwGRiaSKhBR2tHFGK3GHQZBJCMzfbZF/31h5i4bZJdpzF1q4To+ngNW3cX3YexYjaW7opx7Oji/ZsnFacGt1w1sy1tgSQpcO1jk4Y0rmdVMfG9hHcw7RHyJs98rUZ9zwAvMa+avGvRuCjP40QSX2myOFvOEZIl10Qg7rL2EyquCpscRn97dIoKgUPPGFs9dTwS65Ys/KPN2SooWFXEd6NgscaH6CqLmo2pBAVRtzuGk5xCrKQqjJqseSQYxX6KA5wX08vWfSGOUXayGB2JwfcIZiVbZoVVyyC4PJu9KRODktwoIAuRWBI0vJSwy+loVNSaxdGeM1ICK0/JxncCYqm9TjPG3GpRuWWgJie1fyrH18zlsw6NVdHj5/5pCkkUkVaBnfYQLz5cp3giuY/fGMN3rwlRnbHo3hwlnFJRQoJ9O9auMHqwhSgKSEkxJO1aH0RMySgj2/YdOKhM28U6FRI+KIEB2uUZpPIjsuvTjMsluDUkRmDrXJDOgseqRJC/9p8nA6EoQKN2yWPWhJI/8px7Kty0uPl9m+QNx7v/tNm4eDsyrlu6KY7cCw6ubR+u0Si7xLoXezSFOTAW/N0EKmmOiFLAw9GSQ0wtBc/jiD8qBhEcE3/Y4/8NZtn9lM9c4Afg4roVlm4i6hpCs4zoeeixC+3CY3N4al8Wj6M0IPaxCE8NI9TjTl+64mouiyNWfFBn47BbO8QwCIn3hNZTtafLmOIORHehSFNf2aZQdXMMllJQIJxIsjWyiXV+O6db50cwfEFeyiIKMD9yov8UHO34P22txqXqIJZENqFKIl2b/iKZbxsNhILyBdYkPcLV+hIicQhMjjET3UbKneWvuaXw/uAe3pT/Kkshmmm6NjNrH9doxxowzJJUO5sybi83cq/UjSILCmsRDi1Rp020uFrQAq+IPcL76CnUnjy7F0MQobfpSLK/JlHF58fn1yvzXAB9FCtF0yhhejagcmA4Zbp2mUyar9iEKIseLz1BxgnibaeMqx0vPsDn1GG/OfQ8EWBHdzvLIVvpDa4MiV4oRkZOsTryPsj3N7dZ5FEFjXeIDJOU7TSoBEUlQcX3nrmeOImrcn/00IiI/mv1vi/8aYNK4RMutcrNxcrGgDeBxpXaQ7tAIykLUjuW10MUYaxPvJyTFgoauD0PR+2m5dZpOhaI1xcbkhzhXeRnbMxCRWJfcv2AiKFB3ChhOnZI9heNbHC8+Q1TJMFk+Tcs36QsN0XJVBvQSR4rPYnpVekKrWBbZiufbFK1JbM8koiQ5VDxI0Z5kgnPBKduwwr6PjNZLwRznQP4vF0294nKOHZlPoYkRTK9xZ/2W0+hS9Fde0AKklC5EJDQxvHgOKbWbsJRYbOC/DduzOF95hRnzGhAYiJ2vvkx/eP29ovaXiHtF7T38SqDoAvFO5R0mRYAI4fS/nFtOjsWRY3HsconKqy/hWxYI4DUb4LpYM9M//01+CXBdH7MaUN1uHKxy63CdZtFBEKF8e56tX8xhtzxO/03QrY+2yax9Ik2q786irQg6nfogBWv8rvdu15b8wuehtLXfOadKhZg2T9+ODsbPCYiyR8dIiP77ooQT8qLe7D2/j++C4xKZcNgmPYDZLKEUJPQ7DFmM0Wvvel3z8kUim7dhXL0MooCnguEE2izz3Hms3j7yxhi57lUkehQqE8HDTVIFutZECGt3Muh8z8MpFfEadUQthJZMImp37j05HMb2PCSnTurhB5n7+tfAdTCvXWLosU8z+OAIJaNEqA1iGZmYnv65enBBEOgPr2O0/hZbMl/lWzNlZi0TVVRZEXb4aJuDW3OZOtvCc3wc28d3ffRwjPqVbkoXi8SkDIbXYPx4jaVDfXSMaHStDZMb1rjwXAmz7i72f0VFYMWDcTLLNMy6h6I76PF3fEdNXDAtA8fzuV43mZuzgrgYgsbTa9kaDz6RYuXDSVzXR9EErr1apZX3UYUI6gJ9822kwjmskogo+7iYvJz/76SlAZJyP+duHWPLsi70lIJrCESyMrbpsWRnDGFhqlabWXC2fNsrSxAWitugSF+2O46oCMTaZRwDDv/RLK7ls/ajKYyaxyv/eQoEn4GdSfZs+jIH+BMMqYjXkjGrYLUcPEvg/LOlQPfZ5nLceIq+wS0UX9BYs+QxQqlXKXpjtCU6WZd+Pwm1DSlnI2tCYOIEIPhYTY9wWqF1w0EJSYu6dEEW8Cwf14H0Eg0tJtEsBptHUQKrLKOIKpYfsFR0JYzfUoi2uWz7Uo6xN+pEsxLFMYtmycF3g8+0DY9wWsZq+pjDAq9NVNGiEp4gcGy2RjIcR3s9Qn460Mu2tWXp2KhhOHP0qGvIhHoJK0kiGzTinQr5UYNYu0qyT6FzdQhBN7A9E0UXMWrBfaTFJOSEQ+mcSduwDiJsfTKH1fKQZIFQSmLydJCd2iwF+shIVmbPv+/g3NNFqjPBNFoJiWx5MkusU6VtUKM263D5xQqiAEPvT9AsOVx7rcaWJzPcOtSgVXFZcn9AzZs832T1IynslsfspRbZ5TqxNoVLPyzjuyCFBbLLNSbPNKlN2yi6iNX0KIyatA/pFG62GPlwOjDJAyoTNqIiMHBflPHjdQRJpG9LBCUk8vp/m8a1grzdznVh1LC4+Lr1H89w81CN9BKNcELGMTwcI7hXcyt0ypM2Zj3Y9Auij1n3mDjVQBBh9LUaCDBzscWGT2TY8MkMrYpLo+jgOR6JLo3Vj6bA8wmlZJSYzxr1Pq5UDwXRLRLE/A4aN1TGTuVZen+cRI+KbXjU521c38XxTJAEZF/BbgjIYkC3HOrcjBR10O+fZed9KQrngxio7D6DA41vUK3NguiT1rv4YMfvInpq4Ci+sBD4HmArwTRRGWBlbDe2Z3Kh/hpZtZ+mW+J44VlKxTJd6kq6m/cx/ZzIxk9liWQU4mKWObeKKt2ZvkHgnuv4BmVnlvbQADEly4nSs7S88tsrJreapxiK7SSj9LEqtofu0DA1p8DZyosogo7h14hIaaJyltOlH2H6dQy3wdLIJjxcokpmMXbM9W1sz+RG4y16QiPElSyKqKNLEWRBxfEtfHwicoqCNc6W1OO4vsPt5lkabon1iYcRkAhJUXQpFmhEBZW6nSer9Qemkr6L7RlE5RT9kfXkzXF6wqupOnNvL2iIgkjdKVB3ClTdeRRBp+4UKdszSIJCWIoTkYOkhpTayd62L2E4NQRBCormd1zHsJxgZWwPZyo/WjzWHVpFWEqQVrspmpNIBG7Rtm8scow830WX3m12qUlRJO7Ij1JKJ9szH+eNwncZa51DFhQ2JR9lILyentAqkmoXXaFhZo1R3tf2W7S8CiByq3GK260L6FKMdn0Z461zvDz3x/ToK1kZ3825yktEZJWU1M9gbD++b3M4/5fEJIt2rZ+QPMi0WaNgnmW0fpAlkQ1IgoQqvpv5pQphWk6NC9VX73KprjrzlO1ptqaf4FD+r2m6ZeJyli2pj7xnUkTNzlOyp/B9n7TafRf9+R+LjNrDQGQTNxsnkEWNhJxjJP4gUTn9rqQHy20w9/em8hDQzfsja//J53IPAf7lVBj38K8KoZTC2o+mOfyHszRLLqIIwx9MEs78y7vlvFaL0OAwzVN36GCeaRIaWvlLef9myaFZtHEdiKTlwAlUvmO0NHqwxuyFFqIq0LsxQqJbCSJPXDDrLnbDZe5KkLUIUJ9zOPt0ka1fzBFaKGIEQWBJZBNVe56J1gUkQWYotouE8vNNmap28HCIpeKEt2+n+eab4Lo4106y+onPsuJDoUDPFZV+ZlOi5daZMa4x1jxNjBRLkiPU/u8/xsnPA6D1DdD+27+DksmidHS86/VKWweu6CP1dhN99PP4Whh16gyV68dJrnuESKEPo+JidLps+myG6oSDWXdJ9qpEc3c7KZpjtyg89e2gQSFJJPa+j8iW+wKd7gJETSM0OEjr0nkEXJAEsC2MV58jtHma7q0bsGeniRid+L0WwnsYfBlVB98LdHeCIASbkPheLjYKbIlrYGeIGhKm6zFtWPRGg/iVRtHBtXyyK1RcvcHk5QZVK48oiIEpmKcyfdakkW8wd6nFiocSPPS/dSPqNis+pDN5zGHFgwlmLrW4cahGJCOT6tfY8In0XdEynutjVF1EzWNfymWdLjFekzgy5eCFoL0lUZgxOf9smdqMjawKhDMyucEIUklnY/LDnKu9gBb3EY0QG5OPMv6iyOD7wniagVVvMWlcwGp6SIrALfUQ9/3GJ5m5YOC5Pm0rdOautGgUHGRFBAGqUxZLdka5daQeUFJ9WLojiqQKhFMS1w9WGdoXxJ84po8WEwmnFV7/gxkEIaBqXniuRCSTZWRgL6fNZxhW93LrHHg24AeFcjPvEMoqVKoVTkefpn/vdgRviK2Jj+AIBl5DJSUEm8twVmbzZ7NcebFCq+yydGeM2Yst+rfFmD63YIwUk7CNoNjzXZ/eTRHsph8U/r5MJCshyALZgQjuNfBJBrRuX6Q+43HphxX0qMiuf9eBFpcxqk06RkJUJiy8hQmu53p0rA7xqlwn1q4giAv3mANXRIONEZH2vhSO6WGUYO60y8y5TrKDS+nblUSTFAhDZqlEZumdJs/ww0nKEyZhbTOTU38X3BseuA2ZXE8fkyKoUZHX/2CGzIDO8MMJojkFo+pw4/UarXJQ0OKDY3iUxgJ6su8H0V52y2PsWJ3BfXFaJZeZCwZGOTBWmr1isO9/6WTmQgvH8KnnbXo2RTBrgfvv5s9muPiDIOZICYnIWpVd/7Z9MYvZs31CKYnKhB0YSjnBOigpARU51a/SKjs0iw7hpEwjb3PlxQqZpRrbvpgDoDxuBQY0dmBIdeXFCsOSQGXSYnh/AjUsEWtTGPlwErPmsuGTGUZfr2I1fQbui6JGRWRVQFYFtHhwXoIY0P8dwwchMIOymh7nnynRsylC15owY2frTJxuEutQWPNYirYVOtKCU/xIajcpvZ3brfMk6CKRH+Hydx2MqsnEiQY7v9pBrF0m0SNz89Icjm8F0W5qnHBGRBY9VrVtIhVq47np/0zTrSAgc9/Kj7Nr5WZONL+H4ZUJTJWgbE8xb96iLbeGZC5KpVAHgjWrZ12MrmwnvcoSHM9k2riGj8fN5nFCUpwlkY1MTf2Ai/VDeCkXPbqDqbMNBvcG0hpdiiELGs5C7I3rO2TVoBCsWDNMG1eRUGm5QUHr4SIuFFe2Z7Al/RiCIHKu+jKTzQs4ONyf/XVOlX9Af3gdjm+RVDuZNa/ToQ8iCQor47sISUneKH4XWVDpDa1BE0O4vkfeHMPzXXJ6PxE5zbb0xzhZfp6akw8m0aG1tNwaJ8rPLkxDZWpOnofafpuYkqPlVEgqwTNKFCSu19/kgdwXuVY/go/PQHgT/eF1zJs3kQUFVQxhek1ExCBaCDmYrvo+I4kHOV99mTdLTyMKEjl1CQ/kvkBS7Qi0l06VKeMKESmJJCh3FbWiINEfXktW7aPuFlAEjbTagy5Fabl1DK/O0shmzld/QlTK0nRKJNUuwnKSAWktF6ovUXMCV3JNjLIq/gCieIdtFBITnK28xHjrHAJBMXyi/AzdoZUMhDcwYVyABeq5JAbu0ueqL1GyJunUV7AusR9F0DlVfh7wmDAuYHoN1iQeojs0wum6xgsFeDCVx6dFT2gjnrSdv5xuMWvOsybWx+7Ex6g4XEwAACAASURBVDma/wN69BE2px7jhzP/dXGy3qUPE5OzjDbeou4U8XwHccFJWUDE9Vyq1gRrEg8F7te+jef772pAV+05Xpv/OnWnjOl7QJS9ud8gLOdo+wWyen8aQnKcjclHGI7t5P9l772C7DrPc81n5b12Dt27czcaQAON7kYOJAGSAMEgSgymRStZ0bYsy2HK9vhmpuZGnsszPjX2sad8rHOcZFvJSiRFWZRIAcwJGQ2gkRud48575TAXq9EgBFqJxyXWOXyrUIX+d1p7rb3+//++7/3eN1xJJFy3U/pxxKQ0Xfog8/bNCf3rFlnv4X8MpC984Qu/7GN4x/jiF7/4hc997nO/7MN4Dz8GPSfRtT1O321JNtyfoXOLvhqEvR0aS07Uy3XJQgDkuPgz9ZO+UwTNBs7MNFpPH+7SIqKukzn4APGhzUjx+E9/g58As+JRnrTxrBDPiKwlBEK0lEwQhFw+XOfK83WMUrQpmz5hMPxIjqljzVVV0f69KQIHqtMO/ooCqdMM6NmZREveWKBUMUZ7bIA1iW2sT95Gpz6I+hYKjmP4NJc87GZUFZYUMerxWPxbxo3jXLaPoXZ307vzYVI79qBt3kWjEaO55KFnJfSc/O/SjcMwWFEBfIqGV2KpcYnp0knWrD2Ie3x05Tw3ifWvRe3sRtRiuAvzuHMz+M0GUi5H7v0P4wgK9UqRU9+1GX/DJUytZ+0HH+bCKwpv/MMS115rMv5Knc6RBG2bdDJdKtqP9Qp79Rqlb30dv1K+fnDY41eJj2xBSr5FuEEUccvLhIaJM3kNEJAyGRBEpHgC/+oE1utHMC+cQ+tbg/wWb2HXCpg5ZTD6nTKTRw1CPyRekAlllxnzHMfLT7De78J/QWDuBwbmWZfWjEpLp4YgCsyeNiCEzZ+ROev/G7mgn+XLK6JlhChuirZBnfmzJlbVR0oEJHctctb/Hs2uMdbd3kJcTXPx+030nISkiNg1H1EWSHdEnp9WzePioRrNhkE9dZUzjSc52zyEKs9zoH2QXa06LWoZK7bAwME0cqBh10O6dyYoDuqc+noVcanAYNd2RtbsZlNuL/5shuLOgGr7KNXYVdZnd7NgXULNCGQyWUacD3LyX5q4Rkh11qU6FSVzLh2q03d7krZNMSbeaLDtQwVyfRpaXGLD/Rk6huNMnWiS7lBp2xD1J8ayEuVxh1yfirHssXzFXq3oipKIpIis39nOmvQWzNE846/WCX1x1cand08Ss+rQnu1jURyjV92Bs6hQm3HJxltIFXTU+IrnZMmjNueS6VYprNVoG9bpGNGRNYF1d6fR0hJ9tyXJdCgkWmQGDmaYO2fQsz2qAPbuTrL+njTxvEzboI7TCPGaArGEzMZ7s0wdje5nOSaipSVa1scQJWFFiEjGrHqk2hR2f6qVwA0gK3K2aWFVfXwnRE1I3JNM0ZeLYZY94nmZvt1JJt5s0lwIqE1HCZ7WgRiiLBAGIUbJo7nk4Vkh8byEmhBpXorTkmvDEw2K8R52Zh7DvpQh06ny4l/OY1d9anMuzSWP1g0ajhEFRI15D7sREAQh8UIkOLd82caq+Si6SKpdZt3+NOeernDqWyUa8x6bPpCNVIVLPkpMpHtnHFmTOPXtMksXLTLdKps+kCVwQxbGLGRNQBAFQh+Misfau1JMHzew6j5qQqJ9KE512sFuBGjJKEEycE+aRIvMoT+b5erLkQhV721Jpo83qU65TJ8wWLxgk2pTqM44NOaiinqmSyHfp3HpcJ3OLfHVtgJRElB0iUy3Sq5XQ01KeLZPYa2OpAqYVZ+lSzZuM8BzQ3Z8pICx7FIadzBKHoEPyaJCx5YYpWsO4682EIQo2bJw3qS4UY/oyE6AruvktS56YpupvVLk/JMW2W6VNXckKayN0Vh20eIS+Y0iy9N1jKpLLCUz9GgaqaPO1rYDZLQir5W+Ts1bICQgxGfevsSmwl6umkeoOHOR6N3KJr8nvpnO7Fo6N2RR/ARxLcX6fXnW3pFBT8aQBAXTq/NG6ZuMG8dwQ4s5+xJ1d4l1qV3M1caxgwa96c3UJqB7azSfKmKMnNrBsjOJ6ddIyHkGkrdzePHvKWjdpJVWhFAipeSZsy6t6BYI6FKaLZkHOFM7xLx1iXP1F/DxKLszTBln2Jn7FVrVPq4ZJzhV+wHLziRz1kX80GVNfAdXm0fpiW+hGFvDleZRJs3TpJQW4nKGM7XDdOgbiUkJ0nIr3fFhOrWNKxY0IWONF1dUmsOoginItMXWkVM7UCWdYmwtpl/DC20kQaY7PowmJmmLraPizlFQu+mJD+P6Dp36IIv2ODExgSyq7Mg9wrna8+hyGlGQuNB4GVWIERJS9eZIKi10xAaYNs/x5Mx/YsI8weXmmyzYV+iKbVoVGCo5UxwtP8Xl5hsEYUBPfISkkl9db98sf5t2fYB2bYAgdBlI7mVP/nHyWhe6nKYnvoUWrZfu+Ah7cr9KQem6yUfV9GucrD6D4VcQBXH1d5JTu1if2k1HbIC82oUq6SiihirpdMQ20p/cyfrkHoraWqygwVj9BewgYqYYfoUp8wz9iR34tGMGHoOJgEXrBGtSj/CV+RqGb+Hjsei4SGKSLtVm2RmnWx9mOHOQnNLJUPoehtMHeaP0LarePO2x9UyZZ5AFlTZtHYPpuyM2jBAlSc7UfsScdZGKO0eXPnQT/fhC/VVmrDGMIKDs+ZhBdE1PN4t0aQpx6RfXeZFFJbI2ktM/kfIsCiJJuUDDL1F151GEGDtzj9Kjj9zCcngPPxl/+qd/OvuFL3zhi2/32LuvbPYe/qeBKIpkOjT4GazTGksOR760zPSJaGKUNYH9f9xO+9A7Cyp/FsjZbGRlU6+T+8AjgIBcbEPOvXOfMbvh41khx768TH3eRc9J7PhoATUpERLR1Vw7oLHkIckCsYyEseyRyMs0Fj3W7kthlD30rBz1tK1Az0lI2q0BpiJqKGLrLeNG2ePMk2UWLkRKwO3DOkOPpjlvvxz1goRRn9up5ktoLa30Kjs580SFxYsR/VdUBHZ9okDrwNtPvoZf5XLzjRsDokjdnsfOyQiqSug4CLJE4ESZfCmVJnX7XvRNQxAEBJZF9bkfIN35UZ7/i0liyTiCpjF7MURrF7GN62JGAk4z5PQTZRJFmWTh1ixr6Dh4peWbB4Mgqtq+BXIqTXLnHvxqFXPs7IpPp0JgmsRHtmJenSD24G9g1EKaTR3JDlBW6LzLUzZv/usSfgCyAI3vugiSgLq+zIvVL5OPr6N8RGX2iAGOiu+FjH21TPsfauTXqOz7nSK+B3pXmfnFy3Sv3Un7QJqZ8zVEUaZtUwxBEqgvesgxkZ6HLJ6d+HsSrVIkkBNOcnvHx8n1pWku+YRB9NuYHTUIg5DCeo3arEu+X8NswOQPNfrXP0JvxywnzO+Ryy9zrXmCY6VzBF6I7ia468FPURxsxbNCzj5VJvBh+bzP8nmBjffnab8dRtuf5OLUKF7oIOvQ3znI1o57udB4mWHtfUw8DZ4B1aZDY8HDMQL2/k4RQYAj/7TMHZ9r4fbfLuIaAYsXTNKdKjMnm0hSksXzNgtjFoP3Z5g+aeAaAZsezFCbdxFFAVEmoit7IYEL6aKKEiQo5PMktzosnnOZPGaQLEYKw27TZ2nSQJjz2bHvQ5z+F5Pq/DJxKctUbIk9n2kllpIxSh5v/uNSFMgNaFh9GlpaYupIk4ULJnpOZuMDGdS4SHXGxa57lCcdtvxqHlGNqn1zZ03Mp6PWgN2famXr41E/89JFiwvP1TDKPpluhc6tCRIFmdqMS2XKRtYk0h0yt21rJdEqc+XlGr27U/TLCiNpneP1Bo4bMpjQ2CjFePVbCxBZyjJz2mDrBwuMPhkJ/iyMWdh1H1kTKY3bHP/qMnYjQFQEhh7KkG5XmD8SUp7spm24F68BJ8557Pi4xImvlYglI89fu+6T6lC49lqTKy/VURMS2z6aJ/SjZJpr+rRuiHHxUC2as1ISWx8vcPrbZebHTGRVxKz5HPvKMjs+VmD56iJ6TiLdoTJ70qB9SKc24zBzwqA+65Dr0xBl4abElNMISLTKHPw/Oli8YEEY+fWqcZGJNxuIMvTvS5PuVHjhv8wjCJF9UGnc5tprDbY8nuf415aRNYmubXGyvSoXD0e+qYIUUaKvvdaIKs/2zSrtdsPHrPoYZQ9BgLlRC9+FvjuSdG+P0zGsY9V8Mp0q115v0LM7wcVD9YhGL8G6u1MkCgpnnqyu0NIFFD0ghsz0SYOFsaj9YPjhHMVNOqIkYdd9Rh7NURq3uPRCDdcK6L89RWPRRR1apO3X5hhwu3HEJhPy9zCNKnfqH8dy6zT9MgLiql2KE5rYQZPB1H4maudW5r8QXUlS1PpZtMdpbetj2+Ot+E5UHX9rZcvHY8mZAMKoKhaGLDhXGck/AICmxDHmLPLDClVnkYzaGlmv6FFVbdmZZNEe51T1GaygzsnqM9xf/F1q3iI5uZNN6QPMWhdQRZ3N6fs4Vn6avvgWztR+hB86NL0KSSm3qmgbk5JMmCdXji7qW7je+yqLKnm1i6OlJ6l68wgInKk9R1UfISkVcPwmyLkVb9c8C9YVgjCgoPWSlAsYfhVFiMTy/NCLqn+hhyTI5NUu9rV8HNOrcqV5lKPlJ3BDGy90cAOHbeKDKCSQZQe8gAfb/jfKbuRTGhOSWGGDhJin4swiCTKKGFv1/F2yr2J5jRU15BuU2nn7MmV3hozaRsMtrdBqo9eMG0cx/Sq3Fz4MwJXmESDkfP0lUnKBnNLFusQuCtoNMa+82kle7bxljbwOTUpS1NYyb1+6abxVW/PvvkYWFVLijR7QlNzKxtRdvFn+1upYUi6QUdrIKg1870Ucv51WrZtZ28HHRxRkhDBiN101bTblN5GUQhJyFk2KEgc1Z5nvzf/n1ffsjg2zt/Axps2ztOnreXXpqwiCQN1boksfYiB5B2P1F/FCe1Uh+zqafhk/DGn4b7HZ8iv4Yci841J4B9XanwdZtZ0DLb+BkfsggiCSkgooUuynv/A9/Mx4L6h9D+8K1Oe91YAWIsXH0SfLZDoV9Ox/7IQjxnQyB+7FXZzHXVxA7exCaSkivIPs3XUEPhz/WhTQAphlnyP/tEShv4tEi0IsJa4Gq74f0jYUo2NznI6ROBBi1X0yXWpEDV3p+VMTIiO/kiOe/dlv3/mzJgvnb1jbzI2adN+uYiSjBdN3w4jyHMCyuETGcpg/Z97wanRDzv+wRrpTXe1BuxkCIjfGBUlGSiSjzVYQgCgh51uIrRuIPq9Wpfz0E/jV6upr5GIb9Skbz4FGKUAQRSRVZHbUpHtHgmuv3ghKm4vujf7Ht57vIESMx1G7erDHr9w4HlVFSt6Qzg/DEPvaVcpPP4mUztD6ic9gXxtHUGTUnj6MCxepqNs581+XIAQpZbPl11P07ElSCzwun2oybUXXVATaVIXp400K3cs0lz02qn0sX5CwyyG+4wAyZt1n4WIkBHT8qyV8J2R9TERPpTlqfov+A3ew974NZFIZZCPFD/9T1NOdX6Mx451AUm98X1EKGffeJJZ7gOUrDnJMQIpB59YMS5csPCck36dx+fk60+dLNL0yvArr7ywysHcPYihwZfYMrhkShiFWvcao+ix7ej9KbdFg4BMeoSkx/6pM5ZqHVfexAoOx6RNASICHY8LV2TFGNh6MaH5GN5OVJRBh48E0mU6VkEi4J5YVCTyBVLtK6WpU4evZlWTiaANFF5k42mD+rMm+3y3yxj8u4RgByVaFiSNNdv56gUy3ytwZg9kzJoIE+V6Nnt1JJDlKMqTaVW77zSJDD7uYZZ/AC1k4bzJ/2qX/3hTObEB1voImJlDFGIEbcvFQlUxnC7U5J7KoEqC4Kc78uSaCIHL5hTphAPU5j9q0w73/Zydr70rQXPIxyj7xnMTYD6o0lz2kFWp1Y8GjdM2me3sCuxkgygKLly3yPSrtQ3FOfH0ZLSnhNH22fqjA7GkjotzGPGwjoLgxTuWaw9m/LjN0d5K797ZjVHwKOYULT1WxmwGuESAJoCUkarMOqTaF+py76q1q1TzOPFXBbgSr9+7McQO2JejaEWd+zOTKD1wIobBWJdcTVcIzPSqDD2ZRdIFYRubSoSpm2adjWGf6uBHRh+2AlvUxcms0Rh7Ncu3VBkMPZ6lMO0wcbRK4IaIsEEuJ2M1I3ChZlOndnWT+fJOpEwabH8tRnXYoT0QBbceIztQxY5VWDNCzK4Eak1C7JLJdGo2SjVkOyPerBF4CBChds6hM2hjLLmpSJAyjqvLiBZNEi8ymB7MIkrBSaY2x42MFrKpPz+4EdiOgYyROrs8nlrkxb5lVj9EnyiyMWbhW5Hm85fE8nhsQOCGv/+0isYyEEousiwQxCpC3fDBP6ZpN6/oYZtXDvuhHlOnpqAXANULkWBBR2M0Azwo5+c0Sd/5+G8nWSFW9NuuQaFFpHxJJtSnMn4toy7qQZZKjmOIhJEGhTRxgg3Y3upRmwb5KUVvDpHkGSVCAkILaSxAEJBbW80D773HZeJ0OfYBefStO3aOmzVJypjD9Gt36MLmwE1W4kayUBImknMPwV7xHRQ0/cBFEAUmSGEndh6GLLBePEfPWMmuNUXKmIysZpQtVjNMR20i3PsykMcpo/Tn80GVtfDcXGi+hCQn2FT7GnHUZOzAYN46xOXMffuitUHglqoFNQs6RWwnI4lIOL3AJ8JAEhZiYpOmXOVs/zKXGG+zIPcxV4yhOGIlTTpqj3NPym6tU1esoav0sO1McKT3BxtQ+Ks4sAR6u79Ci99LwlrlmnKRP34IkKmiijqbqtHq9nK+/hI+LgMhgah92YBIIPs8u/A2qqNOtD3O88l0kQaGo9rMl/QBJuYAfuizYl1erwgD98V3YgcFQ+gAbU3tZsMc5VztMgI+1IjhkBfWVgDbEDWwMv0pOXceiK7HshqxJfoiyfZwZ603q3vKKD/Htt6yJdXcZw68Q2d1lSSo3GEeKqDKSOUjJmWLaOouIwtbsAz+Tl/zq70WUGEzdRVxKc7l5hLTSykj6XpJynpeXvsKcfYFpS2ZTcj+i3IoqLKKIGn7oEeDRpqoogk9ffMdNgkk+zqr/MURMtCvNo6xN7OJU9Rlq3gJJuQUBkWnzLIOpOxGRVlwWbnacWJPYxuXmcW6IOUC3voPRssNu3t7B4SfBD30Mr0xAQExMokk/e/FFl9Po/w5F+T28c7wX1L6HdwWuq9m+FWbZx3NuDVz+IyAlk0jJJLH+//H9DfVZ96a/I/pZlCHfcF+GuXMWTjNg5JEcjunz/J/PEobQtTXB5l/NkWxRiOcjP1PXjFRr47mf/dYNw5Cly9Yt48vnfPoP7GDWPI+Li5oXwFXo1Aapj0dBoyq/tXriE7hvfz3iUobB9F0cKT8BgCBJ5DPrych9mFt3IiWTpO86gNJSvH5QhN7N1zyoR72h11UcwyDq30u1KTiNm5/bsztBovCWzWjNY2HMYv6sSWGtRtf9D1F95kmcyQmkbJbsAw9hk8acc0gUZIJGhdI3v45fr+EtLmCPX0HfNELqnvdjV5rEBreSmWtyx2/lWLwK10YVzv+gSsv6GLVkgLu6Zkb1kZLnMdCVRBYi+lHTrZDO68w5VUTEiFQcRhVv3wnZ8+lWLh2qUhuD2x/8EMfMb1MLr9DrjzD7CgS2wb7fauPS8zWsqk8mlkQRb9DGAh9UKUH7SJzKjInpVdn0QButewLymxWmXwjQ0iJXX6yjF2/8Vq68XubuvSNY7hKuFRIG0fUURIFao0zYVuOU+TVmZmfQZJ1t932A4Nle2od0AtdEEkS88IbYk6poCJbO4phDbF1IYV2M1oEY82Mmb35pGd8L6d+bYu/n2wm8kJPfKFOZtKOecklgzydbkGMCL/7lPPl+jfqCdyMY80Lsus/YM1V6dibovyvFpvdnkbSV/kYNlHjkh12+ZlOddujYEsdu+px/popdD1A0if6dBcqTFhmliEhUHRBE8O2AwAvx3ZDBBzOkOxQEUSDdmeGl/29+1Zc1sqEJqE67JIsyohzQszOBlhJp3xRRpT0zpL8rxdSRBnbNJwhCJl5vUJ9zuP03WhFkgWP/sowal1b6nANOf6vE1l/Lc+HZGosXLLY8nkfWBF78iznCAMa+VmHdrE/PgSSXTYvQjvqjAXwgqPiIkoAcEyhs0Bh4IE0QhIRuiGPefL/U5lw2FGVOf6fE/j9uQ5QERFHAtQKaFZctvxZVs85+r7Javdz0/iyiKhAvKJx+YpFEQUaJiUwdMyJF65hAfl0MWRWpzVgMfSBDskXBd0NmTjVpLHhkulX2/V4bo0+WGH4kT6E/TqIgURzUsao+ghR5R+/+dAuXDtfwrJDe3VFrwXU0Fl2uvtJk6aLFwH0ZJt5ssnTJIt2psOWDOdIdCj27E6TbVQRRwLMDSlcsrr7aJPRDPCfk9s+K5NdoJIoypUs2p75dxqr6dG2P81Zh2cqkw8KYhaKLDD+SZfzVBse/uoyWlhh+JEvXtjiTRwxEOVLAjiUl5JiI3fAorNE4+Y1lem9LUpt2WHdXmuUrNnY9UsJuHdAQRFZ9awM/xDF8QEEQYPzVBpd+FDFjBIFIdbruk1Tz3N3yaa41T5CvjTD7IkxXZdgqURwcJJtvR6nEmbcukVe7GMnciyxqlKYc6s+vYfsH2znfeJlXF59ic/delqxJztYOkZRznKu9wO78r9KtD6+KF8WlHEPpA5yp/YggDFDFOIOZu0ipOT6w6bepN2pMDXybllgPR8tPUHXncUKLRfsaW7MP8MryVyk5U6hinLtaPsmOzKN0xDaSUYsMindzrvY8lxqvc6Z2iPuKn0cVdKygxnDmHl5a+ufVuaWo9a+oE+tsSO7lfONlgtAnJCCvdrHsTFJU+ynG1hKEHlvTD3K0Gq0/abmFmJS8RYE2qRTwQ5++xFYSco79rb/BnHWRnNJBMbaO5xf/gQCPgtpDRozWqjAM0aU0e/KPU3cXSStFJEHG9OqkYn1sSd/P8fL3yWe6SMutNLwShl/lWPm7fKDjD9GlLIOpuxmtPgcCDGcO0qL18kb5m0waozT9MgPJ23mo40+YMs5SVCNxR1nQEBDxQoeGV6YztglZeYC/mpzHDEAWXO7KDtOuWczZp8ko7STlm1V0K84cP1r478zZF4i864e5u+XTZNQbopA5tZODxd/GChqIiCvqwT9foJdSCgxnDrI2sQdZ1FBEBdOrrQTTUY/1aP051iUF9mYHOVH3SSktZCR4uDVPqxL1AUfP9TG9StQ3nTrA2fqh6HyIGtPWWVq0PmreEpKgEBKQlAsEYcSI2Jp5kJ74yKry9XXk1R72FT7Cieph6p7P+tQ+rtoFVAHaNZWfB3ZgcqVxhLO1Q3ihTZs2wM78I6Tk9xSM3w141wa1giCMA3Wi9dsLw3DXL/eI3sN/JHI96s3qo0Dv7sS7SliqWfIwKxFNOJ6TV4VMrsOqexjLHmbFJ1GQSbTIqAmRfL9G6WpEuxVWLDGuVztzfSr7/6id5SsWalzijb9fxDECOrfpFPdZzPvnMa0kSaVAsvUXM+kWBIHWDTEWxm4ObDM9KrrcxkByLxdrryGhsjl/P9JCAjEtIf7YXN8+rN/ynd/6GT36ZpJyninjLGmlSGdsA0mlQOozPSCKiMqNiruUzpDYsYv6i4dXx0RdJ54X2XBfmisv1PGcED0rMvi+DJ4TsHjJwqwE9O5OsP5AGkWLjsVzAi4dqjHxepThXrxgsTSgse2xX0cMLPxAZPKMzOh/jWwfNtyXYe2WJn69duML+D7NEycI+vci4mE882Uql5YQBIH0rh1suPsgF1/28b2QJddFXqeQa1MozzsAaCmRrtsSGEaOgt7FlH2G+/Y/yPRJA6sMiDCwN0W6TcGzQtSUwPBjOcqTDovPiWxa93Fa2rK8+NcLNJcahD6MZ+rc+fvtKDEBWlSmFt6kXqsiKQKaEqdf3YPQ47H58wFaYZDXmw2erRjsTCfY+KiOOBvlpD1DRI+nML0GYRAiIJGXe8EXCFcit9CHvuwwFxuvUwmmSRQUXMth1P0u7/vYH7D4ukVnNs367G4u1l5DlgVkTWKDvo8LT1lMna4ykRDZ+9k26nMeZ56sIAhRsHzt1Qa5PpVMt0p12kGUBBpLHgRw7vsVBu7N0DakU512kGQgiIR3xIhpHQUCTsCZJ+s4RsCez7Qw9m91cms0Um0KY9+vIEgCa/elGH2ixKYP5Oi7LYFVC1i3P008IyFJcYoDDrUZh77bkihxiVhawnNC0h0Ks6dMXvu7RQhC1t2dZvOv5HnxL+evC5oSEokCLV+2mT9nMXW0yeYP5jn3/SpLl6NeSPFUk43vy1Lo0/CsqEopx0Quv1Rn8IEMrhms2BtFGy6r5q/+P56T0bMilQkX342+uyjB5RfqpHfEqCcDBrbGubpihSRrAooKhXUahbvjlE2Py6cMlk+ZpJKRd/L4a3Xqs1HEFoYQy0QMj/K4w+yoSTwv0bM7iZ6SiCVljv7z0qoKe+DDqW+X2Pf5IuVrDlpKRFIEPCeqhtZmXbq3R33QxQ0xMp0qs6cNzj5dQVaje3jg3gwzJ5uMv9zAs0MSLXWKG2NICpz/YY250waiIrD2zhR9tyXZ+fEWQj/qH74Oq+Fz8pslFs5Z1Bdcli7b3P7ZVkrjDolC1Ce88xMtnP52mdHvVFB0kf59STp2xMjvbeJgIltJtFDArEX2Vie+WSJwQdKE1QB9x6+3rFZfAbq2xxn7QZXSuI2qiyxesjHLHrf9ViuOEbB02SbfrbD9owUIAzq3JAj8kP3/ezuu6VMuyJx9usz2jxQI/BBVj6qvr//DAoEn0Hu3TGrIoJI9h+C0IXjpqO96BWEIY89U2f9H7UiyQI4O5GqBV/5pHs8A8KhOVBgwUnTe1c7t+Q9hBQ3CMKBsT3Nk6Xus695PR896nr74NgQhhwAAIABJREFUN9ieQSwpsbx0jq3ZB0lIWZzAwvArHCk/geNZdGlD2L6BEZbp1kcoamspOdMkxRY838ULXZ6c/7+j+VuQGcjcxunas8TEBG5g0hMf5uWlr2CHTQJ8nMDgjfK3eH/bH1L3lpi3ryAisil1gJI7xbR5jkuN17m95cMIiFxrnuS+4uepeYvEpQwCAjExQVzOMJS5h4LWy4w5RlLOo4o6jm8xlLkHwysjCjItsT52iY9xrvY8dxQ+QovWR91bwg2TJOUb1UlBgBatj1eXv4rh18gpnUwYJ9kQ7COjtLHkjGP7BqwsV02/wisrz9XEOGv0rfQmtjJtnuNk7fuklVYe7Ph9zlQPRYGvt4QmJtDEBOdqL7E7/xg7c4+yMXknAEk5z9n6YeasiyiiRlZsZ8o8Q5s2gB86qwq/cTnLhuReztR+hCYk6EncxzcWbRq+QUiIJmZ4vQaf69hPp95HZ2zjamLiOi413lgJaCHyrh9l0jxzU1ALUVCa4p0HZbp8Q7NCk5J06Zuo1RfQpTSKEONa40XubdvOndkEbhCSkiVyyo09nuHVGKu/yDXjBLKgMpi6i3taP8ucdZGU3IIkqMxbl1ifvI1LjddpeiUEBOJSnpzaxax5gZI7jSYlkN5SpVfFGGsSW2nR1lL1fE41IKsIfCYXJ6/8fHvMmrtwkxr1nH2BC/WX2ZZ96CY7wffwy8G7J2J4e9wThuHSL/sg3sN/PJLtCvv/uJ3RJ8uYZZ+eXQnW7U8jSeJPf/FbUJ1xqM+7SIpAsnizd+c7QW3W4c0vLa1WlFsHYmz+YG7VL9Zu+lw6VOfkt0oQRDYzez9XpHtXnN2fauHIPy/RWPSI5yS2fbhAvCV6nShFmx1FE7j8Yh1JFWjp0Oh5rMELy1/Ct2zihkyHvIlB/wPElTTJNmVVPflnRdugTnncZnbUBAG6tsbJrofXq/+GG9hsSNyJbbqcmniF7ck85VGROz5b5NLzNex6QPuQzpq9ybcV7vL9ELvqg6DSll1Pe2xg9TE3sBAVCUm8mUIuSBLJPXcg53I0Tp5CKhRJ7LgNwV5icGeD9be34KOhZTVS7TKSJJH8vagKlCjIKPpbNr41n6ljN6jrYRgyf9aicSBNri+BMeeSXxNy9x+14xoBr3xxgZ6hGIKmEdr2jYPSkwiqQv25Z3CXqoiShO+F1I4epziyk2x3HjUh0qoofIMq934qj1APaTZ90kWFZnwWb0lls/1h1PYasuyx/aOthIFAqkVh7pzBi381h56SGLg3g2v6qHGJmZMm3VKcics2jZkAQRQQAKsScPlwjdt+s5XFiyn2JD5DNTeBWXXI+WuYfSlG334FK5/iv8zOMWFHAmtv1uv8WrHIfa0punfEmT5hohInHY/TtT1OSy6FXRHY3/FJTld/iOk26U2O0J/cybOVv8CzwKrYqGKMYnYDHhZ6UUUiwZb8ffRlhlioT1JMrUG3irx0eZyYlCJ0RObPWzQXPCTlxu9EiQn4ToAWF5FjAlbZX7UJcoyQ0lWLdfvTnPhOCTUvoxUk8ECUBbSMxJo7klz8UQ3PCRl8X4bGooe4klg6+s9LGOXozZYuWtzxuSKXDtfY/ckWQlGgNuVw5OkKTtOnfVhn4wMZTnytRHXF97fQr9G7J8nYMxXCYCUIf61Btkelc4vOzCkTUYa1d6YQFYH5cyZaSuTaa82oWpsWueO3iyxdshAlAVUXiWUFmssenh0ix0S2/Voeq+ZFyQlBwHMDYmkJLSViN6Oq7ob7M6SKKoEXbbojMSwhCvLrAZIqUDM97vqDIrIo4lkBibyMpAm8ZjXIHA0Z/X5UFckoEuVxm20fynPqm2ViGYmhh7OIisjCWJNjX16GMAqcJo8a7PvdIrLGag+0IETeyGbZQ0tK5NZo+E6IJwcrIlSQ6418swkEYhmRmZMGV15qrM6H115v0rYpoi03SxHDw64HzJw2yPdo+HZAcWOM5asO539QJd2pkOlSiaVu3pLYNZ/KhMP1wotZ8Tn853Mc/JN2zJrPpeerZDpiNBZd9HwkmDZz2iA75PGq8y807DJ6XOee3o8TL/dTnnCoTroRyyARVfyXrtg4jUjMqrBO49KhyHpu8YIVKV2HEPohS5dtmksemx/LIesiiiai6HD5cIPp0wYDB9IIokC2R6V7R3R+LjxbRYmLbLw/A4S4zZDWrSL1gSOcdF5GrYqINYntiUdp2djF7Alr1RM6cCNWznU0F72VgPYGpo4Z9OwsMsHLET02dHEdH7PsY/cuUkdEqHnoSRkx5hHgc7nxJl36EJear0Xzd+ARCzOcrH6fKwtnESUBPSVzMP37pCd3Mv56nQCXgXvSbEs+zOnmMwCISMSlzGrPZ1zKUnInSciFSKVZzlN3l1h2Jnhu4b/RHlvPusRurhnH2Z1/nA2pvZytHabsznB3y6dIynmeX/oHMnIbDa/MgeJnVijVEJfS9Ce205/YTtmZ4c3Sd9iY2scz83+J6deQ0diWez+9+lY2pu5k3rrC9+b+HAhJSDnuavkE2RVKrSYmaXrnKTlTCIhMeaMIgsiV5hHWJXazYF9Gfst65QbW6ne0gyYd+iZOVp9htPYsAiKL9jhz5kUeaPsDnp77s5Wq+imumSdIyjmG/YO0yBlyWvT5XuCyYF+h7i2jiXH80MMKGiw64zS8Ja4tnOAD7X9CTu1gKL2fTmWIcnOBmLqGsjeOE0TJ6XpYQpcKyFKefv3Wvtkg8Flyrt0y/nZjvyhsv0lzhSLtBTbLzhRppXXFqzXN+uRtkfWQM43l19mefYikFCMvvf2+bMI8xYXGy9F70+Ro5Snubf1ttmbfh+0bDKcPcLzybzyaexQImTHPk1TybEk/QMmaZtEex/ArJKTc21Kok3KKpAxd76CNteRM3TK2YF/FCYwVEbL38MvEuz2ofQ//i0BWRNqH4mS6FDw7UpL9eQPa8oTN8//vLM3laJNbWKex93eKpNt/emDruwFWLaI7KzEBPSOvCpf4bsDlF+s3UaQXL1pUJp3VTZyx7DH6nSighcie4/jXlsn2qrQOxDjwx+04Rogcizbjbw0OlZiI0q7SPhRtAtt2Spw1nsXxLVQ9UrG9YJ6iq3U3p79ksf1j/75g078HPSsz8lie9fdEKjN6VsIVm5h+nbq3yLI/hWsGOF6AIzcYuGc9uV6VbE9LZOeTkt5W+diq+Vx9pc7UsSaSLLBuf5qOLXEC1WDaPMfV5jF0KcVg+m7ySudNyotyKgU9W5m72EfpvMumXIXlr/wdySxImoQYj5P79GeRpCirnGq79ToGXnTCr+uc+CuUVbsRqbh6VsD0SYOzT1UIgqj6f8+fdDBxvEb/gw9R/t5ThK6LoGnk3/8oy8sB7tISbjNAz0pYdT+ioRplNj3Uj1nxyGgiB8fiTF6tk92okRrUyORFXp/4OnuSn0S107Tq7QgJAb/XoTrjcPxflzEWPAQE7EbA8a8us+sTLVj1qPfuOqLA6sb3C8Oov/zioRo9O9Nc/kYnoihwpewRS1sgh7Q+nGLCLnPj6ggcKtfYFNfZ+vECxUGDxYsW7YM63TsSJJMKjYkmKWstW6yPgRggLsfwM5CVOxmvXUYSVfaue4Rx6xgvl/+ZdL6NRPz9VN/McvG5DLFMjrNLHmFYY8t9/Vx8LqJNlq7aK/3gEdo2xei7PcX8OQOjVGfkkRyTR5urVfWenXGmTxjIaYmuj2dwnJA7/7idyXMGkgGdKzTUgYNpWjfozJ42qEzYrDuQ4vILDd5Khg98WLpkoWck5s6ZKJrIkX9aQhAjqqzdCLAqPj274vhegFmO6K8LFyziBZnAA9fwce2QxUsW2z5SYO3dLqIc2cecfbpC6/pIlXbzYzm0jMSGezM8/59n8V1AgOlTDe783Q5+9P/MYNcjevPZp0Xu+786uO23iow9U8EoRYJSI4/maJY8hh/OMjvaREuJJNsUtn8kz8VDNVwrSuB0D+jkEwKNfhcWQ458eQmnEYAX0r8vxcYHExw9fiP32/R8NF/Ad6PKoSgJqEmR5oLHpcN1grfQbeuzLnbNR2lXSBZlzKpPGIQ4DZ9Cv4bd8CmNO2y4N8PFw1U0RaJ9OEbrhhgnvrpMokVB1sQokagK2I1IDVlSBWZHTdS4CGE077UP65HPsiRQnXERJVi3P8XU8SYzp0ymTxj07kqSKEpIsoikrXipClGCQ9Yi6r4kCwiywNwZi7ahOAvnbK6X0z07QEmGLEzUyG/NE9h1BMHlZPkZRhofQ1Li17sbcJoBalxeTQ4ApNsVNr0/QxhG64AgCigxEbPiI8kRk6gy5dI+FAMhSsokWmW2Pp7n5b9ewKr4aGmRDfemWXN7apWOfeapCi3rNG77bBGxo8QPl19FiYmEAbi+xyn/B2w58BnKV6Xo8ATo2h5R3K/juhXQWyFrIoIkkBejoCYkJBQiwSOpmUKIS6gpgVDxafpVdNKooo4kyLhBJMC1Tr8dRdIYq7+MJmVxGiEt6RYWxhyuPLmAJMh4gcsrV2fY//uP0ds+gh00Kag9tKprmDBPAQINv0RnbBNLzjUUMYYbmMiCAghIgsSCfYX++A5mrPM4gcG27AdYl9hDzVtg2jxHRmnjrpZP4fgGWbWDqrtA2Z0mE7ZT8xZo+hVySicJKcfu/GM8t/DfsPw6IjIBHkfLT9EZGyQMA05Un75xP/hlztQOc1v+cWRRRZPiqx62XuigCjqamMALIhGokfR9nKkeYmv2faSVVhRRuyl4lwSJi43XVs53tP4YQZWQgP0tn+FS402W3QmScg5RkG+hwsqiQkHt4SKvIosahhsFha3aGqbNM5h+jaZXIqd2IFgxLn9Fp/2udqaCN+nROrhoROudH3oUVZmE+Pb7JFGU6Itv5UrzzZvGe/XNb/v8nxemV+N45d+oe8u0ar28Uf42KTmHJKh06UPszj2GAJytPc+Scw0BgXHjBPsKH6M7PnzL+zmByaQx+mOjIbP2RVpja9CkOFsyD9IX34bp1zC9GusSuxEFmSnzDMcq3yUp5/FDl5IzyVD6Hmy/SUdswy2V6XeCjHLre2WVdlThPcGndwPezUFtCPxAEIQQ+JswDN9Wvvk9/M8FPfOLiUL5bsDFH9VWA1qA5cs2ixesnxrUeo5P6arDhWerWLWA7l1x2gZ1cj3ayuNhJCTzY2gu3uiV9ewA/8ee0liOLB4EUSCeV4jn+YnI9qj07E4gZQyabhVJizZU1z/b9Gto6SzTJw0yXeqqHcnPCiUWbTYb8y7XXm0gaQI7+j7GEelLNKmgJSVicZXutj7ysWiCln7K5Zg7a3Dlhfrq36NPlEm0ypRbRzlaefLG86xL3Nf2eZJCC7UZl5lTBqIk0LJeY+qkRbJVwjzxGl7TwVZk4qpI0Gxinh1FLd66iDSXI7uO8jWbnt1JenYlGH+lgWsGmJWoKlefczGWPeqzDoMHVRplgekTBoW1Gq2DOvq6rajdPQSGiZhI4Mtp6ofqZNZvwJlfwqr5Ue+yLKJ2dXH4z+dYe2eKhTELs+rjiQEL1xy0JZfFe06xpXAfObFAsv+GrH8ur6AhcKbkEfqRiI7dCFZFcSpTDnpWZmbUYNfHW7jwbHWVgi/JkWUJRMGf70b9n94KPTfwQirjLl2W+JaANkQUJCQi290vu2U++75WNjyQQVFubH7S7RonvrFM20icxHqTmj0LmRS7pMcoLfwjHem1XDRfYcmaIKir2GmDl5b+hc25TxJ4IcayT+BBc8lH1VcSQCEkcjKFtTH670wyebTJmr0pjnxpkVhGxqr5zJ812f7RAp4d0D4Ux6x4WDWfWJ/CX12bxwFiKZF1IzojCR1mQyaONMmv0Tj2lSUWxqKKKAIoWlQZtar+av+rmpBoH4kx9v1qJDC0GAkgbXwgw9j3q5z7XoVEi8z6FWGezm0JrIpHc9FbEbSSEeyAdIdCslWK/GBrPuOv1lhzR4JCv8bMaZMzT1aIFyRa1sUY+ZU8J79Riq7TriTjr9ajPkqiYMy3Q8ZfbrL9I3ny/Rq+ExCGUdJrbjSqEoZAvKAQONE13vGxAkpcItUWsU20sgeBz/jJOkIAmh4FRHNjJoU74iSyMuX5673O0a9BS0q4zQCj7BHLiCs2SJGKdBhE/xCixIkghGz/SIE3v7REZcIh26Oy7SMFRp8sUZ/zaBvS2fWJVuSYQK5XpTzpMPxYjuIGHS0tRXZWfhRkOc0Az4r8dsMgJJ6X6dqe4OorNTbel2HymIFV9Vm+YjN90uSOz7YiKgJzZw1e+eICuz/VgqKLjL9SJ9EqU+jXWLhgkWhRsOs+/fuSaHGRwQcy2A2fwBGYOWHgmpFickhAYb3MvFJBNGU2x99P0u5EDmIoaYltH85x8l/LiLKAmpQYfiS3WiFW4xJr9qVoLLls+3CBU98u41rR72HgnjTZbpWZUwZXX65jVj2KAzHWH0hz6hslJFlAlMC3QyaPGOT6NK68VMc1AoyShxqPzr8buniOj2OESIqApIlUajVya2Ra10s0y/7K+6ZW18PAD4mlIuuk+ootEQKsP5AmlpLImX20yRuYscYIRZOO9h46wiFET0AXMzh+g6wUQxRFduYeZcG6TLc+Qrc+gtVwMOQqiqAROJGQTgvrmTzSBBIEoU/TLyMHKuNjM1zb+FQUTAoy23MP0akPsuxM0KL20q0PcWjhv69ScLdnH2K8eZyYlMILXTxctmTeF51rMUZB60aX0iSkPHbQoO4tE5PSVJwZxhovk5Zbudx4ikkzCnZEJPYWPkpGaaPp3VB9vi4mFIQeDa90y3pR8xZwQwuZaC+QUzro0Tez5EwgrvSt7sz9CtKKJ23ZnSFvdDKcORgF0blf5fXSN7GCOiFRj60dNFlJI+CHHoqo4YYOdX8RVYyScZ2xQeI/JloEUNTWsi6xhwX7KqqgM5C6g6ZXxvRrgICwQmN1zIDKNYfCdoFp+wQP9a3hBUli3DLo1HQebytQ/Ak9od36EFsz7+ds7TCiILI5cz+tWtSz6wQmAgKK+IsFYxV3jgnzJMPpgxwvf5cgdDH9Ogkpz7R5luH0PdhBk7I7vUoFDgk4UztEi9a3alt0HZKgkpZbWXYmbhrPyMXV/8ekBDFpHRVnjpq3SMmdYih9D8cqh5GF6DyIyFxtHqc/sZPDi39HR2wj9xY/R1q51RXiF0FWaWd94jYuN98kJCAtFxlKH7iFjfYefjl4Nwe1+8IwnBEEoQj8UBCEsTAMX7j+oCAInwM+B9Db2/vLOsb38C6B74Q0Ft1bxq+rDkPUlxcGUXD3VjQWPJ7/87lVFeL5cybbP5pHz0rEUjJqXKR9SKc65dx4kQCFtTcWAzUpkShINwXVHcM6WvxnpwnH0pEViWPEMf3NXDBexjOjY5IEmdZ8B8rDi9SFOWreZsLLGaaOmsRSEt07EqTafvqkWp12eP1vF1cpbkoKdn36UxyRvoQmJRhJ30dGu3nyd4zIlkhNiKs9gBAF8rOnzVs+Y36sSTUzftOYG1rU3QXc2TSH/mwGpxn15sVbZHb+eoFrr1TBizZrvhuuKJkKhO6t19Rq+Jz6ZonSeHQ9li7bbH4sx7YP57n2RoN4VkZNSsycbDJ8v0Sqdgrr4jly+VYGPruPa2MuG+5PIyoyYuuNgFkB1t4t4lfuRMbEuTKGnE6i7TrI6WeFyGqpoDA7WiZZlJH1iI527XiD/5+99wyy67zPPH8nn5tD39s5N4BGTkQGCBIQGCRSDJIsirZkSlawLK/Xs16Pd8rzYcpTtVVb66mpqa0de1fyyPZIlpUlUhYpEmIUCQIgkUOjG91odAMd773dN9+Tz344jQYgQLIpr9faKj5fgD597+kT3/d9/uF5Duzcx/TZOrmMRSXqEsnKxFuDwIPn+KR7dRaumjQWHHyfJXIh0LImxMTRKp4FuXGDQ3/azvhbFTwbevdGEZtEpobqzJ5p0Lc3hmf7AYnzwW74pPs1dF1kdTjGSKOOQKDG/FBTHE2o4Ps+Fj5x5fYASDgts/5TCnnnCj/Jfw1REBAWRAYje7m/+TNIUZeXZv9P3LKG5/gIUhBUEeINIHjuRVkg3CQj6wKRtEx2UKdvb4xwSmbLU02sfyLF3IXAm3NuqIFr+1QMj9yIwZZPNHHpxSKNRZd7PtnEVMpDaIhEFAFZF5momMQbAtpRAVGEdI/KyGF3SUgMpk7Xuee3MsxfbiwJiXmEMxLdOyJMn61TGDNpWRMEAto3hBh7vULhiokaETGKLqe+vcCBP25l9NUy2VUhundGmDxao77g0L8vSs+OKLW8y/TpOqGkxLpH0oy9XmH6TIN0r8bggwlGXyszebzGyoNxmgY06osOaki6cxwSAsEzSREJp0Rsw8Oq2mx8Ms2Gx2HmYp1QLHhmh18KbGBulNNvfyZDrBlCCYlqTmDhirlcMaKERBRJpFp0WHEozswVA9f2iUsS2W4NSYGX/tcpJEVky1NpZi7UWXkgzrtfzwcZT1Ug1auhhEVK123SvRqbPx6IVfkISJJA2/oIZqXC/JDB/JBBfdFmx6eznPvBAt3bI/grdRYnTAYPJSiMGixOWnge9O6J4fvQuztKfsygPGMxeCjB1OkGlWmb1vVBO8PJvy+wOGnSujFM97YoiTaVcJPEq/9plvK0jaIJrH8yxZataTwneG4jGYnZ8w3Ofn+R8ozN9mcydG2LcP1kLbCBuj+Jnb2IaVfZ1vQY15+NMTJeQbVFXAP2fLGZh/+sI/C7jYhosUAw68a8IIpB+a0cClpIbGMpG1d0uHq0yuyFBrIqYJU9pk43aN8cqDGbFTcoFxYCxW+j7CKrIlpUZMOTKWYvNJg4VqXnoTAhIUnRKGCbApLh0ZlcRf6swMD90cDD3PGYvdTAcwIhratHK8wNNejbHcP3wGq4NK8KLfvvnv2+QWbwAVauOYQaBVcxcOoejQsJ7ml7hpw/jIvBQGojETNLc7yP1tAqLhRfYaY4xd7IR4kLrSxaJRDAlQzCkRDlJdLo+jaaGEYM28s+mzG5iaML3+VDzf+GVdE9hOQYhlPjUPMXcXFwPIvTxRfIWeNUnDyKoNOqr8B063i+i+nWkASFOXOUa/UL6GKUnDWO6dWxvDoCIpoUWia0EPiRni0dZn/mGTpCqxmpLiwL12lihITSsuyByy11HK3aCjTxpvhRWE6yL/ObzJtXqdgFYkqGa/XzTBtDy5+pOUE5vyAItOorONT8BSzfICTE2Zn+CIfn/uJGYRaD0b2EpDgroztpUjuZNS+TVjrIan13kDdgWdl5MLYPVdQ5WfwHhipvIACDsb1EpKA3VlKEoBT+OKx5+D5OXP46a1s2sDPbSUrRaddkXN+hbM8z3biELGq06auWCVxMybAt9ThrYvchCBCR0ggCXK9fZLjyJgiwOrafZq3vl3qs3g1lJweALKjLHrWu7+DjISDheg6OZ97xPds3loSdbockSAzG9jFvjlFbEphq1vrJaHeu7yNymi2pRzhTfBEJBVmQUUUd8IPe8uU7AzPGMBWnQFzJUnddGq5HSBJ/ZW9aXYqyMfkQK6I78XwHXYoRlu8MXLyPfx382pJa3/enl/6dFwThB8AO4I1bfv9l4MsA27Zt+/9GIvd9/NpCjUh074jeTrJEaN8YxnV8itcsxl4v41ge/ftipPs01KW+zMVJ6zYPWAiUKLvuiaDHgkmtY3MYo+QyfbaOrAusOBD0tt5ArEVm75daOP3tBUrTFtnBEJs+kiKUupNouo6L64IllTDcCrKgEZaTqKIelCLrOmucfSC5THKBkK2xpflBpqqXOJF7kWy2mcTYCs5/cxHVjyBIAuNHKuz9vRYS7b84auu6PuNvVpYJLYBdgfpomAf2/D6iIC6bgJsVF9sKPCuHXypRyzmkujQGH04Qaw7OSZSDvuUbIljL16JZZcG7c9KKOh1cerWMVQv+vu9Dbd6hMGZi2yL61l2Uz1xADQe+iYKiEF53Z6mUWXaXCW0oLdG5JYIgQbxTJjWnMfxiifKMzYr7Q3D5LYo/PYLv+fhj13CmJtj4xc9z8UdFXNund3eUUEoi0hRct0iTAk3NRLs+hlup4Lkip35kc+1kNfjjSzEKz/YRdImwHAfBp17w8G2Rt788j2P4NPWr7P58M+leHT0us+HxFCe/kV8OUqz7cBLf92lbHyK7UsfTwAiBLcHGp4OU/rvFKt6bFjMv1zAWHHp2RejYEmbs9QqCIBBKS6w4EEeRbJ5pizLaCJOzLFaHJZJSBcdrcG+y+67laTVnkev2OU4Vf0zNzePhEpFSDNfepC+zg/qUgmzEcbQyoaQEkocoyIRDIW4sFgUBMgM66T6NzEodLSLdLKsXoF5wKV6zSPVq9OyMcvo7BRzTR1RBzFYYfCLFvG3xfK3MBjkCISEIZHhgL7psaQszO1emZ1eUxQmL9U+kUMMSMxfqTB6vce1ElZ2faaZ43STZpRLNKpz5boFrx+s4lo/v+mRW6kQzCiOHywhikL10LQ/b8JYDYbkRg857Iuz9/WZAIJqVsQ2Ht/4ij6KLbP90hlf/0wx23UeQYfytKhufTJHqUcmPmhSvW6x/PMnZ7y8ye7HOhsfTXHmjgrcU3xIl6L836LWyaoH/6fhbFeYuGiS7VFY9EOf0twtUcy5rPphg+myd6lzw/swNBUEBQRRI9qj074sxfLgUZAXlIOva3RtiNuLy0L9pw7xmE43JKJrI6e8uBGrCO8KMvlYhN9wg3qqw6/NZ5i42iLWotG8O01hwOP+jImseTtKzM0JpyuL43+YpT9uEUyID9ye4fqpGedqmb0+M2QsN6gsuiU6doR+XuH6qRvNqnZ2faw7eMzfQNsiPGEiqQH7UQItKJDpUitdN5odN5oYa9O6NsvJgHD0hY5aCcaY6b2NWPVYeiHPiGwVcNyi/z48a5MdMnIbHzs9mOfOdBTwveBRP/F2BgfuiHPjjNorXLZpF2WosAAAgAElEQVQGVBbsDFGjC6nUzOJ4hbCcQBAkXMPl6pEqbRtDuA5cebOCFhUZ2B8nM3AzSKmERDo2RjBKDif+vsj8UIP2LRE8KwgqRTLyEnXyKYwZdGyOUBgzkWKB3Y+kCSTaVexGhZUPJHn3a3nsetAHPXXGZ/+ffpIL8cMUG3NktV42JD/Am/+3wZpHVcaPlZm/XEUSZeaGQrQMhrnyRhVBgAs/KqInJbZ9MkOiXaUyZ3H62wUq8zYdm5Pk37YRBOjZlQXRY3GhzvzbImZ1EEkVmOxTkfUagw8kaU2uIJ7JYkVtzOkQB9JfYER9i5w3RigcpudgK+9OLmKZPiISkYxMqKtK2cgBAgORXcSUNCdKz6GIOuvjB2lSe8hoPRhuBce3aNUHKNvzxLQMa+L3MVo5xnD1TRJKC6tj9zIQ3ck7Cz/Ax2dr8lHGaseoOAWicppOfXA5A3vb+L+UId2WegLXd5gzxwhLSbanniCptuH5DttSj3Gh9Co94c20hVYiIpEzryILGlE5hSZFiMhp+pYEpKbrl24jtCDQE9l08ydBJHqL3UyXsJGPdf5H5owxkkorSaVtmUi2hVbRFlq1/Nm6U8bwKoiIhOQkmhgiqbSwKrqXGeMSmhjhnuRjdIbWEZMzpJR2QlKCRWsGLRJh/RNJTny9gHKkm/t2fRZHWyAVyhBXM6iiTs6c4LXcVwFIKM1cq59nR/ojy8ejSeHbLGdmjVHeLPzd8jieNyc4kP0szXr/Hdf6l6FJ7QIECtY1eiNbuFx9G0XUEQSRiJQkJMfQ/HAg6uXdXJf1hbfeoUp9A0m1hQPNn6PmLCIJMhEpdVf7G0VU6Y9so0UbwPd9XBwulF/Bx8Nzi2S0nsDGbgme7zBlmPxDocicadOuqXwok6T9PSof34Aq6qhq66/03ffxL4tfS1IrCEIEEH3fryz9/0HgP/4rH9b7+DVH+4YQ93yyiZGflpFVgTUfSpJoV6jO2xz/6xxKKFDazI+ZVGZtsqt04q0Kii4iiCyXMEIgInJrD5OkCvTsjtK5LYyii4TT8m2G9aIokl0ZYu/vtWAbHlpMvEP0BIK+34ljVZI7S7xjfRNbKiPJMoOxfayJ7V+efCJyki2pRxiM7cOOiDTMOi/P/Xe0qES7sobxN2t0b4uTbk5SmXWItSiUZy1CKWmZrN8B38c27rJIqLrkz4rMDddoW+8Tycicf3aBrm1RLr9coppz6NsbI96mULxmIkoB+RMlgd5dMXIjBo0lsZ5Ut0pmIISsb2fGGMZbMkGPy83IXgjH/LnI7VL5oxoRuT6WYNUffgHr4jEkTSW6cw/KXUqPb6QjB+6NkepWGX29wvylBlpcZOdnmhl+qUQoKTG4x6P6vTNoURGjEvQSy16Z2vUFLv5YxnN87IbLmg+lWJg0kTWB+FLfrqhqiE0avucTzd6cHBcnTTo2hSnP2st9vF3bovheoBZ7g8sXr9mc++EiOz/bjB6TSPdq7PliC2bVXepxFHAND6dhIyQFXqvVOTldRxEE+sMaB9MJ5KrAlXdqeEtEuJZ3cR3Y83st4PvEBlROSwaNik1GPka3mqVhvMWpwgQIPp2htayJHWLWitOspFGkm89jxckjIFB18rgslbd7FTw8TKFMSOhlW/sHOZr7Hr5o03BrrInvJxLT2P5MlNmLDRJtKtlVOuH0nc/5zNkGR/9qHj0uBR6onSrrH0tx4ceLdGzTsIo2vuUhVny2aWGGcnU+3tLElGPhWz5rZI3SK3VWHoxz7oeLrH44weSxwNYls0pn/eMpnIaHLVcwBq5wThyiXepj4LG1LIzLlKdtzj+3yI7PZIlkZFrX6SxO2lhLPZ2xFoVoVibSpFAYsxg5XGbkcKCG/fB/7OD6yQZWLSg7reUdavlAOVfTRfBh/O0qA/tjzF800GMSZj0gW4HAEzz4Hzo4/8NFEGDwUIJkV/BcmTWX888ucuXNIEiSGzUoXDHY+blmXv3fZzj59wW2/3aGoeeD/r14281Fl6pJ9O+L4bswfbaGqIj0741SumrS1qUxfaZGLe8Q2SxRnrWozgVetHpcYvp0HR8Y+WkFQfRJ92p071Q59c08RjF4vvR4IIx28fkihTETBDDKMHy4xI5nMriOz8K4ycUfF+nYEmb+UoPcZQNBgHre4eQ3Cuz+fJaZ8w0mjlZp6tc59/1F9KSEKAtcP1VjxzNZ5kfm8VyYOFpjx2cCcvbaf5nFs4Jy3KtHq3RuDpMZ0Jd75i/8qEikKfC79VyoFRxCKRlBCgJMl39aoXkwxOhrZULJFGP/EKP/3icQBJ2wKCMJIsgQSkmYNRctJvHaf55dTubNnG1w8E/abrveekJi8ZpJftTE9wUqszZdW4NKAPwgqOO5kOhQiTbLrDgYp3TdIpSSWf1QgliLwupHE1RyNo7jo6QlLMGna0+EmhumL/ExQnGLheM+x9+22Pp0GiFmMPq9q4iygOALdGR7mDxexbV9PNcHP6hkmb1YQ4yZzIzY5MbqbPl4lnf+No9V81DCItdP19n00TTT5xu0rw9srkYOl/Fdn45NEWp5h3BKJiIn8eo2c+M15l/0aV1/kA0bHiaSVBESEnu+qLBw1QQtjt+Sx41ZtLICUZCIK02cKP4Iz3dxfZtr9XM82vbHZLRuVCnCZPUcJTvP6vi9pJQ2xmonGa+9CwRifsOVt+gKbVieI86XX2Z94hCaGCWltBJVmrA94w5S1KGvJiTFkESF+7KfwfLqSIKyrPwrCTIDke1k1F4m62c4PPeXFO1ZsloPW1OPMVk/w9r4gduIXpPWzc70xxiuvIWAyJr4ftJqx/Lvbdeg7ORouGUc3yGlttGqr6BZ7aXuVlF+3ipgCWU7x9uFb7FoTyMg0BvZysb4A4TkOEm1heQtvZ4ZrQfXs2l4ZY4ufIupxhAppYN72j/MvX/QiVF0UUISerIbZaliyvVsLpV/RlZbTVrdzaztIwo+i45H/C6FW3WnxFD5DepuCVXUl4W4xmun7iC1jmtj+BVMtxaoCaNQcxcBn5AYJ640LwUPXmMwvoeYnGHRmiKhtLE2vp+onMb3fe7PfoaL5depuyV6wpvoDm24TVvj5xGV07epVd9Aw63g+S4hKRa02AjyMnEflPaRVtuZrJ8jJMbQpRinFl5AJ44uRwlLzfzN7AIFO5jrrjRMvju3wKfbM8TlX0sa9D5+Rfy63s0W4AdLpEEGvuH7/k/+dQ/pffw6o77oUJlziDUr7P/DFpSQQCQdTDST75bwHJ+B/YmlqHagRBpKy9z7P7SQ6gnEnPKjJp4biJqsezS17AVbzQUL5KtvV5E1gbWPJOnbHb1rFvZuC/wbKE2ZvPLn07Rtl7lSeIH5cp5IRkaPe1yqvEFXaB2aFMb3PJx8DvPaJKKmgdSCl7RQQoEHo93waB1IUp+WOPpcLiBSAux4JoPV6/5CUivJIr27IuRHjZuVWb5PrEXh3A8W8VyYPl1n9QcTdG8PsmPpXp31j4UYfqnEuR8G5K5jS5htn8wQzSjEWhR2fbaZ+qITqGamJEIJGc3r51DL7zLTGCEkJ2hWe1FMhe4dUSbfrS2r30pq4DmrRgKyEM22IWxcAQQKyT8Pz/OQNYEdn25i5rzBxLEaY69XECWwaiKnvllg/x+2ojoFnKlR/EYFRTBQmyMIshxYrSgKnuOx4lCUnh1x3vg/5ihOWjQNaGx/JkNmQKeWdyhNWagRkZ6dUYyKy8TRGvPDDbb9Vgaj7FGZs8is0JE1gcUJ6zYBHlGC6pyNY3qwZIMUTsuE0zL1ok1h3OLSTxapzVt03Z+gY4tEtimO6YMiCCzYDiFJxBNAWLLuzV02sKoup75ZYMOXmvjrRoGzlQa6IvLvezZxJP8XlJxpwlKCqrPIcOUt2vQNHF34Jo+2fRrDyNGqr0CXYni+S9GapVVfxUT99NKj4KOJYRQvwoXniqjpVnbv/R1qbo5sJkvOv8zJ0o/Z0v8brF2ZRL5bBtguYVdg7GcBabNqHuGmoJ9WT8js+1Ir9YJFYdTl/PPXUXQJJS2y9mNJjlQqfLiliWRR4M2/nEONiCxMWGRWaEy+U2PmXAPf9bHqdSpzNjt/N8Ul7xXOTx0hkpXJly+TUYbZ88dPkTsZkDRZEzFKDv33xjn37GLQw6gIdG2PMDvUYO2jSQpjBrWCiyDAmkeSKCEB3w0sfFzLW1Zy9tyAySghIVB0tn0izQqrDsWxGx5H/nKO4jUbPSGx/bczrHowQWPBIdaqoIalIKNg+iQ7Ndo3BErAvgsLExae46OEA0GiG+9maklk7laEkjJrHknSsk4nN2ww+W6gwnzmOwUkRaQyF1SdtK4P0Tyoc/VojeKERfOgzuTxGoIIRtmjPGPjOz5GKSCNsVaFVLeKUXQpXrfR4xJW3cOselh1L+jntjwuv1xGT8ikujWuvVsj1iLTty+FUXKRVAGj4pLqUwmnkwy9UESNBD22oaSE0/Apz9o09avU5h3kkEiqR6M4YaLqIkIYbMNDAApXTNJ9KpkBnWvv1og0KXTtCFMrODQWHNJ9GouTFuG0jFEMMqcA6x5NUV90yK7UCSsqkawCfgXXDgizIAi0bQgz+U4VWRVo3xwm1qxQXwje91tJLX5QFZIZ0MiNGBhlBy0p0r0zuvRZhebBUPBujjTY8EQK1/JQQhJOFHK2g7dJhlMevYeiNPeF0BIip0Mmfzc2F4hayQKf2thM8hoUJhrE11gBoV0S5atUK4RSccqzNrW8gxoRUJMepGDUHCIzMMjKAzHmLjYCf2cheG6LkxbXT9UQRYEz311g81NpYq0KiU6VRjlogQBolBxOf7vA7MUGjuFx7Z0aPbujbPutJvS4QLxVJd6q4vkeRatBzsyxLn6QrNbD8YUfYHsGyhI5MrwqU42LZLRuas4C50o/xfLqjNWOsSP9EUarR9GlMK7nYHp1bN/A8KpklF7y9lVMr8aF8itk1B66MxuC/kkxwv7Mb3OudJiaW2QgvJ2W0AquGxfRxAhxpfmuvZL1soUh1Dm9+BJVL4eHw7w5zqXyG2S0Hupu8TZSq0lh+iJbadNXAcJtPq0Np8z58sucKr4A+KyK7qHq9OCGBhmvnWS8doKYnGV76kkScgvS0rzl+i4jlSMs2tMAROUMMakJ06sT4vbso+nWKFiTeL7PudJPuVJ9JxC+86fINyZ5pO1/Jt13p5qvh4ciaqS1A8xaMG1ZtGkqY3WBuOzcZpdTtnOcLv4EH4+GG1SJxeQMiqgRuqVEumovMmeOcqV2Ak2M0KoPcLl6jDWx/fws/zVqbpG+yGb2pJ9mILKdVn0lvu8xEN6Bi40saMvq0YIgkFY72ZX+eFDCfss1/6fC9WxmjMucL7+M7TXoDm9iVXT3bRnckBSlO7yR7vBGqo0SE6XzxMxu4lKWtbF9WF6Cgj1/235nLZu66xH/F2RBtmdRcwr4SyrcNyrh3se/HH4tSa3v+1eATf/oB9/Hrw2quaCXKtokI8rvTbX4n4tawebdrxeCzASBh+P2T2cRJYdQQkYNSUSbZYrXLSrzAfMQBAGr6jHycpkdz2TY88Vm5i8ZGGWXljX6chmv53lMHK8y9noghuRaPqe+uUC6R7srqf1lKE3Z1PIuoVaRkhH0oxjlJbVQRaTmFmmiC2t6itzXvopvBiTbllIkPvdJYrSw4MxwvXGRgysPcvjbM+BJCEvqoKOvV2hb/8sHzXSfztbfbOLqkSqSItCzK8qVN8rLpZKhhITnwDt/G6ipeo6PHpfIjZrgB2StdN3mys8q9O8L+r9ukLVbIYkKabWTtNoJEAg4VR2izQqH/l07Iy+XwIeVH0iQ7FBv69WFoP+5kbew6oGtRTSrUCs4TByrMn26zpoPJXFNj4WrZrAIFIIyxcqsw+KVGsrwT3GLiyTv/wALP/wOIODrMdSBQSxi7PgdjexKjVf//KZaduGKyfGv5tj3P7Zw9Ms3+45T3SobP5qmf18cz/YJpSSaB2UEMVgIVOYt1KiEpAbqrDcEh5LdGkro5nmZFYfidRur5gakLSyh6DIXXimxKZziZwM1ztQDu4bBsM4nmtN07Ywy+2oVu+Fz9XiVPZ9rJrvKRmqXOTfRQJQELN9nwvTxUYnJmaXyPAHP9/F8E8etMNMYoW7PUXEKrIsfIK40s2hNMRjbCwR9Ry3aAGvjBzGndOoFi1LOYuxCHi2sMNtiknzC44JxkZS+yHDD4EAqTla9+Q7MGWO8u/gsHc5WTKGZSItOfd6nUXKRFQElLFLN2+ALXPpJMSANDQexKjPyQoktzyTRRRFRZlmJ16y6NPXpjL+ZD8S1BPA8KOccHK3K1YWThNPS0r3yyPlXIVWlZ1crF55bpHjdxii5hNMyqw7GSXVrqFERq+5x4blFXMvnwP/Sjl0PgiUIPie/scCGJ1NBBULRQ4tIpHoCj12zEhCo9Y+lECQBRROpFRzO/WCR8nRAFhpFl7e/Ms8D/74DQxQwSoH3a27EZPhwkdJ1m67tETatuikwJSkCoiQQzUjEO1S2fzpD5C7vFYBreYwcLlO8ZhFtkYm1KoRTCoIE3TtSDL1QxLV1+u8NLGbmLzfY+olMcP0XbNZvSZLu09GjIpt/I42kCMQ7AmKXv2IgiEEwQosHhFRWAzX4ypxF+6YwM+caOKZHx+YwqW6Nd78WZAgRILtSY+dnm8EN1HoFSUAJBf33oiKghkWsqodj+gw+FKM8baLGJAQpGFsFUUAQIbNSp//eKIUrDQTRp1awSXZoXHphnvqCzT2/leHcDxcpXrPo2h5h7YeSKJFACM53farzNhd+VKR1fYh1j6SYfLeGa3l0bInQuTXM7IUG93wyw+Q7wdie6lEJp2Vs08MouYhS4B0ca1VY/XACKeoxfTXH0LEqu5/uJhxNIIoyguhj1X1EMWhjcUyfcMrDMeBZs0iLpnJwIMp8xWf42SLRDpXu/SF6QyojdQPT8fnheIHPH2pm7vUSYsIg3hwi0Rwi1RrFMmy618YpXAnGOTnuoPeYNLIznCm9CMU3eOwDf8T5ry3NfaqwLELnGB7hjIi85MfbsytKsl1h/EiV6FIQwKp5tG8K7qMeDzLTo6+UWfdoEj1+KyGa4/X831BzFynb86yJ3r/US1nD9W2ichMCErqYwPc9PN/B8U1EQSIiJylaM3SE1rBgXycsJWi4ZRRBo+GUWZc4wIniP9CpryEqp4nISebMUWJyBlnQCElx9jT9Jq7vUHFyvDT7XzH9oB+3XR9kV/rjt/U0lmtFFiuLSDGbbm0T58qHEeVAITlvTdAT3oTt3aKPcQvu1v86a45yuvQCjh+MzRcrr7Jb+QQzxgjDlTdxfIt18YOcKf0EURBZEdlBRusFYMEO7F/WRPeTVNu4WH6Na40LbEgcIqv1oogaltdgzhhjpHqEDYkHuVo7GQTQEBAVgaI7Q90v4tQtmvT22wSJFFGjL3KQny46PF+4IZAlsC+RpD98O6mdblxiuPIz7s18irHqcSy/ge01iEppeiKbg7HFcxmpvsXZ0ktUnBw+kK53sjHxAMcXv89AZDtnyy8yXjtJmz7I5uQHl7Oqnu/ScCrU/RKyoBGREsvHKosKMr+akFLJmedo4dtIgorhVRiqBKJQveHN1N0SISmOg4OESEzJUBqRyb/aT1dXP1ZZ4OS4zYY/AlUI5sobCIki8i3VdjdgunUK1jUuV4+iieHAlkjpRPwFKtO/CFV7kcvVI5wqPo/rW6yK7WVz4hES6v87glXv4+74tSS17+P/PzAqDjNnGwy9UMQxfQb2x+jbGyWc/uUDmOU1qDuBlL0uxW+LjL5XFMbNZULrWDcWNIskO1Xa1odpGtCYH2ks980KAqhREaPsYlZcPNcn0qTQt/fOY7ZqHrPn6ndsn7tk0LruvUUdhaV+w/KoSMvePsatM8slzCISMTmDZ9tU3npj2T9VEMEr5nEvXmfHwFOMqUco2jMgu0RTGnYtWOjLuoBRdvHvrC6+DYou0rYuTHZFYElRnbOX+1MBsqt0xn9WxveCMrd0r0rxurVcVqnFJIySw+yFQPgnnJTouzeOGvrFA36j7DD8YonpM3V8L1B53viRNEpYRI9Jt5VxA9imx8TRKuefXcQouYSSErt/t5nZc3XOPRsISPTucViYNEm0KxSuLJU0CyAqkO70qZ2YR2tvxW9fS+bf/jnu/DXMKtS8Fo7+1wrJdoPmwRZqhRvGoMEuFiYsXMO/re94cdKiVnBoWX33gEGsWUUQYO/vNXN+iSjFWhRWPZDAqrvIqoCkiFQLDsf/Nkf7+jB2zcOueUSyCtGQxPjZGq19KmcIFk4zlk3JdWndFSbdoVIbski2KqS6VNrWh5hTgjLmG0d5uioyoK6nbJ7AdT181ycix5EFGV9YwHALrJDv5e3q1+iLbCUqp9mb/S3Gqsfp1NeyJfkhDLfKSPkY6yprAAvBF5HRqVUN9LiL4ch46NQ8OF2pU3VdPtHSRFiSKJhTPD/zX6i4eWpqib7tTzH6kyJ6KkU976EngsBSbrhBrFVFViWUpQW4b4FX8RhQNJoUmapp0bxaR49JhJJBMEpPSFTzDr4Hsi5iNFxkRUSUBMyaj90IMqqhhIRZ9Zh8pUS8XUWLyVx9u0pl3mbohRL3/kHLshr6zt/J4tpB0EZSRHwvIOC7v9CMHhfZ/bvNTBytMnWuxr7fb2FuqEGt4NCxKcz4WxUuvxIEuh76sw7yY2ZgNSPctGFyDI/jf50j1qqw9pEkZ7+3iOf5CCKMHC6z8SMpEp0qzYM6nutj1TxW3B/j8islFsYtundEWP1Q8g5hO0EUkFQBQYLeXTGO/bcci5MWoiRw5Wdltj+T5eKPi2z+jTS9e6Ks/lCCyoJNalClMxrhwvNFLhwu0dSusuGJFOkenfqCzclvFjDLLoMPBV6+RtEl1ioz+FCSiXeCHuDsiqD027U8unZEuPgPpcDbVgzE8nw/aGeozNmsPBDjxIxFbT4Yl1rW6qS6VXp3RYk2B2XdVsMnuyLIBk6fqyPJArFWlZUHYziuy9i5OVbubGZ2uBZ467qwMGEz9HqR1Y8lkDwBLS4yN2QQSUsIooAoCkwcDSyjqvMWoiKw4v5YcJxS0Eqy4Ykk7/xNnvyYuXQ9bRzb4+pbFUZeLoMPKw7E6d4eQU7ZrEroDNr9EDG4pHyflNbOxsQDVKZdPMunNGdz8huFwLsX6L8vxn2PxYhEJGaP1Dn1jQJ4UKu5XBqucuj3mxnJG/jAYt1F0AS67okyKv2UvZ98jNHDdcZfaZBoVxHXw4YnU4GycrxEOTrL0cbXkRUJVJgoDDGwfzP5y4Gvruv4+Di0bFA59eIEWjZCqlelda1OecZm26cyy8GS6rzN0a/kcO1gJOnbE2Xg/ju9Nq/UTmB6tcBiCRhvnOD+zGeYbJzBcGu0qAP0R7chIHCtcZ643ExW7SNnjSMJCrPmKNtTTzLVGOJa/Tyd+lo2JB7gUuUttqeeZEviYWbNy1h+nYZV5kL5Fap2gZ1Nv0HOvMqK6A6a1G7eXXx2mShCkMVbGd2N67vElDQle5435r/B1Nwk4SaRjuhqtqY/yKni8wiiQJPaheU13pOf6FRjaPm8b2DOHKU7tBFRENmSeIS3F75F1VkgobQwY4ywPfXEcs+n6dZJaR08N/2/4eEhCTLjtZM80fGntOoDXKuf5+X5r+D4Bquie9GlKDU/EOzyfAd8ARGJl2e/wqGOz5PVem47FpcIbxSnEAjGCUGQOFau8WBTcvkzplun7OSwfYMTi8+xP/sMtmfg+jYppZ26U0YXYzTcMudLLy9pOgdYtKeQRZWiNcvq2L7lfc4Yl9ngHUISFSzPYLx6ghPF56jYOdpDa9iafDTwq71LT+x7Qc1eZEPyEGU7T1xpZqYxzHjtBKZXJyY3MWuOcaH0MqIgszHxINHwINV5h+otiVnzksmDqxM8ny/iARLwwUziNtJ/896O8eOZ/4y/VBY/VP4Zj7f/CWmt8z0d96I9xdsL31r++UL5FZJKK5vUh3+Vy/A+/ol4n9S+j38WytM2R74yv+zPevo7C+gJiYH9S1YEto1bKoLvIcXiiHqIhlvmTPGlICKJR5u+iu3pJ+7aR/FPwY1+Ts/1aRQd3CUxDycb2Gbs/b1m1nwoSXXe5tq7VURZwKoHSsj998ZQ9F+sgqfoIskujdmLxm3bb/TIvRfE2xSSXSpTxy227T6AnWhQ0q4S1ZNsSjxETM6A5eLWasvfEYTAdsKrl3BmV7Oh/RGUrIPkhki0N8iPmri2j1X3aF0XojQV9HRpkV+u7HcjM6rFJeIdCuWpICggygKxdoWeXbEgc0UQAJg5VyfcJAd2HaZPdoVOLWczfaZO6/owaujO61GetShes3AMj/GlzLAkCxSvWUyfqTP4QOIOQgvQWHQ49+wC9XxwX6s5hwvPLpLuv6nOmB81kGSR1vVhCuMWpSkLWRfo2BIm3BxFOPRhJk7C5F8WEKI27Vs60RIy558tEW2SqRUcrIaHlpAwSzebqaNZabn071aYFfeObbcimlUJp2QS7SqNkgv4jLxcQtFE+vfHaOrVmLvQoLHgoidv3huz4hIJyegpmWkxKL3URIGwKFJ0XDY3RbDTPtqW24lN0vbZlYjydiko8z1TMflYz/1MmRGm1bOIiKyK7OXs9OsoqkxSasUVTWRBRVhSu0oozawWH6RRtrHKBkq0xp5sD5IQwXMqNBZ8JCVGPBylZ4fESV5mQ+IDnKlIgMNY3aTmeoQliYZbouLm6VI3sdI/SGpVilRCJHfOQ9MV+vbFwPdJdKloGRmxTaJYdJBlgbgi0dKvEVMlchcaVHM2oaTC/KU6XTui6InAduX0twvIIRFRFlh/fxI7p9Atbeds+XU8z0fRZeJmH7kTEtdP1jHKLv37oiQ6ZK69W6d5UKd4zUINi0Qyym2ZKFiy3krJ+H4QGHNMDz0pUr8aVAGqKboAACAASURBVAg09WmEmmSshsfcJQM9IQXvXtUj3adSXCKWnuujhkQEOchOx9sU5oaMpRLsoL801qpQnLLY/YUMaljCMjw2fzzFxLEacxcbRJuVoBR0ZxTl5yzJFF1k/ZOBJVF11sF1fLSoiGP4OAbMnGuw6aNpJt+poSckMis0Ej0qVtnjyP+1NFY7PlOn6tQXHLZ+IrAPqi84VOcdLv2kyPonUsiaQLJTRY2KXF4ievPDBvPDBqIUqHMLIoFwnBAEvQb2xznxjTyeBf37o9zzdBP5MTMQf5ME3v16noH74lh1F1ER6NkR5fqJGp33hFjzeBREF7cucvbZPEbVo311mkqpzj2fShGOi7SsDVEpOlweqTMyXGf15igrNkWoTFvMD7lBX+s1i0hGRlIFVj+UwCg5XPhREdvwkTWB7CqdzR9LY9Y89LiEIAmsfSRBLedy/G9u+v2e/lYBNSqyOFPn8qnrrL23g3BMZ23zR8n7F2hEK3i+jtVwmThWpVG62X8weazGvj1RfHyGj1RxWfKfdsHzfKoTFm0Jlbm6xfpUiKgsEO7S2Sg/xPkf5Ji6WEMSNKrzAu/8bYGVB+MszFSY2fAcC8VxhAhYfgMtIqLEPXy7we7PN3P17Qqu79KyJs61kRyub9OyHgYfiJFqC9Gy+uZz1Cg5DB8uIWsCnh0ERyeOVTnwb9sCcbhbUHfLeL67NHYI1JwF5s2rHMx+gZqzgC7HOVr4NjV3Ac93WRPbzz2pD3O2/BIFczJQiJUSuL7NqtgeGm6F4cpbrIsdZNoY4uXcV4jLTZSdHF2hDfSF7+FE8VnOll5kffwQxxa+x8Hs5yktlZD6+Hi+S8UpULRmuVR+k53pj3Gx/Cq56hT4wRw/LpxiT/bjRKQ0ITXCxsSDxOQMsVtEn26gPBfMV9dP1El2KnRsjpDoUMlo3ehSlKpjcSP6mVTaiSpp6k4J2zOWbYRumKsNV47Qrq9mILqTuNzKcOVNfDxEJAQEPGzGaydIyFkuVd4M5kEfLlfeZkf6o7yW+2t83wXfZ0PyAYq1HL7ocrn6Nhm167aeVEkQ0USJxi2aIILAbVlIy6uTVjtRBJ2SM4fp1hmuvoUkiFhesLbZlnqcFm0gEGn0BQSEJWrrIyCS1XooWXMAtGgr2Bh/gJw1EXj8+hbHF79PZUkR+VrjHCEpzurYPsLynZ60d4PrO4FwpqijLVkiGU6VGXOEowvfDs4LgV3pp5Ytk0RB4tXcXy1dB5lXcl/mkdY/JtXTQmKVg97iYeZFVFnknliYvpBG2XFJyBJpRUb6ufWH4dY4V/rpMqEFaHhFrhtD75nUXm9cvGPbRP0sg7F7/1lJnPfxy/E+qX0f/yxMn6lzi3o6AJPvVOnaFkHy6pTf+hm1d4/huy6hVYMkP/hhcvIkl6tHaLiB55tdb5DRulgfP3RXkvOPoXlQZ+z1Mr7NcoatfWOY3KiBVfMwKh7pHg01LLL3Sy0MPV/EsX1WHogHGctfAkkRWXF/nPnhBqUpG1ES6NgapqnvvcnfAyTaVe77w1amz9QoD7nsvf9ppKSBoipEpFRw7rpCdOs2FiavLn9PjoSIbd/FzOsmwy80SHQorHlYY9PH0px7dpHytE1Tv0b7hjBnvrcQlPBJAs2D+j9KbkMJma2faGLmXIPiVFBe2FTWOPrVHI0FFy0use1TTWx5Ks3QCyUaiw7dOyLE25VAMAWw6t4d+63MW5z8uwL1okOyU6UyYxNuktHjgbLx4oSFa/vLxPlWmBUXq3z7Pss5h85tNyeCq0eqbP54E77ns+GJFFpURItJRJpk1IjEnNHK+NtX8CwXUfa59GKZLU8HfpiVeZtIk4wgwPZnshz7q3nsRkAMtj+TxTJvWrKoUZFUt0ZT/y+/32bFZWHSZPp0nexKnfkRg7HXKyha4L95/x+1oUYljHLg79q8OsT8pQaiKKCFRdYeiPOmk6dZVRAFkBFYEdYRBQHtLu9EQlH4WDbFxmiIy3WTtZEQelHBO7yVzXs346WLnJk5jORr3N/2Oa4vXCaqd7PN+B2c+Qh2KvASPfeDIvnRINMdb1fZ8lQT05dqbHgyxdVjVRpll+5tYVpXSwj64xwtKVwxbBRBoFdXUSxwBQ9V1BlQ99B65RCnXixgmyN0rsyw86P9qCGFM98qULhiseGTKY74VVZ+LMXlF0qU8hb6CoV1H0px7tlFCqMmnhMEp7Y8naE4aZIfM2kZ1PnAv2uncMVEj4sUpyxKEz5Rewt7+9uZsS7RkelDGu9h7BUX2/BRdIGZCw3WP5Yk2akRTstceqlEZc5m3WMpJPnO6+raHnNDDU5/ZwGj7NK2IUTvrhgnvlHg4o+LNPXr7HgmQzQrU8XBMT2GDxfZ/qkMb385R2XOJpSUuOeTGeYu1INy25pHqkvDtX0EAlLqmB7xVgXPhfPPLdK3N8aVNyvMXggWmL7n43vCbeJ1AFbDppbzWJwISt6bV2toCZGZ0wZzQw18H/RYoPDcuTnMxLEa+VEDNSKy7pEUgh8I4lVzAQHLjZiUZ2xSPSJKKChVrRdcTv19AS0usfk30rSsCdG6LsTs+VvEerZGUEMSXdsizJyt49k+YlgEfKyKh6yJLE5alKZt5ocMBAkWJyyEJeub/ntjRLIKkiRg1z1Cq8scLv13doaf5uhXc4SVJIIrM3Ouxtanmzj/+jUEVWDnR1YydrqGMm3R2R+idVWI/OUGHfdE8JxAD6F9S5j5yw267olSmbWpzttsfqqJyXcqCAjLhRmhhLScBY9kgiDCshsM4Ng+10/W0NNwzwd7OfvdIpX5IlpEpmtXB/4TGlpUwqp41PI2kiqihpfIhgBG3sFMSkFrwtJunYpHU1ImGpdRRI+taZ2DmQjT9jskFlYSEpNULhuEZAkBEQERz/EJp2SmTokM7t7HcWMSXU5i+nVkFNKRZhJJmYgcJt7vMlo7jk4PK/sybLC7GT9a5dJPyvTvhnSvtnzOnu1j1z30pIwc9nBNH1ET8DWBWdmlzRPRRJGaU6JDX81I5S1kUQ08Wt0KcSXL5epRtqef5PDcXywTGoChys9YF/8Au9NPUXHyFMxJ3l34IdeM87i+jQ/E5Swbkw9yIv/cEn0K5u6pxsWljKBA3SmhiDqub+N4Fl3h9RRL04FQly8hiypZrZc3C19nRWwns+YooubiVVycuoTs6TgJl0ezf4Ko+YSlBCH5ziytZblce6fGia8XlrdNHK2y50stdGbXcU2/wKwxguFVadVWsiq6m6pTwPO9pTWLjyqGEZf8WAUhsHaKSinUUJiJxilEQUZAIC5n2ZT8IKoYYsGeYkV0JzWnQMG6znDtTVJqOx/t+A/kzQliShbRlTm7+PJNZfmfQ0yW2BqLcKpao+56yILA2nCI9C02boqokzOucl/2M1yrn0USZKpOHlUMLYtFjVTepk0bZEM8KDWOyCnqTom02oGIxLbU47w6/99IK12six/gzcLX8fGD8uXwZlz/diuzefMKHaE1OJ6F/AuEtG6gai8wVHmDWWOEiJxiY+IhmtQuqu4CF0uvoQgatm/i43O29CIfav2fWLCuM1o9fse+xhrH2fzxJ3nl2t9RKE+TTjdzb+9HUcV+2jSVtl8ylQvAHYMu4N9l2z+GjNp1122K8Kv5Ar+PfxreJ7Xv45+FaPPNR0jWBHwfolkFSRGwxqeovv3m8u8bl4bQV69jtusqFafAjahnzbWYNkZYE7tv2UD7vSDWqrD16SZGXi4jqUJg8SJCLecgKsLyJK6GJdrWh0n1qPiO/0/uiU10qNz7pRRGwQDHRNUNdK0OvHdvskSHSqLj1nO8cx/6ylWkHn2c6ol3EFWV6KHHOPVcjfEjNTzHJz9mUhi32PO7WcIJiVSXSn3B4ehX59EiEo2Sy+grZTY8maJ7+509Qj+PSJPCivuDa1FfdDj1rQKCICDrAr7rc/H5Evv/oIXMyhDlaYu5Sw2GDwfqrLImEIrfSZzNisfkuzX0uETfnhhQwSg6KCEVWYXMCg1Jvfskrccl5JCIY92MlsZblED0RQS8QHV0/lKD7Z/JoMfk2yZ83/OZvmAiRJPIeAiShOL65EYMEu0qRqlBNCtTmQv8Mh/+s07suhdk8JplXNNn5cE4OA3S8Rzu1bPYp7PYGzejZJvvOF7H9Lj8Wpmx18qYFY/hwyV6d8fo2RFl4lgV14L8qEnzap1kp8rZ7y+w7sNJBvbHCKVkYi0SfkpkTynGqUqNkCLxgXSCFuWXP59ZTSWrqexdqjIr1S0WrtoUrviIaZG21Q8Gi7+YxAp5P9UhFbvikbucp3NrBC0mLRNaCKourr1TozRjUrpuk+rXkFskJi42iA4mueInWRtV8Kiziv+HvfcMk+O+7zw/lau6q/N0T8AgziANciCRCOYcQIlUoCRSsiVZ8mp9z3Mbzt71i3t3z95zL+72gs8bbNmyLImySAUGSRSTmEQARM5xZjCDyZ1j5boXNRwSJEUla3d9y+8bADXo6urumn//f7/fN+gsGhM49XQZIyGx4p4sG/kYLzwzTBhEHfXGqMiRH9QYuiVJaTiiuDfcgP1WizMxm62fitMfJpmTfdptn9L8tYiygJ6SGTvQYNmeBGvuSnHlzSZKLMpxDQXoBAFrbk8y8mKA+lY3Zrqf9A0JDj4+h9sKIgpmALGMhJ6UGHm9ydjBiAFRHrFxWz5S6v1ff61SdP83pqOiL7dc58DX57DqUVZz8ZLFmZ9U2PrZLqZOtimP2nSvNSgOW+z8ch7mY4MkDc48W0UQBDqVaEJbWK3TqXiERFTd7HKNV//9NMm+SM+66eEsS65zGH69gdcJSS1S0cxrJ/TVMY+X/rfJhVis7iGdHV/M466EieNt7KYfubovUjjxRJnahEvgh8xdsHFaAatuS3LyB5UFur3ZLdMu+yBarN+X4dDfF/GskGReZsPHs6gxASMtMXRfmsIqndKoTX6lTm65HjnGeyFr70ljNTyMjEK6X0E1RQIXqmMOQ/elmTrRxmtGWvPMEjXKFW4F6IkAKR4Vxlfsi+zq+iStk3EkagiAIzSJZRJMnbToXpHEcTykREByicKqXQnOvFSl8YJNLKtg16N8H88KqV5xWX9/huHXG0ye6NCYdunUfNbvy0RafgQ8O2TdvjRHHy/jOyFKTGDgpgRLro9TGXc49VQV3w6IZWTUBEwetWnMuoiCROiKzBwLqWz0MbICsZzEos1xWi/WIzlDCJIukFqk8lqnwc5708yds3DbAYQh2ZTMkiU6nwkSqILDcONFzpZ+wbbs/aQntiKrEk4zxG4GhGHkKRDPy2z/fBcoKbL6Vxhuv4UuJlge30Ja6UEQxCiDU4ZQiTMciKwV4vzsr6ZpWz6KIDB53mLnY110r1WQRRUtIdG1UufisSaqIdCQA8RYyIjq8ncj0/zZsj6W6RKnay/ihB1u6HqUC403sIM263OPvL3aYvkNGl6R98IJLBRRQxE0ZEFlTfJGlplbERA4U/85TtAhCH3cwJqfB4JA9F0SELFW+o11VJxJBEQkUSavLmV94nZGGsfRJZPNmXtoDmtsTO6jZF+hoC2nbE+SyeVZEd9GQs+S0xehh0l0RV3IYg3DgJZXJcDHkJK0Z4h0/vOQdYHadKShL/RmuSH3Wdp+HQgjDWfoUnFnebDv3xLg02+sp+WV5ynAAmsSNyxQnFVJYyhxM5caB/Bx2Z75GG+WHkcR9ahJICbZmL6Lw5WncAOb4fYhVsS2s1jfwGjnGBPWaTLxHlZqW8mq/e9zDo5JEg/mM/RpChfbFkt0jV0pk8S7XH11yWRVYhdvVX5IUs6jiBqiICO+qwQQBAFREFlp7iSl9nCldYyc1s8ifQhDSiIg8EDfnwLwevFbC00IK2iiiBqScO16mlF65x2WP7zM8AKHE7WfMdY5AUDLr/Ja8ZvcXvgqfujS8EvEpCS6kCAMAyRBxQ1sWl6VhBxN3N+9k0jKea4EB+nos8QMGVeucKD+PW7TvoKpfDgbUJPirE/dzljn5ELWrS4m6I8NfejjPgjd2gDL49sYaR0GoEtdxprkTUjib5eP+xF+PXxU1H6E3wmFNQZ9mwy6d3oE2SqSLNHdnURSROwro+/7/87MNOmBXt4djA7RAvhe3cqvC1kV6VkXI7NUoznncuGFGuUjDqIMa+9OEcteu4h8UNTOh8FvNWm/8D3sSxcB6ADupi1k7t0XuRP/I0OKm5jbd2CsXYcgSjTKImMHrxIG77w/1XEHURToNHyuzG/W3U7I+n0p5i5GE5Wxgy16hgzUXzGtfTc8O8CuRwWeogsgCIReiGeHpPtVBGDiaAtBFIhnJdbemyaWu/b9DINwnoqYYOJYRHFceWuSkV9EcSKFtQZ9m2O/dCofyyns+GKeQ9+co1X0ya3QGLwlSbJX5o4/72P2XIdkr0p2mUYs/QE66I5PqiAyWa8Reh6irqOZJj3r9KiQXWeQXapSnXDQ4hLx9zQ3FA1W3pqkceg81Wd+gCAKOBegffIY+c9/CSV7LXWtU/UYO9hEEKNGQBAIjO5vcN0X8lw93EKUQVLA7Xjc+C+6KY07WB2f9EoNPSNBM+TM41WUOZc7t8XI9Wt0ezKa9JsZUxgpiZ4hg+nTHdySwqWfFxm4IY2ppxj9Wcjk0SZ6MjJMapc92uX3ZwnXJhxiOZmZSzYTpzuYeYncoIYgCUxaLiebHb6c6kKYDbAFn9xSleE3mpTHBIb2pUlLvfiihyyqOIHI1ITFoPXOZMRvBaiiwJzj8HoumnLEQ4GNbZXADxfou1bNR5RBlASOfbdEbkAnlpNZ90Caky9UqdY9inMOQw+meeX7RfoVkXh/gLnYpzTRQhN0/LZE36YYiiEhv0uXmuhVkH+JBrxd9gn9qLD2rEin2yp6xLIysiYiCDB2sM3gTUlSixR8d15PakhRhrUWuet2qgGDNye59HINuxkwfarDdV/owrNCXCugNulw5tkq6SUqS7abHH28jJGWWLE3wdbPRPdXPCejJ2Uanh+RPhs+516oIRoichDgWSGKIeJaAbGsxPZHc/guTJ9qIykx6lMukhJpLAMvpDzisPHjWRRDxG4EaKbIuvszXH6lzoaHMlzZ32DDxzKRVjuMpp7DbzQx0jLpfo3F200Wb3+nSdaYdTn/Yp3BmxJMnmxTf7NJ14DO9ke7qF61GX6jxcWX6uz8coFOJaJJu52ACy/V2fbZHMVhO2rwidA+0MvolTr9gyKKmySUPSRRxlFrmH0FFt0kEAQS555uoMRlRi66LFtnMnGsTc86g9kLFlbF5/JrDQQBYjmZ1XemWL8vunf1hMTrfzGNZ0fUzMa0w+6vFtj22RyiKuC2Qo4/WaI567JoS5xb/mUPR79bZNluk9E3G7Rmg2iiFUbsHacVMH2mQywjs/i6OEt3mTTnXK4ebaOZEqtuTzJztsPNW5LUaw63/Vkv5REbIy2R6lep1ys4sSkO289SLkXF1FxwGa26gTV3pXjjL2ffxToyCINIuw8qCQboMQauuW+rrsezpSpN12d9YhVJWeDymRb1jocXgEWIFYRceKNBuDggpkNW62PgziQdMWTmUodkUmXFHUke96pYYcgrlTqFgsh45xRuaCGjsSV9H2cbr3Kg/L15yq3Aivh2VsS3c67x6sL1mHIGU84AoIoGJecqx2o/mY+SiXFj7jFGW8eIy1lWJfZwtPosll/HlLOogo6EzEpzN0tiGzhZe5GNqTtJygUIoFavst64G100iVWXcOFghcV71uMlp8lry6m5s6zo2s6x6k/oNGqYnS62ZO5hKZEZkhNYXGkf41TtRdzAYpGxlnXCQyAIqAkBNQFO2MYLHRwhScuziMvv5KWGYUjJuUpBW0rbr+MGbXZnH2HKOo8VNFke30r2PVO6rLqYBxf9W8r2ODP2MMrChFSg5VcJwoBV5m4kQWXA3I4p5zhRfZ7TjRex/TZT1nn6vDX0GR9cXGUUmduzKfamk6ii8D5aLUBOW8zersewgzYCAlll0XxET4TViRsWXuNyJcPy+Jb3nUOXTeruHC2/hBNYhISook7TL7PK3M2J2vO4YYe00sOaxF5y2pIPje+BKEpuyjp/zTE7aNH2a+hikry6lFlnmKhVKrDE2EhCyXG5dYi1yb1cbO2n6ZUQEEgpvSyPb+P52f9wjUljx69jh21MfrXErVsf5IHeP+V843U0Kc7qxA1k5EW/8nHvRVItsLfrMbal90VRRHKSlPL+pvhH+MfFR0XtR/idkOxR2fTHEq/MfpOGU0aSBNKtbm40HkPtf78GQTYTmHKW1eYNXGzuJ8RncWwjPfogovi73Y6aKaEYIhs+lsVp+igxESMjIym/mxuzX69jX750zbH2qRMkb7gJ8QMmd/9YkOLzG0jRQYmJ+I6/0AoQhIget3x3gv4t8WgalJQoXu5QG593wtSFBXOqD0Nz1mXuskXoheQGdIy0RKfqL2hLlZiIYkR/NwsKWx7pwm7588Y8135mVs1j7FCLq0faBF7I1kdynPtZDTMvc+P/2IPZJdMsupz9SZWl15mkl2oLmXsLr1sW6NtocMu/7sO1IldaQRQQJZH8SoXCqg93eParVXLZIslugeqIg+845FZo9G4wiOej3EW7ETBwYxJZvfa5PTvAbgVIoo1n+cTueZSwVcM7fxBvbhZ3duZ9RW0YRAY2YRht2hVdpFX2kCSI52XiXQqpPpXD3y6RfTjB88kapAWmZyp8NtFF/IjHhRfqEMDk0aghccef99EqekiqRDwro83HAtnNyElXjb2/UaHGJIbuT9M9ZFAetckO5tH62ky8KnD5pSaBG9Iu+bz1zSK7v1pAkAQmjrYJw8jlOvBDCmt1xJhI6Y0ai1Yb9C83GH6jwdTJNus3GQxsTfHWN4q4wy52IyA3oDFwY4Ij3ymhKDICGkGg0ghCrCCgp1dBSUW01MIag6Qk8+WePM/YVaYEH98PWRJqaHrkSCzJUeROEIT0bogxdbKN1QgY/UVUMLmOz+CXsiz1Q0qyx3nRY9dXC3T3tNjf/BuWfexmzFMKzSmXZZvSCLZGbcJh+R4TWRVoV3zyqzVaQoDt+OiiQEKSaMy4zJzpkOhR8H3Q0xKSLEU6cE3AcwLceR1+ZomK047o24EbOYX7XsjyXSaDtyQ58PU5wgCSixQ2fiKLakiR/nXGpXdjjE7F5+yzFcqjDls/k+P4E2XsRsDWz+W49GKdY/9QxizI5FbqLPtYiiftKkMxnSW+wmzDoSz4mCmJzQ+maM15/OIvZwlDWHJdnESPQvGyTX61jqxFNOfQi6jYbxeVN/+rniiCyg+xWz4DN5lMHmszd9Fh+nQk2Qh95h3GQ458p8TOLxcWIs7eRuCFLNoY4+jjZRozkbxg9pxFp+az6vYkWx/JIiohkihx9UiTqZMdJEVg5W0pDv99kfKow55/nqdT8Rl9yQVJJbErWg8CT0HTVEwjwcCNSWy3wfRLEo0xj+51KoWNOoe/VUQUooI1tUjl7I9nF7Kj3XZkNrfm7hSj+5toscgMTNHfWQ/H32rRqfusui3JT/7XCQI3RJAERl5vIKsCe/5ZAbsVkl6sEfoR20IzRdSkgO8H9G+N0an6uJ0gkhX4IZs/ncXrhIy80aRT9pBVAVkTOfxskS2fzDHyiwanflTF9ttIWYHNn3mI15LfACGkL74KSRexaj47v5SnU43W9FbZ4+LLdbZ/LvdLv8vOtDqcbnbYkojxaqXDZ3pyjMst/Hf1id0gRJQFWoHIseK3uSn/BZxEEuV2nZV7DY46bf7KLlF1fOR5p1gBEUXUcH2LK52jLIlvoOVVaXplRGT6jXVktcUU9AFU0WCsfYKUUmBT6h7keVpr269xsbkfQzIRBQk36HC28XNuzn+ZhJxlY/JOTCnDaOsYGa2P9cnbMMQki431dIIGtxe+QkzOoIgqpttH4ryGZHoYfS6XrTexd1aQszvI6ct5ee7rbErdxeXWW3SCWnTtYZvDlafJqUvIqL3U3VkOV57m7cb6eOcUa7K3sPq+GOdeLNEOGvh4pLpjVPXLjFYvsyP7cESDDlym7YtcahygWx9krH2ckjOBKMjckPssppwjJMAJOiiCttC4lUWZvLaUjNLLhHVugY4bhB5+6NH2aqwyd+OGFiISba/GcOstZEFFlqP/W3NnsP0GpvyOAdS7IQoChiTQ9Hyavo8oCKRkCe1drr1xOU2c6PE35f+A8fZJGl6JpbFN5LT302U/CGEYxdNU3bMAWH6DkdZR7i78CSvNnbihPe9anbjGlfqXQUJGl0xc79oMe0XUSKl5bu/+KocrTzFrj9Knr2Zz+l4Scp7duU/jBg4P9P4pVWcKAcioi1AFDV2MYwWNd84lRIyBXwe6FKc/NvRbTWffi1+Wufv7gO/71Lxp7KCFIuqRjlz+1Uy9/7/ho6L2I/zOGHePYcs1VDnaaDe8OcY7p1i1eDuxTVtonzgGYYi6eCnG2iEEOSSt9HBL4csIRPlphphizhqh6k2RVRaRkPIYyq/vUPg2REnAzCuQ/+3s4z8Qv1Tn+5vrf38bxLsiKuChbxYRnIj0s/K2JK2SR+jDie+X2fLpHGefq2FVfcIg0qpGJlgfXtA3Zlz2//UsTjOi2iR726x7IMOppyLnYVkXGLo3TWXMxndCzIKCYojXdEHfRhCEjO6PIjLeLpJO/KDM9ke7aJUiHevRb5eIdcn0DBkcf7LM5k/m6PoAXbMoiaT6VFpFl9PPVilestBMibV3p+heayC9qxgNfR+/ViUMAiQzQWg1KH73W6y95Q6Eu/oQBAhKV5HDNL0buuheY7wvQihwHeyZMp25Fh1bR4ynuXx8CcXjkxgZnaH79qFNvQlGGtcKrnlftYREeqnK1bdaCwZky3ebhAIM3Zemb2OM6lWb7Gadn9VrXGnYUexPSsKph1RPdCAAQQIihiJTp9uYeYWLL5bo3WiwriH2PgAAIABJREFU5q4UxUs2Vw40kWSBgZuTdA1o79vkGimZ/i0y/Vvi1Gsu7abKxNkikjbviuqHYEfZy4u3x1l5a5KLL9ew6h6Lt8VRUhIXTIftX+4i40sc/Os5bDGkEQYwKjLriTSmXHQx0nvOnrPoGYrYGqIMq25OcfrpChrQN2AweF+aMCmw7dEuLr5Y583/MEOiT+We+1MEq2UcK8A763LhVJWtn4mipkJg+d4EhdU6R75domtAo7DawCzIZAdVZtUKLb9NIpC50JA5q9o8opQYt04x3hwhO7AYc3WWi6HN4ql7SSsZGlMu40eiWJfZUR1jr87jrQrdMYV9mQzj36vSmHLp2xxj9R1J9IRE5UqUGbr10zlOP1Mh9EWMlMTGh7PEciLtksDwG2W0hETghZSGbWLZNunFKqVhh7lzFsWLNjv+sItOzV/IoY1lZVbfmWbqjIWsCdiNgMJqnfqky9xFa6FJMj1sIZySMVYLKKLIs80a122KMTPu4CcjB+RLL9dJ9ioEXsi552psejhLbN4Ibc3dKU49VcHtBKimxOrbU7hWdH/mBjU6ZZ/6tEt2cYzyaJRvq5ki7XLUOAnnnZo7lSha6b1FrWaK6ClpQUfs21Fx1yx6DN2T5vKrDVbfkcJuBZh5le2PxdHTUpQJvSKaoEqKyJUDEW1fEOHY90psfCiHKEbFYG65jqRC55yIZjjIehSppBoiq25LYaRlPCcgnHdGRoj+VIwos9d3QgI3jJytqz5mXp6PABNAEtBTIvVpD9+OCpwwiAyTrh5pseqOFKd/VMVzA4buyyDKcPnYDK5ms/HWpcxdaXLumQZ6QuH6L+SpjjuUhh2acy6CKNAzpNMqe3SqHtse7aI6alMctggJkEUVu+TROZPl5o1foSlWyCWXc2GTSP5MyKmnymiGROgEEAh0r/3lOrwgDKm4HklJwglCNFGM4vWWq8STEs2aP7+mwrK9CcaCGbzQpuQUGbYkphyXbWmTl0Yb84Vs5A57UzqBKRusT97OW5Uf4oYdXpv7Jnu6Psd2HkQWFebsUYabB+k31tGrrSKvLaPj1Xmr8n2ScoGtmQdo+3UEQUBCRRNFJEGh47fwQptp6xKmnGNL5j5WmruQxRhO0MQOW2hinC5tyTWvVYlL+E0Frcflldlv0HIiGUxZvcQO7WOklG4aXomxed1oJ2wgIBKX0rT9Khl6Fwqgt+t9XTQpBsM46y22dm9g9CjkFpn0bNKoxS9htVtRBJGoU/eKlOxxNMmMaLWCQM2bIaP0UffmeKvyA6ygSUxKcV3m4/TogwiCiBtYCIjIosry2FZm7WGC0KPplVHEGEmli3+4+j9jyAlMKceNXY/90s/7g+AFDqIgUfMCXq3UeaveRgB2pk1uSicx5fc3QZNKnnWpW3+j5wGYss4xlLwFQRCZti6RUrrZln6AmJxG+i0GEzE5xcbUXbxZ+i7BvEHTstgW4lKGIPTRxDjXZR5GFEQMKYU2n/Uqo8zn3qbJqn0L5wvDgG2ZBzhQfhIvtJEEhS2Z+4nPMwf+KcAPo/dBEn59lt2Mc4mfzfwFdW8ORdDYlXuEVebu39l9+p8aPipqP8LvhDAMqb8n1Bqg7s4i50wyd99PYvdeCAKkRALJTKAAqxJ7KDvjuKHDgHkdY62TvFH+1vyjRW7Kf57V0t6FEO//mpCSSYxVq+mcP7dwLL55K1Lqv8xiISsiS3fEyS5TKV22SfapxNISvhfy2l/M0C75XHq5zpZPZilesnDaIbllGtWrNulF6ofSj6dOthcKWoD6lEtlzGLnH+WxGxFNcvj1Oo1pD0kRuP4P82SXfXDH0677TJ6IJrRR/EoUl4IAiW6FF//dJPb8c82cs1h7d4rR/Q2yy7UPNMHw3YiqOHc+Ms+xaj7Hnihzw9e6SfbOd7qtDq1jR6i/+jKBZWGsWo25ey9iYFF59qmFc8UWpZH3bkAUBcT3mFMFtk3jrQNMPfETvJZL+rZbGSlt5OpRC81I0JyucPT7bXb/yT6O/biJqBRZcWOC7DINWRXRTIl192eQFIHysE1mqUbXgMall+oMPZDBzCvYTR/R9ilZEeVX0iJd37Rls6RfZfJom9ADUYbQg8xijbnLHQprdPq3xCldtjn63RJhEDU5Zs9FzqfJRSri/ETd90LaZQ+7ETUjZjSfc3aHMA5CXEQKIOgEIEbnN9Iyy3abGGkJpxNQGbWpdDx+Wq+yqEdj9xWdQBWoOB6SIBAzJSqjNjFBRFLBmpcLNOdc1tyT4cDXi8T6ZYY+FVFYRV1gIu4xaCtcPdFm9ryFGpdoz7mceqLC3j/p5tTTNapjDr4dUrxcorAqyietjDnMnu0w9ECa2lWHkz+skFmssOLzLY5OP0HVqmAYcfZk9zFi9ROEHnbYpCudZ1WwG7WVQxIVckMZmldDDn27hCQL6F0SV/bXWOb7LN4gc9lzeMapsO+2JM3LDlbdw0hpHHuiROjD2KEmgzcnuOVf9eJaIWpMYHR/k9FfeCgxAbcToqckJCnSeZcu2+QGNcojDpIq0ql6WPWAUz+ssPq+FMaQSrsRgBCy84t5YlmJ/EqNWE6mNuFELsJy1Nho+QGtcZfFm3TOtTscbrbZui7GJiFFUpdRBZHle03KYzZiGN0DcxctcgMqi7eZxPMS2aUalTGbkCi+a/xgC7vloWgSB/5qjsCHyz9vsO3RHNNnLERZIL9SIwhCugZ1Tj9dQZyfnjdm3AWnZSMVUaOjjNwoyqdd8SEENS5QGXfILtUojVjMnrEoj9q4dsjSHSaCEFIZc9j4UIapE20SBYW58xahL9AphZx8ssrOrxToWx+jMmZz7HuRGZ6Rkdn4cJaJoy3OPF2lU40o6jf8826cTkCiW6Ex64IQxfZkl8WojtlUxx22P9bF1eMRK0GUBGRNYMm2OCd+VKJv/XucSEMwu6Pc307VozHrMXK4iLjrLGu2dGHoMepnGxz/6RSpWB7Xszn9dIWND2U5+9MarTmX3HKNgZuTtIyQOU3kgNlhYK1KbNxj6nQJTYgjuXEqF0NqUzECL4Z9u8K4ZrNsVZzaywF21UMTBbKazOI9Jq80GlhByEYzRo+qIIsClt+k7EyQFi9yc7oXN+xlwEjQtDxayZANf9BF/YKN1wlYvjHOxZhFrxJQsXQ0KUZOCVFQaXoe/2ZZL69UGvgh3JJJsEzX6FR8YnOr2RP+C4J0lWZsnJZfpqAN8EbpWzS9yFjpfOMXbEjdxkTnHFV3irZfY9q6xOLYeiRBQUDECx0aXhE/dFlsrONU7cVoGuvXcUMb1+9Qdk9yovY8AT4JKcfO3KeuKWwlSWD5XoOx1gitRi2ilidlJFngcusg12c+gR86zNkjjLWP44Z25OIrpdBFkxnrMiEBW9L3M9k5z7R9gS51KSOto1SCCXavyjO4SuRU/Uleax7C6CTYmn4AQpGO3+RI5WnON1/HkJI0vTLXZT7G1vQD9OqrqLpTrE3eyJXWCcruVQ6Un+CW/JeoutNcah1AEXTWJm+iR1/JptTdnGu8hiRobEzdwUjrMG7YifKdkZm2LjNo7uBs45WF196lLiEmXTv5tPwm09YlRlqH0CSTJcYmlqvTbO1bzssVgzeqTVbHDAbfU9Q23CIdv0HNnUUUJHr0gV+76OsETYabh+g3hhg0d2D5Tebs0YWs298Gffpq7uj+GjV3mpiUJql0IQkKo62jHKv9BCfokFZ62Zn9xEJR+8sgCCJ9xhru7P4adtBCFWOYUuZXanv/W4AfuJTcq1yo/wJZUFmZ2IUmmpjKB0/n30bNmeWN4repz5u1uaHNG8VvschY+1FR+xE+wm8CQRBYFt/ChHX2muNLYpsAEA0D1Xj/IpRQcgu2+kV7/Jo8Lwg4UHqSPn0tGbX393btvy6kWJz0PfvQV67GHh1BX7kaffkAonptcee70cTgbUqr74f4VhDFkHxATMxvAj0hoydk8oPRe9mueJx+uszmh7NMHG/TtynG0e+WFoqs6VPRBq57TexDi1r33TkA82jMehgpmcpomzNPR3ovLSnRs86gVfYwspERTKfmI2sisbSEGpcQFQE1LlGfcgm8qOCJNp4CRx8vXTPxbky7SJq4oFP8INhNn/LwtZSk0I+cW98uat25WarP/Zi3A3o7586ir11Pbs9m6kdO4Dshsi7Sdc8dyJkP/tL2qmUqzz2H15qPNcp0M/vSLJKaQlA1BD2OL8SoTgZUJzzCwKM8arPzjwpkl0b3gGoIqDGRdL9Kfcrl0kt1whC2PBLdC4mCQqrqsUrWOVJuIWsiTtPnjdkGN+9dxPTJdpQXHMKS6+Ok+hUqYxb5VQalKxazpy3qk5EeeMn1JsOvNrh6rM2K3SZLd5poCYnZ8x2Of6+M2wnwgpCe202qPS4bb05w9DslZBMSSYWe1TqqKdKcdREVgUs/byzoa3vSIosWq1QtHykt0fR8uhQZyw+oT7kMbU9SvxptJs1uBbcdsPR6E68T0Kp5TDQczpyJdMSqKbHkD9P4SZXp0x2s+jvGX7IeUrniEM/JTBxpRzTLOY9azEVSJMrDNnY7oLDW4OhrjYi2+nGFV68+SblRRJTArdc5G/yAuxZ/jVAokJTzbBY/wdnv+DTmZolJKdJpmQ0fyxK4IYoq4AchfgAzFyyWbU5Q7/jcKMQZeblO46rL0h0mvhdi1QOcpo8gwLnn6/Ssj9E1oDHyixpXD7fREiL5lSae1SCIiciKiBCGZJdHRWSr5KHGRPKrdBRDYMsfd9FcIXLGsRgvWdycSHD6OxUSeZmVt6e49HKd/m1xJo+10VMShCGyANkhnaO2vZCn+FqnyafWpJl9tcX0uIfZLTN4T5qzP6li5hV6N8RYujO+4BuQWiRhZGWqYzblYZvuIYO+DTFe+ffT0a+MAFbd58r+Jnv/pEC74lO8aC0UdbIhsnyXSXXC4fSPKgReVPBt+XSWZI9Kskdh/ceyHPlOMeKtSBE7Yexgk0SPwrKdJoghPesMwhCmT7fZ8PEMyV6VK/ubxLsUsst1SsMWtUmXMIDuIYNkj0Kr5PHWN4q0StHk0+04XHq5TrwgR5IEIXK7P/5EmR1fyrP7jwtcfqVBs+hSWGWQXqJw5FslJEXg8qt1dv5hnsZspDPu3xpHz0gM3ZNBkARW3pbk4ot1BAEUU2TjQ1mctk/3kEGn1sTsDzk8Fzn2b+u7g8ljPZH2WPSx/TbNooqgwI4/ylO+YlOdcWnHQ77TKFPvBCiiyM8dn0/ckMKYqCFWo7V0zb1pht9qMlN2KEgh2z+e4i/n5vjUF3O0zjkEdsDSTSYn4hYvl6P4rgO1Jl9alGeRKnK+/ganqj8HQpoEdOsbSKt3UjBS5BrQyYc46RBTkhjvOPTpIgSTLDZWc7TyBJpksiF5O9NOlqod8sXeLgQEFEmkNutw8G+LNMsdWl6JVJfBukd7OMo/sDEl0fCKC/FgggDnGq8zaO6g5FzBCdpoookXOoy0jrIts48z9Z/T8ir0GqsYNHfRdMvMOaNMWxexgzZb0/cz0TlHyRknIedoUuZw5Sluyn8Bfd50qe1VORU8TyrZg+6EQICsSPOUX4vxzklGWkfYnnmQujfLnD2KKsTYkr6fWfsKL8/9J3QpgRe4bM88gBP0o0oGcQKqwiRuaHOq9jxjnROISNhBi+O151ge30Lb7zBlXUBGZUPiDrJaP6oYY7xzkhdm/yMNbxZdTHBD1+dwWm2aXpmWX33X3iZkwjrH3tyj+IHL7twjtL0aZfcql1tvARCEPiEhk9Y5duU+RV5bztXOKZJKgX5jaEHz+jbG2ic4Un0GL3SoOdOcrr/MzuyneWbq33F/359yZVJj3LIZjEWTfj9wudo5y8HK96k4V1lkrGOluYMDpSfZlfvU+87/QVhibOBi401G2kfmjwjc2PX532iq+F5IokJG7b1mv1d1pjlU+dHC9LbqTnGk+izXZx4mJicRP+T5JEEmqeSB/G99Tf81UHYn+fns10kp3QzEr+NQ5RmswGFFfBt9xjpy6gcXt17oUHSuXHPMJ4pI+u8NHxW1H+G3gt9uEXTaSOksBW0512c+QdEepRPUWGQMkfsAO/Nfeq7QIeBa0xoraBGEH54N+l8ScjqNuX0H5vYd7/uZ7wRUxiLX0jAMWXFDAj0lM/pmg+q4Q26FztKdceLZf7ypsyhFpjbnnquRWaIiqwLNuWgjbTfe0cP69odb0fdtjHHlYJOFt1qAZTtMREnAaUUHY9loonfuuRrnnqvSvcZg6fUmF16szceeRBt+pxUweFOCypiFkZEQBIHMEjWivrqRqY3T8hcc80UJlu0yPzAXFqIs3VhOvqYYAq7JULSvji0UtFI6jVLooX3iGJl7H8Dcug13bhalbym+nqM552NkeJ+ONmi2EMJgnnIJfrVMLFug0QgJPAFfThC0wgXKcs96g8wSDavuM3uhje9EGcRLrjN57f+ZoTHlIkiw/oE0Riq6VjUu0T8U4wFXRUtLXOpYqEjcYaYY2V9n+2NdIESvWTMCKsNzLNvdxfP/yxS7v1pgVrAghBU3JHjzr+cI3BCzS+bSzxuIskj/thhnnqlGdEs/xLMDTv20ypavdPHjSp27v9hFUAtYlFYRXXA6Ae1xj1AIKAzpjL4ebZidKY/7t2V4yqrRSUB2hUZnxCVmCUilgK7lGvUhg+JlCy0usfrOJJ4T4NtRzqsfhhGvL4BYXKIe+NhqNKmvXHEW7jFJEUj2KCR6Ih2mKAu0Sh6bPpXlF/9xhk7FRzVFipcsAhe0uIgQcymNzUbUQSEylKqV2tjdFqHksq/33zD8gk2nNEdcySK5GtOnLfq3OWSWqPhOiDsfq2NmZWqBzx2JFEf+tkiiI2JXItfwFXsTrNhrcuXNFmZeYs3dacYONLn0cp1luxNsfkTh2ONlQkKW7IhjN6K808Cf//dLPmbeJ9WnsubuFL4ScCUZ8sPZMrYQssWMMWZ4XPfVApNvtmgVXTZ/OotiCOjJLqZOtGmWfAa2x6n1CVxo29yV1RiK6ezx4xz6+yKNkk9Bkpkdtuip++TX61AL6d8aQ0/I+H6IVY3yko20TGG1QWF11BCrTzmRwZUkQBB9XrVJl3bZ58jjpYg1EUZZ3Nd/LY6vtGlMhCR6ZGpXI4OxsYMtBm4Wac15JLpl9v4PPdQmHBRDZOxgk9lzFr0bDWJ5md71ccYONvHnnZKNpITTDFi0OYaelDn63RIDNyUxCwpGKmqO1SYiV+N2xcOq+dGEVRYoDtv0b4kxIbWJ52XcToBrRVrs2qzD4C0mSjzK3O1UfERVxKp6zJzu0DWoo5ki8S4ZRRdozURaVdkQWH1nksFbEljNACMn0Ql9FFci3iWzaFMMe8ajb+MAE95J6tIUueVLqc41o8m6KCLJAlpG5oftCpsNg6vjHcy1AnUpujdcwcOT2hwIVfZcV6C4P2TxDoNS3aVccfHDkMqoA+2Qadfj/3bnWD8UIyGJvOGW2SS8M012w5A3a03uTPgcn3iNTstFECJPiaZwht2ZW0koKqHtw7BDoREi5gIWFTTa8jhzTp2j1Wdo+zVCAq60jvJA359RlSQkMYHtN5jrlJg6pFAttgmQ0KU0tWKF0hmVzKZe3MCK1t35jqSIhDKfge2FHiCwKXUXk53zVNwJJjsJduc+w6x9GT/wUQWDhJLjrcoPojCfMOBA+Um2Zx5kpHUYy28iCyo1dwYnsBeK2jlnjNHOUTZr9yLK0PTK6EECWdBYGtvIePskRWeUl2b/M7d1f4W2VyOpFNDEGBOds6xN3MTF5n4kQeZiYz+3dX8VQ0rQ8RtM25dwghZVdzrSxoYBkiCjiCp20EIUZGRB4/6+/4mLzf2cKr7IDV2PcrH5JqIgIgsqXmhzovYcq8wbGG69RcevL3xufujhBjYlZ5yQgBdn/zNb0/eTlLujRZEQVTQQBYnV5h4sv0ndnaHPWENG6QVE3MBecHDueHUuNQ/ihy5+6BGTM3iBjR00EUWZ8/VX2ZF6kMX6O833ulfkF6XvUHWnCfG50j6KMq9/bfnVX6uoTSs93JT/A841XsUPfVaZu+nSlv7Kx/2maPnVhYIWosLtaucUi4y1kQY5seufFKX418Fw8xABAQPmdbxR+j4zdgcEgXPNy+ztepjV5i5y6vv3kZoYo89Yw5X28YVj0ef639eUFj4qaj/CbwFrdJjqT5/FnZ0htnkLym17aPs1ml6JHmMlBW3FvNbh14MuJsiqiyg7EwvHlhjr0cXfLqDatYIoRP1ICyMlsWhLnET374/GXJtyOfiNOZjPgEz2KMyesxayIOuTLs1Zh82fyn2gwc+HoVVyqY47OO2A3HINs6AgzlOuVt6a4tg/lCheiiYwi7fGGX2ziSBGOk8zL6N9QGzJu5HsjfRgl1+rE/qwfE+CzJLoSzA3oCMqdfq3xjj2vTLtkke8S2byeJvGtMuy3SYXnq9z7rkau76c59IrDZZcF2PP13qoz1Mp41kZJS4ydF+a8z+rYeYVXCuga0Aju1TD/JDPRY1JrLkrxeFvFbEbQVRw7zSJv8ttWc13gySR3vdJAsvBujKKsXaQUFQwVq3BTa7gwHeKtOYiGuXKW5Ms3Wleo4mVkkkkXUFPBXQqPq3DB1j34Bc4+nRAc84HIWTt3WnmLlsM3JSgNGyz/6+j+KT+LTHieZmRNxps+UyOW/51L07LR1ZF1ISAmXsnvknWRLo1lU/FcjR9H6fic+HbFZqzHrOnba57WMTb/yytkRHcQEO872561/RgN3z6t8apT7nRFNwNI0OleRr11Mk2PUM61rx2LgzAa4eoCQHRg7GWzX9qz3LDqgTdJZlDXy+CGEUnrX8gg27Cpk9msWoenZrP3I+bPLgngZaXGXrEoDns0JrzkHWB/V+fJVFQ2Pa5LpK9CrIucvBv5ohlZHrXGrTOt2h5AaIEK+9I8pTfYIecYOCmBOVRm3bJQ0tI9G+Nz0fZ+Ky6NUkIXPf5rmjKWfQQJYH0YpXscp1FW1xaJY+gKZM2CtSs2agxEoIcaoQtFWSRUfEYztxmkkoBURDx/JBYJsoQXX1nirM/qeLVfAq9CituT/J0s8qymowZSKiaAIkQSRWYPtNhxY0J1twl0zWo8cr/MY2sibSKHhdfqHPbn/eRG1SZPt1m9R1pqlcdQj8kv1Ln9DNVPCuge8igNedy8aUa3Z9O8XeT01h+FGvzcrGO0SXi+j4bd8TILNax6h6NaY/KFQezoLJun0myV6ZKQNKOHJAf6+5CmwqpVOsYohyZwSREqlMONzzUjSAKaKZEq+hSnXAYf6tJfdpj2S6TpTvM6GdlF98P2PqZHGd/WmPuvEXvhhjr9qU5/1wUpeM7AVpCou92i9fK/8BkcYxkMsnmB+8hf3EFqqoiyjB9qsOx75ZYeVuSwhqDieMtmrMeTjOgd6PBsh0JOjWPE98vR80ECapPltn88Qxnflxl0yeySLrA2nvTzF3oEO+SOfKdEpUxh0RBZseX8hHFO5TohFHESzITyRmCIMSbN5Hr3RCjMesSOnDlQIvMEg23EzB6sMHOL+epXXWQdZG5C53IYM92ufhiA7vl078lDmHIRNPhG3NFpJiINRlihAJ/vLybRI+CnhDJLNXx4ndzrOky2jrOnt3X4xR7mRttENeSDO5N4aRgfTMGGVj6YJJaLIRQxBVDwhA6YYuOItO7o0DfGp2DPyozOWKjCAIxKYrtkeYbZ4IAs45LZT4POitIfEJJ4xJySuyQFEXshoPdcqPvnTCSf8iqgCyCIYmQEdFTMl4nQFQEZFXEtxLRxNSvApERVEBA0y0Rl+LUnClO1n+G5VsoMzfT8MrzETY6smhgF2WWmrcQl3RU6U3coA4ICILI+tTt5NVlxOU0AhKz9jBlZ4Kc2k9O6ScmJjHlLsbaJ6i6kxSdK1h+E10yCYkiUGRBY1XiBs43XiUkJKkUcIMOc9Yoppyj5kwDcKHxBntyn6XsXMUKmiw1NuEGNp2gQUxK44UOo62jrEvcyqR9lhPV55lzrrAktoHduUd4rfhNSsEEoiASlzPoUoLbC1+l7EyQUfuoOlP4RCZOUuCjSQlkQWVT6i4uNQ9yvPbTyNDJr1FzZ8govZhyjpZXoe4WUQWNjam7mLVGCOaL/LZfx/Lr2EEL22+yMXUnVzunGIzv5L6ef0ndK9Jwi3RpS3FDixdmv0NIiB+65JTFLI6tp+ReZUPyDjJqL4IgEhJQc2cIQp+ASH+aUXq5Kfc5BAFSik1CesebxAna9OlraHkVnDDKmZ+2LrAxffdCRM+vgiQqdOsD5NTFhEDHrzHROYMkyJhy18IEP6suQhcT1NxpJjrniMkpurWBBYber0JMSs7fnz5+4FL3ZunWVlJ1phhpH8YJOmzL7Pu9SdS8IKLLB6GPLprEld9/AS2LCnEpTd0tUfNsAkLEeTbEhcYBCto6cur73z9TybI7+whuYDFpnSchdbE3/zkSctfv/Zr/W8NHRe1H+I3gTE0y/f/+n/jVyApe3rCGEzNPconjuKHFueZrrDR3syf32V+by59SC9xW+GMOV56m5IzTq69kS/re33oRmbtocfTxEqohMnhLtLEKgoDUh6Vu/w5wOz7bH+vCny82nLbPyR9WiWXlBWrt3EUbu+H/RkVtq+xG9LvivA5TEbj+D/Jkl2v4bkCiR2HnHxUiV9uyS2FNRDGavWCRKMhsfChLPPvhv+KSKtI1qJNeokZFwrsMlMyCwvVf6KJdiXSaRkaaj1yBypjD2ntk7Gako+vUfNS4QGG1wcSRaPo0eGsU7eRaAXoqovQ1ZhxSizRyKzRiGTk6dzPajBkZ+X1T1MwSjV1fKWA3fCRVJJaRrzGpUnp6yXziUeoHDlH8+QFAQJDfpPvuvaTvupvTT9dpzUXFXuCFnH++Rn6lfk1WsJzJkv3YJ6j89FkkpYbSkybdr7LlEZNOLaJPJ7sDGkGUAAAgAElEQVQVzvy4QiwlM/J6M4qfEuD883W2fiZH9apDu+SRW/6rg9U1UUQTRTqayPp9GSpjDtklIv6hp3HHRhAlUEWLyrM/ZPCeP6Jc9pk81Wb9g5koriQjIUjCfORHgJYQkY2I+ly96kQTUytg2ZY4PWmVTyhZKoLHLUqKg0/MgkCUuTprc+jvi6y6LUm74tO3yeDsj2uIcqQN1pISe/5ZnivDFhderONZ0aanMemx9u408Vy0mRi8Jckr//sUa+/NcNsN3ZTqLnKfzFGhzcdTGRKuQGylMV/wRyZbelrCafq89XdzkROvF5LsU7j+D/LoKYm1d6fxnYDj3yuhmRJLrzeRbZnrMh/nYPUJaq0ShmKyZ/FDjD0vsPzmFEHcJbPeoXg+uk5ZFZBVicXbTQQ5jKbhRK7hHSFgX1eaLldmyqnjBSGKLmI3o8lafdKheMkm8MNIBzxPzw58uPBCjXX70rSLPoe+WUTWBHIrNCrjDkt3mBz8mzlmzkQ68HX70ozaNrIoIoTBAi3/XLvDBjODU4lijFpFj0N/X1xwr5k912HXVwpkCwqGK2B7Pu12gF31ac66+CHoCQlHDWlq0CBg7icNpNvSHH+yTKsUFbPxvMLFF+skexTSi1XKIw5XDjZxWz6LNsXYPK/Dr4zYNGai5oGRlsmtFTjt/JRKcBWA8lyVw9IPuHXN1yi+GbmTH/ybIhsfynLyqQrnf1Zn6P40sayEYkj4ToAgRRp9Nwip4WM7IaIAI8darH0gxZlnq2z/XI7zz1XZ9rkuXv2/ZmiXPMIQ6tMuJ75fYdMnczz1V1OEIUgyDN1uoq9TSR9Rac14dA1oLN4eZ/aczamnKqhxkfM/q9O70aCwPkar6HHgG3MYaZl4QWJwWZK3/raI2a0QuCEXXqiz/bEcRyUbLy4QKiD8f+y9Z5Ak533m+UufWd61NzPTPd57YAYzwMA7giAJeg+KK4o8xXJ3bzc2tBd3pw8XFxtxq7vd25B0K+5KFEVKohFBEgRAEIQ3gwHGmx7fPaZ9V5ev9OY+ZE8PhiBAUIYXF4v/NyBqsqqzMivf532cB74ucMwy2VRTUZNiHD5IB7v1T7E59wBB5FH4tIFgdaPICrImcOwXdU692UAUBZbvTtO1N4EogRVGhJFAUs6wI60CDm6osn1fgflVLsdeq2PIIts/UGBcDri/mOVI00QSBDoUmQfyOc78qMbI0RayKrJmX4aV2xLMj/gs613P1eAECAKhE5IX+zDE6yBGFIUb7CeSwAIIiLXnKbmAHTRxwjYHqz+hU1+KIWUZbZ9k++Z9XDkJVtAiJetIQoLeTSW+MzOFImo8VPwsTfcITlhlKLmNDm0ZupQkqRQYax8mI3WyvOMm5p2rpJUiTmhi+hWO1Z9iqbGFlFyk5sUgdWfhESasEcbMQyxLbiUpZ5m0zrEidTMvl7+NHTbp1IZYk74VmmAFTQQE6t4cESEvlf+KtFJkbXofJxrPoAoGRXUQL7I5Xn+GgLhj+Ip5nLRcYomxOd4EEuJ02CiKMMQsQXSZDdm7OVJ9goo3jojElvwDiJFISsnTpQ9zsPbjRdm1hIQi6viRhy4lEZUSPfpKMko3Y+1DLEtto+7PMO9cpU9fTbe+kqI6wPNz32C9lKFbW4kqGZyo/xwraNBrrKFLG+KV+W+jikm80KLpz1H3ZhhKbWfKOkvTm2Nfx+8gIbM0sYWx9kEEQYIoIKf0IgsKT87+RzJKB0kxz96OzyKL3UzZ5zjf3E+Az96Oz3Gk+iQ1f5KM0rkQpvXrk4obXpkp+yzj5gg9+ko69WW8XP4rnLCNHzpEUcTW/Ad5ef4vGU7uZHV6L6/N/+1i52ta7uC2ji/82kRgO2jjRx6r03sYaTyPFzkk5QJrM7dxoPJ9FFFnwh5hbbCPtPjeQPJ7naZXZsI6Q92bJqt0cb51AAG4pfSZf3I73LLkNiatc+hSajG5/Bqw10QDM3hnG1uHvpS7O7+GF1mIgkxW6kSS/r/PpPltz/ug9v35jcavVRcBLYCwdimX5/4UpZTHI17IXWgdYEvuwd/IoN6hLWFfx6PYQQtDyvzaMIB3GrcdMPpyE9kQ2fLJIiNP1pg40ibdqbDp4wW61yfeViHzDxmr5jN90uLEj6qEAaQ6ZW79ejfSgufr2kiK8I4y23ea6iV3EdACBF7EhRcbbCzlufpmm4svNQm8iOW3p5k77zB/0aZjpc7Q3jRuO6B6xaE49OtBFrxdkgtxtU5xSEedccl0K3EqawSyJiAmRHw3flCJEiRLCp2rDEZfanL1UIvb/mUPJx6rMXUyDoLZ8okijulTGtLpXh+z+LVxh8N/M49VDcgNKiy7JU1hiYaeufFnKVlUFgHU2z5jKg4fm3/tKIIsE7MGAuXnXye9azdRECdB+wvpptcAePYttXOCLGOs24Da10/k+4SSTqOqUL5gUp9w6d2UxHMDNny4wJmf1dAX5M9W1Qciyhfi3txroA/ibuPQNEGWkbM5BPHG82s3fU48VmXuvI2ekZCCEPHiJa69ShAEJClCF6pMHlcZ2pvh6sE2XWv1uOdyysOs+GgZieF9GYyszIZH8owfMmnOuKy+JwOSwLFvxOzTrruzhFGA04zl304zBvqtOR8tKzP6SovutQaifP0adRoBzZmA4dsy1CdcJo5byIrA2gdzZHuufx+FJRr7/lUPF15o4lo+w3dnqaoBu90UahmSS+LNCqVbfespYPSlJr4dkSjKcZVSM2TmtMW6h3J4ZsjxH1YRBEh3K5ya9bjlq12UWMrN0qPQ5aAqOvZZnamjdVbckaXqzZAcmGPV3cNcOWAiiALLbkmRH1A591yDy6+36Fqn0b8lhRaJqKpIKEZke1WmTlqIEhg5mVX3ZpkftVn/cJ76eCyZDoMbWYxUh0z5nENxWKNnfYKJI3FXtKzGaoDTT9ZRkyKdK3VEA1ItCcsPuWYG6NEUEo24AivwQsZea91Q3e07EdOnLJIzHmefqVNYpmFWfIy8zLKb0lx6vYXTDEh2yqy5Jw+VgNnzDoN3hXQ+lMIjIpiPyEQiRk5i6pSFkYulvoET0i77zF9yKCzTOP9sA6MgMbA9yYkfVXHbAamlULavohZFdEnAdwSCIMAW6sydFygNa+SWqFx5o01jMvaiH/xWmWy/ytZPFzn/bAwstYxMMwxxFs5fEIIlRSRXaLS/G/9m2o0Qtx1iVvxFRauaFGN2PiOw66udeM0QOSfyUrvJCjMi9aDOekGD2ViafO7Z2vX7WYTJoyb9u1NMTdp0rTOoTXno3QozI1acVu3FXci+FzF53CT3IZ2wFuG0QqIwIqoFtBIhuQEFI6/ghDFTrIoGqho/myIlouX5NKYdmlM+kwfaBH6EL0RcOtiiY4XKPx/o5kCjRd0P2JXtZEAQuPTTNmNvzBN5kO9VePDRbq5KHqkumW2yzqZUgtvzGfwo9sKW97cxzzgMDho4ZsD0L1qsXZtCSmkMle5FtLuYds7Rk13ChsxN7yghNf06U9Y5tuYe4umZ/xtZ0AijiB5jI5EwSMH4OGm5RU4S2Za/j3xGYdsH+znzSpmUorJ8T45TGZeWrREFDt+ZEdmc2sUDxRwp5frvgSrqLE/u5LJ5lMcm/je8yAEiViR3sSl7H4aYpexeZU/p05SdK6zN7OP1yvewgyaGlGHcOsXNhY+xM/9h3qj+cLGaZdYZZXVqD1tyH0ATkkzaI4yZB1HFRJxu7NdwQ5uElEUSFAaMtVyxTgILHku5AzOoU3YusyFzF2mlg4CAijvOSONFrKBBn7EWQ8iwJnNbfN9HPlfMk1wxT7K39DkkQSEtF6h700DEycZz7Cl+lkvtw7iRRZfSS7+xjovtN+gz1jDafpOSOrDoKT7feo1RQWVn4RHm7Cssz+7imbk/IYg8DClD1Z1kwhxhQ/buOGVZTNAOqhypPUEQeQiINP157KCJLGiUnSvc0fm7zNgXSUg5BhMbeX72G2SVjlgOjcPF9puU1CUcrj1OGAVYQYNxa4RbS5/ncPUJdhQ+QloukniHqqBrYwdtjtR+yqnGcwC0/QozzkWsoM4iEx22qHoT5JVeVCHB8frPFwEtxM0YVXeSlFyg5VXwIoeUlEeRrq9TgsjnfOs1TjWeZ216HzsLH0MTE8zYFzhY/RFmUMcgIqt0/4PCn5zAxAoaCAgk5CyKqNP05nlx7ptUvUmq3hQiErd2fIGjtSc5UX+GXcVPofwThpfmlR72lD6DHbTo1/u4ZE0SRiGyoLAqfTs55d0VkFn1/R7c90Ht+/Mbjaj9EtsZm53eJl35+8Qi6VISXfr7SY5/eYb3pDnzTI1L+2OvYG3C47U/neXe/7WP3MA/HmPbnvc5+ZMa4YL1ozXrM3XCZPltacYPmYuvW3ZL+gYv6HsZ11yoYlAEutcZ5PrUOHW2EcS9pgtTu+oiCBFOI2Ds1RZaUkRLSxQ/8u67oa2yRxREJIsyovzOQD9RkFn7YI6RJ2sQQCIfL/xnz1oUlmoM7kwyfcqke63B+ecbbHykyOkn61x9M17o1ydcXv7P09z7h32Mvdqie30C1wwYebKGVQ1YtieNb4Uc+W6FbK/KqnsyFJbqSPJ7u4qiMEKIong1uzC53duJ2lWG+iYQNvRQKWcZfSOuKknk3/49CIKAHaSJwojxQyajL5VJdcogwPnn66y5P8f5X1TpXmswcdTEt6NF1i3Tp1KfdDFy8ft7szNUHn8Md/wqYipF7p77MVavQ3zLws+c95k7dz3VuVmRySY7CM3GYhK0IAokBjq46UudBEFIYanG/KjFmgdymBUftxmi5yS0hIAbBJQTAcfXeygbJToTGpe/VcVth4h2HKaz89GOBYb0+iIj3SkTOOE7hnVJStxFfdOXOhZqVwQSRQlFv34OtZREx0qd/DIVQYy9sdpkGG9G9L2dfb82TmuhtkAWkBbSOX07YunuFK//tzn0TNw77bRCAjdi9ozF4K4kwuUUtREFBGjNWWz9ZIFG2SbocklnU/Tsy9G/JWarjKy0UK9icPn1FjMnHSaP2JgVj3v+5z6sWsDwvgxDt6bx7QhRjtOlK2MCL/3HaW76cge+E5IoyJjzPoiw6u5sXAkjRPSsT/D6N2YX7/+ZEZu9X+8i1alQGtLQ8xKJhMCatk7kR/hSRFaWuCeRpbG/xdCtGVwzruHy3TBOjV74/qMowtIiEg8nyRgKM39TZey8ydpbs9y8rkRrzqdrjUFj2uXcDxoseyDDK6LJS9M1ghAKuszn+0sUplV6Nhq05z3acz5aWkRUBJJFmfJ5m8CLmD3tUBo22PKJIjMjFrom09vRx9WpUXwnDrvT0xIJOcv0KZuOFTY9aw2O/V28wSlKgBAHz1UvO6y8O0tz1iW7TEXLi1jlECJQVIH+PSmmfY/CEpVW2UeUBbS0RKZHwbOixeMlixJtPeLbV8r4QoQ5FWFkJLp8jaMVi6fdOh/zsgyWDPwFu7Zvx4nrZi1WkJx5s8nej5RwzRC3GaCJIvNjDu05/5oVH9UQ6RQViBY2LyKQJFiPjqCJXIgcRucsdnlJyqdsBAm6VuvUxl3OP9ugtNygOKQRmSErVicY2JakXfYxGiJFV+LhUh5JAF2SmDljcelVE6ceEEQR7ZqP8UydtR/Lk1UUREFAFUFox78vsgZuI2D9fXlmz1ok+nRSXQpW00daofBHx+bo11fTlVjLsSa0I4UHjAjxV9zQVtDgZPPn7Mw9wiN9f8iUfRZN7KQSFPl/JqYwQ5+lepLPduXw/ClOuk8ysHkT21b2kaCIrQi8UJmi5c8TEi+032j67CvkeGsbZhD5VN1J3qw+tghoAc6397Mpdy+KqFP1JjjdfImbCx8nxEdAQBfT2EETSVA519pPLt/DUHIrp5svE0TxxsmUc551mTsYbR1kxhmFCDZm7kYQROygRY++goHEOpywjRe5ZJWu+LqIfNzQRBUNevQVuKGDHbRwI5vD1Z/gR/EFNOdcYkPmLsbaxxi3jyMgoUvJxdfHG/YfYNq+iBuZzDqjdLsr2Fv6/GIH74tz32Rt9naenf0zQnzWpG7jYPXHzDoXaflVoiig5k5yf/e/xAzqBJHP2szt+KGLGVRJqyUutY9xovE0EdCtDbMj/5FFxk4grkVKyHlEQeKV8rcpqgNUmcSQ0oQEKKKxyCbrYprzrf2LoNiQMgSRTxiF3FL6FFbQwAlaaGIC7V3WX2ZQ5XTjpcX/VsUEDX+WMAoQBGlBZh331ioL3mAnsN52HAWdK+YJ3qz8kLZfY2lyM5uy9y8CsrZf42zzVSCue7xqnSSrdFP3pmn65YWjCGzI3PWeenDfOteqcuygyaHqj5m0zyEgsCSxiU25+6i447SCysJ1CyEBZ5uvMGBsYNo+jxXUUcR/OkmvIIiLbPCdHV9gwr5C1W9QUodQxBKdv8JP+/7cOO+D2vfnNxopnye5bSftQ28AEJ2+zPCOWxlxX1tkGlamd5OQ3n3X759q1KTE0N40ghAxfTL+QdWSIoIk4FkhjRnvHwRq3XZAfdJj7pxNpldBy0hIqrDga1p4eD/X4K4/6KVnQ5LGhENuUCPTrbytU/RXTRjGrIWSECkO60hag1V3Z7lyoMWZp2pk+lRW3JGhZ4PB1AmLMIgYP9Rm22dLzJ2z8ewApxWSG1QpDb9D9U47YPqUxchPq3hOxNAtaZbdkrqBDY3CiOaMx/iRNr4dB+Ds+VpX3GWZltDSIj3rY8bCNWMvqp6VkDWRdJcSpx2/ZTwrwqwEDNwc7zT6dhSHzHQrBE7IiR/Hi2OvHdKcdtn9e11ke29k9t5pxFSa5JrltE9fQJAgs2ktihZS/tZ/JQpCojCgc8/tGPfvRtQNjJxEbcJl8piJKEH/tgRWNeDNb5XpWW9w9ZBJ6MW1I9eYcrMSy6RTnTKlFTrzFx0EMfYd55doDGxPkcxHhLZF9edP4V69En+fzSaVH/+Q7s4exK6u6+fDvnETaPpMSM/9d+K+WCFs1kCSSO+5jSDRSXsqln9nexUEUWBmxKIwpGI3QlqzId3rdC63Xf7z8Un8hY7O/WGDRx8oYX6rthjMNXfe5qZHOzn0nTk8M/YjbnykwNWDbbL9KkZRvpZXAkB+UF28JoycgvEOt3T1ssP55xuYNZ9lu9J0rNTIb/n1pe/9W5NMHDWvM5QCDOxI0pr1MLIS7YSIb4d4Vnw/JIoy5bMOxSGVRFFm7JUmelpGkETwRG4qPEJKLiCKwts6VTO9Khs+nGf0xSaBH7Lmvgztss9L/2mawAMlIdK5SqNnQwIjJ3P6qTpREHHh+QY7vlCKw6wkWHJTinbV58Cfz7H2gTxnflYj9GOPp0BcJTNx2ERLC4w8UWPlXVmKwzof6yown/VpNnzUakRiOqShiOz/1hzpToXhXWkuv94iCuNNIy0tUVyt88dTs8y5HjsH0nR1S2jzIodfqKJoIj0ZldIKnaljJj3rDIwtGq+cmgJRQIgiKrbPi3aL+9Ykac/HIC/wQuxGhJaSMKsB6S6FKIqZ0YsvNkgUJFbelaOjXyeo3c0cf0uLKoIvs1a9C9nMQDTHqcdr3PO/9NG3KYFVbSCIAmpSxKoHGFmZo98ts+f3uxEzIhs/X6I+5uBZEdlhlZfCJveGObruyXH6ySor7siQKMlseqTAgT+fw2mFLN2dZPltWarnXT6TKVLLRzxh1bCDiAFVZVZ02JlN0qFr+F7IqrsyjL7cRJTi/t6etQapnMytH+ug1hlxTvH4QDGH3ICJo7H3F2JlTW5Qo/ayxRd3dvD8TB0BgVszKbSrAf7yCNf2uVVK8fIfz+D5LnbYRHlBYM/vLCE5EHHumTpd6wyG92VIFmQO/rcygRth5CVy63W0+w3m1IA9uRT1CRd3wbIhRgKiAPUrLkIrQswJBG7IzBmbc8/UcdoBAzuSpDpVXvxP00RhzGJ3rzNY+2COc3MWek6mIkXMhwG+G+LMt7m1lCazkJZtN3zsRhwcKGYM1oUPUWnMUhZfZ13mQX5WizhYnwIEFCR2Z5NMOyNMWSdIynmScppMLsn577Xo+6iOF1QIFsBLSoIVOki4gIIXOrTrNp7jI2QFrKCBiLgIrkICnNBiibGRqjfJVfMEq1N7ccI2ZhCf94gITVRxQ5M5Zww7aLM1+xCH648TRB59xhqsoMEV6zg9+ioGExs523otBpfaCgwpw6nGc4iChIDInuJnWJbYzrnWq/iRS1bOM5DYSMuvUHUn0eUUdhiHUgGIgsRo+yAlbRmXrcNEeHi+RVbuRhAERpov0PIrPNz7b6n7cxhimozS+RZAVmXQ2MiF1gG8yEZAoFNfyv757yEIIoqg4uPFJIAQEUY+yxJbOdd8lUn7LLqY4mTjOXbkP0y/vo4p5xwVd5yt+Yc423gFgJWpXSTkHIqosCF7N05oMtZ+k4Sco1NbhiIai+xo7AdNEkYBdW8WWVBJyjnCyMcKGuyvfBcrqDNobCSv9r0rqP1lx+2sO8qG7N2cqj+LgIAqJfB8h15jNaPl7xCEHuuyd3C8/vTiEUQkJEnhyfH/HT9yEQWRk41nAZFdxY8vhGCFi9fYnHuJ1em9vDT3TXYUPsLSxBZafoXBxAbafhXTr78nYHtto+Vc6zX80GUwsZFrD7uIiEvmEfqNtYubG9euB4gDqiRBokNbiiH++ufaP9YUtE5ySomaH6fw55X3Ae17mfdB7fvzG42SL1L46CfJ7LkVb24ObekQmzqSlJwVTFpn6TNW02usxpDT73ocs+YtSA9FZOUf9zLsWKFjVmIWo3O1gW/HSZ8CMQvz950wjLh6uM2Zp+qL/y+/RGX13RlOPVGP2Ruga5WBnpXIdKt0rnxv8l+A1qzHpQMtZk6Z5AY1lu/LsOufdXD+uQZTpyy0TCybO/1kjY0fKTBz2iLwwW2HzI/Z7PxiB/OjDpIm0L3GIFn61T+CjSmXV/9kZhHsHPtBBTUpsvLO6w+H1pzHa/9lFs+K2aPxI212PtpBafn1v+eaPzhZjHtPPTtkcHsS34n9vk7TQRDi4CKEOJhIVuNzpCREsv0qelpi/GjMaAtCnHAa+jA/6twAatvzHjNnbFrTLt0bEuT61cX314sZuj/1UcyjB3HGLpDbdxPz3/0OQaNB0Ii/q+pPf0j/H2xELBkE1TncuRC/LTBx3Cc7oHLwW2Uakx6l5TqSKtCY8kh3yjf8raEXMba/yZZPFKhdcd9KDKNJNUS1E79WxZu4euMJ9338ehXlLaA20yXSsUJn7kKcauxZIZVqgaFHv0xothAVFVfKc/i7VRoTcT+oVQvY+qkCs2ctcgMqZjnArPmMH5XwVskEQXyiozDCBUZsi+4ehcZEzHIk8jKFJSq3fLUbtx3gtkMmj7fpWKmz5OYUekpi1+92MnfeJlWSF6TgUsyE/wrpvFWPwfYrfzJNa9YnDGB2xGL75zowCh5OwyfXr5MbuP49xqxkzO5m+1W2fabI6MtNQh9W3JEmUZSoXQno3ZTk6qE2gRORyMvkl6iYFZ9j36uw9dNFDn67jJGVaUx7XHyhwZ3/rg9hPoGfFPlV6kvVEBncnqJjhU60AO7e/GY5TgD2IjwzZOqExdJd6di/LQvIKRGzEvD6f51laE+G4dvSjO1vc+X1OIxt4mg73sjRBcIgBnVOK0CQoD7pU5/wOPTX8+z5aheZboVMSibQIxw9YOTpGscPNXD9kHDSxgwD9v3rHi6+0CRZXEgbl2xmbI9El8xB2+Rzews48z6Z6Qg7iujYGqeOF5d2ohgih9ptBFFAECO0pIRoCFS1ALUoc+wHZbrWGHSvNZgesRfSyAXUlMSa+2MVRuCEGDmZwjKViSMm44cT7Lzzi8jdDoKv0DyoIe/USPcomGWf5/9oilu+0oXvhowfMgn8iPUfzFO+aBH4AlEEmaRCuiPgObeJ6QTU/Ta3l7LkfAkpGbHjCx0YeRlBjDfbtn66iJoUcc2IF/5oCi0r4UuQXaXxyP15tIREvi3SGaQ580yTY1WTNXdlWHFXhlSHwtRJCzUh0LspwYUXG6ALDH0wy1DWIKsoUILtn+ugMhb7/wQBTv64SmGpRochcdOMgqKLFPpFypdtRp5tkNIlEjtDOteqjLw5AQK4bbh4cIbufSKzxzQqlxzW3J/l8HfmF2rEBAIFLp0x2b0nyZNKg6u2yycGs0Rh7O+/BhIKSzSicKHzuexz9Pvzi2n0gRNx5pl6nGrfClGTIvOjDoEX0a0ptK94iJKAkZOIQuhUFDRBIIwiGhWP2dEKUaFKSs4z8ZOI6QsFpHSSlfevYl6fpeJ1oooJvMhmYypLyzvERfswjj+NJiWouJPc2fEVBnZmkasB/zq7mp+50wwks0SCghdGVP2IhOBRvdTm4GNXqM2a3PSxJQwN7eRE/eeLtpWkXCAlFVmS3EyHvgRRkAkij5zSTae6jIo3gSLqRFHEuswdJKU8U/bL+JHD1txDSCjklV5a/jxT9ll6tFVoksGcM4aIxOrMHg5VH8cLLVJyEVGA1yrf5e6Or1JQe/Eim4Y3xzOzf0q3tpyh5E5kUV4E3fFECIJETum8QTa7LLkFTUwQRiHn2q9yrv0qGbkTP7L5QPe/oeZOcdU8iRU0WZneTaNWJinlkAQFK2iRlHPYQRtDTi9sfgt4oYMmJilq/Ryofh+IQXUQepxqPM/m7H20ggoAXuiwJnMbCSlLWulAFePncE7tYk/pM2zLPYQgiKSVIntLn+Vo7WeYQZ2SvgRdSrM8tZMJawQ/cvAW0qQlQVqQDsMV6zgbvHve1TOaFHOsTO/mTDNma1v+PCISNxc/wbnmq4DA6tJe5p0r5JVetuQfpFtfgSGlGWsfQhWT9OvrqLoTuFFMOFw795fah1mX2UdKKWFIGZYmtiAKsTJEQOSOzq8wYY/gh5MMJbdzsv4c894VVvllNubue9c6ITto0fTKPDv3Z0QLO0Pnmq9yS+nTzLPMhY0AACAASURBVLtXccJYUTZln2Nl+hYUQScQfBJSFitoMJzcSc2dYnv+gzfIpH8bI4oihXdQOr0/v3reB7Xvz288arGEWrwuwdCBjNbJmsytv/bf+q5PZcxj5IkaZsVncEeSJTenSHe9N1buvYyii2R7VdY+mOP5/zCFOR+vEDpW6vRuStCcWfAjpiUSBek9hzdZNZ/Rl27s/ZofdRh+tINLB9qYVZ+e9QbrP5RHNX4zqbHTDjjx4yqXD7TIdCtcfr3F3Hmb3V/ppD3nxxJh6frD1677JPIyzRmP4nKd0jKdYz+soiVFUl0y0qYkzRkPNRFLkd860yetRUB7ba6+2WJwZ9xv6VkB44fa1K7Gu5ZaSkI2BC690iQ/oL4j46zoIqvuyVKfjJOeX/njGdxmQBjC+g/mcFo+oR9/liiIWHVXluaMy/xozILpGTmWMQJa+vp7mDWfQ9+Zpzkdg7Orh0zWfiAX1wEtbCQoukjYrqMUC4SOQ+jYi4A2PsEO/tws1GpUH3+M1K69dBki+XvWIIoC9asugiQwedxkyyeLXHihgdMIUHSRXL9C6EcEfsTw3gypXACWg+8rCIRI7QmMXC+CKCJqOnKxhDv+FmArCEjpGGkFzSbW+TNYIycZ7ullaNsGzr4mUlymM7gjiZKT8ZM5XCukMeEuAtLAidNex15psemRAvv/bA7fCTEKEqeemaGrlmftCp3j1Ta4MkZWRlqoZgFIFmU6V+kIYiw7vZYgnR9UcdohhIAYL7Cvde9aNZ+x15qUz9sUh3W61xkk8jJRGDE/5nD+2TqZXpXmjB/XltghalLizNM1+rclac95BD4gRKS7FOZHHc4/18CzQ5bsTNKxUqd7bQI9K2HXg1hpYEWc/EkVSRW45fe6EGWQFBE1KXLmZzVKK3Umjpp4ZoSWijByEpIiMPZKk0yvimv69KxPxpsTv0K+bmRloiiiPhngWSFGXo7Z+DBaWHxHGDkFUYtBWRTGQVHtskdz2uPSq03M+djbevGlJls+XmTyqIndDHGacahY9zqD5rRHfdxFUuPguLkLMTuXLMXvf+m0iRdGixLYC8dNlu/OkCxKaKlY7TAz18LIxcm/FT/g21T42qc7SLkisixgJqPFPlqA/kgjWZQJiGgEIQEhG1QFmwgtI3H2mQbrPpBjYEcKq+rTv7ABVb3qsPljBQQxrvGyqgGl5ToXX2hy8ccCEF8PpeUiyYLM3v+hi3PPNmjNecycsVh1b5b+rUlkTcSs+DQmXdSkeL0CC4X7ozReFgQ7ovG8zZEzLdZ/qoDU71ENJ5lonkYczJKsL6FdTnLmZ3V8N0J2I1RdxDznsPnOHOcPtzi53yTwIlbfmaV62eHkT2pseqSAkoTicNyd67swuDX+DdTrUHzLBp+Wk6hcsZk76xD6EXpaYtXdWUQ13iAMg9jfO33KwooCZBuOfq/Cts8XkI4KC1kCAoEHM/5ZSmu2MH7ARVJFJE0k1SkTiQI+EelQRG7Dh4dynHVslKzM5o8XOP5YFd8O6ducpHO1jlkNyA1E1Cdc3tpkJ0oCdiNATcZSfFEWsGoBnh0SnPLZVEpyZL5Ne95noNfgrp4ssiQyajlQMZnNH8Z2WvDceq4er5HSs4gNjePfNrn966vYkYmo+QJBFLAuKXOiNoIueiTkHHbQZMa5wKxzEVP1Cd8YZuzQPPseHOLcUo+fN2cJQov9jRL/Y6bI/r++RKvmIAgCJ39SZ8+/uhM5qzHWOkJGKbEl8wEqBxKI62Y5bP4UkPAjWJbYzJ1dX2PWPs+sM0aXPowhZnhi+j8QEZGSC0zZ57i766sLQHucLm05R+tPsSV3H0k5j4SMJqawgvoNPssgcrHDmJFs+mWiKCIk4Ip5jO35D8XJwurAYmCVgMia9K3YYZvbSl9k3h2nqA5QUPsQUdiYu4s3K48RElLzptiSewBF0Hly+v+i5k0REXG8/jT3dX+dsfZBzKDOhdbrbMzey7Haz2j688iCxorUTQiIzDpjpOQ8abm06J1EBDewEBAQBQlJUOjUlpJ7B8D5y7atuAKoFztsU3OneKH85/Tpa2PvrXORvNKDJqZ4Zf5b168zQcIMar/q8NffR06xPf8wXdow4/YIPdoKlia20vTLdOsr8COXc81XWZ+9i1XpvSTkLLKokJLz9BvrqLjjHJp/nG3FD5KWS7T9ymIvb1LOU/NmKLuXWZHazVBqG29U/o7Z+hid2hA3Fz9OXu3hVP15Dteuy8WvWqdYmb6F5C/5gb3QoR3UcII2Xuhw2TxC1Z1Ak1LoYgpJVBltH6KkLmHCHgGgUxsiI5e4vfNLnG2+iunXWZbcSlbpRknpZNT//pKE//8474Pa9+e3Os2ZgOf+j6lFX1/5QrzrvPbhHIrym5d3h1FAzZtitHWIIAoYTm0nr/YihCKXD7RiOWy3iCDGQHD6lMXsOQtRhN6NSdrleAGZLMm/Xh4cxoya70aIYswqipKAYojc+W97iBDQUgJa8je/rayaTxSGbPtMkcqYS6ojPkYYRKS7lcV6IIgXOsVhnf5tKUI/rsoYfbGJQMwcF5bovPHNOdxWSLZfZeNH8mTeEtJz7dhvnURJQVrYEWxOe5i1gMCLV9xm1ScpyYTxBvO7jpGNAZXV9LjrD3pxWgGqIWLVfV764xnu/8N+KpcdTj8Zb2oUl2usfziP1QjI9qkUBlUkTVwEVgBWxV8EtNdm7JUm3WsNjFz8t7hTk9gn4442uVhAHViCNzW5+HpteDnuzBTamk2IPcuoPfcMxQ88TDBzGqFrN0ZBRlIENjycZ/aMRbpDYfXdWbR0DJpac3FQUaojvk7SAwpBswFRhDgwhGTEsmopmSR374PMf/+vCRoNkCQyt92BnC8Q+T6N116mtT+WkXHhPHLHGbZ/4vOohSyCKNCajYOBzKpPx0qdwI2IoojAiwNsPCcgcCPshfqOiBArqFM5ZbB2XZLjtGNm1QzZsS6NsCd+XbpbfVsSttXwOf9MPZYAC9C3JcnKO7PIegxuTj9VY/pk7PudPWszP+qw6aN5PDPkyHfniULIL9EQZYHCUhXZELn6RhvFULHqARdeaBL6EVo69rW+8RdztMs+vhsxccRkx+dLdK+LaE57HPrOPO2yz63/ootle9JoyRjIvvmXZZrTHomiRM+GJJ19KrWFvtvQj5k2c94nApqzHqohcvhv5tnzta5fWePl2SGTx02mTpqUluuMvtIk1SETBRFqSiRZVPCsgPUP5TnxoyoQUVymsXR3muasH3eBzvm47QA1JXH+hTo3fbmT0Vfiza7OlTrzYzaNKZ/ld2QoDWs0pjx8J7YVnHnaYuNHisgpEVqxlzsiQhJA1eMkci0jceqnNYa2abysCphhgCrChzoL/Lhe41TbJiOJ3Cln6fBVUgt+5JIi89GeAj+arZIKIlYqBnvCuEd3xX1ZZkYsTjxWpbBUpbBMRVIEqmMeMyM20ycsJDXu/u1YZbDzc0WW7UnHmQQR6FmJVfdkUQyJ/KDE6vuz1Mdd3HYsbw39iKOPVwi9iCU3pVhxZ2bRuy5rAq1jDpPHYkWGnpUY+EyWw2mL7vYoh6o/IC0J+GZIUuhm7+CXcdvhYp+x0wpAAKcaMPeqiVX28Z2II38zz+6vdDJz2mJ6xKJnnU6qJPLmX85j1XwEUWDpriSD25O0yi5SVuSc7ZCoQmapRnFIJwqguEwj1x/7wYtLdZxWwKHvzCPJAslQwrdCFEOketklXdKpTsb3S+82lTG3TlIUWbEvg2oI9G1JcOnVFp4f4jYCRAkSCQl/zGf7kgShAaWVOrd+vQvPCnEsn0hxmTrn0r1ex8hJ+G5I6EVxCvkVm2W7U5x5qo5rhgs9uxKSLDDy7QobHshy84ZOUCEtSZRCiarn06z7dLgS6tQQQ0s7KQ+3yA9LtKZCGiMq1qyKV1bZsUJBEyWONU2SckiXmqTqzcadqpGNiIQQyhyc+Ql3bvoK04dzHH+8wtCXs7hBnZTSgYiEa0a06nFauCQLRC68/O9b7P3qvXSFO3Dn4c1vV6EusHflctal7yHh9qFHWYKkxjenXD7XcxMSCmX3CvPu60RECMSgLiRgwjqNLsadsqvSe9iW/yACAkVlkIY/Q8ufp6QuwQ0thpM74iCo0EUSVdzQIiFlcUITAZGc0oUqGiTlXvaWPsuccwU3MClqAwSRx3TzNa6Yx0nIWdzAYsDYwEjjOTr1Ie7q/D0afpmMXIJIYNYdpeZNXf9dDRtcah/lnq7fZ6TxPJqUolMbZlfxkzT8WdJyCTe0aXgzqKJB268iIGAGNSJCckoPQ8ntzLvj5JReNmfvJa10vPuD9y0TRiFe5HCk9gQd2lKa/jxnW68QhD5LUpvJyz3MuBcIowhRkJGQSUg5uvShX3vsjNLBuuztrMveDsSe1/2V7+IveFABjtSe4I7OL99QtaOIGopgsLlwP2ZQ44Huf0HVmeS58jcQUdief5izzVdpB1W6tOUcqPyAlj+PLqVoBHO8Uf07duQ/zJRz9obPo0vJt4VFuaHFuWYcNNXyK3Rqy+gz1iAgxn5fQUMTDTQxwTVJ9JLEZjr0ZQiCSEHtZ2fho0RRgCz+45Et789vZ94Htf8djhc62EETQZBISrlFtuu3MfVx94agGoBL+1ss2ZUi1/ebg9qaN82zs99YDEGYdUbZVfwEWfpozfgxC7PgE9TSEtUrDukumURe4Y2/nMN34vTTTY8U6N2ceMdwotAPsZoBhaUa559rIGsCiYJMbkBFz0oIwPSIxdw5m9KwTvd6422+vncb2RBId6ns/8bcIrvWtyVB39YEK27PUJ/04qAaAfq3JMn2qDcwsOsfzrPijgy+E/Laf5klXMDA9XGX00/U2Prp0mIVTnFYp7RCpXw2lgAZBZVVd2UWU6HH9rcoDesoRhPPir8r3w4ZuiWN9C6BUm8dPSVTGTV59c9m8JoRogKbHykgyTG48drxcaeOWSiawN6vdXHlYJurh0y0pEimS0FJiMiq+DZWGViUtF2bMNmFev8/gzDALV+m8NCHEVUV5/IYav8gyR03Ywk9XPiFhzm1hYGbbsaP2ojuDO2yzY4vlPDaIYf/dh67HpAsysyetdj6qRK9GxOL3b3Xxm4L1MYNzKpPcUgi3RUuBiJpA4N0PPq7hK0WgqZBIk+7DqHjEohJBE0jcuJFgD83A2YDoZTHbQcc/1GF6qW443fZLWmCMMQsB4vywu71iesBN0mRUPCQBBlF81ldNLhVzaMEItsLKeaebiJLIsO3Z0n+0rUYeCFzZ2wuHWgThSCKcHl/rBJQUxKKITB+yERNiiRLClbNZ/ashd3IELjR4j2c6pTZ8bkSVw+2ERDY+WgHiHDqRzUQYOKYydCtGcoXbDw7wnevf2lXDrbRMiJ2PaBd9llyc5LmlMfRH1QY3JHCbcdsqiBCFAqcfbrO7t/rJLFZ5urhNrIed8cqhkjnKp3GpEe7HPf4tsveIqj1nRBBFpAkgcaUy8kfV/Gd2Ce+8s4slUsORlZi2Z4040daRKFA7YrDlk8UyA+qWLWAA38xh2KIrL43S33CiStUgohkUWH6lInTDLBqAVcOtNjxxQ6Of7/KmgeyXHqtxcnH4pTfdI/C5o8XmD5tsv2+PE/91TQhoCCwYXuG5iWX0Web6AuJ1pU3LR7Znudpp0GvqjBuO4yaLr4XIYoC+yst1iUTrFgAtZoksjahUyx1UL/qMnvc4oU3pgmDiIe+3sfe3+9m5pRJfolG1zqD8gUbpx1i1XxEUSCoxUnhkiwg6xIr7szSvy1J4EZoaRE1IdGe9/CdiNNP1WjN+fRtNBA7RA7/bVxHJEow+nKT/OB1RYekiCy/PUNzJma7O+9M8n27xrZsxMn68zRdn0ASyRsSpjsDnU2W3Z5m4s02URCrMPSMhNMKiOwISREInJhZr15xMbIyqZKM50RMnbRoz/ux331IYejWDM1ZH88OMbISXUWRF787R23GQ5Gh01BJZuJO3EROBjEi1NsYJaheDZAFCV+M2dLOVQY2SZIFlcHdGlcTr7Jc24V/c5ruPp10VmFoT1x7dvnN+F5afluGkZ9Xac4GbPpQHnk9RGrIoR9dJN2hY7c8ylea3PxoN6ZfI0qnKG2Mw+hEL6I+4bHhQwVSJYVLrzdJlhSW35bmwgsNQh8u/qSO/rwEImx4OI+7SSEkYvbnLcZOtWhTp/v3UzTWv8GkeZHi6h423b6PY98QcA2oOh6bUgbrZB3Rh2TmVl6dH8eJLEBgaWILtdYcAR4V7yquUYBGnrAuUcr24EciXuTgyKDrOmYrfqZEQCIlMXfR5M3HJ0EQkGWJpBYQih5d07cw8kQVpxkyuFvigQ0pXqjWebC4HsUxaHgzKKKOIWXeAloELrYPMmGdokdfyeHaT9HEBKsze/BDm4utw+wufhIvcjlR/znH6z+npC0ho3SyOXs/B2s/RhE0ZEFnS+4D5NVeREEEkiSkHLPOJV4q/yVVd4qBxHr2dX6JijtBQellxr6AIWeoOdMUtQHMoE5EnFYriAIf6P43WEGdw7XHqXiTTDvnGEisp1MbYlXmFvaXv8fZ1qv06CvIyl2sSu8hwGfKOkdR6+e2ji9xsXUAK2iyNLEFXUrT9qsMJbciCCLnW6/T9iv0G+vJq72L8uNfHje0udQ+TFoucbLxHJuy97I+cycFtY+KO87x+s/IK73cVPgoCSnPpfYhnNBkXeZ2RGSsoIkhvbt17Np4oRP3475VWgC0g+oik3ptTL/BycYzjDRewI9cknKeuzu/yiM9f0gkBIy2D1PxxpEEmSDyafkVIN60jaKQmjuFgEi3vpxp+0L8uyLIbMjcjS7FPtcg8ml6ZaygwZHak4iChB+5jFsnWZu5jbRcou7PLNQvpdmYvRdVTLAxew+GnL3hnEqCREAssY6iCEPKvmMfrhc6NLw57LCFLiZJyx2ov2WZ8vtzfd4Htf+dTcurcKz+NJP2GTQxwYbsXfQb6xcM+v/0oyYlRAmGb8vQsSK+8R0zQFL+fsD6UvsIQeTRra2gL7GGujtD3ZsmpedZcnOKq4faiyBRkGImJYoijv2guljB4rshI09UyS9RF/oI3z7NWZ8X/88pVt2TY/0H88yes8kPqqy6N4uiiRz/UYXpE/EDfe6czfxFm00fK9zQERgGMcMWuGEMUqs++UGN5oxLsiAzecxEEKAwpLL6ntwiu5MqyQvps7G80ci9XTItyRGq2KBVV+OOyLdUyNTGXVwzQBJdQtNEl3x2flzBMjP4TkSqGJFKNoiF5LFU9dLrTW76Ugdz5+Mwqr4tybjL9j2OIAh0rTO499/1YTdjL5hiCNTHPWpXXNSEiKTGTHd9wmPmrM2l1+Kkas8MOfw38+z+vU5y/RqJokyiuJA+uzCDNyUxshJeeY52NeTo9+vUp3xC26U03MWGpS6ZfXdgnR7BnZnClTo49Lc25pUpCEPmz8KW3xmmuAwSA3E40ORxC0UX488mx9VAo680KQ1rN3yPVt3nxA8rzI85REEcurz540V6N16P21fyBcgXcJoB556tc/Vgm9DxyeRKrLvjY5g//2sIF9D6gl/VaYdUF1hIIvDsgE0fKTL2WpPADln3UA5JiVnUJbtSVC85RKGKbKVZuj2LNdlkb6gzf9Xk6PPThG4cSNW5ylgEtVEYSxzLF22mTlq47ZgBltV44X7p9Vac6hzBzi920Jx1CcOITHea9sL5l3WR3s0Jcn0qUSRw7IeVhc5cmB+12fKpIvVJd9E7KykCrhUu+gavjZ6OfYLhwjnsWZ/gwF/MkcjLpDplLr5g4baD2HMpxKAwiiIaEy53/099zJ4xsZsBhcGYHc0PaotsoJqSsBs+5YsO44faFIc0utcZzJyOpfeSDGMvN1FTIkt2psgOqCQKMn2bkhz69jzNWY9Mb+wt7d+WRBSgOelx9c02u77ShW+HyJqIkZdiQFsPKA5rdH26SHPW4+avdeKZIWeeqi8mIzenPEZfajKwM0mmS+HD/7wP2w6RFYG5szYXftHArgXUxl2cdsDSXSnMn1h87pNFKmLA47NVmk6AJgkIboTjBUzYDisS1xdQmihRO9pk/9+9Jagtggu/qLNqT5r+7Ukqlx0CN8Kzoljq3CnTnPER5XhzbcXt6cUNMNWI7/nGlMvhx8pUrrjImsDyfRnKF6uIatxDveUTBerjLueebSDrIuOH23SvMxaBbbpTYccXSjjNkHImYHrcRxFkXC++vswwIC2KuGpEgypLbl6OpktMnzCRNIHV9+WYO2th1X0SBWUxfTyRl0n3KOjZuEvYnPcxchKBG7Htkx0c/1GVqRNxGFmyQ+aWr3aRSIvUZsDzwbZDBM/Ha4cEWZ9xa4Sj1afYcPNH+H/Ze88gSc7zzvOXPsubrqr2PT1+MD3eYQYD70EQIAASNIIIUlo6URva1UlnduMU+2Ej7i7uNtaFdiWK0lIUKYqSaCECIEh4P97b7h7Tvru8TZ95H7KnB8MZLKmQxN0I4vk2NdVVWWnf5/m7qTGDoBFDVBR6N0WQVFj7QArTa9GQp1gevRM7yPCO2+EuTSVByFRZfW+S7FoZt+1z4G+ncZsCriWxcKpDqqDg+wE3PznM+MEijuOy8+kC06l3iPu38x8uNrh5e5w1O7LIHuSiCoomsHxvgv6tUSQlvGeuvCPJwlkTuxMyhxLdClpcDP+/6TNxvE1GEtn6kR6Oi89zunQGQRK42JlnITrHbZ/7DPOyyU8WOgyrGhvOy8y82WLb59bxUOFfMmufDRHSwOPgpTDCJSEVaDXaxLDR0zIlCxKyR9MtMaOl2PHIMAe/fxnbsxE1n02P5Zi5WA7lF7JITE7Ru1VFMmK8+O9nsc3w/jd/wWDnp/MktnoIgs6y6EYiUpyaPUcghPcMVYzQo6/ileLX2JS6l5/O/1d8fCRBpu7MsTPzBMtim2g4JWbMs5TsCQRBZMY8y/zcGI/3/8FSLm63toJefe1iQxtWy63yVukvKdmXcQObic4JIGBL6mEsv8O51ptEpASr4nt4fu4/ckfhs1huB5SAA5UfMG+N0aUOclfh87SdCj4+OXWIHn0lfhBu583ZJzC8FrPmeezA4Ej1R6xK7GbWGAVgZexmIlJiMXrHZ0PyXiy/w1vlb9FyK0iCzGhrH7uzTzIc23LD527Dmedw7Vluzz0NBByrv8DuzMcwvAaXO8eJS1kGoxuW4n2GoptJqz0cqjxDzZ2loK1kd/ZJEsr12a9e4GG4dfzAo2hf5FL7KDE5w47sRzhVf5m2F5o9JuUCinBtU1d35jjReGnJxbrpljhQ/QG3dX2aF4t/uvS+wchGVFFHFjRMr7noDu0Qk1Lh0DTzJA13HsNrkFH6SChXKcEL5gXeqfwNq+O7abpFdCmBLChYgc3h6nPcVfgcF9uH0KU4y2PbSSnd7xsJZHltxlr7Q4R70cxrffLO60ypXN/lUvsIrxb/DCewkAWV23OfYWV81y9tTf1BXVsfNLW/QuUFHudabzJpnACg49XZX/keqe4esmr/z/nrf5yKF2R2fyHP1MEOR75dRs9I5Fbqv5Az8PtVSgm3/6X5r+DjoYpR1ifuYtO6R9jxdI6xVxqIssD6D6Wx2x6yLmI1PDZ9LENhtQ6CQHXCxLVuAAkultX0MOs+x/62QnpQJTWgUJ+zIQgdJudPXWtdvzBqLmmhIIzhmTnZJp5TwjgJoDRqcvCbJXY8lcOoe7RKLvnVOqvvSbL/z0s4nbCh7R6JsOXJ7HVo4ZXyDYPO6FkC00JJryawTZDVxdxWiOUVBLdD9Scvow0O4RSLNF55ETmVQlJV2vU6wYZNZB9/EkGS6N8aozRuEgQB2eHwO+M55ZpoFs8NMOvuoknJjW8jsiyS6tdIEcYHvfvVBVbdFaLJjuETzcioMYHsco3Z451r/jbwoTRuhU1tRmbn0zmmDrVpzDn0b4mSW6Xj1avUXnmJ2c4WKueq4AdIqRTliw71cpRsn4O4+T6Cqo+ryvRsqHFhUeoqqAqTRx16Pr2WaHf4GyVVQNF/5jz8GctHx/DoVFySvSqFtWGcytThDqOvNMgOq9dl7NanbSb2hUYUSBK1osrUBZX+m0YwTp1AHVqGlAr1QKIEalQMqZeA0wk4/9MavRujKFGR6oSNEhEZ3huna6WOUXWpXLSI5WUun1kgWlUonTSxmgHteW+R9hsONXpGwoa7U3WZPtYJKcndChffahHPyyGKagWkB1QmF5vA0phJJCtTPm8yd8qkf3OIEktigN32mDvdwah6+G6IGhOAWfdZOG2SX63TmA211Wd+XGVoZ4JEj4JRD7Wlakykf0uMdsWhZyRKvCAjiAK7PpvH6fhklqm0Sy6XFyO5mnMOgRDqrtODCtVWEXv3SQr+WmKKhLSihdNpMHSPji7GwsHRtMfcqQ6ZZSq1KZux1xsM35zA7oSUeDUWmn95bkD3mkjo6h0TSQ0o+F6AnpIonjM4/WyVbU/lqFyycDp+aHjWHQ6hEt0x5FyYh2tUPN7+ygLtssvQrij9m2JLOsgrQzuj5pJfpXPuJw2K5w0CGVbsToARxrBcIc1UL9vc9JBM/c0WuYMmA7tj3BSJULU9cHyMmoUoifTJ155vkiig+yKKKCDqAut2Jsn3qGhq+HvP/7RB90iE+rSNZ/vUJm1GPpJBFARkXSTZq5DsvXawZzZcjn2nQmPWwe6EelOj5rHpsTRqQsKohsMQLSZxy5cKnH6uFp570rWDSkUX8eyAlCEyEtE5W/cZie/kUPUFJEHAFyEeJPGmUrzyp3PEu2SWbYsRzyu89V/n2PulHlKDHTwjIJ6TyQxrdK/X6d8WZepwKxwSDqo05x3ya3VaZYeZox1EOZwfNRdcxl5tMLInxczoAgghiUfWQsfktlvhQOV7uIHNSfl7rHn6XvSOSiqSQ4zbnDZfoNqeoS++DkndxL+91CZgnt/ow27/UQAAIABJREFUzaMg4Po+c7ZD0XbQuxzsok29WcFzA0b2DoEl8PK/m8KNNEgmkmz4VIzx2Aleto4Sd2MsDzRc3+bFUgOB0Djvk2oXm/3w2n3vIDMzpIambmNmyGYJAtS4RCQj48z5rF0fZ2rSJHOTwvNzZwkIZ2eiLDBtz0OhzWj5uzyYvYs3Z+NowxnWRtKc+qsmjq2x8Te2c8z9PgvuGHpCYl3iLqpnZEQRVt6vkOoS2dKM4PgeK9JZ0uokSqGXWz49jKxIqGmBmjjPqr4ucn1Jypcs8qt0xKF5SkdtfMtHxA9ZYoHA5bdbbNqcIgjaCEKKnLaMe7u/xLw5TlzOEle6EAKJtNLNnHEeQRCRFp2VBQRGW++QVfvp0Vcz0TlByysjLi5vbQxq9gwVe4aKM0G3NowuX+vya3pN7MBAE2MoRAgCn3PNt5c+7+bsk7xV/CZNZ4H1qbs4WX+JLakP8UbpG8xbY/j4tI0qjbkiD/b8DjJKyB4LAERWJ3ZzqXUUXYqxNr6Xij3FvHWBtlcnry0jIeeoObM0nRLd+koK6koMr0HDnGfCOIGAQFzOootxzjRfp1tfQUS63hGvZE0CAbZvMKBvYMo8iY/HmebruL7F6vQeDlWfoerMkJQLTBtnGIiOEBBQdxZwfItzzTdZn7wTxzev7hNBY6y9n4o1Q1xOc7zxUxzfQBAkMkYf2zOPsq/ytyTkHDuzj1/X/HW8Gn7wXgmRsKRjXhHbQc2Zo09fy/LYdnQpzobkPbxe+jpuYCEisTF1P6Otd9mUfoAefdV1v9v0Wpxo/BTb7xCRkuhicjFXOoYXuOhSnInOcbrUQZbHtqNJ//2814o9zYnGT5f+PdbeR1LJsyZxyzXva7oLvFn61lIEkBvYvFX+FgV9xS9tTf1BXVsfNLW/QmV5LebM0WteCwio2tO/tAsw2RMuMPvWeqzZVMcrzaIODtOckohmrp8O/rwajm1FFjSO11/AxwMEdDHGhHGMdcm9rL67j96RCJ4bEPgBkqJSn7a563/rZfJAm5f/31kESWDdA6klTemNSomKSDJ4bpgLW5u0SfYpiFfoyjcCmt/zWmncwDMD3vnKAvUZB1GGTU9k6bkpwtirDdY9mKJ/SxQtIYVmOh0fURYIgEtvt1h1Z/KayB2zEbqrNmZs0v0CaqBT+c5foK/fxqo9NzP+rkUgSUTSMusfSmC88yxKoYfGG68iJ1M4C3OIqoJ203bE/DIEJVwYCYSoysbHsrz7pwvUJu2QOlmQufWfd0MA84vxJnJEZPJgi+W3JOnZoKNo708fb0yHbtfNOYfVdyc5/1Ij1NvGBQrrdIyqR2P2Wt1sJCVhNFy0uEg8r7DuwTS+FywZZhnn5gGJ+qy3mDEJgtFBjCVwrIBGK8Mb//c0viugJhX6NkdZ/vAapt6tgiSjxDSU1NXFTXpQRUuIWE1/6fituC2xNJhwzDBu4+A3Q51n4MOqOxP0bY5SuWgtIXLvrepUiLwGftg0Wk2JhYsS/R99iMyGbei9BeRFEylJEdj8sWzYNDQ86rM2QzfHmdjXQhBDuqukCiR7Fc7/tMHGJzIsnDewDvpYHQlxpUKqR2KuYhAAsi5gNvylwYTd8Zg9aXD53RaCLLDtE1mqly2KYxaBH9C3KUKsS8Zu+xTWRHAsn9M/quGa/iK1ts3a+5JkhsNBg9X0sBQfu+Wh6DKtohvSlfMy6aEkWkJi7NU604cNHCNg12fzVC9btMsusZxMq+gQ65KZ2N9k9+fztIse+76yQBAIyLrA7f+iB6fjMX/WRI2LrHsgzaV9DQTZJ/9IkXfq3+bu/Oc43Pxr6lYZ3wvYedPHcE+u4a0/XsCouQxsi9G/OcbBb4TI5crbBOI5GaPmIWsC8bzMytuSS1R+NSax7oE0B/6iRKfsMHxLgjPP1zj0lyUyyzQIQtfaRF5hYEuMTtXl3a8WGXkkzZnnw9zlaJfM3BmDmx7MICoCdsfHrIe60FV3ZSiOmswe64RRYB6Mvthg/YfTyBERxQqHGmpMxHcCBBHieRXvosMmSWXGFjlbM1BEgbt70yQ9h7mzbQJHINETegP0rNbpiSuMPJzh/It1Lny/RnpAZXh3HLvt885XFrj9X/bgWD7RnERmUOPi203K4xbJ3vA6ywyp2G2fxryNgMDQ7jhWw2X05SadShhxFcnKNOcc9v1ZMTQEC0IJxq7P5kh0K4jvccxuLdicf7nBzNEOqALbd0SojAh0zPXsycZpeSeIy10MOTdz4FsBnuUzf85k4ZzJrl/LgS9QGjfY/Zv5MPIsEkY8RRaHSKvvSmHWPXwvQI6IWE2PdtFFlK7KFPR4OGCIdYW56kogoMghChzJypSd9hJtsuPVOcZ3ISLyYPdv82bpL2l5Fdp4nK5cZm2ixO7knbxZN7hgmGyPRxk3LP7DxCyaGOD5LdYnutj28CBnn5mgazjKu1+poKUC/MCj3epw7vkA9XGNmJRhferDPFt22doT482pJiLhdjdEHy12/X1VlETSQxpaQsJueyhRiWhGohOUmY6exL5tms3iCLJSQBUjWBjhfhB9/CD09Z0yxpmzLnNH/kvE2xL7/nphiQ1z4N8HbHz6o2xbYVJ3F/CtCP6ISHZTjFZ0DFOSuDstk1binKz/mJONcfLRlQxLt2PMJcnmEsRiGpfNI6TWd7FuSz+iICAxxHzCww/Cwa4fgIhINCWjqhaiEMbESYJMUinQ8iqcrL+MG1gMRDawLLKFknN58fYshHmsgoguJXB8G9NvkVIKtLwyVyaSEjKaFMcPHAYjG+nR11y3PxVRQ0BEEXW8wKHqhk2f4TW50D5ITM4wHNtOSu1F9aIcq/2YSDbJvDW+uO4Iq+bOYvsdGl6LiJziUuMwoiAxHN3G8vh2jtaeQ0BgXfI2hqNbsQODqjPLlHGGO3KfYcG6wLw1TtmaYkV8O1KwyLAhoOPVUUU9NFf62XydxboSLXS09jy35D7JxfYholKKnDJIl7aMLnUAN7CJLjozm36LsdZ+dmWf4ELnIC23zLx1gUg7RdurcKF9kISU56bkbZxqvMzm1EMcr79A0y0hCRJCIFK0LiIJMg92/wtUUb9hxE5K6UEWdJzAXHptMDKCKkXYnvkIrm+hijrCIno+qG/gib4/QECk6ZS4ZBxmzhpjXeJWItL1sTpe4GJ5HVQxiiZG2Zl9jIOV79PxGwzHtrI9/SiyqBKVUr8Qgjprnr/utSnjNCtiO67R2bq+jeFfa7Bl+W1c3/rZP/+gfkn1QVP7K1SKqJOQczTdazNE4/Lfv5n8h5QUmKiTr1I5fHTptfyjD+KtuQNJ+/tlcaWVHoJIwNHa82hiDE2MIi3edBzfplP2OPjNEkY1fPBEsjJ7Pp9j6ojB2RcW3XGFgFPP1OhaoZEo3Pj7o1mZLR/v4ujflPEWkaltn+oiUVAWXSyjTB26ijb2jkTCOJQgoFVycIyAE89U8Rf7Nt+Fk89U2fWZPKefq2HWPbpWhO6lk/tbaDERJXq1wTKqV6m3dsfjzPP1Jaqlb1qs3K0Q6V1L6bWDJHc43PyxvUjdWfS0huxV6SRTVJ/9IW6lTP6pz9I8uA/tnl/j7BsC5dEmiRXdjOg2hXWhCcncqQ71aWfJwbRT9bj4Zguz5TJzzMCse6QHVdbel+L49yrE8wUyQ+/f1GoJkTX3JulUXQZ3xujfGkWUQuQ+klKQVYnyxRAJA4h3h1TTt/5wnp4NUYZ3x4kXlGscoIMgwJ2fIr9iA8WTixxWPyBwHLKrU7z9J8VQkymAIKpcfKvF3i8VmDhgIKsCq+9NE/jBUmRNPKdw828WmD7Sxqh5DGyPLmUaGzWX4qjJ4W+V8ZzQoEiQYOy1Jrf/TjdaXEQgoFV0cAwfWReJZmWyi+i6awe0Ky4EkOrXGH3DYs09y7DrAjNvVFEiIvG8zJnnarTLYSbtlk90oUYEMkMqs8cNolmJeLfC6MuN8DONkK6sxiQkWaJ0zmbj4xl8L6Akm/RtjrJsVxwtKVIaMzFqLiefqdIpuQQBvPYf57jjd3vx7JBKe3lfi4PfLONaPqIcajTNehjV47nhKmpif5tkr0KqX0WQoBshpGEHV49JdrnG6R9VqVy2EQQhpPjeHCeSlkj1JWiXHaqXLTKDGgvnzXAYEgice6FGJCMvUvQD3vnTBe75X3spjVs4hs/syTaNeRMnWiFiN+nRV7NgXWLeGodAQJJlhEqaUy/OI1hRAg9mjnSI5xWyy1UqF23OvlBn0+NpIpnwOo9m5OsMpbLLNPb+VgGrGWZSD+2MM3mwTafksuljGWaOthGlsIFzWj52J8zRbZfDKCDPCVCjEoIUsPmJDEbdQ42G13O8W+b039VADGUPgiAgSmGcl6IL1Jse0ZzMyMNpXMdjyye6cNoekR6F+ut1diQ97lqVBz+gPxZh33+7iF+KIQmhBn3Hp7vCgcBvd3PymRq1yzbxvILV9DjyNxX2frlA1woNq+4hIJBbqVObshh9sUEsJ1O1Aw59s8SeLxRozNrMnTKYOtwO708rdXb9Ro53/mQeNRoep6nDbXwv1GRDaKRXn7bpek9Gdn3GZuJAizPP1RHEkKJbfLvD5uEsoxGBPncLcXcDUlTlrb8uUy2aZDQZmj4CocHfni/kMVse516oE8vLrLg1udTQQqjbjeXCjdj4WAar4dGuugxciqLFZNIDYcaz1fIx6h5P/N4AVsUjlpJI9qpIkoDmh/vxCkUy8AOSYhem0wmfmQF4Xkh7Hq+d4NbCbexwC7ijLsWmxYtaEzcAXQgwfIMxwWTHsgyxtIrV8pBkEFQfHw8v8MCPsFrfy6y7gb+c93EDk8dzGVYaDglRouTa7B6Mo+o3vq9KshDKZRYlM223xhvFb9JwF/Akn8vNo9ye+RS3FB7g1eIPAR8/8Nmcuo2G0wIBPDxa/gTd7e5r5B2eE3D62zY7/3k3Fa3F6faPafh1hvRV3Jy4m7+a/M8kZZ/h6GpWx3ezYI1TdMdpKPPcs/0LJJUoEKUnMoDhNinbk1xoH2R5bBuRgW66lkcoXTQWkfKAkUdSyFEfRYgRBD4Np0Tbq/B68etIgkwAHKr+kF3Zj9Gnr2VMehcr6BCVkuhinA3Ju3m38rc03SI7Mh+htjBHx6sCAptSD5CU82xJP0RETt0w/iUmZ1ifvJNTjVcw/TayoLIl/SFONl4kwGfGOMcdud9AkyJIgoQoSPiEsS9hAx2WLGgIgkhMzvB66euU7UlEJMZbB9iefoSGW2TeGkcVY2xJP0TZniTAJy53caF9kInOaQQhoO7MMW2e4b7uLxOTMovU3gA/8Fkdv/l9da9ppY/t6UcxvAZjrf0kxRwrozvp0ddwqPZDmm6JpltCFjR0MY4sKHgIS+e8j0+3tpJzzTfYkLp3cd+kGGvvxw/cpcxbAD8IDe6u6F7TavcNtwkgIee5v/vL7K98j7ZXZSiykQ2pexejl0Sk9yCnVXuWU42XmeycIK30si3zYRQrgibGkMQbtywRKcFAZAQfj32V7+IFDpvTDxGT01huB02M4WHTcWtE5CSqGHnfbQUoaCtRRB1F1KhYM0ybp8io/dfRlTUpRpc6SNm+mnaQUrpRxf8+EvxB/dPVB03tr1AposaG5D2U7Unabg1JUFge20ZSKfxStyOVNbl05Ng1r7X3vUH2li1I2t/PNl0UJFJKgdWJ3VzuXG2SdTFBVEqGsQzVq5NUo+LSnHeYOdZeNKC5CqjOnjAY3H7jcG0tJrH8tgTd6yPYHR89IRJbbIBlXWTtfWm6VuiUxky6lmvkVutLxiqtORdFF2jNhQjVle/1nTDSY3B7jOplC7Phc8uXCgzujDP6Uh2zHk5kZVUg1X91OmjUPGbeS9cVYPQnJXZ+fCfNY6epHzhK5+RJlv+fv4+e7cMpCUjxBM78HHgejTdepfDF3+PET6BysYOczmK2RY7+bYW9X+5G0QTMuocghs0chI6lnaqDrItL5lEhihug6CLli9b70qPttsfkwRZnftzAdwNW36Wx4VaT1tuv0Q58pL23Ex8Y4pYvFmjOO4gS1Gcc3vqjBVwzCPNpiw7bPtV1DQVPyeVxSgsUtlvEf+cm7E5Au+wiCyaCEDC4I8Ha+zI4hs/EwTYCoERERh5N0zWsUb5oce4ndfJrdAZ3xommwwZn3YPp637DwnkTp+MvNaaRjIxrhnpQWQuNbGZPGZz8uxpCAFpSZONjodHQ8lvjnHkuHKD0jETIr9E5/WyNy/taOIZPacxacnjd+okuTj1TpTnnMHeyQ89IhMyQSvdIhNaCQ/G8RX61zsJZk9IFi+V7E0wf6SDKQni+lVy2fDyLawWMv9bg8LcriCKsfzjN7KkOVt1DT0sQhOZf00c7rLozwcJZA1ES0OIiyT4lRApdEEQBz/BD0EMAUQ7PXaPmcvaFOrGczOaPZilftIhlJbpW6mFe8a44iW4bs+kxsDUWfuaVXOFkSE1987/ML+na9+TlxRxOKRykBGGDbDV93vnqArIiEMlKoEC+L0dPMouMzYRxHFWI0rJr5LVeKuMObuCjEEWLSziGT23SYtnNcaxGg571Oq0Fj1N/V0eQINGtsPlj2WvcwUVZQEtIFM+ZHP52ma7lKivvSOAYARP72yR6FIrnTWJZGVP2UKIizXmH7LBGfcoOr1lNZOGMSWpA5fyLDToVF0TY/GSG/q0xImmLyiVr0aRKJj2gho7m22Ike1VqUxbzp03OPNegMeuw46kuVtwZoVI3sBplEr0S8xfa1GZNElIc1w2b61N/V0PWBPoXUeRol4xjhEj7Fdr35ME25cVBQRDAtl/rYsdnujj/09DB2bMDjJqL1fa59HaLdsVFAKaPdNATEjs+nadTDWOcJEVcymsOFo2iJFlg7JUGw3sSaAmR6SNtFs6FCE3ghxFdcVmmcspkz31JWgsux7/fov+2GENroyxcsHDFgEhCAsdneE+CqSNtyhcsMkMqekJm358X2fFUF2Euczg0i6TC5Yysisg5EdcJiGUV6tM20YyEnpa5vL+J/yYM7ozRtzGC2fKWciDjUoY96U/SrtiIto4nWehBks68j9kOBxM6AgVNQQ9iDEs6r3+tim8GSA8mmY1ZJGIijg+yqNAKKriZNJs+liEd04gWBJpOjWhaZctdy3Ha0DkTcMdwDineYrcYJ2GJrI7JzJ4xKdyR5sV6k2rZZU8qwbCukpTff8nWcis03AX8wMORDISkx9HWM9zV82WSym+zYEyT0btISFFeK34DVRRQBJG+SAZFEdDSEHih/lVWBZSoyJTj8Jd1nVuSH2U4AZdNgX21NitiBRbMUcba+xiIjDCSuJsAj6HoFpLKtc/wSeMkLy58BfBJKd2c8r7B3V/8PTrTKaymR36TSDtyiZPV43RrBZZHV3Oy8TKyoCw1YJoUwwlMRltvsyn5APd1hw7EQeDTo68mLndxT+HzOIGNLsR5ov8PaLtVREEmIiXJqD3vu98gHPivTdzKQGT9UkM93jqE6ZloYoyCtoKomMQNLNJyL+sTdzDVPs2erk/w8sJX8XAQENidfZKGvYAVGHS8cPiYVApsSt2HIIhszzxKTMogCTLj7f1U7Vm69ZV0iYPMGaPUPRARyMgaAT4iIh/u+T1ON1+j7VUZSd5Nn77mfc09bb/DrDlK0b5IQV3OYHwDMTVNtTND2Zogrw7Tr69nzhrF9FtIgsLW9Ie43A4pzsuj2+iLrGV/9btsIGxqDb9FRumhaF2k6ZZZn7yT10pfX8qYzanLbkiF/tnKq8u5v/u3cXwTXUoSk1PX6JoBOm6TQ9Ufcrr5GhBQtC+xYF/gQ92/S19kDTEpc8PPFgWJNYlbqNqzHKx+H02M03arBARklD6O1X/MlHEKgIHICFvTH7ohogyh8ZPltzhR/ylNt8RQZCPb04+S14aXkOQrlVTy3Jn/Td4sfYuidZGcNsTerqdI/5zz7YP6p6sPmtpfoQonptOsjt+CdOVmr/T9wm53/1glyT5qVMBuhwtaWReQZI/35dT8nJJFlY2p+9DEKLPmOWJSFxtT95JQclyslK97fyQjkRnSuPxOqHUMAPyAzM8xQtJi0g2pYBAu1Ae2xhjYGsNsuHhOgGv5dMouB75RZNdn83StVKlNOESz4UJTT0kke2TUiIAaExnaGSeSkll1ZwLH9Jk+3EZPy2x6IkP8PWhS4AfXaD0DQcR1RQT5ynsEpK5uAjk0a5DTGaRkGiVfwJmbxTx/FnWhSXVCQ0qnEZVFl1jTpzZhMXWkxbJdCY5/v4oghLRes+YxuCNO+YLJTQ+lMBsexTGTeMZl1W6f1OD730qMuofnws6nc7i2z+CKCtP/7v9B8GwEAVr736Hvf/k/0IdW4Zqh3nb/14rhg3vx2X35nRY3PZS+pqkVVJXsU19g9rzE+VfmcQOd3KoIGx5K45gusycMFs6Z6CmJkUcyFEcN4gWZrhUa+/6suBSTVJ926FQ8Nj6WWUKmf7ZKoyHlundDhKnDHTpll2hWRs+ExmeCLHDi+1Wasw7Dd8dJ3Bplv91hwPFZdVuMzJCG1fRozjmc+0mdwAtAANcKD6RnB1htn+a8Q0CA54RIYH3GplV02PiRLOOvN5g5ZoQI+f0pRl+us/a+0KG2cski3a+SHlJpl11O/qDK3CkjPA/NgE65yK7fyDP2chM1LuAYobZci4ssnDFIDWrUpmy2frILWRM480KdTY9lyK/TmT9l4PshOr3itiSlCyZDO+J0Ki6toku74pHIy/RtjHD5YBNZFDn3YoP8ag1ZEzn+3Qqbn8yiJaWwUREFZo93lhy6EcIhRrJPpVN2kRQhjOtBQFJh6yeyISUfEzHWYeCeJOc6b7JB+DBd7R205TnOqy+S0LtYedMQycBl5phJc85BT0kkelQc02PrJ7OocYk3/tMckbSMiEBjxuHcC3W2fKJrSU9tNFxmjrexjQDP9CmNWkwfCTXzXSvU0BBqbYTZk2Fe7taPZ6lMWNz0UIrx15t4rs+q25MU1kY49t0K9Rkb1wqIZiUEBKqTNuVxi+xyjaFdcRbOGUS7ZA58vYQoh1KI/V8rEc2GmcBaXOTcT+tk12ZpKJOcll8l1kwyVHuYmJTCt4RQN+oFmLWQ/nz53RaRpIRVDyOdrsgklIhI5aKFUfeW9Lunnqmy+/MFutdr5FdFsA0fQRKQVQGr44fu44sDjeqkxQohQXpApVNyGdoVotiuHZqNxQsKelrm2J+F2uINj2SoTFik+lTmTxlIWvilV6Kepo8ZTB1qYzc9Lr3QZNNHM+y8LRzAqAWRTU9kOfuTGhdeb+J7MHW4zdCuGPFcaG514C+KKLrEst1x+jZFaM47xHIKkaTE4W+VaZccPDtg7nQtzEZepTP+WpOzP66RXjQHW7qf+BLC+BBj3yuGxnqyxvr7Mxhui+7em6gE5/DtAN+BzX130zyn4s41iaRkzHGbjXuivNVu4icFIlIagg5ptUVn8Bx5Ncr6T2icfi7CpruXcfy7NVwroFlzGdwS4Y4PZTnxwyqdcpjdvub2BP/m0jRlz0OQBN6utfitgQK7U9c+q10zHLQZNRd/cDH2C2spc1QOFGbNE/RoG8gGO/HFGm+V/gxFaJNTFLJqPzm1m2rmEr17ZWZOdBhY100krlJYq/Oa2KHiBDxTMuhWVUyvxh1pDcGr4wYGuphgwbrA7fmnw2vHbVK35xEFmbicoeVWOVb/MWEQNswYZ8mpQ7xg/V+k+3vIqsswlQyHSi9Sd+FyR+BC6xU2px7E8MOm0MdbyjNNKd0oosaZ5uvYvslgZGP4O0WFpFig5dSoOjNcNo6Rkrvp09eivQeVCwKfplum5Yaa24ScI6aEQ0xV1FHVPgQUpowxxjvTeIFEv76GTamHeLX8Nbr1FRTU5WzNfJiSdRlFjPLxgX9Lwy0SkZI0nBKaGMF2DRw/vGdsTT/Moeozi5RdGVWM8mD373Ci/iJOYDLe3s+D3b+DKkWI+R2kRZpu261Rd+YZbb3Lnq5PIAQiGa33huZGTafEhfYh5sxR+iJriUpJxtr78AKXPblPUnNmkUWN8fZ+1ifuZDC6gbZbY2V8B6bbYm1iDyPJO4jJWQ5XnqVPX0trkdFXd+ZYG7+FujPPxc4htqQe4t7CF1kwL5BQukgpPUTl6wfBV6pmz3Gk9ixTxklSci83Zz9KUs4i3gB1Nbw6o613rz4YINT6BiYppZemWw5zid+zD1zfpu3VCAKPhNzFyuhOlsW2cK71NlPmGYYiG+hSB5kxz+AFLpPGCQraclYndt9we5tuiYPVHwAhgl+2JynbkyyLbb3h+7v1lTzQ/WXswEIRtBuabH1Qv7z6oKn9Faq6M89PF/6IKw8YgJ3px9meeeSGN5h/qlLSKRKr+rBm54Fwuh9dvx4p8fOnfe9XcTnD5vRDrPNuQxa1JXv2vs0xJg91rmkCXTNsTqaP6hQXEYS+TRHya/9hNuy+G1AaNznzfEgnzq3WGd4TpzXvcvivK2x/KseZ5+pUJy2610XY8FiG3EoNfzFS5cr0NdGtsvUTWdbdn0JSBGK5a+mRWkIi0aNczW4VZAZvHcCvnEBQFPSBftIPfwRBTy7+t4xSKJB/+p9R+e5f49Zr0C4T71tNY+Hq53pOGJOhRkMq8PZfz3H5nXAxuWx3HNfyiWQUzv+kTnaFwu1PubRe/w7e5AJBYx1O/HaUwvUUpMAPMKqhScvAtiiZxjEEUWJJiuS6NN58jchDQ7z9lSI7Pp0L9bGEWY0IIGlXTXSulKjrGG2NU8/MASIEFsUjNapbVjF5oBUif3EJq+Vz8odV7v1XvehRm8aCTPmShSgJS1nD00fbDN8SD7V6afmqVnqxBnfGMKouAzvi6CmJmaMd8mt01tybZPZkB0UXGflwmqmDbdzdGl+ZWsBzA2K2TH8g81Syi3PfqS9F2igxke51EY59pwKEZjVGPcBzAjwroDkAnfigAAAgAElEQVTvsuGxDOdeqLPitgQH/qKEZ4dxJsXzJlbLY/MTGbIrdSJJmcKacOHme8FSbqcgCmHzDHQqIVJXWKPhOuExEYTQmGrf10p0rdBY/+E0tQmb6aNtapM2h75ZZuPjGYZ2xChfsEj2qTTnbLrXRalN2UTSIeugU3Wpztj0bY4hSyLFUZNoVqY26WC1PBIFheKouWjapDO4I4prh2Y/vheAILBwxmDrJ7u4+FaTymWbVL/C2geTzCknMEaa3Lp1O7V2GVvzmZLfoWf2Dk4dK6MGCWYveex56rO0LvmceLuF54Tna2vBpjRq0bcxitXyqFy2Q6Qvde3xrU/bOB0fRRexOx7VSxYH/qLM3b/fiyAJYQTOTTp6QiaSkVBjIse/V6E27eB0fCQtNKFrFR22/3oXsiJw4gdVPC9g7rSBpITn7tr7Uxz/ToVgUf/dqboM7YqxbFccsxken8AP0BMSq+9OYnc8Zo52UCIiqUEVTdNYo+1guHc1nmihpAosvF7BtDzsSsisWL6oyT71d1X2fKGA3fFZOGcSy8ks2xPmWl+hz18p1w5wbY/Cmijv/ukCkiqgxiQGd8RYeXuCcy/UlyK0MsMaVtvDswTe+soCO349x73/uo/5MwaiItC1XOPdrxZRohIzRzpseCRD4EFhnU5rwWHulEEQBHSvj9AzEsHp+JyYsFAjEpIIx79bJbdKY89nCqgRAdcOKJ43Q5q2DAQwfbjNni8UECVI96uocRE1IvDaf5pDUUPd7JaPZ2ktOOGcVAj1+cVRk01PZBh9qYkogygKdMoul95tUR436RmJUJ2wsJtgNwUc0+PY96qMPJ5ha/IRas42qv48WXUZlWdjDKyXkORQ+zx/ymTduhTkE5wXLGRF4MP5HgY1H1HYiyZGiW606VvexcQ7FnYrHN7JCKzYneTNP5zDbvs4RkBtIkT7P3xHmj+fLSOExAperDRYG9HJqOHzwO541CZtWkU3vJ79KNFEjpZ3NctzTeIW5s0xbL/D9swj+EGee7R/RsmaQBNjpJUextrvcq7zFiN3PsiqHZsZf6VFcc5EUgVu35ngBaGOjUzbC0hLMdbGAvYVZ1DFKKqok9eGsbw2Ha/Bvsp3qDmzaGKMremHySr9BO/JZLvUOcrerl+joC3nUucoOW2Qs83XuTKqFAmoOLO4gYUmxOjWVjFvjSMLClEpzUjyLl4tfo2SPUFMSjPROcbm1ENszzyKLCpMGsd5aeGrBHgE+HRrq7g99zRe4BCV01TtWUrWJc623sT1TVbGbmZlbCdJNY/r2szZo9S8CJedTdye34KAT9mRONg08QOXo7Xn2Jx6kIzaz8r4zqXfFXOzmF4TTQs9GiRBQRRkupRu6s48FWeauJyl49ZxApPTzVfZkLyXQ7UfEuBztPY8m9MP8OLCn5CQVapOiTXxW5gzR5k0ThCvZdmbe+qGDW3brfJG6RtU7CkabpHx9n62px+lSx1i3hrH9trktWEg1Hu+Uf4GSbnAxtS91O0SeX0ICRnTbzHdOcPaxF6yWt9SY5dR+siofdyW/wwdt4YoSEumVbKokVF6ics3RlBNr83B6g8433obgKZbpjw3wUf6/zVZte+69wuIRKUUdXfhmlclQeEn83+ILGhsTN3Lith2FFHH8tqcbb7J+dZbeIFLXh1mS+Zhfjz7n2l4CyiCzmnnVQajG+jTb1oySZ01z7MqfvMNEe8rcUKiICEigQAL1gUsr/W+6G78g0b2f5r6oKn9FapQ/H6tw++EcYKbkncQF7O/tO2QUylyn3iK5r63cGZn0FauJr5tB6L2D7NAlwTpuptOql9l85NZLrzeJAhg+Z44ggD7v1Zk00ezKBERQRAwmy525/3dj3+RalfcJc0lwNxJg8JandSgSvWixZv/ZYHle2Ms2xMiBonuEBmWbgD+KrqE0ntjVDiSktn2yTDqpT7jkFup0bVSoz6+ga7fXE+rJhEkMuip92jOolEao+dI3H4XoqoSILCuP8KxH7k4ZqgPXXFrgvIFE7Nm47sys2906N8aR9ZFFs4a9G6MUjxvIGkwtN5h6o+/RiTmIFkGted/hN9u0PXkryFFrk7GfT9g+miHyYOdJSTJ0gPEaIygYQIBci6Psul2rGbAjqdziBIs2x3j8jvtJb3ryCMZYrlrb1eiqtFuRwAB9BiuBYgiQSBQnXRpFy20hIyeCJsvp1qn0o5j1B1aCyFMqMZEImkZ1/IpjZlceKPJxsez9IxEloxu2qUQzZs9GS7INzyWYfVdSURZYN/XijRnHbSEhO8F7PjdAlOCw+8P9WAJAW/R5tBEi1LGZfuvd9EquQiCQNcKjXYp1Kv6XjhMSPYoJHsUzIbHytsTaDERBNCSErVJm3heRomEUUiuGaCnZeZPdYhmFRI9Ski/XMxkjmRk2kUHJSri1T3SQyreMgnlNxPkZIk+WcEaszmwaKDUnAuNvHw/INmr0LclRrJHwW771KYthnfHMRoesqJhtkI0VdFFHNvHMv1QUxyBZtkhv1pnYn8bpxM6XNttn8ygyvmXGhTPW2GDtTtOedxaai59N0BLSnSt0EgPqRhVl8vvtujZuRLTP00xcYo3Ol8n5mfY638Oz0ohtDugiOz+6EraMy4nf9DAqLtoMYmzP66x90sFBrbF6JQd9n+tBMDuz+Xp1FximauNbaJHWYqwaZccGjMOnhlw6tkK9/yrPlpzDqd+VMUxfQrrItz0QCo0K9LD6KfAD5g90WHnZ3NE0zLHv1elNGahRETSAyoLZ40QwUxItCsekYyE2QgnOuOvN+laoRPPy+gpiZV3JJg62qE2ZZFZprH9qRzTxzsM7Yhx5Nsl7E5AYa3OugcKKD0iGx/LcPKZGrLuM7QjRnPOoW9zlOPfqzB1uM22T3VRnbARRLBaIToby8nY7as5koM7YqgRidPP1dBTEiDQqbiMv97gli8WGH+9gWcF5Ffr9G+O4jnhdRzPKdSmbFoVB7sVUJ8MY5xcJ8BzfCLpcEE48miadskls0xlYFsMUV4025uyiRdkBnfEmD1mIIggSgKVizaKLhAvqDRmbSRVRE9JGLXQCCqzTCNeUJg63EHWRFbdkeTCm02Miocl++gJCccMEebADzBqHq7pE+mSSfSoZFeoqBEJWRc4/1KT+pSNUfO4/G6LgR0xMiM6c4cMHMPHrYVGdXNHRGYOZMHPcHHaQVZtMNvc8sU8U0fajL3SYOxvatz6xTw3tRX6VkdRlBoHq8/QcEsUtOVsSN5DIpWjXWotOZzHshJG1cXuBIsL7EXt+r4W2/e8VxYUhHmdzhwNp0peWMXU2w6Hv1XCc0J5yI6nc+zMfIrp+D5K9gQDkfXYgUnJPspQNEQ0RUEkpXSTUsLhY8utcKl9jIAA2Ynx5l+N49YlNBK05l0Gmh7/5qF+nmvU0USBOzNxquarxOUMpt8iqw4S4DPROcnlzlFqziy6GCepFDjTeJ1bc08xkrqH14r/DQBZUClaF1mfvAtZjOIFAg23huN3UIUYdgAJKYpPwFjrbVbH9zCSvIuYnCYipWi6JerOPDEpjSCIiEhMdI6xPnkHrutypPYs4BMsrnPmrTEsv0OtM0deH6bplnip+FX8wGVt4gECcYg5R8AXXDx/gddL3yChP8VLlQovVUKtpiZGiYst7kiNsGCNE5e7KNsTnGm+Sk5bxkBkhLicJSpfHcpHxDiP9v7vLFgXqNqzJOTconlQAIi03SqZSB/B4vEu2xOk5G7uLXwR17fw8anas5xs/AQBgRnrHIZXRxW16yiwIe28GNplLz4ARlvvclv+8zQ8mY4fJSVH2ZC8l1ONlzFpkVH7iEoZPBxenP9jZFFhd+bjDMZGqNqzOL7Fnq5PISIgiSqRRSMuZRFFdgOHvLaMuJy9bnveW4ZX51L76LWv+Q06bu2GTW1K7mZX9mO8tPBH+Iv7Zn3iTrwgfF67gcWR2nPktWGyaj81Z44zzdeW/r5oX2K8tY/eyBp800MSZBzfZqJznNtyTy81tT36qusa2qo9y5w5iu0bbE0/zOXO0SWtbELJo7xPNvAH9T9XfdDU/hNXzZ6l6ZaRBJm43EVSyf8P25acNoQqRrD9q/EzabUX7X+AqF3J58k89Ai+ZSHq+jW5qv+o36OLDGyJkVupQxDShB3LY2hXnFf+v7ml9+VWa+z98vsbHfwi1Sm7Sw3tlZrY32bHU10c/GaZTsWleN6kf3OM2Pvk4f6iFS8orH8kg2eFi+uQ/pejVXSI9wkEQYDZdNETi5e4KJLYtQdrZhrr4jiippG5eTV7fzuP1fSRdQGj5rL/T2bwXZtNH+9l7mSbS2830OMiyUGdwiqZpD+N11snk+mmaXVwBBFZEQl8n/bRw6Tvf+iaptZu+5THLaJdElbDozxuseGurTinDyDIEoKuE3n0Sxx6TmX+7DQQGr1seCzD0M44jRmbwtoIqQHlhrFPyf4IQiJLu+iEutJY2Fwm+xSCwCewXXBMArOFmlrLwW9VyAxHGNgeGnvZbR8tHrDmniTF8yauGXDyh1WSvQqRtIxRc2nOOciRMB848GH8lSY9N0U4/2IDzwxQo2Lo6JuVSKgSwfNN3j3YJpqWuevxDIU+ibbjMz9qMvKh90y0hYAtH88yeSjUdw9ui2E2XbY/lWPhvIHZ8Ej0yARegBoTliJSJEUgv0ZDEAUiGZnGjB0iwMsgkpRJD6qsfzDFgW+EdNZ4XmbVb3Xx1el5HkxlsMZsjo21WLYywrr7U5z4fgU1JiJrAstuiRM4cODrRY5/10SLSWx8PHTmDWoetuETz6vkVmloSYnpox1S/SrLdsU59UKVTsVjYFOM4VvEMKZJCBjcHqcx5yxl2U4eaLHl41m2faqLS++0kBSBNfclmT9jcObZ2tI1ZLZttHQaq91N6jaTtN6NEkTQWgVe/JMZ8AQEQhMZIRAWd6mA3fLxvYCJA22W3xLn9GIsUBDA3BmDdfenmDwYSg9ieZl1D6aXmtrqhI2elpBUgZkjJoPbbI5/p4wgCihRidrl0Gyqe32EyYNtrJaH0wnpuuUxE1boVCcsPDfg/2fvPaPsOMwzzafyvXVz6IxuNLrRyLmRCQJipiiRSpREypLosWTJsnYs+3i8e86m8Tk7Z3Z/zP6wZ8c7I3lGlkVLlERligEUg0gQBJFBoIEGGmig0eh8c6pctT+q2SBEyfYeDWXLR985+NUBdevW7arv+973eecvmax/fxrH9DFKLoIoLMYshXAo3wM9LZHpU/E9GP6dHGMvVZk+bYAgMHWqhe8EbP14llNPFDEq4YP6zFmDaEaiZ3MMQQy3kr7rc+HZGnMj4dfWPxhu2BcuG1w6WF+65CIpiV2/18bFg1Vqsw4da6KkuhUiSQnXCJBkgVbJw7NCxYBnB9zxZ904LR/P9tESEiM/LrPugTTLd8W59kb4/q08kCTdozBzwaBZc9E0gd2fbaM242DWXVJdKtVph/FDDQI/JJhHLpn0DscQhJD6PfZylUyvRu9wDH0xVzmSkuhcGw0ZAkI4/Nj68Ryvf2Ueo+KFTfCExfr3Zbh+rBlK7Ssu1WmHzvWh1NgxAkQFVu5PMPpcmW2P5rDqPp4bbtK1WPjeB8D44TobH80yf95ENgXUuITjBghBgG35uA0fLSbiOQHVGYeZEQOnFbD7sx3YLY/ADbj+/RqphwWu9z23mJUZYdoYxfJa7Mk/Qt+OOJd+Wgu5Cl6AoosoUXGJXwDhfcqVgkW/ckAQuNyTzXOt+X3mrDEOCH/C6HMtHCsg8CC/QcTLFBFkh8H4LtSWTtNtoEodrIztp+sXEH8BZFSyag/T5kXkVhq/YiAYKs2mhxD4XD/SYOWBBJ/siGD7LQShRj6+h7TSgRtYYeNVfYENqbtouRW2Zz6OKKSZMEESbBqeRH90M9GOP2K8eYLViX1Mmxc4VPg70moHQ7E9rEvs5UTlaUQBFEEgo3SRU3uZFM8yZ11mffIuOrQVSKJCQEBczuEFoc87IsWQRAUQCAIfL3CWGsW3ygscJEGhYE5QcWfxAodNqY8xZg3ynUIJRTQYiHby0Y44hldjmXxzmLw8IrE7FSUuquBXGNB3ULanOGdeQBIUbhjnmTZG2ZN75BYbl66k0ZU0bdpyZs3LnKu9SICLIEgQ+KyM72K8cRxFiCAKIhuT93Cu9jKX6of5UM//zA+m/90tVOWs0kPVmWescYSV8V1k1C4ALK+FImgoQoQg8ImIcezAQBHTXDUlflxwycllPtGVoE/fTF90I34QULCv4vgWE8YZREFifeJu5qxx3ig/ubQN3p35GMv0dch+GDU1b44zbY5yrvYCkiCTUXvYn3+Mdq1/Uf7rE5ESt9CFJWTiSoaS/fbIPvGWSJ0gCGi4RQyvjiJq9EbX89Fl/wfz5jgptZOIEONnhb9928+H359VeyjZN95xTRfsSdq0Faj2NSDkQmhidJFsLtAdXU1PdN3S9zecEoZfw/VtTK/BSP0lLK/BbblPLOUDb0je9S82d7buFHEDm7ic/RfxGn/b1L6LVbQmeWbuL6k5ocy2K7KGO9s+Q+rvocS9GxV4Hm6xQGqqxYPap5hPlHjd+TExOcPm1H0o0j/NBEqQJCT919NQRxJvAwxpEv17EyS7VCZPNEj3avRu00l1/f2e2n+otPg7m67AD0j3qdzxp104po+sCeiZMJPzV6lWyQ2JmmrY7LiWz9nvl2kUHAIv3Lxu/2gUMi0E36f22itYNyZRMlkSB+7AV9MYZgxRCWE5SlREVgLygxKzJ1uMfH2UDY8MhDFCVoP4shgLT3ydyukxEAQSXQ8TjXn4QrjZEUQBOZ0B+dZmXdYEYnmZ6rSNlpDw3ICRn8ns+oM/xDxzBLFrgNHTOqVrFhB6Kc88WaZjbZTLr1TZ/OEcVw/V2Trwi+U98TaFvp1xLj1fRY6EW0xRFujbHuP8vIPn+AhOg7UP5hADG6PiU3ypxroH03St06nPO/QuelLLE+H2ymn5eE7AxecqTBxtYJRdlu/UWb5NYuKogaCoGNVQ8qfoAh3rYsTaZJLdCuMv17nych0vALNuc+iv5rj33/ZQrLu0D928YRhVl+tHm8yNmmgJgf6dCY59vYBrBHSuj9C5TsdquvTvThDvkNn2aJ4Lz1aRNYFV96RYuGhw5CvzaEmJ/t1xTn+7yOaPZOnZEm6jBBHu/DddNIsuqX6VZ/w6myMx6i+1uH62ReAHLLxp0LcyGv6+SyapnjCjtnrDpllwiaZlZFVg5KkK0bTMuR+XyQ9G6NsRI5ZVGHpPkr7tMWpzNq/8P3M0Sx6SAI0FhzX3p0Ladcnl8ku1pXML0Llep1Xy8IOAdQ+mwkYPgdmzBo15F88N5bF6TqE27VK3bDoNndtTn4WGzsTrJoqo4vkBvhv6vZPd6tKiwnfCx1o9J1NfcGmVQ/+wa/rMj5p0b4yy9w/akVVxaVP/ViW7VC4erLD9U3nGXgy9z64FkbS46C8PKE9YdKyN4prB0sZt+c44N061UGIiyU6F8oRNecLmzJNlVuyL07VBx3cD2ldrTJ8xiC5uitc/lOb802WuHmqSWqYwsC9B+5qAwphF4AVcP9qgZ0uM7o2h5Ls249A2pNG2KsLkuSbFqxYzx1ukl2ks26qT7g3J1PG2MEIqPxilttFl9qyBrAloSQlFF9ny8Vzow3QCohmZSEIiN6iF/lbDx3cC1FgYL3Tux2V2fDpPZrnO3Egr9MEvhHYCa3GA8OYPShz44070nEzXep22QY2xF2pceaVONC0TBLDugRRG2cWseVj1sDlsFBzGX2kgqQKbPpRl6nSL0oRFbHGrquoS6x9Mk+1XmX6zRc/WGAtjBpXrYSxavF3BafnMnGvRsTbKjRNNBDG0E9z2+Q7ibSqNBYdMn0rhisnceYt1D4hUrtskukLvrecEbPhgegkWFslK1BWf7AqF4Q/lsBMBPb0xrh1poETDhtYqe/QOx5g606Q27ZDoUpi9ZNC3J47tu8T6PBJKG1ebJ9DEGBtT93K1cRLLa5DqybL/S51cPFhBVETSyzTyKzUmj7r0vSdOZleU9HKNSEzgYTlDwXHZkYyAd4lr1hgiEo1agyAQEEWBvjsVgl1vcnD2ZaKuRMJOsjv/CC1fZMaYIK8N4DZ1Kg07lLenJCIJifq8Q+FyQKfwXpb17UJWVATXx6h5iEFI7g8QaNUcTgT/jbq7gIDA7flPc6b6LJbfXPrc+EHAhtQ9nKq+xLQ5T090iG59P69ULB7I5xiIb6crsoY3St/munGWqjPLjHWRon2D4fRD3Nv+ea4bI6TkPCti24iISe5o+z1EQcbxTRbsCSyvSVRK0hNdw3jzJFEpjiBIrIrvJSLG0cUk6xIHOFL6DsGiHzMh59GlFJ7ocq15iozagyrqKNJqjlTD1yMKEtfNMq9VZNq0IeRgipXRLL0RlXVRg5J9lKo/hyZIbEjdxcuFryIKMn7g4gYO480TrEncjivncQOHgjVBVEqSUjpJKFnSSjf3dHyeU5WncQOHdYn9tKnLaUYrxOQsea0Xw6txsvIUqxK34fo2m1L3cqbyHB4uaaWLLen3crT4XUrOFBfrh3ig808o2BNca50mIsbYkn6AS/XXFqOqYvToeznTjKCKPvfmJFzvGiOtUUyvwYrYNtq0FciCxrx9FVGQyGu9/GD664QDlIAAn6Pl79ETXUPRnkSXk7g4nK4+iygIi4TqeU6Vn2Jz+n6Olr8XZuNG17IpdR+xRTlyUm1nV+ajHJz/K7zFuKwNyTvRxZvD3aI9yauFx7H8BkEQMBDbzurEbaxK7EMQBF4vfguPm/cPEIhLobLw56MoAwLatH5ii19/i9S8I/NhOrSV9EY3hNt3KZSJzxhjvFb8BvPWFXQpxZ7sx9mbfZRDhceZNEa4q+1zRKQE6j/RM/K7WY5vMW1c5Gj5uxhulf7YMJtT9y3FQv2m1m+b2nepPN9hpPbSUkMLMGOOMmOO/dqbWmtqksbxowiCiDd1jWxE45EP/2/4cfU3jtJmNz1aJRffD5vIt2e3/nz5XkCr6NIohBIyPScvgZ4S7QqJdoXlu95JOzZrLrVZl2bBIdOrEmtXUH4JQOjtpWdl+nbFuH60CUEIwFpzfxpZFTHKLsUrIQ21WQwboiAQ8GyfZJdKLC/fkuv491V91qZwxcJzAkrXTVLdoeevPncz53XlbonWoaeReuKYY6NYV68gxRNY42NI6/YwetygcG4KJZejZzjBmvvSaLrHhnsVVmzUQzhM4Ti1J3+MpKkkv/iv8eeuhT5NP6B1bYbo6lUYl8chCBBUhcxDH0bN36pEkFWRVfekiOVkajM202cNIimFhXmd9vd8CM/xmX9yBtcOG5m36LrNosu692a4+HyF5bsSS5u0wA9olT08O8yqjKZlsv0q+7/UiVn1qM06HP/bApGUxMoDCfJDbYg1iWDqPFp0mGXbYowerHHuBxW0RBijs+L2OAuXTFbfl0KSQ+qnUXG5eriBbzn4lseFn5TY8ek2JHcWV8ghqyI9W3S6NupceaXGlVfrbHskS+GyiSwJ4C4K4DxoTDp0L1eWYF9W02PhosncBRM9ExKDL71YY/gTeRrzLnJEoDZtIykiJ/+uCELAtk/k2PeFdlzb5/zTVYpXTOqz4WanMeswdFeSSy9UyQ1oRJIyalzixskW14810TtlCts99ulxjp+uIkjhEAIR5i4Y7P1cOwO3JxGk0NtduGzSLLgIkkA0JYXndcYhEpcoXrG4frTJ6vtSiKKA78HV1xoMfyyP5wbImkj5molZCfNxRfEmDAuge0uUIAi4/LMayS4Vu+7jOj75AY14x83bURCAWfNoX60z/dIMsp9m9nCAOefitkCLSyEx2g8ojlts+GCG2REDAo8ASC9TaV8VYfS5Kl0bo9w40UKLh0OP6nQoF4/n3/m3I9GhkO7VmDzeoHc4TqpHJZKRkKQwJ9goeyQ6FZLdCsuGdWqzDt2bdCRVQIloeCasujfF/EWDVgkc08O1AsZfrVMYM1h1T4qOdTqO4dO5Psr0mSZXD4XNgd3wOfVEib1faGf6jIHVCK9xx/A49rcF7vjTTsyVPvWqw6TkcmyFTdALw7fnKP6ogayFlHSz6nHllRrdG3XUeAiw698Twyj5NBYcjLJHqkck13/rg9rQHUnspo9rNdHiMqvuSTL2YpVmwUXRRCRJIN2r0bU5xuSJJmbNQ4mKqDEJxw6YOtUiu15D75CwDZ/LL9dZNqzTtSE8P3bDo3uTzsXna1hNjx0P5Jm/YBDLS8SyMq9/ZQElIiAsbqn3/H478fZQMZEbjIQZy280lmT2orwIFJME5IhIvlehWXBJdiqsvi+F7wVcebVK4Ic0Zt8LQn9qAHMXQg9taplC73Cc60cbnPl2GS0l0b4hwgNf7OJNx+Qv3AK3aXEGLzts+kCW6ZMtHMNn3QNpWmWH+SsWLHqn490yRsujf3+CknqJw4VvLJ3bKeM8d7Z/DlGQ0Rbfk/yghm34nPtRmY0fyrD6kQyvWg2eMyoE8zCUiPJQWwYvcFgwLzNrngBCcJIUdxEVlVibTOdeh4MLL6FEBSRFwAjqHCt/H10e4HjlEHdFPsb0QYnGZRlZFEl0Kmz6cIY3vrqAa4RNjByLsOuzGTrX1Ll2qAGigByDDQ8ncdQGW1If4VDxywT4XGuepkMb4PqilDOj9JBVu3m18DgFu0nLc5lonSEpCWyIDTNtTNId6ccPPGasy/iBS0zOYnoNSvaNcNsqyOzLPUrVmeNk5cfYvsFAbJjOyCreKD3JWOMIXuCEHtm2x+jQBilY11ke20LNWeBo+busT97JyvgeonKGK40jJJQ21ib24wf+YuzKdZJKnhX6VhYcPwTRCUoY9xI4zNoud6dv41DhP3FP9vfojS5npHaMmjtDpzYYquyEsAkOAh/Ta9LwQiZC1ZnnTPU5VujDHK/8AL1cGNgAACAASURBVMtrklN72ZH9MHEpy8r4Ljq0lQRBGN9j+nXWxQ+gSTEqzgxz1jh3tn+WGeMSLxW+yt1tn6M/ti3cOgcBb1YOMmuH5y4ptzHROs1I7aUl6e+seZl9+U9ytXmSnugmzrUyTFkePZpKTq7w8sLXaHkLQMD52ovc2/FFSs40axP7WRW7DUEQljKaBUHAD3zcIBw0n6j8kD59Ewk5j0D4NUVUaddWEJGSVOxZjEXS80TrTSJSis2p+5bIxsv09Xyk53+n4swSlzLElTyxRZuY7bU4U3kWy2/gBx4tr8qJyo9o11YwH4zTpvWzOXU/tt+iaE8iCSobkncRXyRsp5ROVsf3calxGMc3SSrtdGgr0eUk+9Uw9zcmZ5gzLuMEFgPx7UvgsKZb5kjxW8yYF5EFhaZX5VDx77gt9zv065vp0zfT9Mqcrj4DBAzF95BVl92yZf5Nrqozx3Nzf7n0vp+rPY8syOzIfgRF/NUWPP+U9dum9l0qN7Cpvq2hfasqzsyv9Tg8w8AtFrAnr+M36uibt4EASqFFNNv3az2WX7VaJYeLB2tcfL6CpIpkB1R2fLKN5C/ZsBavmpx4vLgke1y2Lcaa96Z+KcEYwobj/E8qzJxdlGgLsOlDWZYN678Uo/9WqTGJ1fek6N0ex2n5IVRGF6lM2kwcayDJAvMXQ3/d3AWTuQsGkZRELCez49N5cgO3PmQGfkCr5OKYQQgwykgYVZcrr9YZe6kGAfTvieMvEm7figoSZYFUuk7hR2+S3fohKk//EFHXcasVtP4BZsYUSldMAsfBtx2mTrVoXx0NH86Zpvb4fyCwFm9wooAQj4MfIIkeyU4llFOeOUb23rtIHrgbv1ZC7epGbnuntL42a3PphRqlqxbxvMyez7VTumZSHDdJdSvE8gr5lRFq06HnOfTVQbJLYepMixV7k5QnLFwjoGNdhOq0w8iPythNP4yTeThLqkdl/oLByW+WljZnoiRw4u+K3PlnXaR78gTd+xH0GCvv9OjdEWdu1GB2xGDjBzJoMYGB/QmOP17AqvvE8hI9W2Is26Zz7adTKJqGp8sUrjpk17WT6IxgVB3ibSqjz1apz7qoUZFGwUWUw4d8t+QiCaHNKZ6TuXGqhdVoMnggQXHc4tQTRayah+9D6rzBrs+00yo55AY0KlM2iU6VN/7rwtJ5PPmNEts/lSfRqTD9ZgtZvTlkqU476DmFtqEAf1GxpukSvhtCdvQFme23p8MIBmHpskaXRdRUSKzVszLNkks0I5FeruEYPqIi4Duh1y/WJtM8HEpoi1ctXNMPSdQB1KcdCpespesPoG9xWKRnFXZ8Or/oHw7QkiLTZwxcK0AQAhDDnODarEuiU6Frc5TpU6HUdPmuOPGsQq49RSKe5uwbRYTAYfW9aW6cbCJrEtGMiKyFvvj9f9RBdToc7GhxkcP/eZ7qtMP2T+fZ8FCauYsGsYzMwP7kOxpa3wuwGh6BD6vvSdK3I4bvgRIVWH1Piisv1/CtsClafU+SS89XWTYcw6p7tMoOiXaV8ddCmXPfDp3hT+ZpFT1EJRzUjL/SCON9XqghyrDt43kEAc7/pLp0DJ4TEoRdK8AxfXwCBt+TYPpsC22RGn3620X6/3WOv748hx9ALCcz0mzymQ+144+7yJrI9aMN+ncnOPNkiWYxvDa3PpqjPm8zN2ICdXq3x1j73puyawi9sFpC5LYvdjJ/weDs98vkhzQ2P5xjZsSgPu+SXa4xcFscs+JSm3HCXF43wKmH5N0bh5r0bNER1IDle0IZ8YmvF3CdgNygxs7H2pAjArmBCFOnWwQB7Ph0GyNPlW+B5dlNn+JVi/hibFo0JRFNSUwca7Drd9u4elhE1cNNcjQj0b1Zx+8QaF+ZwpB8WjmB4JLJhgezHP4v82Hzu/i3vHzdolVyOfWtIjsfyzMzYi5R0hVdZPKKgfSmzPmNLh2SwtZIjFd/NEM6KtG3OUa2T+XUt0oEXvhB8gLIDWj07opREl2yOThSfQVNjGP54TXhBBamVyMm3aTERpIykhJmRL/xZIHsxxK8UW9gN8Jz+Wa9SYekMO9YXLVUDqTfS7v7BpO1E2idMhsezHLmuyVM6qi6SDQt4Vo+khIwa46zOb2JlJxBmspw9fwcebUTEKnNOFx9rU6iPVQUCIKA1xKYO+swdCBJ+1AUL3CJ9JmM2j+hZFxmi3MX+/OPMd48zg1jhLs7/gBRkBEQ0aQYNWeeoj2JLETIKXFEwedy83UyWh8j1YNklBy35T+BjEzDt/Dx0MQYAiKOb1J2K0SlJC/MfxmfcFg3Wn8NAYmxxpEwC5WAWWuM0drPGIrt5XLzKD2Bw/n6SwA0nCLrU3czZZxnMLYT02vw8vx/Y0v6AbqiQwzF93CtdZo1iX2YQSc/q4jIoorjWxhenW5VY3l0gLbu/wVJUDhc/AbT5igAM+ZFBmLDyIJGf3QLV5pHlwjTPZG1lO0pxhvH2Zi8h5qzgBtYNI0yA/Z2Jp2zbMk8cAsVVxdvsj9iUg5ZuMGZ6rOoQoTh9Pt4s/YsV5pHWZ+8ixnzEk23hCJoWIFLV3Q1E60z4TXlNpAECU0KpdO35R+l7rq0O3N8tM0mLWvU3Rlq7jzy4obVx+Ns9af0xTbzk5n/mwe7/yfqbpGuyCrmrCuIiMhijE5tiIZbouLMslG5F0EQkASZtNLJ1vT7uGGcx8chIifo1FYya10GYNa8xJrEbUsxP4qokdf6yGvvfN60fWtpMOAGNrbfol0dIABGai/RcMt0RgbZln4QUZBxfRMvcDG9OoqgEZHibEjdRa++kbI9tUQuzqq9xKU0M9YYplfHx2PSPEde66NNW07VnsfymzS9cuh3DuwwQkmQEQWJvthmAH44/X9hB6F0+lLjCA90fonu6Jp3vI7fxCrak0sN7Vt1tXWa9ck7f+2Lt/+e9dum9l0qTYoxEBteMqaHJdK7CGz4dZVbKjL/N1/Br4WTNPPyJbIfeJjAcf6Bn/znV9Vph7nRJvsekwnqBaRYnNp1hVguj6Teukm16h6jz1aXGtogCJg8WqV3m4bSqy7F2Px8GWXvZkMLEBBuwAY1FL+CeWUMr9FAX70Wub3jHb9H1aWl2JnqlM2J7xeZGzXILFNZ92CG1/5qluyKSEinFcLjVCIil16oMdyp4LtQmbSoTNukulXK1yyuvtZAjYts/VgWs+Fz4enKUvNy6ac1tj6SxbV8Mis0SlcsZE3AbzZQE+FaQs634bda4PuI2U7KUx7wVrhk2IWUr1t0b9IRUu1k738flYPPgCgi6jH0DZsQFBkhoiF7PqIk4fsBoiKhrRxElm/6tQLPwy2XCGwbP5Jk9JkWU8dLCJ5Dc0aleNVgzf0ZLj5XAwR6d+iseyCNUXKZPmcQiYts/lgONS6SH4hw+jvFpTw8OZLh3I/KLCqKaBZczv2wzPZP58kPRejZqnPjRDPcHBk+SkQgkpY5+niVZdvj1GaqXDvcwHM9VuxNsPszbSQ6VOyWx+SJKrIqouRDeuq1ww2GfyeHIAt4zRrRVIbONQrpRBXz8gmUxAHqsw7XDjdCf2BKYnbEYO39ac7/pEyrGG6EBt6TwHMDTj1RBsImae6CiRIVsRs+ohDKRKtTNuefKiMpIvmVGp0bwmmylhBZsS9BplcjCEJvoJ6VcQ0/3Dp5oGclIgmR8UMmrZLHyvckSfeqdG/SufxKnVbBRThpE789xuDmOFMjLRKShCII4XsuC5x5skR5MgT3bHwwzeuzNqUJm2SHTO/2JAsXzSXvqJ6VaCw4aAmPaCqUf4+9WFtqaOPt8pIn0m55+G5AvF1BlODkE0UmXm/gOQHXDgusfE8COSIgCiInv1lk5R1J+nfFCXzw3ADXCdj98X48xydwBHwfZkda7P5sO7MjJslOhfxKjWhGItmhomdkRp+vcvqJ8EFJEMPBQmXKYtMHM8Ty7/RmNxYcFsZMytcssgMaaiy89tTF4dfgvgRdG6K0yi6tosfkiQaNOZfcQCj/z62I8PqX55FkgWha5vrRJp4TRgOlezRkLbQI6BmZ5bsTWA2P6bMt2tdESPeqFK9YQCh711IimV6VofemSLTJlK5aXD/WontjlOJlk84NUU7ZrfDj64Hd8pFUkbNOi/dvSFO8apHoVBh7oYpRcRHFsFkeearM8Cfyi01tGI0T0r5vDgRlJdyQTrzRZHB/gr2fb8N14NB/msNp+ahxkfZVEbY9mmPZ1hjX32jgWgFW3SOalkm0K7z5kwqFaxb7v9BBz+YYh/5qDoHwPajPOFx4psKa+1Mc+esFytdsBAkIQl/p24nUgR9SmusLNpIsomdkBvYnyA5GEKWAO/+si4kjDQKgZ7OO0CfxH2/MYS36dcVKhc90t2G+YXDP/9qN3fRRdZHydYuxF2r4biihto2Ayg0bPSujxUUqNxwUEcQpn0/ckWXKdaHoYXs+5Sa0jtXZsyxHbiBCcdwknpdJr1DJ79P5j8YF0orAQ0hosk7Ei6GJUTxCYI0upRGEkHcAYQOvREWGPiLQabQ47ahYdQ/fDgF7ju1xcaHFvo4oJxpNnio4fHHZPaxgC5FaB2NvlBm6I0l7t0psQcUyQq4AgU+HNkDJWiAlp6lP+Yu3spuKieqUQ6pbobo4uNLiIvGcgqSKJHtFrmsneHHqeRQ1QM34PD//Fe7v/DyOb7AxdTdRKcH2zAcp2td5Yf4r7Mh+EAiw/RZRScYLfHQpjeW1kASBplem6VZYmzzAycpTBIFPn7aNlRwgZqTpTEkUnAlkUcH2XYLAJyolKNgT3BJdQEDZmUYUBWaNMdYlDuC7Aa7t48QdbhjnGK2/woX6z9ClFBExzpQ5wkB8O7qcYm3idkyvgeHD+/NZXirXsAObjfEEa/UGB+f+jrs7PocfeLcQeIPAZ7xxnLWJAyzXt5DT+rjcOEJa7SQmZThSehKfMHYo3HCGZfstxhpHGErsIbIoeX17tTyPEw2XG8YQW1LL6VBVLtSf50rzKACTrbNsSN3F8fIPEBAJAE3UUcUodTccejoB2L6JgIDh1rG9KpPNbzBpzDOgb2BlvB95EUJ206cr4i42lE23jOnW2Z9/jJHai5TsKZJKO2sTt2N4DaJSgoozjS6luS33CSJSgpcX/isgoEtJxupHOND+r6i6C6Tkdtq0FSjCP06uG5HitGsDTLRO4/oWqhhlT+7jvLzwVVp+FVlQudY6Tac2RN0tMN46joBAREqyP/9p2rTlKKLGvHWFN6sHl35vQs5wtXkKN7BuAVmV7Cn8wOOF+S+zNrEfRYxSswt4gU1AQFRMkpDzaGKUkdpLSw0tgOFVuFB/NXx9/wK8p78o8zcp537jgVi/bWrfxerTNzOc/gAX64eQRJWt6QfIKj3/8A/+dyx78jo/v19snD5ObOcvzuj6/1stt0bTK+EHHjE5TVx+99Dm9VmbzQfqLDz+dfzFTWJ61xacwQ8g5W+lHntOgFn1Qpmv6xK4Dvg+rakiwthZkntuR0q+M0LId99JQHYMH8+0qHz7q3jlsDmpv/YKbb/zGJGBlb/wWFtllxPfKNBccDHKHs2FFgHQvyeBtRjfgXAzmteqedgtn7EXQnlouickJqf7NFbsCyWe1483CTyQVBHfuHmcC5dM+nfH2fyhLHOjBrVpm9S6XuLZD+NVKuQefhR7apLaz17EK8zQvj5FabICgrCUbZtbEf6R1nIJ/D13Ifetwhy/TLS/DyWbxp6dof2x36fx+qt49Tr6xs1E129CfhtUw3ccWm+eonLwGQLbJv6xP2TuxALxRMDAbTG0WEC97KGnJVw7YPpMKAlNdMqsfSDNpo9k8d2AiWNh5Mb4qw18G6TF527X9LEXJZlv1VsAomhGZsNDGRRNZPJUk1S3wpZHcviuT+/OOJIiMHM2BBfZjYCxF+pk+sLXHARglEOi71ulREVsw0dNJ7B8gXTOJOFfovbt7yBtvZvRb92g+7ZlxNtkGgsurZKLrAlcPFhm7+fbaZY8VF1ElODg/zn1tusrbPRkNfQ3Bn6A3fAX43XCczl3wWTZcIxoWmTzwzkuHqwy+nSVRLfCzt/Ns+HBNKefLBHLy7hmwMo7klw9XKdy3aY0blEYM9n3P3QwO2Kw/RN5CuMmvheQc0Ta7sswuCZG6YpF21CE3KDGme8UqUyGQy6j4mLWXLb/bhu+H6CoIgujBiNPhbmayS6ZVLfK8/9+mr2faye7gjA3tF1m8kSTRIdC90adgHBLP/JUhcqkTSwXvj/XXm/gmmHwqSQFTJ2tc/sft2FaBts/mefST0PYUce6KKvvSxFbzHSuz7nE28MttVn1KFyy6N4SekgTnaFE1XN81JjEsq06elbGbnjkByNUbtgk2lV8n3c0tGbd5fR3SkwcCTdqCLDl4SxaQiK32NTKEZFkp4ooCZz6Zgmz5rHm/iTZfo2OdREqkw6xnLJE7wWo3LDY8IEMVw/VGT/UIJqSUCKhXLZtZYR4XibwYdsjOY789Tz1ORc5KrDxg1kuxSzadkY493gR46qLFwToORlJFTGqPioSgiAgiG+BhCCZVEIP8bxDdrnGpYPVpRxgIQgbPcf0UXQBPaOEW+nF51uj6obXoASbPpzh1LdKjD5XJTfYztnvlrAWr0+r7lO4YlGetLl2uMGWj+bwFz87qi5y8rslJFnAbfqYTRffD0JFQRAgR8KNeuGyhVHyaBZc4u0yvhc2WEN3pTh7vRRKhAUBQQRZFTj97RL9uxN4fT56LtwsXnqhhmv7DOxL0DMco1x3+FmrQVH0yGsymyJRZAOuBBb5WsDz/26azR9dBEkZAZ4bEHihbNlqevTcHcfYJjPjOgyoSeyTFm2dGnOeS9P3aUk+0TYZtQWb788wM2KQHVAZuD2BHBchBZeDWe7Vo0jBDY4Un+H2/Keo2LMEgo9EgC6lSCptFBozVM+q1CbC2Cmpq8ZrpcepmxXW5P4Y27aRkAEBX4AeQSZhCTi+jSPYXDObpKU2RgKT/vcmka67FN5Q2ND3YU43n6bp1Fg5uJrB5E5+eOMJJFFm0yqFySPKkhxUEKBnewy/XyI3rJCwRZKuyKXnq1SnHQYekJhecZZ4u0ggutT80AJRtqeYs66wIja8BEUqWBOIgkjJmmJ1fB+jjVdxA5OImGBr+j6uNE4iLW7fa84cK+O7yam9uHWZuUMKx0/VUVSb/tujSOsarEvewVTrAuOtYzimxd7sI6iijunVw3gVoCe6DjuweaDrT5g3rtEsuSixgLI9zWBiRzg0EMDwasiCRkJuRxaUxdcuEpWT4NYZ0ObItflIQoS4KDDefAOfgJqzENJuBQ1FjOD4IaVfk2LE5DTPzPwFt+c/TU90HWdrP6Vk30ASZNq1Afzg5rJAFaNExSR20FoaKFi+T9UNm9+kJDNjOTxTCNUaZ5uQkx0ebtvImepzgE/VnWPaGOW9nX/M5cZRFFGlPzZMTM4w3jy+1KRm1W4iUgLbb3G68jSOXyGvKlSdi2SU20hIOepeARBQxSirErsZaxxBl9JEpASW3+R4+YesSdweRuo487y08FW8wGZH9iMcLX2XTm2ILen7lyS9AhIQIIkK15qn2J5+iAv1VyjaExTtXrJq7z8oY5VFhQ3Ju3ADi+uts2xM3kPDLVJ2phc39gJJuR1VinCx8hqGV13c7lucqTzL/vynUCUdWbj1/zG8Olm1h3nrKgBpuZMV8WF0KUHdLYRbafMKW9Pv4+WFr+IHHqqosTP7YaaNiwzFd3HrMOUtbrXI0kLgF5TjOyjirwYB/XVVSmlnMLZzaYCiiXGGMx/4pbFFvyn126b2XayEkmN75iFWJ25DQCAhtyG+S5TfX1ZCJIIgK0iJJL5pgCiitHf+yvE5EHoSXi9+e3GaCjEpze35x0i/Tbrg+Q5OYKKIOpLwy2W//5hqHwyY+9rBpYYWwBo9C8398HNNrZYQaRvSuH5oAbdaJnBcFF0h3pHDOHgJJd9OfHjHz/8XYQTMoo/wrepYF0Vqzi81tOEL86i9+jJqzzJE7Z2TLbvhYZQ9BElA1UXMmkfhisXyXXF8L0DWBDwnQNHCB7iO9VEIAoIA3JbPa//vPIEXoOcktn+yjc0fzeAaPo4ZkjEDP7xNrrozSdfG0NsXTcss3xVDlBIYly5S/sH3cMtFBFlC37yNzi98icCxSSJRnY6zcC2OqKn0bY+QyJi0Rq8hJRJE8u1EsmuIrVqBVy4giCLa+k1IiQRqVzeB6yDp75w6e+US5ad/jLZ8Bfra9fhRlbaVKsvXNak8/TjNUoVIbzfpLZ8glpPDxqPpcuOEQyQpcv1Yi1YpfBLv+7MEruVjNTyiGRlBAGExVxZCiXIsr6DoYaNgNz1kTWTN+5IM3Z1EjgjYLZ/X/mqe/r1x8oMROtdFUeOhTG/0uSo3TjaZv2igZ8JGbX4xsxhCP3T7qghtg10Ero174Q2MF59B1BSUfDv1mRYzb7ZYc3+ak98MY5xcJ2DV3hSO4WM3PdI9CpdfruG9Dfw4/WaLFbclGH+ljhYXCXzQMwJvT0WQNQHPDljzQIZrh+uUJ2xERQAfTn6jyL4vdnDnv+miOmWj52QKl00uPt8MvasBBLgUrlhklquceqJEuk+lb0ec809XqM26dKyNsOq+FEFKwG8EVKduPohJskD+9hivaC0uVlq0uTL3rUlyYFUn1UmH6nTYqA5/Is/V1xpcfN4j06ex8kByybt69bUGA/sTFMZMaoty4OqUjWv5uJaP74IWF1BzHs2gzLxTY0T8Mfu2fIoVZppMr0aiXUJf9MtXpxxOPVFi1b0poukwQ7lzXZT21RHOfK/M7s+0MXW6xcy5Fm1DEbo26LimT9tQhCN/vUDlho0Wl5g82WT377URb1OWQG2tUpgFC6EEmQAuPl8l2a2Q67/1+hYlWPf+NLImMHPW4PS3ppE1keFP5cIHaV/AC0JicLJbQdUlujbpdG/WESSYeL3Jka/Mk+xR6VwfxTV9XNNn/5c6F+nlAuWEz1MLBfKKzH2PZWkzJDwzlM76bsCVV2sMRxKcpIlFgJaQ0FzYHIsiKwL5lRHMqkvbqihTp1sIUijd9d2AVI/C4IEk1Smbnm1RpAjUZmxOfatIY95FlAWG7kpy5//YtQhz8pa87m9VeG37mDWPkacqrH8ozeWXarh2KN/Wk2E8Vq3gIikikiYgyyKKLuJ7kF0e2heUiIjvLmYoVzxaRZfdn21j8ngztE90q5z6TonGnMP8qMnu32+jY02Ytdu+NkLghX8HW1LAUcug5fosiyi8304x9WwDyQhYuSNB2506XRuiRJISbSsjnPhGEbfi0yqFOdAt1+d1v8Vxo4FZ83gJ+MBtWTalovzx5CQB8PnudrY+miMyH3Dx2SpG1ePaDYP+3QK5fpG6L5FSJEZrT1J151AEDduzuKfjC8wYFxEFGUlQeHn2a1TLDYZ7HsCbGOLkNwoMfqHE9NwknhOQSdvsyyc5UmggCBKr01FWexoVO8ytFQSISTaG7fPTOQ/Fgz8d7OTwX84hR9rYfPdj6O3QOCYTv11mR3onU+YVlGSdHfcPcP11E88N6NqiYw6J/G2xgNXwSMdkHs3ksJsey+9QyK8PKJKnbs3S9Bv4hHm6KbkdEZmSM8VyNuP4FjE59PyON48zGN/BPe1fIMAjrXTzevFbBIHPzsxH0KQYcSm76J9VmTlnM/LaDDE5Q6U5S+HHAns7ujgc/Qt2ZD7CtdbJEAwlp9mafoCR2svYXpOB2A6WRdfxwvyX0aU0e7Ifx3deRhADOqOrUIjQE13LlHmBgICU0sZAbPgdsTPT5ihHS9+l4ZawA5MgEHmg80/ojKxmwb6OJsbpia5jyjiPL3kEgc+65Hsw3SamX+dQ8XHubv88axO3c6M1Ql5bztrEARbsq3RqQyhihFWJvVyovso97X+IHzjMmkVeq/mcrpkEwNp4lG3xW/2ZRdel5Hbw3o4/4mzteQDWJPYjBQrL9U0UrAksr8G8eZX7O7+EAKiijh942J5BVExQdefw35qWE3Ci/DT3d36J8eYxmm6Znug65swrTBpn6Y1uoOWUmTLOk1ByHCl9i/KiRU4Vo0TEOJ7vkJDzBPhEpCSSoCAJNxs3XUoRkWKMN08wZ11BEmRmzEscaPtXdEZ+8dD/7RWVkuzMPBxKt92Fxcb1ZgWBh+k1F8nWAD4tr0rdXcAOLFR0OiNDRMQEph+S3uetaxxo+zTHyj/A8U36Y1s5WvoeAsKil/h28lofVXuWndkPo4kxgsBjonUGXU4iChLLohsYqb+M7Yf3h6iYYHVi3y9sWmvOApOts1w33iSv9jMU3/3PnleTUPLszT3KptS9mH6TlNJGWv7nfcz/mJL+/M///J/6GH7l+vKXv/znn/vc5/6pD+MXlihIRKQ4ESn+D3oy340SZBnjwnm8WhUxEkXQImTe/xBazzIE+VebaUwZo4w1DhN4HoHrYrtNAsGnM7oaURCX4AkX6q+G0085/6uZ7K0WzaOHcWpm6AteBAXpa9agtN1KbBMlgXg2wCzWsMo28c4omz6Qwj32I/Q1a7CujqOv3/iOKCFVF8kNaKE3UxRYti3G4IEk3vRlzLGLt3yvFIuhb9z8C6XMjumHsSFB6HEVJQFJE1h1Z5LarE3/ngSO4RFJyyzfFWfF3kQo7xQFznyntJQ1ajd8CuMWekbm6uEGq+9LUZ9zcI2AoTuTNOYcxl6sce1wg6uH6rSvjhKJ2BR/+CR+o4EYjSKqGl6tRmzbdqIrh1B0ifZNGXq3p1i+PULSH2PuP/xb6q++TOONw0T6B9B6epA0FTmdRk6lloYggiQhKuFUNPDDbbhrOAT1Im6xgDM3S6Svn4Vvfo34ulW0rUky+zdfw6uHmzDRb+GX50hsXs/gbSq6UqVjSCDaHmHmrEUQwKq7koiKQCynMH/BCLOERQFRhsH9IdBo+c5wONA2FKVVxy5G9AAAIABJREFU8Tj7vTIzZ1t0rY+R7Y/gtHyOfa1Iq+jSvyfOySdK3DjZYvasQX023AyJUggNun6syep7U3h2+LAeSUhseChDrl9DzykoikXz1YMEpokgioixBHakj4XxEGa08YNZujZGWXNfCrvu07MlRrpHxfcCYnmFa6/X8Rf7RqvmsfWRHKkeBTki0jsco39vnEsHa0tRNqIS+jhTXUoob1YEInEp3CQH0DYUJT8YIb1Mw6p7jL1Up7ngoumhJxA/zB7ND0awGj6SIjA3arJwyULVJfJ3xThYq/KG0cRUAlYM6lRHLQIfOrbrvJ41edNqUWt6lEWfM6UWW9rjvPrvZ1m4ZDJ0V5LJY02mTrUQZYFW0WNhzCSSkpk+E0r3uzbqXDxYWwL/eE5A57oonh1gmT5qChpeid5tcSrLjzHeOsG8fZm1XdvRpCjVaQej7CIubthLVy3mR42QJt6tImtCGLUUEWgVXE59q4RV91m4ZDJ73qBrg87E0QblibChRRAwKx6RpMT8JZPiFYtISsI1fW6cWmxqnTAvGGExz1oKKeOuHSBFRGbPGVw/1iDZrXLi6wV8FzwHUstUJEmgueAseroDtnw0R2HcpD7jcPW1Jk4roHNDlNI1C6flM3feYMMHs7hWQH3eoXNthMAH2RHwJZj3HFaaGieeKDB9pMX0iRb5QY0196fxCx7b+5J0ZFX6XIV9xJj4RoX2VVF8x6d83aZ7k47V9HDNAFEWWPdAmmSXysJFEz0tU51yiKZkxl6oUZm08ewQwDZzzqBvZ5xEe7h51mISpWsWnh3gewF6VqZ/T4Ibx5shUMbx6dygU71ho8YkJFlg8I4kE9dCwnbfep3yYn5tokNhwwey6DmZ8Vfr2PVQ0ty5Nsqy4diilFtj/qLJm98rYZY9RDH0GHeujRJvV1AiImpUQo2FdN5GyUWyYFUyQr+hcvyvF5ALAc1Jl6mjTeJtCvF2hVSXSrJLDXPDl2ksG45Rn3OIb4/ynbECkaQU/ktIzOCSiMlMWg6KKKAKItmkTEaUmXilQaRLZNVHm4wq3+dC/WXk2ALZ6ApkXFpe6H1cn7qDnLaMhJznfO1lrjSPYlkWnuMx2xpneMtO/KaGnZtiyjqP67j4Xou11iBbE0l2xhJ0TwrYpsOxVJGCbzGcTNEmzdOyUlxY8NAyEpuCCPMnDIySx9xpj9J5gdoNn86tCokgzwptE9ZIjr5tKXp3xOjbGUdYJfO1chFRDuXPrgCVlsvONVHm2n/GsYUfs7ZtD7PORSRRxA9sViV2062toT++hbTSievbjDWO4AY2La9K1Zmj7ixQtedZpm9g2hxleXQLvbH1HCt9j7PV5ynb0+TUZdimy/iLLWhpdAwlSHfGsRoOakRB7itj+U02Ju+mP7aN0dqrSzTcPn0TLa/GK4W/oeVVaXrlkKqsrmYodhuqrHG48E0G4ttZn3oPQ/FdrNCHUcQoUflm3I7tG5yuPIPh1xAFCcMzEAWZrNrBaOMwk8YYN4xzrE3soy+2mbicZUPybhJynhvmCFEpScWZZsoYJaV0siI2zLLIOqJKkk5tJT2RtWTULubNK2zL/H/svWeQXed55/k7+ZybQ9/budEAGg00AgEiEIEBYBCDSJoSg0RJlkRF2yOPa8vj3dqtrZ21az9szVaNazbUjOSybFkSRQVToqjATDEgA0TOoRvd6Nx9b9947slnP5xmUxRJjTz2THnXfD6gqm9fnL4nvO99n/f5P7//gxyv/pzj1V/iCEP8Yn4OSdQQBIk5xyOvyNhBSMN/R3mVUnTWx3NklA7atGXM2SOca7zG0YVn8UMHQ0iR1/pwQpPD5R9zsvo8ZWecFYmt6GKKkjPJtDNHAJQ9jwWnxab0LmRBp0MfQBfj1LwZViduJqt2cbr+KkWtH0KBqjtN068gChKaGEeVYqxKbGd18mbyag+WXyOv9nDdPLPU+ywJCutTd3GleWjJH/jt69xjrEX8gGKG7ZtMWRc5UXmOOWeEvNaLFzhMWhdo1waYsa8CIapocGP2o5yvv4EfuryNhlgZ30ZO6cYNo82VbmOIuJQhp3azMXM3GbWLHmMdXfoQZ2ovR1aWQiSRn7VHWJO8DVUy2Dv/HUrudeaca9iByY2Zj9Km9SEhsSy2CU2M0aEPsqvtcfJq76KF1Dvh+CZHF57lyMKPqbhTTFrnl3yi/7lDpTQpRlLJk1U7MaTUb/Uc/ucUf/EXfzH153/+53/1fr/7sFL7//NQ2goUv/yHWFcv45XLGKvXoBTa37e6+A+NujtH6Lr4zQZ+tUoYBiz4wzhyiTChcaD0fSpu5AXb8Eq0O+uZuyxSHrFpX2PQtsrAyP7ulDWtLU1m6zok71AkBREFpJj2noR26dydeZZlT7DsY70ECxPYL+3FK5dIbt6C0C0hSO8/2aa7VDY+lsOzQtSEiCgKOH3LEDSN0H6nXyZx004k4/0nLT0js2J3iiu/qi31XK57MEuqWyHTq+LZIZ0bYoR+VG0RpWimjujCYGQl1tyTRtZEEKC4UiKdbRLUq2x+PBcBPiSBiy9WsWr+Evzq9E8X2PHZJOZ0HWc+IumqMQlREAjMiLIqxeJIgJYAe2yU63/1f4IfVaaDZpPSj76H0t6B2v7+u3a+F9IsuTTnPMaONDCn66y8SSDXKWGsWs3Cc8+C72NfvYw+IBBLuAS6jCiDIAQ4ExOs+BhMPfUUzYtXSbRrpLZv564/u4PpyxLzVy0uvlCld1uc7V8uMHvBwshKLNueiHoitQgCFQYhF16okelVWXlbksuv1Dj/fIWtv9+GVfNplT26NsYYPdQg9EMUXcBthdSmXcIAMr0ql1+t4Tshh/5mjnv+vBtZEQmCaAFfn3Ej+4tUisxHf4/y0z8gsFq414cZemg37s8trr9lUpt2ueFjWa6+XkMxROyGz/lfVCmP2hQGNe76H7sY3lvHc0MGdqcQJZBUiZ7NcYy0hKQLrLojydQZC7vus/ojaRJtMr4XkunVKI+888whRJW3pR8FWLUnRX3SpTHvEXghuX4tovamZNY9mKVZcjn4V3PImkDxthg/qi/Qo2ncESYwr7iIRYHB+1NceKZKbEBh2K8jSgKKLiIpAlYixFJCsn0qdiMgWVQ4/ZOFpbEBUJlwWH7zOwtH1wzQk1ElWhDBd0Iuvlzhhs+0Ebtk4k3aaMvTOF0zDPvnEBCoeSUkKcahb83hLxKTk+0K634vszROKtcdrr5Zp29bnFbFY9n2JKeeLhMGkSd1bTqi+2oJEbcRVRsTRQXH9JEUgdKwjagI1CbciDguCxRWaxhpGd8NGT3YoHdrHASYv2pz9tkKsiYwdH8GQYJ4TmbuQmtprBKGnHm2wrbPtbHmnjTzwza5fo3hfTUUTeL8cxFMZu5Si5lzJmvvz3Dp5SobH8kxerBBfcohv1zHLPkc/rt5Ai+k8wadTbtznHy2jF8P0RQRIYSTTy+w44sFjKTEmR9U2HR/BkkVCeWQ5J0pQiFk9qJFpktl/zdm6N6YoGdzPGqf8CLycWPe49SPFxAlATUuRhR1J1wkp0d9d/XpCCQ0fabFsu1x1tybYe6yhSjB0EczNEsuyS6VZdvieE5Isl2me1MHVt1HjYucfr2COeGxdmOKyVMmQ/dlkHWRMAiZH7aI52U2P56P5q2ExMTxJud/ucCK21JLpG1CAYSQeJtEslMlnpdRY+8suOyGz8i+Ohf31Zhtuay/JU0+o5IJJbxqQGAHEMDYoSZhEJIoKOgpAVkTOf9ChcqixZS+y4jaGRZpyvUgYN5zEMTIM1VApBUEBA7QCnFNn9V3COwrP4XlNhBEgSnrKs3QZlv2dlpBibXJPaSVSK3khi3mnGvRnDnvLm5c+VTmGsRzRWLqMhRJxcHjSvUosWyGFfIumtdCcst13EKNW2SV28Q8c/YFBKGNU1UBIycjKAJhPCK4JwoybZsCkt0ieo/Ngbm/pVSdQ5MMdqx/kLpe4FJzHxmlnaq3BY+I/isIAqIUUnE8pE6JS1cPAXD02ktsWvER4koWXYrjBS5ld5wjs5F1S6exml25T3G4/GMGEzezJf4wQUtC8g2csQA1XSaezfDczH/A9CoIgsiI+RY+DnvyX2LNzixCe5krjTdxAptNu3cgewbDznV6YzdgBSbn6q8Rk1LMWsN0GKvYW3qSkjMGgEhEIHaDFg4OqUqeYmeMnuQQl5sHaPP6GEzsouJNc6LyPNvzjyyBikTkJfm0gEJcbkMSwkV/VoWqB6ri44UO89YoM9YIF+pvsi55O32xjcSlNEPebky/gioYqFKCE9XnGUzupDe2nqzWSUot0K2v53TtBa42j9BtrGWk5WMHJmoQQ5aixOia5TAU15lyXHalDdbFWiRlCz8UOVJ5hrXJ3Zh+bRHoEzBrj2AFTe4ufo3X5iJKdELO44U2e+efZHfbE6xO3UvVazDWmsSQsvxe++Ocrb/KSPM4Ba2bdak7KDkTjLfOYQdNgtAjr/ZRc+fYmLmXvfPfIyRAFQ0SUo64nOPVub/CD6MktlMbZHfhCcbMU7hBRBSuu/NR0vhrISLBb0mSpqyLHCz/aOnnydZF7ih+iXl7jIK2jHvav4Yb2qTkAlV7lp25T3Ky+jymV6UvvoGB+HZenv06oiCzI/8Y3foQ6dS714IxOU0QerSCBoIgIoYCSTlPzZ3HDhpMt67yQOefMdw8ih96DCZ2UdCW4wUOAiJpuciO3CdQJeMDz6PhV7hQf+M952b6NZKLlOYP479dfJjU/gsItdiOWvynp5l16Ks44z6H92uy3C6vD/fMebybVi4ltACD0u2MPiMxd+Qy+AHXX4UVd3ez9qECSvx3S7AFWSZ92x4EUcC6dAEpmSJ9593Iuffv4xXjcdzRy/hnj+EtLBA6NtqKAQLLJrbxxt/6t2RVRP61fFspFCl87ovU9+8lMJsktt6E9gH9tG6lQug69A959K5P0rJ0JEkgVpBQtCghkd6n7cJIyWR6VNLdCmvuyXDh+QqVcYdbvqBTff51/PGLVPUY+fvvY/ZcO0pCo1WJklG74RPLyzRmXcyahLpiiNbEPnw3Aq7EO+LvSf7rsy6SaRJ60ZeVsPiPMz219NpvRqvqcfWNOqMH6nhOVC0OGwHHniyx6497SCzrx6/WEESR+v69xG/cghg64LtRD44ko3UXcGen8SdHiGcFgvlpFn7693QNrUXP9GGWfbSkiKwJdKwz6N2WQFxMIqy6z/AbdSQ5SlADL6Q8YrPqjhSSKtAseXh2iGMGdG2KEfghVi2SmWoJES2xKGEOQybearL85gRaXKJZcpeAVMefiuSYALkVGpsezaEv6yf9+/+aZjmSgKPKbHg4Rt9NCex6wPS5FuaCz01PtHH+lxVmLkRS5smTLcojNtu/XCAgZPq0iaJKHP7WHMl2laGPZqhPOzTmvSXpbKIQPRySCkP3ZTj21DytBT+Sh96RIpZ/Z9qOZRVcK+SGR3KUr9moMZF4m8zw3nrUY6yLGCk5oheXPaQumVRTZl1Z4cB3ZwgWPY1vvSfPti+0EbSJxMYl5koOLNKokwWFeFzilj9u58KLFQQpSjZFOdqI0TMiA3ckMbISa+/PMHclqpbe8EiO889VCbwQSRPoXBfnjN/iQLHJxzYr7C/9mHlrioQsoWkaq/RdjLzSXEpoAarTFvVpl+mLJjPnWhQGYuz4UkTQvX6kSaZHxTbfaRUghO4bDfS0xKqPZFhzXxar5nHy6TK+Cyv3pJg40aB9rc61/XV6tsZJtauMH29ipCVu/eN2JEPg8Dfn2P6lIu3rdGIZGbPs0XVDjOmzJu1DMcJfVgnDyA1TIKKU55arHP9+iZu+UECLy4weiNQJb9tgOa1Imrxyd4qTPy4TeCGuGVKddPHcgK6NEehs7qTF8i0J5IWA5GLPuucGuK2AZjnqed7yeJ7TPy4zfc5CEAWKqzWyfTqyImI3fTY8lOPszyuMHg7o3hgj06ciIDB2uEEYRioLu+Fj5CRq4wGEkfxaUgX0pMTIm5G/7OihJvG8zKo7U6hxkeF9Nfq2JOjbGseq+ciawPHvlzCyMituTRJ6IQM3JEnKMtf2N5g6ZTJ73kIQI7Dbjq8U8Fohx39YZvMncxz5buTNHPgh81dtNn+6jeW7EtSnHQbvTBOGUJtyaS3Kod/2FK5cd7j6eh0hBDkUuHKiQdsdORRfwDaDJWiZrAvY9QCn4UObQrxNZsun8hz/YYmFEQfvuksxJ1OVQkRRwBBENsZ1ao6PQJTY3pdLkZwXWZi3WbEriZJcwJqNIFV6QsQiQPAmiMkFeuOfJRQk3l5aqaJBTu1mqjkWjSdAVxL4VZXR/RU2D6W4q/8Jjo2/gunUUSQdNSHQsSfJ3IKLp8qEYZ2qO8e65AamnTSdeZ+KaSEJEf36pi+2sRCMcqzyC3pyq5iwTtJUFtAyICgNjlo/4s7UV1hwJxhvnWFtZjl+4GMFLQwpiSSobG5P4L3t1iBAYJicqb1CXMmwu+2LWEKNfdNPEYYBIQGTrYucrL7AYGInSrmdueshXucoE/ZZYlKW9eqt+GGDhldGEqSlhKjkTGJjoqxp8OLk1xEkEc8WGG+d4b5VX8EveXToA2SUDtJqgWnrKhm1A0Uw2JC+i9fnvoUoiIRhSEzKkpTbOOh9nTt6irw5+VM6EsvZmBnA9KvoUoJzC68xbp0hUctyS/4zSKKCLCoMJW9jxrqCJ1hUXYE+owNZzDBhLyAARW05M/ZVRs0TNL0KIT77y9/n3vY/wQ9dXp/7O5ygiSIarE3todtYE1kmhh6SIC8myB6z9jAQyVOXJSQOVMELbSIHYIFVMZ1tyTibky4jjQO8MfcKoiCwIX0Pt+U/x4X6PlbEttKm9VFxJjGkNJKgRNVxbwYBAScwMUMHmEMURM40YuzKP8YGbx5FULCCCudqb+KEJqY/T8MrM5i8mZOVX2JIaWRBRZcSjJmn0IMkdxS/zJw9Qkou0mOs40ztlaX7BzBlX2KZdyObsw/gBx6mX0VSJVRRxwmi7z0RmdWpmz+w5cz2m1xqHHjXazE5jR3Y7Ck8wcX6Pq63ztCjr0NEQpMNrlQPsSqxg6RcwJCSXKi/iR+62EGTvXNPclvhc6TkAgkl967j6lKSdm0l11unIzgbBnmtj25jLb3GBqRQZn3yLhRJJ6W0UXPnmLWHOVl5DjtosSK+jQ3pO5e8d38zhMXzBec3Xv+nV2aGYYAdmEiCgohCww+ISyLyf+O2xn/O8aH8+MP4Lw5F1DEcjUprHFFQGMzdQtdkEvvYSZQtNzBsvsXbzfZD7ke5+MMpcP0lGXZ1rEHP9jxa6nfv7xV1A33FALF1G4hv2oza3vEeCfE779VROrtxpyYhDDFWD5F7+DH0Vaux3cgr8m04z38uBEFATqUxVg8RW38DamfXe2THXq2KefoUlV/+jMaRAyjFDqYuixx/qsS1gy0kWSRekFH0D56AtIRIx9pYRD093KR3s0HWOkT1wGEIfQTPxrp0jvzNG0FPMH60GVXDhEg63bM5jueFyPl2jKxC2GqiFDsoPvYIWnfX0rV3rYDTzyzQPijSPHqQ0Hnbow5i6zeQ2LYDyXj37mQYhowebHL51RrNeQ+rFjB9xmTNfXlmz5Qx0iLJRB0chzAMEHUNv9kksXkr7uw0Xq2JnMmSf+QT1A+8iTc+TNioQhCdgL5yFYXtq6NEdkuCjnUxFF1CFIV3PncrYOxIA7cVPVeuGa1eO9YalEdt0l0KyU4FPSXjmD7JohpZKJ1r4VoBrhXJcdfcm0FLSVw/ajJ7waJtpU5uucrYwQYzi4kCRDTsZLuCEpc49lSFsz+vce1Ak8lTJn1bDBJZD9cSiBdU1tyTQY2LnPt5ZSlJcK0o4enZHMdphDSmPZpln5W7UyQ7FUbebDCyv4FvhSyMOthNn8IqHWmxd1hPSbSvNejeGKN/Z5LCoI6sClhVH7PsMnOphSiKHP9BicCNSL7T5yysqkf3phhqTELWROI5mamzJpn1OgVd4cJPKktyZ0EEb8pj8LYUQS3AkETO11tL9j9b03FuzMVJ5VQKqzRiWZl4XmbylAkhrLk7w5VXa4weanL9SJPiGp38iojg3Ls1Qcc6gxW3plBjAucDm3O1FlUXNmQyTFgXo2dOkrgp8QlKx1TsWnRPg9DHdT2UhECjauE7IW4zIHBhxS1Jsn0aM5dM0u0as+ct1MWq1aZP5Hn9P8xw6aUqw3vryLrI6rvTxPMKcxdb9G5JomckqpMO5rzPuV9WcVvRfSoNW3RtiBMEEM9KxDIyF16oMXvRQjUkVtyaJHCiNoGFsajXsWO9wdqPZpi92KK14JPt1fDsgMasi1XzIxqvHFW+O9YbGFkZtxmgp2WaJS/qDS15rHswS3FNNOZkTcS3Il/cMAhpVXycVkjPpjijhxqIosjYkSZ2PSD0QpxmgJaIxv/RJ+fp2RhD0kSKqw1qM1HldeWtKcYON9GSEqohYtV9Bu9K06p4VCddFEPkhoeztCo+MxcsJDnyM25VIoidnhZJd2oc/XaJscMNJo6bS3J6NSahJSRqUxG4rXN9jInjTURJRFaj1D/wIwl6qksh06tw/WiTypgDQSRzfntshj6s/1iW+Ss21w40sOsBpas2rYpP24CGpIiMHmpQue4gCgKaKBLYIcs3xalPu4s+4CCpAusezDB+wmTZ9gSuFTB/2WLqdIu+rQkG70kT1yU29CYQBJBFeCSeYWPTIDMBezIptrXHMcoCB/9qluG9dXo2x0ivFBj3j6EmRQINVEkkIWcpBUP8x4kqh+oN+nWdCcvCCWT6Y8uoWFPUGjVy8SLbMh9n9GcKRlbGHDrBhHOWTerHydZWUzD6yLZlUHWZeEwiFDXiUhs5tZ9XSgGnqw7dksrv5TJsTScoaiq+UWV//dtY8gL96fWcrb2KIivYYg2bBqZfpctYTYc+wEjjGE4wy/bsFqZsCzdosSOd49Z8Gk2NKu039txJf2Y97fpK2rWVFPV+JlsXF+WlPhFHOcALHTak7kJ24tTaz3DGfh4raJDTulBjMgk1jSbGmLfH8BcX/LvbPs/lxkGq3gwT9jnc0MIwdEQ9wBUstuY+xvnaG+S1Xl6f/RYLzgTXW2eYsS+zJnkb3cYQQRjQE1vHjtxjHCr/CEEQCfCZ96/SCEtcM48zap7ADppIgoIuJujSh0gpRRp+mYZXwhBT9CdupE3tYSCxmZy2kzl7hGn7GhlZYm1iO1P2JZp+BVlUkEUNP3RYmdjKicpzNP0FBEGk6S9w3TzN8vgWDpZ+QLs2sJRUiaKIE7QYbh7FCUyWGQNIQhs1XycIfVYaKruzSVQspuzz/Gr+r7GDBlbQ4Lp5hmXxjRTV5UzZF+nQV7E8vpkg9GjT+ujSVzNhnqPpLxDg060PcUPqHrJqN3nV5Vezf8eRyn5mrOPU3Em2ZR9ipHmYEH/xvt1JWl1NSruNLmMb52u/4Jp5jLHWCSZa5+nQBhhK7kYRVS43Dy750Mqo9MVuIKt0IQsyp6ovcrz6CyrODFuyD6GLcTJKJzdm7yerdi/ByX4zAnyut85g+hUExOg5EhXGzFMADCZ2sSKxjYScY1/pSabtK/TFNpBUCqSVIudqrzHvjmIHJk2/TCuo0W2s41T1eTr11ai/RvAVBYms0knLr0XVUznPjtyjxMQ0Bxd+wJulb3O2/gpTrYt06oMsOBO8PPt1al5UzZ2zR5AFlQ598H3PRxbUyIPZeqc9rT+2mYHE9t9a4f1do+lVGDfPcLlxACtosOBMYYVtPF+u8+JCjXnXIy/LJOR/HLPm/0vxofz4w/ivEqpo0L1QJFm5DUFT8J8/T+P0q2QeeAhDyjCQ2M7lxd04KZTA8/nNzavQ+YdbCwmyjJx5/12zd71PFKMe0s9/idBxEWMGjqsx+pbJpZfLCAKsuSdNx3oDPfm7DQVBlj9w/80avc7s939AUFsAQcCceJLUw1/ErzUJ42289WSJbF8kdfzA4wsRJOWaW6cwqDNws4j1/JUlCSdhgFX3SVmzTJ7R2fb5Ni68UCVwQ3q2xhn8SJrD355Di0kY6e2kd23G8iXItr0r+XeaPpUxh2tnDfr+4F9T+tFTOJMTxNatI//o4yjZ3Hs+m2MGTJ9tRTYpUiRVBFgYc4gXdYyMROPQflJ77sQ8eRxnagJ8j9i6iJQcmC0CL6B5+QqioiDGYoSiSGC1kDIZ1K6IDB76ETl3YTQk1aWSKMhLSa2ekujeHOfyy5Hfp5GVCYIQNSaiJSS6NsQ4+q15Ul0q6x7MMHq4QaZXZfuX2rj8ag1ZFSNqqS5w4YUKbjMC9Ay/Uccxo35aq+ajp6Ulkm2z7CFes5k4aeI7IaoBxSGDhUmPtmUy2fQsyYFOJEOlVfHQ01KU9FejZEDWBXwXDnxjBkESqE25aAmJPX/awdFvzUeVvDDCYc+cbWHd6b9r4yOWfccix6p6XNtnMna0gayJLNueIPSjpEaUPERJiIAyeSWSri9Gukfltj/pwPR84kHAaTuIaMAypGUZ/OgzNqY94mMef7S1yJTr0mUoxOIyB2pNHELWJ2IUVBE9JbHt99sQJIGRfXWaZR8tHkG4xo40ueVrReav2sTzMsn2qH84cAPWyDp7/RrXHJ+4tZw7in9CRnZICTGUZpaeTQHV65FkNwij+SLTp3Lx2CiBGCIgUrpewHNyJIoKBcvA6w7p3GDg2SHxgsypp8u0Kt7SeLr6ep3lNye5frTB3OWI3rvtc210DMU48cOof901g8U+/QCr6tO13sCuBxz/YRnPiqqkV9+s0bZa583/a5oND+e5+39JgRDdk9q0w/UjJls/28b81RbFQZ1sb1S5DcOoxz/Tq1Ac1KOkC0gWZPq/UODCCxU8NyK2e1ZUWdWSIvl+jZNPlylfc5BUIaJHH6wTzymURyxCH3w7SjNcy6My7iAIITu/UKQ67ZBvkSXuAAAgAElEQVTt0xg/1kSNSWz5dBtKTCTZoTB/OWISuFbUCrL5U/ko6WsFTJ9vURjQUQwRUY78olsLHpleDUkWEUTY8HCW0rDFyIEGK/ekOPa9EuVrDoohkupSWHVHitq0S7JDpVWNNoiEMETWIgLya385zYaHs6S7VGbOWagJEc+OvLYVQ2TylEn3jTFmL7be5Sk+fa4VVYxjEukuFdeKwGOyJqIj0Jx32fLpPJXrDpVxh3S3ytXXa/TvSKAYAldea7AwZtGzabGftqhw+ucV7GZA5wqNW/akufrTGod+VYcQZEPg9j/tZHrMJr9SY/U9aarjDmEpweaOuzm58BKyFCCJKr3xe3i2FLFR1xgGVd+jT9c4VW9yvgmfTX+G1a065kzAhecqmNUS/Q9mOOa8SsObZ33XHqzYZXqS29AXN0tFQaBNVZh3XP7j2Axzs05khUWLesHjgUIWOSZguQ1smoiSQNOv0qb2U/Vm8AIHEJAEhSAMudY8QV7rY8w8zorYRh7MG4SI9OgWaVlmIQBbqLOv/CRFtZ8OfZCyM05nbDVptf1dlkAABXUZqhRjNn6NK5VDkQ9w5x6mrcu8NPtL0nqBnNbDzW2f4tW5b5KUC0iCQtNbIKd2E+AhCCJWWCcmpZFFhXHzHGV3HNtv0PLraE4G3xWoxcpU3RlmWlfZlv04Y83T/Gzy/8DDoaAtBwSc0EIMZbRFWnIYBgwmdzJhnWe0dYIZ+wrLE5u5VN9HXuljVXInObUbRYhjhjpt6k7a1RRlZ4yM1oFmGZh+hTAMUUQ9IgWLKRpeGU2M4QQtvNDhbbMcBJGT1efxwztRRJ2k3EaXPsSm9H2crb3KmcoP2F34Ix5QVlB2J2l5ZxlruAwmdjLcfIv+2I106qtxQ4uR5jGuNU/QbQwx3jrHrD1Cn7GRHfnHF+1kQm7KP8rh8tOsSuzA9Gtcah7A9CsEhHhhmQ5VwAqaTFvzrIhvZXfbE7w2/7dYQRNVTHDJKnCs3uQTRY9z9Uuk5DiaGEm6rzQPMZjcRVbtYmV8G2VnnP7YTvLGbk7WLcqmwjpBoebO4gQtFFFnvHWOqjMFCFys72Nj+h4SSo6WV6PkjFN2xino/WSVLnQpwdrkHt60v0O3sZZJ6wJXm0dIynlKznWmrEvcnP80hpRkbWoPRxee5fyixHd77hFMfwE/dJfAUEVtOQ2vRMWdpuGViMuZdz2rSaWNm7IPY4cmMgqGnOJSfT8jzbeW3jPnXONy4yBJOY8dmFEFVpDwQofx1jnWpm5/z3Eh8uFdm7qdgtbPeOssBa2fLmPNeyrG/yVh+Q2OLjzDpHWRllfDCurcWfyf+MFslRP1BpIgc6Fpcd1y+UJnG2nlw5TuwyvwYfyjQi20I+59g8ah/RCGaKtWk9p5K6qaYJ10Oz3GEBVnmpin0rEhz+zJ0tL/7d2eQUv+loP/E4WcisjI5oJLecTmwDfmIqKnAPu+Mcsd/30nnev+cUPBt10q+w5F/oqOg5yIFon2xTNk+tdTmfUBiZkLLdqH3r175zlBBJMS30mXe7fEo8XrhEkskUWNl5A1AasW+X7K2SzJokJ10mXHVwooukRz3mX2fJPND8exLpxESrWxUM2ipmJomXefn6IvylTfbNG6oZNVn/8ashQgxONobe+ejAPLwpmaxJkvY8Q7qPg+WlLCdwICXyBe1LBLMVKpJkGuDbWnF2NwDb7ZRNT1JVJy460jlH7yY5Akcvffjzs5jl+vI6bTpHbcjFJsp1lyOfqd+SX5r2KIbP9igXR3pAUXRIG+rXEUXWTypImelli+K0GrGlVxzj9fwaz4lMca9O9MMHvBYmRvg7aVGqvvTi8t1ivjDk4jRFIE6rNRdWnieIsdXy5w+pkKalxcSmqLgzql4aj3MJ6X2Phojmv7G1x4rkrneoPCiixyxUMwXRRdZOijGY49WcJpRYnSpk/kGdlfxyz7xAsyshbRsGcutMit0KL+6MV7L0gfLFry/ZCrb9a5+kad5pxL4MP8FYvtXyywbEeCuUstcv0qalyif1cCLRHBdKrjDpd/VcOq+hSHDAqbdNYMJpgZsZARCK0Qo11CUgVyyzTOP1ehdNZCT0qID6n8bX0O14gk22/OVflMKo95xqRncwJFF6hOOvhuQBAISIqI2/SZu2wzsreO74T070rQvTHGob+ZJ79R5+M3ZDnWNDEtkYqSQT4G51+qA2XW3Jtmzb1pJo6boAosvyXBhQNTEZkYgJBYVkZSBEQRrh9tYmQknFbA1ddqrLw9RXXRQshc8AnDkNCH5qyL70V9k7UpF0ESyC7T0JLikoRfjYu4rQBZFxk/1iD0BcySRyy36JG6TKN63WbbE0XGjzc58u15RBGMnMzt/6aD1Xeno7aCIOrFn7nYYuNjeUpXLZKdCvl+jbkrFseejKxrnGZAstNk/YPRQunKa1XGDplASMe6GNueaGPr5wpYFY/5KxbD+yIS9uBHNDLdGnNXbESJyLM6hPwKHUEUSHUppLqi8dK9MQYh2E2fqdMma+5JM9mhUJtyyK/Q6bkxRnXSIpaLKqdGUqJtQGNTOofvhpSHbbo3xsgt15i50OL8L6rYdZ/2tQY7vlRk7lILqxYQy8kIYmQv1r0phhoXo3lOhIVrNrIusnJ3krnLLfSkxPDrdbZ8Js/M+RaeFSKIIYou0j6kk+5WUeMiAhHxWRCjcR/4YURWnnLQsyJtKzXmh23MkkemV0VPyhz9bokND2dR49EY2/RYnnSvglUJyPQoFFZp1KddPCeMyOJjDmpcxLcD8KLxt/WzbTTnPUYPNTjz7AJr7k0hygKHvjmHlpS48ILP0MfXcPuOAVphk1QqwzembSZsh0eLWUYth29OzJFTZIbiBv2GzrcqDR6N5wjrJplekzUf0xlJvIjpVeiNbUCXkqxJ37LU6/nrUXZ9aqa/pKwAOFkxuUmOkchK6FISGRUPh7HGaTal7uet6k9oeXU0Ic6W3P1caRwiCAISUg6DNDIqRxa+hyYZ9Or/iqa3wL7570EA64OHkM0YBBaGlmTBmSAu5diZ+wRHF57BDW0K6nI2Z3+Pkn2dfDiAZCYQWwphJoy8RCXw3YAFJunSV/NI1/+KJMiUnXEmrAsMpW7DqKcWezp9vMClXRvADS1uyj7CuHmewI9AbK4ZEtgSqa4i6VSRMPTpiq3mXCNJwyvR9Mosj29eAgm5gU1CzrEp81GuNA4zYr6FLKg0vBIT1jnuLH6VidYFfjb179DEBFm1i535T5BW22nXbqXpVdg3/xQr4tuYtUdYcCexgyarEzdjSEk69UHmnGuAiCTIKIKOJCjYQYN55zrDzbc4XXuZW/KfYmViO2sSu1mbvB1BEDC9Oj+b/O9ILyY8QiiyLL6JoeRurjQOcKL6HJoYY33qTtJKJ4YYZ0V8C6ZfxZAT2H4TfRE+1BfbQEHtY9K6yPn664iCTBB6zDqjBKGNFTTQxDi+IDJnj5BTexhM7CImpfBCHVVw+f12yCkC3XocJ/ARhTR+aKEIOqIQrRl6jLWogk4j7Od/vzaFG0ZjMy3Dn/Z+klLpL2nXV/Ly7NcxpBSd+ipSYoEZexhZ1DhZfYFr5vHowa3D2uRu1qbuoKgt587iV2n5dV6d/WuScn6JqjzvjNIKahhykr7YDaTldqbtq6SVImm5yKbMRzlZfZG6W6JdG2Bj5h5OV1+J1ivhr7WjAFVnhmvmcaasy/Qa6+g1NmAAJWf8Xe8LCZmzry0Rm8PFY0mCRGxR9v1BkVRyJJUcKxJbPvA9b4e1uGEjEJGj1d8CkzL9KlPWpYhuveiZawUSY1Zr8RNHMvYT9Sa1YvbDpJYPk9oPAyi7HjXXRREEsqpC7AMASu8XansHuUceJ3PvA4SBjxSPo7Z3AixSnwdoX5wkNn5KZnIgqjIUVykUBg3U1HutYf5rRGPOZfZSi4njZuSFSLTAJYCxw0061/3ulDrfNAltCzEWX6ICOzYESgLfCxEVhdDzIvlePIlnBYSCCL5PpuedidGq+cycN5k81SJRlOnfkSTZvvh7QeD0T6O+u52fuIPW6CSS30IAkltuxA4jmaBiCDiNkNf+/QRGSiQ060hY3PS5LqpPf5PC7btJbrsDSXp3qqTGpSj5+t48U6daTJ+Fgd0p+m9+76Kqdf4M5Wd/giDL9H3ks8ydMUFKEW+TyS/XaB+K0be1D1FwaXasZuysS6odUp0ZlEV5d+DYmKdOLFryBNR+9TLxzTehLVsOiSy+lMKXdEqXraWEFiK58fCbdW54LLd0DnpKZvmuJF0bDdxWiFXxOPn0Ar4VLPULGmkJBFhxS4LjPygzearF8N4GCLDrD4oIRNVqIysTLC4WtUTUqzWwJ8nCNRs1LrLiluRSj6sow+q705z4UZn6tIuelrn0So3apIqezXD2F3NIisj6hzLs+sMipRE7kpG6AXZt8Ys2jP6OIILdCOjeFMOu+UuWLcu2x1GT7y/Zsqv+kuT37Z7B1oJPY87DyIhs+1whgmKFUbXbbni4rZDD35rHbQVk+1UUQ8CrBGz8eJZzP6tQumyRXa2zfFeSkX11Vt+dZsun27j0chU1LjJuuDhC5MznuSHNeY833DrrTIHX/3KaO/6HTvLLdSZPvmOL4zQXNz0Wr2tlzEaUIuul2iWbwb40PXaSsAGZUOHMsXd68i88X+Xmf1WkfchAkEOa0iy5SZWZK9E5x4wE6+/PY6TlqKdVBjUhcfS70WbZwqhNbrnG+HETWRHwXBDlqOJfnXQQBOhYGyOel1EMiRsfz3P47+YhjJQQbas0FCOiRS+7KUEYQtcNBgSw/+uzaMmIxL18V4LODQZTp1sM7ElSn3XZ+//Msv0rBcpjDnOXHUrDNla1SvcWg3SPGllTiwLpXoXqeASq8loB8byM5wRMHI8k37IuUptymDplsuqONIouMHnKxGuFbHuiwPUjDRRdondzjPETJlbFp2dLjFyf+q7KJrBUrQ+CCCI1/laTtkGd3HINu+kxeqTJyluSIECuX2X6TCvyj05KTJ9p4XshEyebbPtcgXO/qJAoKKx7MIOkROTc4mqdiy/VCNwwqgQXFdxmVNkePt9g51cLKFoE8Dr/ywXmLttIqoiKyMQJk11/1E552EaQBbK9KpIKiTaV2rRNZpnG2MEGkiqiJUUyPSrXDjQYP2ay8pYkXTfGWLk7Ravi05hzOfvzBTw36rHvGDJQ4hKyLjJ2qMnESRNJFejaEOP881UyPSrLticYPdRg4IksU7pHKBBJtffWSbarbHw0x8i+GomCyvEfzEQevHaAZ4ec/fsmsXyRXz1tc/8fJFkQbLpUBTsI2VdtEBdFGn7AKws1vtDZxg4lQd0PGLhdJ0GTN+e/Q9WZJad0c0PmHhJykWnH5WylgioKrI3HaFejeUdfVHJoCRFC8JyQlQmNlCBx8cUqIQK3rP9jTsl/z2zrGievvcmeVV+mbE/gOh7XK2epBDNsytyHiEyPdgNHhl9ETCvkjV7icg7Tr5AI28lc28ap50s4ZoVcd4Idj99CVb5MQe0nr/bxUNf/TIiPH7g03HkS5jLOP+MysPs2hqUjzFvjBF6IqujktC58HOacEXqNDTSDMjmth3ZtBedrb7K78AUmWudRRYN2fSWX6vupeXPcXvgSM61hdDGBY0VzyK6VD1ByazhE6wUhrPBAx79h2r6KKIgMN47ykeIfcrV5BMtvsCqxHUlQmLfHMMQoeYbIvzQIfU5XX0ISZEICKu4Up6svsT332GIVNKrQXajvZV3qdnQphYCIISaZt6+zNfsQb1WeZdq6giJ0sil7H8ONozS9CmuytzLZOg8EHC7/hJ7Yenwc3ph/ihvSd/Py7DcwxCS9xnpyag9+6CEiUXEnudjYjx86tPwqh8pP80j3v2V/6fvMO9eQBY2z1de4t+NPSKsFACRBRpdSTLTOLyZcIdP2VXpj65mzRwjDgKa3QFppZ1ViB25g06mv4XLzDD4iOkc5VDpERl1Fj7FxUd6qkpQTrEndRkyKNts0KU5BX8uzU3N4obS06brgepw3XZbFNlJxp4CQtcndSKLC1cYRtNZZEnKOa83j71LoXWocoD++mZRSIK/1UnPnMORkRDZeCmGpJ1UVDQp6PwW9H9Or8OrcXxOGIUPJ3WzOPsC4eZZTlRdxwhYxKbMEZ2p5dZzAZG/pe4wuJtXDzSOsSd7Grtzj9BhrOV75+bvmy25jiKScZ33qDkaax7GCOim5wKbMfejSP36t2vDKHCk/s0h2hh5jHZsz93+gN2y4+EUfXQ0R8EEIFr2so99A1Pv/YVdtFB8mtf/CY7xl8e3RSRaqVQQBburq5J5inqT6uxtIq4UCFAr/2fclOhKsvFNkhRPRXKVU+gP7Yf+pY/psC6vmE89Fj3xIlPwIkkA897sn8fb4dSovPodXmkPr7SN95z0ohSICArEbt9M8fQotBV51AWNZBm1giPp+G8cK6b0pTrq4WD0KYGR/neE3IvlMecRm7pLFji8VieVk5i61UAyJ0A85t1dh4MEvEoubyHGduXGNhJFg/soc+QGN60cbixCSAN9sEgDTlwLaVy+jdfwgqW1bIf7e+5PtU9n51XbsRgR8MbIyivbu++FVq9T2vhF56Lou7oGfsP3zj+GESYTQRU0ZjB+voMRUEEQuv1xeqjr2boszdG8msuSRZKRMBiJLY4JWi+refehCnnOns7QWFujZEkONv/deWDWf0AvhNxJzs+xz+G/myPSptK1QGX6jgZGTcZoBalykPuNiljy2fKaNk39fQpRlBu9KMXXaJJaV6d0apzRioxgivhcyeFea40+VyK3QuPlr7SixyDJKFAUSAuz8agTaMhf7IEUJnLrH1CmXofvziJJAfcZl+kyL4urId1ggpDRs0XNjnJkLkRTTbvhoyajiLMjRfahcd4jlIo/PMz9dYM3daWK5d4/BUARBFUCKqop2IyAIIrhPIqZy8JuztBZ87EbApRer7PmzDsIg2hhYsTtJpktl7krkHdu5Icba+1KYWxPUphwqi9VNpxnQPmSQ6VEJCdnvNhEdgRCQLNiTT7JWNzA2QmXYYXhvnb6b4tgNn9kLFplelYHdOWbPmUve9b4b9TciwMCeFMeeKtGc91AMET0lsvHRPMN7a7QNGGR6FBwzShwmTjRpVVUG9uTpXZvHtXwS6RjJXNQvJQgCK25JUh13WX13ipmLFqUJhxvuzxKEULpqkdBENjycY+bC21ZDBhsfzS61GyQ7FW79WjtzVy0SbQpGWuLgX8/itiLacn65SmFQ59DfziNKRGMyDJk43mTbE4WoNzsp8tq/nyYkxK77pDs1Rg9HGyixNpmu9XFO/LCMYog4ps+6B7IQNJcqrSEwcdxc8sZ2TSAL1UWPX0kRWXlbiuKQwYXnKsxfsamMO+SWa6y7P0O6W2X6rImekZfG3m9Gs+RFbQ37G8xfsigv9mzv+EqRZEdEh870Rtc+t0zD8wJi2YgOLUhEFkgJicE70xz7folWOSKrD9yeYvVH0pz7eQWnESDJAu1rDY58Z541d6fR4iJOK1JEvL3R4dk+nh0gqeKS3c67x7XHW98t0bMlTqpdoTQcbVTk+jWOfneexozLse+XuO9/6+Hii1Wuvl5HlAFBQEuK1KZcZoctnIpPYUBn7EgT3436kyeOmWz9/Taqkw5aSmT7v+3kWzNzrHN0zry0wOT5FhJQHrU58cMSO75cQDEiaJ2sizhNP6pCLm6CxCSR6nWbr+4qcLDaYLhlo4sCGUVixo42imdNl+69AadONKn0C6y8v8iO/CeAEMtvMNo8hcty/nayhLfoL7q/0uArXUWKmkIKkaGEwbGJCDyWSIo8kMpw+D/NLalJRg+GbP/KZ7HaJmg2NaZeVVBuVDg78yZSPGQVH0G7tI7aSEhum8Wq2C4K2TZCxUERNaRAps/bwd6fzuL70aZiZbLFxecarP34AJURaOtazqR3lmnrCh36AH3GRsySzPDeUfqCdjbcdS9+bA4zqLA2eyslZxQRmW5jiHl7lL3l76CLSbbnHqXuzTNtXYkSImeKl2f+EwE+qmgAIWuMPehWgVHtNG2JHhLGar43PcnV1iwCAiuMOJ9UIPADLpn76NRXAQIyKgk5x+nay6yIbUUQRAQE5MUqm4CwZFfjhi0sv44qxSg7EziBiSTIOEGLotaPH3ooosbRhZ8QhnB3+9cYNs+RVNexLfspQlq4gc1w8wgQsi37MSBk1h4BwAlNvMDFkJLcUfwKQeiyIfUR+uObuNY8zpGFZwjDAD90kAWNlNxGsEilFpGYtC7QCmpIgkLdmycpt3Gh/gZFvX/xOoEkSKSUAjP2VYLQZ94dpdsY4sbM/VH1FpEbM/cz0jzGxcY+bmv7PGOtEQYTmxhtHsQKAmab5zCkbezKP44deLRp3RTVDhTxnXEZAE4Qoi1aXNV9H1GQcIIQJJ+EXCCn9iCLGvtLTyEKIqoYp+rO4OEg886x/NB7l5Q9JmUYiG/nYmPv0mtd+iCG9N5Ez/RrNLwyACeqv2B18hZiUpq02kFW6WTlYh9uyb7OkYVn2Ji+hynr0lKC7oU2l+r72Zi5l6zSzc7cJzle+SV+6DCYvJne2Hqen/6/GUju5M7iV5EFlZicIaP80/i3jpmnmLGvLP083jpDt7GG5fLm931/TEqTV3soOeMYUiR9F4IyW1Mreb5UWdoruDufJvdhlRb4MKn9Fx12EPDSTIny3GxU/QEOjlzjxmTsH5TU/kNCisUg9turooFt4dfrIAjImewHWu/8Q6JV9Rh/q8nWzxUYOVCnOe8ThpAqKvRuTfxOx3AXypR++D38WjU65oXzBC2L/Cc/jZ6KU0sUyTz+B1C+jp6S0Hq6CfQMt/yJgECAZE7TeulZEp/6LGbj/2XvPaPsOs97v9/u++zT23RgCnrvjSABkmARKVFiUQlFWd2SLJcbx1nLK+t+yJckH26cm6usJNe+8o2sYikSZYoSxSJ2UABBgACIDgzaDDCD6afX3fPhHQwIUZZvrm/s2Nbzbc6ac85uZ+/3/zz/ojN6qEa77pNfZpAZMAm8kHZN0B3NuIokgaRKNEsBx54N6FyTJjdkYOVV9IjEji/laRQ9puZBGmGAFE2A08J3QFJUQs9b6Pb9akmSRDQrTH8AwiAg9P3bj3cYEvq3OyFLs5dov/4y0Y/+Lgf+5zGcps/6z63k6F8XMKIKqik0hGNHG/N6Nh1JUYjvupP25UsEjbrQkCbyuLHFwtlXE+ZHPessRg7UeP8m922xbtOHgqC2XX2rhmeHzF0W7scrH1YoXXPILTNY+UACQ20Iuraqcu+f9jB1psmVt2oURxyieZW9/3UXoR/SKHhIElx8o4IRV1i6N0GiS0NWb32npof0LHWp1yNEO1TsSkC7KmJQtISOZsmEIax7NI1d9zn5TJFmwSP0hTOxmVDY80edXDssFqY9G6JcfrNKu+qz+sMpFA2uHapj18WOa6bM6kfSC9PpkutxImiQ22Nx4uki8biCqUqkegQQmzjdxG2G2DXxfs8R8TQDO+PoUZnsoMFb35imWZzf11er7PlXnZx4ukDlhgBP3esidKwUgNGIi2tgpR3hrZJovHwsmeHaz6ucudZE82HlgykCP+DSGzXWfCTN0J0eqcU6hSttRt6+FUMUeCGdqyIUR9qUrjs05sQ2GDEZrx1SHrdZdk+SS29UGT/eoHOVSW6pyemflAg8uPxGlbv+oIvuDXF089a12Sx5jBysM3GiSRCELLsvwan3arz8s1n2PJJl/eNpFE0intepTjss3hpFj8pEUrfubaomc/zZAql+XWS1FiRaJR89qnDq2SJ3/G4HuqUQSSjIqiSyghFTZyOmIMkBB//PGZExLUmMHKix6VNZ7LrP6KE6y+9LcOa5Eu2qYFWomsypZ4pseSrH7GWbaE78/pK9BiCOsyQLjW/XmlsyBSOuYNc9itccAi+kPuPTLPrMDre546sdLLk7QegJLboZVz7QHLJrotGz4oEkVw9UcdsBGz6eEe7FPxRT7v6dcbrWWIRByPjBJtffrQuTrfsTdKw08d2QK/urtIoekjz/Gz/SYOtnc1w7rEIIy+9LEOtUueOrHfhOyPEfFJm7Kky+utdFWPPRFGeeLRPNqSzeHv0AgwSEk3uz6HPxlSqxDpVISmH8eINoTiXwbkY9qfhuwMAdMUrXbMrz17BTD+heG+HI9+dYujvOtXcaeK1bbshuK0BSoFXxOfQXM+S/mmKy5PBQb5KT16rEcypO1QdZsB3MpEIkpbB4a4yrB2vCsdrzMZIKqhqiSQ20Hpmqc44PZbZwsmEzYTs0fY+IImOGMtmGzPRoCzOUKY3anPupQ/6JOpf8/QCsSzzM2+X6AqANgpCK43Fyts52xaJV8tla0FjXmaXgeCyPm8wdb85ngorz7DshY4dbLNs3yLnnZ5i72GJwZpA77/ySMLF5W+bom1WQA6yTEpFMPwNP5mgkRlEkDUtJUawAgUQ0ZdK1JIUuRahOeFCLMnWqhXZJpm/rTpbl7kCRFFqeiP7STYWxt9tMHJPY8fUhNq+I8+LUN3DCBoYcndcj3o0hx3BDm7fmvsvK+J1sSD7IS9P/27wGMo0kKeS0xSS0Dho3NLzXN7BiYC3diSTHGkWuthqEYUBAyOVmlQutJPcmdzAQ34AhRTle/jlIYrJnKSkm7UtsTz/OtH2ZhlfmeusUKa2TiJyg7hXoMpcTVVOUnQlSWhe6bFFwxnhz9lvYQQPbb2KpSXZkPoEXOhyc+xFbMo/xfKFJTtN4MJtClZqsS9yPHbQ4XPoxl9/n6Js3BueNot6lQ19CSu9gVWIPFXeKs9XXCQmJqWnOVF9ne/pxdNnCDVrYQRM3aGMpCWrunHDslQyh4Q3s2+i1kiSzNLaDidYFal4BCZmx5hm2pj/GusR9tII6mmxwuXEYQ7Z4r/w8H/bv8m4AACAASURBVOr4fbzQJqqAF0rISJypHuVy/TR7O36fG3aStNpmzrmGImnE1RxRNcUTeY1d8SJ20MBQOnmlKLMxHseUNiOFsD75AOeq++cBq0REjolJsdpFwy8ubHNPZAXm+2j2qqyxKnEXeaOfyfZFsvoiOs2lv3YyqkgaEtICKB6uHSCj9bE792ms+ZzVllflSOkZqu7sQpOiGZYACVOOYcoxCCViepq1yfuFARchmmTywuS/Q5MjJNQMN1rn0GWLoegW5nfp71V+6C80PN5fs+0RBqO3QG3DLeOGbaJqmoiaYGfmU4w0jlNwrtNlLiOt5dlnWqyJRRltOSyJGPQZBpH/Auvkfw71W1D7L7jansdMpcL7mmYQwmytzpJk4h9lm7xyifLLL9C6cB5J10ns3kt0yzYBhn9N2Q2Ra1i6ZpPs1Yl3aVipD17W3essrh9pcOnVCnv+qIvajIeiCcpbovvXZ+X6bkBtymVmuI2ZVMjnaguAFoQbcOvqCE6pjoJJdtCkEe+iZmUJ4woBVUrf/DcLGbAAkRUr8SWd2rRHs+iz7J4Eds3n6v4qRkIhv8zEbnikFmkYcZlmSUw1AAbviDF+vMHVAzV61lusfzxDbomJlVaZONPCrgSEnooRT9C3I4X9s3GMJctQYr9ZuBwGAe7UJLUjhwiaTWJbd2As7hd62ESC6OZtVF9/BTkex9p5D165SmTFagpjIU7Dm9e9CZOb0AcjlOc1cdLCIhRA7+qm44tfwZ2ZRlI0ypUEp14UUSjday0mz7SoTDhs/GSGq7+s47sBi7fFFhxh31+BL8692AG49FqVeKfK0J4Y+SGZ8utvMPPOEfSESf6hfTTtJaQWRVj7MZV2xSeW14ikFMy4SmZAfFa8S0czJKzs7Q0dv9mgfvgQtUMH0FZuYdGaNYydBt9VQIMNjwl9VM96iyv7qzQKHoO747RrPtcPN7jyVo2dX85jxBQSvRqFyzbnfl7CaQgX3cPfmmPDxzPYh5sL3zl7qY0zH2HiByG/LNd4p1JnbZfJlq/kqYw49HebJDIq08MtYXbUnl+5SzfPq1ggD+yOMXW2RbM4b56kSLjNgCtv1Vi8I8rpZ4QxU3HUXqBi36xOXeNLvXluVG0KzzVwrrmEtYB6PeDEDwvc9697OPPTEsv3JZBkiYkTgua55dNZrh0WZlbL7k0Q69RY92iGy/trWBkFRZOFjlwNyS8zOf4DAa4DX+g4l+4LWfuxNKf+pkTow4VflEn16+hd84t4L+TKW1WuH2ngtnw8J+Twd+fY9oU8J7wKzUUyz1LhE1aa+pyLERXuvL9aVlZlzcfSnH6mSHnSYfm9Ce771700ix5WSsFIKDSLHpG0QrPgz5s+QXbIwMqohKHLwI4o514QTJdISsH3Q4buiuN7IdGcSqvkC82pJKFGQFYVzKTC2o+l6N8ZQ1LAtQPWfizFyMEaii6OWbxTpVXxFozlZFVCNSTsMGTorhh6RGbmkrg3jb3b4Oova7jtgOyQyZqPiAmylRbXciyvMne5hRETk3HVlLDSKof+w8yCO3Phis32L+SZu9Li/IvlBSB45P+a4+H/oY/skCHo7YG4hoy4cDuuzbis+UgKpyE05E4joFHwKFy1GTlYw0qrtKs+48eabPtsjrv+sHPhWvTdAKcRYNfEsW1XRXSV74uIncoNl8JVG0mSsOcnwYu2RelYHuH8ixXsqs/SexK0az4jB4SOXovevG+GwuW54qFHFYKaMIXTIjJjRwWrww9DfC+kHgRoCZlyxSeWkolIMooCekRcq0vujqNZMhOnGqiGTN+WKGd+OcbiXRpT8Yu8O/cSOf0A93T8AW9rCldaDjFFYb0VoXtGpVUJ0RSZEIPSWIOl/iIATDlOb2Q1787fy8IwxK6L41HDZ3ykSX3W4cqZMWTTJxpJMJ7ViVhRfMklDAKcoIUfujieSjkcY/MXM8yejDJ1tkVQjqNoEr3rQwqXHVzbRZJDupbHuXa4hhr00trnE4YaqWSK5eshsyjCtcNNbGDZ3hyFSw6nnxUSgWtH6tz59U60jM3JykvEjG5Wf3glp58pEjoSiT6F0/V30BUTHRM3aFNwxqh7ReJqjrHWaVRJZ7x1jg2JD3F3/oscLz1H3S+Q0frYmHqIIPRJLYqw6sE0N040URSVSUcmCP0FMBMSMmlL+JJHTBX336HoFt4rP8+cPUqftZbFkXVMtC8ya48QUzPc3/E1VHQKzg0+2vOnXK4fpuJOsyS2gwFLRPydrbyBH7qEoZiYNr0KmmRSceeIammK9g2CMMMio8WJ8n4KzhXiSo51qfvZmvooqqQSV3Nk9cUktU4xWZMUCu413ir8FYqkktH7uCv3O+yf/Suq3iwRJUnZnaJDH2KsfRqA7sgKompWANgQ1iTuJWcMEFezt8XrACS1Tu7p+DJ1r4AfehTs67w++80Fc6uIHMeQo6iSRre5nKZfwg3bhHhEZBdNNqh6Id2RAS42PbYn4bWZb9IKxFonrfWwM/tJhqvPMta6Qt0P0CWDL3R/kU5Dxw7SnKm8zUB0E3njGg2vSIBPSMDVxlHuzD3FROsCc84YXcZSBmNbMOTbn+mmEqfPWkOfteYD9+jb7tdqiqHoNq40jsy/IjEY20xkHtAC2EGLijtNpy5iJfsiqxltHgdC2kGNNalbhk+arJPShVxu1h5FliU2pR7mncLTtANhNna18S73dXyNrLHoN27b31WKpNBjrmCqfem217vMZQAEgceUfYV3iz+h5s2y2NrAhtSDJLVO1iXvIwg9FPnW2qTbhE3/AJ40/9Tqt6D2X3BFFYWlMYvZSnXhNRnoMX49yPv/usIgoH7sXVrnzoIsQxhSee0X6IsWowwMfuD/PSfgyv4qw7+o0q6KGIeVH0ouxHe8v1I9Ops+leXKW1XOv1hh6T1xckvMhUgfr1LBK84ROg5qLo+WzTF3xebY9+YWFnfbPy4RhDKyFIjcyUaAJ0eZuegwdbXA2kfTJLpvgWSvYmMs7sceEVl1smWR2HMPzRKcfb7IusfSVCdczr8oHh56zOfYd6bY+TsRVL/Cuo/1Up8VGY6aJXP5jeqC3rRd9Qn8UHTKIxLrH01z7UgdSYL+bRZOo03invuJrFr9tzYEbpY7O8PMt/+S0BbTtfalYbKf/DTWqjVIskxs8zaUzj5qFYtzR3ycWpz+LUPEUxEIhXts+XqL7vUWM+fFVCYwINmnYSRuBxJaNoeWFZqXqbdrSFKVrjUWh745Q+DB9IUW2QGDjZ/IoFkKZkIh9Dzcwuy8g7WFmkyhmTKLtsYojd7qANdmPWI5jeL+d5h77lUA7Nkqzneepu8Pv8bbP2iw5ak86X4DM66g6uIh6LvBgvutrIv83vK4jaLJWGkFrTVJ5fWX8esN7PGf0nuvRO/vbKNaMonlNQpX29gVn2N/PYceVWiVfY79dYFtn83hOwGtsofbDLjwiwpWWmXkYE24IhuyMCwLQmpTDmZCWaCgRtLqwnS65vtcaAj67BmnzQW5TWalSjoToUfX8H1IdhuMH28KYAFoEUEDbZY8Fm+Lcv6FCrIipvPzdp34Toiiyhgx4UqrGJLIdELojRtFj3bZJ9GpEvd1Dl4roUshriponpopUx53WH5/ElWXOPKtWXRLaE7VeYOvWF7Fa4dcerXC1NkWA3fECQHPDpB9CTMuEwQii/SmKZCIjqqz5w87OfU383rbEAhDRg/ViKRVdEu45IZ+SOACUTExUnWJ2ONRvtMq0uWpjNxoMfbzKolOjTUfTZHquz0+zG0EtKs+ax9NIysS1WkBoob2xAX1//kys5fabH4yy/DLVQojbTKDJisfSuG2feIdGsv2JejdbAn3ZFPh8v4aV/dXWbQ1SrxTp3tdhPK4mFCbKQXCUGib2wEXX62w5sNpmkWPMAjZ/OkckaTC1YNVRg7WiHdqrH8iQ3qRgWbKrHsshduEq29VKdQDlu4VOcmXXqviz2ueK+M1FBX6tkQJByGa0YhmVXo3Rnn1f7pBz6Yoqx8WMUxhKFyXA180Qa6/K2jTsiIRSkImgQSTZ5ok+nQGdsYYfbtOEIhzYiZlzLjC238+Q26pyZqPprDrPolOjWhGpWuVydnnSvjzsUM3TjRpljxUXcL3QnwnwpmflahOuDSLLou3x+jdaNG73uLGySbtqo/b8tn1lQ6CIGT5/UninSqH/sMsqiHTKovp9bbP5Vj7aBqnKSKQluyOMzPcYvm+JCd+WEBWJIyYTGqRDvOZ1wSQtRWSusKhRo0HPpLh2PfnkBUJVZFY9aEU0bxYIkWSKvk9Fu11Mhoyigtbn+rikvQ6R5uHQZKYtifx/FkezmYJwyQhAYtDk5PfmsVYkNkodOQ7yFhR9lqfJ6ZmiWsZdiVbXGq28X1w6j6aLLFCM6lNNjEzIrLGbtq0mrOUqjL3/s5api82qLbncAMha0huilAMJzC8GpLcj2eHnPhhgVWf1NAXNdn6R3E0O0+rJJ4dtWmVa+808VtlzKSC7wX0rk2w/99NCQ2fAo0Zj3WPpVFNCa8d0pj1mBluk95eY7R5AniPbTtT7Fu1iPKYi5JoUy8WqHlzC78xGXXBcAdCDDlKhzGIL3l0mkPc3fFFnKBF269zvPQ8raBCv7WRZb27WLtYpBysrUR5r5bCC2y8UACx1VGThl/CUsVE82Dh+zT8Em5gM1w7QBB6NL0qVW+WkjvBjdYFtmeeQJEUDhV/RN0rICEx51zHDhpsTH54wYxHlhRkSWZH+hNMtS8z1jpNVMmSMbpZLalcb7xE1T2PJgmdZGVumns7vsyG5EMcKT7DxfrbrIrvZax5luXxXbwy8+fIyMiSgh/6KJLGImvtvImVAMI5vX+eWmxhqSneKTzNnvznkJAZb53hcPFpdDlCSutmd+5JklrnwjGOqRliaoaGV8H2G2xMPUxa6xYaztKzGLKFImn0Wxu52jhDUh/g7txXeK/8M1pBgx5zCX3WXbR8iUL7bWreLOo8/bjhlyjYY4y3TuOHNgklgiZLXKq9QafxFE5gccFeyY8Lk3ymcydeY5gwrGBIOimtC0tJsSH1EF5oo0nGAvj82+rmtSCjEFVTIv838JAlGUMWecWLrfXUvFnSWi8JLXdb1I4qayyP7aLDWMJ7pRcYjG2m21xGwRkjbwyS1wd+7RRYl6MMRbYy3b5E1ZvGC4V7uG03GWkc/3uDWhCmW3P2dcZaZwSNPrqVvDEAQNmb5sWpb2AHgs11pvoqfuhyR/bTGErkNxpV/bZu1W9B7b/gUhWFvR1Zaq02F8oVYprGAx0Zcv9I3Pyg3ca+cglj027CzpXY9RAr7uMWS5i/BtQ2ix5X9lfFghCxHh9+tSoiehKiw36zVFOmZ71FdsggDMGM3wJbXrlE4en/G+fGGAByNEb2yc9x9S31Nhrs+HmVxTvvonnkLWH+04Ds4x/i8lmVyoTN1QM1Vn/kFmVUTSbJPPZJvEoZXAclkUTN5giuO8yctxnYFac8ZmPE5zVbioczXaBwMUM8WkbKZ5A1k2SfwckfF2hXbm3M4q3RBVA2da7N9XfrZPoNCEMu7a8T71DZ+tmdaJG/+1zaVy8vAFoAwpD6O29jDi1BNkyUWAwv2s/x704R+hDYCse/O8XW31tOaiBKcbTFjRNtVn44S3bQoHDVZvCOGLllH4wvctsB7bJPEIR0LDdRTBg9UAckIikZRRPutJPnWiy/N0ngOLTOnqb88gsErRZqNkvm8U9h9PbRsdxk7cfSgiZ5M6pH82ieOXXbdzp1D2f0MlZ2PdffrbPxk9kFLZrbFrm3l16rIisSKx9KcuZZQRdtVXxyQwZbH9PxqnWCRp0gCKm98CPMVWfJf/RzvP3tCp2rI8xeahNJCQdY4dQEE6ebZJeYdCw3uPRGlamzLXo3WeiWTOm6Q7xTEy6+qkTnSpPeDRauLVxgVUs4PwNoskRcVSh7AvB6Icw4HpYio+gymcUGgRdy95900Sh4BK4wUJo512L5/SmMqNAPX3y1spDvq2gSQ3fFufByhcg8s6FjuUkkKZyEL79ZZeRgnfSgzqoPJWk1bcykRLNu40dcTDlG6ENmwCDVp3PtcF1op+c1nV4rYOZCi1RvkmuHq1x+U1A3rx2usfqhFFNnW7QqHssfSGLEhNZSkgXoDgErNW8EpYjf9fL7k1x6rUo0qzJ2vEEkoRD6UJ8TU9RQgpnApRwN+HGtRFxTyNkKjati+lwedzjxdJEdX8zfdk22Kh7Dr1SYvdhGM2VWPpAkDIX5WBjCjRNNOleaDL8iGk9Du+OUJx32/9tJNnwyS3POY+m9cQglzr9Qpl31Gbgjzu7f6+D4D4o0iwU2fDwjqNSujarDigfSnHi6iFMPCLyQgZ0xNjyRYepsCyMq8+53hXGVrEjUZzzOPFti++fzoEhYaY0D358WdGdFYvRQHc8WE/lm0RNGdSqUrjn0bY0yd7HN8EiF/DKT1GKDJXfHMWIqx39QIJpThaFYTTjrqoaMqstE0sotM7J5ABjNaVx4vkz/rjiZAYOJ003MpMbmpzqIZlX2/jddQEgkLabG558vEwSQ6TfY9vkc7357FnXe3TjWoaFbMgEweqBGbdLFbQf4LowcrNOxMoJuyez6Sgdzl9vEOjXRYPh5mUhGoV3W0EwZuyGit3wnZPx4g5X3J2jVJY5/v0CyR2fLkzkkCfb9dz0UrrQxEirRrIJnC710fdbl4reLfOaLWS5YDtNRnw//cQ9yMyQSV7GytxpfZdfj21NzzLrzE+bQY3nEYakeIhPSafSxPL4XWc7RIStoUhNNNkmjsXJfkgsvVwh9UA2JdY9kyWQjwK1YugFT53M9OQ7O1fDTOjusKMVX6tTGXTbtyDJ+LsVscRqASEwjzJbZ9qU0wwdtfN+ib4fGOe1Z3GqLFdE9aFI3lXGHoQc1ho3nmbp2hXs6vsTF77UoXHGQUehcZbJkT4wzPy2z4YkMs5fbXD/SIJJShcmhAq2yMKfLDpnMnG+hmhJO3Z+fFop7ybvu91EjBtbKFHkeo9/awLXmiYV9k1Hoj27gauM4aa2XrLGInshyXp3+c7akP0KHsRTCkDOV1yi6Y4SEnK/tR5cjrErsmT8+MnenMrxdKaDKcXYmEsjhBWSECWXNm6Md1FEkDUXR8EOXi7VDbEw9xIxzFQmZqjdLEHpE1TRT7YvzWycseK41TrImfg+D1haKzgQrYneS0Xsou9NkjT5K7hSX68do+HV2Zj/PseIZ4oq7QFFu+hWaXoWTlZepeFMAmHKMojs+D/DD+evGQZZkCs4Y/dYGrjdP0WOuwg4avF38AQm1g7pXYiC6gZiaYbxxlhWJ3Uy0h9FlE1lSqHozDFcPsCX9UZDk+WaBqCB0OV5+Hl02mW5fZSi2maiawg1sBqxNhHIvl5wI4zWbflNmT+ozuN4IMa2Ha81hZKnKaGsYL3RR0QAJBZWaN4c7H2Hk0kYNdBpeGS90ON2Asw2Jhh/wXKHNhzJfoEPzUaSQhl+k6ZdRJRGj86tl+01afoWAkIgSxwscjpWeY9q+LFygk/cRURJcqr1NXMuxNLaDpNaJqcToZOgDnwdgSBYSMkdLPyWu5Xhj9i/pNVcTUzNcqL1FPjfwa98nI9NrreZc7Q2CMECRNOF/QkDdK+IG9oKR2H9uWWqKbZlHWePfK/5WkgufWXMLC4D2Zo023mNj8mGM/4y8W98XHg+qJv1ar5J/rvVbUPsvvLLRKJ/o66KWSyGHAWnDREt9MIvrH6Jkw8DYvJuRkxFGfzILgKLLbPu9ZfwqyyIIQhGZUwsWXFZvNuu8tpgKRFIf7AiGkTa23yDwTKz5m6w9dm0B0AIEjTq1t39Jous+iqO33jtx1mfx53fQuWENzRtFrDDJtdMalQmx0CmOOrjNAOV9gNnxLMolVbjPWjqxeffbjhUmMxfahIGYmBnRAK84J2zee9KMHHSZPHEVKZFH1hTu+Hono/MTvv7tMXJLb4WLR9IKTl1kyCqaRM8Gi9wyE6cR0i47VKdczIRCrENdMMgJvJDqlMv0hSaZUEzObk7KFF0GVVmY2gHMXGiJXEw3JAhU1GyesSNVtnx5gPETDrXZAM2USXSrdK2JcPnNKld+WWPpXqHHi2Y12lWPi68K3WQYiPzR9U9kmOuyWb5PA0kYZjkNMQkH8Mslis//FDxxjL1CgfILPyP36c9ixGL074jRtSYyb9LkgKSgZnNw+daJkxUJNZvHOREQSd2ettiYc7nwkqDgd6wzubK/Rn1GaAbDQNCAm80UoTJvNDJ/TPRcjrBZY9G2LEN3xpk620IzZQIvXKBbRpLimGeGTEb/eo7ACxk9WGfd4xlmL7XxnABJlll6d5zyuMvR78zhOSFWRuGuP+giMe/tFVUUHsgk+d7kHPa87m5rPEq6JjPyXg2nEZBbYlAvulx8pYrfDln3RJqVD6VEnEvdJ9Wrs/ePu7n8pnCqHborTrrfYMX9SWaGW8LFemUEPSoW+9ePNtAiEkO74xz6yxkC2WXlfRlKP3JQVYmyO8W2Dy2jPG7TvdZCAtIDOtlBcV0W5nWUTsNn8pSYMgd+yNjRJsVRhw0fT9Ou+sycb5FbajK4O87IL2sEhOiWaC7IisTg7hgDu+KohkThqk2qz+D64QZWRmHdo2Ky5tQD9ITMus1xrpsuvh+yyNC404tx7Uz51rme9cR9Yd5/xHcDrvyyxuxwGxB6y9M/K7H7ax0LkgxJgkS3zqU3qhDCjZPChRgJQj/k+rE6PesjvPFnk3h2SOCFTJ9vs+NLeXo2WEyfa+E7Ibu+2kGr4lO82mbk7Rrtkk+rLOK5qjdc0v0GQ3fGKY7ayLJEOP+bdNsBTjOgPif2qzruULnhIomEJbx2wNJ75inZbigifjzILTUpjtjzJkoSY8eaLNpiMbA7wZt/NonT8Fn7SA/XDtXxbAGEFV00KWKdKsk+jdqUiyRLdKw0SS3SaJU93vtBgb7NFlueypFapKNZkpjeXWihWhKdpsKZZ8sLMTzFUZvhlyssvzdBveCTHTI590KZqbMt8stM+nfEKI462I1bDbvatEtlzKFzl8Xlyw1WJOIc+osZQh9S3RqpXp0gEI2jcD7OSLdkHCfEawUoqkzX6gjjxxvMDreFodW9CZy6x9mfldj+5TxL74lz9udl6iWPwv4GO++K45dCrB6ZsfMNGnMe3essOleZmAmVqudT83z2JGPEVYVrbZuT9Tm2xVeyIjpHzHiQp2dblL0ZkqrKl3s7WG6Iheii7TFyy0zcVoARU7AyH1x2GYrCcitCX1qj7rqEbkjHPckFV+ndX+6jOJXCDuoYnS5GKqDhj+LtO0LbbfBmaxjHbpE3+1FDg2RnhGapSnSJz3j5AoPJdYwf8rFrCqk+g+wSA9lwMeIyiV4Nu+nTLHgYcZGxbSYVjJiQkWiWjNcOGLrHwur16dlgoigQV3PUvDmC0KcazBDT0zS9Cio6d+U+y5X6ERRJZ1PqIRQM7uv4XRp+mcv1w7wx8y3csEVtdpYHO/+Ak5VfYMoxNqce4Uz1NeygwVjrjNAzInGh+jPiOHwyvwZoonKdAWstIT5FZxJTjrM59RHcwGa8dZY55zqabOKF7oKrbkzNYMhRJCQSah47EGkCumwJkC5J9Jgr0DMWVxpHOFN9nYZfIgxDdmY+LsBv6zqq5NOtJyg6I0iSPD8pV5DnI4sAEYcjQRB6xNWsgM6ShIRGEPp0mytYHFnPUHQLbb/OKzP/Hk02kZAYtDaRUPP0RlbT8IpM21epewUSageypBJVUnSYQ7xXfp6GX2bQ2kyHuQRTiRJREvRGVjHaOEbdLzFjX2VVfC89kdV4YZRnZptcbJaRkJh22sw5Dg+mFU5XfsqVxruktC6Wx3dzzn0DL3BRZZ26X17IAr5ZXuiwyFqDjMVwo4gq6STUPFXfZ8y2kIITnK39gjAMcUOH7enHWJ245zbzqaZf5WT5Ra43TxESktUXsTK+h2n7EuE8VfjA3PfYnfs00/ZVpuzL3Gid5578l4lr2Q/8hm59boWL9UP4ocPK+F3UvDluNM8R1/Isi+0ko/d+4D223+J09RXGmmfYln6Ms9XXCENJTIBDmUXWWoLQA/5+oBZAk02SsvmB13/d9DimZlDl//cT2lbZ4+qBmmgsLzJYvCNGepG+0Mz/51y/BbX/wkuSZaKpFP8wwTq/uSRFgfwyrr1zfuG1UDG48GqD1FD8tglLu+JTHnfo3xkTmqy6z+RpsUD2HZE1+f7yqlXql85SvngcaXEXLOnBSveQN/rxikV+tYJqiY61CqPv3HpNi8joKQticXw7x9G/nJ1fVYlK9miohnAa9d0ASYLj3y9QnxWATDUktn0hT2axwbbP5Rh+pcLy+xLUpl1k2cP1QvIrEpgJhYljFZAFPbU+53H1rRqbnswgIX1AG5gdMol3atRmXFY8mGT0YI2Zi20GdsU49UwJzZSQFYmuNRHWfDSNGVeoTru8880ZPCdk00cW02xFMNQmrZKPGpXo2LUHWTdu2/d2xceuBQR+KBY7CYuxkx7ZoQj5lTKFUZv8EpP9/+sUjYLY58nTLe76w04G79Co3HAZO9pY+MzydYfC1Tbdqy3OPS8Wwkv2xKlMOAsRS369vgBob5Y7PUXQbqNEhcGX2xLnX5LB9ySSu++kdekyblEAmvSmpTh6N405mw0fzxC4Ic05FyRBNb4JYFRT6O88R5jqhH5IGEKrJpPavoPKq79AkkK0vsUYy1cTAEv2xolmNLrWCOpmY068P7lIY/l9SWozLqEfEs1rTJ5u4bYChl+psO1zeRRNEovHuMJL//04niM2pFkUVOY7/6iTRIdYBAxGDH5vUSezjktUkUnXZI5+a476jEuzKCbfO7+cp39HjOuH69hVn1M/LlK+4RDNaKx6OElqkcaOL+QJg1tTYCut0rM2gt0UAGvyTJPSdZvl9yZImmMvCAAAIABJREFU9OoMv1yhOOIQSB6XXq+y9tEUsbyGbakk0yHvfqNKbtBkyd4EY0cbXJyfaA7eGad3s4XvhQzsijJ3VWX8eANCqE26NAs+F16uYM5rVpfdm6BnfYRW2cdMCNp58ZrN4J2iaXHyR0WMmEJ9xl04RiOHauz4Qh63HZDuN9CSMjUrZBMxLFvi2J9NU5vy6Nlk0bHMFJpU89ZDvV3zyfQbrHooyeihusirnW8CmEnR1BnYJfKmIykVu+bjzeuWb8bzRHMq08NtPPsmCha6Wqfhs2irhdv0MRIKekxBViSuHXIpXHXwnZCl98TJLxO5rM2iR933cFo+qx9JMXKwytQZQUlXdInJU01G36mz9mOZ+Sgy0YBy20LLPnhHnPMvlHGaAbmlBgO7Y7zyP94gklDnp+Ah4+81GbhDNAgCT6ZVcdnymRzlMQdZEYD28v4qWz6dY9vn8zRmXWRVwm0HVCddNn86R+CD0/TRTJlzz5dY+WCKWIdG6bqDJIXUpl0xXZclQl9sY2XcYd2jKfKSxHs/LDJ2RNwDnHqD2ozL4O44l1+v4tSFrjY3ZJBapGG3QrZ9OEPhYltk8QKpPqG/N2LidzNxusH48SY96y0O/u8zArjvimHXAy69USXSodK5IYpuKVh9BrEunXbJw8gqrH0yg6xITFxr89L3pnnwyU6OfncOuyrOceGqTasSp/vuKBLw6e4c047D0WqDXckY92eWokoOMa2DH0w12RTvIKqoTNoOP5ws8LW+DvKGjmbIaF23FvMtr0rLqaFJJqYSW5jUOA2fkf01jJjC2NE6M8NttKhgGHWt07ELGvnNCaykQdRIUHVnOVb+GXPuddx54LYsdgc5dQDVUoURWKSM0pRIWTm8Vpx1j8SwlrS47h+lEIwiqQNs/Mp2Tv3HFtMXWmz/Qp6xYw1UXWiYkz0aS+9O0JRnueIfYFadwlGXsJI7uTP3FOeq+ynYY/TrG+k2l/H89P/Cvo6vklQ6SaY6Sag5NCnCizPfYEfmCd6a/Q4VbwoZFU0W5keT7YuUnUkK7hiT7WHWJe/nTPU1okoaRdIFKGlfIAh9ptvnkZDYmv4YJysvMdo4xu7cU1yoHWDWHkGWFDanHkGTDHqt1ZypvErFnUFGZmViLwmtF1WS6TZXMtY6JVgZQY2dmU+RUPOMNI6hySajjfdQ5JumRAEnKi+yLf0YRWcMOXRZEd/OsdI0ISEtv0Z/ZCNu4LAkup3LjXeQkJhsXWRj6iFqboG1iX0M1w5iKlEyei8bkg/S8Epcqb1Lp7mEkJC01s265P2MNN5jon2Bm1PkqJK6bTK+LH4H7xSfXsgonWxfZGPyIXrM1aiyyobkg+iyycXaIWJqnpjWzS9mnmFD6gkmHRUFjQDxTB1pN0kZqzhS+DaD0c3k9MVktT62px/nVOVlYkqWVYm9zNnXuCv3Gc5W36Dt1+mPbqDf2ogmK/SZOqNtG0VSics62xMOz0/+BCeYZ2ApCU6WX2KRtfY2QFmwrzPSOI4b2rhBi5ZfI6l10mEsZdq+RBD6tIM6VXcWQ47SDmo0/Qo1b/Y3glovdAkJkCWVs9XXWRnfw6bkh0moeUJ8CvYYLa9KTM0sTI8bfpGzlddwQ8FiuCf/Za40RFNmaXQHumxh/BeI9PlNFVUzrIzv4ULtLQBUSWd75vGFiKL/1PL9kKsHalSLLrlH41xxbMp2kzVNiY74P4608B+yfgtqf1v/vyrPU1DTOcLAB0lCkhXsBh8wsPEdMVlML9a5fqSBZsns/eMukELiHTra+0BtYNuUXn+BiSMvCp3EKUis2kjpgVWY2SjmkqVU33xNjD7my1q7HmMwwfonNMaPNTESMgM7heHOzPk2A3fEWLw9yti7YuoY79IYuivOzPk2Z39eRtEkutdblG+4qPo8JdMW7qGJT2VJ9Rmsvz/AnrzK3V/voV5WkVwD3Z+ldHEOJFCiUVxbQtXFQvvXAVqAaEZl22dzwuH5RJPajMfQnjjDL1dolTzknIqsSEydbTF0ZxwzrjB+rDGvpQs5+pOQLY9/HqV4EavdRB1Ygx+7vZuZ6NHQLJl2VWTBBn7I4m0xLr9ZpTbtsfUzOTqWRzj7fGkB0N6sK/trdK4xKY87t72uR0Xu4tHvzRG4IekBHUmWSC828OwAu+GjJJMY2+4Gx8YbOYtfraJ1diGbotNZmXA4/v05Jk63iKQUBnfHGdzdyeJ/9TX8chEtquObSU4977Hu0Qx6VOL88yXGTzSFWc+HkwSehyTLVG449GyIUpsS+mxJFtJuPaZh9Oygs38ICLDnylROXiR697KF8xHLa+z4Yp7y9Sa+qxCGcOD/mKY+49K7yWLVwymhN1ZElur0BZFN7LkqoR/i2yGyjNAqAuUxB9++dT3KkkSHrpFThMvs9SsCQDdLAoz6bsjo23WMhMzqh1OcfKaEXfNxGgHFUYe5K222fjYn3LPfFxVUn3W58GKFaF5l+kKLyriDJEtYGZklexM05lyCEAglpi82aRQduvf5ONuOsrx8/4IBU/mGiPdx6gFWRsHKKrSKHsdfqlCfdYkkVdZ8JM3R780Ry6sLbtfL701w43iD0phD16oIkaSyEFV09rkKS++O07s+xqJtMY5+d47+nfrCwKA553H2ubLQvwYBbinEPie+S4lKDO6N0y76eC6cfb6MlVZRdJm+zTKtss+Z50pMnWlhpVU2fiLL+ZdK2DVhtHRTujC4Oy4chZNpTv64AMjYNZ/+7TFBn75XGGTFu8RkM7fEYOndCUYP15k83aJ7XYTQDxk/Xqd7jcWSPQmaBZ/8coOJ0y2O/7CIpEDPOotYXuXqWzVkTWL1h1PUpjyQYdN/laYy7mFlVYy4THZQZ+6STQjoEYlEj4YRU+jdbFGdcCmO2NRnXcy4IuK6TBnfCWnPZyVHcxqS5OG14ci3Z0l2axgJlZFDdZLdGoohoUdkTr1VE/p4L2TDJzKUxxxmL7ZJdGtkBgw8O8TKqBz73iy1aQ9ZDtn2hY4FCr4wBJMY2hunXQ1EhFNcRlIh9MT90K74xHKC6psdMuhYaaJZMhd+UmGq4CCbEns/mSeeU0n16+SWmLz8b24QiQl3+OX3JBj8/ThnnivhtgJG36kzsCvO8CsVJE1i1+fzTJ5scfS7s0TSKmseSRMoIeQVDv77KULEyFuWJWRNoln0UebjjvwwpNT2uF5u8Ea1yvW2Q7eh8/XePBO2x9OzBRYbBhviKe7ORHipUGHKcVkaMdmbSeDc/sgCoOrOca1ymrwxwKXmUVphmWWJ7eTNARoFmeKITbxLY+KUuJ+F+IyeniKxJkFlcBjtxmo0LwE9YlK6r+OrDNcOUPeKDFibScuLufGKwuxwiYHdUZKJNL3yAJJvsOSOFFMjRU7N/oyp+hUkWaLUOU5dm2LZQ49Rm3QZO1bn3v+2m5lLLSRJYtHWKHrO4cjM31Bxp5Fkicm2hyIpLI/fSaexhMXWOk6WX6bfWs+W9KOMNt9jtjXCYGwLrt6m01zGA52/h+23SGodYrqLjy4laPhlIkocO2yioFJyJ9BkE0OOsiqx51emVCEBPr3maq63TjPeOsdAdAunKi8z0R4mrXXjBjbHy8/zSPef4IcBm9OPUHVniGt9FN0035uqsiURY2v6swxFz1B0btATWUXOWEzbr83rPUOhqUUmpmZwghaOL+J+OowBNMUgoiR5sOsPGGueIa7laHlV3pr7K+7MPcVke5iGX6LojrMyvhdDieAFDmuT9yHNg7yomqLhpbDUBIqkszX1KFE1xaHCD2n6FUwlzrXmSdYm9oEEO9JPcL11Ck0y569ND0VSgRA3sHmv8iJNv8pE6wLbs0+wInYXYSgx65Q5XTk+T1/1AQ1LzQIuYRhiyQaGpPORnj/hbPV1LtePUDamRQZs6qN0RZYQVTKcqb7Gpfph+q2NqJKOKcew1BSyJLE9EeVKq82k7bI2JtP25vDCtphWA3bQQFUMgtCn4k5T94rE1Cyz9jXafp12UJs/vy0mW8OsSzzAtC3MlCTEtNINW+97ForPdYM2Tb+KBETeR+M1lRhxNYsTtFmb2MdY6yyz9lV6I6sXtNQgsS39KOuS92EqMQhD/Hnax5HSM+zOPsmQtRU3tDHkKFn976+n/bsqpqbZnn6MlfG7aPgl0lrPbbrp/9Ryaj6VGw7KPpO/mJhhnvTGcanFF80O0n+LvHDOcZmwHW7YLksjBp26RuKfYEzQP70t/m39sy4zoaDHNdzWLfCWW2IuRIzcLD0m0y77nHi6SCSloBgil3TXVzpI9tzejfKrFWonj88L/0VVL5wkt2cHtt8gmu8i+8SnqOx/ndBxiG7YhLVmHUpEYdGWGN1rLXwn5L0fFShcEdrTE08XWb4vwe6vdxLOU4p9J+DkMyUCNyTWqdGu+LTLYjG6oOFsCIdgZ2aa2e98k+pIBc8OiA520felJ7FHKmSGujB7VIJQQUFMPbrWRJi+0MRthHSsjBDrUBeosCCMhRRDojrhomgSmikvLGJ9J0SbZ7s4zXnUdHPBFQpa5v7/CGse2YwWk7n+YoOdX7p90j1xusm6RzO0Kh5uIyDWqTH+Xp1IWmFgZ3yhiaBHPkj51qMiBiW31ECLJJm73Gb2ok1qkc7kKbF4ygxo5JZGOPTNGXRLpm+TybKdIUYM6sZqpobr9G9dgzn3Hont21GiMTwv4MpbVSZOiUzUVklMtLtWRbAdk3hugCsHarQqLpIsHHRXfijFzMU20YzCqp113LNnWLptCZd/WaN8LUH3ugjrn0hz40QDWZNZuidOGIKtdmB1GLSujSF3DJDZsBM9k1zQ3AHofhH90qu0+h/m3W8VkXV5PnO4zbJ9ATu/kqdV8tAthdnLLc6/UGbvH3ejaBKKccspWpJEvI4Ru/XZYRBSnXQZOVQT/68JWmA6pmM3A5LdGl2rIgReiBqRmbvcJtGl4bbE+W6Vfby2mNYN7o5Tn3WpTrjIqmguRNIKN95rIisQzYtzcf3dBj0bLCYutFFkBTmE0JfoW53GiN3L9EGVrZ9JE0mrnHuhjGbKRHMqy+5J4Lsh+78xhdcKMRIKTt3h+rsN7v6TLnw7oFXx2fen3RgJmbFjDQIPrrxVozrlEgaw4ws5VAP6d4hpfGqRxrbPZ7ErAXf9YScXflFeiL3pWmtiVwPe/LcTOHVxDHs2Rtj0qSzVCZFpKqvCmOn8C2VSfRpnnytTHndQdYnyuMOpZ4qseUQ4+MqKoKVHcwIsZvoN7JrPlqdyhIEgZwQEJDp1ps40qU17DN0ZJwxDIkmVd78zi5VW8ZyQuUtt2mWf3s0WzaJHrENj8XaLRtGncMXGbfgYMYVLr1bZ/GQWNSIjy4J9sOePOgGJy29WBZjs0WhXPLZ9Pk9tyqVd9cktMRl9p8rFV2usfDDJ4B0xfFfEDeWXm4weahBJybSrLn2bo7SrHpufzHLu52VmLjbZ8ukcl16rULjaRtUl1j2ewbdDfCdgy1M5ZoZbyKrE7HCb0XfqeO2A4qhNcdRm85NZGgWX6qRHo+ghIZox2z6bQ1Ik7JqPbskke3VO/Pj/Ye89g+w6zzvP38k353s7oIFuoAE0cs5gBDNFURIVrWyJlCzNOuzUzNZW7Wx59tNUbZWrdsZrrzWWVJYsyaJkmRRFipkUI4icM7qBzt23++Z08tkPb6NBirKsstdje0tPFT7g9ulzz+17wvs8/1SiU/YpDIXY9qksJ35YAknCbnvECipr709RnbDJLje48HwNs+5hSBLzDZfxax36tkeJ9Gic/7syvgvegjri7NNVtv9OltqEIyKi7ADX8kn0aKRX6kyf6XDmyQqSDM05jzf/dJZ7/lMvoyGT3V/Mc/010bgv3Rcj0CU6VZdISuTzmoFPZL3Bj0slHFlkdXZrKkcabV4s12h5PiotLrY6rIuFud6x8D04bbfxgoA1YXHTbXkedVc493qdFhlvBc9e+kvattDxj2fPcWvPpwm3h4hkFErXxDNG1gKaXhXHsyheValsuMqMNMwd+mcAA0mSSOs97M58FB8fpw5v/uksVlM855ozLvUSbNz8CKouUb5gEVvuMlu7RqAI7brd9inqI2xZYbL542macx6jhxss2xlDMWQ6FY9WLWAgtp+L6vOsid9Cx2tQdaYpWWOU7DF0KcJQfB/n67+g6swIN96uR3F8k5HWUZZFNxOS8zQpsTPzEYrT14SzLLAyuoumW6buFIkqKVTZIKHmOVB4jLAiULSwkqDbWMlo+xQBPnE1y3DrMI7fIa33cqHxCyDADWy8wMYPfDpeg5ZbpepMk9A38RcTFcoLzdSVToPPdfexLrqW7tAqdDmMKoe43HqL1+f/mj2ZjxJVM5TtcVzfQpE0Vsf3k9Z6qbtzzFmjzJhX6AqtpGSNU3VmqDtFAnymO5c5UHiMjldDlyJUnRlem3sc22+jy1H2ZT+JIUfxFrS9UTWN41usTdxO260gSTJxNUeAT1hJcL19iv3ZT5HTB1iXvJMgCGg4xYWGVsTENN0KKb0b228zaZ7n9bkGd+W/SlRJE43kmbGuAgE9RpR9iShv1lqE5DBIcFc2QUrTOFo5zETnHAEB11vHmepc4EDhK0SUFKqssSZ+C12hFcxbY2T1PtLaEoLAp2xPIgcSn+mKMWu3SCgeZatKWutl3hah9DIKXaEVyCi8MPvnOL6JJoXYmfnwuxpaUVlj2WJzqkgam5L3U3fmFx2fk1o3cTVH261x8l3U5RXR7WxK3bs4MNiX/R3K1gRHqz+l4c6zM/0Ib5a+j+N30OUQtt/hWOUplke3EVJiRNQ0Q/H9XGi8xrLIBo5Wn0LHIK7nmexcBCn4e7Nk/7+smJYl9mtQ6N+kFE0ivTHEU/XGYkMLMOs6zNjOr2xqa47Dk3MVXq+K70MGPteT4/ZUHFV+/5ruX3P9tqn9bf2rqmhWZftns1x8tka76pJbYbD67uT7ckp9B2YvdDBiwjFWUnx8V6E+4+BZPsmlBtq7fkcEmsv4+O96TUWWNWTdILJhE3r/AHgeSiKJ9K4LWTVkWiV7saENHBffMjn/ZJ3Cf+gn2RtCUlXmR8xFRLk15zCwOyZMW33QYjLJJRr9e2NoYZnK68dpT9WJZFUIAiRrnvrBw/grbyFSSLLmAxYXn6thtzwG9sfJrwzxzrfmIICRNxvs/nKeRPd7m3fVkEkv1alN2NSnbHo2hrn2ZnMhWxPUkLSYSdu3Pcr48RaBH6CFZVwnILVE5+LzNRI9GnpMpl120SLC5TZR0Dn7VIXkEo1oXmP0UJPu9WGW7Yy9RyNWGAqR7NWoTTmL77nm/hTnflph5nwH1w7o3xWjb3sEI65gVj3wPAqrwpx7ukTgeizbZrC0cJnpb7xAKOQiZfpYceBDnHjaY8+jD2D0CWqy0/SZu2wSuK5wlI2oBL6g0FpNj3GzRfeGCJdfnsd3RRSLERO618EdPpUnfgBWm/iGKfZ95V5MJ0Zt2qM6YZHpN8itDjF+pIVrB6z7QIpX/7uPa/XidnzUcJ19Xw3T9a64IXPkCpKiUhm1MasLAxRZIpINcfWVBivvTHDphRrVSYdkr8a6D6TxHJ+xwy32/V6Bk4+XaJU9ejeFWf/BNKURCzPvE8urWHWfd75VxDUDAilgz5fyKBpUxm1W3BJn7EiL8SNNEr06XevC9GwMC6RvoWRF/HMtn/EjTS48V8OzA5pFh1V3JVB1cS75ntCKmg0PRZEIPISz9pEmeshg44fS+FmJkKyz/qGbRjrxLo2Zcx16Nka48JxAWO2mQPXbJTHYmTzeYv1DSSqjNtfeFnE/y3ZFCadUBm+PU74mtK2JHo1Yl8btf9RDslcgNU47oHjepHjJJJZX2fn5PFpYxm75NGZsrrxUxzUDQc0lYOasif/RgNHDgoptxBSkhYGL1fCpTth0Kh6e46MtOKAnenXGj7U4+N/n0GMyu76QJ7lEx24L+m277NK7KUx91qFrTYRj35tn6lQHWYNYTmPZrii5QZVIWlB+Wwuyg/GjLUJJhWA5pPoMobE+VMJueQsadXHPqIxZDOyOIikyowcF0tu3NYLZ8Ji/KhrJ6rjNjs/lcEyhfzzynSKeLSJ7Jo61yK8OkerTuPq6aEy6N0SYPddmYF+MeJegwK//UIpVdyewGj6hpMze3yvgmgF6WKI64XD8+wvXiwobHk6T7NN5+b9M0a7clFoEC0ZWgScifG7knJ/8UZk7/2M3Z56o0Jp3F7K3PXZ9Ic/xH84zc65DJKuS7NOpTzmseyhNZczm4oIDvBqSKY2YyJKEFkikNYWzr9e4+/e6iRkKwyHxPTbxScgKvpiXYbd99IjM+vuSGAmFtQ8kaZRcjnxrXiDHkvARsJ2A0ojFunUhvherkD2gIQUSL9tNPhcKEe3RcBs+KODo0I4GWE5ACJn7kgn2puN8Z2aOhKJg+uJzj1s2e5JxELchFBmKbQfT8pmRbJ4rVbnStvDx+XIoTbNzHtNvEsoYSIqEi8T5+hvs716OuWBOV7lugbSg6UMi1a8yaTco5JfSiUlIjkNKu6Hzl1GQsXFRDXkx67pVcYl2qXTGoxiGTGOmQ3ZAxkfCX3BAdDwfIwioe7PUBy9Q6NmMMxfhyF/PkxqQyW0XDt/KxBJ2rHmE440nmTIvIiEz1jnL6tg+4kqEK813mOxcIMCj49VpuhX2Zj/JjvSHCStiMBXXc4ScKB9b8p+pu4JSavktnpn+EyCg4zdYZiwnrCSZM6+hyBq6HCah5tme/iAprZsp8yI5o5+qM8OcfZ2GO0dG76NojSBLKnZQQ0FFkTSy+lJO1Z4n4a+l5Ipnd8erszZWQGWMl4ov0PGq5I0BtiQf4GrzECElStutszX1IOfrr1J35sgbAywJr6HmzHK08lPu6/p9Wm6VtNZNWe/CD1wGYzu52jiMImucr/+CpFYgbwxwsPwjTK+OHXSQvCqHyj9hR/phWl6FgrGCkj3KudqrmH6LvvA6Nibu4ULjNUAhqqSJKAl6QqvfQ0GVFxrfhjtPEPgE+AzF9nO5+RZe4FC0Rqg60+RD/bww++c03BqqrHO9dZEDhX/P5ngXc45Dly6TVgMcv85M5wqyJNP26vj4eIGDJofeg372KKvpCa0GoGYXOVn7OaPtU8iorInfyvLoNiy3RckeY0vqQYabhyk7E+T1AXamP8LVxmHcwMby21S9aSQU1ifu4kL9FwQE9Ee2kNOXYShR7iv8PkgSITlC3Z1DlmQSWo4eQ2QLX24c5Fr7GB2vgeuLeKmssYyCvhwPh7ASJ6F34QUOUSVNSIku5PgiUFw6+Lg4vrnw+aJsSz1MzugnoiQ4V/8FISVKzSsCcK72CgVjxWIU0L/m0qMKmVUG9ujN+EktJCL0LN//lb9TcX3erN4cMPjAT+fKrI+G6f4XSkP5x9Zvm9rf1mL5vk9rXlAvYzkVWf0fP6GRZIns8hA7vqAJl8qY/B407OZ2oEUVwmkFIyHju0Lr5bR9jjxTZcdnc+QXzJSURJL4xm04J1o03RJBAPHVm1DjKdRqEj8ronHU+N+fzSuMT8C3RLwMvo+iyzhT45iBgd0bQ8lLZAZVysPibzh5usWeR/PYtQ6ZdAV3+BTGZAonuwXfD3CtAM9xCacUmjMWUrHOdM2l8kSR9Q/GWLYZtGiYyqQwUtGjMnZT5DrOXjTRwoJGKSF0fKGkysDeGNVJm7mrJmvuTRKKKVTGLSIZjaF7kkRz4pJPdGvsfazA2JEmvhvQvT5M6ZpJ/94YXatDnP5JhWbRIdmns/b+FPk1IdZ5KcyGx9ylDoXVIfq2RokX3mtikFxicMe/72buioXd8ujeGKE8bFK8aCLLEpoBE8da7P1KnmSfTrvkMHlwGlWLYlZtJEWif71F8ds/E5q8iIo1Pop89Bd0r72buasO6QHxXprh0b8rTOlKE9+T0CIqzTmHeEFj/qpFa94FWaJ7Q5ipk51F5+toTiMaa9B22tgdn9qxs+gbb+HQX4yh5btpV3xh2HSoxboHUws0bo/mrINjLrgHtyVG3miQXWG85/y0Robpvv9+ziwYTSmaQI9SS3Uuv1xlYF+McEpFC8vUJmzMqs/4sTaZQYM7/mMPvgvVMYvGjDCwMmsu/fviDOyNLQ5MNj+SZexwi+sHm6y8I8Gx75WoTtgomsTcVYtOzWXLx7O89Q3xQJYkGLovxdxVk/5dMYGSBeJ1SRFIYP+e2KIuGwlGDzbZ//UuzjxRQUtKrLgljp5VGO32OFRt88Fciljo5uOjd3OEqVNtImmFypiFoidRDAmnvdDtBBAtqLhWwLHvl4mkFVoli5lzHfZ9tcClF+ts+kiagX1xkSH8Lv28a4k4pOnTIm6jNe9Sm3LY/pksB78xy/qH03RqQo8ZeDe0raKZuuHGrerSYgSWogtk3DFFU2I1PJSsSmPaYeZsG5Cwm4IFMHRvkrEjLcaOtIhkVCI5DSOm0iw6bPpohvyqNqf+tkJ9xuHqLxoM7BVIqf0u46NQUsFqeEyf7bBkc1RosNeFmT3fwSl7yLKIWUr3G0RzCq//t6JAz5MKh0+12fmFHDPn2tiNALMutPqxgs6Vl+oEvnCp9SzhKj59uoPv+izbHSOckqlN2ay6K8noO00mT7TZ/pks55+qMn2mg9XykBWJ/t0xSsMmfTuinH2ygh4VtGHfhQvP1tj1xZw4729M/SUWc2WTS3RCaQVnxicUV4hkFKoTDrUpBy0kC1djO2D8WIvCmjBzly06ZZddX8wjqxJ6ROLNPysu/q3aZRHL1Sy6qJpE2JExFImYoRBJKBRWhZgfs8gEMqosYSxXiRU0BvbGyK0Ioadkygmfg36TbZkw0bxKY8ZZNBO8oXm+8lKDzz6c5bWpOooPD4SSvP2jOdbdkSCsK1g1F21Qw4zIuJWAvbEYFc/jSsukbHtYgU9O0yiZDoHwDSMnqwSyQPJDLWgWXer5gIude5GwAAAgAElEQVRtExnRfZstH0mRMdI6ZdcVemckEiEfKSKx8kASSYb5YYvZi23UcIzl+/LQNc6G/Ad5pyHzxmSZiKLxSCHDck3HbohM1VBKYdVdCS48VyW7PISsQu/aCBNn2yjdKituiXPxhM3Q5t1cKL8NEqgRmb7ITqruLJPOefKJVcwfClh+v8xk5g1+UTmBMq6ydfktJNUhpsxL4pxW4khIXGy8xn1df8jI/FEUSSGsJJGQqTgT2H4byw8RCZIokshcLl/zqU5EyK0cwslPM80VHuj+I3xc1CBETM0w3xnldPNFZszLyJLKktBa9mY/yZLIOqrOLGdqL7Ej8zCTnfNcbhxkb/YTnKg8ixN0kFDYlv4ghhzF9jusS9yOSR5Nbor8WXz2J2QOln5IUhWyjqJ1jWPVp+kKDdJ0S6T0Ll6d/Sb90c30xEWuaNWeZTC2i48v+T8IgoCh+F5eLn6DtlfHDSwuNt7gQP4xAI42fgrA3swnMb06NbfIjYtn0myxS3qEojmCLoV5be47iwyysj3Oqtg+MlofZWcCSZJYn7yLmPpe5C6mZrgt93mmzIvUnFkSaoGx9hmBmqKwKrYPQ4lSd4ok1Tw+YPs+kuQxY77BluQ9WO5xzpQPI8sS21MPE1LiuNiokr6g1VUWhxEAptfE8lvIqMTUNKPtU1xrHaflVfACh7fLPyCsJug11rA0soFT1ecIq0mGYvtJ633MmaOE1Dh+4GJ6onk6W3uJwdguMrkl6HKIsjXJtdZxkGDeGmNd4g5CSpywmqArNLh4LEHgM9W5SNur4/gLJoSBx0jzCHoizKHy37Iqtpdl4Y3kjH7K9iQ1u8iS0BqmzUuLt7GIkiYk37QgTep5Nup3M9258r7m1Qksgnf5p/xrr1xa5zZS/GymIgbaqkRUVf7euE43eDfcI6rp+XjBr9z8X3X9tqn9bQEi2mLiWIuLz9cIfFh1IE7/7jiRjIrnCmtwRROaTqdSxm82kDQNJZlCCf/6HNR/TBlRBePX6PJDCUFzPPF4CavhYTV9Mst1fCfAtwNGDzbILjeQFQnZMEjdfT/6sn7aly+gDSzDWDXE5AWV0y9V2P81nXjXzeYsWJhmvRutDadELMq1V2YXhY8Dt6Zwrx2mOFxl4u40M84I6z54N/rrA8wcFxmf6X4dtXSd+R/9jaAVXoLOqeNkP/FppKdeRdVuLhBDG7ZRfcWlOmZSnzEYf3sW3wnIb8zhu4JSN3/FQlIgvUzn0LfnqE06yIpwEt72qSyyJrHxI5kF9+CAvm1RseD3AxRdol1xFyONUn06qb4MjunTmnNIdOlEsipTZ9uUFyhwc5dMnFaZbZ/J0i67i9EmxUsmsxc67HmsQCynEfgBrZJLp+qhhQUCp0fEYv7smZt6GEmSUDRozDjkV4Xxw232fH0ZkqKw/LY0tUkbtzwljn8BXZEkiaA0QWyFh75AQ28UHWbOtPDsgFv+YAmXXqxSn3JZeUcSq+miR2WWbEkQzavEuzU2P9hACTq4bo0V+2MoIYd2zUcKhGOsY4IkKwRIi7pWq+GhGhKBH2DVXTHEMMWD7Zc13gChFauov/YqavkCex5dzbmfVfADRTSy8YD5S22mjtZBllh9X4bC6jCJJRq3/X63MKUpe2gRCUWVOPjNObwFUd7Iaw1kGXKrQvhuQCgpYlOQIJpXmbsips1GTMXpQGnYRg3J3PFHXdQmxKK7dM1E0ST0qLxoSCWrEuGkMGoyax6bP5aheKlDp+qS6NGJ5RR2fj4HErhGwFGvzdutFkgSP5gp8e+WdlHQxXUTy2us+2oWy/e564+XYJVdNjycYfi1OlbTQzEkNj+SYexIC0UT7uXZQYPAF9nE4ZTC9YNNtn8m+74YKLMhXJLf81pNuAeDRHXCYtmuGOVrNw3fVF1aREy1kEyj6KBHhev4DbrryR+XxfcoBay5L8n48Sa+F7B8f4xoViOaU7j0Yo3p0x0c02flnXGmTrY59r3Sgm4Udj+aZ/W9cS6/2BBxOppE97ow48eFGZKiS6y8I8HlV2qsuEXoc8Mphe51YUpbo8JN2fFZc3+SZK/G9Xea6BEZPSIvaoenz7bpXhdh+kwHu+nRLntoMYnCUIjaZIPAD+gsoKiZ5TpXXqkzdabIuofSXHimiqpLbPt0jiVbooQzKtML16NmyJgNj0sv1Nj0iDBNuoHG3oh5slseQRAwsDcmXMIXMmy714fRQjKxvMbt/3MXrVmXds1BVhQaM/biNWpExcDRanqkl+mohkRyqVg4X3qhxuCtCUIJmZ6NwvypXXZYeWeC6283aSy4tq++L0kjE/Baq8bOD8SRX5aoj9kkenXWPphCS0kMFpJYTZ9aLOAH5RKyJXFdN/nkB1PMD5t4dWH61rspDLrE5ctNlppx1ts6M5c6jJUa1OddLhxrcNeXC2TScaZMm5PVBr+TE+61T0xW2JIMc2s6zrPzVdqeR1iR6dE1ErJMzJLY2BUlqisskzTM8zaTCfG+2xNRloQ0JBQKcj/yXBzPKbOQmURfdD/tIEQ4Dm99Y5a+LVFW3CqaAN+waGVcXq/DxbaLi0/HNKlNzPFYJMfwdwS9evm+OD2bw2x4OM2Vl0UGcW7QZ/XtCTo1j9q0TXZVAre6j54lQzT1KWLRHmyShKQxCqHlnG7/jNDWLgYLmzh68Qpe4OK5Lucqr9GTHBR0VElFljShcPWFgVFUSS80lRINdx4ZGdvv8OLsn3FH/ksYUoLiMZ3hl9r4gcfwW1VW3pFkyf61jLXPcLVxGFXW2JA8QFzNM925jCxJhOQYY50zJOtdxJQstt9i3r7O8crPuLfr3+EFLmElyd1dX6VsjwMyMSXNrDnMidozNJw5dmS+Sn8ox/XOHIokI9MmJPvI74rCKdvjDEZ3MSIdxfZNIlqKa+3jzNnX2ZP5BPPWKE9N/xfcwGZH6iPiswcuESWJE1hAwLR5heXRbcSULFmjj7CSwAksJCRiao6h+H6yWh+qpBGSk5Ts8fdIomRJpWgNszX1EONtobuOqmksv/0+Z9y4lqNf2kJDK1F3ilxvn0BCYn/209TdOV4tfgtDiTIU30/SLjJjXcYNbPzAZs4a5XTtebEjH05Uf86G5AEOl59YvOcsj24noojIqZozy+Hy31G2J4mpWbalHmLavIQTmIvO0gDTnYvoUhjTa5APDZDWluAEJqdqz7Ez/SFMWzSzN/IHZqyrbEk9SNEaoWxPklBzrDC2c6b2Mm5gMWdd5+7CV99nlCRJMnljYAHRZmGfPim9B9/32Jp6kJHmUaY6F8gbyxkIb6PuzrEn83FGWscZaR2hJzTE7szHfqVmNaZmCCsJOl598bVlkY2E1eT7tv1NquGUaLolzAUjrITWjSr/87ZeiiqzPR0lYsgcr7dIqAq3phLk/x6NbFxRWGLoTFo3z8ediRjJfwFg659av21qf1uAMK85/Fc3A9OP/02ZSFYjvyrE8Gt1Zi+ahOIKqw9ECE48g335AkgS0a07SB64GyX2y6E7NyvwPDzHxq83CCwTJR5HTaX/3u1/08oPhdj31QLjx1ooukQornD1VXEjUg353Yk0qIkk+podXB9fTfOMQ+XntuAwA7VJkRkauC72zBTNw+8QeB6xnbvRe/uQdWE8tfquJLk+l9JFifRSDa1xldKhN9EHlqMEOZygwynzZ9z9wNcZ3NOFHpUxDIv5p9/g3bIEr1HHKc3R/wdfofLKK3iWT3rjLkbPqLhtBy0soegK/bcVCGVizF+1mLts0rUmjGsFi6jY1Mk2QSBclYNA0LFDSZXZCx3aZZe+rVGcrM+x75ew2wJ9XHVngnbZQTVk1tyfwojJjB1pLsbauI7Psh0xcisNZs6bBH5A6ZqFWfO48FwVq3Fznjd7wcSsecRyGuVREd3he9CYtlmyNcrQvUnUsNDUNWZuPvxAUD3NusvFlzpcf+EaaiLG5s/2o8c6aPk8iiphxBXaFZG7Gt3QDZEQuUGDRtHhnW8WMSsuvmMjazK7v9yNosO1V+YojSj0bU9Sn7GhBPFQieaLP6FxdZpYb5zMQw/ScJaTu/cuKi+/jATIboNIXwbHkdHCPlYjoHdjmNqkaBCTffpizBCAGhbo5btRWjVfIP+FR2keP0ouFXDb72/AdWT0CLzyn8+gGwkiSw02P6QR7pxG0zJMnVvO0e+VCDxB91z3UIolW6IoqtDY3sgKnR+22PiRtEB3a8IlVzVERqdqSLjmzWMLAmFwFQQCvdEjMtlBAyOm4HsB6X6dynXx8FJDMgP746T7ZCRFoWdjmHbFxbV8Tv64wvixFkZawVil0fOhBGbDx4jLOEDZcReb2tGOxQ/n5rmHOJe+U8GoBXStDrH5YxmMmIwRU+g0hN473a8zdE+KmfNCr7lsR5TLrwqqfXnUoneDsph3C6KJ0iIyXu1dk3JJnPcAM+dMdn0xh+cEjB5qEk4pbHg4zdTZFlMnOqx9UMQDCRaIjhFTCKUUNn80jdMJCMVl4j0a1UmL1XcluPxKnRM/LLPn0TwjbzTQI4qg9i8zeO6PJ4WfXIBYEP6wxG1/2M3EsQ4r74jjOz4bPpxm+f44pWsiu3jkzTqqIfTVI280CCcVJk62KQyF2PNoHiOuIKvCLTjTb1AaFoMrWZHE3y4uIrsUXWLpjhjRvEppxKR7Y4T5YYv5YRNJgZV3JDBrHvUpB7vto+oCcZbiItN18NYElbF35VEjhjO+JyJ9rIZHvFtbdCGWJAhnVDo14Qa98ws5SiMWiR6N1FIdz/dplW1qEw7X324QyWgM7DGIpBUuPFPFswKkuPjulmyOMn22TTSrEk4qnPpRmbUPpNCiEv174px5skK75NC1NkJuZZgdn8/hWSKL94pm8TeTc7TmHd6W6tyxL8H2WzIkkhpeWuLFap3jtRbbE1GudyxY6FVmLJdfxJvc97/1Uhu10WMKgQovP14ku9TgnNlh5WCY4aSJ7ujcmkijBaAtxJ4VNIU9qRjRJpz2TLrCGtdNmz7d4NPdWa6ZFqvCIdaoIWJIfGJNnmdLVVpNj3okzO274sx3OuxJxpi1HX46W0ZFYmM8zMe6H+VC7Tgdr8rS2FaumCmSuoc14ZHu04kVhCGca0rMX/RYNrSR0dIcATIdN0CVJdodj4rkCp+EAC4+X1vQt1cggJ5NEWIFVaQD1D1aMy7adp3LTZWQ2UNZz3FhdorHemUmOsOcqj1HRMogW9eZKB1hy7IHefPKU4tMAsc36Qotp2rPLPg5qGxM3k1ETrAj8yFOVJ7G9JtAwJr4bUy2z1FxprnQeJ3Alega2EqokGNmYp5oVkHtknECk2vto8goOO2AU/7z7Mh9iKicxpFMLL+FH7jUnFkUSWcguhWQmDIvcqj8Y1bF93Gq9hwSMr3hIcJKkoia4vXSdwDRoJyrPc5D2S9R95bT8RX6QjZXZJWb1ANIaAWyxhJWRndTsafZlXmEo+UnMWTRTB6pPAFI+Lhcb5+gJ7QKWVKw/PZitmjDneN07UW2pz/IqdrzFM1rbE8/TNmaZG3iNurOHE5gcab2Mqtj+0AKxNAiEKaYMgq6HKZsTVJzZxnvnMMNLLYkH2Qovv89Hhqub3O28TJXm4dYE7uNe7u+ThAEzNnXOd94DU0yCDyfE5VnOFB4lIyxBE0ySOu91J0iu9IfpWrPMmmepe4WcXyLe7u+Ts0tEpETxLUcISWK45ucrD5HSI6zK/MItt8mwGdz8n7mrOvvafxSeg9Fc4SNybsZnjvEierPkVHZmLibtNZHTu+n6Za55h8nosbZkLyH07XnCatJdqY+xJHKk1xovI4fuHi4uIFNzZn9le6/feH1LI1sYKx9BoD+8FZUycBQo7w++x2abglNChFVMyS0ArPWVYrWCGvit7IxeReqrBNTM+/bL0Bcy3Jb7vNcqL9Ow52nL7Ke5ZFtizrm36Rc30aSFNpulXfKP+ZK820AdCnC/d1/SF9k7W+8r39sxVSFnYkYG6MRFAm0X6ON7TJ0vtZX4IVSjXHTZkMszG2pBDH1316L+A8esSRJ/xPw/SAIKv8Djue39S9UE8fb73utMWNTm7AYPyp+ZlYdjnyrzJ7f2Sea2iCgdfwIkY2bf2VTG/g+zuwMncsXcYozhNesx2s2aR05SPaTn0Xv6v4nHbO2sNDUozLHf1CiPi0aJ0WXGNgXe8/CGECWJZqzDpWxX3LhXTDkcYozzH3nWwSO2E/nwjnyn/8SoQER8m3EFbJ9PvLJV3HfmafTFnqO5M4dFP2jYmcSNJlnoK8PAK+9sIgMAgLPWxRdSUiEV69E6eqlOetw4oclWmPz5Lcm6NuZpFPzCHelSPToOJaEpEjYbZ/B2+KoIZmxw81Fs2bXErEeWkjm5I/LQo8FzJztsOa+JJGsilm3aJdczj5VYffv5jn/TJVIVqVvS5QrL9dv5nIicemlGjs+m+Pqaw0IWIg34T0P1RvbB4GgfXeqHuG0yONd+2CK6TNt2mWXRI9G/54YmQGdyqjN9Nk2S7dHiXdpVEYtJk6aSOEYjmfwxn+dYNeXutDzObIP3MPcM69AAOGl3Rg7DxDvSSApMHm8JUyOFAmrKSNLPtder7B6Rw0tlmJwexIjptCYcYhEHTpv/RyvNEssKyHZTSpPP0niE19jlC10P7oGv91E7+5i2+fjXH+rSWNW0K7zK0NMnWqx+0t5Anz2PFZg+mwb3wkYvD1BdsV7M+skSULv7iHz4AdpVx1qEzbNOZdCfpa9X84zdsJm6XYN943HacyMkfzKH3PmG3OiqdZFjM2lF2r0bY3iWj6hhEC6jZhMJKviWj4Xnq3RuzlMYSjC5MkWc5c7DN2d5NJLtUWjqbUPJKlNO5z+SRkCYRyx5ZNZYjnRgG56JMPVV+vUpxxW7NNI6ZO0XzyCEouh79lPKNHF6DumyBP2hFNtcdgiddait19jzvNQVIgp4rppuB5PzZeJqgrV4xZKI6BecmkfbHHt7Rar74oTzakomqC6ZgYM3vlmEact2AOzFzusfyiFBFx7s0mm30A1ZDpVF9+FUEJm1V0JzjxRWTzvejeFiaQFCl+fEaZXruWz/TNZcT1YHiOvNlB0mcsv1rkBymz/dA5Z8zjxgxLtiofddFn7UIpwRkXVZEbeatG1JkyiSxO5r6qE0xHfhWcLl2okQS2XFbCaQoaw4UMpAhcO/uU84ZTCzi/miOaiVCcdVtyaQAIuPltl+a0Jjv71PPGCxmi5ydVXG6y+O0GiW2PmvKD1Q4DvSMgyRDIqK/bHGTvcZOOH02T6dTwXlu2McfqJMrGcytA9XdSmbCaOt5g+LQZdqT5dRIu5wvX4hkFcKKksOjUDqGGZJWvDzF7sUBm12fjhNONHm5g1j3i3ztA9SU48Ps/gbQmmz3YEa6HtkejR8DoBlWu2QMMjMheeqTJ6qMGB/6WX7Z/LMfKGkDZs/EiceI9GdtCgMmZz+K/mcU0fp1Nm1xfznH+6gmv6yKpMZdRi9J0mmz6WJlbQqFZdZhsOEVui6YNJwHMzNZYu0cGEkhWgIPFgPo3ledRdHycIUCWouC7P1xpkCxprMjpvPjVPu+ax5tY4XbujnHE6XKi1OdNu4wHnKx2+3t9FXBUny6WOxbenivyBXqA7qlEyXRwv4Gdmlayu8EAhxYZohJmahZPQ+K/XZrA8nwAYNi0CGQ6k4kzYDk/MVfB9UFWJiY7DqUacjdoB5jSXl6p1Gq7H7WkFvUsisUTn6F+XcDpCT7/t01kMWUPHwHJ90gEoC4OVkCQc5MWzwGf6TJvMgEGm38C1A849VWXsWAs9LJNbadDfr7M6FeZou0XcV/lCVw8d7xLDrSMLD0kfNQym30TSfAxDR0uKwVmAz7bkB7naOkTDLbE8spW03scLxT+jO7SaW3Kfo+4UMZQoFXuK49VnFp4pCl7gcLr6POu2f4xqQ2btxw3GeROrOUfDmSckJfFtHVlTKJojZI0+ivYITuAiSwq94SHG2pc53zjLnblPsi39UVy/Bfg03TJFawQ/cOkNDVG0RhaMmwI0OURYSXC+9jj7s58Wut9gExuTd3Gu/qpwYZbDbE19gKTWxdb0Q9SdWUZbZ9iR/hBxNc+V5kEkSSYIfBRJpWSPsTX1INdaJzH9Bn7goqAzEN3GudqrzJhXudY6huN1WJu4k3AkwTPTf4LltwgpcfZlf4eLzTfZsUCTnrWGxfpCjrE2fidHK0++x0DpavMdlkY2vIcS2/ZqDDeO4uEw0TlPxlhCSIlzpv4SqnSDdRbQ9qpMdM4z1j5DXMvS563nZO05AkJsTn+Mrsh6CK6iyjopvZuU/t41meW1kZCJqilenfs2bbeCT8DuzEe5M/9lnp39v2h7NRHvI4XIhJfgB3Bn4TEsr4WETFiOE9NFA7kn+3E2JO+iak9zvX2StN7L2sTtyJJC26ti+k3hQo28iHS/Pf9DesNDdBkrCatinZnUC+xKf5Sh2C0EBJTsMWp2kZTWveBuDBElRVdokFeK3ySh5VAklcOVn3Bb7vP06mv45QqCgIY7R8keR5EMNiXvQ5V1DDny3rXPrynLazNrDQt9thxjRXQ7ZWt88ed20OZo5UlSWjcx7Z8O7PwmFVJ+M7R1Wcjgs91ZWp5PSlVQ/o0ZRN2o36QN7waOSJJ0HPg28HwQvCv75Lf1/4t6N/32RiUXciqDICCwHbxmg8B16NhLie7YRevoYQDc8jwsX/G+33fmihS/+y2sK5cJPJfqs09T+N2voHb1UH/zNTIPP4Ks/cPB0n7g4/gmuhxasNx/b0UyKls+kaV4sYPnBXSvDRP7FZ9HjyisvifJke/OL9JH0/03qcet06cWG1rxxj7NI4cwlg0sUpG1XI7UvQ/SuXIJNI3c8mV4jsutTi+zoSlO2a++RwOjRKLE9uxj/nt/hVuvIakaaiYrYmkUiXAmimx4rHlIYfpUlJ7NMU7+aE6YUQUaSLD+oTRHvjtPul9nz6N5zLrHsp0xihdNnLYw45EWkKjahI0WkoVuUBN6yVV3JSheFBRVzw4Wm+HmrED82mVBSdZCMrIihgU3dJCyAmvvT1K+ZonG4u8q+J6I8ujbHkHRoFPxOPrd+cUon+HX6uz+UoHADxh+vcHIGw0cy2fF/hj7vlpADQvkrjJqI0kSciSK3fAJpQxmL9pEsnEmKxvp+dwQ+B6ths7oWZWhXp8zT9ZQNZlWyUWShbGY78q4noa6ZJDVK0QkzKt/MkNrzmHvZ1XM0Qlks45rdgR9MhRGl5rMXo0xfkZh7f39TB23CaVNVt+TQFIELdc1A7o3hNEjCr4bEE66ZAYM1JBEKKa8b2hyo6ymx6Xna0yebON7EP+ogfnSdxhYuYKIvobZ4fPIhgGSgt0UFNpQWl9s4lxL0MYnTrSJZFVCcZmhuxNceLaKHpGZONFizb0p4gWVdtUjM2hwYFsP81dNsstDRLIqb/357GIDKBa3FUJJRTgUZ1SG7knQKLp0ik06QRjfA+v0Kczr1+j6yh8IlFsSpktO0yeZV2iMOWQHFebx2JOMLbooNj2Py22LgZCOU2fRMCcgwA/AbPg4HRF3Mz/cpjXnE0qohJNiO6suzkFJEi7PgRdw6fkaY0eai3FZWz+VZf/XCpSvWyK7VZNwrYAdn8vSmncXMooNTv6oTLPosv7hFH3bRQQXCJ2joktiwFPzFrJ6JVbemSY3GOKV/3Ma1/SRZIm5SwqrDiQoj5qsvjvJuacreH6Aokkkl4i8ZRCmWl1rQuhRmckTbbHfABqzLiOvN8mtFN/F0e/OC0febo35q8JMzncDZFVGj0hiMTXrMHvBpDHjsPnjWeHCmxFo0tEfzBE4EiNvNUkt0djyiSyd6sJ168P8sElyiU5z3iWUUll9V4JUv8GFZ0VOs6LL9KwP0/Y8rAhs+0KWuXMd7HZAJKugahLX3m6SXWng2R47v5iHhfuB3fZozrmcfrJCz4YwoYSI3yldszj9RJn2vIdnBwzdm2Bgf4xrbzWpTdq0yw6pPg0jrnD1F3Wsps/GD6c593RlIdNXaJrttr84lJMUMUAYPdRg6J4E02c6jBxpYio+D9+W4I14k4sNEwlQozKHvA4/H69h+wEy8MWePLelYvztnKDjWn5ATJHJGxrBgMLOrxcwVJnXqnWeqswzGDHYHo6ijga4QUBD9hnJW/SFDUq2w98WyyzTDS6+VWf9B1I8lE/xwnwN0/fpjRjEVIWS63LK67DC8mkHwjlbcDgDjtdbbIlGaHs+BU1laVhjUyzK+sCgdNrk8rEy0YLGF+7KUu0JyGgqHd3hwjM1nI5P4Ivz4sqrDTbGk3w8l+Wb52aw3ABZgtt6kkQdCS9wsbw2bmCxYqlGYUWcs3/boGsowtVfNJBkcDs+xYsQ79Kpz9sstwOG7o+D2yIodBGRU6CCFzjUg2mSWjdhI0q0oILi0RMewsfn1blvk9K6USUNSVJ4p/w4bmAzZV6kaF1jW+ohDpd/skDJ9dGkEEsj6zk6/zMsyUeLSizbE+Vk66foYZWcWiCQfNpulXgsj1WRyOUH6Amvol2tYihR+kLrkaUQI50ZQKIZhPmrsQqf6taYaD1LX3g9aW0JBaN/kc6rSgZOYCIh03KrDEZ3MtI6ypR5kdH2Se7r+n2WhNfh+CYhJbaI2imSwrXWca42D7EssglVCjEY3Ynlt7nceBs/8LCDDm23zl2FRzlbexkPl+XRbYy1TpNdMK2KqmkaXomQEuW1+R+JIQESlt/iWOWn7Eh/mOutU6yJ38aq+F4sr02XMYgmGfQYqxjtnMJHMFNCSkzk6XqtRRpyQIDtt1Bklf7oJl6a/QvuKXwNP/BpuVVkSSYAokpKuCkHPsPNI/SGhmh5TRTJ5Fj5Sfrjn6bjD7Ih/qtRS00O0Rdex8HS47Tc8iJ1+GT15+QK/Tzc879Sd4rU3SKqpFEwBm82a79iaafJBmm9h4RWoDu8Cl0Koc2nsD4AACAASURBVCzENq1L3MHozGkADDlKQi0wb41xrX2Msc5phmK3sCl5z+L2GWMpuhKm4cwzGN1N0y0tfP8SuhymOzTIRPuc8I541zEMN4/SE1r9vrVkzZnljfnv0vLEfTOqpLkj/7vvo37/upo2L/FO+ceL/7/WOs629Ad4de7b3HggN9153MD6e/bwL1shRSGkvD828t9S/YNNbRAE/0mSpP8duBf4XeD/liTpR8C3giAY/uc+wN/WP38Fvk/fJo3pU5qgrlkS4ZRKskcjlFDolC3RuPo+ge+h2BXkSBQlncarVtF7en/lft3SPNbwlcUbIUFA5fmfk/3Yp2gefJPAtuAfaGobTomrrUPMW6MMRLaRN/pRJJWwklzMsJMkiXiX9isb81+uTL/B/q8VqE0KvVe856YpjaS+/2KWFKHL69QcXNPHSMi0uns5Ho6zwWrj/ORxzGtTOJZPZt927rv/K4R/ydhB6+om8+GP0b5yFV9PEN2yHccM8IaHUZMJ9EyWZTvjFNaEOfnjMrIsEWganYowhTLrHrEujU7VY/pMh8mTLXo2RFh1V4LJk208J2Dl7XERzxIR5ixWySOUUgjFlUW0DkRk0g29at+2CMVLJuGUQvm6jdXwiOY0Mst1Ej0aOz6Xw0goFM+3mTzZZveX88S6VGRZwnMC6lMCIfPcQJjuLJTvwuihBullGYECS7D1Exnq0w5v/T9FjLjMugfT9GwKMfxGA8cCLaxgtwTaXJ+0qRdh/ASomoTsltn9xQzTh6YonrLY+MmlgnJrBbhmgKRCbtDg4F+WyK4w6N8VE0hUAO2GRro3R/vUOLIqIQG+bSFrKjs+n8duehz57hy+I5qUs09W2fXFHPUZm5W3JRa1hbIqLSKd/1C1yy5Tp0RUkaLC9VMagwc+hH3iFXxrObKuo8QTUJ2kb0eKiaPNBf0wpJbqVMctQkmF3V/OE04IZE1RBSroOQGKKnPi8TKpPo0dn81RHmuT6dXpWatQvFTF95MiymdB/+haAc2iTfmaxcgbdbZ/Jsfw6w1mzrRwy/NIgcu2z9xJON+Nk1nLpZfq5FaKDOZOVTj0uhWPlWujrEqp3J1UyRoqEUXBDwLmHYeCpjLcsbhjS4bGKZNoQkGRRcO2dFuUqTPCiVqPypxfyHEOgoDAFcfoOwFqSGb13QlaZY/RQ82b94AZh5HX66w8kKA0YlG+ZuFaAZICu7+cZ+6yyaWXagzsjQlUPQDNkNCiQpc6f9UknFRZc3+SaEbkAkuyiDJK9+nMD4vh0I2m2mr6TJ1qU1gXplHucOsf5ZidLuLLLvu/1sXJH5coXbcorA6z+WMZZi+IhhZA0YUDeLxbxaw6BKiseyDF3BUTPSaTGwwxd9nEMX0UTUJSJZJLdEbeaCJJInrp/NPVBTQ+zNxVk7X3pSlft7j+TlPoRqdsqpM26z+QZuxoi/GjLTpll32PFTAbHldeqTNxqk3Phgi9myJklxvUs/DCTIl526Xf0Nk/GGX+iToFNUSqV0ePiua2sCZCJC3O+U5F0CK3fDzL8b+Z5/ILdZJLNfb/Xhdv/OmMGI4trBYvv1xn72MFRg+1BKV8V4zrbzUZPdggWtBY/8EU199uYrd8kUXc8JBkSVDZTR+nszBFkyDVb9Cuepz9WZWK76JKEke+N8dtjxa42OjQHdGJ6wqH5lpokoRNgA/83VyZ3+3N8diSAsfqTbZGJXbHYzQCn5/OlZlxXGKqzO2pBBc6Hc41O0y2bHZ3x3llvEYkraIuRK/ZgU/RcYgbMp4Hk5c71NIOn+7OokgSUx2bn5cqfLEnz6TlsDURvcF6xl2YGmY0FVmGvpDOipDBQNigYjmMHXQ4+1QVVZLgvEnxXIcD/6GHtu7TbvvIcYlIVMXviP1Ux03sTgLloMXXBwuUcUnIMvZFGzvm4oebmPUW2WVR5OVFGraFoocoLbiJBwEYEZnVD0RIDMmk3DjtCYczb9ZI9gas7IqwJr6fN0rfJ0DkoWf1peT0Ae7s/goKCoEp8/Sl/waaixUdoU2FmJZbcL69nZiaBiTqzhx35L/EROccba9Gb3iIq43DoPgM9q5DndbJLvc5axUxVZ81xk6yxjLKjPP/sveeQZKc553nL31lZXnT3k7PTE+P9zMY2IElYWhAAgRIkRRFigoZSorQaU+3t3FHRdx9uLvd2FPc6biLXUqiSIIUBYKkAAIE4QZ2gLEYb7une9qb8iYr/X3IngZAgCAUdwruxvL51lVTmTVZad7n+TtRDujpHKRP30xcS9Orb8IJWsy1Rnm1+HOScpoNiVs529Qpe/OcbxjEEThdfQ6AkfjNZNVexhpHuTH3BS7UXsX062TVbnr09Zys/Dx8PuFR85bo0de/7/3bx2ND4lYmzdMcL/+UmJylXRtiT/bTvFb4Lh3aGnJaL3OtSwzHb2TBGsUPPERBRhWjZJUeSs4MAHW3iOO3kAQZP/DwA5eSM4suJZkxz7Noj5NWuhmO7+NE5RlaXo32yGq2pD7KW+WnyKg9rIldx6HSD3EDm9XGbrr1EUREBmM7addWMdcapUffwIXaq6yNX8eiNYYdmPiBR0dkDZIghYgyHqZXRxEj1J0icUUjKSscKklcn4ryfs4omhQlLmdxgtbKOk5cRt69wCEixtC0KHltgLicR1we/ju+Rc1dwvOdsEFV8+/abmgq9m52X1Lu4Pa238Pym2TVXkyvguWbdGhrWLTHGW0cZnVsN3ExpCPLgkxK6SClhOhyxu+i4ZYYjl3PgjWGh0tUSqGL8Xfppw05udLQlu35EGkXFGbMC6wydhIA52uv0PBKzLQuMPw+9Of3K9trcrF+8F2vBfhUnHmSShsVZx6A/uhWDPnDx/Z4vkvDK6GK0X9Wg/3fan0ownQQBIEgCHPAHOACaeAxQRCeDYLgX/1LfsHf1L98WVfHqT/xYzbtvRFbzCAacWLdceIdGsN3JTn0jRLXRFbdO9OIhVEaYyfRRzagdnYhZ/Pvu93ACxd6giC8HYvqOKFV+9AaxF9hMNXyahwqPsaiPcEqYxdL9gQHC99HkwxWGTvYkLiV6D9TvC/KAokO9T1xOADRjVuoHzlE0AoXA+rAGpQ9d3Pl9TqXXiiz+pYUSlJicr7FqjURvPkLTF+dJqvLCCYUXzpObPN2tHzfu7brLi1hq21cbbaTTCm4R05QeuFFjKxKJBcj++BniQwOhYt7O0CQpPABci12oeUTiYssLTjYdR9ZEzn9RJnODRq7v5ijtuDQvlbD90MNZeNyiJjay+hIs+QgaQK5NRrr705RX3To3RmlPGUzeSR0+L3yRp3SuE1mMHQ7bpRcJo/WQw1tsJybaogkOhQuv1Bj7NUagQf5dRG6NupocYkgIKQRSgJyRMRcXugP35mgMhXmhV6jbS5caHHrn3ey7s4Eb/1jEUkRyAxqJLtUDv/9IiMfTbH2tgSiW0VxTZwzr2DZ23BKFSbeiLPnd/JMLZvx9O6KMXuqETrMnmqSWtak1eddSrMS/Tftx5mbxSvMI+pRUh+5B2viCq1cZ+jSXPfp3h4lllexax6zZ5p4dsDpn5TY/tkcyvtk775fBX7ouHstH/haFcZdfDrY/pkvIQYtImvX4S4tYr70T2y5//eJtamUpx1yqzX6dsU4+miBZsEl0dnk1j/vJJZXcFoevTsMjn6ngKSFSLIaFanOOfSv95g8ssDZJ8sIRor1H9NxTA9BFBGEAETIrdapLzgr8TSzJ5vLUSdhQ3nxQJPND+zljX93Cb0rx7r7DPr2GMycNHGa4b4z3SqGImNE327uTd/nVK3Jg7ksP1koMh112flQjvM/LeM5AUM3xdGzEhvuSeOYHp7tM3B9jInDdeyqj236KFpIuVSjYdM38Ub9XcfP9wJqcw7VaYe5M+ZK5rPvBjSLHhdfrIb51obEc//rDIIkEEmJbHsgy8ZPpHHNsIGMJMLHnZ6RWXdXkqtHGjSKLlpMYvP9aYxlw7O5s80wHkjyEZNNFqPjKJtsKhczXHmlyKaPZZEjEq7lM3OiQX6tDtTQUyL918W59EKYK5sZ1Bi8Ps7hRwshFdgJyK/W2P7ZLAf/48KK0VemX2PhXIv6fIgAxzvCWKDX/+M89fmQRTF0U5zOjTp2zae+4KInZC4fqDJ72sRthb9pfp3OyceKYUyQB6NLYfat2Cvz1GKRWdvB9n2OVG1qhsudN8ah6vPc/zYTZrNKAnNnzRARn7C58PMQMezZHuWmP+6gvuAiSKHJl++Hwwg9IVFfdEOaehCQ7lFJ96rE21USn1Lp2mJQnbPREhJ9u2IUx60wR1tX6NkeRdFFRu5Oce6pMk7DR41LbLg3zdirNQgCLD9AkQRSkow75fLA2hx9noIvh/eRGBKWv4y0uh4SAoOCQlszxsWjdeprbZ6I1KgJHrYQcLVhU3U99iXivFSuccW2uTObJGbJJDSJ1dHQMT8pyWw2ohyrNbh1T47LT5UZvjfB4xcLWEFAKq/wic4Mh8oN+lSZnCLzR73teAFcbVkcKFX4eD7NtGVzxbTYn0nw767O8d/H2jn+ygIBYfOrCAKNJZd6xeVxt8oNskEJj8AJSEoS5oJL5yY9NHs7b1F+oYwTqTDesgh8gV13r2bbF5K4rkEzOstp/zlG5HvwvQ6yAwZQJ7NKYePXXM55T3Heb7Iqtotkxyr8WYF6yedq4TI92XXc3fGnzLUuk1P7SShr+Ptxm8mKzab2OLdnYuDJWHYLyQU1ZbDYusK2zD0cWPhbbM9kf9vvkI/04wUOq2N7UQSN0cYhBAFWGbtYF7+RYnQK13fINdqZt0Z5o/APbE7dRSx1N0m5Hc3K4VgtLppvIsgBHZHV9EZ2clf7ampegOPHkJ0WsqAiCeE5d60yajdRKUla7UQWVYbjN5BSO1iyJjlR/hmB8LZ9d1R677qh7hRpeGX69C1MNI8z2jiEIkRwA4sFa4y+6CYe7P5fsPwGB4s/YKF1hRtyn6Vsz2LIaYbj+9DEGKIgsWhNhDmtAkiCRlRKhRE8QF4dICJG6Y1uwvSrbEjs5/XC96l7oQ500jyFG7TYkLiVtNrJs/PfQBIUFFHlkD3FXuFBUkonbdogo41DmF6dTYnbmLeucLz0U/ZmH0RAQBZVRGTGG8fxl1HzpNJGzS2CEJBUclRdFRmBDyLXxpQsbdoqml552RlZIK104Qdu+Lcg4vgtyu7s8nEVuFR/gzcL/4gdNMmrA9zS9mXyWv8vHO8CRWcG17fIqN3oUpwla4KonOK5+W9QcmeRUNiXfZCAgLITIvW/rGRRJam2szf7IEV7kqqzSHtkNUvWxLLWO0SAVxk7sTyTudYF3ij8I05gk1I6WR3fzSuL3yGldrE+fgunqs9iepVfur9fLEEQkYV3ryslQSatdpO2Z/B8lwFjG5uTd6GIH25AXnEWOFs9wHjjODE5w470x+iIrFmO+vpNvV99GE3tHwNfBJaA/wz8eRAEjhCOOi4Bv2lq/ysur16j/PSTuIUl3AM/QpBlPFFC+/LvAR1kByMhsnlFRjNEpPI45uGDRFatJnH9Te/JdH1nKfk25Fwb7tICSBJ4PvHrb8RvNont2vtLP3etTK/Ooj2BKurE5AwHFr8JCEiizGjjMAmljeH49b/080EQLu4k+cPpIZS2dtp++3dpnj4JsoTTuRu7GXD6HyZYfWuW6WN1luYcTN9n+sUK22/rJNrdQ31umlhExG0GmOOzGCPr3m0glM1SPlxj+nCRoa/lKX77VfRUiAB7jSbln/2U/Oe/hBqL07c7RulqEVESQq2vAJkBjckjjRWTnYk3K0Q0i+LpEvZ1AlGxSeWyTmJ1jk0fTzNzqolZdGkf0WkWXfJrdNbsT9IseVx5vYZnhbmr0ydChOnED4vk10ZYsz+OYkhUZi0mDzcZ3Bcu0HNDEYbvSOK5YUzFpQNVrrnbL543WXtrInSbTUn4voQgwOqbEyhRETUmEmtTuPh8YeUzvgeOGVAct+nbEyXWpqDoIpcPVDn2/SUI4NzTZRRZIbvwE2aOjCNFFNq/uIexVwXKY3WqcwG5IY2+vTFOPV7EqoVGOoHrU5m26NoS5eKzVUpXLWqzFslbbkeKGwSej3nxPNH1G0l0KsyfM9ny6Swzp5qceT2k6G64L0Wz5HLl9TpW3ftQTW2r5jJ5pMn0sQZD+xMraPg1LU4sK6OkE0hKitzDn6dx6iTW9CyUphn5yCrslkj5amiA5Zihi+76u1Oo8fDzzVLYLN/y5+0QCMiagKyLWBUPs2Qx9nIF0TBoll0uPldiy6eyXD3cYPGSSd+eGAN7Y5x7qkzfPXECDVwhQBYEpFgct1jAtmSqiz6dO7LkN7fhWD5rb0/SvTXU9yoRkXiHgp549yNDFQT2+gYnv1Vk3/oIA6t0Lr1eoWODDgFMHWsQTcuc/lGJ+XMtIimJrm1Rbv7TDk49XkQQBbq3GUwebRC4AdlBjWSviiARaq87FDw7QDVEmiWXZsGlfb1OvFPBqnm0yi54sOqGOG/9oBgiuGKAEEgc+c4Sd/R3kex6t/aZIKBvt0F+rY7V8PDdgMN/t0ThioUowdrbE6z7SBw5CuWajV3uIGFlmJu3mD3TYOFsSJs38jJta3VW36Kw9yt5JEWgtuCw5tYE02818D248EwFzwlQoyKeE1CatLGqHrf/6+7QiCkloadkVu9PUJ6yaVU8OtZHufhchcAXiCQlWlWP0Zdr3Pi1dvxlavbaO5NceLaCnpIIPIlUr8rcGRPHCmguywAQQudoadJh06TMvi6di5rNgVqFY4t19g/GWXy1SeCFsgSz6WGIMo2Cy+mfhPpl3wu49HyV8qSNaoikejU82yeWC6+dWF4m3qmgaAKxNoUbvtZOvD1c2ElKaLBWmbE592SZtpEIN/1JB3bdQ41JVKoO56wW9R0CWze1YTgifsNn6XITJSKCKKD4AtFAJHACMlGZPk2lGvHQIxIpRabieuQUGY+AkajOQETDvOJw7NtFLMcnvjnCzHyLaFbGV8LZ7GTLIZuVCcyAzohCQpG5PZ9kSzy6YnwWlSU+lk+jIvBatc7+u9Mw4/G1VR0EyTBiKCNLrI5EKLoufz05HyLGAWyJ6fzP/b1Eg4DHy3VMP2BTzEeTRHwhpHULy9TSgJCNYksBM1aLI4rAtvsznPxxEdsMSA+oDN0UJ5oRyQyoFKZqNKohpV6QBZJD8Ezwb9HUKKIX3qcm5TfZeMvnacz79O026L3H4sXa37LomogSTLRG2Zd5gOFPbmHxaJOMO8Th+SfYpX0G40QnwaDB/z5fxJHCnPE3rpZBhO3dH+Pg1e/htFzUQKVX38Sl6kEsv8ldHX/E4dIPmTTP0K4NsT11LwvWGC2vzobEbWHDKSfRpTiW1yCiRHlp6VtUnDlOVn7G9enPM/Nzg/T6Ki9X/gbLr2PkZCJqlJ2Z3+GvZzzmLZeABndnU+yO5xkxWrxVChudPn0TWa0PggDPd3h2/v8hwCcixbgl/2XykVUsWKOISIwkbn6PSVDRnma0foS00klK6aDpVTGkNF7g0PLqCJLIWOMIoiAx1jiKLsXxApu4nMPWTI6UfowfBAwZO1kT38uezKdxAwsBiVvyv83rhX8AIK10sitzPzE5R1LpRBUjNLwi89YlZEFDkTUEBCaaJ1kdu46Jxls0vTISGkOxXaiizrw1iihIvLD4CLqYwPRrzM6f576uf8Vblad4eelbZNVehEBkX+5hbN8ko/awJXkn56uvIRKQUXvYlf40R2oyn2lzsbwJKsQx5AzyLxgi6VKcfdmH0CSD6eYZ0mo36xO3oIgRSvY0R8o/oemVUQSdLn2YTck7eG3pu/iE96FFe5xDxcfZn/8yUTmMTaw6SxxY/CYFexLLbxCTstzV/jWG4zfw9PxfEQgBCTlPQMBblWfYm3mArNr7oUAMQ04RlZKYag0vcNnf9hVK9jQBPlm1j4SSZ8m6ylNzf4UkSHiBR9GZRBQEVhm7uFB/FS9+PRExTo++4Vfu71opYoT18ZtZsiZWqOMxOUtXZJjuyAhuYGFIaRQp8qG2Z3smpyrPrjhVl5xpFq1xPtn9P5JW358d+Zv6cEhtDrg/CIKJd74YBIEvCMK9/zJf6zf1zvJ9H3d+FrdYRNR1pFQaJfP+9AXbb+H6LTTRWNEefOC2LQu3WFj5O3BdwMVvhCiYKAkYqQDz0k9xCgUcz0NUFBI33owUT3xgY6p2dNLxB39C9ZUDOPNzxLbvRB1YhahpyOlfLZIXERGRiMs55lsh0/2d7em0eZZVxs6VgHDXd2h4JfzARSylmD5qU5t36Nqs07Y2RBM/qARRRO3oRO3oxG56zBxaQtVsvFqd9NAAFw4UcCwfSQA1LjF20GHddbsozE2H1OwAtP7+FSTpWsmJMHZi/YMJfLO4nJ8axhIFAbjlEr5lIcXitK2LsPWBDBOH6yiaSO9Og9kzTdrW6fRsizJ5tA6WiVsqI+sSYqtA4fHv0fXVr6KoPtMnmlSmbLSYxLmnKjQKLrf8dx2YZYcjf/925Mmhby2y47M5zj1Vwq4HYTRIADf9aTutikvHiE52UCX7lTyuFQ4H8H1+MaotQODKwRq7v5Tn6qE6Tiugf49BZjBC4Ia06Maii2YsnyfLhybwg3BIIoshtbrkMv1WGNGDGE6OJV1HSGSBcXzLpfHGi+z64q2Mn1BplCG/VkcQBOxGgCQFeLU6vmmSzou0rYJUT5bCZZvE5rXYE2PUxqdwRs9Csh3XG2DupxXW3Jng7D+VufpmfTl6xOfUj8ps/UwGLSa957f8ZTV7yuTictzR+MEaGz+WYu68SWXapX04wqqbEkhKeAzERIZW+3UsVU3mnjWx6gW2fy6LWQ3pra2qhxaTMPIyU0dN6otV8qsjdG+PMn+2xfSxBrG8wvBdSaZPNBjYrOD7AYEg4XselasWp368xHVf7aR4VSfTr2HVPTo/FuexepmPGimqio9qC8RUFTmXp2tbFKsR0LG7g2hKZuF8i9M/LtGzzcDzfE4+VmLNbQnW7E+8S0ssBQKVwyZL4y3mr7TIfVJm8nCDUtZGW3ZdnjzaoDobGnsFmsDJY1XaN+oEeYmgFXDyx0VEwgbObvpE0zLbH85y8bkKJx4vIckC2VUq2x7KsuHjKXwHpt5qoicl0v0athmyF645c8taeJytmr+s3wyrvuRQm3W48noNLSYxeEOceLvEiR+UsOoeeiqk6s+cMOnfE+fIt5eYmZmmf0uamWqd1Tcl2fagTMSQw0ipcy2G70rQKLpUZx2m32oSb5eRI2IYCZSVGX89RAgUXUSUQzfrIIB0r4r4jmGbGhPZ9tlsiFZGRc79rEx9wUWUQkmBqITHZ+KNGr07DYyMTNs6jeq0iyCD5wRE4tJKTq/vBQzsjVGetDn9szKzTQdBhE0fSbE2rzPtWzjLUWhaLDSC85ww3qqx5OK74TXfqrjIEZGlyxbr70nhNH3OPllh+8M5VENkabRF+2qNDfelMXLSe3RqkbjEmv0JencYiHIYCQdgmx6Lukul5OII8GhQouC7/MmaDnqycWQESlMW2ZpEY8kl2qHQtHze+u4iWx/KMhq0+GxHlueKFRZtl1W6xi3pBBFJZCEakPt8nBgSigpRWcRp+nhxgYQsIRBgtnyaZZfbu9JIb9pct8OgScCcZZORZVRJpFNTuVtMUNc97AWX5rRL6YzF2jsT+H0CL5Xr6KLAyYZJ1fNpeB55Ueb4VIPNzQjKZZcvXZdjGpe0LJGWRF4Iqtx6b4qD/3kRYdlhumtbhKJhU6oscNLVaHVk2fm7WdKehDjlceKHJXZ8LouRkxnYF+fikTKKLrHm1iSFyDlWyTuYbp0BwmOfjnSQX6eh6T751RpziaPUixbLnlJ4AYw23kRKDDE1LLIq2c3N/DanflBl4ZJJ92CMpu0TBAFKNLy3XKy32JcY5vrc5yj4Y3Rn+5BROd14kW5tPWVnlsnmGQRBZHPyTp5b+A/IooqAwLnaAe7r/Av65c0oooYXuIw1jrAxcRsRKYaIiF7sJ+jwmVdO0nLDa8aq+/hJk3O1N1mj34gfmDQ9nzeqdf6sr4OsZNPW9vsIgkhUSqFJUUr2DOPNEySU/PLjRuR0+Xluavsirt9CFrWwsRDfHnRZnonttdBEnSOlH5NQ2umPbuFK4+gywifgBjZt2iAT5ikgIAh8+o0tKGKEo6UncAOLG3NfYNo8w/MLj9CurWZr6qNktS5SajsfVdqxfRORkHarywkabokT5Z+zPnEToqAS4NPwSsTkLJIg03BLKKJOUu5gR/o+ps2z1N0CQ8ZOLtUPYkgZ/MAlIhqYQZWJ5gnuavtDLtYPokkGGxL7ySp9ZNp6cHyTi7XX6Y1uYCRxMxEpScGOszZylteXngbBRxIU9mQ+Ra++8T3XcUrt4Ibsb9FMlkAQqDlLTDZPr6DYIJBUFKbMs3Roa7it7auUnVneKj+NE7RYtK5g+Q2ihE3tbOs8JXsG06syZOyhN7qBK82j9Oqb8AKb+rJ+V0DAkNOk1S6Scvv7OhA7vkXDLeEFLhEphipGmTbPcLLycyy/QWdkmG3JuzHeYcwUOlG3kMU4wbIOe9o8x+7Mp7jcOITjW+zNPkBS6XzP/j6o8toAt7X/HtPNc0SkGB2RNe/r3vxhquGVGWsceddrLb9G2Z79TVP7AfVhNLX/0we8d+7/36/zm3q/ssfHmPvGX+FVKmGMzq69ZD/5AEr23RdL0Z7mZPlZau4ibdog6xP7iSsfzN0Xo1HU7h6s8SsrrwmqihR/W++g5HLkHvwcrbFR/EYdtbeP5ulTNE++RWzPvg90MRZEEWQZbdUQ1VdfwvrO36Jv2Ezbl34XOfHBU7eonGSVsZOZ1gX69AESQgf4Ir4FiD7pWNeK05/ttxitv8np6ovslB6i9qZHMu2jdIiMveLSLHms2Z9YaVLqiw4LF1s4DY/2ET3UxJh5BwAAIABJREFULSpv38h9NyAat/AbdVL9URBEmkUHURZxAcdyiMQ0tHw7MUUlaEHuvjtRO9rf0wiJuk5uvcTF56vomoEQ0fBb1goKqPf1Ixlh0LkalejeZtA2oiOIIKsi6f4wb9cxPRbONZBEi2i/wcgdMWoHfoxsRBE1Bbvhsu6uJC//n3MrxlD9ew1S3WqIvLyjXDNAEGD7wznGX6/hOdC3y2DqWIPsYAQ9JVGecjj3dBnfDWnbG+5NEQQBPdsMZt562y1bMyQWzjfp2hrFyMoEPviuTyQu07MzxtXDdYbvSLFwwQq1nkB+bYR4p0Kr5hGJSSgRhRv/uJNTPypSmbFpH9Fp35jAK95IdHQGa2aO5tmLJNf1MXDdLopXA6aONtjyQIae7VGmDs4RmA36dieJMcn0N56m/Uu/T6wtyfyox+ThThS9k1X33Yrnelx+pUVzqUX39ij1JQfVCONurpnjNJYcNtyXDhudX1F201s5HpIq0D6sI8gCbWt0BvcpLF02OfWTIps/kUGOiFRmbKaP1RFlkaGbExQnLFwzpHmbJY9IUkSLi5x6vEizuEzhJ8D3BU7/qEQQhPTt2bNNbv6TDtxalaGbM5x/3kRSZDzHR45IFCcszjxRZvvDGURFQHAFbkzGOSTWufnzOcaer6I1oGd9goF98XDYEgS88c1FKlM2vgeXX6yx60s5urbpTB1t0LPDIJp6+7HhND1qkw7pQCIQQfKhfThC7zYDPS0jiKFxWBCAbAhUXBdfgOq8Q6XoMHO5RZsiI/ihFtVueZSuhmZQ1VmHWC501F66bDH2So2O9ToHH1nE9wIausiFZyvs/mKOVs0j3iFjlkO3aM8NiHcqYd4r4Dg+pQmLF//t3IqB1tgrVe74N900ih5yRESOhE2GawWUJixapYCYmsHzApIdMnYjYOa4SXnKJtmtsvsLOcqTNgsXWlx5tRbSfl3o2RFFT8lkBiR6dxlc+HkFSRVCIzZFoH1ED2m8XoBV9yhcsVg4Z5Lq1ajM2ETTEiMfSSLKYRdSmrSZPF5H1gTyq3UuvxTSjrs2RUn3Bky8Uccsu7SNJJk63qBZCo2wurZEOfmjIggCMUmkGfice77Crq9k2RTVmfxhhaEbkpSnrJVMZNcOiHcoWPXQqOiaNrtrUxRBEihP2fgunHmyRNuwTtu6FJohMne2yfjBBqkulY0fT5PsfpuGJ4jCijZ95f5jB1SOWxSO1lB0iY/fmuBQ3ORU0+T6jhhpVeGG3+9g4XyYESxoAoEI/X1RCs836N2s45gW9w4kEdoEdE9A8UVO1U2+v7RIo+IhAJ8bzHFfb4YniyU8WUQW4P5shqDk8Qfd7ThnbJQBkUXVY7TRQgwEcuoyIuz5/LxSptJy2Z42yOQlymdM6tGAR6cXKLseuxIGl80WggApUaJZcHHMgEraQ1kl8ndnZgnSIpIMv9WR48nFMoUhuONfd7F41iTVoyD2LTImV3ECCy9wONt0uSo7/Fa+jURRZOdvZYmmZU79qMTWL0fI7elEVHTqapVFe4FVsR2sju1m0Z4gp/aSVXvRZI1IzOHY95bo/UyOG6QHaEk2o8Ixyt4kWcUgJikMGDKznsM60cCpNBA9Fc0Trtkp43sBkiSQVmQWztkU3siy64E1RFSbSqXIgL4N3xIp2TMQQC7Sx7w1Fpo0+QKaFCMAzlRfoF1bTUSOLptMiZyrvYQmGmxL3c0lnoOsghBpEclAq8Sym3uA5TdQBFAFEVUWWatrxCSJqBInSrhOaXl1Ks48lt8IJReBiO371D2HqlfA8gKyai/yLwzhLa9JyZmh6i7y8tK3AIEFe4zVsd106sNcrL2GJMh0aGvo0kdoelXEQKA7up6k0oXtm1h+nbXxGxhrHGG8eWzF7bm4OMVH2v+YuJJdabLf9dzwTUy/QsmZZY2xh8uNN8J4n0BgT+bTJKQ28togObWf5xa+gR2ETbEmxtCkCIqo4QZhg6mJMRJynoTSztbURzGkDMllHauCCiRZn7iVsjPNWOMYUTnBQHQbh4tHQPARkUgq7VyuHSKj9BBT3mscpUk6mqTTcMu8VXmKnNpH2Zlded8PwqZ8qnWWoj2JH/jsztzPa4VHyWuDK/FIAA23hOU3aVNXkVa7eG7hEVQxgirqqGKUrkg7Oa0PL3CpOUuhNlZ+b8KG5TU5X3uFC7VX8fGIy1l2Zz7NsdKTWEGTIPCZNE+jiQbb0/chLWtrryG+rm+hijquZ5NQ8ti+SVJuZzC6jYzW8579/aqSRIWs2kNW/ed/9j3bQiIqpVbcnMMKr6nf1C8v6etf//qv+zv8f65HHnnk61/96ld/3V/jX6TcepXCP34fZ36O6P33In50H95QO1IshlC3EVQNQRSpu0VeWvw7Ss4MTtCi7MzScEt06cMfmK8lKgpKZzfO/CxerYqUSpG+9xNo3b3vQmGlqIHa2YVTKFD80Q9wpqdwZmdoXTxHZHgE6ZfoY+25WZa+/Te0Lp7HK4eNlVsqkNh7Q2iW8wElCTIZtZu02kWetRQqi8zNzmHVPGJCG9tyHyWqhTe6qrPA64UfsEX6BO12HvfNZ6kfeAZx4SLd13WwNBMh3aej6CKNJYdDf7vI7CmT4rjN1PEGmX4NI/s2si0pAm7dpPryC3TfvYNWQ6IwbuE0fSRJBAIG98Vp25shPbKZ+Pad6MPDGO3vL+QXRIGxV+ssXQ3ov3013tI0fsvCWDtE9p57UVKpd/17SRYwyx7VORvfDpBVET0lkxsUaeuokk3O0Xj5KeREHO3G+znzrMf4mzZBILDl01kGr4+x9o4kvTtjRDMyCxdbYdPyjurYEBpTxbtUFF1k7NU6hTGL7q1RIgmZM0+W8Jc/EvhQHLdDjWQypBxKmsDqWxO0rYngWj7Tx01O/bjE9LEmpas22QGNSEJGi4rMnW6w6RMZMv0aq26MM3RTnIvPVzj/dJX6okt+TYRkl0r7+gh9u2L0bI9y7qclpk5CZu8mUnu3E9mym+jaYVxPIdGtYOTl0PBqk0hHf4u+rQoJ5wzW8VeRJY/YphGaZoJDf7dEbd7FbsLkcZPubWEsUtu6CM2ii90MXUZVPcw2FuWQ+isqoWuu5/pU5xwai84KlfQXLf6XRi3qiy6rb0lw5WCNiTcajL1a5+qhOgN74yycM4nlBWRzkcaRN4nKRYyOODMXoW1NhNf+eoH6oktx3MJueGQGFEafnoTAR5AkVt2U5MwTJVzTX8kQdVsBXVsMxg879O6M0b4+hhJT6dgUY2BfHCUisu7OMNJJjYo8+5/mCOY91m1O8LRQIzcSYdPOBEObYmEWayR07j370wqCtCLpRlQC1u5PYbTJxPJKSA1drsqMjQA4DR+74qGoAv174px5ssyVZdfrDfelufpmHWSBuu8jiDCwP05qjYZX89FVkf4dBgN748ycbHL1UJPGosvA3hiNJZfanEMQhMZOoioQTckM3hAnM6Axd6ZFdkjFyCuhQdh8qBuO5WV2fSFHpj+kejULDid+WKQ29/Y14LYCurcZ+G5AbRlJFkUBURYYvCFOcbwFroRXl1j/kSxvPLJAbcENB0wNn/qiQ9emKGefKmPXwigXQYTajMPwHUlaVY9kl0JmlYZnByTaVTZ/IoOiC1x6oUaz6DL6Uo0zT5RZONdi7mwYd5UZVJk/2+LsE2UmDtVRogK7v5jHrvsc+15I43etMD+6f0+Mvt0xOjbouFaYMd0+EiE7qJHqUxl/vY5nB4guxHQZJYCt16Uov9SkcMHC83x2fDaHawdkBjU2fzKDoououkhpykbWRFRDZO2dKTw3INkZRnOFemKTyqRNolNl4mAd3wa74VO6apMf1paR8lA3jR+6MEMoC5k81OCtZ8rUGz6Nksv0ySZ7t6Vo2h55ZGIxGaviMn+hxZmnyqR7NK68VGPyUIPyVZupY01SXSpTB+vIrsDoizXcjMBj9TKeFPoQOH7AhWqL21NJdnXG6dAVdiQMOloyo98tUTvcom+DgaSLjB6qEQskirLHgXqNkViUv5tZZLpus1hzOFs36euOkHNk5gYDLtgWPmEkbpsa5tfGZBE/AEmAO/vSfPPiAo4QEDFEEOFqy+ZLXXkEVWBSs1nqE4h31nmx+n/TriXp0PqYtVwk0ef2TAedkQh9/VHS3RqiBMUJG7U3yrOyzY8qcxxuNElHhxkxummPdNIRWU1CaVtBIZWoSKZfY/GIyKWnG5ROSQynNpHI6aSNbfxgIeC5xQojCZ0eI9SoLl2yUWSBRK/KZMsmkpAxIjL3d2bpSai03xrnLbnJ8bqHZsXpkQeYb15kVWYjF+qvYUgpUmo7c61L6HISxw8Ni/LaAD36Bupegbpbol1bTdmZZTC6g5OVZ1iyJimUl1iX28OYeQhV1lCjMqIssjF5D29UZXKKxAPtWRwCLjZMVFFEE8D0ljhUfJxF6wpJpYNFa4Km32TetnACn67IMGNWFxlFJ6m8W/M4aZ6i4sxxpXGUojMNhDe9lldnbew6Bo0drDJ24AU2Ly/+PcPxG9GkKHW3RF90I7KgcrF+kJHETZyq/JwAH0XQUEWDAWMrsqAxaZ7CCxwUUUN+B0LsBTYlew5NMuiKrGPA2EabNsjm5J2M14/xZvkxbL+BLiVYsMaQBY2onMAOmozEb2LWvESAj4dDQm6jN7qRJ+f+D8Yah4nKSdJK14qZJsC8dYnXCt9DETTaIqsw3Sr9xlZkIcKAsZWmV0WX4iSUNsrOHDV3Cds3sX0TSVDeXkcGAR4uXuARV7LMtC4gCxoBHm5gsSGxn9nWJQr2BB2RNXRH1rMl9RES70AsZVELM3bjN3Kq8ix2YBKVkjScEvuyDyGLCqONw9h+g83JO4jJGVRJp+lWmGie4HTlheVhh8aR8o9W6L62b1J3CiSXz8GWXwtNrXDpi25BFcPnge/7CAhMty6gijqGnGZn+uNUnAW2p+8lq/X+2nWrshjBkFOMN46t/P9WRXeyJnYdqqT/Wr/br7v+8i//cvbrX//6I+/33n99ybr/jVXQsnCXFjE++0mORg5SqE4h6jrG1Rj7IvejHJontvd6TKNO8xdE7bOti7SW3e4+qNT2DnIPfR7fbIaRM7/QYF0rr1qh9toB8P13vFbFXVrES6o4y1Mv7R0ObWJEB0kG7+3FpNrW/itdj69VRIrTpa9j+mSD3KW7GBrZT4BHazLCpaNgPOQSMWQaXpkuZT3+5Qz1iRepHjsBQMu0cL7/Pfq++ocr1NfihI1ZfptHG3gw+lKNVK+2smAXRAG9K0tq+3qC5iSVyR62P5xl+niTxpJH27BGz2YV89G/oWk2yXz80+j5X36jkRSBzIDG6AGLtw5k6N/5OeLxADkXZ/K8yGA+nIhfq8qMzZG/X1oxHWob0dn08TSRRBS9LYFgpFFGdqEYKpeemadZAkERmDwUUng3fzL9LuR56OYExTFrhY4ZzUpIiogaFZk+1lyOliFczE9YpPs1/HekG0FoAiUpIvm14aK5b1eohTz/TIX+vTHGD9bRUyGFdPp4k2haZt2dCYycsoxI2qT6VCRV4KV/P49Zcom1KSycN1laHwkb8LRCdJkltO7uNMe/W+D8AQ9BUhi6Mc7VnzW4/EINSRPY/2edVKdsGlMm4vGnoDiDrIkIYhhvJCVSTL3UWI5zEXEtH7PkUZmxEWUBbxmVSnarzJ5qUl8MY2WGbokTBHDysXAI07M9it3wOfNEmWSPwnVfaSO76u1rSlJCxLUyE9KYilds5IgQxszYAaMvV+nYqBNXF5j6v76JZzn4HsipJENf+SNOPlENkVQhRCdKV0z8G+IEvo9XqRA4Dr4bGlYJosA7Y+eUiIBVdTn8XZvMkMq2B7L4fhAac31vidKEQ6xNZs+X82y/LcXh58sMzPm0d8qURR8t/jbFWjNkBHE5w3nZ2bZne5SOEZ0j313Cbnj0bosxfGeSaEYOM1ArHgigp2Q6N0ZJ96sc+pvFULaQC826Jg7W2fypDCd/XCIekxnYH+dy3OGEY7LpnghbRQNDEZg63uTsExVEOXQ8njzSYPtDGcyKS30+HHyk+zSaSx4nf1hE0UXW3JpANSSMdBh/s/crbfhOqEl+pxnc+8UMGjmZVtWlbThCYdSiMmOjJyWGbgp1x2s/mcaadbn0fBWz6KHoEqIcMhxkTQyzkuXQaEvSRBzTDynFYrj/3NoIp39SYviOBNseyqLFJFo1L9QSCwKJDoWrRxr4boCWkHBNn7NPltn7lTyTRxvIy8huYcxi5kQTdZm6GwQhVdi1fKbfapAZ1Lj8Qm0ZXAvY9MkMS2MtEl1KGKN02cKu+LhNn/7dMWbfbFC80ELPSuRX6yxeMokmJXLDoQZ/4XwLq+6x9dMZfDcg1qZw9NEChVGL2/+HTtpHIkwea6DoAn17YyQHVYI3w0ZSUiUqMzaVKYfagk1t3mXhgkkspzB8Z5LsUISG6TJ2vIEuijQJhzSBB42rDkOrNMZerJH9qMzxHxTp3x3DM30icYnCmI20TGEOZJg82mBgb4zLL9bo3hbF9gIKJZtoVkbPyWhOEA5ckvDXM/M0fQ9dErk9kaCrK4IiC5SmbE78U5Wm78OrMLQnxprrNa6YLewgQDFEHMvHswMO1xs8tDVNRfWgCaIAF5stPtWWQQAuNFtoEZGP92VRBZCyEq4UUPA95ECAZY3ho3MFrj192hWfhgeX6y8Sk6/yqfw2JAEG9YBxyyEmSbRrCpGEzPaHMxyo1jg3Z6MbKURF4FQ9YFMsILN8qhcch7GmRdXz2GBEaU1ajL9mogRJBMFi7KcWe75yC08GdWaaJklN5umlClFRorraZ9PvZbn0vSJ7N6fYszpJ1fPIqjIyAgXZ47szC8zZLklZ4pTb4g7iDJbuINbps7/tyxwvPR2ib0oXPj51v4iEzLbUPZyqPst48zgAEdFgX/ZhvMCl4syjKQZCwuNq8TzX5x5m1rlAw4Oh2PUoYie3ZqBdVfjG1DzzjoMXwI+XSvxFfye+e5JefQNjjSOcrDzDptQdlOw5asWDdOlDdEdv4tG5Ap2RDFk1EkodJJGWV+di7XVScsc7NLZhHNN06xx7Mp/m1cJ3ML0aiqjRHhlCEVWadpXVsT1ExHCgfkfbHyIIATfmvkDLa7BgjxKTMjTcMi8vfWtlyLA2dj2bkrev/C2j0qUPc7b6InPiRUbit9CmDXGi/AzjzWM4gcVE8yRt2ios3yQqJRAFCS9wmTMvc3v777FoXUFARBEjvLb0KJoYJSLFOF97mR59BE0KzZlCRPM12tUheqIjvFl8nJZfQxV1dqfv50z1RabNM8TkLOdrr3Bd9jO8sPCfaNeGGI7fgCiIrI7txfFbTJqnmDUvoIohxdn0akw2z+AGFluSH1mOL4K02oWAQEQyOF7+KauMHXRE1hCRYqSUTm5r+yqmF+peDSl86MuixoI1zunqC3iBi+lVObD4t9zX9edofpQTlaeZaIaxPzOt8+TVAfqj2xhrHCaM8olQdRbokkewls2hvMDBkDI4vslEYwLTq5LX+tmWupe18eux/DoxKUtEjDEQ3fqu9euvsyRBolNbyye7/g0FexJDTi/n275//NJvKqzfNLX/hZeUTBHbu4+5VJPFwiXkbA5naZGKXGVMPE7vhTKCFkG7aRsCwtvxOYROb4Lwq+mTAJJhIBm/4mIWRQT5vc2oJwW8sfgokiiTUroYMLaSVkMtgpzJkLn3ExSf+BH4HoIeJfOph1Dzbe+7i/qCQ+GKBQJkBzVi+XB/1WmHc/94LdtLRFJs0v3QmpzDbcySHuyi7qxDMC0aFy8hqSKe7S9TYV0Ut4ie7MP3AxzTw7UDRJEVXZvnBKG5zztKFizUhEbz7Gl6NvZw9LEiqW6Z/CA4DQvNkIjdfhdyOoP8SzTO1yoIoHtrlPlzJqUJi1M/82lfp9O1WeLqoTpdm2PLuZTg2j6XD1Tf5aK7cM6kssvAdxUuHze4+HwFq9Yg3R9h+0Pt6G0WE2+GOujCaAur5hPNvN39JDoV9nw5T/GKhWpIJDoVTvywyPCdSapzDkujFuk+FSMr06p5RFMS0YxMsxjq6zw3IN4mvyva5uqhOrMnm7QNR6jO2siagO+GlEoAs+LiVKq05i3KczItM4xdOv90iFLBMr1NEShOWPTujFGdtVm83KIybZMbirD1oexKs2fVfay6j2qIK+jz2Cs1Ep0yG/fdxtKj3yGaDpBVAW1wCDkRJ5JqYeRkfC+gvuiy8RNh9MTlF2qIksDWz2RIdsrs+FxuxRBJT0m88c0FGosu0bTMkW8X2P5wFiMjUZlyOP4PBa7/g/aVKCiAZLfCnt/JM3fWXKEs202fvp0GvTsMkt0y7ugCBEEYZRIVEIM6klvHdyWiaRmr7mHVPALXQVQEYn056lfm8ZtNpo9W2fixNAcfWVhBUDs26Bh5haFbkohiaCgWSciUpyxe/w/zNJbC36E64/DGI4vc8mcdnH29SntCYcslH2fWw93oYA1KK3pzIyeT7lcpT9lImkD/7hhvPVZE1ASa+Fw90UCNiYx8NIXd8LjwbIW50yZyRGThvMm2z2RCqrEicG2KVJ6yWX9Pio71Oq4TUKw7JIIAPwqroxGKh1rIqyJc+Hll5ZzXU6EOVY1JrLsrSSynkuiSuXqowdgrNQjAabqcebLMbX/RydTxBqkelSuv1SlP2ehJmQ33pmgb0ZFkgWhaZvjOFLMnzBXUN5KSEASB17+xwMD1MQavj2G0KZQSPt+aLaCJIvdsTrNrKIcUCKhRceXYA2hxCc8NaBvRWbrYIvACfC9gx+eyYYZwyWXzJ9IsXjLJ9EeQVRG7ZhNNy9SX3BVEVBBD5NVq+AhyaKJmljyMnIxd8sMmf8Glt09DlAVcy8eqLUsX0jLzZ1t4bhhx5AVw9WiDzQ9muPJKlY0fTzP2co3SpE2iU6F3l4GelOjbHUONhcyExlLozNws2EiKyNSxsNEujFp4bkC6T6V/j0GyW2VxzGJgX4yBG+O4ClyQWhyYL7Hri3H0My6F4y0kBRzLp7Hkcf5n4aC1VfGpf2eJ6/6gnRndwU9BfdIjJ8uY+IhAZ0blrX8qkZJlnGZAY9Fl8ZLJzs+HJlzysq7YUgIqjkdKhOQ6DfW0GZ4Pcy6dCYUlz2MhcOnQFKKSxEWrRcEJ7zct3+OUaXL9PXncaZc3v7247DQf/qZXjtTZc10b1rJuXJKEMAvbC8joKvm2CLrk82qlhhVAVJJ4ulDm4fYcw9EI9ZbH85fK3LI6SZshc7bZwifE/9pVGVGA3oiGGwTMWDbnTZWRxE3Mma8xal5ixhplQ+I6ni72cKBcZWciykPtOdpUBSkhMd0I84vfOaO5YlrkFJm65/PYQoGS+/+y995Bklz3necnbWWWd+3N9PR47x2AAQZm4AjCEMASdKBEQpRIyizj4la3u9qIjbjbiIuNu9VJOokStaLoRAOQIAgSAAECA2/Ge9tje9p3eZv+3R/ZaGAISqflrURerH7/VUd11qvMynzv977OJ6uqDCoal440KAUepiyjB1GEAudOWsyuFkQ1hWbgU/V9XCHYU60zHjW45/c6ebPRYO9UE0WSiMjwSSOHIwXUKh4JU6bm+aRUhTf9ButWdpHQNawgxV09K/B8izu7/mBOm2ixOL4FV9jzDS1Ay6+yr/RD1qfvxg0sbJrEjCwlcQGrXWFV6hMcbLh8f7ZF3R/nN3oGmHE8phyXd29BT8CeUoWHOoZ4aeYv53Npx6fPcGvn77A+8xlOt2xeniqyOZlHQeNrEwU0WeKmTII+PdSAn2/u45bOx7jQ2E9zzuE3o/ehyRE2pu8hqmRQZQ1TTuIEoUlXTE1zvPYzZuxLDEU30BFZwJn661h+g9Wp28jpA7w4/WUM9T2q6PnGXhbFt5CSw7XPmHWKQ5Uf4wsX4Qn2l3/IzvwnKTpX5nJ+oe4VQpRSMgnwkVHJa0MMxTcSkWIsTVxPy6vx0uxXQm2xmp73Mq66M+QjCxAiwPLrLI5tI65meGH6Lyi742hyBIM4bxW/y+bs/RSdq/PIbNEeJa11M2WPsDixjfP1Q/QYSznf3Mf5xl6iSpKFsY2crr9MRutjedeNyJLMieoerrZPhJpc4ZPQOjhZ3YMrLGbsi2xKf5gliR1ocoQFsXXUnSKrkjdzsXkASZJIa92MtU/gC4+aVyUiR4gpKUZbJ4jE44y2TvD+mrRHGIiuocdYRq+5jKZXJqP14gcu725QxJQM69N38crsVxm3TgOCiBTjrp5/TZ+5gn/u8gJnnn5tKHFiaubvZVMaagxDjdFhDP3zDvL/x/Vr29RKknQn8CeEDJ//KoT433/FQ/qVlKxpxLddR6PyLFLEQLgukqqCCKgGBQbTWZoH95PfvJnF8W2MNN4BQoOEtenbif0C6/pfttRkiuQNN1H60Q/mNTdqTxelRJ2h6HrGWqeYtM5iKDF0KUJMy6LE4iRuvJno2vX4zQZqMvn3RgDVphz2/s0sTjOctvS4zPbPdpDo0skvirz7jEJWgcCne7mOfeB5Ci8+R+Lm2+i56x6uOA1MM4GRrBN4coiCxGSMzhRBAFMnWnOmMmH+pplWCDzBwKYY0vuQUuH7NPbvpfbqHgC0RpPN999JrWZAq0zcKFN/4iXSt92J3D/4DxpmCSGYOWtx6icluldHGdwSI5ZTaRZczr5YI5oOtYfvlu+ID1CFAVplF4Tg3Is12pUAJJnyFYdzL9VZdFOcieNt3FaAmVJRI+99lyAQzJyxOP5kCS0aLqLXPBAaIZ38SYXsQp3h6+No0bBZTHRoqIbM+o9mOfZkmamTYUzO0t0pzr1cYcXuDNGsSnpAY/ldaYoXbbqWG4wdatEue4gAOharrNpaZPpvf4w9VSK6ZJj09XcxeS7KktsSjB9thVTfucVjxxKT+ozDoe8VmT1jzSPpK+5OkRsO0aZzL1ZJD4SRKLPnRlabAAAgAElEQVTnLSaPtxAijHW5eCrH8G9+HrU9RbQvg9bZhZqIMXyDxuy5NnY9INWnoZkSZ1+o0i57IGD/12bZ8ukOoh0Kr/4fBTJDOulefZ52HQThgnfqZJv0ggiNYovSJRunFWC+79aSJIlYTqNjiSCSUPCsgDX3ZmhXPA5+uwgEDKzoZOjhh6k9+wRO3cd1A0StwODWYU49U8HMhNfNbQdYJYsVd6aoXJapT7RYsD1OZsjg9j/qY/pMm3inRnZBGJ2S6rmWUudZYr6hfbfq02Ge8IYb0lz6WZ3SmIMqSZRPWCy6KcHiW5J4liCWV9n5+11z2kwPPxAQkZgNPAQQFQqz5ywW7fSxaz71aRckcNsBrhXm6Eo/pymP5TT0mMzMWZsTPyrhuYJAhvUfztC/1qC6SKYwYs0bPAH4ngA7wGn4jLwYxrusujdDddzBTCv4jkCJSCiqxOi+JpIMp5+rhg7LSYXGjMXr//cUt/27XtIDOrIausfu/qNeLr0dOqt2LjHY9/UCTivg3M9qyIpEbp1B7VYNHYlbk0mKx9tE0hFkAUtuTTLyUg0RhA332geymBmFhTvi5BdFqI67LNgeY3bE5uX/MoU3l918wxe6MFMK7arH0R+UQ9Q1Gm4M6HGZ6piLpEC8Q6V7lYmQw82ewBdE8wrCh86lBtmhMKqqMGKH50qW6F5pcvypMmZaJTCh4vu0iwLNNjAX6hx+vMTKu9LklhqoukTgh7+FqwcbLN6V4vQzFYqXHPKLI6x5IENl1JlHgttVN2Q94LDm/gz1GZdWySUSj2G5AVcdm2N+iynF5/HpIo+u7yB61WNwUwyrFsZrvVtuO2DgtjhTqsdk4LHwwTSdq0wufLuCXA3IDEewaj7STEDuxgh102fpp9JYrQDPgWRKJbtQp9n0qdo+AujdFOMNp8HOj2eoWz6OLHgkm+edZoPD7TYDus6d+RR/NjqNLEGHriJJEouiEaSEFGZ2uxDVFawgjE4KAsCHBYZOp6Yy43rIsoQmS9zamSQRVYkJwWf7OnmjWqPu+qxPxDhUb3Kq1UYOgCScaLe5uzPN2MQsJc+nN6JxSzaFFQRoMpiSwoeTGd4s11ic2saK+HLONy/Sbw5yrJng5YoFSFy1XF4qVXmwM4suSQybES617fnzKgjpz9+eLrAqFsULBDvTCYaNCEfrLZJ5GfucwApcEoqMGSgk8xqy72IqMnXbZ20yyoTtYAUBb1XrXJdO8EK5SlQNY9ruUVK89Y0Zhh9I064HSI2AeE4lUAVtBHVVIMkBX5soszomKFo/pOLMsi2zCVNJcLT8M5Ykt17zTAiET8WdxPJrLEvs5HT9Fdp+FVXW6TM28lLZ5lB9AkGAKaU4VK6zMBZDntu6f/fptiGuM9beP0cdBgmJuJrjQnMvU/4uDtarZFSd3kiKHxUq6HMT7eV2m9/qy7M+dRevul9nX+lJ7uj+PRpeCVXSSWidWF6LHnMZcTWLEIKSM07RvUpW7+f12W8xbp1Ck3WKzlW6I4vpMZZxobmXw5VnuLv7SxjKtfmoAT5CvEtvbjLS2EvdK4Q6WkAJGpScceJq/n3fRwYhc0vnYzS9CqYSZ8a5xOuFr2PIcTZl7iOvDZLXB2l67xlBhsZNodfJtHWBt0uP0/BKbEx/GCuoo0kR3MDCkdp4wkaTdFRJpz3XtHvCnR97y6ugyjpW0ORK8wgASxM38HbxezT8Ekm1A7UeYV3qTvqMFVTdKWRJZXF8KxVnEldY86M639xHf3T1fEZtQs+xLn0ncTXHpdZB0voAkqQzbc8QU/LYQlDyfFTJoO3X+PlSUElqHTT9Mi9O/xWKpBJV0yyLX8+9PX9I0y+jSgY1d5px6xS+CCf2lqhyqPwTsmofpvYPy+D+e1bDc5lxGtS8Fogi462nWJvaTb+56gOSpn+pX65+LZtaKYQX/xzYDYwB+yVJeloIcepXO7JfTWmZLAORbYyIowjXgXoNhKBfXYZ3+RB6/wBqJMoq7RYGzbU0/CIprZuEmv+Ai93/1zKXr6Qjk8E6dwY114G0oIcJ/SpvFb5D0w/pmpdbh9jd+QWWaNsBUBMJ1MQHRf4/X1cPNOcbWghzVscOtRjeKWNmVXZ8roNjT5Zx2z4DG+Ms3CJR/M9hoHr9lZdI3bKbdE8HkczdFL/7TUS7gRZVSW7ZhJrJ0Cp5HP9hGTOrsPU381x5p4FnC4Z3JihftQkCWLA1hiRLeJUKjYP758fiTlzFfuLP6HzoYxSe/Ra12RkgjETq/uKXUMwPUo/tho9rhQZAI3uqtCsBF16dQykl2PJoHhHA4luS1xip6FGZruUG9an38X8lyA4ZTJ9shccE3o2yrU06WLUgbJSFx/K7Uuix9ybTdtnj5NNlPFvg2eEEeuwHJTZ+PIfnBJQuOTQLPivvSpF8n2FWuk9n0Y1xlu1OEriC6bMWqe4I9VkXSYXLbzc592IVWZVQdYkF2+JceqtOc9Zjwz0ypSe/Q3ushRwN9db+hUP47mZUPcqOz3Vw5PslVFNicEuc7JBOY9ajMGKHlNa5Ov9yncygTscSgwuv1ihdtqmMOehRmWguNAaSZInSFY/SqMzGR9aQW/yevjvVq3Hdb3dSvGijxRRGXqrSKoW5mmpEwrUFk8dbLN2dJJZX6VhkEOtQmTzRmnODlUCCaCbM4yQQ5BYb2K5P0XIxNZmo8t65juc1tjya5+IbNaJZlTPPh+fHbQkmTgXEswki6W7cwhiKqeNpWWJxles/30XhvEUsp5LoUjnyN+dwbZ9tDyuoi1xiq4aRNQ0lomBmFKyGD5KE74kPRFapRpjTalXeu5dieQVZlcgvNLj4Sh3tfY3npTfrpPp0zr1YpWddlPywQXowQmq1iRCCwlyHr0gh5TKWU6/JKg2R8NDRujrhsvSWBJfebMw1fxJLdyepz3gcf6oU6jsVCVnAyPNVOhcZRBIKU6fbLLoxweHvFgn8sGk0U6F5F4DdCjj9XIVV92SYOmkhh/t6BJ7ASCoousTIS1WEL7BrPlpMxq75lC6H8TuaGW7YxLIa3auitMoekydbLNqZCKOzgOmzbZqSQKhwq0iw78szeI7gsqbQ3a2z+JYU2x/rAMK4rWhWpXTZRgiBGpHQTAnPEpx/pRZu2Cjh557bUyXRo+HZgsa0i6JKrHkww8hLVZbelmLqRIvapEvXSpP+DTGmzrUZvjFB4byF7ws6FxuopszRJ8qs/1c5mgWPZtELc5FrPooiYdU8IhEVAXSvNNlXb9Af1YlYAXv/dpahHXF65q7nkaeqLL8jxdtfmUWSQtrw5PE2gSfY+PE8elTGqvjzG06dyw0mT7RYvCuJXQt4+69nKbVcXB123pdhT6TBVA5OaBaPfCZH7bLLzNk2Ruq9+6L/xhgXFwa8OTlDQQ43SD61IM/WL3USzAbYVZ/zr1aJL4/QWirzxxPTLIhHuK4jzrHZJhuiMls/08Hpw3XMKZeONSbFTkFTcxkxHH54uYgbCHItjYcW5NiZT/JyqUZKktmSinGk0aLseXToGgNGhP90eZJ/29VNxxKDmRGLjK7QDgL6l0XpSmsoVz0+tSDPFcuh7vssNg265uJ+ZEnClMPfcE5TKXser1bqpFWFuKKAAlld5USjxd35NKYsU3I9npot8YW+Lk4221iB4GijyW/0dNAT0ag4SXrMfs5bNt+fLSIDeU1BlkJP44ITSiPWxqPMOA4nGhYgWJ+IMWU7VByfwaxOJWbwfLFKXlPZnIyxdFeM0jmL0mybhufTv8RgwWKTVLGJiCgMpyNsTMZ4arZEzfeJyTIK0KNrrE5E0SUJYxyKUy4rqtBlaky33dDXQlfZmUniB4LXyjVKnseptspdmfs4WH6Ck/UDdOhJNqbvIal1IqPMawNBYkF0I65QyOv93NzxGDV3lj5lLU2R4XhjFAToUhSaEYqWzc2ZDIYv0ZYEigw+MGx6jLbceZaaQGD5YdN2Z66fmBJn0IhxuOGgza2FPOGGSHHFZjhymhvzj3K1fYKx9iRdxjKmXY8DDZumn+TBzrDhmbbPs2fmr6m4U9zW+XnK7hiKpCJLGm7Q5nLrMLd1buNY7XlkZGbti/RHVzHWPjmPwnVFhuebOUVSUSV9vqF9929RJUWfuZyCM4om6dzc+RhXW8epuJMsiG7ElBLsLf4An3BtMGmd48G+/8iq5M00vBJFZxRVirAqeTNJLU/Lq3Kg8jR2ELK46t5s6Dgtqfi+hyPCuB87aGMHTXTZxA8cOo1hztRfZ0lsBwui60moHZhyEkXSAAk3sGj4pflrCXChuZ+bOz5Db3QZEhINt8Sx6gvXzE2KpCFz7Zo0pqZZFr+BrN6HTx4hVbGD0zT8Koas0G900WUM4wU212UfYW/5B3hzSPZAdBVRJcWFxj6SWh4JGQmZ0/VXSGmdnKq9ytbMg5Tc0LhKRkUQIAho+CXaQR0l0NDlf3qNas3zeKZQ4vXyZQIEeS3CR7s+zJHKU6S1ASwRpek7mLJMh24g/0uT+0vVr2VTC2wFzgshLgJIkvRd4D7gf8imFiAT6WNzx0c4XdqDHRUMGevITai0GzXSt92JYhgogKHE6WDon2wcsmFgLFiIsWAhAHV3lnazOt/QAkgonGu8RX901fxD/B9TTiO45nXgCRozLmd+WqVZ8Fj70QwdSw0IAryz+yj98dfAn5sUhADXpWdlgmYhQu8Xv4DiNVDjBmo6hZZKUbtk4buCxrTHiacrxPMKkaSMokmMHWwxO2LTsVDGv3AQSdMJrBbC85BUdY6dJuE3G3jFwvwY/Wr1vTG8rypjDieeLlOfcojmNBZsjXGxXadd9olmVDxXEM2qXP/5znn0xMwoqHqomxzcGsdu+EyeaM9pB0MdY2ZBBEUPF88QLuxzwwbxDpXMXSn0qISZvnbS8D3BopuSROISQsDldxpUr7rIssTmT+RxmqEW0Mwo1+wWBoFA+ILqhEP5isPEsRbtss/aBzMYidB59t1NiJM/rjB8Y5wb/6Cb8qiNKiYQjkNi2zaURRuZOOUSDWSGdqRoVnwCH+74oz6EACMVfu/6tIv0nvFmOAZ/TtwpMU+Hbsx4JHpUVtyR4tB3ivM64WSPRqr/WtRSkiVcSzB5osnKD2UwUwqqLqFoMoou0Sp6RHMqsgbLdiepTbokezTSfRHsRoBnBeQXR+hebbLvb2fJLzFY/liO50s1ro65dJgad+RSDBqhTkpWJfKLwutx5qdVPDvAq4WZtWYmQqkcYckj/wrzxEmUjmFOvanSu87n8AslfDukVw9sjtGzvRe71CTSJRPJZ5A1DdcKuPhajQuvhfRbRZfY8NEcXSuunZCjnQrbH+vknb+ewaoGmBmFbZ/txGk6OI0QrUOI+fNsNXwas6E+1G0EvPC/jhPNqtiyYPGuBFs+lOXgMyXSiooZVejfFGPvV2cZ3pkg3qkxfbKNrIbU0Eg81Bf3rY+FyK0jOPVsmQVbE5SvOBjJ8D2SLOHZItQ1d4V5r7PnLbY91knpkkVuoYEQoXMyhIh+u+JjZhREEKKYmhnqu0UQItPxTp3iBRvChBpkOdTSlq/YjLxcY+2DWbpXmEhy6ESc6NQ4/ZMKdiOk+K64O82K1SYVx6M94xJLq1RnXKQACucdlu2W8JyAdF8EPRai8RIhMn7qmSqpPp3MYBBGWMVljGRIT549Z1G8YKPoEr4riOZVsoMRDny9wMgrdfrWmXSuMJg+3SYzqHPuhSpr7s2w8u40djOgMe0QuAHpQZ3jT5ZZdX+aN/9yGq8tyC+JsPnRPOdeqYEGS1ZFMTZFGKu2UE2Fez+WZeaoRWPGoTqmIqSAFXenMFMhO0RWpXDzwBPMjti0Kx6bPp7jyPdD5+3ulQa9a6OMvFxlYFOcd747S33KRcrLtOs+R39YYsens3x7uoiqCKSkRGZBhKmTLRZen6BwwYYAkhtMXqvOQEoJNyOA78+WWDjYw1G1zXW9cRYvzvFOpc6xagUvDu0gIGYobOpLYCoyriJxbnOAIWmc8tpM2i4fzeT4wXQRNS0TUSVsJTzuJ7rzPFeqsr/W4N8P9rIjHWfcdik4Lt+eKlDzA55uVHjooQxXXmtQvGiRX26GOui/LbH5I1lsIWj5Pm4gcESALwTvEn+nHJcjjRDVujOXYtiIcNV2MBWZtKKwM53gQK3J300VEYR0sxvSCcqehy/ACgIyqobaFESc0A/hG5MzfKwnT14L5xs7EGxLRTEVmb8cn8YT0BNRuS+fZW0shixBXFV4Y7rGQ16KcsXljdk6siFRt3yeLZTp6evgpk92UGk6+LIglqizv/JNdmU2kU8v57zj893pIqW5cW1LxlEliUVRg1crdRKKzL09GRavinLx2Sof/UiGkYRNVfHZ2pPAUCSiisLaWJTXyjVmHI8XyzG2Jh+lW/fpjcSIqWH0zPbcwxyrvEDTrdMfWU3euJGnZsvclFmMY79NXu6jfihFcrtOh25Q8lR0orTaLju748z8tMz/vLuHPdUaDeFzQyaBYJqcPkBczdHyK+GzQlJZkthB0T7MrsxC4kqMi1aAhEOAT9Mv4wuXqBpjxr7EpHWObdlPMu3UeL3wXUruLN3GEOvid1DzfVSpwf7SUzS9MhE5hiCg5VeJqaFOU5FUJGQCEcYgudhElRQJLU9USVGwr5DV+1gU34oT2ESUGJocYWVyF5eaB/DmImXykSGcoE3Fnebenn+DhMQ7xccpeROokk658gy5yABLEtvxhcOAuQZJknGCFrlIPzvzn8TyG8iSMk9ptfzGvHuuLMmcq7/Fluz9jDTeod2uktcH2ZF7BBWNWzoeo2hfpcdcxqXGAW7u+Cxj7VP8bPoviKs5okqKDakPsb/yFOHWB2iSMY/oyihIKMTmsmgFgoTaQduv0W+uJKP3kNZ6PqBZrXtFTlb3MNo6xsr0p/lZSeKW/GM4/jg5TccNWrw0/VdUvSnWpHZzU/7TXG2dIKl30mssww0sPOHMNdxhqURIap1szz7E4cqzrE/fhSrpuMJCRkEgsSi2lZZfo+xO02eux1B+OQCo5VUpOWOMto6T1fvoMZaS0rs+8L4p2+VwvUEwt5osuDZvVw02xzYw0obvz1yk7FZJKBqP9gyxNGr8D28I9cvUr2tT2wdcfd/rMWDbr2gsvxYVUaIsiW+jz1yOn2ujFi2CdJHs//TvULv/27K0/ntWaLWe5l1usIREVE3NPej/23aaBjbHmDjeChFIAU47ILfIYGRPFc8SvP5/zXD95zsx4xbFiycQVnv+fyOLlyHH4miGTLrfAD6Y46VHFWQtNHbx7YDxIw7pAZ3GYLjr6bU97MlJmi88h9Y/SGzNeiovPo+aySDJCtrAAMJzQ11xECBHo6j5TmT92kaqXfU4+kQxRPaA2oTD8acclu1OMbKnhqxKJDIKRlLh0HeKtMs+siqx5JYkC7bH53SdKqs+nGHJLgPJbqLobVQlQrxTY91DWY5+v4RdD+hZZTK4LUY8L6PWr1J75hVagU/yhl0EqR4C2cSqOETlWYLxCbR4jLV39HDpSBTVkNFjyjyq6zsBrbKH0/TR4zKaKeO0BCMv1VAjMqs+nGH8SBO7EUaGDG6JMrq/hdMMGycjqUBAuGBWTfTubqy+jRz46gwIkHSNiYsmq+/LcfntGgObYvO5lQB6XCHVp2HX/flGdWhHnMaMi5FWUCMy8Q6NRbsSZBboRBIK13+xK0S/NJl4Z5gRWp8Jr6eZUvBdwalnKjjNgKv7myy+Ocn0WYvGlItVE2QW6HSvMpk42qZ3bZT+DRKRpEK6P0J9ysW1A+J5BSEkdv+HPgIdflyrcmS2iRBQMF2m2w6/M9hFXtdwWj5Wzcd3wibk3aiURL9GXQRkelWe8lz612wif1QQ7xBceLWG2wrmKafTp9sMbsmz4Po00ex7E3W77M03tOH1Epx+tkKyV7tG36vrKt1rDW7/D334nkCWJVplD+ErxLtk0gMaM2es8LqlFfrXx5g42qRzeZQTPyrjO3NNoywx9kaD636ni74hA68RELiCY0+GWctvn5ll66N5OpcZlK849K416VplokcV9KhCs+Tyxp9N49kCq+6T6tOoTbhopowiQzSroMVkZFVmaEccPSozuq9BbjhCfnGEfV8LpQiBHzoFJLo0Rvc1WXFXGkWTSPZqxPIqr/7JNG4rYO0DGQ58sxCagLmCJbelmDgWOgp7luDk02WSPRqxrIYQgpGXa7hWgFX10RMymiFz4okSpbHQAXbTHWmOv1OFyQBJh9qky9TJFpG4wvI70lQmQlZBfthg0Y0JihdtEl0auUURqmPO/DXrWx+lNuWQ6Arp774XShL0mIzdCBg72ELRJKJ5lWhWZf2DWRRD4sTTZWbPWlhVHyFg6W1JzIyCFpHpWWkydcqiMe0xuq/O0LYYvWujSLJEFR/FFwzIGse+V8KIK6x7KItvBzQKHge/VWTjIzmsiodqKPNeAtkFOkZSQY/LDG2Po+gy9SmHI08U6Vsfw2n6lEfD7xWXZBr4WPUAM5CIqjJbI3Hqky49q6KsujeDVffZ/e97aRY8nB4ZUKgGXog+CnADgSFLrIlEqWoBe2ZrnCm1MPIKg4bOkpjJX43PUvY8unWN3+rrZG0yyo9mKjSCgCAQxBUZ1xWggKyAJkvYgcCUQzyoN6JTDnwcIXCCgCP1Fq0gNJCacByK6YCu66P4CoxdafHOG2U2bUphd8n88egkM46HBKRUhd/u62RVPGSBvH9me7lU44Z0gpgik1QVUqrCgVqDtfEYC80IZ1sWQ0aEjKbwX8dmKLkeaw2TGytRLj5V4ZIl6F4T5eFNWfZVG2xJxthTqqFJEktNg8eni8hCQlYkzrdsnpwt0alpvFat06trfMLIcmZPlQubBF4tIKootCoebiA4Umoy/oZP/40mlVyFs1M/otAap+pMcXdqAUujSe7JZ7hq2fRFdGQEZ1pt3qo2aPgBBcfje3aRR2/Ocfgrsxz6RoH+AZPr7kgh6Qp7a00O11v0RDR+f7CbJ6dLlDyPEw2d/nyOhGZi+y1afpUMg2yRP02tYTF9WKWgqWxZ08V3p8f5g4G7yHsyk0NjvDX2I+7vuodRW8EJBGvzvVz8/lWsyxEao4KbN8foXG+SSenUXZvj1ee4IfcJZp0ruEGbAXMNJXuMM43X6baXsCK5k1syvZxptmn4Ab5wyao6gxGXY+2xuQbN5fXCt6h7c1njrZMEwqPf+BSusKl5sxhKgkD4zFiXWRTfypQ1gitsYkqGxfGtjLaOIQhYGNtMRIkz2jxJv7mcultgwjrLocqPWZHYxZbMA8S0NBmtl9u7vsiUdYGIHKXPXM4bhe+wOL553gSp7E0go6BIKj4uo82j3NH9+1xo7ufV2b/Fx2NRbCs71U+R1Dowfi7uRZMNMlovZTc8joPFkcpPuTH/KOvTd4OAo5XnKDnjqFKErdmPcKb+BkPRdVTcSSasM6hyBEe02Vd+kts6f5sb8p/ACxx6jRW0/PJcUyuxPLmTqPoelTeuZrkx/yhNr8zhyjOcrb9JRIlxffZjpPROfOGjSTqn669xuXWYQHiMN19hWXQnj08L7sx1cbjyNA3vPC2/jAQcrfyUrsgww/FNpOd8WyxfIacPUnRG5z87qXWQUPNU3Slq3gwFe5Q7u3+fI5XnaHlVliauo8tYxJR9hbONkyx0e+mKpOnSVOLaP74tCoIwczmMgwqrz1jJzR2PkdSvjdycdT0kKUSSxZwyfNpxyWbX89cT08zY0wCUAotvTI7wBwOL6fsFDMB/qnIDl6Jr0/YDDEUhr0XQ5F/XFvHvr1/XEf+ibugaFx9Jkj4HfA5gcHDwn2NMv/KSJJmYmoF4BuLAguFf9ZBQZI2uyDC9xjIMOcFgbA2qFCGpdqK2BXZ5FEmRUZIplHgCL3BwgjYROYoiawSuS9CoI+k6qQGTTZ/IcfGNOiIIaXTFS9Y8Khm4guq4S3JThuy9H0Hv6aV1+hTG4AISN+76QF6uawc0Z108O1xAxnIqa+7LcOqZCsFcjuXKD6VD4xmgZ7WBd+bN8H/HRtE7Osk//HHcwix6Xz+R4UVYF8+jZjIIz0OOxcl++H6UdObaz20F8w0thDREzw4wkjKB4xDvirD6/iwX36hTnw6zQSVP4uzPqnQsDaNtAESzSvNnz9I+expJ00hsv574th0s2pWke6VJ4IUuq5oho9SvMv6f/zeEbYOiUn37HXq/9IeUGn2Y8iySb1MsdtAYCehxWizeEWYfvqtJ9Ryf8hWHU8+UEb6ErEksvyPMvaxcdRA+FC9a3PZv+xh5ucr+rxfQTIkNH8sxuq/O4KY4F99sMHmsTapPZ+19WWK77ub0401kRUIgoWXSNGZDHaaizwmk31epHp0tj3Zw9VCTwohFbjhCql8nElM4/XwFzZQZ3Bqja5k5b2ykG8q8cVW76nHi6fK8lq93bZRFNyVoFUOzq2hW5Z2vTrPzd7tpTIdmTGZKwXMCCiMWsZxG/4ZwF1nVZaKZEBk++0KFS2/VUXSZdY/k8LUAtx0QBKEZlO8Kat0+sZbEqWcrTJ1sYzd8Nj6SY8mtSa7sbWAjiPSpxNZHODPb4HC1xaeW5kldEIgA7GZI9zRSCuocihzLaqG+tu4jSeFn/dwpo13xCNz3/iiEoF32cNqhI2+77PDO12aRJAm75rPopgSLdiXJDUWoToSUV7vmc/Vgk951oRZSKOAiqLgeiUDBKnsc+U5oKrbvayFl1UipOI2At74yw53/sQ/fC7j4Zh2r6ZO6IcoF1wYfBj+aYuLpGlf3NVl9b4azL1Zx24JUv87qD6fnM29jOY0lt6QY2BRDiUioEZkNH8tz5PEirbJP51CEzuUmB745i9sOUDWJ3g0xbvhCJzu/2MXV/Q2aJZdb/5feUAtsC64eaKLHZEpX7LlzFeqA3WbouFubdGiVfIJAMLQjwZnnq7QrPrO39JkAACAASURBVIoGrVrA0e8U2fCxPIe/UwRCZLg25aJoPvu/WWDxrgTtssfkiRaTJ9ts+niOVtlj/UNZzr9co1XxSC2IMbA1xsmfVjDOy6y6N0Or6NEouKx9MMuBbxUhCM3DuleYzJxpc+H1OusezDH6TgMlIoc0eUtw4bU6Oz7XiWbKrHs4i/yjCqWLoRY5ltF488szlK44DN8Q50v392AJwQnaVMccWmWfdJ/G4e+VcJoBM+faLL0txZmfVol3afiOYNGuZDjzxiUS15u0Ch5KS2ZwS5zu1VGaJY9YXg2NpZoBWUNFzcqkoyqflfPMPFOn94EslbLLpUMNxk60WLIpTrZTQ0IipSiUHQ9ZBiRYaRo4ox72GZultyRZnYwyordBltiYjPPViVnSmoIrBKO2w08KZX6jp4MvDESYsl0SbQlr0scvBfg6kFJoBh6LTQNDlvjd/k7Kns9XJwt4QlDzfT7ameNnpQpTjsemRJysKvOiWqdvs8aqdRm2RRXcKFxxHSpuyMARQNXz2VOusdCMEFUUuiI6GVWh6vkEwJ5yjYc6s3RHNP5kdIrLlsOTsxW6NJV78mnWxExGbYeKH5pi7RJxRp4oYXsBLT/g6is2G/UM266PI0mwIxknKkuMtV08SxBYAXpSphEEjFoOS6MGihSyLnwh6O3SqSs+p7VQvywCUCWJLkVDND1aB1x67q0wHpsmn8iwreMh0rEcs67HaNtioxKFBphJmR/VKlQ8H1OWMWUJV4aJuMeCG+KUxx2SmwzcHonXyzVeLtdpBgFn2xZnWm2+NNCNKwTjtks7EMzYFufrP2HcOsVG61H2faWKKqUouw4CWBvNsGhRN+OuSk9EYcR7lXK5zHHtG5haEp0onn0LppRn4DfTnHMcmrpHQoW0EMTVLBvSd3Ok8hyKpJPRevCFx1XrJOtTd3GpeZC3it9leeJGvti/krOtgLbnk9XqHC59haZfIaak8YWNLLXnmEoSMUWl7V1Cp0kgBKqkU3AnCYTH2cbrbM7cx/L4TqbtC/SYy0goOZp+hTWp23ADi72lH7A9+zAvz3yVABc7aCIQnKq/yqrkzcS0NFE1SZ4FKKjUvAKaZLI99zCna68wbV9gffou6l6JlBoaSymSRkLrQJMNTtZeCuc/OUrFneR0/TU2Z+77gOGQqSTYkn2AfaUnqbiT5LR+NmQ+hC5HQRK8OPMVJMAOWpT8cQ5VfkJOH6DgjDLePhWir3PsLUFAxZ1kUTzUR6e0Lias09TcAoPRNWT0Pn6+NNngRO2l+VijuJql5I6zt/QDvDlEe3niRqJKipZfpeScp9uM8rsD96BJLaaas9hBAwlprhn0cQOLijuNIndS9TwEGhvSn+Bc4xlmrEuktE7Wpe8kpqbD/GTgVP1lOvWFrEnuRpV1FKHS8OocrO5HlwzGbYdvTU/y2d4OenydXkP/wHf5RVX3ChyuPHvN38atUzT9MkmubWoHDB0FlbiapeVV8PFYHo2F19C7fM17S65Fw28C/zxOx4HwOdeq843Jy1Q9h7ii8fHuhayNp1Dlf5zZ7K9L/bo2tWPAwPte9wMT73+DEOIrwFcANm/e/HNLvX+pf85Kah3c0vlbjLaOc7D8Y0DQoS1gk7sT+9s/Rtg20XXrkO+8gZPNV6m6k+QjQ6wwrsN76R3aZ0+jptKkbruTruVD5BYaeG4YbzFz2rrmsyJz+je9u4fkHR8iccNNyNEYSiRyzfucls+VvU0Of6+A1xYke1W2fyZH50KX1O904DsgSYKJoy0iCYXBLTF61yj45/owFgwgSRLtkbO0z52m87OfR8uGDxcllcYYHCJot1ASSdRM9gMmUQJCF9OWQFZAEj6KVyMej7DjQRtZbaEns1w92AybXxE2vtGcSrvqk+oFEQQ0Dx+kffpkeEzbpvbqHiKDC1C6B5B8G+EENGZ9koNJ2vveCRtaKaQYC8+j/uarJG//FO6kx9Gf2NTHmiACJvZJrPmEweLbY5Svehz+XpHhnQkO/l0RRQtdXn1bcPSJIqvvyzJ5rD2fzzpxrBXq+TxBvFunfMVi7QNZ3viLGWQ5jKWZOtkGCdbeP4CaKaJZMYJAol0P6ZtCwODm+DyK6dkBni1CWqoCqT6Fvo3ZsGE41qZ3ncmWT4UThJFWr4k+erfaNY/J4y1G9zWRlfB8jh9ukR2K0L3a4Or+cNwdwyZTp1r4tuD0c1WcRoBqSmz8WH7etfnd8p2AC6/XGDvUQjNkAtflyOMFdnw2x6E5jRKA2/RRPShctIh3qKz8UBiJVbxk0b8xxrLbU0y5LiOyzXcKYZxHvFPjcsTl9pVx2lWP4gWbSEJC1WUULXTWrU05XHmnwdUDTSRFYsNHsyGF1XnvcZddGLlGP128aHP0iRJWzUfVJYZvSmIOapTP2FitgLPPV+laYWJmVXrWRBk/3gBfRlYlqhMO+cUG1SkHB0EgQKRkpFRoLhZ4At2UaVV8zEy46bToxgRuWxCJqfi+IBhS+ZNTk0hJGSEEcl3wyQ9lOfZ/TmP90GPp7hS9a6JE4so1KD1A3S3gmS5RJY0kmbSKHh1LI8R7ZXRd540/n8Z3Q8qsQCLRpSGrEqlendR94f3ptH0UTaIx4zK4LUZlzGH8cAvfC12xXUvwxp9P0bfOJNWjUxixQYTa69PPVub1wbIKgSehRSS6V5v0rDY5t6eKJEPnstC0To/KZAYNDny7wK4vdfPGX0xTn/SI5VSGb4yz5oEMY5fbvPqjAp4rSKsKF99ocN3nOvDsgNJlm1v/TQ+FCxa5hRH0qMLlvfV5rfC7ecSSHG4ACSGI5VQmjoUsgcU3JfC2xWhXfQ5/rxg2MqrEpdcaLNyeoHihhZmUaRdDxDi7QCcIBIkujZmzFvklBtd/sWvenOzqoSZOWuJNUeWy7yAJ2L49zjY1zoE/nWZoe4K192c4/nQZtx2Qyess3Z3kzE+rlC84LN0cR4lInHunxsm36xgxGafu09YVzj5e4rNfzPNctcqVtsPSuMHuRJJzXy7g1AV9K6OsHjIpD6U42mihSJBQZVp+SNaTCZFVTwg6NY16weXA1wuYGYWP3ZnjebfOSMticcLgunSC70+XuK8zw4/HZii4LoYsE5VlnitWuD2bpOr5bIlH+fOJWZKKwpqcSU3AoXaLXjRUSSKqyAR+gCdCpoAr3ssWyGkqj/bkmXE9Wn5At67SpeuM2Q6XLWf+Nz3tenxjqsCyqBmimQOdzDgeaUtl+K4kl/Y2aE2FDd7F4002bTb4L4VpNiWi9Oo6GU2lLHzMqIw6Z9LcH9EpuR53mkm6JyUmXgo18ju2JDnlWFTc0JCoL6Yz5GlcLDYxehUGY4vpjP0eumQSU9NhrJQks7Ma48CTReyKz/pb03Su0jiJRTPwMWQZ1/fxFMHJdT7BaoXXvCqfQudks01KVbDdAE9Aww+o+gF/OjpJKxAoksSmhMmHclupedMURlw830JWdDTZxAkE08dbDCw2yagqsu4jR10ivoJvCSy5Tl0UWJ4O6L0vz5cvTeIpYKgah6ctfquvg+6ITpexiO25R5mymwhR4bmZb3Jrx128Vvg7Wn4VTdZoeCXWpNqsi13PjF3np9N/iiDMKl2RvAlFUllsLqXbXAxITFvn6TGXMutcpuJOcV3uEd4qfJdp5wISMgk1z/n6Pgw1jutZ+IpLRI5R82a43DzMYHQNMSXDttxHqLrTROcarOPVF+bpxhAmVPRHVyFJMm2vTsuvMhTbQL8ZakWHo5uYtM4hSzKypLEt8xCKpLKr47NMtUeYdS6hSBolZxwnaP9CuVdW7+Omjt/ACdqokk5MDeensfapefToXeSw7E4wFF1P2ZkgruaoutPXHOu96COQJQVNjqJIKjP2JaJKaj4H9t1q+zXG26fpiiwhri1gKLqcPbN/EUY/yjEaXpEj1edYEtvO2cYbSJLMtHWSdaldJNQsvcZSau4UAR4BPqacCBFeZZDvTBe43A7P5YCh83DnA6xLtdBkY14jm9K65hvmGecSk/Y51qbuACHxZuk1Gn6DrdmP8HxZouEHlF2fA7UyH+/Ok1D/35u5AIH389mH8D4rs/eqU9e4ryPDnlIVXdZYGTO4OZsCZJKKzqz/3pqiSzdRpQ8e95+qCk6bb09eoeqF57Phu/zd5CV6h5bTHfn1iDj6x9ava1O7H1giSdJCYBx4BPj4r3ZI/1L/UPnC5WRtT5jBJgSF0lmOyQ5rVi/HPngUvzfL29PfoKGEqGjNnaVWHmVdZIig0cBpNCh871t0PfZ5tHwHmhlS4GbPWfOL+OxCnUT3+3QTug76L97JahY8Dn5zFt8HMwFOscqRr1dZt7OEkdYxOjrx6nWGtw6y6KYwA9S+dJHi88/gVcqomSzxLTswhoavMYFSdB2l54PU5nerPu1y/pUqC3ckOPr9EoomYcR9Vt4ex9n7DO6VC+HYH/kcqe4Ijen3om3cpoc5Z64iHBvr4vkPHL998SLtcoaj376Kb3kMXpclM5QARSG27Xr07feAquOPHCSohnEVvhyjPjb7vnxhwaU3yvRuTHLi6Tp2PUCSJJxmMJ/BKavgtASKLhHNqjhNH0ULUaOelQa5JSZX3mrQbvj4jiC/KEJl1AnjahIKtUkHIVT6NiY59mQZzZDQTEG8S6Z7hUFtykHWJSpXbc7tqWFVfLpWGmSHIrz554VQe5hVMNMhMrTtMx0faIIA7EIVt1wGVacwItO5LELHUnO+sSletFi6O0V9yuPiW3UW7ojTtczklT+eClHJOYOjU8+UufEP3kP6rbpH8ZLNlXcaNGZd9LiCqspIHkjTATlDZrYdgATXdSTRqgFCkzn/cp3yFRtk6FsfI7cwQI1InNRtXi3WaddDKqmsQCcKe/9mhiW3pll2R4rapIOsSCy8IcHJn5SpT3qsvi+DrISmVWd/VmX9w1lG9tRolTwyQxHW3KnhXjpF/eJ51FXXceQJl+qYGzagMZkjjxdZ+0iWwlELSYJIUsV3Ye9XZ4llVRZsj5PoUtjxW50ULlhs/nSe069WGb3Spq/bZMFtCa64NlpUZmakzdLbUxx9skRmSCe30ODw40UCF3w34IYvdvE6LWoNj5gebtCYaYWzusPS25JEejU6Vpgku67dBXcDm4n2GfaVn6TplRmKbWB96m7qUxq2HBBkZQZiKumBSBidIwTJbpXhGxL4LniWP9/Y66aCPqiQHtApXrS5/GYDBJhphTX3ZTjz0wpW1efKviY3/etu6tMusyMWbiugY3GIXmtmaJSkxUIzssW7wg2faDakHY/ua+C7gv6NMokehVv/sJvZszaNmfBebhY9Tv64glUNWPNgmrG3mpSLLlJWZvVH0hhJlbEjTd788iyqKbH543mKl8IsWs8WrPpQBs8JyA5FsJshKq3H5VAPLIV5wlpU4uDfFeep840ZD0kJqf+tkkdlzCE7ZFCf8IgkFTqWGKhGmJU9daINksTMGYuZs23WfDjDW1+ZpWulwUnV4thUk1hO5f9h7z2j7DjPO89f5bqhbr6dGznnQIAESZAECWYFSqREWYlUoKT12B4d765nZ8+c+bC7Z8+cs/th9tiz4zASvZKsYFIkJTGIFElQzAhEIHJooBtAx5tj3YrvfqgWICjYctiRvePnU3edvtV1q96qev/v8w+yLPFGvcVIXGXNfVmEgNLZHtsfLaAnFFp1D8cJ2XB3lqrnE5gSTifE0lW27EiTWaCjKhJzx2zK5xy6/9sstz2QQelLkJc1dFti/UeyHH+mSuWSw95EZOr1QH+WtKrgC3CFQJUkTFlixNAx5CiGKGGpFD6SxJRl+hSVO+IWu1IWdQJerTbwQkEnCHFFBIprfkBclrEUmVWJGAoSgQSf7s/xzZkKJS/gTyfnEIAmSXygkGarFWdvs0M7EMjATWmLxLwpXNn1+FG5zhm7hwLEFJnPDRbR5o2dft4d4u5cmlnPY2+5zcpEjJym8u1ShZ4ZsvuBFIk3bSaP2SSyKtOhx+p4jOXxGH82MceuvMXdhTQvlRuossSquMm2VILXa01uuxjjyI9q5CSVZE7FP+3xldV91OUQu+rDXMipZ+vIkmDxjRZx3SDOtU6vQSPk/NN11JZAVxWOvtVg+5oixxWbSd8jFLAkZmBIMm/V2li6zMcHCnTDSGPcCUL6NI0Z1yMhy3SCgE44D/6F4ECrxZ25AYIwIJGPRO6hcFGJ4QDxvIpqKozYKt2yzBJrG7Xejwh9CMMQDYO8OciLdo0w4yJwkJQMdhhypN1lwIieJe+3JV6o+HysL4Emx7ADm27QIESgSXE8IXGwvpdWuBI7HOADQ/8LXf8ySTXHTO8cbtglpRV4u/Jt8vooN+QepuHPcLL1Ohe7R0iqBXYVP08v7NDxq7hBl5I3ziJ9M5ZW5ETjNa7PP0SfuYhhcxW9oMOse57XS3+JKumsTt3KkLmSkdg6EkqWjl/nkn2USfskWW2I5YkdnO8eYH/1KeywzYL4BtZYu1hl7WQkvo6WN8ey5A1M9k5yoP4D2n6VldZNrDJu4XTrDfL6aNR9/TVlygmcoMPl3jFkSWPAWEZCyV6hwhpyfD6/dRENb5aL9lHuG/gq+2pPXXEdXhDbSFqLtKJ+6HK5V8IJYwQkKdsnSCpZSs44AAVjAZZaRJdMtuW/zHutgMMth9kgz9bcv2Ks+RQBHrKk0gtaEQMRSCo5VqYfpBVk8ZHZnPkgAOc6e0lpfaxL3U7DKdEU0hVAC3Cp53K0E5mJ/XxZWp5bi48y1j5A2y+zOLGVlFpkrPMeI7El9MU2cbyT45IT7ctUZC73XOwwxOJvB7VJtcCq1M0cqj97ZVtWGyKhZun6AZOuy4mOzahhsNDUWZcwWR43CYXAUhUMWSYUgk8PLuCb0w5lt0u/HuPBvhx57ddfz3/scoSg4jvXbOuEHnYY/ppP/NOtf5KgVgjhS5L0e8CLRB4LXxdCHP8tH9Z/tQp7Pfx6jbDdRkmno26g+tu7VF7gUPEucb59AFNJsjixlYw2gB008YWLIcdp+9Urq31CCITnUQknEP0bAQgKCRqdyyip+RyUIGS6+j4bFm6Ht6NNYv57a4Uo8ie7yOCm/66fxpQbZcL2q9doB/+mcjoBgR+Z6Uh+F7/VotGTELE0c1/7jxQffYzKE99B0jX6v/SvkLI56i89j3XjLcjxOH6ljFYsoi9cjPwb6hoCL2Ts9SYzR3tkF4Rse7RAGAiyQzLBgWdx5wEtgHPmOMvvuI1eK6By3sGwFNZ9KIMWlwjaLbx6DTWXp3fuDJKiXrn+anGIQ49fxGmDCCTOPD+LmTUYuflepk947PtGHc/usOjG7ay82+L0q10WbE5e674kS8iGQWBHDqUDa2KYaYX0kEZjykOEAkmSyS/V8bphBMzTkSvv0PoY9WmPS/s6FJebTB+3effrJdben6V+KXoxiECgx9X5TrTHug9lmDlpk1tkkBnSeeOPZ9n2SAG/J9j/jfIVs6nGlMvw5jij2+MUl8ZwOpGhVH6xgaz9cnfWmasy/e0naB45gz7Yx8iDX2TigM/ev5hDyBKDa2NseDDHpf1tjKTMmnsyGCkFpxNpQ/W4HP1vCXxXoOpXO+6lMz1KZ3vE8yr1Sy6dshdN9BWBFVf4RCxPKRWQURUyQsK91KJ6WaJ20SHRp7FwWwI9qWDO63pvyCU51+4xJkfOy/1CZblu4t+tksirxDMyw5tizJ7qceYnDTw7xK4FTOxrU1hm0J7zSRY0PCdk26NFAjdENwPaP32J9r4oxiu+bCelUw3C8NpoHFmW5uneoGgSbjvA7wl8J9Ib3/rVAaaPdyksM7mc9CjtVlgj5emoIZO+x2YRp32LzOVTXVpdn93/ZggkOPDNElpMptX0QMDEvjbBPfIVTXzgR9nAIxt1ersFe0pNEjWHe1M5hhQV0RPoCYWGP8eLs398pYNxorkHBZWNtzzEnukOP54pMZiP86lHcmzogPCi2CSnHXDqpQaBK1hwXYL+tTGMeXArSZFh1/VfKOLZIb4T4vUEtUsuibyKXfc5/ESVzQ/n6TUDfCdk1T0Z3n+mSmfOR9YlVt2TJgwEdi9g+6PRM+nNP5nFrvvoSYV9j5fY+uk81XGHYF4DLqtETtACeq0Apxuy4OYk1w0ZoEtIGld0vImcSjyvXFk88bpRBvPhJyvc+JU+rvtsgblTParjkVY3u0Dn0nsdFF3CtBTql1wSRZW+lQbVCw4iIIoGk6C4wsTt+vhOyMaP5jBSMpcOduhfFaNd8qlPuCSKCqvvzXDiuUhHGBvVOGJfy4wRIVz0XAasGJIMq+9Nc/lgl+PfqVD2o/iubJ9G8aMWGVfh0JMVSid7BKEgt0Bn00N5ZC0yBWtO+px8ssYd/26I6WM9Jo92yPTrbP5UH6iCi3abnKogGoKkIvFHxX6+0ajQCEIGdY0HCjksVWHGcbgsXDopeHa8ylDW4GbT4q/HyiTyKkOmxrZcknYQEAiBpShoUkjLD1kc05l2XJ4t1ym5Pnfl03xhuJ//dHmWeUs6AF6sNPifFg5hKSqWKrPINBgwogXVqZ7DOdvh9XqLlKKwMR7DJeSFcp0PFrPcnkvxcjUCAivjJglV4f++PIciwXvtLgVN5aZckudqNb47XeErN/dRmXAYuTVJTQ2JqTJnu9F1eLPW5oZ4gkf6C1gxlUFFZdb22K2nmN3fJKWqDK+OEUur7Hu8jJ6QGdweY/HOFCfn2qTWGQxtTkD/1WdC0/exQ4EuSdANCbuCpKrQDUJsO+TskzX+4Ev9nHR7xBSZxabBN6dKZHSVW3MWL1XqZDWVW7MpvjVTIUCQVhVWJ2KUXO9KNzs6nzLtICTEQx1uUliQoH1ZQZUVkhmZNbek0V2Jt/5khsZljzWfWMTG9Q9wSTlIITHCSHIlFzqH6AZrkWUZhcQVOqwzrwV3wpCTnchfY09N4bbcJ4lJJVRJR5fjqLJJyfUoGBrNQPDjSp0H+/JkpR4HWz+iaCzCC12ONl9mjbWLgrGQpj8HQmKVtZOcNsTBxrPsKX2NDem72V99ml19jzFgrmVR4mYu2WdJqFk0OYYXOtS8adp+lfeqPySnD7MutZsD9R9woPYMg+ZKtmY/SBD4HG68AEDVvUy/sZS3Kt9BECAImbRPkNOHWZG8kUAEzAVjVNxLHGu8fMVB+v3Gi9yY/x1y+ij9xhJq7iR5ffRXRsNUvSn2zH0NCVhuPcC7jToZLcOmzIc51vgxQgpZktjGmtStnG6+xe19j5HVhri9+Bh20ESVdRJKBkNJEArBOdvhWzNtyp7DsJHjE/0P817tT+gFLVQ5Ou+7il/AUPp4p9llb2M8inHyW5zrhtybu4Ox9o8ByGujFI1F3Jz/DC4jfG+uQcsvo0qwO5fmuuzHWJu+nbZXBQkWZjbyXPWXwdZF2yHMiF9yDU5r/WzJ3h+5H887YG/R76NgO3xzpsSZbgTm1iditPwAS1Wie+M3KE3WWJe6nZRa5ELnIFl9kNXWLVhqH+802jxXrrPE1MmoKn8xNYchy+xIJ1mXiGPMM/xkSWJ13OKro8vphA4qDhnVIK33/UbH8I9RpizTp8WZ867GsKUUg/g/M+ox/BMFtQBCiOeB5//WP/xnXm5pjt65MzgT48RXr0FfsJDu0aM09/wk0lpqGrmPfIzY6t9ejtWce543yt/iZ4K+8e4hdhY+y/7q07T8Mjl9lE3pu7liFiXLyKZJVgwjjc+7lwYSih6fn1yGaCYYmoXk/BxNQ5JQYldXp2Q5ohha/Ve7s39T+c0GQauFJMuYVhbVlFBkQdiLJgi5xUlE6QLCc3EmzqPm87gXx2nueZnM3fejL1iIM36ezsH9V46n7wtfIey0cSfGMRYtQRsYQIlfpWOIIEAEAbKu4zuC1kzUJZvY1+HC220UXWLTh02MC5MoQly5hrFly5g42GXxzUlW3pWOzHlCgR4TdI+eIGjU0YeGkQ0TrzSLks2T3LQVW+7D8Vt4hJH2MBkyd7pLZnmedx+fQ8w7MZ/+SRszq6MnZIy0Rm79MPVzFSRJRo7HWbBFxTADkv0GZ15tYiQVNv9OnpPP1yMK9LzmUTVlzLSCnog0puVzUVcrM6rz/tM1Vt6dxu0GzJ22sQY1WtMeYSBYeqvF4b+u0prxMNNKRJONyVQnekiyRGWsh6rL10Q4iRCmj9ps+2yBN/54lk4lirHILzO4IddH6ZQNisTguhhWn0ZvfJzWsTMIAX476mZe3NeKRmkoqJx3KJ2xuXigQ+Vc9OJKFFS2PVIAOfp/iXzkNNq/ysSwopdM6AsuH4zyaNd8IMrhtWs+gQdDG+MkcgruRECuHGD1CWrnGyzekWBin83QBpOhjUlOv9Sg1wxYdEOS5btTKOd9Hl1SoGFFRlJi0ufo98rE8yrpIY3pYzYLtyc592oT3xHE8yqGJRO4IUt2Ziiddbh8qIMWk8mORIZhXqlG++CBaKiqKkJIxLMS7XLEW3XaAelRHS0mY2QU4gmF5btSnHqpEblAmxJaTKMx6bL2A1lkOUR3A8w6TB3qsHydxaW3e+wdm0NWYOHNFqn1Bj+lw1Y3TskLyCsqelzBbQdMHely3UP9HEx38Oyo6z+S0LCF4JnLFeymQzJn8l8m5vhcMs/kkw0KS02K1xtcJXZGNdE9zGrrTt5xHVRdpWp7/B+zU+RjCl8cLhIiuPjTFs2JSO999LKLpEiMbr2WKhXLqJTH2rz+x7Ms22lhWgrVcYd4VsWuBZx/o8m6D2UJvIiVsOUT+cgNXJOod3yUjIzuKFx4u4Uei8aH1a9FFOFAcPqlJqYls+SWFCeerc9LCSD0YcUdKbqtgEKfweVDXS4f7BDPKGx5uEBhqYFqSvSvjnFxf+dKdFGvFaAaMq0Zj8mZDqvvzuA5Ic1Jl9MvR3T5jQ9mUfRIJlA647DpY1kW3pDg8uEuhiWz7sMFjKREuyRYtitNdqFGsNrHwQAAIABJREFU/ZLH/sfLyJrE4h0WK+5I4fUi13O75qOoEs6Mz+gWgzkjRJalCJTIEbXPqwUYBZWq49P2Q0xDJh0q1EOfyrTLekmlNeHRnPIwLIVuw8dphYy/02b0ujiZBTr1CZdb/s0gJ95ocfiVyKlWOtNl5kyPW75QZEjVuLEUY+wHdU5cdulbYfL7nyri5iGpqaQ1lemey7jjcrjVpV9X+b3NQzx1uYJQJQb7DDqEbM8k+cvpEstNkweKOX5UriOABQmdB4s5npirUvZ8WmHI90s1NiXjuGGkdZUjo3V8AUEo2GDF+HGlwf5mhyUxg13ZFHtqTQxZZr1hcrtrMf1KB0WC0R1xpuIu9+czbE8lOdmx2ZiM843pMp0wJK8qtP2AMd/hnlyGWEbB92VqqZB1X8wzbrhoocy5To9t6QSSJmEic7zc5VTDZnsmyfTLLrUZj613ZGjLMuXApX9VjLf/dI4gEBhZhWMH28x1fRIfjLO/1+WyU+L3gn5yaFzqOTw1V2PW9UirCo8YuSvmiT+bXTS6ARdqPcK4IKso9MKAzw4VOV7rMhw3eKfR5kLXQZckvjzcx5Tjsioeo6ApvFFvXXP/JWSVfl1jotnihPQCmx/+GEpziEo3hKzMUcVGet7B7oZIClSPweplG8ibG1DweL3yOCut9WxPmxxozqBIOrKUQZVkNlnRXEGTJIYMjfGew4wb8PiMzOcHFzAcX0/JmaQz76C/2rqNd5oKhpJgf7PJBvMys84FNDlBx6+TVHOMxtcx3TvDieZr9MI2SxJb2ZC+i7HOe7iiiyHHub3vMYQ0yriX5qnxy2xMDvPRvq0oksJM7yyvzX2N9ek7qftTbErcx5HGj6nPazvbfoWXZ/+MDwz+91efUUqasnsRXTZYEt9G0VyI7beYcc4x1xsjqRUYNFZy2T5O0y8hIRFT0iSULA1vjiWJ6zhQewZF0rij78tYWj6aDwmftlem6ZcIRcBobC2yPMhTZZ8pZ5aE6rAqPsr9+S9hKZEZqYTCoLECU40Mp0ySV/b3s6p7PsfaPZbH08h2kxnX48m5Mjdb1zHR3QOAG3Y5136Xhcn7GbMDMtogIQEyMo1AxlBShCIgqebYlnuArD6IrvTxjekyLX9eliSixaVl8X6GjIUUjYVXjmF1osvhVvea41qXjP2NMTjyL8RbDhk6nxvs4+z8Ql4vCDnQavPRvjyZv4NZlKUVWJXayWhsHZocI6YmqXk+b9ZbKMA6K86fTc4RiCgr+4elOpoksTV11dRLlmUGzPQv7dsOWjhBB0VSSajZa3KP/zGroMX59OBCvjk9QcnrkldjfHJwEUX9n5/78j9ZUPvfQvm1KtUnv0vnUDQxbb76EoNf/SMae36CNN9ZE55H/cXn0IeGUX/BkOjvW17o4IQdVMnAVCJdQ9e/djXu6t/2ONV6k593qLGDJuOdQ1dWFSvuBJO9U6xP7+ZE8zX8wCFtjbJRvRfv+WeRDBPTM1ma28l7F14DScK3ZbYseIDwpXMoVorEtutRM1lEGBK0WyjJ3zwKCMCrlKk8+R286WmQJBI37eLGx7Zz6K+r+L5Kpl9lzT0xej96HYRAyxfpHHoPgKDVxG81MIZHqD3z5DX7bbzyEsnrb6T1+h54fQ+pO+4ideNOJEXBnZmi9e7b+NUKiQ2bMBYtZmRzjOq4Qzj/YA5cQXqRhV9djBhvIhkq1p0fxI2PsmCjTSLRQpLB9TT0jEVQLSMBlSe/i5LvI3PHXcimGZ2P4gJmzkp0q1E+nCdgYH2CNQ8WmT3pYCQVnI505VJNHbHZ8eU+4lmV6z5TYOqgSnPWZ2AZWKkWQphk5TG27jZo99Ic+m6F679QJJZW0eYn8HY9ID2kIakS+x4vMXuiRxgI4hmVTR/Pcfy5GqPXJfG6ISvvTOO0I01jdcKhOeUhydBrBEwe7GJaCkMbYiiaTbygoZrXvoAkGVRdwu1GuttYJorf8Tohp3/SQJKgMuYw8U6bGx4r4s7NgSQhyQKjmKN8rIQRAzMTTXZkVWLmeA+rqF4BtSIQTB3psP3RImdeblC/5JJfYrD63gzyfN5rr+mj6BKNSZezexpsfDCHokaa59KpDi/++3G2fqaP0U0KTqlGfKSCe+ANcgM3kFjQzztfrxC6AILpYzayLtOpuEwetFm+22J0S5K5ssvGh3KkBjXKZ3vkFhloMTkCg7KECAWtOZ8192e48FabC2+1kOQogqhyweH6zxfRhLhKKZck/FaLdR/KcfSHTdqlqJu46q40sWGVBZ/PUEhqdI46+N3I9ViazyFND0cUvrHXGiSLOie/UyG/zGTynQ4Tb7ZIFnV84N2Xq9yytJ9UVqEhArSUTGALzLQy79it0BeqfKZY4PVyEyUucddAmmfLdQI/RDPVyFG37jGuO1gpmUDv0i7DtuJD7G1+7wrbw1KLyLKBFPdIGBphIFB6cO+SAm97DheqNsWtKjtvzjL1/QZOO+TS/jYDa2JXxi5Au+Jx/Id1CKNO8pZPFjj9UhRFteTWBINrEhz8ToVeM2Dh9UmGN8cJHIEnCYK4ynTP5/yPayxZG0dGxq77UQyVpaDGZBQ10ulefLfFLV8d4MzLDQJPsPr+NLImcez7VWZP9SgsMVh3f4b3n65y/Nka2x4psOnhPPUJh3hOodcM0OMy3VoQGWEZMouutyiddZg6FC3YKKpEPKtQHnMwM5Gj8ckf1zn+ozqj2xLc/aFhVENi+kSH5/7nSQxLIZZW6F9j0rcqFlE6fcGFN1vMnrRZc1+Gk8/X2fw7eeZO27idkFtHUjTaIWMth6ATsi2bZFDWCBbBDy7VmMAlXpS585MptB+0UKoQCEgYCt2Wi98JMVMKqQENQqKs4PMOK+5IIckgZDiz7yrwEQJmSg7dVsBuK8mRpytUJyKNafl0jxNP11l+h0XDDxDLBIftLt+YKV95G+1rdPj0UIFx2+H+/gxnupGmNKmolP2AA80Od+ZSFDSVQUPnxXKdS45LXJZxQoEjBBd7DmsTMUKg7ge4YciIqZPQFB6fKtEOQgSCWsvHnXdsXmjqLKlpvPP1OcIAVAmSWRWrGOOH5ToJReb6VJJZN6IyykS5qqokzWtzBbO+h6Uq5BIabhCSExqqBM0gxFIUlscNmn6InIaMIrMxMHnnXBM/gPffaLJhe4p6zYsWyUJQNTnyExBQu+SQsONccBwsRaEbhkzaDkfaXVp+tPDZ8ANeVJrc+qEMp5+to/UkrKTCyg9nOaT2GEDnyVKNiudxU9ri9pRFW4RUHY+4pnDOdhjvuSw2dW7PpLjouGxLJZGQONTuUtRVPlzIMqQp3DPwe/MxRXH+c7uGlJQwQ5mdxEnflkS+J4XqCLS64M1vzlFvBwz2weYHH6SaOMRM9/s8MngX+1oumuRxV26AwZ/LDb4+neSc3WPW9dAkj3frHvcVPkDDncAOXVRlKftbJhccB0MKiclBFHkTJphxmqy3NhBKKl7osLf6fRRJJSTgTPsd0toAq6ydSEBOH6HuzvFqU2KiZxBXioz1ZDqBTirscar1OkhQcsZZENtAWuvnUP3ZeUCnIhC4wsYTV6mevaCNpebZmf8MJ1uvc6b8Fkktz/bsR6n2pni7+j0eGPq31PxJfsYlkICmX8KQ44x19uEJB0842EHrCgidsU/zTvV7+KFHyy+zOLGF0fh1XO5FLsGhCLjQc3hyTuXRwTymcq0e9leVHwpKns8F28MWKtenh2l4Nm83KiRyo1eifiACZBJgSDKg4QsICVAkhbRW4PrcQyTVHBktknM5827bP18CaPoBQ9daprDINLg1a/FuvY0AtqYSLI//3QCYKksMmTpFPcqa7gYhW1IJcn8HQAvQ9qucbL7OdO80MSXF+vSdCIp0ghYZzeS87RD8guvPe80OaxPxvzFGqO7OsLf6JDVvCl2OsTF9DwviG9Hk6H1ddj06QYAqyRQ1Ff3vGUkEEbNpRSLNHyxYRi8MMWSZohb7rTXS/iH1L6D2t1h+s3kF0F7ZVq2A64B2VXcWNJsI3//Fj/+dK3Rdes0Sc8ElzoiDaLLJutTtvFn5K7pBHQmZ0fg6Vlm3oEsxkmr2GkqWISdYLK1jVCzDaGqsEWvomg5vh89xqvU6H8r9IQPmCL7dQO0IEqYFDz1MUK/jOibmgdXcvmwJTSpk9RHcEwlSu1Yj+zaVJ79L0GwgyQrmilVk7/8wavqXV668XpQdqicVlHkQIsKQ9v53I0ALIASdN18l/+mF3PaHCwmdPN7Zw3R/8A1E4BNbsw4kCOYpvqnbdhM6DmrSQtJ0hOciKQpKKo1XnkPWrz5R22+/QXzteghDSt98HL9WJajVaL/7FtkPfoS+lWtZfnuOI082UGMyK3enmTnpoiZvZvmXb0ExVOYmNKSpMuLA00y9fxjJNMjddz9BsQiJJO7sDInbH6CXWMG5Ez6ZQYVMsUe31iGRz1JcZVE622PlXSkG1sZ5/6k6/atjUecxp9KpROZTVr+KooOiSiSHkixJBIR2B0mSQTIZ/4//GbfSQQiBuXCU9Xc/xPg7bQbWxDGSMs1pl9MvNSPq40I9cmom6qB3qj6zp2zSQzqKLpFfFIGJzEKDC280yS4wUDTmjX0iwDq0KX7F+TiWUZEVifxSncpYRDtVNIl1H85Sv+ygKAGSCpIWuez2mgFWX/S48uyQqfe7LNywDumHLyNrEiY19FGJiwddcNrIsRiyolFcYTB55OqKrgASBQ09LlNYYjK8KYFd93nvOyU2P1SguCLGxP4OS3YmGdkUR1YlQl8QzOvEjj5TQ9Y0zr7aImU6dH74dUCgxRUG7tlIrScQXnTTGEkliv05azOyJcHkQZuLe7tUzjqsuifDmZcbLL8jzemXIwptdqHB5k/kuXywS7fqsXx3imSfxvtP1XDaIVafhqxEwLZb9ckNp4itWoN94hjC81B7ZWYOu6y+r4iiybjdAM8JOf98A3OFTqALBjcYzB5X6JYi8FhcEemYOxWPzKjJ2T0tnEqItU1j6kgXEYR4vQDdUuiTVMQFn9UVjfSQxtDv9HHquTrtaR8zLbP6vjRjLzVIFjSum1NRVAm/6pFaqhKTVRDRgosWk0nFFYYfbHGg9DytZoPlrGVH/mHeqXwXXU6wLfcRdNliSHeYdqPFkRuWpHmj3WKu7WEiMSDBBC5L77U4+0QDLR4Zjf18CV/g9sL5cSM4/NdVFt+YZOH1SRRd4if/+yReN3KgLp3uEfp5lu6y6EgBf3xxhk8qWWaqLquzaZQgigXrNQOcdsSUWHRjkne/VsLrhsye6bH5E3myC3R8W/DKf5hCUiQIoHzW4TQNFlyXZOakjR2E+H0S8YzB2tUm+/6iFJmlJWTySw36VpkYiYjJ4Lsiym8OokzhwnKJeF6jMmaz8/cjHXin4nNuT4PUoM6h79SuPAchMm4b2ZKI6PZ2iBaXaUy61C47rL4vw7k9TfJLDVbdlSaR1Pion6HU8yAJzX09JpQWZ3YIDpQ6qKZEy5D5q5kKn7srT+WvqsgDCh0jZGRNnEtvtAlV8Ik6fwt2JJnY28J538awZJLrTVT96kRJkiKgiy5xXnZZ8JkM6bdsLr3WwrQUpg53KK4wObOnwcb/oY89tSYKURcHCcYdFy8U5CWFH8/Wubc/gyfEFfpgxfP5aa3FsKExaGjoSkSH7QQhRU1lzvPxheD+QgZZkhizewzqGjdnLGYdj2YQUPF8evN0XUWyeaiYo+z5WIdclFBCQjA6GqO3SuF7Y3PoaYWS53Og2ebLQ31ssOLYjTbdMCStKhRklXYQ4BPpVaccj9dqTQqayhYrwUN9WSxF4RN9eQIR0SlTnszxP61gySqNwKdd9qnNuNz8SB+hK6KMc0NGliUSikJ8SKOi+CQVhc3JOG4oeKJUpRcKbstZHG/ZXHAcjvV63L4qzQ2jfYQ9gWfClOFxvZLka5Ml7DAkqSi822xjhyG3pS3uLWZ5qdrAEQESErdkkgigT1dRJYm7ciluy6VIyDLpeYDQ8XJ4IhrHW60Eg6ZBy/NIqBrfnitTm/Yp5jTuy6SRkjK0A7o1n/FXBMMfHWR/9ylmnVOsim1ClmL0/A5NfyP5eclIUdf43GCRitej5c/S9s7z0twesmqaLdnP8O3ZgFPdLoKQhabJjrTBO5UTOEKwPLaOgrkJxz5K2b0ESISEEbAVIbO9MbZnP4oq6zw383+xMHEzurQc9edyUbtheGWmpEgas84YG9J3oUk6eX2Uhj+HKSfphW00ySAmW2xK30tIcCXS51TrTSZ7JwlFQMOb5UDtB2xI34UvHC51jzEcW0vJuUTVmwVJmde4DjDePRTN70TEjik7F9ElkyONFwmEjyRJ6HKc0623WG7dGb3DJQVNMmh6c+iSRtm1cQLIGaORL8qvqTnP4/+ZLjPluIQIznZdPtmfY3VckNc0CvpCqt5lAJYmtpFTNW7NWTxXLtP05hAEbE+lmLP3oskh+2vPsKv4efqVpcQUhRFT42z3KuBXgMyvMGyyVIXd2TTXWQkEUeSWJv/9QJ0my/Tpv5nb8S9WEHqcaOzhfDdqkHSCOq/M/hk7C4+yIaFxqFVhaSwORN4AyvwYSSgKv8Lv8kp5YRS9VPOiDr8b2hyo/YCcPkJWH+Si7fC1qRIXeg4JReahvhw3WEkS2j+sk1vU/+vpeP+/qn8Btb/N+hUi7NBxkJNW5GQ7X/roKHL8HzbY/GqF+isvUj69F8lKsH73XfgL8xyqv8BM7yyGnECRVE41XyevjTJpn2JD5k76zaWssnbS8etc17uJWB2aL36XxuWpyHW4v49dn3qYo9p+nAOH6L76Kn6rSdhu0bJS9P/uv2b2z/8T1sO/y8QLYWRgk0oxp8kIyWN4ZRHv8FuE7TbSPH+/d+YU7uatvwRq65cdzvykQbvsU1gWZUMm8hrCc3Gnpn7pO7sXxsjcuRzQcc1lJEa+iGzoIMm03n6D/q/8PpJu0Nr7NsbgEMaW6zAWLSGoV0GSESIktmQZ7tTlq+fRjrIpe5cu41bqiGYdEURgr71/L5JpsnRrmszoAN1qQOmMTXXCZd2Hshh9CbpVn8ZEhdTsK/SOv0/o+9DyqT79JH2fewxJUTCWr+Hymy5nnyoBMCFLDG7rZ/SmBM1Zl8H1cZbcapEdNXjpf72MCCL9YGpIpzntopkSalxh2W0pDnyjzKaH8sRjHcKejWzGkeMxaj/4PpJ7Nee3N3GJ+NZpzNRSxt9uUT7XY/FOi9xiHRGEtOe8K1EcoS+QFQm7EbB0p0VqWMOIK8TzKpIkMbA2TmPaZcdX+rm4t4UQsHB7knhWRTOleV2fh133WHV3Gnuujd3RsPp1WrMu+YUaknARrRaxkTyGpTO6Oc74u+0rxxu4Aq1YYOQzH6H5xh78uWnSls3CG/Nc+MklUCSKqxIsvjGJFpPR4jKVM1FHNDUYmQiNvdFCj0usvUNheKSN3LRxa0XSIzrVCw4nnmvQnvMwUirbH8njdXy2f6GPMy+3aE65XD4XZ+m9d1N5aQ/tcg/1zBGyO1cQzymEQeTq3G37JPtM0sM68ZyKJEPtkosQAqcVdReX3pri3J4ml9/rgAzbHy0webjD7Cmb6oSDMq8nFuLqEpOsgGzGyNx9H8bIKPa5s+hKhw2fWM30cY/SWZvsAoPWrMfFdzvIJ6qsfFDlcPpZVn/8JvL+CgwlhqxJTJ/qkB0yuXiog9cTeL2A+kWHzIhO45IDQkL40K1EE6R3/rwEQrDrfxzkhs8W8RzB5OEOh5+oEriCZJ/KyOYkheUGiiaxK2dw+rQNZuTCW1RU+lXBs0f/glgBelLA2fY+VqZv4IGhf4epJDHtPG415JNalhOmw7vdNsssk3faHQYtnXuFxaXX2rQrHdxNFivvSpFbbF6jiwaIF1Q2PpTFbYU4nZCL+9uMv9Nixe7UvEFUlMkrwghgXXi7RX6pwftqD82T8HXoG9WpjTtMHe6y5VN5ahMOQsDgulik1+2GKGoUOqGqElpcplf3UPTINfpnrLfKBYeV96SxrjN5ulHjvQttYpLMvUMZNj6Sx6tGxmWBL2hOe5x5ucniG5PE0jL1Sx6eHWIkZUa3Jtj/+Bw7f38Qq6ihmjKhL6iOOxRXxAg8gSSDYkrklugUlpn4bsiWT87LC5oBhWUmhaUxzr/RIj0cUdRjmWh8jr/QonS6h9eLntdLP5nhRLWBokt4tkA1QErLBHk50h2v1HiyW+ehfJatny1w5JUathuwYHsSe5nM4nwae9IjPqqhpSVW7U6z74kKhNG5WbAyzrTh82KtSXPW4/7rM/RXYlTPOCQHdOzGvJmeJwjDKNZKkSCcd4dWJDg+12HO93ih0uCRwQJZVaE235EUQrDZSvDNmTKf6M+zNGYwZjs4oWBjIsb6ZAJdlkkqMjtSSVpByDOlGp8aKFCdB7QQmVb5oaBP1zjS7rJIEliKjC7L5NebPF9vISsSwfxiwmXHo+IHDGgqD/fnOdLqMGIabLbidPyAPxjpZ87zONHucn8hQ0pRrnzWDUO+N1vHkCOa4nVBDBEI4rJMLK5j5hUCAw4mbdYkTLZ+tY/y+zaV93v0JxVWfiDLC3KTLVqcZQmT/zJZwlRkmn7A6W6PLw0XOTzdxQsFlzyXidDh3sEMOlBu2ihBRD9PKEp0jpGYdFx8SbDJipHVFGZdj+UxE1OW+Q8TU8QUmbSi8FB/7krXzA8Fp7s2z5XreEJwdy7NkKkz7bqsMWP82elZ6u0o1q7phTxRqfKp23McfLrCqgf7qSUDpuU0Nxb/iLHmM1yyj1P1FSx9PX81U+JTg0XyWgQu05pK3RvjZON7AFgKNP0qr1e+zYN9X2S8Z9ILBctiJgSH6PhdYkqSpLaKV6suq5Ob6FOn0GSTQEQ5v7qs0W8uoePX2Ff/PqYcYyS2kTeaV02KTFkip6lossbK5M2UnAlkSeZo4ycsi1/PLcVHeb30l9S9GTTJ5KbCJ6m7s+ytPgWSYEPqTmJKmpZfIq32EQifQHhU3agza8gRBViWBumLP8yobCMhARa9IJqbhMJnJL6esfZ+xruH2Jr5EG2/QjC/wqpISuR6LBwKmoVHHDto4YY2W5IJDte/zerUTmRJo2hepfn+Yp3p9iIQqanUvciR+L1Wi4eKMY7Wv8Vy6wbiTpqR2FoK5iIUWWJL0iCnGpzrWgzoKq5/gnerT3Br4XMYcpyL3aP0m0uJKTL3FbI8NVflUs8lqcjcW8j82s6pIkvk9d9MmvazCufvr7+Jpvyz8kKHrl8nJCSmWL+UAQxghy2meqd/bv8BTb9Ew59msWGQVvvIaApLYgYNv4fAxZBNbslafyMId8IuNW/ymm2CkE5QQ/WLPFWqcaEXYYROEPLN6TJLY+Y/GNT+/6H+BdT+FktJpTCXraR37upNEXTaFD7xGeovPY9fraCPjJC9+wPX6Dj/rhV6Lo09L9M+dgjHq0O3hvfEdxn66r9hzh0jFD6qrNENmrihTd2fYdY5y6tz49w38IcUjcXcpn+c2ks/RLUKuGMXIAgQnocQAv/4WTZdt4vG4W8hgoCwG3XGglaToF5H0jXC8SOMXHcTF16vYZcdtCIkB1V0w8cuzf3SMXtzs7B67ZXfOxWfA9+q4DSjicql/R28TsjGj+VQdIPY8hW4F8ev2Ye5ZOmVn/WBQfSBKKzbr9fQBgZpvfk6imWRWL+R5msv40xeJvfRj1F/8XkIA5LbdqCk01Se+B5qoYjwfOTsMOPvCYo5BeGH+D03ipiRQNI1cF1wbXKL8qiGh6TAqnsyJPu0iFbaaxOPdfEmJwhdL1IhS4AQEZhGIAbWMHFkCuTILVJSVebOyyy6XccgoHSyg+9qBI7Aj2JpOfbDGivvSrPyzhRmWkFWJM6+0qQ17XP21QpLNvRoTPq0Si1Gb8zh1epopozTDgk9kJQoFze7zODi3g6+Jzj7apPNH8ty+pkJ1n58IZOHu8TSCl43JAwEi2+yKK4wSeSvfbFopszE220GN8VYeINF4EZdLSEinevRp2uEfuQKvONL/eTTJRpTOV77dhVVdOlbprDx4wMg+vFd8ByJWFYls8Bg9riNrEoMb0qgxnTSN+3AXDSKffI49qHXGFm9ldF/fx29VoiRVJg8ZEeZtwsMtnw8j10PGHujiVXU6DUDtn9Mo/PCt+iUS2iGjLtmlPgHvsDeP6/TLkemToNrY9iNgJnjNlpMZvW9acbfbaPEdRqxLSQeWk0mFcfpyCimQt/qGONvRwBcT8gsvtECBKoSTTCGNsbolKOJemPSQ4/L3Px7/XSrAZopcem9Nhf3dalddPBsweKdFsd/WIu6fkB6RCOWnTcOS2ewbtxJYvsO5HkzMUnpUVymcfKlJud/2ibWJ5FZKwiKczTsaY6ETxPTUtyaeoz6aRMzoTF5uMvgmgTmDQpTRzpMHe2y47F+mjPzOZlByOh1SVpzHr4dLcYde6bG9V8okixGMTidkh8xIDyBFuuSXagRS2voYy6PJvOUUyFhGFKwZWqls/iBh9tViGclAtlnuneWNaldhNU4B75XoTkd3T8LdyT50s1FeqogJiR2yUkOfb2C3QpAwJlSgxU7U6SHNEI/pH7Z48LbLQJXsPimJO1Zn1MvNpAVWPvBLMUVBomiSmNKiUytfsbglqOx22uG+AlBt+Jz0Oxyy00plHKI2w048UKdZEFFN2XKYz0WXp/kjn87hNsJUM2Ioj51qIusSvRaQUQZzqk4rYBEQUWzZA7GHN6f7uL7ghYBT16q8JWBPnpneiBBbqXJ1EmbZsXj7J4mGx/M0ZqNQG0ir3LhrRaaGRllqWY0MUoNatzwxT5KZ3usuDPFzEmbtfdnmDvVY/ydNomcyuKbk2z5VB4joTB1pMvZVyIadnvOp7DMQFYl3FAgFHBDMW8qFuK3QjKWQluPnM6dVoCsS6SXqLyyqstYr40iSbzb63DZmCt6AAAgAElEQVT/qgx9xRSS6/Ny0OFCvc7vjvRxPOsx5XSxZmU+tiHL7v4B5s70yA/pxEc0/rJZJgwFpiXzWrXJZ2/N0Z32WX1XmrOvN5FlicbbHXbfkuFbM2UIIzC7OGaQU1UOlrrEMgoxWSapKHxuqMjZrkMz8FkZN9nfbFPzA745XeZDxQz35TNkVIU+TaVo6NhBSCMIODiv0zNkiZgscX0qyU/rkU5flyR259MEQrAzYxHfAY1jvSgeDlAViWRSYTimM2zqtIIAGZhxPGTJR5ciYLi30WZVzGCtlWDW8bg9l+IHpRrXp5PkNY2G7zNs6Cw0DS46Lqc7PVIpia2fLjB1zkYsURgXLtmMwaKYyhuNNufCHsObdXbtylEMFVIZnYc8jXNdm5drzYjyHIRkVIWmH3Cu69Cvq9ySSRFXZEZNg8mey6KYwUYrQdXz0WWZhu/jzLNUFpoGVc9nyvV5oVInr6kM6xqPT5fxhMCQZVpByNNzNR4b1shqKlXf54nZKq4Q3FfI8L25KhXPx5Allg4YNNo+wXxUkgCaXoBUkNj40RzPhE3mKh5xJLqiySODD1OtfYuikaYn8oyYBnXPwwsc0orAER1MOcn61J2c7xygE9Qi+qtscsGuE1d0RvSAQPQYja/jtqKFIuqMuXFO2w6LEybne0WWJHZy2X4fSYKCNsiy5A0cqf+YPmMpG9N3I6QhPjsk6PghZ22bTVaCwjzw6jeXsqv4ec6296PJCYZjW4grBe4Z+Nc4YQdNMml7VZ6b/T+RkFEklb21JxmKrcZSCzS8WQSClh9R7FVJp89YzIi5np82XF6u2ggECgqK5PKJ/pXsyP0OumwQCJ+aN0VSyTHrjJHVh5noHCbAI6ak0SQTVZJ4bGSUt+otZl2NDckiMU5zrH2OZDeLIcV/CdQGoYcnXAw5RlyWkYC4LKPpCl4o6NcVOu5h2kGZs623ubX4KJb2cxmtosVY8xu4QZszdjsy4QK6QZMVyRtJKFdldf26xmcGCnTCEA3IaOpvBED/tvLCkEnH491GO8qBTicZ0nVU+Vfv2w7anGjuYay9j5CAor6I7bkHf0lfrEgapmLRC3+24B5JCxQpxtHGM8iShGyu5IuDD3DedvCEzJpknv6/pTOsSSZprY8558KVbRISCSVDOwi58AuGfiFQ9jwWxX59l/2/lfoXUPtbLC1foPjZz9Pa9w7uxXFiazcQX78RvVCk+KlHCB0HJZ74jd13f12F7Ta98+ei+GpJJhQBii8IqzUGkyvms8gk3LCLhERWG5x3M4Ze0CJWC9G6Pkao48/MgO9HeahhiCwreBMXsbbegKzpKKkUsXUbUKxU1OHUVLT+YXpnTjCyezXxbIG5CxLZZWkW3GChZxWMZStwLo5HnVpJAknCWLTkmu/gtPwrgBZA+AEzRxssu1nGVDuYa9bhzc3SPXEMSVWxdtyM9iuid0LHof7yi3SPHMQvlxGBj3PpItaO/5e994yy4zzvPH+Vw82hM4BGA43YAJEBEgADmMSkTMmykhU8si3PeGbPevesd86elb/tmXPGO6N1ksaWZIkyRaWRGCTmHEESOedG5+6bQ+WwH6rZFETZM9r94Dm2nm+43YV7b1XXW+/z/NN+aj9+CHNsM6ntuxAVBfvMSZSePno/+3ms82cRZRl5ZIypF0SCwTJqfz8iPnHgE9k2mev3Y585TXr3XpSsjJ6V6V337rULGnWslx5DHb6JsNRPODtB6LiJbkEQkPIFpHQae2EeQVZR+weIwpgwFPBckXTBg7kLaNrbiFIRY3Qv2QGZbiXZbJ56tMHQVpPh61OcejRxNI3DiHRR5PRzMHeoCsDCeZett26hfeYqakpESIOoyWTGRnn9B3U8O1ra0ApCjNe0IQ4Yuy/PhefqaBmZkb0ZAiekftV7T1OrZSQGt5icfLhBqiQj6yJWw2f7J8oc/2ljSW8cuDEnH6mz70uDnH74ArJeIGo7zBx2KYxmaM6JzB2tIpomUSSx/q4c2vUmfetNAi/EbgYYORkBqP3kB4iajnTT53n2K+MMbs8gyjJXXu+Q7VdoTvk0Jj22/laR1ozPih0pBjYZhJffxptfQBQF1LREMD+L17STrN9FI6nSKo2D36iQ7pURZYHKRYf9X+4jCuHYD6v0bzY5/Xc1vG5EYYXK1k+UWL49hdMKECSB8TdajN6UImpVKY2mWX+bTm363YdSYVgj06+SKkdMH7aYfNti7P15zj7ZpHrJZWCTwYH/eYDKJYdsn0rPWv09LuCiLOOEEUEj4LU/v0J3rsX2L46yfEc/Sj7kUvAKWW0190r/ntgX8JQKcSDQnPA48oMagpC49m64J8ed/8cyzjzepDnlse/3e4lj8DoR555pceqxxtJ72q2QOIyRFJFV+9OkyzLTJyyMjEx+hcqZJ5rs+UIPk290aUwmZlQHv1Vj1o7Y8r8aKCkBKevRjlp4YUhR6SPy4cLzLVozCU1d1kWuvNKhd61BY8ph/0AKoRLRqQfIikBaTtDQqaMWg1tMiGOe+7MZnEaEYohcea3Nzs+UyfQquO2Q88806dvYjyiK5IcUyqMa82edxXMosPHeAicfrbH6t/IYksiFqkN6UOT9/Xl0XaI961NYrtKY9Fi1P4OWkRDEANVMDNXiOObM403KqzXG7stz8pE6giiSW66y7bdKaCMylystpJSIGsX4nUQ/Phv6DPYoqKsU5tSA6RdsGkFAphszfcqicdXDroWLTXiCLsuaQGvGozXrMXnIIlWWyQ2pRCEMX5/m4gst5k47SJpAaavBpBFyVfcZ0FRKaxX8I0kuoqQIjB7IURdCnqo22bBTY/5oizQiqYJI47DNfTuLfJcKjh4RR7CvP81V1+WYZZORJPw4Jq/I/KzaYNzxuDmfIapBjyIz5fmcsRwUQcCOIr5Vq3Jnf5otq3I4Ucx/vjpLtxnidSMUXUTJChSHNAa/3MdbD1awq0nUmTigsN7U+aPhfg61uvSrCjsMk2NzXQQRNE3kjmKOtCyRRqKsKsw4Hq81moylUzxfbyMIAo9Xm+RkiS8P9dGzGAljSCLvK+Z4wK0iC7C/kOWq41FWZP5gqBcritBFkVfqLTaYBiIxD4RV7vl8kepxG1URuXNlHkUROdW1earapF9X2J1NM5Y2eLHRYcrzluiHp22XEVPnk/0lHq002JNN40UxT9YaTLs+YRzzsd4iG1I6J7sOMSLyoIibl3lopko7jtjcNTAciWMdiyCOaYYh5+cdPtlXIm77FGUZVRQXNY0QxDFWGFFWZYY0hX25NI9XG7zU7JCWRN5fLtAOA15qdLirlGdr2uDJRRfngixxezHLj+dq3FbKEcUw4/ogCHSjiJwkIS02H40gxF1koXWCEDeOycoiU67HpOshADlZQYghq4rUFs0iHStksFdD8aCdhbkFH60g0SHGkHo42Ja5tfwFJlzQxSwnOw2erdW4u6gwoJzmePNxQgLySh9bc/dypPlzZEFkZ/FTjLtwyaoTaAFZcZZL3TbD5l4u2RIpKWTSs3i10eHGfBZDuocDmVsxxJi0nBgy7S9/mjiMmPQFfrQww6wbUlY1fquvxIjxrhZVETVMeSWhWOaU5fJozUUSFvjUQIk15gB20OblygPJs5loyfF91j7Ptvw9vFL9HkQCBXWQdekbyav93Nr7uzhRwJnuAlbYIo5jZFEhJRW4aDXpyUq8XPku3bCGKeXZUfgA59qvsy5zA6aUZbx7FEPKcUPp47iRjcQEd+RzCGIJEZ95J4eIsujgfK2utuZNc7r1PE1/liFjjGHjpiUWhECIJnjclC8QhRoZqQcravDLZYo5hoz1vF77fuKVgMS2/L3066NctY4haCJNf56ckrj9vnP//joVxiFB5KKKeiKv+qWadn3+dmp+KT32ZMfmS0M9LNN/dRNY96Y433lt6d8L3hUudF5nS/7uawynDCnDdbk7eaX694Sxj4DE6tRe5r0FIkIa/gIgUNYOUbXfRBYUUtnPIQr/+J5ek0y25u/h1eqDdIIakqCwKXsbKbmIHIoM6yr1zrtMOxGWBiv/0us3Z+GfuNT+AQr3fYjY85D0dxcUKZ35tc2SflWFcQiKjJTLE3U7mFKOTlAniiNiAfq1UbzQpu5Pk5V7GcveyqXu2/ixiynlEbsec3/9DfJ33o03NUlm9w1033xj0eIzIg58tGUraDz5czIHbidqNmg8+yTB7Cz6hjEkM0Xh/R/EvXIJ/+IRBrZsZ+UtG5FzafAcrMNHkFIp9NVrsM+dRc7nyd1yO2pf3zXfQ1LFd8yViYOAoNVC0z2c41eoPv4gPZ/5Aum9N5K9+VYQBOR8AUF678IYtlvYpxfToRaHdN7kVaRMJnEx1g38yjz1Z5/C3LKNyPepPfEY6S3biaMY+/BrjA7l0HpHCG8+gD8zQdRukdq+E+v0KVI7dsI/sLhEloV79hRG70rU2++kaddxL51HkATyt96JlM3iTU2hDY2wbFeOqWM+oR0RxzEje03CS0epPPB3CHGiWHPPn2XPJz7Hs3+eLNWqKbLx3jxWIyTdJycZuHFEZkDn9H+dJrvMILcijdfxYXAj5l6L9luHEA2N8r13cOolBbsVMLDJoG99kvUqqZAbyRAHAVbFZeVOBdHQqF52qF3x2f25Mt2qn1Brf2GiOnCduRSHYzcCNn0wnxhABe86JgiCQODFyWtRQneTNIUw8DAKBueerULgE/oi3WpCx9x4b56TD9dYf3eBYz+qs+X+AkqhSOFDHyPODjA/GSKI0LchxaHv1Ygj8BbzZCsXHJxGyPVf7GH8YIfNHy7gPltBS4moKWkp9kbGQtZFVFOkd73O5NvdBGkOE0pn0ti6FFeqrL87z8FvLuDbCbLltiOOPFRlxe40x35UQ1YFVm6LKQya3Pi/jyGEHsGJ5xlcvwXUMsVhjWy/giQJSJKEnpOJI7j4fItl21OsuzMHUUxpVGNgs0kYJjFHv1itIOCs5TDjemxuarS7SRbta39xhuEbelj5gTSr2cWp77tcfSuh6Q9uSrHn8xk6lTpD20zmzthEVsyZJ5oMX59Gz0mMHsiS7U82/bVxl+mj3V/0i2PlnhR6XiJwI9xOhGdFDIyZSIrA9DGLLfeX0LMS/WM6pdU6qbLM+rtynH+2hTeeZWTzes5aLxGJMZqgsyZ9A23LYmE6ZnBfCjMl4bdC0j0KTitg6qBFYbXKwEadPlMhjGPCRa+sMIioj7vULrsQCUhKcp2cVsT4wS6FlSrzp5PmtTOfNKHVcZcdny7RmQ9wWiGl1TqXX2nRmg6Y/3mbL97XwzHBZqNicOqRBo0LLnEQc/VN2PHJMtmB5Nz8Yn7ywgUn0eeedymvgeu/2EsUxBRWquhZiYYco0sC1ThANgXSpoxTCehPq+SG4CA2hiSyfINJY75JzQ+4etpi7PY8Zx5vELvgNkIGrjOoXnJ5/bmFBMmd9Zk7ZSOpIkM7TVpzPpde7qAYIoNjJlMjMT+fWMDokakRsCVl8qHfKxGNB5RHdNI9Ck82mjxea3JF17jrSz3UTjoMmCr9a3S64z5/ONJHLQrQAoGULvKzZpOUKBIT06PK5GWJVxptFvyAccfls/1lnqw1kYXEVfid6kYRh9oOm9IZIiIKkkzd8oFEL79eNbjyaJPRPRlWbE8x/kaHlR/I8Vze4uypOmOGxt35PLWDFhfP1xnZbvDHY4OJ7lu9du0Ngbc6DvtyOf7VUC9vtjrooshaU8eLr5X/LNM1vrSsl24Y8s3pCqYksCOT5rszFVQpMXj6UE8RUxR4pt5lYybF39WqDG1T2Z7RWGNqHOkkSO+nBspUPZ9zlsOuTIqxlMGU513zfkO6iohAww/Zl89wumszpKrckMvQCAIeq9T5nYEehnWViu9zyoqREChoMm3XY7mh8XilgSAklOdWEBISM+f5PDhX5Y5ijo2Gxj3lPNOuh09iaJWREjrko5UGb7WSwYYTJVE3XxjsYd73eWBqgU8NlNmXyVCLgkQDGENBkTnR6fLZgTLP1JoIwICarP3vXOKSIqMvUitNSSSOY/wo+XyQmGUFccyhbpdPrurhwUsVKm5AVpD4UE+BnCDRkHzkUKJJhB/GtIKYkiIz7aWYcFxORW3O2ha9ssjmdMhPph9CJCQiwA5aZKQ3uLn8WQQhz08rLkfa83TDJiIC+/K9pOOLIFxl3B1ila6zKWVysmtxwepwZynPqNnHma7L4Y5Nv1bl1nwaO2zzX6amWPAdBAQiCnxnJuZfL++n9xdosDU/4InFYQBAGMc8UW0yoKoYoklZW8GUc+qav4WUUqBPH+XOvi9jhy1U0SAlF1FFnTDyudh5hlX6Ks5Zi8/NyMcTbNallvHC/F9QD6aBmCD2ON58ii35uyGO0YUMd/R9GQEBRdDp10dxQ4tJ5xRvVX+KHTQZzVzP/cu+QtuvUFSHAHBDi5a/wDMLf00nqKOJJtPOObZGDp8bvJtxx6MV2PTITU7Uv4YXtbih9Du4kYQkvkvT7QQ1rLDJqtROvMjmbPsVxjK3YkhZnpr/K7zIRgCWm9dxS/nz70FC/3uq5S9wtv0KdX+aAX0tq1I7E6r1L9QbrQ6/+NgM4pi329Y/2NRWvcn3vLbgjeNHDpp0rRSwT1/NnX1fpunPo4hpnEhn2j5Mn7actemdrE7tYdqZZ3Xm40iCRhj/9+3ri+oQB3p+FzfqIAkqKamALCqoInykt0TNn+eq62GIAh/pLVL6TVML/Kap/R+iRFEE/b/tPPfrVBgH1LwpzrZfQRYUxm67hcb3f4DiQE5RMLfvQC/1carxE7JqH7sL96NLKd6o/YhZ9zyGlGG9sZfo7VMQx1jnz2Fuvo4oDMndcTftV19CzGZJbd1BHMc4p0+S2bOX2o+/T9RqIpom7uWLtF96gcKHP4q5YYzY8xA0DWHxgefMzFB/9CcgCIk51D0fQOnvR181uvQ775SRl1i+M8XEm90kRsfusO79ZbzjPwdRpPncU6R27Ca9aw9KofjuebC6xJ6PlMkkTe4inZcwQEylCZuNJXRYGRhC1HW8yQny77uX1qsvJYOAjZuRe3qoPPB3uFevUPzIx6l++2tEnouUKyJn0zQef5T8vR/EuXSRsFaDGORc7prvIagqgqZhv/QzolWjFO59P5KqIOg6YbvLws+fIZqfQNJfZNVn/g3ZZTmuHuyS7lVYuw/qf/c0se+DJBDHEc7lC/RrNW77k1Hseki6V2H8jRaSIrLhrjxuJ0yyLw3Y8cVhJCPR3LZnXILIpFvYRf5jW/A9kSMvBSzfkWZwq8DMcZs3v1NB0QTUlMCezw2jts+irynz5jfnINuD24H8iuT/O/HTOjs/U6awInlA2M2A8dc7zJ6y0dIS6+7IkhtU6VR8etZq2I0I4hhRFsj1uFCfYGhvPxOHXGLFJBZdBFkg9j3EVBarnjRyVjXAbYdMvG2z5vY8jWkPqx6iZ3VmvF0svOIgGz67vjhE4CYOsqGXoFvvRPI47ZBzT7fY/skSsi6Qvm0/ek+asNEg6rQIqlWMdMTOT/dw7Md1BAm0bBJn9E6jBInZUaos47Y92rMJlTgzoJAdVIiCmJ61Oit2p+lbp9KzWuXUEy3GX6+gZUQ2f+gApu6w9tb3GqFlBhSyQwqtKZ+F8w6hr7J8RxpREqhedrj0cge3FTCyN9Eyq2mJq4FLJ4iYcX02SzqZlQZDt68m9l3mT9eZecEiPVBi4q0EqRcQKCwzmD/j0K0GKJrI7t/p4cQjddozPoJAgopnpcX4LZFUr8xN/66fU482sBsBw3vSrNiTRkvJTB+zOPxQdQlFzK9IUEmzKON2QlRT5sj3F/DtiMJKjR2fKjN1rMvGvbewLLOebtQlI+eoOFdw5FGG96UYf77D1FELAVBluPnfDZAqywRBjFgQUZbLzFywkUQQYrj9vj7s2SBhl7RCUiWZKIiRlcTIJ47e7caNvMT5Z5pMvJU0IGZRIrdCpRTHLJxz0bMS3fmQqe81uO/3+vC6IROXF2UGixTwiy+0KK/W0LPXPkL1rISkCIR+zMyxJE7qpj/qpzXjM3PGQRiRuKMnyxXbY8EL6IoRd60rMKAoyAWBmzsKs8dtCsMq4paIcyc7+HGMp0Rs/FIZvRETdCLa8z6XXmpjVQIuvdimZ63OxJtd3HZItk/BaUekShLpPpUV92T5ZquSIMkChBEc7lrcVMyS3SKTNVW6QcjxxYbsjONyUajwkd15vJMxr//NAsSJHm309gyFG0x8ET7eV8SOYvBjJjyPBytVWmFEWZFpL0aLva+YY5Whc7DVwYtiZAHWGTo3FrJ0wxAnDLm/XOTpToM532eNprG+o3Hq5SrL1pksnHdYtiOFtlZlYq6BmhbZo2Z48qszEECPptB5ImBMkRja9170Iy9LXJcyqIQBX52YY3PaoO6HPFNrsdrU+MOhfoq/0AgXF7WCThThRHDBsvifhvvxYshIIk4YMuF6HGx1KSgSNxezgEBWlvnmTIVzloMAHOlYfKKvxFO1BnYYcX0mRT2T4njXwhAkbi5k6FdVdFHgjmKWlxptHq40klihBhwoZNmUNikpCt+YqVD1A4qKjCzAJ/pK/GiuRhDHGJKEHUXIgoAbJ+ZcuijiRTFvtDpsShk8vFDjo31Fqn6AhEBaErlsO5zs2OzMplht6EgCXLQd5lwf2ReoVX0ebte4X81jDks82UhikW4v5ni71eX1RpvdmTR9SmLQ9PBCg1YYUpQlPtJbXIpEkRG4rZjl2VqLLWmT15odUova3pc6Hfb0mnxpTR+uH6FKAhYRLTNmSFIXo7GS7yQKAmNpgzWmjimJvNZscX02g0xIO5hYMkQSgJCAWfcSimjSiXTOdqv4kY1ARBiLvNqo8/mBbcw55zlvlxhSVfZkTe4t5WgHHisNnVcaXX5SaSSrZRtGNBtVdFjwk8FYTEw3aAAqVhgC7za1nfCXpo5AexG9bgYxazK3UXEnmXZOEiMwmtpFrzaCKEhklR7Scpl5z+dky0ERAtYYMO9eYZXex7Z0jqOdFpIgcFM+S0l2qAYTS67DVtik5k/hhh2m7NNsyd/FseYT2EGHDdkbOdl+Di+yKKvDFJR+5t2LHG48iirojGVvJ60kzeC8e5mWv7BEf3XCNjmlj1Ot51mb2csqTeEt6ye83TqOLGpsyf8rflYLaAY6w0aH24sShtDijdoPOdd5BRGJDZlb+ODg/4aAyGMzf7Z4TZKasI5hhY1fu6m1ggavVP9+kW2YZP62/Qq7ih++xvDqV+G+/xgWXNaWv+e1Xm3kPUg2gCTI5JQ+ckofzSBgqlOlR+0hjOrUvVkqSpsj1jCH23OYksiI0eTjvTIl9R9vv1p+gBunKMhZ5F/aD680NP7t8j46YYQiCpQVGf1XgDj/Eus3Te0/02r68zy/8I1FowBomnPs+8LnkNseomki5QpIqRS3639Ay59DEEQ0McWu4gepuVPklT60s1Xs159BQsS7cgn1hv0Yq0ZBksjsvZGgXsM6dZzOG68CEHU7xK5D5LpEVhfRMAlsi8j1EPISwi/RqO2zpxOHzjjGOXMK58wptJHVaMMrEcRrNQeqKbHujhxD20w6k20MOSI88SL2+GXiMCLsdFAHh4gXM2kj18Udv0zzmScJLQtz03Vkrt+HnC+Q2XsjreeeRjQMBFnGWLseMZOhdP8n8OdmSG3ZxtzX/yJBosOQ5swMcqmMmElDGCBnsniTV5PjRRG3XkEQRSTDRDIMKg9+G0HTyO67CXPLtiU9tFwokn/fPdQfexj30gXcq1fI3fVBgo7E9F99Y+m7mkWBziPfYfnn/wDPNqhecAm6QWIUlPTfiKIAQoQoJK64F19o05nzWXVjhrnTNs/9h2nMssLw9WmKIykuPtZh8nCVTK/KhnvynHuuyap9GV79WgstIzF6IENz1mXFzjQTb3WJghjHiwGRYw83WX7dEOlCwI1/sp7WnICaEdFSMlbNZ9VNGaaOdEn3KIiqwKWX2kua0u5CwJvfrrDv9/sQBNhwT4ETP63TnvcZHNPZdG8WqXmJdbdn0TIO8+dd+g/kyC3XMHpTuB1hyYhr2Y4UC+ccRBF8K0LRBAQRzjzRYOZYQsXxHZeFcw5bP1Zk9ECGU482kFQBt+kzuCVNZ96nPefjNFxUU6TdGkBcM0RzykWWfcrDAmpfisERk+ygSujF+E7EwW8uEDgxoRdjFCV61+rJxNyNMYsiG+4p4DsRjQmPgU0mWjpBfvWcxKXXLS480wABfCfmtb+t8L7/czmaF73X2Cgvs+OTZboVn/a8z8SbFo2JGps+UOCVv56nOeEhKgJXD3a54Uu9uF2f1JjOV1sVnChmR86gb6XBmSdbhLbHyuuLrLopz+nH24jIiWZzWMPIyZx9sondDLAqiV54x6dKXHixjZGX6FZDTj6S5K6O7E+T6VOYOtJl3V05ZE2gM+8TR0n80flnm0sIriAKNCd9rFrA1KEuRkHm7b+vIEoCiiHSXfC59HKb7Z8qYakWby88gSIoxLiMpG7nhWaLj+VzVM4mzQECKCmJUz9rsPG+PPOpkLO4qHebbK+ZOLWQ0ojG4chhtJFcl4svtAiDxCxJL0is2JXm8PdrSLLAmlszKIbA1JF3HbGtWki3ajO6P8OBP04aUKseUF6tkyrJWNX3Os/7dkT0KwzpzaLMlo8XOfVonU7F56Y/6ufUI3VmT9mM3JJB9mWKoconB4t0vRghhkFP5uWvzXPDv+njSKOLNRCxRpVQcxJ3/f4glhnxXNBhLrC4s2My+UgLEYF3fMO6tYD+TQbioklVpk/B6InZ/skycQjtWZ92N8AhQivIZDUJJQLTFYjGQ06Wu+QLEss1jeMdm5jEFKnXljn/dI2UJBHFMZ0w4rWn6uxZq3BMtLnFyBBdDbn0eoeuHPHpGwo8pXc457pkZYmCIjPjelR8f9HJFwqKxDNpBygAACAASURBVOG2xXdmKojA3kyajaLOrhmVhifBTMi5k3V61+m0Z3068wFeN2LkNgM3jtEWo7aCMEYSBGJighgmD3UZ3GJeg5pDQmW8p6fAWcvGiyMOta2ljXTND3Dj95o1qosbSFmAsXSKP5+cpxmEZGWJZYrMZ/vL3KSlmcDj+3M1CorMncUcjcWEAl0SqfoBT1abFCWFV6ttJisO9w+VuD6XxpQk8rK0pBVURJHXGm10MdE0BzG8UG/zh8t6qfg+A5pCEMUEcfKzYx2LAU3lTMfmzmKWRysN3vkWm1IGdT8gjMAQRCZcj2Ndm3oQ8pGeIg/OVbGjiM1pk4/0FphxfX5aqRPFsCubYo2h83oncWLuNxXMIYWLjssKTeP5Rov/++oM/8vwIA0/oFdT6FUVTFGkX1NxowhDFJca2inH49szC/x2f4mMLFHxfb442MNrjTaWErEvl+Fs5FKUZeZjj7QoEwsCL803yEoiv91f5lCrw5wXsDVjMqQq9KkKKVGk4gdMOB47slnSUhsRadGzOKlebSWqYCQZ5oueIX7oEC+GhgmI5JVljMQaqihysNlBEUQOFDIEccgLzdZS8kOi9/WJY4uUKNGNwsXXYzKSADjM2hOUtBUookaPqqAKAl787iDtzlKOZ+otnqo2MSWB3+n/LHtKLhIxppQjpbyrK51yPf52amHp+NWGxv7sNo42fsyYsY3rs2uJiehXYzrBOKqgE8QeESEgkJFKBLFHTunjaOMJznRe5kDP53l6/msEsUtaLnG89TQ3lj/DjHOeVrDAuHWUtel9QB4n7HK8+SQjqe1LnykiTNh7Yg4BASdqca77Gn3aWrYUPs+EI3NdGibdgGMdGyuMeF+hyrnOK0vHn2w/gxu12VX4CF50bcYsvGOE+OuVFbaXGtp3atI+yebw9mua2j25NMc6yRoQxgGqGHNdWsGLbBRBJ4oDJPHdwURBGWRdej8Xuq8TxiF92ipG03sQBZEwDrGCBjERhpS95n1ysswyvcv3Jv8fICYn96AoCofbs6SlIqIgMeF4HO50uK2Q+5WROUEUccF2eWShTiMI2ZVNsT+fofxLplg9mkrPr33G/vnXb5raf4blt5oE3SorxA1MRGfx/S5V5yJvmU9yQ9/HUDPvLqAFdYCCOkDdm+HJuT9HQMKUs7T9BTbGw6jbduNXFjDXbcS5fBHr2GGUwWVkd1+PfekCgigiptIQR0jZ3KJRVBdj4ybSO3ZjnThK65knye6/CXVwWYKSLpZSfu8tKZfKCNKv/rPU0hJaWiKt1Zj72jfxro4vOUirAwOE3Q7y0ArsmQp068x89T8mLtKSSFCZRxAFcre9j/SuPWjLV+BeuYwyOIg2uBwpm8VvNJByOdxLF4mDAEEUE6RVELBPn0AbXIZ97AhxFCIa5lLM0jsIsD83Q/Wh7yKmUgiKQuOJnyEVS5jrNhC5Ln5lAVE36PnsF0AUkTSd2XEN1bl2Ufa6EWoQACHlVSaXX+pQndYo33wrCw98C0Eg2ewPDKH09uLFMHZLhGA1iCWLaNhg6mhClyWGEz+tM3PcJo4EWjM+R35QZccnS0Sez/WfEjn/Kpz6WYMDf9xP5byLZyXn1MhLWI2QmJiRvUUcT4CujJZLNvWv/vVMoqlUBTbemydwI2IHpo9ZSzEkogyBA+15n9njNvUJl5G9abSMRGc+0WRN/JeHKNz3IdpXy2RLGr4FF1+CDfeUWDjv0Jj0yA2omCWZQw9W0dJigoiGIEoCc6fe1afKqkDggayLZPsk7vj3g0wf6aCnUwgETBxukx2UUUyZIz+us2xbioPfnMO3Y1IlmeygwvW/myNtQrqcPEScZsC2j5eYPWUn8UWrtCVH4soFm71/0MfZJxPkT1IEGhMeXidk9OYsbidk9riTmH6JAnEkEgewcNbGtwJKfTaiBFI6jagnQx+zIFO76vL2j2pYUUQ2JzN7yiYKYsyyTOAkmufLryYuvseeaLL7QIpDrgW1iBPPN9FjAUFSmDzm0rM1YGCzybmnW+i5JN+0MekxtNUkv0zl/HNNFs65RBHs/b1ePCvire9UlhrV2rjLtk+UqF/1mD3x7rletj1g9NYcgXvtZiQKY9qzPhdebLPmQI7OfIBRkJNhhBPTnPQQYyiovaxL7+Ri900AMlKRfYUBqld8yAlk88qSW2W3EpAqyJy1uuRihe92qmTTEum8SMtrMRqpbF9XoO1FXP8fBgmu+NSOO/SuN5ANgRt+rxdBALMgIYrCYkZvvLiuiCzblcLpRFx+vIkoC6zanyFVTszdzLKMuhiv806t2J1CzIr4UXSNi6UkCwyMmWT7FRoTHqIsMH/OYddne5h4q8PcwS6lYZV19xf44Wyi8fpInGPs00W+Pj7P9HzirPysKPD5dWXOPd2k5+MZzlVcBKB3ucaMlNzboiSgpSX6xwwakx5uJ6R3o4GYE5lUXFZlNY5/t4qUEtlzY5oXKi2cbogpSuRdkeY5h+OP1tlyc55oq8b+fJoTXYuLduKqmRZF1EX9WBhDNwzJRRKZtsDAsZhwQ8jzfzaLKILSK3HpdJc7fq+XeTmgrMpMOB4/XqijAH8yMsjPKg36VIUfL9RJSxIZQeShUxW+MNRDKS8Tz8NcELDy7izDYyaHvlkhVZIZ+2AeVxYRgVaQRBKFMaRlkWYQ4kQxBU2lEfqcrXdZpqn0qjLpxWdNCoFBTSUtijiLhkYisD2TIr/YgDphhCEJFOSERj2WNvDDiMPt7hJK2iNL3F8s0WgErIk1VrVktuZMfu41SUkiThiTkSVEoBnFeFFMWhMI7IgzHZtuISSvy9e4ubaDkIgYL4aiLNMMQrw4RhMF8rLMc7UmH+4pctayyckyNc9nwQ/oVWQiAYZUlU/1l2kFAaIg0AnCJR3snlyao20LQxTRRJF532fK8ykrMucth+2ZFA/MVVmclXK43WUspXH3ylniOGQocx0PzdY41rQYzmh8eqDMjONxomORkkTOWA6f6C8hCMJ7HGr9KOLlRpuCLHOqa/NwpUEjCNmWMvlYOk8wH7Jw3KE4ojJRtFiRkSmoGl+fqhAS0w0jHpqrcncpx6aUgC5JRMDDlQZ5WUIWBN5odXit1eb/Gsmxv/xxDjcexQqbDOkb2JK/l59VHTamBUYMkyuOQBC5RHHAzkyeMF4gElbTqypLjb4hisy4Xb44OMgyVWGtIeNEMae7DlVfJhWf4sO9u/nB3DxeHGNKCh/uLTLdfYoJ+wg393yRHnU5uhDyucEeFjyfS5ZDdtGR9rFKgna7Qcx/muzyh0O9rDA0ZvwIM/ToUWVEBF5utK9piC/aLjfnR9mUu53jzaeQnGOMZQ8gkaMT1tld/Chv1x/Bjpqk5SK7i/fzRu2H7C9/ikONR8jIRRr+DE7URuCdtSrmQucNlhkbOdV+gazSiyS+ew3jOKLqTTJsbmXcOvLOIWzJ30VKKtAMWgzq6ygaH+ZrU60kdg2B95VKbE4bTDoeLb/KL1fdn0UWdTZkb+Jo8/Gl13vUlRhybvGeCKj5IV6c5DX3a/+wqZIkSLw7ekhKFlVAIIhiOmGIvjh0+dJQL2+2ajihw1hKYrz9MIa4j4udg9T8KVaZOxgyNpJRSuhSmk2521mV3pmkYEgZNCmFG3Y533mds+2XCeOAFeZ1bM7dcQ3dueFNoQgQxwI5pcS0F+NHLpEULSHqV22PMJ/E/PxyzXg+/+nqDNYiu2hiIYlP+mC5gPT/MbboX1JJX/nKV/6pP8P/7/r617/+lS996Uv/1B/jf4hyLl+k+tADdF57GXPOZ+Wq25hsHsVv18gJPeQPVVGKJaTUtfbkkh2zMhilNx4ERWa1sw6OXsA5fx5t+QqUcg+NJx6DKCKsVbHPnCZ34y2441fI33k35uYtIMuIkoQ3NUn+tjuY//Y3iLpd3CuXcM6dxVi/ESmTXXpP0TBwr44TddrJZ8jlKdx9339TSyyqKkq5jDs5Ab6HuXkL5tYdhPU6fr1NbFu4Vy5gHz+SrHe+T+x6xL6HvmYd3tQk/tQE2ug61IEhpHRyLrypSWrf/3v0tetwL19MKLKajpTNo/b1I6gq6uAytBUrSO/ei75mLX6jTuy6lD/xGayjh/AmJxKKs6IumWmpy1bgXr7IzFf/I+1XXsI6/DZSOoPS10cci9htiXjuIkGnC3GizSzcvA9zwxh6TqFvg4HnCOSGs6Q2rEM0U6S2bCN/x12I+RI05lj49t9iHXkT99ibGOEUGz97HdVJgdJqnSuvdQgWE6IEUSDyYoa2aIh2leYPv8Wy63sItRKiLFNcpTN7wiKOEnpw4MSsvT2LYsi8+a0FLr/SoXLRJdOn0F0IaE37KIZI9ZLD8h0pWnM+86cd3HaI20mov5IssGJXmiuvt3GaCZrp2xHdakCqrCDVLxPZbaSBVSzb04tni1i1ELOoMLTdZGDMIAYuvdymZ7XOjk+ViaOY4T1pFF1k+miX0EseAIIgYBYl1tycwbROYR1+FblngPNPTGP26PRtytOzRsdqRNQuuUle5xUPUUr0vZAYXYVBxOTbHYh8GpMORx6ch1jErodMvNlFNSX61hv4dgwxXHi+jZYSkTURRRPpVANW3Zgl3SNTveLRnA6SaJwIiGH9+3KIs4ep//h7WG+/RrAwjzq0Irkn7JCjP68zPu3gRzGhBIMjOnMnbDw7wrdiAi/GLEqsuClDXBZZWTaIRZAOBUQibL4lx7JtKTL9Kq0pj+GdKURZYHh3mtM/a3D1jQ7z5xxkHa77cIGhrSmyAwqZPiUxappOGB5RmKDToRez5rYckpoMRiChYC/faeLbMfXxd/WCsi5QWm0wd8qmb6NBfcLDqYeLebAxhWGV4kqNVM6g1xxm2LyOleZWZHmYv5muMGrqTB6xqHshmiwih7BiR4rlu1MsiCFpVeac49CKIlpBSEaW+O3lZX44XeO5aovDnkVcFBktGUwf7lLaYmDHMaEqIJoiZkqECOrjHn1jOoNbTNSUxKt/OUdnIaByweXKqx0GtxiYeRnVlCit1vE6yTBhzYfyWBskHq81OWs55GSJ9C8gb5AwS3wrWjQ/khg/2GHutEMcxLTmAjoLAWu2pBnLGLiHHNJbdMZKJnuXZVmd07lQt2mLMes1HbtfYD4M2JdNszKr0bNCpz2fZPcO70kyd2tXPQavM9H6ZY4816A4qpMOBI78uI41H7B+VYqV/QZqRmK9qHGjnGb8tQ67bymycMzBPe8TqQK3Lcuxq5jm1kKSM2pPBHitRKspRgI9KzSa3YBsSWbuLZvGhEccgRhD1pDJGjI3bM2hiiJP11p0opC7Szku2i52FDPl+cz7AV4cY0gigR2RkiUar9jYXsjGDxU42+8zq4TceEOR5TtS5AY1Dre7bMmkQIgZSqnIkyFhN8aPk/tj9AN5/ILAVyfneLHRJq/I9DkSV9/ocuG5FrogsGskSzNMmuAb82luyKaxIvjG9AKvNDuc6Nj0awr9qsJKQ2NAUznRtZN8VeCzvT1858ICnSiiUFDIlhV6NZkbc2kUWeRwx0IUEs2oE0XcVcpxumJTbwQoosAOzaSUUtA1iSCKOW85PFlrkJNlOlFIa7FB10SRjaaBBPSoKg/NVTjY6nKo3SUjyxwoZKkuNrZZRebn1Qazrs91aYNuGGFKIjcWMqzWdV5ttNElkRDYlDI5YyWUz35VoeIHdMOIrCyTliRUMcYKm2TiI6iSwWPVmPlQRFcTI7DTXZvNmRS6KLLGSJx0y4qMJr270e4EIeOOx+F2lwFNZZWp89OFBgIkeZpynjf+aoHKIZurl23aJ102rc5xORVhhTHHu/bioCJCFUUaQchNhQxHOhYvNtqMOy6vtboYksh606AehLixwvZsmQF9Nesz+1lu7OaNts6bbY+THZu7ynlKckRKTnNHcYDt2SwX7TRVX+OK61H1A1RRQCTGj13KisaGdEIV10WJe0p57FBiW3aAhvsG+wsr2Jvv4Z5yL4YwixM2iQjpVVfRjSJearT40dwcl5yQdSmD/bkszzfaSxEsACs0lWFD4zszFR6rNnij1WFQUykrMoc6FjX/WgpzXtEZ0RVkUSer9DBhHSetFMmr/TS8aVan9zCWPcC69H4iAiatU6wwNzFlnyaMA3q0lUw5p4EYQ8oRE5GWiyiijhdZ7C5+hLzSjyQqyKKKKpq8Wn2ItZkbGEntoKQsZ0/xfnq0EfzYounX6Td28tB8FS9WsaMk+3bc9ri9mONc12F/IcOZ9gv8YsO5PrOflebWJG9VGUISFFan9rCr+EHyaj913+fn1RZ/Oz3P8402xzo2a0yNwj+gFxUQsYIGzeBdYGAsexsZZTVP1Fo8XWtyyXHoUxWKskPbfRqZ00xYL7ElfyfPLfwNl6y3aPqzXLYOLeqO1yAKEpIgoUspdCm92ChDxRvnYP3HRCTD/oY/iy6lKavDdMKIGdfDlCLOtF9EFBIZ4OrUHk7bEbqU5h3l+d58hmHjV0sOT3ZsXlvUur9TrTBka9ok9Ssye/8l1p/+6Z/OfOUrX/n6r/rZb5raf0blzc0y+5f/GW/8CqKs0KmMw1yN7KYdVO0r7Mzeh//s6xCDMbp26bigVqP+8I/oPv0c8bFzDMijSAttrCOHiG0bb/IqceCj9PYR1qoQx/iz0+jrN6INjyBIMvbpE7RffI7szbeR2rYD6/hRwlaLyHEQJAlB0xENHX31mqX3jTwPffUoxvqNmNdtJbt3/69Eb+MwvFabKsuEXQsplSa1bQdxFNM9/BapHbuZf+hHmOtGEUUB6+ihxQMECEP0kdVIuRzWobewT5+k+/ZBBFlGWzGc0Iyf+Bn+3Czq0HIIfPy5ucQSVoDCBz6KNrKa2HGo/uBB7FMn8GemKX3gI2T33oh79QqR1cU5d4bYcRB1ncixUYeWEXteoh0OQ0RNJ+y0sU4cQ1+zDvv1Z5FXbkQd3YhiyihpjZ67DyApMqKuo2Qz6BmJ/DINJZdBymTQV42iDi0DoHv8KO1XX8a/chZJlYi6bZyJSfRlA5TX52hVNZxmSOTHi4haDASs2pdBbFyhe+wYzqXz9N6yHdvRmDrSZc1tueSYIKZnjc7ogSwzxy161hiIqoDbipg6bLHx/TkyhZCNN8PAepFIVDj0YJ2R/RmuHuygZSScVsjgFpPlO1I0rnoYJZnNHywgayL55Rr5FTriwChyxqS0bYS3Hqgx+bZFpxIwd9JGTUvUxxP0eMXuNOlehfPPNMkNavStM5A1AVkTmT+XIIhD20wGNpuMv9GhVZHIjQ6g2DP0Xb+Cdk3j/LNtyqt0Ij+mWwnwrTih0sZCgnylRMyizIVn28yd7NIZr+J6Ks3zNZyGi92VIBYQZBi8ziBVlolDuPRK4qyq6CKSIiAIScORKiqkexVmT1i47SRjc+W+NMu2Kkz/5V9DFKAaIkGlkvwtjiQbo8nzDtXJpFEMvJg129K0p33cdkgUQyzDtk+WeNbo8Fi9yYkg2XCuLehkYpFTP2lw5dUOvhWx/vY8+RUapVENqxoye9xi7IM5tnw0QVlCPzEZO/y9Ck4rorzGYPakTd96neU70/Ss1ZNz8nwb1ZQwizLr7s7Rt17HrocUlmuLhlExpZUqY/cVOPdUC9+J6RvTyfYpKCmR9e/Ls2xbihV70nQWfBRNJJUzMKQMqpjlcNvmou1SEQNu2lwgbkaIIoxuT7P2QA4jJ5NRJF5stLitmMOPIwxJ5Lf6S5zs2oz7yfnyrIhp22esbLByNMVrD1Q482yTM6+2aVcCyqt0+kZ0etboaKbE1LEu9asulQsevhORWswTlhWRvvUJzVzPSvRuSBrg6VzIg3M16kHIgh9wrGOxIWWQ+aUNh5aREi2vAKmywpaPFlm+I83623KEXsjqoRQLz3dZti/NMdXlWzMVnq23EBWBz4z2smB57FyVoWQqrOoo8JrL/FGH/jGDFbtTLNuepnedztknm/huTHXSZfy4RaseMDBqIGVFnKs+gRXTvuyTacKu/jTRqy4TL3QYO5DnzW8uUL+aDJnOH+8wMGTwc6HNjOuRNiTKIzqxICALAit3pMkOqxx7sUnPchXsmNpFD1GCwInxWxHDW1I0lwn814U6bpQYG32sr8gLjRZuFNOvqVx2EtRZFQSkQGCbkaJ5xGH+isuG67M8YjUJiNlWTmMayWZ2xvV5rJLEyNhyRP86g8ERg+IqjaEDGX4ithjLGLzS7CTxM6g4T9hMHuzSrgWcPtYhawn8v+y9V7Bl13nf+Vs775PTzaFzDuiI0EAjEYkAKCQSiWCmREqyNR7LrqkaeWrKrpqaeZhxySPLJdLDIGaQBNkESKBBkETuRqMTutHonG6HG0+OO6952JcNgCBlex5c0hS+t7vvObvOWWedddZ/ff+wfm2a7YUMmoiBXkpVKWoqJ3suywyTYkdB70FCUykkdKSEiz2PTZkk5zoOS5MWjgUv1Jv8ut6kEoUUTJ16GLIyYdGJQkq6zt3FHJNVj2OzMZ37I31Zxtoagwvi+TTt+rxYazJiGbxUa8b6SF0jlBFrkjZrUwk6YcQrjTa+nNfJyrjztDmdwpeSQdMkpSn06RoFQ2fKideHG8Mk+UDBEIK1uSTnHXeeuix5sL/AJddDEYIVCZsLjoepKPPOxR1WJzQi7x1KxkZe6+hUg4BOJGmGMUvhtkIM0GxV4dV6mxUpm+x8R9yLIl6qNfnRbI3D7S57Wx02pBKcd1w6Udx1G5tQmDrWZfHqJEOrEggBMxMeyRUmBVvnl9UGgZS4807N61IJRkyd56sNBLHBVDeKuOx63JTP8HqjTSOQDJh5SkYfiCL/8bLLWTcklDDrBxxodXhkoEBROYIiT5MzBhk0C4zbJmcdj0nPRxUKKgFe1GFpIsPuRptZL6BP1xixTXRFQVPSjNorSGsZkkqbXeVvcKjxHG7UY2v+ARrBDMdbr5FQmmzKjnCs2+WcAyuSNqYQ7G91r0QX3V3K8UK1TjOM8GVMiT7R6bElk6Koaxx+j7OtCtxVytPxz+DJHq2gTM2fJKcPcrD+LHl9iAFrMc1glrebLzDZO86G3J3k9EFsLceZzh6Wpa5j1j2HJgx0xcJQElxXfISiMcaqzE2k1SKdsE4vbAKClFZkNLGaqd4p+swFjNprUBULT1pcds6SUA26EexrKihCRRcGroyIkGzOpFiYMFlkpSiao1S9i0gpWZ7exvrsndhahlCatOUglXA50/4YKCkyqsKMF/C1qbkrMLgTRjSDiLVJ64os4L2lKQZFc5w+YyFpvY+1mVvpN5ezo9zhULuLE0mqfsiJjsP6NByq/4JuWEOgMpJYxYH6z0lpeTJ6H37kUPMvsyi5GVv9/Y2V0+29lL2J912LCCmY6/hZuc7zlSZjlk2/kWDGOYsvuyxILGXEXs6sGyEEbEwnuDabwlJ/f9e1HoTsarTfd23UMuaf8yGohX8Y1H5IP/7/UUXtFkF5DgCjOMDAbfcRJjRKxXHGjJUEO18ndF2CahkZRQhFQYYhrTd34545gwBEAM3fvED+3vtB0wjKsyiGSffQW+TuupvOvjdRczmEbqBlczjnzuBNnKN3/BgoCnPf+QbFjz+KDALCVhPFMFFsm6jThveYtXiTl6k89SRBpYxIJMjddifm+EJkEODPztA7eRxjZIygPItz+hTG2DiJqzag52MjAb1YpPHCWfzpKQCUXIGw08V3JISSqNfFWrUG5/hRUBSUVJrMR+6gd+QwCMjedhe940dpvfF63GWeN6sKalVau16l+PDjWCtWI10XrdRH87WXSW3aSvP1l+czZWtI36ey48f0PfYpKj95kr5HP4U+MIRfnoUoQkkmMYZHkWGId3ECNZ2Jx9yLT2xl4BNMXSTdPUXLWEM4spnCdRruW6/gHnsbf3aa/MceQNHf1VJomSx+eY72m7vxLl5AyfcTVCtI38OvlNGLpbhjTkAy6aEsjciO5dj392WSJY3Qj1h5e5aUXWPy+WcRCoQ9H9PwqNcjzr7SpjUdsPWzJRQFZk/08LoSvxvR80KyQ7Fx0f7vlhkY91D376Ty9ycQukb/ndsZW7uei/s7XPvFftx2iJ3T4vxQGef1+r2QF/+vaXr1EEWF9KDOjf9iEHU4h9+LO4J+LyJoSBQFzrzcYtuX+tnztTkuH4h/6IUK2dH45FQoguGrEmSG9BikuhFHdtSIAknkw+SRgC0fH0BPCKYOdVm8PaaVet2IBdem8TohU2/H+h4jqaBoktyoxvldLkEvoqtF9F2lIg2bsFZFLdq0yyErF2ZRNAVDg/QALLslg6IKVCOmH+sJ5Yo5UWGByc3/cpBePUQoAq8T0nhjNzKKqdtSSoQQOGdPk962ndAwGb4uycShDu58Juy5vW2u/nyJiTc7dBshY1uTHE277K930TMKHvDMXI1/mxli/zOzcQcZaFz0OLerRWGhiZnQCL2I/pUWuVGL5//dZUJPIkMoLTPZ9FiRXX83S36BwYo7MlTOuOz5+hxEkkU3pllwbYqDT1a4/d8MM32ox5FnanEn3hBc+8V+8ncYpId0iAR2XqVTCYj8GGQWxk0O76jGmcgKbPtyP04rwmgENGd9Gt0AbTimY0opeVppsvqjFgt0g2XFBKEuueS4JIXCH5XyvNPpcnMuQ1JVqPoBx7o9pBp3wqMQZBRRKBicf75NveyjaIKioTJ9rEd5s0tqqU1hocm+18qoqiASV/zi8LoRgRPhtgKqE15s2qQIGoTURcBL1Sa9KCKcp7ICnOz2GP4dmpyqCXKjJooOE7s7PP9vLyMj0BOC6788QDKjMro1SXtQ4elLdSSxxnZvvcOIYXBPIcfU3g75BRZTb7SonI1Be23CY9uX+0n1xTFFjXLAhUs9vPn5ltVUok7Ey7LNvY+VmK16XNR9zsqA4rBgaFuKbi2kddnHdySj1yUZuDWFq0pCIdhiJtBtha9cnqWofrByewAAIABJREFUayzfYlHabLA4b/HGv59BBpJzezrc/Fg/F95oX6Gf23mV4fUJMpYgrSrMhgGLbZOGH7AiYfPzcp0b8xmOd3pMej6GojBmaQx1VOZqEYtHbc5LjwgYNQ2s90RnLEtYZDWV0z0XT0peCAI+t6SPZ+YaXHL8eRfmd2tRaHDxRA1DKIRSEkmYPN2lpKX5m4vTXPJ8pITFtsnnhkt8IpOjsdthz645ikJlYLHF+ocKLEtbGP15dCHY5bWwTIUjjTYBsXb2jOMy1nNQhGDW89ARrEsm6FNUcukExUBlxNCxKpKhZXbshUCsm1yWsDjTc9mWS9MKI4SUfHqwj2OdLjsrDe7vyxPIFhU/IK0q5DWVVhgDh19XG/SkxAkjHh8q0glC9nU6RL5kfTbBxM4WQ1uSqKMqfzI6gEQSRvDzSpUFlkFGVVmRsJhyPZwo4o5iDieK36eV/jhR5KOLgEDGHcMhQ+cLZhGxz+d2z6Z/lUGUTrCzUueJwRIJVaXqB7xcbzHn+Vc+i+fKdW4qpNkxWyOpKiQSCts+38+hqMek57BwicF63aarSS47HttzaXY3WkQyziy9NpuiG0aEMtY4a/MHLH4kUYgB4rXZFKYQHG0H5HSNOT8gIjYJC2VM7b7oSnSxkfU5G32+6yal5CP5DG4YkdU1ptwunTBBQVc4251goV1kSSLL312apqAbCGCBZXBHQeWt2lM4YZmIiG5Y49Xyt1mR3sascxQvOkTRPMkd+Yd4rhpywXFZl0qwKZ3gzWYHCRT0mE4dSklBh1C6RIATeSy2Ezw2WGR3vY2uwI25DBm1RaglcLzzDFnLWJG+nqPNl9iY+yin2nvQFJ03qj/CUtJYaor99Z9za98XEVLhI/1fIpIh9wz9JTPOGbpBg9HEGqZ7pyhZCzCUBK9WvsNE9y0UFFamb2RT/mOMJdaQ14fYW/spr1R20AxCFiXW029vx1AkOU1jkR1xrNPEVrMYioalwJipMWBYWKrCsuS1DJhLiGRISsthzDsHX3Q9/o/zU1cciZVqi79cMEQv/KDGfdL16IQRqT+AVhJqhkRiNaOsBqDs+ZzqVt/3mGYY4kcp+s2FTLunSWuDqGKY+4b/N/ywBiLEVjM44bz3xB+ogvHBmMiSPk7ZjzjeiQ/Wn5rzuatwA/cNb0EVIZaaYqNa5JpMiCRen38fQP9tDRo6a5MWR+bvZwrBH5Xy5HT9Dz7nw3q3PgS1/4Qq7HYRqopi/n4bcmFaoOuYS5fi3LeJNytP4ja65O2VXJ17AFVK1HyB9PU3Xel8Ro6DO3Hud24k8CYvx4ZIly+iZrJxJJAfZ7IiJcmNW+geOYwxPEJ1/14IQ9R8Ae/yJSo//gF9n/wM7sQ5wnqdoFZFsWz0/gH8ShnFtqnt/DlBpQyA7Hap/eJpjNFxpNNj7tvfwFq2Auf0Kdr796AXSzhnTuGcPkXxkcfR0hm0XJ7So0/gXbpI2G5iLliCW+8iQ6i9cYj8lhWxOdQ122La8fKVNF59ifbLvwEhaO3ZRd+nPo83O4U/M031mZ+iWBbJjVtwzp3BvTBB683dCATSjRcXoSogY9o0tk3kOPhzswjdoPTwJxG6TuGBjwMCVIWo1aL2sx+T3Hod9opVuBPnEJYNqooybx4FEExfonhVH82DL9DcPXNFJxxUyrHb8e8sZs7ZM6jpDM7pk2jjIfaqtXgTMV0aEbu9qqk0s1/5a+wNV6Nv+hgbHimSLGmYSUF46k3aP3mOVFYSJjXQDLRsine+XsdMK/QtMwldiZ5W6V9p052YZSR9lKjdxBxfR7NbYOMjedxjb9I9fhxFE5gJSeX5l+h7aJyTr6bYc3yOhdenqF32EEqCU9+tsO3P+jj1m3ZM49QEiBhI9mohU0e6uM2QxdvTzJ10OLerTRSBUw/QTMHYlgQzxxyMpMLy27OkSu/RZlsK+XGTREHjzW/MoaiCKIReAzzTotUrYCd0CkvizuWur87Sq4ekShpXf6GPm/7HIS7ubaNZgkXbEhz90QS4oOgWTt0jclwWXJfh3M4aQkiG1ydJ9evISCIUgWYrjGxIcOSZOp05n5ENSRZvT+E0Q2ZPNEmVNOy8RnPaY2JPh9q5Ltd/vA/dUtAMBbcZoFkqicFhFMsiqygcy4Vs+bM+2uc8EmmVoRELdy6gHYY0wwDL93mx2iTKxHEeaVUlq6p0anF2r5mKt5WKGtOFvW6Ibiv0LbNJDegc+VmN0JVXmGHlUy5OM8RIKpRPu4xtSXLoqRpGSkHVBBNvdGL95iqLyJXs+14ZO63Rqca68gPfrzC+NUkYwMBKm/UPFiifdtAsBUUzeO1vZ2JjJRkfShx7ts6mx4q8/ZMaZ090SC8zWH5Pjo/ms+wrt5mccZhTXL441s+511ooVxn0OiGGopDPa/hhwK+aHVphxCLLYLFt8k6nh51TMdMqWVVBBpJLlxw68xulXhRRNDU6cz5ieby5Ug1B+aTHijuzXDrYwe/GA6LZCv2rbA58r8x1X+qnl4FvTM7RZ2h0w4g5P84Brc7rLRUX3n66SnZYx1ht4ikSUwgGTIPAhbd/Wo098QT4PcnBH1bY/heDmIrgmOchkRDGX30BHG/32CwsvK7klf8wzdZPl2jNxKZJfi+iPeuT6tPxbUl6ncmWDRb9wxZSQq8XYPXrREmdQAhe8jpMuT73prLUj7nYvmDDJ4pUz7osvCFJ+0aDr8zOEkpI2AqPlfq46Hok1BhEHe72MBWFeiNkyw05Tr3QRPPg0oE2t//VCFPv9FA1GFyTID9uko4kfzzcz6u1Fmk9NvW5OpNixvP54UyFj5VyDJsGaVWl9rbD7P4uo6tsctsT/MipM2waXJ9Lo74nB6hk6HxuOH5dXhRR0nV+MDPHJc8nrSp8ZqiPV6oNltsmg6ZOUdUI19uoKZXWhEvlXMDSm7O8VG9yeR7QApztuZzqOlyl2+x5eRZVxkBjYneHwVtSPNdpccnzWWzFdNFqEFINApwwvoEqYNrzyWsqRV3nxVqLvK5TTCfo6AHrCwmyQsUeUjGS73ZZMpqKHgnOOy7PVxsYiuD2fJZT3R4LbYtqENIKQsZMk8uuTyDBUgSjlo4bSbpS0prX335zssy/WTjM3las6U8XNK7+ZIlQSDKaduXgBeCBviK9MM6OnfZ8bi1kSSiCr03OMen5dEKPccvkyyN93FV0eHK2TjeUfMEscuqbVWYbfqwn/Y3gji8Nc1n3cCJJKAN6YcTdxRzVIOQ31Qb1IGQuCBgzDO7ry3O822Nopc3fn55jouWiAKdx6C6UrDOTHKq2KOgafzIyQCAlzSDg8nxkyeqkzcmuc4XyvNQ2Acmfj/YzbBgcaneYcDzusnNcm01xpNNDFYKsprIumWCi5zHt+SxPptAVaPgBk66HJQQ35zMc6/a4KV9goaXys9kJQLA6meaFag05r0Qt+wFlP+D+ksmkO42taKTVAoF0mXFPszpzE52wiq3mmOwd45q8xm0FheW2hx8Z3JBN89FiDgnoQiAkpFVJM5gjkhFF3aDhnaGgDbMu1ccy20IR4AdNTrR3s6vyfX6bQ7g4uYUt+ftIaUX6zMXsrvyAtFZCFTqKUAHJtHuaEWsVruwSSh9D2Ayay5iRZ5jovMXy9Dby2ghvNZ/lfPcAIAmJONp6kbHEWjJ6iQu9w1zsnbpigna68xZFczF7mv0sN49we34Nusgy6QoSape7iinqzqsssO+Mf38UhZzx/nhGgDd/J2IHYFe9xf19eRTgvdB2RdIi8zssmLLnc9GN6eVjlsGKhHVFe6sKwbpUgoyq0o0ijnd6tMMIKSw25e/lWHMPnljDiW6PlvsqS1JLOVR9mop/gUFzKdcXHyOtF9+XR/vuOhR3rS/1jgKSnD7EktTVnOi9H4zvrHoUdYMvDveRnadOl4z/Oj1sn6HzueF+Jl2PZhCywDYZ+BDQ/lfXh6D2n0AFzQbOmVM0X3sZ1U6QveV2jPEF7+vgQeyuW7j3ftzxLLvL38APe2j5IjP+WV6rfp877/8i4vRlgkqZbqeNUDX0gQGMkTH8qckr9xGqhrlgEZHr0vfE5/AuX8JatBitfwBF0zAXLyVst5j96n+i71Ofj9sbQNTrIXSdoFJBpLMUH3qUzqGDCFXBXrGK5u7XSEuJuXgJ/sx0bJ4jJYm16zHGxol6XWQYkbvzXpRkgum//WsU3UAGYQy0L00Qtppo6cwVpzx9YBBz4WLUVAppNCndvp3yi68jQ5++W7ag9w8S1Ko4p07gHDmMMIwYKIYh7Td3k956Ha29b+BdvICaSlGv7KTv8c/il2fp/9TnaO1+DX96CnNsAcbQCEoyQei5RJ0OwjCwlq2gfXA/jReehSAkf99D+PUa5ugY1R0/JnJ6tPfsovToE3QO7MO9dBEjmSJ3+1209+8DwF61BjWVjsfkPQYR9qo1MYD+nZKeC4oSa3UvnMNatpLsR+6kfWAvxvAIidVrae/fh0SlfuA4mdxC3PRmxjYn0UwFTyzGfWcAf2oStZTDuPpu9j0V/2hteLjIiV82uLC3S6qksvXjKo2nvolXrRMFEna9wcCnP0Vq1RI6z5wjPagjfutC6kI4c4HMwHrKZ136l1tEoWT6SBevE1E959JrhFfygYUCyz+S5Y3/PIuZUgm8iPO722x8pMjsiThuZuH1aaJQsuZjeZbeHKJo4gMxKu9O3PieEMcoa5aC34vwXRCNgIXXpdj91VmEKkjkNaJI4rYipg51MDMKkR8/NjOeonp2Dr1oE3Z8GucbLNnYY/Sf9xMl+5k57jJ5uMPgapvQiwHGm9+Yw3ckUsLEm20UVTKywieptHCmE1zcb9C/0mZkvcW6j2UwU2A++hD1nc/Qq/WwF45hrL0OREwFXJ9NclJ3UJM6Y56BWw5x6iFji23avRB0hQVFmwPdLv2qxqa0xrARkOooKO+JHkJAql9DtxWiSBJ4EWZKjanQ8///LbB1WiFWRqWwwCTyJRs+UUAIqF/yOPlCk8pZl0XbkjjNCFUV+E6MwIY2JyhdnyAzblA/7VFaZmHnNMa2pAj9KHYanjejkQLsXAyGA08yc7LHykfyHNQc3rg4x1C/ySdGikxpDoOhTvWFNqWVNpXnOrx1uIkQsOSqFFvuyTOhhbRCjwnH44H+PKoQnOw4mJrC/f05DnS69K+ymDzvxAoECV4kGVlsUz7rkFpoMLQ2wcW9XS7sbXPdF/uZPtojUdDIDOmcf6OF14mzlQ+3e1SCgEuOx4MDBd7p9HCiCEVAUgj66wq1OQf9ZouvXJrhou8xYOh8ZqhEqSfwo9g0TZkf6+a0T9CLOPhklc3/rJ8fIggjecWZd7Fl0nzLITtiICM490ab4mKTqbdj4B4OK+xvttGEYHRrgpnnO7zwtctEIQyutrnmCyVSFfD9kKvVJFoKjn63htuJWHNvjkuRT2arwaKNBv/x+DSRnHdVTyq8UGtwdynHqa7B0oQ1byLUpUOEsk5j1E6T6sHgsgReN2J0Y5JkMZ5jAJ0pn8auDpvTGsUlJuGIyjcuz3J3f567ijmYN0LSBZgrDZwFEQVdI2cbPB4WGTQN+owPbuKKhk5x/noQRXx2uJ9eKLFVgSZBy2V4u92lE0Z0s3Bqu+DiXJfVS2yubiZIDxk0gu57CUMgoBaEBEhUICNUgmaEkVSYwud800W3FCYcj2uyKVJBSPDbNVrEm+9+Q6egqUw4HrUgYNwyeGq2ihtJLEXw52MDGPr7N+UJRXC652EpgjsKGUZMk3YY0m/quFEU64I1jbtLOTKayvFOj7Smcl9fnh9Ml6/Y/Sgidqruzb+mNSmbgq6R+AM0xYKmsavT47lKTPMNkWxMJcnpGmccl5xmcsHxONZxsYXgk4MlMqqK3OMz3fCuLBm+C0dfb3DzAzkMAfuaXXaUa7TCkKSi8FB/gZ/MVhkydfa1Yj1wSdepqxH1RIQlVEQESVthb7fD5mKKe0tpOkENQ7SpBDqH2yp3FrIMmjprU0mOtGMTs6W2xdqUTVJROOs4THoetqqyLpXg15U6d/flGTZ1Ljgei22LRZbB6/UWJUPDVAQV32fK8UHAr+ot5nyf9akEM65HPRDcVhzhVC8kpSboRh66EITvLpNEaFhKAjfqklBiQrGpxIfUkYwIpc+S5GZ60SyN3svs6rqMJdYTKFv46VTcrStqKo8OFvn53CVagWTAsHiwL8fFzg50sYnV+s1YqkI3aNAK5zhQf+aKt7OCwvnuAbbk7yOhZTBlkpwx8D5dKUBKzaOrFm9Vn2VhciOHGzspe5dYYK+n31rMa+XvcEv/F5l2ThLKd63cVaEy7ZxiYXIjs87Zd+f7/Idf9y/SjfpQlAL7qn/H9vwDCFGg6V/mfOsAm/L3/N659956L0i1FEFCDUmpPRy/zpdG+vnxbJOKH3BVOsHdhRz2e+azE4a8Xm/xg9l3u7GbUgk+O1yizzCQxFr7nZU6BV3j1kIWJwzJaiq9ME/SuIWnpud4rL+LJgu8VfsFFX8STWhUvIvsqv6Auwb+grRe+sDrTmhZtubvZ3XmFqSMu7sJLctw5KEJCN4zVKuSFqn/jxrYPkP/vWvgh/Vfrg9B7T+Bck6dZOYrf3Pl787htxj513+FOTb+vsepySTpG25G8avc0vgCUoEJ7TSnnX10owa+28Lwfeov/hr33GkUy8ZYtJjSo5/Cn7qMd/kSqCqZbTdgr1mLVioy/dX/hAhDWq+9jD4ySvHBhzEXLKJzcB9qKkXv7CnS27bTevWlWDur66S2XANRQGvvHhRVIXQDqk//FMIQ6XsITSd/z32EzQZ6/wDtvW9Q/t63ELqOmslSeuSToKhoxSJRpxNTlDUNrdQHCHqnTyJdl6DZoLXrVbRMlvzHHsAcHKJ4zx1kt10NoY9qm0SehzEySq9eA0VByxWIel0iz0OxLLRSH+0nvwNhSFCromayRE6P7PabAdDv+ziR00OxEwghKD30KLXnniGoVTGGR0htvZbGr3+J3h8fDgTVMpkbbkaxLOy16+ns34t0XVr73yR3650QhYTNJvWdzyAjSebGW7AWLgLdoHDfgzRfeZHIdWPzq/Ubfq/lu7V0Of7sDMnNW3FOnaC582mstevpe+KzCNOg8sPvE9ZrqKkkog2iep5Fd2xHM+OtkDBMkluvienmpkUvsQynVWZ0U4JLBzrz2aIKiqYQzFzCr8bRLr8FSs6BV8ltXIK1cAHe5AVCT+K2AqSEzMoFLCyarH+oQOAFnHuxRmNGIlSVyUM9Fm5Lc+HNDkjIDhtUz7so89mfihJH4Mwc67Hyo9n4rGRehOS2IxKFdxf5qNfDvXyR7qGDaMUSibXrMUt9LN6e4eCTFRRVYOdU8uMaQysFSmeKrjKO244IXYlmK6y+N8vx5+p0awHdmR4IOLerwZ3/yxiaFtFqWBS2DzO0NKB79DxKcpDDP64TeJKrP1si9CWX9rdxOxH1i7FxT6KgoQjJ1N45CmqZ2jM70At5xj/xBEophW6ZvP2zKr2GZGjtYpb88f9EemaadjvJgZ/D1k+FJAoaaU1jQ9qi0evxzgtTzJzskMmmWXJDnvSAzjsll612krnQ5/4SnOv8gpONCUxrO0tv30R7SlJcZMe5sWMGmqHQqwbs/06FRTclWbQtReWsi6LG5yiaKSguMKmdd8ktMHjjK7PMnXZBwsAqi3X35/F6ESMbk7itCEWPLbhXPJrn3MKQnZ0q2rTCNWMprPO9uHM8atAREYkBjeSATuRLVC3OcM0MGAgBVz1e4NV0j4OVLoET0alJJqZ6fDpZ5NC/n6N/rY1TDZmcz6wVEk4fbLNgeYKVy2PtYTsKWWCZjJsm12UDBIKCpvBirUVptc3Kappzb7XRdIUNt+WpnXM5+IMqt//VMKEFGx+Nu8puJ2TRDSkCJ44DWnx9hstvddBshboTz+92FPFqrckXh/uY8mLa6yrDovXLDgv+KMt/npij6QeUbI12GPLUTIU/T/VjZBXcRoQqY3r08HqbTi2gct6jfdLlgRV5dkxWsVWFB4fyrEjYNIdiQGVlVGQQswKECqOPZPm78hwTnkdWUxlB46OL0vGWV4XkQKwJP3GohYqgp0lueaSPKJRsfLzIT7s15i4HGFWFhQMW9y4v8pOLFVRLIdLijlRO0xg0dX5da5JQBDflMiyyDX44U2N8gc6dzTQv/fUUvXqEosPqu3OM3ZJGd+HNb87hdSOGb04xk4iYarncM1Cg4vocLDfZkEow4/tsyiX5Py9NIYEb7CS5ikBMh0RDCu6ggpl+d0PoOxGdOZ/mlE+qXyPVpzOcfJex1A1DDlUbHOs4PNSf59tTZZphiGUpvNBucutoltuLBpt7SQ62Y/On+eGKTY98QUFoePWQ0JckigodJZrPuxZEQvBqvc32XIqr0yn2NNtEwJqkzahpUNA0jnUdPjfUx4Tj4s4j54SioPPBNRwhcCPJ3cV8nFE7V0VTBKNmCUvAyoTNgXaHJ6fL/PFIPyVdw40iLvVcJIJuFGEpyrxrb0z3fnSgwALb/IOAFqAWBLxQbdAK41gaJ4p4udbk8aESuxptmoSkVJ3LbsBdxRw/na3hS8l1vXjtFQhUEWcWR64klJIfzFZZZJmsS9oc7fZoBRG76i0eHojz4n82V2fOD1FF3PGcDn1US6AgyGqQFhoJJcQJjnC+tZNO6JLUcnx+8DFSmkVmvtO1PZ9hWy6OcnLDkGnP58ezNd6Z78raiuCfjQ6wo1xjzDC4KZ/hTK/Hecfj5nyGhKaiC8HpjoOlKvxwusqZefOmy67PH5VyXOi5XJVK8unhRTSCgOuzafa/JwYqq6k0ggSb8ndzoLoD8FBJsrnwACfbx0hoAygyZEX6Ol6ce5J6GKEgqAevsSaTYNRcyyXXZ3nSpqApPFCKCMjhhDXOt58iiKr0wtZ75nUDiaTPWMSS1NUASCKme2cQQmGiewhLSbEstY0p5zRe1J2n+hZJaQUiGbAhdzfPz/zfNPxZIkKOtl5EIikYo1S9S4zaaznXPfjub6uMGLKWowqNQXsZF3on3522CPrMpXTIMGzpLLD/lKY/y8HGdwHB0uTV9BmL/uD8+21tTid5qdakHoQklIAoarAumWdP7TsUjQX8q/FHiDBJqcqVTudvq+IH/KJSf9+1A+0uDwYROS3i19Umh9tdVEWhHIQ8W6nxz0cHSagqs57PrB8y6YWE0ierZSl7F+bHVRAS4EZd3KhDmg+CWgBTTWKqyfdd69N1Hh8s8UKlQTsMWZ1KsC2bnteqf1j/PetDUPuPvIJOh6BRp//zXyZst2i89CuC2Rm6R498ANQC4Ht0f/oLumeOEKmCsQ3rSa/fzkR4FM22CIMA99xpIKYeh+U5um/tp/jIJ4k6HVBVwlqV2o6nQEaUHnqE5msvE0xNEjbqIASKYWAtW4m1dDnuqRMkt1xD6fFPE9TraPkCwjDovHUQe+kyGi88R9jtXsmtVXN5ekcOUXv2acKeQ+mhR+i+fRglkUQGPlGnQ+PlF9H7+rGWLKez7w20Uomo2yX/sQeo7vgR7rmzBJUyWqmf4scfob7zF9SefZrSo0+gJ5PoSRvn3BnmvvVd/OlJZBAw+Kf/A9L3icIQNZ1GEYL09ptpvvYyzIelC1WLHY8TSSLXQTEtFMNAMd7VytkrV6OV+pBhCFIy9+2vo6QzZG65jc6BvfjNJmGjjtG3nOLDj5O/8x4kxBTnHT9Cui7m0uVkb7sLNZMhsWZ9HAkEJDdsjs2ooggtk71y/XdL7+vHOX2K1u7XKT72qfg12zbS9wAJvo+aTiOEQrIA6TXLUYVLUGsjDIPqz36Md/HilfuZS5dzy798hMBX2P/dMkZCRQiQkUT6IZqlELixyZEQYFhgmAra1qvpnp+gue80MopIb93C9IRFZsRDdxsc+AF45djWX1g2hQUZ0gMat/3Pw1TPOzQv+2SGDaaOvKuVVTWBogs0U3B+d5uh1QnOvtaiOemx6eEspn8Zra8f9+xpak//9Mp76Bw6QP+nv0D/8hzXfLbIpQMt7BQMrjXx9j5HmFtKR3QwEgInkAROhJXWaE7Nu/YKAVISdGMt5YpbTZTcAN1aQPVsD33ZTUigb3mP0c0pcuMG3UrA8V82WHFbHEUgJUSRREgfzfSI2k2iQOJXa3Tf+A25+x/j4I4q3ZkWwkpw+a0eoQ9Lbx5j+lCDXi28osMFaPXqHH5+jouHOihCYaY3Q++ZgM2PD7ImkUDVBV8eKTHnHMQPL2IqAaf8l1i/OkU6XM3hn1QQxNmlGx4uYudU/F7EyZ0trv2TPrY8UeT87jZWVmXNPXn0tGD9QwVO/6aJ24m7VX4vwncicmM6uXGTRF5H1X2u+XwfZ19p0Vui8Eqljp1TadVDdpsd+hIa4VNdrnq4yEwh4qzaY/3DBQ58v0Kz7DO62mb9g3mcVkCtF7Cv0iJQJHZWRUroRJK2Gnctk0WN1kUPVRXkRewS60aS6hmXs+OwLmVzXS7LpOvztclZ3Hmt3Sf6C6xLJfjm5Bw3bUuzdksRKSEhNF7/X6eRETGAX2Gyd0eFwrjJkpstBIIzL9cpn3dJDeisuSeHnhBcpSfZ3+qSUhVO9VzOOnP86Ug/J9sOYTUkM2RSmfW4VHFJFDR6YYSvSKpBiJuX3PCnAxx6skrzosfwKpt1D+TZ8405hIDaeY+bNmfZtCQBKuyYqfGzo1XSCZU70zmGrk0wujJB6EnGrknwotHlQjuet6GUTHd8Jgyf7KhBc9JncFWC/d8rY6cUQgF4EceebbDx5hxvKw4zPR9VCKJQctn1GLMNMlmNC46H9OMNZ9X32dfszOfTSn5ZbfCpwRIS2EySwz+s0i4HcWfCh7d2VCmtt3GSAq8T0bfB5sSIz57pOlJAS4u4tZhhg2Hz4tk6akZhVcYmoSqMGzprJnT2PztHSlE5KWDh1hRrPpqNdeCh5OLeNsez1QDhAAAgAElEQVR2vpuHvPjGNMtuyVw5qGuFIWe6LncUMiiIefMfsDQFPauyu9dmWWAxbpn82Ug/p5o9VkmLPlPH0hXyqsbia1Icey7eLFtZhaVZG6XeuMJEmnY9dEVhxNT589EB5Pw1BRg2NR4dKPJKvcmxeS3cYstgez7DvlaHlKoybhkYSqwH/dbUHAssk19U6hxud+nTNSIJP56t8mej/WzNJFmZtAlkxIzn83K9hSYEGVXhnlKOp8s1nEhS0FTu68+TVVUS81FFv1vtIGTG87nguoyZBs0gpOwHselWJEm/x7DGjSQZVbApnSSrqlybTdIIQkbWGxx8tY4fxKBSKIKhq5OcdVwOtrr8ptrk00MlzvQcUBXaYciAofNytcmapEVJ1yloGmd7DlsySd5odshqCrUg4K5Cjkg2eLP6cyLmI46iBocbv+Dmvs/gRwmaQYgQkJs3pZr2fKY8nxNdB0kMsntRTGsdNw00ReF/Pz+JImIgdkM2xeODJYJ52nVB12jOd5U/3l/AiSIqfsB1uTQVL+D7MxXSqsKN+QxJVeWddpcltsmWTIpf11qUtHEeHPkL3KhJ2VOohhrDiRyaU2B1ejUNv0w9iOYptrHRVsU7yurkOlYk0pSDkG9OVbm74PNS+VukVRUpJTndYDyxjjDyaYdV/MghkD5LUlfzavnv8aWLKVJ8ZOCPOdF8HVNbgKUaGHS4pe8L1P0pvLBHiM9rle+ioLM+exsgUIWGnM9lvth7m6uyd6EKjSFrOUuTV3Omsw8VlTXZWykaYwCM2euYS1zEbR+mHYYsT20lYpib8gWG5um+BWOEfmsxAkFCzb4v7/UP1ahl8q/Hhznb69EL6wwYGS62nyYiZM47S83bz+rMzb/3uZL4O/S7FSFphSEnOw4KAkPEZnRSxuZLgyboQkEgMISgJ9NEcoqs/tsut8RSk5gigaF8kCH3D5WmCFYmbUZMA19Ksqr6PvnEh/Xfrz4Etf/IK6iU6R09gnPuNOboGP2f/gLN115GsT5oBy6jiNae3Thvv43idBEKBG++zdCyh1lU2owyWYNMhtInP0v9VzsJZmK6ij89hWJaaJksncMHmf7b/4CaTBK2mrT27Kbvic9R3/lzkBLpxZspvVCg9NincS9dwJ+8jJJOI2dmqD//C8JWi9LDj+OcO0P+vofoHH4r3qBetYmw253Xr9r0PfAJvKkppO8RNhuxYY6iopVK6H19KMkk+T96EL9cxlqyFOn7OKdOIDQ9BiBzM3TfeRtjbAHepQtEvR5qIknQaFD7+Q7CepXIcZBBQPmpHzDwJ39O89V47NLXbkNqGqkNm3GOH0OGIWoiib1qNQhovvIiyY1b3ufGHHY79I4fpb13D0JVyd5+F8IwSG+5htlvfw3pOAhNJ6jMUXrkCRJr10MuzgQOZqeRTrzZcU+dwD11gvx9D34AuGrZHP9QhZ02Uc9BHxpBolJ9dieKrqIoEeaipeQ+ei/2ytW03tyNYhgkN25GHx5h7utfRfo+9tr1mIuW4k5cIJrXhfVOnCB70xz24Cj5BSbTR3rIMKQz4+KZgySHM4TtDlEYxw1lb9qOmkyiJpMoV3+c0vo2UsL0Kcm5n04xsjHL0hUTXPWJrRz9UQOnGbDiYyWIJK/9zQzdakhxqcn6Bwv4nRBVF8ggJGy3EISs/MhiFFPDsLPMnugxd6JH2GpwfEeD1bdKRMfDSy0m+cl/BeUJOr/6KcHcLN7MNNbCBNrF1xh2LhBVOpSfPUzx/k8Qpkqc+vElNn5iASdf7NCY9FFU6FtmMfV2D1QNgUTRwMzomIODzJ322PvtMqErUXS46l6dlZvb4E9DcwDfSRP5cRd56CqbuZMOfjdCS4asuC1F8+nYfVtK8OdmCNwIrydQEwnCUKFbDTj9cpv+lTZLbsrSKnuYmXfnQ7PRoHleR2hZPBlTGf0oJHQjhKbys7k6Zd+lpOe4JfdJTrWexIt6mL0iR35TQVV1QBB6kqO/qLHliRLj1ySpnnN546tzLLklxdbPlkgWNMyshqoKvG5IazZAsxSKJY1FN6SpnnWZfNvBTMfxNrqlUlxlUlpmsaNXJyk0Ql9iZWK365OGy/qSzuWDXXo3abzW69Act7j2L/sxpKBrRKiqwqFv1BjYniRjq0x3YufWREFDCIVMSsXMqhi2QnGxyakLXQIZ54CmFEF6iUHV73Ko1WVdMsFrjda73TFV4ZLncaHn8oWRfia6LlNuwDLH4PA3KhDFNHUzpRJ0JVEYU6wFgneeqTF5yqEehlw67XH56w53/cUwY30GDw8UeLkWu/huSidRENxeykIr4J3ddQrXJxgsGFzGx/HjuaQrAheojUWs/HKBrKdSm3TZ970yzUs+hiZYuDVJ96SLYgheMDucrzskChqhlDw9XeNf3DlEv2WgWwp+GDF1uYEkBk23FrJkVBURgLhX49RPGmgpQc+SNIIgBkJaHC+ULmhUwi6qEEhATSh0ogg3iliRsLjseiy1Le4oZnix1qQRhGhCkNZiE6DjXYc+Q6MYqhy/7BG+Z18ZBhC0I7S+OOs5udZkV3kWYcbuWxlT5aVqiyf6i+iq4JHREl435MtaiZKmsefFOZAw5wcIoLK7zui1SfoTGr1awKkXm+9NBuHc6y1GNyZID8wbxiFYZJmU/QBt3ikYCWkpaQQheU3louvx1GyVf9c/grnf49LBOnOqYNmNWQpXayy/LUtxqYkMoFP2abze5fM3D/Bis4kTSdalbHKqwtKExSu1FiGSLZkka1IJUppKGritkGNVMkEjCEirKt+amiMEnEiSUhQ+M1Ri0vOpBSEbdY1f12KwGkow5jfBFxyPFyoNbFXhukySvKFTm/8sfanybLnOfaU8piJohREZVeH70xUuez4rEiYfLeZJaAopVaXi+fyq1uBQq8ewobPEMhmzDGb8mG4aSMmQqZNWFQq6FpvS9OUZt0x6UpJQFPK2hmIK7vnSEIdfbhAGkgXbUigjKr8s14kVnLCv2WHENDjWdRgzDKYcn5sKWZ6ardIKIrIZlaW2xYChszJp40VxrFPZ81Ho0ghjvbQmBG0RIZmiG/Z4teFzsNlGCMGNuTQbUgn8SNIJYtp62Z+PGBOCsh+wJZ3k61NlJLHkQBdwuudS8wPGbXOehhwbiD3Yl+elepMJx8MUgr2NNp8YKGIogmYYosgO16RVNiazOFIlrancVcziRhH1QGFfU2Vfq4ITNUirKuPWdRhOhqF46UUj9jxQkKTUAlszOWZ8yXfOXaYXSUY6eW4oPsLZ9i7yusHazM3ktEEuOUd5s/oUK1LbGbSWcqTxKwwlCZGCodqcaO5mLP0ZdszVKfsBi+wkD/QlMEmyr7GDkPjzVYVPOA+tbTVNK6gCEltJowiNnD7Eq+Vvszx9PRtydwPghT0S87mrSS3H+tztjCfXoYkkbqTR8C+SVHQg3htpikFG+WBqxX+phi2DfkOwv/Yrjjb2X7keSUkooekHV7r07628pnBzPsPOauPKtSW2SVqNO/EpTaXjvV/jmpw/uOnTNS6rgo/3F9lZbfHJ/hVcX8yyu/o9wsgjqeXZUriPpFb4b34/wAcc8P9QuWHEtOdzqutQNDQWWn84tujD+m+rD0fxH3EF9RqVH34XZ55u261UCGo1So9/Bi3/wS9d2O3SO36UqNtBSAmBRNaa6JNNevuP03r1JfTBIcJOm9LDn6T6sx+DqmKvWYdimgTtNo0XfwUyium5tk3YauFNXkIrFIi6XfS+d0X/Wi5H5LnUfr4Df3YGAp+w2cRatYag247djMOQ7E234teq1H/zS7I33UrYbGCvWU/nrYOktlxNUKtecUaWGujFPvT+Qea+9f+gFUvk7rqX7rF3UJMphGG+z0U5qJQxxhagF0sIw8CvlgkqVdyLFxDK/8veewdJcp5nnr/80mdl+Wo70+OnxztggMEAA+8NCREECYKeEpda7e2u7m61q7u42Iu4++Pi9u724pa7kqijRFIMgiJFghQBwhJ24AfjMX4wrnvalzdZ6fP+yOaQoCh3q43QRuCN6IiujO6KrKqMrO/9nvf5PQJJCIRlEdWqBPU6kqJQuPte1PIAYbNJ96030rFdTSfqtPEvTzD/7T+ldPcD9E4cx75mF8qir9W7eOED6mD9Lx+n/NAn6R05ROJ5SFpKhJZkhc6+tzDWrEUY6f8a4+sxJy7SP34MAGvz1g/EG33gc++08XsB/a5GczoiN2KQG1aR2jM0nn4Cd2oapVgid/NtzD3xEsFcjcyQQfb6G2n89Cco+TwDn/48yDJKqcz8d76JFKZfbJ3XXsHevYfIGqB3LvVRK5ZKItIR1fHb8/QWfOrHFxCEOI0BRh56mP6ZE8SOg331NehjywGIw4TapIzXy5IfVckuh92/P4SMj5YkZHIO1325SNDukxgyr//hBKGUJ3BjZo/1keUGlXGd7Z8o0Ztu49U8hsYVeO8pmplrObVXBllOSdq9Ht1mkTg7wLmDcPyJGoETsuy6QTY/+i9pfPV/Iu73CaoLtF9+Ib2WohiCgOYLz5L/0nb6NY9Tj19g+V0r2LlWQfTmyN+Rx2tKtOchSQQ7Hi1jDWj4Lpx5oU3sJ8gqrLtJxn35R8y0JlBNgTBNSp/8PJqtcv61NituyLL6phxuK6SyQtD56XeQwzaxlhKRi1etQ8ukUTFRIuhVQyI/wR5U6MyFHPlhnVv/zSiKJoiihDiI0Y0SFLp0Gn2SJM1xzCsa5qDKv7s8y0IQUVAkFvweXmxyY+5aLvZeRfGzJH0fp5v6l3Vb0JmLac8GVN93GVpvUlqRMLnPYXDcpFsNOftKm9J2E3lIsPKj0PFaFNURDn6rTvNChFWSmT/VZ+tDRbrzAZffc1i+02ZkXOW1eoiIEqIQdEuwVFFx2z6ZAYXVvsYjcoELgc83/RqGLLhGzVDqyEReQvuoyz0PFPiuXyWKUpr1znIm9UL93ghzZkSjHzK21eLSez16ScTWq/P0lkDNC1lj6Ugk9MJfYEf6UUxJUXjaaTHvh2y1TW42bV79wxnasyGSgHV35mhe9hguWwiRAssA5s97qcdycTy104mYb/ioZZnt2QxrTIOEdJH081xaf5lAz8ksvNblk18pc7TRYzBWacghA3mNy66fNtpGiKxJRG6CqgqGNpis3GMzdajH3CmXzb9dYarpY+blRZ86qBa05JgVRnp+qizYlbcZMzRWGDqvNtsc6/bJKTLDlszHfrdCL0wINQi9hChKaCQJmzfnyA+obHcznO65CFMi0BI6UcywplFWFNZZJpc9nwnHp6QorM8YDKsqbhxzjpTK2Y8idCM998lDaZZilIBuSJh5mWfabQbv1RgtKkQ1wEvIVGR8J8aWJcZ0ja8sH6IQCl59rMHEZZebH6oQNSIklSuwuziGej8kcD3MAAL3F35jILU89GL6Z/okMWglwdU5i+/O1dkpSWzKmFzse2mObZJweznPgXaXYU1j6j2HC291SEijcs78rEVhqUZ+tYa0TmXK8RleazDYkagf9HlgNIs6pvBKq81/anQoKDI7shZbbItBTf2ARSSnyOQUk7ofcNH1ua2U52C7x7Fen4dGKgRJghunMS71IGK5obHgpwA4IsjKMkOaSkz6eztOqDkud5fyvFhvEyYJuiITk/Dns/UrYMDbS3lMWbDcNPiz2QUMIXF3qcAbrQ57m12iJOGy59ONIh4eKmMIwYwXsM22WGcZHGz1+FilwCrTYIWhIYRg2vV5ut5if7tHXpH5/HCFbY+UUCSJthTxF3N1Zv0AQ6RkZlWSiIG1ps6d5TwKEo/P19iVsznluHxnNlU/Pz5YZrmhYQjBH03NkSSwO5clSmSSX0IEmfIITqTyVquNE8VszphkZJkjXQdDpE14N4wY1rS0EQK22RlGNJUgSUhIickFRb6SHdwIQjZmLCY9j5Wmji4El10fhXS0WAiJF+otbirYrDfrHGz8gLOtSYaNtVxdfJAhY4wz9SZvt3rcWswRSxK2bBMkOiES51yJohqz0VrKusw6LvXPokkCXWTZmLsFSVLohn3CBLKyQBYGidjAxvw4FVWwvxMgi5hOCCvte2j65xg0VjLvX0AT5hUFcUX2Pr4522TGS5XqahCQJDKfHLCp+ZNk1RQaFSUhXtRlxFjHrHuWnDpAnERcU3qIsrYMP3bYXf4kTtjmUPMpKtoyNuZuRRW/GO2f6B3heOelK49HjfW0A5soCTCEjankfu065u9SilBZntnGRecQCTFBnODGKom0iq9PL3B/pcAaK81E/nllFIV7ynlGdZWjXYersiYbM1BWJRShcHc5z5/P1q5YDLZnLYqLCr8mCzZZFs0oZNzSEUiUlDIPjvw+YeKjCYOMUkKW/su2RiedPj+Yq1/Zp1tqaHxmuHwlHuvD+v9fH+bU/iMurzpH55WXUnjMYkMX1qpkrr4WdXj0A2OxkDa1wdw03oXz6YEwhCgif+c9tJ57miTwEbqBpCjEnou1cQvm2vXY269C6Kn/tHf4IOH8HERx6iNVNYzx9Sj5AoW77kOuVIiaTWLXReg6QtORczmCmRmIIpTKAPk77kGxMtR//AP67x2hu38fcauJvXNX2qA0GqmauPdlMlftRMnn8S5PQhRibt6KtXEzyPKVMWN7+9W0nn+a3J6b8ScvEXfaCMMk8T1yN91KVKtRuOs+hGlSfezbyIUCwdws/uQEie8R91NPbPa6G3DfP4O1/SriTpskDDFWr0FSVeJOG392BjmXw1xsxvWlS+kdfBfvwjnkfIHO229ciUwCSNw+yuAwci6XxusYFkkYEHXbKJUKxvgG5MWGWBgGxqo1ZHZcTWbndVibtiBJgrC2QNhoQBIjDJOwUaf12l7mJ3O8+/WLzB9vM3MixHcijO4p3OOHibyIzkSLuD7DwCceRsoPYt94F3pep/3yzwjm53DfP0vU6xJW5wlnppFEuoMoSakqKhWGcSenQZLI33YHjryM7IiBnpUpDXYZHYexbTKmfwGJEGPVGqxtO9CXLEVaBJR1qyF6VmbinR6nf9amMeEz857D6t0K3tkzdF57ifD8aezN6+i0FKYPO0i6mcYukRB6MQNrVIJOSNnbi9U5hn/4NcKFWaytO5g6kRAFEkkQEHUdVtw6jJY1efMPZ4lCCaKY1qSHljMY2mgjZIEky7ReeC7NCs5kyO66Hvva69AMWHZ9mblzCaPrBZ0f/Qnu4TcJLp1l+c0jrLpjmLV3VigsUZk97hI6EZEfs2R7BlkT5EdVVFMinDyHkCISp0vcbTF61w4uvety+UAPSBjdYjHxZoPCMoNgbgpViylevZHCrbeiFXJEQULtgofbjBAKbPlYiQtvdOjMBKzaYxMkLnMneviDKjVJwiorzJ1ySUIBAlZelyO/0eDJVrpLHSYSGUWj6re5vjBAOzjPam7iwt4evhMThwm+EzM4biAUWDjt0poOGL89z9jVGUIvYeaoQ5SReMtw0PUOx4PvctE5TLa2mgvv1sjkLBRFJo6gcclDKyhMHXVYOO0yviVDIxNT7QVIwPoRk6tdk4X9Dsuvy/LONxaYeqfHyrzBzZU8S+dl1igGmiW4fDDN7tVaCTduKrAqq3PLSJ4d+QzlvAYZwRONBvtdh8G1Bpt35hm6JkO0TuZw1CcEbi/maYQxayydY93+FaBLRgi2Zi0uuT61IGJ9rDK+O8/IZpNl19jpSPUyHSlJ82hX3mAjGxLz77vUOr+ApiDB8htshC4Q7RivGnH5zR5uI8TNwwHH4WDfYeWWDFEvZmlRx3nepfVan8KsxNIlBq+EHW4r5VhiaNiGwuhKk+IyDUnA3AmX6lmPOEijn1qDUF9s0CVAADcVs+R+abGTlQVzfkA9jHi23iImwY0T0CXsrMIUPhtWZ3FmQqIgZmSdyaa7CryT9Bgr6hSzKhdDH0mCu0p56kHIa60OWVlmf7vH9cUsGzMmUQIXXZ9BXeGBSpHVps7GjMml2GPFUot+M6LbDCkNa1z16QqHcy77+g4TsU9FV5EMCUdPpztkQ7DGNtluWxQzCieeaNG8kDYTpVU6g9dY5AY1uvUQv5+QH1RJtiksSBHTno+1kOC30oYnjhI0SyCbggPfq1F936UwoJHNKkwkPoqAu0sFxjMmSzSVm4s5plyPt9oOW3QT7a0ApxHSWqQHK1KaT+2NCb4+s8AF32NNV+PNP1mgc87D1AQLlYSFKKQdx/TimAuuz4Cmssz8q0kEE67HY7NVnqm3uLTo58zLEitMkz+4PMf2bIaLfY/LnsejQ2XeanfxkxQyd3MxS1lVWLZI9DZlQT9KgWT3VgrsyWfpRRFPVFvUwpCQBEMIbsjnyCsy35heoBpEhAmMGTovNzqLjX16brUwZE8+y/m+y5ihUVBkCorCBttkhZkSZIME/CTmyWqTV5odZCm1BLzT7rGrYPPt2QV25m0OdXt0ozjNI5bg0eG0WS2qKt+YXmDMTBv2gIRXm+l5tMOIc32X5YbOZdenEabe2E2ZPEP6APVgggifijbKtvyDdKIsR3t9lixCwp6qNXmj1WVfu8d4xuD6vM2U69MMI7baFrYs6MQxN+VtNElCFYIwScjIgjFD5/H5OkEcs9k22WCZtKOIM32XrCLjxQn9KKaiKtxZzLK//mdc7B8lTlxqwWU6wSxLzY283Q5x4piduQymkBnSNDZlMkx5IfNByIMDRfZ3AhR5JevtLQwYm9mevwlEmaNdB4HgzlKeDabBoa7DC/UW017ImJFmE7eimFdbgoNtn6y2ihWGxSVnP/2og5+4JEnECvvjPFvvEF9JvoVaEHNLqcL57gtICJTF6KKsMsjG7C2MmOOMGOPsKNxHRi5ytP08r9e+w+nOG5hylqsLH2FFZgeGYn/wenaO0AjSDfBVmZ3IksaB5jMggRc7XO6/RxgHCGR6UYNuWCchQhPWX7+4/aUyRJYRcw1xkmAoyxjP3svLTZWFIOJUr89m2yLzKxNttiKz2jLYZHn0/Dd5v/cKNW+SrFJhWC+w2bZYZepcX7DZZmc+AGzSZEFOUSipKkVVwZBVDNnGUvLocubXUo//Iasdhvx4vkEvjn/pWMR6K4W8fVh/e32YU/tfYTX9OdTAJ3J66dhv4AMS6uAQiesS1WvIpnklmgdAkmXMdRsJZqbpnzyOpBlkd9+AnM0TNRsoxRKJ6yLnC+lI2J5bUIrFKyOwim2Tv/UO+sffgyQm6nSQy5V0hLUyQOx6tH/2TEo0VlSy199IZsdVZLbuQF+2IlXK5mfpnThOVKuSuC5KqUTU69E/dZLMjp2EjkPlM1/Eu3QRpVAkWJjDr1UpP/wIkrqIZM9kSKKI8kOPIAyD9puvYe+6AblYonDvR5EzGfrvn0EoCtbWHYjrTJRiEe/CeSRVRWg6uRtvJWo2CKoLyPk8pUc+jZzLUfrkp+nte5vuO2+SveEm+mdO4U9cJJibw9y8lezuG1j41p+AEMRhwMCnv0DrhWfpnzlN7sabcU8cv+K/ZNFbZKxcjVwqE1yeJOp2QJaxNm+j+fSTFO77CInrEnseci5HWKvjHD+MsWot/bOn09zcxailgc98AffMKeLcUk5/v04SxSSBQ6RpXN6fsOQTqYc6jhKSGDoXG5g9hXOXNxJfTNj9yAdHbmKnh7FiFf1f1jgkCVEeQd9yI8rKTUhWlplzGs5Bn6EtCaohEU+ewH35RbRly1FGRqk+9oOUWLpqLZVPPIq+LFVq/V5EeyagednHKit05wKGN+p03n6D9muvodoaCl3cP/wqQ//9v0XO5UASqGaM3wkojGok/R4j2w06PziBtuVa9I23pp7ipM32R1Zx5iUHv5tQGSuwYrfFhbf66Zh6kiApCkkcM3/aZ80/uYn29/6Q0kc+hlwsETXq2NfsIpi6TPu1lxGZLHI2zw1f/jJRq81C0sJzE8KJOZzvfhdj6QgDn/0Sb3/HxevGLN1pYdgyb319HgmJyTc8BleWWHPjLXSf/h7EEd7EJazlR7n5n2/H8xTCRfrxkl1ldEUjt6KEJIOSz6EUSwhNsPbWHEPrDeZPu2i2zPm9HZoTPpotgZSw7y8usfNTy3im1WaFrvOU2uK+L5cxeqCbMucVH0dLF5FRko4P9iOFZfowJdlmLP8VJl/0uOrRCiefadKZDSiv0hm/M0/jkockJDbcW+C9v6zjVAOiIGJ0W4ax3QWemekxFpzmkjtDMZNDciQSOSLAQUi51C+sSOSWaURlgWgnnPhWnUf/9RDNSgFdF6itGHcq4KrPVDj5dBMRSywZM8iEgne/OodiCC5LEsuuzXDVp0oc/2kTXRP097us3mhy8TtN7FvyiMEESZcY1FUuuj77PId9pCPIDxslbsvkEVKqUJzuuThxzOdGKjxXS+NRtucsluoaO7IZoiQhPB1w8Vibkc0WXifGKiqETkxhic7kfofDP6gzMG6w8b4ik9+eJfDT8dW1N2SZVAIqDZXGz0FFFQXPTHhlpolqCy4HAa/U2nxxT4XzT3aYPOXgErNwxmdu3uP+rwxgy2k2oRvFdKOQbgGMnQYDGYnOfAAxzB90uGtTkWaQLo5VSeKWYpbyr1DuoyhhwQ1wpbQhk4AI6JNwvu+RlSV+qDe5+VM5lsQSlyQPJ5ewObR4o9tlW9biAaVAksA5x+WC63GbnWNjqHN9NkNWV3i51ea1Zoc9hSyGEOxrddmWzVBRFb4+vcANVpYbHymwtpvHNGXe1zz2droQgh8kvBy3+MqKIQ53HM73PYqqzFrT4I/n5vl4pkBjOvWibvpYkf4qmcQAsVZj57UDNA720cY1jqh9NsgWs3rEuvtssm+7tCYCMhWFpbttZtse+nqN2VMu5VMO2QWFB28ucKzv8r9dnCanyHxxpMJjs1UkSUITEo4UU1mqM/l+n4Q05skPYjYPK3TCCEMIxnSV6Zd6iAjGfiPH5FDEIadDXhXcW4nOU44AACAASURBVMmzt9GhGUbML469/nK1w5C/nG9QCyKyskwrjPiL+Tq/u3SIJ6pNenHMT6tNPjdc5lzfY9bz+fRQOT0/SeKC6/JSo83WjElncUTx9WYHJ47JK22+NFLhcNehvciB6EUxV9sZYmKqQYAkwS3FLGtMg5KqcG02w/5Oj4U43ahJFgngHx0ocb7voUkSy0ydEV3DjWJO9vq83uhwXyXPyV4/jVdZbIgT4JLrk9cUjnYdfnvJEEc6PWpBxFrLwIki+nHCY4sqWT+KGTM0DnWcK4rUz1uwy57P2Z7LPZU85/sePoKT/eXsKH4ZXUTMeDIXvQybMzIlJZ2SeGyuirm43kmA783W+V9WLWGtZbDJtjjtuBzp9Hh0qMJFL40e2p2zKaoyCRKvLo7Uv9bqIgmJHbZFWVWwhGAuCIiTlGa90tSpBRFL7Y/QDCdwohYyEtPuKby4x9ZsiQ1xwten5vGTBIGELiQeHSrTCCP8OOG5epuMLDCFwVI9S1bN8h8uTuHF6eTAuGXw6HCZC66HIQTtKObbs1X+6ZJB/o9L02RkiJKYZ2pVlupFbix/nnfqP6QWXCanDmHJGkKCOEmBfZIkGNBkosTnpoHPc753gDD2GTHGKajDPD//B8iSwqC+mlFjPRedQxxpPXPluj3YfJIBfTn5xfidftSh4U/T8KcYNsYxRQFFaGTVIX4880eMGuvpRz3erX8NQ7aw5DwjxjiWXOCCcwBTznFj5bOUtKV//SJ3sRShMqCvRBNjPFVt0ogl1piCvBxwru/RCSMGfw0J2I/7HGk9zbR7CoBWMEcjmOKWgd9kSC8wpP/96MFe1EvBXEmMKef+sxTov6miJCWW/2oFv+bYh/X3rw+b2n+EFcUBneYlrAWX0kcfovb4X0AcI+cLlD76cSRVwT3/PsK2UX9pDFnJZpGzWcx1G8hefyPJz2nDQkIZHCLudpA0HUkIMlu2o5TLf4Wua6xazei/+h/o7nsTYWWxr70OfTS9MfUOHaC7720AEs+j9bNn0IaHMVavRS2npDilVEIbWULt8e+hjoxgX7MbpVxOG7dcAXvFCmTTQimXUUolWi89j7VhE/UnfoQ6NEJ21/VUH/8+khDE/T6Zq3Zijq8n6rRZ+MYfp7AqWaby6OcxtmxHy6U3nqjvEPsecsZGWBat558me8NNKIUi6vAwzvFjOIcPoY0uRR0cRC4WiT2P3v53EBkbkcngT1zELZUwxtfjHD2EJGTar7yItXUH3X1vIewHkAcGCSYvEfcdjE1b0IZH6R3an44hHzpA7DgYa8dxThzDO/8+1rYdNJ57itL9DxLWq4StFsK0EaZJ+5UXUQrpuHLUqONOTuBePA9j2wl6/TTKCNJNjCRBsoYBkNVFWrBpEIQq3fmQZddmUAoa5oZN9E8eT9+TZhN91Wr0iQv4ly+n/5vLY++6gb3fCIBi6qtNItbcYqFo0uI1sIbWC89jjm9g4dt/QhIEyPkCYW2BxtNPMPDZLyLbWfSMoDufeiH1nEwcwuh4hHP0NKWPPkSgpbRqXe2RBD67v2BTnwi5/J4EiWDbx3KEJ9+g98xJ7N/4Isef6lB/v8GWhyoU8i6F8ATXfaRIFEnI2SLu+ycoLtuYRsPEMQgZSQiKyzVkr0Hxvo+AqlF+6BE6b7+ZXl8vPo/IFnFaIBwH7Y29ZLdvI4nAX8yWEyJBkmK8XoTbiZEE2AMqp55tpb5LN0HSdWaPLbBmzyoiL0TIEvbuG4lLK+g1JYJ+xPR7farn+tz2Oya1736TsNkk6EUITWLJV34Lc906nGaEUCFTUXjz/50n6CXImsTOzw0wearK9Mk2fV/haKdJUcjIseBr7TTCI9uXubec51LP5e5SgWdqTYQEeWRupcB7/2ebTEVFNwVzx9uM7cygZQTNyz4zxxxKK3SWbDepvu/SnXFJei1Cx2PyZZmB7RabywaqaFBMZKTQQRnyMHMqUTckiRK8dsTqm7JMvtPjqlsLnHqnRXA5QnJBKQtGdS2NRhpN2P+dKr1qyMhmgyVX2Rx8rEoScWVkd+LdHst3ZVh/d56zL7dJIuiPRuhZhaOP11m6M8PciT7XfLnE+6pHfdEDuN4yWGlqvN7s8lwtVSl35W1Wmzp+nPCFkTK9KCEmIUySK4uh1gAEywxe/N9nWGSlYJVkdn6+sghFg/lTLgMbde7/75YwPe2i5WUuCo+tksH7P20yf8plbKcFEgyPWWTwOeL0qWgqnxwp83azy+7lOuYJgZqko5hqG/IdCamQ0FADplyfCc/n2WoLL4i5aW2WmzcOcPqbdQpL04zVLy0ZoBvGqEKioKTN8M/LcyLa0z5zLY8tS2ySIAFZQoiU5LvM0BjSVI73XH7SbyKA20o5DnR7LLcMNCHIygrPddrM+AGqJPExs4C01+fosQ5Cllj3pRL7gx7bbIsp12dvrQMJHGj1uLGQ5bdGB/iPl+fZL7oMahrX2BavN7r0WhGhkwaPdIBeOeKWfJYBVeFY1+GpapNBTcXTITemYRUFYoPKc9UGp2ZdVFViV97m7pvyvNvucEs+z/52OuKslWWWPJBHeHDR9/ij8/N0wohrbrDZuKFAUouwNxroQuZwt4clC+Ik4dlqk4cGy1zouzhRzNW5DPZVEvmTKtXZlA8xNG5iLdOYDFzuKOW43PdR44TSOp2jWY/XpzroZYXTbsQ5z+c3KkWer7fYlPmrSpQbJ0z5Pn6cjhlnZHFlS9GJY6Ikbej+74lZvjRSJqsoPDZbS+OUkAiThHVWClbSZYnvz1WxFSWNjwJ+NN/gCyMDfH+uxrwfstYyuL2U49lag3vKRf7H5SYvNFr88dQ8upC4Opvh/kqBJ6tN+nHMnrzNsKZS0VXGDJ0oTnDjiF4Y0olivjW9QD2MuK2YZczQuOT5V84/IwSrTZ132x0W/DBVNMsFoiTBjxNqQcBXJ+fIKjKaJLHa0IiQuOR6XPISJFJ/dz+OGVAV9oUhfzZT5dHBEgOqwq58lve6DqYsGLdSZsj7fZd7KwXaYUSQJOSEQJKilFOQJDhxzBPVJsriuP4jgyUeX6gjAd0o4rzrcUcxx5yX+ph/Xse7fa7KWrhRzMcGi+xrd2kEMVttkxioRRHvNj22Z67jbOc5JMAUOYSksNrUeanephXFqJKEJqAbxZzte5xzXHbns0RJQjeKMYVgh53h6cX3P07SHNWzfY+aH7LJMlhhGlQ0FU2S6IYRKdRJQKIiEfB6q8nnhpexJX8vmtBJkFCIebBS5qfVJkESY4mEBweKdIIzXHYOsKfyKDIqU/1THGg+SUKMkBQUSaUfd6kHv4hw/HlNOO+x2r4WP3Y53nqJ93vvABAnEeP29ejkuOxO0QsDVlnj7K//AFVkgYQoCTjV2cvtg/+UC84B+lGbI83n2Jx/hHNuQk6WGdU1Cn+DEilIGM8YvFhv0whCtmYtvjA6gC5SX/KvkoTdqMuMe+YDxzphlX7UIaP8zWySX61e2ORg80mm+qeAhIq2jF3lT5BVyn+v5/m7VF6RuSqb4aVG+8qxrCyofKjS/oPUh+/iP8KKCJETBanbo3/6FAOf+UIaK2OYqMPDVB//PqV77ifqdj/Q1AIYK1ah5PIE1YV0nLXTpvX6qxTuvJfuu28hKSk8KLNtx6+Ni5EzNub4eszx9R84Hvs+/ZMn/srfu5cuoi1bkfpXZRnZyiAME2vLNiRZprvvbfqnTgASme1XUXr4UymUKpsjWb6C4kc+TthuMvK7/xpJCBa+8y2IY8JaFTmbwzl8kNx/cxNzf/I1goV5iGOQJGp/8V1GRpdALkcSxzhHDtH46U8Ia1Uip4dSGaD9yotkrrkO5/h7OEcPo5TLuKdPopQq5G+7E+fU8VQF91zkYonE8/Cnp1FHRlIVMAyJe11kyyLp94k7bbK7diNdv4dgbhZj7Tpm/uP/hTBMhJmhf/oksp2j+fwzEIYkYUjiupTu+yitnz2De/YM2pKl5G65HefYEayt2/AuXECSAVlGzReIhkbwZs4yvHmc6QMNACRdx8ol6LbAVVVE4pMZ1LFuvp9LZ1VGtiqsvimLklUp3PsA1rbtBHOz6MtXoQ4NUf7kZwjrdQgD5FKZWM9z1cfqNC6HzJxJCbNjO22kRVCJMjhM8YEHScKIJI6R7SySLBO120SeSxyEyICRUxjaaHLy6eaVhY/XFwzc8wBHnvJpXlhAqBLbHx1EnDpG853DGHmLa+66naDr0P76vydqt9CWLGXhkkDO5tnzL/J4J/bRfOl1gmotBYp97ks0DxxG2XYLuUGVNbcXef/VNhJQWmmwZo/O9L/7feRMlsHf+m1QFHK33kHsucRqjs5sdCX+t3lskvwtt6OUCqjdGpEXkQQR2Wt34XRVshWPFTcUUC2ZwIlQDYGWIQVAFUokQkWpDJC97nqCoZ28+50mrdlpYmRW78kytiND9/Q5wkYTpx6SRAH0YOHplxgoLeXoDzuUrjEZGje5+39emsYnZQQLk02OvTSVft5ezApdY2+jzb3FAtN+wKwfsDtnU6lJLGRjWlLM7ywdQkkg24CJx1vUz/u0pwN2frbC/FmXk083UU2BmhHs+uIAJ55tsPH+NNLGur1AZ1pl5p0ZIjekfaHPlh02Tm8DR2tvAXC09CQ7v/hxOkeydKcE5bU6rSmfi+90mT7msOPTZby1IZmSzJD1i11xIUsMrDUY2mCkwbQJqRqJhKzFxGHqYXXbMfv+rEpvISSJEyb299j1pQFmjzuUVxpceL3LuT9r8IXfLNOTU3W6oChMuN7iYi79UF9tdHh4sISQ4JTj8Uy1iRPHjGgqDw+llE5Zk+jOB2iWII5BNQVREDP5bo8lOyxq59Noj95MRONyj+wGDU8krO5rBFMBTjNk+yfLnHmxxaV3HFpTPjfdn+cFr81Z1+Oi6/HRcgHZTKi5IZqQqJgKYS9GGBJv9LtEfRjQFL4zW0tHiyWJZxotKsMqK75UYMBSEEIiLxTySpob7LciYi3GyCs0g5D+TMDRP61x7edzzHZD7ijleb3VRpYkdudtrsvbtMOQrywdZM4P0ITEBcfDlAWdMOJYr08vjrmlkKUVxVRUGe1gyOnDqQrueQkLUx5xKWG5ofO1S3NXAE1JDK9Otvm9zaMAOHHCjO8z21fZlbV5cqqW0pAlGLM0Oud85pbDpORz3vVZY+osNTS+X63zm3dUMBTBy06HM76LUFKS85vtLjtzGXbns/yvF6foLc7NvlBv8W9XLKEvYr69UCPQYtww4Z2gx7LNZZxI4vVek9vCHE4U48cJfhLjuAmTMwv83vIRzvT6DKoK3wvr7PxUjrWuQBIwq4fUzYhnZ1uM6hrX5WyW32IxOePydKuR0uAFWJK4oobeXymw5NcoQYoEhiQxs6jiJkBOTqFNmzImE66HG6f5sLaiYApBXpG56HrkZBlZgm1Ziz+YmuOWYo5d+SyHuw4FVUEGWlGEE8WsMQ2uyclU/YA5P6AWRiQkTHgBJ3suRTVVns/2PTZlTD676NcbVBV6ccyBdo/yYnbuK40O1SBgZy7Dv1g6xM/qLb49s8A/WTrERddnxve5uZBju21xtOuw2c6w1bbohBFeHNMIoxTQIwuQEhp+yFdGB4iQONl1uL9SpBlE9OKYdhix2jJoRTF+krDFtjjv+nTihGYQsNzQueB6/PtLs/hJwpih8eWRAQq6zHbbYsL1GVQVxi2TNaaOIQnGdI0ZP0CRwJQFjSAkp8h0ohgnjnm33eP6fJYzfe/K55RTZLKywogB352tUlx8fLDjMOl5/POlQ3QjDVMeJkoSVEnhuvLD2GKAk32PSc/HidLdMVMWJElCOwzJKjIzvs8yQ6cehHhxgiok2mF0RQkWpOpuK4q4u1zgJ9UGxxcaGALuKxe5u5znQLtHB5uMYlNUMxzqKqy3tlDzPSY8mUuNNg9UCqwwdPpxjCFJVLSEKLK4vvwIOXWQMA6Yck+QEFNUl7Ays4PTnTd4s/pdlllb2Z6/j1n3fUr6ZoK4xbCRRvE4YZNzvXevvFcJMYeaT3H38L8iDmI0YVDWxvASHTeJsISMkoQkfFBprPlVjnYbvJguY1hmaDw6XCYjYsLERxcW0i+N+voJPLHQYNoLMGXB09UmC0HAiKqywbbYmDE/0NgKSaAKHT/uXzkmLVKe/741751nqn/yyuOqP8HF7iE252//tevk/5wSUrp5l1EERzoOZVVhTyFL5cNc2n+Q+tBT+4+wZEklSDz6L+6le3g//cOHcU4co3dwP0qxhD62HDlfQLFzyPYH/Q+SSP236sAgSrGEUiqjjy5BHV2Cfe312Fdfg7luwxWA0d+5JIlgdgZ/6hdRMMa6DRgrV9F+6Wf0z5xELpRI3D7OsaOoS8cIq1Xae19GEnLqu60upCqbJJH0+3Te2It38Rz6shVEzSZRvUbnjb1XVNrY7RN7Hvau6+m8/ipJGF4Z/U18H2vH1YhCgaTbpf7EjyAMEbqOPz9H6aMPoVQqaEvHaL/8AnIul0b2SBJxr4u96zokWcE5chBJN0gWwVjW1u0E83PEvR6J55LdcxP9M2fSGCDDpPbn30YbGkHOZAmq86l/WZKQdB0lX6B35CBC15CkdFRcW76C9isv4Bzcn553GBLMzpC/9Q60kSX0jx9FEjLmxs1E/R762HKSXovichMlnwM9y8C4xfo9MWZBIrvreqxNWyncuAd95UoG1mUY3ZJBz6Y3cqEbqJXBdHOjUESoarqJUCiilMoQx/SP7sd751n0zhlW3TbMkhtGMPK/8GcLRSFqNxG2nY5DBwGSplN++FMo2Tz+1CSSLCMyBnreoLhcpzMfEPkJlXVZhJXh3POzCEWiuNJiIHuR1kuvELsuzmyb4OJJ7PWr6e5/B5IEY+041vqNWPV3CI6+hjW+mvyNt2Ku24A6OET//DmELKMMLiGUbJZdm2Xl9VlW32izbL1H+PaTFO68m9yeW+i8/iq9wweI6jUyW3dQ23+asOdirRzD3rQWa9MmkvIqxMgasiMGZsWm8tF7kYslFDnEGsmz71t1/H6EWVSpnffQLEG/HmGWdNbcWkCoCkluCceecej3VHxXgkSiedln/d0FqE8RXjpD4MZIi1/0ci6HuXkbzhqNZ6QOP6u2mVICVhYNDn7zMueOzCABG29eghKqLM2aHKk7nHBd4jBho2qwrC2jdSRMJ2HlWEpcHe4rHPh/5mmcT1WnOASnEXLtlwYw8wr2oMKynTZHf1xn/d15VENw/vUuk+86ZAYMNn58CZ2ZLsuuzTHxpku/o7Jy1ShOXCUOYgYGy6xat5LahYAjh9u0JwMMQ4Y4YfymHOYGDdmWMeUP+pB0W1B93+PAY1WiIMEsKrjNiNBLCPoxA2sNvG5MZyYgcGKiRRurEBLDm9N7U9CPaU+HrNicYbisk1dSaul032OFqeEsLqghbSZ2ZDM8NlPFi2PiCFp+RC0I2GCb4CU0LnnMn3KRhITfi4j8hOHNJqolYQ4oFHeaDK4xmNnfZ+a1Hu3DHu0zHnpGZmiDxYHHarQuBwT9mOZUQBIkjG+xOej26UYxd5cL5NyUhr3rdwbJ3Giy5K4sfSPhJ/UGQpJYCELOL2Zjxos/ElCyZE77PqtMHVlKr6VD369x5oU2C2dc8ss1DgQOyvmIi3u76A6MrTDJCsGdgwXuKOe5Op/hYMfh6XoLVUh8f67O/naPaT/gQMfhpmKOS67LpBtQVhXebvcY13Rar/VZqPr044RmGBG7Cau22Oi64N1mjwTQZQk1lPCciJuGc5zz0tew3NDZalqsQmNM1RC6YLttsVvOcPwnDSrbLbK2winH5cZijm9NL7DZtpiKAxBw3OkzG4RIQkIsjlKP6RqNMGR/x0m/egBFklihaJyruZye6xMHCZmiQqBBJ47IKTJjpk5Glllh6Mz4PpKUKp9lTeGarE03SuOgiqrCs50WL4Qd3kv6rMmbvNvuMu2F9KKIw12H3aNZzIzMKd8lMKAWhSCBLcvcWMjRDENWm8aVRXY3jGgEIXECeUXhrOPhJwmaBB+pFBnU0pinAU0lTlL1XEbwtak59hRy7MrZrLYM7qsUuNz3uSpnc6Dd5dZSjoOL47tunLArZzOiqbzV6tKKYq7O2Txba3JPucjFvscpx+X9vpe+blVBlQSGLLi7XKCkKpx3Pb4xtcB7PYdNtsV/mpzjWK/PlB9wqOMwqKnsKaSZx8c6Dp8bqXBbIYcsJH44X+eE02fK85kPAtZaBs/VW0y4PvKimnZHMc+GjIkiJF5stHHihJKicFsxx4iucmspR0mRkYA9hSw7bAsvitHllFidUxQem6vxc1d7J4wQksSorjK4CNC6o5RnwvU56fTpRxEfGShRDQLCOOHqnM1517tizQgTqKjKlfFkAF2SeGiwRFaRiZOEgqrwQqPDe70+cQI3F3IMaSqbswVWGhVGzbXsLD7AsLGWTix4fL7OjlyGQ4vXZ5AkFBWF6/KpH9pWZG4t5sgpMl4SM6ZpDBkqh7v9K9ezKQQPDRbZ2+ywv+0sUsYV5ryA6/I2k25ANQiRSbitaPP4/DnKqsUGu0xZM9lqZxjUVQY0FUsWtKKIlxsOc2GeMbNAVpERkkwUB0y7Z9iUv5VXFv6UZjCzGJtzkQ25B5mNNvBmW6ebrGJDdh1ZodCP25zvvbN4phAnIf24w1p7N5c8gy3ZzZxzFVSpQ82fJ0wEpiwoqkPk1ApVf4I4Schp65kLV7EQpBsurTBilSlzvvskpztv4MU9bKWMKlJVftYLeLfjoAlBMwxJkGgEIdflszxfa7HZNj+QwaxIOrKkMeueTacFkoQl5tVk1Q0ISfnAhMvfVue6+6gHUx84JiTBMmvrfxGPrS5Sj/emjMXmjPVrKc8f1l9fH3pq/yusjF4hHBhEztjg+QghI5fKyPkC2tgywloVY9Wav/V5hKahDY184FgcxwQz0wTVeYRhopTKV8aH/7qShMC+Zhfu+fcJF+YRGRtj9RpqP/gukpARpoW17Sp6p0/inj+HUiyCECilCkjpKGwS+PhTl7E2b2P2a19FUjWiZoPOW28y/M/+JX67ibFmnGB2ZvHkxRWVUB0cwrt04UqmrLF6LVGzRdLpgJCvRA1Jqkpm4yZ6h/YTtlrkli5LCbq+T+w4abOaxBDHKKUyuTvuoX/8KEGtSmbNVdjX7Mafuow2Mop1z/1ow6PIdhY5l/sF+ViSiD2XqN0iXFTE3VPHyd10G+WHHyGYmUYbW46+fAXepYv4E5dAUZCzOcJGnbBWxZ+ZJqwuYF9/I70D72KsHgdims/+lMJd95F4Hqt2uCxd2cc/cwTv1Sr5L/+zxc2KkGBulv6xvamKvGYc9AGCapWgtkDS76MMDqEOjyB+5cbeP3cW98wphKoSzM7Q+PGfM/ibXwH7g5nH6uAI/XNnKD34MPUnf0Th3o/QfPF5iKJ0Y0OSGP1v/w3Wpi0sv9ZmcNzA60Z4vZi54w766BBJ4DOwwcQ99QJRECMraVNPKEg8j8yOqwkbDbL3fpzWz56nc+A4Iw/dSW/f29TOnERkbOR8keIDD9I5eZ5MSWAsM5CEhG7GuGfP0njup5jj6/EmJ2k+/STe5ARKZYDYcaj96Acs+eKnCKsLBNOXCKYnEW4GXerw9k9g592rcM4v4Dz1DO5cg8H7bmOhdhUkCXPv9dj+qQpWUaY1HTA4bjC6LcPk4S6V7DCypdOrB0iaAkQki4Qitx2SX7ICSTdQjR5SIhN6EZlrduPmDB6fnWNBhMQmnA486Le59+FhZg8pGCWZfCHLoR/Nky9n+OzdJTwTyoMaliRxuu6wYtjk5XqTi1Mt8orMp/IlSssNuvNdkNKIIs2SUDTB/Nk+Xjvm9M/SOBTDVtj71TmSKI20mXnPIY4SNn5iNZlCRH+ugXtBEE2tZuOW5cRSQq5ZJhQqvbkQ3ZGoxSk92LIFoiDYh8NH5OJfuV/0mxHv/ahB0I+5tK/Lzs9U0G2Z2jkPe0hh9c1Z5k70kSQwiwr9ZkgSQ2ZAYXSbxdEfN6is1tEsgWb/YiEz6XqccFzmg4C7SnliEr45U2VTxqQXpfRMvxfjdVJ1/mw7pp0PGchpjGy2uPBGl9ZUqrYVV2iM357Dy8AZp8d7/S5jis/111k0fughSxJhP6GwVCMKEtzW4viilCq9k4d7XHdXFlNIZGSZnCIIlsDmL5X5DxOzV9Szq7IZHhmq8FS1wc6cTZyAWPRES8CortIKIg50HK7P29huzJEf1ujOh8RhQmPCZ2ra5Z1il4cG82im4PJ+h+nDDvlhDWlcx7gvR0uJeL7RYpmucaLXx4lTjExGStXyi65HBGSVNEd0IQiYCDyWj6kkZ6EXRSTA9HmXO8ICuqqwI29x3vFQYoleO2R7xUIkEjcXcmzOmPhRzOMTNXYZNuFLLmszEsWlAteI2HJvkZYRs9402ZgxmfdTBWZPIcsrjTYnnT4bbZNjvT5xkiCk1Ju4xjL4/9h7ryC77vvO8/M/+dycOjdCIwMkCBAASQAkwEyQICkqUYmmLMmSZXvsGs/Wvtj7tA9bNTtbO96ZWY08skeyskVTtCiKSWAOABOITGQQ3Wh0vDmcHPbhXEHBsuWZqZlRbfH3htvoc26de+7p//f/TYc6vX71UMxG3eQuKUdqDpbn0rQLPu80LOxWgFZR2JgxCeJEmqtIghWGzmdHBvjRQgNDlrg2m+JHiw1uL+X5+uwiy/SEMQJIyTL7mx1OWQ4FRUEWoMYkCdhaxO7xPI8t1gmAMIpZZWpMuy5nLIcb8lkgou4HPF5tMGl73DdQYH+rzYODJWQp+YzfaHYYMzROWQ52FLE9n2FzJsU356o4UcyjC3WW6Bp1P+DGQpaTlk3LD/j8yAAZSeKhoTLHuhbrUgZr+9fxY0MlUpLEBcthb6UIccyBdo+bChnO2g4SSeesIses7kt520HIvlqLkATYdYKQ3k5gLgAAIABJREFUeT9AEclCMIrh+XqLcV0FIbg6myaOwZAlnqu3iOKYrCwTxjEzrk/dDxnRNI73bP5qZgFFCD47XEEVgscWGzSCACeKOdq1+PPlo3z18gLbs2k259K82uxQ9QOuSpt8ZKCELgkOtXt4fZl1BMj9jtnLrkc1CDjbs9mQNnmx0WbG9emGEa0g5ILj8TtDZXygFQToQmLOdyn005F3F7JsSBsMaAP0wohhTSWMY34wV+Oi47LS1Pnj8SGqftLffN5y+PpMkiB9b6XIEv1qBvREat4OfZpByLzr8+mhMq+3Oghgb6VAWpLohhFePwBoazbFEkPj5Uab24p5PjNU5kCrS0GRub+SbDL0wqgP1mOcMMYSSVXRF0crVH0PPwp4rTnL7kKeJdoCQdRhhbn+yvPQjSJeqHc40euzla7PnOvxxbEBSqrKWGo9bmTR8maJ4jDpkRUqw/oaDnXhjbYMFJj1Ff5mtsGnhiQ6gYwhjdILZzAkk5HUJjLKCHbYYEgzUKQxXm7WeGBgD3l1jEX3HMP6OFfnNvNu4wkkZIaN1ZSMXby2YGOFHYLYx5SyLLiL1J1zuFGPpj+LG/XYXNiL3AehiUM4uRcFCaPuRBF2FCVheL8wkpCZSG+hqI5x0Z5Elios+gW+ernFrmLE7cUc6j8T2A4bq7loHWZQX4MiUjT9C4ya65Cl/74Q6Vc3gz+Y//b5ANT+lo6uZcjfeCvOubPElp0wsPkCxuo1CFlBH1uCpP/D5MV/zniT7zP7//4FUSfR9Kc2bqLy6c/+Uifrrxu1MsDAQ58jbLcQpkHz2acQkow6toTMlq20X3yOoNkgs+U6ojBE1jR6b7+JZJr9oKuE3bXPnSZsNVHKFeRMBr9eo/XiPjI7d1H++KfpHHgV+8Qx5Gye7K6baT73LAMPf576D3+Ae2kKffkEmet3IHQD6/RJsjfsJH3NZrpvJx4QY9kKao/9LXI6Q+/wu2Rv2EnnwGtE3Q4IQXrzVpzz5xLges0m9CVLIYoQuk7zpX1JqM/YOO7kRfzFRXI37cY5eyZht2UZZWCQ6ve/TeXBTyPlcsSWRdhu0T7wKkOf+xL5m28HwL5wHqVUSVjcXJ6w007Oo6oISaZ36CCDX/pDstfvRMqk8WdnCB0HhMC5eAEhBN7Z0yhDI6Rv3o2SzwPgXppMZNp9gC/nX6PyqYdZ/P63cE4lEnEpV2Dkj/8UY/kKAOI4xu+Hd0Weh1Iskr52G+1XX8Q5exp9fClBu0XU6yE0jaBRo/f2G8SSQuXhL6Bksqgf/xSRZSHnctSffJzmM0+ijo2jFoqYBQWzkDxOVEPi0kGLWNOwLZlUrojSmCOwfCRFQsQ+SrlC+dqH6DZVugsNeidPoQ2UiT0vCSojRsgy7uT7eNOXkLM55LSJO3WR2LHx5ufQl0+Q33Ur89/4GpVPPURz8iIIQdhqoVQqeJMXkE2N7vlzWMeO4LsQn1sgmJ1i8/0PEoUmSiaFufVeMkJGUkKohmhSF4Dj3z1DcSLF2ruXUFie4tLbLbKFAHLjmOMZyle3mX7XxsjL2I0QWRPoGRmyJUa/9DlaL71A1OmQ2XETtr6Ujhwx5Sb9nitNjduVmHFVkIllNLLksxqzR2wkT6c7H9L7XpPFyGflzizHN4ZctF3WKR66IRPZiUfse606v/ehMoiY0i1pTgkHJwWj+RBzTGXxdBcByIYgcGPsetJBK0lJJ+30uz1Grja5/HaHVbuzHP1RncnJgDPvxyiaYNsfRhwJumy5p0DvezVUIZJE4B0ZZrSAmwu/fuFQv+gi64KoA5EV8/a3Fll9a55tD1eoT7ocf7zJ2jvzLJxxCVsBellBmILSTSn+rt1g76cKaPWY+VMOF/d3GN+SpluEv5iao+oHhHGSxvq5kQqfGCixJZdO5MhBjNP+uXduUFNon/GobFQpLtO5+V8N05nziQIoLFGZPNjj+NKAl6ttjJxMNRMQl2J2PVRm7mCPTEGhtFzD68UohiAOE0ArqQI5LeGImIKisDZlcLRjsdzUebXeTBKM+/Lodzs9dhWzhDGMaCrXZFIc79lAzFJdY0c+yzdnFq+I9wIrugJoe/Wk+klPywTAScNlzd05Tu1r4VsxqgYrb83xZNDm7riAGyUL/aKq9PtPY2SgoikYkoQdRNxZzvN3C3UqqsLKlElli8TcOYf2hYR5WrYxxZTkEbc8HkyXeNPrcMF2WTmY5sbRHI4UMWHq7Gu06IQh1w5nsaOI9R8q0I4jnm20mAs9lhYN9mYLVDSVBwaKLHo+BUXmtWaHVhBxXS7NsKawq5DlRNcmJQtuKmRZZugoQrCv3mKprrN7IcXbj81TjBSkGDbuzeGUYo52LMZVhRWmwf9x8TI5RaHhB7ztB8gCHhgo8F7P5ocLddakDA53e3SCkEO+xQnL5tq0yZ3lAt0w6TuNY2gFibzXiiLyskxBVfiTJUO80+5RUVVUKQkc2pRJ0QkCDtkOJ3sOJ3o2piRx0XbJySo/qTXQhIQTRWRkmbM9h7KqMKJrmEKQkmBEV5l2PVQhsPupyllFZp1psKJs0ApDBjSVrdk0O/IZ6n7A12cWOWk5CKCoynx5bJBpx2PS8dicSTFuaFyTMTnTS6peNqRNJoxknRDEMb3+34wo5pdqUuK+NHZEV8gpClHsove/624cM6Qq1Pzgiic+JpF3L/oBb3d6V44/5/lccjyiOCYty7hR4tWdcT3WpnQ25tL89cwibhyTliQuOh4/rjb4UKVACJRUhRFNxYsTT7wiBAOayvu2S0XTCIg50rUZUBUMSWBHMacth1DAt2YW8aKY20p56kFA3ffZmc+yRNfIKgrZfoL4vOvxjdkqU46LKUk8WWtdkYf/31Nz+CTgXRbwVrvLptHBK9cpK8usS5sc6VoM9hUAGUVinWnQCSMUEVFQZV6qtzjeSzzakhD8zewimzImDw+XKasyQ7pOFMdMmDpvt3v8/IkFeVWmrAimej9BiDx3FcdQ5SwLnowWFuiF4ZU04E6QJAT/4jSDkE4QUVLBlHOsy+3mknWUrDqALGSCGFLqKl5u2CgigyBJiL7s+VxyXE50I24vfQTXP0VWW8vrrYCuJTNheGxIeRhygBXU+JuZgJXmUpYa65n0DTaJMrsHPksYB+hShteaNs1gljDu9whLEXnZZSbsXJEdT1nHWJu5kYxapqjKbM6meKfd63ukY/aU8pzsOf3QrX8oA9Ykg0iM8FpbS+TwcXIlDzS7bMmmGdT+eaCxpC3juvK/wg4FEYLx9J3klX94PieM6IRJf3deka98Hz6Y3575ANT+Fo82MsrIF/8F7uRFhKqiLVn6GxnV3zSh1aP5zJNXAC2AdewI3s2XfyOohaSbVikUiMMQSTdAkshs3sLit/8GwoDQsnDPn6X8iYeIJYnczbfRO3YYoWmkt16fpBRfOA+SDAiEqqGWB1DyxYQVTacpf+xThLfvIfRc/NkZ8rfcTixJlD7yIGGnQ2RboCi0Xvgpud23QhyT3XULSrGEdeo95J9JbYMQ99wZCnvuRXvw0zhnT6MNj0Ic03rlBcy169GXLEVoOo1nfkL5Y5/COvgWYatFast1aEPDBPUq7uVpWvuepvjAx+i++zax6yKbJu039jPwmd/FPnOKOAjJ3bgbuZR4nOMoQq1U6Lx7kOLd99F49knodkBRyN+1NwGtskzsOKhLlwMQ5YsUbt+DdfwIQtWwL5xDKVVQR0ZQShWCngXNJu2XXiD2/SvJ12GrhfP+ecwNV0MY4pw7Q9Ru0tz3DAMPfx65XxXknj9H7dHvE/V6RI6NOjRM+SOfQCrk8ebnqP/wB/gL8xTve4DaD3+AUBMZtaSo1B9/lN47bwEgFQqM/NGf0jrwesK8/spkhxU2PVji/EttevWItffcRv2RKYjaaAZoQwMo5QqxluPUvhrjayEINLKDefz5WVAUiMJkA6GYJGQX7v8k1vHDhK0mzad/glIsImdzlD/xGQQxsR8gpdIJYx9HyY6vqiLLEc65U0SxhJaWkJUI6+hhBvfspTo0yptjt0MvZpNi4r7dYWJnntkDl/E6PkiCxoUuutLFUCKGeZPem0eIDJ1o1+1M7FiJ14upnXcZvspk/T15siMqWtSi9p3vIQ+MQLZM/ZlnKd97D5G0Hl2VWKfK3Fefpf3K82g7P8nr35pBpHJYjXQ/BAvsRoBsSuimQMnKtDoumIITPZu9lQKn7ERK1wpCGqMxKz9X5K8vL9AIQjpWxAGry2d2lBiYDuhVE3ZVMZI/wKoh0asFECdhSb4dMf1WlRW7ljGyOU3jZJdS2WDNngL76XGh6XLN0jTLvljAb0RoGYleNmZtyaCoJl2ILX+Oi93DCGSWZzZTXFbo+5ElvF7iow3ciMCLOP9yJ1kAT9ps+WKZ1pTHfM/HGFf5bq1KNQgpxD1WnYCFow6SDJ4dkLo7gyBZPEsCFAQvNdr8yyXDVDQVN4zYUyzweK2GF8WUDYU92Tzzz/ZYssrELCgUxnQKYzqOHXB2X4eeFHOiYyXXvBmS1QUvxh3GRjXcQZWrCllymoLd8ll7Z57393cIvRjfirjuc0NczATcly6QkSVOdW1WmgYLbkAYxFe8qAioeQF3pXK83ujw8HAZO4rxouQ+/cligwC4Npsip8gEWoielWjPJZJ+gMywyi1Rjq9dXuDPd42wcbOOGQi6RsxXrCrrNBM/jLgpn+VH1QZfHhvkZMemHYQosWDIUFlrGqw2dV5otLgum+aqTIp9jRYCuPuTBa6yi8z6PqcllwNui6tkk62pDHeKHD5gqhLpnMK85/OX0wv4ccz1uTQFRSYrqWgZmafmmsxqPrEQvO95/GixyRdGKuRUhaof8LdzNQSCRhhwvGvxh2ODjKkqO8cyFBWFeddj0nEZ0RT+12WjhI2Ikz+tUpZVvHZIaEdcerLNR/7lEDeVsmRKMjOeT6qfNBySBGadsZLamBFdw5Qlwr4c15AEaSFhSBKXvYAZ12dvJc93ZmvUw4Bevw+1HYQ8WW3yhdEKy3SdbhjySr1DNQgY0TQ2ZVP864sz7ChkOWPZ1PyAgiJzvGtxRynPmrTBpO0yamhkJIkfLNSIEdxTyhNJgsM9m3Upk/3NLq0oJCPLrDENluoqU8DXLi+QlmXKqszNxRy3FnPMewGn7WSBrwiBF8X8tNbiU0NlBlWVi67HI3N1PjFUYl0qkfDPuh77mx3uKOfJyTIbMibvde1EGi0JVpk6Fx2PiBgJ+PBAmb+6PM/dlSJP1Vssej6SgLtLBbwYDnZ6/esoMaypPFdvX2FW+7c6MUkoVkaWqfTZyDCGz40MMO36xCTBODlZxo0i3rddTloOhzo9lpk6d5RyvNzsYIcRI7rGxkyK97oW12Y1nDBmVFMJoZ/MHFFWFbwo5qyd+JKfqTWpaAoFRaaoyPwirKn7Pg0/4JLjXumiXmZoxMCs59P8hVTpAVWhG4b8Im4xZIl7KwUqmsJ5yyEi8QUXNZWf6VWOdS2O95Ln8/P1FuvSJjvzmaR/OI45ZTlYUcygorIpk+JIx+KU5aAIwa5ClsuOxzJdJ6dUmLZPIKT1fH92FoGBLkvszMNdpSJpRUEWiUqkFYZJmKRIrssvbljIQmZAX0ZBHWXOnaUVhAyFFkU1y4ybWDeCfp9zSpbphhGPLcQ8OLSDRxdrOFECoOc9GVnKs1I7za2lAZ6t17jgdLngdPn86Eoi5qg6dXQ5A4pgc0ajE2Q51nPIKwp7ygMcq38FRdJ/AegaSH0PbFqWuadc4Lpcmjk3yQM40rGwo4iPD5Yo/iMS3Qio+r+8Dgni+B94fH/dOGFELwoJIpWqH3O0a3PWchjp15jl+zbXXhjSDkKerjV5t92joCrcXymwOZNG/4Bt/a2aD0Dtb/EISUIdHEIdHPpvOo63MN9PPtYQZioJDfqVCWrV33ic0LIIOh0IvKTS58ZdCViavEhk95DzBYSbPMx7h97BWLmGzPadZHbuIup2CFpNiGJS12xGX7ES6/gxvKmLCMMgt+tmtKFhol4XohB1cAjv6GGq3/smUa+HZKYoP/hpWi8/j6QbOGfPkLl+O0q+QP3HjyFnsmS2XU/q2m0IRSG7/SY6r72cvJfDB9FXrCJoNukdfpewXgNZJn/LHfjVGu3XXmTw819O0qB1g/KDewnbLaxjR1BKZbTBIdI7d4GqUn7w00TdLkGzQRwEzH/tKxgrV5G54Sb8Vgth6ETtDr0TxwmqC6Sv3Ypkmgx+4cv4M5cRmo47+T7OqROgqEjpDHEQIBQFtVQicsZoPfcMhT17UYoltNExrCOHqX7vW5hr15HatBW/USfqdpAyGYSQiDyXoFbFPnMKbXiE1NXXUP/RowS1WtInrKhElk3rpecIux2ErKCUK6S3Xg+KjDc1SZhroS9fQdhpEzSbhJ0O6sAgUi5P2O1gHTmU+JllmajdpvnsUxQf+ChyOv0P7hNVlxnfnKayQid0fbwzBxn46If7TDmJf1nX8Z2Y7oLPZVSW3nobzsGXSe/eAfEryNkcyX8W6BMrEVKIpGk0XnoOpVgk9n28uVncS1NoS5fjnD9Hce+HqD/xWOKdlhWKH7oXFBVZ+CgZCFoNQsdBSmVZKFf466lFWvM+UQRvKl1+f+sAJ5+uc92Xl3PyR7PImsSKG01Ua5LeMY/um6+jjo+TWr+RuF2nsCTP0mt1Rq8p0Kv6OC2fYrFKWJsntnsEU+eIfI+o1aT51I/IRiGfHJ9g1O6y8PijlFet4fIhj6BrI0ewcFJiy2cq1Kc8DEXgdUIqAxraMoWZWQ8NicGilqS4ZlOMGhrEUJLhvGMxG9aIRURKyuBEMm/S444bUkz9tENmUEHPSKy+I8f0OxbEyb7S+r0FZt6aJ+pZ+NVFluzK4F+fpWeo7BNd5rwAK4xYCH3+XXcBTRPkIhmjI/FwRqWoqjS8WfZd/hpW2yEO4WTmAHuWfJkl21JMv2th5mNyowobPlSgftFl2Y40TS9Au97gm26d3WuzvNcNONfpEWcgrSicqdtsGM9hvO8x9pEcR4VDrdFiZyFJFv3RYgNBjCpEf4Ef0Q5DNsoGg6UBIhWoRyw81qG4RENN/fLCI7RiFk/ZKGMK2UGFqh0QA74To+UkFCHxUqfF2oyJTUQhq7D+ngJLr0/TqwbkxzSkkmBEJHLH85aNFUcMaTKb0inOtZ0r5xIxrNR0Fp7qsHvMoFSQMbMKnSDgvO1S0hRuKGRZnzLQJQmtINj8yRKXDvaoX3BpTHvUREhRlfmziVHaQYAoShzs9cgpCjeoaZaaGm9Vu2yqZMgqMqd7Nl8eG8TzIuJORCar8J0TC5hZmQ0VkyWGwVen59FliaYfcM52eXi4ArFAcyUe0itoQvCO2yOnKcTAhKGjx4k3bm+lwGC/2uXlRpuNmRTjaCz4PoosCOMk+Omy69ENI3JqstjXfQGKYFBVaQchhzo9rs6YGJLEgVaHEV3jmYU6m7JpRnSZMgphL6YVReRNCduK6M0HOJd9SimJORFQLCukpSQI62fkylJDZ8HzKWsJA9sIAjZlUpzqOdT6C+CCkoC8kqLwB+ODnOjaGJKgF0a81mqjSYJFLyCME+/w744aWFHE0Y7FtONRDUIW/YBRXWPeD+iGEUt0jXYYsS2b4uZ8lhD4cbVBWpYZ1zR6UYQiyfx4sUlWkvj86AA138eQJCZMnUuOx7O1JgC6JAhieL3RYXMmRScMyCsy7SDxBqtC4ER9Jl5V2N/qcn0+zbfmaix6CWhI94HltlyGUUPmumyGrJx0sjpRyJfHBjlrOcx7PluzaU5bDuN6wh5O9b2pfhzz42qDPxwfwo4ilhs6q1M6nSBkVFeZdhUafdnvacvhnnKeM5ZNww8Y1FTGdJUNaZOKpiKLBAxbUYQbx1hRzLCehFptz2f5N5OzrEsZ3FbMkVeScKxHFmo8PDLABdthuaHzoYEiX7u8gCSSdPDbijlqvk9JSVhIVRLUvICGH3DGcjjSsXhwqIQXxeyrt9iaS5OWJawogT3XpBPlxE2FDHkl2RyBRL69MaNj/EIlnhNGEMdckzZZYxoUFJnSrwT8/CxACiBGcLLnUPcDtmXT/KeZpOdeAr44OsCwpjJh6j/3MXdtLthJgvKqzA1o8hjfX2ijSjm8yKHjL7KvVuOajMQSKUVeMbitlOM7c1X8OLknNmZSnLEsOmHIMl2jGYZcclQ2Fj7DUm+aea/JgLYaQ80ztdBIasEErEkZeFHU94ILGkFIL0o2DwFkoXC0YzNWkhlSTvOl0fXMuD4TRhpDTNH0PC703mbWOU1BHWV76UEGpUPcUSgSRzaqSDGR+yzd0KOkhFzuPce63C5SSv7K9coqMllFZsI0aPgBY7qGLkkUFPkfDWzKyjJLDY0px7vy2uqUTrbPZltBCzuycUOZ9yyVlCyzykw+1adqTaYcj83ZFI0g4IVGmyCOE1m6EaHEPVr+DGllnAU/z0/rCRlUC0L+4/QC//uKMZabxq99Xx/M/5z5ANT+/3DiOCZsNoh8n8i2Wfj6f8KfvZws9O++j8Le+5j/6r//+S/ICvqKlf/kMZ2pi7RfegHv8iVSG65GyqTRl62g9NFPYB8/mgQpaRqiMoi+5mqUjbuRKwP4Xpfe848jpTNowyM0X/gpIooQikphz70Ya9ZhLJ9AzuXpHHgN68ghJMMkd/NtiacynQEEse/RefsAxb0PENSqpLdsQxsaYfY//FsEMUqpQu/wQQY//yW0oRGy23eiDY9gnz6JsWo16uAwvXffTgAtiSdXMk3SK1dhvXcM79IkketQfvAzWEfepbv/1ST92LET/202i/PecUQcoxQKVB7+AvW/fySpKiqU0MbGqP3gO0SWBZpG8Z77cc7UqP3gu5Q/+RCpdRtQiyWaLz1P0KijDI2Q3XpdwqpaFtrSZcS2hTc7Q27XzTSe/DHG8hV0D7yOffI4yArBwhzu5Wnyu29l/mtfQRgmiIjQ6qEODlP/+0exjx8lf8ce9JWryGzaipTJ4k5PYZ04RtTpENs2saKQ3nYdYbtF7W+/g9B1/OoiuZtuQV+zDn35BOWPfgKEQC4PEizMEkdRkgjdT/X0q4tJ0nSrRXrjpl97z+hZmeqcT6wvpf70E7izs2SWlqjcfy9KsQS+ID+msnjGJZVby5KPL0GNO5Q//klaLz5H2GqQ3no9kqrQ3f8Kxpp1ICfvIWy3QEh033id0kc/Qe2R7yFlswz/0Z8CMerAEEqpjFAUCnfsofXcM8SuAwJy99zLU10H34+JIiCOsf2QM75L3gPZa7Jq5fsQ+vSeOcXAHz1M66dPogwOYaxYldQceR5yqUzx7g9j56+hMGagts8jyyVCOXmsxr5PsLhA7HkIScI9dohr7B5moYAuwJQVOgiELIgDDzkX89ZzdbY/XKFp+aQ0mfKQxnTD5UujFRpGzETZoBuGvNxo8+Nqk6ws8adLVNq+jRMl8lE3csgqFSwRM7ItxcRVaRRNYOQVNuwtMLEzS/OSh5aSmDnao3m+xcBVObSSgj1cxAxCvCBEanukJMFHKmXCOGa1qXPOdumEIZokmHM91qUMzrQO0F60rzCTnYbF+cwhNt9/Dyt25YjCGCEJ3vtJg9o5l9y4xoa9Bd40LO60sygnItY5CttXpnmRDrNBwKCuoLgxqx4q8n2rzlzHRxESb7R73FzMcnXG5HjXZk85T0qSeLrW4mC7xzWqybqqzORP21jVkPIKnWXbM3SrPqm8gpbud3IbgtKEztlX29y2pcS3u24CFFKCtWmDnCwjxTDn+Twz0+TGYpZdhSwDJZOB1eBHEedtlyeqTep+yA25NLsKOR5ZqPOhdJFOOeSNVoeMIvNApUh8zkc0Y84dbZOtqDRWRLzblx3eXMwxqmkoksCPIjq1gEvHbeqzPqXVBpsfLLMYhMSaQG9CKVIhLWhqGke6FjqCUVOnKMu81eqw2jRYks+S8yVaB12m37YwPprDl8GVI2a8gFmviywJFJIqmaYfcLjdY08px4CqUA9DphyPy67HW+0661MGmXIi63yy2mTB88krMrcUc5y2WrzZ7vG/LR9FkLBcV6UNNqRTyAKi/o2hCQGqIIxipADyscSgrlFWVV5qtFiXTrHM0Hh4pMJXLs3xhbFB5uUAdVihNe2S12RSJYVUScEsKbz3ZJPChMrQ3Qb3lPM8U2/hRjEVVeGWYlJzs13OcHXGZG3K5Jlqiw8PFK+kZg+oCuU+IMlIEssNjXOWQ0FTWGborE6ZvNbscMFxWGkafGywhJw8LviZy/twp8fnRgZY9AMKssyOQoY3Wj1O9iw2Z9PszKWT5OBsCmJ4udlmWFNpBgG1GP7D9DzLDQ03ivn9sUHSspwED/XZR1kkQMWPY5YaOk4/2RkgJEkHDol5vdlhZyGDhKCiqhzpWuxvddH7kk0njph1Pf5qZoGq57M+bRDFBjlJISNLrMpnaQUBXhQzrKu81K8bSXplY+pByJTjMqwpVFSZxxcb3FspssI0mHI8NEkQRDF5WUYG/nTJCOdsh7ySyHp/luyqC8GdpRyPLDQwJEFOkbi7nOe85fJSs40fx7xn2Vx0XFKyzGeHK9xdyvONmUVuL+V4tdlhWzbNvxgfotUHbZ0w5Olqkz8ZH+Ki69H0Q5YaGoYk+OFCnXYY8f25Gtdk0xzu2jSCkOtyGV5tdmgGAW4UMqwpvNro8KmhMq81Oyx4SRr05kyKXhwih4JLrscL9TbNIGBjJsWs4zHnB/ze6AAj+s+DFpcZGpoQv9RFem02zbP11pV/R8Cji3X+bNkoNT/gqVryM1nAH48N8V7PYoWpU9RWEjNHFHfxYwchBBERDb9JTuowYCwnr8g8NFy54olfcH2erLUoKQofGSzxt/3e4EYQMKoNcUtxFf92epHVZpvPDCfP9qws0wlDnqom7yOKk++R4OedqqpINhx1SeNsZz+KeAdTzkHa4jOkAAAgAElEQVS8iVbYY9Y5y5R1BAA7PM0r1W+zs/wJXq99nzXZ+3l8oceMrwMSioj44ujnGDN+ft1+df4xZvZXJ6vIfHywxJvtLlO2x4qUznW5NClZpuZe4q3GY1y2Z3DjNFuLD/B0rcArssJHBkpXwsNSssTj1TZZWaIRhNyU1wnCAzy/+M4Vv/946ma2Zq/mYMclJpHlTzreB6D2t2w+SD/+nzBBq4V7aYreu28TeW4SImT+l6URewvz2KdO4pw7A3IS1CRkmTiKcM6epvbI9wiaLbpvHSCoVyHwE2nq2dPk79iTpPc2aqiVISqffhh96XIk9ddHinuzM8z/9VexDh8kqC7iTr5PessNRJ6HWq6gDg7jXnyf2PMwb7qHy831nHxFMPmWTXuyy+DWMbS8Se2R70IYIvreFn9+luKevWhDw/QOvUPr2aeIel3CVhP7xDEy267HnbqIiCIkMwW+h7FiFdaJY8SOi33yBP7MdBJUlUolXb7pDMbECiRNRymVE2/lzGXCZpP0tVsxr7qG9OYtCFWl/fpLpLdcj7FsOX6tij99CXVgiN7hd68cs/jAR2k991PaLz2Pe/EC1qF3UcoV9JWrSG/YiLluA/ryFdR/+LcEi4sISSKs1/AuTVK876PEYYg/PY25bh1C1ZDTmaTjdtkE2tgSOq+/QvuVFwm7HZRCkda+p8nu3EXnzf1ktmyj9dyzIEsQx0iGgXv+HIW996GPLwFi1JER8rfeQffgW8SeSxz4RLZDYe+HMNdfRVhNQqnaL71A5vrtSYdtFJG/7S6aP306Sc+WZPA93EuTlD70MWp//wjdA69jHT6IO3mBwl33ENSSzYCom/hNc7tvw1+Yxz55AvOqjUiaRhxFxJ4LkoQQArsZcvC7NWbPCDJXradw/Rb88kbSK8fR0gqyIsgOq7SmfRbOBtQXDMavz4PbQ182QfrabUTdDp39ryGEhL5qNbHVwz1/NpE9hyGSYZDZdj3IMrkdNyEXS+ij4yjFEqHVwz1/DmHopK65FqVUTiTwIyO8p2dZsAN86+duptVZk8w0DG3MEcxegsAnf+sd6GPD+DOTGEuX03zqxwnjDMipNPaFswzs2EDw3mtoKQ1j1WqkdBr79HuEvS5hM+lVLt5zP5KuEy8uouaLtPe/CnaP0s03MHXYQigqnmHS9SPKW00e8Roc01yWRTrTP2xRuMrkWOjwbs/CF7AyZXDJ9RjSVdT4CIN6ltO9CKdfwiqI+NjgKGtyKbS0jK3EvG+7nIgcBtIaaU1Qu+DRqwZM7Mqx4tY0Z4cK/MWlOY50baYdj70DBa7LZdjf6nGsazFhGmzPZ5hyPCQEd5bzFBSZi61jVFuzv/TMGMwuoZwdJEi3UWWVQ99p8v6rXexmSGPKY+6Exe4bSrz69QXmjtk4cz6SIti2MouqSdxeyEEtpmVGPDfdQiDQDAlTTZjF+ysFbi7mmDB1qn7Ika5FPQiYj3xuqGQoVXTGr0nCXQ49UqM4rlM971AY05CUJEjLKCg0Lri0jzjcuqXENasyXFvOoEoSz9Xb3FMpEPW9Zucsl3Vp48pCa8b1+NcXZ7jkejSCkBM9mxFNRYoFy6sKmTMRt0zk2SpM2o92yRc1Lh+2gJjsDpO/XljkguVy2fU40rVYlTYghnrH5+0fVDl2sEOj5bMw5eItRqxcl0bpQrsT0mkHdE55rCoZHAh6LLo+azMmrgTtMKSsqRzqWFwOfXauLzC+MUU+LbNxLIMjYjKSTFlVuOR6eHFMoQ+8r06lON92MZBIIWFoEo8tNhjWVG4sZOlFEd+arTLbrwq65Hos+j7X5TKct10UIdiSS1NSFCQheHSxwSnL4X3bZcJM0qtfbXVoeGHiWTUTae1fXp7nsudz2nJwo5hFz2dvpUjdD5mPfbavyyO3YiInIj+isXx3lreerjOyySS3PUU9CGhGIddkU2zLptmUTZFRJDZmUsx7Hk0/kXlfk03RDULGdI2lpk5KlvGiiAu2w+PVJu87LuOmzvP1JvdUCvxwoc6CnzD4817AyZ6NIUmcsGy25TJMuS71IOSSk1Te3FJMNjWcKMKLElYvqyg8uljjzVaPi47D9nyWhu8jIZj1fAQJ0EvLMjcVMrhRTC+MmHV9IpLF9pCmsj2fQRZQ0VTqfuLp25HPsLTPZGmSxE9qTV5qtjncsZhI6WzJpBjTNUZ1jXUpk9daXc5ZDg8MlKj3WfJGGDKoqfy42uC05XBLMUcrCHGiiBnXTxJ8+yB6ez7Lc7UW1+Yy1PpJzz9abLA9n2FvpcCWbJr1aROJBAw3g5Az/TTmEU2FGL49X0PEMQ8OltiUSbM2ZSD3623O2S69MEIWkJNlqn7Asj57DQm4Kioybhyzr96m6vkc7VhsyJgMaCo/bSQbW3Oez7GOxYSpc6Rr0+p33G7JpXmz3WXe88kqMg8MlFhtGlybTbMqZfBGu8ub7S6r+q+t7CeRv9PqklMUvjFTZcZN6qmOdm1uKeY4b7l0wogJM/kcWn6AIAGx3TDEkCRuK+VYoqs8tpgw8KoQpGSJXhCxp1RghZmAsHWpJDSrG4a807Fo+gETpkkrDJl06sR9kXdaVtiaASeapaAu5Ylqk6rnY0URT9aanLIcBIJrs2kOdXt0+sxxEMdMuh6rUgaXXY8Zz8eQJe4uFRg2NDKyzBJDY1hTub2UJ6vInLMdzloOvSipbfrYYInlZpqOX6UXNtGkFGsyOwkJOd7aR0R4RfYrC4U1mR0sS23GZilHexLX5/JsymZZYqSZcgNWpdK/JJX+r52fsa8bMynWpAxEbNELGrxZf5SqN0stCLBDhznnLDeWtvJM3WNHPsPprk1IshFxxkrCAe0o4oEKHGo+TlYWOH1v96x9iWvzW3mn83Mm/q5SnqFfU+31wfz3nQ/Sj3+LJnQdOm+8Rv2HP7jyWv72PRTuewAlnfknfvPn4y3MsfBXX03SgAFhmIz8yf+CuXotQaNO/UePEtk2ci6Ld2mSsNNGymTBdZFSKYLqIrlbbid70+5E9vobfLre7EyykI9j5HyB8oOfpvv2AYJmE2fVaop37WXgs1/Am5qk5Y1z+bluwupZPRZOtMmPFlm+ViXqdBCqBkEAsgwi6b8Nu116Rw790jnjIMC7PM3A73we6/hRgkad1FUbIY5xz59Fn1iZgKgwRC6kEX2pSfwLu6PezGUWv/11Is8l7tdoFPbex+K3vo5SLGGs20Dv4FtElkX+tjsRhknsOuTvuAshBN3Dh5BTGZwLZxPpi6IkfXSvvYI2vhQUmc7+Vynccx+RbSOl0xDHKKUykesRWV3CVoPszt0gJJzTJ6n+4Lv4C3PIuTxSNkt2x00EjRruuTNEjkN25y5Cx6Zwx57kGmkqeF6yESASx1LsefSOHqbyO58jtnssfvtvEp9vKo2kaejLJjDXbcCbfJ+w1YIgwJuZJqiuoPLQ57BOHOt7o4sIJXkgy9lEZkwUoo2M9jcqzpO9fifBwgLq6Bjm2vUJq7s4T+qqjcz8P/8n5pp1RJaFZ9lYRw/hXnwffdky0luvI/Cy6FmJ8opkJ/PCYYfWtE9hTUS6X6+cG9bY9tkKXi9EVgRGUcHp1lh84j8TNmpJV24Mxur1yLkC6eu2IzQd59yZJOhr4yY6B99GzmTwZmdo7XsafelyCnfdQ+ul57BPHO9/R3QyO3cngWXzc9y0ZDVHZnsYeQWnFWDIEmsUndwOg+NPd1D161FMieW5DHreRNx4M97lS4mEXgiEmcJXNdphSF7V0O+5n6xh9LuaUww8/AWs40dxL76PsWIl9rkzqJUBmvueBkmmsPs2Gi8/j3ToaXb+wX0sTprUZcGGTSZPt5s4GrjtgKYcMHZHhu/MVWmHEbkhlQuey/qUyQpDZ8b1kYXGkeaP+cLoxznUDWkHsD2fY5WpUfOSlNBuGHKg2WHW8Sm34OT3G1SGNdSyTKxJ9Eby/OeLM3TDCKIYJ4p5upYwWxFJ1curzTY78hmW6CorTANTkhBCYlXmBk6Lw0T9kA4zq7GsvI4fz/0bWsE8d+t/TmteRsgkycsCOnMBXi/CaocUhhTWfKzE8502L07bbBhOYdgSh55pMvrZAkJAFMTY7ZA4K8gZKgVFQQjohhHPN1qYssTecoFjXYsLb/VoHrDwqiF9jM/0uz2MgpT4ZocTKXJhTOOG3xvA60UousQpxeXv+qBExPB30zV+rzLA3laGZjlmwfOZ6O/KX7Rd3F941gC80e7y4UoRV4L0osyFbzXRDYmRq1PMnexR2WyS32RgZ2DIUzh52cbIyoisxBvNLhszBnpHMHkuCX4JY/AFzE45bDDgibkmh6s9JElww1gGfU7mzrEcYUnwyFwNJIETRexvdvn98UFWmQamKsNA8mzMAJ8wkqTlVhiwv9UBJDakTbwg5j+emiWOEl/kjsEMdwwlssBt2TT76i32lgu0whBNiKRvU8BFx+OuUh4BnLNddhWSYJ5/d2mOgiLTCyOO9Wz21VqM6Cq/OzrA+7ZLEMWsTutYYUg3jIhIgNBFx+WjA0U6QUBBlqgJwQndIXO/yTVSkVgATsSWO4s4qyW+cXqB3csLfGe2xrV5k6tyKZ6YbRLFsNLUubmYY3tBo+6H7Ku3ScsSBVUhp8ioksSU4/GX0wss9iXJBzs9vjA6QDeI6IVJr2pGluhFEY7r9XtIfQ51ejxQKTLvJeDuqrTJnJeAVYCAmKsyKb45u4gQAk0ImkHEs/Umu/I5bixkMaWk9zavKOzIZ3i62mRN2uC+SoGyqnDOdlhmaNxdLlBQkxCsC7bLjfkMmiSYdjxerLf50vggryx2mPd8dEliTFNYZejkFZln622GNJVuGOKEAStNnXc7Pd7u9KioCm+0urzXs/hQpcgPFuo8slDnC8MVRnWVThjiRElI1PZ8BhX4g/Eh5lyPLdn0Fcnr660Om7JpNAGr0iZnejaPzdd4rx9oJYmkmuXzowPMuT5zrs97PYe1KZ2tuQzTrsdVaZMojnmu0SHd90CP6CpXpUxMSUJ1XJYaOmO6ypGOhRNFV8CQH0ZUNJWzlktETFkSNMKQ5+tttvQZUkNOQtMkQBaCg50eeUUmiGLWpQ1GdY0/Hh/ivO3iRTFpWUIWYEoCO4bjvaTH+WespSzgcMeirCm817O5Om2CcHmx3sYKIzZkTPZWCgigHSTpvX+2bIRp10MSicR9XFcxZEE1iPne3CK6pPDN2UV2F3PcWcrxdK3FWdvh7nKBMO7xXq9OWdW4o5hm2nqCzYU9yEJQVpXk3ovFlQ0IRYAmiUQu3R9DktCkBLTpUiLdvr2YR+17QguqQqG/aeeEIY8vNFhtGlydTqS547qW+OfVMjsrn8INeyhCQ5PTWGGLtFKi4c0QESIjE8URklAYNCa42Gyzu5jnyWqTaTfpGv7EUBk/jDD+C6p3/qmRhEAXMQvOeQ42HmdVdjuXnffIKKPk5Cz1qIETWWiSg0DBj2IkSUAUc9ayubuc54V6G0UIVBFjyjGyEOhCYIUhKRlMObm+Argpn6GkyrSDgJzyy1AqigLaQWLpyyplZOkD4Ps/aj4Atf+DJ6jVaD71xC+91nrpebI37vpng1p3avIKoEUICAOa+55BGx1PamvsZFEU1GvoK1bSe+cthKIkvX31OsQw+5W/oLjnXtJbtv3G80m6npxHCHK33E7zqSfwqwvI2RzOqZPULIuBz3yW9OYtTD7ZvML4/gxo1iZ9lq2VUEplQssijkKiTgd92XKkVBqhqgnT+gsTRxGSaQCC3I27EbKMtzBP9XvfovLJh7DPn8OYWIk3PYWkJemOQtdJbbgKgMj3ae9/JQlUEhKxIhP7PpFlk73pFqSUiTa6hMXvfAO1XEbKZlFLZepP/D1ClgnbLcoPfgbJMBCSTBS6CZiRkn1oyTRxL01SvO/DRI6DUFVi1yVybGLXRRkeIXJdeocO4lerDA2P0H71peQYSlKZECwuog0OYaxcjbF6LUIIOvtfJ2g1yN92F2qlQn7XLXT2v4aUThN22uRv34Nfq1K4/S6UXJ5IVVGHR/AmLyafVSpN/o67kBSF7psH0CdW4M1Mk7vpZtovv4BcKidsYiaLsXIV3qWp5NqpKukt24gCH392BjmXp/Kph+m9+w6Np5/oB2/56KvXktq4mZl//3+BEGRv3E0UhFQf/wmdo6fQMzLWe8exz52l9NFPU1yic+a5RNI0cWOW4jIdLf3Lf8SMrIyR/Xltiz62hMyWbTSfe5YwiNGXLkdfu5HqMy+SXjlOHIWkt2zDm5/7/9h702BLzvLO8/fmnmff71b33tqrtJWqpJJK+4ZUkkAIGUkIEAYMYjBmbMbR7Z4I9/SH+TITMR0d0dPubodtMGYRYISRLQkJtKK9SktJqn1fb939nv3kyf2dD3nqSjKCts1Ed9vB86nqxM1zMvPN5f2/z39h8YcPUvr4fdir1zL/3b+CwMc9cgj/ok04e/cs63Ck69F5/hkqn/ocnZefp1I9wlfXreO1pS72kMqWdIqCC6Zdp/jpGl0lBlOQMZP9MkZGQdNJb9mKd/oUoaLQCkPI5DitGXhhzBXvydDTK1XSV1ydxDqdOU16y6U4B/ahFUu0dr+Nve5CKp97ADWdZrpo4Ky2mA4CHussYaQVtFjBb0UUNBW/BJ2z8SCiWWKqCrt7DvdWS7zW7lEw1jPjvMKLC99gfWY1K9U0k9o1LHkxP1hcpBlGNIOQO6sF8p6gftSj40VYsyHejM/RPTE3XpWjE8cwmICnVYXjfY+lIMSNY+6sFnlkoc4ZL+CuSpEXm20eW2xy/3CFvBjl5tEHONLbiYLgwolt7Gk/TUYr4MVdWvEMcaqIXcrgLMTLel5NFxiK4Lzbinx3foluEKFbCu90+lwcWPRDSTgfMZkzOdn1wINUXuWijM1jcw1OBj5bsilKmsbOdo9d7R6fGa7QVB0UxDKgBTAyCsUJkzCICb0ExAJkawn9zYkidk0n9G1DCPrdCKcdccbwSJ+KSM0qrLzqXTZNRkvGWhUCIZMeSkHTGFE0NF3AGsEIKYZHLPY93qB2Q4YXlB776y0sqXFFIUvB0NhxsoOeUgiRdMOIjGUwsSHF1BGHOEqon/kxnf2ey67FXuJSG0teWugwOWawVli8FvRZjCLKioaCwNYU3mz3uCD9/mcqgK4o1EMfDcEXR2vs7TlsTNn8+aE5okguu3nuXOhyVSnHxpRFWlOWuz2WEES8mx1b1BJjGYAbilmKmsZrnW4SbTIAAApw1vMZNnUeWWgwZOiExLw+2+WuahFJAhJ6URLnctL1WG9Y1FoqwRse7SmPoU0pOhtiHu+22FxIUbtA52zf4971FY66CXi6LJ/lW7MLhFKiKoJpP+CVZodbK3n+89Tcsm3Mrk6PP145yrBh8Eqrs0xHhiQL9qjjcUHaRhHJfp07jqymEEhJKwyZ9QMuSKXQRUgziijp2vIiR4ykHUYoAmqGTtXQmHIDPBnTi2BlysSNIu4bKjHl+RxxXJ6pt+nFMcddj98ZqSKQXJnP0Akjnq63uLtaoqCpXJXP8NBcHX8A0LaX86TUxGXZUhS25RJd6H7HJaOqXJnPsK/b55HFBreWCpzse3x/PmHdCBIa7FKQdOHCWHLUcXEH1NNPDpVpDvSl6UHUUgws+gHfnl3ElxJTCG4tFzjquFyeS3PaTWKL9jvugLqcPLOO9r3lSBZLEYxbJv1Y8pOFBr89WuWsm3TOUqrKq+0O46bFtlyGF5ptZv2QS7NpTEWhHkRsGuSVzngBk7bB6pTF3l6fjKogEHhRAkr7MsZSk2WGj5SLnOq75HWVSEJKEVyUTjHteggSWngYS7ZkbGKZGF292XF4s+Nwz1CRdpis9piKgioSmq+lKjhRzLqUiaYIvn52fjlH9fV2j0nL4Fjf4/HFJhFwX63EjB+wt+cAgrQi+NxIlWfrLbqRZMb3kEKwq9Pj+kKWThiR1zUqhsFd1QKb002ccIrT3XeomSsp6qMoQnBFPsO3phfYUsrzWru3fC0s+CHXFLI8sdQa9E8lYwM37VWWyYRpMPwe+m8YS9pRci10opC3eg6nXJ+MqpBRVZ4MWnxmuMKEbaEJC08YCEWgCoWauYYrSvfw7PzXiYkxlRSr0luYd49hqhWqhs6fnZ1nykvkS/NByN8tNNiQssj+wlPq3QqlpB6EdKOIlKJQ1LRfaczUDGd4YvY/0o/bDFlrubjwGQKGqAeSLYbgePclImlS1ZPFgGBwTU57SZzW18aHOeF6jJgRa1IraQVnMZQkQ3nEWsuoUeR/G1cxhaCoqzy12GDMtri5lF9+dnaDBsd7r/FO60mkjDk/fwMbM9eQ0cu/4kh/vWoGIc0wBJL9soTCQpA4gOc1DUMRCAkhkB/olv+l1m9A7X/viuNEp/neisIPdJH9pV8xcC4Wpoli2UjPQ7p9om4HJZ1GGAbS9/GOHSV/y23Erku4uEAchJTv/gTOvt2EM2dZ/MG30YeGMcZWoOg6MooIm01kFKKm0wM9K0nmaW0IogitXMafnkIrVxCmhdA0gumzRL0uaiZLaaXBiZeT/RS6gTAMyhMa3Z2vULr7Pro7X8E5uB9z1WpKd34cLZcDIH/djSycOY30/eT3M1midpu5P/sTslddS+aybQghiLodGo8/ijkxSdRpU7nvftzjx1BSKTKXXIZeG14+z+e6swCKpiNJwFvh9o9Q//EPaf/8GbRMBun76IUizScfJ6ovJe7J+UICfj79OYwV47hHDiXfCWS2XYXI5rBWrWH+299ALRTJ33QL9YcfQrFTRHFM4cabCXtdtEoVGfjETo848JNOXqEIcYRQVYLZWXpvvo45PsHCD76bZNnWl1j41l9Q++Lvkr/tDtJbtuKeOoE5PoleG0IxzcSUSwgUPU/57vsI5+eJnC7G8Gjym2GIMDScPW+T2boNf2GO6ue/RNzpYK1bj3vyOIXbP4qz+y38M6cxVq7CWrma+W/+OcHMNAD2eRfg7HkH1U4hhECqKu6BfWS3biN39fWkNl9C1OkQzkzj7nkDM5Wi34yx8ybOO2+Ru/YmOjMl+o2IKJDse7TJtb8/RKr4qx87aiaDtX4j1bEJolDizy9Rf+IJ7PFhrDU3EkyfwXnnLWQcY63dgH3e+cz/2X/lvSgmdl2IQtDeXSGNfR+QyULKwizDMuZjI+uJ/ZhoZo74yE7Um2/juBLwxGKTdiNiTcrkjkqRkowJpUn65rtxH38M98RphrZchP7h29mnGsz3PS5Mp5bBjoxj/KOHWXr4IeK+k1x3t9xOr9li6cQxSkf2MXdwD6nb7+QRq4rndbitWmDG92kEEboC28dLdHe4ZC6zQUDaULgsbZARESeFiS8TEHDQsblp6EvMuwcQvk/Z3UhjNs8PokW6Vgy6wJOSh2caPDBSRR1PJmUykthCwRcSS1HIqwqtKIkVqQfhID81ZE+3jx8nLp9nXJ93Oj1ea/cYNw2cOKKcsxiKVpENxoiCGN2PWB19gqAvsVWXun6AtbfYHHv4XfBw/ocL6GlB1daI0tBtJpNnI60gAd+UREj2PN7glrtLzFdTNJWIjcMpDjYcTrU9eoZkV8fhy2M1nDhm0jIJZMzE5jQHd7loZhJjlB3WWXlVln1/1+DY8x1KkyZrb8rRb4YYEzp9PcYWgnW2yawf4IaSsBvz0VUlDFvlrTUuI0Jn8j0suTFDZ1PKZsrxiSOJqSt8rFjg7CNtOt2IkcvTFDfbZITGti9U2Ru6DHkGnic54fv8zXyd3xur8abaRZGS6wtZ5v2A58IO+i06V95YY//DTdz5kA1X53jOSwB3srCR7MNpmbikBqHEVAQq0I5jOpFkNIqI/14n+VylFEEnivir6UW6ccykaeL68bKjLCSRLzKSfG6kwv5en82ZFHu7DnfVSjyy0MCJYsZMnTsrJeY8j389McIKS8eNEiOhjKokVL4oRlcEK22TYGDMM+sH+FJSNfQEgA40oypwXSHLS80ulyoWr397gfkjiebt5Bs9Nt6W59pbMpwIff5ydhFTEXh+zFcmh7C05DsCKRFCkFIUDCFYCEI6YUKxrehJ9JIAZr2AEcNAgUE+ZrQMehUBpgJ310p8f2YJVRGEMub2cpG3Oj1CCUOGwQvNNmcHhkw3FHOMmjqr7ITGmFEE61MWi0HIWc/nslwaVQh2dxwMITjlJ/fViGkQkYCoxNkbjruJG3Cn7WCpySJTPQzJ6RprLJMHxqo0w4isqlLWNAxVsC5l0QqTBahnF9q4ccyoobMuZbLCSnSnMbDSNihrGvUwTCa6yCTySwgkUNSSzpNA8JczialRRLLo84WRKlcXsowYOn+8chSJXJ481wwdP46Zcn1Kuo4hxDLIl0BGU1AEfLRSwFIUXml1sFWFe4bL1MOQXV2HtzsO61Mm9w9VaEchgZR4sWSFafDg3CJBLFlnW3xmpMyVuTQZXUsAWBiRU9UBGI2IkZhC4aZKjoqm8X+sHGNE1zgvZVE1DNw4Zsw0SKkKF2XT/L9nZkmrCjcU8uzpuRiKYMQwGDL0gV5WpxfFvNrqsOCHVHUdTQiuyGV4vd3lvLTNEcelLyXnlpE0AYGE5xptIhLKsakq7Gh3SQ0WRFsCHl1sck0+w452j7SqEJOwTxphxErbZHyg1c3rRdalFZyozIbsJtJqAVNNTBqHTYMvjtVoBCF/NDnCtJfokYf1hN0lSEC2qSpcV8hypOtwUTbFbBDwfLPDattk3DLY2e6yv9snpSlcn8+xNZvipOvTiWI6UUxKEYxayTvhzY7D3q5DRlP4UDHPuJUmr49w2/Af0AubqEKj7p/lSG8no6nNOJGCG8tlloetKERInPg9K48fUId7Lg/NLeENng/bK3m25TIYv6S72w3r9OOBHlwUeKO7gl2dsyioKCh8cexOepHC18bTDJs6Xx0fojG4fsq6hqUqrB7kOue0T3Co85TVN/sAACAASURBVBJL/hQbzVVMprbRjy0skUQf/XCuixRQj2SymDToci/5Z3hp6cHlfXqt/jfktCrr9at+5bH+U2vRD3hwbokJQ2NzNsO8H2AKhUXfZyYI+c7sEgLJVfkspqJw1vO5+1e4Sf9zr3+ZR/U/cSmZDKlNW3De2bX8mbly9cDt9R9W1toNKHYaoamEC/PJd6xeS/PxRyh85GMUP/IxGo8/gvQ8OjteSWJPhMA9dpTe7rfp73kbANnr4c9Mo1gmWrGMs/cdWk//jNh1MVaMU7rz4+jVGka1RvWzD+CePIaWz2NMTCZ5qwPAIEwzcZwFCuMGE5enOf16B2TM8NZhJq9PER+7EDQN+/yLSG/ZSthsoLynM22smKD2xd/Fnzqd0Ipdl/ZLzyM9j/ZzT2OumECr1ah88jPIMET6Hv3Dh5ajfv6+HlgxTXI3fIjWszH+1GmIY5RUmtT5FyKDEP/USdRMFqHpBPOzCV3aHTiWRhEoCnGvR9isk99+O9bG8wjn57EvuAhr9VoU06T5/LNE9Tpxu00PGP7qHyYvEV1PnIdnDoKUCKEgdJ3Mlq20nn0q0Z8GQZJXa5po5TLu0aPJ7+fy6NUkF69/YB/pLVsxKtWEev1LSsvl0XL5930mDIPs1dez8J1v0nntVezzLkSYJvbEJL3DB0mtWU/3tVfRh4YpXHwJwraZ+0//gbjXQy0WiTtdkBIp5XIeslDUhIIdx8ud6tZTT1G88x5i1yN2+tilCr4jMSyLsN1hZF2OhaOJA6kQMLe/z4otv+iY/PdLL1eYffC/4Mw7pMsacbuBefUVTH/zO1Su3Upm62UQRYljtu+jVSrE3c4ySyHuuxjjEwQz72o97XUbcfa8A5UJIkUlOLgPOwqwVowjc6DefBtLZoofTs0txz0cdjyON5roRw9S746y77Emo9d8hNLNJtNFg5c6Dg3pDXJIk/PlLIXgNFj6u7+DIEQxrcQIbcfLFK65gdlTJ2nHEdWVk3TWrGaxH2ECzTDkd0aqBAMNj9GW7Gk08I74bF+b4yLZwnv2J4SdNpdcvIXUpi1sXDVKK4jwpMZGrmPf4w0OHPeY/KTKbNOnJnU2ldJEwL52EuXhFSUbL8+ysNMhViTjF9ikg5jfXTHEN6fniYFL0inuM4vMnPb4X60Kc4QUbJ0Jy+Qni00kSWfSHOQNpooaqaJGvePzwmybF+fqKEJwdSnLheEm+mv2c93vX07zVEimqpMqqRgFuObLNeZkhG4K9IyKZibI8ZDuse7GHG8+1eDN7y1RGjG46RMVfjBd5/Cii5FTSKkKrTBi2gt4ut5CCPjaihE6+ZjzvlAm2OfjdSLGt6Z587tLeE6MosLZ3Q6Nsz6bHyhzou9in4bDbzjk0xqfvLTAz/Q2ZkmjoYQ8O9vGa0QcoM9ZO+Dzdo28plESGp9KlZgzA9p+xJjUyM8LqBgUhwWlgoGFgplTOeq4PF1vsxiGbEqn+FDGSv4fhNywIs+WSpp2mNAlV9ompOCpToe7PlfBakqaZckEJvsKDv0B+FdU2FBLcVYJ2ZxNYkHqYUhGVWiGERdn0r800qJkaMx0AxaCADeWHHT6XFBL8c7p7rIx0NqsRc5QqVkmWU3lvLTNc40Odd/nqyuGSA06YKGM2VDMU9A1ZjwvGQcSkPdyMwEuw4bGpkwKW1GY8gLm/YAVlsF1hSy9MOLeWkLjvTSb5ojjMqZqREsx80fdZUAQR5KTOzpceLWFZitcmLE55fq0RMQ77R6fGCmTVhV0JXHD1pXEqGeFmbiF13SNS3Npnm90cOMYVQhWWAaX5zLs7jgU9cSBN6UoXJpNM2oarATGVxo0wwTwPrnUZNZPzve4pbOnmyw0lHUNW1XIaxr3DVVY8gNMRfDd2UVOeUmEzM52j+2lHPcNlXh8ocEr7R6GIvDimLurJaqGxoIfLutoF/wE1HUjBpE1iXnPXqfPM0ttbFVhKQi5oZjl6kKWm0t5jvc9vjm9gCABDR+uFPizswtkB9fEWx2HL4xUuWeoxPdmFvFjSUVPnInPeD5ZVeW3aiWcKGbaD5a7tOfqSN9lY9piPgjZ2+vTDENW2xZpReHpeovbKwUKmsaSH3BXtciP5uvEQFpVuLGQQwFODRaaL8ykeGqpRVlzQMALzcSn4I2Ogxsn1OPVtsX6tM2fnZ1PItqAY67La+0e91SLdKOY066XvKMEfHakwiutDq0wYnM2zaZMCilhd8/hpZbPiGFQ1FVer3f5eaONpQruH6ow54d8bXyIp+otTrk+uiLIqSoPjNaYtJN3X0pNzJjeHlCfJy0DHVhpGTxdb3FNPof1nhxV+xyTh6TbrwlBN4oIYkkgEhqzjmDG9ynp2rIJX2YAroYMnXtqiUbn9XaX032PdSmLSWt0GTy9t1JKD0XrATaYNvt6LjNeQFpVGDF0ritkOej0eXihzscqRXZ1HR6abyCAC9M2w6bO3m4fTQiaUcTXp+f515Mj7Gz3WAxCPlwuMG4ZtIMIgc/hnsOsH4APZ9wFvrJiCEPovLr01yhCI5IBkphReyMZNYOhJN3jSJUIBKGU2IqC/Suox80g5Kl6k+uLgqKWzM3qQYdmaFEzPthgylDswTnXicUQ73TmyGglNGGgoPBSM+B3RqvL53DYNBg2P/j3c3qVS4p3EsR9DMVGEYmr/INzSXqIJgQKyf2qvWfsTzq7fuG7jvfeYE36MlRFZ8lPMubdOKakaQwbGsqvQcF+p+swoqmsTNn8P6dmaEQRQ7rKl8aG+OnMIvUoIpbwbKPNLaU87TDiWN9lq/4PY4b+c6vfgNr/zqUXipTvuQ+9WktyUycmyX/o1n9U/qxeG2L49/6A+k8SV+H0lksQmkbn1ZdIb72c1AUXYYytIHZd1FQKtVAk6nVx9u7GPbBv+XvUfB6iEH/qDACNnzwCg5Uz/8xpWs88Senj96IYJsbQEMbQEHEQkL/ldtrPPsU5pJK/4ebEzRawchobbrQZW+8SdTxE5wiikcdcvZZgfhbnwF6k41C6+z609xyzUFWMoWG0QoHFH/0A78jhBFRFIcSS/tFDyP17ab/0c2QYkb/pZvRyhdRFFyMDH39hHhkGqNkcQtPoHzpIb+876LUauetuwJ+ZxppYiV4bIvZ9stfeSOORH6MVi0n3NJ9HyeXQdT0B1WGIMTqGPzVFd8fLmKvWoBaLOPv3ouZy2GvXJ4BV11HSabLbrmLhW18n7vWQYYC14TwyW7fR2/UGxqq1qJkc6Uu2oqQzOLvfQsnmsFatpvXc0yi6mYzF4MG2rHPN5ZezaP8pZYyNU/vCl4m6ncRAyvVo/vRx8h+6hen/8H8hXRehaSi5HKP/6o8Ruj7oKhpoxSL+9Fkym7fg7NmNVMTArGk9xopxtGqNpR99HzSd9v6jZK+8mvaLzyPDAKGZZDZfinv2LGG6hhAKyqCDmR36h2lLtNoQI1/4HdyzZ9HTFhgWzvEp5NIsSw99j9E/+rdY6zYQeR6y08Fetx5hWsgwpPvaDozxFaQuuZRgZpr+3j3oa89H5sYIIoOpNzosHvFYd9MGrFqEMfTudbjU7S8DWkg6V9Veh/7UWc6eKuE3+pzd1Se6JMc3jixgZBT8NDxZbzFk6JRQ6RzzKCt92idbpC9eg7j1Zk5HkqyqYFUrXPil3yUUglN2hjnT5mNphWFTZ1jXyb53wlKByz5bIXBiNso6M9/4DqLfJyWg/+wTaFFA9sqryVmSkqbQXYxZPOIRywhv1ufaiSy1gsGL7S5OHHNJLsWYbbAr7nL5lRlWrLPJ1HR2KD26huB8zeDfTI4SSUl8NuKZ/zyD4yYwZ8V6mw2fyPCt9iKLQciwobO9nMP+e1Sw457HT880QYFYhjw+26A2XmOjspnSeIrSODhhm+n+bs409lLMjDJpX8rNZoFX273Bt0hW5S0y2xTuuHCMXi+kacQsWCF2TyGRtwsCcW7CmOhPFQTPNlqstS3GSyaXfLhAHEmaUz7dfpREVUSJpixshHS9GDkX89yDiwgS2vHwPof7/pcaTkWyp+dw70iJeBg6QcgbrsPiICrEDARzz3U4+06fyhqT/LUmr35zgVYQ0fMjjJTCTb83TNOM+c7MInNBQCeKmfZa3FbKU9I0Vtsma3WDvg772y7r0xY7Wj10AdeVcvT0mExBJxVLhkLBqqrNmZSHiGFTPoXQExfe3e0ed1aL7Or0EMB5aRsviuE9USTvrZSqognBupTNvp7D0402/25ilGFV53Cjz4RlcEU5izSS7U/0PX40V2ddymLENDnZ95i0DX4838AQgs+OlNnbc3hz0Fm8OJNiqu/x5bEai0FIIwx5ZKGJLuDTIxVSipJcNxLmggBVEay2LXZ3erzZcbjUSp27DBK3YRLanBx0/74zu8iXRqvM+AF5Q2OP43JTOYehCH57uMLfLjRoBBFVXWN7OU8zCLi6kOXPp+eJZAKSX2x2UEQS5/LRapF9vT55VWVLLk1VT+h5kZS8VXfQhWC1bXJXtUQQJ13xRxcbyS2qa3y8ViI/0NTlNJVZ3yeMJbu6fQwhKA5cZPd2+9xSzLOz0yOQkjhOXGdfaHa4Mp9lwe+yOZNCGcToDE4BqoCirtIIQvqRZNMgfmRrLs2iH7AYhKjApGkwbGo0w5i1tsmeXh83jskOcm0lkr09h0syKb46PswpNwFRoYyp6jprbYv9XYfbKgUiEjDqxjGxTP693rYSICMSh+WNKZtuFJEfnKuH5ut8daxKPQBbCP5ocoQZL2DY0MlpCt+dWeSE62MqgoyqcEspTzOMOO54y/m2kADXW0p5pj0fCcsxTYKkAz/l+jTDmB/MLzE7oLNekk1xQdrm2kKWrKoyauooQvCtmUVmvIBQSna1HT5WLXBNIcebnS7H+14Sj5ax6UYxb3f7yMEz39OS+J+t2RQhMGYYPDizyEIQog6un1hKPjFUph/F5DWFS7JpDg3yaSWwNmUlcgAlYS2UtMRp+lwHO60qXJbNcMRx2ZrLcG0hx5ONJjcWcuzr9rg8n+WxxSYHnIQp80S9xQ2FHNcVsgwZ+jINtxXMs7/1Eim9Ri9ezd8s1KmHSazWhpTJ3bUS//7M7CCPFrblAl5qdpcNvVbaJi83O2iKQEOgIjAUhRN9jy+MVrAUlafqbXbO1+lHMaGETw+XaUddmoN4qVkv4Px0ictLd/N28wlC6VM1VnJx/jYM1WLcjLh/uMy3Zxbox5KKkdw3xb+nRXWjLk7UIpYRQmS4oSB5p/UQb3pTAAyZE1yQ+XTycvyAymgl1mWu4pTzFm4kCWWAgoIuEuTqyXN2W/+wUoWKqr4L/obNhP1wsp+Yl1mK4I5KgfR7pEdFY+wXvqeoj6IqOot+wF/PLbFz8K4raCpfGx9mTeqf5qAspeSs63N1Ict/PJMAWoCslujlDVVBDhanJLCv12fSMpjyfP7bwsN/nvUbUPs/oIyhEYp33UPcaaNkMqjmP+6CVkwTrVrDXr+B2PXoHzqEd/wIAHG/n5g/Varv20bL5ijddTeLfQf3yCH04RGKt95BZ9frFG+/g3BxaRnQnivv7BnCZitxtJUy0Z0WimQv24a1ei1RfQmtXEmiU95zU0fzp+n98FsomQy5626i/sPvEbsOarFM4ZbbEmBU+mB9gdB09GI5efi4fcJWE8UwUew0nTeeI+60kUFA/W9/xNADX8GfPkv/8EH6+/aAlNibNqNaJt3XdiLDEOedt+jtep3Sx+9DSWcQmoaqaeSuvQH7/AsIFxdR83n6Rw5T+cT91B/+Id6pk5iTK8lv/zBhfZGo08Y9epio16PyiU+jD42gpjNkr7mO3u5d6COjuMePEiwuJODeVwhmZ4g9j+oDX0EvlgjmZhCGgbVhI6kLNyGB1tM/XXYTNkbH0IdGOPdqV2yb7BUJXSXqdhCm9YHu1GGjjnf6FM7+vZgTk9jrN6JXa8Sel3Ten38O+7wLMEZHUXN5jHXrab/8IrLfXwbRcaeDc2Afhds/ytyf/ieEphM5Dv2D+6h+5gso6SzB/CzWug2kLthE2Goi+33Mlatxjx0lPL4H8/LrqN7/OeJuJ9HxnjmOmi1yan+IDARCVUmXNUYv/kWd37ly2yH9ZkQcSVJFDcU28Q7toXnkMFq+SOHm7XiVHMHpJYK5WczJVbj791B/5GFkFEEUYm04n9oXv4znKEy9UKdx1mJo062okcJbf7pEdz5gzQ058isMXvyTGW783yfIjr+7DzlNfd8EK6MqFKRE37Ce89ebZCtFWnMeB10HBdA1BUtLVuWfrbfJuYIFLeAzoyVS61bSvWU7D84u4kcxKCprFZuPj67kL2bnONpwkCTdnpQi+Herxt4PagEzo2JmVLp7Z/CdOULpEaGiKyUau15jYdUEz4V9Pj28gpVFG6kH9Lwmet7i8rEC//fJs8vujTvaPYbRGN4X8/KhBc67tcBBu8dYymR/z2VWT4BWJhK8/HQDz010ewKBeyKkPRtwzUiWqwo5+lFM1dCY9QIaYUhJ1yhpKrt7/YHZkII60J8f8gIuVhImShQHHOj8nCPdHQDMeceYcQ9zXfmzbMrWlvMuf7LU4O2ugyEU7q0VCSPJ5ekMd1oGZlblhOdhaQp3VUrsaHUo6BrWoDt3WS5NRdcRQqBqgsiAHjE6goUgIA4hm1fxiDnzajcZ7IF20nVj2sc88pfZHGv4PLTQQAgYt00+UimwGAQ8PNdAtmLuvrhI+KpD+2zAiZc7hEGMM6B5uk7M2b0O8ioDV8bLLrKBlOztOny8VmJI17EzGsc6DpYi+Pb0u/nhJ91F/tXEMD+cr7Ov2+eaQpZrihk6uRSmIlhlmiyFIc812hx0XJylFhszNhOmQUoRlHRjmQr/QTVuGWwv5ZFSMusHHOi7+Kbk1rECbhTzY6dBwde41y7xSqtLBBxxXNKaQtXQMYTChwaU2929Pg/NJ/uuIjjmeHx6uMwTSy0OOH2quoZA0Adea3W5Z+jdZ/9qTWWVJTnkuOzt9YmBtoiwChrDm1JM73ZQpERXYO0NWXbGPXQhOOy4DOsa5xVSaEJwwHEZNg3qQcBvVYtoQuBEMa82u6yxDTyZUOwVIKUkXeajjostBA/O1Vmfspj3A56st/jaxDAlw0AVgstyGb4xPc8rreQ5nddUvjRa5XdGa3gyxhbK+zpnzSDghUaH64uJUtCXcjkX1x50cy7OpKjoGgtByL6ew5CmsyWbYnPWRkqYcn3urBTY1+tT0zVuLueREnwkLzaT8YZkEeaLY1Xm/cR8KdHcZnm20cZWFPoDbaUmElOgpQEVW1HgyYUWR/p9+pHEHmgmHxitsr2c54VGm5qhc2E6xRGnjxCwabDPJ1yfb88uogtBVlW5NJdi2NC5o1Lk+WabXiSZ8nxW2xZ1P0jcjYVgyvO5qpAl3+vzejsB9YpIjIxKukrF0OhGcWIKqAhUARtSFq6UScxRLLEUgaUoZDWFdhguA1qAXR2HXhRx31AZazAXOeN6zAz+pqCp3FEp8GqrSz+OKeka99ZKVAyNy/NZFoIkA9iPJYFMjPXqQciRvsfjS01+b2yImcECgiYEioC0olDTNb42PkJeV1lrmzSLMf0oxlYVpvoet5YTc6R2GDLvB3xlxRB/PbdEP4rZkk2T11R+stTEVATDhs59tXLitqxrLAUhhxwXP5bM+QESeLqeGK5FSFbZFpGMWPJdTgYXUCTHKy0P0JAk+crTfshSELLKMjEUON73UYWgG0bYA01wL4wo6Brd6N3OfDQYn/96ZoGP10q80GyTU9UkG1nGPFtvc0k2tQzObFVBUwwmU5uomBPEMsRU0ssU6bSmstoy+L0VQ3TCGEXAkKG/r8PphC1ebzzMjHsYgIxaZVPhwyx5iRyqqNVYl7mWpQBCfIqa9guLqhmtxBWlezkvex0hZUYtC1+++zcXZmxyv4aeNGFjlJnxAqQMKWoNZvrP0vYsVqQuIK/XmLAvYshcy5x3FICSsYL12WQuN+sHy+cMEofwRxebPDBaIaP94+GYEIILM0l3eiF4d/y6UfLOkTKRU5yrkq4uX3v/Uus3oPZ/UKmGgfqP6M7+wvaFIopp0Xjk4eXPlEwWc8XEL93GHBun8unP4U+dIWzU6bz+Knq5nICgbuf9gi1AK5fpHz7A4oPfgjgmffFmSvd8CqM2hDm2AsZWfODvnDMfsjdeQOuZnyX0XsNA8TyaP3uc4cnVv7CNjBKNqVBVMldchXv6JM5bbwKS1JZLkZ6Ld/oUajpNOKCYBgvzaKUyzttvLnc39XKV5hOPJhTgZgPpufi9LnGnQ/vQM+Ru2o5imUkuaCaLMTyKjCMUO8XS3/4I+4JNZC6/kmBhnoW/+gtqX/gy1c9+ETWXT7rApoleruAvLtJ87mlKd92bgOe976BXa8g4ThydO22C+TnsCzex8J1vLsfAGBMTlD/+SbRCgdw1N6DlC/QPHSBsNRn+6tcIFxeRQYCxYhypaTSeeBTv5An02lBi6iUEem0ILZsj9n3aLz1P45EfL3fNU5u2ULn/80ivT2fnDkp33U33tR20D+0nvflS0udfSOPYkWSsFSXJn1VVovoSuauuYfSP/i39Q/sT/XSlSv3hH6JkshgTk6Q3X4J/5jSLP/gOUatF6uItlO++j/qP/hp375uoV11H9uprCBfn0WtDhEuLrN6UY+KKFajZPOlqQlENei5Rqw4IRCqHWUjjNELe/uES9ZM+QsAF2zX03Q8Tzp4Bz8U/dYylH32fwm0foX7mFHptmKjVJI5iCrd+BG/qNP39e/GOHyXoS3b/YJrZ3S0Uw+D0roCRTVmq6ywapzwOPtHk8s9XMbM6vdke3lSTqFlHK1coF4pcXcjwcjOZxN6pS7wnfsbSjpdRS0PkJy6kdM12mihoGhh2MnkMpSSnqfT8gDNdnzfbHtfc/2l+sjA3ALQaar7A/lmPa0oBTT96HznUiSW9X6UvsnT8QQ5tSi2yFPiYpkkPSSP0+N7sGX5/fBVr79RoN6po67K83u6iKQqFgYGFArzhOty3vUjupjTzBAzrFl+fnietqtiKQl5T+XytgtJLNI/RABBrApQeSAG9KOLiTIp9vT7P1NvL3Y07q0XOy1i8oXcIfYmIAQTjaRNjYATmRG2OdXcRDI5VFYJWMEcQt5m0ixgu/J8npnHiGIVEJ/nYUpM/nhxlaGBq8slshW4YEUrJQ3NLdKKY/GAie00+y6hpLBuEARzWfTbdnOf1nzawFQXNhPNuK3BGDxJTp3PPIJJur7AFh12XI64LaqIvnfJ9Djt9zktZyBg6TsTjYZPbb87Q3e/iO/G5UM/kXCvgdiKyisCPJRlVpTY4n+OWiQo8ttTkjkqBVhBysO/yvh0RcMhxUUi0eK+0uwybOj9daqIIwR+Oj5BSEkOoc1OZvd0+M17A1lxmWYv33mrN+HTnA2QMmZrG+prJ6EiViATgvdLq8gpdnChmu53jfNfEnQ64TEuxqIRckU+zv9fnx/MN8prKuGnwqeEyO1q9RINLYpLUGQCCYUPnjOcj3tMx/iAdlxh0sbaX8lQMnYyq8NRcmxvuKTC6yaY9EzB2cYqlYcnuVpvKgJ6Z10ze6jicdP3l+JTbygXeaPfY2+sTIbmhkOOA47LKNomlJAJ6cYwxAGWNQdzLAaefjD3QCN71txg1db48VuNY36Oqq5Q0HUtRSH3AxHjBD3it3U00w7FkU9pmd+9d/4wPlxMnb4BX2l1WmAafHqrgxTGPLtSZ8hOd75X5DEtOyIVpm7W2xY5Wl1N9jxtLec76wbuAVVV4rt7mgozN38wnneNP1kp8aqjMMcfj8pTFlOvjxjHzQYgiYHXKIohhT8+hF8XoQjCsqqiKwI9jHl1ocdrzMYRgczbF1uEyI4aOLxkYECXgK5CJGdZT9TbrbIu/mJrlt4er9OOYswM5wNZcmpKh883pBZbCBGTdUspzaTbFIcdFSpj2Au4eKnLa9Yll0pVeY1s4Ucz+Xp9Ywg2FLC80O/TjmHHT4Op8NqEdD85rjERB0ApjWmHEvp67/Ldjhs5ZP2BbPsPDC3Xm/JCipnHQccmqChtti4qhJ2ZAcUJjLqgJoNySTfFqK9FQH+u7jA8ycbOqikKiNbbURAYRxJJDfY+/nF6gF8VkVIXfqpZASu4dKmEqAh2BAVyWS4yanm+0+XmzTUHTcOOY3V2Hj1WL6KrC7m6SU+vLmF4UDVykWe4yvt7uscq2cCKfpxseuzoNbi9naIURrShhACzFEVJKbEVlczZFO4y4sZinFYZcmk+zc7BQ81bX4VNDZX6ylLiGA6xPJWMwbOroAoqalmjNRUK1bUcR5mBRfNIyqBna4F5WyGilX7g3/DjmZ/U2/Shi1HRxY3ixAfcMlRgyUgihsOCdHABaQVEfRVdMppy3WWmvYdaf5aLC3fxgrkEgz5LV+lyZz3BTMfcL92JWL5PVy8RS8sBYnmfrLVph4kh9eTbRtv86ldc08prGvHucny98k3jwBD7S3cFNtS9SMIa5eegr9MIkhimtligYQwAsBr/onbPgB/RjyT+VDLzKNumEEaOGzvRA4z/nB1R1jRWWQTeKEzdvYEsmTSeKWPEB74d/KfUbUPvPtBRFIb11G8Iw6b6xAy1fJH/zrWjDI79yO2N4BMUwCBZz2BvOQyuX0bI5QiTZa6+n88pLEIZopRK5a25g4VvfQE0nqzrOvr2YK19D3X570jH1XBTTRisW3/8b40nrSysU8c8m1GbFMJOJZhQR9TroJDd52GjQ2/N2kn178Ra0Qgl/eorCTbeQv+mWJJJGxnRf25FoXc89kITAGJ8kmD77PiCetIkEMgqJnd4y2DsHSBe//20UwyC1aQvdt95ATaUp3nEnajqNls0hfZ/uwf14J46BlISNOsKyCOtLNH/6GEhJ+rJtWKvW0nv1Jbo7XyG9aQvmxCp6b76OPjyCmk4jcgnduLvzARjeIAAAIABJREFUFaJ2E6LkBeOdOI43dRqtUEBGIfrICtR8Aa1cRs3mMYZHAYicHksPfR/v+LGEOr77LfqHDpC94ip6b++ieNsdRO0Wrad+ilaukLv2RpR0Gul7RE6PqL5E/kO3sPCXf748Bs47b1H86G9R/OhdOPv3kNp4Popl402dIbN1G6qdwh7krNYf+h69XW8ASfc/bNTJXnr5IJJoHmHoOHt3IzSd8ifvRy9XaP/8GWae/Qn22vWkL9lK/+B+4s5Oyp/4FKn1yXj7C4s0f/Y4nZ07UDIZih++A9afz8xhgzNv9FBUkXQnTZ/O8WmsvJFQs2VM3OmgpjOU7rkPNZej9dxTNJ9+EuKIzKWXk7vuRlrPPInnaczuHQTd6wahG3N6Z5vLHxjm8NOJiUT9pM/aD2XJebuZ+/pzybRbCIof/ig3XXwpW7JpYhljvfhz2gf2oZUrhKognj5IaetFXDJ+EfvtgBYxSiwY1g2uLWQ5bXic7nhM+QHNdpaunkavmUQBhCiotqTrRaw0TQoyYrVt0o1ijjh9Ur+Cai5LOeyJNfRPHwMSbVL6+pt4I0wmzY3Qx4kC6uM7Gd9wGy93HGxNXXZEFCQmMFcXshyIPHZ1e2zKpNjXc5Y1iACtMOKI57FyW4YDj7c4R2FVNEFl3GB1wSCMY2b9kEhKJi2Dk65PDDy+2OSLYxXWjNucXvSIAsnqssWmShpdT45NomGoI5z2jgy0f4K8phFLhSnXw5cyMVpnGdvROxf5MjABspQkQzWWkrtqJV5odGhHEVuyKS5Ip94HaAE6IqZyqckdq0dpnfGxcyqqASOKgn9tltljfcIw6eClsir5lQYvOMl1UtA0vAGAaIYRJ1uJJlAosOSHWMMapx7zufT+MounPIhB1QRSSIoXWZiKyhrbYm6QSdoNIy7Jpni20aYTxfxkrsn16QxH8Rg2dJw4RoVlI5QZz2cpCDGEYN4PWGcn+cSmIjCUJFdyzk8AS1pVSYmE2nmo7zLt+qxJWYyaOsFMxIt/MkvjlA8CsiM61//hMEczye/WDA1LUZjzA+5Pl3CedHj7SIdYwuiExcfvzjNFYhBzTrd6wvWY9QJsVSxPtiXgx5KcqrIqb3LSTbJHk3OpsinzwUwNT8Y8WW9zXspkTcrmsW6bN40+V12Uxtqi8Xy3xUVairSqUtBV1qUsJHDGa7I0AGxpIXi+0eaGYpa3ukn3e1s+w8uNDpGEcdPkhOtR0lQ6YcTWXIYZz0cRLAPvtKq8jwqoCMGwaWAKhT09hx8tNMgoKrdV8qyyTPTBOEVS8kqrw8Gey7Zchv8yNcu/mRxlc6/PSdfj4kyalZbBt2YWmR/QiA/2XKJYsr2c57ibdNBmfJ8Dg4iYbhRxwvXY1+tji4QK3AnPOS3HA5faiGjw+vtIpYAnJW+0e1yUsRm1dD4/WuWJpSZjlsFluQw7Wh22ZtOMmwaGEFxXzHHK9UgpCmlV5UjfoxEm3cheq4ulKBztu7za7A06PpJ7a2UeWWiyKJNMVl0ItpcLGINr7+p8hqN9l8tzGR5daNAMI9KqSmvg5PzVsRpVQ2fSMjg/Y3PKcflopUA3jJEiMWFbHOgO3+j0uDBtc2+tlNz7AqZcjzHLRBMsaxM1IdheyvHkUosDg062KuC3qiUeW2wkbsBBSEFT0RS4MGWx2rY45fk8OLvEiKHx2ZEyP28ktOLtpTwjhsEJt04gJS+2uvzB2BBXhRn6kURTEufvZ+stqobOpkyaH8wuLTuBN8OIRxYbfHakwo/nG0hgczbFmlSWbXqSRzwbJABbE4JICC7LZni12eXpRvLsOd73KGqJQ287SmLGrsynOdjrMzYAJW6scagXIFA47UZclsvx03oLXSjoIqY4AMyPLjaIZOLy/LujNbblMgwbOvu6fVbZJmsskz8YH2bBT3S4vpT81fQCt5UL6IpCP4pwpURFUNI1ritkmbR1ftuuMGLoy/T7X1adAV2+GwXYikXdPUA1q9EMFFSWqJqTNIMZUmqe1dmPcdgRdALJxdk06/TT1MJxnms49OKQjJpDAq+0ulycTX3gAtO5e3fCMrm3VsKNJXlNRfv/KT4ojH0OdF5cBrTJWHSYdY+S02vk9Sp5vfoL2620DDQSOcW5ujibovBrdI+Lug5S8sBola9PLzDtB8vGeL89VKY5eEbkNRVLUchp6q8N7P9nrt+A2n/GpRdL5K+/ifSWSxG6gWrb/81thKKgV6rL9OTY8+gfOkDzmZ+hj4xRue9+hGGi5nJ0X34pAURxDIqCVijinjhGammBxe/+FXGnQ+EjdybdxiNJbqg5MYkxsoLMtisJ202MsQn86TMoqXQCSFUVNZNQs6Jel/qjD+MdP4pWrREuLjL39T9dNlay1qzDGJ/A2fMOhZtvJZifI3YczA3nU/roXRBH2Os30H75+eVegHv8KLkbP0TrmSeXj9nacD5x6NN45GG0SgUZBLgnT1C9/3P0D+7HP3MGfXQULZfDPX4Ua+VqsldcTeOJx9DLZeIgTCiucUTc6+EePczQl38fY2KSqJ1Qk83xCXLX34R3+jRKsUT2muvQh0do//xZonb7XYCtqAQz0wQjozSffIL2c0+dGxiqn/0CmW1XoWgaUbeLd/IEMoqS/FjAP3MK9dYP03nlJXJXXZsYNuXzFG6+lcbf/Ziw/v+x955Bdt3nmefv5HTzvX07AmjERiYyEUgwB4lJJEWRitZ4tNLIds24vFtT463aXXlrq/bDjstre0cO0shjyRRFSZTEKJFiBimQBAGCBEASqYEGOvfN8eSzH85lkxRJ22vNrmctvV+Avh3O6XvPPf1//8/7/J4yUjJFX3EApX+AoFJebGjjYwg0DjyLtWsPg7/z+9SeegKvVIo3Q/LvjgSKqtYjBb9bxqrVRJ4HYYCUShF2OvHzeO4sicv2U3ngfuwzp5BSaTonjuFOT5Hcezl+rRpn+hJnDzcOPEPtqSeBiKDVZP5vv8XwH/x7mrNFfCeWunwnxOmqCGaSyK0RNGqIpoVYsNCWLUcqFrHfPE776GuIikLYcWm9chB1eAR12fL3KWYEPpIi4Lv0aNEioR+RHFTID7TpPvIcLsHiaGL96Z9TXLGKwXwBv9th4e0TBPUawuAwJTeGX0RT4xzO57hnZIiSHzLnuuiiyNcn50jJEh8fy6F2BIw6bM0leWK+DopANwoQJeg3FO5I53im3uRos0NOkfjtoSKFv29hkDSRb7uawvwe1LaCMLiEh6MWJbuLIAhkZAVDUij750lHDRb8iJWKyaiuct6OR9fWmwZlz+epSh0lCKhEIQuRQKo3whWTaKEbBgxtSeA0Q2aOd1BNiTXXprAKClXP41CjzYu1JgteHBmxJ53g6WqDGd9nyva4tpDG7I+Vj04YIijQbvrUCDjSDpDlm7myr8WR6gM0/TIr1OWcsRUeKc2zL51gUFUo+34v4kVgjakxZbu8Um+xu0dfFQUBUYijQT7VHytHpvT+hcGC69IOQjYkDJRmxHP/ZZaGH5IKRSquz947C2gbVa76yiD1EzaKJcIqmbIRslzSeKbaQA4FFEFAkQSGVIXJioOogp6SGA4VnAseSBAEETu/UOD4C3VcIob2JriY8RkMRO7pz1H1A8qejyTAa402zSAkCCNOtbrckE2xV09ypN1ezE7MyzJFRea87S7GyvSrCpogsMEyUbwIqS3wZbPAU2qTt53Yl3h7McsTlTpv97x9z9eaXJtLMTopLDa0EdCY9jj/YpPoBpWD9RarTI3PDOR5ttogPQVzp10kBNphQHPaZfnFkMbyYHFhFEQRqijyVqfL1dk0Jzv2YnM1qqsMaSopSeQrw0WmHQ9BgCFVIa9+uKc+KUkUFJmLtsempIVEPKr3WK1OSpYY1TTWmDqjhsZg72dMOvE9Ki1LNPyAqufHC3RD55ZChmFN5elynSFdZURT+NJwH3U/YNZx0USRpys1buvL8YdLB7HDCI+IPkVm4JfOsebGkSKrdA0Z+MvpBY61OvxPK4ZZqsdePTeMmHY86n5A2fO4vS/P9+cq7Eqa3FHIcbTZYoJYfZd648ARMOl61IOQOdcj3VtsTjout/ZlEBH4m5kFROKx+owkscLQKHs+aSm2SWxJWJxod1lr6nSDkB9X6iSk+HUpKAq39qUZ0VRmHI8fz8cNWssPua0vixOF/NXUPE4UYYkix9tdPt2f4z9NzSMLAvtSCTYkDOYcn24i4mSnS8UP+UW9xcaEwUzVZammkpQlXl1o8VwQsiuV4PJMgj9cNkQElP0g3jCLICdLpGWZoqZw1nZ4pFxjg2XQpyq81mwzqmscabR4wHb5tyP9bBdFXqw3eattU/UCar7PTT3/ogzcVczzRKVGKwi5NGUtTifklDg7tuoHHG91+Ex/bGfqVxQCoOkH3JCz+Ml8hduLORpBQL0bsOD57EwlUETYmjT5m+mFON4LUAAEeKLcoNIDQC3RVDYkDB4t1dhgmUy73mJ27hJNZX82RVKSuDaX4nizw46kRaEHOArCiMsySZ6vxn/bFVFga8rkRz3FXRJiQNQN+QxuGPF6T7nNyBIPl6rc2pdd/Lq0ahF5GoebXW4qGNxWyDLtuOxIWWxPWtw/V6aoxKRxURA40e6yI5XgY7k0V2ZSaKKw2OwVVYWGHzDTyw6edz3eanf43GAfz1Qb1HyfnUmLpbpKQVHp+4j383vLDULOdl2+MTVLO/SQBPhM/0qU4CDDeoYT9WfZW/gM/foqBHGEe2c7VP34vf16K+Szg2vIKDOUPR9dTCKL76qMdT9gyUcdGJh2XJ6rNii5PmstnZ2pxGIW769SERFB5H3gcT9yP+Sr362iqvDVkX5+slClHvjsTCa4MpNc3Bz7p1ZGUZCB/37pQMyOEAT6NRVZEPhga/0vu37T1P4LqF8m3/4/KXd2hpk//2Mi14WjR6j/9GGKX/oqomEg6Nq7PtswxK9VyaxZS+vVVwibTYytOwibDab+8s9jMq4A1rad5O/+LOlrridoNDDXb6Ly4A8JqlUEXSdzw8fjSBsgaDZxxmPfgb5qNbUnf0bYbKIMDhE06thnTpHYeSmd14/i1Wv0f+X3iIKAsNOmdN93CNstjI2XkLnmBlqHXibyXKRUGmvTVpRsDvvsaUTDRFu+gsqDP0I0TcJOh6BeA1HEnZlGKvThzs/RPHgA98IF/N5xzc1bGfi930cZGKL6kx8CEHkeQauJlErTOnwIa8t2Kg/cj5hK0zz4IrnbP0n66huIwgBtyVIEUcRYu472qy+/C70SAuRcjubL8ej3IhY4Cqk8/CO00eVx7q4gxNFMnvuuEi1J7wT/xZE9pkn+tjspf/+7+JU4ezB0HaoP/5i+L/w2wvs8uLGvVc4XIAyZ++ZfxKArTaP++GMIkkxy1+74esrlKNz9OepPPo5fraAtX0Fq/9WEjk3kB/jVCvT+sAvFfiTdiP3E+UJ8zAgi10EfW4tSKCL1MoiDVhP77bd4t+ME/AB7YoKhjUs58XCsroYBnDsisvUTt9B45D5EwyLyPVJXXRNHR7lp7FMnY89kMokgioSOjTs9Rf6Ou7CrHQY2pZl9o07o2Kh5GNmVpjbpkOyXKazUKazWSads3KuuQNRU/FKZzoljhN0OURjhNxtEto25eSv2+FncVApDVunOzSCOruScKLPOD3it0eZM16HmB7SCgAXX5/pcmtWhzMybXYZHJC7LWLzW7LA8Z7Azl+BotYVmybze7BD2PHc/mC/z1ZEBdD64Y+uHEXaUQs9uoWqeoOsvoKp55mZjb05CVPhU/whSJLI9+6+oeCW2Jft5aL7C5dksV2REvCj20fzt9AKS7+FXKhRGR9icSVNyA2QBnq/HiucqU6cjR6y8LsnongS+CBUl4IzToRPCd2bLpGWJZhDycKnG5wfyCMCIpnKq6/DTco1PFXNEYchFx2NFQeS0e4p5p82QOsZzVYmXBZlPD3yRpjeBJS/nB/Px9XSo2eaabIqTHZsLthMTUE2dxxfqtL2Ao9U2X106wJD57sJGEUV+eWl1wXb4z1MLnLMdLFHk9lSGpZstJg+1F3NHT7/cxFhqcVy22bhPp+75PFGp8KlEDiGCWwpZXqo1EQSBLUmDXakEE10HKRRYkzP4WC5NOBjSv8HkwpEWFw5U2X5TjuQSlSAJfeikZImsItOvwYzt8CcX5wiICaCNwKdfkmkQ8uBchU/15ym5PoooMKyp8bF6qvXWhElKkhjTdSo1j1OPNyi92UWQYMe+JPu3JxGNODblZG9h/E4dqDZYkn/PNE3v7dda8EkLOm+0OwxpKguuw5aEiTftLgKCJCFWPKpnHTZtjK9j6EWUAMNaPEr9b4aKnOs6DGgKY5oOCwENPyCbVdic+Wgf/TuVUWQ+PZDn+UrsB11nGUzaLrok4och21MWrzbaXJFNLjbGXo8g24kicr2F6uaEgQC81uxwsN7CkkTmPJ8NlsG53oj1gudjSSK3FrK81upQcj1WmwbzrssztsvnBwuM9JrVKdvlwYUKr7U69CkKn+rP8T8vG+B/nZjlVMdmqa7RDgI6fsByXeNc1+GNVpe07LJcV1lhGnxjep5OGHFjPo0miqhiPFZf6UXhhFEEAjSDkD5FZlBV6AaxH7agKIjArnSS87bLFZkkOUXm1XqLJUbc6D9SqnJnf47Hy3VkISbvumHEua5DxQsoKDI/K9djSqsgYMoiyw2VH85XMSWRpBDTaE93bC7LJFmiKdzRl+P1doc/vThHw/PZlU6wP5vkuVqTVhAwrFlsT1jcVMjwf03OMu/FmdrP15r4UcTulMXbnS7LNJXzjkMQxWr2zYU035kpccFxSUkSR5odrsgkqHg+T1Ya3NOfZ87zqfkBWSX2Lwe98d/L9WRvokAgK8scarS5LpdGRkCVBH5WrvN6q0NRUbgxn+Zwo0295xMtqjJXZlP8ot5CUwVSskRAnDsbEZ/bvOfzarNNnyqzP51idzrB660OaVlmbzrBzyv1uAHugXcqXof1loEmxBuiy3WNCcdhWFW4Np/moZ4fX4gEfmuogCkIVLyYPyCJAnvTCfpVhTeaHYZ1lRW6RkaWe5MqMdDuh/MVfn/JAKOGylvteOPo3y8bYlhVcIIQL4y4IpPlB3NlQiQeLtX5eD7DrpRFXpE51urwVsdGFGIPttaL0gmJEEWJX4qMJ4wiDjfaPF2pc20uxZTrUQtCfjRfYVPCZK1pQBTxYq1JqiB9ZFPb7CnoSs/bfv9ciU4Y3+P9CL4/V+Z/HN3Lgn0IEPFDl6wyxHm7Sc2fAAQ00UCRTF6uB9zTv5LNqRbHW87iVIVEDGr7qKp4Pt+ZKS2+XjOuRzMIuKWQ/ZWbSEXUGEvuY945xzs3VFlQGdLH/t7vMyWJnekEo7qKT0RWlhc94L9KCYJAUlX/3szfX5eSvva1r/1zn8OvXH/913/9tS9/+cv/3Kfx/8tqvvwi3eNvvO+xsGujr1qDNzuNlM7gTk8BYG68hNRV11J96EcIgkD6iqsp3X8vUacdU3oFAW9mmsSuPSj5ApJpIWeyGOs2YF2ylcSuS9GXLl8EHgXtNu3DrwDExyvNk735drQVq7C2bEO0YmUusWMXnTeP03rpRazNW4jsLsa6DXFzeOAZQtelcM/nsbZuR1+5GgSo/OQBzA2bkfN5QsclqNdixbRZX1SejbF1SJqGqOnUHnsI0TCQrARSr/lN7rkMoZfd64yf6TWYcXOrL1+JOjRMct8VmBsvIXHpHkTDRNQ1gkY99te6btx8KipBNc6/zX78Vpzz44iqCoKAM3GeyPOIopDIcUjs2sPCd76FsXYdUjqDc24cfJ/I80juu4KgHUftJHbuRpBEECVaB18AQUA0LaR0Fr9SimnNyRR+uURQrSCIEqmrryd5+RW4E+fonjqJpOsIsrKY/2usW4+oxn5EOZ1GX7sOa/MWzI2bkRMJQCBo1OONCElCTKbI3XwbXmkBQZYJW61YZRdFRNMkuXsfcjqzeF1FUYR99jRetUbm2usxxtbizc+R3HUpnpInUdRozHlIssDSnQmKlxTRly1FGVmOvn4LnZOnsU+9iblmLQgC9plT8bFUDdEwSO27AmP1GJImkl9pkRg0UXNp1t9WYHRLRGFJxNLLc9TGRPykTXp+msqPv0/jwLOEdpfMjTchDw4hWxal+79L7YnHSO7cjbV1B4qmYRoGg9d9jLliP6dDgX2GypFWh4rrgiCgixKmKLJS0yhWRA7fV0YFhvWIMd0iewHkjIhvCRxutntkTwFJiEmVyw2N/l9aJLSDgAO1Jhdtm9GWgdUYIB+uoi+psi2dZWe6wNZUjmMtl7+YrtOvJlhl5nEigaWGSVaWmXVc1psGBiKnbZtKucINS4c4bMcLybO2y+muwx3FHKt0nSONNlpvXC9pSDzbbnKs2WGJrvFyo81418GLIrKyREjsQ92RNFmXMHmsVMWJItpBwL50ku1JlwMz3+Ssc4yyN85k5yj7cht5o65iqBZ+VOSlhkcrCPGJKZpnOja39WW5JGFihxFPlxtUFzycVki3HWIhslRRUbT3L0xqnk8nDPHDMAYs9fyMIREX2y67l6Swj7s9GExEuqhgj0k832wiCQK6EEfOTHRd7ujPsipS2ZNMsCeZYHmkMdV2WJ7WuTafpqDI3Ddb5umFJnO+x+qcyfjBFuVjNkNFjdGVFhnlXZBJ0w94q93FkETGuw7NXn7rnX15Fnyfp2tNznQdznYdTnVsLvaUlg2WybakhSiAHILlCrSPeZx9sYEYCYihQO28y/Ixi6F+nYYfcOg9IBIA3wvZk09x/rHG+4DIW+7K8ZLRoeIHLDM0Hq/U2ZK0sCSRc6/F10BOllEEkWWXJhhcZiAIsQ8SYFPCYFfK4lzXxgkj+jWFPkdi6oEGhx+tMnW4Q/OcS2Glhmp+9MLN9jxmPJ95z2epoZGVJbYlLVYYOmlZYl82CVFMLn2p3mJU1/B6ObfrLKPnqYQ9mSR70klUMSYON4MAS5S4NpdmbU8RXGHoXLRdrsmlebBU5WzX4c2OzWutDtt6mxazrsewqtLxfR4s1Xiu3sKNosVx2BtyGV5rthdBPz8t13loocY6y8CNImq9cej1CYPlusaArjJluzR9n53pBBdsd7GJvban5h1vdbEkkYIqsyNp8a0etfe6XIqsovCfp+c53u4y73msNHWWGBpmzwO/L5MkIUmMd+z4Hk2c/euEEVuSJs9Xm/x3w0VMUWStZcS5xFHIiXaXKcejE4R0wwgf2GDFSt+k6/JIqYYpijTCkIuOyyU96vKmhMnulMVqU+dMx+HVVmfRZ9oJQ9pByKakycv1FvsyKYIwvmaW6SprLZOfV+uEUTxi3wwCmkG8aTFpe7SDgP2ZJFOOxzJN5aLr8dBCjVnP5/Vmh1oQcHk6idCzTEiCgCzCm60uR1tdmkFIIwh4u21zTS5FWpF5vtrkhVqLjxUybE+aLDc0RjSVkx0bTYy91ZNOPBFhiCKf6MuSkmUEEZYbOllJIowiTnZtmn4Mggui2N86pKvkZIlRQ2OVqTPr+OxJJ3m8XEMRBO4q5tifTaEIsRp6qN7EkiRSsoQmigxqKpsTJkt1lZQsY0oib7dtmkFAOwjZnDRZaeg8slCjX5W5KpuioCqEwOFmh+/MlFima1yaTlBQFC7LJMnLMYApIt4cq3g+ZS9A7dkGbi1kWWrEm3glz6cdBBhiPPnSDAJ+VqrRCkPcMGJ/BlbpLkt0iUNNj0PNNpuTJm+2bbanLPIfAq+ccVy+N1fhiUqdN9td1lo6j5brIIAgSIhCnMd7WToJzJKQcwwZa5BFlTkXznRBFy1U0UREJCFL7EinWabrsWLfGyO/rZhjqa5+5CjtjOtysOcbfqcqns8lSQtT+tXHkHUpSZ82ihfa5NUlbM/eRkYd/ID95cPKkiWSsvxfbRz6163+6I/+aOZrX/vaX3/Y536j1P6al2R+kIImmiaiodN86UX0VWso/vZX4oa1tABhuNjwSaaBqGkIuTxht0vkx4udd/59p+R0Bt7T3CweO5XC2LCR7vFj+I0a6auuY/6/fDPOa41CEnsvR0pnmfuL/xN38iIDv/P7VB58gE4vZze5ex+Df/CHPYjUeZoHniN0bKwt28jcfCuVH3wPQVVRl42Svvo6Zr/+pwi6gaRpKAODKAODOOfG0ZaOLubSylkNZAUkkaDZZP7+e0lfe0OcKev7MT05nUZdshR7/CyJXXuoP/4IYRCQ2nt5nPPrOPjzc+hrxuKmsl4jdeW1hHaX5i8OoC1ZFiubhT4ETYNOG4IAa9devPl5Itel8qMf0PdbX0IbWYJ9/hxyJoNfKeOXyuRuuxNBU5GMuPmW+4qxUiuKRJ6LIMsIUUTlx98nd9sncacnYzpwFFH76cMktu0ibDWJbDseO5bk+HX8pR1DyTDBeFdlEXUdpb+f4m9/hcj3IQypPfk4iZ27Sey4lMqFiUX1N3fnPYSOgzs9FUO2EgkkwyRz822kr7ia1uFXIIoY+t3fQ8rkOP6gTX6JzPbP5DGzkNDruOUuk1+/F7/jEPUIFsl+hdDuYoytxT57Evv0acIQ1NG1tJXlnP1BmdHdSTLLklhDKUYdm84bR6k+8SJRGGJu24G+4RKWOS4L9/4tgiAiZXMIV1/PyVyR2tKVjLabaOkMwYXz+I06zQPPErTihe3cG6+T+ewX+XQyifT4I2zcvINzC2XURAJbM2kHESs0Dbvls/MuFbV8lM7Bk5jFAfKX7KEmGbiEWJKEHb7rrOnv0YOPNtsEEfSrMjlZZspxafg+l9dMnv/rWRpTHnpaZOcX+9A3q/xvEzOLcA+IFbTvztUWGw9VEPhCPs/8txuIe02uXpniRwslBEXlrXIDVRRJiiId4JVGm4QkcqjVYdx2uTKb5HS1wTJdY51hoIgCo7pKUpLohCE1P8CURFabOglJ5N4u339/AAAgAElEQVTZEnYYg6XWGTpLdJX57mk6Ygx5ccMIXfSo+K+w1rwGVRQwRIENlsFzvYiM2xJptrsGjYMOclJi+RKFlyII/Peq+1CdcDE2xX++nCDkrU4MrbKDgE8V84x3bMIgirNURYFQhqoQICoCmisgSwLLr0zyUNDEEEV2pRIcrDUpqDIZScIoCbz23RKlcQfPi1h3QxrZAGOLRkMJuG+uEo9rGyJvlW0KGYUlawxMT6Sw+oM0+znX47FynY2Wwb9dMsCs4xES8Uq9yfZMgrCXKlv2fQxRICdLtNyAv5st4UcRWxIWl2YtNA8unHYIEwJDm0zSSZnWvE/5nE3f6lgZHtCU95FhN5kWahf2fLmPt35WJwwjxq5NIyyReKtlc1UmBWGEH0U8XKpy90COy2/MM3mwhRAIjGw1GNhgYMgS12RTbE9aREBKkugEAWOmQc2PI5P0ixEzp+1400AUaM56XHy1zdgN6Y9c7J13ff74wgzNnh/x+myKfZkkj5aqtMOQ+QWPSBD4wkCBWcfjbMdmynHZkU7wXLVOSpL5eCHDiKIQigInW7FX9a5iPh5rVmUEQcCUYkX4q8NF3uzFpATv4TG8XG+xztQ51bV5s91llalxtPnuBkFekflEX5YJx+WmfIalukrZ9ZmxXW7IpxEEuCqbRMwmySkKOTlW5JZEEWOmjhNF2H7IncUcYRShiSLjXZuT7S5fGi6SlSVOd22+M1em4QeUez7EUx2bhCRhSRG3FDL83Wy5l80qUFRkbu/LcbzV5Z7BAo8uVHm7Y5NQFYZUhY4fIggCJ9qdOINVgAnb5epMisvSSd5oxRs/AqAJAisNjW4YcrwXb9MKQnKyRCMImLBddqeSbEuZnO86PFtpcF0+jSmKtIOwRzSGPkVGEaDiBTy4UOHWQpZrcimCKKIVhji9G1YYxde8Jgg4QUTV9ymoMqsMnVm3iSIKvNpoL4L4DDG2DbhhRD0IOFhvcbjZZmfKYkcywWpT52CjxauNNj7xpkcEpCWJWdfjZ6Uanx0sUOypnLf1ZXlgvsJa0+Arw0UEYImq0AhD/uOFmThKKorYnDDJyRIrDJ2S55MVZdpBHGWzyYqJ1UEUca5rc3d/Dl0Uebra4ItDfbxQa/J8Lc7+vsQyuGcgz6zr0afKqKLIrOPycr3FhO2yOWGw3jK4uz/HmY5DQY39sN+bLfHpgfi83/GPVj2fn5frRMDLjRZ70wmONNusNjRGdI0fz1ZISDHN+YuDBTZYBuO2y9akiSmKTNsu982VONbqkpBF7uzLsyNpIouxkp9HZneqysvlH9MKqkQkuKvwCSbdoZgrIolkfsku0/B8yr7Pua7DtpSJ0YIzXZe2H7La1HoWhYiIiKKiYkkKojhETh1G6OWdL9U1UrK66MMH2JdJYkkSliRxd3+eVhDERO9/YIxY/ZD7zTs2ow8rLwxxoghTFBH/EY2pKuoMGWP06ysREBCFX11x/aeU0wpwWgGiJGBkJCTl17tR/o1S+2tegqbRffMEYbu1+HHh019AXzqKOrKU5vPP0DzwDN7MNOn9V9F++y3SV16DfeYU3bNnkFPpRS8lYYQ6NERy3xVI1j/MchMVBXVkKergEFIyQ+ulFwhqMVRJ1DTCbgdz8xZqjz6EPrYO0TRpPPsUeB6SaeFemEDJ56k98VPcixNkP3YL3ZNv401NYm7aEsf2jK3HWLeBKIxI7tiJnMuhrx5DHRqi9cpLpPdfjT1xDjmRwisvIOo6IGBt34kzcR5v8gLu5EVS+6/C3HwJyT2XYazfhDN+huS+K3AvnKdz/A3Sl1/Jwt9+E28mBle5kxchioFPSrGf5osH6Bw9grZsFGvzVurPPkn+9rvwF0oIkkxi117Sl19B9acPxcqs45C4dA/to0dwxs+gj63DnZ7CnZ2meeAZgmYTdclSlHwBdXgJzsUJCAMEVSV74y103jpBUC7TOXYUuX8gHpV+6AG86SnMjZfgLcwTNOqIuoGg6+Ru/gRKX//ff61IEpHrMveNr9N54zU6x14n8n3yt38Sdeko5oaN6CtXk9y9j/rTT9B45knahw/hzkyjjS4ncFyiZpP5b/0l3bdPYJ96m+YvDmCu38jgOong0CNkRjT8157BnZrE04boHD0UA8LeARZJItn9e1GL/egrV2NuugRlbDsXZ1Zw+AcOc2/ZTL/eZnCziZFRcSbOU/3JDwkcG991cSfOUxweRtI0aq8dphaGmLfewcOpPAdKVc5HAodmFxhavx693UJVVdovv4ioKPGIfeBjdDukFYX6Lw5QHBoiVeij2rUZSiW5e6CP4GWbdCYiPP4kjRdeJKjX6UxOIZbOo25bz7Qgsjed4MR7chE/M5jn61PzPFau81K9xbFWlw2WgSgIjNkar3xzgdpEnNvoOxHTr3dYfVmKRzp1REFYHP/dkDB4vFKnGcRNhiwKtOyApV2Z6gmb4R1JtqYtZjyfGdfDDAMiQaAaQohAvypzvusy73nsTCV4stJgia5yxnb4u5kSW1IWC65PAHSCkEFV5ba+DI+Va8y4sWf0cwN5TFniTMfGlC5wsnMGr9c0uVFESsmwzNpEVlVZqmuMGjqNICAtSVxOgqmux0XdR7VEgrM+o/06x+rx4tuSRa6xUnTOuBTHYobAjOvy7ZkSnTCk64QMKgqOEDFle0RiPO7mEHLbcI5MSiaVUdhyU5YzhoukCNzZn2PKdjhnuyQlic9m84w/WKdyzqFdD4gCmD9ts2Z/iua0x0JfyMlSF78TougCmiUi6SI3bskxujlBqv/9ZMmq63Gm6/Bmp8t818f0BZ6uNvhFrYUXRFhKnKtZcn0QYH8myf5MivGGzZ5kkq2WhdsN8ESoigEJT2TlmgSTB1tMvdZFMUWW701gZmLY00pDi/EFCOxMWWwzTR7/02kyQyobrsswui9BtFLkiG+zV7TInokwT0fsXZ5mBp9IEdi8IklxWKN/nU5ulYaQENCUOCKiG4bYYYgbRdw7W+Z4uwvEvszgmMfkhE2q570VBAFJERjcbCKKH1woLrge986WuPieJlyXRKIwVsbmetdaSEx/XW/qrOhBfl6oNTlvuxyotzhQa5FVZBYclyer8eOvNTsMaQqGJOJHLNJaNUmk7Pm83u4QEquLEI8yFlV5MQZjia5yumNT9mP67OcHC/xoocqpjs247XCyY7O+FxFy31yZg/U2B+stsorCakPHeE8D8p8m55l1PQY1hRFNRRVFQgGONNuM2zEQqOoH/HChQjeMN2Pi6Q01BpTZLgOaSjsMebNtIwsClihy0Ym9uNOuy0uNFp8eKJBTJLYnLfZnU5xod0lJIhssi1YQR7dcmk6gSTFEZ7WpY4cho4bGFwYLzLseS3WVRhByvN3FiyKCKPY835hPszudICnLzDkeqigyoMY+1RnXRQD6FIVPFLNxsypKTLseGyydBc/naLPDoKZS8nxKvo8lSbhh3FwebXWo+7FKO2bqbE0laPkhP6/WEQQBTRTYaOnsz6XRRZFj7S7PVOvcM1Bg3HZ4shrHCe1OJ9ietJh2Ykjan1yY5XCzjSqK7EnHa5IfzVd5utpAl0RuLmSRRQEhimNuRFHgu3Nl5jyPRhCi9Ui/t/RlWW3o6KJIww/oUxU+2Z8jIcWj3j8t13m21uIX9RZFVaEdBAxoKt+frywC70q+T0KS6FNEMnLsXf3G9AIH6i2mXY/XWh1UUWTB9Zh1Pc52Hca7DgGwN5Og/z3E2mYQLBL63SgiI0ssN3RWmBo/Waj23nsgiwLnug47Uwmqvs+bnS5NP+Bkx+aNVvz6OmHEG60Ou9IJiqpKRpZJSR2O1b9H2augCAKW5NPwxrkktYV6GEc4vfd82l7AU9UG35src6De4tVmm93pJEEYccF2uLM/x1wv/m2FofP5gQJn213WJ4cx5Xc3zi0phsCJgkBSFvl4IcMqQ18EGcqigClJ6P8IpVVAoNxTo+m9BjcVsiw3tA9ssM04Lj8t1/hFvUUjCMjL8j/qGACiIC425f9fV6vkcfT+MiefaDB5ON6ASw4o/+Ib298otb+pjyx1YJCB3/132OPjhN02xpp1KD2CsrF6jP7f/X2ibpeg2aB56CXcCxPog4N0TxzreWRviinHszMoff0ktm0naLfxm03k5IdP+AftFkGtSui4SOk05qYtBLUq9Se7SJlsDJISRQRJImy3EDQNY83amEgcBLESKUkE9Rru9BRqoUjn+Ou0j71O/pN3U330QdypScy16wHonHiDyqMPU/jkPSiFPoJ63MzpazcQdNrI6SzG2DoSl+7Bm51GW7Yc0TCZ+uP/najbgXKJoFZFzGbp/9LvEHkuXqnE3F/9OZHjkLnx5tjq6jjv+z07bx5HX72GzvlxCnd/FiQJ59w4neNvULjzHvx2h9Q11yGl0nTffpOF+7696FVVBodi3+/kBaR0hsazT9M+/DIAUiqNO3kBvx57UAVFIf/Je3r/V6k89jB+b2QcwFgzhjszFUfgtNuUH7if3O13xfRq3cBYux6lr/i+1yfy/Niv+kvqrbpsOUN/8B9ovfQCgqKR3L0PZXAYUZaRBoZQB4ZovPg87oWJxe9xzp2lc+IYgqrhTJwjaMR+VRDA92m88BypK66G1jxC5NE6eABz6w66TZH03j1Un3oaQZKJAgFrbAVSOo3fahF2O7ikOHhfldLZ+LnPLlVZdklE2KwRBXk6b53A66mKXhShCALq8TfQPnYLnVye7MrV2MtXcWr8ApKqIogSPhFPV+p8dtMWgskJAklCVlVo1FG6XaTWCFGriSgIzD36EKtGl7N+bD2WmOP8Yy2mXq1RuEMmungCWY0I/RDLUpCdCgXf5vr+AqYo8dUl/Vy0XUY0hSPNDlO2ixSGRFHIgh1yqBGrEJIPpbPOeydH8Z2IoBvy75b0Y4cRs47LoCYTEDGoKkzYLk4UUfECOomI0StTiI0IlwhfEFhraDzdbhMJIOoGkeez3tKZdTw6YYgmiIuLfb/ns2qGIffOlvhEX5ZBLaY45lWFIU3lXw8VmXE8ZAFea8aRKjICO4fWEUZPIxATVUMERsxdDOgmz1QbJNJJhnWNO4o52i2fn07WeH6qsfh73jqcZXukcVV/CiGE9bKBc9xmxd537y3ne/EesgDDkspkx+GmviwVP+Dtlo0pCdxZzDFhO4wnu+y2dY59t0xuVGPPjRnSCZUhVWVnIoEmCphdgcPTDr4bIRFHdxQ3GMgrZFQPBjUZzwtx6iHdeoCVk1k2olIoaFR8j6btoksCOUVh2nb5zswC+7MpGn6A0RU40mhzx8ock64DHpzrulyejxtZJwx5udHm2VqTDUmDE/UOp9sOsgSrdZMnq3W+tDbPi//HLN1qHAvlHu+g90v4AyKt3mu2O2mhGQJBK2S+7XH554qceLpGpe7Rv8VkOK2Rfd7j+PE6aU9CEQWK9YB/fUcBwYWDfzpHvRlQ9+Om8rLf6qNvLGLK9XhovkpGkRnRVC44MSTtaKvLKcnmU6vT9L0ix/E4QqzGFdYb+AIf4haP1ZFy754nAdfn04wZ8aL2dlXhxVqDEx2bkJhEvT2VoOz5HOy0eKtts8aM4S/3zpV4vt7knuK7cSJXZpOc6tr8vFLHlCSuzqVYY+qoosiwrtIny8y4Hn2yRE5RuCGf5mS7y75MkvvmSjhByF39ef7kwiz9qsJE18ELI0w5HptVhZA3Wl0qnr9IvQ0ieKbSYE86wTukC10U2ZmyuCRh0gxCWmGIAOQVia0Jgx1Ji6WawpwXsCOZYEvS7ClaYAoCo7rO87UmmihS7zXYphSroxERJc/HDiNmHI/Xmm1uyWc4azs8NF9lQ8JkQFP41vQCk05MKV+mqdzal8UNY1XqqmwSL4qoegEDmkLZjeOETiVMjrY6BFHEestgma6hiSJNP6CoKjxWrvLAQoVb8xn+w7IhWmFI1LMlPFyq0Q5CvjTUF3uOw4gbCmm8MGJvJsGOlEU7CNiSNJm0XSxJ4q5iDlWIYZZeGEPrvjLcT9nzqXpxlNF3phf46kiRE+0uu9NJXqg1F20Gb7Q7jNs2N+cz3F7Mcbpjowixf/n1VofdaYsnynUmbJcRTWXMNOIGVVFo+D4gUfUCqr6/OP1S64GugiiiX1O5QVHYnU4iAWlFJozie2/J8xYVwOdrDb442LfoP4fYmw4w3rVZqccAn3qvuXxvvVRvcWcxx/F2PPq92tRJSyKqEJ/DO6O2Vo98fsGOwUSHmx3WWTqbLCO2X/UI1qYo0opCTEmMR439kLyl8FS1jiYK2O8gU4CLtstyQ2eZoZEQBc406vQpMlLPIgNd8mrAmsT70y4gPt5DpSqGKLHRMtiUMFEEgX2ZeGO04Qdcm01zezFHy/d5ptLAjiL2ZMH4pRvDoKZya59K2JtG+KdWUpa4rS/LzpTFgucxqmsUFfkDDW3F8/n2e7y3045H0/+v4739f7MCP2L8QDMGAAKBF3H6qQaFlRq50X8e1fi/hfpNU/ubQu01Ix/6ub4i3sICC3/3N0Sui6Bp+LUaQauFGEWUvvttCp/7V4hWAq80z8zX/xR1cIjsTbchb97ygZ8XtFu0jrxK542j+AvziFaCwqc/j9IfK2+dE8cwt+1E7e8HBOTiAImdu/HmZtBXraH92mFAWBxx1pYtp/bznxJ2OzhnTyGZFslL96L0DwDgt5o4FyZIX3k1jRefi5VeQUBOZ8jf/VnKP7iPyHVihfozv0Xm+o/jlUq4s9MU7rwbv9mk/sRj+PUaidVjiLpO7anH8WZnIIoI6nXK99/L4P/wh/Ev2PMWQ5zzKygK3swMQaMOkogxthZtxUqiKEI2DIJmAyGKMFatwX7zOGEQoC8dJXHpHuRUGm3ZciLXxT57evE5TF5+JZJhUP/ZIwiqirVtF61DL+GcHyd/56dI77+S9pFXiewu1o5LkRIpGgeeI7FzN7XHHiJsNSl951skd+8je/tdCIpM0GkTOQ5Bp0P79SMwtJFGvUOkmBTXmehKm8j3EQ0DY9UajFVrPvJ6ci6cf9/HURRhnz6FMrIEQZZib3L8GQAEMR5tl61kHH3k+zjjp0lublNzNlK4Zwhv4jTqyAjZ7RtwJs7TfOFZ5L4i6s7reyCtiNFLVUaXTdJ4/llqb4eIV+5FTqUJmw1SukFViCminUKRpCyz6oaP0znxBo6mYfQV8REIJQnBtHB8F48AZWQJcq6AH4XIqkZk2yR27SboxFE4BVmiOXGO1vlz5L78O6y6VGXJmhSpEZ+FA6CHEXgRguAgoKKrKmpvbGtIiymxAI+X673Yp7D3nAUsOA6JMB6HL6zUKJ95d9MkMaxQV0IemKoQAB/vT5OQZI62OoyZBldlU/xgvkI7CLkkaZHPqJCBBcflkO2z2tS4Z2wlPy3VKPsBNxUypCSJVxptFAFuLmR4qd4ip8hM9JpGEWgEId+eLbPFMlimKVxdiBc4fapCn6qw4Hq83bYREAiAepDlir7f5kLnF3iBw4rkbi46RULBIynLqL0deF0UKYkRLy00ee+a46mFOpesM9nbNCiddihukSmnFM4eaDF8SUh6WCUvy/TLMteESWZfaxPYAewO+MpIH/W+EIh4q9Th6UYdsRWx0zDwuhELb9ks2Wqh6RLlVztMvd5G0UXW3ZQhN6KyULNBgL5RjcStJn81v4DjhVwup7h0JMUrQQO7FdIXSOwxE5zudLl3rsy04zFmatzdn+dIs0M9CDnTsbmnmOfZyTorkxpOFDHhuPh+xP58iqVarMj92cVZQgTSssSRRpvPDhY4Zne5MpuiqMXjlJWWT6QKJIsKPhGuEFG8JsE3ZhY41Vskjxk6n8/lOfIn8yz4HuuuSLHlCwVebLR4qltjZU1j21YDddwmrMda0sJJm3UdmD9p02mHaEsl9l+VQx6UQYAwiHh0oYITxfFHZd+j5gf0KbFXrxNE1AoRY9elOfNCk9AP6dtiMj8ScWCuxMfyGQToRYPEymnFC9iaMHHCNntSCeY8jz8rzzGoKTT9kM8M5OmEMUjpskwSOwz57lyJAJhzfc7bDnt76lzNCxajhYY0hbof8ESlHjctQcj3Zsv8m5EiI7qGHAl8frBAzQvQpXgMuOr5XJVLcabTZd71edxtMKzK/C8rhnHDkMONDmlZYsH1SPZU2IYfIBA3YGEUq8yGJNJ9z/hkTlW4tS/L+a7DK40Wp3pN+hpT47P9Bb4xvcAqXeOqXIqluso3p+YJgLws89WRIkIU8Tsj/bxcb7I5YXHRdgni5DqCCNZaBvfPlRezY5tByH+cmMEHfAFeaYRssAw+VkjjhBFvt7uUPR9NFPjzyTksKR63DKKIT/fnMUWBjhdyayHD9bk0kgA5WaYb+Mw4cLDWpNXLvjVEkYwi883pBbphiEi8CfbpgTxtP+S+3ii1IgoYgsiXhvKMaAptPyRtaGiCwKqeVaHhhfiEdIKQY12bMx2bN9pdwt749rakRbJHiO5TZJYbGk/34m/eiRYqez6yGMd+OWHIbw0WeL3Z5mTX4aLtIQoCCVHkunyKr/fUc1kQ2J2y+ERflueqTdYYBkdbncW/UIYokuxt7kqiQE58d9ksCgJ5RWGjZTLrxucy6Xg8VqpyTS7Dzyq19yUOjpkxyEwRBT6sXfOjGBa2yTIY0VVMSeSC7fJSvcWGhIEmxrAvmTiT+HQ3Hk0XhRhCJPXw5ooQU9tLvbzoScfl8kyS56oNmkHAsBbHbb233qF+S4CAgiKmaPg1LElCQmKZuRERCTtooUvvn8Szowg/gl0pC10SebRUw48ibsin+URfFk0S+au5+fdls6+1jEXmwIfV39fQ2mFIzfNxwoiELJH/iFHklCyRkg3W8tHJIHXfX2xo36ljrS5XZNPk/xtuar1uSHXC+cDj9WmP3OgHLTC/LvWb8ePf1D9Yoqah5As4E+eIul2sLdtwzo8TtpogCJgbNlF96AFE3SB7481Evo9fKSFnckiJ5OLOmFtawL0wgX3mJNroCqwt27BPv41fLWOu24jSV0QdWUL7lYPUn/45zoXziJpO6oqrkDM51GXLCe0u7vQUcjpDYtduBFnGOTeOaJhYW3dgnx/HXLcBbdlywk4bd/IizrmzqEMjNJ56grDdhjBEtBI442extu3EOT9OUKviTF5EX7mahXv/hvpTT2CfPolXKZO5/uMEtSq5O+5CUBQazzxF2GkT1GpIlkXkOJgbNxHadqy0hiGiaZG/9Q7UkSVYm7dQffABum8ep33kVdzpKaz1Gyn93d/0HjuEOjRCYu9lSIkEkesgZ7JIponS3487P4ek6zgT5zHWb0DJ5ak8+ABIEokt27FPvQ2SiLVpC36zgTs1SebaG0hs24E2NELo2NSfehylr0hi+y4EVY3Hs6+6jvKPvo9sJaj85Ic0nn2K9pFDJPdeyZvPwNmfz+PZERljjvpD99N64Rns8bPxhoEkxZTmD6nI97FPvvWeB0KsS7ZRf+4pMtffROfY63HEEcTj0h+/lcj36b55HHXJEpypSURZwT7+Mqmx5agr12GsXoWiRbgnjyJqOnIuhxAJiG6Dkd1FJk8EbNzvsPDd74DdQdM87BOvk77qWvzyAlGtiipJSMUifdfdgDh+hum/+DPcc2fRV6zmTT/E0w2QJFxZ4bL+PpaIEW4mi7JhE6rdRQRyd9yNPDCANjiMv7BA1Gxg6DoD11xPYvUagvPH8IY6vF7/GYXMaqonDyHIElIkYW3ZgXXJFkRF7T0tIY1mk+l2h4JhcLBWJ6WqmIqCIcvc0pel0O3wkhSyY02K+VM2bjMkUZDY/Lk8jzl15pouY1mdUBR4qFRjwfWYdFzmXI8b8xlGdZXtSYuELFF2fV5ttTndtXGiiAFVZY1l0K8qGKJIVpHZnDC5JpfiYL3F2x0booh9mSRvd7r4vdWZKMDOVIKULLPOMv5v9t4zSJLzPvP8vemzsnxXtR/vPcbPYOA9MABIEDSipyhDidrY3Qjtmbi72Iu7/XC3u3dxp5UUJ7OUCIqiKBIkYUl4DwzMAOO9n+meaVPepc+8D1nTQ4CktKvdk3QK/iPmQ/d0dVdlZWa9z/s4lJ+SldphxAftLlctsIYsc9nVGTHWMGiuZ9LLYMkaL9Ra7G13aQcRK61E1tcMQ95tdfHta4AgEjG3zM8zPGaSKijs+dMZzr7WZvakw7k32gws0inP0xnrKOz7TpXpUw7NKz7N/TYj803+9MI0r022mYx8EIKFus7ohER30kdSBMtuz3LlYI8TzzXxuhFOM2TiaI+NnyjSaQeICObdl+VpqY0dRsSm4INGjwWmxmfGBtgQmSyuKuTGNH7vyjROFHN7McsKy6Tuh6yyDJaYOgVVpahIrMtZDKV1vjtZoTLl0WwHnA5dthXS7Ov0mPGD5Fj0gUBWkXmwVKDqB6yyTLZm06QDifN7u9TCgB4x4+tSTC2BVxvtJIwFqHg+g4bCYkWjdtFDzcscHfJ5ptXEi2M6XsTBao9bV+VpH0k6UrWUxPxtFm4zIL3ZZOhGi/cVh2/OVHil3cIB7i3lOdBJ/Ki3FLLUg3DOGwlwUznLRDEku1rH3GjgL1WYkQMOdXqMGxpPVBp8Z6rCOdvDlKXEB5gyEXHMciupRxnQ1Dlmyw4j7ivlGdRUqp6PEIJXGm0yfb9gCMz6Prfms2zIpJjsn/s7smlm/aB/HKW53uOiqjCqqZxxHN5rd3mz2ea9Vof5ps6k6/F0pckdAznSkowsoBfHDKgq5zs95pkGL9dbyfsiy0hCcG8phx0mPakCQUqWSEkSuwqJDxDA7ftIj3Ud9rQ6STAfUPVDxg0Nv28TWGzqPDpTw5QlLCUBLye6DposMaKpzDM1LDkJJWqGISVF4fZCljO2w1nbRROCe0rJxsGrjaQqZrGpszmT5rzr8ky1yYmew4aMxSIj8Tge7Tk4UYwdJZ7YrCxTUBTeaHZIKzLLUxY68o0AACAASURBVAbdMOKFWpNqEDKkqbTChGGs9b/OKQrvtrookiAgqVkxJYlFps4z/YCgvKxw90COfZ0eMdCLYpwo4pVGm2drLfa1e0y6HjcXsjxXbZBTFB6vNOiEIRExThT3PfhJX/T1+TStMOKM7eL2Geer/789l8aPIh6ZqrK/0+O2YhYRw/W5dN+7muK9docj3at9toJJ12dj//xZm04REtMOQhYYGl8YLrHg50hWr44iCYY0lV4YMev7lFSFOwfyFBWZtCRzwXUBwfZsmhvyacq6SlpRiOOYK55P1ffnNmPuHsixOW2BgJM9h5O9ZLNlXSY1F750oGMzqKtc9hI7yvdmarT7admqgAWGTsMPuOj6zNM1HigX2N/uMuF6rLBMjnRtHhoscrrnJO+VENxXyrPOMtEkmHTa/NX0NJtzi5m0T9IOAm4sP0gvbHC09TKT9jHScpGUkpuT3fpRxMmuw9p0iu9OVwlIshXqQchCU2exaaDLgrN20kU+oqt8rFz4GV9sFMfYYUQYx78wRMkOI15vtPj+dI297S5HOjbzDY3czwG2cRwn51Acf4h1nXE9rnhef1MqYbp/etKyzJasNQe63XZIrx7gOxGyLv1cK8Xf9wgpAbDtqQ9n2Cy5OUOq8E+br/yb5Me/BLX/CCZoNgiadWIhklTc/8QJfZ+w00kAxn+FWPBfNEKSUEplUqvXYm3cjFoaxFi4CPfKZWTTwly9Fu/SBfK33c3st/4M9/QJ3PPncM+eSRKGMxmCTpvOW28w+8h/xDl3ht7hA0R2j/TOXXjnzpJasx7n/Dnc0ydxThybS9P1r0xirduAsXQ5QtMxV6wis30n6c3bkXM5Gj95kqBWxVi+MkmpLQ2gDg2jDQ3jnD3D1B/+30ka8eAQ9tFDSIYJcYSkG4TdLtaG6xL2N4pQR0aJnR7u2TNJD2sYJl24K1ZjrlqHOpiwx+65MwTTUwkwExJyJkN25w2k1l2HsXwl+rz55O/ejVws0H7jddxzZ3DOnCbqy66FEAjdJA6DOXCnjY3Tfu1levvex5u4RO/APpRCAWPRUvSxcbSxcYQQaOPz6Ly7B4Egf/d91B97FPvIQYJGnc7ed7DWb0QtDyGZKYLZGaJOG2GYxEFI+41X8GvVJLgpV8C7eA61VKb11hs4x49Cv/uwfeQUxes3cfmgzdrdFrVHv03YaiMJD/fcGdyL50BWEEJKAqY+koAop9PEgY8/O4OQZdLbdqCOjNB66XlC16H82S8idB1tbJz8PfcTOi7B7BTe5ARyJkdh94NowyOkN27BGCthv/okvVefwj26j+6Rg6Q3baHx1GN03n6T7gfvETemWPtbO3GOHyaavkCqoCCiJPHar8yS2XUTqRWryO+6idSS5fhvvwG9LunNW+mcOI50/gwbtmwlTmfRFZmd+SyGJPHY5Ayv11toKZNFpoGsaojRUc488g2y4+Pkbrmd1IaNZLbuILVsBbKu46sR7zvPMjHzHtbwIubv/Bz60rXkr78Bd/V19AwzCasQgla9zpOTUzx5cZJbhgZYls1wwfOIY7ipkCXyPXKmyVk/5Lpxi7H1FktuzrDstiwHVJu3ax2UvMzGXJrn6y3c/sIvjGO6UcQthQwFRWaBqdMLQ747XeVgx6YVhJx3krqYdVaKGDjZS7xb61ImMoJlps5CU+fmQpZxXaPjRzT9ECFgfTrF9myGZSnjZxYlen+Rc9ZOdpDrXsDucp5DHYc9zQTsLk8ZnLId1D6QXWTqXLRd8qrCxcDDkeOEbTAEG+dn2FbKoMkSldMOJ55tXvtjMfRqAfPXpqAWk9EVVm7NYEkSzkyA343Yfn2es5KPMAXjKY170zniRkT5TovyrRaGIjj9bAuvkywrozjGT8HoihRmWmZ4hcngIoODwqYuRbT6VTcTjsc2KcXBfzPD4DwDeaXKa402NxeynHNcnqo0+KDd5UTPYb6pc9lxGTI0QmLea3c573oYqoSakwlkyCiJB27C9QmIaQYhXhQzbuhMuB4VL2BzzqKoqiiKIPRiJi4ki/I1mzIcKnhc9NzED4rgjlSW9a5BRpFZtDFNZkzjmU4Tw5BR+oqFKIrZmLWwD7ogYOXdOUpLDcKs4OVOi1Ra4ZErVfwYIgEXXY8xXWdUU1mfsTjruKRlmZ35DClJcGMhw5Tr83y9xaHQ5m2vy1HbZmcuQ1aSeKPZYdJLXl8vivig0+PeUp6Xay2WmDpZVeai480xbilZxo8j1lkpxg0VXUqSUAcUhcueT0qWkoRmVeGegRzzdI35usY628De45C9ADtHMnS0iEaUMDFbs2k0SfBBp8sz1RatMGTGDzjY6bG7VODtZpucorAspfcll4JmELA6YzGoJYyc15fY3lvKM6RquP3Qp605CymGB8sFcoqSKBuCkKcqdVKSxJFej8l+QJhEsvlQVBQWGBq78hmmvIB3212MfvBSJ4zoRhH3DOTmvPZvtzpMeT63FbKssAxKmkojCBnVVe4t5TnW6VHWVN5tJenqQ/0E7meqTfx+gvTxXpIMXPMDJjwfrx/ultx3Mpy3PSY8j5IiUwlC/nByhguux6mewznb5WOlPHYUcbRnM6ypCAQXnKSiJwLcKCarKMw3NN5tJa9nW87iUKfHRddn1NB4YrbO4pTJc7UmrTAiLcvM+AESgpKqMOUFnHNcJCGIgLSSBPwsMw3GTI2al3gzl6YMJhwPCbilmGNz1mLS9SirGvMNjYOdHmO6yvX5DOcdlxFdY9zQeLPRoRaEyOIaY7rQ1Lm1kOVgp0dBlbm1kOXWYpZ5hv5zZahVz+dEz+FM/961NWuxM59mZy7N8a6NHUXM1zVuK+a4uZBljWWSkwUlPdkMVoXEQlNjtWVyQz7DbfkMKy2Tdj9BelTX+FGlxpdGyvzR5DReDLUgpBGETHk+WUUhIrEvHO3aRMQs7m+8PFgusDxlMKippGWJlCyTlpNU8a0ZmRHNYEPG4vpchq1ZC0WAF0e0w8Qvf6rX4lgvYkt+C5vzO5lxjnDRPkCIjxO1mbCPMJ5aiyEnQaNpRWZFymBfp8t5x8WQJAqqjCYkgjhmQ9pEIsl9WGYZzDd0BhQFS7m2bm15Puddj6eqdd5pdtH7m3ofPfbTns+jfa+yIqCgKtSCpKNa6/9s1fWpBgGtIOTlepN3Wl2KqoIlSVz2PH5/YoanKg1erbdZbBpIItlkSj5WEoY5LUmJp7we8cF3Kpx8ocXkvkTNYw0qyMrfP4vruxFOK0AoAkWVSJdVGpdc3HaEpMCiGzIMrzaRtX+8DPN/jfmlp/Yf6cRxjHvuDLXHf4g/fQVz1Rryd92LNjL2tz7Wu3KZ1luv4Zw9g7lsBZkdu9D6Xti/ywStJu7FC3gXL6AvXow+Pj/xtvZHSBJKcWDua6VQQB4oJfU0hoE2Ok7v8AFiL1nMyuk0cejT3f8B2sgoQb1O4/mfEPv9XSUhsI8fI3f73RhLVyAMg6jXxTl9krB9zVMXeR7uxEX0xUuJKrO0391D1Gxirl6DsNLk77kf+lUx03/8BxQffAilVCYKAtrvvEnse4SNBpJlgaImgT+yDEKQ2b4T5+L5RL4aJx5ibzJJCpZzOcJ6nbCVMJ/pHbuo/uC7xK5P9sab8Wemk8RhzyW1fSftve8QVKvoS5eS2bYTOZ1BMkz0JUtoPfeTpBv36kgSYbOOkBUi10XoGkJV8S5dQPRZPOKY1huvYSxdjpLLI5smxYc+iV+rYp88jue4RI4910+bdLZmsY8covjwZ6j+6K+xDyQp0eltO8nefjeSaeCcPkVq9VrkTJbq9/+K3F334p45BXFM1Osi0hli30aVk/dRkT0i2yHSE8m3ZFk4Z5KQrOYrL5K98x6klgyKgtB1ZMNEzmTJ3XUf6e27QICUzhB3O2RuuIX2m69hnzrFyG/+NnI2h3vhPJKqYq5cgzZvAbFtM/0nf0js+0i6TvnLv0b3wPsIWUEyU4kEfe+7CSveH//yBMHEKXLLhgkPK8RRSNjxiD0P2bJo73kTqTgAhw9Sm50lG4W0z58ltWYdhetvoPXS84jf+3fc/z/8LzjtFlZpGZUwIlXKUZAEqSOHmH36R1hr1tMKQ+IYvEuXyGze9jPp4XHaoN2pMz60i0xvO+8/5xJHFkt3lTmkwf7mDJ8fGWCpqlB3HPZXG5DLs7djMyhJ7DQNhIDT0zNc8jzCBfO4rZDlnXaX1702gYj5gjRANpRRUwkovMqS6ZKgG0bkVZkoBlOWmK8nC7IZL5jzXylCECPxSr3FiK7x40qDu4o5tmRTTLg+rzfaia8P+NbkLIoQ3FLIsiObputHuHHIiU6PReUPe6vsMMKPI7Zm08wzdM7aDktNg5fqLc7aLkEcs7/T5Yzt8PBgkcdm60x7PhXP55ErFdZlTD49MsCeVIfJnssSU+P6tEHoOkwIicCL+OiMrk9x7vU2x59t4TRDhASbPjeAXfMJvYj05ZjfGC+hZGXSqoQI4bl1DntbNURVcKOZJmNe23WPJVh7S453vznLrJ1IEwcLGg98Icf/Zk8jgNVZg+WmQS6S2farJUbXpahLETk56aT9wWwdRSS3lV4UcaDT4xPlAldcjwMdG10SaIpA0pLeyjCGqhewIZNir9RFRBIFRUYRsCmT4smZOp8YGiDXl61rKZnlt2cpbzDoNkPywyrrdIVXmm1U4CYjzcj+mP3vVIhmQ/SszMbPDrBi1OSEnYQSrSiYGGXBsKGTvjeHNaaiDSR9xo4O+YLG8a7Tr+FIPHcycLxn84lSgX9/cQoniiiqCke6Pb48UmaRofHIlerVTwwEgl4UccF2ubGQ5qVGm7gPIa7WogwoCrcUs7TDxNtoSElnak5RcKOITZk0ZV3h/7gwxZTnk++n0N5RyPKjSp2cLPNQuch8Q0cSguZljyN/ViX0Yrwo5szeDtf/Wokrss+grjLP0HDDiINtO2Fv+xdPAg5clqSMflCUSCql4oiaHyKRSOyHdY3lViLtc8KI35+Y5oLjYUqCnCzz9XlDnOw5PF1tMKiprE+nuOB42GHIpkyad1s9ojiR8hdVhbVpkzBKwK0ikqA2N4qvfiSx2NTRhMThPlhtBCGtMOSbVyp8ZaTEt6Yq/OpImcdm6xycqvDro2VKqsJXR0vICJwo4mjXpqAq9MIQCYElSxzq2NyUz3Cka2MrMosMnXKfxX6l3iYlSWzJpfkPE4lkVO6fz+cdl0uuz9p0irOOy7GuzY7hDPva3aRiJxZ0RcgaK/EuG5LA6IdSvVhrsSufZl+rS1qRqfjXGCYnStjuy55HSU2kt1dHJtmoWWOZLDUNfm9iCjuMySkyK1M6vzU+hBdF7Gl1eK3RQiD44Uydzw8PcH8pR0FVeeRKBVkIImK2pC22ZNOcc7w5QCsBS02dAU3locEivT7z+YvCgq76MGf7IUSqSLpoF5vJuXG7ELzV7vLNqQpOlIBFWcC/WTzOVdf3iZ7N96Zr+HFyVdxSyHDedXmp3qbiJcnXnxocIAKcKEYW1+5/E67HXcUce1tdlhoaZU0iLSUM5y3FLJ0w4vvTNT43PMAPZ+tMeT6GJJiwOzw4WOC8UyOnpDlne+zvtNmUSfH7E9MEsURJlbkhX+Zkd5YnZhv86sgwl5xTH3r9QezR9GcI4kKSoK/IlFSVVSmTw10bCcFiQ5urz5n2A34wU+ODftq2LAS3FjJ8bmgAU5YJo8Sv/x8mpueSjz/odPmd8SG2Zj8sdW4GATGwxNRZbZmctl0MSaYVhFiyzAXb5XvTVY71bObpGr8yXGKyZ/OdKxW+NjbEc7Umk643d91/88os/9PCMbbnYqY9P+n3bfd4YrZBTpb4uJqnV0sAb+DEHHmqQWGBTm7078+32glC7NmA06+06E76DMzXWHJTluywxpYvlnA70Vz6saL/0wa0f9v8EtT+A44/PcX0H/8BQb0GQPvN14gch9KvfOFD/Z4/87jKLLN/+Qj2kaRf1jl6GO/SRUpf+ApqofgLH/eLJrR7NJ5/BvvQAQA67+4hvWMXudvvnJNKfvjnbYLKLPaJY0iGQVCrkL31DtpvvY6kG0imiWSaCCHN+Sdjz5sLQUq+EUMYIDSN9NbtyIaBNj4PY9kK/KnLRK4LcYyk62ij8wiqFWa/9Q0iO7kphr0Ocr5I9709gCByXeS0hT89jWSmEJKUVNJIEpHn0v5gL0Nf/Rr1Z54mrFfRFizGXLWWsNfDPnQQc9UaUuuvQ84XcM+fAzmpeiGOSG/eRvWx7xG32gSNOtXKDKWHP0McR0TdLu6li3T37WXo138bYZi0X32ZoFEntWY9+pKlpHfeQO/40aQ+JpcDWcZcvpLZv/oWsePMPV+kD98k48DnamJF5Ps4p0/SPXCA9KatVM+eTlKBZTnpmlVVwkY9YWzfextz8TJi18c5dpj2m6+R3roD++QJJE3FOXOa1LoNxGFAUK+hDg7hT08hVJXItlGLFnrRYniDDJqJpKmU79yOWswT1muowyNEvo87eYlwdgZRHsQ5fpTe4QPoC5dgbdyEnMmilkr4szO0XnoevzJDavVa8nfeTRxGyLk8RCH6vHkIRUXK5girFdyL58nfdR/dA/uwjx7Cn5lBNi3c6VnkIMJYuZpg+srcMRKqilA1giuXUVeuRs7lCaqzEEfIhSKpddcx+xd/Tvk3v05dNejqBoEQDNQqON/+BgNbtkEco5YHEbZN79HvYn3p1xhbuIgBTab6zNO4E5ew1qwntf16zv7kKfKyhLlq9c9el7Uq/vGjlIdGGBV38vZfVkhyewT2D0xWf7rE6aLL89UmI4MFvDACWcJXZM65PlOKwplWC8nzEKqGmsnSCCOcKOYnlWsM5UGvx/KOyo2lLD+uNTja6XFHIcurzTZ+HBHHyWJ4UFPR+4sy0ZelJu7jRJIVxAkzOesHnOo5FDWF/+viFJYssSRl8BdXKozoKk4z5DG/zm2FLMcu9/C1mK8sGySjyARRRNUPsKOIQ+0ex22HNVaKrZkUO3Np/CjmQp+1lUWSXNnoMySNIGBEV+mEERFwoG1zZz7gAVXQuHIW6cI5nNExmstX41hpBpZpmCUZu3LN/zS40uTFf3sZPS0jJIgjOPpUgw2fKqClZE4+08J3Im74nSGywwoXfZf93R6ir2+9EHt8/K4c9mUfux7QbQTUTjqEfkyxz0LbrRBxIuD+dUmNyyXXY8YPOGy6bLrewtJVpDDkY+UCVzyfhN+DWwtZVqRMJJGwCy/XW+wuFfqVKT1aYUQYQ0GRWW6ZvFxr8eWREmdsl14YsTxlIMfwW/OGGPhIfYaVVjAtmcuux/98bpJfGx3koXKBV2otNgmTo+9UMZGI8zJuM+LUi01u/8oATbfKhmKaV5otvDimm40YW6vxnWqFYAY+Vi4wbmjMBj7LLANR719n/b+71NSpBwFW3zvqxTFeDK832iwaHmDMSKS9rSDpDA7jJLDlydk6Hy8X+PZUFS+OyagydxYzvNZo80G7R0jM5rTLJweLvFpv0w5ClqR0bilk+cFMjcv941oPQs7aDjcXMnyyXGShoTGkqXP+u8n9PUIvJujX9aSR6H3g8tUHS0RC4IQRaVkwrKucsh2KqkKvH9xUUGWOdEJG8iqv1lvMM3TebLaJ4+T6+epImeG+VzctS5zsuZyzXUxZQhYJcHuuL/FVhOCS6/FBu8uDpQI1P6CsKnxqsMBr9TYxsC6douIHHOvaLEvpnOra3FvM81S1gSVLrDA0tmXT1AMfq98DezUo6GoF1NUKrZsL2f7/wzcuV+hEIX4U88nBIiNaEkSnSQkbWwsCioqCLgT/bHyIehDyTqvDrB8wL475+vgget+TKpHYDeI4CUwT/a//cmqWLw6XExZekfnSSIk9jQ5+HM+x5m4U8bvzR5j2fFKShBCJ5zejyJy2XeYZ+tx5lfTqRiw0EqnqWdvlhnya95oJAF5mGmzLWjxVaRLGyev045iXGx0sWWGFlaRhRzFYskQIvFJv88WRAU52HR4sF4jjJKhpf6fH18YHqfg+7zQ7WHISKHS1I1yTpDnG7xfNRcedA7TQfy61FoWyTEqR8YC3Gh1mfupnghhO9xwWmQYNP+DpSgO/v6sSA09VGvzK8AAygrQs4Ychqy2TKIZ/NX+E1+otXu33rpZVhVZfHr3W6nGqswcnrBFGG1lirsKPTb48UuKS63GlD2iXmgrrs2l+/9IsTtQiJansLs9j90CRR6Zm6YYRQoAfyzxRqfM7Y2MYskrDb6OIDHbUQSXZ8PGjiG5o8M0r0+RVhftLebwoohmGZGSZII5ZYCafIWlFBmJuymdphTGn7aTaZ3+7y30DeUxZph2GnLbdfvhZUpEUx/BqvcWIpjJuXLM6DfTr75akDP7k8gxhnPieT/VsvjBc4ttTsxzqS8vPOC5/ODHNvxwfRu4rP7SPKIf9GI52be4q5sgrMv/PxMyc1abmhTzXbnL9BoOpt/sS5Ri61YDc6H+6qvK/ZLphyLlZmxN/UcefCQmJmbji0KgFbPpskVxOw8j+vTyV/1/ML0HtP+CE7dYcoL06vcMHCLsf/xtBbdjtzAHaq9Pdt5fixx6GvwuobTWxD3/k973/LunN25DK5Z/5efvEUWb/8hGiRp04CLA2b0P3PKzrNuOcOYWk9OWosoy1cQsAcRiS3r6T5gvPzv0eY836hF08fTJ57YcOoC9cjHvxPP7UFEiCzA23oI2M4pw6PgdoIQHWxpISIBEHHkouh1BUtIWLQAiCWhVz9Vq0+QsJOx20sXG6Rw5hrliFWioj5/LUnvwhhXt2U/7SVwnrdSb/9/+Vwv0fJ3XdJpxTx4hcn8z2XUS+SzA5iWSlE7/w9BVm/uLPGf7Nr+NPXUEtlRn5F/8KSTeY+eZ/TLzGgDdxicwNN5HavJ3Br/wGnffeQWgq6S07kHNZjAWL8CYn0RYsQBsdQykOfIjRTW/cgpxN7lbB7AzTf/pHxK5D6rf/OcVPfBolm0cbn0fs+YStBgQh6e3X037rDfzLE5S//FWcY4cB8GenkTQd7+J5EIL8PbsxV6yi+97b5O/eTe2xHyC0pAM2f8dd+OcOMq/gYhZvYMHXv0j3nTdoPP69JGRroET+rnuxNmxCLhRpvfYyzed+jFIcoHdwP5339pC/4170hQupfv+7hM0GceDTO7if3G13Ym3biWxZCZDP5YnDEPvEUWo//B7uxQvI6QyFj3+SoF6jd/Qw6e3X4z7+OGHPxp28Qm7X9dQf/yFKcQDJMIgBtTxI7ckfYW3cgpxKIWUyBNUqjed+gpzL0liwhD89fhrbb4EQjFgpPvPV30aOI/L3PYC1aSv1p5+cO1bG4iWYCxcz9Lkv4/W69C5PMv3yiwwOD5FfswF9fB4Ake8lVT9A863Xqe17n1Vf/BQXjkLo+kiqjirnqPoxl97tcvens/yk1SKQZPKGTs4wuBLDFdfloWya01NThGFEYNvIZoplQ6WfDbEIHFYPGGzuyCxaOEQ7TD6oHyjlOdl1WJU22Zi25pg9gJwiszptcqRjk0QnwUPlIjlZYkM6xU2FDE9Vm0Qk6ZPnbHeOITBUQdyJmE75fHFhCZESXHa9pK7B9Xit0aLqBezIZ1ioa2hC8GqzzWXHZ5Gpc18pz49ma8QkIS2aCmlZ4tZClgWGzvemr90D9TCg+9zTBMePIX3iMzweSpw8dQ6lVGZ+2uLT/3qECz9qYtcCFu7MIMkQ2DFREJIaUAiciCiMKS0xsBshsioIfUEUxFw53KNZ9fjMeJ73VZtWHHJ9w+StJ2aR6xHpksqGTxa5uL+LH8e0gwg7itCEYLyVhGl980qFEz0bO4p5p9XlguPyueEBMorCyr4c9PVGm125NM0w5I8vT6NLCWN+YyHDNyZn+K3xYT41OEAnjHDjCEuS2dNosylrJbVHUcRiU+dAu0taUVglSwx/dCVGsric8QJUSeL3Lk3x3y4YYaOVwpqGY2ECpHVJkM/I2I0QaTbiwYUl/mByighQZcGL9VYisyxkeb3R4flak98aG0z6bjWVHVmLd1pdhIA1lsG2bJqjXRs3jiBmzo9Z9wNaYcT2bJqTXYcp10dGcF0mhSYEp2yPuwfymJKEFybhSusskz+5PIMhCSQhcdbxyHZsPjc8gB9HpCQJJ4yZ/Km6n5hEgln3A1SRgNyjPZvlKZPxfuiaHyWJwFc7aAt+SDqM+PZ0FQF8aXiAu4o5ztgO7SBiSFUoawojmsrucoGXak125jNz7J4pCTRJ8OhMjZ25NM/XWszXNeabOmlZIgIqfsACU+eJSg1FSEn4EoJ2f5H/dKXBj6sNHigV+Nr4IBcdj0PtHi/XW/yPC0Y463gct10WmxpfHC5R9wPmGRqv1FpszFqstkxO9hxSUpJKviltcbTbY1BNAP1Ts3U2ZSxeth26URK2FMTw+Gydfz5vmIN96a8ANmcsMorEadtlVFf57nR1jh0773g8UM6zM5eh5fs8VC7wnf5x64UR8w2NAVVhXdpiX6fHfENjX6vL3QN5Vo0lACwjS7T6MlYB1Dyfl+tNduWyvFhv8qsjZY52bU52bR4eLPJKrYUpS6y1TJalktCovKqwPkpxWyGLHcUYQhDHgnoQ0A0jImJUISEL6IQhYRxjRzHZ/kaLLgR+HJFXFGb8gKeqDWQSifyOXBo7jPjs0AD3DOSIYmj7Aad7LiN60ol7tQfV+AXg9qd7VCEBtdOezxvNDrUg4I5Clnm6xpmPhDEV+1YdP44/dF+PSaqywr5yYJNlsiZr8X9enKIZhBQVmS+PlHDCiKO2w4OlIgfaHT5Rlnli6s9pB02KqsL+xgVkelTDTcz6AaqQKKkKqohZl9Z4olKnFUYYQqITdXm2WuPXx4aZ9SKKqkE79IGYtCxhKhr/9txl1qRNPjZwD29Uvo2Pn6Te6+s456Zw4kQK/a2pCrcXsnx/usZdAzk2pFP82eVZLCXxEFwN7gAAIABJREFUs/sxPF6p83A5CbcCKCgqfpTc7yTBXGhgGMdzHmNFCPY029wkJIZ0tX8MFT4+WOB70zWimDmZcs0PcaL4mleaRA1S8QOcOOJPL89ydzHLUtPg7qLEM7UmQZ8lX2jqfNDuYPQB+dw9VoLZwEceuFY7hIBU4e+PpW0GIVE3xp4K8PrWDQEcP9FhfjOLkVHm6sp+Ob8Etf+gI+lGws5F125uci6PkP+Wt0VIICsQXtsFFKqaXIF/l4liPhTRRwJCP/o9SMKemi88iwCUQpHIcRIAvHU7vcMHGfzyr9N5/z2EJCUpxH1JdNTrYm3ehlIewj5+hOwNtyBkmdbLL6AvWoJz5hS9A/voHTmItWETudvuRBsaQRkoIek6fISpiJpNlEIRa9Nm7BPHE0/s6BiptevwL09Q+c63CBp14jCksPtjdN56g8777xL7HkKW0Rcswtq6PQFpxRKVv3wEJZOl9dLzaIuWYG3ejj5vAbUnfpjUAHU7CQNtGIR+AqKdM6exTxxj4DOfQx8dxz55nKjTJo5CYs8j6vWSHtY168necDOpdRuS1/zGazR+8iT64qUYK1YTtpp0D+6n/Pkv0373bYLKLKl16zGWr5yr1Ak7HaJuApabr7xAas06esePMPDJX8E9fw7v0iXM1WvwKxXCRo04DBCKRuGhTxO1mhiLl9F+520A9AULkTMZcnfcnTC2wNDXfoegXkctleidPI697z3iKMahTe62O3BOn0w8xUIibDdpvvgcQ1//lwhZortvL9roGObaDWgjo8SOkzDeFy8QVCtATNjrIiSZzvvvoY2NE7su+mgisw8adepPPkbkegnj3G5Rf+oxcjfdSvu9d7G23UjpC18hmLmCuXodUnGQwkOfordvL0KSSG3YiF+ZIWq3ab/2Msgy+d0fT8CtYaKtWcdLHRtXNxJ2O4653GozuWQhZRESHT/K1J/8IYqZAiHQRq/J/9VsFjWbJSyW0JetZNoLUCwTPY7gzGnCTivxSM9bwMzpU7iOjfbMS2QXPUxOLoFQqYYSdhTjmFDUVdZYJlliIgG/s2CEs5JGVldJRyEfGy7z40uXSUmCnSmdcd/lAsnO/FVmwI4izqd8NpRThJ7H+33v5lJT5zNDRcYMfY7RuTqWLHP/QJ41lsl522V5yqARhOxpdZlnaGQUmUL/XGv4ARvSyYe4AGRD4HVhJFLoyTF/MTmLpcjsyKX59lSFnKJQD0OerDT43XnDvNxocbRrk1MUDnR6rE2bXJexeLXeJq1I7MplKCgKm9MW/+7ilTn5dEoSDEYB9vQ06vAIRzSTs20HNVsmdCTORy6HTZtFn0wzX9bRUjKNSY/MkEp72qc7G6DogrFNKYQER35cZ/w6C9WQOPxEneaEjxdFVIKALZ8rIQ/J7PvrWRQHcoqC0ww5/GSdlR/Ps39PE7tfj6NlJErXp2gGIXI/QIa+F++dZofdpQIZBfKqShTD54cHcKKYJydn0KXE93m0Z5NXZYYNDS+OeLfd4dZClh/O1GmFIbsH8jxVrfPAQB5Dkvn3F6/0BbwwT9f4Z/MGueIGnLMdlqUMFpo6WUWhqCZ9sDkl8cr+0aUZPiHl8A3AS/yNwhQUxnWaF10qpsCvJ9saZkllZy7NmJ4AlYcHC/y40iAC7i0VmHBcdg/kebhcJCImJcuc6zlYskwvSKpp8oqMKSV9uIe7XW4t5Pns8AA7nDQCwbTr8Wq9BXGMH8X89wtHcaOIrJwE6DhRwt7FgCGJRN7qeDxdaaBLgnsGcmzNWpzrJ3BfPScXm4mc9e1WFVOSeLPZ4cZchl3bLQ6+2SD0+qFmMhS3mpx1HIY0hVkvoBqEHO20+frYEBU/wJCStOm6F/BUpc6k67Mzn8GLYzQgiAVKDNN+MKcwUARsyVlYctIRC4knsdivCTKkpAbFkCRaYcilvtzxR7M1duUyjOgq3SjiN0bLnHU9vn0lSXR+rQErUwbr0ymEEGzMWrxQbbGrkGZZyuCS67K4X61zuu+N/fPLM9xZzBER0+tG1PxgjgF0oggnCvja2BCzvk8QgyBm3ND43uUKqzJWUlvzUwzwm40OiwyNhp+w4g+Xi5zs2cw3dNZZJn98eYbTtsuAqtANQ74yUsaSE79zFMecsR0enakx4wWkZYmHB4ssMg2mPJ8vDJeo+z7/3YJRZj2fnCKxZcEInSDkjO0yqmkYsoyE4Jlm4iO+OhvSJrtyGQ51egghYUcRJUVhazaNF0esShnMeD52FDOgKmzOpGj4AYe7NmEMITEv1lp8ZaREUVUwZZkpL+DPLs8gI7i3lOcPLk3jxgmI3plPc3MhOxf49dOz2NTn6oJCYtphyD0DOQRwsO3yV16VzwwN8H47qUJLnn+KsT4wS8kSC02dc30Vi+jf46P++7a9kOUPJqZoBP2NgSDkW1MVfnf+CEEcE0Yxq6wSdnAaQ+qR0TVkIVAEnOrspWiu4J1WwAOlArUgoKTEZGSFGc+nqKp4oYtA0AkjOkFEQZW54vqUNQ2IyClJ8NWgloQHvtkUbBn4GnZQYdjIcair8Vbj2rr1qtrGi2OeqjQoqwoXXY8hTUWXgCTA/FravRB8YrDAC9UG9/Yr4panDAbU5Pq5+nmwI5fmr6drbMykGeIakz6kqliyxKCmIomkkzuZmLKqMO0HiL7CQBWJPDwG3mp2mW/ozDM0ikoSNvfxwQINP+DZapNfHxtEgjlQLYRg+WAK+VDyHUkVLLs1i1VKnksvDGkHYf/8//8GTrlRRCyBrgkazlXfL2iaoBEGZIKQwX/iHtr/nPllUNQ/4AhZIQ583HNnk28oCuXPfhlj8ZKExfoFE8cQu861xwH5e+4nte66/6ygqWtPBNzLE4SNayyhuWoN1vrrEB+5UP3ZWRo/eYKwXidyXIQsI5kpzFVr0Bcuwli6HGvtelKr16IUinOgTCgq3X17EaZJetM27ONHafz4CZyTx5P+2SBAX7gI//Jl/MuThN0uxpJlhO0mkeehZHPYJ0/0+00BSSK9eRupDZswl68gtXI1QtMIajU6772NPz1N2KgRNptYGzfT3vNG8lo8jziOCeo1srtuRhubl3TiCkEsy/jT00TtJt3338VcsYr266+gDAygloYI6tW5YKTCfQ/inDlFess2jEWLEYpK2G7T2/8+Ua9H2GexpVQaKZMhDgJaLz5HLARKLkfjuR/jnjuDfeww7tnTZG+5HXP5Soyly0mtWYc+b34C5vsT2T1ab7wGcUQwM00wM4PRr9YxVq1JgPG+vfiTlxCKgpROY23YRP1H3wdZRhufT+S6aKOj5O+6DySJ6g/+GsVKE7ZauGdOoS9cRHf/XlovvZD0165ZS2bHLmLHpvve24TtNlGvh1IogKqS2X49xBHtN1+lcM8DOKeO03zpOZwzpzEWLkLOZOkdPpj09wYRQpZQcjmM5asQsoKcySIkibBeo/POHoQkIWkase8T9bpkb74dfclSJr/zRJLofPutVJ5/g8rTz2ItGqVw591oa7bQ7uZpt3Okr9sA7Rmidgt1cJDsDTdjrlqDvGIV7wUxbVlGaBpClpCzOcbTFvN6HZzTJ4l7XaRUitztd2IuXvah8KteGPJCvcVTtRYnHI8D7R4bA4fOo9+l8eSPsI8fRxsZQS6Xic4eo1E/x8Dadcwcd4lijVCWiTSJFQ/midOCjXFA95UXkzTulWs4IRIf5t5Wh+X5HPcUMqxsN0i99xZBFKKMzSOvyBzvOQghGFQV7isXONDt8WKtxWJTZ3suQ16RsaOYgqIw5XkJyygldSuQ1I0UVIVOkCyy/+xKhUuuxynbYcLx+MRgkZfrLTpRxKZMAmr9OEaWBAtyOveMFni8VqcbxcwzNKY9nwuux3xDxw4j3DhmZy7Nc9UmupTUmnhxTD0I+PRQkWUpg1WWyRXP45tXKgxrGncUs1SDgIWGwZdGSwyZBuHMFEKReW9sIVOuTK8eEPoSTi8ip8usy1pkreT9MbIy5eUGTiskCmF8U4p1Hy/gtiNyozqFBTqaKXP29c6cBFtG0JrxWbzS4sJbXbKqPLcJ0GuHjOywsBZo+K2Q+ctNVn6+yON2k3fbXYqqyh3FLPs6XUCg9b1h2f590pRlRjSVc47LhOvhRtcYGQEsMnQW9P8tNHVySuInEyLxdO7IZXim2rwmbRRgRzHLUgbP1Zq4UcwFx6PeD0YxpGRxv9IykYVgT7tDWwm5aW2BsL/oXLzOYuH1GQ691GBgncm+Vg/VkrhvrMCxXtLjuq/dJYrhrlKOkqqSVmRygYQ0E1F920auxxiWzA9ada64PrvLBXRJIq/IfHpogA/aXZpBsggu9OWlT1caXHSThNYb8xk2pFOIvrQy8WkKXqm35pKyZQRbMhYTrst0v3v1SNfmgVKBGKj2ZbNfHC5R1lTeaXXoBolkUhMS057PplKa0jIDWUBhVGPl/Xn2Gj1WZFKUNJXlKQNFJFLaXhgyrCWVVdUgZFjX2NNo040i1qRTnLNdFCGSOi9JYr6uYUgSx7oOuizhhhEPDRap+wFZRWFtymCeoXOgY5OSk/Ti5SkDBFT9IJEQC7joeOzIpZGA+abOk5X6nFQ7r8hsSFtszKTIKxInuzbXZS2GdRURx2zNWrzf6lHxfZww5p1Wh3YUsSufYYGeSMPPO1cr0xIW67ZCjn99boK0LDOqaThxEna2MW3RikKO9vtcgzimEYRoQhDEcKLnMKxpvN5oYcgSU65HWVd5tpZ8nZIk0rKMHYRcl7XQJYl6EPBI/77S7IcaHeva7Mgl/s3nak1qQcCalEk9DNjX6jHhJh2v12UsSpqKEIJqEPDYbB0vjnH6VUWTns89AzkWmTqNIGBIU/nkUNJ7usjUWJdOIfdZ8usyFpsyFm4cU/V8vDhJylaFYEjTCKIIVRI8OVvntO2yLm1y2nY43j8WqpRU6ayyfjYMDxJQusg0aIcBupC4MZ+h7of8pNZkU9YiJkmzvqWYZa2V4o5ilp25NCc7PSIgI8ssThlUfZ9uEDGkq3xqaIBp12PC9ViXMXmu2poLshIk94GbCxkWmQZFLblG3ajJZfsAihBI/bAvRc5gKOvY0/LoRhH3lwo4UcyQJuPFgnbQIYxdDDkPqKyyTJankk2HgKTL/RODJS7aLotNg4yicMUP+aAdkVLKWHKOV+tJgv7VkQVsyli83Uo2IZaYOrOejyJJfUAZM6Sp3JxPArN2l/PU3YC32z0WmjrDuoYlS6xPpxhUVZaaBveX8rxZb3PecbljIPch5ZHeV0Kc6jlIfUBrSIIbc2nGDZ0P2t25TbBPDxWZ9QJO9BwMSbDGSjHt+/zK0AAbsymmHI9XGh1iYEs2xQLT4JLj4scxi02d3YN5hocNxq6zWLAjzeByA0WXmHBcHp2p8USlwTnbY1hTf+658l86URxzyOmxQNGZOJesfyVgzR15Tg55LE2bP3fj5Z/y/DIo6h/pyOk0+XseIL15e+JtHBpGKZV/Bkh+dNR8nvw9u0mtXY977izG0mVoo+MolvU3Pu4XP48MxY89THf/PryL5zGWLiO1Zj2S8eGuq6DVpHv4AKnV6+i88xaEAZHdQ1+wCH3RYvTR8V/8nEuJZDWo14kdh/ae14k6/VoXSaLzwV4Gv/Ib9A7uRxkewVy6lJlv/DHEEUJRKDz4EOXPfxnn1EnCVhNz9VrU4RGcs2foHdxH47kfQxyTv/Ne3IvniX0/8fEC+AEgEpCYSRP1eghNQxkYwJ2cwLs8QXff+xiLFlP69Gep/uhRzPXX4U5cBKDzwV5yt99N7s67QQgk3SAOQ/RFS1DyhSRRGVCKRdTRcbx9e4mjCCFJZG+6hc7bbyB23og7cZGw1yW9aSv5ex+g/dbrAGS27SQKA/xGAyGJDwV0XR2lMEDxoU9Se+xRCALCTgdjwcK5cLDUmnXYx48SB01iInK33EFn//sI08Sfmab66HcZ+s3fQS0PImkaQbNBbPdoPPs0ke8jZ7Iog4PYx48RRyHZ2+5EMkyqP/guuRtvSUKgJImw3SKybdI7diFnMjRffZnC7odwzp6md3B//83WqP/4CUb+xX+DnM7gnpsmDkNS668je8sdtN98ldj1yN1xN8bipQjDRLKspG5JVpAME2VsHnKhQDQzw9DH7kIfG2Pm8WfonTxFqqTTffsNtBWbqV7o0KtFXHq7h9vy2faV3Uhvfo/UmvX9866MCmwWSbKqbKbATCEBK4p5/EwK6dNfoOi5KL6PRETkOkhm8p5Gtk3YaVNy/Tm2dKUqUXn5BbTKLJL1/7L3nsF2nHea369z98nx5osMIgMMAAiCYADBIJEUKUqkREnUKFAaUTPa2a311nhtb7nW5ap1ee3y2OuRJ2isrCEpDiVGMQokGAECJBgAEDnfeO7J5/Tp3P7wHl5CI2k0Y+/Ys17+v6Hq3ovuPt193ud9UgpJiqk8+jAjv/+HNMoZ4qkalZd+xKav/jMaXYvQN+gMazwVt/iGUqL30k66e3djXLSKo0aCn07MgKpBFPKdc1P88cIR2s8/jd9ooF95DY9X69xRLnDnQIGMqjCgaxQ0laoX4MUx73R6gJDmX5QwkOIYRZIYMXRO+g6KLJFXVcq6RjMImPMDXmt2+oFRYhpBSDMI+beLR3m92UGO4YuDJVqh8L8WNRVNknD6Hu9uGLEhlWBNKsGs57M58yHjI0uid9aJAiQgiGKCOOaRSp1OGOJGQl7280qN/2bxKN8aHcSQ5fkkzMzV22m9tJOV6Qx7z88h9VNVARaHOlIn4ulegyWWwYihU1pqsvHLJfxuSBzFTL5j8+ZPqqi6RGpQY+1teeIoRlLEwi+hKOihTFpXKCVV4gsaEVIFBVuNOTzmM/TZNIvTBv/+3BTNMGJQVznnePhxzFXZFC81O+wo5Oa9tyCkc3VfeIUVJBKy3JezSSy2DJYnDOin3yYUhY2ZFItNg1ebHTp9j+0HstkYsYGZVGWCKOLTAwUOd3s4UcywrtMOQkq6xlLLIKUo7Kq3uCaf5qlqk0k1YOttSTbpeayUjNOOCVSQpiJWZSyiDJxxPd7r2BQ1lUYQ8st661dqLCpHHV76D9NEfXw9sN7iqrtSPOI1eaRSo6hpqBK0g5A9rS73jpT5weQcnx0qsDopFlqney7jps4Sy8SUJeaCgFcbbS5OJZh1fb44VGJXo03DD9icSbHA1Hmy2uCDTNoYONZzuL2UZ3s+jSFJ2FHMq802KUXhnn4P6SlHbCBEcUy9EHP8SgFg9vottmczvNvuMuX6HOk5bMmkuC6f4clqk71tm63ZFO+0bZp+wBeGSzxRabCv2eHekTJPVxvMej7jhsbNpRzfn6pQ1FQk4JzroRKzLZvhnOuyq9lhgaHzB2ODdMKQEV0nqyn82bkZ9H4quCLJjPTDoJKKQlFTCCJRpRMrMXcOFHm6KjYZCprKzcUcaVVGlyTyusaepkiX7UQRU67fTx8WLN8iy+QGCWp+yBG7R0nT+MxAgW4YsdA0KGsaP5ye45JUgkWWwRHfYXXCYkhXafWl9k4UcVU+zb5Wl0PdHl8YKpKQxTEW+lLnQt/TeHUuAxIYkgikSqNgh/G8RDjsVz3Vg4BeGLE+ZbGv3SGrKCQUBckPiCWJoz0HP44ZtwwO13osS1moSHhRRCcMqQchSVlmRz5LMwjJKiq3FHOc6Dm82mizwDRoBnE/vVhmd7PDmZ7DnmabEPhUucAjlVr/+kssNHVMGQ53eyyzDEJgQNM42O3N33MfzKwXsMgCOwhphCIwrKipaP3KohGjxEnb4XtTc5zts/E/q9T52nAZt88klxSZQz2HGU+hG8W8MDXH9cUMaxIWdw+WsKMQQxJM97ipc1k2hRfFDOjqfCIv/f/3b8uh02qJvDZC3Z8EhKpgzNpGRs9RUn0mXZ+d9RY7smlWJAQ7/OCMz5xvYUg6NxSz/LLWoB2KgL9L0kkmXJe9zS7XFjIQx3xnssJknz09bDvcOZDnllKOn8+KTQcZuL6YY8TQ2JZNcaDb46zr8s2xQZ6uNpjxAhYYBreUcthhiC7BrlqLY32WOtd/7wsGVmWJafBMrcFztSZ+HHNzKftrmQIAa1IWuiyxt9Ulrchsy2XI6RqrJZn/fskYjUAkqJ+wHX4yKyT0V+UynOw5rExa7Gl1eLP1YZWPJklYiswlpsFiSyfs+7MTigI6WBc4AmtewI+n5zjUlzpX/IAZz+efjw8xYGj8x5yirnFpKUXvipDrluvMTXjkRjVOJnwShkpW/c8L0P6u+Yip/f94ZMNALRSEpzKbRdb+fg+EkkyhD4+QWLUGfXD411JY/6GjWAmMRYtJrFmHuWjpPFC7cIJmk/ojD5HeciVyKkXk9DDGFlC4826MhYt/a4/bByNrOmomQ9jr0n79VSBGSSSRTRNJkkmsWYdz/CipTVfQfPF5iCLxN6MI5+QJEms3QBwip9Io2SxKOoN75hTNZ5+e97FKhim8qtOToi5HUUCWSG3cjHP8mAhmMk0yV2/Hn5mi9cLzWMuW4548jnvmFJKmkbriSjJbttI7ehiiGHPJMpKXXNbvvZ0gqMwy9+BPaL/8ImGjjj46RtBqErXbWCtXow0MoZXKZK7ajnP6JO6pk6Q2b8FYshwlmSTsiv7c5KUbMZcsJ3Qd9GKZ5gvP0ztyGEnThdT5AqYWSULN5clceTWZ624ic8129PGFAISdNko6TWL1WowFi0heuonu/n047x8kbDWJOm2iTht9wULUdFr4WXVdXNdjRwhqVcJmA0nTSV95DanLNhHWazinTpDefAVyNk9i1RpixxUhVyvXkLvuBuIgoPmLx0is30Dv0AGino1sJYQPOIoxFy8W3cMLFmEMj5DZdi2z3/tLgkpF+MLfP4Q+vgAlkcBcuQr35HGRWJzJkN1xE+75c4TNJrImEbY7qAmFwjVbSK5aRXLj5diHDtB64WnU+hEWXLcYL87QrCgsvutyJF0TALY/WUUhpcq0/JCcpnJbOYcRx3z73BQzfsDA5DmmH7ofb+9unCPvo4+OE3sutcd+Rv3Zp+DYYS4eG6ViJVjqOfDyi5huD0WWha8WCXnZMlobR8hvuBx9wxqOJw5yIPECpQVL+Hk35M6hIuUzJ2g++xRBDNrWbTyjJ5lyPWRJFvaBOCatqiwPXIwFizgwuojDfsjyhOh8rHg+q5IWCUVBReKNdodeFPV9sjE3FXOcdFwSqszz9TbP11vsrLc547gss0xmvICq73PO8QWDKAn3QUpRWGYZeEHI5dkUtSDgRzNVDnYd3u3YtPuhJR5xv75DZtQ0+O5khfftHu90bDKKwuY+Y3PCEQE6TiTY24WmwdO1BglFmZf1xsCWbIqFlvkrwSxKIoGxcDEJ2aAXwowrOluvLKUZmVXomfCk0+Ltjo0qSSw0Dfx2yK4/mcZIKxx4pEHoiqARWZEoLzdpnPeIo/lHicVbUgyvTWBlVaonXOIQNEtm7afyGMMqQQz7bZtAEgzSOcfFiUCTRaDNDYUsV+bSrE5ZomcUwXTtbXV5aKYGMQwbGlVfdCReZFncXs4BMY9WGlyVz4jFUn90SWJPs8OcH3JlLs3xnovRTxXNqzJX57L8yblpDnR7zHg+73W6XJZJkdOEpBDgxzNVxg2DHYUMOU1lNKkznNH5n85P84rb4ZKLc5iqzOaRNCsKCd7qdPGiGLsvHVQkiTFDdBf36j77/rpKtyIQraJLBGHM4HKTPYrwZXcjEeoyZuhsSCVxooisqmCHIvH49VYHWYKELJjZEHij2eGFeptOGHFRyuKBmRqrEiZLEyaWLMKVakHIh0UrcEk6weNzdSZ6LouSFv/hnEgcPu947Gl1uKWY581WlxFDZ4Fp0A0jfGKO9VxuKeSw45hjPYesqvKJUp4zjktSVXi50WLC9TnQ6XFbOc9rzTaXZ1JsSCdFKnEcc1kmyeZMisWWQSeMmOz3ii4wDbbl0vxirsHmbIoZXzxXuiyz1DJYlzRJqAphnyGc6vuCLUnmM0MFViUtSrpGr88KV32fjZkUL9ZbtMMIO4qYdH16UcSoYeDGMbOeR0JRGTd1UqrCjnyGOd9nRdJiiWXMs0RBHHNVNsOWXJLTPZdWGLI9l+GwLTZEFloGP5ia45jtctb1uLmUY7FpkFYUdhSynLAdzrgufhRT0BS25lLESHTCkIWmQU6VWZNK8PNKjVebHY71HGY8n6WWUGy827XnwZgsQUYRdS9L+hVhmzJp7DDkmWqLve0utSBkxvcpaxqrUiZvNLsstHQaQchh2yEC7hkq8UZb3Dv7OzaH7B4Xp1M8MddgRyHDAtMgrSq81e6yq9GmGYbCVYVgutKqzHnXY5FlUNRUnAgGdBX69VELLYOt2RQNP2TI0OY9nlfm0nhRzMOzNX40VeHVZocYiSFdw1Rk4jjm8bkGpx13fsMPYMTQWWwZ7Ky1GDIN3mrZPFNrMeF6XJVLoyKhKGJTMauq+HHMMVu8ay1ZYUCTWWiZ8/79oqby1X7C+IXrLF02GTKXkVIHSKgl1mRuZMYfoBtKrE4lGDcN1iQtBg2Nn1Vm2JBS2ZjOsSWb55JMkicqDSZ9kSYsIcLLnpoTShFdgkFD5/l6i6jvM5aACdfj5mKOzdkUq5MWV+bSXJQwyWoqq/td2pemk4yZxvy/N2aSDBs6Thzz80qdaU9seG7KJFmXSsy//xVZBNAtsgyWJUw+XsqxIZUg/RsYUF2WGTJ01qYs1iYT5DRV1B4qMllNZbDvsW/0g+2uzWWQJbGBe20+w5hpzHfVZlWFTw7kGTcMFFnCUhSSyq/XCX0wc77PQzO1X9kAaYWiPzn/j8DWZlWVpKmgZRWcITisuizOmGzKpv6zY2nhI6b2o/l7jiRJH1bK/IZRszmslWuo3P9DEms3kLlqu0ghzmSR/wF+XrVQJLXxcnqHD4kXtCSRWLcBfXwBuY/dijY8DFGEProAY+F23v7/AAAgAElEQVQiUdlz/CjexHkav3hMHKuuU/7SvSJtuZ9aSBzTe/8AqY2bBYv40k6URIrkuouJVYWBe+/DPX0KfXycOAiJXUewg4jzVvIFvOkp8rd9CkmWKd71BWLHFqyvH0AEimUy892/QIoBSRI1RmGApOl4586Qvf4mJF3Dn6vQemmnAHcrVyFrGtWfP4RaLJO5ejteZYb6ow+DLFP+0teoPf4IybXr0QaHaD7zJEo2K3zF4wuJnR6tl1+k+9Y+It8X8uQFi4h7PZzTJ7EPvItsmWS2bcc+9B5qOiuqfuKY2BUSceIYWddp736V/M23ISkKyYsvQ04kaO95DVlRsVavRclkaTz3NO6Jo8iJJJ3XXia740YiPwDDpPz5LxF0O1QffZj8zbehlsr0jhwWacZIorIpioldhzgMmXvgxxhLl6GPjNHe/SpRu4WcTEEcE9SrNHc+h1oeQCuWKP/eveI6KwpBbY7Wyy8SNhskN24mddkaqg8/QOvpx9AXLia5/mIaL76G34rwYnDO3c+Se7/B0dci6i+8SHBkP/nb78RatZrYD5DOnGLd3CyrV6xBS5jo7Qbv9VzyTo+PJXXqTz6K7/sEqoLSqNM7cgh/agr3xHHkOMafm6PyNw9wzZe+zkHX4+LRMeSjLeIgQEkkiWwbK1dkRjnBi+FeLFlFD2QSSpoRM8u3xrKYe1/Da7WQR0bxJieI56oMjC0Vt64k7icUlSHTRN1yJXvckP2OqDEpaiq3lvIc7znM9j17QRxzTS7DK402ITHX57M4YcSyhMlZx2Nfu4uC6PE7arvsa3VxwpABQ2NbLs39M1UUhJSuoCosS5ic6bk0wpCnqi3kC6DFoU6P6/IZtmbTJGSR9vpUtUFJV+cXj6JjVXTsrk5anHJcBnUNL4ppBAFbs+lfkYWtTpjkVIVz/V7Dgqqi9D1XSiJBJg7ZOGtyWVlsTjTfcTkz2SG/OA19EcZrjTaXpBOYsoSeUjAzCp4twLokSySLKs2ax6avlDn9SodeM2BkXYLRS5LIqkRitc6q4SKxG5NOKngZeLba5O2OjSQJNi6tylyXz/LgrGB7BjSNQV1jV73Nd1sVUorMJekkmzJJfjHXIAb2tbsssww+PZBHkSRO2A5/cnaazw+V+P3RMtm+//AD5nhQU/nW+BDPVJs4UcQ9Q8KPp0hwe6nAi/Um9b6M2YmE9PLNdpdFlpAyn3c9FpkGL9RbvN6SyCkqejZFQQ2o9BetfxXMoUkSa7om92XKLDEN3mnb859HSlVYZImNtDCAoPdhGI6alqm6AesCmS3ZJGVNqAXKusqs6yNJcMT2Od5zWGoZbEglONR1WJO0eLNt89PZGgVNpaSp3DVY4CfTVS7Pptiez7Cz3kRGYkXC4BPlAnPT1XnJ9hLLwAkj5vyQBekE+1pdWqGQyCYVGTmC/Z0unxksIEsS3z43wz3DJepewI35LL045gdTwtefUhROOS5fGCqhAKOmqC3y4pjzjsunBgrsbnWwo4gNyQR13yepWDxSqfFep4elyGzJpNiaTbHMMvjJdJWUqvB0tcm057E8YeKEES/XW4T5DM9Um7SCkKtyKe4dKYuqIk0hJUkc77k8PFPD7ofkfKyYo6ipPFNtYsoynTjmnqESk57HL6oNEorMbaU8989UOdVzSSgye4D7RgdIytL84jvf70ut+yE/nq7M945asszHijkKmsYL9da8/9EOI342W+e+0QFMWeYH03PCO94Ho5szKR6arXHOFT20+9o2dw3kaflCWpxTFRJ9KXbVD2iFIb83VOatdofH5pqkZIVPlQuoiJ7j3Y0OI4bOsKFxYyHDScehrAkW/I1mhyO2w8qEiR/B5kySpCpT90O8KKLqh3RC4eOe9QJO91wuSScY1LV5INEMQnpRNO/TTvRVBzcUsqxNJThmu3x/eo4duQwnHZfD3R52FPFys83HCzluLedwo6gvTxdJ8idsh12NfvhjGPHwbI3FpsE6TUWRBMBNyDKaJs2HTA3oKmlFZszUqfkBB22bXiTY8KerDb4yUubPzk5jqOL6HLV786zfS7TZUchwdSbFHy8cwYn69UKSxAnHIynL5DRlflMsjDO8Zy9lxlvIFXKSMSvmT8+eI5Ji0opF3Rfg9MtDA0x2nyNvDDHlHMWQM9w7spFD3SxOX1Xy46kK1xdz/GKuwZttm2V9n2szCOb7jEuqhiZJFHWNAf1XSRhLUbAuAFmZv8Wwjhs6XxsZoBWGmLJg/RN/C5SlVYW0qrDI+lWl4G+bvyskqaCpXJXPcEkmScMLiCW45gK7yBeHStihqJPKqcrvJGY+GEUSLG77gsAwXZLmven/GGMqomKqbGhc+rdqjj6aD+cjUPvR/L1HNgxyO24kDkT/bFCdo3Dbp9CKpd/5u5HjENpdZNNESSTJ3/wJjPFxnJMnRGjThkuQDBOtVCZyHDLbryfqdGi/ugtkmfSV16CVB8jffJsIYvJ9Om/uxVy+kuyNN1P5/ncEcDNN7IMHSF+3g6FVa/Amz+McPYK5YjVqeQDn9EnRg9r35hbv/iJhty+DlmTUTAZZN1CzWXrHj1L56x/gnTyBsXgpxbvvIW4FImxIlpEMk6jbpfvOfrJXb6d36CDu6VMMfvOPyF57HXIyiZrLk7z4Uqb/9E8IW028s2fwJycY/Ma3SFy0CkmSiFwHJZNBHxml8uPvQRSBotI7doSh+/6IsGfTeXMvsdPDn6vQnJqg/NVv0Nm/j87rrwhWXZKYe+CHFD55F/aRQ+RvuZ3K/T8ESSIOAlKbt+CeO0tQqxJ7HpJloaRSpC7dhD46TuQ4uGfPIOkG3vmzIMlETg/imM7e3eRuvp3Gk4+gppJIhknv4LtohSK5m26m/sQjpLdswzt/jshxiMNA1COlMiipFMHsDLHTw1yyDDmRFJ24vR6x6yInEsS9Hu2XX8Rcsgxz8RL8yiy1hx8ksm2QoLtvD8SgFksYS5ZjLllK9829qBqCzUeCKMQ7c5LxDcsI3jqG32ox+72/ZPSP/w32gXfp7H4VbXiEhKLS+OUzRI5LZniUe+64k67n03IcEhfIeGTDxDl9AhAJjEVNpRX4JLptrHSe4e3XMXfkIEGzQdjTKdz6SWTf51JlLRkrYiY6g26UGU9djyXnsWyb2bf2oQ0MkbjuRqr3/5i5Pa+xbds17G/bTIcRxDHLLJPlSYvvTLRphSF+HHNXscA7HZtd9TYB8Hqzw1eGSzwwUyWpKqxPJUCCV5ptbihkabqi+xUuqOEATvQccqqQhF6aTvJfLBjiSNdhRdIkrSjsaXYYMDQ0SaYbhqiSRChJ87voEZBRFa7OZ5h1PZ7rexkvINUI4piyrlHWNVb1w6a8KEJGYnnCwuwH3CxLGGzOpPj+1BzdMMKQJG4p51ibtDD7ixw9qbBwfZKTr7SpnXZJDGssvyvHE0GLFYbBksggkGMMX5zgpi8VaZzzGFxj0ZkNGLjEQtqs84rb5aDa5rpPpsEH3wRHi2l4Pt+Zrswzxylb5nOZIq822/T6rEtJU5lwfK7Lq2QUhZQic8eAqOV5t9NFkyTaYcS7HZuSphLx4eV4u2Nz2Ha4OpfmzbZNUhEyzlM9j3c7osd0czbFgK6R1TV0ReZT5TwTns+Bjs2gpnFZJsF5xwEkTFnCjWLkfp2JH8XEcUxOU3HCkK+PlKh5Aa80u4yZOssSJo0gmK9ygr5HWpI46/lszaWZdH2O9hw0Cbb05b8AiaLCkqvTvPNQjTiCUALFkvDLEutTCf6mUu8H/ShckUmhyhLP1prIQDsMOWq73FTIUPUD3unYohaGmAPdHkssg3FD588nZrl3uMS/XTwmgqhkEbby9dGBfrqxOOf/4/zs/P0VI8KvQgnsKECVJIx+H+p3Jiv4sTjHs67HiKFzyO5hyhKqJFP1Ayo+nO65HOnaXJvLcLQPJJZaJpOuhy5JvNl1eK3Z4SvDZVRJYllCpFrv77OA4z2X8mCBGChqGsd7Dqcdr1/1o/CJUo6/nq7Oe9lfanQ4bDt8frDI3laXgqry6FydIBbXqhdGPDxb5V8tGCGtyNhRzNpkghM9h93NDiVdpdWLaPohdw8VOed6aJLEW60urzfbbMumGLqg8qSka0y4Hl4sgGsjCDF0md2tDjcUMnh9ebsq9pMBET43ZGiMGDqtoEccw4qEiSxJtC6oaWmFIc/WmtxWyqNLws1oSBKbc2n+anJWBJNJcEUmzb9bOiaOIwwZsUwema1xZS7N660OE57HtmyazwwUsBSFH03N4ccxGVVhX1ukbWtASlaIVNHLOucHWPKHlomqH7A5k6TYB7R+FLEiYfLQbG2eebRDkQ/weKXBe90e3f6zvighjsfv+3WTisyuZpt16QRPVBu833XIqAoJWeYLQ0WKmkq173OPEX3N69IJZElic1Ykgk96PnEcM25qrE5avFBv83bbJqsqfG6wxCOVOnN+QACc6LlYqgh5MySJtzv2vEQd4JV6m0tSJhoznLRfxQ19CsYm3utmOWyHXJlLsT2fxVJkzrgeb7aFjFaXA1q+TysU+Si9oMW4NcS6ZIQldxm0lvDM9P9ORERGK3O8+zaX5e/l8TmNRhgSxDGHujbXFtKkFYVhQ2OZZXDKEYoeWYIdxcz8JkIUx0QxqPLfD8xNez7PVptMez7jps71heyvgdp/jEkpCinr1/+fZJ+R/YdOSdP49ECBH07NzVtjbi3lKPyukNeP5h99PvoEPprfOKFtEzk9wcJesNum5Atkd9xEZts1SKaFNjj0O1laf3aG1su70EZGUDI59IFBtLKQ56a2XEnk+fQOvYf99lvIqRSZa3egFUvM/M2DxL6Pkk7T2vVLtEKR2pOPEszNomRzlH/vXoKOSCUe+eN/g3vyBHI6jT42TvXBn4AkYS1fSe7m29BHx/ArM3R2vyrSpXUD2bJo7dpJdsdN/ZNTyG6/ATWbxZuZZvZ7f4k/OQGShHvmFJUffpfBr903vxKQNY2w28EYGiZoNISU0+7iTZwTKbqjY6jFEvXHfkbU7czLS+MwxJuaJL15CwD2oQMY4wvpvv0WRJFg/6wE2etuwJ+eJGg1yd14M/aBd/ArsxALr2fvwHsErSaqLItEbGLCTgtz0VK8aoXhb/1L0SVsGLjnztB8/mmKn74b2bIIXZewNkdQrQrG+cj7OMeOUrzjTmLP7a+CxXmKQLMAOSVqckK7gyQr2O8fJLPjJsr3fIWw12PoD/85secTRyHdt/bRfP5pSnd/kd6xw7gT50ltupzesSOEzaYAtMkUybUbqD/zJADe5Pk+qJ0RfmhFhjBE0g3UUkkEVIUh1uq1BI06/sH3SJYyOC0hg0wtKBDSIli5Bn90nODYUfzZaXr9WqPEuoup/vTHRF0btVBAmZtl9rGfUbjjLiJVoxX4qJKo74gRqdhBRSyoNVkmL8uUUkmu8bpUv/8dstdeL3qHowjn1Emco4eRJJk1qzazoDJAtHw991djvjICqWQSc8ky/KlJKrki2XvvQ6vMEDfqfGvhMNV+QEtOVWj7PveNDXDO8bCjCB0RqDPrC8+qhFjQDWsaCVXhqO1wvOf0gQMc6zpszKbY2WjPA6yImNVJi5cbondzb7NDTtP45kiZZhQx5flkNZUDnR57wg5/ODbIt8/P0A4jiprE8oRB5oIv/7ymsi6ZmF9MgWB2sr9hgfABKC7rGp8bKtIJQ+IYftAHtCExtTDiR1Nz/IvhIZJOgKXKpAsayZLG6k/k8bsRgRHxk0qV65Q09m6HcwfrbL6uQG3Swa4HaJZCblxn45dLHHyigXq5wY8qcxgZhTPdgF3tFl8fGeDpqSZDhsZVufQ8oB3RNTZmRaVOVlVQQ9HlW/MDSrrKqKFx10CBlCKzs9rijOvy6YECT1YbzLg+Q5rKmKlzc0mw5Xtb3X6YjUrV94mJWWIaTPbTqmUEW3eoa/PF4XK/xxP2tTvkVYVVSSFrDmKY8AJWJE32NDskNIlWEKAhmCxJkrCDkGoQ8mK9hSbJ3FDMMud5zHk+yyyTxabBtO8TxYKt3JpNs79lc8egyZ0DBaq+j9tnmD7IfmkEIbmNFhenS0y+ZWNlFZKXm0wkA/bNdTnTc1nYT81+pdkW9VCqgiHLaJIAa0Vd5e0+oM2rKmofpJ53PcqaQkGzWJ6wONDtccJ2WGqZrE6aaJLEuKmjy2JzZdjUONPzONC2+cJIiWerDdz4g+5UIW9/cLpKUlGQYsHcxNCXVAvmp+GHRP1rttQy0GWJpKJwRzlPXlM56bi80miTVGRuLeV4vd4mqyi82e5ysNvDkCTuHCjwcq3N9mKGgqbSCwOSssGNhSxRP8RLlSQkSRyXesFuz5TnM+n5vNrocGspx6Qr3jVWX3ERxFDxPa4rZHmu1mRlwuT5epOirtINI0xZgMtp1+dHU5X5Si4FGDWMX/NaelFMhKhbUvohUKYkpPOXZ5I8X2uRVRUkJDKqTEKROWY7jPefCxmYdEUgWRgLcPhBcm0vikmrSr9OJ2J9KsHOegsvFuC4HUY8MldniWUwpKmkTIOD3R7bchn+fGJ23od5pOvwjdEB7CjEjcWmRi8Uab+vNjt8fbhMPfBZqZo0wpDD3R6yJBEhKsG2ZlOsSQkrRhzHnHRcphyfzw8VebXPrN5YyBLEMU4cYcgSbv/+FsIY0VscI+6Zhh+gIqFLMp8fKhLFcLbn8lKjzYaUxc56e/76LrhgE2FA17itnKfiCfm5KUk8UWlwuN/HOuX5nHY8PjWQ56GZGkEcU9LU/gYDTHoet5fzHLcdDnYd3CjCl8GLZnl57v/EiwSgD1sH2F7+ClU/x6meyyWpAEvRme57eUuayrRzhII+QFJWcOOIomZwa9HjWPtZDjXTeHEHQ0niRt1++JTL2d67ZLTNNPobme0gYmM6Rbq/yfvZwSLHbIdpz2dV0mSkL+udcD1eb7Rph+KeWmQZfydAbfgBD0xX50Pwmp0erSDknqFSv8v2P53RZZnN6SSLLYMp12dA1yhrKkntP63z+P/jfARq/4lM5Lp4U5N09u5G0lRSl21GGx79FUD5Dx2/ViUOA9R88Tf+Hb8yi33wPcJ2S8h/h0eRDQPn9Ekaz/wCvzIrwn22XiUYVNel+97bzN3/Q6J2G608SPnLX8NavuK3HkNod2nteY3E+g00dz5LUK1iXbSS9LZr0IeGkVQNe98ems88Nf87kqYT2V3UQhHiiLDbAdeh8+YbKEkR9BQHAa1dOzGXr0A2Tbrvvk3YapLefAVqPk/uxo8T9XpYK1ahFooi3dj3xUqoL3kO20I+aoyNkfvEHRijo6gFwTpHto0/My08uf2VXjAzDUDmyquFJ1iWUbJ5stfuYO7Bn/QPXkI2LbTBQdr73yK5bgPBRcIDKsky3uwMzqEDyJaJOzkBqio2DlJJpLZB3D++7E03Y7+zH2/iPJKqEnY7FD99N975s7hnzwjPbcJCsRJE3S5Rz0bSdNTSAN65M/Tee5e428VcvoLaoz/HnzpPeutVogu318N+720aTz0hWFOnR2rzFSQ2XEwcBhjLltN79x3UYonI7pK+6lqcU8cJWy2slauoPf4IceCT2rwF4og4iFCzOZR+UFlod1HSGYJmg8azvyB93Q2kLt9K96295G/5JGGnBUGIks/T3vMaBOJLTh8eAUBOJInDsB9KZZO7+TY6u1/BO3+eyO7SfXMvA7//B3iT5+lVPWQlJrVyKeZwkdaunfSOHUYtFsnd+HGUPvMPYiETdbvzlViy3UU9+j4J32fZp+7k7JOP4zg2ucIg5rJlGGNjVH/616IfWZLIbrsGLZXBPXWcYK5C49lfEPVswdwbJqVPf5b6U09QHBmh8tizmF+/iAWJNGlVERVX266m+dwzpLttJgolvtf2sLsB+ulJFmoqXxwu8eRcg/OuALW/rLfohEKKWu9XO4CQOWVVUQ9z2O6x2DK4KpfmmWqDII4ZNXUkYm4oZNjfspGAHfkMqxIWpY4C9QjFkEhmVCJZ4uGZGge7DhKwMZ0UdRWyxB3lAu92bVYkLK7IJucXOSBA/o5ClqSqcKTrUNRUtuczFPW/OxMgjsENY7w4YtrzUSUROtUKQr6RLDHxeItjh7qMFw3W3JijvMJE1WSUjAIofHagyLHnWpzd3WH5mhQS0DjvM/lOF1WXWbo9TX6xQWq5zl6lh6RLBH5MWwrRFZlpz2OhqXO859LpS+A0SVSnfHeywvqk8GftarTnAzgWmgY6EhXP43wcM+uLNNVXmx2W9r2I61IJvjtRoRaGpGSZT5TzvNe2uTST5IdTlb6cTgRCfZDW6ccxx3sux2yHpAwFXSeIJU47PpsyBlEc8TezNRpByHFb5TODBY7YDpIE27Jpyrp4p59yXP6H05OECEb+jVaH/2rRCN+fmGHl+BBfGy3zUr1NNwxZk0ow7XoMmhoSMQ/MVpm+oAf2hnyaFakEThTxQLNKsxSy8maDrYUkldBnXDfIaAqfHihwxO7hRjFbs8J3qPTTpSUkEv3uyE2ZFGccj6hfe2LJMlfn0uRUlVYQ8nClxqmeiyZJHOz2eLdrsCWTIqnIjBk6WU3l9lKeR+fqnOt5HOn0+K8XjfJqs40XxVyVS3PcdjjuuFiyxCfLeYhjFCDTl40/PFtDkuDilMVC0+DPJ2bnw4c+N1REBnbWW7SCkBkv5qwzx79eOMKb7Q47620iYgxZplNt8dWRMroEFvC10UFerLeZ7NhcnUujIPFmu8ugrpGU5flUZxCgvtJXTzSDkFFDZ8L10GSFnAplTfivX2u0uaOcZ9TQeatf1QWik7gdRpR0dd4U8Iu5Bv960TCNMOSE4zKka5Q0DVWWWGAaGJLY5Qr6bOSmcpJWELIxnWTU0HmvY5PXVDamk8xdEDrVCyPe79qcdjy+lChR1lQmIgGcVEn03Db9gI8XczxbazKoa5zuuYRxTCeMkBFBcUlF5kDXYdL1uTidmH9u1L7Cw5Ql9ne67MhlyPX9x3YfhCdkAbT3d3y+V6+yLZvipmKO11ttVCS2ZnOsTSXw45i3212qfsCApjJsalR9n9tLeXRJqK+qvs/NxTwPzs5h91PaozhmuWXyTseeZ3UvzSTRJCFZ/XmljorEdfkMaVWeT0eX+HBj5IPxoohXGm1O94OPbihkeavTRZUkUoqo2qr6wfx7e7llUNI0HqnUON5zSSsKbhTxmcEi5xyPiSDkmlyGY53dFPVlZPSVjAU9ztv7qDhvcE3+UxzoujTDAN0TmQIRrX5St8P7rRf47ODHeaRSY3s+yTv1h1CkNj1lBIiwwyYptYAkKehS/CtKDoBlCZOk8uEmSV5T2Zz9VbnrjOvz3YkPVS7HbIfPDBa4OP3bs106YfRhqnt/zjkeTtTD85q0/BqWkickiy6bFDQV+R9Rzvv/dFKaSkpTWfz3lEl/NP/vzEeg9p/IeBPnmPxf/kfBkgGtXS8w8i//S4x+GNA/ZELbpnfkEI2nnyR2HFJbt5HatAWtUJz/Gb86R+VH3yVstQDovrWP4mc/j5rLM/3t/42wWRfHdfY0kd2lcMddBNUqlR99j7gn2Bm/MsPc/T9i8Jt/hF4e+I3HEnW7WMtXMvvD7xLbXcJWS/hj52YpfvpuFNPCn54mccllhM0m7plThO3WfB1Q5AUioMgwULM5vMnzRN22kMlOnkcfW0DrhecofeHLaIUSSj6HrOlolxUJGg16Rw7hPP805pLlmEuWoRZL+FNTxFEoum0XLqaz/y3SW7ehD418eOASKOkMYaM+D2qlbBpJVcnedAuZHTcKMKao1B57WPyOLJNYvRZteAQlkyF/w8eEHDfwhaw4CDCWLiN/6yeRdJ2o2xHpuq6DVhoksWINYatNUJ0TFUZH3kfNF4TUWVVpvbST5GWbkAyT2PNIbb6CRqOBd+4MyAr5j91K+5VddN7YjWya9A68g7VuA6W7v4B75jTe+bP4szMYS5fS3Pnch+el6dhH3qf8xa9Sf+xh8jffTmL1evzZGZLrL8av1dB6Npl776P1+itIEmRv+BhasUTle39JZNvoCxZSuPWTaOUBlESSzFXXklx/CXEUICdFOJWaLxD7PnIySez71B5+gGCugmQYZHfcSIxE8+UX59O0O7tfBUlCK5Vpv/rSfM1V2O3QeP5pBu/9Jl6lQiQbOGGG9p7Xab28i5gIZ3oSv1pF/cN/QWLtejp7XhPdy5KEkk4T1muEQYAyMEDryPtEqQyFr/4+WhhSzmYxcjniKGLg3vsIOx1k0+wnXZsQBhiLlhB22oKBRyKxei3ezBRxHOH3eijDo0QJUeXwAVOp5YsUbv80gd3FMHS+NT7Eu60OstNjk66gzlW4Np0hyKXRCFmfMnit2SWOYZlliEofRD3Kznqbac+jE0Yct13WpRJ8bXSA847LNfkMdhixxDS5PpehGUac7PZonPU4c3+dqCtMsAu3JZm9UuH9vgQzBva2uyxLmPhRzHnH4YZClpKqUPgNAXY5TeXGQpat2bTwtP4OxYYbRrzabLOz1mJrNtVPshUJp5usJI2XbFrvuXT8kKrv8fpfzXLdvxomN/bhAtLsSXSOeBQ1lfG1CRrnPN55qIakQBzB7DGHm/7bUapnXChCrxuRzCpcX8xQNnTaYciKpEVBU4mB4X6S9K56CzeKmfB8NmVEJ+gpx2WRaTBmaDTDkEnPpxNGbM2liGLY2+qwsC/z/elMTfREIuSRu5ttbutXaVyRTQESKxIm+9vdeRatGYjaGrXvT/ufz05R7wfsvFBv8ccLh0krMhOuRxTHaLLMgKYKJqxSZ5Fl8Ilijp31FmH/8wuBThSxv93l0kwKTZYpqgrbcmnmPI+UojJm6ORVmVYQzgPacUPjylyGiJiK53PacTnac0grCs9120QaDJo6j0/N4vYTmu8cKPCTaeHT/VcLh7k4aXFDMYcbxxgSpGWZVUmLy9IJnqs1idUOJcYAACAASURBVBCbJnlV5YGZKtcXsuxrCY91XlOo+yFTns+6pMVPpuf45tggaVVhyNC5Z6iEHwlAlFJVFlkGc77PnmYHU1b47xaP0gwC3mp1WZ20+Nb4IFlNxQmj+YTk9akEP5iao93fzEiqMs/WGtwzWCKnKnT6/cMRgBSzp9XtJ1cLoFcjwI0iFictzrse/+vZaRp97+bbbZtPlvPcO1IiimM+UcrzN5UqjSCirCrcXs6xsya+a9/tiJ/dVW9xtOeQVxVuKmYx+ozq96bmuLOcZ0s2xYme6OeNgTVJizgWiohOFIqgIuDBmRo1X3Tnfm6wxKqURVlX+dxQkd3NLpOux/pUgiCOGTF0YgSrtzZpcajb4/7pOe4YKPBwpca0F+D1g9AuTiXxopjPDxV5u21z1nHZmCkSxTHTrsciy2R7XgDSpQmDlxqizkWWRL/wU9UGR2yXrKpQ9X3WpxNCoh+L/twIMCQR6lPWVI7YDqokulZvK+c553r8vFInBh6da3BRwuT3hkoUVJWsptIOQv56eo5J16egiZCrJ2drTPk+liTz2aEij1WqHO95LDJ07hosICMSbi1JZnW/yubdTpfVqQRFVWHC9ec9xzLwRLXBH40NstTSWWqJ/u+copC/YPNOkyQWWQYn+6DWiUUPcwD98xG+21FD5w/GBIt62nE40XOREKx+TlN4vdlmSzZFOwjZkk3RDdaxu9XjUL3DreXF7BhYjEyIG0ucsh32tTpcm89Q6D/f+1tdBo0VnOi8hG4/wp3lrYyaEjPdBqBQ9ytclv8YZ+x3kSXB0puywarUJbw5E6AAK5MWV2RTvxNMnnbceUD7wbze6HBRwvytbK0mg9J/R30wqxMaM739vNN8inYY0A1jNuVv4ay7iq357H8UwOiEHWJiLOXXWyX+qUwUi9yJD0IbTeXv/i79aH77fARq/wlMFIa0Xn5xHtACRN0OnTf3/d8Ctd70JDN/8W2IxOuj9vCDKFYC7ertH/7M+bPzgBaAOKb9xm7Sl22eB7QASDJ+rS56abudeUB74d/B/7AXL2i15qW2anlA1BPFMbHdnQ8vAui+9Sa5G2+BUPhjneNH0UfGyH3sFlov/pLs9htwT50gmpkmjkL04RG04RH8nc8CIFsW5tKLCKpzSIqK/c5+8rd9iqAyS9jpoOYLNH/5LPahA8IDvG8vyUsvo3jX56gGId7UBMaSZSQ3XEL1Zz/FWrkKfXBoHjgFnQ6lz97D7A++Q9zrIVkW5bvvwTl3lrDVJrPlCtRcnjgIKN31eZxTJ1D6qcyh51J94CfEcUR2x41033wDrVQmDgKidhv31HHMFatxz52EGNyJc6S3XkXYbpHavAU1l4coRM0XCJtNlHxegHwrSfKyyzGXraB39DDWilWU7/kyvfcPomSy6KNj1P79BwA7AZKM/e7b5G++jfpjD6OPLSB3/U3ErkvsOGgjo6KLWNNQSwOErQax7zPznW+TufJaEusvJnR6mEuXYa1ajWwYlEZGxWcWRcx+9y+E/xfwzpymufM5CrfdQdDp4E9NgiwLNl6WCObmQFPRygPz17h09xcJux3iIKS58zmcJx5FHxtHtixSW64ksWa9APiFIpFto2QyKP3f9ScnsQ8dwDl3njhRInXpZUy8/i56voykiPCVXhThdbvkrtmBksniVysUP/sFWi/+kqBWRcnlyX38E5zZ/Rphr4fypd8nOzCI0f8ilWQZJZv7lb5lAH1omIEvf00c88njmMtXYl29ldPtNzEuuRGlOM7i5SvQS2UCxAJQ9X0sp4dpmej5AgNAOYpYdPII7SDEXbqcM67HoalZTigqqzNwVc5EReK843BHOc8brS5nHZcNqQTfn6qgyzJ5VSGtKMx6PklFZkXS4qGZGtOeT0aVubGQ461WB9OXmHylQ9CKCOohsirR6YSc6QofYCv8cKkx4/qsTyZ4vWWzPJlgsWlQ833aQdQHbtAIQwbaMpEdo+oyFBToh013glCk3v6txU09CHix1iIG3uv0uKWUY2+ry2Vags1xgkOna4RxjN5fUAVOTKcS/AqoVQyZRFbBngtQDYnz+z/wwwMKxGFM7YxLLquy0dB5V7FZmzRx4pgfTFcoqCpzfsD1hQzrUwnyuTTdKGJ/x2bc1LhroMieZpcpz2Nt0mLU0Kj4AQ/OVDnn+sTAUdvhzoEC2/NZSrral0TGhHHMuKGzImEhSWJRXPcDLkpYFFSZcdPgmnyWRyt1wlhIRBeZOmVd4XC3x5z/YZ+tBDxfa7Etl+ZEz2W1ZVLzA56sNVGQSKky7U7Itmwa5TesPxVJYk1SMC5RHKPLEl4MzTDkva7NnB/wyXKe1ZbB0qRFXhOe6l/WWmQ0hR35LCsTFsd6DoOayopkggdmqyRlmV4U0g5CdjVEWvBbbZspx+OagmBF16WT1P2AEUNjkSE6KL8yIjY951yfI7bDXJ+x+cAf3ApCDFkijD6ogQk53HUYN3QUWWLa9Xm73SWrKaxPJQmjmD+dmOasI6TdOUXhzsEiLzU7XJXPMJjQ6QQhz1YbvN2xGdB1loYiqCelKMTAnB8Qx9AOI24t5Xik0qD1gWpEksgqynxgFYATxZiK4NnrfsDMBayTF8c8X2uwLmXxRrOLJsEtxTySJD7ng+0eW7Np7p8VIVjNIOCSdIIrcimmXZ9HK3VMRebjpRx/OVHBiWOcIOS+sQEmHI+8qtIKQ6Y8D0OWCBBezDM9t79pIPp+n601GTU1krLCSdthhWVwRTZF1fNJqQrnHLEh9GcTs/37BG7MZ3mm1mTaC0RSrKzwUqPNPxsb5Kzj8nqzzecGi3RSCSY9jyFDY6GpM+n5PD5XRwK+PjKAG8W80epQUEUK7rO1JklFyJRn/YCSplFSVY47jpCOxxKrkxZn+s9TI/i/2HuvYEmu887zl74ys+yt6/u2b7T3jUY3bANoeIIgRQtS9KQcObEjKUIjxcw+bMzuw87s7Ix2Y0ZaGXojehIgCUOAMATQ8O0N2vtry7v0efbhFC7QBElRy90ZjpZfBB5QXZWVlfdU1vl/398ksunkZBg1dP5usjL/fdAUhdNewLONDh8bHwKkPnOyn3F772CJL07Ncc4P0RWFkg6fn5zjvsESp70K54OQ/3hhhs8sGGbINBjrU2hHLZPteYdGJJsE35mtMWjodJIU0dd5X/Bljm2KgqYob3G3VRSFrTmHc17AGS/geNfnHcMlHqpIXWssBCudDIc7PRpRzPa8S0aT0WyC/n0ijqEPaPY02jSiiImMw3ONKf5i8Thnuz/h25eewdEcNhXv4RPj2/m351o8Vmvy0bFBWnHC+0fKJCLm3tFPsa/5FFPePpbYd5AIi1oc4KiC053D7B7+Q2rhJQzVZJm7jbw+wh9MyDixfF9C8I+V/nNAr6YqV7iW/2wVNZ1dpTxP1Fvzf9cbioKXao8Ti5RO33Rpf+Mx7h5ZgSbmONNtkNcHKOiDGJr1C4/98ypMfab847zWeoaUlFXZ61hgr8XSnH/8xf8VK0gSDnQ8flpvsTPvstTJYMTSK6Dw/4GT8j/3+u0V+w0pkSRvfTCJ3/rYr1De0SPzgPb1ar/yIs6Wbei5vHzgTfbz8xVFKNabOmO6zuB7P0g0N0vlH77MwDvejZLJzJssAZgLF8+/JpyapPq9b9I7eAC9VGLgXe/DXrdhPvNzXrClKAx94MNEczM0Xn6R4NwZkmaD4NwZwssXye+6Fb1UYuijnyKcvCQBSKFEXKugFUuIOMFetwH7qpU0HntEHtI06R0+KN2RhaB4z310D+yFVBDXa6AqdPfvxd1yNZmVq7GWLCWamab+owdw1m4gqdeuuBRGuYzfbjH+p38hHYQti/arL5PMzaIPj8i4oGIJRdcxR8fwz5yi/qMHKNxym6Rn93qYi5YQnDxB0uvJ625lSAMfFJW4WqH55OOknTbZHddDmlL95leliZOVYegjn0TLygkPSYKiamS3bMUcHSNSFNJuh5n/6/9k8AMfIazVcMcXIJIEvTwIcUwahgiRomZzKIZJ+b0fIOl2CS5eILNyFfaadZjjC6h8/auojk3caFDcfQeF3Xcy/Vf/B80nfgw/EViLFpO7/iactevl1LhfvcMH5wHt6xVcukDUaNA7tJ/u3ldQHYfi7XfTO3YE79ABVNelePvd2GvWoZrmfB7v7Jc+S2//XrkEpyeJq5X5ibR37AhqNoteKiGiWP4thSB/0y14x47QPXqM8vs/ivA6aFmX0IvoKBCrAh2wMxm0bFZGG/V6oGlyXV2+JE2wDuwn12oiMjajTga3r5VKej2Cc2ck5T2bI7fzOozR8Xl3RHN8gvJ7P0hcq9JQqzxw4X9F1y1ypYWciy5x3dD9hKmcTE70OvD04/hnzzA0NMTgXW/DWrSEtNuh7bj8SOi8dHEGIVJ2lQpco8Cz3S6bcwI9eZhRezPj1mY2ZW0WWSaWKn/wXqfEGYrsgKsofG9OAloB1OKEBys1fn98BKMr2F+tEjdSeWtQIJiJWaI5nNR8tH4TwFAUtuddHqs1yOrqvJbvy1MVGnGCn6asdjK8My3wzN/M0LwQYmZUNryjxPD1DscJeLXdxVJVbi7lWW5b886sQSrmu/StJOFY1+PmUo7Hay3OKCFKTsHsKKiKzOX0/IRM/kpgbGRUVt5eoDlZoT0bkR00qJ4OJKpNBLqjYrgq4+uzJM2Iv1g6Bq7C55tVhgyDViwpsIc7HttyroyWsS1uLGZZaFk8Wmuyt93DVBS6ScIZL+DqvEs9TvpmYTKi50jX4wPDA8xFMYYqaYYLLYP1WZdn+m7UZUOnnSQ8VG3wzqESi1KpPywbOoc7PQxVYbWTwVJUlP5EJxWiH88k/yvqOjlN46aBPN+bq+MlsrHghyllQ+dIt8etpQIvNrsE/ftrQVPZknN4udFhsJ+/+UClzlQQkQI3F3PoisLhjsdoxuKBijSw2ZZzeN9Ime9X6jxWa8pc3J6HpijU+oZT7SRBCGlWNRuGbM05GF2FxbbFd2ZrbMy5fHFqbt5oa1vO4ZZSnr+fnMNL5DnfVMwhgPNewPZ8lj3NfhwbsCOf5VjPJ0X09aYpJ7sh35x54/78SqvHPeUCQSqwVIVOIqjECRf8kHVuZl77XYtjXmh1mQojzvghE5ZBTlfxEiEBLbDIMpkNIy4EAeucDId7HivsDLaqsnsgz1emq0T967o95847pP48l9OMKim0ExmTv788i6NpuJrCuGkSC8GabIb7hwdoJSlLMhb/5dIMrX4DSFcUAiHzav9gwTC2quClgu/P1kgF9FJ57e4eLCKAYUPn9nKRB+fqvGOoBEjdfKOfCRunKUvtDPU4keBMU9FR2Nvucke5OE85VZAg7blWh6Sv7W0mCYOqzlkvoGBorHJsvjNX57wfEqQpvSTh4+NDzAYRHx0b5Mlamwfm6nxywRDb8y4XvIBOXxtrKgqJkPE4exotPjRWZl+7R5AKltoWP6422V7I8oWZGXYX89w3XJpnfExkDF5uM593qyBjsl53GA77a2xxxsRLUs75IQpykq0pCrUoxlKlS3YvkY1OTVXmjaVer6JhUDQMwlhGFp3xAkq6NMby0pRB0+D7lTqH2h5uv/Ewbhok/WslhGDYNPjASJlWkqAAjqqwws4wFUSoClzyQ3K6Ri2O+dxUhftHyzj9RlMsBEEq2FBweKbe4qwfstS2ONwJubm0hGrwCoeajwMK3STi2erXeMfYIv50YjGqqjEdStf5UAheaPaoRxm259/JsKFyqJuwIncHh5sPkZBypHOasrWVSnoza2yXomGhKAoD6i/WgiYiphs3iEWApbq4epHFGZOC/kbTRwV2FXPzGdc/ryxN5bpillVuhmoUM2QYZJQ5EhHx5p2EroRYaoeHZj6PpsjftZ0Db2dVbgea8qtDlnp4meer3+R1cvVL9e9yo+qywFnzKx8DoBZc4qJ3mFhELHY2UTTG0dX/96DTXJSwp9HivqESL7Q6vNr1WG1nSIEBQ0pb/muYaf1zqd/m1P4GlKKqaG6O9ovP83qYomJaDL73fjm1+ydWVK3S2//qFY9lrlolI1z62lrF0OkdOSR1pv0q3H4XxsgIcaVCND2Fe/UO4mqF3v69RLMzpGlK8Zbb8E+fRAQBxsgYQx/6GNbEQhKvR+373+471QpSr0f34D5y23agZbNyGnvyOAD2+o0omQya7dB45IeIJEHLSddhEUUUb78bc2RUgkndQNF0Wk8+Tur7FG+/m+JtdxI3mzInttMGVaX0tvtoPfGYBC5AZsVKqU9WVUTgS8puHJFZfpU0SmrWiRsNcjuuw1qyFHN49Ap6tmpaEMfMfO5vaD75GJ1nf0p47gyF2+8iOHcGd/PWK7KBFd1AJDHGQJnu/r2IfoPA3Xo1vVdfQrVteS5IQFb5+pflRMYwiGs16egcx0SzsyiGjn/+LEMf+hjhzDRaLk/2mp3kdlxPGvgyg9f3yW3fgV4ewigNMPf5vyMNfPRSmWhmSkYdWRbu5q0YIyO0nnwc/8RrhFOXyW65GnPBQqrf+ToijiFNUQ0DRdfJLF+Bs3ot1qLFFHbtxlqyDGuRzJt9c6VRRHffK1c8Zq9djwhDqv/wJZJ6jbTdpvvyS+SvuxH/zClEEOCdPI6zbkMfsENcq8mc4TcxAJJGndz1u9CLJakhPn+WgXe+By2fR1FVstfegGY7tJ59Cj2XxVqxirDpU9i0jujsa+iajHIY3byV/MbNqJZFGgS0n32aaGoSrSwNoFTTRLNtqNco7bwOZ8EEcWWONAyIpiapfvOrJPUa0cw03tHD2KvWoDqOfKxSgTghLbu83P0hV7k7WBmuZ/CixlhmBYpl0VJczjXblJ94lNaxIyRRRNBuwcnjOGvWobhZnml3ebXr00UhFILTns8N5RL7Ox1Wu0XC5CCXvL2szm1hsV1kxDIp6Doxgstv0kJuz0st7I9rLWIh9YutOMVPZdZmoKZkYoXauZA0EIhU4sAtu4tMpRHVKKaoa9xaKhCngv0duYG7baDAI9UmhzoevTRBVRSWqibxjz2mDsm8UiWByaM9ll+T46+ac1ytO9ySy6HqCnNhLCNFFKU/oe3Nu69eW8zxlekKvVRwJgm4YXGBmaMehsw34qpbctjrTDqqBNtK4BPNTKMbIcNbi2iWyvBVNpVTASIFI6eRXWISb9WphDHqecGZx1tUjwasH3UIXeiIlFgIGknCGtfhby/PsiXvsjhjUY8SvjdX54ZijtsHCizMWKxybUxV5flmh1TIGIesprEoY7E15/YNkTSWZizGMhZ/NzVLM5Yb28Ndj5WOTShSDnY8VjgZRixJd17t2uQ1jQtBxH++NMM95SKvtDpEQmrcVEUatCwwDUYtk9koIqNqnPT8+WmIAG4vFygbGlfns2Q1lfVZh/cMl2mGEYauzUfaKH1NpoLUsd1dLoICj9QaxEIaQ10KIhZlTII0JRSCrTmX410PBbhlID9PFbZUlU6Ssta18ZOUNa7NUH+ifaLnc/FN6zJFsNrOMBtG1OOEXppyXTHHbBhxsNtjU9ZhU9ZlUcZiWz/j+NFqk2tyLquyNid7Pk/UW1Qi6XSsKgp+mjJqmVzwQxRFQe1TvpfbFrcNFBk0NDKaxmU/5OlGex7sT4UR7x0p46cprThlmS0zfV9odomF1EIusS0yisp0EBGkKTeWciy3La4v5tiRdxk2Dap9QNxMYrpxOm989MHRMjNBREZTebXdZXveZXshy2QYYqgqVzk2exoddpXk5v9ox5OTuv53I6fJRlDR0BkyDVxNZciUrrTLnAw3FvNc9gNuLhUYsQyeabSZDEK25VyOdD2aScJKO4OqyI3y303OEgsZixSk8t6yyrWxNfk7dCmQ7tVDpk5e16j1GzQ5TcNPUq7OuwjA7q9/VVFQFamXrfd1nz+ptViXtVnuWFzyA4YMA0tTKRgysmo6lJFSzTjhuoJ02z7Y6dFMEl7uNxw2Zh2EkGt54E203oIuGQyNPnBa52S4faBAPYppxQklXeOCHzJkGliqwhrX5vpClrVZGw2FehxzlWNzzg/I6RoDus5dAwV6QvBso82+dhdbVXFUlU6S0ExTxiyT017AeT/ESwVrXJtlGYuHq00ipAvzq60uizImZ/yAp2pNmkmCnwjKpnQ/39Nos6/do2joLMmYPFptEKSCepzwbKNDpx9/dM9gSQJ/VeXqvMuQabC/0yNBMGoa5A2dlTZc6j1KI5qT+xJFIRWQ0wcYsdfyV5dneKrenjcL3JHPMhlEHOkGuLrJwY5HPSly7/AOssYqFjvXs69b5Eg34owXsC7r/FIgGqchF3oHeL76TU50nmPSO0bZnGDQGmBVP5Jt1DK5u1xkUcacb7T+bAkhSESMpekUdJ1RyySva4BgOjiFn3Tpve5MbY+hKiYnu6dpx9IdvBaeZ4m7EUf7xZrdn62jraeoR5Mw3xKBREQscjb8ytE91eAiP5j63zjTfZnL3lFOtl9gobOerP6r7ctbcUwnSSTD6Re852tdjyW2xdemq5z1Q070fPZ3elzVl6uM9NMEfltv1G9zav87KHNiIeN/8ue0nnsaRdPI33Azxps1nv+EyixfgbV0GcHZMwCo+SKFW+9As96gbxiDwwx95JN0X32JuNUiu2071sJFqBmb8vs+SO6GXSiWxdxXPk8aRYg4ovPsU4goZPRf/pkEQraNOTwCQNJq4R0/duWJxDHRzDTZq6+hsGs3meVXEVw4j71mLdVvfBVjeESCQd8n9n30oWFUN4tiGISzM1S//mXiWg19YIDsjmuxliyXVFDDICtSRByhAJnlV9F44nGyO66j8fAPQAjCycs46zfhnzyOiGOUJMbZuh3vzCn8145ijoyhFYug6xjjE5g/E0ukWhbWoiWMfPIPaT35GHGjibttO3GtRv6Gm9ELb9zUkl6XcHqK8ILUrJbfcz/eubMo/eiawm130TtyCITA3bhFToXTVE48bFu65554DXv1OvwTr8lpZJqCgOIddxPNzpL6PVTLIvE9/JMnaP74IQCK97yd7r69qI5NcO4MhZtvw1q4kKTTllPtMKT24Pdx1m2g++pLiDBEJAmKriOStA8Sb0Q1DbzXjuIdO4oxPIJ//gyZ1Wsxh0fRHAcRxyTtlswxViQYL7/nfhqPPSwNudZtIH/DLipf/QL05wCKrhM36oSXLqD3gSRJQlKvw8iovHiKgmqZaIUiIpFxSUKAns8T1eu4m7aQWbYCrVgks2w5WrFE54Xn8I4dARQGP/xx9HwB1bIQmSxjf/gZkulL6KUy+vDIvHlVZtly8jfvpnf0MOagbATE9RrmWIHstmtQTJPGQw/S3b93Pjoqs3Y9/lHpnJx6HsHF86SBT+XrXyXttFEMg9yH72fUWorz7Gkq+16cXxML7vwA8bYhloqYzulTmIUi4zuvwzRNDEMn9X2i0gDnVAMlbmFlDKI4RVFULoYRY6ZJRlXRjGVEqYemSJrr62ZNt5byrLAznOvrPhdmTISQnd1TXjA/mXBUjekg4oeVBm9fXWCRl6V+yMe0VFbdXqBo67zfKRMKafTTiBKeqrdZ7Wa4uZQnSlOO9zxiIbjaNlklYhbpKqe6Eao0p0YgUAS0ZiI+uXAQqyF4yerx3Qs1EqBo6fyLhSOsdjJ8cHSQhyoNqpE0iTIUSTmNhOBBu8VdnxpgoKfRNVOGBk0qnZhznZBtLmSeehwvX+TA6EL2h7PkcnluHxjk+n8xTOVsQNtI8csKL3Y6bJ/N8PJjLdx+Huz5r/W49g+G2Z/0aCcy+uOiH5ACB9s9dhayVKKYOwYKBELw15dnpaO2pvKvF48zYRlcCiLSFIYNlVtLeQZMnSHLIBWCy36LRpJS0vW+Pko6iR7q9FhuW9Qij2Ndj6scyWpJhWAmjPhRpUE3TXmkUudPFo3xYrNDIFK257Isyhgc7Hic90McTaVkaGzJuhzsdNEVtT9dlg7EKRHX5rNYmkI1SvCBJRmLmTDqu+fKjevrultbVTnd9VBQMFSwNZUwFZz2AlbYGU57PkOmzsfHhzH6Lr33DpZ4ptGmGkXszLtcV8wRJymvdnokrQ5FXeoiNYV5kyRdUZiNYt43UuapehtTVSjpGh8ZG+SnjTbTYcSWrMNQX2t5shewu5TnplKO/3B+ijvLReLXDYgUCbgEElipyAlRTlNxVYVrCzkcVcEXYPWnwraq0O7TA+pxwrmez9vKRRZlelSjiEeqDbppwtW5LK044eFKU0bLaOr8VL2s6xQNnbKhczEI+fJkhVgIbirl2OA69PrrKUpTHqk22ZJzuKGQY4WT4W8nZ+eB4VnP5wOjg0QCyobOPYNFvjNbQxcKG7I2G7MOF4KQsmGAEDxdb5HTNW4v5UmAepRwvBfQTFLCVGbMvme4TDNO0BU5SV7tZoiF4GvTFXaX8pQNgycbbZ5ptBkxdJZkLEYtg7sGitxYzFMJI8YsE0dTacQxJ3oBqSK4e7DIxb7U4XXWQC+RObG6quDGGnld4/7RQU57vqTkCnik0kBTFfwo5uMTw4xbPS72M5S9JMXUFLppSpwIDEVhjZNhjWuzwrEYtq7cuGcUld8fHyYRglBIx+VvzlSZDCK8NGXENPjY2BCVIMTWdZ6sVznpBcRCGoh9ZmKUQ50eQsBC2+CecokE+OtL00yFknr+fLPDx8YGeaHZ4ZwfUtZ13jFUZPdAniiVTuh/c3kWFGjEspnhi5R2mvKjaoPfGSrx1ekqHx2zOO+H7Gm0meobgp3yAj46WmZT1qFk6HxluoqhKriKSjNJeLjS4MNjZQYNg5Oez3dm69iqiqUqLLMt1rgOx7ttBswFnO8d4fXUHAEMWos45wcyRgg5pe0kKYc6PbYXXPa3eiyxTCKR8v25BuvcQT475ZOIhBFTvkc7TuY147+o2nGPbjrAaPZ95NSEKe+nvFL/AbuGPsqQmf2VwFYnoGhOgQAAIABJREFUrnGuu4/Z4CyjmRUsdjbh9kGhoxfYOfA+DjQewVAvYWpj7Bi4nQemv0DYB7kpgtmwS5iGv+xt3lK2lsdPOkTCx1AsDNXG1Usob4pO6sUNOnGNlJSsXn4LWPWTDgVjmF4/IikUPY62nmTQXIim/uLPHqeCU57PI9UGzTjhKifDnQOFn2ukOGJKVkQzSeYbviAN/zZnHV5udVnl2r+wYfDburJ+C2p/Q0pzHOyVq7CWrwBA/TXoBubwCMOf+jTxzDRpEMzrUd/yvJFRzHvuQ6TpvM4xnJ6i9cxTRI06pTvvgThBBG/Qjbsv7qF46x1kli674liqbWOOjuPVqlc8rg9IyqoxPIyazWIuWEAaBBjDo/QOHyR/4y6ajz8KyIm1vWYd4ewM3uEDRNPT85PMxsM/YuDd70N1XBQhSJpNspu24J09jX/qOO76DcS1CsbQMNHsDL1D+ynec58Ecwf3YS1agr16LbNf/hxxrUpcmUO1HbJbrkazLDnNiyJEFM5PYFXTlDrft72TNAggCtHWb0LP56VWuF/ea8eoP/hd+T+KQmb5SqyxMbzXjiEGh8heewP5m26R19myCC/JyB8RBqRpgmo7mKPjMsrHzVG4ZTfmosWgaYgoIu20SXo94lYDBNir1tB5cQ9Js4HquCTNJoppQJLQeFzSsQc/9HGaP/kxIokp7LoVxTAw73k7AmmAJaIQa/ESUs+HOKL6wLdBUeS5aRrDn/ojGafkOMStFt6J1wgnL2ItXEJ7zzNS6zo0wsB77odUkDTqeMeOyPidUkk6SycJimHILNpQ/iAZCxeh5nKEk5dB0/DPnsVeu4H2s0+j2jZCTSjuvhORCpr9Kb5eKjH4gY+glwbIbtyCMVDG3bAJa9UawosXmPnqF0jabZyNmym/+37sq3e8Za1r2Rz5m27BWbeB4PIlqt/+OsLrETcbGCOjDN7/ofns5bgyR3D+LGN//K/mQa0+MIBWKBJOTWEumMA/dQIRRXiPPc3Enbs4v/8fALDHFqO7ebz9Byiv3UbXccnvuoVSsUj1W18jqVbQFYX8zbspvOM9LMq6XA4icgoITcNPUyYskzVORuo500EWFu/G0YtElTn5ndB17JER1pUGWJe9Uh/09sES/+XSDD2goGnsHsjzfLMt80xLBvEujYGtJpauog4YzCUxeUOnrGnU4xhHg98ZLlHS5bTr+UaL1W6G9xgB5rNP0Dp1kqQ0wPbr72JPzaFyNpKTQ0VQGDM5v6/FkptyfOvs7LyjZjOK+fpMhc8sGGWJbfGRsUE6vYSOHxPMxmglDTR4zQtoWQ2uG8zyo0qDbVWX1fsUtGqCfUeG3skTnL73XfxkWk4tmgK+FKf88cA4nUUK35ps0K0Lbi7nmP6JRygEGSFzWV2hEV+I2XqVnD6tdDJ8ZbpKUdcwVRl1sq/d4R1DZf7nc5fntW6GovDDSp3PTIxwzg/pJnKD0ktSjnW9vvGNIEbSCCtRPK+JzWnSwTXob85G3rShiYQgETAdSsrkKx2Pi0HE3YNF1vWNrDRF4YLf5FTP5+1DJb40OcemnMMnxofRFQlaX9dcjVkmk4R8Y6bK5UA2+wq6jKxZ59pcDEKKukYjThg1DZpxzGo3w8FODy8VFDSNhkgYNKTV1V3lIt+eqVGJY6pRzFrH5uqcywdHy3STlFoU041jXE3n+WaHAUPnk2NDJDmXM16ArkjqtKbIz33BDxkwNDpJykOVBjeW8lz0AixV5YFKg16asjBj8q6hEo0o5tVWDz8VnPF8ri3kOOdX8ZIUV1PJaSoLLIP3jZQ57flcDAJ2lwpMBwGP1dokQrDatbl3sMgfLhjhK9NVqnHM1qzDmqzDK+0OnSTiyXoTAax3HW4u5eglKe8eKhEKwVwk41lSAatcKZ/xk5THas35rNPHai1Kusb9o2VGTINDfXbDoXaP3x0d5MlGC1dTyagqN5dycoqpKhj9v/9a12Z0YhQ/lTT3L01V6KUSsN45kGfcMomE4D9enCEUgpKu8cHRQSYsAy+Rma4Dhk43ljZh00HEo5UmbxsqsjnnsiHr0E5SXmy2uW+wyICu9+OUdEBh0g8JhOCp6SpjlsEHRwYJ05RmkhClKUvtLF6SUo8T/DQhFrKZ0EoSFmUkDTirKWzPuXhJQj1J2FpwaUQxGwaLdJKEh6tNBg2d0z2fWpywPefwe+NDvNDskOtnbDfiGEtR55svqRCc90MerzW46IfSuM22ONDucdoL0PsGc6e9gKfqLe4YyPN4XTZIBgy9n7XqsSXnkNcVPj4+yKhpMGyZPNdoc9oLSYTM0/XTlCfqrX6DMKQax3xussI7h0o8Vm1y71CR+/vT/ZeaHY70pB7YVVVGTakt/tjYoIyzUrgClCzJmLQSmaM+6UcoCrT6LI5BQ8dXZNJB3tBZqzqMThjMhTGlvnGWo2tk1DypuIVp/zhzwQVSBCuz2ygaiznqSWCu9WPeIiHlHRuzDltzrsxm1TUqkTQgKul6P+c5xVI1ljkW2V+yz/STlD2tkB/MzSAE/aij3TT9HxKmPhkt+wtf+8YxOrxc+z4zwSkAZoMzVMOLXDPwHixVfq9K5hjXlu+nk3QRIoNKiqE4QHP+OMPmGEH6hjQuSn28pC2d1vUSmnLl54jSgKIxhqbo9BKfCJ+CkmGJu3X+OZ2oyrPVr9KIZKpFVh/gpsGPkDeGaUYzXOwdYco/warcDWwp3ssj039JSkqYSobSL9uhV6OYf3iTdOFwR8ZRvWuo9BZDxUHDYCqMJBPiTT0GS1Hnc8h/axv1q9dv6ce/YaWo6jzA/HVKc12M4RHM8QVoufwvpVu8/m9Rrcrclz5L96XniSYvkYYhuWt20jt8YP657tbtuFdvR7Ov3EyrVgZ9eATv6GEZgaJqFO+4B3vdRrSMvBmphoGWzcn4l0KRxiM/xByfIH/DLsxFSyjcfBtEEdHMtNTXTl1GzdgomoaII9SMTVyrIno92s8+ReflF7HGFxBOT9HZ8wz5XbtJA5+k3cJauhxjZAQ0HaM8iHfqJIrtkN++E8UwsdesZeDedxJVq3LcBDQe/gHdV16UNN5iCcUw6O57heo3vop/8jjG2Di9vS/T2feKBKD5PCKJaT76EHG9Strrkd1xLb1DB+jte4W03SK8dAFF0zAXLpaT0jiWjsidNuGF8/N5rYPv/xDhzCTFO+8mnJzEP/Ea9YcelFq7oRGsiQlq3/0W7WeeJK5WKd1xN8H5c2j5PMboKP7J4yTdDmrGJo0i7KtWE8/NkN16NbUHvk13/168Y0ewxhdgLVqCZjuY4xOoGZvmTx7tg8e+O7Gu42zajDE4RNxo0N37Cr2D++REtJ/tq6hSW2YOjxA36sx+9q/xT7xGYdetdPe9ipYvyLikJctw1m6gd+gA5rJlOKvWUn/wO3Re3EN336vYK1eSWbYce9Va9FKR/K7daMUicXWOaGaaaHqKaHYaY2SU4MJZrIWLsBYsJLNiJUmjwcxf/SUiCEBVSTsdCcSHhlEQkkL+M+s89T26Lz1PeOE8cUNOxOfjrpIE4fsIP0AkKe6GjYSTlzFGx3A2bqH99BO09zyNXiiR3XEdwbkzpI0G+U3XEBw/yeid78UUFno3Jrt+M2p5iAeCBIaGKe59kejsGdQkRnOzJO029tJljI6OcimKaSaSYntdMc9ax8KpzhGeOc1CZ4JCdpxkbo65L36W3oG99A4fxD99ksyKlW/5HhoKjJom2/qTtGMdj1faPd4+VOBSEPHZ6Qovh12e7XV4reex1rV5qtYEVeHLUxWebXZ4vtGmaOi4qspUGLHaMMg8+WMqB/ajxBGm10WcOc6it23j3MsJlqux5f4y2WUGZ1/oYK81ea7ZedN1l9ONG4qSfthOEtQQ6vs87GGD6SQi0gRCwO8MlXim3oEUVA+WRQaXX+mh1HwGtpV5UtFo+MH8gVXbZjCbYTRj8ELcpWsIipZOaUohrCWkQlJ5vSRl3c486xa7nPUCnm12ZOdbgTsHCuT7IB4hp5WuJiNJYmQe4/qsw+Ug4GCnR07T+O5sneeabRZmLBQUumlCSdOZDCKKhsb7hwdY59psybm0k5RUwE2lHG5/E6krCvUoZjqIqPXpld00ZS6KuK6YI6frKP1c0X2dHnNhxDuGS9TjmFAI1mUdRk0Dra/DPedJLfNjtRahSDFUVTrMCsGuYg4/lbTmLVmpmx2zDFRF4XIQcjEI8UTKCjvDO4ZKDJs6X5yqMBlKcJzVpCvsdcUcaj+O5dFag1WOzVk/5HjPx++DjJtLeWmUBYwYBtcVcpzxfCYsucFfbWfYXshS7G+wT3g+M2GEq2nsyGc52O7xcK3J1pzLxSAk6m/GbyzmsFSFDa7D7QMFHq40eLjakNToUoFuf4JoKCpekrDSsSUI0xSuK2RZ69hcZWf47myVo90qA1rCHYNltuVcri0UeKHR5FQvZLFt8Xi9STVK2NuWhmGr+5TdXpqwp9G5wvXVTwULMyaLMhajpsH6rM2OQhZbVTnh+dSimHvLRY52fR6qNTjW9Tna9SgbOtNhxIhpEAv41mwNP5UaTkVRmIsi7ugbbw0YOoFIiYRcx9cXcyy0LfK6hqEqhAgeqTT7DA+dNa7NAkvGVg0YGhlVxUtTvl9pcNYPONT1yGkaOV3ja7M1Womknr/OJHit46EqKmVT53OTFS4FIbeXi7STFFdTuKmYY3PW5dV2j5dbXTpJSoJ07H6i3uJEL2Bvu8tyx2Y6jDjW82kmqaQ4xzE3FXL4ImVLzuVr01UeqjY47nkc7kg9s5cKPnt5lkqU4IuUQx2PjKaiKrCv3SPqT22DVOBqKgstkwOdHmGfZVqLEqJUsD5rk9N1zvshBUOjG0t37Vfbvfnps9Jvvqx2M5zsyfuKoSpcX8iy2rX5Sa3Fnlabgx2PzTmXEVNnjesQ9jXL35qt8nSjw6UgZEPOZcTQWOnarHYzrHYlk2bEMumkKTcUcsyEEbEQhAI2ZW2u7lPuG3HM5SAiRTBoGhT7zSpH03D1PIvs9azI7mBd/hYGrG3MhllUVeGE582zIhxN4+5ykZWuPZ/V7KeCkqFTNjR25rPMhhGaorIha3N3ufhLjYjmoohvzFToJT2ptwamwoRrS0sYtobRVfMXvhbkWm3HVbykyXhmNWHaI0g7dOIqS5zN86C4Eyc83/L47qzHS22fGI2dpatpRdNEImA8s5SNxfsoGGVyuk43rvNq/QfsbfyQs91XpaTLuPJ8OnGdF6rfZGPhdsbtNSx01rPY3UxeL8+/79nePs719s2/Jkw9NMUgqw/yXPWrHGg+TDW8wOnuS1iay3L3Gi55x7h+8H4GzF/Oorzgh+zvXGmq2kkSNuXct9C9TVXFVKURmpemBELKRO4bKnLeD7mrXCD3a0R7/nOs/67ox4qi/E/A7wFz/Yf+tRDiof92Z/T/n0rbbfw3UYi7LzyHtXAR43/2b/BPncQYHcWaWIRRKv/c19vLVjD2x/+KpNNGNS200gB67ufbqFtLl7Hgz/410ewsai6Hs2krtR89QHj6JMbYOJmVq/FPnyQNQ1RNJW40MMakUc/sF/8e0euR+h7+6ZMMfejj+MePkXoexTvuId11K2rGpv7wD/AOHcAYX4A5tgBFQHvvy6i2g73sKuo//D5RZQ5n42acdRvxTh6HOCa8fAnh+7hX76D9wnMA5G+9jdZTTxBNT6KYJsG5s0Sz02SvuVYCqm6XuNfFXDBB4+EfouVyKKaJounS/XhklM6Lz1O8++3Uf/BdslfvwN26HRFHiCQhqldxNm4hrswR16rog8OU12+k9r1vk9t5HVG1Qu7a6+ke3E949jQdRWH4458ijWOIYkQQ4p18DWNklNJd99I9cgh38xZazzyNmsnIWB3Hpv3C8zgbt2COjqG5LtaixZTf9T6iRgOjUEQgSHseenEA79gRegf20X31JVBVwosXUN0suRtvpvvS81iLlxBOTxGcOglRROL7tJ78CUMf+hhxq4kxOIS1ZBmoKsOf+iNQFOmYnCSINCGemqH11E9wNmym9r1vouWL8NwzWIuWkFm6DH10DP/UCQA5FT1yiMzS5fMGU+Hkpb75mCLjl1pNOntfQSsPoug67sYtGOUr16qi68TtNiDmja5EkpJ2u/LvZZi8btOjFUu4W7ZhLV5K5SufR6Qpqe/TeWkPiq5hLV1OeOEcWsZhePd91H/0INHUZQB6hw9hvfcDqEtWE8cx1dk5nHyBzMgo+qo1YBjErRaDpsGHRsvUooSpICQIQryHf0j9FUllTjMWCz/yCXqHD5J2uyRCUnXD6SmMk8fJbNtxRXB9wTBwtJBvzdRYYEkDFEdTWZLJ8JcXZUdaQUEgpyECWORk+Pp0lRhBJZQUuy9PV/jI6CDLbZvK7Cz66ZN9gxWZ2ZkkAdlclzv/lyWECF7Wu1QIWLbKxVY0LFUheN2MToG1jsNlP+Sv+rTelZbFJ3YMYpwJuHaxQ0uXebV76lITTFewNpuhdiIgEVC9FLPimhJlPeVs/7OqpomiqtKRtiO4dbjAg3N19no9brh5iORyQtCTeqYlyxyKExY5U5rtLMiY+KngKtuiHid8f67OuGX2gadKI07oJikCWOPavNjssNa1Od5r0IhTduRdHqg0eLTa5F3DRXQUKlHMv5wYoZEkfGmqQowE6ltychJ4tNNjZyGH1d/UTFimjFKZrXHWD1hombx/pDzvrjrlB1iKysaszYvNLg/MSlOgTTkH+00TlkoU8VCtAcg4Gi8ViDimpOv0EiGnpLrGtpzLCjuDpkKl73S7e0BSfWMB7TjmvC9jRqrx6yaFUu85YuqMWybjfaOeT0+M0E2kMFsHQmAyjPj356f49MQI7xoeYDaIqMYxa12HnKYSenJj/HKrw7BpMGoZfGR0kBebbQYMgxW2Jad3eYcx02A2lFrRA50ew4bO744OYqgKf31phmP9/NaDXY9ISE35j6tNBk2dd4+U+dLUHFNhJOnDhs47h0r9yB6Bn3Z5qd1ib6eKreX43dEJJuwM7UTQilOW2xmaccKWvMOpbsBpz2fAyOJqGqvdDM813mjYaMCCvpOuqiiUDYPZMOIr03PsLOQ41vWIhOBEz8dUFDTgjBfwQrPDetfmiUaLMVMamFWiWOapi5RukpACdw4WqUYxd5pFznk+r3X9t1BGi7pc01+ZqrAp7zIZSrlBJASbsg6bsw4PVGqUDZ163zzp5VaH+4ZKV3jVemlKpe/qHL5uxiRSLgUxZ2aqrHNtFloZVtgZ/nZyDoGcPO5pdnj/yAC9vnYwr2s04pgfVRq8f2SAi5dm6CQpGvDh0UEemKtxOYxpJSnTUUTR0GnECbNhzE/rLRY7Fu1U0vcVXmdR9PjQaFm6Sfd155EQrHAyVOKIZXaGybCNEFDU5f3HUTW+OFVBVeCJWpPPTAyzwDLJaSrtvtMuAq4v5pgL5Xov6Cq7SnnOeAEXgpDT/fxjVVV4odXh9xcMs6/VYcKy+P5cnWqUkNVUEgEPzNW5vpDlC5OzZFSFj48NccYLeKzWopukjJkGHx0b5IzvM2gYLLRM8rrOTBjxucuz8+fkaiqfHB9i1HoDpOXNYdKoxDk/5EC7x7AZc5Vt8ntjw7zQ6hCkgpuKOdb0WQVxKjjW83hwrk4jTijqGvcMFrmxmGPENBky9X/UfMhLUnqpgq0V6SUNUpFSixIGzJX/6JS2FsW81Oyw2i1xPNhOPUq4trCVRZznYu+nBCLH8a6Hl8pmx2sdb75Z9Hyzy5BRZKH7bkbdHo3IoCMcVhsGQqSc7rzCRU8yqCIRcLj1OEPWYjLa8vn3VxD4aYf9zYexVBdQCNIud458Zv45rWj2LefdjGboJU2mvFMMmBPzzznWeprfGf8fedvonzJsrvilnx0gp791MFXU9Xln/5+tYdPk98aHONbXkC93Mggh2JJzf6un/SfWbxyo7dd/EkL8h//WJ/GbWmkcE01N0j24HwB342aMsfE3Jk7/T0tTQdOvcF2uP/BdFvybf0vprrf9SocwR8eAsX/0eaquY45PYI5PAJD6HsRSixJNTWKvWUf+5tvwTx5H0aV+UzFNeq++DH1nXzQN0pTu4QM4GzeDqqK57ryOMn/DLqLJS0STl0k6bYq77yQ/cRPRzDSzX/g7kk4bRVXp7d9L0mphr1yN16ebdg/ux16/EVKBMbEQzXbwjkpdrGIYaMUSrWd/ipYvYq9aQzg7S/nW2+YNlxRNl1peTUdEEWL+RzRFBIGk8M7NgqqCgNE/+XPCc2ep/+C7iDhGxDHmosWU7n0HwcULaLkc3cMHMYoDqKst/FMn0AcGUQyTua98Hr00QPG2u0h7XZpPPUHxjrvQsnlazz1DYfedUhPbapHdOYFIUsKZaWoPfIfw4nmyO25ABB5zP3qQ1JPAPLNsGaph0jt0YP46iyQhOH+Owi276fY7waiqNLnqfz7/zCmir3+Z0r2/g7V46RvmW8US/vmz0pgsieWULWMTzc2iZjKIJCGuVdDLgwTnz1K49XaCS5fkWslmZbxRr0uaJITTU6BrmAsW4l59Dd6xo1IrHMfS1XlsjNbTT9I7tJ/s1mtwN21G67t+q45L9pqd+Cdfk236NCX1PbI7rqPyja/I/GJNI7fzBvRiCXvFyv73TEFRNfRCsZ9/fIzinfeS3bYdozxI0myStBoohim1z7bD7PN72LR4BYdVgxUrV5Nms3RvuZ1nugGxSLlx4QTLk5S8rtOOU74xW+P3jZT60UPz3xORpnjHjkiGghB0+ro2AG2uwmy7y45C9ooYhjWuzacXjnDZDxmzjDccW1UFPZWmHeJ1QzrAQE4Jo36cCkiAmQKX/IANhSxzpRLe9BSGIgGfo6lcMgz+XfsyZVPHClVM3+d/2DhM40zAp5cO8w/TVebimPU5h3cOl/jLC9MIYNQ0uLmc58edFmEhYVstYOTyJPqiBRjdHsOmy1W5HItrOnvPt9BRyI1n0aIprstmOWlZtFUN1c2y0HVY5maoJxHHL3V57/AAhqYwlcQs/VgRtw5tPaVbgC91q7w7O8C4Zc5vGKeCkK/NVEmE1MB14pj7R8p8b066BV/lZNiWd/ny1Nw83bMSxfOd80oUofejPkZMg7NBwBO1FjNRRJAKBnSdV1pdtuezjFsmfprMg9q8obNSU/mjBSOkCFIhUPvTWV3TeK3n87eTc2zJOdzXd7gd7GsX31ztOOVE15/XvIKc0ACscDKsdjK4ukZOk9TRr0/XONnzmQ4j1rpyWvRYrUkzSrh/tMypns8txTy6AgOGwWU/IKtJZ19pfCLw05SMquDFCR8cG+SJWgs/TdiWcykbOv/54gxvHywxG0QcbHtsyTsoSHp2AnxhukKcCpbZFp8YH+LlZpsR06Rk6NTihKNdj7VZm12lHN2+VrkRxzT607akf61sVeVw12NnIUu1r3nc3+lSiWJMVUVBmpW92OyQUVRuLBb49mwdL+miAFc5BRApzzQ8dhXzPFZvcKQr86A14L0j5Xltn6YoXF/IEaQpxzo+rqZye7nQp/O+USd7PpUo4XCnxx8uGCIU8P6RAbKaxomex5P1NgO6xohlkCDdesctg5koRus7/S60TOpxzE9qLU55Uqf89sESW3LOzw1NGTdNPjg6yEwYEYiU2TAiq2nEaUpBlw7GBV3DUTV+Upe6YatP9TVURU7OhcyxLWgaU2FETtdIhLw3WH2zqJZrM2oZNOKYoq6jKwqOprKn2WFH3uViEJEKgauqDJk6iRD87kgZVVEYNw0uBQFHPNnAqUUx3URGivmpXP+XwpCFtkmYCoLXG2gIMqpKM054e7nEk/UWjip17SqgobGz4FCJYo51PRxV5Y5ygRdbHWpxzF3lAoszJie8gK1Zh0+MD3Gg3aOXpmzKOiyyTA62ZcNwRz7Lg3N11mcdjvU8mnFMqKqoKJiqwmQgJ/emorI4Y7I171AJYy4FEVNBiKkqFPvftUaccNIL0JBA9bQf8EClQUlXebTS5JMLhhmxTA60u2+A7P6990C7x4Chkwipd29GMWf9kK9NV1iasXBVi9koZrmdYZlTxlJU3Dc1N+txzHdnagT99XSi59ObqbGzkOXbs3V+b8EQK/oxYc04wVJVioY2zyQB5rNSe6mJow2hILjKcRD88midVAj2tjssdzL87xemqUUBgpTnWy0+M7GYtcVP8MXpBsd7PgVdI0kF7x4eoNVoz1+H13o+7x4q0U7zGIq8poaq0ou7XPJO0I4TNEVOOXVFYTY4y0jmDVDraEWWuds41X2RIJWxb+OZVThaYf45E/Y6TndfvuLcFzubSSmwvPBpamHC7oFhQhHRS1ooyiB5o8ep7vNYmsuotYKccaUXy+s1YOjsKLi81Oz2PQBkdvObG9A/W2XT4IbfAthfu35TQe1v65dUNHmZyf/072QeLND88cOM/+mfYy1e8msdVyuWyN94M62nHp9/rHDbnejF4q913F+l1IxN/oabqVz6MiQJ/qmTuJu3YC5chIhC2i/uIbt9J1ppgNT3ULM50l4XNZfHHB3D3rgFvVCk/cIe1KyLtWAR5sgoQx/+JInXI2k2pBuypuFu3Y4xNkZ6+v9m772D7qrTO8/P7+Rzc3yjskAiSSCQkESOIucMDbgbQ3fbHts7tmdnamp3dmqqZrbW461ZezzO7W46YKChaXIUImeRQQhl6c03x5PP/vG7ekGAQ+3WGGaqn79UV+e+99xzzz33PL/n+/18u7LZUVX6H75H8eob5ptaxTRRLJvUug0gIGg15VRQCIgloVcfGSV2+nS3fUTp6uuY+Zu/IL1B0pT7H3+IXpYQreTx63D37QHA3buHxDGr6W/7GMVOEPW6JNeeSOx7dN7ZOqA0dz+bjJomCMHMX/03ChdfTu/D98mcdiZ+ZQ6hG6ipFNay5XReewVn+7bBB6miplJouSy5s8+j/tglfsoaAAAgAElEQVSDuLt2yv8zDMZ+91/R++gDmTEMaLkssz+8F708hGIaxH5A89lnSB5/woAsE4IQRI6DlsshVA2h6ZJKfOmVaKm0bH5j5MJCJos+MiqPGQIUgZbNoZgWsS+bz9h1IAZz8RKCRh3CECWRlPLfIEDoGvrQMKkTN5I89nh627dRuuFmwk6HyLRoPPgIfmUOc8FCStd/i8o9P0MrlMiccjrTf/7HRO2W9BvXakSuQ/bMcxCKgqLrWMuWU7ruW7Se20zYaZNaux6/XmXke/8Cb3oKrVBEK5bQSzIPUc189kModAOtUMRctJjE6mMluEwIYlVBSWeJ4phYCII4lh7qOGav59NftYb0scfzl7v3EyJ9zfsqDW4xDI5I2mRVwXdGS3ieh3b9LZScHq3HHkbrdeh9+B65s8+ju3vXfEOLEBgrjmBLrcXKpMWw8dmqvqEog6mafCypKog45pJSngfn6vhRPE+vDTyPrh8wZujsdj7LyS7qGkEUUzZ13vJilp21CXHvXUS+J0E6a0/kedUgwqMbRpiagoogzggWHZNk1An5/SVjRAokFHik0qQ+kNleWMrxw+kKCpCP4OPpaa5fMMSSLU9y8dg46sLl+M00bz7UkN6yjMYxFxfJlHMkO22+PzpKDQVd0ygZkqbZS4bMGiGPzjZAg0CFhKZw8ZIcT9Va81HaT1WbXD9SnF8EcCKZz4g8U5nxQ3b2HC4oSknrlOvx40FEzejAi3pM0sZWBLePlTEVhbSm8Ui1wrpsmrofMDWQGJpCIISM/djZd3iz1ePSco6xKGZ48NkYikJCjXmh2eKVRhc/lnEvl5TyOGFIDGxt93i3LaVsl5bzTLk+Q6bOskFcUkZTubCYI60qfGekxIPVBhBzTiFDOIgIKgwar7cbbXb3XfzBJO7Dbp8jkzZJReGEQpKa5zPteFw9UmRzvcVH3TarUgnWZpK81+7SjqQcNIhjgjjitrEhPu70ODknJcXjhs4Dc3VUIcjpKlPNgIWmTieUZFlDCO6aqc7zSHf1XZ6ptbisnCOjq7zc6PFY9TMv3cqExVVDBTphyI+nK2wqZqVfWVNpB+E8xOpgbE1J15hyfXRFyKgkZBZrIwjJqTDpevzWgmVs79XIagGLzQS9yKDqtfHjmMnPkZsRsKXe4rcXDs8/lNM1LinlOT0vJ4nZr1hIDmMJGBoxdGp+yH2zNSY9f9AUp7hlpEgvivmv+2eY8wPWphNcM1TEUurscTwWWjobMmk+6vbJ6Sq6I+N+Ntda/N7iETbXW1xQzB1yg+zEEY9XGxybTuBH8jNPqQpLE1Kh4UYStrTEMjgzn2FHz6GoaQwb2ryiYoFlUPF8fjxdxVQEV5YLFHXptfejmOOSNlcNF+lG0fz71hVB1Q/Iayox8t/nF7IsGNCBJ1yfFQmLfhRhqwrP1NskFYVuGHJyNsXrrQ7x5ybPKxI2vTBisWXyQbc3yJzVOD2f5vFqg1HD4JbREkOGzs5+n5SqMel6LLYNLi3lOK+YxQ0jWkHIrOdzaTFHO4r4q4k5NCF4t93jqqECRyYt3Ej6lPOays2jZWp+QCsMmfR8Sp7PQtNgwvXpDaBjIXJh45dzdW4cKREJSTg/3La4IJ3g6VqTXihzkMuD6XMQxcSCeY9+ww9YlUxxdCrBpOthCEFZ19EGvxkAC02dsqlz10x1nkKtD173omIOTRG81GiTVFRKus5Sy0BXVVpBgBfF2Kr0J3cimbXbGyxQ7nU9zlEVpj2f5+otVAR/N1Odj186Nm2zIZuiE0QUdI20IrhpAPab9QIOT1iszaS+uKb2pfKimLoXYgiPih+gChWBgkLMS40eFxSzvN/pAxJMmFAVnqu3OTJp8dbgOjdu6qR1jS/q/CqBAGWYVij1OrqQ+5rXD5UDa4rB0dkzKZmLmHK2UzaXMGqtxPwcPblgLOD43CV80n6RmIhlyXXkjJU8UmnRD01OyQ3xTL3DR10PRWgsNNucm+/xYetZYiJSWoEzSt8mpX9ZuZhUVc4tZFmbTtGLInKa+qUoqV/Vf5/6ph7l3xJC3AK8CfxeHMf1r3uHvknVfu3l+YYWIOp3ab/60v/vplZLpcmdfxGJY1bj7t2Nteww6ck9mDP7D1Q0ABoJw0BN/uMAgS9W2Oui2Bala27A2bMb67DDqd79E2I/IA4Dom6X6j0/Zexf/hvaLz6H0DS0fIHI8zAXL6Xx+MNkNpxE+803CCtz6EPDlG64GS1fwJuaYOYv/3Q+2qe/7WPyF11KZXaGsNNG03XUYlnCoAAURWblZjIk1xyPPz1F78P3sI44CnfH9sF4yyBz9ia6b72B0HTar71C1GnTfmELufMuwlqyDL9WI7X2RMyFi5j78d8CEDQbZE49nfTJpw3ihwRqOoUwTISuyfijIADXkVFH2Rzt116GKKL59BPkLrqUsN2SzWRWNlvpjacQuS7OJx+jJBJkz96EVihJeaZt409NgqIgNA01naH5zJOYy5fL5tG08GdnIJCEa2GYhI06QXWOsNkkffKptJ59Sk6oNY3k2hMxlx1G+eZvy9zbfXuxli5n5Dd+l+67W1EzWeyVR9J9/12Sq47FbbfpvP4KqePXYixeSuGq66j87E7CVgt9eITsICJKHxom6vcJe10Kl15BMFchveEk3MkDNLc8Q+7sTUSui5rNMvs3f4E3sQ/imGB6ithxGP3t36e/fRvuvj2E9RpC1VAGXu7ee++QOmHdfDyWls6QOmEdxqLFBNUqsdMnbLeoPfoQgpji5ddgDBpaAL1Uwj56Ff0P5QRVSSbJbroAvVBkxvV4t9Nj1Eqi5fLojTp1P8BQBAtPOhnFMvgD4dDTDHYYJkqpLKEPA4rrq80Oh9kmnSjmkWqDquPiV+pkVY3vXHkt4U9+IMFeAnLnXUjztVdRNI30qWfwmpXC8cKvjJwGGer+Yc/hnVaXo1MJDCG4brjA7r7LUttiXFN5cPsOTiiXuGG4yP0zFSb6DqOmwWXDJUJg2vPZ2uryYTLHGbfejt1psTiRpJnO8Emzx+qkzQmZJJYiPagSDiTQTIXPXzVWJG2eqrcY0TXmBkTeYV0DIoQueLXXZ2x0nLktm1HNlyjd/r9w9HdL2KHCSM4gVZQeUzWRYAj4fMDUjp7DB+0uK7M2L7c6pFUVWwjOKWQG8s/Ptp3xfPphNN/U2oqCCnw+1XvS9dmQTXHndJW9jkte0zgladMIAk7Opjktl+axapP3uz2ymkZKVTg7n0Eg2Nd3OTJp80qzQ05X58+FlKryaa/PnVMBl5TkIuHBxnbK83mhLuN8OmHIC01JCT46afMb40NU/ICCrs0DZl5stHiy5vO9BcOkNIVXmx1earZxwohNxSw3DRco6Do1zx/QdOXPfBjH7Hc8IqS/K6dJMFnV8zkrn+HIpI0iBOuzaf54/zQh0A5Cnqw1ieOIddk0/2X/tCTOKwogeLbW4uJSlm09h119R1JVw4gLClkOs03uGC+jCcGU57PXkVTugx+HMsignPE8dKHQDAKer7cPOYcnXQnnmvMCghg+6Tqcns/wRLXBsKGjCjgjn+P5RoeqH5BUFDZlsuxzvPkIDYFgYzbFpOvxdrtHMwi4bmiIVujSDjW2913OzGdIqFJ9ktNUemEkp5CK8qVMWl1RKP4D3IuVCWs+5ueRaoMAuajQDkNebLY5q5DhT/bPSNiMELzX7VPW2yy3zIH3OOShuToXl/N82qtzYiaJF8fsc1zqfsDb7R4bs+lDmlpLUYiAvK6x0FS4dqhASlF4ut6iHUaUdQ1TEZyeS7PMtliRsNjW6XH72DAf93qMGAYlXeM/7pnEjWNSqsYLjRbnFXOcVRDMuD7LbJO/mJjlzHwGS5Fye1uRmdJr00kWmDrnFDIMmTo/n61hqyov+R2ymsLl5QJb6m3OKWT4i4k5FGCP43LrYMqvKxEnZpIowJPVJt9fMMSqlI0mBEOGJIwvtS2ymko/DHlgts3phQy7ug5jlsFd01WaQchCS+PsfJacrrE6lWCpbbJncC4kVYWqH/CjyQq/NlaiGYaMmQY5Q6cThLhxRDMIcaKY99o9bh8f4oDrM+P5mEJwdCrBnr7Lcekkfzs1R3fQPO/ue2zIJLl1pMx9szJPueoHrM/KmK2DMV15RWV9JsmIrvNfJ2bRBvFJS22DDdkkzzXa6AiOz6S4e7pKBDIOrNvn5pEiZ+fTRAierrUo6hqTns8f7pvi/1gyjhv7PFRpUPF8xiyDC4s5ukFIN4owFEEYS+93xZcqvIWmyYMVKU0++H18vNqirOvzAL3fWThCUdM4MZ0ioSnMeQF7HY9jkodyHL5YhiJVK4o4GKMjv4W2qg78xJ9dkL04Ji0E/fgzQvuIqbMm/eXonl4Y8nilzbrMeiruPua8SfwYFtjHUjAWfGl7W82wJLmGJck1X7mfpprg8NQGxu1jcCNBWrWZ9UMWmzYIm71uwPODKDfpze7wVgcWmMuYc3fQCWpUvP1f2dSC9Dj/Kl/2n7++lqZWCPE0MPIV//VvgT8D/gNyces/AH8EfOcr/sYdwB0AixYt+u+2r9/Eil33y495X37s/0vphaKky64+7p/8HL9eo/X8szifbkfLZMiecz7mkqX/ZOBV5Pu0X3mR9gvPyYidoWHMpcuIPG+AXxeyWVYU4ihi5Dd/F296Sk5Lh0ZoPr8Zb9dOKvv3UbjsKlqbn8KfncGbnCAWCs1nniRsNuSktdcj9n38uTm0XAG3XgdFpXj51SiJBIptYS5Zjj4kb5vVZIq4WMbdv5/MyacSrj4OrVBEsWzCdov0+pNwJw5AICW1YbdL5e6foI+OkV63AX1sjDiKKFx2FcIy8aemqN53L7HnopdKFC6/BnPRYuIoIn3iSbSefUoCm8IAvVQm7Hbovv4qIAhdFzWdQR8aRit8JnvRcnnyF11GeNqZCFWbb3YBopaM4dHTGUlcDkMJwsrkZC7uzB5yZ507mEDHxE4fJZHAGBtHsWzUbJbSzd/Bn5vFPuxwzKWHodgWnbffQrVshBDUn3yE7Nnnkzv/Yir33037hS0Iw6D93GaGvn07iaOOgSim/fxmEArDv/59Is/F27eXyj0/I3fuBRSuvh53907MZYehJpI0n32a9isvYC5ZRvnGW+l98hHGyJj0PO/bA8SgqET9Hu1XXyK76UL8qQnMRUuQCwXS0wygWBbiK35cFMuiteVp/OmpwQMK1oqVKJnMIdupqTT5Cy4hveFkon5PTnILRbpBwGPVJk/WmmRUlTuuugH14w8Yq86hHL2aVCrF9P/9n/BrNexlyznhhlt40zKZ7fWJ2m3iKMI0hokDme855frEQsEulOi1W7wZCs468xz0RILpRx/GuvBS/GtuYl8Q8U4EvhdwmG2R/sJ7C+OYqh8w6Xo4YcT6bIq/mpilFoQsMFQWRSEtz2Wl1+fa0CHXrmEmDW6oTePZCdRkiufnqnwcAgIuKuYwFMEeL2CHMOblqtcOF9ned7h/to6mCFYkLMZMg9JXSKgOsw3+9eJRKn5ASdfY23c44Pr0ADuZpGyaZBcuJHXJZRjFMtOm4Am/jaoLbsuVEYPon1oQDKirEnRT6Xn8bNccc02fU8fS3Dxcoh4ErE4nsIXCs59rkoI4ZtwyBi5RWXlNY1Mpy1PVJkEMC0ydi0p5Drg+l5Vy6AOJZlKRMRz9MKIbRuxzXYq6hopgoaljKIKyrtENQzak04SxpNHaps6mQpZn6y1CJHwFoBaEDA9UfPsGE3Iniuan2Tv60ku8PptiS73Fxz3ZMJ6YTnFk0mav4zPre+zqR7wygHJpisIztRbfHR8ioQgsy2RVOjnf/KhCcFTS5uNunziGZhBiKIKjUjb7ehKGpQkpsTwoOT2YHbksYbOn7w7iYwSdMJI5oa7LrB+wyDLZ2upydiHDbywYohXK+JlxUyeraSwwBRXPY8gyyagKbhwPbhZl5q+tKrSDzyItLEVwWj6DE0Z81HVYYhsstWSG6HGqyr9cNCqpuYpCzQ/4tNcnjGWOaMnQuKyU56VmmyiOWZtJstAyWJmwODmbRhssMrzf8LhzapYoltOtW0dLFDWNKU/mt+pCyMmVH3Bfs8OJ2RSjhoGmfJUA+LPa73o8Xm1ycTFLPwwQRNiKhq3oxMTSi4xsRENVTtI+7vW5dbTMm60uCUXlO+NldnYdzsxn+bjXJ6tq3DSSRsQHz+XokNfMaSo3DBfZ57g8V2/hDEBJm/IZHqo2yGgK1w2XuGemyj0D+NTl5TyznkduEEM17fmESIiZEIIYwYTjcWouzSJT5+ezdbw45tVWh4tLOaZcHz+OWW5bKAxgbEmbLfU2MXLhxIsj5vwYN4rY57gckbS4tJRjV9+loGscl7Tnn1/3Az7uOdw0WiKI5ALMYbbFf947xW8tHKbiB+zpu3SiiLofMOn53D5W5odTc/N5xf0IGkHE307NoArBi402I6bOjSNFXmt2mPUDYhGT1TSWmAaJwYLP9p6Uk88NcnPf6/T4+UyNM/JplicsEopge8/hzukqd4wPsceRU9airqEIOOB4WIpg3DSoBj1MRWApgptHSzwz16TRDjjatFhZ0wkt+XlFwJzn0wpCNmbSDBs6I7pGMwiIkNYGZ2AJeaLa5LaxEl4ERydtdvYdjkrYlHNpmqFkAhxU8ezqu7zYaHHNcIGfTFexFEngvqiY47FqA10IFlkGT9XlNc+NIgwh6EfRvLVkzg94ut7kxuEiKU1lwvVYZJkMGdo/KKEF6S0/KmXTDEKGDZ0Zz5+n956Wz6AJgSEETixVMv0w4sxcmuNSCValEmR19e9RQEhewCMVhZOy17E65wIKaS1HQst8afuDNed5OFGMKcAPYlKmNv/3q37ACw2f/Y7HIsvjhExSKjQabUZNCXHThGyobd1gwumxLFMEJM3Zj5y/93V/VV9PfS1NbRzH5/xTthNC/BXw8N/zN/4S+EuAtWvX/mOKiP+pKrXhJFovPy8bKQBVI7XxlK9lXyLfp7XlGXrvSoqc12lTufsnDP/699HLQ1/aPux18edm8WdnMEZG0UtDhJ02nVdflhsEAf7kBO6+vejFIYJaRdKPfYF5xFEITcWbnsQYG8fpdpn94V/JjNIoJKpVD2leol5PUorT6fkpXdBqEnXaKLZN7sJLCWZnSByzGn1kFMUwsA9b8aV91nI5CpddSf2RB7FWHEH3/Xdxd+2Qk8VOm9K1N2GMLaD30QcSFBTH+HOzaIUisesy/Wd/TFCrUr75O9SfeHSecB3UatQffoDSt74tp8InrEPL5ei89QbGggVo+QKNxx8GTQU/ILlqNWomSxSGg+n8tnnqtJpOf+Zf/VwZixYhEgnCTpuo2wNiUutPwliyFDWdRrEsvKlJSjfeQuPJx4hch8TqNSSOO4HaL39O8phjEZqKms0iDAu9WMSfmyWsV2m98RoISJ98Ot6BffQrc3g7d8jmvt1CsRM4u3eRPfNsJv/wP857WOsP/JzC5VfT2fomYb1Gd+ubJI9fS1Ctoo+MUX/gPqJ+DzWVpvfeO4TtJonVxxM7DsJOSO93GEIUgqKgJFNEA4m5PjJKcs3xeFOTSOmzQvq0M4kH56qif9ZwaekMhcuvovHYI0S+R3rDyXiTB+i8/CKJVavRh0aIo4igUSd2XYRloecLaCmpRKh7PlvqLQRSYvqH7ZDlh6/ijtPKpBpVDvynf4/iSj+ct3sn9Z/fxaU3fps/r1YgijFVhRMDh3BqgloiO58V2lNV7GyWdsJGL5aoPvBzWo5L7/ktFG77Hh91HHTHZV06ySm5zJduMnb1HX46VaUWSL/U2YUMJ6STPFVvMetH+IHP/mqV41Im5rYPsS69gsbTjxPt+JTs6eewOZHh3WabMJEkAO6cmuPWsTIvNtqckc+wxDI4JZcmJOalRoeUpiKA/Y7HC402l5Tyh9z4u1HEu50+T9ea+LEkNJ9XzEJLeh+zuRwXKwGNO39E6PTpKirGuo1cfsoZzGgaKUVOFN9qdXm61sSNYsZNneuGi7S7IZWa9Fhu2deSU4IRgxMyKfK6ynWD2Jc5z6cZhCy3TX40VeGScoGltompKqxPp1hpW4SAiOFnM1V29B3aYcglJRmPst/18OKY3T2HtK5R82X8zUm5FHU/4G8m5yjpGtcMFfmw02ORaXBpKc+2bp/Hq00mBtmVWU3DjaJ5MrEiBAtMg2ggEzxYC02Duh+wtd2dj/gwhCCII9KayhG2SVpVea0p/WIKAm0QEbLf8Ti7mOXz1QlC9jkuhhAcO7hpb4YBJ2XTtIOQNdkkhYFkUhViflKpC0FaVagFAQVNxRAQIhvSZhCyKpfmxWaHdhBy9VABSyg8Wm2yfQBy0oTgppEiK5M2hw8a4/OKWV5sdFCEYJGps6mYw1QUhAarUjavtbqclUvzTK3JAdcnp6moQkKGGkGTlKbyg6lZLi/l+fMDs6zPJvne+DCtICSrqeRUjaOSBkcmbVqhBNb8yb4ZFtsG5xVyBAMg1C/nGriRlGb6QciDlQa3j5d5pdmh6gUsseVNvFAU+kHIX0/Mcfv4EAssg04QUvMDelE0D6PyophWENIJQq4u51hmO2zr+mxtVzAUi4SaI60aFDVtPkpF01RSqsqRyQSjhsb1wwXe6/R4qtrkhEyKv5yYxYtjbEWwu+9w62iJjKpgDxZbDk7DhBAoAu6fqxEMYl4211qcXciQVzUuLuW4e6bKtp6DJqDjePxkqsq/WDhMFMe81e4yZOgUBrFPtqJwfjHLR90+fz05y7mFDJ3ws3Pj/tk6w4bOSdkUv5iryQWYTJIT0jIySx14wyWZN8aLYgxFsL3rzL/O8ekkT9TavN7qkFQVLi3nUWP4weQc3xkrc1ImRTsKWZGw6IYyLzuraViKnN4KpMzz4lIeRQimXY+kqvJItYEbx7hhOC9HLxfk9C+lKrzf6fFaUxKLrxspktNUtra76MAJ2RR5TeX4VIJeFHJMKkE/DPmo65LTVYYNect8UNYeEaMi0BSF/Y6HEHBpKU9R11hkGWge2K0Qtx/T3urw3ic1wqzgghuz/NJpECMBXXO+z6qExXHpJLscjyiO533xKjCky7ifZ+ot9jgecSwVJSsTFitsa76hDYkJ45jN9TbfHS9zzXCBpKpQ1nU+6fRZlUqwzDbZ03dYk7J5o1VHw0MR8rws6hqtgV81NfAFJxSFtZl/mvqu5gfU/EA2/JrK7y8a4a1Wl3oQsj4jrzGPVxrcMlri6VqLbhRyajZNVlN5ut7iupHi/MT2i5VSFY7PJHis0uTpOoCMyPregi9PdZt+QBAHtEK4e6bKzr7L4bbFtcMFPmx1OTqTREFwz2yNA470ptSCgIWWgRvH7HVc1g/e80GCvkBhmW3Q8ScG1zaTIWvpP+m4/Kr++eobJz8WQozGcTwYnXAF8MHXuT/fxDLGFjD2O39A87nNAGROP2seuPTPXVGnPU+oPVix6xLUql9qaiPPpfXS83ReekFOBcOAzFmbSBy9CnPp8s88oUDv3bcpXXsjzWefwpuaJLFiJakTN1K5+yeSVKuomMuWkzntjEHGaYJYVaV0N44RhoE+Nkb1np+SXH0c7ZeeJ44itFye2A+wD19B94P3pQx1+KtEA4eWuWARpetuIqhWab/4nJyi9noodoLu+++QOH4tQ7feRuf1V0EIEquORTENIkceC5DQH39yQsK0BlNEf3ZmfsoeO31aLz6Hls3iz8ygF0tYy1eg2AmspctJrD6OxpZnyJ1+NtN/+v8QtltE3Q762DjFK67FWLjoS+9FHxph+LbvUX/wFwTNOomjV6PlcvS3b6d88230P/5A+jMXLSF/6ZXohQJBr0fU7yEQ1B9+AK1YkuCujacC4OzaKY+n4xKHAfWHfsHI7/yBhCW1W6jJFFq+SNjtQBxJsJMQCFUDXSA0jc6br5E4dg2d118lveFkrBUrCKpV1FRKeqZtWzbBgLtnD5kzzqX71usoqTS58y6k8ehD8pgRU7ziGrpvvymjhz75mJHv/zZhoyEjhRYvxd35Kc2nHsdcuIjM6Wejlz6bchsjYxSvu4mgVmX2zr+BQZ5u583XKN9yG5HTx6/M0Xv/XRTTJLV+I2G+iFEsSRW6EPNSwxA5YevFMdlWC9xDV3HdXTsYj0OuGiljGQYjIobHHqKVsDnmiut4s9klrQl63S5eu81qrUA4O0P2/IvwdQujVGKnF6ALOCppszqVoGgceglvtto8OjlLt93GshOEqgQVXTlUQK2DpghU2yabTJAs5cguX04chIT1Grmzz6MRx2ybmiJEIAyTvlBohdG81/DBSp0jk6OcVcjySrP9JWnm3r5LL4rIKJ+DlvgBm2stQKAPNn+50eGKISmFPtFQcO77O9wgoBILwiAkfuVFRo5exfiChaiKYNrxebTSmJ+xTrk+s30fXRNccUQRJYIXDjSZ7Pr0+xG2InDieBCV4VHQNU7JpXmi2mDOD/n5TJXbx4fI6RrqYNsP2j1Smsp5xSxH9C2qfsC0F/BH+6YxBiTYbw2XSKoKClJmpwnB47UmOU2lHUb89eQsd4yVWWSZeHHEuGlwUG2XUVUuL+UJYkmCPdiQjJkGGzKpQQYqrBjIQ++dqbIyaVPzAkYMnVPzad5odXmi2uSYQZZtSZeRJV4c0Q4kMTelKbSCgP5A6ptSVd5odXhgrk4/ijg1l+LmkRIFXZV8ACHY2XOYcDyOTNqkVYV16SRbO90B9EYlo6q83e5y80iZx6oNqkHAmlSCEzNJ/vO+afKDhZVeFLG375LTVFpBSBDHPFVrUtA1fjpdpeIHHG6bXFHOk9M0Fpg6+cFkPwLWZ1JYioKGwqwXkFYVKr5PGMOTtSa3jJboDyBVWU1l2NB5otbi6VqLnKZS0FV+e+EoihCERPxwsoIfxwRxzBvtHlU/pKCpnJrP4MURQoA2QC/tdzz8KGZdJsmWWr76BeAAACAASURBVIuXGm32uh5JReF/XTLGtsk53mp3yWoqD1fq875ASxHcMFxka7vLtOdxUi5DSWvy1PSfsS57JUGcZkevTV7rc/XwMEVd5kc/X29L+aSlc14hS1LVmPN9Hqs2OTxh8XBFuq4SgyZ2d99l1gs4v5jjntkaJ2ZSHJtKzAN9Djgeq1IJFpombhzxcafHtq7DBaUsaVVlV182tGEs/Z31IMCJIgqaRjeKeLnZ4ebREh91+pQMjY97fXb0Ha4u5xkzDY5MBuyvtegNpvQ7+w4n59Icl0xgayqvNdt0w5CN2RQPzNUxhaALFDQVU5HTv/OLOe6brXFhIcMbrS4PVOrz187/sn+a/23JOL+s1nmt2eHETIoohotLeXKaynLLohtJ/6ci4KikxZzn8+PpCm4UszqV4KJSjqdrDWxFIY4hiKERBNR8nwcrdRaZEqj1aKXBtOfzdK3JVaUCWU3lnXaPoqENQFACSygMWQZRHJPTdX46VWFTIUtRUzm3kJGwqTAip2msyyR4v9Njl+PxfqePAH5jwTCZtmDHvU2pMhlIf0VVkHXF4DxWiIkZMTRaQczfzdZYn0mRUBUKmkYtkH7l4zIJEIJtPWe+gdUEfNTtc2k5P+/JjQeT1zFTZ9Lz+bsZKYfWBfzBojH29V0eqzTZkNFYl5HKiw87PRLC54LhUeZ8+Zt1/VCRWT/gryfmsAdAtCMS1pcyVj9f067Hj6YqNAdqk8WWwbXDRS4bKhyy3YXlPHv6LpeVciRUlXfbHZ5qdUmrKv0w+nubWiEEx6Wkv3hrq0daUzk9nz4E1OYOVA/P1FqsSSfYXG9R8wPaYcjWTpd2GPL98SFm3ICUprC3785bT+IoZlffxYsijkjY7HddLizm2FJvATGrk0nWZpLsaGsstI/hiPSpZLTyV+7rr+rrq29cUwv8X0KI45Dy4z3Ad7/e3fnmlZpIYK88UsalIKFGX1cJXUdNZ4i63UMeV5JfXj0LGo35iWzkuQT1GrUH7kWxLLRsDmvlkfORQlouj1YoULz2xkHurULt3rsIG02EIidw/W0fSblx9CyKaVK48lq8yQnMw1eQPfUMgrkK/tQErW6X8q2/jrtrB2ouj33k0WjDoxQWLfl735dfqxLMzoJAyn3zBfy5WYhjUiesw5ueInHsGsJOF2fbhwihoA2NYC4/nN47b1G992cQRaQ2nIy57DDcXVKuIkxDAoSAOArRCkXCdpuw0yHstHF378TTdfQRSZDWy0MYI6PEmo6zawfJY46l9cKzxJ4776v2JyfwpifxKrNkzzwXIZjPaPUmJwg7HdRiEXPJUpy9u+m+/SbFq69n7s4f4M9MEjkOSjLF0K/djlYso4/ouPv2kL/sKhRdl3FFzab0PScT9Ld9iJrJEYZV4jAARRns22q677wJnk/QqCEUFWvpcvzpaaJOBzWTRSga2tAIar6AsWAh5aOOwVy4mKBaIXJ6KKZF5LhEPSnzFZqKMEwUy5Je7317sVYcyehRq/BnZzAXLiIKQ/n5X3W9BFkpKu1XXqR8069Rvf9ugjmZDtZr1AnbLYrX3oia+Oz8VBMJ2q+8ON/QgowQ6r7zFvrIqIwhCgKM8YVYyw8ndj2idovi+EIuKuW4e7Ym/YGD+BY3jDASCRRVGxC9ZR6qOb4Qz05g+SHv9xwqRBx5yulo725lXMDv2YLG1BRKKo0/Pkxi2wfUntuMde1N3J/M4/TgNCFY07NQCzLbbsbzSA+8O0G9Rmfffuq9gNj3ifp9rEwW15bE1Lyuca6tsTTwKdsG+WQCoWlEvk9izVoaTz0BS5aRX7mauXYHxXXxDVNOCgYkU1tR+LTnsN9xyes64WBScbDGLQP7C/JMJwxZr8HyOMATCluFxk5fTriOSNoEjTrT1QGwZBARAyDaLfY5Hktti4ofHAIoWZ9N8UqnwwczXWJbZnXesKzICweaXDiaJ60qPF5r8WqzgxfHvN7qsrXV5aKSBEfVg5B+FJEDZj2fF+otcrrGL+bqdMOIs/MZTsqm+Le7J0irCj5yxf7pWotNhQy/NlrivU6PvY7MtNWEwIkk5CkWgoerDWZcn2FT57cXyfgbbwCPSqoKulDwooheGNGLItZnUhyXTjDh+uzuu/xkuspS2+CIhMWrzQ7nF7PcO1OjFsjp08Gc3ZNzabb1HCZ6HhExRySkHP2Xcw0+6faJgeUJi8Ntk24YcXk5Twi81upwUi5NSVf50cQcnTBiuW0SEXNU0ub8Upb12RT9SD6uDaSc73a6nJ6XRNKSrvLT6SrBwDMoI1jg9HyGRhgwYhh82OlR8YP5yJqQmLc6PZ5rtrGFwvcXDqEoErjU8gMeqzXoBNJf6ccRLT9GHYB2vChmW9fh4WqDRhBw43CRS8p5OjMVJlyfIUNOyv0owglDGn6IP1hRCOKYcdNgqWWyPGESxhHr0nIh4eCZtdA0SKkqd81UeLfTJxw811YVqp4vgT1IWejBhhZkI3/fbI3DEzaH2TYPzNa5Y8xhzttLrfKnLE2u54ShlbjhdkpagYQ2ymm5NKtSiYGUXnp5H6s25uOk5inkUQQRGLrAUhXCOOb+uRoVP8ASglFDY9Q00BWFUdPgxWaHZ2qS1H1+MYuCoO6HlHWdRZbJ7r4rj2csF+RsVeGddg9bKJySTTGk6xw7kqDuB/zFxBy3jJR4s93lTw7Mcv1wkQ2ZJNt7LklVcEOhiC5ggW3wZwdmiYDqoKH51kiR11pdMqrKYsvg8WqTTYUsJV2joGusSCb460kZl3LwvQYx7HVcjk8nCeKYph/ww+kKtqpw80iJm0dLvNPuYCkKC0yDIVPnT/fPYCkKppAk8wOOy/qsXPxRkGqCpCLJudnBFLri+yywZJb3+50eTiyzf/OaysQglkpFsKmU5Uw1gyKgrKtcPVzg8WqD15sdLinnOTqZoOpLQvq2bp9dzud+P5CLBjlVR7cUvG6IO8iKzhgKZVvnllQJS1FIqypuHPHTmTnSqkonaHJeMUcnDGkHclp873SV60aK9AZQJ3nMBF4kF1TPK8rsZiEkJ+DKoQK7ew76wLd+biHLiKExauqcmE3hxw6zbo2N6TbHJXWgy3TvHhYkr+D4VIJGEPBep4cuBL0o4p7pKt9fMMy49dXZtGEU81KjPd/QAux1PMkk+AIgqWzohFHMndMVGp/bfoFtkFD/YctaWlPZkE2zemCV+GKTPev73DtTI0ae3zv6DhlVLqq4UcSnfQcvjulHIVYsaATh/G+YE4VcWMzxwFydK4fyGEJmI2/IJLFVwdZ2jy11n6uHv0Va1VGVX5GKv4n1jWtq4zi++eveh/9R6utsZg+WmkqTPef8AdRJTnMSx65Byxe+vHEQyIzSMCBsNmVMjOsiVI326y9Tuv5mwmYDY8FC0htPmc8jVe0E7v599LZ9TFirACAME71URhgGQ9/5LoQRfqNO9qxNaNksimnSfe8BhKoRNevUHvoFeqmMlUpLwJTTR/3C8YujiNjzCHs95u78AWFDrpRrhQKlW27Dr8zhbN9G64UtKKZJ/8P3yZx1LvnLrkRNpwlrVZpPPgpRhFBU4iiiteVpspsuxN25g/ZrL1O4/Bo6b7xC7HoIRSF14kaq9/yUOI4oXX8z+cuvof3ScyTXrKXysx8ROS5qOk3kumTPOBvjyHE6r74oJ9Kfq6jTJgoj3L27iPsOYbeLMTqGs/NTjIWL6H/wnowQAuyjjqH/8YfEvicl0oPptj8zhbl0Gf7kJFq+QFCvU334AeJ+HzWXA0VSqvWhYSI/QE0diz89jXdgH1omS+f9dxi547fovf8uQb2KuWQZ9cceInPqmfL5McS+hzAt8udfTOLoVYBcQGg89bhc0FAUUhs20n7+WWLfI/JiCudeQOftt2i/sIXY98mcejpREBB1O2iFIrX77yao1xG6hrX8cIzRcWLPI3Jd2dAKgT42LmOBOm2ibueQphY4JMbqYGn5gmx2wxAlnSa36QIqd92JYtmgqiSPXcOpV17PYtvkg06PJZbJctsi223jT05QvPp6qvfeRey5aOUhirfcxsuR4PFam7jf470w4r1kgl+74BKiTz+h88v7iHtdgiAge8KJCEOnrih4771D+bQLeW1Pm7tw+VdHj7G11uXdWh8UwcqkzSWlHHathlmdZeXYYt6arSEQ0OuSTyRYapn8u5xF44H78PfsohWFqOecT2r9SWjpNPrYAtx2k3jHds5Zt4FJx6Ub+KQTMudSAJuKWaY96aO7e6rGSdkk6zMp3mx1AMGYqcuG53M3GnEUUWo1WP7UIzQ++RjVtDj1rHM4/MjVJAc3MEpSErzVeg1bCExFBVUlPzyCM5gAFgegpBgpxyvqGg9XGmRSKm0/QFMU3mx3+dbyMqqAnX2Xl5ttKR1DTnZm52NepJTNHExKm0HImnSKGd9nqWXySqvDk7UmOV3luKTN1GBSGMbS0+vHMSttS0orBWxtd2kEIQLYkE1x/2x9vpma8HzqfsCIqTNmGHzi+rzf7aEiWJWyGTI0HpxrcGExyxutLpcPSbmgvGmDvKayMZtCAK0wJKsq+FFMMwp5qdlmQybJVUN5ZlwfVcgJ7c6+y5ZGi9LA8ytjTgQ3jBR4pdlhW88hoah81O1zUSnHxaUcYRzzdqfHI9UGr7U6XFzMM2ZIybMbQzcMuX64yHudHjXf5+hkgjfaXQ64n3kJdSHYXG/xXEMed1XAt0ZKLLdN9MFChz+Q6AJoqozb6QQRJ+XS+HHM1laPZhhyUSk3SIsGkITjowZewo1Z+d19vdnhtHyGjZkUS22TGLh7poYThRyRsNlUzKEhp4DnF7Psdz3ebHfZ53hcWJIgq+xQgY+6cjJ5ei6DIEYT8rxUheCKcl5OxHp9Fpsmx6Rs2mHIsakEvTDkiKSNF8foQqAAPjH7XA8FAwWNMPbY0XmBvb0XSSg5jstuACRsasiQrxPGMU9Wm7zc7DCka6zLJHm12eGcQpbdfRdNyMiocUMnP4iUum4wGf7BVIUjkzbn5DO80erwSa+PEIJmEPLz2Tr/buk4ThSy3/W4oJjjrpkqVT8gpQquHSqixbIJKiYsVCHm1QcpVUKNpj2fJ2vSe/nj6QqrUwluHS3R8AOeqTUxBtFueV2j6geYQvB0vUVB1yjqKn4km/7T8mn0QYbsxmyKII4p6Tq7HQ9FMA+7y2ka+xyPswrSVrHAMnCjmEcqDX5jwRALTZMAZMOsaVxaLhDEIbUgohOG5HWNZbaFKmBX30MVcvr/WFUSfG1FoR/FPFqV09zvjQ+RUBVyusaM6/NwtUlSlX7qlxsdMqrK3r5LWlM5M5/h26Nl2gMquS4E6zJJvEFD9/kSSDiYbWusODvD2w/Je4kYWLwxRT0hadVOFDOka5xRyJBUVTQhaIYhD1fqHGaZbMylmXBcFEWeJ2szSd5oyTgqAZySS2MqCisTFrmRIp0wIqNJeNdRSZvjMykUoKgpeIPM33c6PV5q1Km6LValMxyb7PJc5RdkVI31BY3LhwrcP1s9RIUTIb3/qoAZT3IRioY2P1X143geQvX5mvP8Lz0GkNNVTsmlebrWxIliFpgG5+azh0TTfbGcKGLS8eYBfUcnbcqD71DX92mEUq0yamhMDvLWTUXBiWIsReACaVVFRTBi6LzT6XFSLsXLDbnw6cXyNa4oSzn7/XM1emGELuRv7DFJm7XpFDn9qxv7X9U3o75xTe2v6uupyHHwZqZx9+xGL5cxFixEy2T/8ScC1pKlDN/xm/jVOdRkGq1Q+EoCspJKow+P4E3slxM+wDpsJf7cLEIoKLZN+eZvo1j2Id7Y0HHwZqexVx5B55UXAQnGisIQc3whYaeNkspgLF48mOzJi07iqKPpvvU6QtNRFJWgUkE9fh2Tf/R/og+PULr2RoxRiYIP6nU6W9/A3bMLLV8gvfEUmpufHEipa7j79qJlMnRefwW9NETU7UhP7KMPMXzHbxJ1u0S+D9Fnvjih6QgjQstkiQOfYHYaY/ESho87Xk5l9+yi8fgjePv3AjKaKXHCOlLrNyIMg7DVRivIxYGo3ab53Ga0oWFS6zbgTU58dmBVFXPpcvxmE3fPbmr33Q1xjJJMkTn1DIRlk7/gEhpPPkpQr2EevpKo05GZrHFM2OlIf6qmE8zN0X79ZYRhkDjqGHLnX0znjVdJHHEUrec3033vbQqXXkXYbuEd2I+5dDnpU07DGBkjadmgKhhLltJ55y2azzwJQqH+0C8GE/ceYaNJ4rg1GAsXA+DNTONN7CeoVoijiO6br5M++TSGvv1dSbZetAhvbpbaz+9CCAU1k6H13GaGfv37KIkEYbOJPjSCmspgjI5hrTiCzpuvUrzqOilhNkyyp52Bt38fzvZtGAsWEX/Fj2/imGPpvPHa/MIMioK5ZBmdt14HILl6De1XXiTq9eT5qSg4n26nPLGPNYetOITW2Hn/U7pvvkbmzHMY/zf/O7HnISybSmmIxw/M0LQSJBNJdM9lTtdpqjruM09CFKHbCTjpVNojYySHR1EaTSgUabYDVCFI6SoVEfJCpY2VVdFNwbZun1Upi0xpiA+8kLVDQ8SJFNunpshaFhePlhnTFOrPPEH49huIKCJWNWr3/R3msuWoqRRt3aCRyuC1mlgP3s9t555Pb2gEP5Hk3XaP/3ZgFkUILinlsAar98/U22wqZPju+BCaopBWFTIDAEd34L/T2i36m59E3/UphiIIXIf2k4+yZvlh82RIRdfJnn4Wfr9PZfsndBIJhjZdwA6hsnDQ+BZ1jXOLGZ6ttdEGUJOMptINQ3pxTBxKz2ifmAOOy7gpp4tzfiB9loOcU0VIQM9l5QI5XcaB3DvwVXWikLPyGc7OZ3i52eHDbp8xU2faD0goMhN1TTrByoTFnr7Hzr5D2dBZalvzU42MKv2/B8m7lqIw6flcOVTggOvxUlNGxyQUhadrLS4q5aSMXVH4qNtn6sAMaVVBQzBmG3xrpCQbMseb97u5g2uMH8d0o4iKF/DgXJ0ZP2Bl0pbxKoMmXBUCVcCsF7AqZfNB1yGrqhiKoB5IwMy5hQyKUJh2fTpBBATcOT3Hby4YYcb3ebzaZMbz5/24FxZz+GHEGbk044ZOydBJKLKh/mQQFdMMQ8JY3ux/b7SE3mqyVBO87ch9j4HTcmk+6PQwFYXDEyZOFJFQFTqRlER+b3yYzfUW/TBifTZJWdcp6BrP1ls4UcSadBJTEYPPyeDPJ2YxFEEUw2SjjaEoXFLO8167y4Tr80xNNlvvdnts7/X410vGSagKw4ZGRlN5tdnmMNtiUyHDu50u5xeyBFHMy60OJV3jiITNj6eqdCJJjj6/mOPPD8xQDUKSiuCiUp6splLQ/l/23jNYrvs88/ydfLr7dA43ISciEwABggRBglkkRYpRVM7JtpxmteuZ9XyRq3ardmardrdqyxpLlmxZlCWLYhJJMYoSSTFnAETO4ebbOZx8zn74H1yClkZ2zX6wZ8z3E3gJ3Oo+fbr7/7zv8/4ehQMDjS3Fm3ij9XAiQCS2l+/AUqt0AhHxdKjvsCRlsMzU2Z9M1Q/YDlbyuw1J4k8WDrM3iba5OGcRRhG7Clmeqrc57ghY2TudPgsMjWO2mIoFUUyIsJzOeT4SAjR0W63IF0cqBDHzj1OSJE62uhxsit3/K/JZFqcMjtuu2CeOJYzE2qrLEhVVUNvrCQk8pyjs6ducsF2GdI1uECZwHZmlpsZPZxrMegHbchmuLxf464lZvCjmdVmsHxweOHRCAR9bnzHJKDKXF7J0glDkO2czvNrpzzsWarrG30zMEiIaVaO6xq3VEj+amsWPY0qqwudHqiw1dDZmRHbtfTNNIoTLJEZEc11TzDFsaDSDkKYfUtYljtgO6URUhcQ4YcTBgU1OVni7O2DWD/jMcGWeWj5//lEkPlwpsCaBu3lRxLCukZZkJn2PYJPGxRcOYZ/2CHRID+u8PeizoyCu3wutXvKeiLGjmCCKuL5cIJcAmpaYBqvSoqGzPpNiZcpkyhM06lTSpHu60WZvz56fem+wUtxYzmPK4r1+dODwRL3FBivDvdMNypqMLOu82W1T1UqMGQuxtAKvdSVWp0NKmsas/94UNU4yg78zPoOTTJxvqOS5NCfAa6Yis8FKc+q8abXIgTbp+yGNMMCNhCth2NAxFYXtOYtVaZMgjskk4L/fVYf7Dj+ZrotMb+C1dpcvjdbw45gn621e7nSpahrbchZ5NeBgf8DN5QJP1tuESZPtU8NlsjIEksQrrR4XZtN8YbTCrBfM07EdKWLCEznjKUVkXR+xHa4sZv+rk+oP6l9PKd/85jf/pR/D/+/6zne+882vfvWr/9IP47/biqOIwe63qP/0x7gnjmHv20tQn8VcugJZ/6ffxJIso2QyaJWamJIm/yaOY5FJGsciOsX3MC9YLbJKPY/U6rVY23fQe/UlJEUhe+lO1ELxfdTkMNnZ7b/9Jrkdl4Om4c9MoZUrlO+4m9SKVcTEBHOzEEaE9oB4MBCE30oFtVgkqAvYVGrNOqJBP5lail1W84K1xEFA85EHGLz9JmGnhX1gP359jsymLXjjZwCQ0ymMsUV0XngOSZYJux2QJSQkUqtW409PiXzag/uIHSe5riH6yBjpzVvJ7biCzOZthL0uYa+LPzNN44F756enciqFnEqRWrse/ABj8RIGB/ZBFBJ2OiiFAvrQMOkNF6KPLkCv1ohcF7VYonjL7YTdLqnlK5j70Q+IExttHAT4szNkL76UxoP3Ym3ZRmbTFoK5OcwVK3GOHBZAJ8NAKZXI7bic6W//Jd7pEziHDzJ4dy/5K69GLZWZ/eHfopbK5K+9gbDVRMlkMZYsI2i3CNttrC0XIZspui88j2JZEEU4hw9BHEEcoY2MiB2nRp30ug1ohSJhv0/j/nvpv/ka6fUbGex+C2QJf2Icf2aK3OVX4k1O0PnVL8R1iiNi3yf2PbRqDffUSXqvvIixaDHm0mWYK1djLFhAZstWjLGFSJqGWhCRSN0XnyNo1AlaTdwzp0mtWo2Sfi+aQE6lMVesJA4C1HKF4k23oI+MoeYL9Pe8Q2rlBbgnTxAnBGpkcVQ1li5HHx173/vBPnEUvTZM8+H7af3iKYJWC3ntevbFMnv7Dv0owoljTMNAU1W2WCbSr3+FOjKC/vmvMVMbpZ/NcVZWsNZvJLtoMY+d7RJFMJrRUUyZEw0HzZRRVNF1thSF+2ebnKg3eGdykqUpg5vLBbZqCmO1KlGrRevxR4kchzhfwDFMYjOFObYAf2SM+1sDVo0M0Tt0ELfbobdvL7UdO/mrmSaTfoClKGQUmdOum4i4JGcwCFlnpVmRNjGS/Mk9vQGPzbXZ17dZJIP7zJPEM9OYqkJGUUj5HqnRMYzF70E2lHSaYNkKumvWs+DCzdinT8Hzv0RuNEhXKqQyGYZ1jQ1Wmo3ZNMOaxp7+gIYvpiaWKrMjn2WhaXDfTIPDfYcLsxlOu958BM1GK8XFOYtL8lYSb+Fz30wjoU5DP4w4brtcV85z0nYYNsQB6YTtYkgSF2bTXFfOM5HQPMVzllidNtlZyHJVMTe/mxcTE8RiwpFXFS7KZXix1WPaE0TTbhjNT6ozisKk67G9kGXS8/CBmq5xe7VEWdfm7b0nbJH7CeLAeEulyITrsSil807PphOKQ+iWc2CrKMaUxaFse17kyB5IxNMgijESCvDKtMlDs00+VM4z4frM+QGaLJNSxF7iL5pt+smuWz0I6YcRS9I6s16AHUWEiKZDDOzp2wzCCDmBTKWAjdPjBD/+ARcsXcKCoRpZTWNXIceM5/Nyp8+qtElRERPIpSmT3T2bY7bLOivFIkNnsamzNGWgyzI/mBCZwc0g5NDAYXUmBbFoChwaOKQUmU4YIkvCWnhjOc/ytMnzrS6yJNEJwiSjV2ZNxuSFVpdTjsdbnQFzfsiuUo6Fps7FOYsRU+f7k3M0g5BrS3l+Xm9x0nHREhL2kYHDxmyaSc8nlewcX5S1WJE2ebox4MLcUrYWLmFRag1bix9h2FwFks7TjTZP1TtMez6HBg6FpFnRTHJGj9guk67HtnyGJ+otZISIfLHZ4aKcBck0NC3LXFXMsi1vkZJl2kEonATROcs1XJTLMOsHvN0b8Fanjx1FdJP85U05i0nP59lmF0WSWG4ayLLEj6cbzPk+hwYujSBgk5XhlOPy2eEKxxyXp+ttZnyfYUPn5XaPtVaKfX0bRRJxTkO6xg3lPA/PNrm0kOWKYo7VaZNDA3te9Mz6AW4Q8tmxKhusNFcXc2y0MhxPbLxvdvv0w4hN2QwnbJctuQxNP+DQwGUymf5JibVWlwXXYBCKLNxOEFLSVO6ZFtE0o6ZOPwpZk0lxW7WEG0UcGjjCoj9w2N+3WWjqWIrM/r5DmICtBpHIiL00bzHueky4Ppuz6feJLycMaQcB+/oOTzc6WElUWy8IaQQh/+/ZGZ5pdnir12fjgiy5vMa3J2Z4qdNjX9/hmO1yfTlPOwgxJImTjssVhRzjrscL7R77+zbv9m3KmspmK01OUznruPN2/2FD4+f1FilZYVM2zQnbFU0HL2Bb3iKvqTT8gO9PzSafzxHHHRcvgryaQpFkYhR2FJeQ1jZw2Ja5JG+xwDSSODRxL12QTqFKghlxrs7YHhuyaTKKwozro8oSF2UzjOoas37AjZUCo4bG860ufzU+za+aXfb0bJanDEqaiixJpBUFK9m5/sdlhxGNwKcfiAbZ880OE55PJwzpBuI+vjJv8XK3z0NzrXlS9Lv9AVeX8rzTtalqKh8fLrPeSnFzpcgi06Co68QISvT+vsMJ22VzNsO7PZsDfZslKYOjtiNyiYXfCRlBjF5g/su7Iz8o+Iu/+IvJb37zm9/5bf/vg0ntB0XYadN5/lnmiSaAc/gwQbspBMp/Q/mNOv23Xsc+dBBjyVLSa9fTfOpxAMp3fozszisZOomEzQAAIABJREFU7H6L1lOPoWRzFG+8+Tcsy5Hv03nhebovPEdkD+i9+hKFW25n9N/9e7yJcfTRMULfw5+ZwTlyGCWTxjlymP47b6GNjlG47kYyW7ZirlyNNzVJ45EH5ndbgUTUtQEJ54iAXcVhhJyxCGan0UZG5v9ues161HKZ9IYLcQ4eEN+okkR64ybsw4eQZMheehmVuz9F65dPEczMoI8twFi6nPo/3DMfw1T88Efovf0W+Z1XzFuIJU1DNlOolaogSb/zJtkrrqJww4dp3P8TZMsicl2yl+6EKMY5dID8ldeQWreBOAyRFIXIdfDOnCYanLfbLEtIqkIc+OijC+g8+wxxHIv8Vk2l+ukv0P31rwgHffLXfIj2L58WTyuVJrJtol4X+/AhjOXLqXz8M3iTk0hxRPPxR0W2rSSRvfxKMhduwZ+ZQU6nsQ/sw5+ewtq2HXPFSvwpIfbds2ep3/tDAQ+Tb5u/7+zDBwhbTVKr11G67S4G+/ehj4yS3XkFkW0Tx7GwUR86gKTryOkMkiShjy1gsGcPseu+lx+bzjD05d9HzYscUNkw0GpDeONnUApFJFUldl2cg/sIu1208nvAKElVMRYsmgeuSbKMNzWJZJiMfuM/EEUxkm7Qe/VFwnZTZPyaJlpt6DfufWPhYib+8/+W5BCDs38vbqVKvOt6LstneazeSoSF2MEsaRrBTR9hbtUaXu4MWJkxeWS2iRtF9MKIa0t5LluY49kTbRamdJYaBi9YMnJCXVqeMnip0yOO48Sq7vFio83afI7ciaM4IyPY6RTamnXYe96h7rjEyXs9XamhRxEHbQe/PMJVX/06Sq9DlLbwUxlMxU6+1sVksOkH81NIEAKqqCjU/QAvijjjeDw425zfsv1lrHLlilW4J09AtyN+qCjzO+PnV11WqUsy0UM/ZTB+FgB7coJ0q07q7k9zNgg5PLCpaoJ8+oWRKj+YnKUbiuu4KZvmL89O0QwiLEVmxvO5q1aiF4SMGBpLTYNSAiWa83z2doV4agchRU0hI8s4kbCwZVWZTVaGJ+pttuUybM6mqeoauiwzCCKebrb5ZaODqYj9vrtrJe6bqnN3coB6od2jH4RoksRt1SIt3xc5nBK81enjxuBGMRdaaWY9MQ2NY/jKaA1NlihpInZiyvV4utFBI+bqUo51VoqGH7A4OXRmVYWjA4ePD5U4kYCOVqVNJl2P/X0bFbi2nGeJaRDGMRfnMjzZ6CR7ZbAjZ2HKEnfWivMWS12WeHyuRUFVmPWC+a8FO4oxZLGfetb1+da4yFoFsY/6hwuG0BHCRkIAjtZnTLTYRFu3AffJx1hx/U3M5Us8OjegEYQsMnTWWyk8BLl5ganxF0tHBcxIEmAxRZJ4qtEhJUvMJTbvsiZ2vPf1bG6vFemHEbIkrOSKBFEcU9IUVFkcnEuqih2G1DIpemGAHwmra83Q2N210WSJqwo5hnSNlKKQViIODxy8JDonrchMev68JVNGEg2QUp6cMqAbhmRVhbyqECLxieEKKVnGVCuklSXs7g2IpYAL0j6nE+Fx7j3yYqvLnbUSh8an0SWJmJjlKYNjA3HoLmuqgK8lgmlE1xjVNTZl03SCiG+Pz5CRZT43WmHc9eiHEU4YsSWX4d2+zRLTSNwNsYiikX0+WisRRCHN81wrK9Im9800CWMhDmQEYXdnPstmK83u3oBDfYeCpjDtB9wzNcdXR2s8PNfkowkMyEis6L9udnHjmGO2y5ihY8oy8nm792lF4eXuAAdYm0qh6So/nJqb/zuWorDI1JlNJs15VaF+nvA5JzQihLgrKQrtpKHhxTEzXkAvDHlwtsmoobM8ZbA1m2HO86kZGi+3e8TJ6+rHMU/OtfnYUInFps6+vk3dD1iRNrAUhf/rzDR/MDbED6fmUJLXv+H7TCeNo5yq8tBMg4qukVJkfjRV5z8uGeU/nZrAjmJUSbgifjJV56NDJdw4RkYI8dkkpkiXJLblLbblLXRJ4odTc2yyUpiywrjj8nyrw5pMil83O0QxbMqmebXT4/lWV+zIe3125C1WZ0z29x1UWZqP0RlEEXN+SN0LuLqUJ4gFIdmPNZAsLshkqRkZBlHMJ4dUCppKUY352liNZhBiyKJB9a0z0+/7vBaxXDGnbZdvj89wxvVQJbihXODzoxUqmsYpx+W+mcb858S053PfTJ2vjdUoaP/1ndR2EPBEvc3ubh8/jlmVTnFZ3mJ52qQdBGiSzHHbwYthd3cw/+9aQUhOVegGIV8crWIpMmVdY2nq/b8/oyiChzHdoO4HPDnX4s6hErdpRUGZB15NotLO3W9jxgdT2v8e6gNR+0FBFBH9lpzbf7y3+c+tsN+n8eB99F57CaJIRK1UaxSuvQH39Ek6z/+K0k23kNu5C+uii8VELREi51fQbNB+7hnCeh21VEItlmg/+Rj60AhBu4VsmkS9HrJhMNi3B3PZcnqvvwKAP3GW1uMPo4+NYS5dTthpk912CblLLiPs9Wg+/gj62BhyOkNs2wKYMxATFm1khNh1kA2TzNbt6KNjGGMLkVMpyrffTffVF7EPHcRcuhytUqX+8P2Ub7kDSdXQR0ap3PXxRJBB5+UXREatYeCOnyUG/LOniVWVysc/Q/PRh0BWMJctx1iyjNbjj4AsM3j7TXI7d1H97JdwjhxEH11A7503sfftZeSPvwHwvgifoNNB0jRS6zbgHj9G7LrIloU2MoacSpPZshVJU3GPH0MplTGXLhd5rJqGnErRe+t1YntA2G6jJJZnkughNZen/dSTIipnYpyg2RDCWJJpP/lz9JFR6j99hvJHP4laKOIeP4p35hTqyCg4LkqxSOvxn6EPj5LbddX7mheybhDKMu1fPEF6w4UUb7kV+9BB6j/9Mf7UJLnrbiB3xdW4Z04RzM0Rdjuk11+IpJtkL91B0GoQNhPCY7WGlDLfdw9JskTk2GJ6HUZADJL8X81QlmQZv9Uk6naZ+4d7cE+fIhr0yV1+JYUbbyHsdhi8uxslY5G78hrsI4fQhobf72gIQsof+7S4D6enGOx5h/6J4+iXuigplU8OlzmcWA8vy2cp6CrH16zn/zwxzo2VIi+02nSCFhIBKdnkja7M74+NcImVwYliXCXmugWFhJ4aU9RUNCAOQ/xWC1nVQJZwe13stMUhx+fpRocvXLYLb3KSeHICKY4pXXYF75oWo57PspTOOz2HF8IQTTYZCmX+SBFxIw0/QEsONlcWcwRxzDJT7Beut9JEwHfOTrMibXJ44DCIItKJi+GAG3L1ZbswTp7APnkcJV/AunQng9oIXhC8L48wp8oQeMwlghYEYRhN562+zd9O1onDGCS4qiTE15dHq8z4Ab9qdpn2fKa9gBBBpH2t0+eNTo//uGSUB2Za2IWYbYqCocicdT1h4TMNXu/2qXsBJU2lgJhc5hSZh2abuImFd2chOw8l6UcR7/ZsCprI9zzpiB3WO2slpEQ4Lk+ZTHs+qzMmr7R6fKvRpqipXJA2ubKU57lmhyWmTkaR2eMFfHSohCqJ/derS3myqkLbD/jJdIPp5GC/JG3yVrePIcsc6DvoMqzO5Hmi3ubDFY19vQGKJPFWR2SqfmPxCJok8Uyjzc/nWoTEbLEyfG2sytONDqvSJjlFYUjX+f7kLO0gTAS+yudHKpx1PEYMDQUIEOYEWRLTvweSGJdzh9WTjseM5/Op4TJPNtrYYcSSlMGIofH9QYorL7+W8tZLsPbt4SLfZ9nKNfSiiCAWua0/ma7jx7DS1NlVyvN0o82M57Mjb7HQNDg6cNiet5JoDQk3iilqCmlF5peNNktTJpuzGZ5vdRMAksStlRIK5w6weSZdn7OuR1W3UJGo6Cpr0ymWmcIC2QwCBmFERlEYRBF7e3225az5HGBNkjBkaR60VFSF1TxC3CMyAiL14+k6hizzZ4tH8KKI747P4iVC8blmhxvLBfZPzmEqMmlZQkmo4B+tlbGjiGpi5350rsmIoREDWUnBVCSKmoiEuqKQpWZo/NVZ4fRRZInnmx2uKgphPuv77O/ZPF5vsyJlcnetxL6+jZtAyYykUXBhNkMUxwQwn1lqyNK8/NQkkcV6a7XI303NzeeyRrFwIjSCgH4oQFnbcxY78hbPNjqMmTpXlXKJ1V3GjcX0vqKpTHg+b3f71HSVywtZzjoeQ6bGZ4crPFlvMecHrE6b3FgpEMcxu4o5CopCFMcsMA3OOC4BJLu/MssT+7+XOBouyqbZ3R0QJI2RcdfjrOuxNpPCjYXgNxWZnKIwqmssMQ0kSexTXpzLsNFK48Yx057PE/UW057PrO9zWd5i3PGIYzHF3dN3OGm7LDJ1PjFc4WB/wJ5EYImmkegGRclnyIzvo0oSteQ1rPsij9aJIrYWsnzr7DR/tGCIfhhyXbnAC60uLd9hrZXiYlPY8/f1hQtMuA9EFFJOFe+Dpu+zs1AiJcsMJQ24ycSp4icN0iiO2ZIVkV4SkFNklqZMSrrGyPlNA0mikqwWAHT8gKquMXXejuyIrmFIMvfNzWEpMb83qqBINhFdBqGJpOs0/JD3FrJEjbsegyjmN09879WRgSPo0pFopE57XcqaypwnIF/fn5plazaDKsuMGBoHkgixGNHYqugqi1O/e6q6wDT40miVfhiJRqKqzkfRXV6w6AYhh/o2KUXmmlKe6m/JX/+g/vXVB6L2g0LO5kiv20D/zdfnf6YUiij/zJ3af1xhp81gz9sQx5hr1pFauZrZ738XJZtFSqUp3nwrkeOgFoq/dff2XMW+D2EoMltHxsDzROxPGDB46w3CVpPCzbcR+z76yCjusfemsAJ+BO7J48jpDDN/+x2C2RnCbgdj+QoqH/80+tgCVCtLZBhktm4nbDdR80Xsg/vQFy8lDkNSGzaSOs8mqRZLWJfuRMkV6L70Ap1f/YL05q2kN1+EdK6Lb5jIhknQ6aCYJo0HfwpxTO7q69AXLgJNo/vir8lfda2I0alW6bzyEs1HH4QYlFxexPUMBkTOAOfoURHfFIaYa9bh1+u/kbkaBz5hq01uxxX0DJOgUcdYuJj8tR9Cq1QJ2i0ym7aSWrcR+/BBem+8TmnhIoxFS4gcB+fIITJbtjE4uF88BzOFUq6QWrtekIgLBTHJVRVKt91F99WX8SfOip3cThvJTNN6/BFKt32U+uwMUb+Hf/oU6fUbIYbyXZ8QZGPPxT19ErVYQsnlMdeshf0RYb+PuXwljQd/Suz5SIqCpGm0H3sYc/EyKp/8PMH0JCgK3sQ403/5/1C6826s7TtoP/EoSrFI/vobkVSNoNlAUjWUbBalWKZw/YfpPPsLcRKNY9IbN6EUfvu97c9M033zdbyTwoYvZzIouTydFwS8SymWKNx4M9FgwGD328RxhHXRxfOiNnIc3PEz1O/9EZFtYyxeSuGW2+DdPRxA4v7ZJmVNZYuV5tK8RVlX8cOId3o2bgwXpFV+3ZzBidwEcOQhSSFBPISVURm3XQ4ObIIIPjFSJqsoySEp5gnHEU0ke0DBMMg1G9irVvNSq4sqw6uqSen2j1HzPVBk3pE13nRDrvV8bigXaIdNpl2PxabB9eU8/TDg5kqB1zt9emHIBivNlmwGXZLYlE2jSxIyEt+bENNSLxJ7ay0/QNc1NAmcOOJwusDGL/8exX6f6Sjml6i8NdtmYXfAx2plKrqGIkmUVA3NMGjKMmEUkZZlsqpCeNHFPFFvEwXJyDCG5+Y6XJhN0/ZDXuv0OWY7XJA2qekqM56AOZkJVXfGC6gHohu/ImUyrMhExOzpDbi5UqQdBhweuPhxxO3VEl0/4OG5Fv0wYszQuK1apHAewXPO9zFkiSAUNtgIOGV7HDcc1ltpXmn3GXc9duYzvNPt81ijjYSINnq3Z3NxzuKPFtQIY/jRVJ1+FLE1m2ZIU6kY+ry9sRdGTCeHyBh4ptFhR95i1NDRZYkY+PvJOjJQUBQ+NVyZz78tqioLTYNfN7vs7zvIEvgRPFJv8cXRKhsywjI64fp8feEQg2SidM5GfMbxODywkZH4zEiFZ1tdMrLMxXmLqqay3DTYmrXw4og3On2O2S5OFFNRZTZbGZDgna6IHwqCgCP9AV8ZrTK77AI2xD4/abRpBCGX5S1eaHfRZBk1jrmkmOVb49PkFIVZP2Bvf4B8niAYM3ROOx4Bwj69LZfhW2dneLYp9uuuLGTpRxFFVeXVdpd3enBrpcikF/DAuSYFAh60OKXz05nm+7+7YmHrTskyx22Xywo5RnWNVhBwZ63Ii60eYQyDMOQTQ2XOuC5eFLPENLiulOPZZpc7qkWWpky8MOSNro0dRyhIiXAOOWG7886BpWmDIIrxYzgxcBgzDXpBiC/H3FUr8dPpBq93+5Q1lasKeeY8n7VWmpqmcdr1yKsKWgJ3agURj821+MxIhb+ZmENOqNHHbIfmtM9Xx2qUNZUXWz1+1RL52idtl1uqRZ6stzg6cLgiiY3yErjOkC72mHVZYkTXORG6RIidcDuKqKgaGqK5UdM1Hp5rUtA05GTvfdjQafsBj9Vb7O4N8KOYpSmDO6olUopMWVNZn0nRCSMkIm6qCDDXob7Itb6mmGckmZCtz6Q56bjcVSuzp99Hl2R25AUIaZlpsCGTYn0mTSWh/J4Z92gGYl/3grRJOwjZaKXRZYkFusambAZdlniz06egqqxMiabOWcejEYbs69tECfFdSt6FP51p8LWxKk/U2+zpDZL8XIdTaY8by3kG5zVAsopMN4nfyakKnx4u0w1FVvblxSwvNrtMeD6X5i0enm1Q1lTcOCalKHx3YppWKFwJ4w0fo1xgwXmTwnOA+XP24NuqRdp+yCNzLSxFZp2V5ul6ize6A+6oFvhItcgDMw0enGtwXbHAh5cUUJA4Ybv8bKbJVxbU5qFLv61ymsrdQyWerLeZcD3GTIPrSyIWS5ZiduWneLl+P17ko0gaN9buoiFvoKKrqBKc++gGWJFKkfsnKMdHBsIG3j2PBH7ScYnimKyi8AdjQ9hRxIznc0OpwP6+My+4L85l3netflcVNJXCb9GqJU3jriHh8pEl4eo4F8H2Qf3rrg9E7b/R8udmcU8cIw4jzGXLyV1xFWq+gH3oAGqlSvayK9B+G8H4n1OyNJ8xmr34Emb/7nvEvi8Iwc0G3RefJ7Xign/y10hA5WOfJmjUUUtl/JlprC1bIcnAdE8cBz8QlkvfQxsaxjl2RDwEMwWyjFYbpvPS83hnz4jooGqNsN1GkmSxl3n6lJj+XbQNZ+9u6vf/BFnXcY4fo/faK9S+/Pvvf1CKQv+1V4CY8l0fA0kiHPTeZ90+V87RwzQfuo8wsQQ73/0vjPzp/0Lp9o/SeeoJmo89Qn7XVSiFImo2h6zpRI5D0KijZHPCdjw5QeTY6LUh8tfdiHvqBP3XXybq9chcuBn7+FHx7wYD6vf9GElRSW/eQnrjpnkR5p45RffZZ/BnZzCWLCW3c5fYf335BfrvvImkamQv2UEcxwx9+fexjxwSP7v0MtShYTpPP0Hn2WeQTAPimLkf30P1s1+kft8/oNaGSK/dgLF4Kfbhg0imQe1LXyXsJLu6+QKR61K//ye4Rw6JRoUsU/3slzAWL6F0yx14W7fjnjhOatVqui+/OA8Jk1NpkTmsKnSe/xX2u7uJPI84yX+1979L6e5PUvvK74vmiCTRfOxhnMOHUCyLwoc/gpLOoI8toHjzbbgnT2AsXIh5wRrU3G/2iaMoovfGq0T9Pt6kiMqO+n0Uw0zsyBMo6TRhqyWimAZ9zBUrkdPveZv8+hztZ55EUlWII9wTR+m9/ir6Lbczkitwi+kSxbAiZRCdu2eSGIYA0KQBK9Mp3uy6ML/P45JTYnphxD1TYscP4FetDl8YqZJXZLblMlhEvC1LFFybbUqMMT3JFBJhLJFWZMZMnTlZ5j/1XKqajCaJqUxNF3tPV+QtZEniyMDhW2enyakqnxouowFr0im25zJYyWQ1g3iNZj2f2cTCeMx2uK6U5/DAJk4MlttzQrj/ahAQmxbPN7u0Ahc/FrmNF6QHpCWZDdk0BU0lVyqy9JIddF9+hcCO8OMQPVcgaNlIMkgy6JIMiQjzg4iKKvYxn2m2uaNa4v7E7paWZa4vCaowCAquHYWARklVcaKIv5+aY1cxy2X5HDVd5fV2jynP5yOVAgtMg5Qs/cYBbJFhzNvHFUlCIuaCjIjS+cl0nbOuTzuxwbWCAFNOojckiV4YcnBgs6uQ5cGZJo0wJIhiDtsOF1plspoi4miCEE2WGDM0Gn7IeitFTddwwoiaplLUNdpBwKq0wQJDZ//A4edzTSLEvfWhcoGsqnBk8F70jCxBRpE51Lfph2JSdGetSDcI6Phiwm3IEllFYcbz+fRwhTk/ICLm6wuGSJ2L3glCIiTum2mQUmSuLuZYnTIpqgqP1FuMmjrPNjr4MThxjKoq+EFAPYg4i8LaBaN8OI4ZdzwWGAYvdbq4kRB+gzDCiWKyCuzMW2yw0lQ0lVfbPR6ba3F9Oc+VBRGLdEE6xVudLoMEnPVfxqf52liNx2ZbdKKQbhhR0VQ2WWmeabRRJWneOr+nN+DCbHp+r7mfiI8zjocdibipTw1X+O7ELClZZpGpcX2pwCYrw9GBg6lICeRK4YujVQZBhIHErmKWR2abPFFvc0nOwoljmn6IlTRS7FBk495ZK/Fqu8ePpupkFAVdgs+MVPm7yVmaQYgpSWzKZri1VuTyQpaTrscTjTZOGPHnS0YZMw0qkUpN0+hG4bxtd62Vmp8GdpPr4kUxG7NpUom9/umEWtwIAvYObDKKwudGKrSDCBmRp3zCdrkgY7ItZ803dD5UzvP3k3M0AgGBu6FU4JTjklIV1mVSzHg+xx2PTs/m8oLFsgSqc8R2eKs7oJWQwyMbVqVNTndcTrs+G7MpSorKk802dT9gmWlwcc7iYL9P2w/53EiFnCbs4wf6A0xZZlVK0JqnPJ/FpsFNlQJvdwc8ONckI8tcVcrxjUVDPNHoUFY1Rg3ROBsyNHRJ4kujNQ7bNn8/1cCUJTphxHcnZvmDBUPs7zv0wpC7qiX29wdiuq+pPDLX4twH9ru9wfzncBiLBtmt1SJbsmkO9R3e7vT42liNe6bmmPMDPjNcFoIw2ccP45gvj9ZohwEnbJdrSnkkYH9P7HRqskQWWTQKFZFRfEUxO/9envUCNmRSnHI9Fuo67SDkhXaXrdkMy9Ims75ofrzbs9nbt8nKMp8cLiMhIH+PzjbZns/yfKuLLr03mf9dNWzo3Fkr0QvF/WypKk7gsysf8fT0QwSRgyIJBvjezmMU9IVYSomvjNb4h+k6rSBkdcbkjlpx/nvkt1UvWa94M2ETnKvFhs6biVPl+5OzNIIQXZK4u1bizxYN0wpC9ARYOGTo9IKQXgIsLKjK+6j8/5wyZRnzdwj9D+pfZ30gav8Nlj87zczffY+oJ7qKcipF9bNfEvuRW7cj67o4lP83lpovkN2xk/YzTxMHIbHvI1tZUBSQJZzjxwQBOQH+gJhwibzUNLKmE9oDuq+9RO/Vl/Hn5iAKKd58G71TJ8hs3IScyYg4IFmCcpXC1R8i7HZwTp8kbDRQCgXMlavQhkfwnn4CiIkcGxxxyPPnZrCPHiVsNZANA7nXpfPic8S+RzAYCBqwrIj/bjaRM2kkTcefnsI+uI/sZbtoPvIg/uws5rLl6JUanLejGSU5p2Gn/d6FURR6b7xG4fqbMFasILN5K1qlgqwbSFdcCXHMYM/bGMtXUrj+RuoP3U/51juRVHU+ekcyUqQ3b0M2DLypSYyRMfr79+KfPYO143IxJd+3l+jlFyGKSG/czMz3/gpv/CySYRD1e0SDAZnNF9F+6jGUjEXo+7SefIzqZ7+Eks1R2bpd3BeKQtDpYB8+AIpC7HkouTxR1CdstzBWrSF36WX49TlhMR8dQzbTaMUiWum9a+FNjOMcOkDYbhP7AhTSeOQBap//Ks6RQ7gnjmMsWSp2LcfG8CfGkWQFSVHQqjW0ag1z+XL6b7w6/+8B1EoVxTRR88MC9vXEowzefhOA1Jp1DPbuQR8eYfqv/xKtUkMplRjs24u+5x1qX/zab9C9Y8/FPnYEohhz+Qq80yfnf35u53b2h3+LPz2FNjRM+c6PYyxegnwe4j+oz81TmuV0GsKQoN/nVCTxi3pLRIFEwm75jcVJFrEssy6TYkhT6QU2F+dCJAocs/uUNIMbyzmyis9xJ5o/SIGYwrzS6bIpm8ZSFdbYXWpTp8hXa0T9PlMbNvN3k3NMJ6Lz7W6f/2nRCHfVSpy0XfKqyuUFi4O9ASOGhh3F/M3kzHzERhCLfb+MLHOgb3Np4TddFaYsM6Jr9MKQIV0j7zr8h+ES445HMZNmAPzvJybYmBW5gjO+T1FVabkeeUOn6iiUA4W67WENyUiKgX7hlaTyK3HPjKONLcSe1FhdBpvBfB7sqKlT0lSO9AZUTZU/HquR1YRQ/cOFQ5iyzKTr83K7y5Qnnr8uSWQUYevtBCFfXzDEjOfjRzGjhsrRgcOLnR5ZReGhuSa3V0v8ot5myNC4q1ZiOOn+13SNWytF7ptp0IpDNloZFpk6sSRx2vVJJaTkCddjacpgwvVpBQFOJKJfNltpnql3ODBw6CeCpKSqPFVvsqOY48l6m729ATVdnQfbPDrX4mezTZYllt4IYbPbWcgRxhHfnpidf00ODVwKao8lhs6ytMkh26EfikxcS5HZZKXpBSG314rzMJgvjFb5+VyTWV/kNq630nwvIdVeVrRYnjLJqcJu/Wa3z+7egLQiY4cRT9Vb/MnCYfwo4uDAIaPIVHVtHugDEpKqkjV0XD8AVcVMoFx2FLHIMGgHNkEkJoCaJHFjOc9px+N7kzNsyqT5SLXIa50+e3oD1mZSjBkamiyx1kqjzjYJYhGhMu359OMIO3ENaLKEE8X0ghDOO7zHCPvqDeU8dhRgr9SqAAAgAElEQVRBLPFKp8vFuTRuFBETs85K8+dLRumFESlZoqJpHBzYPDzXpBOEGLKMKku82x9wbTFHSVf49pkZ3ChGluAXzQ6fH63yZqdHwxf2dk0W+8f9MOKVTm+eTr0qbfJMo40dRcQIkNIzzY54rWMRGzXu+qgSOImtVZHgI9Uij9WbdIKI9VaKD5XymIrM1xcO8Vqnx6TrszqdYp1lUtY09vdtrGSanlVlKqrKII64f6aJJMF1pTwjukpVV9mes1DPEwKLTIOvLhii4Yv3TC8Mafghnx6u8MhskwMDR1j4VYUzjocbxdQ9j0N9GyexmitJrMzu3oCyquLFEU/XO9xWLZJTFCZdn4MDh4tzFpflLHKawqvdPitTJnEcs7dnM+cHrMukWGel+ZuJWXYVLIqaxgOzzfls4SO2y/+6ZITPDlfmr+n507aqrvHIXJOiqszvmCqSxOudPo0gYM73uX+mwVfGqlQ0lSfq4ns8ryri8/E8sRUiDtJRHLMiZfA/Lx5hzvcpKBLfWDRCFMMJx+WI7RLEAt6mSxLv9AasTBk80WhzWd7iplKeTiAEoypJpGUZSxH3bE4VqyAfrhR4rtnh7a7IygUJOYanm22uKubohiHfn5jFjiK2ZjPcVCnw46k5ri0XmPMDjg5ccqrMpfksL7ZFDNGOgkX+PPiVF0Y0goBeGJFVFIqasJBPez5P1tuMOy7DhsYN5QIZuU1OcYgRjUyJiKJq0An6TLh9XmrH3Fot8McLh4hicOMI6Tf7//M15XrcO91gg5ViuWlghyG9MGKTlaaoqeJ3RBGNZLd+oaGRkmV6YURZ0yioYr1k1hMQwDOOhyaJZtMleWueuP9B/Y9bH4jaf4M1eHfvvKAFiGyb3huvUrz5tvcRYYNuh7DZFJTdUul9YJ3fVbKZonD9TZgrLkDSdQGFUVSifpeoP8BYshTn+FFazzxJ7bNfJrL7tJ55mmB2msz2SzGGR4l8n97rrxJ5XiIwZdrP/oLSLbfTf+M1jEVLhEU6X0DWdfxajchzGPrKHwjIUb+PNzMFkkRm80XY+/e+9/gyFubylfTeeBVZN9AXLGSwfx+yYYoJcxQinZsydrvM/vgetHKZ3BVX4hw7Qu6q62g99ghhuwXE9He/haRplO64e366HbSaqIV/NA0MQ5GVOujTffF5Mpu3EnsefrsNsoK+bAXGkqWEvS6zP/iegD7JEv03XsWbmSbsdhj+vT+m8fADuMlEOrvragrX38RAkunv3Y1Wq1K+7S4xcTZNvImzRI6Dks0h6TqR52Ef2Edm80Uirsh1UStVwnabYG6WOPBJLV8x/5AlTUXJF9DKFUK7L4RtoYCxZBnm2vV0f/0svVdeRCkUKVzzIdwTx/AnTfSxhaj5fHJ/DUQm8XmCNLVqDe2nHsc+uI+g2aTz/C/JbNlK/kM30Xr8UcJmA6VYpnjTLailMul1G+mveB374H6IY7ShYbKXXDZvXw97XZwjhwBQikVkw6D52MMUb7qF2HXxxs+gOo6IIopjAXE6T9QG/R5xLB5X44F7qX7m8wTtFoPdb6MWSuR2XY03PUnY673XYNC0+aZMEMWccV3MXJ5GEJCRZXRNR9IltOXLWV6tMCbL9IKQA32bz41WseT3+uNDusY3Fo3QC3uc7r3IGlNjW3YpUTxNXnZIq4tQpQEpWSaMRaRBmEQhnAus11IZ4jdfY7LZIH3hFp43LDQtlWQzioP+7u6Aa0s5ri7kUGURXp+SFWZ8j6MDdx7AosliL/WM47Etl2FlxpyP6zm/sqrCp7MGnVOnUE8dI5UvEIchSw+8i/LZL/PTuQ4BMO54XFfO81q7RxjHlFWFT8VFxn/Y5lA9INBBvb1CZbHO+D7Y+7M0qcJqBs8FILW46s9q5Asqb/X6rEigLz8Yn+Wj1RJpTWb3wOZn9RYZRWZXIUdOVVic0nmtI65NXlW4uVJAlSQenmvy62T3cnveYmchy2vtHlVN408WDvPAdIMRUyOnyoQIWM4T9RYfH6pgKjKmIrM9bzFiaIw7Pmdcl2caHe6olUjL4kBa0CS6YcgS04AYdvfEa3dlMUteUYiIcaOIvKKwImWIAzfw8GyTFxML46wfMGb06CVT1bKu0gpCfjA5x221Ig/PCjLutnyGS3MZXu68B4k75Xi4MWzMpHi3N+CVdo8IuNBKERKzMpPiuxMzTHo+piyTk2XuHCrzTKPN9rzFkYHNUdtFkySebXYZ0jRWpk2cKOZA30aVhKjSZUkAm/o2W7MZSqrKgb7DzdUiD882aSciYqOVYS4I2ZzN0Asj/npimjCGs67PNaUcMXB4YFNQFP588QitIOTxfpuMrHDC8TjjNrijWkJCWH/tKObbZ6f54miVP104wjPNNitTBktTJi+1e5Q0wS2VYpCJWZk2eaPbJ51kkOYUGTsK+XWry5ihU1RFA+G5ZoefzbWo6Ro3lQusSJsMJ8+h7vm0gpBmEBLEMW4YkkGmpIrDdFYWAsmQBWV5zNAhjvnTRSOcdl2mHJ+1VooojhlEwnkxrGvISORUlaN2H0WSsJPpUoyIYjpmO1ySszhuu4zqwp7eC0LunWkw5fqsz6TmLeumLBoN+7oDKqrKIsOg4fs4YYxuyCzQNb6+YIhnm11BJzcNLslZpCTx2I/2BY15WRKxNOmI6KrRhEJtyTKdRJCttVKMOx6dIOSI7QqYkx8QJOLOjmN+PlVnWcqknwgkP45xophFpsEpRwCzgjjmeBKPdcR2iGJxX835EfdONKjpGkoZftns0PADJCSeawvr7s5Clpym8HyrSyYhH4dxTDcMOe14TDgeK9ImDT/grOMzYmhUdQ07DEX0U9J4MWUJQ5LJqjLdQDglLEXhQN9mR97itONxRUFMSjt+wHWlAvfONObfb5cWLBGjBdwzOTdPIq/pKtcVc8x54rqQPF87iqj7PhsyKT45VGbS9TnpelxoZWgEPgsMnTMDl9iP0SS4Zig3n1m9LGUw5fkc6A2o+wE3V4rzcVcPzr5npz/quBR6CsvTJv8wXedPFw5hILPA1OkEAesyaVamTRYY+vwUM4hEXvWjs00h1iW4tVpiVdrg/ukGZ13xHd4duLT8OnfVoO2fZNQo0AtbSCjYUYgiFRmEJmOmzlHbZYGh89Bsk14YUVQVvjJWe99KB4jd4ifqLaY8n9mGz6Zsmj8sDqFIEuOOR90P+MpYjb8en0ECaprKDZUCP56qiwmtLHN1Kcf2vMVzzQ5nEtK2H8f8otFhecpkceoDUfs/en0gav8N1vsIuUmF/b6w0CZf4EGrRfPRB3GOJnbeTIbqpz43T4f9p0otFLG2bCXyPCof+zTNx35GMDeLNjRE7qpraTxwL1G/jz87TeelF/BOHSe1/kLwPCb+7/9M9VOfI2y3kDQ9saNKAn6UsZAti+zOK1ALxffig1yHxn0/EX8OQyLHFjuNCxeTumANhZtvo/vSr1HSaXJXXUf/nbcYvPOWsDaXK5Q/+klYu4GgXgdZSqJdqmgLF5P2fZR0hsG7e1EKBZSMhXvyuMikVRTUUhn7wD5BeI0iUDW80ydJrd0gJs3TUwAYy1aS2bSZsNunfMfdAMz9+B7cM6cwli4nt+tqYtel9/orBHOzFG65g86zz2AfO4KaL5Bau4HuC88JMJKsQBQSBwG9N16l++LzhM0GzuED2AcOUL7zY8RRBGEoCMm6LoBJfiBATed1SyPXQVJVFMsS08XzSkmlyV95DXMT40iaRhxF6AsXoVZr9F59ic4zTyEZAtg1+4PvUf3i12g+9jDm0uUUb7mNyLZRi2Uk4/0Ap9QFq5n5m+8g6fq82O2//SbWJTvJbNxMas1a5FR6HiCmlSvUPv8V/NkZ4qQ5oJYr844CSdeRraywWJfKDPa+I6zD+YJwCISheJ6airlyFUoulzx3F+fkcdpPP0Hk2pTv+BjWtu3M/egerB07Gfl3/x61VGZwcB+th+6HMCTstJGtLHH43tT0jOvyf5ycYLuhcumV1zLz3C+pEZNdtITg+pu5Z6bJ7r7NAkPn40MljiV/PleGIjNq6Dhhnpr2YZr+WfrBFKOpFeS1YUBiVFdZosp0HAcUBUVTuaaQJZN0n3tWFu78BPGvf4mfSqOm0sgRVGRxmIyI5w915+8HDRka6cR2WtVVZlwfxXVRo4BUxmKllUaWJGY9n5KqopwnxiPPhZeeJ37tFXzXwW7UsbZuxxhbiJdMQPj/2HvPYD3LM8/z9+Tw5nCycs5IIDKIHAwY2tiAsTFgGtNt9+x2T9fM7nZt7ZZ7q6Z2qnZ6q2Z7p4Pb7dDO2ERjkMlZBEUkkFAOR9JJb05PvvfD/eogHNo9NR9mxstVpS86Ou959KRz/+/rf/3+wFQoo0ZuLOX4oNPjUivD6cdbdGZCYiDyBHueqHHpVwaJ/ISwK/+AvFXr23oMX2Oy1nWoBBHfPjlNWtX4sNIlkzV4eLI6S5Q92pvhj8cGUVG4d0R2aoy+Be2tRpu9HU/O6gp4tymFztZ+J2yla3PXcInX6i0m/Yhri1leqjY56Yd0EwmYAQmgGbNMNEWlm8TcNlBkvmWyLu2yt9NDQ+kLlIRPlXKsTjs0o4T3Wh22trrcM1Ti4nyGSj9Hd3erw/m5ND+a7BILgaJIsVgyDHa15UZMLYzIahozcYKXJMRC0E4SXq42+dxQiT3dHutSLpYqO9K5vihf7tqck3aJgcNdjx3NLifNUEKJDINektAVYhb0VAkj9scJjirJsELA1laXo56PH0shXkq7FHSd6SBkbz9aJ69r3DNS4uHJCtubbe4YLKIp9Oc9pR37QLdHPYo51gv6tGB4fLrGhrTLQ2MDxELh2UoTV1epRZEkCKsq02HEK/UWI6bOpfksT0zXaMUJB3s+l+YzzLNlvMyxns9C22J7u8PqlMNl+Qz7Oh5r0y4pXWVv22ORY3FOxuVbp2aohBHbWl3Wp11cTeFUIKNbQgE/mqjwtblDDPYBMbUolrAiy2DcD4mF3Jj4VClPSlN5qlLn3uEy21sdmlHM+bk0D0/J+7Ks63xhpMRPJypMhBF/OneYJY5FK07oJjJiZ3XK4d3WR7+bVWChY/JqrcmmfIbFtsU9I2UKmsYxP+DtRptIwHEvoGRofKaUpxpGzAShfJYtnffbPd5tdTkVhIxZBp4QTAYRS1ybmTDimUqDWhhxfTFHJYoZ74RSWCJQHZtvn5oiFNK6vi7tclU+QzOMyOoq/3hyivtHBkjpGqtTNttbXRLkv72qmOUnExX29XwWOhbnZly2NztkdI31WZeMpjIdSJK6o6mMWSaHej45TZJrhy2D752eIatraApYqsoJL6Bs6kRCkERy7vKaYpaTXoCtKfgJsxmmIAnKf39ykruGSuR1jcemariaygOjA/hJwtqMy9ZWB79/j5dNjYIuQVYK0IxiQD7nXxkb5M1Gi9frLXK6zoOjAwwYOke9gFHLmH2PvlxrzgpakBtijShmbdrh8RnpgDlTl+YymKrC356YkjPJLZ0xy+SuwSL3FEqciD3qRIxqJp1nOrSu1HEGdbY02mw9awPrR5MVvjBU4q3mR40KW1XRFdkhXp9J8amSznEvYF/Xw1QVVqadfhf24xKgFkVsnqkTI23oG7IuQSIdQq72cZPydBgRigxHOttYn7+eHfWn6UQdXG2YcwufxRc53mo1OdiV+bpXFbK8Xm9Ri2K6SfJroKhenHC6H1kWA9taXba1utw3UuaSQgYdOb6xLGXTEwlX5qWrpRUnDGoqEVK8LnPtWUF7dp0Ogt8Jj/qk/vuvT0Tt72H5p0/i7duLf3Kc1NpzMObMxTyry+quXU9727tSgAEoCumNF/TzV1v0Dh8k6Xbo7NiGYtuzgqD+4nMUb/2sBAOZJnouj2r98y8J1TRx156DPjxCcOIY4fQU1cd+SlSZASCqVsldeTVxc+NsR7b8xfuIez308mC/W6lCkuCsWEPv0AFSG84jCQI5c3nm57gpMpddgZbNIqKY4OQJevv3Ek5N0nh+MwP3P0TmgksQqkJ3x1a8QwfkfCfSMho3ahBFlL9wL6233kDPFzDH5lJ99GHsRUuY+cF3yN94C/aKFQTjJ0HX+zRdiFtNzKER4maDzo5tOGvXE05P033lRQa/8jXCqUmEEFhjc6g9/SS93bvQ8gXspcuxFiwCVcUcHmH6W3+PmkqT2nAe1oJFWPMXUt+8Dy0lI32MgUG8Dz9ARCGKrqEYNtb8hTRfeRGSBH1gEBGGKKqCXh4gaXeIWg2yV15D49mnIREolkX2yqulYCwPEM1Mo+g69rKV6MUSer/zeHZZ8xYw9JWv4o+Pg0iIm01EFOH1wVyq6/a71uAfPYJq27TeeIX0hRfTeOVFRBQxeP+DVJ98jKhWwV21VopcTfv4LLKiSAjY+++ROnfjrxGx9YIkYMe9LiTiY6CsxA/IXn4lE+/tIJqektE/hkH3/T2U7vwC9WeeAsBetITCLbehuSkAgolTTPw/fzUrrE/91b9n5M/+Dblrb4A4Jmy35b0aRogoQnVdFNPCGB7BHJtDODONYlrs9EK6QchLvk9z3lI2PbBM7v6Xy3x3SkJSUBTG/YC/G5/i38wbptInSs7+/1SFtKqTpkjZKgLrZr9WCyOU8eN8AdilCVoi4jzXYU6vQ5SEqLk8B7o9jhk27jU3kY1jzsmkeX+igtOfJUypKqtT7qygDboxvXqMn4LnO032dLsMaSqfDTr4r72E324xuP48Tixbxc+6IaaicE0px8ZsCru/sx83GrS3b0VVINJ0KJbpHD3MyPU3QbfLvcNl/o9jJwkSeKZS57yMyx+ODmJVY14dr5HSDDpxQl7XIILQFxTmmZiuStAXtbqhMLjS5ZWgy/O15kfPvIC8a7CtI4mjZ5ZcoRAc93wWOrKrleGj3fkDPTmPHfdvu2YUc9zzKRqS7Hmw51MNIw73fF6ryxm1dRmXRhRjqx9f1BmqylzbZK790ebEreU8a9IOJ7yApa7NXMtka6vDs337YiuOWebavNls82KtST2K0YG7hiT0K6drNGMpngSSLjto6Oxod/uoAil2NRQiZCRIRlMp6Bp3DpZ4o9EiSuDaooOiKOjAga7PIc9jJohQFNiQdvESmdVqKApGf1PE71Od32q2SWsaXxwu8VzfEmspCrvbPdpRzINjMsbllBdwWUHmkNoKVMKQlK7z0OgQnT5Ft6BpTIURsYA3ay22t7t8frhEAn3SsDyGY17AhrTLL6p1jns+N5XzxAJafXFtKgpzLJNTvs8pP2AqjDAUZbb71Ypl11UFNmZTnJt1GTAMvnlqmokgZHO1wZq0w+eGihR1jf/r+Gkq4UczkTvbHa4sZHBUGZvjJwmmolAPo1lRa6oKr9fb3FzO98VKxKqUS1pT+dapaRpxzJ5Ol7uGyggh+M7paRxNoxsndOOAR6aqrEg5jMUxU0HIfSNlfjxZnY2tuSyfIQZerjUxFZVri1n2dzzWZlwW2hafLuc50OkxaOp4cYwGjFomny7nGbFMunHMRBCQM3QiJHxqZdplmetwKgg44Yd89/QMhz0PFYWby3kZf4ScfT4Tj6Up8EHX477hMgscizfqbQxVYXuzw8ZMipfrbebbpuxAez7jfsAix2Zt2qUeyTEEPxGzXdCfTla5tpjj/tEBhkyDKBG8VGuiKVK4n5txWebafNiVRPgr81l0FPKG3Mw+k9N8hnxtKDKbdnnf4RCbglUphx9MzEiStKqwLu3gqgorUw4Huh5zbdlpPuIFvN3ssDpl83y1wQOjA4z7AbaqsjblsKXe4mtjg2T79PGUptJLBGlNZV/HI6frKMATU1U2FTKsT7voCgxZJo6qUumPegggEAntKOFkELLAtvhf5o/yTKWOHws2FTKz7waQThIE7Ov02NfxyL4fc/DZJuWsQXCegr7RYnfQY15gE/aJ22fmqNtxQi+JOSftsqXZQUWCqhQFzkm7XJHP9GOFIlakHJ6aqfNyvUVR17htsMASx/7od0Ii8PuQvSuKGR6ZqnLSD5lrmZyXTbEm7bCnn1FuKAq2ZqKrFntbr7AkfQGD1nIO9lwmwjSv1Wsc9QLiPiG+EkXcOVhiR7OD9RugS05/Y/fDPsn4zDs9rX2UY5tTdT5VzKMiORFTQUhO16iFEQVDx1IUIgFjtjnLejhTw5/Qi/9/UdrXv/71/9rH8F9c3/jGN77+0EMP/dc+jP8mKpg4zcz3vk3j+c34hw/SfusN9GIRa96CjwA8bgpr3nziVgs9l5Nibd4CABqvvkh3+7soqkZ39y6E56G6LkmnA0mCvWQpIoqZ/s4/oKgq5tAIyj+TNwYyJkVLpfAOH6Ly4+/JzxICZ/VaSBLMeQtov/Mm9ad/TnfPezIvdOEi7PkLEVGIli+QWreB9AUXoRdKdN/bReedLTgrV8+Kk8T36e55j9pTj9N+ewuKYVC+64s0X3mRuFHHWbESNZUiPDVOcHKc1Lr16MUy3kGZT+uuP48kDOjt24vwPZJOm/ozPyc8dZLUeefjfbgX/+hhMhddRmvL69gLF+MfOzK7MVC64256+z5AzWSxRkaIu13SG84jmp5GMU3QDfyDB+juea9/TjTC6WnSF1+Ks3Q51cd/RlStQBzj7dtL5sJLsVeuIqnX6GzfKq9DJos9fwHh9LSc41Q1eR3rNUQYELfboEBUreCsWMXMT76PNTpG+oJLcJYsw5w3n+Itt9HZtZ3O9nfJXn4V2cs2kbn8Sjm7OjRM0mwQd7uE05N4H+5DJDGqaaIXiggB1Ud/gn/oIProGIoQBCeOoToOIghBCNLnX4i3/0PiVhN76XLMkVG6O7YRdzrkr70Bc3QOIgwxiiUZn3P6pBSUSULqvAsw587HWbaCcGqKJAxJwgAUBdUwZFf14AFqTz9J972dMgoqmyOJQrq7d+GPn6B4+124a8/BXrIU78ghepMTBFFE6dobKNx4C6kLLsI8S7i33n4TkSRkLrgEa+Ei4kaDuNfDXryEqF5Hz2YJp6cIqzOk1q4n6XZw1qwld8XV1J56nOZLL+Ad2MfYnLnsQaMdJ5wOI97yI5RMlrmpFA9PVfoiSgCCQAguyWdJaeqvWbB+W3ntFpOP/pT6yy8wUp1h7ulxui8+x+CSZRD4EEUkW16nvHsHQymXGTfN/iDmlgGZP7rElTCVQdNAURR6zYgPnqpz/J0OJ4ZiXjzdwLBV7tATJr/7DxiNGmqvy9TB/aTTaSpDo1SjmINdj9UpZ9aKHHfatN/ZQi+Wc05dVaX4p/8Tb5ouT3cDmknCAyOD2KrCfNvm2mIWu9lAjxPCEwlhR+DoOqaqopkKiy5L4+R1hlY4CAHpss45d5TQFmhYpsbOfjco349zuWEwz3E/oBnH2KqK0bdnX5RLs8C2Z2N4zlQvEXzYlSAYQ5HQlAtzaT7o9ORsJQqr0w4n/YB6FDMRhFxXzHFuJkXpX7AosjWVEctkecphwDTQFYVXaq3Zxa6qKGzKZ3h8qoahqqQ0FVeTi+HzsylGbZMd7d4s1XSlY7OpkGFbP6/RBG4s5znc9ZmJYjqxFJyXFTJ8b6JCJ5Yd3IM9nyHTYL5jkdE19rZ7WH0BmdE1rixkea/dPatjL7gkn+GX1SbdJGHcDzjuB1xTyFKNYi7JptBUlcsLGX44WaGga6xJuzw8VePZaoNTfsjylMOjkzVShsZK1yEG3uxnabbjmNVplw86HmOmIXNLFYVECCxN5TODBXKGxpZGm8kgZLFjUzR0TgUBjqqy1LVYlXYBCTI76vvkdY2bSnnSusbRXsD7nR4CaIYxOgong5DDno+fCHKGTjNO8JOExY7Nu80Onf67W151uLaY45cVGX2U0jR0BS7tW9lB2vJP+j7PVZt044RESHvpEzN1GXmEjHKZY5kscCw+6NOjzyzIDeR12tLs8H6nB0LhknyaQVPOs79Wb3BrucAV+QxLXGnPrUcJF+fSPD5dx+nfK1sabWbCmM8PFliZdnlqpsHPK1VMRWVV2uWk5+MJwQ9OV3i71WFvp8fatMu+To+DnpxjDgUc7HncVi4QJ7K7ua3dQcBsFqufJCyyLT7oepL43I8D+tFUhT2dHuN+wFWFLEVT558mZtjV7nE6CNnW6nBlPss7zQ69RM6QjvsBx3o+F+XS1OOIpa7N5fksF+XTnJdNMWyZLHVtcrrOc9UGVh82eaDn0ejnPa/NpJj0JQX73LTDukyKn05W2drqkNF07hwqMd+xuCyfZtAw+OFkhZyuc1Uhy/vtHlldYzKISOkqq1IObzc7vFxr0Y0TWnHECsdmrmPzbLUhN3OEYEMmTboP8Xun2ZntAncTwd6ux5WFDItcB0eT89t+IjjQ9QiFmLUcX1XI8vBUlYtyLpflsqxKOxzoefyi0kBFznXv7fRQFJnxvMy1SU/A0Q+6zL84za7hgKem6uz1PHaGXdZnUhz3fDqJ3IBQUPrjECYaEt6nKAoL+gCtsmlga1IC/3SqykwYoSBnsw/0u6hnZk1jIdjX6bHItdjZ6nKgP4KgKwpHez5XFLIc7IvOq4tZVqZSjDnLyeplmR9tzkVRcwghZ8pV5Ky7pihUIgm3ihEscGycXwHw6YrCsGlw3Ato999r15flCMDZ2egZXaMTJWR0jV6ScMQLZJyTopDTNC7JZ1jgWJzwfVpRgq4obCpkWJFyfu33wSf132f95V/+5emvf/3r3/hNX/ukU/t7VnGz8bH5UYD6s0/jrtuANToGgGoYOEuWYc2dD0LIzFEgrFakgIoi0udfLOcgiRBhKHNeL76MypOPkb/6OuzFS2i+/ALOshWYztjvPC5FVXFXrWbwgT/CO/Dh7Cxie/dOjKFhWq++JH+eEMz8+HuM/tv/lSSJ0QdHyG84j/aObXS2byM4fRJn1Rrc1Wtlx9gw0XM5gvHj9N7fLUWOaRKMn6D11pto2RxRrQKqSuUnP5CRQJoG21UG7vYNV48AACAASURBVL4PZ/VfEFWraOkMajqNd+BDwonT0o6byRI3GyTtFko6LQEHIsEfP05q/XkMPfhVwsoMxuAwIo5wFi8l8T2ab76G5jhMPfWYtEznCww98EeoqkLhhptlzt2OrfjHjuIfPIA+OEQ4M41RKiPiGBEGdHfvwlm5CnNsDqnzzqezczv+wQ8p3HgzQlFpb3kDxbYwxuaQLZaY/t630NIZomoFe/FSwukpVNums30r7roNaJkM/vhx6s8+g710Oc7iZejFEorjoqgK1px51J/bjD1/IWGzTuMXT6A6LnG7zcB9f0j6gotJmnWSXhfh+8z84NuM/flf0DvwIeHJcdRUCnvpclQ3RTg9iTE8Qtyoo6YyKLqOf/gg4eRpBu5/iNT6c9FSaYzBIexFi/GPHsYYGcMYHqG39wM6W98m6XWJOx2Kt96OUCB74SXErSYzP/n+bHe3+ujDlL9wL1ouT+x5uCtW4e/fi5ZK09m+ldzV15H4PqJY4khxgE46y4XZj2BHYbOJOTZXWr63vo1iWeSuuR5zwULCkydpvvEKSbdD+rwLcFesovHcL7EXLsFespzqzx8jrlYRUYh/9Aji8Z9x2+138/d+CIqEEl2STWEqMGpZHPP92e6gpsgczeJvELRhZQb/yGGSXhd7yTKZvavrmHGM6HQgjmkdOQzIzm7SbkJpgJkffAe/WqUexfDhPhbeeDMHF67E1dQ+UOTj1TgRcPq9HoOrbPaEPnEoSMUK8akThEFAtz+rGySCzns7WbpsFSdgFmIzx5YODS2TwVy2gtO73yNRYPjTt7M5ELzaqCCimL3NFh+2u/wPc4YoGzrB0SO0wxB/aJhVnx1kz89qeNUYw1FZdXMet6ijGSp2VqO40ETVFUxXI0oEVqTxFwtG2drskCA4P5tCV+DyfIb3O10afUG3Lu2wIuXQjmNO9GNPirqOpamscG2OpB3eaXZkBmY+IxdcYYiCwpChk9E02nEsNwCQ3bAx++MREa0oohbGeElCWlcZNIyPQXXOlKoorEg57O96Unzm0wyYBveNDjAThmypt6lFMZNBSC8R6Cj8bwtHOeUF5A0dR1UQQvDAyABhv2OV1zWOeT6mIunInx0ssqPZZTIIyesabn/D4Z1mm5Uph8WOxVfnDPF+p4sALEVlZ7PDbQMF9nV76IrCRdk0b9QlOEZXFPK6tHnOsy2Wuw6vNVpsbXYYs0xaccK52RTfPDU9Cy067gf8bLrKNfksmyt1FjomL1Sb7Gn3iBEc6vkc6vlcX8yiKQqXFzLUIzlzrCHY2/F4qedxTsbliOfz2HSNTfkMD40OMs82qYQRKrA+7fB8GHJhJs11pdxsF3XAlDPJtw0UMFWFaijBXLaqoOgyazlBdnRrUcS52RRvNzuscCxWp10sVcVRVeZbFuNBQDuOOTeTJUYQJImc2dM1bisXuDiXYTIIGTaNfhc2AQVcTUVBIadrpDWVMJG07TPU5ZsG8nzn9DRTYURe19lcbdCMYypByCHPp6hL0NURL+CGYo45lsUb9RabZxqUTQk5+v5EhQuzKRbYOoam8Z9OTDATxoRCsCxl83ajTUrXeGK6RjOWdFhNh80VSY5Wmx3S/ftbCOlYmOMY2KqOiuzunemKZnSNmbM6jyOWIWepkfbQvV2PnkjIaSr/eu4wO1pdwiRhoWMz4QfcPlDg4akqpqpSjyLuGS6zp93hraZ0Vnx+qMS6jHRbxULwdrPNE9N1QiEYsy029OFyxzwfVYFzUg4XZlI04hhXU/mbE5NEgKmqPF2pY2sK56dT/N2pKSphTCgkkMpUFTakHbb1M2Q3ZlJkNY2vjMq8Zi+OuDifpRYnfHd8im6SkNM1tre6+EnCvcMDHOz1WJuW9nCt3yGdb5uzGx5nam3apRXFvFJvMmQaXFXIcrjnEQjBK/U21xdzfPPkND0hwVkfdHtEJJyfSfF6o01WVVll2RgDCTfcM0RvUGHbQemCMlxJr36z0eKyXIbHZmqoqGwqpBkwDNK6xnWlHOfnUiRCdjgzZx2fJxKmgo93LztxQidJOJN4XzB07houcczzebXWwlIVsppGK5bOBR2Fu4dK5AyNkmFgqCqGWiStf5SUkTYEU37IfNuUkC4BU2E46y55td4iEoLbBoqzubBnatgyuW+0TCeWYrRwVnbs2bW/5/F2o80XhkvUo5j9XY+8pnLHUHE2b/ZLw2Xa/c/Jaxrm74gR+qR+P+oTUft7VuKMpfjsvzuLmHp2/SbrsKKqJFFEe/u7lD9/D41XXkQ1TZyVq9HLAzRff4V2KoW7dj3d93YSNeqYo79b1Ca+j9B0VNshrEzT3b2LqF5j8KE/obP1HXncQsjOpxB4B/fjHTtC6dbbiZpNwtMnCU4cJ3vFVXiHDlJ/5ucYpQHMOXMpfe7zBCfH5fHrGqgqSbdLMH4ca9ESzGCMpNOhu2sHquOgZfPkr7+R6mMPE3e7aNkchZtvxVm5hvD0KXrv75akTN3AGB7BGBlFEaDYNsH0FOXb76LyyE/obN+KUS5jDAzhHTuKnk7TfnsLhU9/hulv/wMiDtGLJbIXXkLtyUfxDsgOppYrULrzboKZhzFHx4jqNQbu+TK1XzwJKCimhV4uo6gq7W3vYgyPMvTABSRRSOudLeSvuYHspqsAhaheRS0UKX/xfqLKNIqqodo21ScfRUulCSZOEZ4+ReO1lyl95g5qx49Rf+px1EyWuN1CS6Uo3X0vol5HURQ6u3egpbOU7vgCtWd/gaIqVB//GfbiJejFEghBVKuSuepaevv3yYzWy65A0TRiz0OxLNIXXYq75hyqj/2EgfsfonDr7bO5s1rKne2uK4aBvXQ57tr1CJEQzUzTfudNiKUNXTUM6s9vpvSZO+jt/5BwZvrXopPa294ld/V12HPnMfEPf8vwg1/l1F/9nwjfo739XfTyIMbGCzhw8TD7qk2WpxxKfTEZHD9K0ulQffJRiOQv++rMNMP/6s+Z/v63Eb6HSBL8w4cYvP8r5K65jt7eDxBCEM3MYC5YiDU2BxKBN36cNbrClcUcKHBpLs1gt00uM8TdwyX+dnySZpygKYI7B0sUdf1j4KW415VzyT/8LnFNwj6ar75E6fP3ENdrJEHInJWrOFWv0gpCmeuaSqFbttwAaDSwVZW0JujGCb133+aWVWsom785r69xWloDe9WYhbrJ+3TpeQl6H7xlqgpRIjBVBT2dpqtogNzhL58lxjXHxbnhZgqDI8RHDqGvXseWE5MkUTRrBz7W6dKMpI3Tm7+QJ6aqHK52KOgeV9+dYb4wsW0Vt6Cj9ue2dEtFtz5ahOiqQtk0KJsGQ6ac5Xyp2mRp2uF4z+eLw2WqYUROl0KwFUb800RFzvgBtwwUOD+TIm9IINCmfJZqFJFRVQ57PuvS0q66Mevyk4nKrM1xXfqj++VMtaKIF6pNnpyuESFF5tfmDDFs6Gh98XN2rXRtxjMuo5bJC9UGz1abNKKYJY7FVYUsP5issCrlsLPdoWwYbJmuc0s5RyNOeHy6jq4oXFfM8WG3RytKWJt2uXOwhKnCrmaXlypNlqcdsrqGo6qzYsZRVTRF2qQzusppL+BUEOInglAIjvkB9wyXGOkL1ZN+SCQEM2HUtzjT7/p6PF9t4iWy09mKpJ34jKBVkY/lvo7H7QMF/ETgxYK9fZui1rcKtuOY5SmHx6aqHOh5ZDQJJ7q5XGDMMtlcrbMxm+bT5fxsBExO1xjQdU56AVsabQIhWGiZLEs5TAYhB7seS1ybQUPOOW5tdXhkuoYK/NHYILqi0EhiVEXBUAQX5TI8OV3l/tFBNqRd9nY9Hp2qysW5Al8cLkvBh8IJz+cfxqd4cGyQ+Y6F6J+z75+eIeqfmyvzWValbN5udikZOkVdY0XKYVerwzXFLE9O12gnCfNtEwVox4Ji35lQDyN2tbtcns+wo9NjfVoSvV+utQiThAFTJ2doBELm4L7RaHFRNsWobfHwVJX/ce4wE/25VABX03ij0eLWgcLsXOeZDlZwhrqrKqioshMqYNQyeLXW5KKcwQrXnrUMu6rK5bkMxz2fxY7FmGWyzLWZCiNE/5rLZ0uRM7fAMtciEoKcrrN5psbN5QIPjQ1SC2MyusqAobPjrJlhL4mZCUISwFAgp2n82/kjs9mw3xifZMQ2WZNymAhCvj8xw5dHB5lvGbzaaDPxK/bSHa0Oq1yHI/15yryuYQHvt7tcX8ySCJnneoZI/t3TU1yczbA6neVvxqe4uZyn0T9v9UjOr+9qSwdHO0rI9mFzR7o+K1ybuY7FdBjxVrNDPYw4JyPnzEu6ymcHihz1fHb3o3+U/jmtRjG+kNZhU1HQNMGEH7KxnKYVJ1zhpAmOh0yYCQ01ZknGZfmoy5Qf4BlyQ7GXCG4tF3hgZICsrjHXMnH77xxLVRn6Le98U1HJ65rc+OyXpSizoySNKKIWRiBgheOwPuOyvdWlFcfEAnwhGDB1Fjj2b/x8AK9//oYtg1vKeR6erOILQSzg5oE8W+ptfCF4rd7i4lyaUfvX16BZXSf7O5TJRdkUr9Sa/GiywsXZNFfkMyywLRa6Hx3b2Z/TimIagcwX/03Aw0/q96c+ubq/Z6Xl8pgLFhEcPTz7d9lNV6OXSv/Md8nSc3nSF15C86Xn8T7cSzQ9Tf66T6HnCjRefo7a008ikhgUVdpdO51fm3sUfUGinGUXSTyP1ttbaL35GvlP30bmkisgjqRwNMyPjq0vyBXdQC8NEO/aQe/gAbq7tuGuOxd72XIUFDrb30XL5kDXCScnaL31Ju4562m98SqgoNoOSlnHXbUGa8lyklaDpNtFTaeJG3VS511A4/nNRNUqaipF3KhTe/wRBh/8Y/R8gdw119N5b6e0Zt9wM8HMjBSnl19J7YlHGPzK1xh88I/lzOXUFEmvS3rNOurPPSPPQRQiYrk4UGwHxTTp7NiGMTCIiCLiZoPWO1soXH8L3qGDdLa/i5pOk7v6OpovPYc+NER644Vo6QyZ8y+i+sQj9Pq2ZS2bQ7UsjFIZ/9RJOtvfxV60BMU0sZcsp/HSc3R37UBRVIQrMEoDhNUKihB4Rw9RvOlWOrt30nrjNVRNkx3TcpnKj39AZ9s76OUy0cwMzopVpM+7kPY7W2QHPRFoxTyFW/6A2tNPklq3nunv/CPRzJSchVVVFMNk9M//Z7QLL6Hx0nOU7ryH7p73aL0uO57G4DCDX/4KzJlHOH6c2lNPSFBXuUzumhtAVYmmp2aBZWomK2eETRP/+DGMgYFfv98zWbAsRJKQu/JqwolTszm2JAlRdYbkgz0svuhydgsQfVEc+z7+ieN4e/eg94m9JAnm2Fy8A/tB9O9FRUUo0Hr3bZzVaxEItKEhnMuuQGm3qG/+BSQxmYsvx4ojbpk8iWKamIcapM+7AIAVri2jQaIYR1XIBz52rYIYGEQEAd7hg3T37EIvlAhPn0IxLbm55PWob34KY3CY3t73yV59HaMXX0rn0EE01yV30SWSxNwHv2mKQlbXSGkahm0xZFkYZwmssNkgaTRIwoAFqxwUXPY/32aR57I653BYBNSKZQYWLCQ5eYJmHFN0HZwrruH9SMKWrixkKP/KuEGQyRKsXU954SIiBWwVfhXToQlB3GmzL9E43PMBCd55JKpzXTHLVcUc/5ISQnDCD/n2qWluKOX4p9MztOKEF2pNxiyTFa6Nq2oSYn7m+ITglVqjL4YjbFUSQJcYtqSAug5jpsGhnk+cCK4v5TnhByx1bJa79iwc6kxVwojHp2uzn1+LYn40OcOt5QKv1aWoWGBbqIrsGLbjmCsKWXa1uzTjBFtV0A2dI57PipTNDcUsix2bX1YalC2ZkdtKEv7q+MQsz21Xu8vXF87hjUaLhycrqIrCYtfiU6U8w7ZJQdfY0+7yYddDAK6qsD7jzoJpBJAzdJalHVpRTE7XONz18WKBoarkFYXrSjl+NlWZhXtdUchQiyJ2tLrkdI2MUDnc87i+mMfoR9HEQs4DdpKYuZZJLxYMmQa2qlA2dEYskyM9n0YsO5aWolCNYoqGQSQSqmHMi7UGV+Yz3D1UZjKQsK4r81nUfnzNa402M2HI+dk002GIo6q8Um9xOpCxMeGM4HMDRdakHX5ZkXm0CvDUdI37RwfY2ZYL85Wuw4vVBif8UAKlHJvtfVDYmXP0s6kqF2ZTvFZvz5777e0O8x2LmTDi0ekq1SgmQWApKi/XGvyrucPkdEnL3phJoQCv1dssciy+PDqAQIKIcrpOwdCkTTkRDJgyP9VUFC7NpVmTdjnRC7ipnOeA59Pt9FjuOqxwbZpxwr5Oj/XZFN8YnyJGzjSemSvWFZj0Q9KaRi2KGTWNWYGqAhlNY8Q0mGuZHPMCVCH49ECBl6sNjvohM2Gde0fKHPMCWlHMqpRDPYo43PMomwadKKKXJGxrSQuursBa1yHTz9+dCiNO+gEJsMhWuGekjJ8IDvcdBc0oJkgSWpF8ajZmU1SjmGdOTOKLhDsHi3QTwb8/egpfCFa5NveODrC9JaFIPSEoaGc64IJRU24SnLlGCjBsmrOwOJBdyJKhUzQ0srrOl0cHZjecDvVadBPBEc+nZBoc8wNURZntQkdCuiyGTB0/SbBVledrTRY5FncPlWjEchTjmUqDcV/Gxrzd7HB9MUs7iliZTrGr1eW4HzBoGpR0nQtz6bP5jMT9+2LYMlmRslmpWpza3+MJpcV4zefWRSVOhSHZlM45pRQnfJ+nKw1WpmxerjUxVIVrijlOBSG5JJm1+YKELun9Da0zVTB0bh0o8NPJKr3+zPgtAwVKuk41jPjxZIXx/obAXNPg5sECk0HE/q5HWlP53GCR8m8RhN045khPUuABrilmmWeZfLE/P9+J5b2zs90lpankDIP2b2jA/EtrnmXxZ/OGea7aYCIIWZt2GfgtozzHPZ8npmpMBCGDpsGt/Y2NT+r3sz4Rtb9nZY2MMvSVr9F++02Ck+O468/FWbEKzfrtu2tnStE00udfiDEyQm/PbhTLwpwzj4m//Y8kzQZaLo9iWmQuuYz6L38hM1RTsusWd9p4hw7SfW8n+sAA6XPP/yjupF6l+fLzIASNzb8gtWEjei6Hms7Q3fs+6fMvwjt0gHD8BGg67uq1iDjGP3SA7CWX4x0+hHfwIEN/9CeE01MY5UHQtVnhHJ4+iXb5lWSuuJr2m69BFOGuXEXm0k2otsPMj79P+sKLUR2HqFLBGByis3MbIklk9y8MSTJZ4k6H5isvYc6bT+FTn8YYGSWYOI1RKFC4+TYqjz+C8H2Sbg+9WGTy7/+a4OgRADKXX4kIQ0kaVhSUVApV1dAyGZldahigqTKGKI7kz4xCGi/8EhQFTQjMOXMpf+kBFFVD68cBOStWUU6n6ezYhl4skjrnXIxSmSQM6H6wB3N4hPrTT4KqYi9eSuHmP0DRdOJqBa1QJLX+XJqvvkz+xptovPAszZdfwBweZeCe+wlOn8Jdsw4RhHj9iCARJ6Dr9D7cS+aKq4nrNZyVq4lrVfRcjqjZIHPJJrR0Rgo/IWbpwiLqIoKA6hOPMHjvH5IEvqQy12XnMRg/TvXnj1O6424qj/6UpN3qX7/T1DY/JTdQCkXiTltCwBSF1NpzMOcvRCmWsXI5Ots/yv5VHRd37Tpar79K3GpiDA6hZjKgKOiFIs6qNaCqxJpOZNk8qAVk2i1EPo+iqiiGjppKSRCUpqMoCkm3g5bJfARRQ0ASo2UyhFMTNN58HWGYpNacw4n/8O/QhYAoovX2m5hz55POZCSVeWSUJPRRowhd1ykcOYj2xmtYc+ZQe+1lFFUjd+2NGCMjVH76I/TyAIqmE1WrsktvWogoIul0JOE5SWi+8CzO2nMYvud+VMOQsVOOS1ivoZbKRDPTqIqCrioULt2E0Sc8AwSVaTrvvk31sZ8ifB9zzlzm/eEf4zVc/P1dbtuYRRk20HQF564vEExMUO600UbnUMvmucfQsVQJJPrVEPt84OG/8DTHd+9mYNPV3LLxIn44Pjm7urwwnyXVrNEtlDARjJkGJ2czTCW9NRHiY0Tmdn+edbJPbR00DVxNoxnFtKOYShgSChmLAlL8NOOYt5odHhwd4K26JIHGCJpRxKfLeb55cpoTfiDjfiyTL48OMGSZCCFIFMhGMV4iWJly2FT46NwlQlCLYsJEgo26ccLZy7FYCMY9CdLa0eoyHYT863kjeEnCDycq1KOYVa5N+6wZOEFCSlWphzElQ+PR6RqaIrMphyyDzRMSpHfmjGQ0uRmwuy1n7wRwsOvzgd3j6kKWoz2Py/IZ1mckBGrENHi+UmfINBjWZLSMqSr89YlJcrqGrSh8bqhEJBL2dnoUdI0NaYchc4g97R6lfubrkZ6PpcquEorC/q7PxmyKUcvg3uEymysN2nGMq2rcNVTimOdxx5CkHl9XynHM8/n0gAS77Op0URQpxgIhCBKBqSh04wRVUfjWqWnWpB0uzKbZ3/MkkGe6xkyfEL1L7XFjKccC2+Tleota33YL8Nh0jWWuLTuT/XM2EUac9qT9/GDX562GtEtryJzSahQRn3WOQXZ0iob+MfFhK/J+78YJx3tSuMlIppiCrlGPIiaDkDD5KBd3qWNRjWJEH/hlqpK+vcy12dHq0ux3724fKDBoGpzwfN6st7ipnOfJmTqNKEJF4SWa3DNSZk3aJRGCqUAeM8C+TpfPDRb58aR0Fuxqd7kol2ZHq8NnBgpsrjSYDEKGTIOby3lUJMhMUrB9drU6TIfyOFpxgoLCpf3Ympkg5Plqh5vKBY57Aab6kTW/pOsscixWpx2Khs7Bns/3J2aoRTEDhs4utcOXRweoBCHLXZunZ+oUDZ2lji07uZrGIsfiRxMVQiGdJY6m8cMJuYlTMnRO+AFPztQ4N5Pi9kGHN+otLi9kKeo6vkgoJ4LzMy5bW10UYMiUs7NvNVpsymd4tR/ZpSGzd8M4odWP+8n3N1uUfrc0EYKMprKn3eHGUo6nKw1U5OL480MlQiFm4UVnIoO21FuUTWM24iYU0qb+brPD5waLNOKYLw6XCZMEVZX3ezOKGTANLs2leKE/y5vWVK4qZFEFaL5CNwuHTnncuaTMVr/LiYaPoSu80WhxW7nAXQMFUrrOsZ6Hoij8p/FJHFXFUhTuHikxahrs6fTY2epS1DUuz2dpxDGVMGJeH5b11TmDdBMJYCv0afYHW96soF2dcljsWrSiiIdGB/ATmeFbNvTfauE94QX8h2OnZ+/Nna0O//vCMba2OuQ1jYNewHttaf82FIWrilkmg5BlrvMbP+93VcrQWG+kWNwXp5nfIrbrUcTPJquzNvrJIOThyQoPjQ3+Gvn5k/r9qE+u6u9hWWNz0G69HSWO0X4HnfhXS0ulcZevwl2+iqAyQzg5wfBX/5Tevg9IenK+UACpDRtRXRc9k0UkCZ3tW2m88Kz8kIP76e37gMF7/xC9UJSZuP3FR9Ju03rtZRTTZPDLD5G9VAqkka/+KeHUFLHXJZqZofbUY9iLlxJ3O7NRPu3tW8ltuoqm+gLC80himSdrLVhIVK1glMsMPvBHYBjoqTSqI1+YmcuvIK7Xyd9wM719H8hO2uhYH9oklzRnYm2MwQH0Uglz7jz8Y0fp7t6Jf/ggqpui+Jk7iJtNSCJ6779H7qpr8Q7sp/X6K3R37aD42btovPgs7Z3bGbzny1Qe/iHewf1kN12FlsuhKCooCkKomHPm0ftwL4quz87RqoZB/dWXyG+6CpKE4PQpadFduBhrzjySwEfRNIKZGUhizMEhJv76/5agJUUhmpmR8UR3foGk2UTEEdVnfk7xDz5L5ac/JDh1CtV1CE6NU/35Y+RvuInqk49Q/PTtKKaFmkqTtFvymvkeiqqS2rCR1IbzmPzHv2Pka39Gau05TH3nmwghyG66mupjD8trKwTm/AUAiG4Hb/9eVDdN0unHDGga2cuuwFm5mqTXI7X+XDrb3iHp9WSHduI0catJ+UsP0HzjFbkhs3otmQsuRgQ+mqGjZHMM3PeHBOMnEHGMOTqHcOIU0cRpkl4Xa85c1HSagfseRIQh7XffQjEMCjffhvP+TpqvvshMOkPuqmtxVq/DXboSPZOlt2c3cauJ0A1Ux8VasAhz7nx6x4/KzNZSmdQ5G5j50fdQohBvz3vYo3PQSwOoQqCKhLjZoL39HYq3fZbqYw8Tzcyg2Db5a2/EWryY+i+fJnv5FUx/79uIKCTp9fCOHpLRUEIQVWZIX3ARimFIV4FpgRCkNmykt/d9eQ77YC5F11EME9V2aIQR2xKVuZ+5C+PwfsxajeyadbPz82cqabao/OQHs89hMH6C2lNPsOwzd9B85WV4MyRz4SUEo3P5j/Ueqp3HdAs0ejFKr8qfnBVt8qvlByFi7nzmxAne269z3rp1zF80xr5+bNHcwEMEIX87VccTgo3ZFDlD44OOXCiuTjsfE7RenPBSrcmWxkcRFTf0qcs7210y/YWVedb3pDWN8zMp5loWw6ac/QPZSVxgW+zt9qj3rXHtOGY6jPig02OTKanH3zw53QdFwSW2zlVEUJlBK5WZTGf4fq1DJ04Y7dvqiromRQuyI7wqZTMVSGvmST+kFydsrjZmrX6TYcQy1+Zgz0dFUAtj0n3a5y8rdepxzIhpcEUhi6Vps5bAMzVgGpzw/V8790d7PlFe0IwT/un0DHldw1QlFdTVVPxEMBmE+EnC0zNS5LaiGE1T+KfT0/zBQJGnK3WWOjZ3DhUZsUyO9Xx+WWkQCoGrKNw5UuInE9XZ8zMdhOR0nUuyKVa4Dl5f7LuqyhJX2nSfqTR4pJ+ZKYA7B4vcWMwSCEhpKlEsBWnR0Lkklyanazw4NoirKkyFIU9M1biulJslmEpBoLKn3WWFYyMQs4IWJGk2EoI1aYfdfdvzqGWQN3R6IqFgaJzwFeZYOp8qSYGnAoYKYQKhSIgELLRNt0y6CQAAIABJREFUhIBri1m2NjsssC3Oz8q5z+lQdoQ0JKjsqBfQjmQH2kti1mQyPDpVoxZFrEu5XFW0OdD1MFWVA12PYz2fTxVzLHFsmlFMwdB4rtokp6uUdYNNBYdICOpRNDu3mQAvVpvMtaXlOqMHZDXphHq90eHqQoavLxyTBHGjP3uuSqjPXUMlHE1FiIQTvYDDIuGHk1XOz7jkDZ39PV9G5qCwzLUlgffMM5gk7Gp1WeRY5HSNo57Pz6drzLFNrshnWZVysDQVL455v93t57pKkNV1xRzbWx1OByHL4pg/GCyS0zV0RWGeY2Eo8E4ffDYdRhR0CUo7EyPTixN6ScLRXsCGTIrnaw2+NFwm05+LNFEJhOCuoTK3lOV9lNM1npmps73d5bpilj+fN0w7TnBUhQ86PapmxHQQUYkivjRcoqzrLLRljNB5mRSfHSjy6HSNi7Ip/nTuMJaikNNVWnHcv0+knf/SfAZLU2lEMaW+Y8VUFK4qZFngWKiKnNv+f09MstA2uW90gO+frsw+OyVD5/NDJUYti0AIQpHw6FSFkmlwV7lI1IHzBlIMZg32nZDgs6zQyOsSkvfl0TLHPZ+1aZe/OTk1S8/3heAXM3WuL2Z5clrO4I7l0vxkqsJJP5zt6N9UztGJYha7DgOGMTuvOtnfZFyTktT0t+otzs2m2d7qscAxWebY/+xM6mv1FnH/WY+FIAKacczalMsPJ2a4opDl3IycN96QSXHK8xkxDU71mQdnYun+c+u3idkz1YuTWUF7phpRTDdOKPxnwpCn/RBfyM3Iwick5f9m6xNR+3tauq7L2Jn/ks9wU/QqMwSTE9iLlmIMDtF4+TlEq4W7ei3u8pUoqkpUr9Pe+s7Hvjeu1YgqM+iFouzwGsZshA6AOW8+eqE4C6nCdVEzWaKZKRRNZ/C+BwknTlN/frPsfBkGmm2jFUqkL7iYxvO/BMMks/ECtHyBme99C4RAy2QZ+NKXZwUtyEia0Jlk6lvfwBgcQrEs8p+6hfQFF8vuqhCgqXhHDpG/6TZqz/ycxvObIRHkr/8U/x977xk1V33neX5urpzDEyUhCSEkkETOIuccTHDABhvbbfeO+0zPznTv2TnHL7bPnN2ec6a3k3ud2rmhwQaMiSIYkMggJBRRlp5YT+Vw6+a7L/6lQhjj6bDds9vL7x2opLp1q+rW/f6+SSuV6bz8Il6tKoKgXnye0PdxK3Nkr76OyIqVWHt2Y8/NUL7v6wSug1utULzny8i6QegHZK68ls6rG8HziZ9+JtETV2P++G9FyFQYopXLoCjkrr0RSYLqT36AW5lHHRklfeEltF9+Eb/VJLJsGdETVuG1msKnauiEvgdhKDpkR0ap//wBzPe2oBWKZK64BsIQ+8B+JEUh6HiEfdHhi+fjVSq49RqJ086gs+kl5HQGZJnUeRcSSqKvd+FH30eORrH2vk/68qsof/Gr2AcPoI9PoJVK9Da/gzYyQuzktdQeuh8UFWd+juS56wVodxyy19yAMzPFwo//FiWVQo4nyFx+FbWH7ie0bbTyKGEQ4NWq6KURkTK98UWm//f/DSkSIX/rHSjxOFq+KDzT/T5Bv0flb79N0BcbYPO9dyn/3r9DLRRZ+NH3IAiQNJ357/w1+VtuJ2i38Pp96r98mHJ5FG1yEiliMPKN/4BbmUeJxZDSGfY89iiLbv4U0V4PpddBjcVpPvU4XqtJCKjpNKEsYyMYwpwESiJJdPkJmJvfxqsKli20LBpPPiaWNxdfirXnffxuB1nTRFew6yLl8qKew3VovfwChbs+h7ljG5IsET/9LNz5eZGKPZj42lPpvvs29p73iZ9zPi+XJnhlEIAysuRE0ssVrilkiB7zo9tyXZTawlB6Pay+qdewdu/A2vneIMxrH5k7P4uup2j7AYNGHUIYVqccO0EYcsRyeLrdp2akWXnauZx58jrsv/0OI2efx/HrTsG3TKqKwv0YtHwPHwF4PlvOs7dvcXI8TkETHtm8JsJwmp7H68cAWoBNjQ4nxCL0PJ9xXee6QpYF12N1PMphy+bzowU2Njts6/XZ1tO5PJcm0+1RcT2OixgcshwR6HP0BQHNAZP2WrtLPwjwCVmua5ywdxcHn3uKmCwLVu78i1i8cg07/IAZ2+WZepuvT5T5zqAuZl0iyvWFLH85JfqoJQkUCaZtB2cgYz9k2ZwQi3BmKs67HRNVgjOScZZGDS7NpcmqCpMRg9zgmr0+k+LVVpfe4JhN32d1PMbO3gd1FwpwVjpBzfVIKgp3lXM8WGngej6KJA1et81TtRb3jBUGsl/Rn9sZePsMWaLj+2zr9bnM9RgxdM5MJ1gZj2IOqnwyqsJ940VmHZeILDOqa8PU7uRvubc7bNk8Vm0O/1sCfrnQ4IxknImIzr2jRV5vdznct5mMGiQUmYcqwgd7aS7FiK5jBsEgK1z8/eDo2xaKTueSprFwTOjN6ak4O7t9PlMu8Ea0y6ihU3FcKq7HuKExqmksKQhZ+B6zz5vtHsujOneU8jxUqTPdF6zRxdkUMwM2/5Jcii0dk42tLmelEuhIXF/M8Fy9zd6+zcp4lHNTCZ6tNTk/k+ShSh03CCkNGK3/engWKwixg5ALs8lh3+7GRhsnFOAHBLi+PBvj2XqTlfEY56YTTBoG2iAkbEevjz9YBozpOp8ZKfBMrUU/DHinY5LXNKQw5L8eWiCqSOQ1laKm8W63x7pEjIOWzZp4jL+engdE/+cNhQw3F7I0fZ+lUYPJiE4v8JG8UCSRA3+weITHq00O9EXS9E2lHAlZYknUwBgAnIii4A2+UHFZ5vx0kidqTQqqyvGxCDXXZ2evz/pMElWWyWkSlu+TV1U6vo8XhtRdn7ymoiIY7fagamlxVGfWdthr2szYLpuaNb40XianqeRUlT2OSBluusILenk+zWRExxkIiF5otJiz3QELDfeNldjbsKg4Hk9WmyyLRTg7nSClKOR0ld83SqJTWFOJD777UUXhzXYPRZK4pZRlIqLTcj0uyaUIgQlDLKLebPd4qt4ipsgsjRjcWc7zVqfHi4PeWm2wgKu5Htt7JiO6zt9Oz2MO/AGHbJeT4jGWliIkfA1vwPAf7acu6qJPeo9psdu0uDKf5sJMgh2mxdEres3xCJC4tpAmCCWSqsxDlfowkLDquvxyoclVA9vG7eUc65JCaXdiPMqrrS5LYxF+UalzSTbFd6Y/kLmvjEe4d7RE2fjtYC6myB/5nWh7Pi3P41PlPFXXxQlCTk3GcYOAN9o9jiyI3uDV8RjXFzOkf8f9qlApuBy2HGKDXuN/CNOqDxLmj15HASKyqIT6h47v++y1HO6fr3HEsjkhFh0mbX8y/++bT0DtJ/Ox4zVqtJ/fIIKbtm1FjsWJn3EW8dNOR02mP/DNShLSb9viDdgGNZsjd/OnaD79BH67JeS9V1zzAaAdjCTLgIRXXQBZRs3l0UfGCCwLY/nxpM5bj99t4zVbjHz9Dwh6PdxaldDz0Bcvwd63hzAM6L77NtkrrvngMDQNfXScwu2fpv7IQ7hzs4S2RfOJxwh9HzkaI3PN9SiFMubWd4UfOQgI+n3qjzxE6YtfpV/aSeA4ePWGqEaSBIPXeunXZK++jvjpZxE6NpUffhc1kyN+yin039+FNz9Pf/cOlGSSxBlnoxaLRI4/EVnXKNz1OfrbtqCVRoiuOknIiq0+1Qd/hluZF0zdSWuY++v/EyUeJ3Rd+tu34p41D4pCfM06lESKwOyDLJE482y6b76OfegASiyOV69Rf/wRSp+/DyWdEZ2/QUhgWejFsvBHA52NL5K/4zNEV63G2rsHY/FxhL7H/N/8BUoqPfRJ60uX4Vbm8JtN9MlFojc2X8BYdjztF59n4YffBUkWDO+609AKeQqf/jyNpx5Hicfpb9+GnEyIPuRWE3P7e2gjY9gH9pI8bz365GLMt19HSaVpb3oJvVgkvvYUzJ3bqD/2MKPHLaW/eyf1hx9CSaeJnbgav9cdSIlFOIZ98ACB1RfyYUmCwCfodjB3bMMYm6C/exdasYgzfQRjfAK9PIJZq2FPT+H0OtTaXazqAnNTU2xatY6bVDCffhxr3x6RCppKEz/tTORIBH1iEmlmGrodlGKR2Mlrqfz4+8PPXUiI57p4nkdv67to6Yyo3vE8AtfFW7IUlq8g2LGNYHoKe24Ot96k/JnPYR84gL50Oc7S44ksWYayezv65GK8Rp3uSy8A0Oz12DK/QBiLISEx57jMOS6nO+5wg9/2PP5uvs4XCqVh33OI6I/WyyN4tRrK2DjBBRdjRWM0dY0rU0kerLaGr6OkqR8JPwJxg/aj2Sqm6+C6LhvnF7DzWdZPLiLstoWHnS5tyyErK9QRoUFlTcMNQz5VyrPftIYJsvv7NqOGhob0IXlvXJa5JJ9iQ73Flo7JtO1yeT6FG4SclhSv/VfVBguuhyoJpnRLp8cpqTi7eoIpu2jgae36ITFFFp7ARJQQIXV2w5CG53GrElB/YQORIKDhi67VxovPs3bFSrYPmiFnLYecrvKHi0bwBjLav5mq0PTEzfO/nxwZhhwdthzigzqNhxfq/PvJUc5Mxam5Htu6fR6q1Lkqn+bXjTbP1FuMGjrXFjJMGBp/vGSM+b7DophBRJaG8tEdXZODlsONpSybOz129Sw8QpZFDb4+WeIX8w1OiEdYFY/xVE2Ay5gkM25odP0ASQKPkKVRgznHxQ/FR+NouJAmSSy4Hk9Vm3R9EXK0Nhnj2VqLqCxzTTFLSlU+xK4DdD2PhidCZZzfWILYA/ZmW6+PE4SckoxxRirO9q7oHtYliarr8ehCkz+YFMBFlQSzVR900soSnJtJUtQ1Pjda4Jlak2nbZUUsQkFTkSURUHNmKs7/NV1hwfVoeiLF+nMjefaZFs/UW1hBQElTcQJouh6nJeOcm05wxHL48yPz3F7O0fUDnllooksS+/o2Wzom944V+YsjczQ8EcS1qdlBCuG8TJJuEHBokGC8Mi68vQ3PJ6Oq2IHPS40OvzdREvJ5P2TaEVJPVQr5zEiehKpwXiZFWdd4rNrkiVoL0w9YZOjcO1YcdiQbiswZqQTLYxGCMESXZLwwoOH7xBUZVZLoeAEdTwQ8BcCWjsnBvsNF2TR7TIv4oHbKCkRdkBuEfH96gTNTCcwgoKwL0PhItcE7HRNFkugGAU/WGvy7yZGP1JCdkYzzequLhERCkTknncT0A15sdogqMuNGmiOWjS7LbO6YTDsO56WTXJBO8lS9hT/4Tt03XuLpWgsvDMlrKhdmUvx4IMOXgRnbpTJI+O55PpIEb7YEI3z8QHq+IhYdBnCZvujqFddi2GGajBk6Tig8wJVjFme6JPH7k2UKxywDa47LT2aFrBpgr2lxYzHLm+0ur7S6rIxF+L3xMlt7Jocsm6wqQr12mxar4lFOikfZ1/+ouqLl+aQVfwhoAc5Mxai4Lk/XmzQ8n5sHvs+DfZsAoS45MxXn1XaXrd0+23om/2HRGO92Z9EHl+alMYMFx+WnczVk4MsTJeKKPKya8kPhbT1aa7Op2eX4WIS4ojBmaFxfyAzT419udoaLJDcMmbFdZh3nY0HteekkLzY6w2tIUpGHjx0xNOKKTEpRUAnZavbZ3Rc1UYYss6MnkqXXJj8ejhy2HH4wszC8rowYGp8dKfzWBoFjJ6sqXF/M8ov5Ok4YokkS1xayZP8RhM+86/FXU/ND1cg7XRMrDPjqWJnix5yPf+40B0uArKZ+xO7zyfzu+QTUfjIfO16r9aG0WSWTRU2nMd95BzkWI7J0GVqhiJJKkTz3Ahq/enT4WK08gpovACCpIrRJH5sg9Fzk2AcJuMeOMzvNwg+/N2R0pYhB8bP34nfadN98nebTjxM/5TSiJ66i8fij+KaJsXgJQa9Hcv3FRJevwJ2fQy+N4LVbouKm1QTXFZUzy1dQ+uJXCUyTyve+hd/rCaAXVmk+8RgjX/sGrX3viyqaWFzIpgFnZkrIsledRO3BvxPHJssQiaJEIsTWnYa5ZTOdTS+J1OUjhzC3vsPYH/4x07/8BSBSqVvPPYPXqDP5zf+CtmgxsRNOJHbCiQSOQ9Dt4ve6hLaDOysYnxAGf9ZBjkbxOyKEwdz+HtnrbsSZmSZ20sn0toiLrT4xSe/1V5BUDTRQNJUwDHFmpslefzP1hx4gxCV5zoWk1l+Mb/ZIXXkNenmE5q8eIXRc4uechxyJENo2I1/7Bu7crJCZF8t4CxVqP/uR+EzIsuh9Pe0MlGSK2ImrhTc1CEiceTbG4iUosTjRk9ZgLFmKufVdIcFWFCGf9X2CXpfs1dfhVubpvvkqyu4dJM+/ENmIYB/cT2/LZvSRUQGMH3sYHAe/3SIMA5HELEkoiaRQAQykmZJhIIfgdzooyaQImlI14aeuV4GQwLYF4zsYfWyMwLFR5mYpGnWi56+nNTLOHtOmqgWMnnIqsdUn4bfbhL5P/YUN5O76PManPsN4v4cc+CLAKxpDHxnFOXQQADcIqfkBRd3A63YxJhZhLFmKV68hxxM4y1bwC1/hS3d/EWvz2+L1FIosPPwQ8uln8Vbf5Z2uiRFJcunFV7K036Xz6M+Hxy2bPaKRFF3fB+WDS3nsmAVT2/M5bDlY6QSlz3+J2kN/h9/pEFm2gvQll9Pc8CStq2/igfkavYaJFotxbTLLdYUMb7Z7jBoalyVjxBbm6c5Mo2ZyqKUyajJJ3RXhMUgSSipN0Ouyy+yz/tz1xA2d5lNPYG7bQiBJXHjOehatWEUkHqcfhBiy8KYeH4uwuWsOmb2EIvPZcoGTtQjznsspGZ+JiMwOs8fOnmDeppptjtg2p6XitD2PS7JpZh13KEcuaioZTeVvpiuDm36R2vmNyREertSJqjIXZ9OM6RqyJHFGKsGmVhcnCIkT0rZtNFWl7blEZI3AdZE8Dz8UvbNFQ/SsxjVxNzlnO9w5kqfj+xQ0la4f8L2ZCp8eKdBwffb2LZZEdG4uZfl1s40qSdxczOKHcEYqziMLApBHZJkjlsP9czW+NF4iIknIisxj1SYXZZPUXJ+3OyZFXeW+Qoaa4w2ZWwWJ/X3BIvzBohHCEP5ian7InOzvW3xlvMwTtSZ7TIvTk3FOTcb56VyNqCwjhSJ8p+8H1F2Pv5+ricAcQja2uvSCgLKhsaNn8eB8jS9PlD+UCl11XH5VbfJSs80fLR5lZSzCLvMDVnl1PIIfBvyXgzMEQF5V+MZgKbDUMDhoCwam5fl0/YAbi1m2dnvcVc5xoC+6Zs9KJ1g0qFYqaxrX5DO0PJ89pkVeV1kaiSBLEtt7fXb3bRQEwzvnuLzW6nJDMYPS6qHLMlu7AuDs6PXZaVosuN7wXB20bFSEXFMbhE61fZ+G69EbfHYBIpLExmaHoi7SjI+C+ZgiU3dFKvFRdUQAdL2A46IG65IxKnWHmKLwP02U2dbr80a7x5pElCnbZZdpDWXNU7bDS8021+QzlA198G+JRcoByyKjqkwYOtlB2vVRSbYhi77lHw9AWULx2Nzt8QeTI7za6vKt6QqGJDFu6FyZT3NiLMoBy2bKsjk1mSAiy2zp9oVSYeB77UoSTden79vEFHmwSJCYMAy+Ml7mxXqbgqax4Ho8WWuK/l8XfjZb5Y+OG+P7UxVcQqwg5PVml69NllmViOIGIQlV4d12lyvyKSKyTEpV+EWlLvqDs6Ir+MsTJWKyzBFL1KP9dK7KHtPGRwSpXZhJsjhisM/sk1GFgDumiBocgLSiUnFckorwoNoD//XRpdNvalHmHHcIaEG8t49VGywfJOw6Yci2Xo+q61PQNNwwIAzAJeSQZXNOOsGIofHoQIYPglNdl4zR8z5Y28kSrE3G+cHMggAxksQT1SafHsmz17Q4ZAkZtiFLw+tk1RUs6Np4hCnb47iYwbnpBN+ZWRiyvDXHI6+pOEE4DH9bl4gxZQ1+KwlFCJYkE1MUzk4nmLVdmq6HHXyQG2DI8nB593Ezbmj88ZJRtgxUQ6sTMTY2WsRUlXMySeZsh29NVTgpEWX/4PscVWSOEqZTtsPa5EfvCUH0Jb/YaBFVZAJf2AzmbJdp2/nvglpZklgVizIyWcb0fWKKQlZVfmtN0MdN1w+GgPbo7OiJOqv/p8cdsPGPVhs0XZ/TUnEuzqaGS+pP5r8/n4DaT+ZjRy2ViZy4GmfqMKHrEl+7jurPfoQcjyNJMkoqTfHue9EKRaKrT0bN5jB3bkcrFImsWPmRZGQ1k/mYZxKpyZ1XNw0BrTY+QXztKQSmycJPfwC+j6SqWHt2k//Up4metAY1maa/e4fwqfb7mO/vwnz7TTpvvEruhluIrFiJuf09lGiMwOoTWbYcrTRC0OsBEmo2SzgM0xGBR/rIKP0d2whdFyWbI+j10McmMZatQEmlUdIZ4qefiZbLi1AoXcdr1D9IXo7HBfiUZdz5OdR0Bq9WRdY0vOZAknfMosCtVWm98Cz2gX2omSyZa25AGxnB3r8PAh95EM8vKcoQTCqpFEHfpPnsU4z/p/9M8vyLCHodlHwR58gR7AN7CXomfqeNZERQMxk6b75O4TN3oxZLmO9tYf6738JvNoifcTaS7wtpdBjSfes18nfdTWTZ8Vi7p5F0Q4QoyTKt55/54NiDgOZzT2MMFhux1SdjLDkOghApHserzIu+XyOCkskQWbaczqsvI8nK8O+rhRLNZ5/GnZ3Bq1bQJwT723zqV3Rff4XQdXFnZ3Dm58hceS1oOua2reRvuo3OG6+KuqVSeehLRVFQszmM8Ul6776N36iDoqCNjxM9cbV4j2SZ+BlnI8dj2IcOoqRSIMt0XtuIc+SwCAXatpXorXdSyo+hJCP0X9+IlisgR6OErkPpljtgdIzxWAxF+nAic/bKa6n9/AHc2gJ2IsWKm2/DPXIQOZNFiidIfvn3OSQrdDyfiVyWyOwC046H/f5uQs/DrlaYmJhk7/gSnqs1RchYJMr9lsOXR/PIqjqsH5Le28LlN53AA/YHNyDLY5EPgY2jSbD/R8via2tPY3zZ8UKdEIkgKQrhmefyWK1F13VBkghicZ6qN/n9iRFOTsSIyBLOgf3M9Xq4iSRydYbozrdIr7+EqJYefnf9VlOEyMWiaJqGtWsH3ddfQc3myCSTzL30HKdMTvLfLJcF1yOpKuiSxBfHijxVaw1lpn0/5PFKg2+M55l3DvJ26ykOdvrEtWVcn7+CBxcEaDxsO9xk5KjLCvv6NlFZxgwCFCSWRSO81OwgIQ0DXPb1bcwg4L7xEoYskziGeS5pKreXcmxsdjANlbElS6gcPkQAmIFPeXyCQ4pGEIiakOsKmQ95wEYMnaQqvICKJPGTuSr9IORnc1XOyyS5MJskq6poEmzv9fniWJFHq032mhY3FbPMDvyvR2+zmp5P1xNs00/n65yXTrCvb/OD2erw/Xyr3eOzIx9OtJeRONS3WZ9JDj2ORz29z9Tb3D2a465Sjo4f4AYhu3p9vjRWJKspRCQZQwp5cL7GeESn5ftEFRk/DHHCgN29PjcWs+w2LeqeT98P4Jj7rH19m+cbYun2o9ka942XeLbeYl/fYnk0whX5NN+amh9+Tmuez6/rbZZEdE5OxogrMnYY0PED7CAkrkicEIvS9QNGdJ2255FVFSQkpi2Hja0Ohy2bCUPn4mwKFaEc8MNg6F88mtLrhQLcRCRRt/STOSHnt4KAlfEIsiRAoDcokh7VhXQ5DMMhsPVDkS7eHFTaSAifZVnXsIOQmAyXZFNs65lM2w4nxiIctB3cIEQGoorM4qiOApi+x53lPEujEX48V2WXaRGXZZwgYFHEwB8wlU4oAnraXkDFESm6kiSxx7S4f7B0ANGXens5z3XFDL+sNOgMumL3920USSKriYC1nKoSELK50yOhyKRVBTsIeKrW5HMjBZ44Mse56QQNzyPhypR1jelBEFI4ANL9IOBPDs4womt8ZiTP0qiBFYSMG6J7ueV5PLxwdNEiQIWuyOzv23gItlCVJHzgZ3M1vjJeooPPI5U6LT9gh2kTEhJXZG4r5qh7HrO2y58cnEGXJO4ZLeIjPhN7+/aH6oVea3e5LJcioqpCjt4THckpVSEmyyyLGiyJGhR1jasKGd5td1mbilN3PcYNfSgRPjq/CVlCQuxALDO+OFbksOVw2HI5MR5lR6+PhETL80TPrqHzwHyNz48WuamYZVOzgzzw3k5GDEzf55aiSEtXJIkwhISqDNnLmit8/l+fKKHLEmOGxp8env0Q8NZlmZvLeYJQ1AX9fKGBhOhstoKQNzs9bi/n2do1mbddzkjGWBQxeGbAhq9Lxnm00iSnK5yfTpLXNUqGxqogihUGPFRpEJElkoNr07jx26uCAFRZJq4oYgEShPxgZgFNlvhiPivq5zSNy/IpdnVFBde+vk1KUTh61Vv2O2uCAlYnYmRsh6KmMWs7vN0x6XxMVeVHj00a5EH804ChIcvog3C7o1PQlH8R8DTnuPy3w3PYg+f6VbWJhKii+oSx/YfNJ6D2k/nIBEGAO32EzmubCLodEmecDbIkel4jERF4BPjtFtbePYKtjcZQlh1PZNnx/7QnDUPCgSRLK5WJrlhJe+NLqNks7sy0qPBBBFmZWzYTP/0MWhueQsnkiK89hcZTj5O/4Waiy5bjNZu0X/412sgofqtJ68nH8BoN5HiM0j1fQR+fQI5GCfp9pAHDpY2OocRipC66FHvqCHIkipJOoxZEF665exdqJkP+tjtpPvMklRc2ABL6okWU7/s6xqQIfiIIBv5QDykWJ3riKjqvvyrCoByb+OlnISVEwmRg27Q2PEl/104AnF6P6t//lPytd1Bv1PEWKri1Gqn1lwgJczZHGATkbrldpO2OjCHH4uhHU6Y7HZLnXYC1bw+BbaHk8sTXnUbgecRWrcat1pBjccwt7yBrOnKxjLV7J7JuYCxdjr1vDyBhbn4bv9el8fCDSJKEvmiNlyCrAAAgAElEQVQJpXu/Quayq0WoU61K55WXCFp9IfUdjDLoOO2/v4vKD79DaNlIhkH26uuJrllL+uIr6Ly2kcCxiZ28DmNikt47bxJ6HmqhSPqyK8H3RYJ2voDfbhHYDl51AX18AnvqCLHTzqD5/Ab6u7YTei7Z62+mv3MbgWUTPWEl/d278Htd8rfdgbVvr5BNT0yi5YuU7vkyar6Au1Bh/tt/PQDWRdKXX4U3N4esiZRYIwzhlZf4wmfvIZJMol55Lf2d27EOHiR6/AqM8UnU+G/fKutj4xTvvhe/1yOFxOxD99OfmyHlOHQ3v41++6f5VajRkFW0rsV1hQy7KhVWHb+CxqaXiWkajE+yXdEJHRdCCPt9PMNgn+Oxbt0p9N56c9AXXOM41+Lri5cwZTmkVZURQyOpiKCgg30LTZL4WjFN2GqSbDVwNB1b18lk86iaihqJUd93CEnVCA2DOhKyK0DLiKFjmyY7FI1HuxbdRot8JMJtK09Bbc2RGEmwOhHlvYYDQYhs21w+ViTaqNHaupnU+osGx9lgxZpTcDst8vkEXd+n4/nEFYWOF4htfSiAQuiHmAQQNtl85CFkLUROyBzs70CVo6yIXcRO0yEjCd/Zj+eqjOsaVxcyPDGQ2iqDhF0bISk+mpA8ZTlMWTaX/0Z9UEJVyCgyd43kSSkyxo230Xn2afypw2ij42iXXE4uneP3dXVQy/LRn824IsJOnCAYypt7QcAz9RZeCHeV80jAmkSU3abFgQHgsENR6+ENAAyIY0eSeKomJOCnJ+M8Um186Ia26nr0AhFa0huAOC8MWRw12NnrU9Y17izn2NLps8PssyxisKltst+0ubWYpaiprE3F+Pv5OrtNi3FD57ZSDikUHaFHwbAqiR7L5QOZ4jX5DKnBQqLuiAoZn5C9pkgrliWoeh5/fmSOe8YKXFvIkFYUnqk1OWR/uOip6nmcoyfwJQFyE4rMTcUcZV3lkOXwYEUwXEVNJSLLvG/2RQdqrcW2Xh8Jkbp6oG9zfibBrp7N0ojOqniMiNTACkNUJD43micEHhkEZX2qlOMXlTqHLIdLs2nmdQ9wMCSZRRGdNYko847GxlYH2Q9Iqgp5TcUPw2F351EwdXUujTmodylpKjcUspiez4XlFC83hPc2qRhcmkvxXK3FlONyXjrB7l4fTZaZsh0MSfhgT03FiclCQnyUGQqBiaxI/t7cMTkuavB8vc2xt/OHLIea67HE0LmxlKPn+yRkmff7Fv1Bt7Dosg3xAkiqCkEoliBIUHdF0vJR6XJKlWl7Plfl09w/X6PnB6hIXJVP896AiVtwXR6o1Li1mOfhSp2iLuSr44bGkojOwkA+GVFEH25KVcgoCt0gwA1DMpqCIgmv+digJ/koKy4h0R9UTT1ebXLIcpAQVTsbGi1Wx6OMGwYxWaHt+6iS2GlGJRkViXPTCfK6xn3jJWZsF1kSPtnogAGWJIlTEjFSqsIPZhYIBteMlbEot5Sywx7TUV0jpShDSS1IXJBJossSz9bb7LdsJGBxxOCkeJT3uiaaJHF+OkFUFqGQhy2bScPg1GSCEJH2HYaQ0zSuymc4K53ACUJkSSh7mp5HXJHJaSrLIgZxReHUZJym5xOEH+QhrE1EyakKuWPq1cYMjZ09keisKyIkyQ0CPlXKieqrIGBz12RtKs6kobHHtNjTt6Avrid3lvPEFYXjYhHiqsyIrvNmu0tSUbg0l2Y88vGgFkSY3QXZFAf6NsdFDZbFIsOanagic146yap4DD8MCcKQ7d0+qiRxUTZFQVM5YolrYkZVhjVbfhCytWfy0Hx9yJpfnktzcjzKkn8lT2tOVbi9nONng95zXZL4zEiR8r9AevIRyxkC2qPzVrvHhZkkpd+xVPhkPphPQO0n85Hx5maZ+bM/Jei0kTSN/o5tFD7zBZRCQXgIj5ljQc3HjTM/R3/ndtyFCrE169DHJlCTyQ89RlJVEmedg7X3faInrqb5xC+R4wnk0TEIAvxWEzWXJ3AcUGSaG57G3PquYHd2biN94aX0975P5+VfEzt5LfroGHgejUceQkkkUVIp/G6X5tNPUPry18jdcgeNJ36J36ijjY6Ru/5mlESSUFbI33oHnVc34jXq6OOTuPOzRJctR81kcedmab+wQfg1wxB36gjdN14jftqZdN9+A3yfzPqL0ccnkSSJ9CVXED35FMwt72Act5T4mlPQB728freDtX/f8ByEQYA7dQR3fp7Y6jWomSxquYwkyURXrR6kG+fpvvU66fMvQskX0HLi3wp9n86ml+jv3kHmkstBU5E1HUk3mP/2XxI/82zia0/HmT5C6DiEYSg80ZKEMzuNNjKKvX+fkPKGIUG7PfQOpy68hOoDP8E5dICg38dYupzU+kvovPIy9oH9yLH48DjcWpXaz+8ndFwhFfY8Kj/+PuP/8X8lcc55xNasJbQt+ocOoubyRI8/Ab/bIbbqZMIgGPiwQ9zqAko8gRqNEQYBkqYhyRLuzDSR41eQPOMsrH178OpVoiesAlmmt30b7oKoknFnZvBbDQhDem++RvaGW9CPWyYY/W1bh5U9fqeNX68R+h6SIuR0uiSh+B4JCVRFgXSG5NnnkTjznIHve/B+eR5hEAzZ9KOjpjOo6Qz93btozUwTSmDqBoYs0dz4IqfdcDvPWR6xbodDiSgn5gtEz7uQ8klrCCtzGIuXkvUlDlYWRMclgGWR1DSiF1xMdMUqnNlp/GXHY0ZjZEOf0XRi+PxztsPmdo+IolCzLXzPYWTqEPN/9yO00giZq66je+ggqTXriEUijGWzvNfr4wbi2W6I6GQO7aP63hacCy7h0Y5FLxA32TXL4pdNhbsX5VGDCjcUJjg7EaUa0yi7NrlOk9bzT5M6bz3tl14Qyc2SBIpC/nP3IucDrMDHkEX/ox0GLItG2NnrIw/kmqsSUZrmFGlllPHsWURicUac3ezr7aUcc3nZ8biukEEZdNFOOS57TYuvjpexg4CMqpBUFR6tNoaANq0oxBWZB+ZrnJpMMH4M09r1fGZdj7+rNIjKMtcVMkzceBv1RoOtAcx5ErerCkt+B5twdHRZ5spcmpUxkWRbdVy2dE1Oikd5qdnmslyGhxfqw8fv6JhcV8jwTL0JkgBKl+VT6Ig6IhCv8TdZJG8APlcnorzV7ork3qhIHp51XDZ3TA7bNklFMMt5TeGvjlS4spDh6XqL9ZkkT9dbvG9aKJLEfsvib6bm+caiEZEKnUnyWrtLTJYpaSqnJuM8Vm0w67isjkW5Kp/hgGVjBwFLDJ2JiAhu8UNRs+QEPlO2ywmxKJosszIRgwGTdPSW7YJ0AjMMeLjSECBLgqlZh6+Ml1hwXeKK8ELPOy4tz2PEEJ7B7T3xmxMiKniuyKXRJBkkUc1kSPAfF4/xfKPFCbEI75s2u8w+fiiYxtOScdZnkmzumjxTb3LfWAlZkuj5Pl3f50DfYnvP4t6xErt7fVKqwjnpBL+Yr7MyFmVtIkbN9ViTiDGqq9Rcn1daC3R7IWO6ypihs6Ha5NZSHicMaPs+B/oOC65Hx/N5tt7m7tECDc8jJsu4UsgpiRjP1NpcnU9zYUZ4Td0g5Mx0gogk0/dD5m2HoqayLGrQ9PwhIw3Q84Uc9c+PiDAoGfjqRIlXWl10WUhwZUmws23XxxrIpNOKwumpBLO2w8XZFFu7JmenM1hBSM1xuWekgIvoIvaCkN1mmy+MFpAlCScQ5UYBIj33/vkavz9R5rJcmprrst20aLoBJ8YiTOg6J8SjZDWVpuvxervHtYUMK6KG6EyVRZetJgtwHZMEh2cF4fDzEiJqcVRJIiTkpHiE7aaFG4SoMlxfzFLWNWIDFUZB1z7kkT12Wp7H07UmPiGqJCEj8b5pUXW9Iagt6Br3jBd5q9Wl4XmsTcQxZJhzvCGgzWkqG+otTk/G+frECFO2zcG+w8vNDmlF9OP+eL6KgjR8HfeMFVgRixJRZEYVnY7n82S1wS2lHC/UWyy4HmlFYV0yzhO1JmemEiyJ6Hxz6Tg7exYjusaiiD6Uox+ddckYe0xLVDBJItF6aTSCLsvoMoAAp1XH5a+m5rGPkRPvN226vj9UoJR0nZKuszYRxZBktN+RfHzs/K5zrskyJXEg3FzKcWlO1En5IfxktkrF9ZCAtckYV+XTpFSVhufxfL1NRJHJIDzBr7Ta/KfFY5S0fx1JblJTOT+dZHU8SsvzyaoqeU1B+ScmNv+uOTaB/OhkNQXjHyGX/v/7fAJqP5mPjHVgH0GnDZKEbERAkmlv/DX5W+/EmZ7Grw06FFWV6IqVv/PfchYqVL77LexDos+19ezTlL5wH8lzzvvIY/XJxRQ+fbdItjVNwjAU3sxkaugnlSIG0RNW0X1dpB2HkoQ7NytAnBQjdBzar7zM2B/+MVIkQumLXwVFof/+Lnpvvo7f64DrET1+BdoXvkToOMjRKEoiSeB5+PUqc3/5Z3i1BZAkem++TuqSK4ifnkSOxXFmpoYVNuJ4oljv70SKRCh++vMohQLdTS/T2fgiQd9EyWQpffGrFO/9CspvhBNIqoaSSotgLADfw++bg55UX4Dceh1ZUWg++RhyNIY9PSWCkUIh0ZZOPQNjYhKv1cR8712CXo/mM08Mg6aKn/8SyfMvFIyt1cdYtIRO+Gv8ZpPQdVBzeVGJVK2K55VlkueeT2vDUwAYxy3DOXII+8B+1HSG0POx9r5PfN2p5G75FN03X0ctlz8A146DW6sRdNqEnjcIawpwZ2cFM5rNgaaDZVH5wXfQiiXkaIzWCxuQFJXIN/5nstfdTPWnPxDyaUUhuf5iAXhdF3fqCFIkijE2Qeqiy3Bmp2m9sAG1UCS+5hTcUgljfAJz5w7s/XsBULI5tEKJ3huvDlOboytX0XruabzKvADSkkxgmkiRCJIkETt5Lb5tE1bm0Upl8X4NAG0YBDgzU3Re2UjQ75M44ywixy37UOK2W6uh9EVXYM8PQAIfCdf1iOkqt2SzzDhpZCQyyTiPTs8y3zQZG1/K5ZEo5/W6vK8ptF0PPwxZmkmRUGQO+jIHFYPRNadRN/s8v3s/J46NctVYmfzgZuKw5VDzPDZU6uQCj431GqemM1x4/kWYzz6FuW0rfSAyuYjEyCiX59LUXZ8Dls2piSjnT+/nyOOPklZVrFPPwmo2UJNplisSJ5VL+Eh4iSg6LZKqSjKhsjjwxHc8DPEWKqi5PNbe98X5CkOUSITOa5s4fclydiAPaxYcP+COco7n620OWw7HpXQuDBMYjJEuX8/DjSa9Vp8T46u5qngWmlLgpKT4gZ+zHMq6SsXxUGURUrM4amD5ASfEItxWzPFco01aVQTbudAYAPcPz3u9Pg/MC6AZAn85Nc8fLR6lbsRYrqssR2zrP3JtCwLag6ThzIABqjouP680OGI7WEHAcVGdr46XiCkydxZzmGFIXlWZtoUHeMpxMRSZb0yOYAVCKplTFcIQLs2m+flCg5ebba7Mp9k/VQEEwF1kaCJEyfG4a6RARJZ5p9Pj/Z5FQlN4ut4iIkvkNJUH5uvcN15kUUTnsGWzrdfnhmKWnQN29Sg71g58AmBE1yhoCqen4miSRM312NTscMR2kJDY3DU5I51AAV5vdYnlUiQUhdXxKO+0u9hBwJpEjLgsM2O7LI4alFSVr02UebzawAlhfSbJ8miUR6sNZKSht84OQvb2bZZFIoQZ0VM7N6gbWRaN4A/AvDkAdGem4hyxHZ5vtGl5PhubXS7IJLm+kOa6QgYJeGAQEqNKEklF4fV2l3tHi/y62SGuyLR9n5XxKFKo0fV9frHQ4LDtUHU8Rg2NOdtld8/izpE8r7W7LDgep6bijOs63SCg4/ucn0mxJGKw1xJ9n8ujEfphwIZai1fbHeKKwhW5NK+0uszYLqYfsDIWpax3WXA94b2sNTnViVFzXO4s5ZElONS32drpMRHRebXdZUOjzeKIwRX5NBtqLTqBP6ifUWh5PookQEIAPF5tclc5jxUEhCFEFJlXGi2+NF7iuUaLBcflpIRYUCgI33BBV0mpKrFQ1O1IksTxER3bD3mp02Zp1OCHs1V8QhKywu9NlMhpKh3P45ZiltfaXXb2+hwfi3J1Icus7dDzA97v99nU6uKFIeemE/zeeAlNFuFgph9wXjrJ/fM1nDCkoKncPJIlpQjZsC4Lf7OExNpEDDsI2NuzWJuMc8IAaKyKR1kSMYaAFoQ/UZGkjwSaTVs2u02LfX2bmit8pxFZ+Du73odFx2Vd49piFj8ImLVdXmi0ODuTZETXkAEzCHCB7Wafi3Ip3mj1hiz7pKGzx7SQkbDDYJjA+0arx7JIBGXwobeCgHe7fUYdjztH8kxZLodtm0cXxBIpo4rQtMdrLRYbOjs6JqekhMf2WKY2rwlJeNvzafsisO23pdb7YYj3G/5YfQDsQVyv656P7QuG/59KSFYdlz2mRWPw/ozq2jA125BlirqMH4Q8Um1QOUaZ8G7HZE0iRkpVh15eBYmEohAdSKE1Sf5H+WL/uZPWVNL/Cr22ZU1lXTLGuwNFhCFJ3FDIkv5XAvD/FuYTUPvJfGSkwQZKSSRFT6xloWaz9N59m+zV19N94xVAInXe+uEN/8eNt1AZAloAwoDmhieJHL8CrfBhP6JiGESOW4ZbrxE5YSX2gX00f/UI+U/dhVuZQ44nia4+ieaGp5E0FcIQSZIF66gbILsErouxaAkEAZXv/Q3O9BRIEtlrbyR+5tlIsoySENLRo57fMAiwp44QWP1BYFNncKziwt/b/BbJc84jMHsYS5YNWVpxsiSMJUuxdryHtW8v5a98nc6rmyAMQFEI5mZpPf0E2U/dhZTOIB9zcVLT6Q9qbVxXVP9cdhX9ndtoPvk4SjZH6qJLkWQZZ2YGJZ1GGcim3YUK+uQiuq+/gj56G5KsDBKAe4S+j5LO4HfaaKUybmWO6k9/CLJE+pLLiZ9xFs0NTw38ppMkTj0D+9BBtGKJ2MlrkYyI6M2NJ1AzOdyFCkoiAaqCHIsNQpfqaCOj6COjdDa+iF+rET1xNVIsSuS4pfTeflO8SFkW3s0wwF2oUH/sYYqfvQclmRJ9trt2iNOoG6Ift91ETqUZ/1++iX1wP9rIGEo2hzs3S+UH34HBa+vveI/crXdQ/dmPSF5wEcaixcz+2Z+ilUris7n+IjI33oK1cwfGkuOoP/IgfrtN4NiY720hee75GIuPo/vaJtyFCvnb7qDz6itASOykNQSux5E//kO0kVEKd36W6MpVw/fOXZhn4UffH8rl7QP7yN92F7GTThZ/3mjQe/dttEIRvd9DdT3htdYUtNPOQEkm+d70Aq0gIK1pPF9v85mRHI/1+kw5Pj9vmdxbLvClbJaqaaF7LolUitd6fd6aX8CXZaqHZjknk2RFLsNbs3Og6dw2WiAIQyKyxK+b4jMcui4SsKXW4PzVa+HZp3Bmp5GPX4nbqBMZGSUuy9xRzgEQ73VZeOVlZElCkiDqOmiSxPJ0mmzE4LtzdSRFodRu8rmREfIDBZiaSqOevA6nMo8SjeM1G8iJ5JDtR1XxPJ8VEYPPp7O81e6yOGJQ1D3m+lu4IJUimpskKsWwOyDHc7w0e4Cq5whJq+NT9bM8OLPAnOuSV1XuGStyayHDq22Ti7IpMoOb6509izfbXa7NZ7gmlwYJDvRtri1k6Hg+aVXcWFltn47t8VqnSxiAJH8g79tpWpydjtMbJFD+ZlBHw/V4tt5ie7dPVJG5dCCJ29zpMT8IrdIVhZrjc8hyOCeTZMpyeGyhzoXZFNO2w7TjklEUygN24ze7GtdnkowaOm93umRUhf+8ZIz3un3SmkJOU/n5fJ11qTg7uibGoHrkgnSSTe3OoF4DglCEPc3aLudnkjwyCJqxBym3FccbqjYURMLyt2cqXJFLc0E0Qsfz+UWlgT0IRfGPVo0EAVt7fZbHIoI90lTiksQfLRnD9AMqrsvz9TbrUjEWRw2yhsa5hsZxUYOu57OjZ7K3byF0GR+cdxCS57yuMm2LCpyjntS+HzBl21yWF12cASEr4zEerNTwQuHD7Pg+73R6XFfIsCRqcKhvD2/svVDIPPOaRlZTubaQoaSp/GqhyaihU9I1MrJEUddEmE0YctAS3/FTU3HKhs71hSzB4BwctGy+O72AG4asScTY2jU5YjtUXY+3Oz2u9jM4gUibXXA8fjpX456xIt8fBAKNGDpfGi/xeqtDUlUY1TX29y3ymsZ3ZxeGYPXWUo6/n69xxBbJvzOOw6Zmh7PTcXb2LE5PxfnpbJVzM0mWRAz2D7yms47LnOMQkWXKusqjlSaX5dO81e6xPBrhgnSSZdEIpi+SmzVJ+Iq3dk021NtkNdFhuzRqcFMxy/mZFH9ycHqYIqvIEg9V6pyfThJTZJ5rttnW7WP6AW92eqyKRVkZi/DgQoPr8mLBoEoS73X7rM+k2GdZyKGQhUdkibtHRbCkLkksNgxyuviOP1FrMms7nBiPsjoeI6bIvNxs0w9Dzs8kMSSJiCJjBwEztgD5hwdqlZymclY6weiA1ey57gAoCh/pr5tt/DCk5npEFYmEKljtY3uivTBkp2kxaznMOT6bOz2yqiK80IpMRBaS54KqcvdYgb2mTcsTTP67HZNtPZOq46FIEposYcgSVdcdMq36QH7uhSFbO30eqwnlQmEAomYc0eW64HjMOS4KEjPVJiVdRZUkUqqKGwQ0XF/03i40mLHdYQjWF0aLH5IOpwfn5JVj0p/XD3z/ADO2wxHL4eBgaVjWNZZGI0T+gWwtCEn7j2erQ4C/qdnhzpE8JydiH3qcFQbM/oYtAWDOcVgZj5JQFBZFdQ71xWMUhI898Y84lv8vTcHQubuc58pcmrbnM2HojPwLJSz/Wx3lm9/85v/oY/hnz7e//e1vfvnLX/4ffRj/ZkZSNczt74n6kU5HgMLrb6K/YxtBq0nuxtuIrVmLlst/SI7528aZm6H7xqsf+n9yNEbizLOHHsxjxzp8COfgfuLrTkWfmMSZmcbat5fkuevRRsfwWy1Cx6a/YztqOoOkqUSWLCV++pk0Hvk5ciRC5opraD79JM701IBd9OjvfZ/CTbcRP+U01NSHPXXu/Oz/zd57Rct1nmeaz867duVwMnIOBEAABEACYEAgKWZSVKASJVlObY+n3e4Z95q1ZtbYNzN3M71sr+6xLFuSLYmSKJEiRYo5gSBB5EQQGUQ6uXLVrr1rx7n4C4dBtNyeuZmx+F2eAirs+qvq//7vfZ+X6e99B2POPCRFwTl9kqjTmbldHxnBXLYSrVRCMky0vn7c9y8QBz7WmnWiMX3ycfShEQFiOnIQVBUJCcIAZAlj1hz8sVHU/v6ZQwMANZfHWnEd5sLFpG7cIrysTz8h8md9j87RIxTufYDmnt1ErRaymSAOA7LbbgdF5LVaK65DTiSQdQ337GkIfPH3dRuwVl5H5fEfC8pzGCKpGvrQMKkNm0iu30jsdan8+AcomSySaVD/5ZOkt9yMPms2YauJnEhgXbcG59R7AvIUx4SNOrl7H8Q+dJD6i78idhzcC+fwK2WSK9dgzJ5L98oVwnoNJZun8MDD2IcPYM5fhHv6JObiJSjZHNbyFWjDswiqFZSEidrXR3rDjcRul+nv/S1ho0n78EHCWoVgcpzupUtIiopkmgTlMlqpj6jToXvuLPrgEMH0FJHXRZJkOqffI7FoKUGlTGL5Cuz9e3uLW0ZSVbzRUVKbNiMnLIy582i88BzawCC5O+6ivW8P9ad/jlookr1tu9h1KwpIMrJhYB87gnvm9EfWUGS3SSxfSdhu0XztZVq7Xyfs2BQ/9yUix0ZNZyjcdS/WshXsdzxOOC6WImRF00GILsuUEgZTYUQ1DJlrJdjT6jBiWSRMk/Eg4hfTNYw4IpQV7ChkzO2ys7/IyVqDlm6wMGHyi8kKS1MWr/aiMtKKTOx0kOKYG1IW0Tu7Sa29gU6zTmH19UzrJr+s1Hi2IqA+Nxga/rHDWL4nNmF2m1krr6OUz/Pj6TqxLMAzMjJXuyELEwbTvk8zCJElMM0EarFI5HTonj9HWK8hZzK0kYjXrOWNgVnsbbR5qJBhVbfNVecgu5rPUffPktbm8k4LXuvYnHG7bM2XcCIdLza4vTjET6dqdHsgEjuKON1x2F7IsjGTZMg0iIFd9RbfHZ/mStcnociUg4Anpmuc6ric7bhsyqUwJIl2EFJp+MTNiDE94P1OjwjaO/2/OZdmVTpJUdcIp0Maox5uMxRZ2KbMG7UWe5s2IWK6eMp2WJ5KcLztzEyhARKKAFdJiEYwr2m8VG2wNp3k1lyGm/NpVqeTMx4yEJOSsa7P0+UaUhyzI5+hX9cZMfXehr7FL8t1xj2fY60OtxWyZFSFUx2HPl2AtK5RXt1YEE4359IsMHW6UcylrkccxewoZDnS7hAhIRPzxYEiNT+YacxuzIr4nJCYC04Xpwc9SisKK5MW1SBABWabOgO6xoip81ajzcGWjSnLrM8kiWJYaH0g2z5pO/x4sspotxc/lU1yxnZn4uHSvQOCrKpS9n3OO12SvQlN3Q/ZmktDLKJ95poGiy2TA00bCQk7EvLJlKKwOZsipSrExJT9gLGuTwyYsszGTIq5po4hy+xr2tTDgJuyaZKKmLbnVYX3bGcGDFPUVHYWMli922VJoub77GvaHLMFIXhbPsMvy3UkSTQSCUXhQsdlYzbFvqZNVlVwophlVoKSrjJi6PTpGilFYWkyQUoW8tTdjTbXpy0WJ0wMWWKuqbM6bXGoKX6PLEVBlSQ6UcTtxSwVP+BAy6YZRpzqODwyUESTJTRJ6jWiaQZ1XTSnlslT5RpH24L4rEgw7Qf8olxjT8Nmf9NmRcpiouuzPGmyMZNiWS8qZ9DQiGM4YbsUNIUhXSeKYyY8nxt7MUuPTVaRJdG4+nHMhBewrZBlf9NmWyHD3kYbUxETwQ4ZLjgAACAASURBVA3ZJC1f+KiLusr8XvzQnkabN+tt1mUs+nWdgqay2DJYnU4y1xTXbJapM980QIJvj07xUlXEH5mSjB2GtMKId+ptLroeo12fk7bD8mQCS1E463T5u9FpXq012ZpLM2xoXO16DOka95by7K41Geg97rWq9Bq0K12PHYUs3TBiTdpiuZXoRUilkBHT2nmmySLLZKFlklIVMqoi7AGI6aQly9yazwjlADDe9ZEk4cs92XZYmkpwtNUhp6nEQEKWWZ1KklUVzjkunR6sK5bglryAXJqSzMGWzTPlGjGSiMjqybj9OBZANMuc8eyrksSwobPEMhkyNLblMyxNJjAUmVYQ8L7T5ceTFY7bDs0wxJBk+nSV5CeoVT5eUe+A7KLTZU/zo1njVT9gRTIxEyl07bnUA3Hw9+HaXsiQ1wRVfK5p0I0ivDhmoWVwf19+RpX0b7EsVaFf15htGmQ1deZ9+7Q+qL/8y78c/4u/+Itvf9Jtn05qP61fK31wiKE//g/YRw/hj4+RWLYC5/w5wnqdwDAhjgRU57+htL4B1FLfBxJbIL31FhHJ8rEKOjZhvYpz8gS1Z55CyWUpffErSFYS9/R7+OfOEEyMo/UPUPzcI7inT6INDpHcsAn78CEk08Raugxj3ny6//QPxF6XoOYjW0lkVUUyjI9EuVwr5/QpiGMip4PW148xew6SJBF5HpKikN35GbRcHsVKoliQ3nILiWUrxHVIpYn9gOE/+TPqb7yOMWs2kpGAKBDyW8BauZqwUae56zWMufOQPzTdllQVrX9ATFTrdSRJovSVrxNUayIiyHHwK9P0ffGrNF5/GckwSK9cg5rP03n3GNnbdoicYEkSPtxCCee9d5HTaZR8nmBqkrDZENMyxxGe5SXLqD75MwF9KpchjtAHB2m8+hJBvYY/MYE+Zy6J6eUgy8jJJNaadXQvXkBKpcnfsg3ZNLEP7hNy4jgmrNexD+4nc8s2jJHZDPzO7xO0mkS2jX3sMKkbbkROJCh+6Ws033gV7/Il4jBAyeQoffHLuBfOk75pK3I6g1SpkL/vs4StJp2jR4h9nyjwRa5xHIv4nmvT8p5+0j17Gn1oBG/sKn5ZSMevxf6AmMZLssjQlRMWcsHCXLQEra+foF5FKRbpHDtMeuuttN56EzlhUXjwc1R/8TOC8jTa4DDJtevI3XmP8NBKEkouB0EoZNK6Rgw0d++i+cbLxEFI3PVo7Xub7B13EzUbBI0GRqaOricpKQoNz8NHQ0JsVERIfIghy4x2Pd6otzluO/zOUB85Vfh9JU1DvuYHFisIOZ0mramcbLQ4c/Uq15tio7K72cZHxsxkmEWMevUyxqrrUectoBRFxLkcP5+sMu75pBQZJ4p50Y/47JZbaD//jPhMXrzAHMuidc+D5DUhuVMliYiYKd+nGYZU/YD3Wh36dYUteZPM8uvouC4D8xfRfuctvPFRBhYtRV65mlarQ3tqmufbTR6avkRfWGXH+nvIJ5exqyFxvN0GNOpBxOmJMl8eKPLDyQqqJGOHEUrv911CxFr4MbSiiD6g4QfsabRnRBTDhs7fjk4xbGiEsog3+slklW35DFU/IG6F6CHsHM5xtNWh5ocgw3zLYEmvEatd7rLrrydpTwoJ7JyNSVY8WuDMh+JqQJx7XHE91qetmSgbS5G5LZ9md6PNyTGH2aaAMZV9nx9NCgLvw3155pgfAE8aQcAZ2+VAy2aOqWNIMn87Ok1KUfiDkRIv15pc7nrkek2SG0Wc6bjkFIWvD/Xxdr3FtnyGsu/jRjGNIGRJwqTmBziGzqZsiknP52THIasq/C/zRnCjCE2Wuey4vFJvkeo12I0gZMTUWZ9OoknwTlNMqDZmUrxYbXB3McdL1Tqr00mSisxT0zVqgfDJTTXaeJHFZz4E5WoHIfs+tNFthxGnbZevD5c474iYmOuSVo9UKt6/7DX5PkIe68cxq1IWh1o2bT9kf7PFiKHzvtvtyTQlViTNGRq1E8U8UMqzNmVx1nFZbiWoBiF/8f4YigR3FXNszCTJfWjDPmDo/N5Iv5iKSWIydK3JiXqeZTsQ6z6KIZaEH7igqTPE324kMotlxGelHUaUNFXQgntk6Q9XRtPYWciyNm0x5Qf0qSrXpxJIksRY1+fOYpZ6GLK3Lq5fThVE43dtBxkoKAq1EN6oNbk1l+KOQparrseuepvlSRNLkWlHEVU/pE9T6UYxa9NJ/m5sij5Nm5lmv1Zr8LvD/fxgosKzlQYKsKnXtCUVhZsySQYNAYLq0zTqfsA8U8ePoV9X8eMYGQlDlmkGYsr++f4CVxyRUysjMT9hkFGVHiAq5Llygwnfx5QlHijl6ddUDFl8F3pRzE8nq1zuNT05VeHrw33U/A/8w0VNZbTrsdgyebXWZNLzWZ1KsC2f4c16i7UpS/ilnZApz8dSJCoBHGzaLEgYbMtncMOYJ6ereDH0t+yPHMQ4UYQhy6xKJghjEQ8WR7A+Y/FcucHb9Rat3hr1opgH+vIzjVu/rvHoUB8VP6Dai+36wcQ0mizz+f4CT04JANwtuRRfGy4RxjEP9efZW2/TCEMKmsq8hM5p22FbPsNPpqrEQL+qMtH1ME2DWhDwq3KdPl2jHgi7SiMIKWpCfSEmuPFH2L8pVSGlKjOv048izndcXqs1mfJ97i7l6NM1Drc6nHFcRkwNTZY/EZIHMO35HGzZTHk+GzJJ3E+I/wmimOhj5g9ZktiYSVHxA062HXRZ5tZ8moEPNa19usaDfXk6YURCkT/SFH9an9bH69Om9tOaqcj3iWwbOWEi6Trm0uU4J09SeernyIqKpGkklq9E/oSM2X+u9MEhBv/oT2nufoOgPE3qho2YS5eLaJJe+eVpnNMnMebNx7t6hdj3yNx8K1EQUP7RP1H60teQVA1r+XXYTgf78AHiOBaN4PEjSKaJuXQZUdchsXINxBGJ5dfhXbk0IxOOwwg5YX3ic9T6B8hs20lQq6KV+sjf/1n8yQnCRgNjwUIk3aC5ZzfZm29D6+tHMQyU4ZGZ/28fPUT74D6yt21DTqXoe/SbNF55kbBew1p9Pdb6DdSefBzCkLDT+TWwfNixCW2bsNmgvf8duhcuoM+e3WuqHocY6i8/T+rGLSSWraD29BPUX3gGNV/AG7tK31e/iXPyBMbc+ah9fXTHxlCLBfShYfxmEzWbJ2jWQZYJ6zXQNHJ33y8m6LJMas06wlaLoDxN5o67UHM5/LExjNlziMJA5ABv2oy5YCH60DBqqb8nB08iAf70lJCCqyr+xISYUCsKnWOHCabLJFasROvvp/zYP5LatBn74D6MBYvQh0aI7Dbe6FVyd98PQUB73x5qTz8pprzFIoUHHqb19ptkb92Od+UK8TUwmSJjLFxEc8+byJqOPjIL98L5Xi6kROmRr+KcOE7j5RfIfeZetIFB/IkxJFkhdh3S23bSPnyA+jNPoaZTZLbfgT48CxSF0pcfFfFTMSSWraD19psgQeOVF0mu3YAxfxH5+x7EGxtF0nTUbA5tZITY6eCcOoGxaCmptetpH9hHMDmJPzaKNzZKe+/bSIrCqv/+f+SdrkNeNyh7HoUeHXNXvUFKUbi7lONX5RoFGWTPQ/E8iqrMEsvkfaeLocikdIlBTaMWxRiGyY58hjPjEwwZBu9Oldk8bw5pTeV8x2VWLs1tqQT5wSLxmuuJJRkjm6PjOsySYhrX4nAkOO94xCuuo5jP0zl6GK1/AGvVahRNI99rMGJEbmVWUTja6jDcdXjYt+naLUIK7JINjtkx96sxRhRA/wCjp0/ivvkGd37pa1xRFeqeR5zJ4T7/PLNW38IxV+HtRgMvhpImoRAjxzGEIXlXkG6HdY33e4AWgD5NKAeqfsiChGguJIR3sBMKgE2+F41S8QNBGfaFPPuNapPfH+jnRyenWJdJ8T8MDTIZB5iazKCpMaDr+E7IyefrMw0twOV9NovvyVI0FS53u7ihkLSassjtHDI0bs2n2dewWZ+2eK3a4mrXw4kiLrsej02U+UJ/kb+6KjbkZxwXO4xIyDLTvs9z5ToHWzaKJHGgabM2bXF92qJPE5JYPxI5shExmd6kX0wGZeaZOlYhixOGfG2wxGXXI92LbXmuIja9y5IJQQ9NJejGYgK7KpXghWqDU7aLJcuMGOKAptDL4S37AVUv4Mv9wp/ZikK+NdRHPRATzucrNe4q5in7ATU/IAA0CY63HXb0mlo3imj1NtzdWHj1FCTOO102ZlLcW8r/2vdyn67xO8OiUa8HIrNxSU/u/Eqt1ZtGKzzUn2e2qTPt+QwZOluyaWQk3qg3ebMmpNhDhqAe/3iyIg4BVAUvinmn0ebmOUO/tlE2ZJlib1qmf2hSMuH5fOfqFJ/rL3BLLsNiK4EKpGWRf3nB6SJLEiVN5YZ0kinPQ5dk/DhiYybDGdshp6kMfIJHzoki3rNdzjsut+XSNMOIv7k6iSnLaLLECstkXSbJu22Hu0s5iqrK/aUceV2l5ocUVIEjKmgaP5isMNkV6/a1WpPbCxlKmoYbRrQRkUHXmL4xQt7dCSP6NJV3bYezjts7vIIDLZut+TQjmogx+q+jkwSx8Ps9OlSi5fu0o5iVSYtXag2IBTDt9kKWEUNjYcLgkutxfSZJUhawqqSi0FUifjRZRpFEPrXbixf687nDvFiuc3M+gxvFMw0tiLirPfXWjDQXBBRrWz7Dq7UGnVBM5l+rtfjCgMYfjvRx1unyn69MECMm2A/1FfjhRIVOFFENQk7YHYiZOZBJf8wGkOo1Wk9P17na9Zht6HxloMiUF3DE7qAgofTIzadsl+35kKL+wXrKqArPTNe44HZphVFPJh9wyRE5qxU/YFe9zeJkgoUJk6KusSppMen51IOAlytNamHA9nyGxZaJLgkK89PTVb41PIAXh8iSkDRvyCTFwQq9rY8kwEuW8punrOOez/fGpnHjmLGux5jr8XB/gT2NNs0wZLTrcWchy85CBvVjn5WqH/D9sWmqPTrxKdvlm8MlrN6aulYbs6kZCNeHS5clduQzbM2m0XrxOx+fTmqyTPZf0cwG0TXyfYilyORV9dNm+LekPm1qf8srjmOCeo2w0SBst+icfJfYdUmuXkv74H6slSsJylPEYUhq880k197wL0qOP17GrNkUP/8lIqcDSCjWB82lX60w/cPvYS5YhHPmFK3db0AY0t73DunNN6MNDiL1pqyyrpG5ZRt+pUJYniIoTwtA0Jp1xJ5H6oZNAoCUy5K7/U4qP3+c7oWzqP0D9H/9G8SfsJGIXJfuhfNUf/kkRCGNbJaB3/1j9FlzkeYrNN9+C+fIIWTTwFu4GL9ShjBEGxic8QSrxT68y5epXrpELMlkt++g+MWvELkOkixTffJxonodOZlE+VgUTFCrUn32aYzZc6k990skYiRdw7tyhfpLv6L01W/SOXIQf2IcJZGg/vyzuGdOIScsJFUlqFSwjxzCu3qF9t49WKuuR+srYR86IPyu+/dS+NwjNN94laBSxly8hMSCRWiDQ6TW3UDYsbGPHsHe+za5+z5LYtFipn/wXeKuR1Atk7pxC9by6xj93/5X1GIJ2bLIbr8DJZcnufp62nv3zOTnmstW4l68gGTo1J55iqjdIvY83PfPkdlyK9b16wkqZbK334Ws6bgXzqH29aMNDWMf2IvW10/tmV+ALOiWUcfG3v8O2Z13ohb7GPjWH2IfPgCqijl/IY3db6CYFtrgIKlNW4j9gDgMSaxYhZLJUv7RP0IU0XjtJYoPfR55wybCeg21WCKoVmk88wshRZckWrt30feN3wOvi31wP97VK0SdNqkNN5K/7yGxLgG/PIWSTApydqMhIpyGhun/xu+BqqIkUyTXbxSRRo6DWigy/d1vU/jcI0iygj8+hvbTH/LNr32LXdUmQ6bBuqyQQy4a7udMx+WZ6RphGEC1QhAExKZM+fln+Oyj3+IlRWHa87kpmWF9OknZ8/njXJqq5zOtm8waSLE2m+LvLo8zbAk4R9kP+KuJKn8ye4BZpkHQbGC/s5vWieMsSyRZc/NtPKMnmfBD4aszE1hLl2MtXT6zTvNxzCMDRX7Zg5eUNJXthSypVhPrqZ/w/vh7KEiopQX0PfxFmoGPc3WcsQN7GdAN2l0XWVJx97zJyk23Csr0iZP4kUG969HqReVMeCFeGGHZbZKSxGytj2+kDXLtOl8YKPKdsWmm/YA+TeGbw/3sb7TZURTe+JwivGKvVJuokgBHmZLIF9QlCV2CFSmLq65HWlNIGDJfWNZHtRvS/F6Dwbkmy+/KoetiA+g7Ea0Jn49X+3KXmzakRVZiL+5jSdokqyqkVZWd+Sw3ZJLU/ZCfTlXpRjEFTcWPYsa8AKXnH3yx0qCgqmiyxGjXY6zrsaveIkJMBAuayqGmzX+aN0wrDPnO6DRfHixy1O7ghoIEutgSMtGCppBQFAw55KTd5dVaC6230W31gC+tIGSy6/H9iWmmPREJJAOnOwke6i/Qr2mYssyxdod+XcWLYqIoYpap82y5xunJCmlFZDbmiio/602ZwlhQOys9eimAHzMT3RHFMUdaHXbXmtySz3B+fBpXkkjKQtY4/Amesagnm+zXNR7sLxDF8UxOY1YVEtySrjLL0LnQcZlj6qxPJXFiIUtfbJkzDS0ImedFp8uk5+NE4jlZPT+kHYaEUYTSu/+aH/DEVJXzjpCkb8kmuT6dpBPFopEbLlH3Q8ZdjzfqLUxZZkc+LWBeTpexrgBFrUwlmOoG/Ols8Xs3pGvQg4p9PHOy6vn8w9g0Y10PSZJY1Mta1mUhNU4ic97pck8pz8ZMihN2h0txF0mS+O74NM0wQpfg94b70SR5pqEF6IQRr9daPNSX4+tDJfY3bS65XewwZJllMukFGJIEiswSK8FF16OoqbhRhC5JJBWFS06Xkmrx1HSdtKKg9KStP5ms8j/PG2bMcckoMo/0FxnregwYOgO6ygvlOpEkQE97Gm3WpC0eHSzRCUOqQchZp0tKlsmpClGsECPkvpe6PgMdF+Nj1yns+cNXJhMzkLN7SznaUYSlKCxL6tyYTfFytcFb9TazDJ3vjE2RU1UkYqb8gBcrjd7BU5s1RYsx12M6CEj11vaKZIKP14uVBuM9hkK/rnLWcek3NKa9AEWCgiqmy0lF7sUnfVA5VSGpiteWUmQsRaHqB+iyRPghkFPVD1iYEAdkh1s2h1ofWKBkJC50utxbyPKu7fD0dI2EojDpeag9yfyUHzDqevzhrAGer9Rxo4jNuRTLk/8ytf1Yu0PQu56pHgdhf8tmqWVy3O4QxjGv1JqsTVu/Rl0ue8FMQ3utXq82+fpQiX2N9syB1KJPoMc3g4Bny3XebTvEiKn7VwaLDP6/iK+J4piTHYeffwgQd18px7p0cgbO9Wn9261Pm9rf8vIuX6T8+GMC5iRJ5O9+gG6rxfSPvk/2th00d+/CWrse2TBJrbsBNZv9l+/0YxX5Pt33z9N8/RWirou1ei2pdQKY40+ME9ZqaAODNN98HUmWxUYkjmnv30v/7/+RmAhWFbyxUSELvfdB4kBExmh9/VR+9mO8q5exVl+PMXc+2uAg7ePHyNx8K9L2nYTNBs23dpHbdjtRofgRWFPQqNM+tB+tWELOZCg+9HnqL7+ANz5KYtESstvvwJg9GzWTpblnN3GnQ3LteoLTJwltG71/AK1YIrPtdpqvv0TUatJ4+UUKDz5MjET1iZ+Kqef8+RTuf1jIdXsVxzH2kUO4J0+QWLiIsFoGWRb/RpKIPQ+tUCC95VaS6zaI+KRe9IySSkMYEXVsJFUlDoXU2X73KKUvfJnmay+LafvsOVQef4zkDRuxVq1GTqVQslkkWRaRQbk8SjJNYtlyiCJqT/0cf2ICJZMhDkOc40dJLF4q3kfbRk5YtN7aRemr38Bcslxk+L57HH3WbJRUmubu1zEXLiKsVoTsWZaJo4jWvj2UHvmqiNg5coja6y/3AFIx3SuXyG2/HW9slKjdRkok0Pr6xSHLmdMkN9xIEE6gFEtYa9ejlfqFr/iW24g6HcJ2m/Jj/0TuzrtFzvDlS9gH94nYHkVBNk1qzz5FevMtpG/bTmv3G7Te2kUcBAR1kYWp5guErQbN1/fhV6YFGIuI9v536Pv67xL5AUgyxryFtN7eBUE44wmP2m3cC+dIb7yJ3J13Yx89BL4vvNOyLF7zgX2Yi5fgT4zhHz7A4KbNfH5ggMlsljNBSF5TyagKV7ue+CF2HMIgYHbSIlmZZnL0Ksret2H59WzMJFlomVxyu8jEnLADXirXqXTFJO+yH3BzMcsb1QZTfsAsQ+eeUg4viql6PtrZM8RhSGb9Bsx2m/Hnn+H2Bx7mR70syvwneKdkSWKhZfLN4T4afsChRoNDjRY7zp9C8V2sz3wetW8Ev1JFO3+BkSXziB1HHJrFISVdoxOC5PksSlrMctpEcxYi33QrcS5Hzne4p5jmBxMVtDgmdDrcWMih7NmF+vabeLLM0j/5M/7T3GHsKCSM4ETLZlUmOZOFqMgSm7NCunas1SGrKHxhoMixRoupRoOFuspNcsR0HHFckhjzPF6tNnm4v8CcnWmKQwa69cFrNzMKQ6ssyudEcxOFYgOaXWzyYrXFg315MXGUBMCkGoSMeTb9mkZJU2lJoZiySSJyxYliLEmi5gccaXXYkkuxJiUIw283Wszr+YIBJElk2BqKjBdFOFGEHUU8W67z5YESNT/AkCXWpJIfgcAUNNHobc9n+Pl0tSfZlhjUNewoohGETHsBeVVhayrFqOuxv2XzcF+eQUPj+XKNdZk0miTxnu2gSUKO+83hPnbVWrRCsUEtqOrMc43E1zVrP0TtlIHtxSyKJFEPAk7bDg/057nqenxjuJ/RroDfXJuYfrhqfsD+ZptznS4jpsbmnrf3WvVrKrfkUgzoGqc7Lle6HgtkQfn69pVJ7i7laIchH75XGQiiiFtzaQ61OlT8AFkSfuhmGPH4VI1b8wLMdcJ2ZhraIV1Fk2X+j8sT3JbPcNER5NxOFJFWZB4ZKPL0dI39rQ45RaHs+yRkhYMtASn63niZ7fk0D5by5H6DD3DcE97PdWmLFUmL2abOWLdLKwxwoxC7twb8OJ7JVr27lOPbo1OkVQUzjglj+OlUhX8/e4iCqrAyZdEKQ3bVmiyxTGLEezqga9xTypGSJeaZBnsbbU7YDhsySa5LJehGEUfaIbokY8gyQRwz29Rxe152+6OAYCKEB/xCx2VbMUNes5AQFHZNFgCpbw718VajzeFWhx15n7YfcNrpMqRrjHZ9jFiiHYrcZb8HJfPjmOssU0x/EdCzZhiyJZsmJGZrLkUYxZzquJywHaIYJro+c0ydFckE05440PFioTYY0jWyqsKk77FVTRP21sQdxSxTnk9eU0n3or8+XE4U40QxfZpGBGzMpPj22BT3lfJsSCfZ37KpByEDusQdxSxZTaUViIglEIcwOwtZRl2PEDEZHzaEpP1aHrQMjBg67SCkFYb060ISfq1BViSYndB5rd4Uapo4Zmchy4ne1D5XVHlmusaQqfN6rcH16SSGJHHF7XJW67Ipq2GH4cz3QV5VPkKFTvRin+pBQFpRBCRQloniWMRABeEMPMvtHUjIvc/iJ/WJjTAioyi/diD18Rrr+hxvfxALWfED3qyL79ZP+j/tIOz51v/5yXPdD3hmuoYXCwbA6qRJFMe0w4Cs/G/Xi/tpifq0qf0trqDVpPbs04T1GnHXA2Jqv3yCvq/9Du3dbyAnU/gTYzQmxkCSSa5Z+6+7/2aDsNWCMKRz6j28CRHr0nztZSRNI7P5ZghD5GRyhkSsZHMi3zSMQJbQh2fhj49S/qfvEjYEuTO54UYKD32eyHWZ+K9/JWJZgOYbrzL0J/8R5+QJwmoFHwm1kKf6i58hmQmslatQiwWkUj9BtULYbIIESiaDtflmzPkLcc6convuDGGrSXN8jKBaJbNtBxP/11+Tu/0u1L5+pr7zX8DzkFNp8vc+QGbrraQ3b8VcsJCgXiVstSg/9o8gyaRv2oJ+zwNCGpzNEbmOkG9LIh/WPnYYf3pS+HcNg7jbFZCqOEYtiYmic/o90ptvAUUmd9d9lBt1JCRi30fJFdD6+rEP7APESaucSDDw7/49hCFxGFD47OfxrlwWjZqiEnseoWQT1KoiysZuE3tdJE2ne/WK8AL3fpCRBYxKTiQhFj/Jse8jaRpKJoOSySCdOU33/Fn8Shlj8VJBNo6iGd+rJEnCf2wYRN0uzskTM7As2UwQTE6IayLLRL6Hlk4T2TaRbWMuXY4/NUnjpefoe/Rb1F54FsUwKX3pUapPPP4heXlI9cnH6f+dP0AbGMRatWYmUiaybZRUCq2/TyQMOS7G3Hmi6Y0iUFSxDlIZvMkJIamemhSvTVXxpyYxFy0m1SMXh7b9a2s9bAuvmz57Lv7UFEpOyCklSULSdSRdJ/b9GVq2Pz6KmUgwMDKHuaoyM5FYk0pSnK1yfCymaOks8F0mnviVeJDyFEuTCc7ZHa50HAYMnTmWyctTNVQJiqqCHyuMuR63F3PoUpPZps6SZIInpqsYskxOlnh47gJSu/4e5+S7aP0DzLn7fmKnw383bwF5Vf1nNyAAico07clJTrgRxVIRw+3gPfAIT1SqlKebFM00D83rJyn5KAsWoukGqiTRjUJMWWF4yy2UXJuuYfBEpsRYJ2CiNc3ChMEdBYuvDvWRiWPSpoR19jTxvj0iKxiQfI8RU6cbRbSCkB2l3EyUzrVKqyLfcU3KohmE2I0G284cQ1I1/MsXmThzmuyy5fzxPQ8xhsRNhTRnuy4bF6Y47joM8oG/VVZlFmxJ4zZC3n+riZ7SuO6BHKECkzWPY7aDqkisTCbwiTnYtEkpChJwf5/I4PzqYImfT1UZ80I0Ce7vy3Padrja9fjCQIERQxey6DjmatdjVSrBIGXomgAAIABJREFUkXaHpKyQkGXWphJU/QA/FvEiY72J3lzTYKFpkMl9dHOnyzLLkhb9ekBSlTna6lDUNOaZOq/WRAP/9cESrSjkeNthgWXymWKOOIbDTZv1mTRPTlepBSFFTWXA0BgyDWabBl8Y0AhiIVW1w5C1aYvDrQ6yBOOex3VJkeFaDUKGdY3Rnmw07IGd/urKBBVfUGBnGzpfGiyQkxWCOOai42L2Jl0vVhocbYvm+GrX47Lr8ehgiawmKK+VIKATRZztdJljGpzquHx/vMyWbIo/mzvM3mYbqRcTFMViOra9kOGCI6TrD/Tl8Xp+ZEuReWa6xmmnyyXX5fdG+rnYa2gBVqYsAWiTBRl3b6sNfDAZ29NssSxpcrbTZSSjs7vZphmEDOkadhiRVRWiWGRd/nMl4EYhnylmaYQR358oY8kSq1IWD/QV+PuxaSREA2FIEl4v2zmnyswydca7QuLciSOqQYSlSGwvZNnfbFPQVP7DnCHsIOT/vDqBFwm5/Hsdhz8a6Wey22VrLsVsUyejKvzvF8d5ZKDIUishsqOBHYUMei9CZb6pM+GJfF0kmGfqKMASy6RfV/n7sWn8KCZC+MUzqszH7ZVl36cjSxxrd7inlOPp6TrtMKSkKtzXl+dIs4MpS2zIJDnXcbk1l+FQy2bS97k5myYhS/xwvMIDfXn6dJX/cmWSu4o55N56mWPqzDUMKkFAFMczMUchiEOZVJI5CZ3fHe7jtN3h+WoLS5aYZQjPe+5j75UhS1iyPJMLHPSyw9+ut9icS7MmLb5rVqcthnSNmh/w+FSFiz1i7xxT54v9BX5/1gCn7A6WorAgYbCvaWNIEpYic3+feP7nHZeLTpeSplHUFKb9UNCgTYPN2TTrU0n8XrPbCAIsRWbAEKyDR4dKjHk+035AvdESNiCgG0fMMXWeKde52POu317IsiZlzUTsLLVMnu4djDSCkAFdZVMmxeNTVeq+OCDaWcggEfNmvcWRVodpP+C+Uo5lSZN+TZ2J5QHYmkuR6X03/ybQ0aT360qYSc8XhO0P/a0ThpyyXd6qt5AluDmfYYllfoRSfa28OKYVRujAl4dKnLAdXqw1OOW47MhnmPUhhsGn9W+vPqUf/xZX2GrRfP0ViCIixxENQhRhrVmHe/4s1srr6Bw9DEBy4yaS6zagmP+ylAWEz7Lykx/S2vUazbfeQNYNrOvW4F25DEDU6ZBYvgI5YaHmCnQvXyRqt3vNRBYllSJ5wybMufOpPv2k8Mdeu+/xUVLrNxBUyjjHjwpwEJDeeivuxfPY+98hmJ7COXGMOIqwVq2Zkf3qPYLy9A++i71/r4ilGR6h/vwz2Af24Y1eJn/vg3QvXSRyHfzJcbLb7xDAm9ErmPPmY+9/RzRrsoxfnsZatUZQln2P8uOPYc5bCFFMUK0Qdz3SW28l9rriMY4eFtE4iSSdk++ipNL4kxNErkt64024588i6wZyOk3mlm00Xn6BztFDOCdPkFi8FHPREhLLliMnLBLLVpLadBPNN16ZuQZGT1rcfP1llHSayuOP4Z4+iaQqdMdG8ceuYq1cJd53RaH+wq9ovPQc7b17kBMW+sAQ3sX3kU2TqOsiW2mS69Zj79+Lkkwhmwm0oWFSN2zCGJmFnEpjzJmHkkyR3nwL/tXLIpO1XoMwFNFGMeTuuhfZShJUK7jvXxDyaU0j9j3CZoPEiusEiXj2HPypKYJqFX1kFrnb76a561UAtIEh/Ikx4iDEXLKMztHDYrIfiolr2GxgLlhI87WXSK3fiDcxhjd6BUlVsVauIr15K62D+0iuEoRm+8ghgmqFKPDJ3LIddcVK5G6XzonjxF5XyMfNBPm77iW5Zj2JZStQEgkkVcV5790PFruikNt5J2omi6QoyIkE7oVzhOVpQttGK/aRv/s+nJMnMBctIb1pM623d5HZehvJfP4jcjVNlihqGvNbDaxf/YLw4D4C38ePY3I77iTI5shIEpdcj7frTeYlEpxxXZEpLcmoxKgxbM5nmZO0mGsaPDldQ5EEDbPrB5ybmGBVMU/07lEi26Z76SL5LbeQLRT+RXlW47WXCd55myXr1nGp47B08RJ+PD5NxXWJ4wgnjHhf1VmVK/CKU+X29ZtptmzCZBJzx2c4UBqkODzC4VjheBASSsIvOOZ5DBkiR3VDMoF5+ADBO2/OyFnNJUtIrlmHrOuokoTVI+L6cUzND7BD8didMEKXZBRZxHwk61XGH/8x7XNniatlsoqMUy5TWrue79Zt9jZtzjpdTtkOm7Iphg2diu9zpuNyyfVIplRmLTaZvT7FyNYUR5MOB1sd1gykONVxkWWJTbkUT05VSauCVBkS857tkNc0WmHIfaUcSyyTGzMpJro+F1wPQ5LYnEuT6k1MLEXmJ5NlbstnuTGTmpEVX8vePNLqsL2QxQ4FBXSJZQhf5SdM/2RJIqHITHVFbEhSkTllu6iyxIZ0kgPtDt+fqHDJ9TjWdqj6AeszSWRJ4rHJCo2epNqJIiY9n7XppGhkg5BqENAIQjRgaTLB8qTJUivBPFNHQuK5ap2Jrs+U53NDJsUlx2VE17jgdtldb4n3UxLeyFYQsjxpccJ28GLxt0nPZ1lS+FRHexvedhhxfVrkVl5wXP5udJqLrseBls3pjsu9pTz7mzadMGJOQufHk1XsIODmfIaqH7Ipk+LFapMJz2dDJsV3x8scbNm8Zzs0/JD5lokThmzKpEkoCrNMjaoX0AhFvub+lk1J0zBkmZMdF7k3xerGonmbbRoM9tZNK4iwZJkH+gu8VGlQDUIe6i8w/BvklE4o4lgUSeKJ6RoRYmMexDHDhibifgyNLw+WcKKIBQmTqd5kd1HCZEMmxUnboRvF3N+Xx49i/mZ0kouux6mOy+mOw+Zcij2NNookkVYV3ChilmEw19RJqSr7G20MReZIu8NJ22F1SnivN2STzDJ1GkHIsWabh/qL2GFILQhYmDD4TDFHxfdRZYnnKw3qgcg6NmWZCc9nUzZFEMfYUcxFt4sqwcP9BUZdn3NOl/Guz4Zskk3ZFDsKWSxZpqRr7ChkmfZ8nq000CW4vZCl1Guc3m0L4vRo1+f6tEVSkcj1vJp+HPNStUFOExFJr9ZabM2lueR0e9FGGncUs/xossJzlQZbcwIaFyCkr1vzaUxZqCNEQyygV1lN4VzHZZYhDgnP9fJXT9gO77UdCprKhmwKU1E43LLZ1/zg4LMRhKRVhQUJnaKmUdIV0qrCUsvk+rTF+kySSS/kBxNlnq80CGJYkjTIKApbcmluzqXZmE2SVRTKQcgz5TpvNdoYssx1qQRZVWFfy+apqTolTWNPo40qCxm0BKxOWZy03Rm4nR/HnOm4XJe2SPdUOZ0wYrapM6xrLEyYbM2leyoNjZyq8tn+AnMNcaBxsN0hrQrC+LPlOqtSCTZkRRObVRXuKGZZYpn/zR7WQ62PHhKvzyRZaiU+clh53uny2GSFdhjRCiNOtMXaL3zCYVEUx5xxXDZn0xxsd3imUmfaD7jkepzpuKxKJv6bSM6f1v9361P68af1iSWbBtrgEP7YKEomQ1ivIxkGkqyQu+Nu1IEhMttux5y/QJBie9PUf6niMKS15y38yQkAJEnBPrCXxNLlyL2cVbVYRNJ1tGSKzvGjNF57icK9D2EsWIw3ehlr2UrkTIag3SKoV+ndUe8RJJHBOjCIbFlIpinov8tXMv2j76Ok0kiaTtSxcd57l+y224mcDs233iS7bSfVXz5JZNuiiY9j6i8+R9RuIyeTeKNXqT/3DOkbt1B79imUXA5JNyg98jXci+dnpNEAkmFAGBK54sdCzeXJ33Uf9ReeRR+eRf7u+0gsW0nYbDLxt39DYulSrBWr6Bw9Qvf9CyTXrCWKIohjZMNETmcY+o//E5FtI+k61ad+hj8xJmTVs+fivn8BY958jJHZGCOzAQjqNZLrNtB9/wLGvHkk16zDr5SxDx9Anz0XfWQW3uhV3DOnMOYvIHfvg8RxROfEcdRCEee942IyG8c0XniWwT/9c+LAp/PuMZJr1pLecityNkvmth1446Pos+eS27YTNS3iBPA8gqlJvPFRIsdBGxyi/sKvyN1xF5HbBVlCK5bwpqfQ+gbQhoYhDGnueo0wEtfOmL9QEIuDEMmyGPj9P8afmqR7+RKVx39EUK0I72qpRGLlavT+AYJKGdk0CZtN4igk7naxrl+PN3qVoFzGPXeG4he+Stx1kRQFJZMRBwTHj2IMDNF47WVyd9+HnLDwJYnm1VEmbYeFmzbTvfg+neNHkBMW2W07ae7eRfqmzRizxTU3Fiwkf++DNN/ahSRJZLbfjvIhWb5WLNH/6LfonDiOPzGOuXAxal8f1up1OGdPUXvul+Ru/wyt/e+gZLMfXEuEVN+bmsL1fRKrVhPt30tB0xm+aSvtkdnEUcThts2+XsbgO/UmyxMJjtkdNFlGkkWuXUEXEtiq56GFISgyIBHHMVXHJSwUZ+SZoW0TxR8bp3xCBe023sQ47rnTaN/+a+7acgvRnBGauokShMRxhGIlacsqJV3nwcEFHHI9Jrfdjo7CftdnvNnBTFhMBiGtMMaPQ9KKQr+mEcUxD/cViGMobLmZYO48nDOnMGbPxVyw6NciwK5lxR5tdfDjiFvyGVp+yKCpsTGdpBFGyEgoskxKllAQk/NYUfEQm+IYMYkJgHcabeYYOv84UaHamzoYksQ3BkrUJI8LgUcxo6OGQir+jZEie5o2CVkmr2kzhxNuFFHvNSlv1ts0A5EJiywxYGgsSpoEkZD1XauMovDIQB9pRaIRRuxrtnHDmPWZJAlZ5vq0xUuVBsuTJtvzGXKqwvPlOmvSSZYmzV+T43XCCCeOebHSwJAldhQyFFQBB3q12kCVPsiHPWY72FFEUVNphh944xSJGcLyRNfjhUqDV2pNImJuzqV5oJRn3od8cpos8dWBEposC8+kHzLfSjDm+QRxPAMmIhYE7Xmmgdfzv51zuuiSxLpMkn5NXKMxz6cTxWzOppj2A8JYQI9iSdxHzAeN8NweBTaKRaTOqBfg19vcVcpiyjKdSPhHd9VbVPwAvee53tuy+YOMxc5Clp9MVkmrMqYs85liFq0nFV+RTPBuW2QhXyMaK5LI9F2SMFGRmG8aNDWV7fkshixR9QO+OFBElRDv/W+otCo8qpUgIKsoBMQkeg3BeNfni315unHc8zuqPDY5xfu9BvGi67E6lWBzNkU1CNmSTfG3o1MAM7LQSS+g4oeUVJVJP0CVJB7qy+PFEefdLsM9e8Il12PI0GgGIcfaDqdtl68OlcgpChoSyXSSSg/OtbOQpe4H/N3oFPf15VlsaHRCAatSeh7adk+Cemchy/fGp1nUy7stKDKbsynqQcDZTpe36m2KqsLXhvs+sp5215sAXHI9lqUifjZVw+wBvKTedUspCiVd5x96oKJFCZM/GO6nFgaYisymrIjw+vO5Q6iSRC0IeL7cwI9Ew3qk1WGuqXO202VnIYuKxJmO05sISmzNpplj6qxKWgzN0jjYsjnWsrmvL8/LlQaXux4LEkLuf+09+zDY6lq97wgP8+56GwlYlUpwV+9Qarzr8eRUlWZPMn/GcbHqMsOGxolqg68NlkjKChOez3++PE6zB1+66Hbxopjt+TQvV5r4cYwuS/TpAj6laxqaJLE0afLzqRoR4qAkiMVne6LrzRy26LLE69UWhiwiq461O2RUhX830s+dRZUztsOUH/LXVyZxe78V+5s2XxkscrLjck8pz63/D2J2rknhX681caOIlSmLDZnUR6TRURyz/2PxQDFwtP1RSvW1ymgqn+tB7f5hXKgcrk2Lr3Q9mmFI/7/6mX5a/3+pT5va3+JSUmkK9z5I5Rc/I56cQF1QILfzLrThkZnpptXzU/6mCm0hZY09T3g2U2m88dGZ2yVdE5M/2yb3mXuFz9H4v9l7r2C7rjvN77fzPjmfm5ABEjkSJBgAghnMYhJJiaIkiqLC9Lin1T22bFf50faMqzxdNe4ed5DUipREiUkUxZwTAkEQGSSIfHHjuSeHnbcf1sYhwKbU3S+2us3/Cwq3gHvPXnudc9e3v2QI0BhPoo/MQi0P4lamMc9fjLl4CfboKXrvvYuSy5FceyG1iXHB/AFKLoeaL2CfOI6x6Dx6u9/H67QJPE9UwigKQbeHmi8S+h6SqlJ/8VkKd94rfJSVCgCBYxM6Ls6pEyL0KRRSZGdslMx1N4CikLvpNjr7dlP/zWMk1l+EPjAkalXiCQh8JN0Q/lZEPU986XL04RFCy0JKZ+jteZ+g10UKfBJr1hPaFlqxSOi6uNNTaMOzQFZovfMmgeOQWLMOY/4CvNOjeBMTFL/wZTrv76S17R3MBYvwmw2Us9Kn1WyO9OVXEl6yEUnTkCQJv9VCNkwaLz1H/ra7cE6fQs3m0WfPEdLfo0cp3n0fgetgzJmH9eEhIUv2POovPkv+ltuJLV2GMX8RkqbT3SPY5fjSFWgDgxB5kgPHpv7KC3R37ST0PdzpKWKLlxJfvZb6s08jxxMU7r0fSYbU7Lmo+ZxIHz5/MWHgI8kK2sAAfqvNzGOPMPD1b6ENDqGmM4Suw/TPfig8r7JMfOVqnMkJEstXMvZf/hPx1evIfe5Ouvt2i87ZCy5CnzOPxsvPYyw8D21gkNC2UJJJ4ZdtNrCOHhH1R5qBkkjS3LGNqWoNL/qFl1u9lsOyxKzlK0isW09o27Tf24F94hi5G2/ur3no+1gnj2HOX0jo+zSe/x2JdReS3nRFX1atFYokL9yAffQIzTdeJXXpJgLXJnnBhQS9Hp39e/Gnp0lddMk5oLbe6fB2o82+RpPzB+dy+d3nkQg85FSKYj5H2Opw4CwP0oFWh8WJOHeV83wQMQkrkjFm2h2Ug3uRhkYwPJduu4ekG0i6TimZQOu08NIZQlkhSKUZVzXitvN7AzpC38dr1klecBG9g/sJej383z2FNjSLdH6ItmGI6iXbJuHYlCSJUiLBgW6V/TYISCPqUdp+wNJEjLciYH7GVzY3ZnwcQmLq6EuXE1+6/JzX4QUhbd/HkCXeqrd4o97CCkK6gc8jk1W+OVLmuUqd+abJj8anWacpLFyxmpnd71GM5JtzrriS42YCQ+6iSTIpVUZBIq0ofNSz+4AWwA5D3mq1uaAY5+hUm0dP1wmBhCbxzdkDrE6IMK5BTaXqiUNpzw9ZEhc1OgoiPdUL4dGJGSF5lWXuGSignXVwC4EdjRY3lXL8Hycn+gDwiGXz5cEis02drw2X8MKQ91sdfjPdIQAO92xuK+W4KHMu4D9qWTw308AnZJ4u/JBbm21yqsqXhor8erLKRHSdEkKemVUVzosZTEThNwlFpqSpmLLMwU6PZ6qN/vd/pdZigWmes1+8EFp+wI9Gp2hF9yinKjw4XGbE0MkpCrXoMzwMQy7PJnm13mZXJDUOQnir3mJVIs7RnsXFmSRuCI9OVZEkuCCZoOb5IpcuSsxt+4JRU4GL00mORRLjmufR9QOO9GzWJBN0/ABdVph2LcJovdUI9fkh7G51SUS1VnXP5dGpKt+ZM0RcllmRjGP5AYc6Xe4bKLA9khhfkUtzTS7Nm/Umv56uklQUbivl+PvRaVq+8BxuzKSYF/t0uaMTBNQ9Hz8MmWfqon+UsM+w9YKAQV3jt5UaJ22X45bNd+cO0wsC8tEDEVWS+LBr8aezBwlCmHY8guhenBmJEEkSDJ0TBnyuJCTxZ/Zdxw/409kDpBWZB4aKVF2fXhCwKGZScV1+W6lxZS6DRMi2Vpu3Gm2CUFRWJRSZ95odhnWNYVNnb1sklWtRn3VJF6np35kzRNP12dZscbBjsTGboqSqXDacwg/BiXy0QRj2Ac2yZIydrS5FTSWrKvx3swcwAV2RkRCMsxOGPDpVpeH5LI2bXJFLc7DXI4wSmLc2WoQhfHGwwEddkZp9Zt2KmkpJV1kYM7kyl2HQ0DhlOfxorNJ/4PdRx+KhWWUGdI3X6i12t7o0PJ9Mu8eV+TTLEyZtP+RA16IZBAzqKksTJnvaH4c8hcC8mMGO6PMuBPa0eyxPxlmZFAA0QLxeofOAoz2bJQmTgVDjhZkGg4ZGTlNp+gGaJGFEe3dXq8Ol2SRuBDTfrLe4o5TnlOWgSrAmlaCsi+s8HfVPn7k2TZZpui5OCKYkcddAnsemqtRd4bm/vZzvM7leGPJmvSneM1G2QNP3mXBcln8KsPznTkyRuTiTZEnCFDL9s6w4Z0aWJHKfkpqc/ZSvnZlZps5pyyGlyjS8c03gn/W+/tuez0Dt/89HH5lF6f4HCHo9JE1Dzeb+YLpx4ApJ2JmwJa/VovXma9R++wSh66CVByk/9G1ii5fiN5vEly1HyebwqjOCxXvhWVIbLmH6t08gmyaSJPdrVKqP/pL6736DkstRuPMLKMtW0PvgIOkrriZwhBdTSSbJXL2F2tNPImdypDdeQWzheQTdLmq+QGzR+fQO7EMydELHIbZyNVIsRulLD9B5dxtdSUYtFrBqM8KjG/pIhgmyjDs1hZrLYS5egjY4xKzv/i/Y4+PUf/UwkqJiHz6Mt2ot6auuo71jG1qxSO6mz4Hx8Ye6pKpohSIAbq1Ga9vbpDZcgrl0BbKuM/3Ln/Y7e+VkksF//+f0DuzFOXkcOZGk/sxTlL78IOai8yDYQv2534kHBGFI6DoQBBTv+/I5wPaMb7P/93ic0gPfwJ2coL39HfHQoFBk5lc/F1LzbofmG69QvPd+YucvwZg9l8ZLz4GiEF+8FNkwiS1ZjppK09m3m8pPfnDOHhh46N+hXXgxfqNBd8/7Z14EkqrRO7if0oZLaW99m+TFl+FNjtPe9jaB65JYdwGxJcuZ+cVP8Vst/E4brVgic+31JNdfiD488vEDgliM/C23Rz20Mu7UJJ3d76HEYuTvupeg3ab2u9+QWLue1MbNNF59mcaLzxFbvgLZjFH5+Y+RDRPJNCnccTf67DloIyPEFi3GOnyIoNshsWQZw/EEJ19+EbNYYlozeH1ymu8sWcbMT/8B6/CHqLk85a88hJov9q/fbzTo7dl9zpq0t79DfNUatKh/OYz6dLXyAPk774EwoPb0k3Ttj/16SNI57zXPD3i92uCNyWnCIGCq2+M9VeXbc4ZIf3QYozRAWoKLsineb3aoui6movB2rcF3srPYkBFr91HXQpqZpr7tHeZcuonPZXM8WevRarUo5PPcNX8O9lOP4l17I3K+QCxf4Iddn5uSIrwndhbrF9g2bmWK7r49+I0G8RWrKNzzJdpvv45kGCRNndtKOX6x/yBdy8ZUFG5Omajb3ya47HJWJ+PsaAh5mTisSyxPxgjDkCtzqb4kcmM21Q98+n1Tcz22N9uYksywqZHTFOaZOrvbPfwQQkJO2w6LEia72x0B5Gyf9GWbGV62HHVqkuKCheiDgwwrGnMMHTvq1QRYm0ow5bqEhH0/GkAnCFAVmX1Wj7ghgux6QcBLtSYXpRP0goAvDBZ5dqbOpOOyNJHkskyKI70eNxSzDOoa/9vxMUIEGGv6Pr+YnGFBTMhWG9FB89ZSjt2d3ieaHGF3q8OF6ThFXWdbo8225rlyvR3NNsuTsT5b64chu5riUJ1TVUZMg++PTZNQZOKy6Hm8tZTj78bE59DSuElaEbLPLwwWeWxKBEylFJk7yjmyqsKBTu+cn6lLEj3fp+G4JDUhu86rKq/0mrQixikIoeEFHOj0qLse35kzyLamqAi5PJPGCyX2d3t9ACYjANaE47AsHiOvqbxcbyJFQVzHLZv16QRPRcmvOVUir8LyRIz5psGQIdb5TEemL/nMNgxMWWKBqTNq2SyJxxizXeKKjCZJzDI05pg6j06JpFQrEOy+HfiM2y5L4iLVemUyTlZTKWkyupxClURi9ffGprgwnWTCcbmxkOCNugBNcVlGliR2d7pclk2R+wSJJVi7Fq/XWtR9nzmGxpcGi2zKpnir0abh+WyIgpteq3vMNg2uyWfoRbJYVZKoeyKwJ6HIHOvZDBsaH3R6XJNLc6T3cS98SVcpayr3DBQ4btk0oodIzej/9oKAN2stthTS/HB8hltLWa7OZ9jZbPPoVK0Pop6YrrM4bkbvNaI9ojBk6Bzp2dw7UECTahzqdBkydO4u5ylpKpOOy1+enGDScZEliSAMaXge1xeyPDvT4HDPQkEiJst8dbjI/IitnWMa3FbKYgUhPxmvcH7cZNDQeLvRpuJ4XJROcFk21U8X35xL84OxKZKKSsP3SMgy9w+VeGRyhq3NDlfn0mxtdvq9x0lFZnMu3WcrgzBkW7N9zvvPB3a1ulyWSbI/AqoxReK041JxXPYB/zBe6f/76/Jpbink2JhNsj363FuXFqFNtU8kBI9aDiuTcXKqYJ5VSVSQNT2fYUPDiNQMYo1s7irn+iFWZ3pxZxs6miSRURUank/bD/htpc6qZIwbCjniESi9Kpdmb7tLiGBpr8ql2dPskM2n2dFo0/EDrspn+PpICScIMWX5HG9xUVPpBaJGzArCfq9xTJY/VVofhCF1z8MNherg06p8zowsSeQ/pZni7LkwnWBvu9u/7mz0nvxDM6ir3FzM8bOJmf7XLkonyCqfwZ5/y/PZ3f1sRK1J+g+nGgeui3PqJK3tb2MsWERs4fkoqRRetUL1iV8L7yTgTk1QffzXlO5/ALVQoPbbJ3FGT2HMX4gxbwHxNWtpv7eDsNcTjJ8qEzo29pHDePUakqIiIVF98teUvvQA7tQkoeOiz55DbOlyQt8nsHp09+2h/LVv0nrzNdrbtwopardD/pbbMW6+DXdiDDVXwFy4iN4HB+kdOoBXrSLH42SvvR5JUWlv30rv8GFK932F6pOPoubzyIZJ9vpb0EZmUX/6KXoH9qDmCwSdDmHg0zt0EPP8xSRWrUZOpmm+9hLGvAWfumZyLIY+MIg7MU58zVrskyf6gBZEam4U/tBlAAAgAElEQVTn3W3E112I9cHB6IsBvYP7ia9eS0yWqT/7dORlNfE7HTp7dpG59nqkoWFk41wGIAxD7GOinsirTKMkU+TuvBclHqP25GMC0NpWFMTl405N0Nm/l/Smzehz5xNbvBQ1X8CrVTFGZuE7Dt333/tYpxhNe+cOYmvXE7puBLRDJFVIfL1aTQD74WHMRedTffwREqvXYcyeC6qK32igZPMEjoOqiJAqWdfJ3vi5KHFYjGLG6B3cj33qJH69RuAIebE2NEJnxzbaO7aipNNUH/0FsdVrBQvf7YIsMfk3f4UU/eIKLYvaM09R/srXyVy9BXf0JHLEKjae+x2xDZcydPkVuIuX8WwoYyXT1JHJ3XonSiKJZBho5YFzepXPyM/lVApz3gKQZJyJsf4S9e/Dk4+K602lyd/9BVIbLqH5+qv9bxNbuvwc2XIzCHCDgC8Pl5EJOWS5bJ+pUVVU0rqJ32kTPz3KDUcOs6k8yGRpgKcaHdZnc2TOOoCc6NnMGhslf/5i/MkxRqYneaBYws9m0Joz5Lspjt92N89W6lS9gGHdZGMixpjlMN8w+qDWa9Tp7N4l6qGGhtEGB5n83n+jeO/9qIUixrwFKLE482sVvhFXsYpZDNtCeuV5mqMnSCxbznBxgPuHirxebxKEcFk2xVzToOP7lDVxkA8A2w8o/oGDjRsEvFFrUjZ0HpuqCtYpCLg2Stjd2hTMZUETvktFEusRAM/aAYlkkdVDs5ldyKHIEuUw5KGRAd6sN2n5ARdEjIYsiQROTZKJKwLurk3F6fg+GU2h7QVIkkgZHtJVBnQNOwix8VhgGswxdVKqwomexZTjccSzKRcyxBUZP/Lo2UFI3fNxw5BjPZsnp6pMuR7nxQ3mmQY5VTmnImPI0ElGNSBpVeHWYpZjlt2vwTBkwTT3P3eidQgIWRAzeKfRig6zImE2Ffmrr8ulKekaF6QTlKOD6eK4ybdmDWD5AbHIq3imYubFmpCDZlSFLw4UONK1+OGEAOeXZVNkVQU/FB2oXiSXlSWJrh9Q8Tz+1xOnuTqXYaFpoEkSTd9njmFwuGsLKW8ErufHTGqei++GTDlev2+z7vlM2C73DxU52OlhyjIb0kkyqkw7CHGCkP8wa5D3Wx0GDI1hQ6fiuFiawhW5TP9+mrLErlaXnKqyOZei6nhszCSJqwpuELK71aXqeVhBQNP3mWUazI8ZHO/ZPDHdZNrxyKgKuizR9AKSisxsQ2dVMs7j01U0STqHha97PnM/sZ8nHZeXa03cIGCeqdP1A16qNtiQSbIobiKFIg33fz8xRjXqT32z3uK7c4dYk4zxRqONE30OXZNLs6vZIUzFWRQ3KGoa/8OcQbY22uR1jXXJOO/U231psS6LLtds1DudUGTOSxhoksy1+TRJWcYNgn6StRvt2+OWzdpUgmWJGAc6PWQJZhk6l2SSZDWFgqbx4FCRlh9gyBIFXWPKcal6PuORP9oPQ1RJMOPXRvU0miThhgFOELCj0SYuy6SjLtuFMZP/e3SKIAxZkojxV6OTyIgO47cabdalE1h+wLpUnPeaHYi4Tgkh4z9p2VyUTpBSZBKyzEMjZT7qWgSEnBeP9R+kBWFIM6qkOrtHmWi/yJJ4n3kRU1rUVdakEv2+6TPzQrXJFbk01+YzXJQWv88yisybzX8cLrggYvDzmsqV+TSvVZvIssRgTOXOgTzvtzrsaYn3eDcKqVoUM9kReVAVYH06QcvzuX+gwBMzdaZtlxFTZ3MuTVxV6Pg+o5ZDTJa4MpchpchIksSU5VA29ehBnMcFqQS7Wx0uziY/Va1T1DVuKGT4+9PTlKP+5qQisz4VJ/8J2bEXCEvBb6drtHyhNriznD8npf1fOgOGzkMjZUZtBxmJEVOj8E8AYUWWuTidZK5pcLDTY7ahMzdmkPsn7ACfzb/u+ezufjb/aALLIvS9czxs7thpqs/+lvwNN9PZvYvuzh0k1l+EbJrIuk7ouYSRtMw5fYrAsWm8+jJBp42SzWKfPEbz7TfIbblJhDv5HqHni+TZIMS3LOREEjnVEwFFcoLAsUlvukKwqBNjtI8eQRscIn35lSiptEjbnTuP1puvEcgSuRtvRc3lUfJFjPkLaTz3tKi1mb+Q1luvCzbT82i8+ByZ628mtnQ5fqOBMzlJ4Y67RTLt3Hlo5UEkWcacNx93chxzwUJkw8AePYW56Dyswx/i93qkL9skwoPS6XPWz6vO0N2/B+f0aWKLl2KdOoGSSOCFfj8RGBBpv7YNroOcShM6Nmq+gFYegCAkDAJCWUIxTNzpKeG9TSZxxkYh8DEXLDrnnjkTY0z+4O8EUDRN4itW0du3G0nT8OpVEX7U64n7JMsiXMgwcUZHKd7zRbxmC7/VFD7cyXG8ahVteJYAXmEoaoZ8H31kFt7EBJ0976HPmkN317so2RySbpC6+DL04VmUv/oNevv3kli7Hr/dYvJ7/w05FgdZoXDXPbTefhO/XkUyTELPR4nHcacmcU6PIsfjaEPD5G+7i8brrwh5+MAQqUs3Ikky2sAg+ds/j99oYCxahJrNUXvsEbzqDKlLNpLeeDn1558R6cWygl+t4jebzDz5a7rv7UQbHCR30+eQYnGcE0cxrt7CT20BBj4/e5iCHCKnkiiptLhfEZsaOI5Y20SC5MbLUcwY7W3vEIYBmauvA1X8kvXr9T6gBfBbTWZ+8TPKDzyEPnsu9rEjaMOz0AeHztk3MavLBYf3M/Xma4SOy/IVK5l/yWbiiQRmfB6tbe9QffVlQkLkMGTe0uX89zfeipFMneOpTKsKqbnzyQWeSMX2fcqLl9D98BCdrW/T/NP/yPcmq4zbIo35SHRAvqucw0XU/pieS++l52m8/AKhY9PbtwdjwUJSl27CPnEc+8Qx7GNHGfj2n+I3m3QfeZi66/Xlg6VyGWQFQ5EpqCpX5zL9eghTkTEVmU25FE3PR5IkMopC8g+EdzR94VF9YabOhOOSjQKWnpiu8dBwmfdaXVYmY9hByICu9xniMwf/XhCwNBHvB2E5YciQoXFXuYBPiOX5/HRyhprn8/mBAu9HB8fVyThOEJDTdWKSRDUMCcOQRabBkKHz92PTfYbx7oE8e5pdjtsOd5RzjNku800dOxDyz2qUIpqLQmIUSeLDjmAfsqqCKcsM6hpzTQPFdggQAPLKXJopx+PnkzPMuB5V12NjNsm6qELnilwa86waEkmSWJtK8FajhRsdhtUIaLVDH8kXB/X7Bwton/DiypJEQVPhE+fFRXGDSzMJ3ml0uC6f4YWZBlYYiE5Ux6XiemzJp1mZjLOz2UGXpD7zuSoZ5xIlQVKRqbk+i+MxspoiekuTcWw/YGUqzoddCycI6fg+R7o2h7s2m7JJjlk2ASF2EPJeq8Nl2SRX59K4oZCiPz1T51DXQpMkRgyNLYUsv5yosDBmUtBV/np0Ci8Mabgedw0UyMgyd5ZzlDSVt+ptFsYN4orCi9UmMiKUaI6p80atyaK4ScVxeaZS5/JcmriiYMoBM65HQVNRJIgrChszSdKKzKKYya6z+kUVRK/pJ+e05bAmGaeoqezv9Pop5QHwWq1FXJaZZTp9VhGEFP71eovbSznmxkyO9WwWxUzc0EcipGzovFprUnM9Zps6WwpZdjTb/NdTE3xhsEjH97g0m4y8pB1qno8iwf2DRd5vdXhquo4myXxxME/X9ynpGkd6NjFZ5kjX4uJ0kmdm6mzKprg6l0aWYL5pnNNb6gJ1zxMdxYTMOEKCfyaBGMSfRV3tS7QnHRcZ+OpQiQnH4R/GK2RVhesLGZKyTDcIiCkK47YjepERz1i7QcDORpvPlXMc7Vp4YdgP8ap7PgtMgyXxGK/Xm0y7HiOGznlxk0uzqX90P05ZDg9PVLgqn+GVWhNJEn3CKVlhdTJOVlW5Ipfm6YpoHjCiAKn2J9jXEAHqNFmmqH/8nlybjDNhOxxo91AkiUuzSUaidYspMpsyKZbGTdp+gB+GEVuqcObup1WZoqayKZtiacKk7vnMMQ22N1qM2i4PDJf48mAROwyIyaIL1w9DtjXavFhtcnc5z64oWE2TJB4cLvGj8QrpqF/6w67FV4eKuGHIqCVCtfKa2peCy5LEkniMP5szyLvNNilF4YJ0goFP8dFWPa/fEQsw4bg8Wanx5cHiH/yM/6emqGsU/4W+3YymktFUlnxK9/Bn829zPgO1n01/Qs/DPnWS5usvE/R6JNasI75iFUoyRfu9HeSu3sL0j3+AffwociJBbNkKlGSKUJaRY3HCMCTotDEXnSfAxEwFSdWE91RRSaxYReUXPyG5/iK6e3cTui5qsYSSymDMnU/96SchDFFSaYJeFzxPeE27Xbrv78SrVekd3I87OUHpK1+n/uxTFO64l8SFGzAXLKKzayeNUydR83l8y6Z49xdwp6fRBofQhmfhzwiZUOi6tN58nfztd9J5713c8TGck8fJ3XgzWmmgLwmNLV0GQO13T+I3myQvvBh91hz8Thv/o8No5QGUZPKclD6vUafyyMO4E+MAdPbsInXZ5Xi1GrFlK1HfeoOg2xHSWE0jccFFeI2m8GKqGmqxRHzlaib/9r+Svvo6MldeS/Ol54VUVVHIXHkt1keHsU8ex5g7v+/hdMZGcaemCHtdwaDqOkgStaceJ7Z4Kcl1FzHz+CMCWEZrrGay+I0a2srVOBMTOKdOkFi7HjmRxD52lOoTvyZ34y1owyPYhz8gcBz0kVkk1lxA/fmncUZPkd58FfrwCPapEyRWrsE8fwmtrW/hnDpJYtUalFSK6Z/+g5AVy+IpcfOVFzGXLqfx7EHkRApteBj7+FG86gzu9DSdndtRywMU7/4i+VvvIOh1kWMxZE3HmZqk9+Ehevt2EwLa4BCZK6/BPnEcd/w0fqtF9sZbSV95Db39+whtC7VcpntwP86J4xAGuONjVB75GYXPf5H2O2+RNg0eLKbRZcFMyZKEFwR09u2md+gAibUXIqkKzddewTl9Em1gkMwV1zDz1OO4p06KPdFqYR87gmMYqLm8qGU6a87UJsXOW4w2Movevj1UfvkzZMMgvfkqzPkLkWtV8skk2Ztvo1OdYeztNxlZdD6ZkSGwesy88yYV10VCBHvoB/eTv+JqSKXP8aItjpuo9ZCx//KfCLtd5Fic7vs7Kd3/NZRYgnFVQ0EkCHeDAFWCiuMxarn8cnKGlKrwZwmV2t7dyIkEoS18itbhD0hffgXezAxKOoOs6cixGLaq4c2eS3DkI3GtEsibrqCTzVG1Hf7q1CQnbRGeUtRUvjNnkNmmQVpV/6As7ezRIrB10nZww7Bfr5FUFOKyzHfnDmHKMjFFJqep6JLE10fKbG+2cAK4KJNgtqHT9Hz2d7rsjbx6GxJJgg9dgiUqbzfaUXdlyE3FLHs6Xd5vdznZc9AkiW/NKvPj8Qot3+faQoZfTVYjts6nGwQ8ValzYyHDBz2Lnc0OqgR5XeNn4zPcUy7wfLWBIsHSmMnF2RQPj1doBwH3DOQ5bTnsbHWpuj53DeTpeT6dICShyBztWexodZh0XIzosLmr1eUbI2Uujnp5z0zX9zll2ZyynH6a7PnxGD+brAiWNgrlKusaVd8nJ0n/rJRSNwzZks9wcyFHQMhbkcxWksBHBLksjgugdWMxy+52l7YXcFk2yeu1BoYic0M+i6lIqJKMIUm4gXhAcE0hzcMTM9Q9H02W2Nlqc+9AgQtSor7kpkKGrY02lhSyOZdizHIZMFReq7XI6xqvRq+loKoc6dlsbbTxkRg2dX46XiGvqWiyREpTebnW5MHhIu+3uuxrCZnstOvxYrWJIUn4wHMzDb40VKBkiF5TK0pcfX6mznkxk8NRiiwIAOUGIccth4uzKa7MpekFAYc6PdKqwo3FnHhI8ImZZxo0fJ8fnCVd/aBjcd9ggS8NFviwYxEADw6XCBD9q283WsQVGV0S13os7KHJsLdlc0Eqwa8mq0y7Lh0/YNoVKdXzYwafHyiQVxUCQn49VeO8mMGXh0q8WW8xYmgc7lqM2o4IOpPg705P8e1ZA6xJxVhoaMQ1FTcIWZ2Kk1YVjvQs6p7HlnyWsq7RisBx1w/4/tg0aUX4kA92LRbEDAqqyr8fKWNFsuWa6zGgq+Q1lY4fECL80Id7Fu82O/3+4A+7Fn8xZ5C0qlBx3P46qpJgfAGqns88CS5IJ9FliUnHxQoCcqrCDYUMD09UqPs+GVXhl5NVPj+QZ20qcc696PkBL1QbtPyArfUWDw6XOdqzKGoaq1JxyppQK6xLJRgxNI71bAYNnYyqsD6dYOtZLOzcSFXxyclqKreX81yTF6x7RlVo+T7Hex6aJJFQZLY1O7wbfS8vDFmTirMkbnKwa7Eln2Vnq0PDC3gz2gfPVeuEocQ9AwKwJVWFJB//7Lrn81Zd+HhfrTX54mCRx6er9DyxP9KqQjsiIpKKzN52j7rn8eR0nQFd497BAisTsX7Fm6HILIqbLPonPLQd3+8D2jMzZjlYQXDO6/tjHtsPqLgeY7ZDQVcpaVrfX/zZ/HHPZ6D2s+mPW5mm8vCPRJ8mUH/2aZAkUhsuRY7FCAMP+/hRALLX3UjjxWdR80WR+Pv0kyDLxJatJHfz7VGYUpyg20WSFWLLVtL74CBeZZreR4cpf+2bIoE3lyd16Sb8bofyA9/EOnaE9s7tJC+6GGdyHGN4FtM//YEIuTEMQsehd+gguVtup/zANwkcm/yd9+KOncZvNVFyeZypSXBd2ju2krl6C939e8nd9DlmfvETJEUheclG0RnruOTvuFvYNjUdNXtuurPfalH59S+QZAnZNOnu2YUci5HYcAnm/EUQBOd4W0H4Ld2pSRJr14uk38DHb7eRZIXeRx9SvPdLtLe+jd9sEF+9FvvEMdRcnsE/+Q5Bu4WSyzP98I8IbYfGM0+Tue4Gyg9+C/vEUbSBIZzRU9hHPyK+cvVZadACPOuz5iLpBkF1htjSFfQO7gcEc2ydOEbx3vtxxsdAAnPeQhovPiuqgVauImi1iC9bgT44hD0xQeOl53BOHsetTJPefBXKDTcTej5edYbqU48TX7oc5+QJmq+8iFosoebyxJauoPnmq3R37QQg8DzURAJJVkQnriyjJFPIvoc+OEzyko2kLtlI7flnsD88hF+vEVu2gtTGK2i++iLOxLhgo4NAhIRpEPR6OKMnQZaRVY3Qsmi+/AKJNevomSaZa7bQ3bdH7NvLNuJ3e8SXLmP8L/8zgGCGbYug1UJJJElfcQ2xbI64ouA16linR/FqVZEMvX8fWrGE9eEhrCMf0tu/T9QVNZvYJ46Tv+k2au1nSF18KTOPPEzouVGo1RqyN9xC7TeP9e+PnEggGeLw0dvzvnhvRVP5xU8pfeVBpn7497ijp4S067LNrPzK17CPH0M+epigVKajqJiyhCbJ9AIfBWi6Lttn6qwxNYq1GaxDB9AHh7BGT4IfIJsxJEXBnRin+ebroCno5y/BchwymghxkST6HsEJ12PC9TihBGSGZiFvvJyepBALA/T3tiMpKsb8hfRicVJLlqGm0vQsF/O+r5J0HJg4TWDEeNdIsDkM2dvu9QEtQMX1eL3e4t6yhnIWmGp6Hk3PR478YZ9M802rQuo7y9A51LVo+wFFTUVFpBcrkkRZ1/pMQNf36fk+JU0Ak4wimN13Gk1ei8JiPmrZvHeizRe0HInwY4X97JjOE5UaR3o2I4aGKgv/4YFOj/XpBJok4YWC/dVlkZZrBYK9i0Wes6KmcdwSstpjts2L1QZ3lHKcsh2Odm0+6FqsSsV5vdbktO3wyFQVKxCdmhOOw5/MGmCs3eWJ6RabcylGLYe651PWRaKpqij4IedI+qwgYMx2IkmpwmNRourmbIrPlwt82O2R01QGNY2/Hp1Ek2S2FDJsSCfPYXo/bYZ1nSM9i1dqDS5KJ1ElIe22w4AojBgvDNnT6bLFyLAuGWfY0LH8gOF8hinHxQ5D9jV77Gh2mGPqXJvP8HK1zoJ4jKrnY8oSQSjqYF6vt7ilmKXq+Rxsd7mrXGDccdjd6jLuODw0XOaU7fSTWIl+vh+GTDgOsw2tzxZ3g4CcrCITMuWIuqFdrQ6fLxfIqgo/n6rS9n0kRRH3Nvp3NxayJBSxF7cUMvzd6SnOT8REKFunx8KYydp0HDmUWJEskFFVqq7LulScC1IJ5DAkoSjs7/QwJIlBQyevqVQc4dve2+pG0tsQQ5boBQEt3yerKiL4R4IfjldwwpB5psEXBwsM6jopTWN2CLlCjoOdLl4Q4EUp0gVNJRVJ3fe3e2zMpnh8qsrluTS/ma6hShJvOy7vNjt8dagIksT2iQoSov+2EzGPFdcjryjEVZWTliPubbPDtYUMl2SS0V6VONDp8VK1ybCpkVZUEXoVN/mbKIE5pSqsSMRYG/X9eqGQxF+QiuOHIfcNFniu2mBpMsaTUzViikwjkltXImB+WynHI5GKYlNGVGmB6O3dlEvx/EyDpu9zXT7DA8MltjXaJBVRueSGIfpZUuJtDfHwRZdkIESN6nvqns88U2dJIoYfhgzpOoORveDMxBSZeTGzn9AchCF3DxQoaBoHOj3mmDo3FrIM/R6ZrSnLmPqZVGuHn4xX+iF5S+LmOT9Ljdb2oeEym3IpphyPV2otvjlSZkerzWlbsNtzTZ11ycSn/TjCqBaqFMmb3SDgrnKehCxz3HKQQPQWI6TVbhgwESXCTzguPxmv8D/OHTqHif/nTFxWUICzOeyyrqH/E3VxfwwzZjmMOY6oBzN1xi2bx6drXJBOcEMhQ/xTHlh8Nn9c8xmo/Wz6Y5883ge0Z6bz/nvEV6wisXqdSKIFkCTUbA7n1EmcsdNIuk7+jruR43H0eQswBgYJg4DslpuiAClXhFBlMsiGiTt6kla9hjYyC7VUpv7S83Tf34lsGCTWb2Do3/0Z7Xe30X1/F9o1W0Sfqe8hxxMEkoRsxlASCeRYjPaOrWilgX7actBqCgCkKAS2gzv9seel/NWHCIOA+vO/ExLcMCT0PYp33tsHtF6riVepENoWXqMOgU9gOwQtcRDu7HqXxIUX0977HtnN156zVmEYgiwL4Lp9K/WXniXsWWjDIww8+C0IfLRZc0hc6OGcGqW7533sE8eQzRiDf/Id4itWYR39iLDTOfMNaTz/DLlbb8c+dZLunt2EnoekaSQ3XHJOyJCSyuA36mSvvZ7Kr35O0GmhlsoCvNu26Lr94CDDf/E/41Vn8CpTpDZdgVYewKtVqT3+a5RMhvJXvg6Bh3N6FEnXiUdhXe2PDmPMX0Bs6XI6O3cgn+V/9SrTQtbsOlgfffjxfjp+FPPKawlcp8/S+vUa8RWrkFQVfc48rKMf0d3+Dmq+gJLOYJ84TnzlGtRSOao1ehTn1AnUfEEEhlmWCBjTNELHEYqATgc5kSBzzRamf/R9kCXRfXz8KIW7v0ioqkixON7kBGo2h7rofDKbNuM366I7t14jDAKqjz2CffQjJFXFa7XI33YXWrGEOzVJ7+ABzpiLg14P2RcVNub8BbR3bMVvNpCTSSRFxfrwEKnLLkebuwD3hFA15G+5HTWXw+90Pg7XOrNvPI/e/r0oiSQuCOn4ovOY/tH3CC1LVFTlC8y9+XOM/uKnVFxRq+ENDtOKJbDCgMz4KCf/r/8T2XaIn78YrTyAmskQOo5430oSYeABGt6unWxcu4Hf1VsgyZQ1lStzKX5TqfVl5rtllYtvvYMfHzmB4/lIgc/lGy7nilKOd3sue1JFhnSTTbbDrk6X30zXcIKQNdkB1iYTHG+0uEYSlShnSw9BJLR6oZBmVl2XpicO5aOWw0vVBosTMW4pZcl8gsXNaSr3DRb55eQMFdcjJstszqVIKTKzz6oCCSMw/eR0rf+1lQmTTbk0cVlmcdzgw66N0/Zp9wJ6eUhVfDZn07xUb+JHlTPJCBz4IX2wvK3Rpup5/IfZg5iyxITjChZQUShqKglZ5suDBUq6xpv1Fg3PF5UgyTi/namzr93DkCWO2zbzTZ3rC1leqjWjipiQjKrihaKX8XhPhIpVHI+FMZN3Wx3cMESTpMhX+PH6dH2f12stHp+uIkfJrl8dLtH0RJLtgaiSZmuzwxNTU4SIg+bzMw0WxUxGlI8Prm3Pxw4EMD4Ddg1FZlkyzryYQdcPWJVM8EK1gSJJkc83x0edHnMMnbKuctp2eWamTlHXeWamTllTqXs+NxQyzDN19nd7VFyXa3JpkERokx8KlqcXhMSUgMM9mxM9m/PiJt8fm+KGYpZp1yNEMIqTURcuiM/mABH6Ndc0ONy1GNQ1BnQNNwwJwpDNuTRD0eH627MGeXRqhrSiMNfUmXJcVElClwUAmm0apM7afwtMnT+fM8i7ESB/cLhEUddwgoCOHwh5tO8zZru8Wmsx43h8rpzjJ6cnscOQbuQt/OZIiZYfMO14WGFAXlP7AEACUorSX9N/GJ8mqQjf65lXoknQ8DyOWw5PVGpUXZ/16YSQQiNYx6ym0PICdFlizHbIayqHOr1IniuJjlfH5cVai/PjBqYi03N97ChgS0JUrXTDkL8dnWQqqkC6vZTDCUL+dnSKiudhSKKCaVDXqLs+M47HkkSMVyPvdYAATR90LZbEY2iSqNWaclwOd20WxQ3ea3VYn0owP2aQVAXYOjudVpdldEni+nyGmKpwYSrBDYS4QYgpS4K9lmUWx01isszT0zU2RtLeo5aDJEkko85WsX4iYOuVahU3hEuzSWYbOhszSaZcIfHv+AHnxQy+Olzqv46a69H2fXRJwpRljlk2u1tdhg2NmwsZ4UVWZBL/DOWJGwS8Wmv2AS2IWq0bTZ2YLPdVKGEIpiKRVzW8UATJ7Wt1+dZImaYXIEvCdz30e0BnRlW4KJNgUczk+2PTnLJFIvI1uQzXFTIM6RqKJAk7CxIXppP8fKJCEHmSW75P3fMZ+PTw7t87OVOqwzgAACAASURBVE3hplKOZyp13DAkpcjcUsr+s1U5/1/Nadvmr0enOGqJz92ELPPdeUMc6dm81+xwSSb5Gaj9VzB/3Lvss/l/dZTEP37iJ8fiSKomqlwkCfP8pVhHDvdZQiWdxvroA7q730PJ5Bj+j/8TAJIsE1u2An1oGL/TRkkkxeH90AFC28Zvt/AO7ie2ZBntd95ANmOiS/al54mvXE3v0AEIQ6yjR0hdtpn2jq3IsThKIoG5ZBlqvgCyjD48wtQP/pbivV8SstswRMlkIQwx5y+g+cqLZLfchKzrSGYMf2Ya87zFwo85azbIEs7UBGqxhN/pUH/6SXqHDoKqkL78KmRNw218XGWhJFPYp06SXLcBNZc7Z62ck8epPvkYseUrabz8vPCi6hp+s0Fr+9tkrr6OoGfRfOUlrI8OI8kyciKB32oKALhgIUoqLQDbmYcL0RoU7riH3uFDhJ5PfOly4bs9axKr1tB47WWkWIziPff118Y6/AGhZRG6HunLL6H52ot03t0umG9Vxe+0KX3hyyDLgmWuzqANjwivcC5H45UXab3xKoQhvUP7cSfGyd91D5KiohZLeJVpAdpuvV3U56QzONEDgMS6C7GOi9feePkFvGqF+JLlJNZcQGfPLvA8fNtGNmOiMmamgqTr+J02yXUX0nzlRZxTJwl9H/v4MXofHKT8tW/h93rIhomSShO6LokVq/Aadfx6ndCx+3s1tCxa77xF7pbbKd5zH1Pf+xv8Xo/8pZuo/uaxCBTL5O+6F4DOzu0RqJNRMlmar79C8Ytfxm+3UHM5vLPk63I2i1ookkgm8ep1ANzpKfxGg6DbwT5+lOyVVyPHbkbWNOE5lmWhYEh+wtMVBkIW7vsomSzm0uV0dr2L3+kgJZP4gFydIei0Sd58G977uyjMnUdn5Rq2+RLDofCJ+5ZNAFjHj5K6dBO9A/tBVcU1KQrJNRcw89IL1A9/yGUXXcKcWYN0fZ8RQ2NrvUPF9ft7ztQNnu7Z+JkMsmUhKSpvuwHzFZ3nOyIhtN61GTRtXq42iSkyduCzvdmhpGvcVsrxm+k6SxImaUWh7Qf92okNmQSaLDFmOfxkYpo97R6KBFvyWW4v53hyuk7FdglDiMkShvJxrcRJy2ZTNkVSkUkqCl4Q9uWzfvBx4ua47SAjDtYrEzEMReZ7Y9OM2y5rUnGuzqd5YkakYqpIHPjRDDf9xQCLEyanLIdbill+OTlDw/OF9FlVWJOKY0d1KhXb5cZijt9W6ow7LsO6wn2DRZ6PglfmmDr3DRZ4udrkgaESHd/n11NVDFnue0sJHa7KZchFUkRTlpElAc5MWcJQBIu3q93h1mKOTuBTcTxSisz1xew5staq6/FavYkuCyA+5Xg8W60zzzR4p9FmUcxEkyS2NdoECNmsIp3pevUYQScMhYz2d5U6M67ofr2hKCSmZyauKOxud9Fl+MpQkQnHZdjQmW9qLE2YTDguISK1NaUo/O3pqb4PMgBerDb56nCRHa0Oh1yLyzIpyrocBWgJma8iwaZsinfqbUZthytyacEcqirnx0XH75nU1abnixTtehsViYszSUZ0nVdrLdpei3sHCmxttJlr6hzvWbxeb9LzA9Kqwg2FLE9M17hnIM+uqKqlqKnMjenMMz8+yY9aNs9UalycSbE2FWfMcdnR7LAhk+SpSo0jXZukInPfYJGfTVQ4bbusTcZ5pdakE3UWS1EAWc31+d7YNBlNYX0qycOTMxQ0lYQik1dVRgydmCLzQdfCCkJCAlYmYqxKxXl0qoYdBMyPGdxSzBIGIU3f5/lqg8Vxk43ZFDtbHSxfsG/X5TPsbnVFJVEQsKstWF1TFuA9rSoctxyuzmV4ulKjK0uEQci1+QwFVeXhyRnhf9VU2r7PC9Um9w8VaEWgq+kHvFRt8u1ZA7w402BTLkXD87H8AKLoiLgiVAxWKELwdFlGjpKsT1oW69NJnq7UGbMdthSyfH/s4yDFdak4Lc/nR+PTbMgkaXs+WyN58j0DBdanEnyulMcJRPDVD8emCYCnZ4Q3+ktDRYZ1rQ8eVUkE1f14bLrf9Xq4a/HAcIlZhs6PJypYgQiCqnriIdHnBzSmHY+HJyrUPOEBXp9OYEdg/YOuxb52j68Ol7BDONru0vUD5po6pQg0gpCzVqOaqaQiM+V8XBsGwnN8dho1iOA0TZJ4ZqbO3naPcdvhkmyKw12bfa0ut5ayvxfQ2kFA0/O5KJXgUNfixqJ4aD9uO7xca3JJNsEDwyWO9Wy6QcBsQ+f5mTr1aF1kQnRJBHb9S0eXZS5IxVkQM4TkWFHI/SuQ7h7p2n1ACyL1/rmZBlflM/xyqooTBH/gf382fyzzGaj9bPqjD89CGxjEnZwAQNI0Mpuv7Kfs6oNDlL/2Dbr79iCZMeKr1+GMn8aPGNzMlVcLsBmNrGnI5QE0BAALg4DyA9+gs3c3fqNOfOVqak89LkCubaMWSyKkynGIr15Ld/cu7KMfkb3+JuKrVmMfO4o+PAtj3vx+iJU7PkbounT27iZ/253UX3oev1YlsWotsmGSWHchkqrSfONVcX3lMvaJY1gfHqL66Enyt91FEAQYc+fjzcwIQItIzfWbDfRZs0UnZ6uJnEyRvvxKOnt2k1i+4tw6lmaDmScfI+h2BPiRJPxmE608QNDt0tu7G21wGDWVRo7HCW3RlxjYFmq+gJxMEvR6qLk8+dvuovbsbwlaLbThEdKXXY4+OIQ+NPx7751WKpO58hoRSvSrn+M36qj5IoXPfxFJ18APUNIZJv/ur/FbTdHJm0oR9rq4M9PIsThBp42kKKjxBLmbb8Nv1pn4q78UsuFEktD3ab35mmBr97xP4c57oiofFUkV3b2Za7ZQ+cVPCW2b0HVQzDjVJx8lddnlwn957AjdA3vxZioCpG24FHfsNIHVQ9J0QtdFKxTRZ8+m/pyQ6IaeS2D1CKweXqNO8e776OzcRugHxJYtJ75iNe7kBM7EGNrQCKHr4NeqICso8YQIFZueYujPv4ukiE7g0HXxmw3UQgmvVkXSdMHcex5IkugWNnRCx8adniJz7Q1U/x/23jtajvM88/xVrq7O4Xbfe5EjQYAESQQCBBOYo0gxQKICKZmikmctez32zlnv7vyzZ31mz3h2xzPeHSfJNiVRoigxB1HMpJgDSIAkMoh4U+dUXbn2j6/RJCXKHs3x2PJZvOfwgDxs3K6uqq77vd/7PL/nJ3cTBz6yZVG4+XN4U8fovPAcsetgrT5N0J5/8iMkXcNctgJv+jjm4iXI6eLoXpF1ncz5W3EPf0A8jPfR581Hm5hH0GyI95VlgqEXdi6MSRCSVRTodkmcsY7awqVUk0l22y5v92yWWar4e8N7IfQ8Os8/w9htt9Pf8TaR3Sex+jTsPbuQfY/8+DhTrsejXZcoCigoKheXcuywbWa8GJmYVVaC1zt9Qs0gVFTMGGJFoeGLhV2IoHbus8UESBl6XmNg1vXpJUJSisxxRyxW3+726YQi23OZabKnb/NGd8CO3gBJkgjimIfrLVanJvhMOc8L7S6HBi4LTIMri1lKmsYLrS73VpuEcUwMTBoaN48VWKjo9IKQl9s9Xm53caOYtSmLr88v44YRdhTxx4enKQ/BPs+1uuRUhaXFBH47RJ4NafUinvo/p7jif5pknqHR8gO+NDHGXtshpyqcmkygAt0gpKJrvNjp0QtCNg6nZNOugCX5ccwR16UVhhR1ldsnS8iSxCASsmovjke5lEVJyF235jP8yZFp/OE0e3nCYELXkKUkb3Zsan7Ad2dq3DxWYLllklJk0oosGuGhxFVINgUM6gTEaG/fZZlp4kQxBwcux1yPUyyT3bZDUhHNhTy8jiAa47tmaiM40R7bwa82+fx4cTShcMKI1zt99tsO/TAU05e4xx3zyvznozN0whBZgk2ZFJ8q5QiJURAQNhCALhkJSZIY13XKw6bjU6UcvTDkg4HL6mSCvbbD1HB6KgHr0kl6oSBGXzCczn95osQbnT4ZRecPF02gShIfDBy0IQQrqcg4UcyyhM6EYfBYo40/jH9xo5iX2z3OziR5ringS6okcpTHNBVTkUc+9WOux4WFLI/W2jT8gFVJcQ3e7tokZRHxFMYQEHNlMUcYx7hRxPauzSCMiYDMcFp41PWoBwEzns98XUx89/QHLE2YrM8kKQ43EJYlTCq6iFHZmE3xl1NzKEgoErze6SMBVxRz/MV0lRh4qtnhgmyKc7Ipal7ApKnz82Zn5LMf1zVMWaLhh/QlWGQYrLRMHq01gZhvzKvgxkL+7gRiQvdefzDaiCpoInbmRMMcDeX6MUIl4MUxU67HGstkYybFE402aVUmiGPyqooly3TCiLHh5H+xafBYvcW7fYcLcmkyqsICXePfLpnHftuhpKskZJkfztToRhGP1tvcPjnGq50+QSzup6yqIEkSpiyAZAtNnb0DF0WCgqZR1FRunxxj/8DFDgWg7JDjjBpahsf/crvLudkUWVUhFSujCKljrkc3CHms3hrF8XhxzIM1Aafb2bOJht+bXiik0vfNNHAQkVdfnhxjccLAjyJe6/Z4vNYmGn6/Fyd0Zjx/9MxWkVibskR8kuOy3DI5O5NixnUp6zpnpSUuymfYYw8omAbbKgXmmZ88Qu0GAftth5ofsNg0eKHV5b3+gAghc95WLnBk4LGyaFHSNTp+wDu9PmdlUuy0HWGjkGVuLhfIyv9tzagmy5T1f9ir/5tUvxi5BEIVocni2f2bPmk+WaJOXqWTNSo1X6B0yxfxpo4T2Tb6wkVopbGPvUavjKNXxgEwFi6i//abeMePidiWpctG+bWfVJIso49PIKdSNB95kP6O7cjWh1ljcSAkxmqxSH75StKbzwXENFhJWFir1vzyMZfKaKUy7gcHSW3YxNitt4spXRAi6xp+dY7G/T8mlsTkcrBnN5FtY61ZS+b8rbSffJzMJZcT9XpEdu/DHywrtJ9+QkCHtl6CPzuLpGk0H38UY9Fiwk4bJZMdQaLCbpfBrveRFIn0OeePYm5i3ydst0ht3oJWGSfstMlefDne9BT+saNICYviZ76ANj6OX6siqQpyOsPYbXdALDy7H426+ftKK5bQiiUqX/1twk4bFAU1m0NSVGr3/QjFMNHKFcK2kJlKmkZsi4ZYTqUxFi0ZbUoY8+bjDs+DpChImjb6mUQR7sH92Ht2YSxYSOfZJwl7faw1p5HauJnKHd8UjaJpErZaGIuX0HrsQWQriaSq5K++js4Lz4EsUV57FkGrKWTkExOkzzkfvzoriNPJFFG/J+TkAIqCFMc4x46QOvcC9PkL0PKiYdQr42iVCXovvoA7OwPEyIZKYtVq8FxSa8/Er9fwpo8TzM2JjGJATpiEzSb6vPkoqQxBtz3y8KbPOU/kIl94MZJuMP6t3yeyB+Icdtp0n39WRBoBvTdeI3f5VSTWnkHu8qsZ7H6fzrNPoWSypDdvIX3BRahpQcnW582n8pVv4E0dh0SCQXGMwPfQV61m8M52vHqNzJbzqT90H4qiYYchSVlCy+Wo/b//Eb08TvqmW5gwDIqux3M+fPXcC7F374KhdMw9/AFSwiJ31TVIqob97jsQRaTO3szYxnOo6Qkmen2MWOM0U2P70eN8feF8/OGkz5IlViVNXmx2iaOIriwzzxAgphO/+qu+z9mJJNtjexQ3Y8gyY7rK650+c37Ahbk0M67PLZUiKUUmpyo8WGux0DTYb4uFFsPFdE5VafsBZd9jk93hQt8jkdTYYw9o6yFpRcGQJDzEYrTqBcOGGKY9l2eGskcvjnmy2UaRYdrxODubZmPK4qAjgE9XFbKUNJUtkym0DBy4v421WGPxBWkebrToSRHLTJMVlsKFubRY0EuSWBgnEzhhREZR2NEbcND50C/8TbPMxozFnoFLLwx5udUjJSssswze69osMg2298TmgwRsHMJtnm31+Mpkmf0Dh6SsUNaFN3FMVfgfF05Q830sWcaLYrZ3e6zPpHig1mTa9SnrGtcOp7bK8LMbstgkWGYZHHdFnMfihM77vQE3lPP8ZK7JoSHh9OpSVjTCnk8zCAVl+iPxQB8MXPphNGpqFUnQm8MY7CjG9nw+Uy7wSK01amjjGF5u97gon2G1ZbLbdvHjmIyqUFJVmn5AXlG4uVLg3Z6NIks81ehwbTHH5mySuh+SVxVKmsJC08CLIzZmkvx4rkE3DHmp1eVfL5rgtJTFPEOn5vvcM9vgmPuhdWZMV7hprMCfH6+SVRUCBMiI4b2jyxJ2JMBZ7SDkZ/U2t02UyKkK057HAdslRORjVnSNvzg+x6Hhtd47cLgknyGjRCxLmBiSxKkp4Y9+qtlFAq4r5dmcTXHYaQzPm4DPnQBLATzR7LBkoLM+nWJrLk3iI9OsgqZwXi7No7UmThQRx5BUZRrD2Jl3ewMuL2QpqApuFLPQ0MmpKo/W21yUT/PtY7PcVClS0TUODlz22Q43l4s0/QBZghUJk/urTdKKyuWFHA/VW3wwcKjoGjeWC7zX6bMkYXBw4ApydBAyqavkVAUninDjiJyqYgchliKa1zk/4BJDJ6upVHSVVzs9korCxfkMhx2XMV0lKQtJbE5TWJtKsCGTojekf/sIyN08Q+OFpmjEQiQsWcaPQmZcj1OSJg0/4BQrMfrde8hxuXumztqUxdq0hSnLzDPEpBT4GDF31y8A/ED4SZOKgoSE+hHbZ0VXiYCq93FLVoxEOwgxZJmcKrMhm+LNjk0Qx9w2b4xD/QE/a/V4ptnm80aJXhDSDUIuKwhKedULGNc11qYidvcdErLMxYUMuizjD6ns/vCaf+B43D3bGKXqXVXMATHzTINmEDDjiXu4OHxGdYOQZ5tdnmi0mW/oBHHM1PD4JWC37bDCMjkv+6FayAcerDbZnM3wO/MrowxaFQntX4AP9h+rTkslUOcY5WYDbMkKQv8Xx0ujzb+T9ZtdJ6/SyfpYqfkCar7wX/VavTKOfsU1v/Z7yLqOFEc4e/aRvfQKAAa73sdYuJjcFVejjVWQNQ098Q9j2M3lK9EmJglqVSRVxTtymPbTTwiPo2WR2XoJWmUcfXIB9s636b/xGmqxRFCvYZ1+Bta6Dci6yC3VxipIuj6SpSqWJTJSczmajz1M1G1jrjgFa81a6vfdQ/nWr4wkyEGrhblsGf7sDO6RQ+Svu4HOc0+DppHafC7JszZQ/du/IqjXSKxaQ/nW2/HrNfT5C2j99GEhCdZ0spdeSeLU1XSee4bC9Tf8Vze0Hy01l0fN5Yl8XzSkskx26yUEzSbJdRuo/egugrlZzFWrSZ9zHlG/R/biS1HMxEhKq2ZzQ4jXeXSeeVLIoSWJ9KZzcY8eAUQTXfve34hzN28++vyF+LMzSLqOkiuAIhPU61hnrBPXWZIgjGg99hDW6jVkL7sS5+ABglaL/DXXE/sBUiJB2KgjJyyyl15O86H7kTQNJIns1kuR02mC6hytg/tJnn4m6U3njO5X2bLIf/om3AP7iXwPc/lK7J3vIBsG2lgZNZOh8/wzWGeuwzmwT3hnW22MJUvpvPAshZs/S+/1VwnbLdKbt6AvWsLsd/4SWVaQTJPiTZ8ltW4DAPX7XxXvqelEnoukaXjHj5G58CKCWpXWow+KyKRkkt7rr6JVxkmsWUtQq+JXZ9HK4yRWncreIOaxepurD+0hRiJ77fWoQUDf9chccgXR3t14mk7pnHOxt7+BEUXI08eRnnuKxVd9ismxPN+ZrjK1aCnz7vgGvRefR7WSZLdeQn/HdhTDJH/VtWQ2n0fqzA1ImoakKGxBLGwfnavzwMHD+K7HrkaLvGXy26et5rVen7VJi14QsdseUNQ0bhzLM6aKiU1AzDHX51Ilw9qUxQutLnYYMd/UmTR0/qYupIAfDFy+Oq+MJEF5mBv6Xm9AUhYkzb0Dl4Qssa1cxIkiJgMP85mfUd/xNpEsMaObjH3uVr4vmeQ1lWtKOe6rNkdtV0IW3tc9Q3hMGMd0goBuGLHXdkjKMnfN1PhspchstcE1pTwvtrvsGzjYYcQF+QwLt2Wp9vo8EnTpeaLx6Qc25wwbWhA79lOumByuTSWoGBqvdT6MDFqeMHCjiLSmEUSxkLiaCrO+j98PSSgya5IJllsmxxwxMV2VNLHDiJ+3evy81WOhqTOIIma9gD9cOMFfHp9lmWWyKZMkIcncW22wOpng21NVemGEJcscdTx+OFPnjskxbq4UuK/apB+ErE4mOCNl0Q1DFidMplyPzZkkMnBlIUtEzLTn44QR7/Zsal7AGRmLth+QVtVRzmpWVT6WuarJMlvzGd7vD2gGokEsaSqvBoFQnsRCZqxKUPN9bhwr8EyrSzMQU6MLcmm8KOb0lMX3pqvsGjjcMVlGkYRv+cVWn6OOS1nX+Pq8CkVVoeoH/NnRWXofkf892eiwLCEyle0o/lhDC1DzQlRJSL07QUhF10dya3GPRFxeTLJuSPRdaZk0g4C/mqoy6/msTSVYYhp8d7rGtkqBbvBx6eFb3T63T4xR1jX2DxweqrVYlND5XKXAD2cbPFBr8keLJrilUuCJZpuCqrI+Lfyn35hXxo9j3u0NOOq6rLCMjzW0AIMopur5bCuXWGIaJBV5NOFXJZgwtRFYqqxprE1Z3D1bJxx+voUJg0YQ8EKrSzsMOTNlUfN8Xm730GQxJb+ikGXc0PjRbIO3ezZuLM7jxkyKnX2bi/NZ/KjNUdejNPSz51SFxabBQcdhUte4cmIMRYIvjBcFGCyKeKnd43TL5OJ8FhmY8zzKqsrvzh8nIBbT7VgoOv7d4elhDi781sQYY5rKnB8w7fksThhsyAjvdozwj9phxHWl/CgmqR+G/LQuyMUvtsWmtAR8fX75l34vxnHMaZbFtOMzO8zP1SWJLdkUaVU038+3OmiSzLq0xZlpi6QsM3+YcwpicyKjyOQ0sfG0PpPi28eraLJEMxDH8r8smSTZ6lHRNBp+wPZOl+WWJd7TDylqKqok5OGXFbLIQz/9t48LsvqJZ8pC0+DphsiYBnHvPtFo878umeSpRpuX28IGkhxK3xcnDPbb4l4Uk2uJXbaDKklYiowdCh9uP4woaB/eb2lF5qxMinurDX48VH/nVYV/s2gS7R8AyP23Vtv36Q43mYqaRuK/0/v8OjWmKvzBwgkhxQ9jzs+nOS1lkR1u1p6sfxl1sqk9Wf/kJesGmYsuI2g0aD/5OOYpp5LdeinaWAVtbOwf/PtxEIykmrKVZOyLX8afmUFOJmk8cC9ht0PY64pImwfvpXjDZ5ASCVqPPywaq+E/9rs7mLj0SgYfHCCZzqBks5Q+d6vwf3baWKvWkNp0DpHjULzxM0iqil+do/3U48SuS+S5HzmokPw1n6Z219/ReepxrPVnM/7bvwuKSuQMmP7TP4EoRElnsHe+TRwEpM7eTP/1V3EPHhAT0hjaTzyGsWgRaCr+9BRqJvtrn9+w12Wwfx/2jrfRikWS6zZiv7eTzjNPQhiSveIazCXLCOo1anfdOZQjx1innYGUMAmbDUqf+QJauULukiuElPbIYeRMhjgICDttSl/4MmGvizczjWwkGLvsKqrf+UsB7FIUUpu2kLvqWvrv7iC9cZO47mYCtTRG6bbbkRSVoNumcc8PCQcisok4RskXqHz9d1AyWazVp6NPTOLPzYlomSgSTfTAAVWh+8IzBK0GxRu2IWk6UbeD/e5OjAULkBMWg93v4x45ROb8i0bvn95yPlGvR+HmW+i+/HMUK4laHid97gV0nn8WfeFC0uech75oMcf/j3+Lms2BrBA7Dq2fPoJWGUfNZNEn5mG//RYMY6xiz0ebmMTZv094e+MYxbKQFPGItd9/F7U8jj99HJDovvQC2rx5HF6xBjeKkZMp6rt30dz9PpasEMQxuc3nYN/4OSxFxv1gP4MtF+CedxFWv4e+4y0KUYCSzvAHCyeo+QH2ilXkKhPE01O0fvYoYbNJesv5H37vzI9HMRiKRDsGcgXUMBC+aU0lkoWn7OV2n1OTCc5MWzT8gGnXw40ifnt+md19B2kY41FQFb4xr0xKUaj5Pj+rt0cLsTCO6QYBay0hlVMkCVORebnd47bJMRp+wNlpi6ebXWp+wOmRzaHtb1LShPTS6/fwnn2KM6+4jhcdj/Vpi5Qi0w8jTk8lmNB1VFlmvqHzGn1CYuzhJKyiaxweeCMC7lXFHD+crdMLI8q6yqudPk4cszWXZlfT4VINxvwBSBIDM4M1XGh1goAfzzY4MHApaypTrs76dJKvTI4x5/mkFEGrnfMC/DCiF4YihzeX4elGm5Qi89nxIrUhNOuMZAJNlvj+TI1zc2nWpBJs79ocHLhIEpiSjCFL1IKQWqePG8WcYplcXsgSAo/W20KmqEvoiEih/jAPdlzXmPZ8olg04rv6A/bbDrdUisQS/M10DT+OuSifwZAlfjTX5POVAsc9n1OjmE+P5bm32iSvqZiSzNWlHLlfmFBkVYXfmV/hsOPRHtJ61yQTHHf9kVxVRmKhYZBWRCZsGENOVUgMJ76P1prsHrhIiOzhr02W+eFsg+OeR1pRaAQBD1Sb3DCWZ9/A5ZbxIs81O+wbwrNkPqRVp4cKgI+Cd5ZZBjlV5sZygfvmGrzXs7l1vMQr7R6zns/6tEVF03i7a3NZMUvND7hzusaM5xPG8Eyzi1KQyaoKgzAiqUjYkSS+qxJYssyEofGnR2dHkU5vdftcks9wQTbFO/0Bc37AWSnhLXTDCA/4u5kanSDEjwS46tNjecrGx9VNdhgSxTF7bZfnWz1+b0GFrbkM99eEzScpy9xSLpJXFX5/wTizXsBfTc3RDUO2lYvMN3SiNNw5UyMhy6M8522VAhGMwFayJFQXhxyXK4pZ5hk6YRxT0lQSksL91SYbMkkuKWTQJIkZ12VMS/JbkyW8If24rGu4YcSc67HXHrDAEFC0I45HWpF5Hv4L5wAAIABJREFUo9unoGkszJh8f6ZGdQidum2ixBONNllVTMoBHqm2mNA17pypEcQxDT9kkalzXk54dVcnE6zPJD9GRnejmJb/cX9qjLAJgIAyzXoBu/sDLEXEYemyzPpMknFDI6uqjOsasiRxQS7NGekEvTDimUaHH881OD2Z4OJ8mkEUcnjgkVRkbhgTGccX5dPstR1MRUzQAXqRkOffOq/M3oHDM80O52XTfGd6jt22i4KIz7l9CKE6MUU+5risyyQBcV5/3uoKG4AkVAXe8JmmDJUQL7U/VJX1w4jH6i1umyjxds/GkCWcCKZcjwvzaXb1B2QUhexw42Rd2iL1ESmtLstcNYz/eqdnU9BUQXH+NTNh/6Gq+z4zjk9SlXmx1ePldg9DljjFMrmqlKOgqb9Evf+nrIymcaamscDQ8eOY8V+T+nyyfjPqZFN7sv5ZSq+MU/ril4WPU9VQcjlkTTxEoiDAn5uFMAAzgZbNIevi/4WOg/3uO9Tv+QH4PkouT/HmW0isWo1fnYMwFJLQKBJNr64LyWwYCgKvYYo4GNNEMhMo6TSZc84bTVyVbJ7k+rOJBwOUTIYT44f2M08QOwMkVQUk1EIB2RBNggAJFan/5G6S69aTvfQKon6f5qMPkbvyGoK5WWLfE1MyVR1Nis1lK6i/9gp+tSo+q6KgFkv4c3PoxTGCZvOTTt3fW1EQ0Hv9FdpPPYGkKLgH99Pf+Q6Z87cSdjvEjkP9B3cy9ltfo/3ET4mcAbJh4M/N0n3pBSpf/1fU7/kBrWeepHjDNpR0Bn3JUszlK+m9/gpqNof91hvoCxYTuw74AdlrLqfz3FN4U8fEhkEc03vxeVIbzgZg+s/+byb+h9+HtIosyyi54XS7IbzHJzJo4yhCzefRcjkBVTIMtPI4yAruB/vF9DcICAc2sSN2zsNXXya79RIkRaP75usklq+gcf+PhcR83UbyV1+PkssStJoiXkpRsPe8h7N7F+bS5cRBQO0Hd5I55zyM+QuQVI3uqy+RNU3UdHbUlAIEzQaxJySIiZWnYO98B/foYeIoRhufRF+wCJAIWw1BUdaNUY6wVpmg+/wz9F57mSgMyH32i9gLl7DaNJj2I3qVSRLjEwxmptEkiZSVIHP6mSj5HFnf4+VciWenG0RASlP54sVXUjKFBO9EKL3brIo4KN9HLRYxli3HOuMscV84jiBHJ5Mji0BGVfnUWF741kIxkbuymCUxsNmcNHmvZ/NGt0/N9zEkma/NK/NwtcmaVIIrilnuna1Tdz3sMOT1CNbn0jSG06QxXSOMI/QgpDzoYz//BPIZZ5GZt4CLCxnun2uyvdHiVq/HbC+kWasyls0RtlookkQ3jERTGULQalKIIwxZIqHIXFfKkddUliXM0aJwecJkuWWwq++gSTDfMFhsGjzZEJLkBYY+BDAJqaE+nD7u7g24KJfma0mF6bu+y9zcLJokUVm8GHXb5yBfoO4HHBg2U5osY0cRr7V7LLQEZXfG9VmdTvCpYo6qF4wWrI/WmiiSxBWlLG92+kx7HvsHLisSJksTBu0w4qFqk6/NqyAjJKXzDI2bygWebAg4nQS827fZlEmSVhUafkBaUZCB64o5cppCHAuqqyRJVAwdS1FoBgEFTfy5Lp2k6gfUg5Az0hY/mWvwX47P8XsLKiRl0aipCHjSKckE/1syQUqS8SXpY5K7QRjxfn/Aiy0xPdqUTbLGMmkFIZfkM0gIv2dWVbixXMCQJb4zXaM9jOu5dizP2qSFKktYH/HqHXF96n5AKxQwKGXosd5jO1T9gBdaHWpeMAJTDcKISwoZzOF3q6BpAtLVaFH1AhYnDC7OZ7BUlZWKwtfml3GjeCT7joDjjsfP6m2QYG3aYv/AGTXkJ+r9ns25uRSGIrM0YRIjpLhxHHNzRdwXIjtYwpAl+mHM690+ny0XOeh4TBoaTzU7SMCEobFv4NIKQrwh6OrlTpcNmSS9IGQuEhEts65PiGhktmRTPFxv8b2ZGl8aL/HHy+ZjDyFXOUUmrWm4UUxVCripXECRJF5r93CiCFMSHt4TstWCpnLAdripnCeO4dFai23lIsQx28oFXu30eKopIFqTusa/WlDhnpk6zzc7rLBMtmTTtPwISZL4Wb3De8Mm8aJ8hsWmzvTwc73bH3DXTJ0ho5pbKkVyisJPqg06Q3m7HUbMeD4BoiETftsQLxbROvZwY8hSxP2+OGEwf3hf/2IlZPHMOup47LYd2kFIUpaZGK4XDg5cvjddoz+camdVhUvzWb43U+fCXJqbK4WR71hXZJRI5sezNZZZJsssk8OOizlsZCMkVEkir4p4sIWGxt5BjdovNNUSIhf2jW6fGOEf3j98fkQIANFL7R5LE2Kjr+r5fH+mzvv9wZBKrnLzWIFOIJp62RHwOJCY0NWPJvmNqukHBFFMRddIyDKuLHJWwyjm4nyG93oDFElifSbJik/Imc3rGp8ay3NRIYMpy//ok8mmH3DPXINzsyn22A6P1IUiLEZYJlKqwhJTZ0MmNcrF/eeq4j9yM3+y/mnrZFN7sv7ZSs1k4RcmkX67hf3WG7Qee4g4CEhvOZ/E6WdgLFiEYln4c7PUvvs3RAPhjQltm8aD91KZmEROJNAq40T9HpFtE7sucqmMVhnHm54ic95W7J1vE9o2UsIiedYGlFwebegjDdot6nd/bwTKSm05n+6rLxEOHLJbL6H5yIPEkY8+Pk7h+ptQczm8qeM0HrqPxKrVuIcO4B07IrzBmkYcx0iyjLFs+YcArTiGKMJYvAg0HSlpiYYWYEgANhYvoffG6+TWnPZrnc9oMMA5epj2k4/j12uCFp1KE9ZrIlbJShIHoWgIo4iw30VSVKKB+G+AaNgsetMi97f70gv033qD1MZNSLqBe/iQiIgJfCK7j7F8BWqhSP+tN8RBnNhAALypKazTzyCz6RzsnTtAkUmu24DfauLt24t15jqS6zfSf/N10GQRabHl/FHTK45jiuqd3yZ2XfJXX4dfq6Fk0gRd0awQBIT2gMhpoJfLVO/8DnIigaTrDN7fiT4xgZzJ0HrwPuHP1VRSGzejlcexd7wtGv3AB0Wh+/PnRJ6sqqLkckjJFPgfeib1BQtHHnA1X6D4mc8TdlpE9gDv+BHaP32YaDAgd+U1mKecinfkMMQxarmCVhmn/uMfIOsG5rYv8EK+zFutAZIdsiKTpmokKd54C5VGlXzgk1ywELU0xpgsUw1DFusqd4xlqckKz/ZdHvciviQrfFScro9PUr79awStFv7MNEG3LcjaUUT7qccJW02SGzYJ73Q6g5JKsdjU+fr8Cv0wRI9jEkcPU//hdzGXreCOq6/nNccnLSXYFLq0d+/kC+ksM77CwPW4we0yu3cvcb5Ap1TGNDQSmSR3TtVE8xBEjLs2pdkmg3e2M9jxNmO3/hanL17KuK5hTR+nec9dxLd8ibPzWVRFxlywEEVVkMIIXRLgo+TKVeyQVUwpYIlpUsn+8qIjp6l8plykFQTYUcT7vQF3zdaJga05ARZqDfMvIaY5/Pf5ho4my0jv7iDdapDSVGRJIp6bxZuZQs0XcD+SRzTreazL5Pj28SrnxWmuLeXQZZmkIvHTaotWGHJBPs3dcw2iOObWSol3ugN29mxKusp1pTw/rbc5K51kXNM45no83Whz01iBa4sRCUXhp7UmPx9OYmIgrwpoTtXz2WMPuLaUY7Gpc2Dg8mSzQ05VODeXRpOgoOukVYW0qjDrejhRzN1zDeIYOmHImmSCywtZHqi1eKnd4+J8miiOuK5c5AczdY4MqdFXFXOclUpw2HFZnDBQJImjrsuP5xqEsWhYfjDrcOt4iQO2Q0nTWJdOcllBeHR1SeKvp6qjKZwdRdwzW8cYl5jzfVZaJuO6xoznM0/XhP8xhnoQkFBkDEn4G2NEhFFRV9nZH3BzucA8U2f+L0xR5pk6n6uUcKKIpCKPFsZeFAsKryzAWk8MNzlA0LT9MGbXEKJT8wNSikJneMzLEgbLEiaWLLOtXKAdBHixmJQmFYk9tjt6j6yqoCCRURR0GT49lqcbhOwbuHhRxMpkgg/sDr0wRJUk2mGAIckcdVwe7tl84HhMago3VUqj87sxLSKUdvcHKLLMw7UWr7V7ZDWV1VaCz44XOOy4/NVHiMEifTVmSy6NLkv0ArE51PADPlXMkVUVmn7IpYUscRzR8QUMa2d/gITYxBhEEa+0e9xcKXLQcah6AXt7A9Znkzzd6PB4oz30VqtiAlwu8OfHZrl1osQj9TbhMCIG4NFam28tKFPzgpGyA6AbhoIi7gekNBVCWJIwqPn+MG/4w2lrJwiRjV/u5OY8sTGx13YwZZkL8hmcMGCBafLzdpfUcDJrqTIdL6QXRvTCiHBIF3+92+fyYhZDEk21IkEvFPJgL4pHJOangMsKWW4s5z/WWCuKwnm5DM81u5xoa1OyzOpkgj87OossSSQViWYQEMcfwtJkpJGc3Y0i3uz2mfZ8CppKPwyZ88Qm2qZMkjPSFk82OxxzPMZ1jcuLWeI4JiQiigU4TEZiacIgochszCTZ1R8Ip08MR1yPL46XuKwg1llZVfmVTaMiSb8Uo/aPVXU/ICXJHLAdZn3hvT/hXXWjmCOOhwIss8J/cYCpk/WbVSeb2pP1G1XekUOCnuu5EMc0H74fJZdHyeaQNJWgURs1tABEIUGtSuy6aOMTFK6/icZ9PyLaZSNnc+Quu5Le9jexVp+GbJoYi5cw2P0+2viEiFH5iE8r7HY+JD8bBopl0Xv1JbSxMr04InfF1aj5AvqChWiFImGvS+Oh+/CnjiMnkyRWrKL35mtoxRJxFIEsoWSyyKkUucuvpvWzR/HnZlHHymS2XkzYbZO77CrCdhtnzy6Q5RGcKLVuPWrp75dih90uke+hWElk08Sbmcb94CBIMrJhIMknKL4GaqFA/qprwfdFYx3HIp5pzy5BL9Y01NIYSjINcYyxYBFBsyEaTsCvicmy/e4OwlYTSVVpP/UE2UsuRy2OYZ22FvfIIdHQDrNOEytPAVlm6k/+WEw4JYn2k48z8bt/wNwzT9B68nHGv/E7aJUJ3EMHSa7fiD45b0QKjsOQ3isvjijB7tQxkmeeJYBcmo5kmhRu+ixhv4dWLNHft5fYdUTOniLya+2dO4g9D+fAPiFtD0OaD93P2G1fwTmwV9CMU2kxLU6lCLtd0ueej3P4ELkrrqL74vMi/mnBInJXfwrF+jD2SkkKiFfkOsSeI7J1VQ2tMkFx9WlEvS6R7xP2+zR+fDeEIXIyydHyBC/M1lGyORTD4O2ezU3lPJKeI10pk/vITnHkOPD2G3Qff4zI9zELBT5z0y08gIwbRaT4cJElqSpyMk33kQfxjh0FoP/aq6Q2byEOQ1IbN9N/6w2aD/wEfeFi8ldeg7FoCQVNpaCpOIcOcvz/+ncQR2QvuRzv3//vXPg7f4A3M8PeH3yXeDgNLK4+DfPSK5j7kz9GGsK/xhctIX/xZRjLVvDN+RWOuR5Gv0f+eJ34iUfFAcYx3VdforRoCQtMg/o720ksXIydybK30WHgh1ipFKd941sM7rkLzRkwseIU2uvPphlGfGGiSEn/1b+yUqpCSlVwfJ9EJsmihIiVMWWJOc8nr2mcmbbY3rVH8J0NmSRKHOPOTCMjoCnhWJnwqut4DJVgps66jMWaZIL3+gOCGN7t2vz2/Apv9fq81O5xTjbFpG6Q0RVON5P0woDPV4oYssz2bp+nml2cKOKw63HY8bi6mKMZBNw+WSIQX0VmPY9mGBH7AQlVwKJafkhMzE3lAksSBg9XmwwiWJ0w2O243D0nIEQSglT8rQXjFHThHQzjmCgWubpxHI9yOt/rD7ggl0YCsorCUtPEUCQeqDbZ3rOJAVOWeLTeYqVl8n6njynLZFSZNzuCYD0Ygn3sMOL5Vpcohkfqbc7Lpbi+lKega1Q9n7mPTLC8SFCfm0HAE/UOhxIO31pQYc8wT/a5RofLill+MicmeilF5rpSnl29ASBhDBvlzdn0r/TfmYo8ytUFqHk+j9RbHLAd0orCTZUCi0ydw0PgU0jMmRmL17t9TrESLEuYHB/6R5eaOpuyKe6vNukEIUsSBufl0jxUbRLEcF4+TUVTWWWZ7BsIP3eMiCLSJYmKofGnh6dpRxFeFPNCs8PihMEHrkscQ0ZRBAFb11ifTuJHEeszKf7T0Rn8OEaXJb46WUZFNOSDUACZxnSNOd/noOOyvWtzimWiICaA8fDPvKayMiGitJq+mKBeVcgyiCL+/eEZJKCoKdw+MUYvjNhnO4QxxER0gpgxXaUxJGircoKKLsBdb3R67B1516EVhOQ1hff7gxGUqTsEKJ3IvG0FASCRGqoHTpDSX2p3+UKlxD1zjWFMUZLrS3n2DT2g4fB1k4aGF8W4cYTJh9e27vncO9fkxXYPTRLxRD9vdbi6mOO70zWi4fWNophPlwvcM/yugGiiTigb/CF1/f2eTVJRuKaUY7ll8v2Z+uj1sgQ7ezYXFzK/NC2e1FX+aMk8nh42+pcUskw5Hv0oIqsqzPkBY5pGQVVphgHSkDh+TjZJTlHY1XfYYw+Y9cSkPq+ppBSJkJjFCQN1SCG2QwEZq/o+zzc6XF7I8dN6CyeCs9IJLi1k0WWZMV1ImxtDIFhBU/+7Naq/Tp2AT3WDiHnGL29Kzjd16n5A/AtqiZN1sn7d+ue/20/WyRpW2O1gv7tDyIdP7CaGIYNd75FYvWYkBVZy+VGMEIA6VkYeQqWMBQsZ+/JXCbtd4jAgqFVRrAT1e+4SETkTk+SuuJr2s08hazqpod8TQPqIJE42TTGRlIRoLaxV6b3+CubSFRjLlgNiMhq2W1hrzwRdF55UK0kwM4WSzpC75johQQWSZ60XuapRiFYq07j3RwSNOpHvUbj20xSuu5GgUcM9ehRJUbFW/+opbRxFuIcP0Xr8EYJmA2PREvJXXYs3fRy/Okfp87fhTR0j9jyUdIbBoYMErRb1u+4kjiL0eQso/9bXMJYso5OwcA7uw1i6jNSGTfTf3UHxli9iLF2Os3f36D3dQwdJrd+IuXwFvXoV+/13yZx/IZ3nn6b5+CPM+8M/Img26L7yIkoyRf66G1EKBVoPPzACb8VRRNTr0t/+JpnN5+Ls34vzwUEyl1yGtWo1g/17aLzyIvq8BSTXnomczhDa/dEx2Du2kzxrA8n1ZxM0GmiVcXqvvoR76CBKJkvu8quExFw3hE9YktAqFdzjxyCOiMOQ5Jnr0ecvQM3nsU47g/72N0ietR45naH0+S8R9bq4x47SfeZJ1EKBwqe3oSSTyFYSZTiljRwH9+hheq+/ipwwSZ+9hcTq0zGXrxTSdn0YtZDJ4nxwEO/YUcxlywg7LcyVp/C+H34ogZcVdODwwOOW8SK/WEGzQfeJxyEQpF+v2cR56nEuuH4bqU/I/gtbzVFDGxMTR6HI2/3cbXRfegH7nbcACUlRqN39fSp3fHNEOHf274UoFNf+wD786SkyM1M0nn2KKAiElFpRkPbuQlqzRnRjnbbYDAGQQAp8KqYAKXV2vkn7iZ9+7Pgk9cMFjWwlGJx+Jt/be4Agk6MXx/x4rklmfoW1t3+Nfe0uDSOBJyssjiLqrk9eVfFjId/M/woapalpLNBErEYnDIV3Nop5rjnHpfkst1QKuMN82739AXs1l1PXrKW++31aUUzh8mv4i+kaYS6PGkvs6Nl8caKIIsGcF7DUElLnNamEIEUPF7rnZDP82bEZ5ryAQRTxlYkSO3s2piyxwDDZnE1hyBLjmkZGVWgGES+0OrhRzJlpi6MDl8cbbbbm03y+UiSOoWJoaDH89dQc83SdBYaOHce80u7x0dlVL4yYcj0mdJUPBu5o8qPLEl4skZBlNElkBYvpr8LFhQx/N1Xltokx3rOdkQ/aiWJUKWLW81mdNnmm1cYLY/KaSjSE+kiSeF1RVWkEATLwSrvHlUWRh2nI0mgSGxHTDUMMWUIaHrUuKzzT7OBHgtbsEzNP1/mfF03SDkVslBfF3FttsjyhsymbZoGpM4jEzzkhGf2kssOQhh9Q9QNMSWYQRjhRzPenatwxv8wRx+OY47IkYfJuf8DO3oDdfYdrSznOy6bJqQopVeZPj8zSCYV0utePBHU3meCNTp+f1dt8eaLEDWN56kHAXtthqSnkqo/UW1ySz7AoYbDLdtAUie29Ad+YV6bmBxxxBB37imKOF1td9g8cvjZZ5j8emaEdhhQ0lVkv4G+nq3xr/jgZLeCJZod+GLE1n+G467HPdjgycDkzZfEHiyboBCEzns8Rx+OaYo6KoXPbRImjjkcQi6nzfz46Q1ZVUCUJN4454LhMuz7r0kne6IrnrBtF2GHEAtPAj2MWDmNjjjgu7SCioqt8MMzyFFJsKOsaL7W7Q0q2iEJKqDK9MGJVMoEEbM2nebTeIqWICKTzshkerDU5N5saymElHqs2mW8Z3DCWZ7ftYMoSq5MJ+oHIOj1R/UBc3322g4RQAXh+zMa0xbPNLie2qRUkHCJafsDYMGv3xPEqssRKy2TG9Xmh1UWVoBtGvNnpsTpl4cXip0hAZig3DuMYL4poD/Nqc6pKVtPIahpLTZ0ohoerTRZZJrok0QtDMorYDPjyZIlnmuK7vi6TZGM2RTOMeKjWYH0mxSvtPhFCplvSBVRMHa6BjKEc2A5FvNChgUc1CLg0n8VSZFZYiY8RnrOq8iufjf9cNaap1IOATZkUdT9gUzrFyx0BujrVMlls6uwJQ9L/AvJsT9Zvdv1m3fkn6/+3FXQ7tJ/6mYjJUTUxqZVlUFXUsTFkTUfWdZRCgeIN22g+9jD+zBT6/IWUtn1eAH2AyPdRM1nUTBbn4H4a994j4msUFclMCJCRJGEsXkJq3aaPgZiUbBZz5UqcvXsJu1308jhKOoukKCTXb0RJpfGmj2PvfAdj0WKivk3mokvpPPc03tQU5tJlIo/1nHOx39uJNztL+2/+Cm18gvzV19F67CH0xUtx9u7G2b9HeHoti9qP7qL02S8gpVJkzt8qmrmBjZKwPvlcNRrUf/R9IRtGTOjco0eIXJf0pnNoPHQ//tQxkYGbzzP2pa8y+9f/BSWVRlJVYtfB3vk25qrVpDZuxjp9Lf0d79B85AEi28Y9dIDxb/4uxvwFH75pHNN4+AFK224hGgzwDn+ApOlU7vgmcRjiz8yQOn8ruSuuAUnCOX6U3ptvCGpyGIoF83AhGvs+idWnIydTOAf2IikyiZWraD/zJFG3i7N/H86BfRS3fZ7Uhs24B/aLY4hieq+/SuGmz6KVK8z++X9CTljCO3zoIKFtkzp7C4O9uwRh27RIrT+b5iMPApC9+HLcY0eo3XUnSrFEcu2ZTHzrXxPHEn5tjs5zT48o2gBBvY537DCZcy/82Pl3Dh2kfvf3RVMHDHbvonz71wCJwe73IQpJnLoGrTwu5MpxhLFoKe7hQ/gzsywwNPZkc4LqPKwF5idDKcJ2G5WYMVWGMCKKI+TZGZYofKLvKR4qD4I4ph+GJACCADmR+HCTQhGYndhxCFvNUVN7QhmgWJaIbwKYnSbRaaHoKqEko6sqahwT9npIqkr2imtQrCTOgX24R48iZwtouiDJ+mesQ/N9gpd/Tuy6SKpKetOWkc84tW4jL9eahH6A1KyTMU3kdIb3+gPGcmnu8brEno0fx5ySMCjrGv/PsVkGUURRVdlWKbIk8fGsRjeMqPoB/TCkoMrstR2yqso9U1Uk4N5akwlN5cpiDhUheXSjCH/xEhLnbSU6eoS9EQTJFK6iYg4nRq93+mwrFwhiQRv9pKZqbggZihGT0SgW1+ishMm4oXN/tUE3jDgnk+S6sTzfmRJAnAghgb1lvMiihM7D1RbPtbpsyiRZR4pd9oB+GLN36MvLqjLpT/AXZlSFpxtdUqrMD2YbrE9bLEuYvNntC/q0rjKmqZQ1lX+zaJKm63LHZJl6ELDIEJOSE+UP/Xn/4dAxrikX2es5LLdMKppGJxSgo6yqsChh8POZLjlNZRBGo1laRlX59Fiee+YaVH2fjKJwVSnHjqHPcNLQebjWpBdGbMgkMRWZ/3B0GgmJyWGsTEFTuDCbYpmV4Kf1Fj4xOUX4dVdY5ideg3YQ8GitxSvtHvUgYEXC5MpSjp/MNZAlITHelE2xIZPk6MDllVZXfN445r5qk5tKOSQ0epHYEAGQJQk7jNg3cDgv92EUygeOy2WFLPtsh9eCHg/UmjSDAHMI3Dk3m+atnk1SVtAV2GMP2FbOU/UDGr7IEn2l0ycEBlFEL4rQJOHbFNRgkXt810wdTZKpB0KWevtEiTnPY5ll8rfTVQ4OXAxZZqVl8MXx4ghwM6Hr9IOIHT2bojaUncYxDV+Qqmccn1VJk0EYsjWf5qlGB12SuSCfpqiqPFhrcm0xzzHXo6CpzHhCZTDn+dQDIdddm7I4NWnSC7McHDjcXC7wyrDBXZMUE8Sq5zPtelySz7LcMnHCiPf7NiutBF4U83dTVTZkU7zS6+N3ekwaOreOF9ne6XPc9bkkn0EZXuuG73N0GM2VVhScSEDgBlGEIklD76nY//aHTXdKVbi6mGWXPeDMVIqdvT6bMylOsUzunm1QHW4AJWSJmheQVRV+b8E47/cHvNsfEA5jdkxZ5qFqk3d6NgoSW3JpzsmmSKkKpqIQxTE5XeWtTo/bJ8d4rdPDj2LOzaVZZSVYaYk4MD+OODzwyKgydT9k2vG4cSw/gj99qpRj/BN8nU4UU/WC4bMmYM4T925BUxk3NGZdj9c7fRpBwIZ0ksWmgfUb0iQWdY1bxkvs7w+YZ+rkNGXo35WouQGNwOeGcvETfdMn62T9OnWyqT1ZvxEVdjrYb79F7prrMVeuwtmzi9j30efPJ73xHKEBAoyJeciyQuH6m5AtCyWXA0nB+eAg7rEjOLveQ1+4CGvtWUiGAbKMPztrBHJeAAAgAElEQVSNrBvI6QzpLRcIOvL/x957ht1V3ueev2f1tXt9uyTUu4ToRSCqqKbYYIrBNo5bnDLJNUnGc2bOfDtfcjIzOePkTJodOy6xsQ2GgI0pMgiBAEkIBCog1Mvbdy+rr/nwbG0kg52ca05in1j/T9Krrf2uvfZaez/3c7dajajTJHQc1F4qrJpMkb/lDtxVh/HHT6ANDVH+5EM4771L5DjUfvokip2gvXMHxugcinfdQ/37T+EeOQRhSOfN1xGGjr1yDd3db6Fakj32J8ZxDh1AHxpGTSbxjh5GHxrBWroMhILzzl6CahWrUKT12laII+yVa2QadPGD7F3YavYBrT42FzWZZOK//jnWwiWSaTywH2EYCCGI/ZD6pmcw58yju28PWipFYtVa1GwOv15FQaH58mYJHKMIJZmEOJZy4LXnkb3xZqJ6HbVQQgiBsG3SV1wFkQwNcU8eR8tkJUDzPJzJCbRcjvpjj6BkcxRuuZ3mKy9BGEpAreuk12+g8eLPaGx6Bq1QJKxU6Ox+i9zGmwmmp1BzOdnv26xjjI1R+Ng9tLa9gtB0MuuvREkkCGZne3VHgqgnT648+jCDX/yfSJ53AULXCJtN6ls2k9lwDUoyQRz4tF59GS2TQwhB9+1dWAsXk1p3PsbQEOHsjKxhOjVCYM6df8a5j1yX1qsv9wEtQOy6dPftxXnvXbxe3VFrx3bKDz5EHIbUfvIEseeRvmw9xpx5rC0WeLflcaLnL5tnGSyzDLzJCYgi1HQaNSUXz2o2SxwGKN0uQa9b11o1hNrtEHkuYaslpea6Lv+cTGIsWETr3X0ogCsUSus30K7VUPN5om4XLZ2RwFIIlNPk1ObY3J6M/Ai5G2+h/cbreJOT2HPPIXz1Zcx8EaXHMOsDg9irzyVyHWrP/hQ/laZ95AjZPW+j3/MA/9jxKGgGhSWrWb9sFdbbO0msWCWDv3qjFYoUhIbqyIWasCyEqpJWlX7ysB/HXJJJsTJp85fHJwmQ6aG1IORHUxXuHypywvXpRCELLItq4POVY5N0opjLMkkKhs6UF/RZTQG0o5g9nS5LbYuHpyuUdZ2fCMF9l65HX9sBodKMJati9pJ2BKALBVv9IJDqhCFuL1FWExLIqpFMkb0wkyKjqfzdiSliIWWnsZCBSqfYoFYY0QhCnpmtM2Ro3FDKsb3Z5tZiHkXIPuB6j/UEuaC9rpDliOPS6F1Di2yTYcNgX6vLwR6TtrPZ4aMDeQaMHMcclyUJi3XppDwGQBOC70zMsD6b4op8mtkg4IjjYQrBRwfypFVBLZIM7B3lPCcdj4dGShx2PHk+FMG3JmbpRpJJW5dOYCuCbhjhRRGjlsFvjZbphhJ0/Hi6ygkvwI0ivFh6X6d8nxh4sdYkiEEXcML12NZosdi2WJ1O8r2pWRpBSE7TaIYRj0xV+MLYgOzX9QM6YUTJ0LEETPkBo6bBfMuk3g7Z13GYa5kM6ToIGNQ1pjwPrSdp/vI5Izw2U2F/x2V10ubKQoaXai2GDR0VCIGoJ98u9Ni+UzNsGr06FtjbdmiFpzaUQsYMHdELJlMFqEiJ5aGOw662w0HHxYmkjHvGDwhjKGgqIeBEkZSNqtIHnFJljdJi25Id7HHEjYUsilDY0exI5jyMmK3LULBToDalqZybSbI8ZVP3Q5Kq4JgT9Bl5evLUPzs6wQLLZGMxiyEU8prCrmaHY67HbqvLM5U6i2yDO8sFXqo1uWugiBtHhLFkBZ+aqdOOIsZMg0FD4zMjZWp+yJZag789McVRV7LH73S62IrCEzNVFicsjrpdJly/X8+T0zT8SIZIba41uSafYa5l9JN6a37Ao1NVXqw1Keoad/Y2TVKqghNFpFSF9bk035+q4Pfk7klVJom/2mhz10CB56oNliRsHp6aZcaX/u0I6dtdnZNp6n93YhoniphjGdw9UOCk43FhNsXBrsuOprQ+BcT8rNpgjmWwTJPf84oQXJBJcdL1eLpSY75lsihhM2DoxEJ6arfUm2xrSFb8mnyasqGxpd5izNRltZCqMKCrH8pYJlWFuafVC4G8roq6xozn87WT0/2anH1thzvLeS7M/rdXAv5rzaChU9Y1olimOHthSICsl7JVpb9xcXbOzv+fOQtqz86v1TQ2PU16/Qay192AUBXUbI7ZHz6MlslQ+Ni96Lkc5tx5GGNziDyPxgvPETYaBDPTtF7bipYv0H5jB+6RQyRWriG38SZa218lmJrCXrma9CWXcfJP/xNx4NPe/ipDv/9HJJat6P9+LZtDW3Mu0ZJlBPUaolAkdfHlTP71VxCKKhknw5BAt9MhqFVR05n3Wbvdb5O99gayG66h9fq2/vO2Xt1K6ROfpPPG62Q23ox/8jidN3eiptLkbrgZY2SU8b/4vwlnZxCWRf2FnzHw0OfRcrk+s3VqFEsmOBNF2IuXUn38BwhFQUnYhO02sedKxlsRsnc28MluuIbkmnPRCkXciQms+Qvxjh1ByeZRkym0Yglz4WLM0VHCZlP6TC2LxMo11H7yTzRefB4UFaFp5G64hcbmTeRv+yjOO/sk4BQCJZ1l6Eu/L7txdZ2408Y9cYzhP/gTmi9tRqgamSuvIup2ab/xumQGowh/apJ44iTK7R+je/A9Oju3QwzmOfPJ33I7zonj5G76CFq+0N+AIJZhTacAbei5WAsW0d29i85bb8pE7EWLJUDMFSg/8BmqT/4IvVSWica9L1Dn3X2k1p2PUGSIVdBs0N3zNoppktlwDXr55/oOhQDlgwuOOPCJOh0QgtSFl6BmMrTe2IE19xyZeq3rtN98g87utxHPb+K+3/kDmpqOouukhSDa9DST21+FKMIYm0vhzrvQiyWiMCR/021Un3wUNZ1BHx4hc/kGKj/6AZnLr6S+6Rly199IZ/dbuEcOoSTTZK++DnPefJy9b5NYuw514WIqXYfCR++h+ujDks0VguQFF50RyqUVihTveYDIdUAIBj/727R27iB14SVouQLukUNouTzZa65HyefJbbiaqa/9DWEmQzWMIAzxJyfQ/IDLshn2dbpEqsZs0mbJNRs/EFAiFIXFmRQD+XyfJUwogmvyWVKawlW5FAu6bcyTRzAtk7sSGf6h7dMkIq3CyZ7c8tHpU1aEOjeVsr3FUcwx12eeZZLTVORP5MIyoco6lgNdGXCkCSGrcqpNFtsWw6aBipQkakKgApfn0mjKBxddxx2Xve0uA7pOSde4pZhje6ONKmBzvUlWUxk0dJK9vlddCOJIhruc6nQ9FYiT6DHA2xst7h8ssafTZXujjRtFXJhJUdI1IGZ1Ksmk5/H50QGOOB4FXWWxbeH0GKtT1R0R8Oh0lVXJBBsLWVam7DPYza2NJgcdl/m2SRDHXJlNkytp0hNqaBx2JIM10ktU7cYxfhTzcq3JcdfjjnKB89OyvmVNKsFcU+eY4/NKo0ojDFmRsFmfSzNsGjhhxK3lPCdcDzeKGTV0gmyKKS/gsONiKwppVYqTNSE46rgssi26UcS465NWVcI4JujVMzWCkBeqzX4/sSLgtlKeH0zNUg1CNhayJFWFt1odRk2dSzJJIuC7UxUGdY15lsnWegtDUbg6n+XWomDaD9CFwtpUgq09KfVTszW6UcxcU+fmUo6tPTZtacJiXg88ZjSVUdOQclghu3rXZZIsS9hcX4ixhGCebfKPEzOkNJWr8xnebHfohBFFXaPQSzO+f6jI9yZnOeUh/kg5jyUEnxgsEQLfmpzlhOuxJGFx/2CRZ2fq5DWNThQSxDEC+Rp2NztM91jqQUPHVBRKhuCewSLfmphh3A1YkrC4NJtib9uhpGvMBAFPz9bRhGDA0FicsKiGSs8TC+fYFn9/choELEhYfPXkNA8MFfnHyR44VBSmPB9dwDWFDN+bmmXSC/Aimdb8dKXOZ0fKdKKIvK7xTsdh1pes6OW5NK81ZMq6QKYL5zSVjKaeUT2zv+PI1GDLJKur7Gx1+NzoAK0wxFYUSrpGIwi5f7DI87UGS5MW56aSvFRtMBOETHk+O+otkorCYcdj1g+4b6jECdfDi2KWJ22+NT5DQlWJiTnieORbXc7tbQq80XzfCnP6MS1L2v2/F3pg+6jj0whDDnddfjJT4yPlPKOmwfbG+8+xvSHrpPJam73tLoe7LtcXswyZBsaHqHBMReGGYhY3ijjUdUmpSr8KZ1/b6QPa/v1db7Esaf9aSXoVIU7xE5iahvnLH352zs5/85wFtWfn12LUTAZj7jy8o0eoPvkY/tQkmSuvJmjUcfa+DapK7oabISdlxkJRCGsVWq+8TG7jTdR++iQgGV81k8E9dJDEitVMf+cfSK5ei716Ld7xY8SuSxz4EsQtWIR37CjWwkX9OiGAsN2m8dJmyciFIbmbPkIcRTJUKJnqg0yhacSed5q/V6AW8hL4plKEtdppL1BBsZNkr7+J9s7t1J54TKYwayp+vUruqusJZ2cAyfypiST1536Kec58tGyOYGYa59BBhK5jjs0lc831NJ57GmEYhN0uWiZLUK2SuuASGqoqqSVVQ0kksJeuoPrk43gnjhF2Owx+9kvMPv4InW2vyG7e+z9NYvVaGi9sov3qVow5c0isPpc4ighmZuju2d33QgbVCs0tL2DMm09Yr+HsfwfFNAGBYug0Nj9P4Y67MEbHcI8eofH8s2iFEqX7P0kchXhTU2h2Qh5vZZao05ZMWC812T10QJ5JQ8efmabx8ma0YpmZf/gqA5/7kgSOcYRaKFJ64CFqT/+EYHoaa8lykuvOp/7sU5jz5mOMjMl6oNOYQWvhYpx33znjujPPeZ+J1bI58jd9hOz6DaDIDRXRAwGR5+HPygqi9KWX4x4+2E95VlJJrAWLcA4dxF6xCn9mmsqPvo8xdx7m8Kh8j2o1lEQCf3Ica8Eiwp8+gT49TWbD1SjFEuOvvCTfMiHwjh+l9dor5DbeRHfv21gLl5C/+XbZiet5xEAwNUXseRijc2i+upX269vRS2XCWp2pr/0V5U88RBSGVH78OLmNN9NdvJzkkuUMfekPCKoVGXKVL/R9wmHP69zeuQOh62SuvJrkuguwV6wGAal15/dYYQOlp0CI8wVEMkW70yUOQzShoJTKTJoWf3Niqg+gdjXb/O6cIZLqBxmIoq7z0EiZE65HHENBV9nWbFEPQs6zDMxdr3Niy2Yyqkq6PMAX7vw4f9f2sYTg5lIeTQhuK+c44Xi80mjxYq3JqqTN1kabY65HCMw3DT4/WuZY1+PdrkteV7k4neJrzel+tQ9IyfbypM1bzQ6/N2eQA12XMI45P5P80M7Gmh9IwKWpbG202NXqMGQYbMinKWgqL9Sa7G07rEgm8KMYB8loTvkBVxUk6J/tSUENIbgok+J7kxVSqmB/1+Efxmf6vtjnqnU+M1wmBr49MQO9epFRU+fCdJ6iodMIZDjMqlSCXa0OtSAkpaqExGR1ldebbYYNg5KuYaoKkz0p47OVBhdkEpQNCfDbYcSmaoOiriOAS3Jp/vzoBK0oYsTQGDR1dne6fH18miUJiwFDZ23K5qjj8e3JaRI9D+BLfgs/jrm1lKMThexqddnX7pJSFQYMnSnX596hIoUe4NeEwFIUgjjmHFvKoU1FUNZljYkbRURIttuLYna1O5hCIUTKMp+tyFTpn8zWeWy6yu+MDbI8lWBLtUGmoPLwZAU3illRzvNfjk+S12RY01utNn84d5ilCZusrpFQBGvSCY50Xb44NoipyM2IVhByezlHQpGdn6c87boQXJvPcGEmyYwXMNc22dWUwUObaw3mmgaqEJz0AsoxFFSVT/Y6cxOqwrnpJN+fqpDXVL44Osi45+NHMY9OVQnimN8dG+T/PDbR3/jZ23b41sQsd5TybKo3yWiy1slQBEVN4/tTFbw4ZpOo8+nhMgsSFp0wIogibi/JKqJx1+PxmSqXZdOoQpBSpMS6HoScm04QhDHX5LM8W6mjIlm264pZLEX0VQ+aEEz7PglF4dKslLt2woh2GHHM8UipKqYq2eekolDWdSqBz43FLFNewHtdh4syKfKawtaa3CwI45hkj5keMQ2aQcCkF3DC9cioCn8wd4htjRYTns8i26IeBIwZBp0o4s+OjDMbhDw4VGRU12mEEU/OVPspu50owlAECVUhqSo0w4gfz9S4f1DKXsM4xlIVZn0ZaBUDu9sdFiUsttTqZHWNEBeF95N7Rz4k9KgdxXy3l7x+ajZV6nxssHDGzxphyHOzdX5rdAC/pwZIqsovleAOGDr3DxVph1Junev5fT9kv61fYXV2zs5v0pwFtb9B481MEzWbCFVByWTRT2NpftWjpTMU77yb7t49OIcPouVyRJ5H86XNAAihcMY3AhC5nvTLajpaLk8chjJlV1F6jJpC7HQlk6hq0GPocjffJmtodryGe/wo/uTkGam7/uw0rZdf7P+e7oF3Sa4+l/aO1wgbDeIwxFywAGHapC+5nNpTT8gHqgq562+ms28vqYsuIX/L7bR2bCOozJC/+Ta0XI6gUafx/CYp/8vlELpB1G4TdjuS3fR9CZbDUCYzC4E/cZKpb3y1nwKsZrOUPvFp7EVLiH2fzPoNOO/sgyCgu38f5Qc+TfutNyEISaxeS+R0CaqzMjgqmaL6+COkL7uCzrZXCOv1fkCXPzEuQfbkBFNf+2sGHvo8QbVyxjlXTAt/dgZr6XKC6SnCRh2tUCKOQkAQzE6DEOTvuBtn/z6C6Sns5Stpvb6d6mM/gCgie92NZK66lplvfx1iiKMQa9kKCdh8HzWdkUCw2SSozGKOzcPsJS+3Xt1K7DrYq88ld+1Gyg9+RiY8qyphu8XApz+Lmsn25bunj710Od1338E9sB8Ac+Fi7KXLz3x9uo5SOFPy7c1OE0xOElSr+DNTKKZJ+cGH6L67D6Fq6IND1F/4GVo2R/K8C5n8669Quv9ThE2pIMjf9BFqm54mGB9HLw+SuepaKo8+TNhskrrkMsJOl+negjWlSr+kd/woUeBjzpnLzLe/LkF0zy9rLlpC+nIpo9cHBmm/vg2ikDgKieOIsFrFm5qgs+dtok5bJk7PnYeul9HLAx9kn4HWvj00979L+sKLEUBQmcWfncEcGX3/Hs2eWb+l5YukL76U6qZnIZZpo/Yll/PDeru/mrIVhXoY8U6ny76Ww3mZJCtT9hkLt1PpyxOux389PsWE52ErgjeONbh76Ur0vbtpzM6Snp5EnzhJuTDMjaUcT87UOOpKKeyVuTQXZ1LsaXcxdXkfaz155WHX481mB1MR3DNYYMw08CLplQ1Pk5GvTiZYZFvMt000IViZSuD2KkAUIZj1fCKQicqqTJ8+3HXoxjHP97yZ1aBLIwj40tggl2VTnHSrHOg43FDMsrfVYUMhgyUUBnSNz40OsK/d5YTrscC2eKXepBoEXJvPs7PnPW0EIcOmTk5Ve125MWlVZb5tEgOHui57Ow5l0yCjaXx0oMhRx+ULowN0owhTkeUq3xqfoRVGCODOgTznpZOsTSXYVGmQUBVea7R5syUrczRFprhOewG/PTpAK4xIaCqOH/Nex2VZ0qYTSq9m1Q9Yl5Zdq24cYwgFP47pBAGmELzZ6nBJJsWmap3dbYcgjtnb8ZnwfDYWsvz9+AxX5GQ10sv1Fu0wYlHC5LZSnm4YERPxqZESXz85w6QfkNdUri9mUJEMt64L4ljK1KtByBpVJa+rhDFoiuC5mRqWqnDU8ehEEQttmTYeI0GO3fuueK3R4sFh6Sk3VZXVKSmlfrslGbRTSc5LExb3DRXPYNKymoYXx+xuddEVwYvjTZYnbaY9yTxWfJlcXNBVxkydE17AlmqDMdvAFLLXe1nSZknC4ulKnYNdlynf73uy671uV1WAQBDFMfs7DpYq+MRgkbSmogoo6ToHOg5e75oOYni+1mC0lyz7fx2d5KZiDk0RnPA8BnSdhbbJ+Wm5CWKrCotsi42FLAlFYXe7SyuM2FjIsqPZ5vlefZRktnNoQpBSFO4bKvFirclL9Rajps4C2+LiTIoXak2SPRuB3quEema2zp0DBc5P2yxOmLxSa9OJQh4YLtH0A5o9SbYqYGejTS0MeWSqQjeKubOc541WmyOORyuM2NXqcmsxy0LL5E+PTtHsbTJub7RlFVLXQet9EJlCMMc0uaGU4yczNT41VOLtVod6GOLHMYsTFjOerBNKqgphHPe6slUyqsox12NNOsGE57G/69IOQlYlbRQhw51OD2byo/jnlyp0woiUopJUFdqnMapzbJO0pv7CXlh5D8RnfF4mVPUDwHfY0MlrKtWe6kMAV+bTHxom+G81zSDgqOPxSr1FTle5OJNm7BdkR5yds/Pfa86C2t+Q8cZPMvX1v5VMmFBIXXgxhTvu6ofE/DqMli+Qvmw9iXXnUfmnR2k8+9P+v6UvuwI1mznj8Wo6jbl0GcI0+0yjDA7SsJYuRzFPKxkXkL3xFtB1tEKB2X/8JsI0UWammZ6cYPAzX0AfGAQgmJk54/e4775D+ZOfQUkk6L67D2NwGGPOPNpv7CB50aUkVp9LUK+hF4u033oTc85cCAOar20lt/EmtHwBLZtDKIoMrDINYtchdB2Z2hyDMTqGSCaJGw3UTJaw2SBz9XVo6QyVTU/3AS1AUK3S3bcHY2xO3wfcGtmGs2c3im1jLVtJct0FxGFE2Gkz9VdfkZ5XVUEoKkG91u9bBRC6hvPeu6iZDEGlAlFI2KjjT01gDI+c0T0rDJ3E6nPxxk+QXHMuarFEMDsjNxM0DXvVaoRhELVbxEGANjyCPzlB84XnJCiLof7MTxj5o//A4Od/h87bu9AKRZREgqjbRWgaUaeN8H3UdJrkeReComCWB6g8/kMU08KYdw7G0DCVxx+RVUpLluEcfA9zbC7W4qV99tGvVgjrNWLPR81mMQaHKH70bsJGA4hBN4i6XQI4g5U9fYJalcoPHqb1yhYAzPkLyVx5NZ3dMv258sOHaW55AaKIyPdQLIvix++n+qMf4E9NAmAtW8nAQ5/HHx/Hnxyn+sSPCJsSBAWu20/uBumvtBUFc/5CGY5mWlLSmy/I1xIE+MePYd/7AJXHH8FatAStWCKs16WHureg1VJpcGU6aNztoAtxRt3J6dNot6mfPIk9PMLEt79B7DqYuRwDD/7WGaD250fRdVIXXco5I6NM7NwJwyOoy1biV5ooSPbAVAS1IJQhJ37Ao9NVkqrCitT7118Ux4RRxLsdh8M9P6gGKEHAS80Ot61cw/HnnyNUBPl2k4dWruGxmRqtvuwSXqg1+e3RAUZNg6ovwdiwobO30+XJ2TqWIhs8vzkxw++ODcowmuEST1fqNIOQFUkplVUVgYrAiyIOdRxeqDXxo4h16SSTns+ORpslSYtbSzm8OMaLYV9PAou8qvDimD3tLtfkM9xcitheb3NuymbpQIEfTldwQglM7xjIc2kmxTHP47GpKidcjxVJm0UJkyk/QAU2FiRjVQ9DltgWnTAkrWm8Wm+hICtkTq/syOvaGQvsCdfjK8cm+4vsGHhmts4C22TY1Pn0cIkttSaqEJyfSTKga+iK4LlKnbdb8t7IqCofHyjwjfEZtjU7LE3a5DWV+wYlYxTGMVsbbc7PJHGjCCeKUISgG0sptBtHbGu2pddYCPKaxvEew/3F0QHKuoalChba8vO65gc0g5BFCYudjTb1IOCGYhZNCJwo4iczdS7OplhoW32mWxeClUmL465LN4zwo5i8ptEIJbCX6c8CL4rJ6XKhr/TqVfw4/tDgrQnP57VGG1ORnblBDO0wIohjTl+ax8RcnEkx1zLZ3+myLpUgiOGFagNLEdxYzLIiaRMCaVXh+5OSSd1flfL0k67PFfkMm6uyHulUN3EUS1m13pPAn+JIY2DI0FGR9/SPpivEyGO8sZhj0NCZ7PmvnVDWO836ASOGzqaeD7Sk60RxzL52l4W2ycXZFLUgpB7IdOZVqSRr0gk0IRj3fLY32qRUlWk/5NHpKl8YHaARBHx0oMBzlToHHReBYMYL+er4FL83Nsik73Oo67IiaXNLMUc3jLhrsMB7HZcgjnlkuoLSk0zvbHX41HCJzdUGV+QzvFhrcm4qyRMzVTbk0wwaBkOGzvZGm4QiPbS2ovBWq8sVuUwf0IK0JVyYSXFdPsPetkNKU7gun6VsaGS1JPMtk2YYsjadYMgwGNBV6j2Z9fnpJE/N1tGFYIFlcFVOes0NIdhSa3LXQIEJz0cg/duPTlW5Op/hqnyGGNlzm1QV5pkGR9z3O86XJW2KusoDQ/Izp+IHLLJNripkPhTQumHEwa7L5lqDGGl/WGxb/c9wJ4rohtKXbigKRUPn0yNldre7VP2ANakEo79iALmv7fCXxyf7adRbak3+eO4II2eB7dn5V5yzoPY3YKIwpLHlhb60kzii9dpWkudd+GsFak+NaifIXbMRc848nPf2Yy9eirlwIVomd8bj9EKR7OUbOPnnf0rmyqsp3fMA7tEjmIsWkVi5BoCR/+U/4h45jDnvHPSBQbr79tDY/DMiz0UEPkShTM89ergPavXBIcn0nmJxdA336BE6b+5EGxohaNZpPfI9tEIRa/ESpr7zdeJOG6GqlO77lJSfPv5DCrd9jPYbr1O47aP9RF0tnZZy0Hclsxp1uxjz5qNm84z8wZ/Q3rGNoFohddGlmPMXEMexlNz2RrET6KNjoGkyKXjfXoJ6neSatSTvXYeazqCclqobhwFqNkdYr6GmMoTNBok1EpT2H+O6aMUiUatF7Dqyt9ay+nLX4kc/Tn3T04TtNomly8lsuIawViUKI8lCPvk4QaOGvWI19qIlBLMzzH7vWzj738FatkLKVYVAKxSJHYc4DGjt3E7u+pto79pJ+83XcQ8fovixe8l/5E6aL20mqMxiL1mGYppEjksspNxbmCaJFauY+sbfIhDSf/zMUww89DnCTpvmy5sJKhXSl5D2Er0AACAASURBVF9B9YnHaO94Tb6F5UEGv/h7mHPmopgW3Xf3Un3icaJOGzWbpXDH3WiFArHvn1Hf0313H929b/fPlXvoAN7iJcRBQDA7K0PCQIYuGSbusaPoA0N9QAvgHnyPzlu7IAyoP/MUkdNLrU6mUAeHOGAmKFyxgdorLxMFAcbipSTPv1D6pJMptFKJuNuVHmShoOVyoOlEnQ7dd/eR3XAt1VarJ5lOkLr1Dlw7gdHbULCXr/wAcx1EMh3ZVBUO+yFz5y9g4q/+H7k5Afi1OrWnfyzl76clhAeuS9NxUH0PWwi0bI70qrVEy1ZxzHEJEFxbyNCaltL7VhjKihRVpdNjmrc12yxN2qhCMOlK2fCIoZ/BYLgxWLYNcYghZD2MLwTinIUc6rocdlxaQUhJ1+hGUb//clnS4vVGh8dmqqxM2LJSRQiqfoDXA8C7Wh0yqsrChMUnTR0/kqBGPU3DN+76/b5LN454tdHmU8MlUqrKvrZDTmux2DYxFSjpGgd7ycSqvBQYMnQSmsrl2TRrUgmcMOKrJ6cJIinb7EYRP5qq8vnRMiVd476hIgqwrd7mkakq1xdzZDWVE67Hk7N1dEUwzzC4c7DAt45P9dm4dzpdvnzOL954cCMpa1yWtCjpOq0w5J12lzCGsqGzNi3BZIwEgYaqcLDr8HbbodVbONeDkF2tDtfl0zxXa7K13uKewSIhEoHtbLZ5odbk8lyapQmLt3pBNkLAlfkMfiQ7c4NI9q+aikJZF2Q1laymUfV9/uL4NJM9sHBjMcdApMmAHWB/j42e8f2+7HPQcbmtlOOJ2RoTrs8NhRzDhsbXxmfIaSo3DGT7cuzZIJBqAE3lhOtzZS7NzqYER6c8vOdnZKBON4yoBQFRDItsizvLgnoQYaqCThCR199nydphyIGOw/ZGm5yucVk2xc2lPA0/4KDjSiCSsBg2dRKqytWGzqGO01dlDPeuvbm2yU9naxxxXH53zhDvnnCY6YGsrKqQVmVX6XcnZ/GJKfSSpVthwEu1JkEEQpEVSI9PV7m1lOuD2ouzSbyez/pTIyX0nly7FYS80eyiCkFCVfmzI+N9T2ZaVfhIOeL6QpZVKZvt420UIagFUg4exbCn1WFtOkFB13lipkZGVXsbR1DxQ9phRFnTWFVK0AlDZryA52sNaStIS89y1Q8p6hqpXiDWka7HhnwaP4o56nhcnE1xR7nATyt1jjl1xkydi7MpJl2fdzoO3SiiGcoU5iFDp97z1pqK4PVmmy+MDnBpNn3Ghp4mFA51XZ6arRMDG3JptgUhb7baTHk+9w+V+PK8YWaDEEsIxl2XZckEG0tZgl7A3Es9qbSpCNbn0qR79+neXj2UrcgE6QWux+52l0W2xWW5FKaqMs9W+cRQETeKSanKB3IGTs0Jz+NbEzP9zahjE7N8aqTEkoTNuOvxTKXBhOsxxzK4tpBlwNApGzpXfYhN4lcxVd/n6Uqd012+s37IIcc9C2rPzr/qnAW1vwETdTu4x4584Ofu0cOkzrvgV3BE//zopTJ6qUz6oks/EJR0+oTNBmoqRXvHa6i5PHqxjHvwAKl1F6Dl8hgDg/0gKG9qEn9qEsW0+88ZOS5qGCFO89TqxRK5G2+l8fyzMi22UEIrD+BNThDWa/iVWRTTQiuV6L6zF0VRiO0EsetSefT70gs8M0tzywskzz2fOAjAeP/5zfkLGf3j/53O22+iZrLYS5djDEnvpzH3HIhjlNNec/L8i3He248xd56U8m7dgjE2h+burXTf3kXkdOnufpP0FVeTveb6M89jvkDx4/dTf+4p/KkpEmvOJXPFVfgz03gnThCHIfrwKPlbbmf6218HII5jctffJAHTnLmYi5ZgzJlLHASo6TSKbiBMi2BqgtaO10hfcRVqKoV38gT1Z39K7sZbZTqzEATTU6QvuwJnv6wwQvEQuo29aCnGwCCpCy6G8y8mcrp03tyJsOw+aPamp6g99SRC0xj4zBcQhtljyF+Xva2WTey6RJ02zqGDxG6X5pbNWEuX44+P03pta/999qcnqT37FKX7PknUalJ5/FFiRzJsQa3K7Pe/Q+qSy2n87FnZ+3vr7eilMt6JYwjjzC9hf3KCxHkXIcwPfjmr6TSoGqlLr0CxbbyTJ/AnTtJ+83XK9z2I0A06u3ehJpJkr7uBo/kiP6h1WbX6AtauWosaQypfQO8tsrVcntx1N1J/7mm5yaJp5G66FWNklMHPfYmgXkXN5Bn+/f8Zx3GZzuZ5tt6kWW9w/qe+wBK3Q7ZURj9NUj3rBzxfqbO/4zBg6FyQScrwseB9tkPoOmGt1ge5AHXP44Tr0/QjohAGPIeRxjHs+fPPYAjboUyq3d5sYymC+ZbF5mqj/zwFTUMBZj2fvz85QyMMuSybkomvmkI9kH2qgWmxIZ/CeOs1tLE5ZDZcgzc4hNvqssg2ebXRRg0j0ppCFEvfXiuIeLZSpxlEtHuJqBOejyYg6kmOTaGwp91ladJC7bFfBx3pny3rUrD4SqNJIwwxFaUvJ9zZ7DBm6exph+zvOJhC9miuTCao+YFMsQUW2xZzews3IQQZTaMdemcEuQRxzITncdjxeKvVYW0qwbjrcUEmRTUM2NPqsj6f4pV6i1LvmEYtnRerTXK69JRGSHn3rlaHEVOnFcpKmJym9lUHaU3hE0NFXqq3eKHWYNDQuaOcR+kBm4ymkfm5VUC1V4nU6af5xhzoulw7UqYbxVyZzzBo6P3gLFtRWJVKoApYmbI5L52kHoYMGzov1hoM6Dq3l/P800yVShCgIRnmtCq9tE/O1jjYdfsL+B9MVfiP80fohBGjpkEritjd7krmNQiJkFUyjSDkpkIOVcDrjTaVQPDAULG/wbG/7XBjMcumSoMXqg1uKOZQhFz0/B/zRznQcVAELLQtxiyDRi8saWdTypPLhgSqP5iaxY/h3HSC+zLv30dvtTo83tu8UbsuGVWhHoR0o4ghw2BVSjKdp09CVZhr6pyXSZFQFNpRyNKEzUnHxY1kENc9Q0UOdBxUAXMtk8emq9wxUODL9ohkiRVBMwg57gaMWgZX5TPsarV5o9klqakMGDpzLIN16QSDhsaPZ+sYQqoPRkyDsqGjCsHKtE1OVan4PtUg5MpsistzaQxFwRKCSddHETEjps7BrktCUXGiCE3AkqSsWbp7oEhaVTnpebTDCCHk/R0DkYAfTVcp6hpzLZNxzz+jbzZCsuR+HMvOV01ljmnyX45N0AgjoihmW6PFka5LBFSCkCema3x6pMTWegtbVdhYyFLSNR4YLvHYVLWXxK1wRzlP9kO6WqtBwKaKZD8LmkpAzI9nazLZOor52vg09w4U+UmljiUEnx0p0wxDHp6ocN9Qkbm6xktIUHttPsszlToJRTA/YfHTSp2CpqELwfcmZ/nC6CCXZNMkfi7ZV8qHP3BoZ8zORrt/PxhCsDpl44QxU67H85U6+9ryu6vW6lIPQh4YKv1Kpcb/0jmlJPq3nCiKUH7B5sHZ+fc3Z0Htb8AoiSSJ5Stx9u054+f2kmW/oiP6l88vA7SA9F/20mijZhO32cSYMxdhfHiunnvoAOlLL8c5uL8vqVXzeYzTOlkVyyJ1wUVYPUbOObAff3KC5Lrzpcc3CIgVn8z6q5j+5tcQhkEcBISNOkG1gjBNYt/Hn51BHxntJ+32j9m2UecvwJq/4APH92EfvtY58ynefS9xEDL193+D0DRSF19Ga+sWtEIR4fsQxbS3v0rqgotQiqUz/r85Okbp7k8QuQ5KIik7XBNJCnfeBaqOd+wwzsH3GPnDL+MePohimHSPHsIYHUPrgaHT2ToALZlEDAxhDA7TfHmz9DxrKkLTJbCLIrR8kTgMseYvQr9ngLBXQxQ1G9jLpJdVLw8y891vkVx3Pu03dpDZcC21Hz9O2GjISiakjzfyPYp33QMxtHdsQxgmSjKJPzHe6yFWcQ4fllLE4RG8yXEpdz7lr0aC0ajbIep2+4AWgCDEObCfzJVX9+uMmltfInfjzSRWrqG9YxtKMkXUlosZe9kKEsuWo1g25vwFuIcOyufRddKXXYGi67S6Hbyjh7EWLyWxajWEIbWnniR77UbSl61HMS3iMGQoiliVhN3tLgcUlesKGc45TZqrGAapCy7GWrSYsNlEy+ZQ8wXp/R0Y7KsLpj2fehDwnw6dxCcmqxkc8uFjI/NYn39ftu+EEY9PVZjwPC7KplGQrCGZLObIGGG7BUKg6jrG2BwJdpG1NVvqLR45KVnCsqFzd7mA1W4wWKuinebPT6oqq1IJlidtGn7A105O971eaVXhokwSIaTs8FQX6IGuS0pV+fhAkUOOSzuIODedYH7CInnrHTKQrVEn0aixPldgdTpBSlXZ3eqgC4UbSlkmPQ9VEcRISeiuVod7B4sc6rp9cLGo50Xd2WrzTsdhZdLmZ7UGVT9EAAlVcEepALGUTSsipKBpBHGMqQiqQUiEXOjnNYUgFjxfrXNVPoPVS2D1o7jPKJ4aW1H6nreImHoQYiiCWV/WlxzqulyZS7O9KatH/FhW2zTCEDeSTzbrh+Q1DSeSktKU+n6i8hPTVV7sAeA7ywVWJG00RaAjeLpS56V6ixg42HWZdH3uHSzwfK3C9YUsC23rjGTnQcPAjd4H4AJYnDBRheC+oeIH2KWyqRO6MT+rNBACHqtWsXuBT+vSSYIe0Pj4QBEvihgydbxe5YoQMOmdVjODlNdOej5DSZ20phEiuzt/MltjwNC4NJvGFILvTM7y4FCJbhjydLVBtnd+BVDWNa4vZJlyfb44Oti/zrKKgqkqPFttsLvVxYsjBvQO9w0VqQYhr/cqW2R3sENaVbkwk2TC9Zl0fWb8gJKh0wxCXq2/n2R7aTbNm60uT8zWSSgKWu9clTSpAMhpGooQDJoGXxgd5MVag53NNocdlyGjxd0DRfY7LtN+wMNTMyy0LJKqwhvNDpoQvNXq8t3JWe4ZLFDUNb49PkPcUyA8L5p8bqTM/o7LPNNgrmUQk2JTpcGNpSybqw3uGyzhxtIC8HKjxVutLtleyvA9g0XuGyiQ1TX++sQUK5I2S5M2L9eaTPo+XxgZ4Jjj9atolqYStMOQ9bkMpgIbi1m+OT4jvecxrM+lSSgK1+QzXJlL0wpDhg2DB4dK+HHMccflkqz0v8dIv6kmIK3JMLOlSZttjTb1MGTWD0hpKp2ezD2jqbIjNpvioqyUfFuqysqkzciYjhPF2Kq81z5swjjG7QGrAUNnf8eh19oFSIn5ga7D8oRFWlMpqCqPTle5rpjh6dk6nxsbYG3KZsILmPA8TvS6e19vtvGjmG4UoasqQQxHXZdLrQ9mO/xL5lSgngrcUMyypdZkU7VB2dA5L53ksmyKbhTRDkIOOR7tKCTFrw+ozet6v8P51CdJQVeZb1u/9P/995xmr6LspVqTtKayPptmzNTPAtx/53MW1P4GjKIopC64GG98nNb2V1B0k9wNN0nA9T/4aMWiBEQ7dwCg2DbZ627oy0fPeGwmK6tODrzHwKc/j3NgP1qhSOq8C9B/DggKVe2zW1G7xfR3/oHyg5/BOmc+YauNlssRdtpE3S6qKsEcQsEYHZFVQLpG6vyLCOp14v37SK5Z9wtfg3fiGM6xY6AIzLE56MVyL1GY/muyFi2l8eLzqMkUcRy/D+Q7bdRMDlRF7oL+gp1QxbbP9G6+vJn2jm3EvkfoeRTvuheiEHPBIhBgLVyEmsufcRw/P2oySW7jTcSBj3v4EGo6Te76m1DSGej1meZuvIWZh78tw7XmzkNNZ8leez1aVkrJjaFhSvd/kqDdYuSP/zcZ7hX4tHfuIKzX0QoFrGUrCCYnqW/ehBCC3I230tm3B+IIfXiEyPVIrFhNe9dOyg9+hjjwMYZHZTDYaZNYuUbWL4URwrL6wDYOAvTyIGG7DYpCev2VxEHA7CMPYy9YTPH+T1L50Q+IPY/UugtJnnchRg9MFu68+32pcRyjmCbT3/4GUaNOUK/jjZ8ke831GHPPwX91K+03Xid/6+1039lL69WXEZrG7es3cOPoHCJNJ69rH+jrUywLY2gEhviFE0QRRx2PCAhjqPRCgTbVGqxM2eR7kvSK73PUcbgom+Fb4zN04whLKPzhaIl5N99K7dmn8TptEkPD5D9yR1+2POMHPDJV7ctepz2fZ2sN7kknZKhZb6I4phNGMjFWUcj3vF4Tnk8Yy7TQUk8id/rrnPR8Troe822Tc0yTYlpj2NTJAK139lB/+il5bQtBbuNNpM67iCFDZ91gCUWRKayrkgmUXidoQlWY8gKerdT47TmDVD0JoMI45p+mq9xQyjLlBhxxXPa0u5R1HVXAMSfgtWaL89JJXmloTHo+bhwzZOicm0rwSI95WpqwiYl5udZgedImRjKcW2sNVqWS2D/nX87pGh8bLPDIZIVJPyClKnyknOenM5LpO+Z6ZDSVLbUmV+bS5HQNzZOA1UUyxbvaHf5o7jB7O13Gfdm9O2TojJoGf3FsggCoByF/c3KS/3DOaN+Lu63RQu25KSLgsOuiKQonXZ9vT8zypbGBfrcpQL4HdJ6YqdEKQlanEr1zK5j0Anb0qk3OTycZMmVishtFDJg6WU1lWdLmQMchrakYisJR12PQMDjQ6VAyDP7zkXE6UcxS2+KjA3lWJG1Ouj5OFPX9sTlNI6nKjtecpnJ5D8AcdTzeaLZ5rN0lr6sSlJoGMZL1S6pKL1RJOlAvzaZ4tdHiYNfl4kyKI1FISdcp6hqzgU8jiDjh+pxTN5nTqy46dRxhHFP1Az4+WGDckyFVeu+aVYEhQ14fmoCMrvJmq0NRlxsg3Sjie5OzLE9YvNtxuWMgz/KETSeKeK/rcMTxOMc2ua6Q5eGpWV6pt7hvoISpCtKqSj0M+/LatakEB3u+7SCKmfICZoIQXQjyukY9CHml0WJjIcu56SRxLDdRbihmMYXChZkkhir48VSNjcUsu6a7iN61klQVnqvU+fhAkf/14DEsIViTTvL/Hp/EVBQ0Ad8Yn+XuwTyXZdM4UcS45/NMpc69g0V+OFXl2kKOz46UceMYU1E40OmS0lTKvfv8mOPynYlZJn2fdhBxbSFDHMf8ybxhttSaKEKwLGHx9GyNcyyTq3IZUqpUSJR0jSCGhCIDyNxeh6+lCkZNg0KPjVWF6H+u/LJJqSpzLINjjkclCBgw5H2vCMncVoOQAcOg6vtck8/wl8emOOx5XF3I0InkZ+pHyjLE7JlKXb7fUUymt/nuRTFxr3wg889syJ8+J12PKc+XG2Oaytp0kh2NNiOmwRutDns6XUq6tGg8U6nzuZEyj09XKeo6t5Zy6L+GOcfLkxZ/NG+Yl+tNcprGpdnUv6nP992Ow1eOve/pfbne5MvzRhizzhYJ/Xues6D2N2T08gClez5B7sZbQAj0YgnF+B/P2xAFAWGrhWrbKKaJmkyRvf5GUhdICauazfXZxZ8fxbLIXncDzoH3cA8fkuBkdAwt/Yt3U4NGHcWyKX/yt4CY+qZnCFstwnoNY2wuxbvupbl1C1G7hbV0GZkN19B4/jkyva7Q6pOPYYzNkQFG9geBtjt+Eu/kCZz9+/AnJwmWSD+lOfo+cxy2mrjjJxGaRthpEQchQWUGa9ESvONHCTst1FSa5Oq1qD/HqH7YxFGEtXAxWqmMUBT0kTFmv/8durvfRugamauuJbfx5l8KaE+NXiqTv/1jRI06RDFqPo9i2ZQ+/gk6e3bhT0+hZnNkrrya7r49RG6XYGZahkP1gJaazUEUEdSqRJ5LYtVanIMHJDBOpkiuXcfMd7/ZS8COae3cQeneB+jueZs4CEhdcBEilaJw20eZ/vu/JXK6FD52D+UHH6L61JNEnTbpCy8hfcllKJpGZJnkb76N6hM/ktdMsUT2iqtovrYVe+Vq3IMH6O6VNUatV7eSuuhSBj/3OwhFQc1kz/Asa5kssecx84/fJGy3yF17A8HkBEoyiZpMETldWttfJT8wiLp4CcG1N1I/eIDqD76LJgSKELjHjjLwmc9jjs39Z893/5rodvFOnqDz5uuIYgl16QqEYZNQFVI9BgekJFc/DTyGMVycTfPYdIVub5HmRiHfm/r/2HvPcDnO80zzrtxVncPpE5EDCYAEM0CCJBgkBolBDKJIBUoURVnSyNbKXq8vz46vmZ39s3/Wvnbt8Vq2cqAlUZQYxChmMIEgmAkQRCQRTuocK1ftj6/RBEhKI9v0SPbg/YXT56BDVXX393zv+9xPkz/Ml8idvRFz+Qpcy8K2ksMcwXYQDkZaDye+wrTjoZbyyLpYvDX8gM2t7mCsWeX8fIYxQ6eoaxTfZ8FZ0lTGDI1Z10cBTEVmRNfIqcrgi0nC73VoP/7YO5s1cUzr8UcYXXk867NZXur0eLnZJ6cqrLASTA5GXe+o1smpCrqskJJl5qKITa0O7SBkQy7NlKEz7fjUAhHf4R4WMsTU/ZC9PYdrRwrM+74AvyQMoijic+MlZl2fH85W+WS5wBIrwR2VBq0gFMJ1JE9BVbAUWZCRoxhTlimqKkvNBLdMlumEIbv7Ds+1OhwaeB8Pn6G8pmLIgr7qhRFfnhzl/lqTWc9juWVCHHPjWElQnmWJ9dkU3zgwR3DEcW0HIsd1whDnO62qVAci+LC41WUJU5aZNDSafsjYEW/1rKayykpgjBTQZIlDjse047I4YfD3h+bxB+fixXaPL06OkFIU7q402TogNn9pssy063PgiBHKE5IRJ2dS/NX+GfzBjbUg4PFGm6vLBVpByF7bQZNkLshnKKgqTgybmx1e6fRJqzIbcxlKmiDFXlTIstQ0uG2+zifKBVZZCQ55Il4mpchcWcqxOmXiRjGvdPpcWsryvenqgAgtkdMUPl4u8J3pKjKQkGVyusppmSR5TeH1bh8vijk+mWBX30GVZWa8iFFN5ZDjsrPvMJUwODWd4pFGkzCOBznC4hpqByFeHLNWltnvuvx0rsYfLxhjc7vLg7UWzSCEns2bhsPFhSzbujYThhBIN4+X2dRs0wsjVlgJjrNM7q7W0WWJN3o2p2SSqJKEH4uOf2HgWT8nlyarqbze7fO3B+ZohiFThs7GXIqiqtIOw6FvPUYI8zAWnVJ7APEbNXRmBlFYbhSRUEUk1M/nG6xNWdxTE5sw+QGxt+qH7OjbVD2f46wEY7rG6ZkUbhThDrzu91abNIMQQ5IpJlTsMGJlNsGWZme46XBvtcn5+TSrLIufzFYp6GKM99pygR/O1tjRE/7fS4viPX96JkUrCPlVvcW4rrE2Zf12olYV5/2heotXOn3OyaWZ8Ty2dR2Kmuj4npNLoSJxd6XOWwP7RRzDMssYRu5YisJJaYtXuzY7+w4XFjLsth0sRfi0pxI6E+9jTzlcvTCk4Ye4UYQswd8cmKXqh4P3isnnx0vcMlmm7gfcNlejpGlokkSEGNd+c+DN3mW7zHoeX1vw3h1PP4qY9fxBjJb4fPxtjtEHVWlV5YSUygmp9657/rWr7YuIryM9ve0gGr5vj9W/3zomav8nKiWZREkmf9dP459dfr2GX5kjqFWRNQNtchJjYgrFSqJYv93rUjNZUqecRuqU097395HrErZaxLHIpa3//Db6O7ahj01Q/MSnGLnpD5j/h/9GGMeE/R7a6BiFqz4uxi914UM8TAeu33OHgBnpuojmqcyLrE/LQh10QcNmg8bdd+ANPM/2tlcJez3SG84lrNfQFy4m7LSJ7T6yZSFJMmGnQf2XdzLy2ZsJO23sN3dgrVpNav0GiCLcQwfx52bRSiOoxdJ7zrmzZxf1X9yGe2A/SjZL7iOXC4+qLEEU0X70IaxVJxzlw/x1FbRbtH51H/b2bRDHaOMTFD9+Pebxq9AXL6b1q/vJbryAyo++I3y2QP/Vl5n4+p9hLFpM5Hv0tj5Hd+sWrDUnoqTSaAsWMnLj5yGKCZoNJF1HG5/EP/D2wKc7h3twP0GjRthsMr3pMcwTTyK97kwkXUcG2o88hLXuLMa/+nUkRUHJ5VFMk6DRoH7X7YSOQ+bc81EyGbTRCTGOLsskTzqFuW/8N5HRW6tAFNF66H5Sp56BsWTpUYIWhEeo+/xmwn6P7AUfBkUm7PcHnWqTuN9F0Q0kXWd644fZ27U54blnafsBaUUmpSjIUYT9xrZ/kqh19+xi5m//H5TyKOrp6zD3v8Wq41dTUEUOalmRMeKYK/NpjG4Xz7EFOdo0WZAwxDjwQOCkVAUvDOlLMfJJp/CkF/JctUtOs7milGeJoVHSVPKqwnykEoUBxDGr0ynSCYOOqmKGIQ/WmrzaFed41vM56Hh8YbJ8FI33yMprKp8ZK7Kz72IpEtOOR9X32druklUVVlome9yQEy7+KOE9dwyFbey6xHHMa90+9w+AL7O+z4FDHl9dMMaihM5FhRy6JBHEMVtaHcxBNqgfi87RgYGHc4WZ4ImGIFH3wghLkVmTNHmt22dLt4eKWFj/aKbKhlyKp5tdqkGAHUakVZVvzVToRcJL2PAD7qk2+eOFYzT8gO/PVJn2fGTgwkKGq0by5DSVtKKwx3aoByLqpR9GrM8kmfd8Lipk8aKIRxsdtrZ76LLEZcUcjSDg2VaP3bbLi50eMaK7ZUgS8rtCKhVJRJi0goC673N5MceP5qoEMUQxfKSYJSFJXDGS46VOn72OQ1qVh1CpvKYyORjrrHo+CwZ+50cbraGgBQHQerHTZ6WV4JDnkVUVgiimGQS82O1R1ATBNwL22Q4npExiJORBRJIuS7zatTkuaaNJElePFJgwNCxZIafKPNXq8nBdeLFnPNjnVLhmpEBWVegEIfdWm+iSRCcM+cJkmZ2D3N81SYtJQ8dUZA46HosSOi8MxlllICUJ4nDND5k0dJaZBq0g4P890MSLY+ww5FNjJcqaynFJk+/PVNlji3zS09IW6zMpvjsjCPnjusofTo0RAp0woBvGFDQVzCKbRwAAIABJREFUN45Yn0qx3xGkXyeK6YURL7R76LKMJDBbHHRFnutS0+D+WotDrhCHN46VkCSJMIr4zkwFBZmiJqEMfNwLDB1ncN3JSJyTTZHVVCqux62zNVqD6Ymq7/NEs8OJKYtVlklGVTBlaXiuFUmQeS1F5LfaUTh8v2qDUX4/iliaNGmFojscDWjRKUVmwtCYMnSWJwxC4LszFQ65PklF4opinnVZcV0DnJFJklRkXu3abGp2WWYm2NzqsiZpcl4uTTeMmPU9rh4tUPN9yrroxF6Yz3BBPgPEbOv22eu4nJq2uHu+QTUI2CkJGNxYEA43F36TeBvRNU5JJckqCvv6LmuTFhsyaczB5tXmVocnm128WGxIjegqliJzZSl/VJTOwoTBxcUMzzS7bO/2+ZOF4/RCkQ09qmvkfs3nXjcIebDe4oV2j9XJBPNeQBCL920Yw+s9m7cH/vqMqrDITLBjAF+LYkE+HtU1NFlmRJdx45hmEL5n43Cf4/LD6SqH52gKqsLnJ0coar8fMKl/zRLbr+/tXsvS719H+1h9sHVM1B6rfxMV2jb+7Azz3/0mQUWMe+oLFzH25a+hf0Bj1GGvS/+NbfRffRm1WMLZuwd/+iCEId7B/cz93d8w8R//M2N/9CfClxlGOAf2kz7pZORkktaTj5NYvJTI7uPs3EHsuii5PJkLLsLdt5f6HT8T4B1FIfuhi0mdcaa47yMhXopCd8szWKtPoH7Xz0ksX4F54knEtk3tZ/9I/sprCOo1Ys9F1nXURUsJGg2QJWQrSe+FLTQfuHcoANJnbySz8YJh1zVoNmjcezex76OVSsRRRP2O2yleez3O7p0ASJqOd3C/GE3u97GOX406Uj4q8iayhR/KO7Afe9s7dGB/Zpru81vIXfwRlIRJ8tTTaT/5+FDQIsvIpklr06OYq9agZnPESKTP3EDj3rsJ6jVBfl60mNrtPyHqdlBHymTOOZ+o3yOoVkiuWkP3macImnWiTkdsGEwfJA5D4bVNCBCY8/orWMuWY6w8jqDZJOy0CJtNQSfe/rqALwH5K68mddo6jMVL8A4eBEnAvJJrT0bSNJy39hK2m4StJvK7aOFBs4mzeyfpM8+meuv3yZx7Polly7F3bEfN5VFzeQpXfwJ/xfH8ar7BVEJBTgoIVGcQ3yNLEkryt/deBZ0OzYcfQNI1Cpd9jNqv7qez7+ckVqzgyzd9iRktQ69eY7EUo9/2I5qmiZrLC/DXp2+ilcywNmVxwPVEdE4ck/EcUvk8zzoBt83XiSUJHHijZ/NflkwxZmh8YqzIvdUmDT9gSUJkPv6k0sSOIk7LJEm/a9y7HoS0A7FIdqKIGddjW9emoKmsHHQNCprGmVmNnT0bU1H4+0PzOAMP6SorwZWlHC9lCpy2aAn+W8K7rI2O0U6meWa2hh+LrtjhfMm3HZeyrnJ3pUHFD4gHua6WIrPENLir0qSoqazPptBlmbdsly9MjPBYo82YLnxgo7rGjOsxamhsyKbY2XNQJQldkijqKgVNGYKRLshneLTRFl46aeDnjWMeb3SYHizmI2BTs8Pp6SSrUyqKLLEunWJRwmCv7TKiie60qcgUVIVHGm2ebHbwoph+FPGX+2f48tQoE7qGLkscdH1SisyGXIqipnFNucB3piu0BiOpV5RyZFSFXhjxaL3Nh4oZvjo5Si0IKA2gPdu7Nt+ZqaDLEkVN5dF6m6tGCtxXa7IqafKxkRxlXaN8xEI5PNwsJ8aNYjphSC8Ih7E6SUUBRRzvwwvKkBgnjMmpCjlVxVIkFGQSA6jXhKEz4/o80mjzSKPNzeMlTk4lseOYlzrvUN9BjHa2g5C9tktvACzSJIkVVgJTljknd3TkG0BGlRkzNF4YemWFxd6SFZp+gKXInJK2+MFMlZofkFRksqrKs80OX50a5aF6m722i4QY6d3WE52eBYbOAddjxgvY57hUXI9PjpZ4vNEhiGNOTVssSxg83eywPpOiHYQokoiLOpyf3ApCYmKKmoohSbza7bPI1LmomD1KoHxhosy05yHFEgVNdGW/PFXmyWaHhh9wYspi1vNJ9h1MWWbG9VAG4tONYipeQBDFXFPO80Kry80TI2xqdAjjmAUJnRVmgm4gaMdPNNo4YcQZaYu3HY9WEDJhaFw4oFgbkjT4PwZzrscpaYsTkgnecjyeanSYdgXBuh/GPFBvsSppstDU6QYi5ulHszUkBnFJnS7XlwukZJm9tsft8yLqSJHgpvERFiR0+mHEU802B1yfXhhyUtLiylKBN/sOq1MmCUVGImZTs0M9CDAkmaQic9P4yHDUNYyFB/3IbOFZ3+PpVveoa2VxwuD4pMnZuQwFTeP1bp9xQ+OUdJKSpr7HS55UFDbmMqxNJYGYrPpe68j7VTMIeGHgTzYVmeqALWDK72TYVjwxe2HIMh8uZJh3PeqB2JQ5L5em4YuYocP1biCZHUY83mgTHnFbPQg54Hj/U4jatKZycTHL9p59lKd3xf9AT++x+t3UMVF7rP7FFbRbAqKjqEOv4QddYoxzy1DQAnj736b/xrYPRNRGrot36CD9V19GSaaw1pxI64F7QVGQdIPYdYjsHlGriXncKoJmgzgIMBYuRLGSAkzkulR/eitqPk/hquuI7B6JJcuRLYv6z/7xHZJsGNJ69CESy1ciW0lQFFJnnIl53PGAhDc/R9gV3SPv0EFS6zcQ2DZBvU7l+99CGx1D0jTsnW+SveAi3D27yJxzHmGrSfvxR47y1XY2P4110inD8xL7PmGzAZIkiM9xjHRYcIKIprEs5GSK1qMPE/V7dJ99ipGbvog+OkbkeTj79tB5ehNqcQRJkYmjCOmIL3xv+hCx7yEZCbRSGSWVFp5jYpRMjrDZJGy36b30Av1XXqT0yc/R3/46QbWCnEphLF5C7fafIGua8Ii2W3Sfe4bspZfRfOBe1EIJyTCIemJhIA+69PLgMaJ+DymRQLaSqCMjNO/7Jfr4BO2nnsCbPog+OkH2okvoPLWJsN3C3f82qVPPwDt4AG96mvwV1+DPTlO7/cdEnkfqjPVoE1NHwWwOl1+dJ3nK6WIkvdOm+av7yV8hRHLQbGCuWk3YauEpCr0Y9jg+Z687C2XHG4SO2BhQsjkSK4/7ra/VOIqI/YDU6evpbn4K5629gw52lc5f/98cf+PNtB5+gHB+Drs6Tz8IKd90C5Ft0/zBdxj9yte4frTAz+cbzLkeY6HPFUmD2EjwbKUtBO2gelHMAddjoWlwWjrJ0oQxHNf94WxtuAh7sNbiokJmCEMChnEpADt6Nj+bqw+PYVlT+dzEyLArZIfRkJC8NGHgxhFvOR4BMDE6gnzW2ci1CvrYBNkPX0JDFlEn2/13IEPdAUwmOVgchoMIH20QCfRip88ex2Wf4/K24/LHC8co6iqHHI9rR/J0w4gnmm3GdY2LillGNRVdEUTW9dkUhiyx1DTY0u7z07k6liLGdz83PsJd83WQJEY0QX6dPoIaDaLDMuv5rB78bKkKS9T3glNagSAfh7GgVOuyRFpVccKI9dkUEfAnC0RmpxvDjOex1ND5D1PloahNKwq9QY5nL4r4Va3NmqRJQVWoeQF5VeXxZhtZEmTj2mCTIiFLLDV13ujZrM+kyKhHLw9OzyR5qdOnP4A8qZLEEstAQjpsdwYkemHIaWmLvbaLjEQvCjgrm+exRourRwrcX20iSwLm9KFChltna8NzWPUD3DjCklTMIz5TYsCOYixFZrll8Fyrx6ihcX4uzbZOn32Ox8Z8muMt86g85oyqsj6TwpBlQayWRTatIgkC8+Fh+urgOuqFEW4kyNCyJFEP3hnsliThGZ91ffKayoFBDmk3DNnjeBxsdTl1EHOzKKHTCyIWmQkBZcskMWWJDbkUd1ebtIIQQ5ZYbpp4YcQyy+CPrDEsRRabA4MK4xgF4aV9sNqgE4kNgpvGi6y2THb0bDa3urSCkKebXb48OcIyy2BX3x0KrMP03Tvm62zIpSlqCp8dK7Kt51DxPHb0be6qNrkon+FTYyUMSeK0tEU/iumGIXlV4YDjcV+tyZUjBaq+z0HHZ5llICFAX3YYceCILHUQmxDzvs9lhRzbeg4P1lsokjgnqgRhLOwXsiQyYFVZIorEMb6r0mC5mSCjyJycTrKtV2NM1zguafLNQ/NkVIVmELLU1PlEucibfYdRXcWQJfphxOPNNp8oF6j6IvaoGYScmk5ynJUgqSocZ5k8Xu8cNXmwPpsiIcskZPHvU9MWyuD5/bqSJWno6/1NFcYx857PHttBQeKTo0X22g4jmsoNo0Wqvk8MPFBtUvUDjrPe+VyYMHRumSxjRyFhDGEU86PZ2vD3S02DvHa0fzdCkLTfXd773PbvtZYnEvz54gk2t7pkVJkzMunfeXbvsfrXr2Oi9lj9i8qbOUT19p9gb9+GVhqhcM11WKtP/K38mP+kkiQhxt5VQbXygdy9s28P89/+BmFLeIbkVBpj6TKcXTuRLUssumRlKKCOpL0CuPv20bj3LgD8Qwdwdr5J+ZYvI1sWhCFhq/WuJx4Quw5KNkv5D75K/+UXqfz4hyDLZM89H8kQX2qRbRN5LtrYOGp5lOBwLFEiQf6Ka0DXKX/+i2jlMYJ6jehIqi9AGBL7/vBHKWGijY0LajAickQbKYsRZUlGSlokTztDUIL7veFz6L/yEsHkFO7bb6FPTaFNTmG//DLpDWcPBezhMlesHNKnBUl6Pb2XXyT2XOIgIAoDkmtPpvrTHxE5Du1Nj2KdeBKyZQ07r1G/hzwYf45dl6BeQy+PMv7VrxMT49equLt3IhkGSjIp8mXTaRLLV+Ls3oU2Uib/0SvwpqdRUinqd95O2G4hmxbOvt1E9zpkzr2AzlNPkFi+ksjziD0Pe88uiqvXUL/jNggj1FweZ+ebdHKb0KYWIMUR2sgocRSJrvQzT6IvWYZWKolNAgnajz+MnMmijZSRTYvuc8+QHBtngZlkv+1xj2xw6ee/iHpgP0XLRJ1agJPL89vun6vpNJnzLyRo1Om99AIyMbEkg64hRxHB7DRxt0MQRWClCLodnPk5IiuJ3Oti1Gvkt7/OZ6wk0dgERtpAfeN1/NHzSGsKeP5Rj5cciARZkoYdpF/M1+mGwjPnxTEqgmC80NA5ISW6cqYik5Al2kHIpkbnqE2BeT9gzvOHojavqSxUZT6uRQQ7X0FKpfEWL6XmBTzZ6nDLwiVMfOHLAnhmJJBcj3NzGV7o9IcL08UDwR0C15Tz3Flp0AxCFieEKP3BbIXDruCELGKAUorCooRBNQj44WwVTZKY9wP22h5fmipTVhQSikxCkZn3fLphxHPt7lAczbo+23t9lpgGtSDg6nKBzMC/9rbzjrA93Ck+XE4YMeN57Ow7jGgaS0xD+GklmbSmELoeMSJn1o3C4TH/4mQZR5H59kyF13sOKVnm+tECS02Dadcnr8gYkkQvjBgzVC4pZrmn0uTpVleQVEs54ZmMY8IYdBmuHSngRRFb2l1GdZ2PFE1awZEuXVHjus4XJ0VXux8anJS2eLndJ4xjrisXeKnbpx+GWLIATc16PrWBt3tTs8O2ns1Ky+fKUp6lpkE3DPn2dGVIJlYkWGwatIOQqYTBhwoCZhYiREFRVWkGIWEUc/1ogdygqz0/6Gr9bK7OzRMjLLOO3igo6KLbFg+ehxzDR0s5MqrMbtujqCrD43c4S3ltykKXJNZnUrzc6ePGEYYkkVAVzswmUZHQJHi922d10mS/49LshTza6FDSVG4YLfC26/J8p4uExD67TiMMOT+bRpUktvdtRjWNgqZyd7XJDWNFjk+aRz3vmufzTKvLzr7wRF5QzPJQrU1WUWiFEb+qN6n6IeoAiuXHMfN+yI1jJX4wW2V3X0wtfHqsRCcIWJgwuG2uTkTMyakkZV0jpao83GhjyhKv9vq82hMQqc+Pl9jXdyloKilZZnO7y+WlPN+briDL8IlykW9NV4Yd6M+MlTg5ZXFfrTUU06YiM6HrjBg6J0oSL3V7hIP3ahiDF0W0/BBXjpn1fFKqgkyELisEccx+x+WZVpfLSlluHCsiSRLPNLsUNHUIrDvgiPfkRYUMy8wE3TAio8r0g5CKH/Ct6XmcwYjBXtvlo6UsZ2fTlDWNz0+MsKnZxglj1meTrLCOXrP8ugzZf04dcDy+O10hpcicm0/zVLNDSIyhyFQdh/tqLTRJ4lOjRRKyxJhx9LdBP4q4v9Zi2vEZNzQ+NV7kgO2R1cTn17s3oJKKwvpsil/Mv7Nm0mQBlnuh3WNM14Q//Z8As/q3VilN4XjNfM/76lj9+65jovZY/bMr6HWp330H9muvAODPzTD/7W8w+ef/BeOIiJwPopRUmtT6s+i9+PzwNtk0sU486V9836Hdp/P0JqQjvhg6z2yieO0NBLWqoOIqKoUrr0HJCzEb9ntIRgJZUYgch/5rryBpOrE/AEt4Lt7+/Vhr1hJ7LvrkFN6hg+8891QKOZlCKxRx9u7G2bUTxbSQEwm6W59DLRRRCwWCZhM1nUUtjzL+R39CZ8tmwnoV66RTMY9fcxTkSk6lMBYuxn173/A2tTSCkkoNf5ZUlfzlV9G450782RmUfIH8R69ALY8y9Rf/pxjb3bOL1qMPDf9PHAT4lXmCdovk2pMJqlWUhEnxuuvxqhXSGzbSf/0V4iDAWr0Ga+3JSJJENBDTWnmU0Zu/RGfrc0T9PolFS2g/vUl0WiWJOAiQrSRBswFxTNhooJXHIB5E8sQx2tgYcRyjjoyAJJM593yMBQuxt70Gmk5i6TLRxR6bIH3W2Zir1qBPLaR/3y9Ry2WCmvDAkRTjz/7sDEo6TWrdmWjlUep3/IzEiuPQp6Zw9uwm6nWRTZGDG7aa2DveQFJVKpufoXzTLcRBQOVH3yVsteg8+zTlL3wJc80JePvfJvI86HZIfvhSei9tFdfL009y9bU38EC9zQHH4zHd4MOnnM5djTZvtlzG7CofHy38RrhI2O/jvv0WvZe3kj77PJRUCmPhIuK9u5GSKXoxJDQNozyKt3gp+aXLCOo11HwBtTzG3ldfZmTJcoJ6le7mp4bXoyPLGFMLGDn+BD5WKrGrPztcNK5JJhh9H39aWdfwomjY4QJYr6mcn0tx61ydA47HiKZyRibFqmSCMzNJ7qm1CI7ojIRH/HtEU7i022DnD78rOv9IJEdKnHDjzTwQRTzV6nJduTCMY7AUBUMKuGVihBlPwJw0SWJP32VtyqIXhFw7kkcekHQfqbfQJJm0Irp9Hy3l+Nl8jYofsC6T4pVOfwj6iWLoRmJU7/D4bT8MebwuupsNPyCvqaxNmozoGjExK80E015AVpHJaioX5rN0g4iXOz1ymsplpRxjAzBfHIu4obsqDXRJIkJQoT85WiSjqXw4n+Ut26Xmiy7i6qRJEMeCiCxL3D3XpBfF3DBaAIRQW5gwmNQ1GmHIA/UWCxIGEQZjmsYXJ8v0ooi8qqBIEv84W2VDNs0Bt8aZmTS7bYeXO32yqsLmdo8TkyafGT+aBg+gyhILEgZnZFI82+zwQPUdj+1B1+XTo0VCIKWIkXpDlsiqMv95zyHswd/t6TuMDo5zQVO5sJDhyWYHXZK5qJgdUm9B5Md+ZcEob9kuliLT8AM2NTq4gxzaih9wyPMwJHFNxMBrvf57RC2ITZMLcmnWpixkxKL/vlqTu6sNxnWdy4o5nu90Oeh6rDATXFrM8Wq3x0rL5JpynmdbYhx8fTZFxQt4uNFiXSbFf1oyxaiuckWpQC+MWJIw0GSZ17siM/ZjpTw/nasRI/F8q8dZmRSvdYWHeI/tsmUwhvruDlovDLmj0mCv7dKPIuq+zawniLx2FLG51SWIBYU8p4mutgQYssRiM8FXJsQ5t8OIbd0+K5Mmd1ebQ4JvM2jz8bLwJ2uSGK2uH34vx8KPuKXTpR1GfDgvJjBe69p0o4iP5rM8UGtxwHVJKwpuFPPD2QpfmRxlj+2y13YpagqXlXLi/RHH4vjnM3xrukIvFH7ihYbOqK5R8wOWmgav9mxUCeIgZNzQsBSZmh/wSL3NObkMThgKwFIgusdFTcWOIgHcA75xaF6ca1VsKuy3XfY7HhlFwZAlpME5WJuyyKgqi02DCaNIFHNUd/+DLi+KeLXbI6MqrM+k+MfZGo0gpKipA9GeY23SZJ/j8Wq3z2fHR46ip7f8gNtma8wPNoj22i69SpObxkvvm8V7uFYnTbRRiefbPZKKzNqUxR3zgr5+mOK8LpN83050yw8IoohWFOGEERlVoagqmOoxyXCsfr/r2BV6rP7ZFXY62DvfOOq22PMI6tUPXNTKqoqxZBmlz36BzpOPI+k6mY0XCPHzQVQcI2kaSipN2OsSVOYJHZuxr/0pUacj4E6FAmGvR+OZp7C3vYo+tZD0OeehlUZQ8jnUfJ6o3yfyPWTDRJ+YEGAhTSN/xdU0778H79AB1GKJ3EcuH3Z73X17hsIzjiJkwD14AHPVGozFS9HGxpF1HWVqIfrElPibd325eJV5CAJyl11Jd8uzOHt2o4+OkrlAxOeEvR72jm30XnoBtVgk/7GPIxEjGcY7QKhBzM67u71xFJFYsRKtWGL+e98SHmBJQkqmmPj6/4aSTGMsXCSOUXEE2Uri7N1Da9OjxAMgk754CcWPXYtXmWP+e9/G2f7a8Lgn154iusWpNFGvS3frc4zceDOtRx9ESSZRy2PkL70MrTyGrAlhoI+OoY+OYR63msb9d1O59XsQBAS1Kt7+t7BOOIneC1uIPBc1myW1YSPdZzYRNhtoYxPIqTT65BTG0uV0t2zGfmMbfrVC9pLLCWvzYlTcSg7HwLXRUYJOm6DZEKPmikbkeUiahlosUr/9J+SvuJr4pFPxpg9hLFyEWiwQ1MWYmJLLUdJUrh8r0gtDgijmu9MVYkR266znc2+1yafHikfBSI4se/trNO4R0wD6wsUEzQa5Sy+n+tNb8acPkjQS5C7/GNrYOMb+t5j9xt8I4m02S/6yq5i88hqMTIYoCIgT5lCQyGFIUK0S9DosmZjkvy6dZHffEcAgQ2f8fYT2SjNBWpWpDJq6ZU3llLTFtp7D247LKstkqZngsUabTa0Op6UtPjkqSKYMXvORYln3PaKnN1FUFPqSWFSbrSbO9CHyuVHaQYgfxbQD0ZlJyBJlQ+XFTo8dfYcYESdy0/gIOU1lQy7N3ZUme2yH5VaCs3NpapUGsiQxNSC8zvsBysD7qUiCAutGgi5qyBJH8pd6YURSEaKurKt8bCTPlnaPrbUei02DqYTB5naXiJiNmspUQufG8SLXlPND+NLhDlYrCHmp0+PSYg4vFotyBQE8agx8c1+aHKUbBFSCgKoX8Hy7yw2jJTp+wIKEzkorwZNNMa69MZchIUm80Omxud3Dj2N29h1aaUHJfaPvcHrK5Jx8hl4YcWkxx5znceNYiYKm8t3pCjlN+GA1SWLa80U82K+psqbSCMLh9WPIEmdkUiRVhXYQ0ApCsqpCWlWJY/hfFo5x21yNeS9gbcrk0mKO789UkCW4vlxkRBMCZsb1ebJrc8NYgZrns8t26QYBa1IWaUXmx+0eCUVmsa6RUmQCVGbfNVWQ/w2LbnkA1gGYcT22tnsUVZW6H3BfrcG6TIrrygXmHI/XOj1KusbbjseGTIrjLZMwjrmz0uCVbh9JgqdbXUxZkJYnEzq3TIzwSEPkicYMxs2tBBfmM9xdbWIOuvurUya/qr0zuWPK8ns6c50gZJ8txnkPd2L32C7Xj2r89YFZUorCFaUc+2yXZhCgaRrLTYMRTWWf7TDj+hiyhCFJZDUhSN34HfKxE8Xs6DucaCX4cD7LT+ZrSEjCZ2tozHoeZ2XT3F9rsqvvcHrG4oVOnyCOKesabzlNVEkaTDvI2AP/9zXlPAVVRZclUopCLQh4rtVBkySWmAluGC2yo2eTURVKmiAyJySJ8/IZnCjmoOsxaqhcUswRDYT+qekk352pMKVrrEmZHKi16IRQ1FRKqk5ZV/nhbB9dkkjI8oDWXOfzEyMiDzkKGNE1dEnAr+QjAEL6B9iNfb8KYhHB5EUxKyyDhCLRGeTyhrGAdb3Q7nFxIctB16cZCCLykaK2F0VDQXu45jyfXhTxm7IOBKE5KfLCg5C/OzA33FyKgYdrLVZYCYoDYdwLQhQJ9jseWUXm/nqbxxpt3Dgmryh8beEok2FMxvj378k9Vv9263ciaiVJug74P4BVwLo4jrce8bv/CHwBCIGvxXH84O/iOR6r/34pCQN9bAKn8+Y7N0qyiGj5Vyi9PIp8znmYq09AkkAfHf9A7lcxLdJnno136CByOi08paaFuWz58DHiKCJ0HJoP3kf7UQEY6r/6MvaO7Yx95WtkNpyLu2c3kqIiI0RXYtmKd5772DjF6z9NZPeRdOOoDquxaKmgBwOSLCOZFtYJa0mdejqycXTXQZLlo/yrke9jv/kG9dt/jDc7i3n8KorXfZLMxguREwbyYAy4v/01mvfeDbKMedwqOk88gjc3g5JKk/3QJSgjZaJ2CzlpoU9OUfrMTXQ3PwOqSvKkU7B37SRybLzpg2IcOwZpEHGkpNM4b+4Qr3PBYnIXXcz0X/1fRP0+INF78XnGv/anqCesRdYMildcRXd8HG9mGvO41SjFIl51nsK11yPJIm+38/xzZM45H31qAbJlvScOKQ5Dwl4XSddEVzuXJ+p2iKOYwjWfoH7HbYTtNrHv0938FMVPfApv/9uEvTbEEen1Z9G475f4M4fIbLxwONrdfvh+MhsvILV+A/abb4iF/oJFJE86hdodPxuMjXvYb71B7pKP0n7sYTHq227TfuqJoZe2u/U5ch++RPiJdY3UWefiV+eh1ydlGLSzea5QYvS5aZAk3NFxHgpENuX7idqw06a7ZTMAyVPPQELC27uHqNVk5NOfE13uIMBYtpzYsWk+9pDYrIhjQscqNR36AAAgAElEQVSmftftTP75f0afmGK+ViVz3oXYb+0jDnxkRUFbupy92QIPHJrnI6UcG3Pp3ziallBkLi7k8OOYOIbJhIYMvOW4SLHoEnxzep4gFqO+s65HarTI+bkUdhyzPpM6mlAaRUSBjyRBTlXxokh05gMfTRIL25ovRoS7g0XhRcUsV47kuSAMcaOY7KB7AzBm6HxmvEg/FACnhCzE7D7HZZGh81izMxS0u/sOZ+fS3DZXQ5HAj4U4SkgyURwPOxm7bZdmEHJpIcsTjQ7b+zYyEgccj+9MV7i8lCOtyOyzXcZ0jYymkh58wzb9gKov4oOyqsK6bIrvTVdoBCESsDqZIK/l2dV3eHwgii7IZ1idNJGQUKQk91WbXFrKMGno/NWBGYKB7txtV/izRePMuj7+wEdsyDKbmh1uHnSyxxMGf7l/dpi/enExy5KEjikrSDE0/JC0olDSVVQkpEH2bCcIUWXR7T5cRV3j8+MlZjwfTZIwFRlDlniza3NfvYkbRZyeTrE+myKjqZysqYxqGiExCUnie9OCxEwMD9dbrMumaQchY4bGGRmRs/rdmSr1wUL+iUaHz0+UuKyYpRGEtMOQjh9yRjZN0/epDKJQRnWNNb9h1LAThMx7/lB0xwh4UBKY8XzurDQoaSqWIvyat1caxMDVI3kx0h1FvNgdwKti0U19rdvn3GyakiHTj2J+VWvRjyJSg9H77X2HCwtZFEni1MEmw2lpi4Qs8bbtssIyyWuiW3q4nMGm1/WjBZFR2rPJaQq9wYaHH4vc4tc6fW6ZHKHiBSwxDaYMnb22w/93cJ5eFKEAl5dynJ62iGJviFqQEb7VkqayxDSQJIlPSkJsFjWNZabB7fN1ri0XRByVppDXVC4tCPCOHUaM6RrVgee74gdokkQ3jJjSVfbaLtt7DjlNYUnCYHffZdLQuL/apB4I//ZBx+PBWoszMklOTSf5wfQ8G3JpLsynmfcD7qw0+ERZTCJ0Q0E1fsv1WJOy+Hi5wLZenyWJBBfkM8Sx8I8rmoQXRbTDkHYco0owaWgccn3cKMJQFM7LZ0ip7/+51vND6kFAxQ+IENnU/9L4l0ODz4bmAKr26bEiaUWmHYTostis0GVpOMGyzDSGdo/DpUlic8I9YqPJkKWjotp+U+myjB35Q0F7uOxIcAfaQcgrnR6vdW1SqsxaS0yGPNHsDB+zEYbcWWnwubER3otjO1bH6venfled2teBa4C/P/JGSZJWAzcAa4AJ4GFJklbGcRy+9y6O1e+61FyBwlUfZ+4f/lZ4UWVFdCDzhX+9x9R11LEPRsweWYnlKyl96rP0XngeJZ0medo69NFxwl4Pd/9b9F5+ATWTJbF0Gf2XCwT1OgDu3t0ErRaJpcso3/wlvJlpZN1AGxt7j+9WsSwU672ZbeZxx+PseRNn167Bc1mBtWrNewTt4Tos6GQjgV+rMv/NvyOyxRibvf11arf/lJGbvjgUtGGvS+/FrcPXae/aSefJx1CyOWLXxd6xndGvfI3qj76Hmi+Qv/wqzGUrMBYtQUIQk/vbXyOybSEe7T6SqqCk0gTNJtoRRGBj2TJ6r7w0hDhBTOxHtJ54FGP5StRcjsjzSJ//YSLXQUL4l8PqPHPf/AaR3RNxR8kUrD2JzuanSW84B8W0iIIASZYJ2206m5/G2bUDJZMVAt6y6G7dIsBU6bTwMEvSoPueofviVka//IfEvkfkeviVeRLLlpM8+TQizyX3oUtoPvYQ/vwcKArGsuWk1m9ANgzcA/up/vRWwkYDY9EipEQC67jV+LMzpNafRevRh8HQyZy9ke7WLYStJmouj3XCWsxVa0CSibsd5r7/TfwD+5GsJON/+Mc0bv8ptVaLhCSRzmS4+TOf59cOH0uSyJceHUPSVCo/+BZKJou9YzvdrVsofepzoKoEtRqyaRLOzxNLkoh1SmeIw5A4CPDaLp2WRXFqJQv/9D9hv70XLV9gZ3GUb7UFVfaNvs1fLJ5kmfX+i7+mH2CHId0w5IlmhzVWgn4UDkRXDlWW2e94BAN4UEKWcKKYF9o9/sNUGUtR3jPypiRTWKevo3Lnz6mFYkRSSpikJqa4JJ1jQULn1tka3QGYKojhV9UWK8zEr114Rt0uimPTVzSCTIaFpsHCga/15DBk1vUo6ipNP2BHz+aPFozxSqeHpSgsNwWs6oVOj5KmEkbwtuPxcqfPHy0YZdbzKWka0SBOIwamDJ1nWh1e6disSZlcUcoxlTCo+wE/nq1yyBVdxdNSFqEkdm2TikwYw17bY3bgoawP7k+AdUQ26euDSI+Pl3M83mkTxyJn9HBtaXc5PZvkgCfESyB2nZAQ/tD7ay0aQYApywRxzJ3zDT43UWJPv8eJaYtnWl1iYhQkVqdMtAFYaEfPIanIXFLKcbyVGHa2CrqGE8f8Yr7OtOujyxJnZVMEUcxe22XeC0go0pBIPGZo9MKQKIbz82nuqDaJgRkvYGu7y41jJTKDDYlXOj3qA2ERxiKCZdrzeaDWYr/jkRtkjT5Wb/GpsRLVAbXYiWIOuT4hAkJ15DXWDULuqTZ4bRA5dXEhQ1JRaAeiOx7GcGLSZLftsLPvcHY2PRyrf73b56JihkQoowyOaRSDLkkitmXwMFEcD8VJN4zIqgoZBYqawi3jI4NzIsBf6zIp0orCXZUG3TAipypcWy6QVhQerDfZMhgZvbKUp6ypPNHscuFIhpwqrs1WEHHQ8zlUaTJlaJyTSxNEMXYUc225wPPtLm/0hVdzVdJkqWlwQspizvNZYRokZZnT00l+PFfnzGyKt/oOG3OZQQ4qnJVN0Q8jri4XeKHd465Kk3WZJP/74kmebLa5ZiTPL6tNGkGAIUl8fcEoKVVlj+NR1FROTVv8YLbKs1KXq0fyvNG1GdFVdtkOMSKGKKsqTCV05j2P45Imz7V7PI/INtZk4Quf99/x3bcDIaxWJxOcmUlxZiZFWlOpej66DDOOPxhFllhpJXip0+ejxdzQ131KOsnYr4n6iaKIGd/nO9MV9jqiQz6mafzxwlEW/QZibj8MOeh4bO/ZrEqa7LVdWkHIqWmLcUPjyWYbP45JyBKoCv0oYtwQFHN1AJn6UD7Dzr7D6qTJBfnse7y8BVWQfO+tNokQmxIXF7IUVJWuH7Df9XimJWLQzsymWPA+n4dpRWz41Y7o+C4xDVKKzJPNzjDWzLEjiGMWmwm8KDrqPipeQDc8thQ/Vr/f9TsRtXEcvwEcFREyqI8BP4nj2AX2SZK0G1gHPPs/9hkeq9+2jGUrmPhf/5yw00E2Eij5wlFdyH8rJScSmCuOI7FsxVGd0P6212jedzfAACbkkvvIlVRv/d7wbyRFHgKXtJHy+96/EBX++wpVNZen8LHrCNtiJE3JZH9tnnDQaNB59imcPTtRiyWSp60bCtrDZe98g9h18CsuQa2KZJok155Mc34OfXKK2s9vQy2WyF54kRCU7RZRp41aLNLbugXv4H7Gv/5naCNlgpagPGfOPo+w26H2858iEJURseuSv/wq7J07MJYuJ+p2ULK5QYf26JI0DSRBse6/+iKdpzYJ76SqkLvkMtpPPk7xmuvEuK4skzz5NGp33E7YqKGNlPGMBL1XXyKx8nj86Wl6L2yBOMavzOPPzlC++UskTzwFydBx9uwmHnz5SoqCpKpIkoySTOK+XaFxz52gqqROX4e9603ajz2EPj5J7tLLiOw+vVdeRC+PEvV7KLkcaqGIdeJJaIUiiVVrqHz/W0R2HyWZYuSzXyD3kSvQx8boPP/cEDRWuPo6Wo88iLNvr/AMmybZjRdS+cF3SExO4ezZxcgpp5FxXexXXsTbuxv3qceRl68gPH7NUT5oEJ7y9NkbcQ+8TXereO1Rv/fOBlIYYu/ZibvzTcq3fAVj+UrCVlOMw/e66JNT9F97BX1Bh+lnR3lqd59ESeWCz53LHXGbJ5oi4iNGCMY3+zbZQSyMPujUmYrMnOdz6yD+5IJ8htPSSRYYOj+eq9IKI7pByGnppIhukSCrCB9oRpW42FDQahVCVUXKFZDe1QmOV67CvOo65Je2Iqcz6Os2cKsLny2qA0Lt0aOmIWJk+P2qd/AA+++8nfb0NIlSidxHryRcvJTyYME3qWtszGd4tdtnVdJiqWnwtu3SDCLiGA66PvfXmiRkGSeKOC2d5NS0xctd+whSbkhOVUkrMbosYUcRz7eFKN5jO/x4tsYfTJbZaztDQZtVFdakTH5Za9IZQHbymoI9AEeljujSBHHMm32bMV2lFehExCDJpFVlGFMhAcrAN5xVFDKKQisU8KAzMykOOB6LEgYVz0eThID2BjmjXhTzTLPLtaMFFiZ0GkHISivBskSCp1rtYeawF4T8bLbGVxaMDj3fvVCIxOnB66r4Af84W+MLEyN0Q9Ete7nT53jTxJBh1gvY3rPZZTssNxP8wWSZZ5odyobGyankUNCC8JcGg80CN4r4UCHDbXN1Di8X2kHIM60OZ2VS2FHMVELnyUabtKqiShLPNBxOyVgsPkKM1INgKGgBnmv3+EgxyyvdPlHPZrmZYG3K4q5Kg3oQDMc/VUkioyhkVQ0n9DkxafFyt48pS5R1jYsLWXbZNiVdI6nInJtL80ijjTHIeJ00NGZdH0OWWWTopAffLXU/4M75Br2BcGgGIfv6Nq0w4qFBNm8rCPmHQ/P8xZJJllsmY7pGSlW4YbTEnZUGc55PWdf4aClPFMNdtQZPNNqDrmqOE1MWP6/UB2OucFUpRyeM2NruIssi8keXYGuryyWlHN+enqcRRIxoCjdNjJBWFPbbHkEc0QpCflFpcGE+5ISkiSXL3DBaoBNGlFWZahDxl/sPEiBGWy8pZPl4Oc+3pqtD8vclpSx7BvcXDqKMxjSN/Y7LefkMCbnLtOszNogQArh5fAQphhvHijhRLK77OGaZmSA9uGYEqKzIT+fqVDyf9VlBOf7RbJUpw+BjIzkkYFdfQLAmDA31XcKx7gfs7NtDQQsi+3pTs8P1uo7+azy323s2v5hv8JFilr8/NE8zCClpKq92+1xdzmPJ4jNOQSIpS2xpd/nkaJFuGFHzA46zTLKKzCnpJGlVwXifcWhFFl3+RaZB0w/JaQpFVUSD7ey6/PWB2eHnwVPNDn+2aOI9lN+cpvKpsSIP1dvMuR6LTYML8hncKOblI6KzZElic7PDufkMCVmid4TXe1XSPOrz6Vgdq9/H+n3z1E4Cm4/4+eDgtmP1e1qyLKOPTcAHZG39XdeRgjZot+lueWc/RVIVIjuAAdgo6vdInr4O5b8j4r25WbrPPYNfrWKdcALWqhNQ0kcP8SjJ5HuEbNBpEw6ig9RsDjmVovnIg9ivvyp+X6uRWr8BFAWO2EFN/P/svWewXeWd7vl7V9pr53z2iRLKARQQCJEEQgKDCAYTbLAbYxvbOLX73u6+MzfUVM1U3VtTNVMzU337Xne33Xa73TbYgMEmB5OFCSIqARIoH520c1x5zYd36yCBsLvdvg519VTpg/bZYZ291t7nfd7/ExYsxm82qNx1B2G/ZiGyYBHJs88lcByMkWFS511A7ZEHcccPo+XyFG+5FbVPkNzpKQLXofP6q9SfeJTQstAGBslcfCkDt3yR5jNPEtoWsdPPRB8eIfQ8eu+8hT40gpZMomeW00hnZgme0A3SGzahRkycyQlazz83+14Htk3t/nuJr1nL9Pf+Dq00CK6LlssjdA19eBR38gjtl19EaDrGyBitLU+DouA3GohIBIIQr1YlungpXqOBUFUC15Fy6kQSJRojedY5BL0elbt/jDszjZpMUv7h9ynceDP64DAEAe2tL5G/4Saa3/5vWLt2SuK7Zi2dXdvRUhm0UonJv/q/CTod1HQGd2qK2oP3UfjMLSjRGJlLNuOvPRslFsM+uB/7wAFCVy7z7PfexZ4zD3P+AlLrN2Dv30fn9VdQ4gmy519A5/VXCVtNem/tRI3FiS0/7UPXUXTxUrR8Hmu3nFArponQdELPw++0ccfHAWg8+wTFz95K86nH6bz+KtFTV5I893wq99yNknydRZtvY/pthW4lYN9zTc7dnGBhzEQgZZjP1ZvMMSP83fg0nf7UdF06wUWZFFvqLcr93f6nak3GIjorElFUoaCJgF822lxbzDJqGnxzdJBXWh1ea7X5sqER/9lPmJicQItGSW+8hPiqNSiRCH4QUvU8ukaEvfMWUR4YpRIG7Og6xFQXRQhiqsKYGZn1GYKclJ1ISui1mkz97G6a4+MITcOctxAfgeW4uLqOR8iTtSaPVZuYimB7u8vqRIw1yTgvNtsszaZ4tFInoijUPR83DHil1eGGgRxP1Vq81e5xRT7Dw5U6Alk1syGb4qVmh14QEiI7Jw/ajpQ9CoWLsin2di3mxSLcV66zJG6yvd3DC0NaXkBcVTg1HuPZ/sREIBOTS4bB6kSUEMGpiaiU66YSvNBoM+XIGpBi3898xHb5WD7NtONyajxGXFW4q189tDweZdxxCEI4PSblr3MjBssSUcYth405KWvWFYW66/FOxyIiBCOmgRuGjFsOk7Y7S2p7fsC4JQmtj6ydkfVDKnNMGQA0aOg8UWuQ1zXKrsej1QZ+CNvbPfb2LG4dHjhh0M0c0yAIweoTPkNIeaYhFC5MJzg/m6Lt+eR0DYGs30lpGndMVbD8gBWJGKdEI5SM972J1jGbHwqQ1VSmLIeP5zOMRQyO2C7vdS2uGcjOJi0vi5lUPZ+VyRh3TJQ5IxXnmmKGqwoZun5AydCYtp1Zu0BG19mUSzEc0TlkO8T6Xtl7p2vUPJlK/G7P4qxUgl4QzIZ3aUJQdj0yus7TjeMT/gPggGVzUTZF3fOpui6jEYPPDxewA+n9NoXgvnKdne0eWV2j5QXcMVXhm2MlvjIyQMnQKeg6u7o97pqWCqOQkJ3tLp8bLqIheLHRJkAwFtG5spDl9okKVhjS9X2uKmSJKQovNDs8W2uxMhHD8n0O2S7PN9rcMlTgzqkZjt1eeqza4P+YN4IiQFXkBs3T1SZfHi7iEeIEIWXX49tHZC91SMg5qQTXFDOYioIdBLOT7EvzaV5rddhvOQikImLRMWFgOzs9kqrKwqjBmqQ8NgW4uphlWTzKDybK7LNsghBiiuAv5w6z8INhYv1z8EEcrZgy+DCZa3oez9elr9ru/z4g5eFaP6n5qkKGV1rHbDqHgpSmsTT+L6uWiagKw6rB8DFD2Kbr8Uy9wVDEoOp69IKAmuezp2edsLpmKGLwqVKOni+/b3RFoel5mIpCo99oqwm5EZxWBF8ZKXHndJWq53F6Isb6TFJOnE/iJP6A8T+M1AohfsGJqc5/CsPw5x/1sBPcdsLECiHEl4EvA8yZM+c3OsaTOIlfi2PUBEJRUeMJ9CHZlWkMDhOZvwA9X/zIh7vVCuWf/BBjbC7RxUuw9u3DbzRJb7zkQ5OqY+E16lTvvRt7/15AdpnmP/UZrHeOD+Zyxg+Tu/p6qvf9VJLtRJL8tZ+k8eSjs4QWwH53N8l15+DMTJO/5pNM/9N3JQlSZHpz9f6fkbnsCpqPP9JPHIbaw/fLqSzgTh6h/vhDGIMj6MOjKBEDv9XCemsnjaefILQtLN3AnZog94kbGPrTv6C7cxuBbRNffQb6gJxgB5Z1XI+uEAKv0UBNSZLvVcrgeXLi22oRW3U6rRe2cPSrIeh1UaJRgl4XFCH7g7sdFFN66brb36D96ssUbriJ7s7t+I0GyQsuIrp4Cc1nn0KoClouN1tz1N2xjdipK7DeeYvA6sljCyEMPDkFVRViy06j/cJzxJYtn01sFrqOZkax9+/FObCP9qtbSV98KebceQhNo71V7s2FrgOKgoiYuNNTmEuXY+19l86rW6Xnd2Ya+9ABBj73JQhD6o8/AkKgFQekDFt/Xy6nmCaRkTEym6+icufts+dGy+VQE0mMoSEC28bes4d2KkPy/A2omSxeeYaZ238k3zsvIBH1ceo+mUGd3NoYP6/Ueb3TJQCWxkxuGx5gS71F1fMwhEIIvNhoc1oiStl+f1oaAgdtF6/vzzMUweZcmvv73rm8rnFeOsklqQGM++9h+tBBEqpK3LKoP/wAkbG5hAODvNbq8Hi1QafvRdyUTfPmTJW0rrIwapJUVULgklyKGdej5fm83elxYTZF7gPBQD0/wOt0sKcmyegakWs/xRNKhB3TNeLobBwosDRm8lilQS8M6fVX4k/XW1yST/OnY4M4QcATVYEbgh0Esz7UpKpS1DVmPJdVSoy/7PtYnTAkpig8VZsiJKTty9Cq81IJtrY6bG10qHse52aSjEWkjHpNMsbVxQwv1NtoiuDaYo6sqnKKGeHdnk1CVRgxDM7LJPj/DkwQCjn53tezURHcNjLAlONAKHss9/Vsnqq1yOkac0yDJTGTmKrw9bESThBwdhp2tHtoQrC11SGlKjR8n5v7icvHBuZEFIUVyShJVWNHu0tcVbiqmKVoaMfdp2jIrlY7CBECYopC2/N5qt5EIFibjDESMfCBJ6pN0ppG2XVREOy1HJq+f0JSm1AVPj2Y4/l6m3YQUOoHQxV0jTXpBD+cmGFTPsMPDk3S9H3mmhGuLWaZZ0bY3unxaqtDTtcYNHQ0oaErCrl+QrChCC7NpSm7DjldZ6o/LYsIhRnP43tHpkmq8r7XD+RQhDweJwx5qdnh2UaLcr9C6HNDBb4/UebW4SJhGCKEYNSMkNFUku0eT9eabGm0Z1OFt7bajBoGExGHtKbx+aECey3p0z47k0AXMKDrHLSO7zgu6BovN1s8VW0RhHBmOs656QTFvpR2f8/i5WYbOwjpBD5OIBUX73VtFEKWRE3qnscL/cAm2U0s/fs72j329WzOTMUJmm0WxUweqzY47DgUdZ2mH3DXdIWvjpTY0bWICsGE7eKEAednZD1RRAhqvo8QEEGgCoGPrPpak4iTVjXWpOKckZLyXz+EOyZnWJ6I93usQwRC+suFoOr53DtT5axUglWJKG0/4JX+NDGtqrzTtXi23uKGooamykTv3V2LEME9M3JTIKoofHm4yEHL4b1jNsK6Qcjj1QajER3zmL+/cVVhRV+mf/SvU0IRXJJNYwchnuuR0dQPqQvDEy9PZ392dEL6YkPWgK3PpBjQfztBS24YsjaZ4N2ezUjEYNJ2eLzf9f1RiCjKcdPglKZxUS7FnZOVvrRZcFo8io1gWSzCvxkr4YYQ6X++0x8h3z6Jk/hDwf8wUhuG4cW/wcMOA8fG5o4CRz7i+b8NfBvgzDPP/J+nUfokfmfQUilS566n+vOfzt6mDwxijM3BXLocRdePm+yeCH6zQfbyq7H3v0fnzdeJzD2FyCnzcKtljGLpIx9nHzowS2gB/EYdd2YKJRrDd99Pzmy/upXizZ8ntvw0AsdGTSQQERO/2frQc7oz0/R2bkc//0LwfLRcDlT5h9o5uB+hqCTPOR8tV8BvNWdJEwCBj1eewVywmNaDP0OoKvnPfA7nyDjZ625ENXS8WpX2iy8Q2BZKNIq5ZClqPImaSKD1w8PURALFNGcTlsMQ4qefgTPR/5gHAYl158oJrCIIfQ81nSbo9/x2t71JasMm6o8/iqLLlNbo8tNQUmmCXo/eO2/h12rUHn4AY2wO2lEZcSyOlsoAAsWIEAqB0A3UTGaW4JqnzEMYBiISkSFdsTjW3ndJrjtXHncshpovoKgaaJok07EYXqOBO3GEyo9/SOlLX0MfKBFdtJTOKy8jNA2/2UTL5oguOxUhoPnGq5IUZ3P4rQZhEBA6Ds7kEZyD+4mvWMXUt/87hRs+TXTxkg+dR3P+QgY+9yV6u99CLw2il4ZwJ8bxu13URILs5R9HTWdQEwmazz6NX6/he6BqgvjqNUwdMAhDl9xcg52qTdnxGDR07DCk0g99GbflwrrqefIcqQpVx+PMdJwD08cvuhOqyk2DMmjmlVanX7mh0fR8fjpd5X8dG6B56BBeKMNJov0wMKtcppnJce9MbTZpuOkFvNHucnE2jR0GnJdOEhDywEydHe0ePiE5TeNPBgsfmkbYQcCWeouM4yNiCbR0mncjMbZPV0EIXARPVJvMj0YIRXjcdulR4lo0dCw/YFk8xrZ2lzHTINdfzKY0lY/l04xGjNkgKF0IvnVoilJEykB/PCnDphaYBmNmhO9PzpBWVUIheLTSYHnM5OujJfb2bAZ0lS8OF5l0PBbGImQ0jS/05bshkkQ/XKnLFGGkhHNVMs5TtSaHbYfFsQgCWBgz6QUBRV1jIKKzPpMkrWtM2Q4t3wcEpoChiM4/TZYRCCpuyP6ezVfHSh9KUPXDgGEjwv9zcAKfEAXBjnaXfzvn/SyDpCYrW74zPs2U41LSddZnk+zo9BjQdZwwZGury8pknJ4fII9C9pMqQkqmlQ/sYQf9DQRTUTlkO6Q1laKisbXRZnM+S1JTuL9c4/xsip9MyVoUgIrr8f2JMp8bKvB6P8jpoOWwu9vDxWSOGSGva3x2qEDd83im1mRZPDYbqFTUNK4ZyNJyPbKaTgAccRxun6pwUTZJw/O5opDh4UqDIJTT04ym4oQhRUPjlWaH1YkYHkd9ziHtIOC9/nTw6GUWV1RGIwZ7eg4F3ef2qSptz8dUFZzA5z/MGebKYoZ3exb1/u92TipBydD5b4cr+P2qnWdqLYq6xppUgrbnsaPdpWTIEDQrCFGQsumhiM59M1VGzQiHLEdu+IQy3fvoNNHoe1dfbLQ5s28l2FJvyawDAXFFEnqnn4B7VTHLkmgEF9mfvCoRI6LAWck4u7oWClK5MKBrpDWVc9IJXm60yfcDyHRFgSDAVFV+WW/y2cECM67XD8sS7On22NOVnuzHKw3+cu4gb7Z7pFQVQ5FBUL0g4JDlYIUhCWBpPMqWWovliShfGikybbusSMQYMw0er36gH56jwVPH3xZVVUYMna+NlGYVGH8yVOD5epP9PYekpnJZPsOy+ElvHPEAACAASURBVPu+8pQmN+3unakRUQR5XaPh+bMBTuelk+R0jZyusShmovDb6761g4AXGm1+UWsy1U8AvySX4oJ0gkW/wgN8IiyNmtw2OsDenuwlHo0Ysz7mxEkOexJ/ZPhDkx/fB9wuhPh/kUFRi4CXf7+HdBJ/yHCrFRlcpCgYQ799pXp06XKKqRSd7dvQ83miy057vwLnnwFhxmg+fD/NZ54AoLP1RaIrV1O48eZf+ThvZuZDt1l73yN10SZq990LYYiazZK7+jrKd/wAa/fbGIPD5K6/kci8AtHFS2bTcgFQVZR4nM7rrxA5ZR5qOo0zfoig10MoCtpAidDzSG+6FCWTBceWU+owJAx8vHqd6OKlRJedKmuMhoaJzJmLeco82ltfojsxTvK8C8ld90lCz4NonNBxsKb2YJ6yACUaI+h1sQ8dJH3JZprPPYXfaWOeMn82CCp26spZUt56YQuJs84hMm8BxtAItfvl7+w367gzMwx+5Rs4E0dQE0kpyd3zNmgaWiaLfXA/wgdnv+zrja9YCYC5ZCnaKy/iVatSyjw2l8SZZ1F75CHMxUtJbbiY2gM/I3/9jfR2vEn15/cQOjat558lecFGspddQfHmL1B/+H5JaCMG2Suunu1ODl0Xd2YafaCEMTpK6qKLaW15FmEYxE8/g/jpZ0Dg40xNYR/YhxACYegEvR5oGq0tz2IuWISay+Ec2Ef9sYfQR0bQ4sf7axXDQM3lMOcvlJ3EQiFwpQRcjUYxFy7G2vceXrVM6UtfpbtrO60XXiK+chWJDZfy5ndd4nmN0bMTvKV0+pMVSSrsMOSI7bAsHuXR/tQiRCayJjUZrHNtMct95ToRRVZxFHSdqKoQVRReaXbI6SoKMgglACZdn+G5p2C/+Toq0qPa8ANIJDlgOXhhSNuTSZymolBxXK4v5sjr0jf2dqfHjr4fUkFQ8zyeb7T4hJE9bpHY8ny6vk8YS7D0muvovvcuu3s2iiLQUmmU/mSm5npcmEnz6DEL3tPiciIMMtn58nyK1Ykoe3o2hyyHFYkoByybe2eqxFWVi7IpNmRSpDSVM9JxXmp0MBTB10YHKBoGPd9nS1+aGCLJQSKiECC4d6YiA436098/Gxtk2nYZt1weqtQpuy4Dus4VhQwTtoMThhhCUHWlrPKqQoYd7R6TfV9zydC5Ip+lnfX700iFccvmb8en2WfZEMI3RktEVIUrCxksP+Sxap2y6/N0rcW56QQLoyaaInCDgLe7PZ6stkj1pd2yikhwwLIp6RrTrocbhsSEYHM+gxeGlAydX1TrbG31GDA0ao6Hj9wo2NbusiGb5PVWl6SqcHk+wxzTIETKWw0hOGQ7PFNrYQUB6zNJzkkl+PFUlUnHRQAjpsGQEaHp+ZiKMkto6b9Gtb8ZszIeZV06QUZTCULY1e4xx5QJv3OjEZptnzEzwkMV2dmqCmgGPg+X61xbyvF2z6LuStIz7bhkNI0t9TarkzGWxk3e6vRYGI1wSS7NLxttDKFwdirBM/UWO9pdFCFYk4wx14xQ0HSqvgeBPP9npuIQwi/rTZbETGYcF0VAJBTEFJUn6i0+O5Dj388dpuJ6pDWFbhDwWqvDx3IZ3un0eLtnYQiFbe0eKxIxLM/ntESM0xIx7pisUOlPhc9LJ6i4Hr1Ayrjf61mcm0ny06nKrPoop2ukNY1xx2Fh1OQUM8K47TBqGlRcn0bfvylCGDR0vjw6QEnXqLg++y3ZR7unZ7EsFuH6gTyPVhu81uqwKGqwIZvizqkKZyQT7LVsVAFTrkvdkx3PG7Ip/n58hvvKdVKqymWFNHdMVtiYTTHltAGww5AHy3UuzqV5oFyn44ezEudVyRhlR1bgFHWNL44U2d7p0fF8zskkGNANNEWwIhHjvpn6bO82wAWZJPET2BYGIgZ5XWNRNIKqwOOVBnt7cgOv4fncPVXh62MlBo+pODs1ESWpqbzV6XHbiCSGdc9jTTLOnGM23U7klf3XYMbxeKrWJAxlSnPH93m91eXfzRk6ofT4V8FQFcbUyAkDpk7iJP7Y8Puq9PkE8NdAEXhQCPFGGIaXhmG4UwhxJ7AL8ICvn0w+PomPgn3kMNW7f0Jn2+voxQHyN9wkK2I+ImTpN4ESjWIuWHRcPc+/CK5N68Xnj7vJemsnQbdD6HmIj+hVjMxfCM8+dZxU1xgYJLZ8BUZpCGdiHGN0DuXbf0Bv13ZAYB/Yx9S3/zsjf/kfSZ67njAI6b2zCzWeIL3xEnrv7gHfJ3Q9Uhs2Ubn9B+D7iEiEdL8CKHDkAsTvdSncdDPWu7tpvfg8WjZH8uzzaG55muQ564EQd3qS7huv0Xl1K8Vbvkj5x/8kk3+LA5hz52EuXkbz6V/QVJ6keMutNLc8g71nN2o6TXTJcoyREfTRMeoPP4ReyMtuzCmZKO1MHJGS35VriJ+xluJnvyBJWyqNMCJY+/fS3voSuWuuZ/o7f4O9fy8iYkpv8Ht7ZsOqzIWLMEalPUHPFyje/AWciSOEnocxNEJISO6a62QqsusQWBZBq0n71a2yqzYMwfdpPfU4iVWnYy5eSml0jKDbwZ2epvXSL/EqFULPI3BsENJDrRcHiK9ag5pMEnS7WAf20d76Iqn1F5G5+FJmbv9HQstCaDqx0xYRmTOXwqc/izs9RfW+e9CHhlFOXUHH/3AXYeB5dF7dSvn2H0AYyCCvCzeSv/aTCFWlctcdIAR+q0XrhecpffGrxNddwMQeeOtun7nnJCksMMnM0biq1qEcwjuKzms2OAEsiJmMBiETtsv2Tpe4onBZPsO2dgc3kKmZ/3ZOiRBZv2MHIQctm44fcEEmyX3lOgGSoEaUgJimoZx9HtGJI8TqVaaCkOzGj/FkqLK0Xx0TE9BD0PF9klqEqCJQ++PbKUdW1ThBQAB0g4DdXYspx2UoYqAK+bjdXYtXWh10IYgPjjK3NMicrsNUu4uiarPSwaiicGVBTly3d7rMMyOsSyco9Rer7vQ04dQEr5ppdjou6AavtTqsSsZYn0nxRqvLllqL1ckYJcPg4lya1Yk4lX5S6z8ckf7CBVGTpKZyUSZJ0dAxhWB7p0uIlJQ6oZyq7eh0WRozuXumOkusD9gOz9RbbMql+c6RGUnwEbzW6vCNsRJnpRIoguPqn9KK/C7xfElW9/ZshIDzM0n2WTZb6i0avk9R1/lEMcftkxVMRfBstUmqqNLwfDQF9vUc3DCU/+/XIamqTE3e07X49pEZZlyPU+MmF2RSPFJpkNNlL63fr3hKayp6PzzrjXaX8zIDrE7EUITgwXKNXzba6EKwOhljXSrB/7V/YjY06cVGmz+fM8Tnhgs0+2FaGU1DFXBmMoEXhiRVRfZ9IiujcqYmvcOJKD+ZqhBRFAwh+OzQ8dYQgTy2uuuR1TREvy/UQ/o+g35ydAjMj0qSd/S9+NRAvh+A1eGZWpOWHzBi6DQDnxcakoi1fZ+Dls2/GRvkq6MDHLRsyq6U4u9ud0noGklVklWpDpDqhUj/c+Qgp+AQ8my9xdZWh54fUO9vJuUdlZofMBzRqTkuey2H2yfLeMBXRkpsLmRoej6HbYfn6i0uL6TZ0e5S8TzeaHX4zFCRSUdKxgd0jTunKlhBwBzTYCSikdJUVifj/HCyjOUHLI+ZnJtOMhLRSWgabc9jb8+SsvpmhwB4p2sxEjEwhUzl7fg+D1XqHLQc1qYSnBIxGIjo/PWhSXK6jiDkykKWr4wUOdzv083oGnFVoey6LIqavNzq9D3+HhFF4ZOlHA+V6zhBwAWZFMviUf728DQCuL6UY3UixsUn6NMeNgz+Ys4gj1Qa9MKADZkUSz/opz0GqqIwaEqP6v4PyMB9pMf2WFIbU1WWxqMs7VdJLf0VlVK/LTQ9jxnHZabv4VWETEg2+/L6kziJ/5nx+0o/vhe49yN+9l+A//K7PaKT+GOD12hQu//e2SmZO3GEqb/9a0b/t//8WyW1/2oIBaFrhJ4qCZKiSE+mUAiA0LIIW00pLY4l0PJ5tGQKozRI9sqraT73DKHjEFu5itiKlSiRCMbwCMbwCPb4Ibo73pQhUUIgNI2g1cRvtzCGhsledgWp89b3a22SCFWjlS+gxuM0nnmS7LU3oGg6YRjSfuUlUum07DH97t8RdNqEYUhsxSpKX/km9nt7aG55Br/ZILQs1HSG+Ko19PbsJnPZlTjjh/FmpuUUIAiw9r5LZMEilL502K/VCH2f1IUbJWF9+QVQFEq3fYPU+eupP/4oybPPpfH4IyAgc8ll9N5+i/YrLxJffTpaLk/2sitxjowz9b2/I7V+A3geXmVmVqYdOjaVn/6Ewic/gz4wgDAMtHQGNfF+kJeWzc0mBjsTR5j+x78n7EuhURWym68CVZOS5MCfPYdSCu0TWF2MQhEoEno+fqNO6Ll4lQqxlashBPvAPsIglP7eXz472yeqALFlp2IuWkLp1q/gzkyjRKNo+SJ+s075jn8i9DzM08+kvuESHggV7EMTrB1wWZ3NzIYieeUZqvffC+H78vDms0+RPO8CrN3v9CuFcqiJBH6zQf3h+4mfcRbFRWdQWJJCNQSRqEfvja04Tz+B6HQ4bfFylm7YRDWWYMDQebXZYY5pcGYqTt3zeLHRpqBrLI9HUYRMSC7oGm0/4NFKnUcrDdwwZHk8yvUDOf7hyAwDhsblgwVGIjrO4CCFP/k8utWl6cMjgeD1roNudNmYTrC1XEVVVU6JR7kgk8QOQ46etZGIQcPz0IVC1ZMLubGIwaPlBpcXMwxFDN7rWvxspsaM66EAP5mu8tXRAVabUQJNJaPrCKBkSP/o9naPU6IGZ6WOT971GnXKd92Oc8lmdk7IXleKRUJgW6vL2akEb7S6+DB7XuOqSjyqMjcaYWe7S9Xz6fkBNxSzDBo6T9dalF0Z3nR+JsGrrS7dIMDyJbFpeD75wOczdgt7/36UwSH2Zws83O5ySS7F1YUsBy2bjKZxQTZJRtM+VInkBSFWIIOR2kHAQcsmRMpQl8SjfHt8mpKho/gBE47Llkabc9IJFkRN7mlVGXcc7p2ucV0xy9udHudmkuzr2UT7nZogZeYzngykAThky8ny2ekET9WaXByPclMpzwFLyhjPSSd4r2fxv8wdwhACDdjZtWh4AZqQ6cATtsvOThfrmGs5AJ6oNbgtOvChuqZNuRRvtjrcWMrzs+kaQshJ5BWFDB3PZ0utha4otHxZi/R0TcrNj352hgyduutxaiLG660OPtIrmNMUBnS9f037jOoGG7Mp7pgqowmFrKbxs5kaI6bBikSMqKIw7bqcmUzwYLmGdIbK97vp+zzfaHOgZ7Exn+KcdAI/DJkfjVDzfLa1uqxNJfiFkHJmTQians/imEzgfqUtNzkerjTwCRnQdQwl4Mlakz8dLRESElNV9loO3SBgXTrJI5U6/+eBI3xlZICiLqX/Nw3KjcK9QjDleLT8gJKuUzBUlsRM7p6ukVBVzk0nyWkad0zXWJuKs73VZXM+zahpsKXe5u6ZKjlN45JcmrQmPZlvtDvyGgxDFAFVz+edrs2eXoOYqpDRNFnLJWBZIsrtUxVAYAUBTc/nR5Nl/nRskEUxk4Sm4gchm3JpHq80uDSflhJj2yHbr8G5OJvi9ESckJCy4/K9w9PyOx85UZ1nRmS90gcQURWWJWLMMSOyI/oE9zmKnu/T9Hxi/Y7hvKHR7h1PbNMf0XH7u0TV9Rm3HRZFI+zpSYl73fNZlzb7GyJ/XKg40qMtE/b/+I7/JP6w8IcmPz6Jk/hnwW+36O7aedxtoePglqeJjP3hBIcpqTSp9RuoP/awvMH3ia1ZK5OMH/g5xsgo1Z//VC4ANA1z8RKyV30CLZkivmYt5oLFhIGPls4cFyzlVivSq1kcwJuckDJhz0OY5mxtkNC04zqD1VyO7MevRc8XUDSNxiMP4jUaEPgoiST60Ajdt3YSdNqzj7fe3kXizHVouTx+V6Y4hp6PEo0iIgbZzVdhH9qPlslT/OytVO7+MWoyTeZjm1FiMYzhEQLXQcsXMcfm0tv9NuaChSTWrqN8z10IRUGJxoiddhozP/wHvOkpCEO6O7ZR+uJX6b61AyUWnyWmQT8JWh8cIrVhE2osQe66G6UkuNfFr9doPPkYpa9+E/0DPcEfROeN194ntEDoelj73kMrDJA87wJqP7t7dhMiungpYRjS274d5fQ1aKk0kVPmUfrS17AP7Cf0pUd55vZ/xB0/TPKCjXiVMo7nU+17Ck1FED94gOiSZR+qf1IiEQb/9M9pPvMkvYs388NaB18Ignab8XoTfdli1uXkzDYM/NlzBDJFOvR9+S/wZY2RoSMUFcWIoKTScmMgm529huxDE9QffgDRJ4/+7l0UigWWbvoYqqqyJBbl2XqLLY0W046Udn52qMAjlQbvdHuMRgwuyacp6hovNtvYfUXBrm6PQUPnG6MlMrpGydDRFEHZcflux2FtOsP3J8oEYYjwfV5vNLkwqvPlTAzHthHpOG2kTzIABgxJRq8byPFguY7el3cOR3SeqDV5r2eR1zW2NjtoQpDXVewgpOb5vFBvsyIRZcAweL7RIkRwejJGGMo+WJCTlctyaQzPwex1EbaNMAyQNa+S1FoWkUh0toMUpBwz8RGSwpSqklIVnBAerzZo+j52EPJau0NGl949Kwjp+lL+uiYZQ3v9ZSYfekCeX2Bs1elctn4TYQiuH3DTYJ6kqp7QkzftuDxXbzFuyaqOc9NxViVjbOv0SCgqtb4kVQB5XaMXBLQ8j7MKGR4sy9oiNwj5/FCBmuexLB7lQM/mG2Mlnq41iSoKq5MxHinX6YUhZ6cS/KLWpOMHKNCf8hnYQciGbJJVXownqg1+OFFmOKLTcDzOz6ZIaipP1I73+h/tolUQUoqrCARSrnmioVPRkJ2sFdflz+cOcsR2cYOAV5tt1HSSbhAQURSEqmIqsoJq2nF5o91lfjTCgK5zihlBEYKW57PXsshoUv465Th8ejCPE4S817O4a6pCXFG5rJDh6VqTA5bDm+0uc02DmwbzJBSFKcdjTSrByr4E+tFKHTuQdTX7LUEQCrb1ZcnLYlHmmDJxeke7y5eGB3ip2UYVgmUxk5bvU1EUXmt1WBwzCWGWsOT7vuoAaPqBnFIKQcXzWJuMc0Uhw5ZGm4crdT6WTbGj0+WJqksnCPhUKc+2dpchQ2dNKs63D09zzUCW89IJCn2S1/IDNmVTEIY0/YCuH/Jgpc6utoUdBowrLg3P55ahAhFFIalKeffRzZW9XYv12STvWjZ2EM5ucHW8gISmYgUBKVWl1U+htoKQpucz47okNBVVEZyRijPXNJhxPP5kMI8iBIaizAY0jagq+3oWd04fnxDd86V14VfhRHLjY3HEdniwXGd312KOaXBNIcvmXIYfTZZp+QERIdhcSJP5AyCNXhj2Jelphjo9Dlo286Imm/Np4n9EpNDuK27unqpS81xWJuJcWcgcNwk/iZP4l+IkqT2JP0qIiIExNIzVr42RNwq0X0NkftfQUynSmy7FnL+Q7q6dRObNJ7p4KZPf+ivMBYto7NqOO34ILZtDSaawdr+DNzONlkwhhEDLZE74vEG3S/2JRylcfxNTf/8tSc6EIHvVtTjTk4RhQGTOKbOSS6/VInRd6TsOA7Kbr2LqO9+SU15NJbX+Irx6FbdaRhgGiXXnosZisu81CDAXL2XwS1/Hq1dlHZFh0Nn6EvXHHyZot1DMKFo2S+aqT2DOm0/5xz/EHT9M6HuUvvZn1B9/mNazT0MY0H7xeeJr15G/9gbUVJrQ9+nt2kHoOChmP9k4COjs3E5288fRS0M4R8axD+5DS+fIXPFxKnfejvXubvSCnMjmrvtkX44LyXPO/7WEFiA4Jh0aJDkUqkbs1BVSnjw4RHfbG1JOPX8hbrVM9Z67gJDUBRchFAW9OED3nbdxJ8Zpv/oS7vhhQNYi6YNDhBNHCES/ViQIcUbGcIPgQ+REiUSILVmGViiypdXDcx3CfgAIvs8rjRYr0gliqoqaSBI//Uw6r7zUf7CCMTyK0A2ii5fS3faGlE4DqCrpCy5CLxzfn2wfOjArbRf9KZr73h44bz2BqpFzbL5YyvFmz2bCcVkVj/JSs82LTTmxrboeP52qcvNQAU2IWQIYhPBuzyKtqZwXSaL1mUlG0zgnnSQAlsRM3u70iCoC03VYGBFMfO+7+N0OxS/cxlS+xLuexbs9my+NDNALApQw5JMDOXr9hdBd01VSmoouFNR+iBPIIJ2m5yGQhLgXhPxoqkJO0/AJuWu6yo0DeTKaStXzeLXZ5jI1ZOLxh7DffotCPEp81RqMeo0VuTRvVhvQ65KJJ1gaj1LzPFYkomzMpU849SkZOsl+jcykI5OhrSBAQRCE8HbH4tOlPHqjRc8PODMVJ9Hr0nruGdJ9zzJAa/ubrL9wIzVFsCIZw/ZDcvqJa0XunKrM9sVOOi4zrsuV+Qzjtssv600GdI2cpuKFIb0+uRiNGLza6iCE4PpSjpgi+M6RGQ5YDlcUMn0pdojZ//54YKZOLwyYsF0uzMgNJj8MSakqQ4bOF0eKxBRZE5JQAy7MptjST9sdiUa4Z6bGDcUsC2MRDtvvT79mHI9rilGeqTfpBSEtT6bonptOzE7CPwhTVUmHcF+5JhOSfZ+0pnImcnouwpCoImOoEprCtnaXl5sdVOCW4QIdP+D+co2ViRjrs0mqrseD5TqX5zNoQvCzchUhBFcWs4xEDH46VWGyL1cGOGA5tLyAmcDjvx6S0/yq57EyHuNj+QxvtrtoAjZmU9w5XSVEpvY+W2vxheEiVxez1F2fMAwZNmTVzq6OhRMERJIKVr8bdK4pq4Y0IegEAfNM6Sm+c7qK1Zdg+yG80Ozw1ZEBnCAgEzGYdj0O2y4dX4YWHbRsvjlW4vVWjzfaXUxNoWDoPFtroMZjPFyp0/EDsrrKtcUc56bjLI2b3DNTxQ1DUprcKNrftxjkdYULMikeLNdRhSChSh/3fDPCl4eLvNWRPuaxiE4nCChoOivjMXb3rNmNoZKh0/UDqq7PvL5i11QURs3Ih6bzxyLV72JuHlNht7zva/1NUXc9fjRRZntH+vanHJcjtstfjJX48miJnufhAS82OrzZ6rEyGSWv6zQ8nzmmMZtC/btCTteIKAoPluvMi0ZYlYgzEtEo/pZSlX9XmHFc/uvBydkN0WfrLYSAT5fyJye2J/Eb4ySpPYk/ShiFAfLXfpLJb/0Vfr0GQpC58mrU1IlJ4O8TeqGIXiiSWHs2AJ1tr+NOjBNfuRqvLned/VYLJRoDXcdvfTi5+IMQmoZzYD+dVJrhv/gPBJ0OSiyOEo8z/Z1vocQTDNx6G2oiiX1wP/XHHyHotEmcuY7AcdEKBQqf+ox8MlXDenc37eefI3H2eZhjc2hueRZ777sgBOaChRRv+RJGaRC9JBOb3WqVzpuvoRgGSj84y6vXMeecQui6pC+6GGvvu7RfeB4tlab1whaEqhKGUrLWff01cldegxKRCxgtXyD0PJREAmGahJ6HXhwgcd567D3vzIZjhb6PMTpGdOlyvGqF0PfADgksm8RZ52AuXkps1ekf+b75nTZ+q4VQFJLrzqa77Y33ZcaKQuKMszAGSgSuS9Bpk9ywCXd8nMYvHsWZOIwSjdLbtZ3E2nWoMSlzj85fgN9u4W5/Y/Z1vOlJEuecj9lqET10AFMIkmvX0cgViPoB2T6p9VpNQttGRCJyI0PVSHjHEFqAfv+n1icYWipN7uPXomVz9N5+C2NklMwll80qFAZuvU1WBrVaxM9YS2T0w8oF/QTJ29rgEE0Ee6dnONLpsiBqsnJwkJSm4iEXtcW+PBNFoe55TDjubOpnpz+FmR+NMGYasyQgDEPC6gynHzmCr2mcWiwxXchgd7ukq2WaD/4M0euiKAqKYfQX4g4dP2Bbu8vpiRhPV5usTsb48WQFuy8jVBGoQNlxWZ2M83KzgxeGxFSFuKowLxrh2XqLqCLDqULACUJ2dLoUdI1p12VM1/C2vkBjx3YAOq02zqMPUfj0LWy0WiwczLPfiLI4m2F+TE74joYxnQgFQ+dzw0VearQZMnQ00Q/M6hO0tKayr2dzbTFLRJHS3ozTo+LL+qSCIZ/XEALLdfmbw9PkdY0LsykQkgwcKz1u+YGcVoah9LMCb3d6XFnIcONAjs35NJqAm0p57pupYSEl2Ff3X98QAi8I2WfZHOh7CB8s15lvGtw8JCtRjgYLaUKwIBqh6wcEhGQ1jRsH88QUhcQx2QC6otDxfSw/oBmG7Gj3pBS43mJjNsWM4/FWp4ehCC7IJilqKl8fLfF0rYUdBpwWj/FKsy0rS1LHh6QdhR8GLItHebHRJtfvwX2u3uKmUp57Z2S35tKYyfpMiif6gWA+8Itqk0vzaSqOx9b+9eL2w3bmmAYRIViZjPPdIzO81OzwmcE8B2yHzAeyDxQB95fr1Pq+46wm640uy6dJqoLt7R5DEYOm589OQ90wZEu9xSdLudkwn5cabV5sSAWMQHYO31TKUXE9ri5meaXZoen75DSN+VFJahuejx0ExFWVUl/JkNc1/s3YIJoQfGt8enYjpRfIcKUHynUOWQ43lvIYyTgPV+osjJo83Pe+6oqcit4zXeVro4PYYYAQkFRVqq4M/dKE9JROOiGmIrh5sMA+y2bMlGngf31okj8ZKrAoGmGOGeGe6SpnpZO84/bYmEuh1eXnOq2pbMqmeL7e4tNDhROe349C3tC5eajAE7UmVcdlUVx6fj/q8/jPQcv32dkntEcxbjs0/YD5EYOZMOT7h6fpBjI9+qVmm82FDJO2y6MVj1uHi7N+/N8FcrrGrcNFnqs3mXI8BiM6yxPR2QyCPxZMOe4soT2Kba0ul+czJ0ntSfzGOElqT+KPFvr8hYz8u/+E32kjIiZKMoWey/36B/6eIVT5sbMO7ie2/DSazzwpkvfclQAAIABJREFUF44ChK6jDw79mmcArVAkf92NTP/g72k/9zQhkL/+JimXBYJOm6DTIeh1qT3yAPZ77xJ02lh73qH42VvBc6k9/MBxlUSRBQsx5i+k9+Zr2Pv2IjQNNZnC73Rovfg8uSuveV8CLeTvIQwD/AC/10UYBmHgMf29b+M36sRWnk7+KHEOpZ5T9KeWCEX+6yO57ly6O3cQ9noQVVDjcZLrzkV4nnx/Zv/4hXTfeI3CzZ9/v4dX0yDwKXz6FrTk+/7ZD8KrVqjedw/2gf3oQ8PEz1hL6SvfoPHU4xAEJM8+DzWXxZ2ZJnBdZn74DyTPPo/KT34kn0BV0YsltMIAIHDLZYSmohUH5AbFzDRetYIaTyAMg8qTj1H4wm0kG3XcRoP6vr0YLzxHbOPFkM5gHz5E7f57cacm0UuDZK+4GmN0jFM8j1KjzVSnBwJi6TQX5rPHLdyMwSGyV32C9EUXI6IxtGN85EZpCOPyjxMGwUdWTumDg8RWrKK7YxuEIVouj77xEn56aIJd02UAngE2R+M0kBLIjKrytislrZbnYns+SQFnJuO0PJ+4ErAwZnJxLk2un1wM0u8+80/fkynPgJcvYF53I8mpSdr33kXbtlGEILd2HTsUgyH1/XTbnh+QUwQ3pKLsazb5s5ECRxyPpKYR0zSmHYetzQ69IOC6gSxTjuyTTKgKezoW86IRXm918cOQhCaljDldY9px8UNYoUL3vT39KyukHkA+nsDtddHMKKfHo6wrFGc3X/45GIoYXFXM0nA9LsgkebrWpOb55HSNCzKyIiapaURVhbSuEYg09tLlsGsHnX4asFss8WqocMB2OGA77LVsvjYyQNP1GDYNkn2SpQJBGFJxXXp95pxQFZwgBCGDndp+wMp4lG/OGSToJ0wfuwgPwpD3LHu2YGdjNsVIxODtTo+zM0mer7dQhSAiFK4byJLWVOZGh1GAx8p1VqbiXJhJoh1zrU07Hw7aKbseqhBszCY5N53AUGQIla6q7Gt26PrSa/tY358dhIKVidiHkmPLjss901WKhs6qZIy32z00IWt2QkI+XsiiKYL5ZoQfTVZmN1sALD8grapcM5Dlzik5iSwaGjeV8sw1IwQhxFSFW4YKvNzs0PZ8rshneKnZmX2OMdNA9I8DpBy04fkIpGzeC2R9jxuEJPuBWbOvHwbHNZsuiZksjpns6VqE/fN5wHLY0mihIaX2a5NxIorCDyZmWJGIsSIR5ZWmDFLq+AECKZ99tNrg66MlsprCtONS0DVSApZETZ6pNdmUlfLZRbEIqxIxVEVQ0BT+fqKCEwY4QcC049P0PcJQvo8PVeocnYluyqbZ3elx2HEZixjc16gzoOu82e7yyYEcH8tnOGA57Oz0eLPd49JChjdbHX5RazEaMTg9GWNtKo4SwkvNDpvyaQofEZT4qzBiGnyqlJsl9qr415E5VcjKstYx14kmmD1vh22Hhu9jBQF2X96+q93l9GScXzYcXmt12fw7IrVNz2Pcdpm0HVYl4uR17Vf6hP+QcSJ/ctHQiYjffIPiJE7ij/PTcBInAWiaBiOjv+/D+BdDKw5gzDkF6523iF/3KZLrN+AcOYI+MEB64yXo+V+/e61oGrGVqxn9j/87Xq2KEo3jjB+i+dQv5B1UFSUWxTl8GKMwQGzpcvxWk/qjD9F57RXSF1+KMTKCOzEBIBOQL9yIkcnQdV3p9xTvE3CvUiZ03WNIrSBz+VV0d27H3vMOCIGazeFMHJFEKgzpvvkaerGIcco8hv/83+M3G7RefoHetjeIn7EWJfV+rq9eGqL0xa/Qe/sthKJgLlmGXiji1WuznbbydRWUWIzQdQmsXp8sK0SXLPuVhDYMAtqvvIx9YD+pCzfiN+o0n3iMyPwFpDdsQssV8KoVynf8EPfIOPkbbpL+XsBcvBRr99vg+6ipJMmzz6N6/71Y77yFEo+T2XQp0eWnkd18JRBi730PxTTJbPwYXr3O7h98T54zoKipWIUCTjRKaFmYi5bgzkzjTk1SufdOBm75EoV0mi8sMWl5At+FdFIjd4JFk2qaqOZHJ3n+qg5lLZkic9mVJM4+V06KDYNpVWNXuXLc/Z7Zd4DbVp3KIdsloSnMOC5lx6Xt+axJJqi0WpxVyHFqKUeoCJKGQeyYhWroeTR/+dwsoQWgPIM4eIBXxxZw5q1foVApI0ZGaceTrBCCdzoWR5c7q5IxvGoF9zt/wymFIuoFG0jnBtjZ6TJpGKxOxnmo0sAKAvZaNkOGThCGXJhNMWQaWEFAXlfZbzl0nYDT4lHWpRL8dLrGulSc+VEDP1+AiQnCEDRFYAlBa2CQh+I5NmZSLP0XENqjmLRdHq/WWRQ1+bM5gzhBOOsVXZmUhPYoFNMkc+nlUub+/7P3nmFyneeZ5v2dXKdy7gCAyAABMAAgKTABJCUGMJOiSEqkKInKtndWY489vq7dmT9z7Y/Z2Rnv6hp7LSeZpiItiZkUgxjBTAQmBCKnjlVduerksz9OodHNIIuibMnefv6hUHX6pK4+7/c+7/3s34s0OMTk6eu4t+NNv6fu+bT9AF8IRu2ogE3KEhlVYW0qzn2TJ+cMN2VS7O70qLgurze7OGHI49UGtw3meazS4PODBbwgpN6HbqWVyI68xNDZlE1R1BTqnk/T9/F9n0+XciRkiXSfbvy/Hzg261iPOC5r4rFZhfIS0+CpWnNWAXdJJsXWVpdHKjWuLWbZUm/RCwJWmgYb0km2NDrTECqArCqj8P6CZcr1eLXZISZLnGJo3DlUZMxx2dnpcddohbgiI4XwJwsHI7K2JHFOOk5ClsmqMr0w4HDP4s6hiIzsBCFP1xpkFJmSrrHCjHHUsjk3lSCjSgxpGsvjMZwgwJAiF4ApR3PGR2ZYqWVgYUyn4wcUdIWsorC725u2UQui3NmZi1MZVeEz5RyNGRFF903WySkKAbCvZ7OvZ3NrOUdckXmj3ePmUo60IjNqu2RUuDCT5KFKjeO2y0OTNe4YKEYWaEmwOh5DEYL/sGCQAz2LlBx97qFKnV4/Pum/LJ7Hnm4PVRI8M9VEQnDItskqMt8cLnHAskkrCkd6Nm93LcqaQkFT6PkBh30bTQhSisS7XYvd3R5+CHtdj3HH5bJ8GkW0KWsKMUmi6nisT8VZFo9Nz8r+OtIl6TcWk1NUVT5dyvMPo5PTkUFXFTLkFIWm5+GHIRXXjTKABRAGDOnK9Hxt0/vggI6e5zPpedP3YElVUD9GB7LrR9FTb7RPfpduLqQ5L5382IX9b0M5ReXibIqna00gWli4sZglp82VJXP69TV398xpTv/C0kplyl/5Jr1d7+BWJ6Ns2JiJHDeR4x9st/sgyaaJbC5AG55Pb9c7tLY8G/2HJJG79ka6b79F7YGfRcRizyNxzgYS514AjovXalG4+TbcygRBt4s2OIxSiB7yjGUraL3w3Kw4IXP1aUiGEWWZHtjP1P0/xW82MBYvIXvdp/FqU2jlAao//RFSLIacSuN32pirT8c9cpjmc8+ALMh88nIyV1yDmk6jpk8WtUKSog5jeXaXWk6mMFefRmfra9PvUwcGUQpFlGweoetkLr8SbXj+Lz1XoW1jHzmEvmQZ9rGjtJ57CgB3fAzn2FGKt32R2gM/wx05DkQ2ZaU8SO2h+0hfupnk+ZsQkkBfsozeu7vxp6oIVSVotZh64GeUywNog0Pkb7qVoN0GSUbJZKg9/iglNXpAVQB6XTqvvoQ6PI/mU08QX3sW8TPX09n2Gn6tRtDromQyyCMOk09UaY92Ka9JYJybITGQmKaHum6AoUroUpRfOua4lDWVoqbMinn55ScloP3KS5EFG/B+/w+jrvcM67Pr+6iuy4ZMkla3y1UpE7efQTvabFFyPILHH8HZ+TZC0/Ev3ERw+lqkWDQoF/oeQas568cqQmB226xIJzjmxVg8MMiz9RY7xipYQcgy0+C6UpasojCoqbjVCkiC4FNX8Fo8xd6OxdKYzkJDm475OQFIGXNciorCipjB1naHVxodLsmmkUUE2YlLEqPdHhcnTdbqMntcn8z5m9COH8erTZFUFeQ1p0OxxKlCoeJ48BFh6nXX5bhtc2kmhQfs79l963hIzfX4VP79IxJKJkv6ok+SPPd86kLi3pHKrM4RROTenZ0ej49VMGWJ5abBtYUsy2M6/8u8Mg3PJyZFebLbW13KusqY4xISkYt3dnqcYmg0fI9f1CxerrcJgHWpOJ/MJvnqcIl/GKuwt2vhE7IuEefUeIy/OD7OraU8h3stNuVSs/YpIUvcUMzQ8X32dy1iksRQ3456fSnLM1NNnDDkzISJqUjcc7TClYUM907WGHNcJKJIm7rvc34mwZNTzentXpBJYoUBk12XgBAnhB2tDk4YcsdggWdrTY5YDo9PNRjSNd7p9Ej1oUQ3FnPIwBeHijQ8n59NTjHlepiyxNKYzoCu8xfHJ6LfSQEKUeYuRJE6qxLmrOMMheB7oxUq/RiVVfEYn8ql6PgBr7XapGSF64tZDvdsHu8fw4qYzh2DkRXdDgM2pBMs/oBFqLgsT9+/k/3rVfc87H7nPXIXqNxSyrO/a9ENfK7JZ5lwXLY0WvywDzNSBBzvW9HjskTN9TD7XfkBLQJkjbsu/+Po2HShfXCsij4kcdx2eKvd5faBAk3XY1jXebHe4vxMkq3NDi3PR5Ek7CDgnFSUgfv14RJ3j05yUS5N0/PZ27MQCHQpskM7YYgqBLeUs3T9kKdrTSQBaVVhXcKcLmjd/mjAx7EQfxypksQ5SZNFsWGO2y4DmkJBVYgrMs/VmgxqKnlV4bjtEoSgCjg7lZiGmq1Pvf8LouN5bG11uWt0km4QkldlvjlcZvV77quPorrn82Z7tk36makWq+Im+X+F3dqcpnB9McPGTJKW71NQVQbmCto5fUzN3UFzmtNvQdrAINqvYDP+VST6dN7y134fv9lEisdBkqk98gBSLIbf6SDCkPZrr1L6yjdQUmnU4eFZ8Tah7xP0ekixGFp5gNy1N9J8/mkC1yV++lrMVWsAcMfHGf+r/xnNMQPexDiBbVP43B04Rw8T2g5CUZHTaYyVqwhch8oP7ooicoTE+KHvMPRHf0qoKLReeRF3YoLYqavQhuYhm+//gy+pKqmNFyMnk3TfeQe1UCB5wSaUQpHBb/0xKDJqvohXrURZtYqCWirPoj5D1InWT1mIUDVqD/7s5Ouqil+v49VrOGNj06/39u6l9MWvYh3YT2f7ayAfIH/DzUixGJIso+QLmGesxZ0Yp7tjG+74GNrgEHLMRI6dPA59aGgaChV6HmE8QfLiSxFE8UKtl7aQWH8OHUAyTYSm0R7r8vKf76dzNDrHUzvHsWrDrL6hzLijMPp2j/p+m+JSg8xqnb9vV/H7D6mXZFNszEYzZn6vi3P8GN133kItRt16pT//DBHMqvvmDvSVq0ie9QnarsNQPs+47UTXNwxZN38eiq5RcyPLbzwM+eG+Azh+wIJknHNqY/S2b0USgtBxqD/6EGp5EGPhouj66QbmGeuwDx+acVElEstXEjcN2p5P3fOZtF1CBLokOGTZnJk0WdLPkwwSSaSNl/ATX2L7eDWKgxECT1bQRFSoHLYcsnJEsR3UNN7tWdFDvOPyi1oDxw9o+j6nmwZLAo8Vbo/Jn/6IU66+gebS5Sy+86v4rRaVUPCaUHi52uaSXBrfc9nR6rA0ZkzHwsxU0/OouX6feCujSVF8StsPeMHqkFZkJh2P5xstlho665Jxaq4/i1I65UbZn2OOy0ozxpCmcmk+w4QzSa1f2J6biuMD90xMEZMlTKL5xBHbId8vdhueR0LXqHs+q+IxXm1GhOeQaG7QDUIGNRU7CHl2BoX4lUabMxIxnutHD0lC4AYhr7U6EYRHlgmBw7aNDAzpKsdtF0E0q6sKwd+OTnKg5zBfV/nSUJEVMYOzknGWxQwCQtKywhHbphuEJGWZsf7CSdDfvxHL5fpCjnm6jhsGlDWVrKLwQqOFLgROGPJXIxOAIKvIPFtr8acLB0lIkdVakwRnp0wOWS6GJDjaczBlmZQi80a/K5non/NdXYuLMhpLYzpTfTL0ctPA+JCZRD8IeaHemi5oAXZ2epyZNLmlnOOyfAoZQcX1uG+yhhAhMhLvdC3ymsoVuTQuEbzKkN9fuDlBQNvzcYG4iCzXD1cjAKIpS6xOmOxodXi50eHcTIKsIkcRT6rCc/XoOp7Y6sq4wRErKqzPScXR+z/vxHfQznrUST1xpCHwciPKQ35sqsEDk3Wuyqepuy7nZpLsbHX4TCnPnm6PScdluRljV6fHO50ei2M6/2nRMFOejyFJJGSJphfN8ioiWqwwpCjfuCeihTdDkrhnvEpOkVkej3HccthSj2apz00nWWToH3iO/rmVUBUSqsKi2MlFh54fsLMPtLs8l6bRdy8sixm80+5yVjrBZwfyzDPe76Kpej5/NzI5PTNadX3uHq3wrfllBn4JCOuX6cTM/Ew5QUDwT5Cff5eVVVWy/8oAV3P63dZcUTunOX1MhUGA32qCJKEkU//0B/4ZJBRlVkyMOzkR2YUVFbVQiEi/YYg2OIw6ODTLtupOTtB66QWcsRGMxUtJnHUO8bXr0RcvhcBHTqWnbcdBuzVd0ELUievs2Eru6uvRhhdgnrGW7ps7EJJM4hPn037lhaighShXNYDO9tdJX3E19UejCJPO1lfJbL6GxDkbPtCOJplx1HkLMCwbrzZF/dEHyV59HdrAEADO2CiTd393OuZGzuXIXX8T3TffQF8QdbLVfIH4Wedg7duL0AwQbSQzDkJE106WkTMZ/GqF+Dkb0AaHqP74e1GXa93ZGKeuQmg6zaeeoPHMLwjtyBKdueJq9EVLkFMpOju2Edg2xtKlURdZktAXLsZYugxr316UQpHE2Z+g/sgDOEcOI6dSZK+6DgwdoWlkNl+Nks1Rf7dN51h91jk49tI4y64Y5MjjTQ6/00UCOvsd9IMqay81ed3pAvB8vcXpSZOiKui9/Ra1h++f3kZn+1aKt31hmhDu1aZQ8kUSZ6xl9P/5PxFC4tNf/ibbjAQT8+ezPGlS0jS+M1JBEoKNmSRrMin+3emrmHJcyrLAef15QiEICQn6D8v2oQPTRS1AbMVKgsuvpLPtdSRNI3nhRdj5PA+OT7G708Mh5MJ0kqQis6trISF4t2uxIR3ZyZVcHlvVyNk+dxZyNH2fxWaMRyZrTHoe1xSyvNXustjQOWI7PFtrYYcRufeyfJq2FzDiuBQlwRXpBMkdr2O/vIXJVpv6Y4/QzeSZSKf5kdul6/vokk/N83ikUucz5Rz3jE+xuZDmgnRy1v3Z8Dx+Ol5jXy+6F7KKxC0DEZDpuONS9zysIOTyXJpFhs4hy+GcdAJ3hsW26Ub04iP9+dMX620+U8oyT1f5+rwyshDEJAEIap7HbQN53mx1qXs+l+XSdIOAvz0yRtWNCgZDCO4YLFLSFO6drCEJEcUnAWf2KcpH3jPrCtD2olzQlhdgyhFYC2Dcdlmoa8gCRp3I3vrN4TJP15pYQUBOVfiHscr0No/aLn8zMskfLxhkQNdmZYfGZZn5fYuy0s861oRAQkT7LgmGZ3wvVRyXqhPZN8ddr99djMBHaUXmlUYbRUgUNIWu77M2GedYz0KVZTZlk2RUBTsIGLMd5Bk2ZhmBEwbEJIkpz2dQU9mUSeKEcMyyicvSrAdtOwwYs2eA2/oat13WJEwG+9+N25odPl3MklBkOp5HKwgZ68cAPVlrUlQVbhssUOrTcsMwZNRx2NHq0vEDFhg647bNWak4BU3hUM9mZTzGhOPyeLWBEPDkVINbyznafsByU+FrwyV+OjFFw/NZnzS5MJPiuyMTSAK2t7pkVYVLsikkIVAlicUxnVNNo08ijo4joyhMOR5+CIf6xXLD8zlu2ZR0jSAM2ZhO8sOJCvdOTk07CLa2ulyRz3DvRI20InN5Ls0Dk3VcImv7kpjBuONyf6XGGQmTS7JJtrd7ND2fba0OZV3l70YmcftF2f6uze2DBU6Nx953rj+O7H4mdFyW8QmpOB7dviW4oCkfamPWhKCoqUw6PltbbRr9DNtdHYsLMglWmsYsQNpMdf3gfRCkw7bD+++iX11JWaakKkzMWFxZnYhNk9/nNKc5zRW1c5rTx5LXatHZ+mpEAlY1Uhsvxli24iOBZf45JCdTxJaviGZUFRVZUVHLAyj5/KyC1mvUqdzzA7zJKMzeHTmON1Uld92NKDPswSckGXoEeApPPpir2TzIMkoqReaKq0iedwEEIXImi/3uruhNQoAkQ+CjZHN41Qrm2vV0t28FoPXSlmgu9gMijPzaFFM/+h6hd/KPee2RhyjcehuSbtB65cXpgjYMA+yDB+i89gqdHVvpbHuV/K23E1g9hKKiL1tJ9tobqD10H6Hr4lWrGEuX4U6Mk/nUFdQefZDYshUc/6//JbJfhyHW7p0Ubv08sT5YSUml8KZcQt+n+ezTlL/2TXr792Ht30ty/Tk0n38WrTyAsWwFaqFI7vqb8JtNwiBg4q6/xjl2BAjxmw3qP3+YgX/3R5S/+nso2RxCkpDV9xf2WlzFcwU732rj9m2JRVUwubPLJy5J8jpRUeuGIV4Ybbv10vOztuFNTuBVq9NFrTY4TPycDdQfeySyTAP+n/8ZZ526itStn+cNIfHto+P96BzBg5U6paEiS5IJBoi6+7XyANaxo7T9iMiqCEGmODs+SI4nSG44H3P16QhFBsPkyWp9mjhq+QH/ODHFN4ZLvNu18IGlMzomcjyOIcmojTZ/NTKJB5RVhYtyKeha/HisQllT+VQuxaNTDSpuZBOUheDlRpsbilmO9ixO1zXkn/0I7/BBLN8nANx2i7Jp4CsKXxzI0wtCnqu3qHs+AZF9cmlMp+0FtDyf1Iwi7Yjl8Ea7g9uHL0lCpuEG7O5ZLDEie/Rhy+a5epNby3kyskxBVTBndKJqnj+ryMwoMp0g4P8+Os6I7RCXJT6VS0MILzXbOEHIzeUcxyybI5aN3reEZvs5ppoQbG93uDCd5MtDRV7tU4TPSiZIyjIrTQ29a7Gj1Z11jSRC1sRj7OlaKEFIQVWwgoAzkiYdz+fHE1PEJIlWEPB6s01ZVRjSVfwwIsXO1JTr0fWj8+UEUU6pLkmU+tE/25tRxuYztRYZVUbrLz5k3mOhDImynScdn5lrXRIRdKoTBIzYNu9WLL40WOTJaoMbijniijTdmdSEYKlpsKdn9e+JExRng5KqcmEmiSYEY47HXaMV/DDkFEPntsECQ/0CPCZJrIgbHH3PcS42Z3/Hr0rEeKTa4LBls8I0WBwzWJ0wCYgWeyZdjxfqLa4tZJElwZjjcv9EnVHH4YjlEOsDqvZ2e5Q1leF0gq3tLo9W6xRVlbbv0/F8Xqi32ZSNLJt6GPLv5w8QEv3uj1oOaSWaiQbY1e6xIRVBuY5aNjvbFvMMjYuyKR6q1Gl4Pp/Kpfn20VEUEXWsBRBXJEpqLOIqAHYY8nbbwplRqMlEucKbsklOMXRKmsI8Q+dgz8YNQpww4OlaE1kIXm22+eJgkWfrbSQRzbHWXZ+LcymOWza7O9Hv/UuNFkti+m/Minzccnhiqk7F8VibNMmqKn8zMkHbD0jIEncOFTkzYc6CnE0fnyS4IJ3gR2NVLs6mGXEcJh2Xs1NRvNcHOTdOKC5LxCWJzowFrGWmPh2R9esooyp8brDA8/UWY7bDMtPo26DnwEpzmtMJzRW1c5rTx1Bv19s0n/kFEEVGVH/6Y0p3fn06XuW3pQg+czVKoYh1YD/a4DDJc89HSc0uVP1Wa7qgPaHenl1RxJA+e/7L73RA00lfdgWNnz8cFaqqSu7Gm9HKAwDvs98mz99I67WX8Rt18Dy04XkYy1Yw8dd/Qfryq5DTGVAUUhvOx50Yw++0UDLZWbPFfruFsXwl+rz5BK6Htf9d3NHjBL0eQtXw6zO6mr5PaFv4zSbaKYtIX3gRlXt+iHP4IEppgPxNt+C3W2SvuBqvXkPJF1DLA9iHDhLGExS/9FW6r7/Sz109kb4K7a2vEFt9GkG/Q6sUy+hLl6EVy8jZPN3HHiF14UVM3P23hJaFFDPRFyykcMedtNJZ5GIMszJBaFlR7FQ/RkgoCkKI6Q47gJGRGdowwMhLEcQLASuvGQQZ/P7+lBcaLD43gRwTJBIyalPghiFDukpCliCEMPgAW9qMxQilUETzPLzaVP+mkYCQzs63STQavONKJEWIEwTIsoSEYHfXmrYFC1kmvuF8xvfto9O/h2LLVzJRGkD2/FkPfUIIuqYZdXN9n33tLoEX9S0MSSYmS4w5LilFpqxrrHpPtyYUEs/UWwghiAtQAp/t1TpfGsjzM8/j9W4PJwgJAp8iQOARKgrjtoMmCc5TBMb4caoTo7O2W/7MrbziwTzX4+1Ol5YXcF46wSJDo+UHFFWF3YRs7dNvN6QTZFWFtuexr2tNU5rbfoAmBKqA28p5qq7HMduZnuddaOjs6Vj8YLxCXlG5PJ9muWlMX88TWhmP8Ug1ssvKQqBLEvdP1viD+WW2tQVWEHDvZJS1+1qz3QcYhdT795MqBKcEAUVN5aVGlCksIah5LutSJmlFYblpsDSms79nIxHl+RZ0jYKmUfE8Xqq3kRDcUsqRliXuHqmQlGXSssSGTJLHqnVCBKoQfG4gyvytuidhOTlVQRZw1+gkU67HopjBFfn0dKbpxmwSL4wARw0voKgp5BVlFuwm6OewplWZCVdiZUzn9WYHSRDNakqCU80Yz9dbhMDWVoecEhURGakPtwtCmq7LkKaxQNd5vdXBEIIbSlnCMOSvRyan527vHqtgShEA6q1Oj4crdW4fiPIyhRCsS8apuh5vt6Mook3ZFOUZ+aRTrstdo1Xe6UYLNQcthw2pgOWmzqCmoUsCKwgZtV3sMMAIJeqeT0wWLIoZXJpL83Co2ynyAAAgAElEQVSlzo5Wl5Qic9Ry8MKQxaZBRlFww5B2v0OaUxV2d3r0gpCm77NjqsGb7S6yEMgCPlsu8GiljhOG5FQZCDnYc/h/j43TCQJSisy7XYuvDBUxJImq43BzuUBclkgpMj0/YMR28AQ8Vo2yaG8q5rgom5yeFxbAJ9IJ8orCotzJvxNJJSp2v3N8AqsfJ2T0LeIn7vQlMZ3Fps7fjEwwarusS8b5VD7N49UGuoi+Z34TmnI9vjdWmYZwyZLEXTNgUG0/4B9GKwwvHGLwQ+jFZV3j80MFGp7PElMnrci/ErOgqCp8c16Ju0YrTLoeiwydOwaKFD8mJbmkqVxfyGL1nQbShxTJbc+j6vqMOlEcVUZRGNDnbL5z+revuaJ2TnP6NRVYPbpvvTH7xTDE2r/3t17UAijZLOlLLiN5Xg9JN06Si2dIKEpUnM5YgZc0bToa6IR8y6L96ot09+4hu/laEuvPwW82UfIFlHz+vZudlloeYOjf/0eckWOAQE6nmXrwfoJul+4b29AXLyV++jpC342Ixp0Orb3vkjzrHOREZD+V4nG8Rp3mc08h6Tqpiz6FvmAhQlHwGnXM1adh7d0TQYk6HYRukDx/I2EYUP3Jj7D3vYtQVdzjR5n4u+8w8Ad/yOi3/zvJ8y5AG57HyH/7PyAIEKpK/ubbUQoltIWLSaxdj5zJ4reaeI06ISDpOm5lksLNt9Hbs4v2ay/hjI2QuXQz3Te3E/ZJzWEYEsZiNI4e5T4rpBEEfCGmICVS+PUjBJ6LpOlI+QLSe+AxZt7k9JsHOeW8LK3jbfLLksTzgl2Sz+K1CWQdpHN0flyp4zohp9om1xQyHOxZbMqlSSkKYSpF4uxP0Hji59PblbNZlBlkbUnTUIeGia8/G3fkGAgRdfvyRcxslnKzy/5qBd2MQywGikr5PSCPTiZH7zO3Uep1kDUNuVDiLcvhhYkp1iVNFhgaMUlmd9fi6VoDNwi5IxMn6/QYmYyig4QRI5NKc2o8xnnpBMkPeHD0iWYxdSFQbJugUaMVhvihzXW1KU5ZuIy8JMg5NtXaCXu84PyFC6i5HjHfx3nhefKfvpXW888STlVRlq2gMnwKST/kx+NVpjyfIAzZ27O4Kp/h7FSchyt1lpkxVpoxJBHNn16QSVDzfBbGdCSYfkged10yisyD1Tpb+53QV5odrsylWW0KhnWVhCw4ZDn8eLzK780rk1UUcqrCVN9SaMoSXS9aSDh57JGdUSCQ+5m3JU1lgaGz8D3zeSGwJm6SlGVuLufo+GE00zrjnGZVhasKGewgxA4C/DDktUab05Mmny3l2ZzLIAkoqArHLYfPDuYZsV0WxXSO9mycPizHDUP2dnp8cbDIXx+foBeEZBSZm4o5np5qMdK37O7s9LADnwFN48VGmwFN5cZSloWxDyZ3j9oOLzfa1D2fdUmTi7JJdrS6fLPfydckwUJD58FKfdpCqwhBSlYwZ8zFHrJsFAH/9cgIa5Nx7hgo4IUhh3sWq+MxZCIoVKU/VxuXJbr9wnFv16Lp+dN5mRk1yva9OJtCEpFld2ZBUfd8xtzZ5tLt7Q7rkyYZRY4iloAVcQNDkhh1XL5zfJyK6+OHIS9IEncMFtje6lBSDbb2bCY9n835LLti0QyrIgRFVeHUuMGWehtdOCyLG9w/WccLo3Pf8QNearRYakaLFqsTJgd6Nq+2OnSDEC+MYFKqiABma+IGrzQ7LIgZSEQLAQlZoqRr/PcjI3hhdI7un6xxx1CBFWaMvV2LBYbGkpiB+Z5upRdGYwhZRWFnt0dcjrKQN+fTDGsqf7RggKyi8D+OjBIAHiEvNdukFJlFhs6FmSTKbyhvtdXP9AUY1lVKqsKGdJJjls1bfZdI3fOnrfYfppyqkvuIc5+GLHNmPMbgwkGcIHIcDPyGYn9kSRDnlxfW+3o2f3ZkbNoCfVE2yQ2F7L9onu6c5vTb0FxRO6c5/ZoSioqSzeEcPTLrdSWb/S3t0fslJAnZ/HB8q5xKY645fVZxnjx/E0p6tg3Yq1awR0dInPUJQtui+fyzuJPjGIuXkNp4CbLxwXNQkqahDQ3jjo9Sf+oJgmYTIcvI6TRKvkh83Vm0X36R+s8fgiBAKRQpfeWbuFNTyIkkYRDQ2/k21ru7CV0X33GoP/IAg3/4p7Tf3EHr6SdJXriJ1CWX0njqceRsjtS5F9DY8gyZSy7DbzaY6V0MWi3wXHBs1HyB2sMPQP+hRjLjNLc8S+kr3yBz6Wam7v8J7shxlPIApS98hdZLW8hceS1+p0N7++vY+/chJ1NYe9/FOXKY9GWb4dmnUIeGyW6+BuvwQaRjh/lsocDPZZ0fdmy+cPV11P7+r6FhIRSF9MWXRgXjexQfSBIfSOKvSRJ0O0i6QUGSkS9LEDNl/q/DoxCDhCJzwLIpairXFrPo/YfwXhjSXXcO2srVKG9sQ/Y84mvXvw+gJSsKqfMuBNelvfVVpESK4mdvZ/yv/oJ113+a3YRUqhWUTJZFAyWWvLcQ8X2eaFvUmm0+v3IZPx6vsrdP+32q1uSOgQKnxQ3GHYezUwkUIbD272ZjMs2IplOzbej1WF8uMKxrJD/E0peQZYqqwpRt47YaSCEsSCYwRo/hvPAcl995ClKtwu1xjSfCFFXbZblpcFa7Rjym0ep2kcdGsI8cIn/rbYS2TTdm8na9Q1qVmernjMpC4IUhb7a7nJEwWZ0w+clEjZbvY0qC64s5Kq7LE1NNhnWNrw+XuHeyRtcPWJ+K0wuimdWULPdtyYJ3Oj1OT5i81Gyz0NDZnM/w5FSTCcfj9KTJHYMFXm20GXNchnWVNYmTHcgQiEkCTRKMOdF2E7LM7k6PIV1j3Hb4wmCB7a0uvcBnfTKB5YdMeR6HejYuIctjUSEF4AUB+3o2903UeLfXY6lpsCmTwg1DXmm0uSyXZqgPvrH8gK3tLs/VW3R8H1VEhOD1CZM3Oz1UISjqGqtNg/+0aBgvCJGFwA5DekHAqOMw1S8qXm12uH0gus/HHJf7Jmt8YbD4vus96bj83cgkHT8gLkm0PJ/z0gkuzaXpBQGnJU1cP+TPj49R7Y8jqELwiVScgqqQ7XdPu77Pk7UGF2VS9IKQFxttXmy0p3/OVcUs/+uCAZ6o1hnWVIp96/MJe+18Q5sGS52QJkkUtA+2eip9ONJJbweYkkRclul6PpKA0xJR5mzYP9eyEEj993eCgD1di4uzaaZcl5394r3iOXxhsMjBnkXTCwgI+f5YFV2K4k+2t7tR51eSpi21ioDz05EleE+nx/pknHa/eDNlCU2SafSt4Xs6kfPi4Wpk0V0Rj/G5cp6G67I2maDp++zt9NAlwZutLkVNoRcEvNzs8ORUk1sH8qzsuyqcIGDUdvnu6CQXZ1PMMzSO29Hv/anxk7Ofj1RqTHk+ihDklIiSPO64fH6gQCcIeKtP7i6o0cJBx4+KUz+MFrbea1P/MKl9OvG6ZBxFEvxkIpoHPi+dIK8qPFNvUdZUYv9M9l1Zlhn6GBE+v65GLYefjE/Nmul9ptbik9k05X/xvZnTnP5lNVfUzmlOv6aEopA89wKs/fumZzrVoWH0BQt/uzv2ESSbJunLNmOuOQNnfBR9wULUcvl9Xd3QdUisOxvCkMm7v4tz+CAA1q538KoVCrd/CeVD4ohOAJMkVSPsb1eKJ0h/8jICy6L+6IPTnWKvMknt4fvJ3/RZnIkxQs+nt3tX1GnOa0CIkGTsw4ew9u6BICBotvB6XeKnryUMAppbnsEZHcGYt4D0FVdT/cFd0bFmc5hnrkNKpklfthlteD7B888gVA3JNJGMGNrwMN7YKM1nniS0beRsDoKAyj/+kOzma6j//GFy130a+9DB/pywQMgqgeOgZnMIXSd75bVMfu+7+K0WSqGI8+TPufxbf8KfuTJ7Y3FW3HQrBCGh59LesRVjyVJaqs5x2+FQz2aeobHA0DA7HVovb6HzxnaEqpK7+FLkxct4sdOlE0aUUdv1KGoqh3o2VhiiEwF27q/UONC10SXBxWs/wVmpBOqHUEXVQpHsNTeQvGAToarijRzHOrAX+e++w+033kJnuISsqBSTJtn3PFCaE2N8VfaomQoZp0fV9ZA4SVd9tdFmvqHxi6kmo45LSZW5pThAdssz3LF8JVahiBKGJOuTJBcMf+h9mlUVPjuQ55HxKsclwfxkgst0Be+njyP5PlK9FjkHHn+YzaetxUplCN4+hHXkIJmv/wHmscP4to1aKEX2+JhJy3Io6ApuAAEhEhHwShERKEkSsK9rsTmfYoGhY/shOU2h6weclUpEM6aux82lHHXPJ6lIhESzk4YU2XMFUHU9Gr7PMdvluO0y6UbzfTFZ0PMDSprKlYUMXhiiSRJpOZpn3dHukJFlvjxUZEutiR9CSVfZnMvweLWBFXT4TDnHD8cqLIzppBSVX0w1ODud4M1Wh6QSpbwetmwABnSNCcfjrtFJjlgOPvBmO8pRXWZozDN0ukHACdRd3fPY2uygCYGiyAgErzXbfH24xLmZJIYskVVkNEmiLElsa3V5uFKj7QdYQcDN5Qia5YUhJU2lMyOiaMR2sYKA5Hs6Tsdth54fsDETZW+OOVFETdcPKJywT8rw1eEy77QjwNLKuEFSlsnOKJDdMKTnRTCgrCxT80/ao1eaBpoQnJmMs8jQcYKAS7IpHqxEHf5hXePaQpb4RwDw5FSFMxNxtrY6ND2fkJDrC1nmaQoO8HvzyqhCsKtrMWE7TLkugqjz2uzvW0qW8YKA749X6TOxmK9rdHyfhCyTkhVeaTSpez5rEhohsCxmkJajOewVMYON2RRhGGIFAXXPZ7lpsLvTY1M2xZ6ORcv3p8/V6kSMmuvzF8fGsfrfv+92LR6t1rk0m6IX+JQ1hU2ZEk9UGywzY9w9FrkrNEkgI3ikUo9it8KQd9pdjtoux22HByo15msaaVWh6rok5ZMLqydmlb0wpNEvbi/un//D/flyXRJ8cbBITpV5pFLnzXaPECj150pL2j/dOc0oMhdkopnTvx+tRN18Rea+yRqfG8izwjT4dCn3G+ug/q7I6+fqvldt/4PzdOc0p39Lmitq5zSnjyFtcIjSnV/DnZxAUrUoP/UDAEu/K/JazcjGmExOv6YkUygrUsRWrPzQz0lmAq/ZRI7HCXszIDNhSGfHNnLX3Ai/JGNXzRcofv5LOEePEDgOxsJFKIUi7a2vvs/+7IwcB0LG//LP0RctQqgagW0RtFsRsVjXUYsl/G6HoNtFLpawXnuZ7o5tkZ263ysJfY/YylMRpok2NI/kuRfQffsNqj/5IbEVpyJkmfxnPkflR9+LslSDACWTJQx8ert3giRFtFshIpK0LBM6Nt5UNXpdUaKiutch9H2ErjP0p/+Z9ksvgOuh5Au43S6BY9N+/lk2XHEdRqtB4+knp23KUjyOpxs8X2+ypX6yk3RZNsnp216m9cwv8CoVQs/FPnQI7Vt/TDmdn54/DIm6UiXdREOi6rg8VWuyu2NFXdEg5NFqg1MMnQWxD4eXSZo2PRftj49FHaR6Dedv/xJVltCG5xP78tdxXRu1n2fsVipUf/JD7MOHCONxGoUS37jxVv7MhxNIr9XJGA9V6oz2I1xqXsBPp1p8be165De3I8cT9A4eQDt/IxO2Q+mXPGBmCbkpE6ddVxF738Hf+gpYNkLTELEYWr6Aqsfwt7+O3o+/MJYtR2g64shhjOUr0E9ZCMCY7fDto2OclYozT9eYr2v0/IA1hkooSZyaiNPzfFYlTLY2O7zTsbgyn6bmenx/vMK4ExXvn8yluDCTIhCw0oxh+QHrEibb2l08EaIrCuuSMQ70rOnYlb1dixuLWXZ2euzsWHwqlyIuR8AkgCFD446BPJe7abpewL6uzYp4jDOScUxJQheCdSmTd7sWcVnipnKee8ajHNa1SZPTTIMDlsN3RyexgxBNCG4byJNXFVq+T8cPmPl4u7vTY1Pf9nkC0NP0IhruPF3ltVaHmCRzajyykqtCMPyeGJMp1+ehyRpWv0vrhyGPVuqck4rzdK3JDcXCrBihvKpMH+9MyUKwNmWyq9vj1f4csyYEdwwW2KgmpwFQZU2lnEvjBSHHbYdfTDXwgPPTCRboOklZ5rx0Atvz+P35Ze4erXDEdlhpGtwxWJi2Yab7izSX5tKclYzjhJH99qPaNBOKzHX5DBszCawgjOZzJYknqnXe6dlszqVo+AH3TExhShK3DuR5sd4m389ABTgtEePtdpecopBUZD5dzHKg50xnnSZkia8MldiQTrC13aPt+ThhwKdyaXa0OqxPxbl7tEJCiWZYz0yaLI3pNPyAoRC+Nq/EW+0umiQ4LW6iErkSen069gkdtR0O2Q7HbZedHYs9HYubSjlUKSJwB2GUI5xS5H6ebsAx20GRJBbGdEpajseqdUYclwnXIyGbs6jh83SVc9MJXmq0CYkKd0OSpgtaADsI+UWtwSXZNG/MyGadeA9s65fJlGUuyqa4Z3yKrCqjiqiLXdJUJh2X3x8ukfkViuN/bUopEutTCX5RO5kPnpAkCv8Ks2znNKePqrm7fE5z+phS8wXUGbOKv4vyux26b79J+7VXEJJE8vyNxJavfN8854dJzeUIel2sfXuinNhcnqn7foJXrSDFYvArZAt+0HnSyoMITSN0nMgGLATmqjV4tRoEPta+d8lccQ3OyNEoU7ZRx1iwELc6iT40D3PlKrx6jdTGi+jtfKtfHAuUTBZ1cBi30WD4P/xvhL7HxHf/iqDTwW/UsXbtJHPN9QTdDtmrrqX24L3opyzCWLYiypDN5fGm+h2TftyPnE6DkOi8/QbZa26g8eRjeFMVQs8jed5GOtu3Elu1BklTEZqG324R9FfHQ9tiSFcpdcDuF7QIQfriS2npBq+8B9Yl2m06O98m9Lwov1ZVCXyPcGyUnpHgvBkPhQVN5eJMit3dHiO2w7Zmh0nXJasoGFKEXRlxnOmiNuj18JoNAORk8n32dCWTxVi5CmvXO9OvZS7fTHvHdoJWk8JNtyIZBvbRQziHDhI6NsKxQZZRt73KqWvP5a1e9IC6NGbwfL2F0rf1umGIreu4Q0We9UKqrs+Za9Yip9M8OFbly0PF93WDAdqez2OVOjuPjXBrxsQ+fgxdyMTnzSO18ZO0tjyHuf4ssldfR/3pJ3GbTZzh+Vjnb+Jvjo5x2eXXcGZMQ+lnIdc9P4qoqdTZmE7wrUIaceQgnRdfw0ilkc7ewJ5Emr8cmUQVgoKq8GKjhSwkxhwPWYAfwsvNDhvSSc5JRQs6KUXm9sECp7W6HOhZnJk0aXoBP5moUlCVPvxJkFcVap7Hg5M11sRjLDFndwVTqspR2+XHE1P4hFRdDz8M+dpwifsnKpyfSU3bd49bDhdmkhiSwAkCWkHAzyansPtznE4Y8sBknTUJk5gsEYYhet8mDNHsrBeEzNc14n2b6RNTdXpByEJD587BInZ4ApYV5f3mgnDW7GM38PE5scgSEJMjKvOZyTinGDoFRaHZtyInZInritnpgnKmhjQVyw/46cTJ2LCkIvPAZI1V8dj7gD5jjsPfHJ+YLtLf7VjcOVRkiWmwMGbw7WNjnGHG+P15JUTfHGx+gN00oci/lGb7q8gX8ORUk0OWTRjCulQcTTk5x/zTycn+uQp4rdHm9sECh3o2hiSxIZNg1HKYcn0uzCSx+xmvd4+N0+1fx7YfcPdYhT8+ZZBT4zEMIfjxRAMrCLihmOXRagOfkF4QEpMEb7Z7nBY3MWSJ/3ZklJgkOC1hMk/XyKsybT8grynEJYlen1yeVmTSskytT7A+YRk2JEHH84lJEh0/iOzhssxCU8cD7hmfYtRxSStRpvFnSjkerNRQhMQn0rMXOwuaxi2lPFfk07hBSFaROfABMVMtL6A1g3h/Qie6/HHpn75eMVlmSFfZ0z35XklEroV/iwUtQFpVubqQQRawo9WlpCl8upSj+FvI/53TnP6lNVfUzmlO/z+QffAA9UcenP731L3/SPGOOzEWLfnVPn/kMOPf+Z8EvS6h7yOZJrnrb2Lye98lu/ka1Hzx19ovpVik9MWvUv3ZP+LXpoiddgaZy66k8v27CD2XwLJoPPlzMpuvQdIN/GYDZ2wUr1bDPniA3p5dEAQkzr2AgT/4Q9qvvIAUixM/cx3KwBBKMomkabRefhF8P8qk7XcNuju2oi9ZjpLOkLnsSuREktaLzxM7dQ2Fz36eyR/cRdDtohRKZK+8lu5bb5DaeBFC1UCSKX3pq3R370LN5XCrVTpbX8WZGCd7+VXUHnsE0X9QRAjSF15EKpEgpip4X/46XrWKWiqj5At0+gXfTDWFhBSPY1cqhH1isZLNkcpmOdjpUYybfHO4SIjglJiOJgQPTNZYYuoM6Rojjkvd8ymqgmW6wqpum+7oEaRYHHdijPqjD0MYoC9dRu6q66Zjfvxul+YLz1H83B3Yx47ijo8RW7kKv92it/11hKLgd9pIhoHfbKLe/iXamRwSIbHjRzGOHeGipImmKKxNxjGEhCFJmHI0bxmGIbosUQ/hLUkn1GF/1+V8zSGvyIh2C6tRJ7RtlMLJRZCq6/HKxCS+Y/P9KZ9zLr6CpaZB3O5h73sX++A+1FIZtVhE33QJY7rJHtfjrbEpnDDgoUqNxYuGObGEo8zodO+zHOpH99N84GcUVIUJ34edbzP0xa8CUVHohSFJWWFvr4cmxDS1WIJpyBOA3++M6iKi86ZliUnXI6koKAI6fsCGVJJJx2VIU/nSUIkx2yUhS9S8aG61oCmkFYVFMZ1byjmer7fIKQrnpRO83erih4LXGh3O7hfSfhjydK2JT4gmoliYth9MH6MguuXtfgfxklya52tNYrJMx/e5sZTjFEPnQDeyeH5vrELbj2yhE45LScvyQqPJqO2iSxKHLZuvD5cpawrJfk7niU6zF0bXuesHDMZ09nYtDls2qwYK/N78MlYQkJAkfOCIZROTJLKqMr2vKUWmrKlsSMXZ1emhShJ2ENINA97zKwJED+0zu84h8HKzzaKYTkyCTyTjbG932dbpTlN1vz5c4sPRdrNVdz12dXoc6Mf0LDMN0h+QTeoGAc/Umv1uo2DK83ioUucbwyXeavcIhZjVrXyr0+OgZfOnpwwxrGvIkqCkquQ1lSOWzVLTxIdp4vEJVV0PLwg5LWHS8Twyisz+nsek63HUtun4AZoUEYSDMEAI2FJvRosNQci2VpejlsMS02BQVdEkuKWc4xdTDQIiOvXFuRRP15pkVXn6/rGCkG2NNp8r53lsqsGk47IybnB9Mcsb7S7jrockIuurLkkcsWyuzGdYahoMau/veuc0hdyMx0+PiJo881quScTIfcDCxzJTJ/YRCrQzk3F2tLrTpPKcInNGwvwnPvXR1PU8BILY70hm7KCucXMxy6XZNLosKH3ANZjTnP4taq6ondOc/o0r9H06O7a+58WQ7jtv/0pFbeDYNJ97qh/9EiLFExAEhK7L8H/8zyiFYt/2+9Elx0zi689BX7iY0PeREwmCbhe/28abmkLoOs7Rw/jNBs1tT9Hb+RZyKk3+ltuYeOg+pESC0PNov7QF+8hBSl/4GkKRkQwDSTtpt5UTJ7oFJ1EuciJF0OsSWD1aW55FSiTIbL6G3u6dSEuXU/7K7xF6HkJVo/04fpzOm28QNBsIXUe+/Gqs3TvpWj3CEzNMnoeSyzL0rT+h+cxThJ5LatMl6AsWIisyKHHkeBx9/inT+5byA1bEY+zunLTZ1YQgteF8rB3bCNstEILsVdehhCE3HdmLNzBIzUmQVFUKUsC4ZmCHIXu7NlcWMow6kX2wpCpc25qifu89CM8j6HWJnboG84wz6W7fir33Xbpvv0nqgk3RtbZ6WHv30Hv7TfK33o51YD8T3/0OQpKRdAM5nUH0SaDW2rP4wZ4DjI9VIQxZkC5x66rTSMZi3JCIc+9kjReCFpvzGX48XqXmepQ1lc35DFvqLWxJpuX7EIZsbXX4RjGDvfUV2oqCUpkgOHaEws2fQxuaR922EJIMvk8rCHhyosdrmspXc0mkyQniZ67HPnIIJZujIwV8/9gYqGq/OxdRXbszCoSMInNa3OStTpe1MnRfe5m4LEVE1jCEXhd55Bj5zCAV18MJQ6quy3Izxv6egyCK74nLEgv6Vty66/F8Hz7zg/EqSUXGkAQXppN8c7jEYcumrKnYQcC3j01wbSHDatNgyFC5a7TCMtMgpygcs23OTMRJqwpnJOMUNYUttTZb6i1a/WMICact+4pgOqZFEM1Ur47HOGzZhESQrbKmoEmC+yZrnJU0OW3+AAd6FnlVIS3L3DNW5ZP5NO92e5wWj/1/7L13sBz3fe356V/nyfkm5EASBEASiTmCQcxZlBnEIFuybL/1k+ttbe37Z/f/t7W19Z7t0tqW9WwFK/PRpClmMYmZBAmCJAgSRCCAmyfPdE/n/aMHA4C4kGiRsllv51ShChzO7dvd0/fid37nfM+h6vsc7Hm0Ap9XWx1WGjoHex51z2dc12j4Pi3fRxeCEU2loCjcMlLgX+bqhESkZJkrizl2Wza3VAoDVTaMIt7r2jw632BDOkFGkbF8lcWmzrzn82y9xYGeS0aR+cpoiR9Pz2OHEednU2QXIAzaAhbUvCwz5bhsa1u0gpBbKwUO9Byea3TioK1PSTy6QcCD843Bz+W7HZuN6QTXlfPHdYNaYciBvtooEadY98KQOc9jia6SEBJfHy8z5/nMuXHQWFlTMYQ0sNGmFJlTFHMQvDTluFQ0hboX4Pft9BO6hiELWr7P9naXdakEb7W7HOq5nJIw2da24mNKEhlZJtnfFFD6Ex6aJOGEIR0/4Duzdb46XmZLJslpqQS9vsX5Y9uh44foUnyNE7qKLMGk52M1O5ydSTGiqZyUMMiq8fnlFRk3irCDED8K6IUR52ZTg+C6T97Xj3sO73ZsRioWYugAACAASURBVHWNNUmDsqpy11iJJ2strCDgtHSCzZlkP5ws7jR2w5BTU2a8mRNFTLuxYqsLQVlVFuyaBShrKn84UWG2PwJR0dQFyfLvgobnsa/n8qtaC11IXFbIskTXvhDkNqWqpP7nFKOHGOKEGJLaIYb4AsGrVXEPfExv94foK1aiL12GWvi0usIJIMRxqbcASmHhlObAtvCr8/jz86iVCiKdJbRtDpPBsNsBIQi6HeR8AeWo+dzf6fQUZTDPCRDqBvlrbqD68x8DYK5Zh1IooVYq9D5QkFSVyPchihCqht/tEggFxXEJXRe9MHrc99AmFqGNLyKwLMJOG0nXSZ97Pt0d2/GrVfQVq0isO43ItkiuOw37g/epvvAcQlFInL4RY9VqJFUhe9ElRGGEe+gAaqUSV/e47kD9TZ91Lko2j5LNoy9ZRhRFyL/F4m3KgutKOSZ0lY+sHot1jc2qRPPnj1K56178ZhN1bJzervdoPPEIbr2GrGpUtl5O6Do4S5eT3nI2KTlOQH2q1uSSfIa8orA6cOk+9DhS38YXOg7tl55n5I/+BOvNeKPD2buH6JzzkeR4M8A461y8bhdn/14kIRE0m6jFMpKmkftSrGh7rSbbbI+qriN5HkQRhySZd2Wdd2st1qcSvNG2yCoyLzTaXFHIklVkSmqcnrq9Y1NSFTpB/FTlFJm0ovD02GL2Ww4TxTEuPG0j7VdfJnPhVvKtFuOpJHW7S8uykWSZk/I5MkkdNp2JN3ko/jM6jloqM5FOcagfkCRpGoYqkzxqgV3SVO4ZL7LbSmG6DkXTIJRlwigiKcc1L0ldHyTamkIw4/rcWCnQ9AN2dGwqmsKVxSxlTSWMIl5pdXip2eG6fuhTzfMZ11WKmsJPZ6rMeT4NP2Bc17htpMCj1QanJk32Wg4X5NM8VWuxz3ZYbGiM9EN2AFKywpznDQgtwJZMkpyiYAchT9ZbXJRLszZpMut6CAn+YKTIw9U6U47HmKZxQzmPIKLlB1T9gL8+OEtSia93ualzbTlH3fdJyjKvO110IbiunOP1VoeELKj6AU4UklMVrihkeWS+yX7HIacoFBWZe8fLnGTqfH2igk+E2k8DXp8yj6lnqvsBb7a6XF/J82StyZzrsyGdRBOCn83WmO4Tj0nXo+0HXFvK40Yh5+fSCwY3nZZK8FKzQzfo9/pKEuvSCf7vj6cHVT2PVxt8a8kYG1MJzsgkkaKIMIpO2PF5GC0/YNdRG00A29sWF+YzVD6RgpwQgglDY76v2q80NK4uZlllGshJeKTW5H3LJorieeC/WDJKVpEHM+RtP2DO86h6PuOaRlEWhGHEnSMl7p+r0fRj4nhnPyTppWabh+abjGoqd4+V2Wc7XFPMMaKpfGj1qGgqlxeyzDoumzJJnqm3iYhIygJVkugGIR/2HA45Lk/ULL4yUmJUj+9vQhbcpyrs7NqMaCqr+73UF+YC9vYcZEliRZ/QQpzq/GyjRdOP/QtSBEsNnU4QHkdqw76N/dFqPP5A22J7Oya0JydNJnQNP4rIKPLg8zk3l+bUVIIoikgrMmEE+3ouU67HPtthR6fL7aMl1ibNExLbgqp8bkT2aOzrufyX/VODxOvXWl3+jxUTrPgCkNohhvj/I4akdoghviAILIvmU4/TfOKRwWuZi7aSv/6Wz0QcJUkiufksrJ3vxpU2gFIsYp586nHvDR2HzqsvY7//HpHTw6/XyV9/M6mzzonV3r46JCkK+tLlyMaJw4d+VwhdRx0ZIX/19ajlCs7+fcx859uUbrsDv1bD+XgfUa+HtngpQbOBuXY9mfMvwpuexj2wD0niGJIMsXW3dMfduAcP4DcbKPkCURhRuPHLEAa4kwepPfBzJCkm68aqk8icdyGh6yJMk9nvfBtJVgg6bbJbr0BdvJj5H3+f7CWX4x46SNjtkNi4+Zh+YqF/+nuTVxW25jOcn0vD7Ay993dhzU4z+92/QRlfRP6qa2m9+nKsCEdxGnXz6Sco3XEv9oe7KG4+i9tGijwwV6fm+ezs9ripkifZ7dHpHAnoEbpOaHUJHSfuIg5DjJWrkPqEblIoPHvSehr1BpsMlVWLe4xvPot4TjmHSKXovvEq9uQkB1euIfL9eNNFknAkwW7XxRACIcUKT9MPmPN8fjZb4+pSjvc6NisSOitNnXYQUtIUpAiuKeV4ttbgdS8CM8Gc5zHl+9y1dAU9p4er6ZyS0NFyGcIgYNbqcmk6if/O26Q2bMQ7dBB92Qq8uRnSE4u4ZXyc++dqTPkBhWyW60fKxyxqO36AhMTapEk2l8a+cCvzP/kBchhCGDJartAuj3JnKkPD90nIMosNjYyQuXu0RDcMUCRBtr/47vg+hiQ4J5Oi6ftsTid5q2MxoWu83upS7d+HiLg/9ZwwySmmMVB7H5xrcMCJlb6PbId/mq7yF0tGyasKGUXmD0aLvN22OOC4rE/FAUCykOh5AVOOx/vdHiU1Dhh6ut7mxnKB+8YqOGGILiTSisK863FKwuCZegtTFoM53TnP5/xsGlMI/m5yjl4YYYUh73Zt/ni8QkVT+d7kHHlFISUEzSAmYF4YERHRDAKeqbfIKTJ1L+CifAYrDDjouIzrGqMaA3XUCUPOzKb4rx9PU+3bQXf2e08nXXdgEdYkiTnP47Z0gRFNRe5boVv96qWsIpNRZJq+z3WlXNxfK0mcnUux23IG5FICkCSeqje5oZjj+UaLmudzU7nAisTCm00tP958cMOQrYUML/dJ82+CKgSX5DPMuR5ZWaagKTxZb/FSs82ZmRTvdu1BfU/dD9hnO1yWj3+nd4OAx2pNtvWDsdJC8OXRAv/X/ikKqsp5uRQFRWGpoTFh6NhByPa+IpuSBdOOhyJJ7O72yIg4TCrX38QZ0VSWmnGf8Xsdm4Imc7Jp8oPpeeQ4vJ29dpzGDBFuGGEIweq+1fpoXFHM4oQRupCO2RAoqwpXF3M8XWsRAGdnU1hhyP6eS/ETc6tNP+DFowLxIO7NrXsBWUVZUEWXJWkQptXy40Cyx2pN3CjilITB5cUc352c439fNn7czDXE1vAQjlPXPyts3+fpWoujXfFOFLGt1WXFCTqYhxhiiN8vhqR2iCG+IPDrNVrPPHXMa61fP0fmwq2fWQ3VKiNU7v063sw0kpBRR0YWVG/9VgthJlBGRlALJYRh0Hr+acp33MPIH/0pred+Fauc512ENjaOOEE/7WeFkslRe+sNQtsme9mXMJYup/7IQ2Qu2krhxltxZ2cofvl2Oq+9jLlmLXP/9D2EphG0mmiLlzLy9T89ntjm8oPZ0WOuudmg9dwzSH27naQoePU6uauvJ2w1mf2H7yBpOsI0iaKQzmsvUTrpFMJOh/q/PIC2aAmF629CLVc+0zUHzQaS49J57eWYqN50G+1XXsCbmUE2E8i6QSQJsOLFb+R5SEKgLV6KUFVWaRJ/NF7G7fejZhSFUAJjxSrsfuiTpOl9u7gKUYR5yhrMU9cBMO/5fPfgDLbng6xyKJC4bXwxZ6STg4on59AB6r98CKVQYN2a9eyqNSECOZslCiNWmyZvt7uYQvCVkSLvdGysMODmcp5uELC9bTHletxUiT+HmheQU2UMSeK1nkdNkvH9AE1WCGSZ3ugiDoYRP9i5Cz1XIPA9TsmmubZbx/nB36FuPhs/maJ20WVsb7TIRCHrsykmVJWv5XP0JIEmBDlFHsw0TjouD8zVOdRzKagK15dzrFi+nMp938B+/13kdAZl5WrqqSwqEVEU8lq7y0d2j03pJCclDMrKkcVzyw94udnh2XobQxZcUcjwpaLOxnQSKwp4r9NDkeKwnQhIyzJ2GNcCGUKmqDIgtBATsW4YpxTn+5ygqKpcUsgSRdExs5lJOU6c3d62mPd85vuVSgVVJq3Ix1Tm5BWFpabOC60O7SAYzL8GUdxrW1RkOkFMLjKKjB9F8WytC380UeGVVoeMItMNQjp9ZVQmTtjeZzssN3W8KOK5Ros32tYg3ficbIrLi1kMIWLFO/AGhPbw9XaC4Dj1VJcEuhAoQjDdc/nYcWgHIe90bOww4O7RMj+Zjvs4RzUVIcE+2yEi7jP1owinT2hkSaIXRURIbM6k2G31KGnqIAjpMOqez09nq+y3XQIiDCl2UUw6LmlFJqfIC9qgIba13j1WYt71+auDM3SDkKyhscd2sMO4XigCplyX7R2LCT0mnG0/5M0+oQXYlEnwVK2N3U92/ulMDYjDlyYMHVWSGNNVNqSTvNhs836rw1JDZ1MmSRBFVDRlkBJtCokPXI+3213yqkLV9WlpAVlZZmMmyV7LoaTIWEHEg3Pz8ay3EVcafTLhWkgSpny8uq0KiUY/4EqSYJ/lcND1WDpy/L8vcffy8cPRC722EPbZPd7odAd9wu9bPZYYOkVFOWa8AGJV+KDj8ny9jRWGnJlJsjphHOMc+CwQkoS+wP0whoFMQwzx74YhqR1iiC8Koii21R6NwIfoN6sEnxafJqXZn5vBm5lCNkycfXswVqwmd9mVREFAcvOZ6KtWQwTC0I9Lzf08oeQLlO+8l+6bb+Ds20vhltuIgpDeh7vwrTYEPrVf/jPFG79M88lHIQwIWk2IItyP9+FOHjyO1J4IkR8Q9okiQpC76jokVaPxLw9grllL0GlBECBJEnI6E1uxD69logj3wH7cmWlAIvJdhJlEyeX+Vdfrzc4w/5MfIKkaaqmMu38vddsmtfkskhvPRDIMjKXLYpXaMAl7PcyT1hC6DqkzNgyITu4TFjuh62Qv+xIoMs6ePSi5HNlLr0DOZBlZ/ufImXTc2wp83LXp1OtEPZuKYXBDPoW6/Q2aqkJy1Uko5Qre1CREEX61ytK5aS6ujPB6n8B8qZzDCUI2ZJL80/Q8c57PlnSSrCpjCkFajucKPSIyskxZU6l7Pv/t42nuHCvRDkMCISCI8MKIjhwhEiaPH5pFEgLFd7l4tEJWkbFKeVI3fJnUkqXstF1+crjbE9hW6/CH42WKmsony7U6fsADs3UO9knkvN3jn/Yd5JsjBQrJJLnLrwLiGdxG1+Ltro0uBON6TE7e7drkFYXxoxb8b3csnqi1CKKISdflrw7Y/NniEfKqjBZInJZO8Gq7Q16JA5Gqns+ErnH/XA0rDPnW4lFGNKVPSCXSiswSXSPVTxCWYFC1I33CMqsJwaX5DF4YMu/6JGWJSwo5Zl2PZl/VtIKQxYZGSVNZYeqcm03x05kaSr9HN63IJGRBKwhJK3K/OzQm3xlF5vR0El0IsqrMu22LvBLP56ZkGSFB1w9Yl8+w2+qxJZPkH6bmMWWBJsuERLzQaLMhnWCRoZNXFWZcbzDZLgGyBPttl3OyaV47itxdVEiT7yvMP5+r8UKzgyzB+dk0ZU1ne8fignyKJ2ptptw4bMsQgmQ/yOuwjTWMIjamE/xwusqU6/FMHW4o5QjCEPqkvxeEWEHAh7bD/n5yt4yEHYYccFzswOfVVpcJXSOtyOQV5TgVEiCjKOzs9uiGIVYYMum4bEjneaXVxRRx8JMfwXJT50czVe4cLZGUxTGUThOCXhgM7s9h2GE/ME5IbMmk+OsD0xxwYrt20w/QhcRXR0sDQgsw53n896k5Wn6cpmyIuPv36+MV3mh32da2uKqY5ReztcHxD/Rc7p+tce94aRAE9puQlOPO2x9NH/kZzCoyixZQTbOKzJZMil8dVTdTURXynzKTYX8vVvMPp6lD3G28yFCPI9yzrsd3D80NCPBe2+HLlQIbMp/Pv1u6LHNZPsurze4gSbygfv4hVEMMMcSnx5DUDjHEFwQinSF5xka6b74+eM08dT1yOvNv8v39ThtvZoreR7ux+sFSrV89QfGOu9GXLkeSJNQF1N3fF9RyhdwVVxGFIZIQ+J12HPgkSSir15A4dR2h4xA0m0SOc8zXht3uCY56POR0GmPFKrpvvIaxdj29D3ZhnHxK/DnIMskzNtLb/SFBpw3dDtr4IpRiCTmTJWg1MU5eQ1CrMfPg/USui1IsUrzlD9DGJz7V9498n9aLz+NXqyBJJDduQR0ZI7v1ctyDB/Fmp0mPjVG48Vbar76E8/E+9MVLSW3cgkhnUNJpZh2PXZbNAcdlXdJksaGR7wc6qcUShetvJux0kDQN+QR9wprvEdoWsiRxUy5J/R+/g+y5yLpO9/lnKN/zRyhHpVwHTz7K5pWr2HT2+WgTFfK6xozj0gpC7hgtkVVlXqq3ebLexu6T3b+ZnEIXcW3ITZU8Y1o86+aEIVvzGR6cbyAUBQk4K5chimAmCDGKJa4pF3i83mav41JUFVbmKtxqJnhutnYMKWj4AZOudxzp8MNYkdzRteIwHyGQmg3ajkNTkwgeup/8nffyphaHdo3pGmuTJi+1ujzdX4Rva3eZc33uGSuRUmSsIJ4RDaKIhh/g9ZnIHtuh4wdcVcrR6NpcXsjybsfCEDJb+wRw0vGIgFebHW6rFPnZbBVdCK4oZAmBR6sNFhs6QRQxrmssNbRjCMvgcxMSmzJJ5lyPCV3n7yZnsYKQqudzUsLgvGyKx2tNvjZepqypnJdNE0bweqtLTpE5J5filXqbG0YK5GQFQwqRJImyKrPSMKh6PlXXJ6/GBNeLIr4xUea5fnjPmZkUiiQx5/kD5femUp5FhoYXRQQRtLyAt32LUxIGBUXmjFQc0hURTzQsM3VOTyVYn0ow7bos0jUqmookwRvtLm914vf6ETzTaHPPaIkZ1+W8bAo/CnHCiPNyKR6ab5CWBfeOlXiz3cUJIy7NZ3it1R10JeeUmGzbYUiiH5r0btdm1vHohMEgfOgwRdpt96ioCgccl48dl7rvszGdZHMmSWkBYltUFUwhaPkBNT+g5vt8qZhlR8ei5Qecl01hCsFBx+PNTperinkyskyrX/+1vRPP7W5rW4PnWpVgU/oIGQsjcKP4e0nERPdAz6UTBpiRoOnHyncYxdU4AL0wxAmhFcT1Swcdl5UJnTFdw+pvnhzGlOthhSGf1h+02tT5w/Eyb3UscorMulRiwXsjSxJnZVOUNIXtbYsxXWVjOnncZtyJsMLUeanZYYWhsyqhU1RVcopMSZGpqMd+vz22MyC0h/Fys8PJyc9PrV1saPyfKybY1uqiy4LTkgkW/x5GcoYYYohPhyGpHWKILwjUbJbiLV9BW7yE3ocfoK9YSfrs8xa0Cf8+ENo2cjqD9e7b8bxlFIEk0f71c6Q3nwXJ358y+5sg9RfySiqNkkrjt1o4e3bjTR7CPHU9qXPOx9m/98j7zQT6shWf+vhBq4mxchWB1cVYsYLaL35GYu06IqDzxquM//n/ipIvYr3/Htr4BNr6M6g+/gjpjZtoPfsMydM3xiprX0Xzq1Xqjz1M6St3ISd++6596Dh4M9Pxf0QR7ReepfiVO6n++Af4zQZC03D27KZ4213kr7yWsNdDGMbAElx1Pb4/Pc/2jgXAo9Umt1UKfKmYHZAgoWqI3/IcjfQsRnSNhKIQ7HiLoNcjp6lIRPiWRWvb6+S3Xk5y05l0t70GUURYrVJKpdAMnarr8dB8g9faXYQkoSLxjYkyO+0ep6YS3D9Xp+mHJGVQJYmfzdS4c7TIyoSBKQS9IOSP+ymlZVVlxnWZdj02ppPMuh57vIAPHTeuDgFebVuclk6SlWUm8Y79TBfofznQ6/Fhu4sZhcx7Pl0kSqk0qudiBD5eo87cju1sO2k9k47H+1aPCV1jbdLAKOZo+D47Oha77R6tICClyDj9TtYIcPuOiiiKE4d3dm2CKGJ72+LifIaz0klmPZ8Xmm2m+4FOQQTNIGDWdfnaeIWkEDw4X+cj26Han8G9tpTjw67N5aUcS/oL5jCK6AYBfhjxWK3J2x2bU5MGr7a6WEGI3bfdvm/1ODubwu+nDl+kqeRUhQtyaXKKzCHH5ZVGh0tKOUY1lW8tHmHK9ZCQmNBVdtsOD87VCYlVw62FDOdn02xMp1hlGoRRbB3+20Nxz/K06/Hni0d4r9vju1Nz+MBiXeObExUenqlSHi8zpmvcM1pin+My43qsSRqMKipJWVBQFVKyiK2dksCNIvbacfXP0fU2Bx2XTekEEhJXl/Lss3tkZJmGH9u2fzpTY5mhxb2risyOro0iSVRUmatLeZ6pt+j4IRszSV5qdugEIZvTCZbIOs/U25Q1FbWv+K42Dd48imDusnpclM+w13YWJG55ReaMlMnr7Yi2H/BWu8v/smiEzekkH/dc3u/a/GI2thSPahpFVeGusSJP1VrMez7LTJ3Fusa3lozydK2JKgSXFbLHKJ+qBIYkERxt1xYSRPBK3wrvRRHrUyZ3jBT54Uw1fjaBEVUlJQu+Nl5BkyRaQYAmSXhH/cyk+4FSnxa6LLMiIZ9wTvlopBWZM9Jx4vJvC+v6JJYYOpfmMyRkwWO1Jq82u6xJmtxQzh8XErXQDG1OlXHCkF4QUvgcempNWWa5KbN8OEM7xBBfCAxJ7RBDfIGgVkbIXX09kW0j6Trid6zK+V0gDBNhmuD7MamVJCRJEEUhUfj5WKADpxermUepz1EY4jfqRI6DMM24NuYEi53Asmg+8QjWju0AtJ57mvJ9X6d01310Xn0JOZ0hd9mVqKNjn/qceh/sovHUY+jLV6IUSii5LL2P95M8fQPWW9vwqvNxGvXK1Viuy74H7ycBlK66jpE162KF1Y9VNxQFSRL4szOEPRs5kcBvNgg6HSRFicOW9GMXQMI0MVafjDc1Gf991ckEnQ5ysTRIeSaC9gvPoi9divyJzYVmEAwI7WE8UmuwKZMcBKf47TZhv6NXzmaPs4777RbJmUluF9AqlUnsCxG6hhOB1+++1K0u80iYl1/FyJaziDwPOZNBycZW66rn807XJoxiVUiTJJ6qtbi2lCOvKEw5se00iOLanGnXZdbzeL7RZqrnsCaV4KH5OglZZtZpcWMlz68bLW4fLTHpuDzX7GAKQVI+QnD29RzOzqbYafUG15KWxYAAhFFEw/eJInhxvs6hmVmuW7qYH8/WsIIAD4kbJkZRX34WL5MlWrKMs7MpvDCex3u11eGCXIpHa814ZnK0xK8bcfCWF4ZM9+tzPrB6hH1OsDphoEixqmgKwRXFHD+brVL1Am4q59nRT35WJYmkBGenErzS7rI+lSSS4KDj0Q3CAYl6rt7m5kqe7W2LJYZO1fPZY/XYZfXYlEnyeruLKkmYsqDmBdhheIxyXfd8EkLQPmqONacqbMmkWBMEyJJEXo1tvq+2u0w5HqcmTfxI4fFqk8M/+T4Rj9cajGsqvTBikaFR1lRSsswfT4zwXtcmKwsSsswvqw1C4h7fKdflofk6Z+fSzLo+Y7rGqBH/ORr7bIefzFRjK60kcXUpx2kpk+Wmzke2Q1buV0ABa5ImOUXmJzM1plyP87IpJnSNXhASCImGHzDv+ZhCYms+wxJdY0ryuLKU46czNSQibhsp8l8PTNPy43uwx+7xJxMVri/n2d7uokiCs1IpErLEpHtk5rmgxqnTwQJ1QhCrkaOayn1jJWRJQgDP1NpcUsjwRK3JdN9+vcrUWd+v71lk6PzBaJFeEJKSZWQhUdJUTjINZAmMTyiLOVXh3FyK5/uhS/GGQxY3jHhovjF43yutDpcXspyRSvBWx2JMU7l3vMzoUQRZluDKYpZfzjcIiEO6ri3nP7Ul+HfFv5bQQkyIT08n+NtDs3SDkKQiOOjEdul7xktkjjrnpYZGXpEH/bTLdY3TUgn+fnKejh9wXi7FpnTycyG3QwwxxBcDQ1I7xBBfMAgh/l1UUSWdJsjmMU5Zi7P3IyRZIKfSJE/fiJz5bBboMAxxD+yn+dTjBM06qc1no68+GUlVCet1qg/8jLDTQc5mKdxwK8aKhftzg1YT6523j3lt/p++x8iffYvk6RuQVO1TqaPHHLPbhiDA2f0BkeOQuehS5n78fUq33o6+dDkilca3Ldo7tlP3PCRFJTQTYCZAgsj3cGdnIAyRsznkZBJ1bAxhmvGs7M9+hD83C0KQ2nI2mQsvPsYCLAlBauNmJMNA5Iu0X3wOe/cu9InFJE5dR+vpJ+N5636n63H3doHX/DCOZIG4Jqr2P36Oe2A/SBLmSaeQu/q6ARkFCDsd3OlpTKuDEkVEa0+j+sbr+EEY944qCsZpG2OCJAtWjY5R9TwO9lz0jkVGUZD69TdWfwPEiyIOOA4363k+7rkUFJmqH5BRBFYYYgpBNwjxo4i9jsvqpMk3Jiq0/ZCUIuj6ARfls2QVhRFFZrHVoapFNBTBw57EQddnbd9q/dWxIq+3uuQVZWAL9aOI97s2D83V2ZRO4vUcpm2btw5OcufEKJKiMiILxg/tJ1p1Eo3LruKHjS67Ds4QRXBeLsWWTJzkOuP6zLg+U47HnaNFMrKMHYQ802izz+5xU7lASDy/GvTDkq4s5gijuCN03vPphREf2T3uGyvzertLToJzpQDzuae4LpMlME+n159vPpovBURIxCE9Xj9p+J/n6gAsMjQafkBOUZh2PNalTB6ruuTVODhHIla3dnZs1n9i1s+QxSDUpun5/HC6ykzforvHdtiUSbDM0HjP6pFTZFYldHQRBzB9+9AMpyRN7h4tUdJUJgxtECz0TK2JJIGI92LwI9jfc7iorw4vhJbv8+BcnWafgDhRTM6WmBqbM7HC+ZHVI6cINqVTLDM0HplvsLPfzftItcm6VIIL82leaXXQhEQQRlxRjBO3bx+Nn49UP5n7rEyKnV2bxuEaGiLqfsBT9RZn9J9DQ5ZJCIkXGh1SsowT+qiSxNXFHLu6NjcvEIQE8dxoUpH5xWz9mNcysuA/LRllrh/mVdHUY5ReXQgEMOt5HHJccopCRVNIyscv03QhuDCfYU3S7G8UqJRVlWeOmlUFkJDYbTl8dbTIrVEBQxJU9GNJnCoEmzJJVpgGVhiQlGUKinLCjcV/b/TCiE4QovSt7iERk66HFYRkjrpVvgwUAQAAIABJREFUOUXh3rEyU65L0w9YbGj81cEZ3DAiiCJ+OF1FliS2Fo5M3jthSKNv3U7/KzqNhxhiiC8GhqR2iCGGGEAdGaX81fvovPIi7sw0iZPXkNy4GaF9tjkhf3qKqb/8f4i6bUQqzdz3/zvZy64giiKMZSuQdB06HYJmk9pD91O55+sLhi1F4fHELvI8cByU3zF92FyzlvZLL0CfeKfPOY/K3V8jaLWQs1mkxUvh8qtoPPg/4lW6kBi7/Euo2QzNJx+jt2c3hetvpvHYwwT1GvqSpeSuuAZJUWg+96uY0AKEYawmbz6LjqLhhiFpWaagKgTpDP6K1Xz8t3+Nb9skhMCcPETq9I3oy1fi7NlN+sxzFpyHzSgKy0yNffYRNemCXByyE0UR3e1vxoQWIIqwd+3EPHUdyukbBu+XFAVr+zbkpcuwl6/i+ZbF+XfeS+elXwMRxtnnUS1WuH+2xh+Ol5lxXH44Nc+ZuTQvdyx2WTbLTYObynkeqTX5uBefy0rTQJYk3upY3D5a5LFqk1YQkJFjS+WT1SZVz6ekKXzsuGzOJKn7PV5qdFhm6qxLJUhKYO/aifPgA3jtFrKZ5L6bbmXv6CKWGzqmLLMmmeDkhHmM+lP3fH4xE6fj7ncczs+leHta4mCnw6FdHzFayPPHCZnaT36ItHI1TxpZ6ggUWcUl4vlGhz9dVGHW8SioCr0wJqz5fvVIywuoez5Trs+3D82yKW2yMR0nGv/JohHe7lj8zaE5LsyniYjnH/f0HFp+wHpDZ1O3Tvv+n9BrNGlEITkkxJazycgCOxR0ggCQOCuTYtpx2VrMMu8FPHm445M4+CopC8IoYl/PYXXC5Ipilve7NpWkybm5FHXP546xEmP6iRWpph8MCO1hvNW2uKGUp+r5bMwk+WW1wbznc1oqwZ2jJX40XaXm+cdZcBcb+uHJhYF6vSZhIograI6GF4bU/YC2H7AhnWBbq8tMv47HjyKsIGS5aXD7SJF2ECAARYK/PDCDFUWofdtsRJxCvSGV5PRUgknHY8LQmHVctndszs9nuLqUY8rxSMsyeVUZBA0dTd00IVHSNAqqitk/1/NyaU5OGoOaoBnH5dpynsoJFD5JktiQim3xb7QtSqrCmdkUuf77RxYIUDqMD6weP56uclhTX5syub6UJ70AuUrKMklTZtlRAfQLndOIHoda/SZlVBOCEV0An59qOeO4uP2E7fHfcM3/WmhCQkhxNZIVxNVco5qCOOqTnHZcnm+0mXN91qZM1iQNnq93ONQP1jJEHMj2YrPDhnSCvKrS9gOerbd4pdkhIA7zurmcXzAQbIghhvhiYkhqhxhiiAGEqqKPT6BdfzOR6yIZxueyY+9OHSJsNRCpFEGjQeS5dN94jcxFW5n/8Q8o3HhrrEgCQb1O6PQWPI6cyqCOjccpvH2YJ6/5TGFa6sgYpdu/SvvXzxL5PsIwab34AoVrbqDxzBP4776Dc8U1jH7zPxA2m2TKFRLlElHPwd75Lr0P3ie0bQo3fRlJ1VCyWbTRMfx2C296+tjzP/cCnrJdXm/O9OtdBHeOlRAR9GamcWwbgHYYInQDde9H5K+5kfR5F5wweKqiqXxzYoQXGm2sIORSEVIIXUStSpQv4B74+Mib+wnb9gc7Eek0ar6Aki8g5/Kkz7+IuaceJzjrfN52JXbrGcYvvQaAD72Ay6M4hEmRJN7p2JQ0le3tLq/0E2ud0OZgz+X6cp7vTc2zLmVyejpBKwi4vJBh3vG5a7REOwgwheAfp+Y41CdSvSDkrEyKtBLbYjenk4PnzqvOU3/oAUTPJi/LBG4P5dF/4aL7vkE9ithr9zCEoKwqxyzcu0E4SCXdZ7tsVXW+vnSMbR0bTYLLS3ms7dvwRsdh8VKm7B6B61IolWkj0CQJOwj50OqRFIJkPzzI7M/qpRTBGekke3oObhixrW2z23b5T0tG2Wc7vNC3hqpSfKxefxOj7gfogUvw7FPUakfUPKk6x4f9kKC9do+mH3BywmRcV+N6HlnQjgKOHgR4otbklkqBfT2HacfjUM9hQzpJSVUIo4iCopBXIgqqMkhQ/mR1DsRWUENIOOGRchVdEowbGhcVMnxnMrZ7pmSZV1tdmn7AmZkkvQXGEkqKzNfGy/xitkY7CDg9leDKYo5trQ677R7XlfNoQuCFIW+2LR6eb9CLQpww5OZygddaXaperIom+7bblHJENesFISsSBju7PXJqnNZsSIKKpvLwfIMdHQtdCKwg4JaRApfkMwNSWFQVzsulmHM81qeTVDSFqheTZUOWuCSfYZlhDAgtgCkLFss6iw2dXhiyLmkuGNh1NFKKzGnpJGuTCSQpnjv+oGvjhiFZVSEry2Q+EY7U8n2eqDZxicO1JGBHx+KCbLqfSu1T83ycMKKkKgvO8y43dZabGnv7G1wFVeGcbPp3svp+Fuyxe/xgap73rR7LDJ27xkosV2VM7bOT27wSh619f3qeIIrniy/MZeiFAaBS9Xy+NzVPo6/6K1K8wWUclY7cCyNMEZFVZLR+lduU4/Ji80iH7l7b4eVWhyuLOeQvqGo9xBBDHIshqR1iiCGOgyTLSObn10ErjHiOVBIykRcvuCTDJPJ8glYTST1qxiuXP27u9DCUTIbirX9A59WXcA8dxFi5muSGTYPj/07npqqYq09GX7yEKAwRmk7h6utov/wCua1XMPvdvyXxD38H55yPdsoacoUCqpkglF20icX0PngfZ/cHOLs/AGDkT/9jfB2JJPrS5fjzc/0Lk+muOIlXuj1E/3rbQcjj1SZb0klSn7gGR9VY9KWrEYZO0GgQpNIIVUNaYNZtXNe4sZDB/ehDqj/+PlOTh9DGF1H66n0k1p2Gs2c3AKHn4lfnUYtlavf/DGGalO+4GyVfiJXg5SupRnCqofOe7fB8zyMEri5mebNjcWYmiSbFs6zjusbL80cWgW4U4fbttrdV8hxwXFpewKGey9sdmxFd5e6UyVvtLnU/4KpijpeaHbwo4tJChmVHpYYevZES2jahbRN5HkEz3hAJ2i2sns1/mW8x7wUUVJl7x8qsS5qDwJhEP+zmsJL3467HzZrGTVmZbibLS1aPD8uLWDGxjDN0heU9n1m7hxpG5PuEYULXeMY/Yuk8PZ0gq8YESUgS52RTNDyf7V2LhJC4vJBjVNOOWRy/3Gxzx2iJ97oWfginZxKstrvU9++Lz7NftWKsWcvL7Q6tIGJC18grgg/tHnlF5u8nZ1lpmlxTzrG1kOaRapMwitWqF5tt7hgpMul4PFVv8erkLCFgByHLDI0z0kmerLW5Z6zEAcdlR9ti3FA5IxXbtK0gIIgiLspnMITgnY7FR7bD+fkUI5pKLwhJCBkJiZrn9wOobC7IpSipxxOrrKZyYTbFSQkDOwxpeD4/nJqnHYaoksRF+QwlTVDzAx6eb+BFERoSoSR4pNrg4nyGN1pdri3nKSgKThDS7J9jSo77d68u5pBp8nq7w8mmwZXFHE3f5wPLJqsqdIMARQjealuclTnibjBkwcX5DDUvIIxCbh8pxtbwIGR1wmBc044htAANz6PTnysvqsoJCY4VBLSDEJm4E1gWErKQsIKAZ+ptlhga29sWdd/HEIKriznKmsK06zHreozrGo0goOb5uH2JO6XIWGFI3fP5yUx14IBIy4J7xsvHKaB5VeErI0UafoAMKP2ZXjcMB5sav29MOy7fnZxjtx0n0u/pOfz1gWn+87JxFn0Ox48AJ4z45sRIP6la4p22RUDEEtOg6fkDQgtxaNsuu8dZmRRLdI2PncOVTXBVMUuyv+FxdFf0Yey3XZww/NzSkocYYojfL4akdoghhjghQs8ltG2EmUAssID9tFAqo+grVsVWXFmGKCJz4SW0X3wedWQUSYkXXHImQ+H6m35jz6taLJG74upYSdb1QTryZ4UwjpB4c81a1NExogjG/+J/I7QtJE2PVc3+vLPQNDIXbaW3+0PcA/tAEqTOPBt90VIg3hhIn3chfqOGs+cjlFyOdjKJFB6rQlf7c6pTiTS5FSvp7PkIgImLt9J59SX8+fn4eKpK6Y57MJYvnOwcVeeZ+/u/IWjG6p87eZD573+XkT/5jyRO30B3x1uEjkPmwq2ErkvYaRN22jgHPkbJFxCmiZhYxPv1FqcqCmvTSSYdj6KmUPV8VhgSF+YyfOfQLOfkM0w7LllFoRPEi8GkLKMJiaKqIiGxNWmSkWW6Qci5uTQZRSbbV2K/MznLtOuyyoyTj1eaxmC+87jPxUwgGQbe/ByRGy+UxaIlvOMFzLs+SBI1L+C7k3P852Xjg3CsvCJzXTnHw3MNnChCAHo+T6Cp3D8zz+62hde12d30mC3kuDSfoRWG7BMSSVlwaSHLhK7yjUUVDjouJVVlRFMH6iFA3fcxheDaYo4gghFVphsErE4YbGtbyH2b5MPzde4ZK7HI0NGFwA897PFxCgcP4kYRNSGjlUdIdhy2FlL9ztp4FtONIlp+yD7H4eczNe4aLZKVFXZZPZYaGqcmTR6YrXNyymSX1SPb75qFeK7QDkLyiswrrc5APX7XstnetrlrtMibbYvnG23cKMIPQ26qFLg4l2ZE15D7AVSaJBEJQVaJP88JXWWFYRzT13s0VFlGeAHfmZwjiKJ+H61Esj/TCjHpTisyWzJJwihCE4KaF89Jb86kyCsyVhDyXKPFy80OfhSH/9xSKVDSVM7JpihrCp0g5NFqgzOzKbp9ApJVZIIInChOgraCYEBMErI8+HtaURgPfFRJDAjz0TjQc/jRdJWdlk1OUbi1UmBzOokVBjhhRE6RMWSZquvxwHydPZaDJiQuzmfYkkliCIEVhKzQVTRZDOaavSjk5VabczJpfjFbp+b5XJJLs8zQOdBzySlxxU8URZhCcKDnDAgtxJthv260ublcQPlEYFVGUdAlwXuWzZPVJlYQcmrK5LJClvynrM75LOiF0YDQHkbVD7CCzydsUOlvVP3zXB0BA+fC6ekkYRiiCYmvjhZBkni71WHK81iTMHm61uKqYhY7jOucNqQTLD5qU2CxfvyIzTJTx/g32gwYYoghPjuGpHaIIYZYEN7sDM3nfoU3NYm2aAmZCy5GLZV/+xcuAK1cofK1b+Ds24tfraLk83Te2oY3PUXpjrsxVp3MyDeWIpkmSi7/W4/3eSvJxx1fCNRi6be+Tx+fYPSb/4Gg3QJZQc5mUXN5AschqFXxG3Wyl16BuFKLE6WTGZTODMFRx1hh6pQ0haeFzPorr6fcqCI6HcxUktrc3EC1jDyP1jNPoY2NHUPADyO0rAGhPQx38hCR65K/5nrS516AO3kQe+d7dF558aivi4mO1U+WPT+XYc7zcIOIkxMGThTihjoSEX95YIpDro8iOpyfS7PY0PnB9HycjiwkNqWTjGoqq46q9sj190LCKGKP3eOVRpvrSnkOuS55RWFN0qR8grm1uudDKk3+hluY+4e/I3AdlFKZ/A238N+6xyorjU8snFUh2JBKssTQccKQpCzIKwqHHJePLAdkGSWXw6vXebvW4EJN5sZskqA8SkBckSJLgkWGwqIFuiebns8/z9aZ689apmTBJfkM35+psSWdZEMqwZudLglZcE42RUXTBjUjSi5P5St3YU5NMtlskRgZ43Hb46pSjv/30Czzno8ixYrfn0yMoAoJmXgDJIjgimKWi/MZvDDku5NzzHg+6yWJ1abOrOcjpFgBPjeX4rFqkwtzaZ49nNocRdT9OPTqOj/Hv/QTp1tBgBdGPDhf5/pSnkiCVYpJXlW4KJ/hmXoLRYlDhG4fLbLYPFIv1AkCZt3YHjuha5T76c7jmsq2dpzMrQmJq4o5cn2nQVoWXJBL849Tc4OE2o3pJGdmkhT75GvG9fh144jqvb/n8utmm+uKeQwhCCMY01SWGjoJIbHU0LGCkE4Q0vIDrihkeWy+wampBFsyyeNsw3lVOSHRq3seD87VeacbjwRUPZ8fTc8zoqn8fLbKvOuzIZPgikKOF5vt+JkiVhEfrTYZ11XebsdW6JKm8Pf7pmiHIaaQ+HKlSFFRcMOQLekkj9WadMOQLZkE61MmM67Pin4vcdf3FySENc/HiyIUjleO5zyPn88c6W9+s22RkmW+VMz+3q3ISr/jeM478lvOENLnRg5Fv+t2V9cePDeLDI1TEgYf2A5/e2iWKdcjJQR3j5XQhMTapIkAnm90yMiCc/IpKpp6TA3QuK5yXi4Vz9T2u5PPyqT+za3bC8ELQwQgDwn2EEP8RgxJ7RBDDAFA5Pv4zUasgCoK9UcfprdrJ1EQ4E1P4VerlG6/a8Gwok8DrTKKVhkldF38+VmUQonCtTeiFIr/6sTiLxLUcgX1qJCq0POwtr1G4/FH4lArIchfdS3JjVsoShK3jhR5vNqg3bc8bs1nyKsqX6mUmPd8gkKBkqrAjreOm2cObYvI82EBt7UwDEQqRdg5QgKUUjmuhtJ0tJFR3AP76X3w/uD/S6qKdNKp7OhYg6qaC3JpViUMvDDikWqDN1pdfCKysswdoyX+8uAMO7o2GzMJzsqkWL58gnnXJ6MIiqp6wsTQmufzo+kq3SDknW6Piqbi6RFbMscnfbthyM6uzePVJp0g5MzCCBf82beQpiYJLQsrmyOaa8FR5TU5RSbxCbVXFtIx4Tl1z6fmB8y5HpIEaUVFLpZQowhlrIIry3x/ep52EBJGEefmUlySzxxTFTI4xygaEFqAkxMmv6q3aAcBLzY7rDR1ri3mWWnqjBux6un201UjIJPO8qoPvxRJ6lbAStPn3Y6NDGRkedAT+lKzzbpkgoOOiyEkVCHFM7CyhNGfyf7lfJ3n6m0uLWQoanHojSpJHOz1GFVVMoqMHNeY0gmCgb3ViyLafWut3a8RmnV9ZEnisWqLUU0jpchckEuzNmXS8UNyakxs/TBi0nWZ7Lns6Fq8b/XQJAkZiVtGCrhByLpkYpDQu8zUKCpH5p5NIbGjY9HuEzZNkjjQc5h0vEGY0sEFLKGTtkvV83mx2ebtjtVXe1P8qtbmykKWj3oOh3ouJ+UNympsA552PN5sW/0NpE/nOOkE4XGKoyYE73YtZt2YUD5ZazGmaezs9giIkPsE04si3m5b7O25nJ1J8s9zdc7IJDm1X+HTDQJUSQZJGjyzaVmwo2Ozo2NxVSnHg/MN3ChkQzrJhlQSGY7ZDFufShxnlT6Mg457TK0TwK6uzXl9x0TLD/CiMH7OPmeiNKop3D1W5tsHZ7DCOMzrrtESmROc6++CEU3lDycq1DwfWYpnh7tByPem5ph0PRKSRFFVuH+2xreWjDHS3/g4J5dGIv5d8UmymlJkLi9k2ZJJxenHinyMK+PfA10vYK/j8FyjjSkEF+fTLNa14zp5hxhiiBhDUjvEEEMQui7Wu2/TeOyXRL0eciZD+twL+P/Ye89oOc7zzvNXuapzvgkZBEgCTABJkWCGSFlgpkRStCRaFGXJaXbW65317JzZNB/mw56zc2bPnjPjdRrbsq1gWZGSSEnMmQQzATCBAIhwgZs6h8r17ofq28BFIgACpOTt3yeg0X2rbld14/2/z/P8/70trxM2G4BE5HmE7TahbNGrBoCElZMxUif3NSLrOvr4iU9XiSgiaDbiyJxM9iO1QZ9uIs+LM3Y9DzmZRMsXCBt1mv0YnvhJEY1Hf4Wx4iz0YokL0wmWmHo8I6gqgwpGVlPJHlI18hYtRtK02N25T+L8i5BTR24qdIKAsFCidO/XmPv7/0bU6yKnM5S++BXUQ6rr1przkbI57NdfJer1yGy8nr2GxXcPzA0Wwd+ZqvK18TISsLnVodqPo5nC59lmhz9dMkonEiw1DFKqSkrliNm+IIqrgd0wIqHIFFSVThjS7QsYQVyFm/F8NuYzR8yszfkB35+uDRbxz7ZtHNPkqn178ba8gT51gK/dfAd/M1Vlzg/Jqwr3j5cpH6e9MowEzzTauFHEJZkkL7a6NIKQkq5yRTZD1jL53kyNVhhXfNthyA9n6iw1DZaYgsJh950hx3mkU32zq6QiU/X8QTVl1g/Y67TIawUWSxLtIOSpRosXm10iITg7aXFlLkVjugaAKctM+z6uEBQ0ZZD32w2jWJQCm4q5QX5o3QuY9Dx22A4XppP8VjGHpchkVZWaH/BW12aP67PI1JkwdD6dz/BAf4YVYLlpIAEFTSFEEPRnj9ckLXbZDo0gGDzXVGTGFR0OKVjvc1z+anKGm0s5nm50kICSrmJIEr+qNrkun+Gxeou0IpNWFR6rOqxNWazpt+A6kWDK9cmqCjKx23E7XOjCvOgorrnrM0ker7d4o9PDE4IPOjY7bJd7R0r8vNpgdcJkUzHL040Oo4bG3+2f45yEyaihsbVrszKKGNHiduDjYfYrzdX+xoUsxaIy23cVr/oBAni7azOia0y6HikllrVOFFHWNbZ0bGRJYn06SdUP+OvJGULiquAfjFeQEIMqbEJReKna5KZSjn84UKUVxqZszSAiiARfGS/xs9kGbiRYl0kcEdF0KAX1yO/Igq6hIvFu1+aX1SZJWeLSbByPlDmN36mqLHN2wuQ/rFjUd+dWSKsyudP8vV3QVAqHfN5bgctOx+PqXJpzEiZ7HI+yHv/7/GhDUT7+/1W6LFPRf30E4w7H4T/vmRq0WL/YbPPvl02wxPpoaQRDhvxLZShqhwwZQtioU//ZT6DfgurPzdF4+BckL76U1mMPA4LIc/FFgnd/3GD7o01EJFhyeYoLPlcgVT4zQjO0e/Ref5XWM08hfI/E+ReSufZ65L6L5kcxiPqoRI5D56UXaD75GAQBSjZL8e4vxmZY3sIKk3AcRHBwsX4is21aqUzpS/fRevJRol6PxPkXkbxo/YLqrRdFvG87PFRt4oQRN61Yzep//3+gdDpIVgKtXIlzj4GGH/C2G/CumWH5lRtZo8oous4r7d6Cqo4AXml3WZu0aAYhTr+qFwHv2w43lXKsSh57URUJwVs9mx/143R0SeL2Sp5RXVswAwdxxUQ9SnvflOsvqEoB7AhCNn7mJrIXX4psWhQNnX+7dBw7igbux8erYHSikPd6DnU/4DPFLBemE2zvuVyQslidsAiFYJlhsNTQeatrs6VjD8T3tOtzQzG7wCQoo6rcOZLngZk6e12fThBwcSZFNwy5IJ1kxouzRkf6C+t9rjeYaYVYDI0aKjcXs/ys2uSClMVS02CX7RIIgSrFs703FGIDp03FHEVNQZUl7DDk0UaTB2Ybg5/3W4UMt5fztP3YPOq5/rEmXZ8PbI8vjxa5b1TlxVaHtKIwqus8Vm/xO6Mlnm10cEObsxIGl2ZSfGeqynX5DJljVKoiIXix1Rnk787fP90wQlfjqm+xb6jVDqNBNXa+Uhm/fwrnpyzemz04Yy4Dqw5pXR81NK7Np3m20SEUgqWWzhLL4OHavHlXfOReP+8YAdu6NhekEpyXNNnWtTnLMlhk6fz5vthAK68qfHm0xPpM8qj33qHX95Zynlk/YMrzUYAb8hn2Ox5CksiqCu0wZL/r8+WxDB/YLo6I0JC4OpeiGYR4QuBHEWOGxg9nD44GzHoBzzbb3FzIYkchZU0lqciYfYftXhTnsM6f3bauzdX5DF+bKBMJ+pX3Y5/7qKFyfspiSydunU4rMtfnM3TCkO9MVflcJU87CHm22WHSjc3Exk5j7E5GVY/a3XAmUSWJ67IpCprKX++fjdPXgBsKPncoBQr6b9Zy1w5DHqu3Fnxf9iLBm53eUNQOGXIMfrM+5UOGDDkjhJ3OQNACSLJE2KgvaKvN3Xgb9QMybz90cCG965kOhSUG52w6trHTR8GfmqLxywcXnKfz/nv03ngVgPQVV6OOjhO1m7h7diNbCYzlK9BOYC73oxLUazQfexiEQC1XUFdfQmfKIb2siFoqH3Q9Js7/lRNHttkeD0lRMJevQB8di6OGUqkj2pEnXY//e/fUILrm3Z7DN8bLXLq0jHGIIHH6ZjqvzdUI6zW2CtieS3N7YJOeWHbEsTOqQl5VcKPY5GfM0PAiwSrLpOEHLDnKjOk89SDkp7P1wTl5QvCz2QZ/uKjCdYUMj9daCECTJG4q5cgdReAXtCPFVFHXsJJJzEw6bpWvzZGeOkAumY7ff+P4sU6GLLPY0Li5lKURxOZB1+bSJOQ4pme7bbO53WXa81ibTPDF0SLfm66SU1Web7TZ0G/dhLgSPeP77HU8bihkMRUZO4pIyDJ1P+S/7pvCUGQkJC5IWdxZKbDLPjKm6oOex52VAlfn07zetnm81uIzhSwvNNtkVYUbCllWHMVEq+oH/HKuueCxR+strsylmXbjaBhVltClWCRNez7dMGJNKsEiU+exWpOHqg00ScKQJS7NJLmhkGFr1+bBuQbrMwkuSiVQ5IUbKHU/pBeFJPvtyt0wjuJJKzLtMEIijqI5J2VR1FS+OFJg2vWY8kImTG3BfaPKMlfk0rTDiM2tNglF4bZSntFDKnpJRWFjPsO6dGwmlVIUIgTp/vstI6FKEoEQJBWZ9Zkki02NrKqw13Gp+QGXZpN8a6o6EAfzJkOaLNEKQs5LWRSPUkU0FJnlpsEfLx6lG4aYcpwd/GitxazvIyNR0TRuKGR4otbmxlKWCV2P28OBv9off/7f6zmsSJiYsowbReiSRF5TmXQ8kGJDsityaUIBFU0dCNv4no2FrSrFIievqiSO8tk4nIyqcmspz9W5TBwjpCoUdY2tnR4bskm2dW0erDaIBDwJvNrucv9YmRFdY8YPeLtrD6r2Ix+Scfvrwpihs6mU5z/tOYAgdjcuaipvdnpszGconMByN+p/Z/06/L7z5mqHc7gx2JAhQw4yFLVDhgxBSaVAVSHozwjKMvripegTi8nf+jm0ygiylWTnG0cuzKfeslm5MY1mnP75I6cfRQMgWxbJCy5i9tvfhCgCScLZtYPSb9/LzD/8bRzvc/6FNB+Mz78bAAAgAElEQVT+BcbS5VirVqPmC6f9nOYJ2y0QAm3ZKrzF17LlVy3cVpOl1+dZdfsXaD/+C/zpKbTRcXKf2YR6ilm68nEMsbZ27IF4nOeFZoc1SQvzEFHbDEO2tLvxvG3/6e822nTHiqxTZd5QZDr9alpakVmXTmJJEn80USZEYrfjkldVllsGxocs+Lx+y+yh2FGEEwmuyqZZk1w4m3k0SprGunSCza0uigRZReG3CtnBDKGz+wOq3/2HQWu2edZZ5G+7CzVz7PfYlGWuymX4i/3TvNc39UkqEn+6ZBzZ9/nOVJVeJHAjwbPNNqYs868XjXLA89iQS6EQG7b4QrDX8fjHA3OMGRorEiY/na2TVBU0Ca7KZjgvmeCldhcBPFFvc1kmzcRRKmFLLJ2cpjDphvxgpoYnBLscl7VJi6QqM25oA0EbRIJGECARX0L/sOvuC4EXCXpRSCCg6QWUdW0wmzu/Fs6oKp8t5tiQy6ACigTTUsAu28WSZa7Np5lyfbRDFs9+FPFKq8uDcw1CIBQR949XeL7Z4cVmhz9cNMIz9TbNMGBN0uLidJKXml3SqsIu1yevKqxOWkfMPJd1jbsrBa4vpFGQqBzlPTpaS+hnizm+Mz0HSBQ0lbVJE0uReKfr8L7tsDphYsoSF6YSCMFAAEvEmxv7XA87jPhltcm2rs29I8UjcmMhbludUOJz2t5z+PZUlUuzSdZlKtT9kAlDZ8r1mPZ8Kro2MM8SQvD1iQrbOj28SLDUNMgoMpKqIISgG4bcUszhi9gpON834LpntMgHjsuFqQTbbYeUotAJQzbmM/z5vhlWJU1uKuZOaC740GzfedKKwlLL4Pt7DhCJg10TW7oOrTAicH3+7sDsoDvjmXqbbyyqHDFecCo4UdxGfayZ+9OBKUNGkTEkDaT4M1PzwyM+K4cTCcF+1+P5ZgcvElyeTbHI0DFO4xzwyWIq8abWa+0uQf/0c6rCeckzZ5A4ZMhvOkNRO2TIEJRcnsLNt1Hvz9Rq5Qr5Wz9P57WX8A/sx5+bJXfTbRRXmvBwa8FrSysNFO3M7B7rI6ODP+duu5Pu669AGBJ2OojAR0kk6W3bQvLC9WjlMtN/+V8hDFHyBcwVKyndez/aRxS2kRD9PER5wc65nM4RRjLGOVfx6l/NIEKQDIM9L/eQ9TTn3PlFcB3khHVUt+LTQVKRByJnnlTfFOhQ5p8j8gVAIDkOtJpIQpA9MMk3Vp8ziAxZYuoDN+KirvFn+2biDNooYlzX+MNFI8c9J6uf51k9xEQppypxe+VRZjMPx48iPnBcdEnic+V87KJraEz0q3xhr0vrsV8tmDV23n8ff26WlmUhgJyiLqgyzjPpeuyyvUHbqRfBg9UGd5YLOFE8V5pSFFKKwgHHI5dPs7nl82q7x7auzSWZJC0/5PlWBw/B2mSC781UaQchhiyBJPPAXJ27KgU2t7uD4057HucmLdalE7zeb/deZulc0ndXdSOBK0S8uPZ8pvqVwA3ZdPx61+PtrsMvag2EgM+X81yWTfFCszO49uckTOwwYkfP4dp8mp/NNfBEbNSz1NLJHiImLEXBkGU+cFx+Mltnyo1F2WWZJA9Wm1yeTZI8ZEFfD0J+UW0OWsJ7keCns3X+7ZIxQmDO97mhkMGJIhpBQM0PyWoqf7ZvGkHsDL2ta/P7ExVGDxNIhiIzppxcO+WqhMkfLRphpm9QpkoSf7Z3mkiCrhexpWPz2yMFJARjus5iQ2fOD0gpcUzQhKHTDELKmsLZCZNaEOfvHq1rYJ4pzyMk3qSww5CsqpLTFO4o5VmfSS5w8JYkiRFdY6SQBeKZ9/vGSnxrao65IOS2Ug5Fgv+85wBIoCHx+UqBizNJ8prKSstkzveZdH10SWJzs8Nu12O367HcNLj6BM2uDqeoqTQCuCqbZrvtssN2B/ePKUu83O4OBC2AKwQvtbrcXj51URsJwW7H47F6k14QcVE6wUXpBOkz0J6cVVVW9w3b5hnXNbIfYvg07fn89eQsXl/8vtW1+ep4iVWJT1ZALjN1/pdlE2xudbAUmYvTScZP8doPGfL/B4aidsiQIci6TuL8i9CXLEV4PnIigZrNoY+OEvZ6yIaJkkxSln2WbUjxwYsdiGD0PIsll6UGc5unG33xEsxVq3G2v4dWKqEkUwRzs4h+RTlwHJBl0pddyezf/uXBFuogwNu3F3//5EcStTXfZ3Ozy07bZbGpsyGboqRrOK2APVs1shs/T7sqETgRimWgZrJIssz02w4rrs5g5Uz8mWl6W56ASJC44EK0yijSaXLVXJu0WGRo7HX7ZkWyzKfzmSMWjCpwViLBI/UmCEFaN7hy2TKM7VvQL7iIpK4dEavjRRHPNjqokoQsgSWruEIw6fpHCJNDyWkqd1cK/Hi2zpTnU9FVbi8XTjgjc9rz+S97p+j1F9cScE0+zZdGiliKgvB8wm53wWtCIWi2mnxn/xydMOLSbJIrsimSnodrd5EcF8WyaPb/yztU7raCEJm4mjdv/qNKEjcXszxUbfK+7SAjsd122NFz+d3xMq1+fJAqQdvzEFFEKIGGAEXlUD2dUmQMOa6E31LKc3UuTURcNZvPRbVkibwqD2JQQgGrEwYJOTaf2u14/O2B2YEA+e50ld9fNEJFU3mn57DcMtiQTfG96SrNIOJSXeP+sRKzfsAy0+CshHnEjGPND/j7A7NMuj6hiKv5EvCl0SLP1tv83G/wpZESliLj9CvU85iyTEKR2eV6/Hi2hhMKViVMLk4n+ObUHNfm0jSCEF2OBbsdCbphxHs957j3zuEIIWgGISFxBW7eqVeVJUYNffCzHq42QIrbfudbR99o91huGexz2tw3VuaJeosDrkdFV7kun+HNdo/1mRQ/nq0jSzCmxxm4y48xr7jY0AmEoNa/R3qez7lJizk/YEXCPGqrqB9F7HU9nm90kCX4w0WjaP1Z2f/4wSS9KM5P1mWJn881Bu7MZV2mrGu83prjV7XmgvnyLZ14vvZU6IQhzzTaHPB8VicsLs+m+PZUlXOTJpEQ+NGRFU0v+mj5sjNewDf3HxSMB6pNBLHL+uHjFB8VS1G4qZijoKls6fQYN3RuKGQGbtrHYlvHHpwfxBuAzzU7LDeNT9Rp2FIUViYUViY+Oe+IIUN+kxiK2iFDhgAgqSpacWEOrWwurDKmyhrrv1Tg3JtyIMBIyySLZ27nWM3mKNx+J2ErFmPW2vNoPvxQ3PoLKOkMxqIlSJpG5PZboyUJyTCIPI/Itk/52L0w5IHZ+qBVdZ/rsc/1uHe0hL3fZ/vjPXKLx1hxVQql2J8m7AuHREFFNST86hytdycRqWXQqVL9wfcofu5u9IkTd38+HiOGzn+/eJSdtksviiOCyqp6xAJ7u+1S0BTuGSnwge2xyNA4L2lRXHfxMUV/2HffjdtXD/68XtQ3E4siIhhkrx7KEsvgq+Ml3EhgyNJJmcbM+sFA0EK8wHyj3eOmYg5LUVDSaaw1a+k898zgOb6m4uZLg4idp+ttVpkGWxtNXp+ZZVSRuURrs2rpMnRJWrCAvTybIqnKLDUN5vqvt2SJpZbBD2br9MKItKqQU1WmfZ92EHB2wuLldoeW4zCmqXG7LoKgVmXxxCKyisKIrlHQVK7NpdneNyxqhgG6LJE7JNoGQESC358Y4XvTNfa4LmcnTO4sF5CBVhix23EJiUWeJEE9DHlorsE3JspcX8iSVGT2Oi5OGP9eL7W6rEoY3FUpHLMi1gxCPnA8othfCTuIeKdnszGfYbfrxXOzUYSlyCRlmdQhLepmPyv0u1NVGn5IRlV4ud1FlyXOT8amW07fwMuN4k0DSTq5WUU3jNjatXms1sSOItYmLa4vZI9aTT30/jIkCU2SyKsK5/TFZl6JM0ubQchu2+Ufpua4rZTne9M1XBFR6DtG/2C6ytcnKkc9xoius6mY5fszNZww4vxUgtUJk8dqLdakrKN+Dva6Hn8zOUsEhAiearT5vYkKCAbmWZIk4fXdwg9vky3r2hGGaatOUeDEmxhzNIK4HXfS7bA+neRfL6pQ0nV22j0+lU2ytdMjpyqsyyQxZJlFhsas62Eo8imZP+1z3QWfN4hzc9elk4NNndNJxdC4pZjlmlyapCyjnUAL8dGecuT215AhQ37dGYraIUOGnBRWVsPKfnzHU1JplFQar1ZDhCHFu7+IPzsNSGjlCu3Nz1NcuozUZVfQeOinKMkUYbeDVh5BGx075eO2w5DtvYU5lXsdj14U0p2NK6ONvQFzOwMqa1LsfbmLaoGRkTn7t7JopszU24LXH5DpzdZJjyc5//bb6b615bSJWoiF7YdVIrZ2ejzZaFPSVEZ0jRdaXfZ7Pv9qonLM11iKzKcyKfY4tcFjmiSx0jT5wHZ5qtHCiwRXZVNUDB2n79iaUxT0YyyA/SiiFYQgQe4Q8S3CEGQZSZJIH2WFWdJV9P5zJUUhfcU1SLKC/dYW5FQK7epP8yNJA2JRusoy2Nzq8Mqe/US9Lu8D71gmX09V+ZMlo/x8rkEnDNmQTXNJOknbD7jRUtmUrbA/iDAUmQOuT0ZV6IYRzSCkoCm4YUQ9jMioMtdl0+ytVblnZISnmy32T89SSSa4NWWgKgo3FbPM+D5bOzbXFzL803SVKS8grcjcXM6zJmENTF8iWeLxuRa3l3NYcuyq+3i9yRdGSkgIcqpCOC8MRGyCU9BUPBEL8Kof0AkFXx4rEUaCiNjc63gtnhKgInFoomnikHzcUVPD6gu1vKby2yNFfjrXYNbzWZ008SKBJksLslJ32i6XZZJs7dpcn8/wk9k6ErHxWEZWWH0SgmzG9/nhTG1wdq+040zaGwrZI8TxWQmDNQmTRaaBIkMUCVYmTH5Za/JWx2bM0LijnGd316EaRmwq5MipKiGCnKoO2tFrQYhzjMqkpcicl7TQKkVUWWLS9fhltUlF1zCkI+/ZSAhebHYGc6uRiF2a3+rarE1YC+KgAEZ1bUHLN8D5KYt1qQSvdXoArEsluCB1ai2xDT+gEcQSWZMkVEVmt+NyQz5DBGzIZdElid9bVGHG8/nnvnt5JASbijm6/c/LhHlyrciJo4j9hCIf13n6oyLLMrmTqLCuSSZ4pt7B7l97BbgylxmaMg0Z8hvGUNQOGTLkNwI5lUJxHeoP/JBgdgYkiaBRp/Sl+0DRMFedTTGRpPvayyTKFdJXXoNSKJ768frOqodWT2Ti+Nn8UmMwqLpnc4fFFye57n8cRTVkrKxCoqjSrQVsfaDOyquSZAoGyDKduQhz0YqP/macJMstgycbbeb8YFCNvC6f/tC28bOTJndVCrzY6mDKEtflsygS/O3kLH5/XtPJCN7omyLNeD4lTWVDLk3ysBbrVhDyVL3FK60uiiRxRS7FBl1B7N1N97WXkbI5jPWfwsoXuKmY45F6Ey8SJGSJO/vty1Oux7auTSAE5111HeXLrkBRFV71QnbO1GPXUymuFP9yrg7hwbneOduh5tiscrr8/kSFQAjyqkLUbCI2P0/jnbfRRkZZuuEq/swRrE8luCGf4R+nqgjAiwQbCxne7vR4sdXljmKGWyMP+aVn+YJp4eWLuNNTaIbCt7ouBVVluWXyqbTJd6ar1IIQXZKoBSH/eGCOP1hUIavErrR5VSWjKXx/Jo59kYC7RwqkVQU3ilCk2PTojb64GTc0rsyl+clMjbOTFj+bqzNfVbosm+QzhewR2b+Ho8lw31iR922XKdfnA8fhrkoehODidIIrcumBYJUliRUJk/v71XdLlpn1fSQkUkp8jpokMWZo2FGE159P/sNFI2zp9EipChelEsfNET6cPY7H4c2w73QdNmTTR1T48qrKBekk/zQzR8OP+HQ+zXvVJs8220SinxnsevzheIVv7j5AUVO5ZySuhIdCxGVkIKsqR624zpNWFTpRyLO1eJbZkmVuLGUH5kedIOzHHEWM6uphEVAy69JZzk3Ehln3VAr8stbkgOezzDS4Z6RwxEbQiKFz/1iZO8OQCMgoyklH04RRRD2I3ZutfvUdQELClCVMRV4wepBRFb4/XSMCGkFIKAQ/mKnxtfEyP52r8ztjpSM+28dj3NCZMDQm+yMSqiSxMZ9ZsBnySVPRVL4xUebNvrHXRekEo/rpizgaMmTIx8NQ1A4ZMuQ3AlXXiQyD0j334u3fhz8zjbFsBbJlYZTLKAkLrVTGWnsBkq6jJCyUROKUj5dTFa7IpXiy3h48dkkmGVcYK4Lz78iz/bEWgRMRhYLMuE4id/Ar1emGrP1sgs5D32Fm9z4AEueuxlh3z6m/CafI2qTFRakEr/dF0ZqkycXphRFDkesSdtpImj5wEU4qCuszSc5Jxm2chizzWK05EPobMklaQciD1QadMOK8pMUi02DW80laCxe+73Rtnmv2c1qFYFvH5sKpD+g9+AB+FNEIQtzXXkO592sYiRT/buk43TCkpKoU7Q7TCP5qqsa8//ZzjQ5fnyhT1FQykUdakXnfdtHluP00rSrUDssLVk0TxUqQkSBoNgh8n+bjj2C/+zZ6FNGcOoA+uYffuecrBKkEu22X/2HxKK0wZETXCIXgwbk6JV3lpY7N9aUSnSceIZidIRSCYPW5zJ5zHnu7Lu/1XF5odflfl42zw3bjqBZFZs6PZ1j3OR4/a3f50mgJSYJbijk2ZAKmfZ+Vlkkk4EczNc5OmAgBNxazbCpmkYjnHNtBwLih86PZOu0wJK8qSEhsbna5NJ36UFGrSzL73YCqH7AqYfLlsRLvd20eaXVZbhnoR6k+Hiq6JAmu6JtVyUrs1HxzMcfzzQ6bilnWp5PkNJWzT9GttXgUAVzU1diQ6zBqfsCPZmvMeAGBiKvYP6s2SMgHo4Zqfsh8XbTqB/xirsEtpTzPNdpExKZrd5Tz5I7TEptQFDbms1yUTvajjBQK/fOs+z4/mq3zbCMWvIsMja+MldnWsbFkmesKGX5VbfBqu0dZU9lUzLIhm8KSJcq6zshhM+1uGDHt++xzPPKaSkVTT0jQ2v3M3pQiM+sFPNlo8Ua7x4Spc3Mpx2O1JtUgIIgEl6XTPFptsixhcF4yQUpV8CLBrB8QCDHoDvCEICJ2CLbD6KREbU5T+dJoiUnXoxOGLDUNykeJUPokkaSFM9pDhgz5zWQoaocMGfIbg14o4gcBkpVALVeQU2n0SuzGqyZTkEydtmNpssyV2TQrLZPdjsuEoTNh6HHEigKLL0lSOstEhAIjo6AeFjtipGTsna/jTk6BLIME7q5dBPt2wqJjt/2eCUYMna+OxzOFQjDIrZzHr87RfOQXeMUy3kWX4Hd6mP2W0ayuLhBIZr+SJRFXRP/TngO4kUCRJF5sddFkiYKaXnD8IBJs7QvqedYQUn3hWSziOJp2GEK7RWluhoeSITU/4AulLPZ3/56m5/Pap2+ka3tIqoqkKPiywvPNDtdk03x3qsrl2RSfKWQRQEGV2ZjP8kCnTFCvIYKAleUSxUwa2bKw33mL2k9+QHbjDbSfewolkyWh6Zi6TNRsUokCvt3uIkRsXPV8o42DoOWH3DVSYGu7x6ihIRfzlO/9KmG7RSjJvITCw3YwmMTLqQq+EIwZGu0gpBuGhCKuJluKzGXZNN+brlL1Qyq6yk2lHFclM8x6Pn89OcNluRR2FLHLcXm83iKnKsz6Ael+5TOjKtT9gBBBKBRUKZ6PdcTxzX06QchP5uq8b7sEkWC/67PLdlmVMJnxAma8uKL/2yPFYwqYZD9y5JJMEl+IgfHVCiuO0/moJkDjusaapMVb3XguPtPPrNWPUkm1+zFSvhBEArp9wXnouyATt8LKxFE2Ox2PsxM+f7RohBBBQpbJa+qHnrelyFj9mJ8wEtSD2GBryvV5st4eVJd3OR6vt+ONl7of8MBcg3YYIRNXjh+aa/DV8TKmLJNVlSOO+3bP5r/snR7Mo16RTXF3pbDgc3sogRDssV0erbfohREb82m2dW0eqsZ5xntdjz2OyzfGK9hhREKRmfMDxk2Dac/jnZ7NJZkUpiwzpmvscb2Ba7opS3Eur64dtZI963r4It4YyB5lMyKvqSdsFDdkyJAhp8rwW2bIkCG/UWiVEbTK8WNlThcpVeEsVeGso8wCSpJEIn/sr1ArIWh3D4AIkSQZSZUxMxLujnfp5bMYi5agJJPHfP3ppqBpFI5SIYk8l+Yjv8SpjPLMinN5dH8VOwopWxZfGSszIaIF+aGrEiZZVSEQggOej9x3R57n7a7DjYXcgmMoEoybOu/bB2eUI0DrC6YFRjKKTIhgj+PRCQKCXbtIX7ORQJLjtnNZjt2483l8IWgGAa4QPNloExJntWYVma9NVPjdlUt5t11kVFNZYRnkEwn8WpX6gw8gXBfZSqCVKvjVOSRZQrYSqJqGrmncUy7SCkL+cnIGH4GMREpVeKrR5uvjZfKqSlJVIJsjSmVoBwFjQcitqSB2mHV9vjxSZNbz+dJIkYeqDd7txVFFN5VydIOQxxttZjyfvKqy2/H4zlRsVDTpeqxKmmzt2OywHW4q5UirCvtdj2vzaRKKwuO1JmuSCdYmLbZ27fkOWpKKTEaJr0/DD/CEICkvFBvtMOQD20NFQpVj46ytXZsrcwc3I3b2XDpBeNyqnKnIjCoLq1vW4XlSp0hGU7mjnOe6fDq+ppp61OotxG3AKUWmGcjYIuKlZpfbSnl+MntwHvwzhQw5VeF/Wz7Bez2bEV1jsWkc4fp9orSDkOeabTY3uyy3dEZ0fSBoIwShgJfbPdYkExQ0lV4YDeaVITYAC8XRY4Sqns+PZuoLPhfPNTvcUMgcU9TOeT7fPDA36KKY8QJeaXcHxmgCmHR9VKAWBvyfe2YIRLw5dc9IEV2SsfumaLdX8nxvuoobxVXuW0p53u853FrKL2j9DqKId3oO352qcqAfW3XPSJHF5slFNA0ZMmTI6WAoaocMGTLkDKCaBqnz1uBufwcUFeG7iHYTfWIR9Qd+SOa660lfevknfZqEnQ7e5F7al1/N0+0edt/deM7zebjWZFMxs0DUlnWNr42X2dlzsBSZnKrQCEK8SCABS02dzKEL326HyLa5OghQLI3HWl2QZRpGmuLV19H80T8Pqj9moUgjX6Lb8TgvZZGs12jKMmo6w1rP5llJIhAC4fuIVovLF49iyPGxIuL4l14YsdJM8mStRU5T+WyluKC6JzyPqNNBLRQRQpC4aD31n/wgfi+6XbLXfxZJ18mqKq0grqzK/dqrJkn4UTxLPD9HaYchL7W6/KraJCKOZ7lnpEheVXi13eXNjs1yU+fuSoFACHa7Hi81u1yaSfJez2FE1xAIJCQa/WquJklMGDo/m2tQ0FS+eWBuMJu4OmHy4FyTThixpdvjlmKOsq6y1/Eo6CqbCjkyiszr7S4PzcXOwRVN5Z7RIp0w4s12l/NSCSIhBoZLUv93O3SGVZU+erX1o5JSlcH7fDwKmsrvjJaY8vy46h+ELDF1/s3SMQ648Zx3SVfJaxpFXTstESm7HGcwmrDf9VmXTiIRb9b0TahZm0ywz3FZZBkL5lkhdmnWj2FE5AlBIwiOeHzeffpo7Ha8BfP/bhShEB/DCw8+LkkS/zRVIzjoO8YPZ2r878snUPuns8Q0+MZEhW4wP38ruDiTHLRazzPt+fzZvunBeb3ZsYEq3xgvk/01azEeMmTIv3yGonbIkCFDzhDWOeeSuWIDnZdeIAwcshs/Q9Bo4O2fpLP5eRLnnoeSOn0t06eCrOuoI2PMRdHCiqkkMeX5tI6ykC73c23bQcinMileaXcJRZyTe0c5T1ZTiaII/8B+/NkZJEDSNC6dm2X9ylU0gpCCJpNafQ76V36X9tY3SGZyVJet5C+dkGtzaa7KppHeeA/ZtPDrVbQnHuF3b7uLF7yQSJK4PJVgLAzBNLihkOGxWouLDI2rVSjr8Cs/YnOzw6eyKUYOaQ2XLQu1UMRYtoLWE4+gpNJU7v89vP2TqOUKWmWEsN1GK5ZIKAppRR7ErwCUNXXgCjzn+Ux7Pv94YA5Vjk2TlAhmXI/dTjw3fE0uTT0I2NZ1OD9lISJohSEyEktNnYYfoktx67AqxaJ4zNDpRQ4JWUYhFkqTrsd+1+PCVIKcpvDZYoV6ELDcNFmXTtCLBLoskVQUplyPp+ttbi7mSKkyuiSxo+fw02oDhThC5tykxbaujSpJKBJ8ppjlA9sZ/J5X5lLkP2LkSjcImPICXmx1UCS4MpOmoinopxANcyy8KKLTjyd6uNbEExGjus5F6QQTpsEy68xkfG7rHIwLm9/UuW+sxEPVBo0g5KJUgg3ZJN8+UGVtGHFTKctPZhsEQqAAm0o5Csd4H/Kqwvp0kkfrrcFjKUU+7ixq6jDjpe22w43FLP88c7Ba/alMkoj4/ptvLYaDM7PaIZs/WVUl+yGXqR1GRwjtt7o2nVCQHWraIUOGfMwMRe2QIUOGnCG0YoncjbeSXHcx7t49dLe8gf3Gq0BcMQx73U9c1CqpNJkNVzGuyFiShA1IskwErE6Y5I8jQNKqws2lHBuyaZwoIqcqgxZRb89upv/f/wd/egokifSGq0hdcRXSrp2Ym5/DTaYQ934Vc/kKzOUr8IMAEYT8z0BKVsjrKsE55+JO7kHLF/F3bEf/27/gs+dfCKqGqiqYt9yBrChcnUtziRTSeuIxmm+8yh5kLttwJSNrLkD0hXrkeYSNBiIMKNx5D86O9wHobH6e7msvoxZLhK0muc/egrXmPCAWF18YKfLj2TpVP2BU17ijEov2VhDw7ekqFyQTtKMIojiq5KZynlAInpprckspz3enq4MoleeaOndWCnwqkyISgk/ns/zT9BwCBQn4dCFLXlHRFZko0vnTpWO0woAdPZefzDU4L5Vgu+2y13ZZk7B4sdHhnHELQ1EwDtGfvTBiUzHL5laXx+otNhWzbOvYRP153q1dmw3ZFPeOFpn1AxYbBiVdpeoHTBogLMgAACAASURBVJgGiw2dUUNbIHJOhf1ewH/cNYkuSfx3i0eY9HzetR1WWgYjmob1EUXzrOfzWK3JRekkP56txTOrEkTC4+Fai98eLQ5mwE+UVhCbTWUUZRDp4oQRThTPw6ZUBVmSWGQYbDlE2D4wV+e+0RJ/MFHB7nct/GymjiNisXhe0mKRYdAJQ1KKQl5TUI5RqTUVhU2lLJos8XrfWOq2cp6R4xhFTRzmMlz3Q1ZYBn+6dIydtktZ0xgzNGRJ4uyEybs9pz9zLBjVNdInYf40T0KRUZkP0ooZ03W0YRLOkCFDPgGGonbIkCFDziCKZRFlc7S/8/e4H+wC4qpl+rIrsd99a2B09UliLFvOaKvFF1MSP642OOD5rE8luCqXPsKV9XCSinLE3GXQ7dL41YP4M9MAyFaCoF6PS0MiRM3l8acOELkuSiqe49RUlUWHCWg1m6Nw8+0ErRalL3+V1tOP421/F210jPTn7kY24tk9TZbpvfM2sy+/iBvFIrb6xKOcu2gJ2fFRwl6PzgvP0nruaQgCtJFRCnfchZrP4+2fJGzU8acOoGRzaKNjqLl4JliWJFYmTL4+XsYVAlOWBg7ArSBkp+1wYSpBSpHpRRHX5TN8f7rGxZkkyy2DbV2bqh8Mol26YcS7PYe6H7DH8VhpGfxPS8cRQpDTVAqaihCwrdPjoWoTN4q4Np9msWnwb5aOcsD12drucf94mT2Oy8ZCBjuMmHR7COJs2qKmkVBk9roev6jFJkGC2Dwp3niIz/+5ZodVVonrCwdDpwuayqrT0JoL4IchT9RauELwJ0tG+elcg61dGwUwZJk/XjzChekPnymPhGDG83mrFwvINQmLiq7RCyN+OFsjJceGR9P9qCqJWNRnHRc7DE9Y1PpRxHs9h4erTXpRxNpUgsszSaa9gCcaTbpBxGXZFHlN5SzLZG3KZGtXZ68TO2yXdZW0pqBJMo9WG7zcjq/JuUmTa3JpDEVhRFEY4cRKmCO6zt3lAtfnM7GZ1IcYLeU0lS+PltjvenTDiMWmTlnXUCTpiGr1V8ZK/GCmzvu2zWJD565K8ZScfwuqyucrBX44UyMgrhbfM1JcMK4wZMiQIR8XQ1E7ZMiQIWcYNZsjf+vn8fbvI+p2MRYvpfvm6xhLl9IMAnb0HFQkspqCJkmU9Y9eJTsZJFkmmctxaRSxPGHhI9D7sTgfFg1zNKJeLxa0kkTqksuw1p6P/c5buLt2kLhgHc4776BPLEI+gcgl2TDRyyZavkDi3LWIIEBOJlHTmcFzQs9DtUzO+vwXEEBj5w46b76OuXsH1tq1uNVZWk89Pni+Pz1F69knyd90OyPf+CM6L29GNgwSF65DLZZQswuNro4mKCIB7SDil7Umd1eKPFitk5RlGkHIB47LTcUcj9dbsY4HdEkiIs673VTI8kyzw+qESSQEdhgxYkiYssxO2+H/2rMfN4pft6Vr88eLR0ghs9IyyCkKVd/nkVqLm0s5/nFqCl8ITDmeb75/vIwqSQOxBbCta3NFNsVD1SZRvy6cVRVKJ5l5erKExKZdAO/0YkErSbHb9U9m60wYGqUPyQOd6jtBO/3Nimfqbb4xUUGWYI/tcUsphyJJC9ppBVDRtZO6d2f9gO9OVQn7f3+m0SYSgn2Oy/OtLgBv9xy+Nlbm7cjmU9kUXx4txo7iQFZRBvfJZ0s5NuTShEKw2/F4qtHm3KTFhHFy56QpMiPKiQvEnKYe1XjqcBabBr87XqIdhiRkmdwpzr+mVIXr8hnOTyWwo4i0In/oJtiQIUOGnCmGonbIkCFDzjCSoqBmMjQfextJVeltfRNJVUl97m4eqja5IJXgqUabZxptEorMbeU8l2dSJ7RAPZ2ossyo+dGrLGomg3X2uUR2D3PlKma/+dcgBNroON03XqNw6+fQxsZRrBPPEZZUFa1UPuq/BXNzoGj4+3YimyaFFStJWSbGxGKAQcV4gBB4e/fgz04jJxIUbv88SuLknKh9EbE+neDpZgdJtLihkGXc0CloKnU/ZFunx8Z8hh2HOD43/YClpk4tCLihkOFbB+aoBSHLTJ1mGHJZJsnr7R7eYWPMzzTa3FjI0vJDSrrGP89Uqegau2yHKc9HluC8ZIILUxZVz2dE11iVMFnW0bkmn8GQJUqaymLT4L2uTUlXuSSTOqaT7ulAUxSuzWdYm7DoBOHAmGj+jm6H8Rzqh/FKqzsQtABOJHil1eWqXBpTlgn6ldw7ynl+UW3gRILlpsH1+cxR42eOxT7HGwhaiIX3a31TLYhFbSgEr3W6nG2ZdMOQjKouyO6dJ6HEUU7fmppjnxO3A7/Q7HBrKcdl2dTAoOuTJK2qpE/DbPOJmnkNGTJkyJlmKGqHDBky5GNAG19E8XN30XnpRfTFS0hf/CkayRTUWrzVtQemMG4Q8q2pKksM/WMXtacL2TDIXLMRbXSM1pOPIqkqSi6PpCoINzYj0kdGT/nnR75P1OsiGyZdJPYbFjtRWLRiNdnt7yC/8DylL38FtVAEQDvsWJHnoiVTtJ97Bufdt0letJ7sZzahnETO8V7XY6lpsC6d5IDnY8kyDd9nRFeZ9mJjKE2SuG80Ng+KgNtKOfY5Hvs8jysyKepByG8Vs3zguPyq2sQJI5KKjCzBqK6xNplAAIYMOVVFhCFJRaYVRFQsbTCru9wwWJdO8PO5Br0o4qJUgptKOe4aKfBXk7M0w5CCqvD18QpfHCmiKR9PF8BiTWHG8xkzNJKyRDcSBAI0CS7LpCifwP3tREcalTlRHD1zfSHDi40ONxSz/HyuHv9ukkQnjMiepNDKHSbwQiEoaXGb8zyCODJJlyX0DxGmdT8YCNp5nm60OSdpDTNbhwwZMuQMMPxmHTJkyJCPAVnTMJYsw1iy7OCDns+EpfNW1+Zz5TwSsYnPTtvlnZ7DmtSJVzJPlLDdwtm5A/udtzAWL8E6dy1qvnDaj6OPjCLpOvaW1xGOA4p6MCLmIxSq/OocrScfQ4QB1jWf5ikv5InpOWRVI2y02LB8NZfV5gjbbczlKwHQimWyN3yW1tNPENk91FKZ5EUX03z4IQA6r2zGOu8CJElGLRZRc/nB8ewwohEEhEKQPqTFdIVl8neTs3y6kOWlZgdVktBkiUszSS7JyLiR4OyESSTg/P513NKJZ2xTaiwqz7IMdtgOT/SjYX5Vb/HHi0bYVMiSUVWeb8auwXeU85iyxHmmRTMIyasK+12fq/JpXmx1uSaf5tvTVdxIUNRU9jgeD841WGoaJFWZpCqjSlLc8mvqVD4mUdsT8GKzQ0qW+JMlYzxYbVD344r0ZZkkyglUUi/JpHij3WNeWsr9xxRJYn0myVLTwI1CvjBaZEunh6ooXJxOMmLo+FFEo98enFYUrOP83qO6ytlJk3e78aZLXlX4TDHDD6brGLKEGwkyqsK6VJIxQ//Q8YDwKEXosJ8X+0lhh2H/Pv34RhuGDBky5ONiKGqHDBky5BMiqyqUNZVxw+AXtQaRgMuzKVZbJovPgNlK5Pu0nn6CzuYXALDf3ob93rsU77pnYNh0OtHyBdJXXUfth98bPCanUuj9tuCTJbR71B96AHfHTkr3fpWZ6WmebvQIfZ+Q2G36xVqdi9dfNqgIQxzjk778Sqxz1hC5Dr2336L1+MNx3m3gE9RqeLs/oP3SCyjJFKV7v4qsG3SiiEc6Dq90bUBiTNe4Z7RIRdcY0TTuHi2w23a5sZRj0vUwZTmei+053D1SJK2q1PyA7T1nUFUF+FQmRU5TGDd1fj7XiM9Riudup1yPC9NJ/mJyBtGflf1vk7P8q8UjlPrV+zsqeb43XWPa9fniSBFDlolELMTms093Oy5rkhaGdFDAeEIMslJrfkAnDNElibymnlSr7omiIBjRNR6qNdnuuNxYzJFUFEqqjBCcUBvuIkPj/vEyzzRj4X9VNs24EbdNm7LMxCHt8qN6XL0OhWDO89nWsXm83iIQgrOTFreUcuQ1lajviH3o8TOayufLBWq5ADuKKKgqdhhyazlH3Q8QwFLTIKvKFI4xg9oOArphhCpJFPvGXzX/oDfwJZnUSVeQTwc1P+Cdns3zjTZFTWNjPsNSy/jYz2PIkCFDziRDUTtkyJB/8QTtNlG3jWyYZ6QqeaoYsowj4JF6k7of4gnBT+ca/N54mRVnYNEZNpt0X3tlwWPuBzsJWq0zImoBrFVnU/ryfXRffRklmyW57pJjzsZ+GFG3i7tjB9Y5a7Df2Ua0aCl+ECDJMiIMCe0eGAZYFvpoZcFr52dyI98neulFIjt2040cG2QJOZ1BOA7pTbfg7tyBt38f01dcx+ZqHUmSkDSNAx4822hzWymPocicm0ygShJ/vm8GTwjcKMKQZb4xXh6IxIKmct94mRebHWY9nwvSCc5JmEhIGLJMUVNxhSClKKiSRFqRebrRohuGSEjUgriFdXOr05/vhJWWyR9MVOhGcbuyHUZUdBXpkBJ4Rdc4fGTVkmWSssw+x+XbU3HUkAJcm89wZS593ErmPA3fpxGE+P3K5Uh/86UXhDTCEBUG7rdFw+DqXJo3uz0mXZ+/OTDH+UmT+8cqRCdYs9RkmZUJk6V98aoeQ3y3goBfVpu83ncdzigyGwtZIuKc37e7NqssnXHT4IVmh0AILs+mWGTo6P2fmVYV0oeIzroXx9WkFYW8qpDTDuk2OIwp1+P7MzX2u3Er+meLWe4bK7G52WG6f93PTpgDJ+yPiyiKeKXV4R+mqv1HbF5td/l3S8cZPw3z80OGDBny68JQ1A4ZMuRfNO7kXmo/+j7O9vfQxyco3PkFjBVnIf+atOC91OrSDiJKmoog7szdabtcmzszIvNonMlltmxZWKvOxjxr9TEFwQmjKMjJJJJhIBwb9b23WbX8HLZ3ekh9V9kVxTy5Yg4tf7CFOHIdgmYThEBJp8lc82mIIpz330OyLDJXXE33zddIXn4l3t7/r707DZLsKs88/j93yz2zsvbqvaWmpda+tIWEQBKrWIRAMpsBG5vxAA6IscMfMPY4wh7HRMzEREx4PAQY4xmWGQ+LDQGIzbYWEJIRaEf70hJS79W1V2Xleu898yGzS13q6k2dWdnZ/fwiOrrydlXWqbydlfncc877vsjMj3/AyL//A3bu3UvjwFRzT3A2h5POsLu0yGLSI5dOU7Jw+/Q8++vNmeK045AAZsJoKSgBjAQ+Nwz2EVq77PirvBQfGh3g+UqNhOOwr1anYaHoea3iSC8Fv0P7BTvGMBD4DLRu15yYtw30cevUHBHNfZ83DhZJuoaHFzwONEIKnsuNQ0XSjuE7E3NLM8cR8JOZec7NJFnnHv1CymS9wXcnZpqVgYE1CZ9PrhvBN4ZbJmZ4qFSmz/N4z3CR8zIpUq7LgOfyR+tGmYlCfOPQ57r8dGaOq07w//eRwuxBe2sNfjm/SGgtroH9jZj750tsSSV4qlxttRJy+fs9B5aWBj9RqvDRNUOctUIbo8l6g6/um2SqNdOachx+b80Q6w4JgvONsFlB2HX48dQse1s9YitxzC0TM3xy/QhvG+wjtvaY4++UqTDiztby9oNmw4jdtbpCrYicVhRqReS0Fc7OMPnN/0f1qScAqD73DOP/629Z80efJhgd6/LomkYDn2qrh+hBfb57XPsNT1RzpvTypeXHAIlNZ+Hm80f5qvY46UBLszVS4Y3XM/MvP2Tw5vcx99m/5h1nbeGB/gIv1BtsHh3l6sF++pIvhbNwfp65n9xK+VcPgbUkzn4V/e94F8V3vptoYYFoYYHp736LaGaa/GuvZfwLnyV9wUUs3PNvbHj9W8BajB+A49CYGGfTYJHK9+/Au/QyZjdtYSaMcI3BAfpaxYuGW8tOi5679HM75vDiQvU4Zj6MeXChTBRb1iUD1iUTDCV8fjFfYrIeYgwM+x5X5I9cnTnhOrw6n2VrOkk1tmRdh7RjCJxmi5+KjQmMQ9FzmQkjJuvLCxhZmkFn3TEe/721Znual2432F9r8MRihbvnSgAsRnU+v3ucv9i8jg0pl5zv8djiAhP1kIl6g1/X6qxJ+G0tlhRbywvVGhP1xtJlgKzrMNOIWNOaNV6bDHi2UiW0L13EiYF75kpsTCUOm0F9tlxdCrTQDKpPLpYBy/PlGutSAT+cmGFHpcb7hvv59SFVrg/e90wjYiwRdLXasQv4zuHf3z8FKjCLiLSTQq2InLbicpnq008tOxZNTxGVSl0a0eEuyaX5+dwCL7b6io4FPlflOzNL6/g+udddR7B2PZWnnyCxfhOpc8/r2NLjdjOOQ/q8CwhGx4jqVcY+9UfM3Xk7Vw8Nc932q0gX8wTJ5bON9V0vUj5kyXVtxzMsPvJQszpz/wBOMknuiitZ+OU9zdne1mxu9dlnyDx4H9dffDl3xy7V6UnOLxa4LKpT3/EMM3t3w4c/yvZcmicXKwz5HjcOFfn+xAw/MYYh3+NdQ0W2ppNHDDWTjZCd1Rqv6csyUQ8ZDXyer1TZns/yJxvW8EK1hgE2pRKMHWOPdcJ1GHUD5hohD5fKPF6qMBx4vLYvx+ghX5txHdYlEzy5WFk65gADxxEy99Qahx1LOIZHF8vLjjUs7K7V2ZBK4BjDJfkMO6s16iXL27JpzssmKbShncxBM2FEwXWXLWguRTEXZFNLAX7A98i67mGrEjzHrLhSYSGKlt1OGMNY0CzqtjWd5H/vnWBHpYZr4IlylaTjMBNGS2HR0Lw41W39gc/bB/r43O7xpWJbGxLB0r5kEZHThUKtiJy+XBevv59wavKlY56Hkzx8uWG3jCUCPrV+hMl6SGxhKPCWhZB283J5vIsvJXPxpR37Hp3kJBIEY2uWbgcbN0McHbHPbO3FXx9+7IXnsa95Hcb3cdMZsq9+DaltF4BjyF/3RipPPk7qnG3M3fojzpua4KL3fYhaXCF4cQfxow+DtcSLi2SikNkw4kOjA3jG8K+t5b8pY5gLI749Ps3H1w0zeIR+sKUwYioM+fbEDNAMQjcNFVmMItYkgxNeHtqIY+6cXeAXrVnT3bU6z1dq/P7aYfpboTXR2u9ZjWNeqNTIuA7XD/QdV6jdkk7gAIc22QmMYdj3OVAPl33uofeXcV22ZdJsy7S/mjc0qwrvqtZ591CR26bnqMQxF2fT/EY+g2MMsYWc57AYxdw3X1rqe+sZw1VH6Bt7bibFz2YWln7WC7Mpajbmjul51icTS4HWWrh/vsQHRwf5+dwCC2GMbwxvGsgvPearZaERMhdFzUDtuWRaFw7OS6f4s01reLhUZtD32JZJLe2FFhE5XSjUishpyxsaZuA9H+DAl7+IrdfBOPS/8+ZTqlgUwEgQMBLoTeYr4b7sAkVjYZ54bg4AJ18gcdaWZcutARKbz8YcMlNoHAevrw+A3GuvbS5N932M71Pd8QzZF54jvONWqpUKlda+2FR/P8lMhrgW8/hCmTcP9DEfRaQdZ2nmbzGOKa/QZ/WgwHG465D9jhb46cw8rym8spnz+TDiVwvLZ01nw4jZRrgsYA0HPh8cHWhW6gX6fO+4lsiOBj6/MzbIdydmWIwifiOfZcD3uWm4yO5dNWbD5s96bTHHULB6by8yrsNcFGFDy/tavWpnGiFp1122zDnrWj62dphHSmVCCxdl04we4YLDWODz4bFBftqqnnx5LsOX901ycTZNyjFkXYdyFGMMLEQxP5iY4Q83jGIwBI6hz3NXrXVObC3jtQb3zpf4ycw8jjG8oT/PVfksA4FPxnfZ6qfYmkl1fCxzjQaLsSXvOmTbOBsvInIs+o0jIqctx3FIX3Axa//0LwlnpvHyedziAG7myPsTpXPiOG7OmicCgnxf2++/fmA/c7f+C/M/uwOAwhvfQv7aN5K94kpKD9wHcUxyy1YyF11yxD2+wdAwwdAwURiSvXQ74fwc1vVID42w67vfpjo5QbJ/kPw7b8bN93EjMBc2Z9nXJXzmw5dCbMIxpI4SbAyQbIUjC7imuf/RnuB2x4UwZD6MMUDgGCovy9HeCnsqM65Lxj2x5bE5z+OavhzbMilioM91yXguA7HLZzauZTYMSbkOfZ5L8Qhtbzoh47q8e6jI7dNz/HKuxHDg8Zb+vsP27TrGMJoIjmslhO84nJtJsSEZEFuYjyLeNdRH0mm2I7ppqMg3xqdbS54tb+gvUDxkdnQ1TTcaPF+t8Y0D00vHvjk+zWjgM3CE0N4Jz5WrfOvAFHtqdbakUtw8XGRdUq2DRGR1KNSKyGnNSSRIrF1HYu2xyuBIJ9UPjLP40P2U7r0Hr1Ck72034G/cjNfGGerK008xd+uPl27P/uj7JDZsInv1tWSvuAobRbi5PG762Mtg3VY48Yv9HKg3+JqXYfv7PsxAHDFpXG6PDR8KQ0YTASm3+TP85nA//zQ+TSmKSTqGG4eKy6oWv1zBd9mSSrCvHmKxuBjOySTJHUdrnYN2VWt8ff8UT5WrXJRJclUhy4+mZjk4X7wlnaDYxt6onuMctr/XcZzmcmm6t9pgKPC5ebifxSgm5TgkT+AxPJp0K/g34pic53Ln7AK3Tc/z2yMD/OmmMaYbEaOBT7/fnUALMNuIePhlM/SxtTy4UGZ7PrsqY9hfq/OFPQcYb+1hvn9hkXIc8fE1IxRXcdZeRM5c+k0jIrKKwoV5as8/R+WpJ0hs2Ii3dRtTmSwOsOY0ndUIGw1K997D9Le+AUANKD/1BOv+7C/w1m1oy/eIo4jKY48cdrz85ON4Y2vwC31H7Y9rrSWam8VGMW4+h+O/FNAslolGyI+A5vxqcyr05QuLz04l+fi6EcpRRNJxKPoe3lGW9fZ5Hh8eG+KO6Tn21xpsSjX7uqaPcwZ1IYz41oFpHl+sYIEHSxUyrsvvjQ2xp1ZnKPBZnwjIncLLQCfrDWJr6fe9k257EzjOspZJ7RQ4DpU45rbpeSzwf8anCIAr8lneO1Jc1ZnplyvF8YqFn9atYjGoUhQvBdqDnlqsshhHFPVWU0RWgX7TiIiskrjRYOHuOyn98h4A5h9/lPrjj/Hsm97BnQ3L+0b6OTeVIN/FN8idEE9NUPrlz5cds+VFajt3kmhTqHVcl8SmzYd9n8TGzVSeeQa2noMp9B3WugUgrtWoPPk4cz+9jbhSIXXueRRe/ya8vmav25zr8qp0gmfKL7VtWZ8MyL0sfDrGMOB7x1V0CaASxTjA9QMFXAwZ111xqfCRVOOY5yq1ZVV/75orcWkuw9WFHIk2zVZ2wkIY8kipwo8nZ2lYy3XFHFcWsl0Nh0eTdB2qkV32WNeBZytVbEc7PR/bcOCTcR0eWEjwfKVZMXtrKsnludXbZpFwDL5pVr4+qOC5Kz7fREQ64dR9xRMROc1E83MsPng/0FweOBdGjD/7DGeFdXbX6vzPXfuZDqNj3EsP8n2cFdoGudn2vunOXHo5qQsvBppFl9KXXE7q3PM48L1vUXccHpwvsbDC49uYnGD6e98mmp3F1mqUf/UQpXt/gW0VeUq7LjcOFbmmmGNdIuCqQpb3DveTO4llvVP1kG+OT/E/du7n87sO8MRihXBZZDq2wBjGXrZnMjCGpOucUDjuht3VOn+/5wA7a3X21Rt8fXyaJxer3R7WEbnGMJrwyR4yE+yZZrGpdvbcfSVGAp+M4/KRsUE+s3ENf7ZpDZ9cP7KqFY77XY+bhvqX3lR6Bt4/MsBQlx8bETlz6LeNiEgXhNYeVhk3tM1eoJtSp07LoXYIBoYovv1G9u94Ftto9uNNnrMNf3i0vd9ndA1Dv/1R4sVmSxvrerz4ub+h79o38JAT4MWWxxbLXPWy6sL13buavVkOUd3xDLmrrsbN5QHo933e0l+g2heTcJyTmoGKYstdc/M8U26GuHIc84PJWdYlA9afwBL0gu/xm8P9/N2ecaYaEYEx3DRcZMT3TukZsplGA2PgtYUsP5t7qWf0vfMlLs+lSZxgAavVMhYE/If1I3x3YobpMOL8TIp3DhZJrFKV4yNxjTnh9k/tlvFdri3mOD+bYqYRMRh4DLZhSbmIyPHqSqg1xrwX+EtgG3CFtfb+1vFNwJPA061P/YW19hNdGKKISNu5+QKZy7ZT+uU9OBh8Y0htPpunXZ/mYkaOe+lqr0lsPpu1f/6fqO54Bq+vSLB2XbN1Tpv5/QOUF0vUZ2Zo7N/H8Hvez/zIGP8wW+ajmQyPLpS5NJtZVkjIHxg47H68/n5MYvnFBceY497v+nK2Vfm5vmcX1bG1PFcOiVrFoaA5s7ynVj+hUAuwNZ3kTzauYSFq9kfNuw79q1jx9kRUo4iny1V+MDnLYhRxZSHHH64f4ceTs9w4VCTlOEw0QvoxpE/BpdOeY7gol2FjMkHDWjKuS+oUHGe35DyPnOexufOdg0REDtOtd0+PATcDf7fCvz1nrb1klccjItJxju83+6CuWUfl6SfIrt3AC+s3871Scx/cm/vzba1Ueyrxslm8bJbkxs0d/T7G87DrN/J8kMYZHuPB0HLPbJU1CZ+ZVr9W/2WzmN7IKKnzL6Dy+GMAuPk8+WvegNPGysz1vXuY+IcvE1YqcMFFFM+/jN3GB9cl4RgcDMOvIIza1gxzwXUYPsZy0zC2hFiSxzl7NtcIiWnujTyePrbHsq/e4G927Se0zRD/6/EpfndskN8ZG+Qr+yZ5tlIj4cBb+/t4QzF/yobzwml64UlEpJd15TeztfZJ4Ih9AkVETldeLo938aVkLr6UMAyphRGf7o9IuQ4512GojUGqHRpRTDmOybkOTo8sJcx6HuuGBvnnyVmeblS4IJviNYUczyxWePNAAfdl+029XJ7i228kf/U1xPUGXr6A19/ftvHEjToL/3YntlqlEscsPPYYr7v4csYjy7NhxKDvclVfluETLJI0VW9w91yJn83M4zuGtw/0cWkufVi1Y2ste2sN7ppbYL4RcWk+zbZ0iuwRLqBUophHS2Xunl3AM4YLsym257MntYcY4MnFCmFrsuSkoQAAD/dJREFUlbcBPGN4eKFM1nF4tlIj6zp4xvDdyVnOTiV5pFTmgmyawQ6E28hayq3WS36P/L8WEZEjOxUvN242xjwEzAN/bq29q9sDEhHpBM/zWOd5nKoddHdX69w+PceeWp0Ls2muLGQZ6uDsWVQqtdrqRLiFAl6h7xXf10jg84HRAWYbIdZaSrFlTTJgvB4StNrtHMrNZHEznenpacOQaGGB2FoqUUwc1lj49jf54Ic+woFCs+DUxmTihJeyPr5Y4dsHppduf2nvBH+ycYxt2eU/22Qj5Mt7J5b2cL9QrVEdjHltIbfixeW9tTpPLVZ4TV+O6UaDhOOwt1bjHO/Y/X2P5uU9ew1Q9F2mGyG/NdKPwVCJY4q+x0yjwe0zC0yGITcOFtvaqmemEXLP3AI7yjWGAo/rivnDeu+KiEhv6VioNcbcBqxUBeQ/Wmu/d4Qv2wdssNZOGWMuB75rjDnfWju/wv1/DPgYwIYN7WkJISIiTeO1Op/bPc6eWnOv71PlKlONkPeP9JPqQCGfcG6WmR98h+qzzwLgDQwy+IEP4w8Nv+L7TDgOI4mAJ0plvrZ/aqmv7LqkzwdHBulbpWWkbipN5pLLqe3aiWsAC43FEmEYcsvEDL850n/CgbYSRdw3X1p2LAYeKVXYll0ePvfWGocVJbt/bpGLs2nyK/Sw3VOt0+97fGH3+NJjdsNAH+sTCdInMVu7OZXg7FSC5yrN1khZ1+FNxQILYcTXDkyxs1pvVq12HD69cYxyNMfdswu8tpBjtE2hsxbH/PPULI+WKgDsrzfYXa3z+2uHu17FWEREXrmO/Qa31r7pFXxNDai1Pn7AGPMcsBW4f4XP/SLwRYDt27efWB8EERE5qvkoWgq0B/3b7AJv6c93JNTWdr64FGgBwqlJFu69h+Jbb8CcxPcrhRF3zMxzaKTbXW1woB6uWqgFSJ17HsWwgbn/XuY9n9TrruNOL8WoMWw8weJQ0GzdMxL4QGXZ8ZHg8J8pWKG9T9Dax7uS0UTAN3ftW/aY3TU7zzXF3EmF2tFEwB+sHWZvvUE5itmQDBgNfB5cKDNRD4Hm7G3gGH46Pc9ZqQS7a/W29h5cCCOeKC1/zGbCiPkwUqgVEelhp9RvcGPMEDBtrY2MMWcBrwKe7/KwRETOOCu1hEm7TsdqITTG969wbBzbaJxUqI2spRofft2zZuMVPrtz3GyW3JVXkzr/QgrGYa9xuRrDcOARWstz5SoWS8F1GTqOWUnXcbi2mOdXpQrj9QYAW9IJzs0cXnp2NPAZSfiM15qf5wDXFfNH3FObcR3qh7Q48owh6bo07MlfPx5OBIcVtKrEMYO+R4TFWihFMbvrdc5OJrhhsO+YBbBOhGPAdwzT9Wb16YzjEDgG/xTv6ysiIkfXrZY+NwGfBYaAHxpjHrbWXg9cA/yVMSYEIuAT1trpo9yViIh0QJ/ncUU+w73zi0vHbhgsMtSh2azkWVtYuPvOZcdS52zDSZ5cz96c53JZLs1t0/NYLA0LSWPo81zCOF71PppeLk8eyLdu76/V+cq+CZ5YbPas3ZpO8Ptrho9rue36ZII/3jDKZD3EMzDo+wwlDt/zXPQ9fnt0kOcrVWYbEVszSUaPsje6z3e5LJfh2VYfXc8YhnyPbIf6x25JJUkYQ4ShgSXpGK7py7E1laR/hZnnk2EtXJbL8E8HprE0i2K9uT9P4TStOi4icqYwtg1XXrtt+/bt9v77D1uhLCIiJ2Gi3uDFSo1dtTrbMinGAr9j7UyiSpnFhx9g4e67sGGD9IUXk3/d6/EKhZO+74Uw4lelxWZAt5bt+Sx3zczz9sEiF2ZTqx5sD3Xr1Bz/d//ksmPvG+7nhqFil0bUdKDe4LbpOXZW6gwnPK7v72NtsjPFlBpxzPOVGndMz1OLYy7LZ7g0lznpassruW+uxDPlKptbS5uHfA/PGLbns+o5KyJyijPGPGCt3b7Sv51Sy49FROTUMRT4DAU+K756tJmbSpN79dWkzj0fYoubz+OcYIubI8l5LtvSKfZU6xyoh/zD/kmqsWV83wE+s2kNaxInvqe1XV6s1lY4VieO4662UBoOfN4z3M9iFJN0nI4GPt9xOCeTYl0yoBzGWGspxxFBbEi0+TGwwGOlMg+XFnFMcxny2ekEW9IJUm73/h+IiMjJUagVEZFTgnEc/GL7+sMeaiGK+OHU3LJjs2FMJeruaqWLs2l+Nruw7NglufQp0RM4cJy2ttI5llIU843xKcbrDVzgdcUcr85nqcQxMZBz3ZOevd2USpBwDTvLdSKahakuzmb48eQc7x4q0t/BllUiItI5CrUiInLaSzoOI4G/VFQJoOi5pLu85PTsVIKbhorcNj1HDLy+mOfc9MntI+5F9Tjm9um5pfMTAbGFH0/N8lipQgxsSAa8Z7ifwZMInsOBz0dGh/jXmTnKUcyF2TSPlSo8uLDImwcKdOaSioiIdJpCrYiInPZGEwG/OzbIl/ZOMNEIGfBdfndsqGOFr45Xf+Bzw0AfVxayzdueR+IM3NtZiWP21V664JB1HTxjuGeuRKZVoGpntc6984u8daCAczJVuA3srzVIOA5fH59iMYpZG3htbR0kIiKrS6FWRETOCOdn03x64xiVOCbhOIz4XtuX+ZbDiMlGyGwYknIcCp7LQOCv2CLpIN91GHM7U4SpV6Qdhw3JgKlGs19twXPZU6sf1mpnZ7VGPbYk3VcearOOw5Z0ku9PzgLNnr8fGBlkrI2tg0REZHUp1IqIyBljpMPBZX+9wYF6g+9PzrK/3uCibJqbh4usSwQd6/F7OvAdh9cX88yEIS9W6ixGMVcWsjxZriz7vC3pBMFJ9pQdSgS8uZjn1fks042QkcCnz3VPbvZXRES6SqFWRESkDRbDiKqN+er+SWbCCIBfzpdIOIb3D/dTVBGioxoMfD40OkgpjHCMIekYrivmuWe2RGgt52RSXJ7LtiV8DicChtswZhEROTUo1IqIiLRBbC3zYcR8K9DmXRffMeyoVBlvhDjGdKzP7+ki47pLe2gB3ljMc3kuQ0zz8VQvWRERWYleHURERNog47kM+B6OMaRae3WnGiEZ1+XRUplbJmdZjKIuj7K3+I7DUOAzEvgKtCIickR6hRAREWkDxxgGPY93DPSRdR1KUUTBdXlDMc/T5QpPLVaYbSjUioiItJvWQYmIiLRJMfB5x2CBVxcy7KrWiYH75kuUIwtAjO3uAEVERE5DCrUiIiJtlPM8Eo7D/fOLPLRQXjo+lvDJe+5RvlJEREReCYVaERGRNgsch7cMFBgJfJ5erLI2GXBFPkPB08uuiIhIu+nVVUREpAMKnsc1xTyvLmTxjVEfVBERkQ5RqBUREemghKOajCIiIp2kV1oRERERERHpWQq1IiIiIiIi0rMUakVERERERKRnKdSKiIiIiIhIz1KoFRERERERkZ6lUCsiIiIiIiI9S6FWREREREREepZCrYiIiIiIiPQshVoRERERERHpWQq1IiIiIiIi0rMUakVERERERKRnKdSKiIiIiIhIz1KoFRERERERkZ6lUCsiIiIiIiI9S6FWREREREREepZCrYiIiIiIiPQshVoRERERERHpWQq1IiIiIiIi0rMUakVERERERKRnKdSKiIiIiIhIzzLW2m6P4aQZYyaAF7s9jtPAIDDZ7UHIqtH5PrPofJ9ZdL7PPDrnZxad7zOLznfTRmvt0Er/cFqEWmkPY8z91trt3R6HrA6d7zOLzveZRef7zKNzfmbR+T6z6Hwfm5Yfi4iIiIiISM9SqBUREREREZGepVArh/pitwcgq0rn+8yi831m0fk+8+icn1l0vs8sOt/HoD21IiIiIiIi0rM0UysiIiIiIiI9S6FWMMa81xjzuDEmNsZsP+T4JmNMxRjzcOvPF7o5TmmPI53v1r/9qTFmhzHmaWPM9d0ao3SGMeYvjTF7DnlOv73bY5L2M8a8tfUc3mGM+Uy3xyOdZYx5wRjzaOs5fX+3xyPtZYz5kjHmgDHmsUOO9RtjbjXGPNv6u9jNMUp7HeGc6/X7GBRqBeAx4GbgZyv823PW2ktafz6xyuOSzljxfBtjzgM+AJwPvBX4vDHGXf3hSYf99SHP6R91ezDSXq3n7OeAtwHnAb/Vem7L6e31ree0Wn6cfr5C8zX5UJ8BbrfWvgq4vXVbTh9f4fBzDnr9PiqFWsFa+6S19uluj0NWx1HO97uAb1hra9baXwM7gCtWd3QicpKuAHZYa5+31taBb9B8botID7LW/gyYftnhdwFfbX38VeDdqzoo6agjnHM5BoVaOZbNxpiHjDF3GmNe1+3BSEetBXYdcnt365icXj5ljHmktbxJS9ZOP3oen3ks8K/GmAeMMR/r9mBkVYxYa/cBtP4e7vJ4ZHXo9fsoFGrPEMaY24wxj63w52hX8PcBG6y1lwJ/DHzNGJNfnRHLyXiF59uscEzl0XvMMc793wJnA5fQfH7/964OVjpBz+Mzz9XW2stoLjn/pDHmmm4PSETaTq/fx+B1ewCyOqy1b3oFX1MDaq2PHzDGPAdsBVSI4hT3Ss43zRmd9YfcXgfsbc+IZLUc77k3xvw98IMOD0dWn57HZxhr7d7W3weMMd+huQR9pRoZcvoYN8aMWWv3GWPGgAPdHpB0lrV2/ODHev1emWZq5YiMMUMHCwUZY84CXgU8391RSQfdAnzAGJMwxmymeb7v7fKYpI1ab34Ouolm0TA5vdwHvMoYs9kYE9As/nZLl8ckHWKMyRhjcgc/Bt6CntdngluAj7Q+/gjwvS6ORVaBXr+PTTO1gjHmJuCzwBDwQ2PMw9ba64FrgL8yxoRABHzCWquN6z3uSOfbWvu4MeYfgSeAEPiktTbq5lil7f6bMeYSmstRXwA+3t3hSLtZa0NjzKeAfwFc4EvW2se7PCzpnBHgO8YYaL6n+5q19p+7OyRpJ2PM14HrgEFjzG7gL4D/CvyjMebfATuB93ZvhNJuRzjn1+n1++iMtdpqIyIiIiIiIr1Jy49FRERERESkZynUioiIiIiISM9SqBUREREREZGepVArIiIiIiIiPUuhVkRERERERHqWQq2IiIiIiIj0LIVaERERERER6VkKtSIiIj3CGPMbxphHjDFJY0zGGPO4MeaCbo9LRESkm4y1tttjEBERkeNkjPnPQBJIAbuttf+ly0MSERHpKoVaERGRHmKMCYD7gCrwGmtt1OUhiYiIdJWWH4uIiPSWfiAL5GjO2IqIiJzRNFMrIiLSQ4wxtwDfADYDY9baT3V5SCIiIl3ldXsAIiIicnyMMb8DhNbarxljXODnxpg3WGvv6PbYREREukUztSIiIiIiItKztKdWREREREREepZCrYiIiIiIiPQshVoRERERERHpWQq1IiIiIiIi0rMUakVERERERKRnKdSKiIiIiIhIz1KoFRERERERkZ6lUCsiIiIiIiI96/8DuZdEN1hibJAAAAAASUVORK5CYII=\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "plt.figure(figsize=(16,10))\n", + "sns.scatterplot(x='x', y='y',hue='cluster', data=glove_tsne, palette=sns.color_palette(\"hls\", 4), alpha=0.8)" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "metadata": {}, + "outputs": [], + "source": [ + "class Cluster():\n", + "\n", + " def __init__(self, data, scaler, n_clusters, n_init, cluster):\n", + " self.data = data.copy()\n", + " self.scaler = scaler()\n", + " self.n_clusters = n_clusters\n", + " self.n_init = n_init\n", + " self.cluster = cluster(n_clusters=self.n_clusters, random_state=77, n_init=self.n_init)\n", + " self.cluster_counts_ = None\n", + " self.centroids_ = None\n", + " self.inertia_ = None\n", + "\n", + " def scale(self):\n", + " self.data = pd.DataFrame(self.scaler.fit_transform(self.data), columns=self.data.columns, index=self.data.index)\n", + "\n", + " def fit(self):\n", + " self.cluster.fit(self.data)\n", + " self.data['cluster'] = self.cluster.labels_\n", + " self.cluster_counts_ = self.data.groupby('cluster').count().iloc[:,0]\n", + " self.centroids_ = self.cluster.cluster_centers_\n", + " self.inertia_ = self.cluster.inertia_" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "metadata": {}, + "outputs": [], + "source": [ + "def kmeans_scree_plot(data, scaler, min_k, max_k, n_iter):\n", + " cluster = Cluster(data, scaler, min_k, n_iter, KMeans)\n", + " n_clusters = [i for i in range(min_k,max_k+1)] \n", + " inertias = []\n", + " # cluster.scale()\n", + " data = cluster.data\n", + " for k in n_clusters:\n", + " cluster = Cluster(data, scaler, k, n_iter, KMeans)\n", + " cluster.fit()\n", + " inertias.append(cluster.inertia_)\n", + " plt.plot(n_clusters, inertias)\n", + " print(list(zip(n_clusters, inertias)))" + ] + }, + { + "cell_type": "code", + "execution_count": 135, + "metadata": {}, + "outputs": [], + "source": [ + "glove_df = pd.DataFrame(glovestack)" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": "[(3, 1495.352783203125), (4, 1438.90966796875), (5, 1395.16748046875), (6, 1358.719482421875), (7, 1329.0140380859375), (8, 1304.4202880859375), (9, 1283.2000732421875), (10, 1263.81787109375)]\n" + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "kmeans_scree_plot(glove_df, StandardScaler, 3, 10, 300)" + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "metadata": {}, + "outputs": [], + "source": [ + "glove_df['cluster'] = y_km" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "metadata": {}, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": " 0 1 2 3 4 5 6 \\\n0 -0.254152 0.036394 -0.287890 -0.074316 -0.617722 -0.045850 -0.073386 \n1 -0.282765 0.071401 -0.301340 -0.061437 -0.610961 -0.016582 -0.050560 \n2 -0.228280 0.061361 -0.245921 -0.095139 -0.591871 0.004248 -0.038241 \n3 -0.224004 0.042859 -0.278535 -0.054612 -0.624860 -0.008419 -0.046419 \n4 -0.238462 0.065449 -0.290194 -0.066648 -0.607357 0.011492 -0.058800 \n... ... ... ... ... ... ... ... \n17561 -0.271685 0.085725 -0.322647 -0.071924 -0.610330 -0.049904 -0.066384 \n17562 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3-0.2240040.042859-0.278535-0.054612-0.624860-0.008419-0.0464190.232231-0.360890-1.170774...0.027473-0.179177-0.1149730.1254720.0950520.576342-0.568051-0.0813480.1829983
4-0.2384620.065449-0.290194-0.066648-0.6073570.011492-0.0588000.223507-0.334192-1.162315...0.025964-0.202106-0.1040670.1641620.0788870.540211-0.567616-0.1241350.1636171
..................................................................
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17566 rows × 301 columns

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" + }, + "metadata": {}, + "execution_count": 146 + } + ], + "source": [ + "glove_df" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "metadata": {}, + "outputs": [], + "source": [ + "lyrics_clustered = pd.concat([xvec.reset_index(), pd.Series(y_km, name='cluster')], axis=1).drop(columns=['index'])" + ] + }, + { + "cell_type": "code", + "execution_count": 200, + "metadata": {}, + "outputs": [], + "source": [ + "from nltk.corpus import stopwords\n", + "sw = set(stopwords.words('english'))\n", + "drops = [word for word in cluster_1.index if word in sw]" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "metadata": {}, + "outputs": [], + "source": [ + "cluster_0 = lyrics_clustered[lyrics_clustered['cluster']==0]['lyrics'].str.split(expand=True).stack().value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 199, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "cluster_1 = lyrics_clustered[lyrics_clustered['cluster']==1]['lyrics'].str.split(expand=True).stack().value_counts()\n", + "cluster_2 = lyrics_clustered[lyrics_clustered['cluster']==2]['lyrics'].str.split(expand=True).stack().value_counts()\n", + "cluster_3 = lyrics_clustered[lyrics_clustered['cluster']==3]['lyrics'].str.split(expand=True).stack().value_counts()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 198, + "metadata": {}, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": "([0,\n 1,\n 2,\n 3,\n 4,\n 5,\n 6,\n 7,\n 8,\n 9,\n 10,\n 11,\n 12,\n 13,\n 14,\n 15,\n 16,\n 17,\n 18,\n 19,\n 20,\n 21,\n 22,\n 23,\n 24,\n 25,\n 26,\n 27,\n 28,\n 29,\n 30,\n 31,\n 32,\n 33,\n 34,\n 35,\n 36,\n 37,\n 38,\n 39,\n 40,\n 41,\n 42,\n 43,\n 44,\n 45,\n 46,\n 47,\n 48,\n 49],\n )" + }, + "metadata": {}, + "execution_count": 198 + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "plt.figure(figsize=(30,20))\n", + "plt.bar(cluster_0.drop(drops).index[0:50], cluster_0.drop(drops)[0:50])\n", + "plt.xticks(rotation=45, fontsize=15)" + ] + }, + { + "cell_type": "code", + "execution_count": 201, + "metadata": {}, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": "([0,\n 1,\n 2,\n 3,\n 4,\n 5,\n 6,\n 7,\n 8,\n 9,\n 10,\n 11,\n 12,\n 13,\n 14,\n 15,\n 16,\n 17,\n 18,\n 19,\n 20,\n 21,\n 22,\n 23,\n 24,\n 25,\n 26,\n 27,\n 28,\n 29,\n 30,\n 31,\n 32,\n 33,\n 34,\n 35,\n 36,\n 37,\n 38,\n 39,\n 40,\n 41,\n 42,\n 43,\n 44,\n 45,\n 46,\n 47,\n 48,\n 49],\n )" + }, + "metadata": {}, + "execution_count": 201 + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "plt.figure(figsize=(30,20))\n", + "plt.bar(cluster_1.drop(drops).index[0:50], cluster_1.drop(drops)[0:50])\n", + "plt.xticks(rotation=45, fontsize=15)" + ] } ] } \ No newline at end of file diff --git a/webapp/__pycache__/clusta_api.cpython-37.pyc b/webapp/__pycache__/clusta_api.cpython-37.pyc new file mode 100644 index 0000000..8e1f247 Binary files /dev/null and b/webapp/__pycache__/clusta_api.cpython-37.pyc differ diff --git a/webapp/__pycache__/predictor_api.cpython-37.pyc b/webapp/__pycache__/predictor_api.cpython-37.pyc index fd474a2..41c1ce0 100644 Binary files a/webapp/__pycache__/predictor_api.cpython-37.pyc and b/webapp/__pycache__/predictor_api.cpython-37.pyc differ diff --git a/webapp/predictor_api.py b/webapp/clusta_api.py similarity index 85% rename from webapp/predictor_api.py rename to webapp/clusta_api.py index 3ecc8cf..802776b 100644 --- a/webapp/predictor_api.py +++ b/webapp/clusta_api.py @@ -1,7 +1,7 @@ import pandas as pd import pickle as pkl import numpy as np -from scipy.spatial.distance import pdist +from scipy.spatial.distance import pdist, cosine tsne = pd.read_csv('tsne_df_v1.csv') @@ -27,13 +27,11 @@ def recommend(artist, n_recs=5): comparison = data.loc[name].to_numpy() stack = np.vstack((target, comparison)) dist = pdist(stack) - # dist = pairwise_distances(target, comparison) distances.append(dist[0]) + # dist = cosine(target, comparison) + # distances.append(dist) top_n_ind = np.argsort(distances)[0:n_recs] return [artist_list[i] for i in top_n_ind] -# def show_pic(artist): - -# def show_songs(artist): \ No newline at end of file diff --git a/webapp/predictor_app.py b/webapp/clusta_app.py similarity index 88% rename from webapp/predictor_app.py rename to webapp/clusta_app.py index aad8a42..3366401 100644 --- a/webapp/predictor_app.py +++ b/webapp/clusta_app.py @@ -1,6 +1,6 @@ import flask from flask import request -from predictor_api import show_stats, recommend +from clusta_api import show_stats, recommend import pickle as pkl @@ -34,7 +34,8 @@ def get_artist_profile(): return flask.render_template('profile.html', stats = stats, - artist = artist) + artist = artist, + links = links) @app.route("/recommend", methods=["GET", "POST"]) def get_recs(): @@ -49,7 +50,7 @@ def get_recs(): else: query = query['artist'] - recs = recommend(artist) + recs = recommend(artist, 6) stats = [show_stats(rec) for rec in recs] return flask.render_template('recommender.html', diff --git a/webapp/templates/landing.html b/webapp/templates/landing.html index bd1077b..71c996f 100644 --- a/webapp/templates/landing.html +++ b/webapp/templates/landing.html @@ -6,35 +6,48 @@ -
-
- -

- RAP GEO v1 +

+ Clusta' Rhymes +

+

+
+
+

+ + diff --git a/webapp/templates/profile.html b/webapp/templates/profile.html index 773e98a..ad4735a 100644 --- a/webapp/templates/profile.html +++ b/webapp/templates/profile.html @@ -5,27 +5,17 @@ - + +

- Artist:
- {{ artist }}
-
+

- Lyrical Content:
- {{ stats['Lyrical/Misc'].round(3) }} Misc. Lyricism
- {{ stats['Bragging/Combative'].round(3) }} Flexing & Threats
- {{ stats['Money/Party'].round(3) }} Money & Partying
- {{ stats['Romance/Sex'].round(3) }} Sex & Romance
-
+
+ Artist:
+ {{ artist }}
+
- Flow Statistics:
- {{ (stats['unique_word_rate'] * 100).round(1) }}% Word Uniqueness
- {{ stats['syllables_per_line'].round(1) }} Syllables/Line
-
- - Style
- {{ stats['cluster'] }}
@@ -33,16 +23,92 @@

+
+ +
+ +
- +
+
-
- -
+
+ {% set total = stats['Lyrical/Misc'] + stats['Bragging/Combative'] + stats['Money/Party'] + stats['Romance/Sex'] %} + Lyrical Content +
+ + {{ ((stats['Lyrical/Misc'] / total) * 100).round(0) }}% Lyricism
+ {{ ((stats['Bragging/Combative'] / total) * 100).round(0)}}% Flexing
+ {{ ((stats['Money/Party'] / total) * 100).round(0) }}% Turn-Up
+ {{ ((stats['Romance/Sex'] / total) * 100).round(0) }}% Sex & Romance
+ +
+ Flow Statistics +
+ + {{ (stats['unique_word_rate'] * 100).round(1) }}% Word Uniqueness
+ {{ stats['syllables_per_line'].round(1) }} Syllables/Line
+ +
+ + Style +
+ + {{ stats['cluster'] }} +
+ +
+ +
+ + + +
+
+ +
+

+ diff --git a/webapp/templates/recommender.html b/webapp/templates/recommender.html index 1940b50..29a8103 100644 --- a/webapp/templates/recommender.html +++ b/webapp/templates/recommender.html @@ -4,43 +4,104 @@ - + - Recommended Artists for {{ artist }}:
-
-
- +

-
- -
-
- + + +
artists like + {{ artist }} +
+
+
+
+ {% for i in range(recs|length) %} - {{recs[i]}}
- - Lyrical Content:
- {{ stats[i]['Lyrical/Misc'].round(3) }} Misc. Lyricism
- {{ stats[i]['Bragging/Combative'].round(3) }} Flexing & Threats
- {{ stats[i]['Money/Party'].round(3) }} Money & Partying
- {{ stats[i]['Romance/Sex'].round(3) }} Sex & Romance
+
+ {{recs[i]}}
+ + {% set total = stats[i]['Lyrical/Misc'] + stats[i]['Bragging/Combative'] + stats[i]['Money/Party'] + stats[i]['Romance/Sex'] %} + Lyrical Content
+ + + {{ ((stats[i]['Bragging/Combative'] / total) * 100).round(0) }}% Flexing
+ {{ ((stats[i]['Money/Party'] / total) * 100).round(0) }}% Turn-Up
+ {{ ((stats[i]['Romance/Sex'] / total) * 100).round(0) }}% Sex & Romance
+ {{ ((stats[i]['Lyrical/Misc'] / total) * 100).round(0) }}% Lyricism
+
- Flow Statistics:
- {{ (stats[i]['unique_word_rate'] * 100).round(1) }}% Word Uniqueness
- {{ stats[i]['syllables_per_line'].round(1) }} Syllables/Line
+ Flow Statistics
+ + {{ (stats[i]['unique_word_rate'] * 100).round(1) }}% word uniqueness
+ {{ stats[i]['syllables_per_line'].round(1) }} syllables/line
+
- Style
+ Style
+ {{ stats[i]['cluster'] }}
+
+
{% endfor %} - + +
+ +
+ +
+
+ + \ No newline at end of file diff --git a/webapp/templates/salesman.ipynb b/webapp/templates/salesman.ipynb deleted file mode 100644 index 7f981f6..0000000 --- a/webapp/templates/salesman.ipynb +++ /dev/null @@ -1,161 +0,0 @@ -{ - "metadata": { - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.7-final" - }, - "orig_nbformat": 2, - "kernelspec": { - "name": "python_defaultSpec_1597853401758", - "display_name": "Python 3.7.7 64-bit ('base': conda)" - } - }, - "nbformat": 4, - "nbformat_minor": 2, - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "def one_stop(mat, origin, target):\n", - " \n", - " min_dist = mat[origin][target]\n", - " \n", - " # check every row's distance from origin city and add its distance to target city\n", - " for stop, row in enumerate(mat):\n", - " one_stop = mat[origin][stop] + mat[stop][target]\n", - " if one_stop < min_dist: \n", - " min_dist = one_stop\n", - " \n", - " return min_dist" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": "[[0, 4, 9, 3, 1, 2],\n [4, 0, 2, 1, 4, 2],\n [9, 2, 0, 7, 2, 1],\n [3, 1, 7, 0, 6, 6],\n [1, 4, 2, 6, 0, 2],\n [2, 2, 1, 6, 2, 0]]" - }, - "metadata": {}, - "execution_count": 2 - } - ], - "source": [ - "test = [[0, 4, 9, 3, 1, 2], [4, 0, 2, 1, 4, 2], [9, 2, 0, 7, 2, 1], [3, 1, 7, 0, 6, 6], [1, 4, 2, 6, 0, 2], [2, 2, 1, 6, 2, 0]]\n", - "test" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": "0" - }, - "metadata": {}, - "execution_count": 7 - } - ], - "source": [ - "one_stop(test, 3, 3)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "def two_stop(mat, origin, target):\n", - " \n", - " min_dist = mat[origin][target]\n", - " \n", - " # check every row's distance from origin city and add its distance to target city\n", - " for stop_one, row in enumerate(mat):\n", - " for stop_two, row in enumerate(mat):\n", - " two_stop = mat[origin][stop_one] + mat[stop_one][stop_two] + mat[stop_two][target]\n", - " if two_stop < min_dist: \n", - " min_dist = two_stop\n", - " \n", - " return min_dist" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": "3" - }, - "metadata": {}, - "execution_count": 14 - } - ], - "source": [ - "two_stop(test, 3, 2)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "# max n-1 stops\n", - "def any_stop(mat, origin, target):\n", - " min_dist = mat[origin][target]\n", - " for stop in range(len(mat)):\n", - " dist = one_stop(mat, origin, stop) + one_stop(mat, stop, target)\n", - " if dist < min_dist:\n", - " min_dist = dist\n", - " any_stop()\n", - " return min_dist" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": "3" - }, - "metadata": {}, - "execution_count": 18 - } - ], - "source": [ - "any_stop(test, 3, 2)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ] -} \ No newline at end of file