diff --git a/doc/_static/report-orientation.svg b/doc/_static/report-orientation.svg new file mode 100755 index 00000000..c844701c --- /dev/null +++ b/doc/_static/report-orientation.svg @@ -0,0 +1,128 @@ + + + Slice 1 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + read + + + { + + + walk + + + { + + + pair + + + { + + + deafault for both + parse --walks-policy all + and parse2 + + + junction + + + { + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + --report-orientation + + + \ No newline at end of file diff --git a/doc/_static/report-positions.svg b/doc/_static/report-positions.svg new file mode 100755 index 00000000..71aea174 --- /dev/null +++ b/doc/_static/report-positions.svg @@ -0,0 +1,271 @@ + + + Slice 1 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + * + + + * + + + * + + + + + + + + + * + + + * + + + * + + + + read + + + { + + + + + + + + + + + + + + + + + + * + + + * + + + * + + + + + + + + + * + + + * + + + * + + + + walk + + + { + + + + + + + + + + + + + + + + + + + * + + + * + + + * + + + + + + + + + * + + + * + + + * + + + + outer + + + { + + + + deafault for + parse --walks-policy all + + + + + + + + + + + + + + + + + + + * + + + * + + + * + + + + + + + + + * + + + * + + + * + + + + junction + + + { + + + + deafult for + parse2 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + --report-position + + + \ No newline at end of file diff --git a/doc/_static/rescue_modes.svg b/doc/_static/rescue_modes.svg index d44cf505..31b8842b 100644 --- a/doc/_static/rescue_modes.svg +++ b/doc/_static/rescue_modes.svg @@ -1,140 +1,146 @@ - + Slice 1 - - - - - - - - - - - - - - 3r - - - UU - - - - - - - 2u - - - UU - - - - - - - - - - - + + + + + + + + + + + + + + + 3r + - - - - + + + UU + - - - - - - - - - - - - - - - - - - - + + + + + 2u + - - - - - - + + + UU + - - - - - - + + + + + + + + + + + + + + + - - - + + + + + + + + - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + UU + + + all + + + mask + + + 5any, 5unique + + + --walks-policy + + + pair_index: + + + 1l + + + UU + + + 3any, 3unique + + + UU + + + WW + + + ! + + + ! + + + { + - - - - UU - - - all - - - mask - - - 5any, 5unique - - - --walks-policy - - - junction_index - - - 1f - - - UU - - - 3any, 3unique - - - UU - - - WW - - - ! - - - ! - - - { - \ No newline at end of file diff --git a/doc/_static/rescue_modes_readthrough.svg b/doc/_static/rescue_modes_readthrough.svg index 2cf2d01b..2e6da006 100644 --- a/doc/_static/rescue_modes_readthrough.svg +++ b/doc/_static/rescue_modes_readthrough.svg @@ -1,153 +1,187 @@ - + Slice 1 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - - - - - - - - - - - - - - - - - + + + + + + - - - - - - + + + + + + - - - - - - - - - - + + + - - - - - - + + + + + + - - - - - - uu + + + + + + + + all - - all + + + + mask - - mask + + + + 5any, 5unique - - 5any, 5unique + + + + --walks-policy - - --walks-policy + + + + pair_index - - junction_index + + + + 1l - - 1f + + + + 2b - - 2b + + + + 3r - - 3r + + + + UU - - uu + + + + UU - - uu + + + + UU - - UU + + + + UU - - 3any, 3unique + + + + 3any, 3unique - - UU + + + + UU - - WW + + + + WW - - ! + + + + ! - - ! + + + + ! - - { + + + + { diff --git a/doc/parsing.rst b/doc/parsing.rst index ca25acfe..a076fd46 100644 --- a/doc/parsing.rst +++ b/doc/parsing.rst @@ -107,64 +107,27 @@ If the read is long enough (e.g. larger than 150 bp), it may contain more than t Molecules like these typically form via multiple ligation events and we call them walks [1]_. The mode of walks reporting is controlled by ``--walks-policy`` parameter of ``pairtools parse``. +You can report all the alignments in the reads by using ``pairtools parse2`` (see :ref:`parse2`). A pair of sequential alignments on a single read is **ligation junction**. Ligation junctions are the Hi-C contacts -that have been directly observed in the experiment. They are reported in lower-case letters if walks policy -is set to ``all`` (default). For details, wee :ref:`section-complex-walks-rescue` - -However, traditional Hi-C pairs do not have direct evidence of ligation +that have been directly observed in the experiment. However, traditional Hi-C pairs do not have direct evidence of ligation because they arise from read pairs that do not necessarily contain ligation junction. To filter out the molecules with complex walks, ``--walks-policy`` can be set to: -- ``mask`` to tag these molecules as type ``WW`` (single ligations are rescued, see :ref:`section-single-ligation-rescue`) , +- ``mask`` to tag these molecules as type ``WW`` (single ligations are rescued, see :ref:`Rescuing single ligations`), - ``5any`` to report the 5'-most alignment on each side, - ``5unique`` to report the 5'-most unique alignment on each side, - ``3any`` to report the 3'-most alignment on each side, -- ``3unique`` to report the 3'-most unique alignment on each side. - - -.. _section-complex-walks-rescue: +- ``3unique`` to report the 3'-most unique alignment on each side, +- ``all`` to report all sequential alignments (complex ligations are rescued, see :ref:`Rescuing complex walks`). -Rescuing complex ligations -------------------------- - -The complex walks are DNA molecules containing more than one ligation junction that may end up in more than one alignment -on forward, reverse, or both reads: +Parse modes for walks: .. figure:: _static/rescue_modes.svg :width: 60 % - :alt: Different modes of reporting complex walks - :align: center - - Different modes of reporting complex walks - -``pairtools parse`` detects such molecules and **rescues** them with ``--walks-policy all``. - -Briefly, the algorithm of complex ligation walks rescue detects all the unique ligation junctions, and do not report -the same junction as a pair multiple times. Importantly, these duplicated pairs might arise when both forward and reverse -reads read through the same ligation junction. However, these cases are successfully merged by ``pairtools parse``: - -.. figure:: _static/rescue_modes_readthrough.svg - :width: 60 % - :alt: Reporing complex walks in case of readthrough + :alt: Parse modes for walks :align: center - Reporing complex walks in case of readthrough - -To restore the sequence of ligation events, there is a special field ``junction_index`` that can be reported as -a separate column of .pair file by setting ``--add-junction-index``. This field contains information on: - -- the order of the junction in the recovered walk, starting from 5'-end of forward read -- type of the junction: - - - "u" - unconfirmed junction, right and left alignments in the pair originate from different reads (forward or reverse). This might be indirect ligation (mediated by other DNA fragments). - - "f" - pair originates from the forward read. This is direct ligation. - - "r" - pair originated from the reverse read. Direct ligation. - - "b" - pair was sequenced at both forward and reverse read. Direct ligation. -With this information, the whole sequence of ligation events can be restored from the .pair file. - - -.. _section-single-ligation-rescue: Rescuing single ligations ------------------------- @@ -209,7 +172,7 @@ walks with three aligments using three criteria: Sometimes, the "inner" alignment on the chimeric side can be non-unique or "null" (i.e. when the unmapped segment is longer than ``--max-inter-align-gap``, -as described in :ref:`section-gaps`). ``pairtools parse`` ignores such alignments +as described in :ref:`Interpreting gaps between alignments`). ``pairtools parse`` ignores such alignments altogether and thus rescues such *walks* as well. .. figure:: _static/read_pair_UR_MorN.png @@ -220,8 +183,6 @@ altogether and thus rescues such *walks* as well. A walk with three alignments get rescued, when the middle alignment is multi- or null. -.. _section-gaps: - Interpreting gaps between alignments ------------------------------------ @@ -247,6 +208,75 @@ longer ones as "null" alignments. The maximal size of ignored *gaps* is set by the ``--max-inter-align-gap`` flag (by default, 20bp). +Rescuing complex walks +------------------------- + +We call the multi-fragment DNA molecule that is formed during Hi-C (or any other chromosome capture with sequencing) a walk. +If the reads are long enough, the right (reverse) read might read through the left (forward) read. +Thus, left read might span multiple ligation junctions of the right read. +The pairs of contacts that overlap between left and right reads are intermolecular duplicates that should be removed. + +If the walk has no more than two different fragments at one side of the read, this can be rescued with simple +``pairtools parse --walks-policy mask``. However, in complex walks (two fragments on both reads or more than two fragments on any side) +you need specialized functionality that will report all the deduplicated pairs in the complex walks. +This is especially relevant if you have the reads length > 100 bp, since more than 20% or all restriction fragments in the genome are then shorter than the read length. +We put together some statistics about number of short restriction fragments for DpnII enzyme: + +======== ================= ================== ================== ================== ================== + Genome #rfrags <50 bp <100 bp <150 bp <175 bp <200 bp +-------- ----------------- ------------------ ------------------ ------------------ ------------------ + hg38 828538 (11.5%) 1452918 (20.2%) 2121479 (29.5%) 2587250 (35.9%) 2992757 (41.6%) + mm10 863614 (12.9%) 1554461 (23.3%) 2236609 (33.5%) 2526150 (37.9%) 2780769 (41.7%) + dm3 65327 (19.6%) 108370 (32.5%) 142662 (42.8%) 156886 (47.1%) 169339 (50.9%) +======== ================= ================== ================== ================== ================== + +Consider the read with overlapping left and right sides: + +.. figure:: _static/rescue_modes_readthrough.svg + :width: 60 % + :alt: Complex walk with overlap + :align: center + +Such molecules are detected and **rescued** them. Briefly, we detects all the unique ligation junctions, +and do not report the same junction as a pair multiple times. + +To rescue complex walks, you may use ``pairtools parse --walks-policy all`` and ``parse2``. +They have slightly different functionalities. + +``pairtools parse --walks-policy all`` is used with regular paired-end Hi-C, when you want +all pairs in the walk to be reported as if they appeared in the sequencing data independently. + +``parse2`` is used with single-end data or when you want to report different mode of orientation or position. +By default, ``parse2`` reports ligation junctions instead of outer ends of the alignmentns. +It may report also the position or orientation of the walk or of individual read. + +The complete guide through the reporting options of ``parse2``: + +.. figure:: _static/report-orientation.svg + :width: 60 % + :alt: parse2 --report-orientation + :align: center + + +.. figure:: _static/report-positions.svg + :width: 60 % + :alt: parse2 --report-position + :align: center + + +To restore the sequence of ligation events, there is a special field ``pair_index`` that you have as +a separate column of .pair file when setting ``--add-pair-index`` option. This field contains information on: + +- the order of the pair in the recovered walk, starting from 5'-end of left read +- type of the pair: + + - "u" - unconfirmed pair, right and left alignments in the pair originate from different reads (left or right). This might be indirect ligation (mediated by other DNA fragments). + - "l" - pair originates from the left read. This is direct ligation. + - "r" - pair originated from the right read. Direct ligation. + - "b" - pair was sequenced at both left and right read. Direct ligation. +With this information, the whole sequence of ligation events can be restored from the .pair file. + + .. [1] Following the lead of `C-walks `_ diff --git a/examples/Test_Parse_Walks/TestCase1.png b/examples/Test_Parse_Walks/TestCase1.png deleted file mode 100644 index 2bfae5ad..00000000 Binary files a/examples/Test_Parse_Walks/TestCase1.png and /dev/null differ diff --git a/examples/Test_Parse_Walks/TestCase2.png b/examples/Test_Parse_Walks/TestCase2.png deleted file mode 100644 index 77f27bc5..00000000 Binary files a/examples/Test_Parse_Walks/TestCase2.png and /dev/null differ diff --git a/examples/Test_Parse_Walks/TestCase2a.png b/examples/Test_Parse_Walks/TestCase2a.png deleted file mode 100644 index 1670c630..00000000 Binary files a/examples/Test_Parse_Walks/TestCase2a.png and /dev/null differ diff --git a/examples/Test_Parse_Walks/TestCase3.png b/examples/Test_Parse_Walks/TestCase3.png deleted file mode 100644 index 7f1460e4..00000000 Binary files a/examples/Test_Parse_Walks/TestCase3.png and /dev/null differ diff --git a/examples/Test_Parse_Walks/TestCase4.png b/examples/Test_Parse_Walks/TestCase4.png deleted file mode 100644 index 66abb935..00000000 Binary files a/examples/Test_Parse_Walks/TestCase4.png and /dev/null differ diff --git a/examples/Test_Parse_Walks/TestCase5.png b/examples/Test_Parse_Walks/TestCase5.png deleted file mode 100644 index 7bed4172..00000000 Binary files a/examples/Test_Parse_Walks/TestCase5.png and /dev/null differ diff --git a/examples/Test_Parse_Walks/Test_Parse_Walks.ipynb b/examples/Test_Parse_Walks/Test_Parse_Walks.ipynb deleted file mode 100644 index 83bc848a..00000000 --- a/examples/Test_Parse_Walks/Test_Parse_Walks.ipynb +++ /dev/null @@ -1,673 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from pairtools._parse import ends_do_overlap, pairs_do_overlap, rescue_complex_walk" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "def report_simple_pairsam(algn1, algn2, add_columns=['pos5', 'pos3']):\n", - " cols = [\n", - " '.',\n", - " algn1['chrom'],\n", - " str(algn1['pos']),\n", - " algn2['chrom'],\n", - " str(algn2['pos']),\n", - " algn1['strand'],\n", - " algn2['strand'],\n", - " algn1['type'] + algn2['type']\n", - " ]\n", - "\n", - " for col in add_columns:\n", - " cols.append(str(algn1.get(col, '')))\n", - " cols.append(str(algn2.get(col, '')))\n", - "\n", - " return(' '.join(cols))" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "max_molecule_size = 500\n", - "allowed_offset = 0" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Test case 1\n", - "\n", - "" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "algns1 = [\n", - " {'chrom': 'chr1', 'pos':100, 'pos5': 100, 'pos3': 150, 'strand': '+', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr2', 'pos':200, 'pos5': 200, 'pos3': 250, 'strand': '+', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr3', 'pos':300, 'pos5': 300, 'pos3': 350, 'strand': '+', 'is_mapped': True, 'is_unique': True}\n", - "]\n", - "algns2 = [\n", - " {'chrom': 'chr3', 'pos':300, 'pos5': 400, 'pos3': 300, 'strand': '-', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr2', 'pos':200, 'pos5': 250, 'pos3': 200, 'strand': '-', 'is_mapped': True, 'is_unique': True}\n", - "]" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "assert ends_do_overlap(algns1[-1], algns2[-1], max_molecule_size, allowed_offset)==0" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "assert ends_do_overlap(algns1[-2], algns2[-1], max_molecule_size, allowed_offset)==1" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "assert pairs_do_overlap((algns1[-2], algns1[-1]), (algns2[-2], algns2[-1]), allowed_offset)==1" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - ". chr2 200 chr3 300 + + JJ 200 300 250 350\n", - ". chr1 100 chr2 200 + + JJ 100 200 150 250\n" - ] - } - ], - "source": [ - "# SAM reporing format: \n", - "# readID chrom1 pos1 chrom2 pos2 strand1 strand2 pair_type pos51 pos52 pos31 pos32\n", - "for algn1, algn2, algns1, algns2 in rescue_complex_walk(algns1, algns2, max_molecule_size, allowed_offset):\n", - " print(report_simple_pairsam(algn1, algn2))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Test case 1 inverted\n", - "\n", - "Let's change forward and reverse reads" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "algns2 = [\n", - " {'chrom': 'chr1', 'pos':100, 'pos5': 100, 'pos3': 150, 'strand': '+', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr2', 'pos':200, 'pos5': 200, 'pos3': 250, 'strand': '+', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr3', 'pos':300, 'pos5': 300, 'pos3': 350, 'strand': '+', 'is_mapped': True, 'is_unique': True}\n", - "]\n", - "algns1 = [\n", - " {'chrom': 'chr3', 'pos':300, 'pos5': 400, 'pos3': 300, 'strand': '-', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr2', 'pos':200, 'pos5': 250, 'pos3': 200, 'strand': '-', 'is_mapped': True, 'is_unique': True}\n", - "]" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "assert ends_do_overlap(algns1[-1], algns2[-1], max_molecule_size, allowed_offset)==0" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "assert ends_do_overlap(algns1[-2], algns2[-1], max_molecule_size, allowed_offset)==1" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "assert pairs_do_overlap((algns1[-2], algns1[-1]), (algns2[-2], algns2[-1]), allowed_offset)==1" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - ". chr3 300 chr2 200 - - JJ 400 250 300 200\n", - ". chr1 100 chr2 200 + + JJ 100 200 150 250\n" - ] - } - ], - "source": [ - "# SAM reporing format: \n", - "# readID chrom1 pos1 chrom2 pos2 strand1 strand2 pair_type pos51 pos52 pos31 pos32\n", - "for algn1, algn2, algns1, algns2 in rescue_complex_walk(algns1, algns2, max_molecule_size, allowed_offset):\n", - " print(report_simple_pairsam(algn1, algn2))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Test case 2\n", - "\n", - "" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "algns1 = [\n", - " {'chrom': 'chr1', 'pos':100, 'pos5': 100, 'pos3': 150, 'strand': '+', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr2', 'pos':200, 'pos5': 200, 'pos3': 250, 'strand': '+', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr3', 'pos':300, 'pos5': 300, 'pos3': 350, 'strand': '+', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr4', 'pos':400, 'pos5': 400, 'pos3': 450, 'strand': '+', 'is_mapped': True, 'is_unique': True}\n", - "]\n", - "algns2 = [\n", - " {'chrom': 'chr4', 'pos':400, 'pos5': 500, 'pos3': 400, 'strand': '-', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr3', 'pos':300, 'pos5': 350, 'pos3': 300, 'strand': '-', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr2', 'pos':200, 'pos5': 250, 'pos3': 200, 'strand': '-', 'is_mapped': True, 'is_unique': True}\n", - "]" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "assert ends_do_overlap(algns1[-1], algns2[-1], max_molecule_size, allowed_offset)==0\n", - "assert ends_do_overlap(algns1[-2], algns2[-1], max_molecule_size, allowed_offset)==0\n", - "assert ends_do_overlap(algns1[-3], algns2[-1], max_molecule_size, allowed_offset)==1" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "assert pairs_do_overlap((algns1[-2], algns1[-1]), (algns2[-2], algns2[-1]), allowed_offset)==0\n", - "assert pairs_do_overlap((algns1[-3], algns1[-2]), (algns2[-2], algns2[-1]), allowed_offset)==1" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - ". chr3 300 chr4 400 + + JJ 300 400 350 450\n", - ". chr2 200 chr3 300 + + JJ 200 300 250 350\n", - ". chr1 100 chr2 200 + + JJ 100 200 150 250\n" - ] - } - ], - "source": [ - "# SAM reporing format: \n", - "# readID chrom1 pos1 chrom2 pos2 strand1 strand2 pair_type pos51 pos52 pos31 pos32\n", - "for algn1, algn2, algns1, algns2 in rescue_complex_walk(algns1, algns2, max_molecule_size, allowed_offset):\n", - " print(report_simple_pairsam(algn1, algn2))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Test case 2 inverted\n", - "\n", - "Let's change forward and reverse reads" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "algns2 = [\n", - " {'chrom': 'chr1', 'pos':100, 'pos5': 100, 'pos3': 150, 'strand': '+', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr2', 'pos':200, 'pos5': 200, 'pos3': 250, 'strand': '+', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr3', 'pos':300, 'pos5': 300, 'pos3': 350, 'strand': '+', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr4', 'pos':400, 'pos5': 400, 'pos3': 450, 'strand': '+', 'is_mapped': True, 'is_unique': True}\n", - "]\n", - "algns1 = [\n", - " {'chrom': 'chr4', 'pos':400, 'pos5': 500, 'pos3': 400, 'strand': '-', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr3', 'pos':300, 'pos5': 350, 'pos3': 300, 'strand': '-', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr2', 'pos':200, 'pos5': 250, 'pos3': 200, 'strand': '-', 'is_mapped': True, 'is_unique': True}\n", - "]" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "assert ends_do_overlap(algns1[-1], algns2[-1], max_molecule_size, allowed_offset)==0\n", - "assert ends_do_overlap(algns1[-2], algns2[-1], max_molecule_size, allowed_offset)==0\n", - "assert ends_do_overlap(algns1[-3], algns2[-1], max_molecule_size, allowed_offset)==1" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "assert pairs_do_overlap((algns1[-2], algns1[-1]), (algns2[-2], algns2[-1]), allowed_offset)==0\n", - "assert pairs_do_overlap((algns1[-3], algns1[-2]), (algns2[-2], algns2[-1]), allowed_offset)==1" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - ". chr3 300 chr2 200 - - JJ 350 250 300 200\n", - ". chr4 400 chr3 300 - - JJ 500 350 400 300\n", - ". chr1 100 chr2 200 + + JJ 100 200 150 250\n" - ] - } - ], - "source": [ - "# SAM reporing format: \n", - "# readID chrom1 pos1 chrom2 pos2 strand1 strand2 pair_type pos51 pos52 pos31 pos32\n", - "for algn1, algn2, algns1, algns2 in rescue_complex_walk(algns1, algns2, max_molecule_size, allowed_offset):\n", - " print(report_simple_pairsam(algn1, algn2))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Test case 2.a\n", - "\n", - "Strands mixed\n", - "\n", - "\n", - "" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "algns1 = [\n", - " {'chrom': 'chr1', 'pos':100, 'pos5': 100, 'pos3': 150, 'strand': '+', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr2', 'pos':200, 'pos5': 250, 'pos3': 200, 'strand': '-', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr3', 'pos':300, 'pos5': 300, 'pos3': 350, 'strand': '+', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr4', 'pos':400, 'pos5': 450, 'pos3': 400, 'strand': '-', 'is_mapped': True, 'is_unique': True}\n", - "]\n", - "algns2 = [\n", - " {'chrom': 'chr4', 'pos':400, 'pos5': 400, 'pos3': 450, 'strand': '+', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr3', 'pos':300, 'pos5': 350, 'pos3': 300, 'strand': '-', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr2', 'pos':200, 'pos5': 200, 'pos3': 250, 'strand': '+', 'is_mapped': True, 'is_unique': True}\n", - "]" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "assert ends_do_overlap(algns1[-1], algns2[-1], max_molecule_size, allowed_offset)==0\n", - "assert ends_do_overlap(algns1[-2], algns2[-1], max_molecule_size, allowed_offset)==0\n", - "assert ends_do_overlap(algns1[-3], algns2[-1], max_molecule_size, allowed_offset)==1" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "assert pairs_do_overlap((algns1[-2], algns1[-1]), (algns2[-2], algns2[-1]), allowed_offset)==0\n", - "assert pairs_do_overlap((algns1[-3], algns1[-2]), (algns2[-2], algns2[-1]), allowed_offset)==1" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - ". chr3 300 chr4 400 + - JJ 300 450 350 400\n", - ". chr2 200 chr3 300 - + JJ 250 300 200 350\n", - ". chr1 100 chr2 200 + - JJ 100 250 150 200\n" - ] - } - ], - "source": [ - "# SAM reporing format: \n", - "# readID chrom1 pos1 chrom2 pos2 strand1 strand2 pair_type pos51 pos52 pos31 pos32\n", - "for algn1, algn2, algns1, algns2 in rescue_complex_walk(algns1, algns2, max_molecule_size, allowed_offset):\n", - " print(report_simple_pairsam(algn1, algn2))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Test case 3\n", - "\n", - "Not an overlap (a walk with mismatch at the end of forward read).\n", - "\n", - "\n", - "" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [], - "source": [ - "algns1 = [\n", - " {'chrom': 'chr1', 'pos':100, 'pos5': 100, 'pos3': 150, 'strand': '+', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr2', 'pos':200, 'pos5': 200, 'pos3': 250, 'strand': '+', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr3', 'pos':300, 'pos5': 300, 'pos3': 350, 'strand': '+', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr5', 'pos':500, 'pos5': 550, 'pos3': 500, 'strand': '-', 'is_mapped': True, 'is_unique': True}\n", - "]\n", - "algns2 = [\n", - " {'chrom': 'chr4', 'pos':400, 'pos5': 500, 'pos3': 400, 'strand': '-', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr3', 'pos':300, 'pos5': 350, 'pos3': 300, 'strand': '-', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr2', 'pos':200, 'pos5': 250, 'pos3': 200, 'strand': '-', 'is_mapped': True, 'is_unique': True}\n", - "]" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "assert ends_do_overlap(algns1[-1], algns2[-1], max_molecule_size, allowed_offset)==0\n", - "assert ends_do_overlap(algns1[-2], algns2[-1], max_molecule_size, allowed_offset)==0\n", - "assert ends_do_overlap(algns1[-3], algns2[-1], max_molecule_size, allowed_offset)==1" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "assert pairs_do_overlap((algns1[-2], algns1[-1]), (algns2[-2], algns2[-1]), allowed_offset)==0\n", - "assert pairs_do_overlap((algns1[-3], algns1[-2]), (algns2[-2], algns2[-1]), allowed_offset)==1" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - ". chr5 500 chr2 200 - - PP 550 250 500 200\n", - ". chr3 300 chr5 500 + - JJ 300 550 350 500\n", - ". chr2 200 chr3 300 + + JJ 200 300 250 350\n", - ". chr1 100 chr2 200 + + JJ 100 200 150 250\n", - ". chr3 300 chr2 200 - - JJ 350 250 300 200\n", - ". chr4 400 chr3 300 - - JJ 500 350 400 300\n" - ] - } - ], - "source": [ - "# SAM reporing format: \n", - "# readID chrom1 pos1 chrom2 pos2 strand1 strand2 pair_type pos51 pos52 pos31 pos32\n", - "for algn1, algn2, algns1, algns2 in rescue_complex_walk(algns1, algns2, max_molecule_size, allowed_offset):\n", - " print(report_simple_pairsam(algn1, algn2))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Test case 4\n", - "\n", - "Mismapped chimeras are treated as match. There is no need to report too much pairs with mismatches.\n", - "\n", - "" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [], - "source": [ - "algns1 = [\n", - " {'chrom': 'chr1', 'pos':100, 'pos5': 100, 'pos3': 150, 'strand': '+', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr2', 'pos':200, 'pos5': 200, 'pos3': 250, 'strand': '+', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr3', 'pos':300, 'pos5': 300, 'pos3': 350, 'strand': '+', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': '!', 'pos':0, 'pos5': 0, 'pos3': 0, 'strand': '-', 'is_mapped': False,'is_unique': True}\n", - "]\n", - "algns2 = [\n", - " {'chrom': '!', 'pos':0, 'pos5': 0, 'pos3': 0, 'strand': '-', 'is_mapped': False,'is_unique': True},\n", - " {'chrom': 'chr3', 'pos':300, 'pos5': 350, 'pos3': 300, 'strand': '-', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': 'chr2', 'pos':200, 'pos5': 250, 'pos3': 200, 'strand': '-', 'is_mapped': True, 'is_unique': True}\n", - "]" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [], - "source": [ - "assert ends_do_overlap(algns1[-1], algns2[-1], max_molecule_size, allowed_offset)==0\n", - "assert ends_do_overlap(algns1[-2], algns2[-1], max_molecule_size, allowed_offset)==0\n", - "assert ends_do_overlap(algns1[-3], algns2[-1], max_molecule_size, allowed_offset)==1" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [], - "source": [ - "assert pairs_do_overlap((algns1[-2], algns1[-1]), (algns2[-2], algns2[-1]), allowed_offset)==0\n", - "assert pairs_do_overlap((algns1[-3], algns1[-2]), (algns2[-2], algns2[-1]), allowed_offset)==1" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - ". chr3 300 ! 0 + - JN 300 0 350 0\n", - ". chr2 200 chr3 300 + + JJ 200 300 250 350\n", - ". chr1 100 chr2 200 + + JJ 100 200 150 250\n" - ] - } - ], - "source": [ - "# SAM reporing format: \n", - "# readID chrom1 pos1 chrom2 pos2 strand1 strand2 pair_type pos51 pos52 pos31 pos32\n", - "for algn1, algn2, algns1, algns2 in rescue_complex_walk(algns1, algns2, max_molecule_size, allowed_offset):\n", - " print(report_simple_pairsam(algn1, algn2))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Test case 4.a\n", - "\n", - "Mismapped chimeras are treated as match. What if we introduce more of them?\n", - "\n", - "\n", - "" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [], - "source": [ - "algns1 = [\n", - " {'chrom': 'chr1', 'pos':100, 'pos5': 100, 'pos3': 150, 'strand': '+', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': '!', 'pos':0, 'pos5': 0, 'pos3': 0, 'strand': '-', 'is_mapped': False,'is_unique': True},\n", - " {'chrom': 'chr3', 'pos':300, 'pos5': 300, 'pos3': 350, 'strand': '+', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': '!', 'pos':0, 'pos5': 0, 'pos3': 0, 'strand': '-', 'is_mapped': False,'is_unique': True}\n", - "]\n", - "algns2 = [\n", - " {'chrom': '!', 'pos':0, 'pos5': 0, 'pos3': 0, 'strand': '-', 'is_mapped': False,'is_unique': True},\n", - " {'chrom': 'chr3', 'pos':300, 'pos5': 350, 'pos3': 300, 'strand': '-', 'is_mapped': True, 'is_unique': True},\n", - " {'chrom': '!', 'pos':0, 'pos5': 0, 'pos3': 0, 'strand': '-', 'is_mapped': False,'is_unique': True}\n", - "]" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [], - "source": [ - "assert ends_do_overlap(algns1[-1], algns2[-1], max_molecule_size, allowed_offset)==1 # Note this difference\n", - "assert ends_do_overlap(algns1[-2], algns2[-1], max_molecule_size, allowed_offset)==0\n", - "assert ends_do_overlap(algns1[-3], algns2[-1], max_molecule_size, allowed_offset)==1" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [], - "source": [ - "assert pairs_do_overlap((algns1[-2], algns1[-1]), (algns2[-2], algns2[-1]), allowed_offset)==0\n", - "assert pairs_do_overlap((algns1[-3], algns1[-2]), (algns2[-2], algns2[-1]), allowed_offset)==1" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - ". chr3 300 ! 0 + - JN 300 0 350 0\n", - ". ! 0 chr3 300 - + NJ 0 300 0 350\n", - ". chr1 100 ! 0 + - JN 100 0 150 0\n" - ] - } - ], - "source": [ - "# SAM reporing format: \n", - "# readID chrom1 pos1 chrom2 pos2 strand1 strand2 pair_type pos51 pos52 pos31 pos32\n", - "for algn1, algn2, algns1, algns2 in rescue_complex_walk(algns1, algns2, max_molecule_size, allowed_offset):\n", - " print(report_simple_pairsam(algn1, algn2))" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "pairtools", - "language": "python", - "name": "pairtools" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.8" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/examples/parse2_demo.ipynb b/examples/parse2_demo.ipynb new file mode 100644 index 00000000..68efb4eb --- /dev/null +++ b/examples/parse2_demo.ipynb @@ -0,0 +1,1163 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/agalicina/anaconda3/envs/test/lib/python3.8/site-packages/proplot/config.py:1454: ProPlotWarning: Rebuilding font cache.\n" + ] + } + ], + "source": [ + "import proplot" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Prepare the genome" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Activate bwa and minimap2 plugins for genomepy:\n", + "! genomepy plugins enable bwa\n", + "! genomepy plugins enable minimap2" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Install hg38 genome by genomepy:\n", + "! genomepy install hg38" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "hg38.blacklist.bed.gz hg38.fa.fai hg38.gaps.bed README.txt\r\n", + "hg38.fa\t\t hg38.fa.sizes index\r\n" + ] + } + ], + "source": [ + "# location of the genome:\n", + "! ls ~/.local/share/genomes/hg38/" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "^C\r\n" + ] + } + ], + "source": [ + "# Copy it to the local folder to simplify the code\n", + "! cp -r ~/.local/share/genomes/hg38 ./" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# Digest the genome:\n", + "! cooler digest ./hg38/hg38.fa.sizes ./hg38/hg38.fa DpnII > ./hg38/hg38_DpnII.bed" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Long-read Arima example\n", + "\n", + "Comparison os parse and parse2 outputs on 150 bp reads.\n", + "\n", + "Example from [human cell line](https://www.ncbi.nlm.nih.gov/sra/SRX10230900[accn]): SRR13849430" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Read 1000000 spots for SRR13849430\r\n", + "Written 1000000 spots for SRR13849430\r\n" + ] + } + ], + "source": [ + "# Download test data\n", + "! fastq-dump SRR13849430 --gzip --split-spot --split-3 --minSpotId 0 --maxSpotId 1000000" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[M::bwa_idx_load_from_disk] read 0 ALT contigs\n", + "[M::process] read 333334 sequences (50000100 bp)...\n", + "[M::process] read 333334 sequences (50000100 bp)...\n", + "[M::mem_pestat] # candidate unique pairs for (FF, FR, RF, RR): (3287, 41601, 3132, 3247)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation FF...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (1474, 3107, 5770)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 14362)\n", + "[M::mem_pestat] mean and std.dev: (3761.23, 2688.41)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 18658)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation FR...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (223, 289, 356)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 622)\n", + "[M::mem_pestat] mean and std.dev: (277.40, 91.07)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 755)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation RF...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (1581, 3288, 5799)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 14235)\n", + "[M::mem_pestat] mean and std.dev: (3826.54, 2661.54)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 18453)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation RR...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (1390, 3033, 5607)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 14041)\n", + "[M::mem_pestat] mean and std.dev: (3665.64, 2669.72)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 18258)\n", + "[M::mem_process_seqs] Processed 333334 reads in 341.418 CPU sec, 93.551 real sec\n", + "[M::process] read 333334 sequences (50000100 bp)...\n", + "[M::mem_pestat] # candidate unique pairs for (FF, FR, RF, RR): (4098, 45623, 3818, 4052)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation FF...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (1387, 3097, 5547)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 13867)\n", + "[M::mem_pestat] mean and std.dev: (3675.38, 2672.89)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 18027)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation FR...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (249, 315, 384)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 654)\n", + "[M::mem_pestat] mean and std.dev: (302.37, 92.23)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 789)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation RF...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (1521, 3113, 5702)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 14064)\n", + "[M::mem_pestat] mean and std.dev: (3765.30, 2673.78)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 18245)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation RR...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (1503, 3159, 5689)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 14061)\n", + "[M::mem_pestat] mean and std.dev: (3747.58, 2673.34)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 18247)\n", + "[M::mem_process_seqs] Processed 333334 reads in 343.883 CPU sec, 78.964 real sec\n", + "[M::process] read 333334 sequences (50000100 bp)...\n", + "[M::mem_pestat] # candidate unique pairs for (FF, FR, RF, RR): (4528, 42266, 4055, 4429)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation FF...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (1475, 3117, 5749)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 14297)\n", + "[M::mem_pestat] mean and std.dev: (3758.22, 2705.83)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 18571)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation FR...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (256, 326, 400)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 688)\n", + "[M::mem_pestat] mean and std.dev: (310.02, 96.45)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 832)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation RF...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (1550, 3273, 5819)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 14357)\n", + "[M::mem_pestat] mean and std.dev: (3856.53, 2696.57)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 18626)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation RR...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (1487, 3090, 5637)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 13937)\n", + "[M::mem_pestat] mean and std.dev: (3733.20, 2679.28)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 18087)\n", + "[M::mem_process_seqs] Processed 333334 reads in 385.122 CPU sec, 87.424 real sec\n", + "[M::process] read 333334 sequences (50000100 bp)...\n", + "[M::mem_pestat] # candidate unique pairs for (FF, FR, RF, RR): (4076, 37876, 3820, 4047)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation FF...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (1454, 3061, 5610)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 13922)\n", + "[M::mem_pestat] mean and std.dev: (3732.19, 2712.64)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 18078)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation FR...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (250, 320, 394)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 682)\n", + "[M::mem_pestat] mean and std.dev: (303.19, 95.64)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 826)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation RF...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (1571, 3307, 5902)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 14564)\n", + "[M::mem_pestat] mean and std.dev: (3876.78, 2705.22)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 18895)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation RR...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (1447, 3096, 5575)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 13831)\n", + "[M::mem_pestat] mean and std.dev: (3720.16, 2684.08)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 17959)\n", + "[M::mem_process_seqs] Processed 333334 reads in 455.097 CPU sec, 104.136 real sec\n", + "[M::process] read 333330 sequences (49999500 bp)...\n", + "[M::mem_pestat] # candidate unique pairs for (FF, FR, RF, RR): (4818, 38154, 4476, 4786)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation FF...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (1450, 3040, 5635)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 14005)\n", + "[M::mem_pestat] mean and std.dev: (3690.60, 2666.10)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 18190)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation FR...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (270, 341, 418)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 714)\n", + "[M::mem_pestat] mean and std.dev: (322.66, 97.78)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 862)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation RF...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (1559, 3229, 5848)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 14426)\n", + "[M::mem_pestat] mean and std.dev: (3840.73, 2697.24)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 18715)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation RR...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (1469, 3134, 5727)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 14243)\n", + "[M::mem_pestat] mean and std.dev: (3761.26, 2703.10)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 18501)\n", + "[M::mem_process_seqs] Processed 333334 reads in 354.385 CPU sec, 79.123 real sec\n", + "[M::mem_pestat] # candidate unique pairs for (FF, FR, RF, RR): (4834, 38078, 4440, 4800)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation FF...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (1456, 3150, 5690)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 14158)\n", + "[M::mem_pestat] mean and std.dev: (3764.15, 2683.53)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 18392)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation FR...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (271, 342, 422)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 724)\n", + "[M::mem_pestat] mean and std.dev: (323.77, 98.63)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 875)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation RF...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (1653, 3328, 5869)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 14301)\n", + "[M::mem_pestat] mean and std.dev: (3897.71, 2667.65)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 18517)\n", + "[M::mem_pestat] analyzing insert size distribution for orientation RR...\n", + "[M::mem_pestat] (25, 50, 75) percentile: (1471, 3102, 5666)\n", + "[M::mem_pestat] low and high boundaries for computing mean and std.dev: (1, 14056)\n", + "[M::mem_pestat] mean and std.dev: (3732.45, 2677.73)\n", + "[M::mem_pestat] low and high boundaries for proper pairs: (1, 18251)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[M::mem_process_seqs] Processed 333330 reads in 326.313 CPU sec, 68.738 real sec\n", + "[main] Version: 0.7.17-r1188\n", + "[main] CMD: bwa mem -t 5 -SP /home/agalicina/.local/share/genomes//hg38/index/bwa/hg38.fa SRR13849430_1.fastq.gz SRR13849430_2.fastq.gz\n", + "[main] Real time: 528.991 sec; CPU: 2212.054 sec\n" + ] + } + ], + "source": [ + "# Map test data:\n", + "! bwa mem -t 5 -SP ~/.local/share/genomes/hg38/index/bwa/hg38.fa SRR13849430_1.fastq.gz SRR13849430_2.fastq.gz > test.bam" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Run regular parse" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": {}, + "outputs": [], + "source": [ + "%%bash\n", + "pairtools parse -o test_arima_parse.pairs.gz -c ./hg38/hg38.fa.sizes \\\n", + " --drop-sam --drop-seq --output-stats test_arima_parse.stats \\\n", + " --assembly hg38 --no-flip \\\n", + " --add-columns pos5,pos3 \\\n", + " --walks-policy mask \\\n", + " test.bam " + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SRR13849430.1\tchr12\t78795816\t!\t0\t-\t-\tUN\t78795816\t0\t78795720\t0\n", + "SRR13849430.2\t!\t0\t!\t0\t-\t-\tWW\t0\t0\t0\t0\n", + "SRR13849430.3\tchr2\t72005391\t!\t0\t+\t-\tUN\t72005391\t0\t72005521\t0\n", + "SRR13849430.4\tchr2\t20530788\t!\t0\t+\t-\tUN\t20530788\t0\t20530937\t0\n", + "SRR13849430.5\t!\t0\t!\t0\t-\t-\tWW\t0\t0\t0\t0\n", + "SRR13849430.6\tchr3\t857974\t!\t0\t+\t-\tUN\t857974\t0\t858099\t0\n", + "SRR13849430.7\t!\t0\t!\t0\t-\t-\tWW\t0\t0\t0\t0\n", + "SRR13849430.8\tchr19\t40057590\t!\t0\t-\t-\tRN\t40057590\t0\t40057465\t0\n", + "SRR13849430.9\tchr6\t111954600\t!\t0\t-\t-\tRN\t111954600\t0\t111954451\t0\n", + "SRR13849430.10\t!\t0\t!\t0\t-\t-\tWW\t0\t0\t0\t0\n" + ] + } + ], + "source": [ + "%%bash\n", + "gzip -dc test_arima_parse.pairs.gz | grep -v \"#\" | head -n 10 | cat\n", + "# Note that there are now pos5 and pos3 columns:" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "metadata": {}, + "outputs": [], + "source": [ + "# Read the stats of regular parse:\n", + "stats_parse = pd.read_table('./test_arima_parse.stats', header=None)\n", + "stats_parse.columns = ['stat', 'count']\n", + "stats_parse.set_index('stat', inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 500, + "width": 700 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "columns = [x for x in stats_parse.index if not 'freq' in x]\n", + "\n", + "plt.figure(figsize=[7, 5])\n", + "stats_parse.loc[columns, 'count'].plot(kind='bar')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Run parse2" + ] + }, + { + "cell_type": "code", + "execution_count": 196, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Usage: pairtools parse2 [OPTIONS] [SAM_PATH]\n", + "\n", + " Find ligation junctions in .sam, make .pairs. SAM_PATH : an input\n", + " .sam/.bam file with paired-end sequence alignments of Hi-C molecules. If\n", + " the path ends with .bam, the input is decompressed from bam with samtools.\n", + " By default, the input is read from stdin.\n", + "\n", + "Options:\n", + " -c, --chroms-path TEXT Chromosome order used to flip\n", + " interchromosomal mates: path to a\n", + " chromosomes file (e.g. UCSC chrom.sizes or\n", + " similar) whose first column lists scaffold\n", + " names. Any scaffolds not listed will be\n", + " ordered lexicographically following the\n", + " names provided. [required]\n", + "\n", + " --assembly TEXT Name of genome assembly (e.g. hg19, mm10) to\n", + " store in the pairs header.\n", + "\n", + " --min-mapq INTEGER The minimal MAPQ score to consider a read as\n", + " uniquely mapped [default: 1]\n", + "\n", + " --max-inter-align-gap INTEGER read segments that are not covered by any\n", + " alignment and longer than the specified\n", + " value are treated as \"null\" alignments.\n", + " These null alignments convert otherwise\n", + " linear alignments into walks, and affect how\n", + " they get reported as a Hi-C pair. [default:\n", + " 20]\n", + "\n", + " --max-fragment-size INTEGER Largest fragment size for the detection of\n", + " overlapping alignments at the ends of\n", + " forward and reverse reads. Not used in\n", + " --single-end mode. [default: 500]\n", + "\n", + " --single-end If specified, the input is single-end.\n", + " -o, --output-file TEXT output file. If the path ends with .gz or\n", + " .lz4, the output is bgzip-/lz4-compressed.By\n", + " default, the output is printed into stdout.\n", + "\n", + " --coordinate-system [read|walk|pair]\n", + " coordinate system for reporting the walk.\n", + " \"read\" - orient each pair as it appeared on\n", + " a read, starting from 5'-end of forward then\n", + " reverse read. \"walk\" - orient each pair as\n", + " it appeared sequentially in the\n", + " reconstructed walk. \"pair\" - re-orient each\n", + " pair as if it was sequenced independently by\n", + " Hi-C. [default: read]\n", + "\n", + " --no-flip If specified, do not flip pairs in genomic\n", + " order and instead preserve the order in\n", + " which they were sequenced.\n", + "\n", + " --drop-readid If specified, do not add read ids to the\n", + " output\n", + "\n", + " --readid-transform TEXT A Python expression to modify read IDs.\n", + " Useful when read IDs differ between the two\n", + " reads of a pair. Must be a valid Python\n", + " expression that uses variables called readID\n", + " and/or i (the 0-based index of the read pair\n", + " in the bam file) and returns a new value,\n", + " e.g. \"readID[:-2]+'_'+str(i)\". Make sure\n", + " that transformed readIDs remain unique!\n", + "\n", + " --drop-seq If specified, remove sequences and PHREDs\n", + " from the sam fields\n", + "\n", + " --drop-sam If specified, do not add sams to the output\n", + " --add-junction-index If specified, parse2 will report junction\n", + " index for each pair in the walk\n", + "\n", + " --add-columns TEXT Report extra columns describing alignments\n", + " Possible values (can take multiple values as\n", + " a comma-separated list): a SAM tag (any pair\n", + " of uppercase letters) or mapq, pos5, pos3,\n", + " cigar, read_len, matched_bp, algn_ref_span,\n", + " algn_read_span, dist_to_5, dist_to_3, seq.\n", + "\n", + " --output-stats TEXT output file for various statistics of pairs\n", + " file. By default, statistics is not\n", + " generated.\n", + "\n", + " --nproc-in INTEGER Number of processes used by the auto-guessed\n", + " input decompressing command. [default: 3]\n", + "\n", + " --nproc-out INTEGER Number of processes used by the auto-guessed\n", + " output compressing command. [default: 8]\n", + "\n", + " --cmd-in TEXT A command to decompress the input file. If\n", + " provided, fully overrides the auto-guessed\n", + " command. Does not work with stdin. Must read\n", + " input from stdin and print output into\n", + " stdout. EXAMPLE: pbgzip -dc -n 3\n", + "\n", + " --cmd-out TEXT A command to compress the output file. If\n", + " provided, fully overrides the auto-guessed\n", + " command. Does not work with stdout. Must\n", + " read input from stdin and print output into\n", + " stdout. EXAMPLE: pbgzip -c -n 8\n", + "\n", + " -h, --help Show this message and exit.\n" + ] + } + ], + "source": [ + "%%bash\n", + "# Call for help:\n", + "pairtools parse2 -h" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "metadata": {}, + "outputs": [], + "source": [ + "%%bash\n", + "# Report pairs as if each one was sequenced independetly (coord system \"pair\")\n", + "pairtools parse2 -o test_arima_parse2.pairs.gz -c ./hg38/hg38.fa.sizes \\\n", + " --drop-sam --drop-seq --output-stats test_arima_parse2.stats \\\n", + " --assembly hg38 --no-flip \\\n", + " --add-columns pos5,pos3 \\\n", + " --add-junction-index \\\n", + " --coordinate-system pair \\\n", + " test.bam" + ] + }, + { + "cell_type": "code", + "execution_count": 153, + "metadata": {}, + "outputs": [], + "source": [ + "stats_parse2 = pd.read_table('./test_arima_parse2.stats', header=None)\n", + "stats_parse2.columns = ['stat', 'count']\n", + "stats_parse2.set_index('stat', inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "metadata": {}, + "outputs": [], + "source": [ + "stats_parse.loc[:, 'mode'] = 'arima_parse'\n", + "stats_parse2.loc[:, 'mode'] = 'arima_parse2'\n", + "stats_all = pd.concat([stats_parse, stats_parse2])" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 500, + "width": 900 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "columns = [x for x in stats_parse.index if not 'freq' in x]\n", + "\n", + "plt.figure(figsize=[9, 5])\n", + "\n", + "sns.barplot(data=stats_all.loc[columns, :].reset_index(), y='count', x='stat', hue='mode')\n", + "plt.xticks(rotation=90)\n", + "\n", + "plt.tight_layout()\n", + "# Note the artificial increase in the total number of pairs:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Check P(s) for two regimes:" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "image/png": { + "height": 500, + "width": 900 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "columns = [x for x in stats_parse.index if 'dist_freq' in x and '++' in x]\n", + "\n", + "plt.figure(figsize=[9, 5])\n", + "\n", + "sns.barplot(data=stats_all.loc[columns, :].reset_index(), y='count', x='stat', hue='mode')\n", + "\n", + "plt.xticks(rotation=90)\n", + "plt.yscale('log')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 157, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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g7++Pj48Pvr6+3Llzh8qVK8vZuq6urhQrVjRae6vFVS2eAPfv35cHX/z8/MjOzqZJkyZFMltXDXGVFrW4qsVTxKvKoBZXtXiKeFUZ1OKqFs/nEfFq4aMWV7V4gohXlUItrmrxVFO8qkUt94B/g5ggFBQZbt++LQeL2oyCFi1ayMt5i1JGgXBVBjW45uTkEBgYiK+vLz4+PnK2rra0T1HK1k1ISJAD2RMnTpCRkUGjRo3kz7MoZeuqxVUtngAXLlzA29ubQ4cOcfnyZTlb19PTkzZt2hSZbN3U1FSOHDmCj48Phw8f1inl4OHhQePGjU2tKKMWV7V4Po/I1lUGtbiqxTM9PZ3jx4/rZOvWrFmTjh07FrlsXTXEVVrU4qoWTxGvKoNaXNXiCSJeVQK1uKrF83lEvKoManFVi6eIV5VBLa5q8VRTvKpFTfeAl0FMEAqKJElJSXJW4bMZBUWxv4JwVQa1uF67dg1vb298fX1Vka2rvZHFxsbK2bqenp40bdq0yGTrqsVVLZ7wT7auj48PgYGBaDQaOVu3Y8eORab58rOlHLy9vQkPDy+ypRzU4qoWz+dRU7ZubGysvGpDm6377rvvytnwRSlbVy2uavHUaDScPXuWQ4cOydm6ZcuWpV27dkWuv4Za4ipQj6taPEHEq0qgFle1eIKIV5VALa5q8XweEa8qg1pc1eIp4lVlUIurWjxBPfGqFjXdA16EmCAUFHm0GQXaG++tW7fkjIJPPvmEunXrmlpRRrgqg1pctdm6Pj4+nDx5Us7W9fT05IMPPqBy5cqmVpTRZuv6+vrq9ILw9PSkbdu2lCxZ0tSKMmpxVYunmrJ1w8PD5QzNol7KQS2uavF8nsuXL8vX14sXL1KyZEl++OEH+vbta2o1HdLT0zl27Bi+vr462brfffcdHTt2NLWeDmpxVYsnPM3W/eOPPzh06JBOtu6ECRNo1qyZqfVk1BJXgXpctZ7aOKCoeoKIV5VCLa5q8RTxqjKoxVUtns8j4tXCRy2uavEEEa8qgVpc1eIJ6opXtajlHmAIMUEoUB3Xr1+XMwvbt2/PxIkTTa2UJ2py1WZqCNfCQZutqy3pMGjQIKZMmWJqLYPcuXNH/jwDAwMZP358kXV9PrO4qLqq5TN9Pls3IiKCadOmFclz6sGDB3Lmm7aUw/fff8/nn39uajU91OKqFs/nuXfvHr6+vlSoUAEPDw9T6+SJNlvX19cXJycn+vXrZ2qlPFGLq1o84Z9sXR8fH9555x2GDx9uaqU8UUNcpUUtrmp5BhDxqjKoxVUtcbWIV5VBLa5q8XweEa8WPmpxVYsnqCteVUtsBeqJV9XiqaZ4VYta7gFaxAShQNVoNJoiUzf7RQjXVyMnJ4cHDx5gYWHBa6+9pre9KLnmx+PHjyldurSpNV5ISkoKDx48oGrVqqZWeSFqcVWLJzzN1k1PT8fFxcXUKvmiLeVgZWVFixYtTK2TL2pxNbXngwcPiI6OJjU1lbS0NKysrChRogSVK1emfPnyRvd5Fe7cuUNsbCx2dnZUq1bN1DokJiaSkpJC5cqVC1Q+LikpCaDI9HuCp9nYKSkplC1bFjMzM1Pr6JGZmYmVlZWpNQoVtcRVUPRcvb29AfQGAYqaZ36IeLXwUYurWjxBxKtKoBZXU3v+P8SrAFOnTkWSJObOnWv03z1v3jxsbGz49NNPKV68uNF/vxKIeNX4FKXYSk1jltnZ2XmWvCxKni9CLfGqmhAThAJBAYmMjGTZsmUEBweTmpqKo6Mjnp6eDB48ON96+K6urkiShL+/v1Fdr169ikajoU6dOtSoUUPe9vfff7NixQpCQkJISUnB3t6eNm3aMHjwYGxtbY3mCPDo0SN27NhBTEwM3333nc624OBgFixYQHBwMJmZmQCULVuWTp068eWXX5qkB8W1a9cICAggLCwszwcDJycn3N3dTb40/+HDh0iSZDBAOXjwIN7e3vJAdsuWLenVq5dJamPn5OSwf/9+goKCdM6r+vXr57ufsR9qQkNDuXHjBj169NB5/dGjR6xfvx4/Pz9iYmKwtLSkZs2adOrUiZ49e5r0AeHatWuEhYURFRVFamoq6enpWFpaYmtri4ODA87OzkV+YCU+Pp6jR49y//597OzscHNzM9nAVW5uLrdv3+aNN97Q23b27Fm9Y6BDhw5UqVLFBKZw//59Tp06JZ9T77zzzgsfCvMa2FaK3Nxc9u7dy4EDBwgICODhw4d5vrdUqVK4ubnRo0cPunfvbvQHl9TUVPbu3UtISAiSJFG/fn169uyJtbU1AKdPn2bixImEhITI+zg6OvLVV1/Ru3dvo7oC7Nq1iwULFhAWFgaAubk57du3Z+rUqfme86VLl8bMzCzf76KwePz4Mfv37+fKlStoNBrq1q1Lr1695IGi7du3s2DBAm7evAmAlZUV7u7uTJo0ySRl5bSrbAIDA3ViAI3m6WOUjY2NfF11c3OjS5cu2NvbG90T1BMDqs21IBjzHMoPEa8qg5pc1YRa4tXs7GxCQ0MJCwsjMTGR1NRUzM3NKVGiBHZ2djg5OeHs7IylpaWpVfOlKMXW+XH37l2uXLlCSkoKDg4ONGrUyCTnk5ri1ZehdOnSSJLEo0ePTPa7nZyc2LRpE3Xq1DG6Q0ER8apADWOW2mc+JycnvW1xcXEsX74cX19fIiMjyc7OpmTJkrz99tt8+OGH9OnTx2Sxipri1fzo1KkTkiTh5eVlapV/hZggFAgKgLe3N0OHDiU9PV2+uQJIkkT16tXZu3dvnqsFjBl83b17l2HDhhEYGKjzerdu3Vi9ejUXL16kR48eOkECPP077O3t2bVrF/Xq1VPcE+Dw4cMMGzaMhw8f4uLiQkBAgLxtxYoVfP3112g0Gh1PrWvJkiXZvHkzrVq1Morrzp07WbhwIeHh4QB6Ts/7AdSqVYupU6fSrVs3YygCT72WLl3K6tWriYmJAaBKlSp8/fXX9O7dm4yMDAYNGoSvr6/e9+/s7Myvv/5qcPJDKSIjI+nTpw83btyQ/bWfX8+ePVm5cmWekxrGOq+io6MZPnw4gYGBesfpqVOn+Oijj0hMTDR4nDZo0ICtW7cadZIoMjKSpUuX4uXlRWJi4gvfX6ZMGbp168bYsWONPjhw7tw51q5dS2hoqDzpMm7cOJydnQFYtmwZs2fPloNtePq5fvTRRyxcuNBoWZBPnjzhxx9/ZO3atTg4OOgke8TFxfHJJ58YTAAxNzdn6NChzJkzBwsLC6O4ZmZmMnHiRLZu3Upubq78erly5Zg2bRqDBg3Kc19jDmxfuXKFgQMHEh4ernPulChRghIlSmBpaUlGRoY8UKhFkiTq1KnDpk2bDD4AKcHp06f5+OOPiY+P13m9Tp06/P7774SHh9O9e3cyMjLk+1NycrJ8PZsyZYpRy5/MmjWLn376yeB9ysbGhg0bNuTZB8VY19Vjx44xdOhQvd9TrVo1vLy8OHnyJKNHjzb4N1hYWLB8+XL69OmjqKOW1NRUJk+ezM6dO8nOzs73/q9FkiQsLCwYMGAAc+bMkSeSlUZNMaCaXF8GUw64gohX/+uuakJN8eqNGzdYsGABvr6+JCcn5/ve4sWL07JlS4YOHcr7779vJMN/UEtsHRQUxMaNG+UEkbp16zJq1CgaNGhAdnY2X3zxBTt37tSJZUuXLs3EiRMZNWqUURxBXfHqy1IUJgitra3Jzc1l0qRJjBs3rkDVLoyJiFcFahmzzOs5PiAggAEDBvDw4UODx4R2zGrbtm1G7eenlni1oJg6/i8sxAShQPACwsPDadGihVzGZPjw4ZQvX56LFy+yevVq4uPjcXBwIDg42GBGqbEuFo8ePcLNzY2oqCg0Gg3ly5fH1taWW7duodFoGDp0KKdPnyY0NJRGjRrx4YcfUq5cOcLCwtiwYQOxsbHY29sTFBREmTJlFHW9fPkybdq0ITMzk2rVqjFq1Cg+/fRT4OmkS8eOHdFoNLRo0YJx48ZRq1YtbGxsOH/+PAsWLOD8+fOULFmS4OBgxR8SR48ezZYtW9BoNFhbW9O4cWNcXFxwcHDQeTBISUkhJiaGK1eucP78eXmw+NNPP2XBggWKOmoZOHAg+/fvNxigLFu2jMuXL7NmzRrKli1L7969qVy5MtHR0fz66688ePCAGjVqEBAQQIkSJRR3ffz4Ma6urty+fZvixYvTrVs3+bw6efIkkiTh6urK/v37Da7CM8Z5FR8fj5ubG/fu3cPMzIy+ffuyYsUK4Glj7xYtWpCUlMRrr73G4MGDcXZ2xsbGhj///JPNmzfz+PFjnJyc8PPzM8pnun37dsaNG0dmZiYajQYrKyucnZ2xt7eXj9XMzEySk5O5d+8eYWFhZGVlIUkSNjY2rFixQm+FpFLkFVCXKlWKffv2ERISwtixYwGoX7++fKxqV3C1bduW3377TXHP7OxsevbsiZ+fHxqNhkaNGnH8+HHgaSmu1q1bc+PGDTQaDY0bN6ZWrVpYW1tz4cIF/vrrLyRJomPHjuzYsUNx19zcXLp37y67Vq1alXLlyhEeHs7jx4+RJIlx48YxY8YMg/sbc9Ld1dWVhw8fUqZMGQYOHEibNm1wcXExWCbk4cOHXLlyhaNHj7JlyxYSEhIoV64cgYGBVKxYUVHXZ8/zihUr4ubmhrm5OX5+fty7d4/33nuP+/fvc/PmTXnQqnTp0jx69IilS5fy008/IUkShw4dokmTJoq6Avj5+dGlSxckSWLw4MGMGzdOvq7OmjWLoKAgrK2t8fPz480339Tb3xjHQFhYGG5ubqSlpVG2bFnc3d0pWbIkZ8+e5dq1a7i7u3Pt2jUSEhIYOXIkffv2lWOVxYsXc/jwYaysrAgMDJQHPJUiIyODdu3acfnyZfkcb9OmDfXr18fe3h5bW1ssLCx0rquhoaEcO3aMc+fOIUkSjRo1wsfHR/EVJWqKAdXkOnDgwJd6/++//44kSXTt2lV+TZIkNm7cWMhm+oh4VbiqBTXFq9u2bWPMmDHygHvFihWxsrLizp075OTkyIOrT548ITo6Wi7VLUkSLVu25JdffqFs2bJGcVVLbD1//ny+//57QHdQ2MbGhj179nDw4EH5eev111/Hzs6O27dvy8fA0KFD+fHHHxX3VFO8ClC9evWXen9iYiKSJOncRyVJIiIiorDV9NDGm+fOnePzzz/n/Pnz1K1bl7lz59KyZUvFf39BEPGqQE1jloae4aKiomjWrBnJyclUqFCBESNG0Lx5c8qWLUtSUhKnT59m5cqV3L59G2dnZ/z9/fOtjFdYqCleLShiglAg+I8wevRoNm/ezFtvvSXf6LXcuXMHDw8PoqKi6NGjB+vXr9fb31gXi9mzZ7NgwQIqVarE+vXradasGQAxMTH07t1bLn3WunVrdu/erTPp8vjxY9q3b8/169eZNGkSX331laKuH330EV5eXrRs2ZKdO3fq3Ij69u2Lt7c3vXr1Yt26dXr75uTk0L17d/z9/Rk8eDCLFi1SzHPbtm2MGDECc3NzJk2axPDhwwtU5zopKYnVq1czb948cnJyWLt2Lb169VLM81lXa2trpk2bRqdOnTA3N8fLy4vZs2eTm5vLkydPqFKlCseOHaNcuXLyvvfv36d169bcvXuXb7/9ljFjxijqCjBnzhx++OEHKlSowKFDh3Syq48ePcqAAQNIS0tj2rRpBhslG+O8Gj9+POvWraNatWr8+uuvOgPqX3zxBZs2beKtt97i999/5/XXX9fZ99lrQ15/Q2Fy+vRpPDw8yMnJwdXVlbFjx+Lm5pZvkJ+VlYW/vz/Lli3j5MmTWFhY4Ovrq3g5lGcD6nbt2tG5c2f5WPXx8cHe3p6UlBRyc3PZvn077u7u8r7Hjx+nf//+pKens27dOj744ANFXRcvXsyMGTMoXrw4c+bMoV+/fnJ25bx58/j+++8pV64cGzZswNXVVWdfHx8fhgwZQnp6Oj///LPiGaSbNm3iiy++wMrKilWrVtGzZ0/gaU+M+fPns2jRIiRJYtu2bXh6eurtb6x7lfbcadSoEb/99ttLDZw9evSIHj16cOHCBcWv/wBjxoxh48aNNG3alF27dsm9+VJSUvjggw84deqUnHm/fPlyvf2HDRvGzp07+eCDD/jll18UdYV/7p89e/bUi0e0k90nT57krbfekhMxnsUYx4A2pmrUqBF79uyRr505OTkMGTJEnmAZNmwY8+fPz/NvHDRoEEuWLFHME+D7779n3rx52NnZsWnTppfqdXTq1CkGDBhAfHy8Ue4BaooB1eSqPSe0FCQj/3mMcV0V8apwVQtqilfPnz9Pu3btyMnJoUePHsycOVMuF/fgwQPmz5/Pzz//TMeOHdm5cyfwdFJh//79rFq1ioSEBOrVq8exY8cUX5mjltj6xIkT8uoPd3d3unXrhq2tLcHBwWzcuBFHR0fu3buHjY0Nq1evpkOHDsDTGGbFihXMmjWLnJwc9u7dS+vWrRXzBHXFqwBVq1bl8ePH/+r/MNYA97PxZm5uLkuWLOH7778nKyuL999/n0mTJvHuu+8q7pEfIl4VqGXMEgw/w2mfY52dnfH19TV4DUtOTqZjx46EhoYyffp0vvzyS0U91RSvvgxiglAg+Be88cYb/7omu7EynFxcXIiOjsbLy0tvABiePjy0bdsWjUbDH3/8oXdDNtbFomnTply7do2NGzfqLbv28fGhT58+8koGQwHX4cOH6dWrFy4uLnolnwqbatWq8ejRI4KCgvRqSVevXp0HDx5w7ty5PEtyXLx4EXd3dxwdHbl8+bJinm3atOH8+fPMnj37lcqZLF++nGnTpvHuu+9y+PBhBQz/oX379pw5c8ag64oVK/jqq6+QJIlffvlFnjh4lp07dzJs2DAaNmzIiRMnFHWFf47X1atXG+zRpQ0eLC0tOXv2rF55JmOcV3Xr1uXu3bsGH0K123x8fGjatKnB/bXnXd26dQkODlbME6B37974+vrSr18/Vq1a9dL7Dx8+nO3bt+Pp6cn27dsVMPwHbUA9cOBAli5dqrNNG8hKksSMGTMYN26c3v4//PADc+bMoVWrVvz++++Kur777rv8/fffLF68WK8853vvvcf169fzPKcA1q5dy4QJE2jevLnc408pOnTowOnTp5k6dSqTJ0/W2z5t2jSWL19O+fLluXDhAiVLltTZbqx7VZ06dYiJiZEnql6Wv/76i5YtW1K5cmWuXLlS+ILPoL3/Hz16VG8g8ty5c7Rp0wZJkgzey+Bp5qmrqysODg5cvXpVUVeAmjVrkpCQkKfP/fv3ady4McnJySxdupQBAwbobDfGMVC/fn2ioqIMxiJnzpyhXbt2SJLEmTNnqFWrlt7+Fy5coFWrVlSrVo1Lly4p5gnwzjvvEBYWxo4dO/Isy5of2ntArVq1OHv2rAKG/6CmGFBNrocPH2b06NHExsYiSRK9e/fOs6UAPE0ckSRJ7xo8depURT1FvCpcX3a1qyGMsdpVTfHqoEGD2LdvX75JPmPGjGHTpk0sWrSIwYMHy6/HxcXRqVMnbty4YZRBV7XE1n369MHHx4e+ffvy888/62ybO3cu8+fPR5Ik5s2bx+eff663/4wZM1i8eDGdO3dm69atinmCuuJVgNjYWD7//HNOnDiBJEkMGTIkz5W2Go1G7pn1xx9/6Gx7mcmlV8VQvKk9V3x8fJAkiffee4+hQ4fStWtXk6xqE/GqcqhlLFgtY5Zg+JyqV68ed+7cYdeuXbRr1y7PfY8fP0737t2pX7++TglVJVBTvPoyiAlCgeBfMGjQIHx8fMjIyHjl/8NYJ2C5cuV48uQJd+7cwdbW1uB7nl1N5Ofnp7PNWBeLSpUqkZ6ezs2bN/VWM92/fx9nZ2ckSSIqKkpeBfEsiYmJVK9enRIlSsg9NpSiQoUKZGZmcv/+fb1eB+XLlycrK4vExMQ869BnZ2dTtmxZrKysiIuLU8yzSpUqJCcnc+vWLYPlY1/Ew4cPqVatGqVKlSI6OrrwBZ9B63r9+nW9MiaxsbHUqlULSZIMboenmfu1a9emZMmS3LlzR1FX+Od4DQsL08m4fpZOnToRGBhIly5d2Lx5s842Y5xX2nNfm8lqaFtcXFyeDy0ZGRlUqFCB4sWLc+/ePcU8AWrUqEFiYiIhISGv1PMwKioKFxcX7OzsFA+2ta5//vknNWrU0NkWERFBw4YNkSSJCxcuGCyXo31PmTJl5IbwSqG9Hhm6rmqvY9HR0XqTbVoePHjAG2+8QenSpYmKilLUtWrVqiQlJXHx4kWDA9hZWVm888473L59m7FjxzJz5kyd7ca6V2k/U0PX/4KQmZlJ+fLlsba25v79+woY/oOdnR3Z2dkGrwHp6elUrFgRSZIMbgdIS0ujUqVKWFpa6vUwVNI3v+vSkiVLmD59OhUqVODixYsUL15c3mbM62pMTIzO74Z/7pmSJOV5fKSmpmJvb6/4/R/+Ocfz+n5fhPYYsbGxITY2VgHDf1BTDKgmV3h6HR87diz79+/H1taWuXPn5jkZY6oBAhGvClcnJyfi4uL+1YpXYxy7aopXnZ2diYuLy3cAODw8nEaNGhkcA/D396dz585GSRRUS2ytTWQy9JlevXqVpk2bIkkSly5dkldrPktYWBiNGzemQoUKcg97pVBTvPosa9asYcaMGaSnp/PBBx/w448/GlyhUxR6EBr63efOnWPWrFn4+/sjSRKlSpXC09OTLl264Orqmud4XGEj4lXlUMtYsFrGLMHwOZXfMfws2u/fGHG1muLVvHi+ugj8E289/7okSXp9IYsyxUwtIPhvsnHjRhITExkxYgS+vr5IksSKFSsMBoKmxsbGhidPnpCVlZXne6ZPn86+ffu4dOkSGzZs0MkgNBbaJt45OTl6255dTm5osAWQSzgZ2r+wqVy5MhEREfz999/Ur19fZ5u9vT23bt3i/v372NvbG9xfG7jkNShfWGgv8K9SUurZ/f9thlRB0DabN9Tj5NnX8vrMtA8O+R3nSpDfd/j999/j5ubGgQMHCA4OlsuQGYvy5ctz9+5d4uPj9erGv/7668TFxZGWlpbvBCFAsWLK32pTU1OBpxMEr4J2kjYtLa3QnPJCW/7GwcFBb9uz53xe5792v+TkZAXsdClZsiSJiYkGt1lbW5OZmZlvVqs2GDfGeZWeng4Y/lwBLC0tmTNnDv3792fVqlUMHTr0lQbn/i0VKlQgOjpa7i/2smhX4pUvX76w1fQoWbIkDx8+5P79+3qTrs8O9iQkJBj8LB88eABglH4O8PQ6npiYyP379/P8bkeMGMGGDRu4desWM2bMMHoPBysrK548eUJ8fLxezFe6dGlef/11zMzM8hyM014/jHFdLVmypDwwkN+qsbzQTgobYzBLTTGgmlwBypQpw+bNm9mxYweTJ09mzJgxco+svBKcjI2IV5VBTa43btzA19eXqVOncvPmTblXW1E5RrWoKV7VDuo9X8XkWbT3BkOTVdrew7du3Sp0t+dRS2ytHbw2FKM8GxPkFcNoX9fGV0qipnj1WT777DNatWrFZ599xm+//UZwcDDLly9XvCRrYfHOO+/g5eVFYGAga9euxdvbm+3bt7Njxw7Mzc15++23adSoEQ0aNKBfv36KeYh4VTnUMhasljHLvHjttdeIj49/YWyovZ9q43MlUVO8mhfNmzfX+/2BgYFIkkTz5s1NZFU4mL34LQKBMpQtW5a1a9fKA2eNGjWiRYsWL/VjDLQlA54vv/AsdnZ2TJs2DY1Gw9dff01YWJhR3J5FG9gbylAsVqwYp0+f5tSpU3nur132bowm2p07d0aj0TB9+nS9AR7ttvzKxmjrfDds2FBRz9q1awMY7C1ZELRlegyVeitstAGVoe/42deuX79ucP9r164Bxvn+AXnCLSgoKM/3uLi4MHjwYDQaDcOHDyclJcUoblq0JYVXrlypt83NzQ2AI0eO5Ln/gQMHAPLMOi5MtA8DR48efaX9jx8/rvP/KIn2Qfnvv//W2/bsAEteWWHa118l6+xl0T4M7N27V2+bttzQuXPn8txfe3xXrly58OWeo0KFCoDhz1VLp06dcHd3JyMjg5EjRyruZAhtSe6xY8e+dDZlfHw8Y8aMQZIk2rdvr5DhP2jvMYbKoD1bGuvYsWMG99eWPqlTp44CdvpofdesWZPneywsLPjpp5/QaDSsXbuWgwcPGsVNS82aNQHYv3+/3jYzMzNu3bpFZGRknvv7+/sD+Q/YFhbaklKzZs16pf1nzZqFJEl5lqEuTNQUA6rJ9Vn69u1LcHAwrq6ucskxpctcFxQRryqDmlwlSaJjx47s2bNHnkT/7LPPmDp16kv9KI2a4lXtJGZ+K+q0A8AWFhZ627TVQ/JaXVKYqCW21k5A3L59W29biRIl6NKlC126dNHpPfssd+/eld+rNGqKV5/HycmJo0ePMmXKFO7fv0+PHj0YP368nEyoBlq0aMGmTZu4fv06c+bM4c033yQ7O5tz587x888/K/4cI+JVZVHDWLBaxizzolWrVgAvLHF+8uRJwDj3VTXFq3nh7e3NwYMHdX60PP+6sZ+z/y1iglBgUkqVKlXkZ9l79OiBRqNh6tSp7Nq1K8/MimHDhtG8eXNSUlLo0aOH/FBoLNq0aYNGo2HSpEkGex3Vrl1bviA/T1ZWFtOnT0eSJHniQ0nGjBlD5cqVOXnyJG3atOHEiRNyFsnEiROpVq0a8+fPZ8eOHTr7ZWdns2jRIhYvXowkSQZ7ExQmn376KRqNhtmzZzN9+vQCl4iLj49nxowZcrA1bNgwRT3h6cC/RqNh4sSJOg+HN27cYNKkSfK/f/rpJ4P7L1y40GjfP0C7du3k49XQQ6KWmTNnUrlyZW7fvk3//v3lbG5jMHbsWKytrfn555+ZMmWKTuP3yZMnY21tzbRp0wgPD9fb98yZM3z99ddIkqRodqOWXr16odFoGDVq1EvXYz9y5AgjR45EkiQ+/PBDhQz/wc3NTQ62ny0tkpmZyfTp0+V/b9myxeD+mzZtAtDrCacEn3/+uZz48XyAN2rUKIN/h5YHDx4wdepUJEmic+fOirs2a9YMjUbDzJkz811Z89NPP2FjY4O/vz/ffvut4l7PM3nyZOzs7AgJCaFRo0ZMmjSJw4cPc+/ePb1swtzcXGJiYjh06BATJ06kUaNGXLp0ifLlyxvss1jYjBgxAo1Gw+rVqxk6dCi///47+/fv55NPPuHnn3/Gzs4Oa2trvvvuO73rwN9//813332HJEl88MEHirvC05I9Go2GZcuW8cUXX/Dnn38aXGXRunVr+f42ZMgQ1q9fb7TVWN26dUOj0TBnzhzWrFnzUqsAwsLC5FjlVXqsvCxffvklxYoVY+/evbRp0wYvL68XJqqkpKRw4MAB2rRpw+7du7GwsGD8+PGKu6opBlST6/NUrlwZLy8v5syZQ2pqKoMGDeKTTz7RiQ9MgYhXhauWGjVqvNJqJ2OhpnhVOwA9f/78PN+jTch5++239bbNnTsXMM7gsFpi6wYNGgDo9UnUsmXLFr22Es+ye/duwDiJV2qKVw1hbm7O1KlTOXz4MDVq1GDdunU0b94838TGokjZsmUZNWoUp0+fJjQ0lGXLltG9e3e9EuWFjYhXlaeojwWrZczyWbp27crkyZPZtGkTbm5uSJLEpEmT8kwOCQ0NZdq0aUiSRIcOHRT3U1O8+l9E9CAUmJyZM2eyaNEizpw5w5tvvmlqHT2ysrLo2LEj58+fR5IkSpYsSc2aNZk1a5a8wkhLXFwcbdu25datW1hYWODu7s7Ro0eNUiP73r17tGjRgoSEBCRJok6dOlSrVi3frJbdu3dz48YNdu3axc2bN+VBY2dnZ0Vd4Wng1K9fP27cuIEkSZQuXZq33nqLqlWrkpyczL59+5AkiapVq1KnTh2ysrL466+/ePjwoTxhO2XKFMU9p0yZwqpVq5AkCXNzc+rXr4+Liwv29vbY2tpiaWlJVlYWycnJxMTEEBISQkhICDk5OWg0GkaPHs3s2bMV93z06BGurq5ERUVRrFgxatasiSRJhIWFkZOTQ58+fQgPD+f8+fP069ePUaNG4eDgQHR0NEuXLuXXX3/FwsICf39/ozx0xcfH06xZM+Lj4+VzpXbt2vTv31/vOnD+/Hk6d+5Meno6jo6ODB48mBkzZhjlvPLy8uKzzz4jPT2d4sWL4+7uTsOGDalatSoXLlzg559/xsbGhu7du1O3bl2ePHnCmTNnOHz4MDk5ObRu3Zq9e/cqXgbhyZMndOzYkXPnziFJErVr16Zt27bUq1cPBwcH+VjNzMwkJSWFu3fvEhoaytGjR7l27RoajYamTZvyxx9/KF4KJSwsDDc3N/n7bNOmDZIkcfToUW7dukWDBg2Ii4sjISGBJUuW6Eywbt68mXHjxpGTk8POnTuNEsjOmDFDDvCbNGlC165dadSoEVWrVmXNmjUsWrSIOnXqMGrUKOrVq0dWVhZnzpxh5cqV3L17lypVqhAcHJxnubzCIjQ0lJYtW5KdnY2zs7N8LjVu3FinbB/A1q1b5UG27t27M3LkSN5//32j9SIJCwtj8ODBhISE6JwbZmZmFC9eHAsLC7KyskhPT9dJytFoNDRo0IANGzbo9dhRiu+//5558+bp9XWytrZm7969nD17lpkzZ2JtbU27du3k6+qRI0fIzMzkrbfe4ujRowZXFyjBhAkTWLt2rU4Jll9++YUePXrovC87O5t+/fpx6NAhObZJSkpS/BjIyMigY8eOXLhwQXYsVapUvj06v/zyS65fv86ZM2fIzs6mSpUqBAQEKD44BLBv3z5GjhxJamoqkiRhZmaGo6NjntfVqKgocnNz0Wg02NrasmrVKrp06aK4p5piQDW55sf169f57LPPuHTpEg4ODixbtowePXqYrKeTiFf/267PMmnSJNasWcPp06eL3LO1muLVa9eu4erqSnZ2Nt26deOrr77C2dkZjUZDZGQkS5culSfWtm3bhqenJ/B0dcGyZcs4deoUkiSxb98+WrZsqairWmLrvXv3MnjwYCRJokuXLvTq1QtHR0e98n3Pk5WVxY4dO5g4cSJZWVksWrTIKC1d1BSv5kdGRgZff/0169atw8zMjLFjx/Ljjz8WyR6ERQURrxqHoj4WrJYxy+f7jD4/9tSwYUN5BT7AnTt3mD59OgcPHiQjI4OKFSty6tQpypQpo7irWuLVl0EN17SCICYIBSYnMTGRmJgYatWqlW8vJ1OSmprK9OnT2bp1KxkZGUiSxPr16/UG3OBpqZEhQ4bolE401sXi+vXrjBgxgj///LNAv9fe3p60tDQ0Gg2lSpVizZo1Rsly0pKVlcXGjRv55ZdfdMrzSJKUZ13qJk2aMGXKFN5//31jaeLl5cX8+fMJCQmRXzM04fOsc4MGDZgyZQoeHh5GcYSn5WGGDBnC2bNndV7v3r07a9as4ebNm3To0EGvUa5Go0GSJH766SeGDBliNN9r164xZMgQeQVBfueVv78/AwYM4OHDh/LxYczJjO+++w4vLy9yc3MNNiV+fvKgePHiDB8+nK+++soovQfg6YPM9OnT2bhxI5mZmQWalNROdAwZMoSZM2fm2UehsDl8+DBDhw6VJyS0LtWrV+ePP/7g8uXL9OvXD41GQ5kyZbC3t+fu3btysN2vXz+DZR+VYseOHcyaNYuYmJgCT/ZqNBqaNGnChg0bjFJiFJ4Ooo8ePZq0tDTZM69zatGiRTorCI15Tmnx9vZm7969BAYGyqW4DGFvb0+LFi3o0aOHUe9RWo4dO8a6desICQnBzMwMFxcXJk6cKJeZnTRpEqtXrwZ071/a8kiv2mvpVfn9999Zvnw5Fy5cICcnhw0bNhg8BnJycpg/fz4rVqyQM42NcQykp6czb948tmzZQmJiYoFiFW3fqvfee4/Vq1cbpQyOlrt377Js2TL2799PTEzMC9/v4OBAt27dGD16NJUqVTKC4VPUFAOqyTU/srOzmTt3LosXL5YH2kw5QCDi1f+2q5ZLly4RFBRE3759jTIw/bKoKV7duXMnI0eOlFfZFy9enCdPnvDkyRPZ67PPPtPp59uiRQtCQkIoXrw4CxYs4KOPPjKKq1pi6/Hjx7Nu3TqdRKbnz59nadq0KREREWRlZaHRaHB3d+f333/PswypEqglXn0Rx48fZ8SIEcTGxpr0fqWWwXQRryqPGsaC1TBmmZGRQUREBOHh4Xo/Dx48oE6dOjql0Y8ePUrPnj0BqFevHhs3bjRKWxwtaolXC4parmkvQkwQCgQvQVJSEqdPnyYyMpLWrVvnm7kcHBzMwYMHuXTpEnfu3OHixYtG87x27Rp//vkncXFxfPnll3m+r2nTplSqVIlWrVrRv39/o2SM5EV0dDQXL14kPDyc+Ph40tLSyMnJoXjx4pQtWxYnJyfee+89kwUvABEREQQGBhIWFsadO3dISUkhKysLS0tLbG1tqVy5Ms7OzrRo0YLq1aubzPPy5ctypmP9+vWpV6+ezt8wbdo0jhw5QnZ2Nubm5rz33ntMnjwZd3d3k/geP36ckydPEhkZyfDhw/MsNfHgwQPWrFmDj48PV65cITs726g34YSEBA4fPiwfpwkJCaSmppKTk0OJEiUoW7YsNWvWpGnTprRr104vk8tYxMfH4+3tTUBAgHyspqamkpmZiZWVFSVKlJCPVVdXVzw8PIw+gQFPHwh27typM+nSv39/eaXd/v37GT9+vE7pieLFizN69Gi5dKcxycrKwsfHh0OHDnHx4kUiIiL0SotaWlryxhtv0LRpU7p27Urr1q2N6ghPr6UbNmzgxIkTREZGsmTJErp162bwvf7+/vzwww8EBQXJk9+mCmxTU1PzvK4ao9fMv+Xy5cscPHiQ+/fvU7ZsWVq2bKlXZcDYpKSkcPv2bSpWrKi3ivRZ0tPTOXnyJJcuXZIHF4zFrVu3iIuLo0mTJnm+Z/z48VSuXJmWLVsaLONmTCIiIl54XTXl/R/UFQOqyTU/zpw5w7Bhw7h582aRGCAQ8ep/21UtqCVePXfuHN999x2BgYE65birV6/OhAkT6N+/v877P//8cxwcHOjfv7/Rzy+1xNZHjhxhy5YtnD9/nvj4+HzLzGknXUqXLs0nn3zClClTTDqRoPZ49dGjR3zzzTdy/zxT9Mjatm0bgN65U5QR8aoA1DFm+TyPHj0iNjZWZ4Xm2bNnWbduHd26daNDhw5GTbh4FrXEqy9i7ty5SJJklF7OSiImCAUCgeA/SE5ODgkJCbz22mtGy8ItTLKzs4mLi8Pe3t7UKgIFyczM5Ny5c8TGxmJnZ0eTJk0oXry4qbVkkpOTdR4MSpUqZbIA+9/w+PFjQkNDuXPnDr179za1jkAgEAgEgLriVTW5Cl6epKQkIiMjycrKolKlSlSpUsXUSq9EUY+tn2fPnj1UrVqVhg0bYm5ubmodgUAgEAj+LxEThAKBQCAQCAQCk5GcnExERATR0dGkpKSQnp4uZ7k6ODjg5OTEa6+9ZhK3ESNGYGNjw8SJE6lYsaJJHF6F9PR0bGxs9F6PiYkhICCAe/fuYWFhQc2aNXF1dTXZ4GB2djaXL18mNTUVR0dHqlat+sJ9QkNDAXRW8Bibhw8fkpqaSnp6upzlmt8qzaJGbm4uiYmJvPbaa0brj/kicnNzVZlgIRCokaJwHRUI1EZRjlef58GDB4SFhfHgwQNSUlIwNzenRIkS2NnZUbNmTZNVugH1xtZ5kZmZya1bt0hOTsbBwaFIrR5Te7wKyKWPhw8fbmKTvImJiSEmJkauJlSyZElTK4m4WvDSiAlCQZGmdOnSmJmZ5VuXvqggXJVBTa6Clyc9PZ2wsDA0Gg01atTA1tZW3paQkMDGjRsJDQ2VA+7WrVvTtWtXo5XAycrKAjBYyiYjI4OtW7fi6+tLeHg4mZmZlClThrfffptevXqZtKxUUlISwcHBhIeHExUVRWpqKmlpaXqlRZo3b26SB9n69etjY2PD999/b5IynP/PJCYmcuPGDZo2barzek5ODvv27cPPz09+gKlZsyadOnXi3XffNbrn48eP+eWXX9i/fz+XL1/Os4eDlvr169OzZ0+GDh2qc51QGm1PATs7O1avXm3U/revwvbt21m1ahVmZmb4+fnJr6enpzNp0iS2b9+uUyINoFSpUkyaNIlRo0YZ1XXhwoUsWbKE5ORk+TUXFxdmzJhBmzZt8tzPFHHB2bNnOXDgAAEBAURERMg9G5/F2tqamjVr4ubmRo8ePWjcuLHR/LRoNBr8/f11SiE+W+o2PDyc6dOnc/jwYbkUYvPmzZkyZQrNmjUzuu+pU6dYuHAhwcHBZGRkULlyZTw9PRkzZky+A2xVq1ZFkiRu376tuGNubi7+/v5cuXIFjUZD3bp1adWqlbzdz8+Pn376idDQUFJSUrC3t+f9999nzJgxJllhlJ6ejp+fn1yyKa+BbGdnZ9zd3WnVqhXW1tZG94Sn94ENGzYQFBQkJwl4enrSqVOnfPfr378/kiSxdetWI5mqy7UgFJXnKxGvFh5qclUTaolX4emk4IoVK9i/fz/h4eH5vrdatWp06NCBwYMHU6tWLSMZPkVNsXVkZCTbtm3j6tWrcgwwdOhQuYrRvHnzWLFihU4s++abbzJt2jQ6d+5sdF+1xKsvg6nvVxEREaxbt474+HjWrVuns+3XX3/lhx9+ICIiQn7N3NwcV1dXvvnmGxo1amRUVzXE1VrUFK9quXbtGmFhYXK88uzEu9bVxcXFpI7/BjFBKCjSqKnZp3BVBjW5CgpOcnIykydPZvfu3fIknLW1NcOGDePbb7/l77//plOnTsTHx+s8iGkHPLdt22aUgbe8AtJr167Rr18/bt68afBBUZIk2rdvz+rVq406oBEcHMyCBQvw9/eXJwHy8oOnAWyrVq2YPHky77zzjtE8tee1JEmMGzeOqVOnFplVLGrl8ePHTJ06lV27dlGnTh38/f3lbTdu3KB///6EhYUB/xwT2uOgQ4cO/Pzzz0Y7Vk+cOMHQoUN58OCB7FK6dGns7e0pUaIElpaWZGRkkJKSwr179+SHbkmSKF++PBs3bjTaZMazgxgJCQkMGDCA2bNny/18ihLDhg3j119/RaPRUL9+fQICAgB48uQJXbp04dSpU2g0GipWrIiTkxPW1tZcvnyZ+/fvI0kSgwcPZtGiRUZ3tbKyolSpUnIPInNzcxYsWMDQoUMN7mvMuCA2NpbPPvtMPp9eNDAI/5xXbdu2ZdWqVUbrmRUWFsaAAQO4du2azustW7Zk69atREVF4enpyYMHD/T2NTc3Z8mSJXz88cdGcQX45ZdfmDhxIrm5uXr3+bJly/Lbb7/RsGFDg/sa6xgICQlh4MCBcq8mLY0bN+a3337j9OnTfPTRR+Tk5Oj9Dba2tmzdupWWLVsq6qglNzeXhQsXsnLlSvlzye941R6nr7/+OuPGjeOLL74whqbM2bNn6devHwkJCXqf3bvvvsuOHTvy7DVp7GcDNbkWFFN7iXi18FGTq1pQU7x6/PhxBg0aRFJSkuxqZmZGbm6ujlNaWprOZJaZmRkff/wxCxYsMFppZLXE1tu2bWPs2LE8efJE59mpTJkyeHl54evry6xZs+T3W1tby/3pJUlixowZjBs3ziiuaopXXxZT3q82bdrEhAkTePLkCS4uLvKzFcBXX33FypUr5c/awsKCYsWKkZ6eLv972bJl9O3b1yiuaoirQX3xamRkJEuXLsXLy4vExMQXvr9MmTJ069aNsWPHFqgyTlFCTBAKijSmfnh5GYSrMqjJVVAwMjIyaNeunZyFKUkSlpaWZGZmIkkSU6ZMwc/Pj+DgYBwdHenUqRPlypUjLCyMffv2kZaWRq1atfDz8zNYQq8wMXT8JSYm0rRpU+7fv0/x4sXp06cPLVq0oGzZsiQlJXH69Gm2bt1KUlISTZo0wcfHxyg9MxYsWMDcuXPlB8GqVavi4uKCvb09tra2WFhYkJmZSXJyMvfu3ePKlStERUUBTwdeZs2aZbQVRNrP1c3NDT8/P2rXrs2yZcuMOujz/0RKSgrt2rWTs1vbtGnDnj17gKcrcVu0aCGXlOzcuTO1atXCxsaGCxcu8Mcff5CTk8M777yDt7e34oNJV69epXXr1qSnp+Pk5MSIESNo06ZNvgF0VFQUR48eZfXq1Vy/fh1bW1tOnjyJk5OToq7wz7EaERHBl19+ye+//0758uX55ptv+Pjjj422mvlFbNy4kTFjxmBmZsaYMWP49NNPcXBwAGDFihV89dVXlChRggULFtCvXz/ZOzc3l7Vr1zJ16lRyc3PZsWMHHTt2VNR1//79DBgwADMzM6ZPn86IESOwsrLi3r17fP311+zevRtzc3O8vb1577339PY3Vlzw8OFDXF1duXPnDhYWFnTq1Ik2bdpQv359+br67OBgTEwMoaGhHD16lIMHD5KVlcUbb7yBn5+f4oNeCQkJNG/enNjYWGxsbGjQoAHm5uZcvHiRtLQ0OnXqRHR0NBcvXqRPnz6MHj2aypUrEx0dzZIlS/jtt9+wtLQkICCAN998U1FXgIsXL9K6dWtycnJo27YtY8eOpXz58vz1118sXLiQGzdu8NprrxEcHCwfx89ijGPg3r17NGvWjAcPHmBlZYWLiwu2traEhITw4MEDunXrxoULF7h9+zZdu3alb9++2NnZERYWxooVKwgNDaV06dKcOnXK4N9QmOTm5vLBBx9w/PhxNBoNlSpVolWrVri4uODg4KA3kB0TE8OVK1c4efIkMTExSJKEh4cH27dvV9RTS2xsLE2bNuXBgwdUqlSJgQMHUr58eS5evMiuXbvIzMykTp06HD9+3GC2uLGTBNTg+s0337zU+5cuXYokSYwePVp+TZIkncFupRDxqjKoyVUNqCleDQsLw9XVlfT0dN577z2+/vpr3n33XSwsLAgNDeX777/n4MGDDBkyhEWLFvHw4UMuXLjA/v37+fXXX8nMzMTNzY39+/cbJa5VQ2x94cIF2rRpQ05ODs7Oznh6emJra0tQUBDHjx+nfv363Lp1i6ysLL777jv69u1LyZIliY6OZtGiRaxfvx5Jkjhy5IjiK/TUFK8CL5049ddffyFJEm+99Zb8miRJnDhxonDFniMgIIAuXbqQm5vLu+++yxdffCFXDfD29pYn/vr27cv48eOpUaMGZmZmXL9+nTlz5nDgwAEsLCzw9/enTp06irqqIa4G9cWr27dvZ9y4cWRmZspJrc7OzjpJIs/GK2FhYWRlZSFJEjY2NqxYsYIePXoYxbUwEBOEgiKNmiaHhKsyqMlVUDCWLl3KN998Q+nSpZk/fz7dunXD2tqac+fO8cknn3D37l1ycnJo2LAhBw4c0CnPcvv2bTw9Pblz5w7fffedzsCGEhg6/qZNm8by5cupVKkSXl5eBh/67ty5g4eHB1FRUSxcuJBPPvlEUU8fHx/69OkDPC1nNW7cuAI9jIaFhbF06VI2b96MJEns3r0739J+hcWzn+uaNWuYOXMmaWlp9OrVixkzZlC5cmXFHf6f+Pbbb/npp5/kUj3PfodfffUVK1asoHr16vz222/UrFlTZ99Lly7RvXt3Hjx4wPz58xk2bJiirkOGDGHPnj20bduW7du3GyzfmxfZ2dn07duXw4cP8+GHH7J27VoFTZ/y/DVgz549TJgwgYcPH/Lmm28yfvx4PvjgA5MPZri7u3Pp0iWD2crabT/99BNDhgwxuP/8+fOZO3euzuSyUnTt2hU/Pz8+/fRTFixYoLd96NCh7N69mzfeeIOzZ8/qHSPGigtedO7kR2RkJD179uTmzZt88cUXig+6a+9LtWvX5rfffpNX2N+9e5devXpx9epVgDwfqj/88EMOHTrEwIEDWbp0qaKu8M91oGXLluzfv19nW1JSEp06deLSpUsGt4NxjoEpU6awatUqnJyc+PXXX6lRowbwNCGjT58+BAYGAtCrVy+9a1FOTg4eHh6cOXOGESNGMHfuXMU8AVauXMnUqVMpXrw4P/74I3369ClQ3xmNRsOuXbsYN24caWlpLFiwgE8//VRRV4CpU6eycuVKqlevzrFjx3RW34WEhNCtWzcSExP57LPP+OGHH/T2N+azgVpctb9HizYBLy+erySgfb/SniJeVQ41uaoBNcWrI0aMYNu2bbRs2ZK9e/caTEzt378/Bw8eZMOGDXTv3l1+/fr163Tt2pX79+8b7R6ghth68ODB7N27l7Zt27Jjxw6dBMovv/ySX375RU5snjJlit7+o0aNYsuWLfTq1UuvLGVho6Z4FcDOzo7s7GygYCsdDWGM+1W3bt04ceIEH3zwAevWrdM5HrXPMsOHD+f77783uP+gQYPYt28fffr0YfXq1Yq6qiGuBnXFq6dPn8bDw4OcnBxcXV0ZO3Ysbm5u+d4LsrKy8Pf3Z9myZZw8eRILCwt8fX2LfBlfLWKCUFCkUdPkkHBVBlO7vvHGG/86ONVmyClNYZSxMkY2lnawesmSJQwcOFBn2969exk8eDCSJLFv3z6dPj/Pv6dRo0YcP35cUVdDx1/Dhg2JjIzkl19+oWfPnnnue+DAAT7++GPeeecdjh49qqhn586dCQgIYMyYMXz77bcvvf/MmTNZtGhRnkFjYfP853rz5k1GjhxJUFAQlpaW9OvXjy+++EIekDUlL5uVbwils/Lfeustbt26xcaNG+nWrZvBbbt27aJdu3YG99+1axeffvopDRs2VPz8d3Z2Ji4ujnPnzr1SRvXff/9NkyZNqFChAjdu3FDAUJe8VhHPnz+fjRs3kpWVRZUqVRg0aBAfffQRFSpUUNzJEBUrViQjI4OwsDDKlSuns61SpUqkp6cTGRmZZxm8+/fv4+zszOuvv86tW7cUda1WrRqPHj3K8xhITk6mYcOGxMfH8+233zJmzBid7caKCxo0aMDt27c5ePAgzZs3f+n9AwMD8fT05I033uDixYuFL/gM2vvS/v379frfnjx5Uu7de+zYMYP9UM6ePUvbtm1xdHTk8uXLirrC0/48sbGxHD161OBDc1hYGM2bNycrK4vNmzfTpUsXne3GOAYaNWpEREQEe/bs0euP5O/vT+fOnZEkCX9/f+rXr6+3f1BQEB4eHjg7O3Pu3DnFPAFatGhBaGgoK1eupF+/fi+9/7Zt2xgxYgQNGjTQKU+tFNrjNa8Vy4cPH6ZXr16YmZnh7++v18/FmM8GanFdt24d06dPJzU1Vc6wL126dJ7v3759O5Ik6ZU+W7VqlaKeIl5VDrW4qiGuBnXFq3Xq1CEmJibP+xHA5cuXcXV1pWnTpvj6+upsO3jwIP369TPKcwCoI7bWxikBAQF61/WLFy/i7u6OJEn8+eefBs+pK1eu0KxZMypXrsyVK1cUdVVTvApPk2s+++wzrl69iiRJDBo0KN+VziNGjECSJFasWKHzev/+/RX1rFKlCsnJyVy4cIHq1avrbKtatSpJSUlcvnw5z1XFYWFhNG7cGHt7e73y/4WNGuJqUFe82rt3b3x9fenXr98rxUbDhw9n+/bteHp6Gm3F479FTBAKijSmnhx6GYSrMpjaddCgQfj4+Mj15F8FY/m3atWKCxcu/Kv/wxiuDg4OpKamcuPGDcqXL6+z7e7du9SpU0eeVC1btqze/tqB7FKlShEdHa2oq6Hjr3z58mRlZREVFZVvGY7k5GQqV65sFE9HR0ceP35scHKgIMTFxeHk5MRrr71mlObUeZ3XXl5ezJ49m+vXr2NmZoa7uzsDBw6kQ4cOipeTzYty5crx5MmTV97fGFn5Wsc7d+7orLiFf47X2NjYPBt7p6Sk4ODggK2tLXfv3lXM81mf+/fvv1Kvk8zMTMqXL4+1tTX3799XwFCX/O5Bd+/eZe7cuezYsYPc3FzMzMxo2rQpnTt3pnXr1jg7Oyvup0U76WboGNA+4MbHx+dZQjYrK4ty5cphZWVFXFycoq7azOH8fDZv3szo0aMpXbo0f/31l869wFhxgZqOVa2roe8/NTUVe3t7JEni7t27lChRQm9/7f3KGN8//HMM3Lt3L89ru3YioEaNGpw9e5ZixYrJ24xxDGg/0+joaEqWLKmzLTExkerVqyNJEjExMRQvXlxv/6SkJKpUqYKNjQ2xsbGKecI/SQB5fb8vQnsPKFGiBDExMQoY6qL9bG/dupVn79uPP/6YAwcOGJwIMuazgZpcw8PDGTZsGOfPn8fe3p7ly5frTW6bwutZRLwqXNUQV4O6YgDtZ5qQkKBzr3yWJ0+eYGdnZzDW18YJxnhmBXXE1vnFKdr7uyRJeX7m6enpVKxYEUtLS7nHtlKo6VjVkpWVxaxZs1ixYoXcHuGrr74y+Fma6n6lja0Mfa4VKlQgMzOTxMTEPFvJZGdnU7ZsWaMcA2qIq0Fd8WqNGjVITEwkJCRErszyMkRFReHi4oKdnZ1RFosUBobvHgJBEeHx48emVigwwlUZTO26ceNGEhMTGTFiBL6+vnL2kqOjo0m9DHHixAmuXLnCqFGjuHDhApIk8fXXX1OpUiVTq+mQlZUFYHB5/rMThoYmBwF5IO7fTNr+G0qUKEFWVtYLe7VpS2ZkZmYq7qQt0/GqD/raz1T7/5iKzp0706lTJ3bu3Mm8efM4ceIEJ0+exMbGhvfff59WrVrh5uZmlN5zWiIiItixYwfz5s3jwYMHBcrMNzZlypTh/v37pKam6k0O2Nra8uDBA3JycvLc/9kSY0rj4ODAzZs3OXPmDG5ubi+9/9mzZ+X/x9Q4ODiwYsUKJkyYwPr169m5cyeBgYEEBQUBT69njRo14q233mLy5MmKutSuXZtTp05x6NAhvZXNtWvX5uzZs4SEhOTZnP6vv/4Cnq5EVBo7OztiY2O5fft2nmWQPv74Y9atW8fly5eZMGECGzZsUNzrecqUKUNsbCy3bt2iVq1aL72/dvD69ddfL2w1PaytrcnKyuLRo0d614BnH/aTk5MNPpCnpaUBhu/LSmBra8ujR49ITk7O8741YcIEtm/fTmRkJD/99BOTJk0yipuWYsWKkZWVRUpKit4E4bMTRYYmB8E4934t1tbWpKen5/n9vghjf/+WlpZkZWXl25959uzZHDp0CD8/P7y8vOjcubNR3J5HTa41a9bkyJEjLFiwgAULFtCzZ0+GDh3K7NmzTTZp9TwiXhWuaoirQV3xaunSpUlISODevXt5DmTnN/CvHW/J71nBWBSV2Lp48eIkJSVx9+5dvVi1ZMmScj+8vCZktclWeSVnFiZqile1WFpaMnv2bDp27Mjnn3/OTz/9xJEjR1izZg21a9c2mkd+vPHGG1y9epW//vpLryd6tWrV+Pvvv4mKiuKNN94wuL8xP1c1xNWgrng1NTUVePrc+ipok6C0zmrgxcVeBQKB4D9O2bJlWbt2rXyzbdSoES1atHipH2NRt25ddu7cKU9ederUif79+7/Uj9JoJywNrXa0sLDg119/ZefOnXnury3R8CqZx4VBs2bNAF5YMuz06dOAcR4MtQ8ur9o77PfffwcoEgMZ2pJXFy9eZNeuXXh6evLkyRO8vLwYP34877zzDlWrVjXaAFypUqUYNmyYzmc7ffp0Vq1a9VI/StKkSRPg6aqr59E+0ORXhuPIkSMAeT7gFCZdunRBo9EwcuRIuS9aQbl69SojR45EkiS6du2qkOHL88Ybb/Ddd99x/fp1tm7dSrt27bCysuL+/ft4e3vn2ZuiMBk0aBAajYaJEyfKk31aPvnkEzQaDXPmzDG4b1ZWFt988w2SJOVZhrYw0ZYRWrhwYZ7vkSSJxYsXY2Zmxr59+4zSb/J53Nzc0Gg0TJo0ifT09JfaNzMzk4kTJyJJUqGU/34R2vJXO3bs0Nv27GvBwcEG9w8ICAB4qb41/watb34ld2xtbZkzZw4ajYYffviBM2fOGMVNizYRzFCJcHNzc2JiYvJdca2NEYzR96tBgwYALFq06JX2X7x4MUCeCQSFjbYc27Fjx/J8j6OjI2PGjEGj0TB27FjFs+/zQk2uAGZmZkyePJkjR47g5OTEunXraN68ueJlbguKiFeFqxrialBXvPruu+8CT/t75YX2flu3bl29bdrSjfXq1VPA7tUwdWxdp04dALZu3aq3TZIk/Pz88PPzy3N/bRlXY1yr1BSvPk/z5s0JDg6mb9++XL58GXd3d6P0wi4IPXr0QKPRMHnyZJKSknS29ezZE41Gk+/zyaJFi5AkiaZNmyqtqoq4GtQVr1arVg0w/BxQELStkLT/jxoQE4QCk5OUlISvry/Lly9n0qRJjBw5ksGDB/P5558zfvx4Fi1axMGDB1VRDrOokJOTw969exk/fjyff/4533//fYF6ykydOpWvvvrKCIa6PHr0iIcPH+q9/uTJE3bt2sX06dMZN24cCxcu/NclNF+VUqVKvVJNd1NQoUIFvSynooSrqysajYYpU6aQkJCgt71Dhw506NAhz/3nzp2LJElG/Ru/+OILVqxYwYkTJ+jbty+SJDF58uQ8r0v37t3jq6++QpKkPMs7FSYff/yx/GCwbt26AmdWZ2dn88svvzBhwgQkSdLrCWlKJEmiffv2bNu2jevXrzN79myaN2+OhYUFjx8/lge0jUXDhg31elAUFUaNGoWZmRnz5s1j5cqV5Obmytu+/PJLzMzM+Oabb0hMTNTbNzIykqlTpyJJUr49NQuLCRMmUL16daKionB1daVPnz6sW7eOM2fOEB0dzcOHD0lNTeXBgwdERUVx+vRp1q5dS+/evXF1dZVXnU2YMEFx15fF3Nyczp07s2vXLqKioti/fz9jxozJsx9MYdK7d28++OADEhMTadu2LZ988gl//PEHMTExfPjhhwwdOpRjx47RtWtXAgMDefjwIXFxcXh5efH+++9z5swZSpcubZTP9fPPP0ej0bBz5066devGvn37uH79ut6gRsOGDZk6dap8bZs5c6ZRyl9qmThxIra2tvj5+dGkSROWL1/O33//ne8+169fZ/ny5bzzzjucPHmSkiVLGiVDd8iQIWg0GubPn8+sWbO4cOECf/31F7NmzWLevHkUL14cMzMzZs6cqXcdiI+PZ+bMmUadeO/Tpw8ajYbZs2ezcOFCg7EAQK9evejWrRtPnjzhww8/VLyf77N07NgRjUbDtGnT9Po1wdNqAnllPycmJjJt2jQkSaJNmzZKqzJ69GgAVq9ezaBBgwrcQ+jixYsMGjSIlStXyiW+jIGHh4ec0JDfANXEiROpU6cOCQkJdO/e3SQTb2pyfZa3336bwMBAhg0bRmRkJO3bt2fWrFkmX3kn4lXTUpRci3JcDeqKV0eNGoVGo2HVqlXMmDFDZzIjIyODH3/8ke+++w5JkhgwYIC87cKFC3z66aesWLECSZIYPny44q4vi6li6w8//BCNRsPSpUv5+uuvuXTpUoHHI0+cOMHs2bONFlepKV41RMmSJVm1ahVbt27F1taW6dOn07FjR6OUkc6PUaNGUadOHS5evEiLFi3YtGkTDx48AGDMmDE0bNiQlStXMn/+fJ3KVomJiYwbN44tW7ZgZmYmx2hKooa4GtQVr/bq1QuNRsOoUaM4fPjwS+175MgROUnkww8/VMiw8BE9CAUmIzg4mAULFuDv7y+XMzBU3kxb+szc3JxWrVoxefLkfJvY/teJjIykT58+cjNsbZ1+eJrpsnLlyjxrkxuzvndOTg4LFixg06ZN3Lt3D3i6smzChAkMHTqU2NhYOnXqRHh4uN7f0aFDB1avXm30UiTaut1nzpzhzTffNOrvflmmTZvG8uXLi6RrWFgY7u7upKWlYWNjg7u7O9WqVWPevHl57nPmzBnCw8PZsmULp06dwtzcnMOHDxtswlyYPHuMaY+/Z3Fzc+PAgQPyvxMTE1m+fDmbNm0iMTGRUqVKERwc/Ep1y1+Wjz76CC8vLyRJ4vXXX8fd3Z169ephb29PyZIlsbCwICsri+TkZGJiYggNDcXPz49Hjx6h0Wjo3r07GzduVNwT/t21Jj09nYCAAE6ePMncuXMLXy4fxo0bx4YNGzh9+nSRO6/WrFnD5MmT0Wg0VK5cGU9PTxo2bIijoyMHDx5k6dKllC9fniFDhlCvXj2ysrI4c+YM27dvJzk5mfr163Ps2DGjlOxITExk5MiR+Pj4AIbPrefRxgedOnVi6dKleZYgLmxM3Qf3ZdBmhC5evJi0tDT5cy1WrJhcKimv/RwdHdm6datRJjMBli5dyowZM8jNzZU9169fT48ePfTeO27cONavX69TCtdY38mpU6cYNGgQsbGx8u+3sLCgUqVK2NraytfVlJQUYmNj5b5KGo2GSpUqsWnTJjmzX2lGjBjBtm3bDJ5PmzZt4uzZsyxfvpxy5crRu3dvHBwciI6O5tdffyUxMZFq1aoRFBSkV6JUCTQaDf369cPb21v2LVu2LCtWrNBLEEpJSaFTp0789ddfSJKEk5MTN27cUPwYePToEe7u7ty6dQtJkihVqhRVq1YlMDAwz30WLVrE33//jbe3N48fP+b1118nODgYe3t7xTy1rFixgm+++UZOEClbtiz16tWT+8taWlqSmZlJSkqKHAMkJiai0WgwNzdn7ty5fP7554p7wtNSt+7u7kRERCBJEs7OztSpU4fRo0fTqFEjnfeGhYXRvn17Hjx4QKlSpejZs6d8PTDGNUBNrnlx8uRJhg8fzr1793BxcWH16tU0bdrUZF4iXlUGNblqKcpxNagrXv3pp5/49ttvkSQJCwsLqlevTmZmJtHR0eTk5KDRaOjcubPOirgWLVoQEhKCmZkZEydONFqiuBpi69zcXPr164ePj4/8vUuSZDCpXUuvXr24du0ad+7cQaPRUK9ePY4ePWqUEs9qilfzIz4+nlGjRuHr60vJkiWZPXs2Y8aMMdnxkpiYyODBg/Hz80OSJCRJwtHRUa4ycfLkSSRJwtramurVq5OVlUVkZCQ5OTkUK1aMxYsX8/HHHyvuqYa4Wota4tUnT57QsWNHzp07hyRJ1K5dm7Zt2+bpevfuXUJDQzl69CjXrl1Do9HQtGlT/vjjjzxLERc1xAShwCQsWLCAuXPnyheFqlWr4uLigr29vXwDy8zMJDk5mXv37nHlyhWioqKApxOFs2bNYtSoUab8E4okjx8/ljPWihcvTrdu3ShfvjwXL16Ub16urq7s378fMzP9BcTGCtZyc3Pp1asXx44d05sUliSJH3/8kSNHjuDj40Pp0qVxc3OjXLlyhIWFERQUhEajoUmTJvj4+OTbE6SwSUxMJCYmhlq1ahmtT8urcvPmTa5evUrLli1fqb630gQGBvLZZ5/J5bledNzZ29uTlpaGRqOhWLFiLFy4kMGDByvuGRYWRnh4uN5PbGws8LT8yKlTp+T3Hz16VF6FVbFiRTZt2mTUlY7Lly9nyZIl8iqb/B5ktedehQoVGDdunFGzRtXwYGgIf39/vL29GT9+vMlK3OZHQEAA33zzjVxi8kUDGdqJlp49e7Jo0SJKlSplDE2ZkJAQ9u3bR2BgIGFhYXJW5rOUKVMGZ2dnWrRoQffu3Y1e/kiNx2piYiLbtm3j8OHDXLp0Kc+JwRIlStCkSRO6detGv379jH5fO3/+PCtXrsTPz4+EhAQ2bNhgcIIQYNu2bcyfP1/OJjbmd5KWlsbGjRv5/fffOX/+fL49eooVK0bjxo3p3r07AwcONHrfrw0bNrBu3TquXr2KJEnUrVuXadOm0aFDB7Kyshg0aBAHDx7UuTZoNBpq1KjBrl27jFZiFJ7GgsuXL2flypVyolhex0BKSgoTJkzg119/lZ8djHEMxMXFMWnSJLy8vMjOzn6pWMXR0ZENGzboTSIpyV9//cWCBQs4cuSI3O9ZiyRJejG3lZUV7dq1Y8KECXI/JWMRGxvL6NGj5axsSZLyTBK4evUq/fv3JzIyUv47jHkNUJNrXjx+/Jgvv/yS3bt3Y2VlRWZmpkm9RLxa+KjJVUtRj6u1qCFeBThw4ADTp0/n5s2bOq+XLFmSESNGMHnyZJ2xk65du1K+fHk++eQTo04OqeVY1Wg0rF+/ns2bNxMaGkp2drbcr9EQ9vb2pKamYm5uTo8ePViwYIFR+/qpKV59ERs3bmTatGmkpqYWifuor68vv/zyCwEBAS8s42pra0uHDh2YOHGiURMf1BBXa1FLvJqRkcH06dPZuHGjHDe9CI1Gg7W1NUOGDGHmzJl5Ls4piogJQoHR8fHxoU+fPgD079+fcePGFag2d1hYGEuXLmXz5s1IksTu3buNUrZHTcyZM4cffviBChUqcOjQIZ1+UkePHmXAgAGkpaUxbdo0Jk6cqLe/sYK1DRs2MHbsWCwtLZkwYQI9evTA1taWoKAgJkyYQFZWFmlpaTg5ObF//36dzOtz587x4Ycf8vDhQ5YsWVKkSswIXo7s7GyOHj3Kn3/+SXx8vFxT3BBVq1alfPnytGzZks8++wxnZ2fjiRogNTWV8PBwHjx4QKtWreTX/f39mTt3Ll27duXjjz82ykqM58nKyiIoKIiAgADCw8OJjo4mNTWVzMxMrKysKFGiBFWqVMHJyQlXV1e5tJAxUcuDoVr566+/OHToEBcvXiQ8PJz4+HjS0tLIycmhRIkSlClTBicnJ5o2bUqXLl2KRC8feJrB/vyxauoHVu1qIWP2ki1s4uLiiI+PJzU1ldzcXIoXL07ZsmWN0h+1oCQnJ2NhYYG1tXW+77t69SoXL17k7t27BuMYpcnIyODmzZt5XlerV69eJB4EtQ/7hpLB/vjjDw4ePEhsbCx2dna0bNmSDz/80Oj3gWf5+++/iYyMpF69evmuuI+KisLHx4dLly5x9+5d9u/fbxS/x48fc+nSJeLi4vjggw/yfF+vXr2oXLkyLVu2xNPT02QZw2lpaZw5c4awsDDu3LlDSkoKWVlZWFpaYmtrS+XKlXF2dqZJkyYUL17cJI5awsLC8PPzIzIykl69evH2228bfN+TJ0/YvXs33t7e8vdvqGy2cM2fffv2MXbsWB49emTyOEzEq4WLmlzVTlGMV5/l2rVrhIWFkZWVRaVKlWjUqNEL4ytjosbY+smTJzx48IAKFSrk+Z7FixdTpUoVObndlKglXs2PmzdvMnbsWCIjI4GnE/WmJjMzk+vXr+s9X2ufrZycnHBxcTH5YoKiHldrUUu8Gh8fj7e3NwEBAbLr8+eV1tXV1RUPDw/s7OxM5vuqiAlCgdHp3LkzAQEBjBkzhm+//fal99eWeWzZsqVRLmCFMQElSZJRSqE0bdqUa9eusXr1anr37q23fdu2bYwYMQJLS0vOnj2rM4EIxnuwaN++PWfOnGHmzJmMHTtWZ9uWLVsYNWoUkiSxdetWOnXqpLf/xo0bGTNmDM2bN8fb21tRV0HR4NkSswKBQCAQCAQCgeDlSU5OlsvkVa1a1cQ2AoFAIBAIBAJTIyYIBUbH0dGRx48fExYW9kqZNXFxcTg5OfHaa68ZpXGtk5MTcXFxeuWYXgZjZfNVqlSJ9PT0fD/bTp06ERgYSJcuXdi8ebPONmNNEFatWpWkpCSuXLmit4Lh9u3b1K9fH0mSuHHjBuXLl9fb/86dO9StW9dox4BAIBAIlEOb6RwVFUVqairp6ely5qCDgwPOzs64uLiYxK1Tp07Y2Njw7bffUqdOHZM4/L+Sm5vL7du39ZKVAM6ePYufnx8xMTFYWlpSs2ZNOnToYJR+ri/iwYMHckZ2WlqaTuaooZjFWMybNw8bGxs+/fRTk68KKwyysrK4cOGCzjFg6h5ViYmJpKSkULly5QKVuNeW9zV2+WZDaLOcBQKBQE0UpeuoiFcLBzW5qpmiGq8aIjY2Vo6xzM3NsbW1xc7OzuSrsP7fYmt4ugI6JSWFsmXLGqw0YmpEvGo6xAShwOg4ODiQmprKnTt3Xqn8XkpKitwUVNu/TEk0Gg2+vr5MnTqVmzdvIkkSQ4YMeenJzalTpypk+A/aCcLY2Ng8y0iEhITg5uaGRqPB29ubZs2ayduMNUFoZ2dHdna2wWMgMzOT8uXL5+uRlpZGpUqVsLCwICEhQVHXglK6dGnMzMzybVxdVHBxcUGSJC5fvmxqlReiFle1eAr+HY8ePUKj0ej1k3jy5An79u0jNDSU5ORkHBwcaN26NQ0bNjSRqT6HDx/G19eXiIgIMjIyKFOmDG+//TY9e/akRo0aRveJjIxk6dKleHl5Faj0WpkyZejWrRtjx4416ooH7X3R2tqaefPmMWjQIKP97v9Xnjx5wo8//sjatWtxcHDA399f3hYXF8cnn3yi85oWc3Nzhg4dypw5c4xaZi43N5e9e/dy4MABAgIC8r3PlypVCjc3N3r27Em3bt2MuvJde6w6OTmxadOmIj/oFhgYyKpVq0hKSsLLy0t+XaPRsHDhQpYtW6bXP7NGjRrMnDmTzp07G9V1165dLFiwgLCwMODpsdi+fXumTp2a72CwKWLDu3fvcvDgQblXlnZwUJvcaGNjIw9ku7m50aVLF51S/sbk5s2bhIaGIkkS9erVo1q1avK2hIQEFi5ciLe3N/fv38fOzo5WrVoxduxYo/bK1BIZGcmyZcsIDg4mNTUVR0dHPD09GTx4cL6lBVu0aIGZmZnBa5pSnlevXkWj0VCnTh2d+/vff//NihUrCAkJISUlBXt7e9q0acPgwYNNUhIfnk64aEt25TWQ7eTkhLu7O3Xr1jWJI0BOTg779+8nKChI5/uvX79+vvtNnToVSZKYO3eukUzV5VoQTP2MLeLVwkdNrmpCLfEqPG01s337dn7//XfOnj1LSkpKnp5vv/027du3p0+fPpQpU8aonmqKrR8/fsz+/fu5cuUKGo2GunXr0qtXL3lic/v27SxYsEDuUWplZYW7uzuTJk2icePGRvdVU7wKT5NVgoODCQ8Pl5NEno9XnJ2dad68Oa+99prJPP8NYoJQYHTc3d25dOnSK/eP27p1KyNHjuTtt9/m5MmThS+YBxERETRu3BiNRsPp06dNnsVsiHfffZe///6bPXv28P777+f5vi+//JJffvmFatWqERQUJD8UGmuCsHbt2ty7d49Dhw4ZbIi9Zs0aAD777DOD+1++fBlXV1cqVKjAjRs3FHUtKGrq+yBcCx+1eApenpycHBYsWMCmTZvkht+VKlViwoQJDB06lNjYWDp16kR4eDigWw63Q4cOrF69mtKlSyvu6eTkhJmZGX///bfO6/fu3WPgwIGcPXtW9tMiSRJmZmYMGTKEuXPnGq1fwvbt2xk3bhyZmZloNBqsrKxwdnbG3t6eEiVKYGlpSWZmJsnJydy7d0/uoyJJEjY2NqxYscJgw3Ul0J7bzs7O3Lhxg5YtW7Js2bIisZJNjWRnZ9OzZ0/8/PzQaDQ0atSI48ePA08TwFq3bs2NGzfQaDQ0btyYWrVqYW1tzYULF/jrr7+QJImOHTuyY8cOo/heuXKFgQMHEh4ernPulChRQj5WMzIy5JUEWiRJok6dOmzatMloPT6fHXDLzc1l0qRJjBs3rkAr3YzN7NmzWbhwIRqNhvr16xMQECBvGzhwIPv370ej0WBubk7lypWxtrYmIiKC7OxsJEnim2++Yfz48UZxnTVrFj/99JPB6iE2NjZs2LCBjh07GtzXmLFBamoqkydPZufOnWRnZxeo2okkSVhYWDBgwADmzJljtB5VCQkJfP755xw9elTn9Y8//phFixYRGxuLp6cnt2/f1vs7ihcvzsaNG2nfvr1RXAG8vb0ZOnQo6enpevfQ6tWrs3fvXp3JzWcx1jFw9+5dhg0bJvf20tKtWzdWr17NxYsX6dGjh87gGzz9G+zt7dm1axf16tVT1PFZdu7cycKFC3Vip7zQxlS1atVi6tSpdOvWzRiKMpGRkfTp00d+5nw2zuvZsycrV67Mc7WDsZ8P1ORaUEzpJeJVZVCTq1pQU7x65coV+vbtS1RUVIErs0mSRIkSJRg3bhwTJkxQ2PAf1BJbHzt2jKFDh+pdJ6tVq4aXlxcnT55k9OjRBj9vCwsLli9fTp8+fYziqqZ4FSA4OJgFCxbg7+9PTk4OYDhm0d5rzc3NadWqFZMnT+add94xmmdhICYIBUZn3bp1jB8/Hmtra+bMmcOgQYMoVqzYC/fLzs5m06ZNTJs2jYyMDBYtWsTgwYONYPwPbdq04fz580V2gvCbb75h6dKl1KxZk7179+Lo6GjwfUlJSTRt2pS7d+/i7u7Orl27sLKyMloAPmjQIPbt20eTJk3w8vJ66Qv80KFD2bNnj1EHCV9EUX2oMoRwLXzU4il4OXJzc+nVqxfHjh3TCwQlSeLHH3/kyJEj+Pj4ULp0abkpfVhYGEFBQWg0Gpo0aYKPj4/iDxKGjsGUlBRatWolr3p5//33adGiBWXLliUpKYnTp0/j4+NDTk4Onp6ebNu2TVFHgNOnT+Ph4UFOTg6urq6MHTsWNze3fCcns7Ky8Pf3Z9myZZw8eRILCwt8fX2Nku2o/Vzj4uKYNWsWK1aswMrKipEjR/Lll19SokQJxR3+n1i8eDEzZsygePHizJkzh379+skxwLx58/j+++8pV64cGzZswNXVVWdfHx8fhgwZQnp6Oj///LPiD7LR0dG4urry8OFDypQpw8CBA2nTpg0uLi4GJ/0fPnzIlStXOHr0KFu2bCEhIYFy5coRGBhIxYoVFXWFf47Vc+fO8fnnn3P+/Hnq1q3L3LlzadmypeK/v6AcOHCAjz/+GIAePXowcuRI+VzW9so2NzdnwoQJjB07Vs58fvz4MT/88APLly9HkiR8fX157733FHX18/OjS5cuSJLE4MGDGTduHOXLl+fixYvMmjWLoKAgrK2t8fPzM/hcYKzYICMjg3bt2nH58mV5cr1NmzbUr18fe3t7bG1tsbCw0BnIDg0N5dixY5w7dw5JkmjUqBE+Pj6KJ4o8e1/SaDTY29tjbm5OdHS0XKUlIiKCkydP4urqyogRI6hcuTLR0dEsX76c4OBgSpYsyalTp4wymBweHk6LFi1IT0/HxcWF4cOHy8fA6tWriY+Px8HBgeDgYIMZ48Y4Bh49eoSbm5s82Fq+fHlsbW25desWGo2GoUOHcvr0aUJDQ2nUqBEffvihHKts2LCB2NhY7O3tCQoKMsrqjNGjR7NlyxY0Gg3W1tY0btwYFxcXHBwcdAayU1JSiImJ4cqVK5w/f56MjAwkSeLTTz9lwYIFinvC0+uOq6srt2/fpnjx4nTr1k3+/k+ePIkkSbi6urJ//36DpdqM+XygFte1a9e+1PsnTJiAJElyUomWTz/9tLDVdBDxqnKoyVUNqClejY2N5d133+XRo0dUr16dCRMm8O6772JlZcXly5dZsGABFy9eZMqUKQwbNoyoqCguXLjA77//Ll/HevXq9dLXkVdFDbF1WFgYbm5upKWlUbZsWdzd3SlZsiRnz57l2rVruLu7c+3aNRISEhg5ciR9+/aVY4DFixdz+PBhrKysCAwMxNnZWVFXNcWrAAsWLGDu3Lnk5uYCT1tlubi45Ol65coVoqKigKcThbNmzWLUqFGKexYWYoJQYBI++ugjvLy8kCSJ119/HXd3d+rVq4e9vT0lS5bEwsKCrKwskpOTiYmJITQ0FD8/P7m8W/fu3dm4caPRvSdNmsSaNWuK7ARhfHw8zZo1Iz4+HgsLC9zd3alduzb9+/fX8z1//jydO3cmPT0dR0dHBg8ezIwZM4zyYHDhwgXatm1LTk4O9vb2dOrUCUdHR0aOHJnnPjExMURERLBp0yZ+++03JEli7969tG7dWlHXgqKmCSLhWvioxVPwcmzYsIGxY8diaWnJhAkT6NGjB7a2tgQFBTFhwgSysrJIS0vDycmJ/fv365S9OHfuHB9++CEPHz585RXzL4OhY1A74VK6dGl27NhB8+bN9fa7dOkS3bt358GDB6xdu5ZevXop6tm7d298fX3p168fq1ateun9hw8fzvbt2/H09GT79u0KGOry/Od65swZhg8fTkREBGXLlmXkyJF8+umnRaI3TmE9LCs56KatdLB48WK9klLvvfce169f55dffqFnz54G91+7di0TJkygefPmeHt7K+YJ8MUXX7Bp0yYaNWrEb7/9RtmyZQu876NHj+jRowcXLlxg8ODBLFq0SEHTpzx7rObm5rJkyRK+//57srKyeP/995k0aZLBqg3Gpn379vJ59P333+tsa9euHWfPns13heDEiRNZs2YNXbp0YcuWLYq69u3bF29vb3r27Mn69et1tmlXw548eZK33npLHrh6FmPFBt9//z3z5s3Dzs6OTZs20aJFiwLve+rUKQYMGEB8fDzTpk1j4sSJCpr+c1+qXLkymzdvplGjRgBcvHiRjz76iDt37gDQtGlTvL29dT7T3Nxc2rdvLw/UzZs3T1FXeDqZtXnzZt566y15EE3LnTt38PDwICoqih49eugdI2CcY2D27NksWLCASpUqsX79erl9RExMDL179yYkJASA1q1bs3v3bp3JocePH9O+fXuuX7/OpEmT+OqrrxTzBN0kgEmTJjF8+PACVVlISkpi9erVzJs3j5ycHKPEKwBz5szhhx9+oEKFChw6dEinZ+7Ro0cZMGAAaWlpeZ47xnw+UIur9vcUFO2k4PP7KO0p4lXlUIurGuJqUFe8OmHCBNauXctbb73FwYMH9cpbP3nyhC5dunDq1Cn279+Pu7u7vO3kyZMMGDCApKQko90D1BBba+OURo0asWfPHrkVSk5ODkOGDOH3339HkiSGDRvG/Pnz9fbXxrqDBg1iyZIlirqqKV718fGRk1H79+/PuHHjCrTKNiwsjKVLl7J582YkSWL37t20adNGUdfCQkwQCkzG8uXLWbJkCXFxcYB+0Pcs2sCwQoUKjBs3juHDhxvF8XkuXbpEUFAQffv21etBVVS4du0aQ4YM4erVq8DTz3X9+vUGy1v4+/szYMAAHj58iCRJchkSYzzE7N69mzFjxsj1xl/0e7W9K7XHwoQJE/jmm28U9ywoapogEq6FT1HwLIwsNkmSOHHixL+XeQGFMVkmSZLiiSLageyZM2cyduxYnW1btmxh1KhRSJLE1q1b6dSpk97+GzduZMyYMUaZzDB0DGonXF604l47YOfu7s6BAwcU9axRowaJiYmEhIS80uqPqKgoXFxcsLOzIyIiQgFDXQx9rllZWaxZs4ZFixaRkJBAiRIl6NWrFx9//LFJejg87/pvUfI6Vr58ebKysrh586ZeHFWhQgUyMzOJjo6mZMmSBvd/8OABb7zxBqVLl5YzNJWiTp06xMTEyBNAL8tff/1Fy5YtqVy5MleuXCl8wecwdKzeuHGD6dOn4+PjgyRJvPfeewwdOpSuXbsaraTw89jb25OWlsaVK1dwcHDQ2Va5cmVSUlL4+++/qVChgsH9tdeAcuXKyeUJlaJmzZokJCQQFBRksP/Z/fv3ady4McnJySxdupQBAwbobDdWbPDOO+8QFhbGjh078ix3mh/aQZBatWrJ5aiVomnTply7ds3gffOPP/6gf//+SJLEH3/8YXDg6OTJk3Tt2hUnJyfOnz+vqCs87TEdHR2Nl5eX3qpmeJpw2bZtWzQajUFnYxwD2s9048aNeuU3td+tJEl5tnY4fPgwvXr1wsXFRa9EaWGjrcYze/bsV8qqX758OdOmTePdd9/l8OHDChjqov1sV69eTe/evfW2a+MnS0tLzp49qzMpB8Z9PlCL6/Tp01m2bBm5ublIksQ777yT7/0oMDAQSZL0ktwOHjyoqKeIV4WrGuJqUFe82qBBA27fvo2Pjw9NmzY1+J4zZ87Qrl07Wrduzb59+3S2aa9jLVq0UPwaAOqIrevXr09UVJTBe7z2s5QkiTNnzlCrVi29/S9cuECrVq2oVq0aly5dUtRVTfFq586dCQgIYMyYMXz77bcvvf/MmTNZtGgRLVu2ZP/+/QoYFj5iglBgUrKysggKCiIgIIDw8HC5MWlmZqbc7LNKlSo4OTnh6upK8+bNsbCwMLW2Kjh+/DgnT54kMjKS4cOHG1w5Ak8H29asWYOPjw9XrlwhOzvbaJMciYmJ7Nmzhz///JO4uDi9AOBZKlWqBICrqyvDhw+nVatWRnEsKEVhgqigCNfCpyh4tmrVigsXLvyr/8NYf4OTkxNxcXE6D10F7UGgxRiuVatWJSkpyeBA9u3bt6lfvz6SJHHjxg3Kly+vt/+dO3eoW7cur732Grdv31bU1dAxWLFiRTIyMuSM3LzQTroYw1PrdO/ePWxsbF56//T0dCpWrEjx4sXlnpBKkt+5nZqayvLly1mxYgWPHz9GkiSqVKlC586dadWqFc2bN5fLIxqDsLAwNm7cyNq1a8nMzESSJN56662XLtWk5AO3dsDN0ASho6Mjjx8/5v79+3n2SMrIyKBChQrY2NgQGxurmCf8M5mZn09+ZGZmUr58eaytrbl//74Chrrkd6yeO3eOWbNm4e/vjyRJlCpVCk9PT7p06YKrq6teBreSVKlSRS7F8/w1oFKlSqSnp5OQkJBn+4Hs7GzKli2LpaUl8fHxirra2dmRnZ1NXFxcnoM+S5YsYfr06VSoUIGLFy/qnPPGig20k+v/9rpqjPNK63r79m29lWOPHz+matWqSJJkcDs8LY1WrVo1o51X5cqV48mTJ9y5cyfP80S7euOtt97Cz89PZ5sxjgHteWPounr//n2cnZ2RJImoqCiDK3ISExOpXr06JUqUICYmRjFP+Of8v3XrlsGSrC9C+/2XKlWK6Ojowhd8Du1nGxYWRrly5Qy+p1OnTgQGBtKlSxc2b96ss82Yzwdqcj116hTDhg3j9u3buLi4sGbNGurUqWPwvaZ6xhLxqnBVQ1wN6opXta75xVVZWVmUK1fOYDJgUlISVapU4fXXX+fWrVuKuoI6YmttnBITE6N3bmjvmZIk5Xl8pKamYm9vj5WVlbx4RynUFK9qn0vzu6fmR1xcHE5OTkYZXyksxAShwOg82yy7qPNfc9UOgjxbJk8JXsX13r17VKhQwWDPBMHLoQ20qlatamKTF6MW16LieeXKFUaNGsWFCxeQJImvv/5anlwvKP3791fI7h80Gg2+vr5MnTqVmzdvyn2HXjb4mjp1qkKGT9EODhsaGNQ+TOU3aJGWlkalSpWwsLAgISFBUVdDDzDagbj8HsKe9TTGgLt2VeOWLVvo3LnzS+9/8OBB+vXrR506dTh16pQChroUZGAqKSmJX3/9lc2bN3P58mX5/lasWDFq1arFW2+9xYoVKxR31XLkyBE++OADJEkqciXRu3fvzokTJ/jxxx8ZOnSozrauXbvi5+eX58ohgGPHjtGjRw+jrB7Srhw6duyYXAbxZdBmZFetWlUu8ackBTlWAwMDWbt2Ld7e3mRlZSFJEubm5rz99ts0atSIBg0a0K9fP0U9W7VqxV9//WWw5I6bmxuXL1/O97gNDQ2lefPmODg4yNUylKIgK0iePHnCO++8w61bt/R6oxlrYFu70vHixYtUq1btpfc35qpMbUUQQ4k18fHx1KxZE0mS8kxsMeZkFvyTKBQZGZlnf76EhATefvttkpOT9VbsG+MY0A64hYeHY2dnp7NNO6Gen4MxJ121n6ehycyC8OjRIxwdHY2yihz+mXSLjY2V++U+T0hICG5ubmg0Gry9veUSr2CaCUI1uMLTfqSTJ09m69atWFlZ8fXXX/PFF1/ovc9UE4QiXhWuWopyXA3qilerVavGo0eP8kyuhX/uSYYm1xMSEqhRo4ZRJohAHbG1tvrGpUuXcHR01NmWm5tL9erVMTMzIzIy0uD+MTEx1K5d2yhxlRrj1fwSxPIjJSUFBwcHbG1tuXv3rgKGhY8YaRcYnTfeeIPPP/+cAwcOkJqaamqdfPmvuRYrVkzxyUF46jps2LCXcq1UqZKYHCwkqlatavKJrIKiFtei4lm3bl127twpr7Tu1KkT/fv3f6kfYyBJEh07dmTPnj3yef3ZZ58xderUl/pRGu2EpaFyK1ZWVixYsIAffvghz/21gWteg4pKo31IfNHDnracSF4l/QqTXr16odFoGDVq1EuXBzty5AgjR45EkiQ+/PBDhQxfnlKlSvHpp58SEBBAYGAgn3zyCVWrVuXJkyeEhoaybds2o/q0bduWmjVrGvV3FpTPP/8cjUbD119/rZdRPWrUKDQaDdOnTycjI0Nv3wcPHjB16lQkSXqlwbqXRVs2cOzYsS+dURsfH8+YMWOQJIn27dsrZPjytGjRgk2bNnH9+nXmzJnDm2++SXZ2NufOnePnn3/Otxd0YdG3b180Gg3jx4+X+81p+eijj9BoNPz000957v/dd98hSZJOXxqlaNiwIQBr1qzJ8z0WFhb89NNPaDQa1q5da5SSV8+jLSk1a9asV9p/1qxZSJKUZ7mvwkQ7sOrl5aW37dkS13/++afB/c+dOwfwSgNLr4K2HNcff/yR53vs7OyYNm2afG0LCwszipsWbYWD4OBgvW3FihXj9OnT+U5QXL58GXi6YkppateuDWCwX2NB0JaWN1TyVwm0sX1QUFCe73FxcWHw4MFoNBqGDx8ut88wNmpyBbC1tWXFihXs2LGDkiVLMn36dDp27FhkVlqIeNW0FCXXohxXg7ri1bfffhsg3x7S2vjAUL837ffu7OysgN2rYerYWntsGipjaWZmxq1bt/KcHISnbacAvbLTSqCmeFX7ue7Zs+eV9v/9998Bw8dxUUWsIBQYnZUrV+Lr60twcDBmZmY0b94cT09POnbsqFfCzdQIV2VQk6uW0NBQbty4odfL8dGjR6xfvx4/Pz9iYmKwtLSkZs2adOrUiZ49e5p0UvPatWuEhYURFRVFamoq6enpWFpaYmtri4ODA87Ozri4uJjMryCEhITg7e1NbGwsdnZ2tGrVSifb1ZicP3+e4OBgUlJScHR0pG3btnlmvmnRNrU3dt9UbQmhopjl+DzafjRF0XXQoEHs27ePJk2a4OXllWdGdl4MHTqUPXv20LFjR3bs2KGQ5VO0GY5ff/01b775JrVr1yYiIoJevXrRrFkzDhw4YLBEd2pqKl26dOHPP/+kb9++8jGrFE+ePKFjx46cO3cOSZKoXbs2bdu2pV69enKWnaWlJZmZmaSkpHD37l1CQ0M5evQo165dQ6PR0LRpU/744488SxAWJv8mcz0yMlIu971169bCl8uHkSNHsm3btiJ5Xs2YMYPFixcjSRJNmjSha9euNGrUiKpVq8r9Z+rUqcOoUaOoV68eWVlZnDlzhpUrV3L37l2qVKlCcHCwwVJ5hcn9+/dp1qwZiYmJlCxZkr59+9KmTRtcXFyoWLGiTiWE3NxcYmNjCQkJ4ejRo/z66688fvyYChUqEBQU9EqlaV6WVz1Wo6OjOXHiBMePH8ff3z/fQYTCIDc3ly5duhAQEEDp0qX55JNP6NatmxyP9O3bF19fX/r378/kyZPlQe9Lly4xe/ZsDh8+jI2NDQEBAYo/dGtXgEiSxIABAxg4cCC1a9c2WN5swoQJrF27Fmtra77//nsGDhxImTJljLLy5c8//6R9+/ZkZ2fTuHFjxowZQ6tWrfLNeE5JSeH48eMsXbqU8+fPY2FhwZEjR16pf9HLsG7dOsaPH4+trS1z5syRJ/v/+OMPpk2bRlpaGjk5OdSrV49jx47p3HfT09Np1aoV169f58svv2T69OmKusLTOG7KlCnY2tqyaNEiPvjgA4OxvUajwdPTk6CgIKpWrcquXbuoXbu2UVY/TZo0idWrV1OpUiX27t2bZ6lGQ2RlZdG2bVsuXbrExx9/zLJlyxTzhKc96IcOHYqZmRmjR49m9OjRBbo+xsfHs3z5crl3naF+i0rwzTffsHTpUmrWrMnevXv1VmdoSUpKomnTpty9exd3d3d27dqFlZWVUVe/qcn1eRITExk1ahTe3t7Y2toyd+5cuV+5qbxEvKocanLVUpTjajXFq9oecsWKFeOHH35gyJAhOn6//fYb48aNIyUlhTlz5siTa/fu3WPdunUsXryYnJwcg5VIlEANsfXixYuZMWMG1tbWfPfdd3zwwQcFTk4OCwvD09OTuLg4JkyYwNdff62YJ6gzXrW2tmbOnDkMGjSoQNfy7OxsNm3axLRp08jIyNCrLFGUEROEApORlJTE4cOH8fHx4ciRIyQlJeHi4kKHDh3w8PCQs0uKAsJVGdTgGh0dzfDhwwkMDMTFxYWAgAB526lTp/joo49ITEzU658mSRINGjRg69atr9TY/FWJjIxk6dKleHl5kZiY+ML3lylThm7dujF27Fijr4Dbt28fq1evJjQ0FEmSqF+/PlOnTqVFixZoNBomTpzIunXrAN2ytO7u7mzYsMFoq7ISExMZMmSIXl8ZKysrRo4cme8AVenSpTEzM+Phw4dKa+owbdo0li9fzpkzZ4rcQ8zzTJo0iTVr1hTJB64LFy7Qtm1bcnJysLe3p1OnTjg6OuabCRgTE0NERASbNm3it99+Q5Ik9u7dS+vWrRV11fZqevYhy9ramqysLHJzc+ncubNOtmZqaiq7du1i2bJlREREYGVlhZ+fn5zdryQZGRlMnz6djRs3yj09XoRGo8Ha2pohQ4Ywc+bMV+qx8SoUhf6ir8KBAwfYuXMnCxYsKJKJNzt27GDWrFnExMQUuOS4RqOhSZMmbNiwgcqVKyts+JSwsDAGDx5MSEiIjqeZmRnFixfHwsKCrKws0tPTyc3N1XFt0KABGzZsoEaNGkZxVdOxmpGRwfjx43VWAFhYWODg4IC1tTXXrl2TP29bW1uys7PJyMhAo9FQqlQpNmzYoFeeVCm0E39aH0mS+OWXX/QSxrKzs+nXrx+HDh1CkiRKlixJUlKS0b6Tffv2MXLkSFJTU5EkCTMzMxwdHfMcyI6KiiI3NxeNRoOtrS2rVq2iS5cuinvm5ubSs2dPjh8/bvDcnz9/Pn/99Rc7duygdu3aDB48mMqVKxMVFcUvv/xCWFgYdnZ2nDlzRq+cphJkZWXRsWNHzp8/L3+vNWvWZNasWbi6uuq8Ny4ujrZt23Lr1i0sLCxwd3fn6NGjih8D9+7do0WLFiQkJCBJEnXq1KFatWps3749z312797NjRs32LVrFzdv3sTGxgZ/f3+jrMqYMmUKq1atksuw1a9fHxcXF+zt7eVjNSsri+TkZGJiYggJCSEkJIScnBw0Gg2jR49m9uzZinvC04nJZs2aER8fL3+ntWvXpn///nox6/nz5+ncuTPp6ek4OjoyePBgZsyYYbRrgJpc82LLli1MnTqVlJQU2rZty4oVK3BycjKZl4hXlUFNrlqKelytpnh13LhxrF+/HkmSqFChAvXr1ycrK4uwsDBiYmLQaDS8++67HDx4UE5ubdGiBaGhoWg0Gvr166d4QqsWNRyrGRkZdOzYUW4xA09X4OZXhvvLL7/k+vXrnDlzhuzsbKpUqUJAQMArlf5+WdQSr8LTyiZeXl5IksTrr7+Ou7s79erVw97enpIlS8rnlTZeCQ0Nxc/Pj0ePHqHRaOjevbtc+UANiAlCQZEgJyeHwMBAfH198fHx4ebNm1SqVImOHTvSsWNHWrZsmW//JGMiXJWhKLrGx8fj5ubGvXv3MDMzo2/fvnKt+9u3b9OiRQuSkpJ47bXXGDx4MM7OztjY2PDnn3+yefNmHj9+jJOTE35+fi/dzPpV2L59O+PGjSMzMxONRoOVlRXOzs7Y29tTokQJ+WabnJzMvXv3CAsLk+uk29jYsGLFCr0BL6X46quvWLlypd7EarFixdi2bRuXL19mzpw5WFpa0q5dOypXrkx0dDRHjhzhyZMnNGzYkMOHDyuekZmRkUGbNm3kScxmzZpRrlw5QkJCCA8PR5IkevXqxdq1aw3ub6qg8ubNm1y9epWWLVsa5dj7N1y6dImgoCD69u1rlKD0Zdm9ezdjxoyRyzC96PvU1qvXHtsTJkzgm2++Udzz6NGjhIeHyz8RERHcuXNHfgh8vgfK0aNH6dmzJwDFixdn1apVRsnGf5b4+Hi8vb0JCAggLCyMO3fukJqaSmZmJlZWVpQoUYLKlSvj7OyMq6srHh4eRhkQfhY1PBiqlaysLHx8fDh06BAXL14kIiJCr7SopaUlb7zxBk2bNqVr166KT7Tnhbe3N3v37iUwMFCvH8qz2Nvb06JFC3r06EHHjh2NaKjOY/XatWusW7eOI0eOvLCsXI0aNejWrRsjR4402JtOSX7//XeWL1/OhQsXyMnJYcOGDQbjpZycHObPn8+KFSsKfM8oTO7evcuyZcvYv39/gfrIODg40K1bN0aPHv3S/Yr/DU+ePGHu3LmsX79e/mzKli3LV199xSeffMLjx4/p0aOHPCmnRaPRUKZMGX799VeaNGliNN/U1FSmT5/O1q1bycjIQJIk1q9fb/AYiI2NZciQITplHo1xDFy/fp0RI0bIpVlf9Dvt7e1JS0uTJ93XrFlj1GuWl5cX8+fP1ymBbmjy5dnnhAYNGjBlyhQ8PDyM4qjl2rVrDBkyRO55mt/37+/vz4ABA3j48CGSJMkJjsa6BqjJNS9u377NsGHDOHXqFGXKlOHBgwcm9xLxauGiJle1oYZ4FWD58uX88MMPPH78WOd1MzMzevfuzcKFC3VWlbm7u2Ntbc1nn30mP78aA7Ucq+np6cybN48tW7aQmJhYoBhA2+rpvffeY/Xq1UYr3Q7qiVfh6bG6ZMkSuXxvfoki2pilQoUKjBs3zuhVxP4tYoJQUCS5du0a3t7e+Pr6cv78eWxsbGjVqhUeHh60b9/e6AFXfghXZSgKruPHj2fdunVUq1aNX3/9VSf78osvvmDTpk289dZb/P7773oTG3fu3MHDw4OoqCimTZvGxIkTFXU9ffo0Hh4e5OTk4OrqytixY3Fzc8t3UjUrKwt/f3+WLVvGyZMnsbCwwNfXl8aNGyvqqi0tIUkSQ4cOpXPnzpibm+Pl5cXatWspWbIkGRkZlCxZEh8fH51s5mvXruHh4cHDhw/56aefGDJkiKKuy5Yt4+uvv6ZUqVLs3r1brpsOT/unTJw4kZycHBYvXsygQYP09ldLUCnIn8TERPbs2cOff/5JXFwc+/bty/O92qDV1dWV4cOH06pVK2Np6pGVlUVERATh4eEkJSXp9Jg8evQoY8aMoUuXLowcOdJoK7LUhjb7sij0GP0vkJycLJcYLF68OKVKlSpy/Ye1DetTUlLIysqSS3dXrlzZpAkZ2tV4xuolW9g8fPiQ8PBwEhISSE1NJScnhxIlSlC2bFmcnJyKRIyakpLC7du3qVixYr6TlOnp6Zw8eZJLly7JgyDGJiIi4oUD2dWrVze617Pk5uYSHR2NmZkZ9vb2mJuby9syMjJYt24dPj4+cpl5d3d3hg0bZvQJYi1JSUmcPn2ayMhIWrdune9qu+DgYA4ePMilS5e4c+cOFy9eNIrjtWvX5Fjlyy+/zPN9TZs2pVKlSrRq1Yr+/fubrFdyREQEgYGB8rFq6Lrq7OxMixYtTH68assaRkZGMnz4cJo3b27wfQ8ePGDNmjX4+Phw5coVsrOzjf4coCZXQ2g0GpYsWcKcOXPkZNai4FWUUVO8qiZXNVNU49Vn/QICAggPDycrK4uKFSvi5uZm8JlUG8MYGzXG1rdu3SIuLi7fRKrx48dTuXJlWrZsafKqbWqIV7OysggKCpKP1+joaD3XKlWq4OTkhKurK82bNzfY2qWoIyYIBUWehIQEfHx88PHx4eTJk2RkZNCoUSM8PT354IMPitSgpnBVBlO51q1bl7t37xosD6jd5uPjk2eTXO1EWN26dQkODlbEUUvv3r3x9fV95ZILw4cPZ/v27Xh6euZbkqgw6Nq1K35+fgb7x3z33XcsXLgQSZLyrNe9Zs0aJk6cSLNmzfDx8VHUtWXLlly8eJEffviBzz77TG/7kiVLmD59OiVLluTChQt6PQnFBOF/j3v37lGhQoUiN6nxPLm5uUXeUSAQCAQCgUCtZGdnExcXh729valVXkhRdL116xZ37twBnpYYFAgEAoFAoAxiglCgKjIzMzlx4oRckmrQoEFMmTLF1FoGEa7KYEzXcuXK8eTJE+7du4eNjY3BbXFxcXmu0svIyKBChQoUL1483xIPhUGNGjVITEwkJCTklXoeRkVF4eLigp2dHREREQoY/kPVqlVJSkoy6BodHU29evWQJCnPv0XrWrp06XxrqxcG2nKRV69eNfjArNFocHNzIyQkhIEDB7JkyRKd7WKCUCAQFDXOnDlDSEgIKSkp2Nvb4+7uToUKFUytJXP9+nUOHTpEeHg4GRkZlClThrfffhsPDw9KlSplUrfk5GQiIiKIjo4mJSWF9PR0OXPUwcEBJycnXnvtNZO4jRgxAhsbGyZOnEjFihVN4vD/THp6ul4sCE/7zgYEBHDv3j0sLCyoWbMmrq6uFC9e3ASW+jx8+JDU1FTS09Pl1QOmWoGnZfv27djY2NCtW7cC9yAt6sTExBATEyOXRS5ZsqSplUQikEBQiCQlJREcHEx4eDhRUVGkpqaSlpamt9KlefPmJosDtJw/f57g4GBSUlJwdHSkbdu2ekmsz6NNMDZ2STw1ub6IqlWrIknSC0umGwMRrxYOanJVO0UxXv2vISYIBarm8ePHlC5d2tQaBUK4KoOSrtpVgpcvX9YrgeHs7ExcXBy3bt3KM7h69OgRjo6OlCpViujoaEUctVSsWJGMjAyDk5kFIT09nYoVKxplMlM7uRoTE6M3gJaWlkalSpWQJCnPv0XramlpSXx8vKKuFSpUIDMzM9+J4MDAQDw9PSlWrBgBAQHUqVNH3lYUJwhdXFyQJInLly+bWuWFdOrUCUmS8PLyMrXKC1GLq1o8Ba/G9u3b2bRpE1evXkWj0VC3bl2+/PJL2rdvT3JyMn379iUwMFBnn2LFijFkyBDmzp2reF9XgDZt2iBJEkeOHNF5PTk5mbFjx7Jnzx5At/eUJEnY2toyefJkRo8erbjjszx+/JhffvmF/fv3c/nyZb3euc9Tv359evbsydChQ3X6pyiN9n5jZ2fH6tWref/99432u/+f2b59O6tWrcLMzAw/Pz/59fT0dCZNmsT27dvJycnR2adUqVJMmjSJUaNGGVuXs2fPcuDAAQICAoiIiJB7IT6LtbU1NWvWxM3NjR49eiheWv55tMdq8+bNWb9+fZFKUDBEREQE69atIz4+nnXr1uls+/XXX/nhhx90kuvMzc1xdXXlm2++oVGjRkZ1PXXqFAsXLiQ4OJiMjAwqV66Mp6cnY8aMybdvjykGttPT0/Hz85NLjOY1kO3s7Iy7uzutWrXC2traaH7Pu964cQNJkqhRo4ZOeb6MjAzWr1+vUw63VatWfPrppybprf348WM2bNhAUFAQqampODo64unpSadOnfLdr3///kiSxNatW43imZ6eTlhYGBqNhho1aujcLxMSEti4cSOhoaEkJyfj4OBA69at6dq1q9GTCoKDg1mwYAH+/v7ytd5QHKD1Mjc3p1WrVkyePJl33nnHqK6JiYkMGTJE514FYGVlxciRI/Uq9zxL6dKlMTMz4+HDh0prAupyLSimfu4X8WrhoyZXtaGGePVZrl27Jveh1ZYYfT5JxMnJCXd3d+rWrWsyz3+DmCAUFAnmzZtXqP+fkqvfhKsyFEXXzz//nJ07d/L555/r+X3yySfs3r2btWvX0qtXL4P7b968mdGjR9OoUSOOHz/+r33y47333uP69ets2bKFzp07v/T+Bw8epF+/ftSpU4f/sXeeYVEdbx++DwqiYolYAqjYsIM1dkENVrBrYomV2GPBEiUae41do0aNvfcOiKggokGxgopSVLpU6Sxt3w9ee+LKgmI4C/zfva/LD+6c2f1xdnbOzDzt7t27Eij8FzMzMwIDA1WmZ7179y49evRAEATc3d1VPly9vb1p3749hoaGvHjxQlKtzZo14/Xr11y9elWp/uCnjB49mnPnztGkSRNu3LghHrIX9EZBFYVRU05otOY/RUWnhrwzdepUDh06lO1AQEtLiwMHDmBvb8+xY8coXrw4jRo1omLFivj5+fH27VsEQcDKykqstSElqsZgeno6VlZW3Lt3D7lcLtacqlChAvHx8dy7d4/Hjx+LtWvXr18vuU6AmzdvYmNjQ0xMjHhfy5Urh6GhIaVLl0ZHR4fU1FQSExMJCwsjISEB+HBQWLlyZfbv30+7du3UovXjQ4yoqChGjhzJ8uXLCzzqsigzYcIETpw4gVwux8zMDDc3N+DDeO3Tpw93795FLpfz7bffYmJigq6uLk+fPuXdu3cIgsCYMWPYuHGjWrSGh4czfvx4bt26Bag+wP4UxYF2165d2bFjh9rqPCrGKsA333zDmjVr+OGHH9Ty2XnlwIEDzJ49m/T0dExNTcUxAPDbb7+xfft28V5ra2tTvHhxUlJSxP9v3bqVoUOHqkXrnj17mDNnDllZWdkcLPT19Tl16hTNmzdX2Veda4OsrCzWrVvH9u3bxc/Lbbx+PFZsbW2ZNm2a5BoVpKSkMH/+fA4fPkxaWhoApUqVwtbWljlz5hAbG8vAgQN5+PBhtntesWJFTp48meM9l4J79+4xbNgwoqKisulp3bo1x44dy7HepLrGQEJCAnPnzuX06dPiPdXV1WXChAksWbKEly9fYm1tTWRkZLa/wczMjCNHjnxVtpyvYe3ataxcuZKsrCzggyHd1NQUQ0ND9PT00NbWRiaTkZCQQFhYGM+ePROz2xQrVoylS5eqzVEkNTUVS0tLvL29EQSBdu3aUalSJby8vPDz80MQBAYPHszu3btV9lfnHFBUtF69ejVP1//www8IgsDJkyeVxm737t3zW1o2NOtVaShKWosKRWm9CnD8+HHWrVuHn58f8GXrlXr16mFnZ0e/fv3UITHf0BgINRQKPt4ofglyuVzl9YrXpVwsaLRKQ2HU6uPjQ6dOnUhNTWXixInY2dmJ0Yq+vr507NiRsmXLYm9vT506dZT6enh4MHjwYOLj41m3bh0///zzf9aTG+vXr2fp0qWUL1+e3bt3061bty/ue+3aNcaNG8f79+9ZtGgRtra2EiqF2bNns3v3bpo2bcqZM2fEB3x0dDQDBgwQD4FHjBjB1q1bs/WfPHkyR48epX///uzbt09Srba2tuzdu5cWLVpw/vz5HBeD7969o3Xr1rx//54ffviBXbt2AYXTGFMYNeWERmv+U1R0asgb586dY/To0QiCwPDhw+nfvz9lypTB3d2d1atXU6ZMGWJjY6lSpQonTpzAzMxMqe+UKVNITk5m37599O/fX1Ktqsbg9u3bsbOzQ0dHhz///JMff/wxWz8HBwfGjh1LSkoKp06domvXrpLqfP78OV26dCElJQUTExMmT56MpaVltowCHxMYGIizszM7d+7Ex8cHPT09XFxcMDExkVQr/Htf/f39mTlzJufPn6dy5cr8/vvvjBgx4n8mlaO62L9/P9OnT0dLS4vp06czbtw4jIyMANi2bRu//fYbpUuXZu3atQwbNky8v1lZWezevRs7OzuysrI4duwYPXv2lFRrbGwsHTt2JDg4GG1tbaytrbG0tMTMzEw8yP74cDA0NBRvb2+cnZ25cuUKaWlp1KxZcn+TlAABAABJREFUE1dXV7UceinG6uXLl5k8eTKBgYF8//33rF69Wi2/lS/Fzc2NPn36kJWVRevWrZk2bZoYhWVvby8a/oYOHcqsWbOoXbs2Wlpa+Pj4sGLFCi5evIi2tja3bt1Syi4hBY8fP6ZLly5kZmbStWtXZsyYQeXKlXn06BHr1q3j1atXlC9fnjt37ojj+GPUtTbIyspi0KBB3LhxA7lcjoGBAZ07d8bU1BQjI6NsB9mhoaE8e/YMFxcXQkNDEQSBXr16SV4vHT7U5LOyssLDwwO5XE6xYsXQ0tIiPT0dQRD47bff8PHx4cyZM9StW5exY8dSrVo1AgMD2bNnD35+flSpUoW7d++qJU1aeHg4bdu2JSYmBgMDA0aNGkXlypV5/PgxJ0+eRCaT0bBhQ27cuKEyElMdYyA1NZVu3bqJ0U2CIKCjo4NMJkMQBObNm4erqyt37tzB2NgYa2trKlWqhK+vL+fOnSM5OZl69erh6ur6VRlz8oKDgwNDhgwBPkRX2traftH85Ovry5YtWzh48CCCIHD69GksLS0l1QqwdetWFixYQNmyZTl9+rSSY+vevXuZM2cOmZmZbNq0idGjR2frr879QVHRmtfzKVUIgiB5pKNmvSodRUlrUaCorVc/dr7V1dWlZcuWn12veHp6kpqaiiAIjBs3jrVr10quM7/QGAg1FAoOHjxIUFAQ69evJzMzk+LFi9OgQQOqVq2KtrY2gYGBvHjxAplMhpaWFn379s11UajIS67RqtH6X7l06RLjx48nJSWFUqVKYWFhQfPmzalevToPHz7kr7/+omTJkvTv359GjRqRnp6Oh4cHTk5OZGZm0qVLF86ePSv54iE9PZ2ePXty//59BEGgQYMGdO3alcaNG2NkZCQ+bGUyGYmJiYSEhIgP2xcvXiCXy2nbti2XL1+WPMVcWFgY7dq1IzY2lrJly9K6dWsEQcDDw4O4uDi6dOlCcHAwvr6+zJ07l8mTJ1O2bFni4uLYsmWLGDnyuai+/ODNmzd06NCBxMRE9PX16du3Lw0aNKB79+7ZFt1Xr15l6NChZGVl0apVKyZOnMiYMWMKnTGmKBmINFrzn8Kgc9SoUf/5PQRBYP/+/f9dzGf4/fff//N7CILA0qVL80FNzvTt2xdXV1emTp3KsmXLlNoUxjdBENixY4fKaJbNmzezcOFCvv/+e86ePSupVlVj0MLCgidPnrB48WJmzJiRY1/F39K9e3dOnjwpqc6xY8dy5swZunbtytGjR3NMM62KjIwMhg4dipOTEz/88EOOXvD5yaf39cyZM8yePZvY2Fjq16/PrFmzGDRoUKE4zMirV35OSOmVrxiTqhynFG0bNmxg7NixKvuvWbOGlStXYmlpKabNlYrffvuNbdu2UatWLU6dOpXNaS03AgICGDhwIK9fv2batGmSz1WgPFaTkpJYsGAB+/bto3jx4owYMQJbW9tcDzbVRb9+/bh58yaDBg3i77//VvrtKObcSZMmsWrVKpX9FdklhgwZws6dOyXVqpivOnXqxIULF5Ta4uPjsba25smTJyrbQX1rA8UcXqpUKdavX8+QIUO+qE6iXC7n5MmT2NrakpyczNq1axk3bpxatH7zzTds2rSJXr16IQgCjo6OTJ06lbi4OORyOQ0bNuT69etK+9Lk5GQ6d+7My5cvmT17NgsWLJBUK4CdnR3bt2+nVq1aXL9+XSlS0MvLi379+hEdHc348eP5448/svVXxxjYsmULv//+O+XKlWPNmjX069cPXV1d7t+/z88//0xISAiZmZk0b96cixcvKqU9fPv2LVZWVgQHB7Ns2TLJ04337t0bNzc3pk+fzpIlS/Lcf/HixWzcuDHH31x+06lTJx4/fswff/zB+PHjs7Ur1nllypTh4cOH2er8qXN/UFS0KuZwBZ97LgUGBiIIQrYIVy8vL0n0KdCsV6WjqGgtCutqKFrr1SNHjjB58mSKFSvGr7/+yqRJk76otFV8fDw7d+5k9erVZGZm5ppxrrChMRBqKBTExMTQoUMHQkNDGTNmDLNmzaJq1apK10RERLBu3Tp27txJixYtcHR0zNPDT6NVo/Vr8fX1ZdmyZVy6dImsrKxsC4BPoxnlcjmlSpVi0qRJ/Pbbb2qp6QQfvDIXLlzI/v37RU/Mz6Hwhhk7diyLFy+mRIkSalAKjx49YuTIkWIaFgWtWrXi9OnT+Pj40LdvX1JTU9HS0kJPT4+EhATkcjlyuZzZs2fny8H9l+Dm5saYMWPEeoeCILB3714GDBiQ7dqTJ0/yyy+/iPdfHdG3eaUwGIi+FI3W/Kcw6DQxMSEiIiLbvJkX1PU3KGqmfi3qmgNq1KjB+/fvefLkCcbGxkptvr6+tGzZEkEQeP78OYaGhtn6v379mqZNm6Kvr09AQICkWlWNQUNDQ5KTk3nx4kWudbIiIiIwMTFRi05FreH79+9/lUf1y5cvadWqFVWqVOHVq1cSKFRG1X2Njo5mzZo17N+/n7S0NKpVq8bo0aP56aefCrTuW1HwylfUdvb19aVSpUpKbQYGBqSkpBAQEJBjur53795Rt25dvvnmG968eSOZToAmTZrw9u1brly5Qvv27fPcX1FLuWbNmjx+/Dj/BX6CqrHq6urK/Pnz8fLyQltbmwEDBmBjYyO5I1huVKtWjYSEBB4+fEitWrWU2qpXr058fLzKOuUKFHOvOlLi169fn/DwcJydnVXW6PH19aV9+/akpaVx8OBB+vTpo9SurrVBhw4d8Pb2Zvv27QwbNizP/RUHdk2aNBHTk0mFwhFg27ZtDB8+XKUOQRA4ceKEykNVRZRp48aNcXd3l1QrQPPmzQkICMgxatnJyYnBgwejpaXFrVu3MDU1VWpXxxhQ3NPNmzdncxY7e/as6Fh57tw5OnfunK2/4hp1lO8wNjYmLi5O5TPgS1CsV8qXL6+W2p5GRkYkJSXluM6Ty+WYm5vj5eXFqFGj2Lx5s1K7OvcHRUnryZMnmT17NvHx8XTt2pVt27ZlM1gWhK6P0axXNVqLwroaitZ61dLSEk9PT5YvX/5VqaL//PNP5s+fT+vWrXFycpJAYf6jMRBqKBTMmzePHTt2MG3atGye75+yePFiNm3axLx58yStiZcTGq3SUBS0RkVF4eTkxOPHj/Hz8yMqKoqkpCQyMzMpXbo0+vr61KlTh7Zt29KtW7cv8jCRgsjISOzt7cUiusHBwSQlJSGTyZSK6NatW5eOHTvSq1cvtebxVpCWloaTkxNPnz5FS0sLMzMzunfvTrFixYAPaVpnzpyJt7e32Kd69erMmzcv20ZdapKSkjh16hQuLi4EBASwYMGCHNO4+vr6snHjRhwcHIiJiSlwY8ynFAYD0Zei0Zr/FAadcrkcR0dH7OzseP36NYIgMHbs2DwfwNjZ2Umk8F/i4+M5duwYq1evFn/PvXr1yvP8LmUEPoC+vj6ZmZmEhYVli65PSUnh22+/zfV7T01NpUqVKmhraxMVFSWp1twMhJGRkWhra+fYV506K1euTFpaGu/evfsq5xmZTEblypXR1dXl3bt3EihUJrffdkhICCtXruTYsWNkZWWhpaVF27Zt6d27N126dKFu3bqS6/sYJycnDh06xMWLF8XXDAwMcv3uVSGlV77C6B4cHKwUxQL/Go5yG69paWlUqlSJEiVKEBERIZlO+N8aq2fOnGHlypViHSoTExMGDBhAnz59VNallhKFIVjVfa1SpQoymYzo6Ghx3fopGRkZ6Ovro6OjIzqZSUXFihXJyMhQ+QxQoIhoql27Nvfu3VNyYFTX2kBxT0NCQihdunSe+ycmJoqpvUJDQyVQ+C+K55K/v3+2FKHR0dHUqlVLTD2nKoVoZGQkderUUYtW+HceePPmDeXLl1d5zYgRI7h48aLKqDZ1jAGFYejVq1fZjCwhISE0bNgw13uqcLwoW7YsQUFBkun8WKuqZ8CXoBirenp6hISESKBQGcWcFBERkaMDteJwvXjx4ri5uSmlPlbn/qAoaYUPY3Py5Mm4uLigr6/Phg0bVNYWK6g91v/SGqCwrVeLitaisK6GojVWFWv93J6puREbG0uNGjXU8rzKLzQGQg2FAjMzMwIDA3P0IvqYsLAw6tevj4mJCZ6enmpS+C8ardJQGLXmVOdQg3oJDAwkPDycihUrZvPgLuwEBQUREhJCmzZtClqKiCJqszCk7/oct2/fBj54nBd2iorWwqTT39+fli1bIpfL+eeff6hfv35BS8qRhw8f0rlzZwRBKJRa69SpQ1RUFK6urjRp0iRb+/z58xEEgeXLl6vsr/AeLqgIwu7du+Ph4cGdO3dyrdX1+PFjLCws+Pbbb3n58qWkOps1a8br16+5ePEi5ubmee7v5uaGtbU1tWvX5uHDhxIoVOZLDqZev37N3r17OX78uFIUb+XKlWnRogVNmzZl7ty5kmtVcPjwYaZMmVIof1c9e/bk7t277Nmzh4EDByq1devWjXv37nHjxg2aN2+usr+HhwfdunXD2NiYp0+fSqpVET3m4eFBvXr18tz/1atXfPfddxgYGODj4yOBQmU+N1YVtRt3797No0ePxHFaqVIlOnbsKI7Vr/E+zwvt2rXj+fPnODo6ZlvHtW7dmpcvX/Lo0SNq1qypsr+/vz/NmzdXS1SGwqCtyvCiIDExkebNmxMREcFvv/3Gr7/+Krap62C7Zs2axMbG4uPjw7fffpvn/oqoLHVE5iqMma9fv+abb75RalMc/AmCwNu3b1U6DcXFxVG9enW1HbpXrVqVxMREgoKCKFOmjMpr3r59y3fffUdaWhqHDh2id+/eYps6xoAiK4OqA9f09HQqVqyYq4aEhASqVq2qFqN7btGOX4Li+dasWTNcXFzyX+AnKNYsnyvBoUib2aRJE27cuCE6CqjTuFWUtH7Mjh07WLJkCampqQwaNIh169YpjeOC0qVZr2q0KijM62ooWutVRaYIVWuAL+H9+/cYGxtTrly5bFnTCiufT/iuQYMaCAsLA/iiKCaFN1lBWeE1WqWhMGqtWbMmEydO5OLFiyQlJUn6WRpypnr16rRq1arIGQfhg+dRYTIOwof7WRSMg/DBiFUYDFlfQlHRWph01q5dmxYtWhS0jC+iefPm2dJxFSYUKeVWrlypsn3FihU5GgcB9uzZA3xw1lEXJ0+e5OnTp8hkMsaPH49cLs9RP3wwGixfvhxBEGjbtq3k+vr06YNcLmfKlCk8f/48T32fP38ubtD79u0rkcK8U7NmTZYtW4aPjw+HDx+mW7dulChRgnfv3mFvb59jLTWp+Omnn7Klky8sjB49Grlczpw5c3j06JFS288//4xcLmfFihUq+6alpfH7778jCEKO2QbyE3Nzc+RyOb/++ispKSl56iuTyZgzZw6CINCpUydpBOYRLS0thg8fjouLC3fv3mX8+PGUL1+eiIgIzpw5w/z587G2tpZcx4ABA5DL5cydO5f4+HiltoEDByKXy3Ot17Rx40a1zVeK59PRo0dzvEZPT48VK1Ygl8v5448/8PDwkFzXpygcWDZu3PhV/Tdt2gSQo2E+P6lduzYA169fz9b28WsfZzr5GIVjgLrmuNz0KjA2Nmb69OnI5XJmzJghuZHtUxQpxFUZIbS1tTlx4gTHjx/Psb8iVe/XpPzMKyNGjBDn1b///puMjIwv6peRkcGePXuYPXs2giDkS93tL6FTp07I5XLs7OyyzVcfs2bNGr755huePn3K5MmT1aLtU4qS1o+ZNGkSt27dokmTJpw6dYp27dpJnur2S9CsVwuWwqS1MK+roWitVxs0aADA3r17v6r//v37AdSe/eK/oIkg1FAoUOTN/pwXEfzrkasOL3dVaLRKQ2HUun37dhwdHblz5w5aWlq0b98eKysrevbsiZGRkWSfq6Fw8v79e+RyeTYPovT0dM6dO4e3tzcJCQkYGRnRpUsXtRxeqCI6OppXr15lO5DKzMzk3LlzuLq6Ehoaio6ODnXq1MHa2rpAa/zAB49gf39/goKCSExMJCUlRUyHa2RkJNbwKMxERkbi7OzMu3fvqFixIubm5gViiM3KyuLt27cqIxru3buX7fvv0aMH1apVU7tOBb/++iu7du0qlF6On2Jra8u+ffsKpdabN2/Sr18/BEGgWbNmDBw4kBo1anz2EP3t27ccOHCAjRs3IpfLc6yvmp8oIi0UHrZaWlrUrFmTgIAA5HI5o0ePFg+B4UM0/40bN1i7di13795FS0sLR0dHyeethIQEzM3NCQgIoHjx4nTt2hVLS0tMTU0xNDRET08PHR0dZDIZiYmJhIaG4uXlhbOzM87OzmRkZGBiYoKrq+tXpdLLK1/ruS6Tybh79y43btzAxcVF8rpenzJ+/HhOnjxZKH9XNjY2nD59Gm1tbfr160e/fv1o3rw5hoaGzJw5k71792JhYcGcOXNo1KgR6enpeHh48Mcff/D06VPKly+Ph4fHV0VK5QVfX186depEUlIS1apVY8KECXTt2jVX72wfHx+cnZ3ZtWsXb9++pWzZsri6uqrFGetrxqri3t68eZMbN27w5MkTYmJipBPJh5TGnTt35vnz5xgbGzNr1ix69+5NhQoVkMlk9OjRg0ePHmFnZ8f06dPR1dUFPqzDli9fzt69eylWrBhOTk4q6wLmJ4qaeNra2sybN4/Ro0fn6HQ5atQozp8/T/ny5dmzZw+WlpZqi3y5fv26GJHbr18/ZsyYQdOmTT/b7/Hjx2zatInz588jCALnz5/HwsJCUq0bNmxgyZIlVKpUiV27dtGlSxfgw/N2/PjxYurg9u3bc+XKFaWsM1lZWfTo0YN79+4xfvx4/vjjD0m1wgdjysqVK6lcuTKHDx/O8RmZlpaGhYUFz58/x9TUlHPnzlGpUiW1jIEpU6Zw+PBh6tWrh729fZ5LXPTr1w8XFxcGDBjw1Ye2eeGnn37i0qVLCILAN998g4WFBY0bN8bQ0JAyZcqgra1NWloaCQkJhIaG4u3tjaurq7hn7N+/v3hILDVv3ryhQ4cOJCYmoq+vT9++fWnQoAHdu3fPth+5evUqQ4cOJSsri1atWjFx4kSx/qM6ot+KklZVZGZmsmrVKjZs2EBWVhY2NjYsX778s+n8pUKzXpWOoqRVQWFeVxel9erp06exsbFBS0uLqVOnMnXq1C9yTomMjOTPP/9k69atZGVlsX//fpUpiQsjGgOhhkLBzz//zKlTp2jZsiWXLl2iVKlSKq9LSUnB2tqaBw8e0LNnT44dO6ZmpRqtUlGYtcbHx+Pk5ISDgwPXrl0jPj4eU1NTevToQa9evWjWrJnkGjQUDJmZmaxdu5YDBw6IUa4GBgbMnj0bGxsbwsPDsba2xs/PD1BOS9ujRw927typtlqUcXFx2NnZcfLkSRo2bKi0EH316hXDhw/H19dX1Akoaf3rr7/UaoSLi4tjz549XLhwgadPn4qacsLMzIyBAwdiY2PzVbVA/gv3799n9+7deHt7IwgCZmZm2NrairUFtm7dyvLly5HJZGIfQRD46aefWLdu3Vfl2M8r6enprF+/nt27d2NkZKT0/UdERPDzzz+Lr308TosVK4aNjQ0rVqzIc52C/ODJkye4u7szdOjQr0rfoU5u3bqFvb09s2bNUov3el7ZsmULixcvJjMzE0EQPltsXpE6BT6MiR9//JFdu3ZJrnPv3r34+fmJ/96+favkmd+wYUPu3r0r/t/Z2ZlBgwaJ43blypVq8ySPjo5mypQpODg4ACgdAOeEYi6ztrZmy5YtKusoSUFhqC/6NRw8eJBdu3Zx+PBhatSoUdBylFBEWm3atInk5GTx+y9evDilSpXKMfJBLpdjbGzM4cOH1RaVe/fuXUaPHk14eLioU1tbGwMDA/T09MSD7MTERMLDw0lPTxe1GhgYcODAAbU5C+XHWI2Li1PL+io6OpoxY8bg6uoqzqvGxsYYGxsD4OLigiAI6OrqUqtWLdLS0ggICCAzM5PixYuzadMmRowYIblOuVzOsGHDsLe3F79/fX19tm3bRo8ePZSuTUxMxNraWkzfamJiwqtXr9Q2f2zbto3ff/+drKwsUWfjxo3Fem2fHmR7e3sTHR2NXC6nWLFirFy5kokTJ0quMzU1la5du/L06VMEQaB06dIIgkBiYiLwwWnI29uba9euYWFhwcSJE6latSpBQUFs27aN27dvo6enx927d9XiMJaQkICFhQX+/v4IgkDdunVp2LAhU6dOzZatwdfXl+7duxMTE0PZsmUZOHAge/fulXwM+Pr6YmFhQXJyMiVLlsTCwoIaNWqwevXqHPt4eHjg5+fHoUOHuHv3rtqM7gr+/PNPNm/eLBqEc1sHKJ7/VapUwdbWlkmTJqlFowI3NzfGjBkjRoYKgpCj49fJkyf55ZdfkMlkCIIgrrHUtYYoSlpzwtPTk/HjxxMQECA6uhWULs16VRqKklYFhXldDUVrvTpv3jx27NiBIAgUK1YMMzOzbIb3j51EvLy88PLyIjMzE7lcztSpU3PN4FPY0BgINRQKXr16Rfv27UlPT8fExIS5c+diaWkpHlbHxcXh7OzMmjVrePnyJYIg4ODgoJaULRqtGq0fk5mZye3bt3F0dMTBwYHXr19jYGBAz5496dmzJ506dcqx2LaGokVWVhaDBw/m+vXr2YxXgiCwfv16rl27hoODA+XKlcPc3JxKlSrh6+uLu7s7crmcVq1a4eDgQLFixSTVmpiYSLdu3Xj+/DlyuRxLS0vOnDkDQFRUFB06dCAsLAxtbW169+5NvXr1KFmyJA8fPuTy5ctkZmby3XffYW9vrxYj0c2bN7GxsSEmJka8t+XKlcPQ0JDSpUujo6NDamoqiYmJhIWFkZCQAHy475UrV2b//v20a9dOcp3w4SBrwYIFyOVypXFQtmxZzp07h5eXFzNmzAA+GDEVh0NeXl4IgkDXrl05deqUpBozMjIYOHAgrq6uyOVyWrRoIaa8SUxMpEuXLrx69Qq5XE7Lli2pV68eurq6PHz4UDwgLCjnEA35iyK9zYMHD4iIiODBgwc5XmtgYEBycjINGjRg0qRJakuD9SmZmZm8fv1aNBjKZDJmzZoltjs7OzN06FC6devGzJkzCyQtrZeXF+fOneP27dv4+vqqjFyqUKECdevWpUOHDvTv35/GjRurVWNRPMQoKkRHR3PkyBGcnJx48uRJjobB0qVL06pVK/r168ewYcPUvh5MTk5m//79nD9/Hk9PTzIzM3O8tnjx4rRs2ZL+/fszatQoSpYsqTadRXGsOjo6smfPHtzc3D6bFktPT48ePXowZ84ctXrvZ2Vl8eeff7J9+3bRqW3fvn0qD9wTExOZPXs2J06cEA116vxOHj16xNq1a7l27RppaWlKbQoDwMeUKFGCbt26MXv27C+KOMwv4uLisLW15dy5c+J9Kl68OFOmTGHp0qWEhYXRs2dPXr9+rXQgL5fL0dXVZd++ffTq1UttesPDw5k6dSpOTk5A7kaX58+fM3z4cNGooS6jy+3btxk/fjwhISGixtw+09DQkOTkZORyOcWLF2fdunWMGTNGUo2fkpaWhru7O25ubvj5+REUFERSUhIymUzMeFKtWjVMTEzo2LEj7du3LxCnO4CkpCROnTqFi4sLAQEBLFiwIMdU176+vmzcuBEHBwdiYmLUPi8XJa05kZKSwm+//SZGtBa0Ls16NX8pSlqLEkVlvQpw6dIl1qxZg5eXl/iaKgP8x+uWJk2aMG/ePLU+//MDjYFQQ6HB0dERGxsbEhMTxR+cnp4egiCIh8MKz8FVq1YxYcIEjVaN1gLTquDFixfY29vj6OiIp6cnJUuWpHPnzvTq1Yvu3bvnOXWKhsLDvn37mDFjBjo6OsyePZsBAwagp6eHu7s7s2fPJi0tjeTkZExMTLhw4QKGhoZi3/v37/PDDz8QGxv71cXt88KSJUvYsGEDFStWZOfOnVhaWoptv/32G9u2baNWrVqcOnWKOnXqKPV98uQJ/fv3JyYmhjVr1kj+u3r+/DldunQhJSUFExMTJk+ejKWlZa7e1YGBgTg7O7Nz5058fHzQ09PDxcUFExMTSbXevXuXnj17IpfL6datG71796ZYsWJcunQJBwcHDA0NSUxMJCsri6NHjyqlu7px4wbDhw8nJSWFv//+m0GDBkmmc9OmTSxatIhSpUqxYsUKhg0bJqY6W716NatWraJSpUrs27ePjh07KvV1cHBg7NixpKSk8NdffzFkyBDJdGooXHh4eFCjRg2qVKlS0FJyJSkpiWLFioljujCQkpKS7XBQ3RvWT7l9+zZAoakx+r9MREQEkZGRJCUlkZWVRalSpdDX1y9U6edTU1N5/fp1jgfZtWrVUkt0uypWrlyJIAjY2dkVyOf/F2QyGT4+Pvj5+REZGUlycjKZmZniGDAxMcHU1LTAnQVfvnxJQEAAjRs3zjWNeGBgIA4ODjx58oSQkBAuXLigRpUfDgk9PDzw9fUlODiYxMRE0tLS0NHRQU9Pj6pVq1K3bl1atWqVY3YZdRAdHc3z58/R0tKifv36SpE20dHRrFmzBgcHB8LDw6lYsSIWFhbMnDlTzDShbnx9fXF1dSUgIIDBgwfnmO0mPT2d06dPY29vL46B6OhoyfVlZGTg7OzMgwcPiIyMVEor/inVq1encuXKdOrUifHjxxfYPf1fJygoiJCQENq0aVPQUj5LYdT6zz//4O/vD8Dw4cMLWM2/aNar/42ipLWoUpjXqx/j7+8vGt5zW6906NBBLen6pUBjINRQqAgODmb9+vVcuHAh2+K0ZMmSWFpaMnPmzAKr7fUxGq3SUJS0fkpUVBQODg44ODjg4uJCamoqLVq0wMrKikGDBkleMDg/jFCCIKilVkJR0Nq9e3c8PDxYvHixGCGm4NChQ/zyyy8IgsDhw4dV1vnav38/06dPp3379tjb20umE6Bp06a8efNGZY5zRdvJkydz9Mo8efIk48aNo3nz5ty8eVNSrWPHjuXMmTN07dqVo0eP5ukQLSMjg6FDh+Lk5MQPP/zA7t27JVQKQ4cOxd7enlGjRrFlyxaltunTp7N//34EQWDRokXY2tpm6//HH3+wYsUKOnfuzPnz5yXT2bp1a16+fMmmTZsYPXq0UlubNm3w8fFhz549Yt2fT9m9ezezZ89Wy1jVoEGDBg0aNGjQoOFL+DgtvgYNGjRo0KBBGjQGQg2FlsDAQCIjI8nIyKBChQrUqlVL8jR9X4tGqzQUJa2fIpPJuHnzJg4ODly9epXRo0czb948ST/TxMSEiIiIbClu8oK6UigUBa2K+lzPnj3LFhXw9u1bzMzMEASBV69eUbly5Wz9g4ODadSoEeXLl+ft27eS6QSoVKkS6enpBAcHZ6vPV7lyZdLS0ggPD88xAicxMVGs/aJI+SMVdevWJSIigvv3739VBODLly9p1aoVVapU4dWrVxIo/JfatWsTHR3NgwcPqF27tlKbv78/zZs3RxAEHj58qNJTTHFNhQoVeP36tWQ6Fd/x69evs9Xxq1KlCjKZjKCgIMqUKaOyf0xMDDVr1qRcuXIEBgZKpjOvWFtbIwgCly5dKmgpn2Xy5MkIgsC2bdsKWspnKSpai4pODdIREhLCs2fPxGdUixYtKF68eEHLEomJicHV1RU/Pz9SU1OpUKECzZs3p02bNoXiQDsmJkb0yE5OThY9sqtWrapy3aIuVq9eTalSpfj5558LNCrs/xtpaWk8fPiQ0NBQdHR0qFOnjlpToH4piuiBwoC7uzu6uroFktpaKjIzM4mJiUFbW1uttceLOi9evMDNzQ1fX98c51UTExMsLCxo1KhRgWqNjY1FEASV3++VK1ewt7cXo107derE4MGDC+TZmpmZyYULF3B3dycpKQljY2OsrKw+W7vXzs5OrEmtLt6/f49cLs+2z0pPT+fcuXN4e3uTkJCAkZERXbp0KXBn9hcvXuDr60tgYCBJSUmkpKSIkU5GRkbUrVsXU1PTAtUI8O7dO+7evSt+/999991n53+FM6u60zcWJa2fo0OHDmhpaXHr1q2ClgIU3vXq/zc0BkINhR5F2G5RQKNVGoqS1pyIi4ujXLlykn6GXC7H0dEROzs7sRbG2LFjqVSpUp7eRx0pn4qC1ooVK5KRkaHS6CaTyahcuXKuRsrk5GQMDAzQ1tYmKipKMp0A9erV4927d7x8+TJbusBatWoRExNDSEgIpUuXVtk/KSlJrP8XGhoqqVaFMevdu3dfdQCkuPe6urq8e/dOAoX/ohgDqoyrKSkpfPvttwiCkKPxNTU1lSpVqkg+BhSGTFUGQmNjY+Li4nK93wqdJUuWJDw8XDKdeaUo1X3QaM1/iopODV+Hu7s7+/fvF2vnNmrUiF9++YUmTZqQkZHBtGnTOH78uFj3Cz6MiTlz5vDLL7+oRePYsWMRBIE9e/YovZ6ZmcmKFSvYvn07qamp2fpVr16dZcuW0bdvX7XoVJCVlcXZs2e5ePEibm5uxMbG5nht2bJlMTc3Z+DAgfTr10+tBk3Fb9vExIQDBw7QsGFDtX32/zK3b99mx44dxMfHKznWyOVy1q1bx9atW7PVz6xduzaLFy+md+/e6pZLSEgIV65cEVN2KQ4HFQ6DJUuWFA+yzc3N6dOnj1I6f3WgGKuDBw9m8+bNhd6g/f79e44dO0ZoaCjLli1Tartz5w5r167lzp07yGQyAPT19bG2tmbmzJkYGxurVWtAQABbt27lzp07SsahMWPG5JoCUd0H28ePH2fdunX4+fkBuTu0KubRevXqYWdnly2ri5TI5XK2bNnCzp07xb1ctWrVWLBgAT/++COpqamMHj0aR0dHpb9BEATq1q3LyZMnqVGjhtr0BgQEMGTIENHZ8+NI0YEDB7J9+/Yc9y3qWh9mZmaydu1aDhw4INZ1NTAwYPbs2djY2BAeHo61tbXS2FD8DT169GDnzp2Sn/98TEBAAFu2bOHSpUtflCq4QoUK9OvXjxkzZuRa6kMKZDIZc+bM4fDhw0rrvEqVKjF//vxsGXE+ply5cmhpaeW6xslPipLWL6Wg91hFZb2qICUlBVdXV6X1SmJiIikpKaIxU7FesbCwoHPnzoWqNMaXojEQaihUZGRksHfvXi5fvoyPjw9RUVHI5XJiY2Px9fVlz549TJgwgZo1axa0VI3W/6daV69ena/vJ0VUob+/Py1btkQul/PPP/8USu9gBYVZa4MGDQgLC+Pq1au0bt06W/uuXbsAGD9+vMr+T58+pWPHjmqJdBsxYgSXLl1i/vz5zJkzR6lt2LBh2Nvbc+zYMXr27Kmy//nz5xk1ahSNGzfG3d1dUq3NmjXj9evXXLx4EXNz8zz3d3Nzw9ramtq1a/Pw4UMJFP5Lw4YNCQ0NxdXVlSZNmii1PXnyBHNzcwRByDEa0tfXl5YtW1KpUiVx8ygF/fv35+bNm6xfvx4bGxultr59++Lq6srly5dzrJ9w/fp1BgwYgImJCZ6enpLpzCsFvXnJCxqt+U9R0akh76xZs4ZVq1YByoetJUuW5MyZM1y5ckWMHP3mm2+oWLEib9++JS0tDUEQsLGxYf369ZLrVDUG5XI5I0aM4PLly8jlcsqVK0fLli3R19cnPj6ehw8fihkScko/LQXPnj1j1KhR+Pn5Kd3T0qVLU7p0aXR0dEhNTRUjCRQIgkDDhg05cOCA5HV9FSjuq66uLllZWfz666/Y2toWmSwhhZHly5ezbt065HI5ZmZmuLm5iW2jRo3iwoULYh33qlWroquri7+/PxkZGQiCwO+//86sWbPUojUpKYm5c+dy/PhxMjIyviiDiCAIaGtrM3LkSFasWKG2g7ePD/dr167Ntm3baNu2rVo+O684OTkxYcIEYmNjMTU1VRoD27ZtY8GCBcjl8mz3WxAEypQpw8GDB+ncubNatNrb22NjY0NKSko2Y1WtWrU4e/ZsjsYqda4Npk6dyqFDh5DL5ejq6tKyZUtMTU0xMjJSmlcTExMJDQ3l2bNneHp6kpqaiiAIjBs3jrVr10quE5R/5x8jCAJbt27l6dOn7Nq1C319fX788UeqVq1KUFAQJ06cICYmhtq1a+Pm5pajM2l+EhcXR8eOHXn79i2lSpWiX79+VK5cmcePH+Pi4oIgCHTs2JELFy6gpaWVrb86xkBWVhaDBw/m+vXrKu/p+vXruXbtGg4ODpQrVw5zc3MqVaqEr68v7u7uyOVyWrVqhYODg1qebUePHsXW1haZTIZcLqdEiRLUrVtXdADW0dFBJpORkJBAWFgYvr6+4pqqZMmSbNu2jQEDBkiuEz7c2/79++Pq6opcLqd69eriXjkuLg5BELC1tWXRokUq+6tzDigqWn18fPJ0fevWrREEAQ8PD6XxrY6zuKK0Xs3KymLdunVs375d/A6/xEnkm2++wdbWlmnTpqlDZr6hMRBqKDT4+/szYMAA3r59m22h+P79ex49ekSnTp0oVaoUu3fvVlnzS6NVo1VqFA/5LyWnugmK16VaLFhaWuLp6VnojG6qKKxaR48ezblz52jVqhWXLl3K82GEjY0NZ86coWfPnhw7dkwilR/w8PCgZ8+eCILAsmXLmDhxorih8vT0pFu3btSqVYurV6+ir6+v1DcgIAArKyvCwsJYuHAhM2fOlFTrokWL2LRpE9WrV+fEiRN5ihx4/vw5Q4YMITAwMNfFeH4xceJEjh07RqdOnThx4oQ4BmQyGT/88IO4iZ02bRpLly7N1n/BggVs3bqVnj17cvz4ccl0Xr16lR9++IFSpUrx999/Y2VlJbZdu3aNQYMG0aJFC+zt7bON45iYGHr06MGrV6/Uck/zQlEyEGm05j9FRaeGvHHz5k0xqsLCwoJ+/fqhp6fHnTt32L9/P8bGxoSFhVGyZEl27txJjx49gA8OZNu2bWPp0qVkZmZy9uxZunTpIqlWVWPwyJEjTJ48GS0tLezs7Jg+fbpSlENmZiZ///03dnZ2ZGVl4eTkRKtWrSTVGRQURMeOHYmNjaVChQqMGjUKS0tLTE1NVUYvxMbG8uzZM5ydnTl06BBRUVFUqlSJ27dv8+2330qqFf69r/fv32fixIl4enrSqFEjVq5cSadOnST//P81Ll68yIgRIwAYMGAAU6ZMoWXLlsC/47VYsWLMnj2bGTNmiFFwcXFx/PHHH/z5558IgoCjoyNt2rSRVGtqairdunXj6dOnyOVyWrZsiaWlJWZmZhgaGqKnp4e2trbSQba3tzfXr1/n/v37CIJAixYtcHBwUEt2GcVY3b59O/PmzSMhIYHRo0ezYMGCbOvpguTp06dYWloik8moUaMGv/zyC+PGjQPg7t279OzZE7lcTocOHbC1taVevXqULFkST09P1q5di6enJ2XKlOHOnTuSRxL5+fnRoUMHUlJSMDU1ZdKkSaJxaOfOnURGRmJkZMSdO3dUpshU19rg49/Or7/+yqRJk74oGiw+Pp6dO3eyevVqMjMz2b17N4MHD1aLVl1dXebPn4+1tTXFihXj0qVLLF++nKysLNLT06lWrRrXr19Xytjz7t07unTpQkhICEuWLGH69OmSagVYsWIFf/zxB1WqVOHq1atKjt/Ozs6MHDmS5ORklY6voJ4xsG/fPmbMmIGOjg6zZ89mwIAB6Onp4e7uzuzZs0lLSyM5ORkTExMuXLigFN18//59fvjhB2JjY9m8eTOjRo2STCfAP//8Q69evcjMzKRjx47MmDEDc3PzXOfItLQ0bt26xdatW3FxcUFbWxtHR0fx2SElBw4cYNq0aZQoUYIdO3YwcOBA4EOU1po1a9i4cSOCIHDkyBGlPa0Cde4PiorWvJ5RqkIQBMkjHYvSejUrK4tBgwZx48YN5HI5BgYGdO7c+bNOIi4uLoSGhiIIAr169eLo0aOS6sxPNAZCDYWCuLg42rdvT1BQELVr12bOnDm0aNGC7777TpxQ4+PjsbW15fTp0+jq6uLu7k6dOnU0WjVa1arz4MGDBAUFsX79ejIzMylevDgNGjSgatWqaGtrExgYyIsXL5DJZGhpadG3b99c06Ts2LFDEp2//voru3btKnRGN1UUVq0PHz6ka9euZGZmYmhoiLW1NcbGxkyZMiXHPqGhofj7+3PgwAFOnTqFIAhqOcSEDxGNc+fORS6XU7VqVaysrGjevDnGxsZcuXKFLVu2ULlyZcaOHUvjxo1JS0vDw8ODo0ePkpCQgJmZGdevX5f8wCUhIQFzc3MCAgIoXrw4Xbt2FReGisMhhZejYrHl5eWFs7Mzzs7OZGRkYGJigqurq+Rerr6+vpibm5OSkoKxsTGWlpYIgoCzszNv3ryhSZMmREREEBUVxebNmxk2bJjY9+DBg9ja2pKZmcnx48fFQ26pUBheBUGgVatW9O3blxYtWlC9enV27drFxo0badiwIb/88ovS9799+3ZCQkKoVq0ad+7coWzZspLqzAtFyUCk0Zr/FAadv//++39+D0EQVDoQ5De7d+/Ol/dRHCpLxZAhQ3BwcGDo0KH89ddfSm0rV65kzZo1CILA6tWrmThxYrb+irmud+/eHD58WFKtqsZgjx49+Oeff3J0DFGg+Fv69+/P/v37JdU5bdo0Dhw4QIsWLTh16lSeDBfv379nwIABPHz4kDFjxrBx40YJlX7g4/ualZXF5s2bWbVqFWlpaXz//ff8+uuvKjM3FAR59crPCSnXt927d8fDw4NJkyaJkbkKunXrxr1793KNEJwzZw67du2iT58+HDp0SDKdAKtWrWL16tVUrFiRAwcO5JjZQBV3795l5MiRREZG5mg4yG8+HquhoaFMnToVZ2dnypUrx8yZMxk3bpxaIq4+x08//cSlS5fo1KkTx48fV9p7Dh06FHt7ewYPHszff/+drW9mZib9+/fn1q1bapkDpk6dysGDB2natClOTk5KDhbBwcH06tWLwMBABgwYwN69e7P1V9faQOHAunz58q9Ka/3nn38yf/58WrdujZOTkwQK/0UxB6jSum3bNn777TcxXbbCwPExx48fZ8KECTRv3pybN29KqhWgbdu2vHjxgp07d/Ljjz9ma1cYPHV0dLh37162zFHqGAOKe7p48WJmzJih1Hbo0CF++eUXBEHg8OHDKp3W9+/fz/Tp02nfvr1Yh04qfvzxRxwdHRk2bNhXnS1NmjSJo0ePYmVlpRZjhmIdZWdnx9y5c7O1z58/nz///JPKlSvz8OFDypQpo9Suzv1BUdHatWtX7t2795/fJy4uLh/U5ExRWq9u374dOzs7SpUqxfr16xkyZIjKiOZPkcvlnDx5EltbW5KTk1m7dq3ke6v8QmMg1FAoWLNmDStXrqRJkyZcuXJFnFhVTaiKiI4xY8awadMmjVaNVrXqjImJoUOHDoSGhjJmzBhmzZpF1apVla6JiIhg3bp17Ny5kxYtWuDo6Kj2GopPnjzB3d2doUOHZqtJVtgozFpPnz7N9OnTSUxMBPjsAs/IyEipfsrs2bPz5YD5S3Fzc+P333/n0aNHAJ/1JFNEsg4cOJCNGzeqzTgUHR3NlClTcHBwAD6vE/5N52Btbc2WLVvU5rnt5OSEjY0N8fHxok65XE6tWrW4fPkyT58+ZdiwYcjlcipUqIChoSEhISHExsYil8u/erP2NRw7doylS5eKXmtfgiIFzr59+7LNZQVNYTAQfSkarflPYdBZqVIl0tPTv7q/1NkCPiY/vIcBybXWqVOHqKgolamZnz9/Ttu2bREEgSdPnqisiaVI3ayO9N2qxmC1atVISEjIUZ+CoKAgGjdurBadinTYLi4uNG3aNM/9FRk6qlatyrNnz/Jf4Ceouq+vXr1i4cKFODg4IAgCbdq0wcbGhr59+xZoHfKi4JVvaGhIcnIyz549w8jISKmtatWqJCYmqqxRrSAwMBBTU1PJ06EDfPfdd/j6+uaa9j43HBwcGDJkCPXq1cuXw9DPoWqsHj58mKVLl/Lu3Tu++eYbfv75Z0aPHl2ga6gaNWrw/v173N3dadSokVKbohZ5TunwAR4/foyFhQXGxsY8ffpUUq2mpqYEBQVx6dIlOnbsmK3d09OTrl27IpfLVabHV9faQDHXv3nzRmUk4+eIjY2lRo0alC1blqCgoPwX+BEKrT4+PtmiasLDw6lXrx6CIKhshw8Org0aNKBMmTIEBwdLqhU+1PFLSUnB19dXKZrxY6ytrbl9+zZ9+vTh4MGDSm3qGAPVq1cnPj5e5bz69u1bzMzMEASBV69eUbly5Wz9g4ODadSoEeXLl+ft27eS6YR/a9F7eXlRrVq1PPdXPAMqVqyIv7+/BAqVUdzbx48fq0wlnJaWxnfffcfbt2+ZMWMGixcvVmpX5/6gqGjNyspiw4YNrF69moyMDMaOHcuKFStyDFQoqD1WUVqvdujQAW9vb7Zv367kBP6lKBwdmjRporaauf8VjYFQQ6Ggffv2PHv2jCtXrtC+fXvxdVUT14sXL2jTpo1aFrAarRqtnzJv3jx27NjBtGnTshV//5TFixezadMm5s2bJ0mtQQ3qITo6mjNnzvDgwQMiIiI4d+5cjtcaGBgA0LFjRyZNmqS2Wh6f8ujRI65evcrjx4/x8/MjMjKS5ORkMjMzKV26NBUqVMDExIS2bdvSp08fteVx/xQvLy/OnTsnFnyOiYnJdk2FChWoW7cuHTp0oH///jRu3FjtOqOjozl+/DheXl5oaWlhamrK8OHDRYPqhQsXmDVrFpGRkWKfUqVKMXXqVOzs7NRaTDstLQ0HBwfx+/f39yc1NVXpGh0dHWrWrEnbtm3p27evWiJcv4bbt28D5CnCoKA4cuQIAMOHDy9gJZ+nqGgtDDrj4+M5duwYq1evJiYmRkwX8yVpxj5GHU4Cvr6+7N+/n927dyOTyRAEgaZNm+Y5uuXKlSsSKfxAxYoVycjIIDw8PFvK46SkJAwNDREEgZiYGJWeuqmpqVSpUgVtbW2ioqIk1apqDVqlShVkMhlRUVEUL148x75paWlUqlRJLTorV65MWloa7969U4rG+VJkMhmVK1dGV1eXd+/eSaBQmdwOpu7fv8/SpUu5desWgiBQtmxZrKys6NOnDx07dkRPT09yfR/z999/c+jQIR4/fvyf3kdKr3yFcUCRmvdjFAfxuY3XjIwM9PX10dHRUVrHSIHi96NK65eQkpLCt99+S8mSJQkPD5dAoTI5jdXU1FR27NjB5s2biY2NpVixYnTp0oX+/ftjZWX1VQal/4LivqqaAxTzQ3R0dI610BRjoESJEkREREiqVeF4ExwcnOPvWRFl0rRpU1xdXZXa1HWwrTAMvH79+qscWN+/f4+xsTHlypUjMDBQAoX/oviOg4KCskUwJSQkULVqVQRBICQkROWaQPHsVcf3D//OS6rWAQq8vLwwNzdHLpdjb29Pu3btxDZ1jAHFWkXVOFU8M3PTkJycjIGBgVrWAN9++y2pqan/eV4tVaoUYWFhEihURjEHREZGoq2trfKay5cvM3z4cHR1dfH09FQyfKrTuFWUtMKHdNPjxo3j5cuX1KpVi507d/Ldd99lu66gDIRFab2qmKdymjc/R2JiopiKNDQ0VAKF+Y/GQKihUKDwfPx04lU1cSkmBXVsYjRaNVo/xczMjMDAQJ4/f66Ua14VYWFh1K9fHxMTEzw9PSXVlVOtw8JIUdH6NTrDwsKoUqXKF6Uf0JCdlJQUkpKSkMlklChRgtKlS3/VRqcgkMlk3L9/n/DwcCpWrEirVq3EOj8FTUJCgmggLlWqFGXLltWMUQ0a8sDDhw/p3LkzgiAUunTYn6KoO1pYtSoiXTw8PKhXr1629hEjRiAIQraIAQX+/v40b95cLV75qtagFhYWPHnyhAcPHlC7du0c+758+ZJWrVqpxSNfEZFz/fp1WrRokef+Co/s6tWr4+XlJYFCZb7kYOr27dvs3r0be3t70tLSEASBYsWK0axZM1q0aEGTJk2+yqP7a1FkOimMv6vOnTvz6NEjTp8+jaWlpVKbubk5T58+zVWzt7c37du3x8jIiOfPn0uqVRFBnFM0xudQZ7QjfH6sxsfHs23bNg4cOEBYWBiCIKClpUXTpk2xsLAQx+rXRPXkhRYtWuDv78+tW7cwMzNTamvatClv3rzJde+qiHZSx3ylMLwFBARQoUIFlddERUXRrFkzEhIS2LhxI2PGjBHb1HWwrUgxmVt63tzYtGkTixYtol27dmLGFKlQROaePHmSbt26KbU5OTkxePBgBEHI8Rnh6enJ999/rzbn69atW/Py5UvOnDnD999/n+N1M2fOZM+ePdSoUQN3d3fRUKeOMdCgQQPCwsK4evWqypTXu3btAmD8+PEq+z99+pSOHTuqJYtAmzZt8PHx4dChQ/Tu3TvP/a9cucKwYcNo2LAhd+/elUChMo0bNyY4OJjbt2/n6vjbp08fXF1dsbCw4OLFi+Lr6jRuFSWtCmQyGYsXL2bHjh0UK1aM6dOn89tvvyk5CRWUgbAorVdr1qxJbGxsjpHXnyMiIgITExO++eYb3rx5k/8CJUBzOqShUKAwCH2Jd6XCU6CgDo01WqWhqGhVeFVVrFjxs9cqUiBKnVYEPjzAJk6cyMWLF0lKSpL88/4LRUVrzZo1mTBhQp50GhgYaAwv/4GSJUtSsWJFjIyMqFixYpExDgKUKFGCDh06MGjQIDp16lRojIMAZcqUoUqVKhgaGlK+fPlCNUbfvXvH+fPnOXLkCLdv30Ymk322j729veT1PHIjJiaGJ0+ecOfOHZydnXFzc+Phw4dq8brOD9LS0rhz5w5nz57l1q1bpKSkFJiWjIwMHj58iJub2xd72Ht7e+Pt7S2xMmWaN2+OqampWj/za+natWuB1JL+Upo0aQLAli1bVLYfOnQoR+MgfEj9DR/SFKkLDw8P8RBl5MiRyOVytm7dmmufDRs2AB/GjtQo0vHNmDEjz/NQZGQk06dPRxAEunfvLpHCvNOhQwcOHDiAj48PK1asoH79+mRkZHD//n3++uuvXOtBS8GcOXNyTIVX0AwdOhS5XM6sWbOypQf86aefkMvl4nhUxbJlyxAEAQsLC6mligftX1uXdenSpQiCQNu2bfNT1ldTtmxZ7OzseP78OceOHaNHjx4IgsCDBw/YuHEjP/30UzaDnRT07t0buVzOwoULyczMVNmWW20xRW1CdcxXCseQy5cv53hNxYoVmT9/PnK5nAULFuDr6yu5rk8ZN24ccrmc5cuXs3Dhwi92So6MjGTRokXiWJ0wYYLESj+k45TL5cyZM4eXL1+Kr7969Ypff/1V/H9O88C6desQBAFzc3PJtcKH2qhyuZxff/01V0efxYsXU7VqVd6+fcvw4cO/aI+QX7Ru3Vocf59mYoEPhsGcjIMAmzdvRhCErzKC5JXBgwcjl8v55Zdf8lzv8tq1a0yZMgVBEPjhhx8kUqhMu3btkMvlLF68ONt89TEbNmygZMmS3Lp1iyVLlqhF26cUJa0KSpQowapVq7h48SLffvstGzZsoHPnzrx48aJAdUHRWq8q9itfW+tQUQpLHc/V/EITQaihUKDIMb5ixQqlDZ8qz4a9e/dia2urloLPGq0arZ9St25dIiIicvQm+xgPDw+6deuGvr4+AQEBkuravn07jo6O3LlzBy0tLdq3b4+VlRU9e/bMlje/oCkqWouKzi/FyckJR0dHMeVkhQoVaNasGQMHDsw1CkIdvHjxAl9fXwIDA0lKSiIlJQUdHR309PQwMjKibt26BXY4b2ZmRsmSJVm1alWhTcVZFJHJZMyZM4fDhw+TlZUlvl6pUiXmz5/P6NGjc+xbrlw5tLS0JK3p9DFZWVmcPXuWixcv4ubmluvnli1bFnNzcwYOHEi/fv3UHi0dHBzM/v378fb2RhAEzMzM+Pnnn8WD7XPnzvHrr79mS4dra2vLnDlz1Kp13bp1bN68mYSEBPE1U1NTFi1alC0K5mPU/f0rsLW1Zd++fYUuekgVU6ZM4ciRI4VS69mzZxkzZgyCINCnTx8GDx6MsbHxZw/R09LSOHbsGHPmzCEtLS1bVIkUfFp/7ttvv6VevXrcunULuVzO3LlzsbOzU+rj6+vLqlWrOHPmDIIgcOLECckPMt69e0e7du2Ijo6mTJkyDB06FEtLS0xNTfn222+V/oasrCzCw8Px8vLC2dmZEydOEBcXR5UqVXB3d1eLEexrPdeDgoK4efMmN27c4NatW5KvrT9l9OjRnD9/vtD9rrKysujTpw9ubm6UK1eOn3/+mX79+onrpqFDh+Lo6Mjw4cOZO3cu1atXBz7UAF++fDlOTk6ULFkSNzc3yVPOP3jwgO7du5ORkUHLli2ZPn06nTt3zjV1bGJiIjdu3GDLli14enqira3NtWvXvqp+UV75mrEaGRmJk5MTLi4u3Lx5k8jISElTzMKHencdOnQgJCSEZs2asXDhQjp16oQgCMTHx9OxY0dCQ0PZsmULQ4cOFftlZGSwdetW8UD7cxFd+cGOHTuYN28eenp6bNy4kUGDBql0XJPL5VhZWeHu7k716tU5efIkDRo0UGvki6K0iCKC2czMDFNTUwwNDdHT00NHR4e0tDQSEhIIDQ3Fy8sLLy8vMjMzkcvlTJ06leXLl0uu8/3793Ts2JHAwECKFy9OnTp1EAQBX19fMjMzGTJkCH5+fnh6ejJs2DB++eUXjIyMCAoKYsuWLZw4cQJtbW1u3bqlFuebyMhI2rVrJ2aOsrCwoEGDBgwfPjzb3Orp6Unv3r1JSUnB2NiYMWPGsGjRIsnHwMOHD+natSuZmZkYGhpibW2NsbFxrs4poaGh+Pv7c+DAAU6dOoUgCJw9e1by/WN6ejo9e/bk/v37CIJAgwYN6Nq1K40bN8bIyEgcqzKZjMTEREJCQvD29sbZ2ZkXL14gl8tp27Ytly9fzjV1en7h7e1Np06dyMjIoG7duuL33rJlS9HBXsHhw4dFA2b//v2ZMmUK33//vdrmgKKkVRXx8fHMnj2bEydOUKJECRYsWMC0adMKLIKwKK1Xr1+/zsCBAwHo168fM2bM+KJ1x+PHj9m0aRPnz59HEATOnz+vFges/EBjINRQKDh58iTjxo1DV1eXDRs2iPVmPp24/P39sbS0JDY2lg0bNjB27FiNVo1Wter8+eefOXXqFC1btuTSpUs5RgmlpKRgbW3NgwcP6NmzJ8eOHVOLvvj4eJycnHBwcODatWvEx8djampKjx496NWrF82aNVOLji+hqGgtKjpNTEzQ0tJS8hyFD1Gvo0aN4t69e8CHDbcCRSqksWPHsnLlSnR0dNSmNyAggC1btnDp0iWio6M/e32FChXExZnicEsdKOYgQRCwtbXFzs4uxxoEGr6MrKws+vfvj6urK3K5nOrVq4vpwuLi4sR7vWjRIpX91bmpefbsGaNGjcLPz0/pt1O6dGlKly6Njo4OqampomFbgSAINGzYkAMHDqitxuf58+eZOHEiqampolZBEDAwMODSpUu8ePGCkSNHkpWVRYUKFTA0NCQkJITY2FgEQWDEiBGfjYrKLyZMmMCJEyeQy+WUKFGCsmXLikbLYsWKsXbtWmxsbFT2LahN7a1bt7C3t2fWrFmFNpJIwcWLFzl+/Dhr164tlA4ts2bN4u+//xYPAgRByNXg27ZtW/z9/UlLS0Mul2NhYcH58+clj4ZetGgR/v7++Pn58fr162xRBJ+m47p16xZ9+vQBPjxrp0yZwsqVKyXVqMDX15cxY8bg5eWldMCipaVFqVKl0NbWJi0tjZSUFCWnDLlcTpMmTdi3b5/anIUK6jf8X9m0aRMbNmzg+vXrBVa7OSdSU1OZNWuWWLsVPmRnMTIyQldXlxcvXojjQk9Pj4yMDPFZUbZsWfbt25erY0Z+cu7cOaZMmUJSUpK4DjU2Ns7xIDswMJCsrCzkcjl6enrs2LFD/J1JTX6M1WfPntGoUaP8E5UDvr6+DBs2jFevXiEIAuXKlaNp06ZUr16dhIQEzp07hyAIVK9enYYNG5KWlsajR4+IjY1FLpdjZ2fHvHnzJNeZlpZGz5498fT0RBAEypQpQ506dVi6dCkdO3ZUujYiIoKuXbvy5s0b0ZDk7Oys1vnj0qVLrFmzRimdnSrnr4/XiE2aNGHevHn06tVLLRrhgwPF2LFjxf2egv79+7Nr1y5ev35Njx49sj1rFSU11H2u8uLFC8aOHSumNRYEgb179zJgwIBs1966dYuRI0eK61WFZqnHwOnTp5k+fTqJiYmixtw+08jIiKSkJHEszJ49m99//11SjQpSU1NZuHAh+/fvF+tQfw65XI6uri5jx45l8eLFX1UT7ms5ffo0U6dOJTk5WdSa0/e/ceNGpag8dX3/RVFrTly4cIEZM2YQGxtL69at+eeffwpMV1Far27bto3ff/9d1KGvr5+j4T00NBRvb2+io6ORy+UUK1aMlStXMnHiRLVozQ80BkINhYaRI0dy4cIF8VCtTZs27NmzB0EQWL58OV5eXly4cIGUlBQ6dOjApUuXCixNmkbr/1+tr169on379qSnp2NiYsLcuXOxtLQUi9HHxcXh7OzMmjVrePnyJYIg4ODgUCCpcDIzM7l9+zaOjo44ODjw+vVrDAwM6NmzJz179qRTp05qNQjlRlHRWph1qjrESExMpHPnzmJqnu+//54OHTqgr69PfHw8//zzDw4ODmRmZmJlZaV0sCQlR48exdbWFplMJhoI6tati6GhoWh0kclkJCQkEBYWhq+vr1iDqGTJkmzbtk3lolwKFPfV3NwcV1dXGjRowNatW1UW/NbwZRw4cIBp06ZRokQJduzYIXrnpaSksGbNGjZu3IggCBw5cgQrK6ts/dV1uBwUFETHjh2JjY2lQoUKjBo1SvRyLFeuXLbrY2NjefbsGc7Ozhw6dIioqCgqVarE7du3v6p2QV549uwZnTp1Ii0tjcaNG9OjRw+KFSuGo6MjT548oX79+sTExBAbG8umTZsYPny4eMhy4MABZs2aRWZmpsoaVvnNhQsXGDlyJFpaWixcuJDJkydTokQJwsLCWLBgAadPn6ZYsWLY29vTpk2bbP2LqnFBgzLXrl3j0KFDeHp6EhkZmWv6NkNDQ5KSksToqHnz5qn9WSuXywkKCsLPz0/8l5mZyfr168VrnJ2dGThwIGZmZsyePZu+ffuqVSN8SMF89uxZbt++LabFV4WhoSEdOnRgwIAB9OzZU40KNb9hKXnx4gV///03165d+2yNztq1a9OvXz+mTJmSLRJCakJCQti6dSsXLlwgNDT0s9cbGRnRr18/pk6dioGBgRoUfqCojdW0tDT279/Pnj178PHxEV9XPO9V0apVK+bNmyd55ODHJCUlsXDhQg4fPkxqamquxqHw8HDGjh2Lu7u7+FpBfCf+/v7cvn0bX19fgoODSUxMJC0tTcx4UrVqVerWrUuHDh2oVauWWrV9zNOnT8WDdzMzM6W6af7+/syfP59r166RkZFBsWLFaNOmDXPnzi2wCJcbN27g4uJCQEAAkyZNon379iqvi4mJYdeuXTg4OPDs2TMyMjLUMgaio6M5c+YMDx48ICIignPnzuV4rWJu6tixI5MmTaJz586S6/uUyMhI7O3tcXNzE8dqUlISMpmMEiVKULp0aXGsduzYkV69en1R6RwpCAoKYt++fdy8eZOAgAA2b95Mv379VF5769Yt/vjjD9zd3cnKylL7HFCUtOZEREQEkydP5tq1a0DBzKMfUxTWq/Ch7uHatWu5du0aaWlpSm2qnq0lSpSgW7duzJ49Wy2ZDvITjYFQQ6EhIyODZcuWsX37dvEg+GMPeIX3xZAhQ1i3bl2uqUg0WjVapcTR0REbGxsSExOVvHEFQRBTpSm8RlatWqWW2gNfwosXL7C3t8fR0RFPT09KlixJ586d6dWrF927dy+wxaEqiorWwqRT1SHG6tWrWbVqFeXKlePYsWMqN11Pnjyhf//+xMTEsHv3bgYPHiypzn/++YdevXqRmZlJx44dmTFjBubm5rke9qalpXHr1i22bt2Ki4sL2traODo60rJlS0m1gvJ93bVrF4sXLyY5OZnBgwezaNEiqlatKrmG/zV69OjBP//8g52dHXPnzs3WPn/+fP78808qV67Mw4cPKVOmjFK7ug7spk2bxoEDB2jRogWnTp3K0wHq+/fvGTBgAA8fPmTMmDFfXb/gS1FEt1tZWXHo0CGKFSsGfIjW/Omnn7hy5QqCIDB16lSWLVuWrb+dnR3bt2/Hysoq1zpF+UHfvn1xdXVl3LhxrF27Nlu7jY0Np0+fpmbNmty7dy/b3FDUDmw1/HfOnDlD9erVad68uTi2CyPR0dHEx8dTs2bNgpYCfDiEz+kgu3Tp0gWmS+GMpMgWokEaYmNj8fPzIyoqiqSkJDIzMyldujT6+vqYmJgUmrW0v7//Zw+yC8rgMnHiRARBYMeOHQXy+f+FoKAgHj9+jJ+fH5GRkSQnJ5OZmUmpUqXEMdCmTRu1Glw/ReGsGBAQQJcuXahbt26O1965c4crV67w5MkTgoODefz4sfqE/o+RmZlJVFQU5cuXV2vUWH6RkZFBREQEhoaGBS1FibCwMKpUqVKoar3/rxEXF4e3tzfBwcH8+OOPBS0nVwqr1pMnT+Lv7w+QLU1+QVFY16sfk5ycjIeHx2edRFq1apVjlrnCjsZAqKHQERkZyfnz53n06BERERFkZmZSoUIFzMzMsLa2LvBaWR+j0SoNRUFrcHAw69ev58KFC9nSI5YsWRJLS0tmzpxZaIvSRkVF4eDggIODAy4uLqSmptKiRQusrKwYNGhQoTJ6FBWtBa1T1aF5mzZt8PHx+WytpiNHjjB58mQsLCy4ePGipDp//PFHHB0dGTZs2FcduEyaNImjR4+qxZAB2e/r69evmTJlCu7u7ujo6DBs2DCmTZtW4PNSfqSwEQSBpUuX5oOa3KlevTrx8fE8fvyYGjVqZGtPS0vju+++4+3bt8yYMYPFixcrtavLQNSwYUNCQ0NxcXH5Kg/AR48e0alTJ6pWrcqzZ8/yX+BH1KtXj3fv3uHu7p4tldnz589p27YtgiBw//59lanxXr58SatWrahcubIYcSwVNWrU4P379zlqSUhIoHnz5kRGRrJkyRKmT5+u1K4xEGrQoEGDBg0aNPxLUFAQJUqUoHLlygUtRYMGDRo0FEE0BkINGjRo+I8EBgYSGRlJRkYGFSpUoFatWoXaw/1TZDIZN2/exMHBgatXrzJ69Gi11KD4GoqK1oLQqerQ/NtvvyU1NRV/f/9co59iYmKoWbMm5cuX/2xKqv9K7dq1iY6OxsvLi2rVquW5f2BgIKamplSsWFH0fpOSnIwRly5dYvny5fj4+KClpYWFhQWjRo2iR48elCxZUnJdn1KpUiXS09O/ur86ayQotEZGRuZYz/Hy5csMHz4cXV1dPD09lcaKugxElStXJi0tjXfv3n2Vh7VMJqNy5cro6ury7t07CRT+S8WKFcnIyCA8PBxdXV2ltpSUFLHwu6p2+FC7pEqVKmhraxMVFaUWrbl9/wcPHmTq1KmUK1eOR48eKc1fhdFAOHnyZARBYNu2bQUt5bOsXr0aQRBURu8WNoqK1qKiU4N0yGQy3rx5Q0JCAkZGRgUalaWKrKwsHj16hJ+fHzKZjAoVKtCsWbNCVaM0NjZWrOer8MhXd+rTTzl69CglS5akX79+X1TTS0P+ERoaSmhoKDo6OtSsWTNbNgl1kpKSgqurq5hiNCgoiMTERFJSUsRoVyMjI+rWrYuFhQWdO3dWudaSknLlyqGlpcXMmTNZsGBBoR+vmZmZXL16VXS8/Bh/f38xa0xYWBg6OjrUrl2b3r17M27cOMqWLatWrXFxcezbtw93d3eSkpIwNjbGysoKa2vrXPsp0vkfPnxYTUo/EB8fz507d/Dz8yMwMJCkpCSSk5OzRWa3b99eLJNTGPHy8sLe3p7w8HAqVqxI586dadeuXYHp8fT05M6dOyQmJmJsbEzXrl0/a5BXOENPmjRJHRI/i4eHB15eXiQmJmJoaIiFhQVVqlQpUE0JCQn4+/vnOK+amJgU2nGqyHjwv4LGQKihUKBY0Lx7965Q1BnLDY1WaShKWnNCEWJe1ImLi1NZX6swUlS0qkOnqkPzatWqkZCQQERERK5jMzk5GQMDA3R0dHKtA5UfKIyWYWFhX2VIUxg7SpUqlWu++vwiN2OEXC7n+PHjrF69mjdv3og1Er///ns6d+6Mubm5yggpKYiPj+fYsWOsXr2amJgYBEGgV69eeR536kij1bhxY4KDg7l9+7ZSbZRP6dOnD66urtkiW9VlIDI1NSUoKIjr16/TokWLPPdXRBBWr14dLy8vCRT+i4mJCZGRkXh4eFCvXj2lNkV0oCAIPHz4UGWqttevX9O0aVMqVKjA69evJdVav359wsPD8fT0pE6dOiqvkcvlWFhY8PTpU/r378++ffvEtsJoICyMmnJCozX/KSo6NXwdAQEBHDlyhOfPnyOXy2nUqBE2NjZiervVq1ezbds2scwAfJjn5s+fT+/evdWiccmSJQiCwMKFC7O17d+/n9WrVxMeHp6trW3btixdurRA6irfu3ePixcv4ubmhr+/P4mJidmu0dXVpU6dOpibmzNgwAC1pJb/GMVvu3379uzdu7fAD1L/V/D39+fvv/8mMjKSv//+W6ntxIkT/PHHH0pOgMWKFaNjx478/vvvX7Ue+1qysrJYt24d27dvF+f3nGo5AqJR7ptvvsHW1pZp06apQyaAuN4XBIE2bdqwffv2Aq2FmBtPnjxh7Nix+Pv7Y2pqipubm9h27tw5Jk2aRGpqarZ7LQgCVatW5dixY5iamqpF67179xg2bBhRUVFKegRBoHXr1hw7dowKFSqo7KvutcGdO3dYu3Ytt27dIjMzE1A9XhXjtFixYnTu3Jm5c+eq/Rlw7tw5du7cibe3t1gv087Ojg4dOiCXy5kzZ444NyicWAEsLCzYt29fjvdcCqKjoxk7diyurq5Kr5coUYIpU6aofO4qUJxxxsbGSi2To0ePcuDAAaW1ysyZM+nevTsJCQkMHTqU27dvK/UpXrw4Y8eOZeXKlRQvXlxyjQri4uLYs2cPFy5c4OnTp7nOqwBmZmYMHDgQGxubAikzFRISwpUrV5ScRJKSkkTdJUuWFJ1EzM3N6dOnT6FLgfwlaAyEGgoFikO4u3fv0qBBg4KWkysardJQlLTCh9z3e/fu5fLly/j4+IiLxtjYWHx9fdmzZw8TJkwo0Do0q1evztf3kzICrqhoLcw6VW1C+vXrh4uLy2cNHHfv3qVHjx5Uq1YNb2/vfNOkCkXa00OHDn3VwdmVK1cYNmwYDRs25O7duxIoVOZLNndyuRwnJycOHjzI1atXSU9PFzcyZcuWpUmTJly6dElyrQAPHz6kc+fOCILAP//8Q/369dXyuXlh/PjxnDhxgq5du3LixIkcI679/Pzo0KEDqamp2NrasmjRIkB9G+6ZM2eyZ88ezMzMOHPmTJ7SNkVGRjJw4ECePn3Kzz//zLp16yRUCiNHjuTixYsMGDCAvXv3KrWNHTuWM2fOIAgCixcvZsaMGdn6b9iwgSVLltCpUycuXLggqdYRI0Zw6dIlhgwZwl9//ZXjdQ8fPsTS0pKsrCzWrl3LuHHjgMJpjCmMmnJCozX/KSo6NeSdI0eOMGPGDNLT05XqoleoUIFLly7h6OiolJpbV1eX1NRU8bpFixZha2sruc6cxuCcOXPYvXs3crkcLS0tateujb6+PvHx8bx69YqMjAyKFy/O9u3b1VYjKTw8nPHjx3Pr1i0gd4OLAsWaqmvXruzYsUNt9RMV9xU+GH3WrFnDDz/8oJbP/l/lwIEDzJ49m/T09GzGod9++43t27eLY0JbW5vixYuTkpIi/n/r1q0MHTpUcp1ZWVkMGjSIGzduIJfLMTAwoHPnzpiammJkZETp0qXR0dEhNTWVxMREQkNDefbsGS4uLoSGhoqOeuoohwD/jtV58+axbt06ihcvzrx585gyZUqO2RoKgtevX2NhYSE6z44bN04sk/Ds2TM6depEWloatWrVYurUqdSrVw9dXV0ePHjAn3/+ydu3b6lSpQp3796VPMI4PDyctm3bEhMTg4GBAaNGjaJy5co8fvyYkydPIpPJaNiwITdu3FAZMarOtcHatWtZuXIlWVlZwIdyDqamphgaGqKnp4e2tjYymYyEhATCwsJ49uwZgYGBwAdD4dKlS/nll18k1wnZf+cKihcvzpEjR3j69CkrVqxAR0eHbt26UbVqVYKCgrh27Rrp6ek0b94cJycntRi0UlNTsbS0FA2Z7dq1o1KlSnh5eeHn54cgCAwePJjdu3er7K+uMTB16lQOHTqU7Z5qaWlx4MAB7O3tOXbsGMWLF6dRo0ZUrFgRPz8/3r59iyAIWFlZifWhpebmzZvY2NgQExMj6i1XrhyGhobZ5tWwsDDR+UoQBCpXrsz+/fvVFkmalJTE3LlzOX78OBkZGV+8XtHW1mbkyJGsWLFC7dHk/wWNgVBDoWDXrl3MmTOH8ePHs3bt2oKWkysardJQlLT6+/szYMAA3r59m82T7P3792LUSKlSpdi9e/dn009Ixceb2i/hY+8sVa9LubApKloLs06FtgULFlC/fn0aNGiAv78/gwcPpl27dly8eFHlBjEpKYk+ffrw4MEDhg4dKnkE2fr161m6dCnly5dn9+7ddOvW7Yv7Xrt2jXHjxvH+/fsCP3TLiaioKI4dO4ajoyP37t0jLS1N7QfHHTp0wNvbu9AaCL29venUqRMZGRnUrVuX4cOHU79+fVq2bJlts3/48GGmTJmCIAj079+fKVOm8P3336vlnr5794527doRHR1NmTJlGDp0KJaWlpiamoopOxVkZWURHh6Ol5cXzs7OnDhxgri4OKpUqYK7uzuVKlWSVOuDBw/o2rUrWVlZtG7dGisrKwRB4MqVK/zzzz8YGxvz/v17MjIyOHHiBB06dBD7uri4MHToUFJSUti1a5fkh5/u7u706tULQRDo1KkTo0aNokGDBhgbG2eLKl67di3Lly9HS0uL6dOnM3nyZExMTAqdMaYoGYg0WvOfoqJTQ95QOClkZmZSt25drKys0NPTw93dnRs3bmBmZsabN29IS0tj2bJlDB06lDJlyhAUFMTGjRvZu3cvgiBw7do1ySPfVI1Be3t70ZAyYsQIfv/9d6UIuPfv37N27Vr+/PNPtLW1cXd3zxaBnt/ExsbSsWNHgoOD0dbWxtraGktLS8zMzMSD7E+NLt7e3jg7O3PlyhXS0tKoWbMmrq6uakkzqLivly9fZvLkyQQGBvL999+zevVqtWWI+F/Czc2NPn36iGuVadOmifvkj8fr0KFDmTVrFrVr10ZLSwsfHx9WrFgh7mVu3bpFw4YNJdW6fft27OzsKFWqFOvXr2fIkCFoaWl9tp9cLufkyZPY2tqSnJys5OAkJR/PAU+fPmXSpEl4e3tTs2ZNFi5cyIABAyTX8CVMmDCB48eP07RpU06dOqXkfGdjY8Pp06fp0qULJ0+ezLZvTUhIoFevXnh5eTFt2jTJ66bb2dmJkZjXr19Xilrz8vKiX79+REdHM378eP74449s/dW1NnBwcGDIkCHAh7Smtra2XzQ/+fr6smXLFg4ePIggCJw+fRpLS0u1aBUEARsbG3r37k2xYsW4dOkSu3fvpkyZMqSmplKmTBkcHByoW7eu2PfFixf06tWL2NhYNmzYwNixYyXVCrB161YWLFhA2bJlOX36NK1btxbb9u7dy5w5c8jMzGTTpk2MHj06W391jIFz584xevRoBEFg+PDh9O/fnzJlyuDu7s7q1aspU6YMsbGxVKlShRMnTmBmZqbUd8qUKSQnJ7Nv3z769+8vmU6A58+f06VLF1JSUjAxMWHy5MlYWlpSvXr1HPsEBgbi7OzMzp078fHxQU9PDxcXF8mfwampqXTr1k2McGzZsmW29cqnhndvb2+uX7/O/fv3EQSBFi1a4ODgUGSyzGkMhBoKDatWrWLt2rX8/PPPjBs3rlAvujVapaEoaI2Li6N9+/YEBQVRu3Zt5syZQ4sWLfjuu+/Eh398fDy2tracPn0aXV1d3N3dc0yjJiUHDx4kKCiI9evXk5mZSfHixWnQoAFVq1ZFW1ubwMBAXrx4gUwmQ0tLi759++aa8lFKw1FR0VqYdX6cWkaBrq4uaWlpZGVl0bt3bw4dOiS2JSUlcfLkSbZu3Yq/vz8lSpTA1dVV8gje9PR0evbsKS6cGjRoQNeuXWncuDFGRkbi4ZBMJiMxMZGQkBDxcOjFixfI5XLatm3L5cuX1eI5+F8W9ikpKbi5ueHi4sLKlSvzX1wO2Nrasm/fvkJrIAQ4ffo0U6dOJTk5WRyze/fuVXmAsXHjRpYsWSL+X531En19fRkzZgxeXl5Kvy0tLS1KlSqFtrY2aWlppKSkiF67Co1NmjRh37591K5dW3Kd8GF+srW1JSMjQ9Qql8vR19fnypUrPHjwQDS2NmnSBCMjI4KCgvDy8kIul9OlSxfOnTunFq1btmxh0aJFZGVlffb7t7W1FQ/aFX9TYTPGFCUDkUZr/lMYdObkvZ5X1HGQffXq1Xx5n+7du+fL++TEmDFjOHv2LF27duXYsWNKh9WKCHNFxI6qjBC//PILhw4dYvDgwdnSKOY3OWWRuHnzJsOGDct1van4W4YPH8727dsl1fnbb7+xbds2atWqxalTp/K0PwoICGDgwIG8fv1aLcYBUL6vSUlJLFiwgH379lG8eHFGjBiBra1trgeb6iQ5OTlf3qdUqVL58j6qUIzJQYMG8ffffyutq/r27YurqyuTJk1i1apVKvuPHj2ac+fOMWTIEHbu3CmZTvjX2W779u0MGzYsz/2PHDnC5MmTadKkiRgtKyWfzgEZGRmsWbOGrVu3kpqaSp06dZg+fTqDBg0qkFrpChQp8Z2cnGjVqpVSW926dYmIiODWrVtKRoyPuX37NlZWVtSpU4cHDx5IqrV58+YEBARw7Ngxevbsma3dycmJwYMHo6Wlxa1bt7KlPVXX2qB37964ubkxffp0pf3Sl7J48WI2btyoliwiit/5zJkzs6XmXLZsGevWrUMQBDZu3MiYMWOy9VcEFbRr1w4HBwdJtQJ06tSJx48f88cffzB+/Phs7Zs3b2bhwoWUKVOGhw8fZss2o44xoLinU6dOZdmyZUptCkcHQRDYsWOHyuhrxd/w/fffc/bsWcl0wr9Zbbp27crRo0fzZDjLyMhg6NChODk58cMPP+TbujcnVq1axerVq6lYsSIHDhxQcq79HHfv3mXkyJFERkYyf/585syZI6HS/ENjINRQKFCkNHn69KlYU6p06dKUL18+x9RjiuvVjUarNBQVrWvWrGHlypU0adKEK1euiAXTVT38J06cyLFjxxgzZgybNm1Sq06AmJgYOnToQGhoKGPGjGHWrFlUrVpV6ZqIiAjWrVvHzp07adGiBY6OjgXi4VJUtBZmnc7Ozvj5+Yn//P39CQ4OFo0Wn6bkdHZ2ZuDAgcCHw4AdO3bQr18/yXXCB4+shQsXsn//fmQy2RdFZcrlcnR1dRk7diyLFy9WW0HownDwm1du3bqFvb09s2bNkjxy7b8QFBTEvn37uHnzJgEBAWzevDnHMXjr1i3++OMP3N3dRaOSOr8Te3t7zp49y+3bt3OtfWloaEiHDh0YMGCAysMEqXn58iV79+7Fy8sLLS0tTE1NmTx5MtWqVQNg27ZtLFmyBJlMJvYRBIEhQ4awceNGtR4aeXp6sn37dlxdXYmKimLfvn05ergfOXKENWvW8PbtW1FzYfpNFqV5QqM1/ykMOvOa4SAn1PE35IdWQRAkr+mjqJfq5uaW7eD38ePHWFhYIAgCDx48UOkI8uzZM9q1a0fVqlV59uyZpFpVjUFjY2Pi4uK4d++eUhTGp/j5+dGiRQuMjIx4/vy5pDqbNGnC27dvuXLlCu3bt89zf4VxoGbNmjx+/Dj/BX6Cqvvq6urK/Pnz8fLyQltbmwEDBmBjY6MUWVIQFIXflaI2uqp6yNWrVyc+Pp6nT5/maHT19fWlZcuWGBoa8uLFC8l0AhgYGJCSkkJISAilS5fOc//ExEQxFWloaKgECpXJ6TkUHh7OmjVrOHToEBkZGZQtW5ZBgwbRv39/OnTokC/PjbxQuXJl0tLSePfuXba9XKVKlUhPTycqKipHJ9C0tDQqVaqErq4u7969U4vWN2/eUL58eZXXjBgxgosXL6o0rqlrbaCY6319fb9q3xcREYGJiQnly5cX19lSofide3l5iXsTBUFBQTRu3BhBEFS2w4doMlNTU8qVKyemSJUSIyMjkpKSeP78ucqacnK5HHNzc7y8vBg1ahSbN29WalfHGKhRowbv37/nyZMnGBsbK7Up5kxBEHL8GxR16PX19QkICJBMJ/zrBHD//v2vCgZ5+fIlrVq1okqVKrx69UoChf/y3Xff4evrm6ODwOdQRMvWq1ePe/fuSaAw/9EYCDUUChSRL3mhoDbiGq3SUFS0tm/fnmfPnmXb2Kp6+L948YI2bdpgbGxcIEbXefPmsWPHDqZNm5bNm+hTFi9ezKZNm3L0gpaaoqK1qOhUkJaWhr+/P35+fsTHxzN8+HCxzdnZmenTp9OnTx+mTJmSzdCpDiIjI7G3t8fNzQ1fX1+Cg4NJSkpCJpNRokQJSpcuTdWqValbty4dO3akV69eaqs7o6AwHPxq+Je4uDi8vb0JDg5WW72kT0lKSiI4OJjExETS0tLQ0dFBT0+PqlWrftUhkrqJiIjg2rVrvHv3jooVK2Jubk6NGjUKVFNCQgLa2tqfrdPw/PlzHj9+TEhISKHyxlTU7fh4ji2srFy5EkEQsLOzK2gpn6WoaC0MOn19fdm/fz+7d+8WHW+aNm2a5znpypUrEin8FycnJw4dOsTFixfF1wwMDPJcJ8vLyyu/pSlRsWJFMjIyCAsLy+Y8ER8fT7Vq1RAEIcfD7JSUFL799lt0dHSIjIyUVKuqtcqXHLbDh8wOFStWVIvO3IwDX4JMJqNy5cpqMQ5A7mvAM2fOsHLlSrEOlYmJCQMGDKBPnz40atRIcm2fsnDhQk6ePJmrE9OXEBcXl0+KsqMwuqn6/qtUqYJMJiM6OjpH5+CMjAz09fXVMlZr1qxJbGwsPj4+fPvtt3nurzC6fPPNN7x58yb/BX7C5/Yrb968Yc2aNZw9e5bU1FSxlqq5uTkWFha0aNGChg0bSp6dxczMjMDAQJUGgsaNGxMcHIyfn1+O+73IyEjq1KmjlvtatWpVEhMTCQoKEp3CP+Xt27d89913pKWlcejQIXr37i22qWsPqTBiBQcHo6enl+f+CmO2np4eISEhEij8F8VzKTQ0NFu0cnJyMgYGBgiCoPK5C+p9rsK/81JERESODt8Kx5XixYvj5uamlP5YHWNAX1+fzMxMlfdMcb9y05CamkqVKlXQ1tYmKipKMp1QtNYAiu8+p7H4ORT3vmTJkoSHh0ugMP/RGAg1FApu3779Vf3yEuabX2i0SkNR0WpoaEhycjKRkZFKBxmqHv6KB5i6FjCfoliA5+Qt9DFhYWHUr18fExMTPD091aTwX4qK1sKqM6dah7mRlZX1RbU0NGjQoEGDBg1Fg2vXrjFo0CAEQSjUaaZBucZsYdSqiHTw9PTMlgpTLpfTqVMn4ENEmSrevn2LmZkZZcuWJSgoSFKtqvYhrVq14tWrVzx79gwjI6Mc+yqiB9QRPaKIyvTw8PiqeoevXr3iu+++w8DAAB8fHwkUKvO5w92srCyOHTvG7t27efTokbgWr1SpEh07dqRFixY0bdr0q6Ilv4a0tDTmzJnD/v37EQSBc+fO5TnNuZQpU9u1a8fz589xdHSkTZs2Sm2tW7fm5cuXPHr0iJo1a6rs7+/vT/PmzdUSPdKvXz9cXFyYMGECa9asyXN/RTpddaTtgy83RLx//55jx45x6NAhMbJZMW51dHSIiIiQVOesWbP4+++/GTRoEHv27FFqmzFjBvv372f9+vXY2Nio7K+oCdexY0cuX74sqVYLCwuePHnC/v37c82ys2LFCv744w8qVqzIP//8I0bxqctAqNC5efNmRo0alef+imdxs2bNcHFxyX+BH6E4S3FwcKBt27ZKbXfv3qVHjx4IgoC7u7tKRwtvb2/at2+vlihigGbNmvH69WuuXr2aa5S4Iv1xkyZNuHHjhmhoV8cYqFOnDlFRUbi6utKkSZNs7fPnz0cQBJYvX66yvyIqTx0RhIr7efHiRczNzfPc383NDWtra2rXrs3Dhw8lUPgvivv6+PHjr3KkVUS7VqpUCT8/v/wXKAHSF+/RoOELKAiD1Nei0SoNRUWrwigYFxf32UgmhVdLQeX5V3iQfknElb6+PoDkBxg5UVS0FladNWvWpHv37lhZWfH9999/UcSAxjiooaCJjo7m1atX2TaImZmZnDt3DldXV0JDQ9HR0aFOnTpYW1sXeAqvhIQE/P39CQoKIjExkZSUFDHa1cjISEzRUxBYW1tTsmRJlixZouS9WljJysri7du3Kg8C7927l+3779Gjh8p0Q4UBmUzGmzdvSEhIwMjICAMDg4KWJBIbG0tSUhIpKSlitKvi+VQUSElJITExEX19/UL93CosOrt27UqdOnXw9/cvMA1fyk8//cSqVaskj1j4Who2bMg///zD4cOHWbx4sVKbIAg5GgYVODo6Aqi1pnpYWJg4/wwZMoQlS5awZ8+ebLWePkZxSJ9Tza/8xNzcnBMnTvDrr79y/PjxPO2RZDIZc+bMQRAE0Thb0GhpaTF8+HCGDx/O8+fP2b9/PydPniQiIoIzZ85w9uxZtaTDVaCjo8Mff/zBuXPniI+Px8DAoNDUSAQYMGAAz549Y+7cuVy6dImyZcuKbQMHDmTFihXs3r07x7rdGzduRBCEbOtGKZg6dSouLi7s3LmTd+/eMWPGDJo2bfrZfo8fP2bTpk2cP38eLS0tpk+fLrnWvFC+fHkmTZrEpEmTePz4MQ4ODri4uODp6UlaWprkn29ra8vp06c5c+YMqampLFmyRHTAmDdvHhcuXGDRokXUr18/m2H9zJkzLF26FEEQGD16tORae/XqxePHj5kzZw4GBgY57kHmzJnD5cuXef78Of379+fcuXNqLfEwYsQIHj9+zK+//kp6ejqjR4/+okjQjIwMDhw4IBqQvsa4mFe6devG7t27mTdvHmfOnBHPVKKjo5UyLv31119s3bo1W//t27cjCEI2BwOp6NSpEwEBAdjZ2XH+/HmlOetj1qxZg4uLC0+fPmXy5Mns2rVLLfoAWrZsiaOjIytXruTEiRPZ2lesWJFrf3WuAfr06cOmTZuYMmUKJ06cyNN+9fnz56JTWd++fSVU+YHWrVtz5coVli5dyt69e/PcXzFXqeN5lV9oIgg1qJ3t27cTHx+v9ABYvXo1giAwd+7cAlSWHY1WaShKWj/F2tqa27dvs2LFCqZMmSK+rso7aO/evdja2tK6dWucnJzUrlWR4/tzHk8AHh4edOvWTS2eQ6ooKloLq87t27fj6OjInTt30NLSon379lhZWdGzZ89cvcY1/G/y/v175HI533zzjdLr6enpnDt3Dm9vb9GQ0aVLF5o3b65WfXFxcdjZ2XHy5EkaNmzIrVu3xLZXr14xfPhwfH19gQ9RGvCvd3OPHj3466+/1GqEi4uLY8+ePVy4cIGnT5+KmnLCzMyMgQMHYmNj81Wpfr4WxXNIV1eX1atXq+Xw5GtIT09n/fr17N69GyMjI6XvPyIigp9//lnpNQXFihXDxsaGFStW5DkV4X8hICCAI0eO8Pz5c+RyOY0aNcLGxkaMIl+9ejXbtm0jISFB7FO/fn3mz5+vlGpKXdy7d4+LFy/i5uaGv78/iYmJ2a7R1dWlTp06mJubM2DAAFq2bKl2nXFxcVy4cIFnz56J93Xw4MFiyqmjR4+ydu1aXr9+DUCJEiWwsLBg7ty5tGjRQqMzF6ZMmcKRI0cKZVTep4wfP56TJ08WSq2KdXyxYsWYPHkygwcPxtjY+IuePzdv3mTkyJEkJCSwZMkSyY0EH9efK1u2LPXr16dWrVqcOHECQRDYuHFjtsPfhIQE1q9fL9ZJ37lzp+Spu319fenUqRNJSUlUq1aNCRMm0LVr11yjCX18fHB2dmbXrl28ffuWsmXL4urqmq2GnRR8TfRHeno6Hh4e3Lx5kxs3bvDkyRNiYmKkE6mCYcOGYW9vX+h+V6mpqXTu3Jnnz59jbGzMrFmz6N27NxUqVEAmk9GjRw8ePXqEnZ0d06dPF9OOR0dHs3z5cvbu3UuxYsVwcnJSy3Nr27Zt/P7772I9d319fRo3biymY9TR0UEmk5GYmEhoaCje3t5ER0cjl8spVqwYK1euZOLEiZLrhP8eqZSYmIibm5ta6md7eHgwfPhwIiMjEQSBRo0a0bx5c6pXr05QUBAHDhxAEATat29Po0aNxN+UYh32008/sW3bNsl1JiQkYGFhgb+/P4IgULduXRo2bMjUqVOzPd99fX3p3r07MTExlC1bloEDB7J37161lan46aefuHTpEoIg8M0332BhYUHjxo0xNDSkTJkyaGtrk5aWRkJCgjhWXV1dxT1j//792b9/v+Q6w8LCaNeuHbGxsZQtW5bWrVsjCAIeHh7ExcXRpUsXgoOD8fX1Ze7cuUyePJmyZcsSFxfHli1bWL9+PcAXncXkB2/evKFDhw6iA1jfvn1p0KAB3bt3z+Z8cfXqVYYOHUpWVhatWrVi4sSJjBkzRvIxcPPmTfr164cgCDRr1oyBAwdSo0YNrK2tc+339u1bDhw4wMaNG5HL5ezduzfHWvD5RUJCAubm5gQEBFC8eHG6du2KpaUlpqamGBoaqpxXvby8cHZ2xtnZmYyMDExMTHB1dZW8rMeDBw/o3r07GRkZtGzZkunTp9O5c+dc9/aJiYncuHGDLVu24Onpiba2NteuXfsi55LCgMZAqEHtfPvtt6Smpirl8i2sNZ40WqWhKGn9lJMnTzJu3Dh0dXXZsGGDWG/oU/3+/v5YWloSGxvLhg0bGDt2rNq1/vzzz5w6dYqWLVty6dKlbHneFaSkpGBtbc2DBw/o2bMnx44dU7PSoqO1sOuMj4/HyckJBwcHrl27Rnx8PKampvTo0YNevXrRrFkztejQoH4yMzNZu3YtBw4cECNdDQwMmD17NjY2NoSHh2NtbS2muPg4LW2PHj3YuXPnV9WCzSuJiYl069ZN3ORbWlpy5swZAKKioujQoQNhYWFoa2vTu3dv6tWrR8mSJXn48CGXL18mMzOT7777Dnt7e7UYiW7evImNjQ0xMTGiYbBcuXIYGhpSunRpdHR0SE1NJTExkbCwMNFIJAgClStXZv/+/bRr105ynQpdigOMV69e0alTJ7Zu3Vqoou4yMjIYOHAgrq6uyOVyWrRowY0bN4APY6NLly68evUKuVxOy5YtqVevHrq6ujx8+FBM36bOOfXIkSPMmDGD9PR0JWN1hQoVuHTpEo6OjixdulS8XldXl9TUVPG6RYsWYWtrqxat4eHhjB8/XjSufs6QDf8a3rt27cqOHTvUVuP1+vXr2NjYZFvz1ahRg0uXLuHi4sLUqVNV/g3a2tr8+eefDBkyRKMzBy5evMjx48dZu3ZtoXcSOnjwILt27eLw4cMFXgv1U7Kyshg2bBgODg7ib+Vz0WCDBw/mxYsXBAcHI5fLady4Mc7OzpJnExk9ejQBAQEEBAQoOSsoaNiwIXfv3hX/f+/ePXr37o1MJlPr4TB8SCM3evRowsPDxfuqra2NgYEBenp64kF2YmIi4eHhpKenAx/mNAMDAw4cOKC2bAL5sT+Ni4tTy/rqY5YvX87atWvx8PAoVAZC+GDsGzNmDK6urgiCgCAIGBsbY2xsDICLi4vo7FSrVi3S0tIICAggMzOT4sWLs2nTJkaMGKE2vY8ePWLt2rVcu3YtW4SdIAjZ5v8SJUrQrVs3Zs+erdZD4aJylqIgOjqajRs3cvDgQbHupWI++PiefnyPDQ0NmTt3rlod4MLDw5k6daro7C0IQo6GlOfPnzN8+HACAgJE3er8Tv788082b94sponNrfyI4p5WqVIFW1tbJk2apBaN8OE3NXLkSAIDA5Veb9WqFadPn8bHx4e+ffuSmpqKlpYWenp6JCQkIJfLkcvlzJ49m99//11tet3c3BgzZoxYMii3MXDy5El++eUXsRa0usbAli1bWLx4MZmZmeK8mttaRZFCHT6MhR9//FFtUY/R0dFMmTIFBwcHIPdxqkAxXq2trdmyZYvaMqGcO3eOKVOmkJSUhCAIaGlpYWxsrNJJJCQkhMDAQLKyspDL5ejp6bFjxw769OmjFq35gcZAqEHtmJqaEhQUxJAhQ8S8w5MmTUIQBHbs2PFFBxoKhg0bJpVMQKNVKoqSVlWMHDmSCxcuIAgCDRs2pE2bNuzZs0fM7e3l5cWFCxdISUmhQ4cOXLp0qUDSTb169Yr27duTnp6OiYkJc+fOxdLSUvR8jouLw9nZmTVr1vDy5UsEQVCZD16jtejphA8Go9u3b+Po6IiDgwOvX7/GwMCAnj170rNnTzp16pRjsW0NRYusrCwGDx7M9evXs82fgiCwfv16rl27hoODA+XKlcPc3JxKlSrh6+uLu7s7crmcVq1a4eDgQLFixSTVumTJEjZs2EDFihXZuXMnlpaWYpuiXkutWrU4depUtppPT548oX///sTExLBmzRomTJggqdbnz5/TpUsXUlJSMDExYfLkyVhaWuaariswMBBnZ2d27tyJj48Penp6uLi4qCXFnOJwKCIigqVLl7Jt2zZKlCjBlClTmDlzpuSell/Cpk2bWLRoEaVKlWLFihUMGzZMjBBYvXo1q1atolKlSuzbt4+OHTsq9XVwcGDs2LGkpKTw119/SW54efjwIZaWlmRmZlK3bl2srKzQ09PD3d2dGzduYGZmxps3b0hLS2PZsmUMHTqUMmXKEBQUxMaNG0XP8WvXrkke6RAbG0vHjh0JDg5GW1sba2trLC0tMTMzU/LIVRizFd7jzs7OXLlyhbS0NGrWrImrq2uO6ZPyC19fX8zNzUlOTkZfXx8LCwvKlCnDvXv3ePHiBRYWFrx48YKoqCimTJnC0KFDxflq06ZNODk5UaJECW7fvk3dunX/3+vUIC0Kr/qDBw/i7e1NRkaGeJitCkNDQ5KSkihWrBgDBgxg7dq12aL5pSY8PBw/Pz+lf8WKFePIkSPiNc7OzgwcOJBKlSoxffp0pkyZota9SnJyMvv37+f8+fN4enqSmZmZ47XFixenZcuW9O/fn1GjRqm1dENRM7ooSE9PJzk5mbJly+a5Rrm6cHR0ZM+ePbi5uZGSkpLrtXp6evTo0YM5c+YUmMEzOTkZDw8PfH19CQ4OJjExkbS0NDF1d9WqValbty6tWrXK0YFUSnr16oUgCFy5ckXtn/1fyMzM5J9//uHRo0f4+/sTGRlJUlISWVlZlCpVCn19fUxMTGjTpg2tWrUqsPHs6+uLq6srAQEBDB48OEen2/T0dE6fPo29vT1PnjwhJCSE6OhotelMS0vD3d0dNzc3/Pz8CAoKIikpCZlMJpZEqFatGiYmJnTs2JH27durNSvHxzqdnJx4+vQpWlpamJmZ0b17d3Ef6uHhwcyZM/H29hb7VK9enXnz5okO+uokKSmJU6dO4eLiQkBAAAsWLKBbt24qr/X19WXjxo04ODgQExOjtmeIj48Phw8f5sGDB0RERPDgwYMcrzUwMCA5OZkGDRowadIktaSX/RQvLy/OnTvH7du38fX1VRlpX6FCBerWrUuHDh3o378/jRs3VrvOkJAQtm7dyoULFwgNDf3s9UZGRvTr14+pU6cWqpITX4LGQKhB7axatUpMJ/lfkXqi1WiVhqKkVRUZGRksW7aM7du3k5aWpuTZ9rGn0JAhQ1i3bp1aU8x9iqOjIzY2NiQmJor3W09PD0EQRA9jRRqUVatWSX7g/r+gtajo/JQXL15gb2+Po6Mjnp6elCxZks6dO9OrVy+6d++utsgRDfnPvn37mDFjBjo6OsyePZsBAwaIhozZs2eTlpZGcnIyJiYmXLhwQUyNCHD//n1++OEHYmNjv7q4fV5o2rQpb968Yf/+/fTr109l28mTJ3PcdCmiuJs3b87Nmzcl1Tp27FjOnDlD165dOXr0aJ4M6hkZGQwdOhQnJyd++OEHdu/eLaHSD3x6kOnh4cGkSZPw9/dHX1+fKVOmMG7cOMkNQLnRunVrXr58yaZNm7J5gLdp0wYfHx/27NnDwIEDVfbfvXs3s2fPpn379tjb20uqdcyYMZw9e5auXbty7NgxpQOUmTNnio5B8+bNU0qZruCXX37h0KFDDB48mL///ltSrZ8zrudGQEAAAwcO5PXr10ybNk0pIlIKpk6dysGDB2nRogVnzpwRjSeZmZmMHTuW8+fPIwgCEyZMYM2aNdn6Dx06FHt7e0aPHs3mzZv/3+vUoD7S09OJiYmhSpUqOV6zadMmqlWrJjriFFaCg4Px9/enffv2X1SrSkpSU1N5/fp1jgfZtWrVokSJEgWibeXKlQiCgJ2dXYF8/v8HZDIZPj4++Pn5ERkZSXJyMpmZmUrGIVNTU41TowYN/w8JDAwkPDycihUrqiWtdH4TFBRESEiI2momfikeHh7UqFEj1/WMuklJScm2BlCnQ9CX4O/vLzqJfKpV4SRSFMepAo2BUIPakcvl/P3339y8eVP0wLx9+7aYZzwvSO0hpdEqDUVJa25ERkZy/vx5Hj16REREBJmZmVSoUAEzMzOsra2pXbt2gWn7mODgYNavX8+FCxeyebCVLFkSS0tLZs6cqfY6ZKooKlqLis6ciIqKwsHBQSxMn5qaSosWLbCysmLQoEFUrVpV0s/PDyOUIAhqSYdVFLR2794dDw8PFi9ezIwZM5TaDh06xC+//IIgCBw+fFhlPYL9+/czffp0tRhdKlWqRHp6OsHBwdmcJypXrkxaWhrh4eFiVNmnJCYmimk9QkJCJNWqqDl6//79r4oAfPnyJa1ataJKlSq8evVKAoXKqIp0SEtLY9euXWzcuJGoqChKly7N4MGDGTFiRIHUnVN8x69fv84WVVOlShVkMhlBQUGUKVNGZf+YmBhq1qxJuXLlsqUmym/q169PeHg4bm5umJqaKrU9fvwYCwsLBEHgwYMHKp/3z549o127dlStWpVnz55JqrVJkya8ffuWK1eu5HkdBR/WYFZWVtSsWZPHjx/nv8CPMDMzIzAwUGX9GEXtXkU9GlV1yR4+fEjnzp2pUaMGT548+X+vU4MGDRo0FAyKw+HCgLu7O7q6ugVW+/b/M5mZmcTExKCtra3WGukaNGjQkJ9oDIQaCgVFKX2HRqs0FCWtRZnAwEAiIyPJyMigQoUK1KpVS/KUgl9LUdFaVHTmhEwm4+bNmzg4OHD16lVGjx6tMhomPzExMSEiIkIpijgvqYUBtc0XRUGroo7As2fPstWbevv2LWZmZgiCwKtXr6hcuXK2/sHBwTRq1Ijy5cvz9u1byXQC1KtXj3fv3vHy5ctsXou1atUiJiaGkJCQHNNhJiUlifX/viTNx39BYcx69+7dVx0AyWQyKleujK6uLu/evZNAoTK5PUeTkpL4888/2bZtG3FxcQiCQLVq1ejduzedO3emffv2akmJVbt2baKjo1UaCI2NjYmLi8v1fqemplKlShVKlixJeHi4pForVqxIRkaGUr1kBfHx8VSrVg1BEIiKilIZgZOSksK3336Ljo6OWLdEKorSWFU4CYSGhmYbc7GxsdSoUQNBEHL8WxRzQIkSJcQ6O/+fdeYVRQaPuXPnFrSUz3L06FGgYMoJ5JWiorWo6NQgLSkpKSQmJqKvr18gZTA+R2RkJP7+/qSmplKhQgUaNmxYoJGuISEhXLlyRUyFp4h2VewHSpYsiZGREXXr1sXc3Jw+ffooZetQB4o14ODBg9m8eXOBpDn9X+T9+/ccO3aM0NBQli1bptR2584d1q5dy507d5DJZADo6+tjbW3NzJkzxbqa6ubFixe4ubkpjdXk5GSlSCcTExMsLCxo1KiR2vWVK1eOUqVKsWbNGkaOHKn2z/8avL29efXqVba6g+/fv2fv3r24uroSGhqKjo4OderUEZ2u1T2/ZmZmcuHCBdzd3UlKSsLY2BgrKyvMzMxy7WdnZ4cgCKxcuVJNSv/lxYsX+Pr6EhgYSFJSEikpKWLqZsW8+qmjZkETGxubTau66iJKicZAqKFQkB/pO/744w9sbGwk/2FqtEpDUdFarlw5tLS0ePfuXZFOdaKomVAUKCpai4rOzxEXF0e5cuUk/Qy5XI6joyN2dna8fv0aQRAYO3ZsntNxqSPlU1HQqjBkqIrKUxz852akTE5OxsDAAG1tbaKioiTTCTBixAguXbrE/PnzmTNnjlLbsGHDsLe359ixY/Ts2VNl//PnzzNq1CgaN26Mu7u7pFqbNWvG69evuXjxolgvNy+4ubmJ0eQPHz6UQKEyX+JoEx8fz4kTJzh48CBPnz4VDd/FixenXr16NG3alG3btkmmsX///ty8eZP169djY2Oj1Na3b19cXV25fPkyHTp0UNn/+vXrDBgwABMTEzw9PSXTCf8a3j09PbOl7JTL5XTq1AkAV1dXlf0VxvmyZcsSFBQkqVZFtGNO0Wyf49WrV3z33XcYGBjg4+MjgcJ/qVq1KomJiTx58iTb4VlWVha1atVCS0uLgIAAlf1DQ0Np0KCB5E4CRUVnXilKDnmKNXdsbGxBS/ksRUVrUdGp4euIi4vjwoULPHv2DLlcTqNGjRg8eLBoLDp69Chr167l9evXAJQoUQILCwvmzp2rtsizffv2AR/SeH/K9evXWb58OY8ePVJ6XVdXl759+2JnZ0eNGjXUIRP44Ogxd+5cjh8/TkZGxhc5CAqCgLa2NiNHjmTFihU5ZsTIbz7eu9WuXZtt27bRtm1btXz2/ypOTk5MmDCB2NhYTE1NcXNzE9u2bdvGggULkMvlKuu/lylThoMHD9K5c2e16T1+/Djr1q3Dz88PyN2hVbH+r1evHnZ2dtnKPkiJYqwKgsDAgQNZt26d2mv1filBQUFMmjSJ27dvZxsDd+/e5aeffiI6OlrlGGjSpAmHDx+mWrVqatEaEBDAkCFDxKw1irJHAAMHDmT79u05OhGqe20YEBDAli1buHTp0hfV6KxQoQL9+vVjxowZVK9eXQ0Klbl37x4XL17Ezc0Nf39/EhMTs12jq6tLnTp1MDc3Z8CAAQWSqee/ojEQavifQV9fH3d39wIrXJ0XNFqlQR1aTU1NCQoK4u7duzRo0ECyz8lPMjIy2Lt3L5cvX8bHx4eoqCjkcjmxsbH4+vqyZ88eJkyYQM2aNQtaapHRWhR0rl69Ol/fT4qoQn9/f1q2bIlcLueff/4p1PNMYdbaoEEDwsLCVKbCA9i1axcA48ePV9n/6dOndOzYUS2pMD08POjZsyeCILBs2TImTpwoeld6enrSrVs3atWqxdWrV7M5ewQEBGBlZUVYWBgLFy5k5syZkmpdtGgRmzZtonr16pw4cYKGDRt+cd/nz58zZMgQAgMDsbW1ZdGiRRIq/UBeN3deXl4cOHAAJycnMXJU6s3h1atX+eGHHyhVqhR///03VlZWYtu1a9cYNGgQLVq0wN7ePtuhWkxMDD169ODVq1dquac9evTgn3/+YcaMGSxevDjP/Xfu3Mmvv/5KixYtuHHjRv4L/Ijx48dz4sQJOnXqxPHjx/NUs0Mmk/HDDz/g6urKkCFD+OuvvyRUCp06deLx48csXbqUadOm5bn/8ePHmTBhguROAkVFZ14pagZCjdb8pajo1JB3rl+/jo2NTbbvtkaNGly6dAkXFxemTp2q0migra3Nn3/+yZAhQyTXmZOResuWLSxcuFDUV6pUKcqXL09CQoJY471s2bIcPnwYCwsLyXWmpqbSrVs3nj59ilwup2XLllhaWmJmZoahoSF6enpoa2sjk8lISEggLCwMb29vrl+/zv379xEEgRYtWuDg4KAWB1LFb3v79u3MmzePhIQERo8ezYIFC/4nIlvUzdOnT7G0tEQmk1GjRg1++eUXxo0bB3wwDPXs2RO5XE6HDh2wtbWlXr16lCxZEk9PT9b+H3vnHRXF+TXgZ0CKDSNWij1gRY2o0YAoBivYSyy/2CvEgoktGluMQrDFGnuLElssSFGJgoAVKygqoFKkI9I7+/3htxs3LAiEXdhkn3NyTrIzwz7ZnZl95733vdfJCX9/f2rWrMmNGzcUEtCYM2cOR48eRSQSoa2tTefOnTExMcHAwIDq1aujqalJVlYWaWlpREVF8eTJE/z9/cnKykIQBKZPn46Tk5PcPeGvc3XcuHEcO3aMBg0a4ODgUGh1XkUTHx+PhYUF0dHRqKmpMXbsWEkSZVhYGObm5qSkpPDJJ58wefJkjI2NqVq1Kvfu3ePIkSMkJydjZGSEt7d3kZVxyovk5GR69OhBWFgY1apVY+jQodSvX5+HDx/i5eWFIAj06NGD8+fPy1zVqMixwfHjx7G3tyc7OxuRSISWlhbGxsaSCkGamppS99Xg4GBycnIQBIGqVauyY8cOhZ0rMTExzJgxg+vXrwMlqyIlDsr26dOHXbt2UbduXbk6lieqAKGKfw26urrcuHGjUk3aFoXKVT4ownXPnj0sXLiQGTNmKGwQ9U8IDQ1l+PDhhIWFSf2giQcADx48oFevXlSrVo29e/fK7E+mclVOT/FAr6R8mGUm63V5DRitrKzw9/evdEE3WVRW10mTJnH27Fm6du2Ki4tLqbOVp06dypkzZxgwYADOzs5ysvyLPXv2sHjxYkQiEYaGhlhbW9OpUyeaNGmCq6srW7dupX79+kyZMoV27dqRk5PD7du3OX78OKmpqbRv354///xT7hMuqampWFhY8PLlS6pUqUKfPn2wsrLCxMREMjkkfogRP3AHBATg6emJp6cneXl5CnswhH/2cPfy5UuuXr2Kl5cXv/32W/nLfYA48CoIAl27dmXIkCGYmprSuHFjSb/ENm3a8M0330h9/zt37uTNmzc0atSIGzduoKOjI1fPAwcOYG9vj7q6Ora2towaNYomTZqUqL/MtWvXmDBhAqmpqaxevZp58+bJ1TU4OJhevXqRnp5Oo0aNmDlzJn369Cl2NeGzZ8/w9PRkz549hIWFoaOjg7e3N82bN5er65YtW1i5ciXa2tr8+OOPjBw5El1d3RIdGxwcjLW1NXFxcXz33XcsX778P+9ZWpQpQKRyLX+UxVNF6QgODsbCwoKMjAzq1KlDz549qVmzJnfu3CEoKIiePXsSFBREQkICdnZ2jB07lnr16hEcHMyWLVu4fPkyWlpa+Pr6YmxsLFdXWefgzZs36d+/PwCWlpYsX74cU1NTyXPJ06dPWb9+PRcuXKBmzZrcvn27UEn98mb9+vU4ODhQt25dDh8+XGRlA1ncvHmTCRMmEB8fL7Nihjz48HONiopizpw5eHp6UqtWLRYsWMD06dMVMhb9t/C///0PFxcXmYlXY8eOxc3NjVGjRrFv375Cx+bn5zNs2DCuX7/O5MmT2bx5s1xdjx07hq2tLerq6ixatIjZs2eXqBpQSkoKu3fvxsHBgfz8fPbu3cuoUaPk6grS5+qlS5eYO3cusbGxdOvWjR9//JEuXbrI3aEkfPvtt+zbt4+mTZty4sQJqWf/uXPncvjwYTp27Mi5c+cKrYCMjIxk4MCBhIeHK+Qe8NNPP/Hzzz/ToEEDLl26JJWk7unpyYQJE8jIyCjSRVFjg1u3bjFw4EDy8/Pp0aMH8+fPx8LCothn+pycHK5fv862bdvw8vJCQ0MDDw8Pua/QS0pKokePHkRGRqKhoYGNjU2hJJG/B94DAwPx9PTE1dWVnJwcmjVrhre3t9yfWcsLVYBQxb8GVSBLPqhcC7N+/XqcnJyYNm0a06dPx8jISK7vV1aSk5MxMzMjIiKCFi1asHDhQkxNTenSpYtkAJCSkoK9vT2nT59GW1sbPz+/QqXUVK7K5wlw5MgRIiIi2LhxI/n5+VSpUoXWrVtjaGiIhoYG4eHhBAUFkZ2djZqaGkOGDCl21cmuXbvk4rlo0SL27NlT6YJusqisrvfv36dPnz7k5+ejr6+PjY0NTZo0wc7OrshjoqKiCA0N5fDhw5w6dQpBEPjjjz/o3bu3Qpx9fHz44YcfJGWkPhbMFgeqR4wYwebNmxU20E5MTMTOzg53d3fg457wV3ahjY0NW7duVVjmtjJN/Do7O7NmzRqioqJKnMggEono2rUrBw8exNDQUM6G78tIjhs3Dnd3d4mjIAjFluYbNWoUQUFBREZGIhKJaNeuHZ6enqVa0VdWbt68yaRJk4iJiZH4amhooKenJ1npkJOTQ1paGjExMeTm5gLvP1c9PT0OHz4scwVyeZOVlcWAAQO4f/++xFNHR4fw8PAij1mwYAHPnj3j9u3b5OXl0ahRI3x8fORakkpZPEuLMt0nVK7lT2XwvHTpUrn8nX79+pXL3ymO8iq5LO8x45w5czhy5AimpqacOXNGcs/Jz89nypQpnDt3DkEQmDlzJo6OjoWOFwc8Jk2axC+//CJXV1nn4Lhx43B1daVv376cPHmyyHHBxIkTOXfunEISdbt06UJwcHCxZe+Lw93dnTFjxtCyZUvu3LkjB0NpZH2uv/32G2vWrCE2NpbatWszbdo0Jk2apJAxVHE0a9asVEmsshAEgdDQ0HIyKkzTpk159+4dfn5+hfr0iXum3717t8h5oIcPH9KzZ0+aNGnC48eP5eYJfyWwrl27lm+++abUx2/fvp1ly5bx+eefc/nyZTkYSvP3c/Xdu3csXryYEydOAO8rONjb2ytkpXBxtG3bljdv3sh8PhZvc3d3L7KUr/ge0LZtW27cuCFX1+7duxMUFMTu3bv56quvCm0XB5E1NTW5c+dOoSpXihobfPXVV3h4eDBu3LgyzS3Nnj2b48ePY21tLempLC++//57duzYQfPmzTl16lSp5vNevnzJiBEjePXqFXPnzmXNmjVyNC0/VAFCFf8aVIEs+aBylUb8g/v48WOio6MBqF69Op988gnq6upFHifvgaEsHB0dWbduHR06dMDV1ZWaNWsCsgcAs2bNwtnZmcmTJ7NlyxaVq5J7wvtyfObm5kRFRTF58mS+/fbbQg+EcXFxbNiwgd27d2NqaoqHh4fC+yg+evQIPz8/xo4dW6kmUWVRmV1Pnz7NvHnzJDXxPzbINzAwID09XRLM+u677/jhhx8UoSrFgwcPuHTpEg8fPiQkJIT4+HgyMjLIz8+nevXq6OrqYmRkRPfu3Rk8eHCFJWQEBARw9uxZfH19CQ4O5u3bt4X20dXVxdjYGHNzc4YNG0a7du0U6lgZJn5LQ05ODu7u7pLvPzQ0lKysLKl9NDU1adasGd27d2fIkCEKC2CLEYlEHDhwgCNHjhAYGEheXh7JyclF7q+vr096ejrq6uoMHz4cJycnhd4rMjIyOHToEOfOncPf35/8/Pwi961SpQqdO3dm2LBhTJw4USFBTDGZmZk4ODhw9OhREhMTP3reij9XgG7durF7926F9KFSFs/SoEz3CZVr+VMZPEtb4UIWH0vWKC+UxbV9+/aEh4fLLDV/+/Zt+vbtiyAIRfapvX//PpaWljRt2pRHjx7J1VXWOdiiRQsSExPx9vamQ4cORR4bGBiImZmZQjwbNGhAdnY20dHRZfp9zMzMpGHDhlStWpWYmBg5GEpT1LWdlZXFrl27+OWXX0hKSkJdXZ3evXszbNgwrK2tS1QVobyZNGkS7u7uhcZ8pUHe9zHx9x8bG1uob1v9+vXJyckhMTGxyPmfvLw86tSpg5aWFnFxcXLzBGjUqBGpqam8fv26TN9nUlISTZs2VUjPbCj6XH306BGrV6/mzz//RBAEWrRowYQJExg6dGihXtCKoF69euTm5sq8B4i3xcXFFTl3kpWVRYMGDahWrZpk3lBe6OnpkZmZSXBwMPXq1ZO5j42NDb6+vgwePJgjR45IbVPU2EB8rw8ICChTb8bw8HBMTEyoW7euXBMEADp06EBYWBiurq6YmZmV+nhfX1+sra1p1qwZDx8+LH9BOaAKEKr416AKZMkHlas0JSnX8Hcq6kHczMyMJ0+eFPpRkzUACAoKolu3bgrJclNmV2XxhPc9A3ft2sXcuXP58ccfi9131apVbNmyhSVLlsil16AKxZCYmMiZM2e4d+8ecXFxnD17tsh99fT0AOjRowezZ8/G0tJSUZr/CjIzM0lPTyc7OxstLS2qV6+u0ACLLMQrmyqieXt5kZqaKgkQV6tWDR0dHZm9MiqC3Nxc3r59S4MGDYrcZ8uWLTRq1AgLC4siH9AVRVZWFq9evSIiIqLQudqoUSOaN29eaNKrInj9+jVxcXF07dq1yH0WLFhAo0aN6NWrF5999pkC7f6iJJ7iRJyK9PwY69atQxAEli5dWtEqH2XWrFkIgiC3CgblibK4VgbPy5cvc/ToUS5cuCB5TU9PDw0NjVL9nYCAgPJWK8S+ffs4evToP57cKy6xpDwQT1ZHRUVRrVo1qW3iyX9BEGQGOwDS09PR19dXSDBD1jNT3bp1ycvLIz4+vtjzIDc3l7p16yrE89NPPyUhIYGHDx+WKdFDPJFdr149QkJCyl/wb3xsgj8lJYUdO3Zw+PBhoqOjEQQBNTU1OnbsSM+ePTE1NaVDhw5lmrQvC4mJidja2uLh4YEgCOzYsaPUQaDSlH0tLaampoSGhnL9+nXat28vta1jx468fv2ap0+foq+vL/P4yMhI2rZtq5BARuPGjUlJSeHVq1dlSkp79+4dTZo0oVatWsVWSSgvPnau3rx5k7Vr1+Lr6ytJ0Gjfvj2WlpZYWFhgamqqkMC2eJXg48ePCz1bGRsbExcXV2xQVvy5KiLwKg4QxsTEFNlqJCAgAAsLC0QiEW5ubnzxxReSbYoKEDZs2JCsrKx/nHihiKCrOBGgqN/Nj5GdnU39+vXR1tYmNjZWDobljypAqOJfgyqQJR9UrtL4+vqW6Th5DmCLQl9fn4yMjEIPW7IGAOIfME1NTeLj41WuSu4Jf2UTF/fwIiY6OppWrVphZGSEv7+/XL2K6nVYGVEW17J4RkdH06BBg0oTfFGhQoUKFSpU/Hf47bffsLOzQxCESle6/e+IK4hUVldDQ0PS0tJ49OhRoSBLQUEBzZs3R01NjZcvX8o8PioqitatW1O9enWioqLk6irrmUm8UiMkJIS6desWeaw46KKICffx48fj6urK8OHDOXDgQKmPnzZtGqdPn2bQoEEcPXpUDobSlHSCv6CgAA8PD44cOcKVK1fIy8srcRn18iYlJQVjY2OysrIq3XW1atUqNm/ejKWlJWfOnJFaKfjDDz+wdetWfvjhB7777rtij+/bty+nTp2Sq2u/fv24ffs2P/zwA99++22pjxf3XP7iiy8kLRXkSUnP1RcvXnDw4EFOnDghqeIgpnHjxnJPwJ41axa///47s2bNwsHBQWqb+Pourm/jkSNHmDNnDqamply9elWurp9//jnPnz/nzJkzfPnll0Xut2DBAvbv30/Tpk3x8/OjRo0agOIChN26dePZs2ccPXqUQYMGlfp4V1dXxo0bR5s2bbh586YcDP+iVatWxMTEFLny/mO8ePGCLl26oKenV27lyuWNalZIhQoVKkqBubl5mf6pCMQBrJJkrYqzWipqBYyyuCqLJyDJqiruQVuMuEeaIsqKNGvWjFmzZnHhwgVJKbbKirK4NmvWjJkzZ5bKU09Pr9IGBy9fvsyCBQsYMmQI/fr1Y+zYsfz8889yz8AtCUFBQVy4cIHt27fj6OjIqlWrWLduHVu3buXMmTMKWdFQFO3bt+fzzz+X+0Pof5XY2FjOnTvHsWPH8PX1JTs7+6PHuLm54ebmpgA72bx9+5ZHjx5x48YNPD098fHx4f79+3JfeVFe5OTkcOPGDf744w+uX79OZmZmhbnk5eVx//59fHx8SpxhHxgYSGBgoJzNysbSpUv5/vvvK1pDJiW5tiojBQUFxMfHS/p7VlYqi+f//ve/Cu+FVlIWLlxY4avCi0PcG+n8+fOFtqmpqfH69esig4MA169fByjUl0qeiEvcAwwbNgyA33//vdhjTp48Cci/pyO8n0ivUqUKf/zxB1ZWVri4uEjK+BdFWloaFy5cwMrKitOnT6OhoVGmgI08UVNTY+DAgfz+++88e/aMnTt3MmrUKOrWrUtBQYFCXXR0dMpUuk8RzJs3D0NDQ7y8vLCysuLatWuSc3bhwoU0bdoUR0dHnJ2dpY7Ly8tj8+bNbNmyBUEQmDVrltxdp0+fjkgkYu3ataxYsaLEicnx8fGsXLmSNWvWSHqUViaMjY1Zv349z58/5+jRo4wdOxZ9fX1EIpFCVjrOnz8fbW1tfv31V5YsWSI1/7N48WK0tbVZtmyZzBXCt2/fZvny5QiCwLhx4+Tu2rdvX0QiEYsWLSIsLKzI/VatWoWhoSFhYWGMHz9e4eOtUaNGIRKJ+Oabb0rd7/LKlSuSpKLRo0fLyfAvxKstFy1aVOrnj+zsbBYuXIggCPTq1Us+gnKgSkULqFChQkVlZefOnaSkpEiVXHRwcEAQBBYvXlyBZiXDxMQEX19fTpw4gZ2dXbH7enp6Aop54JKFsrgqiydA7dq1iYuL48GDB4X6kfydBw8eAO/7acqbRYsW4eHhwZQpU1BTU8PMzAxra2sGDBiAgYGB3N+/NCiLq7J4ijEyMkJNTY3nz59LvR4dHc3EiRO5c+cOID155O7ujoODA1OmTGHdunUK7ZX58uVLtm7diouLC4mJiR/dX1dXl6FDhzJ//nyFlvsMCwtDEARGjBiBvb09S5cuLXXJNhWFET/k/fbbb1KTZ/Xq1WPZsmVMmjSpyGPHjh2LmpqawjLyCwoK+OOPP7hw4QI+Pj7Fvq+Ojg4WFhaMGDGCoUOHKny1dGRkJIcOHSIwMBBBEGjfvj3Tpk2TTMKfPXuWRYsWSU10VatWDXt7exYuXKhQ1w0bNvDLL7+Qmpoqec3ExISVK1diZWVV5HFmZmYK/f5Lw86dOxEEgXXr1lWYw5s3b3B1dZX0dhWXwxXf+6tWrYqBgQHGxsZYWFgwePDgj1ZEkAcikYjr168TEBAgOVd79Ogh2R4SEsKKFSu4fPkyeXl5qKurY2ZmxpIlS6RKeKk8C2NmZiYJ+lRm1NTUMDc359y5cxWtIpOhQ4fy4MEDfvrpJ7S1tRk5ciS6urolOjY4OJgVK1YgCAIDBgyQs+lfNGjQACMjI1q3bo2BgQGCIPDjjz9iZGREv379Cu1/4MAByXN4USt2yhNTU1P27t2LnZ0dd+/e5euvv0ZNTY0mTZpgYGBAjRo10NTUJDs7m7S0NN68eUN4eDgFBQWIRCJq1KjBrl276Nixo9xdy0q9evUYP34848ePB+DJkycKdzAxMZE8M1cmateuzblz5xg3bhz3799n2LBh1KpVi44dO9K4cWM+++wzXr9+zezZs1m/fj1t2rQhJyeHBw8ekJSUhEgkYunSpcWu5iovRo4cib+/P7t27WLr1q3s2LGD9u3bY2Jigr6+vuRczcnJITU1laioKAICAggICCA/Px+RSMScOXMYOnSo3F3LgoaGBoMHD2bw4MHA+5VZikiGbNWqFXv37mXGjBn8+uuvHDlyhJ49e9KpUycaN27MxIkT+fXXXyW959u2bUtubi63b9/m8uXL5Ofn07t3b6ZOnSp317lz5/L7778TGhpK586d6dmzJ61bt2b8+PFSc1E6OjocPnyYQYMG4e3tTdeuXZk8ebLc/T70dHd35+7du4wePZrWrVvTp08f2rVrV+R9NTAwEE9PT4KCghCJRHTv3p05c+bI3XXhwoW4urpKPqeZM2fSp0+fYlcTPnv2DE9PT/bs2UNYWBg6OjosWrRI7q7lharEqIp/DapSmPLhv+wqq0a2opbflwcnT55k+vTpaGtrs2nTJsng/+//D6GhoVhZWZGUlMSmTZuYMmWKylXJPeF96YtTp07RuXNnXFxcCvUkEZOZmYmNjQ337t1jwIABhTIh5UVKSgqXL1/G3d2dK1eukJKSgomJCf3792fgwIGVqn+Tsrgqi6es+2haWhqWlpYEBwcD8OWXX2Jubk6dOnVISUnh1q1buLu7k5+fj7W1NceOHVOI6/Hjx7G3tyc7OxuRSISWlhbGxsbo6+tTvXp1yUNMamoq0dHRBAcHk5OTgyAIVK1alR07djB8+HCFuIo/VwsLC7y9vWndujXbtm2jS5cuCnn/fyMFBQUMGzYMb29vRCIRjRs3lvQTSk5ORhAE7O3tWblypczjFTlmePLkCRMnTiQkJEQquF69enXJuZqVlUV6erpUJqwgCLRp04bDhw9jZGQkd0+Ac+fOMWvWLLKysiSugiCgp6eHi4sLQUFBTJgwgYKCAnR1ddHX1+fNmzckJSUhCAJff/0127ZtU4jrzJkzOXHihOT619HRkQQt1dXVcXJyKnLypzKPGSvSLT09ncWLF/P777+Tl5cndb4WhSAIaGhoMGHCBEkQRBEEBwczYcIEgoKCpF7v1asXv/32G+Hh4VhbW/P27dtCx6qrq/PLL7/w9ddfqzyL4MiRI+zZs4fffvutTH3eFMmWLVvYtGkTf/75p8LulSUlKyuLAQMGcP/+fUmyh46OTrGrbBYsWMCzZ8+4ffs2eXl5NGrUCB8fnzL1MCsNvXv35uXLl1KJE4IgSO4Dfy8dFxAQwOjRo4mOjkYkEvHFF19w8eJFqZKP8uTNmzds27aN8+fPl6j8qoGBAUOHDmXOnDmSft+KoDL/3hRHYmIiUVFRtGzZUqHJfyUlJyeHQ4cOsX//fqkygR+es3+na9euLFmyRCHBwQ9xcXHB0dFRqpqJrOSvD707dOjAkiVLGDhwoEIcQfnO1eDgYH788UdcXFwoKCgo9Jn+vdWHSCSiWrVqzJ49m++//54qVRSzLisoKIgpU6bw9OlT4P13f+DAAZnPodevX2fChAmScbX4/0ER30lWVhYrVqzg0KFDZGdnlyhBUSQSoa2tzZQpU1i1apXCeqjfvHmTSZMmERMTI/HU0NBAT0+PGjVqoKGhQU5ODmlpacTExEgqM4hEIvT09Dh8+PBHE/UrE6oAoYp/Df/lQJY8+S+7mpiYEBERwZgxY7CwsABg9uzZCILArl27SjShIUYRpQVkMWHCBM6fPy+ZAOzWrRv79+9HEATWrl1LQEAA58+fJzMzE3Nzc1xcXCqs7KCyuCqL54sXLzAzMyM3NxcjIyMWL16MlZWVpJF2cnIynp6eODo68vz5cwRBwN3dne7duyvcNT8/H19fXzw8PHB3d+fVq1fo6ekxYMAABgwYQK9evSrNQ6OyuFZmT1kPhg4ODqxfv55atWrh7Owss+TQo0ePGDZsGG/fvi2250N5cevWLQYOHEh+fj49evRg/vz5WFhYFPu55eTkcP36dbZt24aXlxcaGhp4eHjQuXNnubqC9Oe6Z88eVq1aRUZGBqNGjWLlypVKU8qtMnH48GHmzp2LlpYWu3btYsSIEcD7xApHR0c2b96MIAgcO3YMa2vrQscrahIkIiKCHj16kJSUhK6uLhMnTsTKygoTExNq1apVaP+kpCSePHmCp6cnR48eJSEhgXr16uHr60vDhg3l6vrkyRN69epFTk4O7dq1o3///qirq+Ph4cGjR49o1aoVb9++JSkpiS1btjB+/HjJ5MXhw4f59ttvyc/P5/Tp08Wu3isPzp8/z4QJE1BTU2PFihXY2tqipaVFdHQ0y5cv5/Tp06irq+Pm5ka3bt0KHa/ISbDmzZuXan9xP58PVxkJgiD3Us5ZWVn07duXx48fIxKJ6Ny5M1ZWVrRv316y0kFDQ0Mq8SIwMJA///yTu3fvIggCpqamuLu7y/03LCEhATMzM2JiYqhatSodOnRAXV2dhw8fkpGRgY2NDRERETx8+JAxY8YwZ84cDA0NiYiI4JdffuHUqVNoamri4+Mj1+coZfFUIV8yMzNxcHDg6NGjkuu7uHuPvr6+pCx9t27d2L17t0KDtImJiYSEhBASEkJoaKjk37W0tLh27ZpkP09PT0aMGIGmpiYTJ05kzZo1RSY9ypvQ0FCCg4OJjIwkPT2d7OxstLS0qF69OoaGhhgbG5f6XlxezJo1SzJHoUI+iO+jISEhxMfHk5GRQX5+PtWqVaNOnToYGRnRrVs3hQaGZREaGipZmR8ZGUlaWho5OTloampSo0YNyblqbm5eIedru3btUFNTk3sPwfImISGBy5cvS86BhIQE0tPTyc/Pp3r16tSpU4dPP/2U7t2707dvX5njb0Vw9epVvLy8ePnyJbNnzy6yjO/bt2/Zs2cP7u7uPHnyhLy8PIUGbePj43Fzc8PHx+ej99UePXowcODAErXOKW8yMjI4dOgQ586dw9/fn/z8/CL3rVKlCp07d2bYsGFMnDixwloNlRVVgFDFv4b/ciBLnvyXXdevXy8pZfJPqagMqby8PH788Ud27twpWdXyYba+OFtozJgxbNiwQdKoWOWq/J4AHh4eTJ06lbS0NMl5XKNGDQRBkJRKE4lEqKurs379+krTeyAoKAg3Nzc8PDzw9/enatWqWFpaMnDgQPr161chg8OiUBbXyuQpa9Jc3LR88+bNxZY6OXbsGLa2tvTs2ZMLFy7I1fOrr77Cw8ODcePGlWnCZfbs2Rw/fhxra2uOHz8uB0Np/v65vnr1Cjs7O/z8/NDU1GTcuHHMnTuXFi1ayN2lOH744Yd//DcEQWDNmjXlYFM8/fv359atWyxdulRmafFly5axfft26tevz/3796lZs6bUdkUFiObOncvhw4cxNTXl1KlTkr6yJeHdu3cMHz6c+/fvM3nyZDZv3ixH079Wt1tbW3P06FHJKpCCggL+97//4erqiiAIzJkzhx9//LHQ8UuXLmXnzp0Kua6GDBmCt7c306dPx8nJqdD2qVOncvr0aZo1a8adO3cKBawUGSBs3LhxifojF4ciXMVj67p163L48OFS9em+efMmEyZMID4+nmXLlsm91Kz4+m7dujWnTp2iUaNGwPsVRaNGjZJk6Q8cOFDmuTh69GguXbrExIkT2bp163/eU4XieP36NXFxcXTt2rXIfb799lsMDQ3p1atXpakwIYvg4GBJwlZpfttUqFChQkXJyMvLIy4urkLKuCsTWVlZvHr1SlIS/8NgZqNGjWjevLnCVjfKA1WAUMW/hv9yIEue/JddRSIR+/bt49q1a5JJF19fXwRBKHVDbVdX13JxKivx8fGcO3eOBw8eEBcXR35+Prq6urRv3x4bG5sKnzD+EGVxVRbPyMhINm7cyPnz5wv1T6tatSpWVlYsWLCATp06VZBh8SQkJODu7o67uzteXl5kZWVhamqKtbU1I0eOrFSropTFtaI9ZU2ai0s6h4aGFjsB9PbtW5o1a8Ynn3xSbBP28qBFixYkJiYSEBAgmXAtDeHh4ZiYmFC3bl25r8qBooMRLi4urF27lmfPnqGmpkbPnj2ZOHEi/fv3r5DMxnr16klKsJQFRZbBady4MSkpKTx8+FDmyoqcnBy6dOlCWFgY8+fPZ9WqVVLbFRUgatOmDVFRUXh5eZWp39GDBw/o1asXhoaGcu9B1LJlS2JjY/Hz86Nt27ZS254+fUr37t0RBIG7d+/KLOP3/PlzunbtSv369SUlieVF06ZNeffuXZEuqampdOrUifj4eFavXs28efOktisyQBgTE8OsWbO4du0agiAwZcqUIssbi0QibGxsEASBixcvSm0rTcCuLHTp0oXg4GCcnZ3L1O/M3d2dMWPG0LJlS0m/WnnRqVMnXr58yfnz5+nZs6fUNi8vL4YMGYIgCPz555+YmpoWOv7OnTv06dOHJk2ayHWlhLJ4qlChQsW/jYKCAmJiYsjKykJXV1dSqUdF0URERKClpUX9+vUrWkWFChUfoAoQqvjX8F8OZMkTlas0ylYzXYWKDwkPDyc+Pp68vDx0dXVp3ry5wnp4lAfZ2dlcu3YNd3d3Ll26xKRJk1iyZElFa8lEWVwrwlPWfbRRo0akpqYSFxdXbNm4jIwM9PT00NTUlPQBkxey+tCWhszMTBo2bEi1atWIjo6Wg6E0xf0+iUQifv/9dxwcHHj9+rWkR+KXX36JpaUlFhYWCuuplJKSgrOzMw4ODrx9+xZBEBg4cGCpS/EoooyWOJgZHx+PhoaGzH0uXrzI+PHj0dbWxt/fXyqYrKgxQ/369cnJySE2NrZMmavZ2dnUr18fbW1tYmNj5WD4F3Xr1iUvL4+YmJhCfeTE14wgCDK3w/vs3QYNGqChoUFCQoJCXIv7/o8cOcKcOXOoVasWDx48kEpwqIgx4549e1i5ciWZmZmMHDmSjRs3yry2Kmo826BBA7Kzs//xfbVq1arExMTIwfAvxNdVZGRkoWoQ6enp6OvrIwgCb968oXr16oWOT01NxdDQEC0tLeLi4v7znqVFvNqxoto0lAY/Pz+AUieQVgTK4qosnirKRkFBAdevX+fJkyeIRCLatm2LpaWlZLu3tzebNm0iMDCQtLQ09PX1+fLLL5k3b16ZkvbKwp9//gkgs5fg06dP+fnnn/H09CQtLU3yepMmTRg9ejR2dnYVEizMzMzE29tbUmI0IiKCtLQ0MjMzJSudDAwMMDY2pmfPnlhaWiqsp6+YWrVqoaamxoIFC1i+fHm5VOtS8b69yKVLlyQVZD4kNDRU0v4iOjoaTU1NWrRowaBBg5g+fTo6OjoV4pySksKNGzcICQkhPDyc9PR0MjIyCpUYNTMzqzTB97dv30pWEP7dVdmD3qoAoYp/DapAlnxQuUqzbt06BEFg6dKlZf4bP//8M1OnTpV7mRTx4Cs2NrZS9EQrDmVxVRbPjyHuQ6DsJCcnV1h9/9KiLK6K8JQ1MT106FC8vLyKXOEg5ubNm/Tv359GjRoRGBgoV09x2dOjR48yaNCgUh/v6urKuHHjaNOmDTdv3pSDoTQlmfAXiURcvnyZI0eOcOnSJXJzcyUP5jo6OnTo0AEXFxe5uwLcv38fS0tLBEHg1q1blXKc0a5dOyIjI/H19aVdu3ZF7jd48GC8vb0Llb5VVBBG3DP5Y9dPUYhXEDZu3JiAgAA5GP6FkZER8fHx3L59m5YtW0ptE68OFASB+/fvy+yN8+rVKzp27Iiuri6vXr2Sq2urVq2IiYnB39+fTz/9VOY+IpGInj178vjxY4YNG8bBgwcl2yoqCBccHMyMGTO4f/8+BgYGbN++nd69e0vtU1Fun376KQkJCUWuyv0Y4pXZ9erVIyQkpPwFP0C8gjgwMLDQyvo3b97Qpk0bBEHg2bNnMnt3xsbGYmxsTM2aNYmMjPzPe5YW8Zg7KSmpolU+isq1/FEWTxWlJyAggIkTJ/Ly5Uup1zt37sypU6e4desW//vf/8jPz5e08YD3ZbBr1KjBb7/9Rq9eveTuWdQ5eOrUKezs7MjJyZHy+9DTwMCAkydPFqqUIC8KCgrYsGEDO3fulPyuy3L70BGgdu3a2NvbM3fuXEVoAkieMwVBoFu3buzcubPCenf+W3j06BFTpkwhNDQUExMTfHx8JNvOnj3L7NmzycrKKnROCIKAoaEhzs7OmJiYKMz3xo0bODk5cf36dUlPv6KuJQB1dXUsLS1ZvHgxXbp0UZgnvL+2/vjjDy5cuICPj0+xv0k6OjpYWFgwYsQIhg4dqnTB7yoVLaBCBZQ+Q9DZ2ZlatWoxcOBAyWuLFy+mXr16cvH7EJWrfFAW1++///4f/w1HR0cGDx4s9wBh48aNiYiIIDQ0lNatW8v1vf4pyuKqLJ4fkpeXx4EDB7h48SLPnj0jISEBkUhEUlISwcHB7N+/n5kzZ9KsWbMKc3RwcCjXvyfPFXDK4qoMnhs2bKBVq1a0bt0aW1tbrl27xvLly7lw4YLM1Trp6emSTNMePXqUu8/fGTVqFGvWrOGbb75BS0uLvn37lvjYK1euYGdnhyAIjB49Wo6WpUMQBPr160e/fv1ISEjA2dkZDw8P7ty5Q3JystQDpbzp1KkTJiYmcg/0/hO++OILTpw4wapVqzhx4kSRK643bdqEubk5169fZ/Xq1axcuVKhnn369GH//v3Mnz+fM2fOlCqDNT4+nnnz5knODXnTvXt3Lly4gKOjIwcOHJDa5ujoKPn3CxcuMH/+/ELHnz17FoD27dvL1RPel8N0cXFhw4YN/PrrrzL3EQSBLVu2YGVlxdmzZ/niiy+YPn263N2Kw8jICE9PT37++Wc2bNjA8OHDmTp1KmvXrq2QssIf8vnnn+Pq6sqaNWsKff8lYc2aNQiCQPfu3eVgJ42JiQl+fn44OzsX6nfo7Ows+fcbN27ILOcqvp8WFVz+r3mWheImuCsbKtfyR1k8VZSc6OhoBg8ezNu3b9HS0sLExIQaNWoQEBCAv78/9vb23L9/n7y8PIYMGcLYsWOpW7cuwcHB7Nixg8DAQCZMmMDNmzcxMDCQu+/fz8EnT54we/ZscnNzadOmDQsXLsTc3Jw6deqQnJzM7du32bBhA/7+/gwfPpxbt25Ru3ZtuToWFBQwcuRIrl69ikgkQk9PD0tLS0xMTDAwMKB69epoamqSlZVFWloaUVFRPHnyBC8vL6KiolixYgW3bt1SSL90MYIgsGTJEjZs2MAXX3zBkiVLsLOzK7Jag4qiefXqFYMGDZIk+X74vPrkyRNmzJhBTk4OzZs3Z86cObRs2RJtbW3u3bvH9u3bCQsLY8SIEdy8eVMhfV6dnJxYt24dBQUFwPv5NRMTE/T19alRowYaGhpkZ2eTmppKdHQ0T548ITw8nCtXrnD16lXJs7kiePLkCRMnTiQkJETqXlC9enWp6yo9PZ3MzEySk5NxcXHh4sWLODk5cfjwYYVV6CkPVCsIVVQKSpsh1rhxY9TU1Hj9+rV8xWSgcpUPyuT6T1HUqsw9e/awcOFCZsyYgZOTk1zf65+iLK7K4ikmNDSU4cOHExYWVigD8927d5JVI9WqVWPv3r3Y2NhUiKd4JUNJEfcgK+p1ea6IUBbXyuz5YeaoGG1tbXJycigoKGDQoEEcPXpUsi09PZ2TJ0+ybds2QkND0dLSwtvbW+5B+tzcXAYMGMDdu3cRBIHWrVvTp08f2rVrh4GBATVq1EBTU5Ps7GzS0tJ48+YNgYGBeHp6EhQUhEgkonv37ly8eJEqVeSfk/dPVgRlZmbi4+ODl5cX69atK3+5IrC3t+fgwYOVdgVhYGAgvXr1Ii8vD2NjY8aPH0+rVq3o3LlzoYfo3377TRIUHjZsGHZ2dnz55ZcKWaUVGxvLF198QWJiIjVr1mTs2LFYWVlhYmIiKdkpRtwvJyAgAE9PT06cOEFycjINGjTAz89P7olW9+7do0+fPhQUFPD5559jbW2NIAi4urpy69YtmjRpwrt378jLy+PEiRNSPfG8vLwYO3YsmZmZ7NmzR+7Bdz8/PwYOHIggCPTq1YuJEyfSunVrmjRpUijQ5uTkxNq1a1FTU2PevHnY2tpiZGRU4WXp7927x4wZMwgJCaFFixbs3r2bLl26VNgKwnv37tGvXz/y8vLo3Lkz8+bNw9LSslBpzA9JS0vj6tWrbN26FX9/fzQ0NLhy5UqZ+m2WhjNnzjBlyhQ0NDSYO3eupG+ji4sLW7dulUxiGRoacu3aNal7Qnx8PJaWlkRGRrJy5Urs7e3/856lRZnaOqhcy5/K4Pns2bNy+TuKGN9kZGSUy9+pVq1aufydoliyZAm7du3CyMiIEydO0KJFC+D9fX7MmDH4+voC75P09u7dK3Vsfn4+AwcO5Pbt29ja2sp9vCrrHJw6dSqnT5+mS5cuXLx4UWZ5zvz8fIYOHYqPjw8LFixgxYoVcvXcuXMnS5cupVq1amzcuJExY8agpqb20eNEIhEnT57E3t6ejIwMnJycFJLg9OHn+vjxY2bPnk1gYCDNmjVjxYoVRfZPViGbmTNn8vvvv9OxY0dOnTollSQoPl979+7NyZMnCwVgU1NTGThwIAEBAcydO5c1a9bI1VXcRxpg/Pjx2NvblyiAFhwczNatWzly5AiCIHD69GmsrKzk6hoREUGPHj1ISkpCV1eXiRMnSp6tZFVbSkpK4smTJ3h6enL06FESEhKoV68evr6+Mqs3VEZUAUIVFUJERATh4eGS/xY/fLu5uX00Uyw8PBxbW1u0tLTk3nsCVK7yQplcyxtFlm1dv349Tk5OTJs2jenTp1fqDBZlcVUWz+TkZMzMzIiIiKBFixYsXLgQU1NTunTpIhmUp6SkYG9vz+nTp9HW1sbPz69CMsiPHDlCREQEGzduJD8/nypVqtC6dWsMDQ3R0NAgPDycoKAgsrOzUVNTY8iQIcWugpBnbzJlca3Mnp6enoSEhEj+CQ0NJTIyUpJJ+PeSnJ6enowYMQJ4P3Gxa9cuhg4dWm4+xZGVlcWKFSs4dOgQ2dnZJQq6ikQitLW1mTJlCqtWrSpTT7iyUBkm00rL9evXcXNz49tvv1VItYKycPr0aebMmUNGRobk+z9w4IDMCYzNmzezevVqyX8rImlBTHBwMJMnTyYgIEDqPFVTU6NatWpoaGiQk5NDZmam5FoTO3bo0IGDBw9KJurkzZEjR7C3tycvL0/iKhKJqFOnDq6urty7d08SbO3QoQMGBgZEREQQEBCASCSid+/ekpWE8mbr1q2sXLmSgoKCj37/9vb2HDhwQOr/qTJck1lZWSxfvpx9+/ahpqbG/Pnz2bhxY4W5nT17Fjs7O9LT0xEEATU1NZo0aVJk4kV4eDgFBQWIRCJq1KjBrl27GDx4sEJcbW1tOXbsmMx7/+HDh7lz5w7bt2+nXr16fPXVV5Jz9cSJEyQmJtK0aVP8/PyKDYD+lzxLgzL9pqlcy5/K4FnaZDtZCIKgkDKpyuJqampKaGgoZ86cKdTb7/r16wwaNAhBELh+/brMSgHixB1jY2Pu3r0rV1dZ52DLli2JjY3Fzc2NL774oshjb9++Td++fWnZsiV37tyRq6e5uTmBgYHs3LmzTD1bjx07hq2tLR06dOD69etyMJTm759rXl4ejo6ObNu2jaysLD799FPmzZvHyJEjK7zqQXmUshUEgWvXrv1zmSIQl+6/fPkyXbt2ldpmbGxMXFxckdcTgK+vL9bW1nz66afcu3dPbp4AgwYNwsfHh3nz5kk9L5WUVatWsXnzZnr16sX58+flYPgXc+fO5fDhw5iamnLq1KlSra589+4dw4cP5/79+0yePJnNmzfL0bT8UAUIVVQI69evlyojVFpEIhFdunTB09OzHK1ko3KVD8rkWt4oKkD41VdfAfD48WOio6OB98vhP/nkkyLLpIn3VzTK4qosnvC+VNu6devo0KEDrq6u1KxZE5D9sDNr1iycnZ2ZPHkyW7ZsUbjr27dvMTc3JyoqismTJ/Ptt98W6qMTFxfHhg0b2L17N6ampnh4eFRIH0VlcVUWTzE5OTmEhoYSEhJCSkoK48ePl2zz9PRk3rx5DB48GDs7u0L/H4ogPj4eNzc3fHx8CA4OJjIykvT0dLKzsws1Uu/RowcDBw6kbt26CnWsDJNp/1YiIiI4ePAg165d4+XLl/zyyy9FBqmvX7/Ozz//jJ+fnySopMjvxM3NjT/++ANfX1/J75Qs9PX1MTc3Z/jw4QwYMEBhfmKeP3/OgQMHCAgIQE1NDRMTE2xtbWnUqBEAO3bsYPXq1WRnZ0uOEQSBMWPGsHnzZoVOGvn7+7Nz5068vb1JSEjg4MGDRWa4Hzt2DEdHR8LCwiTOleWavHr1Kra2tsTExFR48PLNmzds27aN8+fPExUV9dH9DQwMGDp0KHPmzEFPT08Bhn9x8OBB9u3bx9OnTxEEgbZt27Js2TL69+9PTk4OkyZNwtXVVWpyXiQS0aJFC06ePKmwxCtl8SwpyvSbpnItfyqD5759+zh69CgPHz78R38nOTm5fISKYcWKFZw8ebLY3/2SIG/X+vXrk5OTQ0REhOTZVExiYiLNmzdHEASioqJkrmZMSUmhUaNGVK1aVe6J4rLOwbp165KXl0dsbGyxCYDZ2dnUr19fIZ56enpkZmby5s0bqlevXurj09LSJKVIS/J7/E8p6tqOiYnB0dGRo0ePkpeXh46ODiNHjmTYsGGYm5tXSD83S0tL7t+//4/+hrzvY+JrStY5Wa9ePXJzc0lISCiymk1OTg716tVDW1ub2NhYuXkCNGnShOTkZIKDg8uUGBoXF4eRkRGffPKJZJwtL9q0aUNUVBReXl5lqlghrtRlaGjIkydPyl9QDqgChCoqhJ07d0qtRggPD0cQBMmkQHEIgkDTpk1xcHCgTZs28tQEVK7yQplcyxtFBQhlLX3/GBX1IKYsrsriCWBmZsaTJ09wdXXFzMxM8rqsQXlQUBDdunWjSZMmFRLMFJebmTt3Lj/++GOx+65atYotW7awZMkSufYaLAplca2snkWVMi2OgoKCEpXKUaGiMpGcnExgYCCRkZGS5BJFk56eTmRkJGlpaeTk5KCpqUmNGjUwNDQs0ySSoomLi+PKlSvExsZSt25dLCwsaNq0aYU6paamoqGhIbOs2Ic8ffqUhw8f8ubNm0J94SqSd+/e8cMPP/Dy5UsAXF1dK9jofTn0jyVeNG/evKI1JStvZf0eXbx4EVdXV2JiYqhbty69evVi9OjRFdJPSVk8P8asWbMQBEGuVSHKC3ElnMpwPX0MZXGtTJ7ipEtBECptSXR4P9G/cOFCDh06hCAInD17ttSVARo3biwnu/fo6+uTkZFBUFBQoWSP/Px8dHV1i312jo+P59NPP62wAGHbtm158+YNr1+/5pNPPiny2NjYWIyNjRUSdGvWrBlJSUk8e/asTKUMxUGX2rVrK6R9z8eC/69fv8bR0ZE//viDrKwsBEFAV1cXCwsLevbsiampKW3atFFI+wZ434fum2++4f79+wiCwPLly0udqPRh4mt50759e8LDw7l7926hylbt2rUjMjKSkJCQIhNXxdeUIr5/AwMDybNJWSoWiIPZNWrU4M2bN3Iw/IviAq8lQZwkoIjAa3mhChCqqBRUhgyxkqJylQ/K5PpPUVSAUFzDv7R82O9HUSiLq7J4wl8PYPHx8VITP7KuNfEARlNTk/j4eIW7ige2T58+RV9fv9h9o6OjadWqFUZGRvj7+yvI8C+UxbWyejZt2pR+/fphbW3Nl19+qRRBChUqVKhQoUKFChX/TQoKCjA2NiYhIaFSBwjh/TOdkZERKSkpldK1e/fuBAUFsW3bNr7++utC29PT0wGKfD5wc3Nj7NixCnlmkfXMLO6dvWPHjmKDPgcPHmT+/PkKKds5dOhQvLy8mDlzZpkqdH3//ffs2LGDL7/8kj/++EMOhtKUdN7v3bt3ODs7c/ToUckKLHGSqaamJnFxcfJWlRAbG0vbtm3Jy8urdNfVt99+y759+xg5ciT79++X2jZ//nwOHTrExo0bmTp1qszjt23bxvLly+nRowcXL16Uq2vPnj159OgRv/zyCxMnTiz18eJ+75999hleXl7lL/gBJiYmRERE8Oeff2Jqalrq48UrCBs3bkxAQIAcDMsfxYTcVaj4CGPHjq2QJeNlQeUqH5TJVVmoiKBUWVEWV2XxBCRBweTk5I+WOhRnNVVUnX9xOZySlGQU13+PiIiQq1NRKItrZfVctGgRHh4eTJkyBTU1NczMzLC2tmbAgAEYGBjI/f1VVC7evXuHSCSidu3aUq/n5uZy9uxZAgMDSU1NxcDAgN69e9OpU6cK8UxMTOTFixd0795d6vX8/HzOnj2Lt7c3UVFRaGpq8umnn2JjY8Pnn39eIa5iUlNTCQ0NJSIigrS0NDIzMyWrsgwMDCQleioCGxsbqlatyurVq5WiEkRBQQFhYWE0a9as0LY7d+4U+v779+9foooYFUF2djavX7+WXFeKLtdZHElJSaSnp5OZmSlZ7Vqani+KIDExkbS0NAwNDYstLS8mJSUFAB0dHXmrSaEsnipUKANqamqYm5tz7ty5ilb5KFpaWpibm+Pm5lbRKjIZMGAAT58+ZdmyZdSrV4/+/ftLbS8ucTAxMZFly5YhCAJWVlbyVpXQsWNHWrduTevWrSUlUL///nvatWtHhw4dCu3v6enJypUrEQSBIUOGyN1vzpw5eHl5sXv3bmJjY5k/f36JSiI+fPiQLVu2cO7cOdTU1Jg3b57cXUvDJ598wuzZs5k9ezYPHz7E3d0dLy8v/P39ycnJUahLgwYN6NatW5mTxeWJvb09p0+f5syZM2RlZbF69WpJyfAlS5Zw/vx5Vq5cSatWraSqSgGcOXOGNWvWIAgCkyZNkrvr119/zcOHD1m0aBG5ublMmjSpRCtB8/LyOHz4sOT6L0twsbT06dOH/fv3M3/+fM6cOUP9+vVLfGx8fDzz5s1DEAT69esnR8vyRbWCUIUKFSoUjDxWEO7cuZOUlBSp8oAODg4IgsDixYvL7X3KA2VxVRbPorCxscHX15effvoJOzs7yeuysvYOHDiAvb09n3/+OZcvX1a4q7iB9qVLlz46qS5u+l6nTh1JiTRFoiyuld0zJSWFy5cv4+7uzpUrV0hJScHExIT+/fszcOBAPvvsM4V4qFA8+fn5ODk5cfjwYUkgW09Pj++++46pU6cSExODjY0NISEhgHRZ2v79+7N79+4ylXsuC8nJySxdupSTJ0/Spk0bqSzwFy9eMH78eIKDgyWegJTrr7/+qtAgXHJyMvv37+f8+fM8fvxY4lQU7du3Z8SIEUydOrVMpX7Kivh3SFtbGwcHB4VMSpSF3NxcNm7cyN69ezEwMJD6/uPi4pg2bZrMlQHq6upMnTqVn376SaGlG1++fMmxY8d4+vQpIpGItm3bMnXqVMkqcgcHB3bs2EFqaqrkmFatWrFs2TIGDRqkME8xd+7c4cKFC/j4+BAaGkpaWlqhfbS1tfn000+xsLBg+PDhdO7cWeGeACdPnsTJyUlyvaurq9OvXz+WLl2KiYlJkcfVqlULNTU1kpKSVJ5KTGZmJt7e3vj6+hIcHFxk4oWxsTE9e/bE0tLyo2WI5UVoaCgXLlzg1q1bBAcHk5iYSHp6Ourq6lSvXp26detiZGREx44d6devH+3bt68Qz1evXhEYGIggCLRr106qfHRCQgIbNmzAzc1NUmLa0tKS+fPnV1ivzC1btrBp0yb+/PPPQmX8Khtr167FycmJ27dvV6qVTvA+Maxnz568fv0aQRDQ0dGhcePGxQZeNm/ezPPnz3FzcyM5OZnatWtz48aNj1ZI+ad8+umnhSrrCIIgGZeamJjg4+Mj2RYcHMzs2bPx9/dHJBLRsmVLvL29FZKAu2PHDn744QdJiek6derQrl07STlGTU1NsrOzSUtLIyoqisDAQBITExGJRKirq7Nu3TpmzZold0/455XD0tLS8PHxUXj/7GXLlrF9+/ZKeV3dvn2b8ePHEx8fL+lB3KlTJxo3bkxERASHDx9GEATMzMxo27Ytubm53L59WzJe/N///seOHTsU4vq///0PFxcXBEGgdu3a9OzZk3bt2qGvr0/NmjXR0NAgJyeH1NRUybnq7e0tSSodNmwYhw4dkrtnbGwsX3zxBYmJidSsWZOxY8diZWWFiYkJDRs2lFrcUlBQQExMDAEBAXh6enLixAmSk5Np0KABfn5+Zeq3WBGoAoQqKhWxsbH4+/vTp08fNDU1gfcZ0KtWrcLb25uCggLJQ05FZziqXFWuZUUeAcKGDRuSlZVFdHS0ZBBaWcu2KoursngWxcmTJ5k+fTra2tps2rRJUgbl7/8PoaGhWFlZkZSUxKZNm5gyZYrCXadNm8apU6fo3LkzLi4uMpvSw/sJGhsbG+7du8eAAQNwdnZWsKnyuCqLJ7wPGPn6+uLh4YG7uzuvXr1CT0+PAQMGMGDAAHr16iX5PVCh3BQUFDBq1Cj+/PPPQsErQRDYuHEjV65cwd3dnVq1amFhYUG9evUIDg7Gz88PkUhE165dcXd3L9GqmH9CWloaffv2lTw8W1lZcebMGeD95KW5uTnR0dFoaGgwaNAgWrZsSdWqVbl//z4XL14kPz+fLl264ObmppAg0bVr15g6dSpv376VfLa1atVCX1+f6tWro6mpSVZWFmlpaURHR0uCRIIgUL9+fQ4dOsQXX3whd0+xlyAIGBsb8+LFC3r16sW2bdsq1aq7vLw8RowYgbe3NyKRCFNTU65evQq8Pzd69+7NixcvEIlEdO7cmZYtW6Ktrc39+/d58OABgiAo9J567Ngx5s+fT25urlSwWldXFxcXFzw8PFizZo1kf21tbbKysiT7rVy5Ent7e4W4xsTEMGPGDElw9WOBbPgr8N6nTx927dpVotXx5cWaNWvYtGmTTM+qVaty8ODBIicqFTluVBZPZaKgoIANGzawc+dOyWdT3PkqPk9r166Nvb09c+fOVYQm8P55ecGCBZw+fRqRSPTR60rs2rlzZ9asWaOw+39CQgKzZs3C09NT6vWvv/6azZs3ExMTg7W1NWFhYYX+H6pVq8ahQ4eUakVGRZCbm0tGRgY6OjqVskJTXFwcixYtwsXFhby8vI/ee8RtM0QiEU2aNOHgwYNlKvlXFtLS0ggODiYkJETqn5cvX2JoaMjNmzcl+3p6ejJixAgA+vXrx44dOxQaGHjw4AFOTk5cuXKl0Ao7cWDzQ7S0tOjbty/fffddiVYclhfK+nvz6tUrnj59Sq9evSpli4zExEQ2b97MkSNHSE5OBv66z3/43X94Lujr67N48WKFJ+pt376dX375RVImtrj7lNi1QYMG2NvbM3v2bIU4wvug/+TJkwkICJByVFNTo1q1apJgZmZmpiQ4L3bu0KEDBw8eLHUf2IpEFSBUUWlYu3YtmzdvpqCggBcvXkh+TAcNGoSPj4/Uw27Hjh3x9PRUWGNalavKtTyRR4BQXCN7zJgxWFhYADB79mwEQWDXrl0lmnwRM27cuHLzkoWyuCqLZ3FMmDCB8+fPIwgCbdq0oVu3buzfvx9BEFi7di0BAQGcP3+ezMxMzM3NcXFxQU1NTeGeL168wMzMjNzcXIyMjFi8eDFWVlaSlTfJycl4enri6OjI8+fPEQQBd3f3QuX+VK7K5ymLoKAg3Nzc8PDwwN/fn6pVq2JpacnAgQPp16+fQieGVZQv4p4smpqafPfddwwfPpwaNWrg5+fHd999R05ODhkZGRgZGXH+/Hmp7PC7d+8yevRokpKSyty7ojSsXr2aTZs2UbduXXbv3i1Vzkrcr6V58+acOnWq0IqGR48eMWzYMN6+fYujoyMzZ86Uq+vTp0/p3bs3mZmZGBkZYWtri5WVFY0bNy7ymPDwcDw9Pdm9ezfPnj2jRo0aeHl5KWRlhHhyKC4ujjVr1rBjxw60tLSws7NjwYIFlWLiZcuWLaxcuZJq1arx008/MW7cOMmKIAcHB9avX0+9evU4ePAgPXr0kDrW3d2dKVOmkJmZya+//sqYMWPk6nr//n2srKzIz8/H2NgYa2tryXV19epV2rdvz+vXr8nJyeHHH39k7Nix1KxZk4iICDZv3syBAwcQBIErV67IfYVeUlISPXr0IDIyEg0NDWxsbLCysqJ9+/bo6+tLVjqIg9ni7HFPT09cXV3JycmhWbNmeHt7KyRR0Nvbm8GDByMIApMnT8be3p769evz8OFD1qxZg5+fH9ra2nh7e8sc1ytqIlRZPJWJgoICRo4cydWrVxGJROjp6WFpaYmJiQkGBgaFEi+ioqJ48uQJXl5eREVFIQgCAwcO5Pjx43J3zcnJ4csvvyQgIAANDQ1GjBhBt27d0NTU5PHjxxw7dozU1FTmz5+PqakpYWFh3L9/H09PT5KTk1FXV+fnn39m2rRpcvVMS0vD0tKS4OBgRCIR+vr6qKurExERgSAITJkyhdDQULy8vOjRowe2trYYGhoSERHB9u3buXHjBjVr1uTmzZuVKqFERdlITk7m0aNHxMXFMXLkyCL3GzVqFIaGhvTq1Qtra+tKM/+TnJwsVdFC/Fw9dOhQ2rVrV2FeGRkZ3L59m+DgYCIjI0lLSyMnJ0dSutvQ0BBjY2O6du1aZAKpPBk4cCCCIODq6qrw9/4vkJ+fz61bt3jw4AGhoaHEx8eTnp5OQUEB1apVo06dOhgZGdGtWze6du1aYUkEOTk5+Pn54ePjQ0hICBEREaSnp5OdnS1Zmd+oUSOMjIzo0aMHZmZmCq3K8SFubm788ccf+Pr6SqrfyEJfXx9zc3OGDx+u8BWu5YEqQKiiUnDmzBnJqpX69etz584dateuja+vL9bW1lStWpX169ejoaHB8uXLeffuHT///DMzZsxQuapcFe76T5FHgHD9+vWS8pf/FHlPDiiLq7J4FkdeXh4//vgjO3fuJCcnRypj7MMSKWPGjGHDhg0KLTH3dzw8PJg6dSppaWmSz7xGjRoIgiBZ6SIug7J+/Xq5T7j/G1yVxbM4EhIScHd3l/SdyMrKwtTUFGtra0aOHImhoaFc3788glCCICikFIoyuPbr14/bt2+zatUq5s+fL7Xt6NGjfPPNNwiCwG+//YaNjU2h4w8dOsS8efMwMzOTe3+djh078vr1aw4dOsTQoUNlbjt58iR9+/aVebx4FXenTp24du2aXF2nTJnCmTNn6NOnD8ePHy/Vitu8vDzGjh3L5cuXGT16NHv37pWj6Xv+Hoy4ffs2s2fPJjQ0lDp16mBnZ8f06dMrtFLE559/zvPnz9myZUuhzOpu3brx7Nkz9u/fL1kt8Hf27t3Ld999p5BzdfLkyfzxxx/06dMHZ2dnqQmUBQsWSBKDlixZIlU2Xcw333zD0aNHGTVqFPv27ZOr68eC68Xx8uVLRowYwatXr5g7d67Uikh5MXbsWNzc3BgxYgQHDhyQ2iZeZerl5UXHjh3x8vIqNGZUVOBNWTzh/eR1eSDvie2dO3eydOlSqlWrxsaNGxkzZkyJkuhEIhEnT57E3t6ejIwMnJycmD59ulxdN23axOrVq6lXrx7nzp0rFJwIDw9nwIABJCUl4evrS/PmzYH338WmTZvYsGED6urquLm5ybV/rji5wtDQkCNHjkhWgT18+JD//e9/REZGAtC9e3fc3NwKlXDr168fd+/eZdasWTg4OMjNU4UKFSpUqJBFenp6kYH3ypDg+E9QBQhVVAoGDhzIjRs3mD59Ok5OTpLXFy5cyJ49e5g9e7ZkEOjs7MysWbPo3r07Hh4eKleVq8Jd/ynyCBCKRCL27dvHtWvXJCUFfH19JbXGS4O8s7mUxVVZPEtCfHw8586d48GDB8TFxZGfn4+uri7t27fHxsam0pQ+iIyMZOPGjZw/f57ExESpbVWrVsXKyooFCxbQqVOnCjL8C2VxVRbPkpCdnc21a9dwd3fn0qVLTJo0SeZkd3liZGREXFyc1CRVaVYPAwqbdFUG18aNG5OSksKTJ08wMDCQ2hYWFkb79u0RBIEXL17IbAYfGRlJ27Zt+eSTTwgLC5ObJ0C9evXIzc0lMjKyUPJE/fr1ycnJISYmpsg+U2lpaZLeL2/evJGrq7jn6N27d8u0AvD58+d07dqVBg0a8OLFCzkYSiMrGJGTk8OePXvYvHkzCQkJVK9enVGjRvH1119XSN858Xf86tUrateuLbWtQYMGZGdnExERQc2aNWUe//btW5o1a0atWrUIDw+Xq2urVq2IiYnBx8enUJ+5hw8f0rNnTwRB4N69ezJ/7588ecIXX3yBoaEhT548katrhw4dCAsLw9XVtdRjKUCSONisWTMePnxY/oJ/49NPPyUhIQE/Pz/atm1baHtsbCydO3cmNTWVrVu3MmHCBKntigq8KYvnh+/1TxAEQe79Es3NzQkMDGTnzp1lqgRy7NgxbG1t6dChg8xepeWJ2HXv3r2MGjVK5j7nz59nwoQJjBkzht27d0ttW7NmDRs3bmTo0KEcPnxYbp7du3cnKChIZhLQxYsXGT9+PIIgcPHiRczNzQsd7+XlxZAhQzAyMsLf319unqXFz88PoEz3NEUTEREBoBQrMJXFVVk8VaiA90lDlWUVrorKhSpAqKJSIJ4wevr0qVQ5KXGGrpubm6QufmJiIs2bN1fI5JDKVeUqD+QRIJSFMpULUhZXZfH8NxAeHk58fDx5eXno6urSvHlzufccKyvK4qosniXl76V95IFIJMLDw4OlS5fy6tUrSQms0vYUWbp0qZwM/0IZXOvWrUteXp7MoFt2djb169cv9h6bkZGBnp4eGhoaJCQkyM0ToGXLlsTGxvL8+XMaNGggta158+a8ffuWN2/eFJktmp6eLun/FxUVJVdXcTArNjYWLS2tUh8v/uy1tbWJjY2Vg6E0xf2Wpqens337dnbs2EFycjKCINCoUSMGDRqEpaUlZmZmCimJ1aJFCxITE2UGCJs0aUJycnKxn3dWVhYNGjSgatWqxMTEyNVVfF192DNZTEpKCo0aNUIQBBISEmROCmVmZtKwYUM0NTWJj4+Xq6uynavizzYuLq7Ilbm//PILK1asoEGDBjx8+FDq/FTUuFFZPAFWrFjByZMniy3TVRLEyXvyQk9Pj8zMzGLv88UhThJRxG+AgYGBZFVDUdVAUlNTMTQ0pH79+gQHB0tti46OplWrVjRs2JDnz5/LzVOcXBEWFlZo/JacnEzjxo0RBEHmdnhforhp06YKu/5LSq1atVBTU5N70Lo8ULmWP8riqaLsvHz5UtKTvE2bNlLJVs+fP2fHjh0EBASQlpaGvr4+VlZWTJ48WWHVmcT3dFlJgnFxcWzfvh0PDw9evnxJXl4eNWvW5LPPPmP06NGMGTOmwgKGQUFB+Pj4EBwcLCkxmpGRISkxamhoiJGRET179pSZ/KRoUlNTCQ0NJSIigrS0NDIzMyWuBgYGGBkZSdq5KCOqsLGKSkF6ejqAVF+hpKQknj17hpaWllTmsDhTNy0tTbGS/4/KVT4ok6uysHjx4n+cofvzzz8zdepU6tSpU05WslEWV2XxhL8eVmJjY0tVbq6y0LhxYxo3biwp3VCZURbXyupZ3mWiynNVoSAIDBgwAGNjYzp37oxIJGLGjBlyT/AoC8rgWq9ePaKjo3ny5EmhMmZaWlpSFQRkERISArxPtJE3Xbt2xcXFhSNHjrBw4UKpbd26dcPNzY3r168X2WPiypUrADRr1kzurgYGBrx69Yrbt29LeuaWhjt37kj+TkVTvXp1Fi9ezOzZszlx4gRHjhzh8ePH7Ny5k507d1KlShVatmxJx44d2bFjh9w82rdvz7Vr1/jjjz+YOnWq1LaOHTvi7e3N3bt3Za5ygb9WlMi7DDK8L7WYkpLCmzdvCpXsrFmzJh07dgQocgIoLi4OoMjVsOWJrq4uMTExvH79mpYtW5b6eHFi4N+DtvKiVq1aJCYmEhsbW+TqEFtbWw4ePMjr169ZuXLlR+9j8kBZPOH9arXly5ezcOFCDh06hCAInD17ttJUsxCjra1NZmYmqampZQoQikupKmK8JX42Ke4ZRVx6WFZgVfxs/fbtWznY/UWVKlXIzs4mOzu70LacnBzJv+fl5ck8vqCgAKBSJreVtmJDRaJyLX+UxVNF6Xjz5g0zZ87E19dX6vWhQ4eye/duHj58yPDhw0lPT5ecAy9evMDb25tdu3Zx8uRJhfSj7Ny5s8wgtY+PDxMmTCApKUnqHE1JScHb25vr16+zd+9ejh07ppDxqpjff/+dDRs2SJ7rirt+xL9rLVu2ZOnSpYXaPsib5ORk9u/fz/nz53n8+PFHr/X27dszYsQIpk6dWqHte8qCKkCoolJQt25dYmNjef36NcbGxgCShuBdunSRGliLyzRVVH1flet/21XcaL6kpWacnZ2pVasWAwcOlLy2ePHiUq/oKAvff//9P/4bjo6ODB48WO7BLGVxVRZPeB8MioiIIDQ0lNatW8v1vcqLvLw8Dhw4wMWLF3n27BkJCQmIRCKSkpIIDg5m//79zJw5UyET7v8WV2XwXL9+fakC7+LemUW9Lo+yoy1atMDU1LRSlbQqisrs+vnnn3P27FmWL1+Oi4tLoYDEx/oK//LLLwiCIOlbJE+++eYbXF1dcXBwoHr16syaNUvSf2rBggV4eHjwww8/0LVr10L385cvX7J06VIEQSiyR115MnjwYLZs2YKdnR0nTpygTZs2JT726dOn2NnZIQgCQ4YMkaNl6dDR0WH69OlMnz6dgIAADh8+zOXLlwkLCyMwMJAnT57INUA4a9Ysrl69yvLly2nYsCHW1taSbd988w1eXl6sWLECNze3Qufx27dvJd//oEGD5OYopk2bNty6dYvffvuNVatWSW0TBAFvb+9ijxeX6y9LedrSYmFhwYkTJ1i0aBG///57oRWPxZGdnc3ChQsRBIFevXrJT/IDOnXqxJUrV9izZw8//vijzH00NDTYtGkTw4YNY+/evfTq1UvqfFF5FkZTU5Off/6Zs2fPkpKSgp6eHo0bN64Ql6Lo0KEDXl5ebN68GUdHx1Ifv2XLFgCFlHA3MjLiwYMHeHh4FPmbI05a+LBSj5irV68Wua08adWqFffu3cPFxaVQ4sWFCxck/37v3j2Z/X3v3r0LQNOmTeXqqUKFChXv3r1jwIABhIeHIxKJqF+/PjVq1OD169ecO3eOOnXqcOvWLdLS0jA1NWX06NHUq1eP4OBgDh48yJs3bxg1ahR+fn4KSWz8e+AqPDycsWPHkpqaSoMGDbC1tcXMzIw6deqQkpLCrVu32LlzJw8fPmTYsGFcv369VGOysjJnzhyOHj2KSCRCW1ubzp07Y2JiIllxr6mpSVZWFmlpaURFRfHkyRP8/f159uwZkyZNKtSSSp5cu3aNqVOn8vbtW8nnW6tWLUmFmA9do6OjSU1N5dGjRzx+/JgdO3Zw6NAhSRU8ZUAVIFRRKfj888+5cOECDg4OHDhwgOzsbLZu3YogCPTv319q3z179gCUKeu0PFC5ygdlcZ09ezZqamolDhAuXrwYNTU1Xr9+LfWasqBM2XDK4qoozzlz5rBw4UIOHDhQYVnipSE0NJThw4cTFhYm9RmJA0FpaWns2rWLw4cPs3fv3kK9SxSJsrgqi+e2bduIiIhg48aN5OfnU6VKFVq3bo2hoSEaGhqEh4cTFBREdnY2ampqDB06VCEPMH+nU6dOlTLoJovK6jp37lxcXFy4e/cunTp1wsbGhiZNmmBnZ1fkMVFRUYSGhnL48GFOnz6NIAhMnz5d7q6ff/45Dg4OLF68mO+//56dO3dibW1Np06dJM5bt26lW7duTJkyhXbt2pGTk8Pt27c5fvw4qamptG/fnm+++Uburt999x0XLlzg5cuX9OjRgz59+mBlZYWJiQn6+vrUqFEDTU1NsrOzJQ/cAQEBeHp64unpSV5eHkZGRnz33Xdydy0LJiYmbNiwAXgffL169SpeXl5yfc9+/foxf/58tmzZwvjx4+natStDhgzB1NSUtm3bYm9vz+bNm7G0tOSbb76R+v537tzJmzdvaNSoEfb29nL1BBg9ejQ3b95k69at5OXlMWrUKJo0aVKiMkfXrl1j7dq1CgsQL1y4EFdXV7y9venatSszZ86kT58+xY7pnz17hqenJ3v27CEsLAwdHR0WLVokd1eASZMmcfnyZbZt20ZycjITJ06kdevWhcrc9u7dm+nTp7N3716mTJnC+vXrmThxokIclcnzQ7S0tDA3N8fNza1C3v9jzJkzBy8vL3bv3k1sbCzz58+XrMYtjocPH7JlyxbOnTuHmpoa8+bNk7vr6NGjuX//PosXL6Zly5aFVqyEhYVJqqB8mLQK7/v6LViwAEEQ5L4yY+zYsfj7+7NixQrU1dUlCRQXL15k5cqVqKurk5+fz+rVq7GwsJBKvsjMzGTVqlUy5wZUqPivI16x/E9RRAl3ZWH79u2EhYWhp6fHgQMHJIGeqKgovvrqK/bv3w/Al19+yenTpyVJhPB+zrBfv348e/aMX3/9tVySzEvLxo0bSU1NxdjYGA8Pj0LJjB07dmT8+PEMGDCAwMBAdu3axYIFC+TqdOzYMY4cOYK6ujqLFi1i9uzZJWoXkpKSwu7du3FwcGDv3r107dq1yH675cXTp08ZO3YsmZmZGBkZYWtri5WVVbHJTOHh4Xh6erJ7926ePXvGqFGj8PLyUkgCXnmg6kGoolJw+/Zt+vXrB7zvTVFQUEB8fDw1atTg8ePH1KlTBx8fH1avXi2Z8Fq3bh22trYqV5WrXL0iIiIIDw+X/PfAgQMRBAE3N7ePBnrCw8OxtbVFS0tL7v1n5IWi+iWWB8riqkjP9evX4+TkxLRp05g+fXqlHZwkJydjZmZGREQELVq0YOHChZiamtKlSxdJT5yUlBTs7e05ffo02tra+Pn5FSqlpnJVPk94v9rG3NycqKgoJk+ezLfffluozElcXBwbNmxg9+7dmJqa4uHhofAyqY8ePcLPz4+xY8cqrLxdWanMrqdPn2bevHmSMuEf63sl7q0k/s397rvv+OGHHxShCrwvz/PDDz/w4MEDoPgSbvDXStYRI0awefNmdHR0FKFJYmIidnZ2uLu7Ax/3hL8SVmxsbNi6davcV7aLUaZ+vs7OzqxZs4aoqKgSr3QWiUR07dqVgwcPKqRkU0FBAePGjcPd3V2q1GBx/ZBGjRpFUFAQkZGRiEQi2rVrh6enp0KSL27evMmkSZOIiYmR+GpoaKCnp0eNGjXQ0NAgJyeHtLQ0YmJiyM3NBd5/rnp6ehw+fLhQiWJ58t1337F3716pz3b//v0MHz5car+8vDzGjRvHpUuXEASBmjVrkpKSorBzXVk8P2Tt2rU4OTlx+/btSjl+37FjBz/88IOktGWdOnVo164dBgYGMhMvAgMDSUxMRCQSoa6uzrp165g1a5bcPXNzcxkwYAB3795FU1MTGxsbPvvsM7Kzs3n+/DkXLlwgOzubhg0b4ufnJ2npMXz4cEnFntatW3PlyhVJuVF5UFBQwIgRI7h69arM+6mjoyMPHjzA2dmZ1q1bM3nyZAwNDQkPD2f//v0EBwdTt25dbt++LdWWpKJRpt80lWv5Uxk8xQ7/hI+NG8qLZs2alYtraGhoORnJpnv37gQFBXHo0KFCyRPu7u6MGTMGQRC4dOmSzDHJ5cuXGTVqFCYmJoVKlJY3ss7Bdu3aERkZycmTJ2WuyBZz9epVhg0bRvv27fHx8ZGrp5WVFf7+/qxdu7ZMCZTbt29n2bJlfP7551y+fFkOhn8xZcoUzpw5Q58+fTh+/Hip5h3y8vIYO3Ysly9fZvTo0ezdu1eOpuWHKkCootJw6NAhFi9eTFZWFvC+fOT27dslDzXbtm1j+fLlwPvyNGfPnq2wZqoq1/+O6/r168tUVkaMuESqp6dnOVopDmUJuoHyuCrK86uvvgLg8ePHREdHA++vqU8++aTY3h2PHz+Wq5csHB0dWbduHR06dMDV1VUyOSFrsDtr1iycnZ2ZPHmypHyTylV5PeF9z8Bdu3Yxd+7cIkujiVm1ahVbtmxhyZIlciklqkIxJCYmcubMGe7du0dcXBxnz54tcl89PT0AevTowezZs7G0tFSUphQPHjzg0qVLPHz4kJCQEOLj48nIyCA/P5/q1aujq6uLkZER3bt3Z/DgwRWWkBEQEMDZs2fx9fUlODhYZk8pXV1djI2NMTc3Z9iwYQrpj/IhlWEyrTTk5OTg7u4u+f5DQ0MlY1UxmpqaNGvWjO7duzNkyBB69+6tUEeRSMSBAwc4cuQIgYGB5OXlyew1JkZfX5/09HTU1dUZPnw4Tk5OCk0myMjI4NChQ5w7dw5/f3/y8/OL3LdKlSp07tyZYcOGMXHixApZQX7u3Dm2b9/O/fv3yc/P5+DBg4UCbwD5+fk4OjqyY8eOEidB/Bc9xeTm5pKRkYGOjs4/njCWFw8ePMDJyYkrV65I9cmD95/Z3xNGtbS06Nu3L999912JVhyWF+/evWPmzJmSksHiz1Ps16JFC44dOybVdsDMzIzg4GDGjx/PTz/9pJDVQ7m5uaxbt44DBw5Izrc6derw/fffM23aNJKTkxk+fDj+/v5S54RIJEJXV5cTJ07QtWtXuXuWBnECsaura0WrfJR27dqhpqZWIc97pUVZXCuD54oVKzh58qTkmb+sFDduKC8mTZqEu7t7oXFUaVDE75Wenh6ZmZm8evWq0PgoNjYWY2NjBEEgPDxcZjJgYmIizZs3p3r16kRFRcnVVda4ul69euTm5hIVFVXsvT0zM5OGDRsqxLNRo0akpqby+vXrElW5+DtJSUk0bdoUHR0dIiIiyl/wA4yNjYmLi+Pu3btleqZ7/vw5Xbt2pUGDBrx48UIOhuWPKkCoolKRkJDAzZs30dDQwNTUVKpPm7u7Ox4eHlhYWDBs2DCpJdwVgcpVPlQ21507d7Jr1y7Jf4eHhyMIAo0aNfrosYIg0LRpUxwcHErVD6gyoSxBN1AeV0V5lqRcw9+pqAlbMzMznjx5gqurK2ZmZpLXZQ12g4KC6NatG02aNKmQBzFlcVUWT3jfzDs8PJynT59+tP9NdHQ0rVq1wsjISO4lNIvqdVgZURbXsnhGR0fToEGDCh+fKCuZmZmkp6eTnZ2NlpYW1atXr5AAy4eIKzNUtp5jpSE1NVUSIK5WrRo6OjqV5hzNzc3l7du3NGjQoMh9tmzZQqNGjbCwsFBIX+ziyMrK4tWrV0RERBQ6Vxs1akTz5s3R0tKqUEcxaWlphIWF0bBhw2JX3GZmZuLl5cWjR4948+YN27ZtU6Cl8ngqExkZGdy+fZvg4GAiIyNJS0sjJycHTU1NatSogaGhIcbGxnTt2rVCy/TdunWLixcvEhwcTE5ODnp6evTq1Ythw4ahoaEhte+dO3do165dhfgWFBQQERGBmpoa+vr6UsmLWVlZ7Nu3D3d3d2JiYqhbty49e/Zk5syZClvprkKFspGTk8PChQs5dOgQgiBw9uxZWrRoUaq/oahxWWJiIra2tnh4eCAIAjt27KBJkyal+hvm5uZysntPgwYNyM7OJiQkpNCK5by8POrUqVPs3Ik4mKWtrU1sbKxcXWU93xsZGREfH8+bN2+oXr16kceKA5lVq1aVe9Wzxo0bk5KSIjPoWhLevXtHkyZNqFWrllSVN3lQv359cnJyiI2NLdMYNDs7m/r16yvk+y8vVAFCFSpUqCgFypb1/k9RlqAbKI+rojzLWspC3oNtWejr65ORkUF8fLzU5IWs60082NLU1CQ+Pl7lquSe8FeGY1xc3EfLd+Tk5FCvXj2FDLabNm1K//79GThwIF9++WWxD1cVjbK4Nm3alH79+mFtbV2pPVWoUKFChQoVKlRUPIGBgQAKr3YQERGBlpYW9evXV+j7/hOys7MxMjIiJSWFW7duVep5kZSUFIyNjcnKyqqUrp06deLly5ccOXKEwYMHF9oeFBQEILUq+0O8vb0ZPHgwTZs25dGjR3J1lfV8P2PGDE6ePMlvv/2GjY1NkceeOXOGKVOm0Lp1a27duiVXz379+nH79m1++OEHvv3221Ifv2XLFlauXMkXX3whaakgLz777DNevXrFhQsXsLCwKPXxPj4+2NjY0KJFC+7fvy8Hw/KnYuoIqlChQoWSMnbsWKVYpaFCRUUE+sqKOICVnJz80Z4i4qBQRa2AURZXZfEEqF27NnFxcTx48OCjfaXEfeAUEVhatGgRHh4eTJkyBTU1NczMzLC2tmbAgAEYGBjI/f1Lg7K4KotnSbl8+TIeHh6SkpO6urp89tlnjBgxotRZ2+VNUFAQwcHBhIeHk56eTmZmpmSli4GBAcbGxpiYmFSIW/v27alatSrr169XeCnO/wKxsbHcvHmT9PR0mjRpQpcuXT6a/ezm5ga8L5VXEbx9+1aygjAjI0OygtDQ0FApJmdzcnLw9/eXrHbq0qVLhf2m5uXl8fjxY8n3X5IVIRU1AV8Sli5diiAIrFu3rqJVCiFe7VoZOH78OFWrVmXo0KGV+llVWTw/5OXLlzx9+hSRSESbNm2kft+fP3/Ojh07CAgIIC0tDX19faysrJg8eTI1atSoEN+goCB8fHwIDg4u8r5qZGREz549adu2bYU4lgYzMzPU1NQU0h/vQ8SlQxcsWMDy5cuV4nzV0tLC3Nxc8ptemdHR0cHMzIw///yzolVkYmVlxe7du1m0aBGffvppoYpgRQUG4f2YYMWKFQiCUKbgUlkZMmQIrVq1ok2bNlhYWHDq1CkWLVpEhw4dZFZACwwMZNmyZQiCQP/+/eXuN336dG7dusXatWtJTk5mzpw5JapiER8fz/bt29m2bRuCIDBz5ky5uw4ePJgtW7ZgZ2fHiRMnSlUR7unTp9jZ2SEIAkOGDJGjZfmiWkGoQuF07tyZkJAQqSa4xWU0FIUgCLi4uJS3nhQqV/mgTK7/dZRlVR4oj6s8PHfu3ElKSopUTzYHBwcEQWDx4sXl9j7ywsbGBl9fX3766Sfs7Owkr8vKhjtw4AD29vYKaU6tzK7K4gkwbdo0Tp06RefOnXFxcSmy1FVmZiY2Njbcu3ePAQMG4OzsrBC/lJQULl++jLu7O1euXCElJQUTExPJir3PPvtMIR4lQVlclcXTyMgINTU1nj9/LvV6dHQ0EydO5M6dOwBSPagEQUBNTY0pU6awbt26UjW1/6e8fPmSrVu34uLiQmJi4kf319XVZejQocyfP1+h5T7F9yFBELC3t2fp0qWFSt+pKD3Z2dksXLiQ3377jYKCAsnr9erVY9myZUyaNKnIY2vVqqXQCdiCggL++OMPLly4gI+PT7Hvq6Ojg4WFBSNGjKiQoEJkZCSHDh0iMDAQQRBo374906ZNk0xqnT17lkWLFkmtwK9WrRr29vYsXLhQoa4bNmzgl19+ITU1VfKaiYkJK1euxMrKqsjjFP39l4bKUL3lzZs3uLq6Snq7ioMu4nt/1apVJYkXFhYWDB48+KMl08sb8edkZmbG/v37adiwoULfv6R86HngwIFiSyFXNG/evGHmzJmFqrIMHTqU3bt38/DhQ4YPHy51LsD7cYC+vj4nT55UaND9999/Z8OGDYSEhAAU6o/5IeL7aMuWLVm6dClDhw5VhGKZqKh7gLhdhyAIdOvWjZ07d9K8eXOFOpSFtWvX4uTkxO3btyv9vMiqVavYvHlzpXSNjo7G3NychIQEBEGgTZs2NG3alOPHjxd5zOnTp3nx4gUnT57k1atXVK1alevXr2NsbCxX17+3lvn7OKlTp05cvXpV8t+RkZGsWLECV1dXsrKyaNiwITdv3kRXV1eungBLlixh165dCIKAuro67du3x8TEBH19fWrUqIGmpiY5OTmkpqYSFRVFQEAAAQEB5OfnIxKJmDNnDmvXrpW7Z2pqKhYWFrx8+ZIqVarQp08frKysCrlmZ2eTlpYmcfX09MTT05O8vDyMjIzw9vZWmoo5qgChCoXTuXNngoODpX7kK2uvLJWrfFAm16KIjY3F39+fPn36SCb/UlNTWbVqFd7e3hQUFNCvXz+WLl0qs2mxsqAsQTdQHld5eDZs2JCsrCyio6MlGeuVYUKlpJw8eZLp06ejra3Npk2bGD9+PFD4/yE0NBQrKyuSkpLYtGkTU6ZMUbkquSfAixcvMDMzIzc3FyMjIxYvXoyVlZWkeXlycjKenp44Ojry/PlzBEHA3d2d7t27K9w1Pz8fX19fPDw8cHd359WrV+jp6TFgwAAGDBhAr169FBoQKg5lca3MnrLuo2lpaVhaWhIcHAzAl19+ibm5OXXq1JGUdHJ3dyc/Px9ra2uOHTumENfjx49jb29PdnY2IpEILS0tjI2N0dfXp3r16pKH2NTUVKKjoyX9qQRBoGrVquzYsYPhw4crxFX8uVpYWODt7U3r1q3Ztm0bXbp0Ucj7/xspKChg2LBheHt7IxKJaNy4MfXq1SMkJITk5GRJMHblypUyj1fkmOHJkydMnDiRkJAQqQns6tWrS87VrKwsycpXMeIJusOHD2NkZCR3T4Bz584xa9YssrKyJK6CIKCnp4eLiwtBQUFMmDCBgoICdHV10dfX582bNyQlJSEIAl9//bXC+vrNnDmTEydOSK5/HR0dSdBSXV0dJycnpk6dKvPYyjxmrEi39PR0Fi9ezO+//05eXl6xARcxgiCgoaHBhAkT+Omnn9DW1laA6V+fE7yvzODo6Mjo0aMV8t6lQVk83717h4WFBeHh4YhEIurXr0+NGjV4/fo1IpGIqVOncuvWLQIDAzE1NWX06NHUq1eP4OBgDh48SExMDPr6+vj5+Slk0n3OnDkcPXoUkUiEtrY2nTt3xsTEBAMDA6n7qngi+8mTJ/j7+5OVlYUgCEyfPh0nJye5ewL88MMPpdp/69atCILAnDlzJK8JgsCaNWvKW00K8bm6ZMkSNmzYQJUqVViyZAl2dnaVOqkpNzeXjIwMdHR0Kv2qx8TERKKiomjZsmWleCb5O8+ePcPW1pZ79+4BH59/FLf4EIlE6OjosGfPHgYMGCB3z6ysLEJDQwkJCSn0z9u3b2nTpg03b96U7O/p6cmIESOA9ytlDx06pLBxFYCLiwuOjo4EBARIXpN1rn74m9uhQweWLFmi0EoXiYmJ2NnZScqZluR6Ejvb2NiwdetWpeqbqwoQqlA4q1evljQ/3bVrF0CZJ0/EE57yQuUqH5TJVRZr165l8+bNFBQU8OLFC0kG8aBBg/Dx8ZGaQOjYsSOenp5UqaKcFZ2VJegGyuMqD08TExMiIiIYM2aMpIzF7NmzEQSBXbt2lWhCQ8y4cePKzas0TJgwgfPnz0smALt168b+/fsRBIG1a9cSEBDA+fPnyczMxNzcHBcXF9TU1FSu/wJPAA8PD6ZOnUpaWppk8F2jRg0EQZCshBCJRKirq7N+/XqFlBYpCUFBQbi5ueHh4YG/vz9Vq1bF0tKSgQMH0q9fv4+Wd1UkyuJamTxlTUw7ODiwfv16atWqhbOzM2ZmZoWOe/ToEcOGDePt27fs3buXUaNGydXz1q1bDBw4kPz8fHr06MH8+fOxsLAodrIlJyeH69evs23bNry8vNDQ0MDDw4POnTvL1RWkP9c9e/awatUqMjIyGDVqFCtXrsTQ0FDuDv82Dh8+zNy5c9HS0mLXrl2SiZ/MzEwcHR3ZvHkzgiBw7NgxrK2tCx2vqCBMREQEPXr0ICkpCV1dXSZOnCjJyJaVLJiUlMSTJ0/w9PTk6NGjJCQkUK9ePXx9feW+QurJkyf06tWLnJwc2rVrR//+/VFXV8fDw4NHjx7RqlUr3r59S1JSElu2bGH8+PEIgoBIJOLw4cN8++235Ofnc/r06WJX75UH58+fZ8KECaipqbFixQpsbW3R0tIiOjqa5cuXc/r0adTV1XFzc6Nbt26FjldkEK60K3ASExMRBEEqyCIIAqGhoeWtJkVWVhZ9+/bl8ePHiEQiOnfujJWVFe3bt5esHtDQ0JBKvAgMDOTPP//k7t27CIKAqakp7u7uCpn4Fn+HFy9exNbWlvDwcL788kscHBwUOvH7MZTFU7wKS09PjwMHDvDFF18AEBUVxVdffSWZ2O7duzenT5+WGj8nJyfTr18/nj17xqJFi/j+++/l6nrs2DFsbW1RV1dn0aJFzJ49u0TJ1ykpKezevRsHBwfy8/MVMl4B6SAxvB/fFzfx/uHcyof7y/t+9eF98fHjx8yePZvAwECaNWvGihUrFJZUpaLiCQoK4t69e8TFxbFgwYIi9+vevTt6enpYWloyfvx4hSQHfIx3794RExMjNfd0584d9u3bx9ChQ+nfv3+FPf+HhoZKVuZHRkaSlpZGTk6OpCWCoaEhxsbGmJubV+jq3YCAAM6ePStxffv2baF9dHV1Ja7Dhg2rlCXbP4YqQKhChQoVpUDcxBegfv363Llzh9q1a+Pr64u1tbWkp46GhgbLly/n3bt3/Pzzz8yYMaOCzcuGsgTdQHlc5eG5fv16SUnRf0pFZY/n5eXx448/snPnTsmqlg8fCMUPg2PGjGHDhg0V1tdDmVyVxVNMZGQkGzdu5Pz584XKI1atWhUrKysWLFhAp06dKsiweBISEnB3d8fd3R0vLy+ysrIwNTXF2tqakSNHVqqgh7K4VrSnrEnzbt268ezZMzZv3szkyZOLPFY8YdezZ08uXLggV8+vvvoKDw8Pxo0bJ0m8Kg2zZ8/m+PHjWFtbF1s6qbz4++f66tUr7Ozs8PPzQ1NTk3HjxjF37twK7+NY2lUOslDEKgeA/v37c+vWLZYuXSqztPiyZcvYvn079evX5/79+9SsWVNqu6ICRHPnzuXw4cOYmppy6tSpUmVWv3v3juHDh3P//n0mT57M5s2b5Wj6V/lra2trjh49irq6OvB+teb//vc/XF1dJatafvzxx0LHL126lJ07dyrkuhoyZAje3t5FrgKaOnUqp0+fplmzZty5c6dQwEqRAcLGjRuTnJz8j/6GIlzFY+u6dety+PDhUvX2vnnzJhMmTCA+Pp5ly5YppNTsh99heno6y5cv5+DBg1SpUoWvv/4ae3t7hZaSVnbP7t27ExQUxKFDhwqV33R3d2fMmDEIgsClS5dk9s++fPkyo0aNwsTEpFCJ0vLGysoKf39/1q5dyzfffFPq47dv386yZcsU1mpg3759rFixgvT0dARBYODAgcUGNI8fP44gCIwdO1bq9bKMd0rD3++LeXl5ODo6sm3bNrKysvj000+ZN28eI0eOrLCesypUqFA8mZmZpKenS/oQV69e/V9xD1AFCFUonPJ8QJL3SheVq3xQJte/M3DgQG7cuFHoAXzhwoXs2bOH2bNn4+DgAICzszOzZs2ie/fueHh4KNSzvFCWoBsoj6s8PEUiEfv27ePatWuSSRdfX19Jj4/S4OrqWm5eZSE+Pp5z587x4MED4uLiyM/PR1dXl/bt22NjY1PhE8YfoiyuyuL5IeHh4cTHx5OXl4euri7NmzeXTM4qA9nZ2Vy7dg13d3cuXbrEpEmTpHqEViaUxbUiPGVNmotLOoeGhhYb3Hj79i3NmjXjk08+ISwsTK6eLVq0IDExkYCAABo1alTq48PDwzExMaFu3bpyX5UDRQcjXFxcWLt2Lc+ePUNNTY2ePXsyceJE+vfvXyEP3vXq1SM3N7fMxytqlQO8D7qkpKTw8OFDmjZtWmh7Tk4OXbp0ISwsjPnz57Nq1Sqp7YoKELVp04aoqCi8vLzo2LFjqY9/8OABvXr1wtDQkCdPnpS/4Ae0bNmS2NhY/Pz8aNu2rdS2p0+f0r17dwRB4O7duzJXPj1//pyuXbtSv359SUliedG0aVPevXtXpEtqaiqdOnUiPj6e1atXM2/ePKntigwQxsTEMGvWLK5du4YgCEyZMqXIlTgikQgbGxvJirMPKU3Arix06dKF4OBgnJ2dy1QiThxEatmypaRfrTyR9R16e3uzbNkyAgIC0NDQYPjw4UydOlVmQEtRKIunnp4emZmZvHr1itq1a0tti42NxdjYGEEQCA8Pl9lOJDExkebNm1O9enWioqLk6tqoUSNSU1N5/fq1pDx/aUhKSqJp06bo6OgQERFR/oIyCAkJYebMmfj7+6Ovr8/27dv58ssvZe5bkT0IZb1vTEwMjo6OHD16lLy8PHR0dBg5ciTDhg3D3Ny8Upf1FH+/ZRkrqlCh4t+NKkCoQuH8vaRAWVB0WYF/gsq1MMrk+nfEEzBPnz6Vaj4vXlHg5uYmKUEifjBQxOSgvFCWoBsoj6uiPCtzPxkVKkqKuMyIspOcnFymXrsVgbK4KsJT1n1UPBEXFxdX7LmZkZGBnp4empqakj5g8kJWH9rSkJmZScOGDalWrRrR0dFyMJSmuN8nkUjE77//joODA69fv5b0SPzyyy+xtLTEwsJCYWXoUlJScHZ2xsHBgbdv35ZopYMs5L3KAf4KZsbHxxfZG+nixYuMHz8ebW1t/P39pSYIFTVmqF+/Pjk5OcTGxqKlpVXq47Ozs6lfvz7a2trExsbKwfAv6tatS15eHjExMYX6yImvGUEQZG6H9yUqGzRogIaGBgkJCQpxLe77P3LkCHPmzKFWrVo8ePBAKsGhIsaMe/bsYeXKlWRmZjJy5Eg2btwo89qqqPFsgwYNyM7O/sf31apVq0paa8iT4j6nM2fOsG7dOkJCQhAEASMjI4YPH87gwYMLBb9Vnu8Rf/8hISGFSpvn5eVRp06dYs9LcdBNEfcq8fyErGBmSXj37h1NmjShVq1ahIeHy8FQNgUFBTg5OeHk5EReXh5Tp05l7dq1ha63yhYgFPP69WscHR35448/JL0cdXV1sbCwoGfPnpiamtKmTZtK1WqmVq1aqKmpkZSUVNEqH0XlWv4oi2dlJSgoiODgYMLDwyV9ssXlUA0MDDA2NsbExKSiNctM5blTqfjPYGZmJjM4lJuby+3btyX/XatWLRo1aoS6ujphYWGSH2YdHR2mTJmikB9alavK9e+kp6cDSD0oJCUl8ezZM7S0tKR694jLN6WlpSlWUoUKYPHixf84EP/zzz8zdepUuTdXFg9WY2NjK30wSFlclcXzQ/Ly8jhw4AAXL17k2bNnJCQkIBKJSEpKIjg4mP379zNz5kyaNWtWYY7iFeLlhTxXwCmLq7J4ijE1NcXLy4uAgABMTU2L3O/Ro0fA+0lGedO0aVOePXuGp6cngwYNKvXxV69elfydikZcRmzMmDFcvnyZI0eOcOnSJVxcXCQriHR0dOjQoQMuLi5yddHR0WHmzJl06dIFS0tLAFasWFEpE5EaNGhAZGQkz58/L7LviY2NDT179sTb2xs7Ozu5l76VRYMGDYiIiCAwMLDY66conj59CrwPNMqb2rVrEx8fT1hYGC1btpTa9uEkelRUlMzeOOJg+9/LucqDunXrEhMTQ1hYGJ9++qnMfb7++mv27dvH48eP+e677zh48KDcvYpjxowZWFpaMmPGDE6dOsWNGzfYvn07vXv3rlAvMTVr1iQ7O5vY2Ngy3RvFiSEVXb4dYMSIEQwbNgxnZ2f27t3LgwcPcHR0xNHRkXr16tGjRw9MTU3p2LFjqSuP/Fs9DQwMePnyJTdu3GDw4MFS26pUqcKtW7eKPf7x48cAcu+VCtC6dWtu377NgQMH+Pbbb0t9/KFDhwAUHoRVU1Nj8eLF9O3blxkzZkiq4ezevZsuXboo1KUsNG3alF27drF+/XqcnZ05evQoT5484ezZs5w7dw4ATU1N4uLiKlb0b4jbTSgDKtfyR1k8KwsvX75k69atuLi4FGqBIgtdXV2GDh3K/PnzK0W57NKgWkGoolKQl5fH8OHD8fb2xtLSkiVLlhRqoP7o0SPWrVuHh4cHvXr14o8//qiQcsxjDMkAAQAASURBVGMq1/+2q7jc0J07dzA2Ngb+6kvYo0cPqfI3r169omPHjgrPxhMjLuVa0jKszs7O1KpVi4EDB0pec3R0ZNq0aXIPECmLq7J4lhd16tTBz89P7pOhJiYmREREcPPmTVq3bi3X9/qnKIursniKCQ0NZfjw4YSFhUk9uIgzd8Vl5apVq8bevXuxsbGpEM/SroAXr3Yv6nV5ZkMri2tl9hS7LV++nFatWtG6dWtCQ0MZNWoUX3zxBRcuXJC5Wic9PZ3Bgwdz7949xo4dK/cVZBs3bmTNmjV88skn7N27l759+5b42CtXrjB9+nTevXvHypUrsbe3l6Ppe0q7GiAhIQFnZ2c8PDy4c+eOpKeqIlcTmJubExgYyK1btyplgHDGjBmcOHGCPn36cOLEiSLHxyEhIZibm5OVlYW9vT0rV64EFLdCY8GCBezfv5/27dtz5syZUgX64uPjGTFiBI8fP2batGls2LBBjqYwYcIELly4wPDhwzlw4IDUtilTpnDmzBkEQWDVqlXMnz+/0PGbNm1i9erV9OrVi/Pnz8vV9euvv8bFxYUxY8bw66+/Frnf/fv3sbKykqzcmT59OlCxVSfy8/P5+eef2bBhA/n5+YVWEVWU2/jx43F1dZX5/ZeEadOmcfr0aQYNGsTRo0flYChNaT6np0+fcujQIU6ePClZSSIIAoIgyH1libJ4Llq0iN27d6Onp8cff/xBmzZtSnxsTk4Offr04dGjR3z99dds27ZNjqZw+vRppk6dipqaGnPmzGHOnDnUq1fvo8fFx8ezfft2tm3bRkFBgcx+i4oiOzubH374gT179qCmpsb8+fP5/vvvqVKlSqVdQSiLhw8fSvpm+/v7k5+fX6mq+ShThSGVa/mjLJ6VhePHj2Nvb092djYikQgtLS2MjY3R19enevXqaGpqkp2dTWpqKtHR0QQHB0ueUapWrcqOHTuKLKFeGVEFCFVUCjZu3MiPP/7IqFGj2Lt3b7H7zp49G2dnZ1asWMGCBQsUZPgXKlf5oCyuf58syM7Opm/fvjx69KhQY/ClS5eyc+dOunbtypUrVxTqCaUvIdC4cWPU1NR4/fq1fMVkoCyuyuJZXiiqHOqePXtYuHAhM2bMkOrtWRlRFldl8YT3pSLNzMyIiIigRYsWLFy4EFNTU7p06SJ5iElJScHe3p7Tp0+jra2Nn59fkask5MmRI0eIiIhg48aN5OfnU6VKFVq3bo2hoSEaGhqEh4cTFBREdnY2ampqDBkypNjSZPIMHCmLa2X2FJe7+zAgqa2tTU5ODgUFBYUmftPT0zl58iTbtm0jNDQULS0tvL295R6kz83NZcCAAdy9exdBEGjdujV9+vShXbt2GBgYUKNGDclDbFpaGm/evCEwMBBPT0+CgoIQiUR0796dixcvKqQ6wz+ZoMjMzMTHxwcvLy/WrVtX/nJFYG9vz8GDByttgDAwMJBevXqRl5eHsbEx48ePp1WrVnTu3LlQQtJvv/2GnZ0dgiAwbNgw7Ozs+PLLLxUyaRQbG8sXX3xBYmIiNWvWZOzYsVhZWWFiYiIp2SmmoKCAmJgYAgIC8PT05MSJEyQnJ9OgQQP8/PxKNAH+T7h37x59+vShoKCAzz//HGtrawRBwNXVlVu3btGkSRPevXtHXl4eJ06ckOqJ5+XlxdixY8nMzGTPnj2MHj1arq5+fn4MHDgQQRDo1asXEydOpHXr1jRp0qTQ/dLJyYm1a9eipqbGvHnzsLW1xcjIqMInDe/du8eMGTMICQmhRYsWklVEFTWhee/ePfr160deXh6dO3dm3rx5WFpaFrsiMC0tjatXr7J161b8/f3R0NDgypUrZeq3WVrK8jmJq/dcu3aNq1ev8ujRI96+fSs/SZTHMzo6GnNzcxISEhAEgTZt2tC0aVNJsqgsTp8+zYsXLzh58iSvXr2iatWqXL9+XZJULE+WLFnCrl27EAQBdXV12rdvj4mJCfr6+pIxQE5ODqmpqURFRREQEEBAQAD5+fmIRCLmzJnD2rVr5e75Mby8vJg9ezbR0dGYmJiwe/duSb9XZQgQfkhaWho+Pj5l6mEqL5QpQKRyLX+UxbMycOvWLQYOHEh+fj49evRg/vz5WFhYFFuZKScnh+vXr7Nt2za8vLzQ0NDAw8NDqspcZUYVIFRRKfj88895/vw59+7do0WLFsXuK16VZWxszN27dxVk+BcqV/mgLK63b9+mX79+wPvyRgUFBcTHx1OjRg0eP35MnTp18PHxYfXq1fj7+wOwbt06bG1t5e4WEREhtVJRPFHg5ub20VIC4eHh2NraoqWlpZA+Gcriqiye8kKRfR3Xr1+Pk5MT06ZNY/r06QrrMVUWlMVVWTwdHR1Zt24dHTp0wNXVVVKOTdZDzKxZs3B2dmby5Mls2bJF4a5v377F3NycqKgoJk+ezLfffouhoaHUPnFxcWzYsIHdu3djamqKh4dHhZR5VRbXyuzp6elJSEiI5J/Q0FAiIyMpKCgAoE2bNty8eVNq/xEjRgBQrVo1du3apbBs/KysLFasWMGhQ4fIzs4u0apMkUiEtrY2U6ZMYdWqVWXqCVcWlHGC4vr167i5ufHtt9/KPTBVVk6fPs2cOXPIyMiQfP8HDhyQmb28efNmVq9eLflvRfb2Dg4OZvLkyQQEBEidp2pqalSrVg0NDQ1ycnLIzMyUXGtixw4dOnDw4MGPPiuUF0eOHMHe3p68vDyJq0gkok6dOri6unLv3j1JsLVDhw4YGBgQERFBQEAAIpGI3r17c/bsWYW4bt26lZUrV1JQUPDR79/e3p4DBw5I/T9VhmsyKyuL5cuXs2/fPskqoo0bN1aY29mzZ7GzsyM9PR1BEFBTU6NJkyZFJl6Eh4dTUFCASCSiRo0a7Nq1q1B5SnlRHvfViurtW1oU1Sv52bNn2Nracu/ePYCPeuvr65ORkYFIJEJHR4c9e/YoNDjk4uKCo6MjAQEBkteKqrggpkOHDixZskSq2k1Fk5yczIIFCzh9+jRaWlqSMY2yBQgrI8r0/6RyLX8qg2ezZs3+cRscQRAIDQ0tJyPZfPXVV3h4eDBu3LgyJZ/Onj2b48ePY21tXWxiSWVCFSBUUSkQN4EurrG6mNzcXOrWrauQhs+yULnKB2VyPXToEIsXLyYrKwuA6tWrs337dskD+LZt21i+fDkAFhYWnD17ViEZ+evXr8fR0bHMx4tEIrp06YKnp2c5WslGWVyVxVNeKCpA+NVXXwHv+3WIe/ZUr16dTz75pNgywuL+HopEWVyVxRPe96V98uQJrq6uUj1lZD3EBAUF0a1bN5o0aVIhruIM7blz5/Ljjz8Wu++qVavYsmULS5YskXtfPFkoi6uyeIrJyckhNDSUkJAQUlJSGD9+vGSbp6cn8+bNY/DgwdjZ2RUKdCqC+Ph43Nzc8PHxITg4mMjISNLT08nOzkZLS4vq1atjaGiIsbExPXr0YODAgVJ9lRVBZZig+LcSERHBwYMHuXbtGi9fvuSXX34pMkh9/fp1fv75Z/z8/CRBJUV+J25ubvzxxx/4+vpKfqdkoa+vj7m5OcOHD6+QlRjPnz/nwIEDBAQEoKamhomJCba2tjRq1AiAHTt2sHr1arKzsyXHCILAmDFj2Lx5c7Ernssbf39/du7cibe3NwkJCRw8eLDI8lbHjh3D0dGRsLAwiXNluSavXr2Kra0tMTExFR68fPPmDdu2beP8+fNERUV9dH8DAwOGDh3KnDlz0NPTU4Dhe5Tlvqosnh8SFBTEvXv3iIuLK7Z6Uffu3dHT08PS0pLx48ejq6urQMu/CA0NxdfXVzIGSEtLIycnB01NTWrUqCEZA5ibm8vsn1pZOHv2LPPnz+fdu3cVcs6IE4NdXV0V+r7ypF27dqipqVXIM1RpUaZ7hbK4VgbPSZMm4e7uLplLLQuK+H9o0aIFiYmJBAQESMZ7pSE8PBwTExPq1q0r92BmeaEKEKqoFDRt2pR3797h5+f30ebIAQEBmJubU6dOHV6+fKkgw79QucoHZXKF9/1wbt68iYaGBqamplLZ5O7u7nh4eGBhYcGwYcNQU1NTiNPOnTulslvCw8MRBKFEP2iCINC0aVMcHBxK1WOhrCiLq7J4ygtFBQjLkgVcUYNbZXFVFk/4K+P67wkish5isrOzqV+/PpqamsTHxyvctX379oSHh/P06VP09fWL3Tc6OppWrVphZGQkWVGuSJTFtbJ6FtXrsDgKCgoU9puvQkV5kZycTGBgIJGRkZLkEkWTnp5e5ER29erVK8SpNMTFxXHlyhViY2OpW7cuFhYWNG3atEKdUlNT0dDQQFtbu9j9nj59ysOHD3nz5g0LFy5UkN3HeffuHT/88IPkWa8yTNKHhoZ+NPGiogIu69atQxAEli5dWiHvX1KUxVNF5SA1NVXS2qNx48YVbKNChYryIDExEVtbWzw8PBAEgR07dtCkSZNS/Y0Py7rLg4YNG5KVlUV0dHSZEr0yMzNp2LAh1apVKzYJrjKhChCqqBSMGDGCP//8k379+vH7778XOSEjEokYPXo0V65coW/fvpw8eVLBpipXeaFMrspCZcgQKinK4qosnuWFogKEvr6+ZTpO3gNDWSiLq7J4AjRp0oTk5GRCQkKkVjLJut7E2Xi1atWSKv+rKOrVq0dubi5xcXEfLXGZk5NDvXr1Kmy1u7K4VlbPpk2b0q9fP6ytrfnyyy+VIkihQoUKFSpUqFCh4p/j5+eHtrY2pqamFa2iQsW/jpSUFIyNjcnKyqqU/b27devGs2fPOHr0KIMGDSr18a6urowbN65QO4rKjPxr3qlQUQK++eYbPD09uXTpEkOGDGHFihWFGnnevXuXNWvWcP36dQRBYM6cOSpXlWuFuCoLY8eO/cf1vRWFsrgqi6eyURFBqbKiLK7K4glgYmKCr68vJ06cwM7Orth9xeV6K+ohonbt2sTFxfHgwQM+//zzYvd98OABQIUFlpTFtbJ6Llq0CA8PD6ZMmYKamhpmZmZYW1szYMAADAwM5P7+KioX7969QyQSUbt2banXc3NzOXv2LIGBgaSmpmJgYEDv3r3p1KlThXgmJiby4sULunfvLvV6fn4+Z8+exdvbm6ioKDQ1Nfn000+xsbH56HUnb1JTUwkNDSUiIoK0tDQyMzMlq7IMDAwwMjLik08+qRA3GxsbqlatyurVq5WiGkRBQQFhYWE0a9as0LY7d+4U+v779+9fptJZiiA7O5vXr19LritFluv8GElJSaSnp5OZmSlZ7VqnTp2K1pIiMTGRtLQ0DA0Niy0tLyYlJQUAHR0deatJoSyeykJmZibe3t6SEqNF3VeNjY3p2bMnlpaWH11lLC9CQ0O5cOECt27dIjg4mMTERNLT01FXV6d69erUrVsXIyMjOnbsSL9+/Wjfvr1C/cQlRkeNGsUvv/xCtWrVFPr+ZSEzM5Pg4GBEIhEtWrSgRo0akm0JCQkcOnSo0HhlyJAhFTa/kZKSwo0bNwgJCSE8PJz09HQyMjIKrcw2MzOrsHGAMhEYGMiLFy8KlRZ/9+4dBw4ckDkGHDFiRIVUP9HR0cHMzIw///xT4e9dEkaNGsWaNWv45ptv0NLSom/fviU+9sqVK5L+1KNHj5ajZfmiWkGootKwceNG1qxZI/lx0tHRwdDQEEEQiIyMJDk5WdJQefXq1cyfP1/lqnKVq0/nzp0JCQlBEARJaQsbG5tS/x1BEHBxcSlvPRUq5I48VhDu3LmTlJQUqf5hDg4OCILA4sWLy+19ygNlcVUWz6I4efIk06dPR1tbm02bNkl6uv19BWFoaChWVlYkJSWxadMmpkyZonDXadOmcerUKTp37oyLi0uRkwWZmZnY2Nhw7949BgwYgLOzs4JNlce1snumpKRw+fJl3N3duXLlCikpKZiYmNC/f38GDhzIZ599phAPFYonPz8fJycnDh8+LCkPpKenx3fffcfUqVOJiYnBxsaGkJAQQLosbf/+/dm9e3eZyj2XheTkZJYuXcrJkydp06YN169fl2x78eIF48ePJzg4WOIJSLn++uuvCp18S05OZv/+/Zw/f57Hjx9LnIqiffv2jBgxgqlTp0pNeMob8e+QtrY2Dg4OTJo0SWHvXRpyc3PZuHEje/fuxcDAQOr7j4uLY9q0aVKviVFXV2fq1Kn89NNPH+0BX568fPmSY8eO8fTpU0QiEW3btmXq1KmSMtMODg7s2LGD1NRUyTGtWrVi2bJlZcrk/6fcuXOHCxcu4OPjQ2hoKGlpaYX20dbW5tNPP8XCwoLhw4cXSnRVFCdPnsTJyUlyvaurq9OvXz+WLl2KiYlJkcfVqlULNTU1yTOvylO5KCgoYMOGDezcuVMybi7uviq+/9euXRt7e3vmzp2rCE3gfVLIggULOH36NCKR6KP3f7Fr586dWbNmDV988YUiNKV+v1u0aMGOHTsKJd9UFlJTU1m8eDGnT58mJycHeH9PmjlzJqtXr+b58+fY2NgQHx8v9XkLgkD79u05duyYQpNFbty4gZOTE9evXyc/Px+Qfb6Kv3t1dXUsLS1ZvHgxXbp0UZinshAREcHs2bPx9fXFxMQEHx8fybabN2/yv//9j8TExEKfsSAIdOjQgd9++61CkoVWrVrF5s2buX37dqVbQZibm8uAAQO4e/cugiDQunVr+vTpQ7t27TAwMKBGjRpoamqSnZ1NWloab968ITAwEE9PT4KCghCJRHTv3p2LFy9SpYpyrM1TBQhVVCquXr3KunXruHv3bqFtgiDQo0cPFi9eXClWRqhc5UNlcu3cuTPBwcFSE9TK1NdLTGxsLP7+/vTp00dSvi01NZVVq1bh7e1NQUGB5IGsorMxlcVVWTz/KfIIEMqq515ZS7cqi6uyeBbHhAkTOH/+PIIg0KZNG7p168b+/fsRBIG1a9cSEBDA+fPnyczMxNzcHBcXlwrJdnzx4gVmZmbk5uZiZGTE4sWLsbKykkysJycn4+npiaOjI8+fP0cQBNzd3StkQkFZXJXFE94HjHz/j73zjori/B73MyBNicQCCtgVLBE0wRoQS7BQNJaYWL6xYe+YKJIYCxp7S1SMGmtiiMYSRYpKVBQSGzbsiEqRLkiTzv7+4LcbNxTFsLtMPvOck3Pizry7D7uzszPvfe+9wcEEBATg7+/PkydPMDU1xdHREUdHR3r06PHaMqkS4qCoqIihQ4fyxx9/lDqhsm7dOk6fPo2/vz9GRkbY29tjbGxMeHg4ISEhyGQyOnXqhL+//xtlxfwbMjMz6dOnjyLY4uDgwOHDh4HijAE7Ozvi4uLQ0dGhf//+tGzZEgMDA65du8aJEycoLCykY8eO+Pn5qSVIdPbsWVxdXUlJSVG8t0ZGRpiZmVGjRg10dXXJyckhMzOTuLg4RZBIEARMTEzYs2ePWieIBUHA0tKShw8f0qNHDzZt2lSlsu4KCgoYMmQIQUFByGQybGxsOHPmDFB8bPTq1YuHDx8ik8no0KEDLVu2RF9fn2vXrnH9+nUEQVDroov9+/cze/Zs8vPzlYLVtWvXxsfHh4CAADw9PRX76+vrk5OTo9hv0aJFuLm5qcU1Pj6eiRMnKoKrrwtkwN8T2r1792br1q1KpdNVjaenJ+vXry/V08DAgN27d+Po6FjqWHVeN4rFUywUFRXxySefcObMGWQyGaampvTs2RMrKyvMzc1LnFdjY2O5c+cO586dIzY2FkEQcHJy4pdfflG5a15eHh999BFhYWHo6OgwZMgQunTpgq6uLrdu3WL//v1kZGQwe/ZsbGxsiIyM5Nq1awQGBpKWloa2tjarV69m/PjxKneVH2teXl7Mnz+fjIwMxowZw4IFC6pUxnBOTg59+vRRLLYRBEERuBAEgfnz5xMUFMSff/5J48aNcXFxUVyvHD16lJcvX9KyZUuCgoLeqtdaRVmzZg3Lly+nqKgIKO4taWVlhZmZGYaGhujo6JCbm0tGRgZxcXHcuXNH0VZCW1tbkdUlUUxSUhL29vbExcWhpaXF8OHD2bJlCwCRkZHY2dmRnp7Ou+++y9ixY7G0tMTAwIDQ0FD27dtHWloaFhYWBAUFqb2SzPPnz4mNjaVly5ZV8v4pJyeHhQsXsmfPHsX36XXIZDL09fUZN24cixcvRk9PTw2mlYMUIJSokiQmJhIWFkZKSgra2toYGxvTtm3bEmV9qgKSq2qoCq5LliwhPj4egK1btwLFN7VvgzwjRt0sW7aMDRs2UFRUxMOHDzE2Ngagf//+XLhwQenGvH379gQGBmpshYtYXMXiWRmoIkBoZWVFdHQ0w4YNw97eHoApU6YgCAJbt259o8kXOSNGjKg0r9IQi6tYPMujoKCApUuX4uXlRV5eHoIgKH2X5De8w4YNY+3atWrNIPknAQEBuLq6kpmZqbhRMDQ0RBAExUS2TCZDW1ubFStWMGnSJMn1P+L5T+7du4efnx8BAQFcvXoVAwMDevbsiZOTE3379lXrxLBE5bJ7925mz56Nrq4uX375JYMHD8bQ0JCQkBC+/PJL8vLyePnyJRYWFhw7dkyR+QTFJfE//fRTUlNT+e677xg9erRKXZcsWcL69eupW7cu27Ztw8HBQbHtq6++YsuWLTRr1ozffvuNFi1aKI29efMmgwYNIiUlhVWrVqn8u3X37l169epFdnY2FhYWTJ06FQcHBxo1alTmmKioKAIDA9m2bRv379/H0NCQc+fOYWFhoVJX+HuCODExEU9PT7Zs2YKenh7Tpk1jzpw5VaI36caNG1m0aBHVq1fn22+/ZcSIEYqSgStXrmTFihUYGxuze/duunXrpjTW39+fcePGkZ2dzQ8//MCwYcNU6nrt2jUcHBwoLCzE0tISZ2dnxffqzJkzWFtb8/TpU/Ly8li6dCnDhw/nnXfeITo6mg0bNrBr1y4EQeD06dMqz9BLTU2lW7duxMTEoKOjg4uLCw4ODlhbWysmsv8ZdJFnD/j6+pKXl0fTpk0JCgpSy2LBoKAgBgwYgCAIjB07Fjc3N0xMTLhx4waenp6KfmpBQUGlXterK/AmFk+Aly9fVsrzqLo0pZeXFx4eHlSvXp1169YxbNiwN1pEJ5PJOHjwIG5ubrx8+ZI1a9YwYcIElbquX7+eJUuWYGxszO+//07btm2VtkdFReHo6EhqairBwcE0a9YMKP4s1q9fz9q1a9HW1sbPz0/l5bFfPdZiY2OZMWMGgYGBGBkZMWfOHCZMmFAlfgO+//57vvnmG4yMjFi1ahUDBw5EX1+fK1euMH78eJ49e0ZhYSEffPABx48fV7qHioyMxNnZmZiYGJYuXaryFj7+/v6K35mRI0fi5ub2Rr/l4eHhfP/99+zbtw9BEDh06JDStc7/Ml988QU//vgjTZo04cCBA0rnzZkzZ7J3717at2/P77//XmIuNSYmBicnJ6Kiovj666+ZO3euuvVFQVJSEn5+fly4cIHw8HBiYmLIysoiNze3RDncbt264eTkJMp7QClAKCEhIfEf5fDhw4oSfCYmJly+fJlatWoRHByMs7MzBgYGrFixAh0dHRYsWMCLFy9YvXo1EydOlFxF7llZqCJAuGLFCkX5y3+LqicHxOIqFs83ISkpid9//53r16+TmJhIYWEhtWvXxtraGhcXF5o3b65RPzkxMTGsW7eOY8eO8fz5c6VtBgYGODg4MGfOHI31IXsVsbiKxbMskpOT8ff3x9/fn3PnzpGTk4ONjQ3Ozs588sknNGjQQKWvXxlBKEEQ2LNnz7+XeQ1icO3bty+XLl1i8eLFJUra//TTT0yfPh1BEPj5559LLT+/Z88eZs2aha2tLX5+firzBGjfvj1Pnz5lz549DBw4sNRtBw8eLLN/irzM8wcffMDZs2dV6jpu3DgOHz5M7969+eWXXyq0YrygoIDhw4dz6tQpPv30U3bs2KFC02L+GYy4dOkSU6ZMISIigjp16jBt2jQmTJig0WoRnTt35sGDB2zcuLFECdQuXbpw//59du7cyZAhQ0odv2PHDr788ku1HKtjx47lyJEj9O7dG29vb6WM1Tlz5igqB8yfP1+pbLqc6dOn89NPPzF06FB+/PFHlbq+LrheHo8fP2bIkCE8efKEmTNnKmVEqorhw4fj5+fHkCFD2LVrl9I2eZbpuXPnaN++PefOnStxzaiuwJtYPF99rX/Dq61KVIWdnR23b9/Gy8vrrRb67d+/n6lTp9KuXbtSSxFXJnLXHTt2MHTo0FL3OXbsGKNGjWLYsGFs27ZNaZunpyfr1q1j4MCB7N27V6WupR1rP//8M56eniQkJFCrVi3Gjx/PmDFjVH6NVx7du3fn5s2bpS5IOnLkCGPHjkUQBI4ePUrPnj1LjJfv82r2uaqQL6ieNWsWS5YsqfB4eUnKHj16cOzYMRUYKiOG69X33nuPZ8+eceTIEXr16lXqtvIqr8iDtu+99x5//vmnyjwlqj5SgFBCQkKiDCqzzIYmsnKcnJz4888/mTBhAmvWrFE8PnfuXLZv386UKVNYuXIlAN7e3kyePJmuXbsSEBAguYrcs7JQRYBQJpPx448/cvbsWdLS0gAIDg5GEARsbW0r9Fy+vr6V5lUaYnEVi+d/laioKJKSkigoKKB27do0a9ZM5SUF3xaxuIrFsyxyc3M5e/Ys/v7+nDx5kjFjxpQ62V2ZWFhYkJiYqDSZWZHsYVBfSXQxuDZq1Ij09HTu3LmDubm50rbIyEisra0RBIGHDx9iYmJSYnxMTAzvvfce7777LpGRkSrzBDA2NiY/P5+YmJgS2dUmJibk5eURHx+vyCr7J5mZmYp+Ks+ePVOpq6WlJYmJiVy5cuWtMgAfPHhAp06dqFevHg8fPlSBoTKlTRDn5eWxfft2NmzYQHJyMjVq1GDo0KF8/vnnGuk7J/+Mnzx5UiI7oF69euTm5hIdHc0777xT6viUlBSaNm2KkZGRooybqmjVqhXx8fFcuHChRJ+5Gzdu0L17dwRBIDQ0tNQFQXfu3OHDDz+kQYMG3LlzR6Wu7dq1IzIyEl9f3wpfSwGKxYNNmzblxo0blS/4D1q0aEFycjIhISG89957JbYnJCTQoUMHMjIy+P777xk1apTSdnUF3sTiCbBw4UIOHjyo6EH7tsivzVWFqakp2dnZPHv27K0y2uS/ATVq1CA2NlYFhn9jbm5OVlZWqb9XcjIyMmjQoAEmJiaKHpVy4uLiaNWqFfXr1+fBgwcqdS3rWMvJyWHr1q189913pKamoq2tTa9evRg0aBDOzs5q7ecLf7+npV2PPHv2jDZt2iAIgmJhyz9JSEjA0tKSmjVrEh0drVLXxo0bk5aWRnh4uKIKU0VITEzEwsJCLddWII7rVfk14KutRv65LTExscwFWTk5OdSrV4/q1av/63OdhLiRAoQSEhISZVAZqwblZfE0kZUjn9y6e/euUukr+WpiPz8/RQ+X58+f06xZM7VdbInVVSyelYUqAoSlIaZ+ImJxFYsnFLtqaWmRkJBQJfsPvCl5eXmi8ReLq1g8X0daWtpb9TCuCDKZjICAADw8PHjy5AmCIDBu3LgKT8B4eHioyPBvxOBat25dCgoKSp3EzM3NxcTEpNxz7MuXLzE1NUVHR4fk5GSVeQK0bNmShIQEHjx4QL169ZS2NWvWjJSUlHInjrOyshT9/1Q9OSwPZiUkJLxVXxb5e6+vr09CQoIKDJUp77c0KyuLzZs3s2XLFtLS0hAEgYYNG9K/f3969uyJra2tyksLAjRv3pznz5+XGiCUT8aW937LJwcNDAwUrRVUhfx7VdpEZnp6Og0bNkQQBJKTk0stz5+dnU39+vXR1dUlKSlJpa5iO1bl7215E8HfffcdCxcupF69ety4cUPp+FTXdaNYPOXk5eUxd+5c9uzZo8jCqmg1i/JKKFcGTZs2JTU1lfv371O/fv0Kj5cHXWrVqsXTp08rX/AVGjRoQGZmZrm/SfJzkp6eHomJiUrb5MFMdZwDXnespaens2XLFvbu3UtcXByCIKClpUX79u3p3r07NjY2tGvXTuU9a+VBoKdPn5YITubn51O3bt1y/w55QFYd7+mbBIjLQ50LmkAc16vyLMFbt26VONfIF2WVdmzIefHiBY0bN1ZLgLgiyOcHVJ2BLfE34myKJCEhIaEGbG1tSw0Q5ufnc+nSJcW/jYyMaNiwIdra2kRGRiouvmrWrMm4ceM01n8uKysLQKn+tfzmQU9PT2mVs3xVcWZmpnol/z9icRWLp9hwd3f/18H41atX4+rqqvKm8WJxFYsnFE+cREdHExERQevWrVX6WpVFQUEBu3bt4sSJE9y/f5/k5GRkMhmpqamEh4ezc+dOJk2aRNOmTTWtKhpXMXjKM8Qri8rMKhQEAUdHRywtLenQoQMymYyJEyeqfIHH2yAGV2NjY+Li4rhz506JPkd6enpKVQRK49GjR0DxQhtV06lTJ3x8fNi3b1+J/jFdunTBz8+P8+fP4+joWOr406dPA6jlu2Vubs6TJ0+4dOmSomduRbh8+bLieTRNjRo1cHd3Z8qUKRw4cIB9+/Zx69YtvLy88PLyolq1arRs2ZL27duzZcsWlXlYW1tz9uxZjhw5gqurq9K29u3bExQUxJUrV7Czsyt1fEhICIBaSuRVr16d9PR0nj17VqJk5zvvvEP79u0Byrx3kgcLysqGrUxq165NfHw8T58+pWXLlhUeL18c+M+graowMjLi+fPnJCQklBmQmDp1Krt37+bp06csWrTotecxVSAWTzm6urqsXr2ao0ePkp6ejqmpqcoDfhWlXbt2nDt3jg0bNrBq1aoKj9+4cSOAWkq4W1hYcP36dQICAsoseyw/J726GFeOvARmadvUTc2aNfHw8MDd3Z2AgAD27dvH6dOnCQ0N5dq1a4B6SsyampoSFRXFtWvXSpSY1NHR4cCBA+WOv3fvHsBbZfRVlBYtWnDz5k0OHz78VuU7f//9dwC19CAGcVyvduvWjV9//RUvL68S9yn29vYcOnSI06dPl1nS9/jx44D63tOKUNFsTYl/x+s710pISEj8j+Ln54evr6/Sf8eOHVPclPbs2ZOTJ08SFRVFSEgI58+fJzIykvPnz9OvXz/S09O5ceMGX331lUb85UGsV1cCnjlzBplMRseOHZVWbcpXYGmq0bZYXMXiCcUlcitSJtfb27tE7xl3d3e13Cx89dVX/3pl3apVq1S+6hHE4yoWT4AZM2Ygk8lK9KKpqkRERGBjY8O8efMICgoiISGBwsJCxU1MZmYmW7du5cMPP+TEiROS63/IU97v803/K2t/+eOqoHnz5tjY2KjkuSubquzauXNnZDIZCxYsICcnp8T2iRMnlttf+LvvvkMQBLX8fdOnT0dLS4uVK1fi5eVFUVGRYtucOXPQ0tLim2++KdHbE4p7pXl4eCAIQpmTtZXJgAEDkMlkTJs2jbt371Zo7N27d5k2bRqCIPDxxx+ryLDi1KxZkwkTJnDhwgWCg4MZP348jRo1Ij8/n9u3b7N//36Vvv7kyZMVx+o/y4RPnz4dmUzGwoULSz2OU1JSFJ9///79VeoJ0KZNG6C4j9c/EQSBoKAggoKCyhwvL9mvjolMe3t7ZDIZ8+bNIzs7u0Jjc3NzmTt3LoIg0KNHD9UI/gN5cGf79u1l7qOjo8P69euRyWTs2LFDI2XlxeL5Knp6emUG2KsCM2bMAGDbtm2MGTPmjUva3rhxgzFjxuDl5YWWlhazZs1SoWUxn376KTKZDHd3d27fvl1ie2RkpGKRo5OTk9K2c+fOMWfOHARBKNFvV5NoaWnh5OTEr7/+yv379/Hy8mLo0KHUrVtX6fdYVXTr1g2ZTMb8+fNLrVjQr18/+vXrV+b45cuXIwgCXbp0UaUmAJ9//rnivPrjjz9SUFDwRuMKCgrYuXMnX375JYIgVEpvwIpQla9XZ8+ejb6+Pj/88APz589XKmns7u6Ovr4+X3/9tWLh2qtcunSJBQsWIAiCRloiSVQtpBKjEhISEhVg3bp1LF26lKFDh7Jjx45y950yZQre3t4sXLiQOXPmqMnwb0aNGsXx48cZPHgwu3btIjc3lz59+nDz5k2WLVvG9OnTFft6eHjg5eVFp06dFCvJJVfxekLFyzI0atQILS0tlZeWURXqKodaGYjFVZ2eK1asYM2aNYwfP54JEyZUyVWMUFwq0tbWlujoaJo3b87cuXOxsbGhY8eOivI96enpuLm5cejQIfT19QkJCSmRKSG5is8TYN++fURHR7Nu3ToKCwupVq0arVu3pkGDBujo6BAVFcW9e/fIzc1FS0uLjz/+uEQZvVfZunWrSjznzZvH9u3buXjxYpU/z1RV12vXrtG7d28KCwsxMzPDxcWFxo0bM23atDLHxMbGEhERwd69e/ntt98QBIEjR46UWNGvCrZv3467uzsymYwGDRrg7OzMBx98QOPGjfH19eX777/HxMSEcePG0bZtW/Ly8rh06RK//PILGRkZWFtb88cff6i8pG9GRgb29vY8fvyYatWq0bt3bxwcHLCyssLMzAxDQ0N0dXXJzc0lMzOT2NhYwsLCCAwMJDAwkIKCAiwsLAgKClLLAqx/U87w8ePHnDlzhnPnzpUaEKtMFi1axMaNGxEEgU6dOvHxxx9jY2NDo0aNFP0S27Rpw/Tp05U+fy8vL549e0bDhg35888/qVmzpko9d+3ahZubG9ra2kydOpWhQ4fSuHHjN+rZdfbsWUaNGkVGRgZLlixReTAjPDycHj16kJWVRcOGDZk0aRK9e/cuN5vw/v37BAYGsn37diIjI6lZsyZBQUE0a9ZMpa5Q3EN6xIgRCILAqFGjGD16NK1bty61zO2XX37Jjh070NfXZ8WKFYwePZratWurpXSnWDz/ybJly1izZg2XLl2qUr9VcrZs2cI333yjCEjVqVOHtm3bKsox/vO8evv2bZ4/f45MJkNbW5vly5czefJklXvm5+fj6OjIlStX0NXVxcXFhffff5/c3FwePHjA8ePHyc3NpX79+oSEhCgW5w4ePFixKLd169acPn26zL6qlUVllLO9c+dOqb02K5Pw8HC6d+/Oy5cvMTAwoHv37jRp0qTchWiXLl3i0aNH/PTTT/z1119oa2tz6tQptfTR/b//+z98fHwQBIFatWrRvXt32rZti5mZGe+88w46Ojrk5eWRkZGhOFaDgoJ48eIFMpmMQYMGsWfPHpV7/pOqer0K4OPjw8SJE8nOzqZ69ep0796dDz74gEaNGnHt2jV++OEHDAwMGDRoEO+9956iItqpU6coLCykV69eHDly5F9XH6pMxNQu5b+CFCCUkJCQqACdO3fmwYMHhIaGvrb/wJMnT2jfvj2WlpZcuXJFTYZ/c+nSJfr27QsU99EoKioiKSkJQ0NDbt26RZ06dbhw4QJLlizh6tWrQPEKsqlTp0quIvSMjo4mKipK8W8nJycEQcDPz++15RmioqKYOnUqenp6Ku8/oyrEEnQD8biqy/Ozzz4D4NatW4rm6DVq1ODdd99FW1u7zHG3bt1SqVdprFq1iuXLl9OuXTt8fX0VkxOl3cRMnjwZb29vxo4dqyjfJLmK1xOKs23s7OyIjY1l7NixfPHFFyXK8iUmJrJ27Vq2bduGjY0NAQEBau+jePPmTUJCQhg+fLjaytu9LVXZ9dChQ8yaNUtRKvx1ExXy3jry39wvv/ySb775Rh2qAFy4cIFvvvmG69evA7x2okfeJ3vIkCFs2LBB5cEhOc+fP2fatGn4+/sDr/eEv8tMubi48P3336u89LUcMU1QeXt74+npSWxs7BtP8slkMjp16sTu3bvVUmK0qKiIESNG4O/vr3B8XQm+oUOHcu/ePWJiYpDJZLRt25bAwMByF19UFn/99RdjxowhPj5e4aujo4OpqSmGhoaKiezMzEzi4+PJz88Hit9XU1NT9u7dW6JEsSqRB9RefW937tzJ4MGDlfYrKChgxIgRnDx5EkEQeOedd0hPT1fbsS4Wz1fJz8/n5cuX1KxZs0pNor/K9evXWbNmDadPnyYvL09pmyAIJe4H9fT06NOnD19++aWivK86ePHiBZMmTVJkBMvfT7lf8+bN2b9/v1LbAVtbW8LDwxk5ciTffvutWvq7iun8HxwczMSJExUVjF7nbWZmxsuXL5HJZFSrVo21a9cyduxYNdnC5s2b+e677xRlo8v7TsmPi3r16uHm5saUKVPU4vhPqvL1KhQHipcuXYqPjw9FRUUl3lP5Nd+r/65evTpTpkzhq6++0lhbpLKoCt+/yshUFQRBIwHtt0EKEEpISEhUgHr16pGbm0tSUhI6Ojrl7itvCq2u5vSlsWfPHtzd3RVlhWrUqMHmzZsVN2CbNm1iwYIFQHEpnaNHj2rs4kAsrlXVc8WKFW/Vd0KOvExqYGBgJVqpD7EE3UA8ruryNDIyqvAYTd0w2NracufOHXx9fbG1tVU8XtpNzL179+jSpQuNGzfWSDBTLK5i8YTinoFbt25l5syZLF26tNx9Fy9ezMaNG5k/f36l9hqUUC/Pnz/n8OHDhIaGkpiYyNGjR8vc19TUFCgu9zVlyhR69uypLk0lrl+/zsmTJ7lx4waPHj0iKSmJly9fUlhYSI0aNahduzYWFhZ07dqVAQMGaCxjOywsjKNHjxIcHEx4eDgpKSkl9qlduzaWlpbY2dkxaNAg2rZtq1bHqjBBVRHy8vLw9/dXfP4RERElSovq6urStGlTunbtyscff6yWDNdXkZcU37dvH7dv36agoECpJNo/MTMzIysrC21tbQYPHsyaNWvUOjn78uVL9uzZw++//87Vq1cpLCwsc99q1arRoUMHBg0axOjRo9USxPwnv//+O5s3b+batWsUFhaye/fuEoE3gMLCQlatWsWWLVveeBHE/6KnGHn58iWXLl0iPDycmJgYMjMzycvLQ1dXF0NDQxo0aIClpSWdOnVSS6CtLC5evMiJEycIDw8nLy8PU1NTevTowaBBg0rMs1y+fJm2bduq1Xfy5MkIgqCyag+VTUFBAYGBgYSGhpKUlFTuQrpGjRphYmJCjx49mDhxIpaWluoT/f/k5eUREhLChQsXePToEdHR0WRlZZGbm4uenh41atSgYcOGWFhY0K1bN2xtbV87/yYBycnJnDp1SnENmJycTFZWluIasE6dOrRo0YKuXbvSp0+ft7oPVwdV4frLwsKCxMTEEoHViqDpv6EiSAFCCQkJiQrQpEkTXrx4QUhIyGvLRYSFhWFnZ0edOnV4/PixmgxLkpyczF9//YWOjg42NjZKPeX8/f0JCAjA3t6eQYMGoaWl2da0YnGtip5eXl5KNzBRUVEIgkDDhg1fO1YQBEUpEnl/GLEhlqAbiMdVXZ7BwcFvNU4T/WDkK27/uUiktJuY3NxcTExM0NXVVUsvR7G6isUTwNramqioKO7evYuZmVm5+8bFxdGqVSssLCwUGeWq4p+rgqsyYnF9G8+4uDjq1aun8WspsZKdnV1iclATAZZXkVdmaNSokUY9/g0ZGRmKAHH16tWpWbNmlTlG8/PzSUlJoV69emXus3HjRho2bIi9vb1a+mKXR05ODk+ePClzIrtZs2bo6elp1FFOZmYmkZGR1K9fv9yM2+zsbM6dO8fNmzd59uwZmzZtUqOleDwlJP5LiOVaTEJCk8hkMgICAvDw8ODJkycIgsC4ceMqfC3i4eGhIsPKRQoQSkhISFSAIUOG8Mcff9C3b19+/fXXMi+sZDIZn376KadPn6ZPnz4cPHhQzaYS/+tUhVVX6kQsQTcQj6tYPNVJ48aNSUtL49GjR4q+KFD69y0qKgorKyuMjIyUyv9KruL0BDA2NiY/P5/ExMTXlg3Ny8vD2NhYLVUEmjRpQr9+/XBycuKjjz5SS2+2t0Usrk2aNKFv3744OztXaU8JCQkJiaqBh4cHgiCwfPlyTauUQB7Mrgr88ssvGBgYMHDgwCodpBKLp0TV4fbt2wBqr3YgoVoiIiLo0KEDMpmsSvagrCyqVpFZCQkJiSrO9OnTCQwM5OTJk3z88ccsXLiwRDPnK1eu4Onpyfnz5xEEgRkzZmjIVuJ/meHDh0s3MxJVDi8vL9LT05VKLq5cuRJBEHB3d9eg2ZthZWVFcHAwBw4cYNq0aeXuKy/Xq6mbCLG4isUToFatWiQmJnL9+vXX9pWS94FTR2Bp3rx5BAQEMG7cOLS0tLC1tcXZ2RlHR0fMzc1V/voVQSyuYvF8U06dOkVAQICi5GTt2rV5//33GTJkyGt7aquae/fuER4eTlRUFFlZWWRnZytK4Zmbm2NpaYmVlZVG3KytrTEwMGDFihVqL8X5v0BCQgJ//fUXWVlZNG7cmI4dO742iOHn5wcU99rWBCkpKYoMwpcvXyoyCBs0aICJiYlGnCpCXl4eV69eJT4+nrp169KxY0eNZeoWFBRw69Ytxef/Jpm6VXkC3svLS+MBwmfPnuHr66so3Sw/VuVl8QwMDBTnVXt7ewYMGPDaigiVzZQpUxAEgR9//JGdO3dSv359tb7+m/Kq565du8rNdK4qPH78mLt37yKTyWjTpo3S7/uDBw/YsmULYWFhZGZmYmZmhoODA2PHjsXQ0FAjvvfu3ePChQtKx+o/z6sWFhZ07979tdW7qgK2trZoaWmV21dXVRQWFnLy5EmePHlS4n4qIiKCTZs2ce7cOeLi4tDV1aV58+b079+fCRMmqK0H9ZtQFa9Xmzdvjo2NjcorwmgaKYNQQkJCooKsW7cOT09PRfClZs2aNGjQAEEQiImJIS0tTXERvmTJEmbPnq1ypw4dOvDo0SMEQVBckLi4uFT4eQRBwMfHp7L1lBCLq1g8JYoRU7abWFxV4Vm/fn1ycnKIi4tTTEiJKdv14MGDTJgwAX19fdavX8/IkSOBkn9DREQEDg4OpKamsn79esaNGye5itwTYPz48fz222906NABHx+fMnvhZGdn4+LiQmhoKI6Ojnh7e6vFLz09nVOnTuHv78/p06dJT0/HyspKkbH3/vvvq8XjTRCLq1g8LSws0NLS4sGDB0qPx8XFMXr0aC5fvgwo904RBAEtLS3GjRvH8uXLX5sVW5k8fvyY77//Hh8fH54/f/7a/WvXrs3AgQOZPXu2Wst9ys9DgiDg5uaGh4eH1AOpEsjNzWXu3Ln8/PPPFBUVKR43Njbm66+/ZsyYMWWONTIyUusEbFFREUeOHOH48eNcuHCh3NetWbMm9vb2DBkyRCNZRzExMezZs4fbt28jCALW1taMHz9eUQ7t6NGjzJs3T6lEd/Xq1XFzc2Pu3LlqdV27di3fffcdGRkZisesrKxYtGgRDg4OZY5T9+dfETR5PZuVlYW7uzu//vorBQUFb9QnSxAEdHR0GDVqFN9++y36+vpqMP37fYLihVerVq3i008/VctrVwSxeEJxYHjSpEkl2jYMHDiQbdu2cePGDQYPHqwULIbiY8DMzIyDBw+qNej+66+/snbtWh49egSU39dN/hm0bNkSDw8PBg4cqA7Ft0JT54CbN28ybtw4IiIisLKy4sKFC4ptR48eZcqUKeTk5JR4nwVBoEGDBnh7e6ttIZbYrlflzJs3j+3bt/+nMwilAKGEhITEW3DmzBmWL1/OlStXSmwTBIFu3brh7u6uth5ZHTp0IDw8XOmC5G0aDqvjgkYsrmLxfB0JCQlcvXqV3r17Ky6mMjIyWLx4MUFBQRQVFdG3b188PDyq1OqxiiKWoBuIx1UVnlZWVkRHRzNs2DDs7e2Bv1fobt26tUKNv0eMGFFpXhVh1KhRHDt2DEEQaNOmDV26dGHnzp0IgsCyZcsICwvj2LFjZGdnY2dnh4+Pj8b6PYnFVSyeDx8+xNbWlvz8fCwsLHB3d8fBwYF3330XgLS0NAIDA1m1ahUPHjxAEAT8/f3p2rWr2l0LCwsJDg4mICAAf39/njx5gqmpKY6Ojjg6OtKjRw+N3GCXhlhcq7JnaZNSmZmZ9OzZk/DwcAA++ugjRW/s9PR0Ll68iL+/P4WFhTg7O7N//361uP7yyy+4ubmRm5uLTCZDT08PS0tLzMzMqFGjBrq6uuTm5pKRkUFcXBzh4eHk5eUhCAIGBgZs2bKFwYMHq8VV/r7a29sTFBRE69at2bRpEx07dlTL6/8XKSoqYtCgQQQFBSGTyWjUqBHGxsY8evSItLQ0RTB20aJFpY5X5wTsnTt3GD16NI8ePVK6PqlRo4biWM3JyVFkvsqR/5bt3bsXCwsLlXsC/P7770yePFlpElgQBExNTfHx8eHevXuMGjWKoqIiateujZmZGc+ePSM1NRVBEPj888/V1tdv0qRJHDhwQPH9r1mzpiJoqa2tzZo1a3B1dS11rDo//2bNmlVo/+fPnyMIArVr11Y8JggCERERla2mRE5ODn369OHWrVvIZDI6dOiAg4MD1tbWmJmZYWhoiI6OjtJ59fbt2/zxxx9cuXIFQRCwsbHB399fLb9h8s/wxIkTTJ06laioKD766CNWrlyptu/LmyAWzxcvXmBvb09UVBQymQwTExMMDQ15+vQpMpkMV1dXLl68yO3bt7GxseHTTz/F2NiY8PBwdu/eTXx8PGZmZoSEhCgdu6pixowZ/PTTT8hkMvT19enQoQNWVlaYm5srnVczMzOJjY3lzp07XL16lZycHARBYMKECaxZs0blngDffPNNhfb//vvvS1QQEwQBT0/PylZT8OTJE7p3705aWhpGRkZMmDBB4X3nzh169OhBXl4ezZo1Y8aMGbRs2RJ9fX1CQ0PZvHkzkZGR1KtXj7/++qvcPrCVhZiuV1/l5s2bhISEMHz4cGrVqqX211cHUoBQQkJC4l+QmJhIWFgYKSkpaGtrY2xsTNu2bdX+o7FkyRLi4+MB2Lp1K8Bb/3DKszdUhVhcxeJZHsuWLWPDhg0UFRXx8OFDxQri/v37c+HCBaUJhPbt2xMYGEi1auKsPi6WoBuIx1UVnitWrFCUFP23aCrwXlBQwNKlS/Hy8lJMWr/6XZLJZAiCwLBhw1i7dq3GyvaIyVUsngABAQG4urqSmZmpOI4NDQ0RBEGRCSGTydDW1mbFihVMmjRJY66vcu/ePfz8/AgICODq1asYGBjQs2dPnJyc6Nu3r1L/R00jFteq5FnahMvKlStZsWIFRkZGeHt7Y2trW2LczZs3GTRoECkpKezYsYOhQ4eq1PPixYs4OTlRWFhIt27dmD17Nvb29uVOSufl5XH+/HlFeSwdHR0CAgJKlPhXBa++r9u3b2fx4sW8fPmSoUOHsmjRIho0aKByh/8ae/fuZebMmejp6bF161aGDBkCFGder1q1ig0bNiAIAvv378fZ2bnEeHUFiKKjo+nWrRupqanUrl2b0aNH4+DgoOiD+09SU1O5c+cOgYGB/PTTTyQnJ2NsbExwcLDKSyi+Ognctm1b+vXrh7a2NgEBAdy8eZNWrVqRkpJCamoqGzduZOTIkYrf1r179/LFF19QWFjIoUOHys3eqwyOHTvGqFGj0NLSYuHChUydOhU9PT3i4uJYsGABhw4dQltbGz8/P7p06VJivDoDhI0aNSItLe1fPYc6XOXX1nXr1mXv3r0VWqD8119/MWrUKJKSkvj666/Vkkn66meYlZXFggUL2L17N9WqVePzzz/Hzc1NrZniYvdctmwZa9aswdTUlF27dvHhhx8CEBsby2effUZYWBgAvXr14tChQ0oL7NLS0ujbty/3799n3rx5fPXVVyp13b9/P1OnTkVbW5t58+YxZcqUN1qAnZ6ezrZt21i5ciWFhYVquV4B5SxSQHE/Uhav3ru8ur8qzwGTJk3i119/pX379vz2229Kpa5dXV05dOgQvXr14uDBgyUqIGRkZODk5ERYWBgzZ85UaSBTjliuV/8XkQKEEhISEhIS/0EOHz6sKMFnYmLC5cuXqVWrFsHBwTg7Oyt66ujo6LBgwQJevHjB6tWrmThxoobN3w6xBN1APK6q8JTJZPz444+cPXtWMekSHByMIAil3gyUh6+vb6V5vQ1JSUn8/vvvXL9+ncTERAoLC6lduzbW1ta4uLhovK/Xq4jFVSyeMTExrFu3jmPHjpUoj2hgYICDgwNz5szhgw8+0JBh+SQnJ+Pv74+/vz/nzp0jJycHGxsbnJ2d+eSTT6pU0EMsrpr2LG3CpUuXLty/f58NGzYwduzYMsfKJ+y6d+/O8ePHVer52WefERAQwIgRIxSLryrClClT+OWXX3B2duaXX35RgaEy/3xf5b19QkJC0NXVZcSIEcycOVPj56aKZjmUhqqzHOT069ePixcv4uHhUWrv4a+//prNmzdjYmLCtWvXeOedd5S2qytANHPmTPbu3YuNjQ2//fZbhTIrXrx4weDBg7l27Rpjx45lw4YNKjT9u/y1s7MzP/30E9ra2kBxtub//d//4evrq8hqWbp0aYnxHh4eeHl5qeV79fHHHxMUFFRmFpB8Qrtp06Zcvny5xOIBdQYI4+PjmTx5MmfPnkUQBMaNG1dm9rJMJsPFxUWRcfYqqq4o1LFjR8LDw/H29sbR0bHC4/39/Rk2bBgtW7ZUlPdTJaV9hkFBQXz99deEhYWho6PD4MGDcXV1fW2/Z8kTunbtyr1799izZ0+J8pvyz1YQBE6ePFmq56lTpxg6dKiiJ7gqcXBw4OrVqyxbtozp06dXePzmzZv5+uuv6dy5M6dOnVKBoTI//vgjCxcuJCsrC0EQcHJyKjeg+csvvyAIAsOHD1d6/G2ud94UCwsLkpKSOHXqFJ06dVLaZmlpSWJiIufPn8fa2rrU8fK5oRYtWhAaGqoyTzliuV59XTD4v4gUIJSQkJD4D1CZN3OqLtsnFlexeJaFk5MTf/75Z4kb8Llz57J9+3amTJnCypUrAfD29mby5Ml07dqVgIAAtbtWBmIJuoF4XNXlKaYehBIS/yQqKoqkpCQKCgqoXbs2zZo1U0zOioHc3FzOnj2Lv78/J0+eZMyYMcyfP1/TWqUiFldNeJZ2HpX3fI2IiCg3uJGSkkLTpk159913iYyMVKln8+bNef78OWFhYTRs2LDC46OiorCysqJu3boqL9sHZf8++fj4sGzZMu7fv4+Wlhbdu3dn9OjR9OvXT9FfV50YGxuTn5//1uPVkeUgp1GjRqSnp3Pjxg2aNGlSYnteXh4dO3YkMjKS2bNns3jxYqXt6rpmaNOmDbGxsZw7d4727dtXePz169fp0aMHDRo04M6dO5Uv+AotW7YkISGBkJAQ3nvvPaVtd+/epWvXrgiCwJUrV0otjfjgwQM6deqEiYmJosSbqmjSpAkvXrwo0yUjI4MPPviApKQklixZwqxZs5S2a+Kacfv27SxatIjs7Gw++eQT1q1bV2qQQFPXs/Xq1SM3N1epv3dFyM7Opn79+hgYGCiq56iS8t6nw4cPs3z5ch49eoQgCFhYWDB48GAGDBhQ4tiWPIsxNTUlOzubJ0+elKhilZCQgKWlJYIgEBUVVWo7kefPn9OsWTNq1KhBbGysSl0bNmxIRkYGT58+VZTnrwipqak0adKEmjVrEh0dXfmCpfDo0SMmTZrE1atXMTMzY/PmzXz00Uel7quJc4CJiQl5eXkkJCSgp6entE1+bZCcnFxmlai8vDyMjY3R19cnISFB5b5iuV5t0qSJot/4Rx99RI0aNVT6elUBKUAoISEh8R/gn+UP3gZ1TQ6IxVUsnmUhn4C5e/cuZmZmisflK7T8/PwUJUjkNwbquNhSFWIJuoF4XNXluXz5cgRBwMPD462fY/Xq1bi6uqq8d4KRkRFaWlokJCRUiZ5o5SEWV7F4vo68vDxR+8uR9zARA2JxVYdnaRMu8om4xMTEco/Nly9fYmpqiq6urqIPmKqQTwL924ns6tWrExcXpwJDZcqb7JPJZPz666+sXLmSp0+fKnokfvTRR/Ts2RN7e3u19alKT0/H29ublStXkpKS8kaZDqWhyiwHOfIJy6SkpBLlzuScOHGCkSNHoq+vz9WrV5WCyeqagC1v0vVNyM3NxcTERC2TrnXr1qWgoID4+Hj09fWVtsm/M4IglLodinvY1atXDx0dHZKTk9XiWt7nv2/fPmbMmIGRkRHXr19XurbTVBAuPDyciRMncu3aNczNzdm8eTO9evVS2kdTbi1atCA5ObnMoPvrkC+8kPcCVTWve5+Kiorw9vZmx44dXL9+XXE/bmxsTLdu3bCxsaF9+/YVrjzyX/WUB4gfPXpUorR5QUEBderUKffvkAfd1HGuks9PlBbMfBNevHhB48aNMTIyIioqSgWGpVNUVMSaNWtYs2YNBQUFuLq6smzZshLXMZo4B1hbWxMVFVXqoou2bdsSExNT6rEhJykpiRYtWlCrVi2ePn2qcl+xXK96eXkREBDAn3/+iZaWFra2tjg7O+Po6Ii5ublKX1tTiLPRkISEhISEEra2tqUGs/Lz87l06ZLi30ZGRjRs2BBtbW0iIyMVP8w1a9Zk3Lhxauk/JxZXsXiWRVZWFoDSxWBqair3799HT09PqXePvHxTZmameiUlJKBS+l2sWrWKAQMGqDxA2KhRI6Kjo4mIiKB169Yqfa1/i1hcxeL5KgUFBezatYsTJ05w//59kpOTkclkpKamEh4ezs6dO5k0aRJNmzbVmKM8Q7yyUGUGnFhcxeIpx8bGhnPnzhEWFoaNjU2Z+928eRMonmRUNU2aNOH+/fsEBgbSv3//Co8/c+aM4nk0jbyM2LBhwzh16hT79u3j5MmT+Pj4KEoM1qxZk3bt2uHj46NSl5o1azJp0iQ6duxIz549AVi4cGGVXIhUr149YmJiePDgAW3bti11HxcXF7p3705QUBDTpk1TeSmx0qhXrx7R0dHcvn273O9PWdy9exdAqR+UqqhVqxZJSUlERkbSsmVLpW2vTqLHxsbSrFmzEuPlwfZ/lnNVBXXr1iU+Pp7IyEhatGhR6j6ff/45P/74I7du3eLLL79k9+7dKvd6HRYWFgQGBrJ69WrWrl2rKC1ZWpBA3XTu3BlfX188PT3ZtWtXhcd7enoiCAJdu3ZVgV3F0dLSYuTIkYwcOZK7d++yZ88eDh48SGJiIocPH+bIkSMIgkBqaqrkCZibm/P48WP+/PNPBgwYoLStWrVqXLx4sdzxt27dAlB5r1SA1q1bc+nSJXbt2sUXX3xR4fF79uwBUHuWppaWFu7u7vTp04eJEycq2mVs27aNjh07qtXln/Tu3Zsff/yRlStXsnPnTqVtDg4O7Nmzh2PHjuHq6lrq+F9//RWgzN9jdVAVr1enTp3K1KlTSU9P59SpU/j7++Pp6cmXX36JlZWVIrvw/fffV7mLupAyCCUkJCT+oxQUFDB48GCCgoLo2bMn8+fPL9Hs/ebNmyxfvpyAgAB69OjBkSNHNFIaTSyuYvGEv8sNXb58GUtLS+DvvoTdunVT6o/x5MkT2rdvr/bVeHLk5VzftBSrt7c3RkZGODk5KR5btWoV48ePV3mASCyuYvGsLNSV7bh9+3bmzp3LxIkTS+2dU5UQi6tYPOVEREQwePBgIiMjkcn+vo2Sr4aVl5WrXr06O3bswMXFRSOeFc2CL6vXRlXM2NeUa1X2lLstWLCAVq1a0bp1ayIiIhg6dCgffvghx48fLzVbJysriwEDBhAaGsrw4cNVnkG2bt06PD09effdd9mxYwd9+vR547GnT59mwoQJvHjxgkWLFuHm5qZC02Iqmg2QnJyMt7c3AQEBXL58mby8PLVnE9jZ2XH79m0uXrxYJQOEEydO5MCBA/Tu3ZsDBw6UeY386NEj7OzsyMnJwc3NjUWLFgHqy9CYM2cOO3fuxNramsOHD1co0JeUlMSQIUO4desW48ePZ+3atSo0hVGjRnH8+HEGDx5cIkA0btw4Dh8+jCAILF68mNmzZ5cYv379epYsWUKPHj04duyYSl0///xzfHx8GDZsGD/88EOZ+127dg0HBwdF5s6ECROAqlGWPjQ0lIkTJ/Lo0SOaN2+uCBJoyi00NJS+fftSUFBAhw4dmDVrFj179sTQ0LDMMZmZmZw5c4bvv/+eq1evoqOjw+nTp9+qnG5FeZv3Sb5A9+zZs5w5c4abN2+SkpKiOknE4zlv3jy2bduGqakpR44coU2bNm88Ni8vj969e3Pz5k0+//xzNm3apEJTOHToEK6urmhpaTFjxgxmzJiBsbHxa8clJSWxefNmNm3aRFFRUan9FtVFbm4u33zzDdu3b0dLS4vZs2fz1VdfUa1aNY2cA2JiYrC1tSUtLQ1nZ2eWLFmiWHwRHx9P165dyc/P58CBAyWyWQ8fPszkyZPJz8/nxx9/5JNPPlG5r1iuV0ujsLCQ4OBgAgIC8Pf358mTJ5iamuLo6IijoyM9evQQdTUZKUAoISEh8R9l3bp1LF26lKFDh7Jjx45y950yZQre3t4sXLiQOXPmqMnwb8TiKhZPKDlZkJubS58+fbh582aJxuAeHh54eXnRqVMnTp8+rXZXeYnBN11h2ahRI7S0tNRSBuOfiMVVLJ6VhTrLtq5YsYI1a9Ywfvx4JkyYoLYScm+DWFzF4pmWloatrS3R0dE0b96cuXPnYmNjQ8eOHRUTAunp6bi5uXHo0CH09fUJCQkpM0tClezbt4/o6GjWrVtHYWEh1apVo3Xr1jRo0AAdHR2ioqK4d+8eubm5aGlp8fHHH5ebBaHKG3GxuFZlT3kpyVcDkvr6+uTl5VFUVET//v356aefFNuysrI4ePAgmzZtIiIiAj09PYKCglSexZufn4+joyNXrlxBEARat25N7969adu2Lebm5hgaGqKrq0tubi6ZmZk8e/aM27dvExgYyL1795DJZHTt2pUTJ06opULDv5nsy87O5sKFC5w7d47ly5dXvlwZuLm5sXv37iobILx9+zY9evSgoKAAS0tLRo4cSatWrejQoUOJBUk///wz06ZNQxAEBg0axLRp0/joo4/UMgGbkJDAhx9+yPPnz3nnnXcYPnw4Dg4OWFlZKUp2yikqKiI+Pp6wsDACAwM5cOAAaWlp1KtXj5CQkDeaAP83hIaG0rt3b4qKiujcuTPOzs4IgoCvry8XL16kcePGvHjxgoKCAg4cOICdnZ1i7Llz5xg+fDjZ2dls376dTz/9VKWuISEhODk5IQgCPXr0YPTo0bRu3ZrGjRuXOF+uWbOGZcuWoaWlxaxZs5g6dSoWFhYaDxBCcVnWBQsW8OOPPyqCBOvWrdOY29GjR5k2bRpZWVkIgoCWlhaNGzcu87waFRVFUVERMpkMQ0NDtm7dWiL7TFVURhBFU6W7K4o6POPi4rCzsyM5ORlBEGjTpg1NmjRRLBYtjUOHDvHw4UMOHjzIkydPMDAw4Pz584pFxapk/vz5bN26FUEQ0NbWxtraGisrK8zMzBTHal5eHhkZGcTGxhIWFkZYWBiFhYXIZDJmzJjBsmXLVO75Os6dO8eUKVOIi4vDysqKbdu2Kfq9qvsccOnSJUaOHElSUhKCIPDee+/xwQcfKKq07N27F0EQsLW15b333lMEsu/evYtMJuP//u//2LJli1pcxXK9+ibcu3cPPz8/AgICuHr1KgYGBvTs2RMnJyf69u1bZlnXqooUIJSQkJD4j9K5c2cePHhAaGgozZs3L3dfeQaZpaUlV65cUZPh34jFVSyeUHyh2LdvX6C4vFFRURFJSUkYGhpy69Yt6tSpw4ULF1iyZAlXr14FinvBTZ06VeVu0dHRSpmK8okCPz8/pYyc0oiKimLq1Kno6ekRHx+valXRuIrFU1WoK0D42WefAcXleOQluWrUqMG7775bbqawvHyPOhGLq1g8oTirdvny5bRr1w5fX19FObbSJpEmT56Mt7c3Y8eOZePGjWp3TUlJwc7OjtjYWMaOHcsXX3xBgwYNlPZJTExk7dq1bNu2DRsbGwICAjSy8lUsrlXZMzAwkEePHin+i4iIICYmhqKiIgDatGnDX3/9pbT/kCFDAKhevTpbt25V22r8nJwcFi5cyJ49e8jNzX2jrEyZTIa+vj7jxo1j8eLFb9UT7m2oCtlKFeX8+fP4+fnxxRdfqDww9bYcOnSIGTNm8PLlS8Xnv2vXLgYPHlxi3w0bNrBkyRLFv9XZ3zs8PJyxY8cSFhamdJxqaWlRvXp1dHR0yMvLIzs7W/Fdkzu2a9eO3bt3v/Z+obLYt28fbm5uFBQUKFxlMhl16tTB19eX0NBQRbC1Xbt2mJubEx0dTVhYGDKZjF69enH06FG1uH7//fcsWrSIoqKi137+bm5u7Nq1S+lvqkrfyTNnzjB16lTi4+M17vbs2TM2bdrEsWPHiI2Nfe3+5ubmDBw4kBkzZmBqaqoGw2LEcl4ViyfA/fv3mTp1KqGhoQCv9TYzM+Ply5fIZDJq1qzJ9u3bcXR0VJMt+Pj4sGrVKsLCwhSPlVVxQU67du2YP3++UrUbTZOWlsacOXM4dOgQenp6imsaTRwzz58/Z8OGDezbt4+0tDQApfOmHEEQFP82MzPD3d2dMWPGqM1TTNerFSE5ORl/f3/8/f05d+4cOTk52NjY4OzszCeffFLifqEqIgUIJSQkJP6jyBtWl9cEXk5+fj5169ZVS3Pq0hCLq1g85ezZswd3d3dycnKA4kn3zZs3K27AN23axIIFCwCwt7fn6NGjalmRv2LFClatWvXW42UyGR07diQwMLASrUpHLK5i8VQV6goQvs0qYE3dKIrFVSyeUNyb9s6dO/j6+iqV6SltEunevXt06dKFxo0baySYKV+hPXPmTJYuXVruvosXL2bjxo3Mnz9f5X3xSkMsrmLxlJOXl0dERASPHj0iPT2dkSNHKrYFBgYya9YsBgwYwLRp0zQycZGUlISfnx8XLlwgPDycmJgYsrKyyM3NRU9Pjxo1atCgQQMsLS3p1q0bTk5Oal+NLaYJYrERHR3N7t27OXv2LI8fP+a7774rc9Lv/PnzrF69mpCQEEVQSZ2fiZ+fH0eOHCE4OFixkKU0zMzMsLOzY/DgwWqdbJfz4MEDdu3aRVhYGFpaWlhZWTF16lQaNmwIwJYtW1iyZAm5ubmKMYIgMGzYMDZs2KDWXnpXr17Fy8uLoKAgkpOT2b17d6kBQoD9+/ezatUqIiMjFc5V6Tv54sULvvnmGx4/fgyAr6+vho2Ky6G/7rxaWj9KdbB8+XIEQcDDw0Mjr/+miMXzVe7du0doaCiJiYnlVjDq2rUrpqam9OzZk5EjR1K7dm01Wv5NREQEwcHBimM1MzOTvLw8dHV1MTQ0VByrdnZ2Gjte34SjR48ye/ZsXrx4ofHzU2FhIRcvXuT69etERESQlJREVlYWRUVFVK9enTp16mBhYUGXLl3o1KlThUrnq4qqfr1aUXJzczl79iz+/v6cPHmSMWPGaOxeoCJIAUIJCQmJ/yhNmjThxYsXhISEvLaRc1hYGHZ2dtSpU0dxc6NOxOIqFs9XSU5O5q+//kJHRwcbGxul1eT+/v4EBARgb2/PoEGD0NLSUouTl5eXUmm1qKgoBEFQTGCUhyAINGnShJUrV1aox8LbIhZXsXiqCnUFCIODg99q3KvlvNSFWFzF4gl/r7j+5yKR0oIIubm5mJiYoKurS1JSktpdra2tiYqK4u7du5iZmZW7b1xcHK1atcLCwkKRUa5OxOJaVT3L6nVYHkVFRWr7zZeQqCzS0tK4ffs2MTExiuxzdZOVlVXmRHaNGjU04lQREhMTOX36NAkJCdStWxd7e3uaNGmiUaeMjAx0dHTQ19cvd7+7d+9y48YNnj17xty5c9VkJyEhIfF6MjIyFK09GjVqpGGb/w7/hetVdZQargykAKGEhITEf5QhQ4bwxx9/0LdvX3799dcyJ49kMhmffvopp0+fpk+fPhw8eFDNpuJxFYun2BDTCn2xuIrFs7JQZw9Cif9dGjduTFpaGo8ePVLKZCrt+xYVFYWVlRVGRkZK5X/VhbGxMfn5+SQmJr62xGVeXh7GxsYay3gXi2tV9WzSpAl9+/bF2dmZjz76SBRBCgkJCYn/Crm5uTx9+pSMjAzMzc3VWq7zdaSmppKVlUV2drYimP3PXp+a5vnz52RmZtKgQYNyS8vLSU9PB6BmzZqqVlNCLJ4S/3uEhISgr6+PjY2NplX+06xcubJSn6+qZRWqvo6YhISEhIRGmD59OoGBgZw8eZKPP/6YhQsX0qFDB6V9rly5gqenJ+fPn0cQBGbMmCG5/gc8xcbw4cOrRHmLN0EsrmLxrMp4eXmRnp6udPG+cuVKBEHA3d1dg2YlEYurWDzLwsrKiuDgYA4cOMC0adPK3VderldTQetatWqRmJjI9evX6dy5c7n7Xr9+HUBjgSWxuFZVz3nz5hEQEMC4cePQ0tLC1tYWZ2dnHB0dMTc3V/nrS1QtXrx4gUwmo1atWkqP5+fnc/ToUW7fvq0IZPTq1YsPPvhAI57Pnz/n4cOHdO3aVenxwsJCjh49SlBQELGxsejq6tKiRQtcXFxe+71TNRkZGURERBAdHU1mZibZ2dmKso3m5uZYWFjw7rvvasTNxcUFAwMDlixZIopqEEVFRURGRtK0adMS2y5fvlzi8+/Xr98bVcWobB4/fsz+/fu5e/cuMpmM9957D1dXV0UW+cqVK9myZQsZGRmKMa1ateLrr7+mf//+ave9fPkyx48f58KFC0RERJCZmVliH319fVq0aIG9vT2DBw8ucS+rLg4ePMiaNWsIDw8HQFtbm759++Lh4YGVlVWZ4xo2bIiWlpYiW0vyFCfZ2dkEBQUpSoyWdV61tLSke/fu9OzZ87VZxqoiIiKC48ePc/HiRcLDw3n+/DlZWVloa2tTo0YN6tati4WFBe3bt6dv375YW1ur1c/JyQlBEBg6dCjfffcd1atXV+vrvw1paWns3r2bkJAQsrKyaNy4Mc7Ozri4uJQ7buTIkQiCwM8//6wm079ZsWJFheZXyqrwIX+8qgUIpQxCCQkJif8w69atw9PTU/HDVLNmTRo0aIAgCMTExJCWlqZoUrxkyRJmz54tuYrQs0OHDjx69AhBEBQ3Ia+7uCoNQRDw8fGpbD0JCZWjigzC+vXrk5OTQ1xcnKIvT1XNzBSLq1g8y+LgwYNMmDABfX191q9fr+iR8c+/ISIiAgcHB1JTU1m/fj3jxo1Tu+v48eP57bff6NChAz4+PmVOFmRnZ+Pi4kJoaCiOjo54e3ur2VQ8rlXdMz09nVOnTuHv78/p06dJT0/HysqKfv364eTkxPvvv68WDwn1U1hYyJo1a9i7d6+iR56pqSlffvklrq6uxMfH4+LiwqNHjwDlSat+/fqxbds2tZW/SktLw8PDg4MHD9KmTRvOnz+v2Pbw4UNGjhypmIiXX0+/6vrDDz+oNQiXlpbGzp07OXbsGLdu3VI4lYW1tTVDhgzB1dUVQ0NDNVn+/Tukr6/PypUrGTNmjNpeuyLk5+ezbt06duzYgbm5udLnn5iYyPjx45Uek6OtrY2rqyvffvvta/vAVxb79+9n9uzZ5OfnKx2LtWvXxsfHh4CAADw9PRX76+vrK/q+C4LAokWLcHNzU4trfHw8EydOVLx3rztO4e/vVe/evdm6datae7x6enqyfv36Uj0NDAzYvXt3mX081XndKBZPMVFUVMTatWvx8vJSvDflHa/y47RWrVq4ubkxc+ZMdWgCxYtC5syZw6FDh5DJZK/9XsldO3TogKenJx9++KE6NJV+v5s3b86WLVtKLL6pSly+fJkRI0aQnJys9J4KgkDnzp3x9vYusy+mJr9X+/btIzo6mnXr1lFYWEi1atVo3bo1DRo0QEdHh6ioKO7du0dubi5aWlp8/PHH5fb2fbU9TFVAChBKSEhI/Mc5c+YMy5cv58qVKyW2CYJAt27dcHd310g/p38iFteq5tmhQwfCw8OVLpbeZqJH0zcxCQkJXL16ld69eyvKt2VkZLB48WKCgoIoKipSrNjUdLkWsbiKxfPfoooAoZWVFdHR0QwbNgx7e3sApkyZgiAIbN269Y0mX+SMGDGi0rxKQyyuYvEsj1GjRnHs2DEEQaBNmzZ06dKFnTt3IggCy5YtIywsjGPHjpGdnY2dnR0+Pj4a6Z3x8OFDbG1tyc/Px8LCAnd3dxwcHBQT62lpaQQGBrJq1SoePHiAIAj4+/trZEJBLK5i8YTigFFwcDABAQH4+/vz5MkTTE1NcXR0xNHRkR49ery2TKqEOCgqKmLo0KH88ccfJc6hgiCwbt06Tp8+jb+/P0ZGRtjb22NsbEx4eDghISHIZDI6deqEv7//G5XN+zdkZmbSp08fRTaWg4MDhw8fBop7ZtvZ2REXF4eOjg79+/enZcuWGBgYcO3aNU6cOEFhYSEdO3bEz89PLUGis2fP4urqSkpKiuK9NTIywszMjBo1aqCrq0tOTg6ZmZnExcUpssgEQcDExIQ9e/aodYJYEAQsLS15+PAhPXr0YNOmTRrJuiuLgoIChgwZQlBQEDKZDBsbG86cOQMUHxu9evXi4cOHyGQyOnToQMuWLdHX1+fatWtcv34dQRDUtuji2rVrODg4UFhYiKWlJc7OzhgaGhISEsKZM2ewtrbm6dOn5OXlsXTpUoYPH84777xDdHQ0GzZsYNeuXQiCwOnTp1WeoZeamkq3bt2IiYlBR0cHFxcXHBwcsLa2xszMDENDQ6VjNTY2ltu3bxMYGIivry95eXk0bdqUoKAgtdwLBAUFMWDAAARBYOzYsbi5uWFiYsKNGzfw9PRUlEsMCgoq9bpeXQECsXiKiaKiIj755BPOnDmDTCbD1NSUnj17YmVlhbm5eYnzamxsLHfu3OHcuXPExsYiCAJOTk788ssvKnfNy8vjo48+IiwsDB0dHYYMGUKXLl3Q1dXl1q1b7N+/n4yMDGbPno2NjQ2RkZFcu3aNwMBA0tLS0NbWZvXq1YwfP17lrvJjzcvLi/nz55ORkcGYMWNYsGBBlSspHB8fT9euXUlJScHU1JTRo0crvlcHDx4kNzeXNm3acObMmVIzRjX5vUpJScHOzo7Y2FjGjh3LF198QYMGDZT2SUxMZO3atWzbtg0bGxsCAgJEc70tBQglJCQk/kdITEwkLCyMlJQUtLW1MTY2pm3btiVKEFUFxOJaVTyXLFlCfHw88PdKpP3797/Vc8kzYtTNsmXL2LBhA0VFRTx8+BBjY2MA+vfvz4ULF5RW7rZv357AwECqVdNMpXSxuIrFszJQRYBwxYoVivKX/xZV38SIxVUsnuVRUFDA0qVL8fLyIi8vD0EQlL5L8sycYcOGsXbtWrVmkPyTgIAAXF1dyczMVLznhoaGCIKgmMiWyWRoa2uzYsUKJk2aJLn+Rzz/yb179/Dz8yMgIICrV69iYGBAz549cXJyom/fvmrNHJGoXHbv3s3s2bPR1dXlyy+/ZPDgwYpAxpdffkleXh4vX77EwsKCY8eOKUojQnFZ/E8//ZTU1FS+++47Ro8erVLXJUuWsH79eurWrcu2bdtwcHBQbPvqq6/YsmULzZo147fffqNFixZKY2/evMmgQYNISUlh1apVKv9u3b17l169epGdnY2FhQVTp07FwcGBRo0alTkmKiqKwMBAtm3bxv379zE0NOTcuXNYWFio1BX+njRNTEzE09OTLVu2oKenx7Rp05gzZ06V6E26ceNGFi1aRPXq1fn2228ZMWKEYgJ45cqVrFixAmNjY3bv3k23bt2Uxvr7+zNu3Diys7P54YcfGDZsmEpdx44dy5EjR+jduzfe3t5KAek5c+YoFgbNnz+/1DJx06dP56effmLo0KH8+OOPKnV93XenPB4/fsyQIUN48uQJM2fOVMqIVBXDhw/Hz8+PIUOGsGvXLqVt8iDyuXPnaN++PefOnStxzaiuAIFYPAFevnxZKc+j6tKUXl5eeHh4UL16ddatW8ewYcPeaBGdTCbj4MGDuLm58fLlS9asWcOECRNU6rp+/XqWLFmCsbExv//+O23btlXaHhUVhaOjI6mpqQQHB9OsWTOg+LNYv349a9euRVtbGz8/P5WXx371WIuNjWXGjBkEBgZiZGTEnDlzmDBhQpX4DQDw8PDAy8uLZs2a8ccffyhlCoaFhTFw4ECeP3/OxIkTWb16dYnxmgwQzp8/n61btzJz5kyWLl1a7r6LFy9m48aNZf5GVEWkAKGEhISEhISERjl8+LCiBJ+JiQmXL1+mVq1aBAcH4+zsjIGBAStWrEBHR4cFCxbw4sULVq9ezcSJEyVXkXtWFqoIEMpkMn788UfOnj1LWloaAMHBwQiCgK2tbYWey9fXt9K8SkMsrmLxfBOSkpL4/fffuX79OomJiRQWFlK7dm2sra1xcXGhefPmGvWTExMTw7p16zh27BjPnz9X2mZgYICDgwNz5szRWB+yVxGLq1g8yyI5ORl/f3/8/f05d+4cOTk52NjY4OzszCeffFJiNXRlUxlBKEEQ2LNnz7+XeQ1icO3bty+XLl1i8eLFJcra//TTT0yfPl3Rr6e08vN79uxh1qxZ2Nra4ufnpzJPgPbt2/P06VP27NnDwIEDS9128OBB+vTpU+p4eZnnDz74gLNnz6rUddy4cRw+fJjevXvzyy+/VCgDoKCggOHDh3Pq1Ck+/fRTduzYoULTYv45aXrp0iWmTJlCREQEderUYdq0aUyYMEGj1SI6d+7MgwcP2LhxY4kSqF26dOH+/fvs3LmTIUOGlDp+x44dfPnll2o5Vlu1akV8fDwXLlwo0Wfuxo0bdO/eHUEQCA0NLfX3/s6dO3z44Yc0aNCAO3fuqNS1Xbt2REZG4uvrW+FrKUBxb9C0aVNu3LhR+YL/oEWLFiQnJxMSEsJ7771XYntCQgIdOnQgIyOD77//nlGjRiltV1eAQCyer77Wv+HVViWqws7Ojtu3b+Pl5fVWlUD279/P1KlTadeuXamliCsTueuOHTsYOnRoqfscO3aMUaNGMWzYMLZt26a0zdPTk3Xr1jFw4ED27t2rUtfSjrWff/4ZT09PEhISqFWrFuPHj2fMmDEqv8Z7HR988AGPHz/G29u71PK8p06dYujQoWhpaXH+/PkS519NBgitra2Jiori7t27SoutSiMuLo5WrVphYWHB1atX1WT475AChBISEhISEiKnMstsaKJsn5OTE3/++ScTJkxgzZo1isfnzp3L9u3bmTJlCitXrgTA29ubyZMn07VrVwICAiRXkXtWFqoIEJaGmMoFicVVLJ7/BaKiokhKSqKgoIDatWvTrFkzlZcUfFvE4ioWz7LIzc3l7Nmz+Pv7c/LkScaMGaPylc4WFhYkJiYqTWZWpLwwqK8kuhhcGzVqRHp6Onfu3MHc3FxpW2RkJNbW1giCwMOHDzExMSkxPiYmhvfee493332XyMhIlXkCGBsbk5+fT0xMTInsahMTE/Ly8oiPjy+1rBgUl6E0NzfH0NCQZ8+eqdTV0tKSxMRErly58lYZgA8ePKBTp07Uq1ePhw8fqsBQmdJ+S/Py8ti+fTsbNmwgOTmZGjVqMHToUD7//HOVl70sDfln/OTJkxLVVurVq0dubi7R0dG88847pY5PSUmhadOmGBkZERUVpVLXunXrUlBQoNQzWU56ejoNGzZEEASSk5NLrb6RnZ1N/fr10dXVJSkpSaWu8vc1ISEBPT29Co/Pzc3FxMQEfX19EhISVGCojPy9TUxMLDPw/t1337Fw4ULq1avHjRs3lDLb1HXdKBZPgIULF3Lw4EFFD9q3Rb54T1WYmpqSnZ3Ns2fP3iqjTf4bUKNGDWJjY1Vg+Dfm5uZkZWWV+nslJyMjgwYNGmBiYqLonStHHiCqX78+Dx48UKlrWcdaTk4OW7du5bvvviM1NRVtbW169erFoEGDcHZ2Vms/Xzny89XTp0/LfP3PP/+c48eP06NHD44dO6a0TZP3jfJrmPLOCXLy8vIwNjZW23m1MhBnHSkJCQkJCQkJBfIeXv8GeVk8TQQIb9++DYCbm5vS4xcuXEAQBAYMGKB4TL6q/N69e+oTfAWxuIrFU2y4u7v/6+/a6tWrcXV1VXlPCLG4isUTim9KtbS0SEhIEE0/iVdp1KgRjRo1Ii8vr8r7i8VVLJ5loaenR79+/ejXrx+g+slBKO7lGBAQgIeHB0+ePEEQBFxdXRVlsKsSYnCVl5Yrrfd0/fr1Ff9fWnAQUJT3ysrKUoFdyddKSEggKyurxISroaEhKSkpFBYWljle/ltR0SDt2yCffCyvpGh5NGnSBFDPd6osdHV1mT59OmPHjmXz5s1s2bKFPXv2sHfvXho2bEj//v3p2bMntra2Ki8tCPDOO++UyLqWo6+vT25ubrnnUbljXl6eSvz++Vrp6ek8e/asRMnOd955h/bt2wOUWZo/MTERoMxgd2VSu3Zt4uPjefr0KS1btqzwePnCAHW1yDAyMuL58+ckJCSU2SNz6tSp7N69m6dPn7Jo0SKlxY7qQiyeUJyttmDBAubOncuePXsQBIGjR49WmWoWcvT19cnOziYjI+OtAoTy3zt1XG/Jf2/Ku0eRlx4u7TwvX+iQkpKiArs3Q19fHzc3N1xdXdmyZQt79+7l9OnTBAYGMmPGDNq3b0/37t2xsbGhXbt2aulZq6urS15eXrmL6ZYtW8bJkycJCgrCx8eH/v37q9zrTahVqxaJiYlcv379tWVjr1+/DlBlSru+CVKAUEJCQkJCQuTY2tqWevGan5/PpUuXFP82MjKiYcOGaGtrExkZqZj8qFmzJuPGjdNY/zn5pNSrPZBSU1O5f/8+enp6Squc5RfbmZmZ6pX8/4jFVSye8HcG7JsGp729vTEyMsLJyUnxmLu7u1ombL/66qt//RyrVq1iwIABKg9micVVLJ5QPFEcHR1NREQErVu3VulrVRYFBQXs2rWLEydOcP/+fZKTk5HJZKSmphIeHs7OnTuZNGkSTZs21bSqaFzF4CnPEK8sKjOrUBAEHB0dsbS0pEOHDshkMiZOnKjyDPC3QQyuxsbGxMXFcefOnRITVnp6eq+dsH706BGAUh8gVdGpUyd8fHzYt28fc+fOVdrWpUsX/Pz8OH/+fKllxwBOnz4NoJbvlrm5OU+ePOHSpUvY29tXePzly5cVz6NpatSogbu7O1OmTOHAgQPs27ePW7du4eXlhZeXF9WqVaNly5a0b9+eLVu2qMzD2tqas2fPcuTIEVxdXZW2tW/fnqCgIK5cuYKdnV2p40NCQgDUUiKvTZs2XLx4kZ9//pnFixcrbRMEgaCgoHLHyytyqKP/pL29PQcOHGDevHn8+uuvJTIeyyM3N5e5c+ciCAI9evRQneQrfPDBB5w+fZrt27eX2cdLR0eH9evXM2jQIHbs2EGPHj1wdnZWi5/YPOXo6uqyevVqjh49Snp6Oqampm+9wEFVtGvXjnPnzrFhwwZWrVpV4fEbN24EUEsJdwsLC65fv05AQECZZY/l56TSyk2eOXOmzG3qpmbNmnh4eODu7k5AQAD79u3j9OnThIaGcu3aNUA9JWYBmjdvzs2bN/njjz9KlBqX07hxY2bNmsXq1auZPXs2Xbp0qRILs+zt7fntt9/46quv8PHxKXNhTXZ2Nl999RWCIKi8/2Rl8vpuoBISEhISEhJVGj8/P3x9fZX+O3bsmGLVas+ePTl58iRRUVGEhIRw/vx5IiMjOX/+PP369SM9PZ0bN25UykT92yAPYj19+lTx2JkzZ5DJZHTs2FFplaC8pJSmVmOJxVUsnlCcATtt2rQ33t/d3Z2pU6eWeEzVwaHKQh2ZD5WFWFzV5TljxgxkMhm7du1Sy+v9WyIiIrCxsWHevHkEBQWRkJBAYWGh4v3KzMxk69atfPjhh5w4cUJy/Q95rlixgpUrV77xf2XtL39cFTRv3hwbGxuVPHdlU5VdO3fujEwmY8GCBeTk5JTYPnHixHL7C3/33XcIgqCWv2/69OloaWmxcuVKvLy8KCoqUmybM2cOWlpafPPNN6VmmT1+/BgPDw8EQShzsrYyGTBgADKZjGnTpnH37t0Kjb179y7Tpk1DEAQ+/vhjFRlWnJo1azJhwgQuXLhAcHAw48ePp1GjRuTn53P79m3279+v0tefPHmy4lj9Zx/h6dOnI5PJWLhwYanHcUpKiuLzV0c2yaeffopMJuP7779nwYIF3Lx5841L2p09e5Zly5ap7fOfO3cuhoaGBAUF0alTJzZv3vzakob3799n8+bNdOzYkXPnzvHOO+8wb948lbsCjBkzBplMxqZNm5g5cyahoaGKzLBX6dWrFxMmTEAmkzFu3Dh27dpVbobx/6rnq+jp6ZUZYK8KzJgxA4Bt27YxZsyYN+55eePGDcaMGYOXlxdaWlrMmjVLhZbFyM8B7u7uiso8rxIZGamogvLqolWAc+fOMWfOHARBKDMIpgm0tLRwcnLi119/5f79+3h5eTF06FDq1q2r9HusSpycnJDJZMydO1dpIfs/mTt3Lm3atCE5OZlBgwapvFTzmzBv3jx0dXUJDQ2le/fuHDp0SOl3IS0tjcOHD9O9e3dF38GZM2dqyLbiSD0IJSQkJCQk/oOsW7eOpUuXMnToUHbs2FHuvlOmTMHb25uFCxcyZ84cNRn+zahRozh+/DiDBw9m165d5Obm0qdPH27evMmyZcuYPn26Yl8PDw+8vLzo1KmTYiW55Couz+joaKXeMU5OTgiCgJ+f32sDPVFRUUydOhU9PT3i4+NVraoS1NUvsTIQi6s6PVesWMGaNWsYP348EyZMUEt2wNuQlpaGra0t0dHRNG/enLlz52JjY0PHjh0VvTvS09Nxc3Pj0KFD6OvrExISUqKUmuQqPk+Affv2ER0dzbp16ygsLKRatWq0bt2aBg0aoKOjQ1RUFPfu3SM3NxctLS0+/vjjcrNOtm7dqhLPefPmsX37di5evFjlzzNV1fXatWv07t2bwsJCzMzMcHFxoXHjxuUuvImNjSUiIoK9e/fy22+/IQgCR44coVevXir33b59O+7u7shkMho0aICzszMffPABjRs3xtfXl++//x4TExPGjRtH27ZtycvL49KlS/zyyy9kZGRgbW3NH3/8ofIScxkZGdjb2/P48WOqVatG7969cXBwwMrKCjMzMwwNDdHV1SU3N5fMzExiY2MJCwsjMDCQwMBACgoKsLCwICgoSC0LsP5NX6bHjx9z5swZzp07x88//1z5cq+waNEiNm7ciCAIdOrUiY8//hgbGxsaNWqk6JfYpk0bpk+frvT5e3l58ezZMxo2bMiff/5JzZo1VepZVFTEiBEj8Pf3Vyo1WF6GzdChQ7l37x4xMTHIZDLatm1LYGBghTL63pa//vqLMWPGEB8fr/DV0dHB1NQUQ0NDdHR0yMvLIzMzk/j4ePLz84HiBVampqbs3btXrZkuX375JTt27FB6b3fu3MngwYOV9isoKGDEiBGcPHkSQRB45513SE9PV1sPMrF4vsqyZctYs2YNly5dqlK/VXK2bNnCN998owhI1alTh7Zt2yr6y/7zvHr79m2eP3+OTCZDW1ub5cuXM3nyZJV75ufn4+joyJUrV9DV1cXFxYX333+f3NxcHjx4wPHjx8nNzaV+/fqEhIQoFucOHjxYsSi3devWnD59usy+qpVFZfTlu3PnDu+9917lSZVBRkYG3bt3JyIiAkEQsLS0pE2bNsyYMaPEQqXw8HD69u1LSkoKNWvWZMiQIezatUujvesDAgJwdXUlMzNTcV4wNDREEAQyMjIAFMfqihUrmDRpkkY83wYpQCghISEhIfEfpHPnzjx48IDQ0NDX9h948uQJ7du3x9LSkitXrqjJ8G8uXbpE3759geIeOUVFRSQlJWFoaMitW7eoU6cOFy5cYMmSJYrVWMuXLy+RRSa5isNzxYoVb1VWRo48CzIwMLASrdSHWIJuIB5XdXl+9tlnANy6dYu4uDigOPP23XffLbeXxq1bt1TqVRqrVq1i+fLltGvXDl9fX8XkRGmTCJMnT8bb25uxY8cqyjdJruL1hOJsGzs7O2JjYxk7dixffPFFibJ8iYmJrF27lm3btmFjY0NAQIDa+yjevHmTkJAQhg8frrb+V29LVXY9dOgQs2bNUpQKf93kmbm5OVlZWYpFOV9++SXffPONOlSB4n7I33zzjaJHz+v60Mr7ZA8ZMoQNGzaoPDgk5/nz50ybNg1/f3/g9Z7wd0a7i4sL33//vdqqG1TGBLG68Pb2xtPTk9jY2DfuQSyTyejUqRO7d+9WS4lR+Wvu2rWLffv2cfv2bQoKCsrtKWlmZkZWVhba2toMHjyYNWvWqPVc8fLlS/bs2cPvv//O1atXy81iq1atGh06dGDQoEGMHj1aLUHMf/L777+zefNmrl27RmFhIbt37y4ReAMoLCxk1apVbNmy5Y3Pcf+LnnLy8/N5+fIlNWvW/Nc9vlXF9evXWbNmDadPny7RU1QQhBILRvX09OjTpw9ffvmlov+nOnjx4gWTJk1SlAz+Zx/c5s2bs3//fqW2A7a2toSHhzNy5Ei+/fZbtfR3FdP5HyA+Pp4ZM2Zw6tQpoPh93bVrV6nfq7t37zJy5EgeP36sODY0/bfGxMSwbt06jh07VqLigYGBAQ4ODsyZM0ctpXArEylAKCEhISEh8R+kXr165ObmkpSUpGigXRb5+fnUrVsXfX19EhIS1GSozJ49e3B3d1eUFapRowabN29WXChu2rSJBQsWAMX1348ePaqxnolica2qnl5eXkrZKFFRUQiC8EaN0QVBoEmTJqxcuZI2bdqoUlNliCXoBuJxVZenkZFRhcdo6ibW1taWO3fu4Ovri62treLx0iYR7t27R5cuXWjcuLFGgplicRWLJxT3DNy6dSszZ84ss3eSnMWLF7Nx40bmz59fqb0GJdTL8+fPOXz4MKGhoSQmJnL06NEy9zU1NQWgW7duTJkyhZ49e6pLU4nr169z8uRJbty4waNHj0hKSuLly5cUFhZSo0YNateujYWFBV27dmXAgAEay9gOCwvj6NGjBAcHEx4eTkpKSol9ateujaWlJXZ2dgwaNIi2bduq1VFsE8R5eXn4+/srPv+IiIgSpUV1dXVp2rQpXbt25eOPP1ZLhmtZ5Ofnk5KSQr169crcZ+PGjTRs2BB7e3uN98vKycnhyZMnREdHk5WVRW5uLnp6etSoUYOGDRvSrFkz9PT0NOooJzMzk8jISOrXr19uQD07O5tz585x8+ZNnj17xqZNm9RoKR5PMfHy5UsuXbpEeHg4MTExZGZmkpeXh66uLoaGhjRo0ABLS0s6deqklkBbWVy8eJETJ04QHh5OXl4epqam9OjRg0GDBpWYZ7l8+TJt27ZVq+/kyZMRBEFl1R5URXh4OEFBQTx+/JihQ4fy/vvvl7pffn4+hw4dws/PT/G9Kq0UuSaIiooiKSmJgoICateuTbNmzcpdNFqVkQKEEhISEhIS/0GaNGnCixcvCAkJeW25iLCwMOzs7KhTpw6PHz9Wk2FJkpOT+euvv9DR0cHGxkbp5trf35+AgADs7e0ZNGgQWlqabaMsFlcxeIptUuvfIpagG4jHVV2ewcHBbzVOE/1gzMzMePnyZYlFIqV933JzczExMUFXV1cjPT7E4ioWTwBra2uioqK4e/cuZmZm5e4bFxdHq1atsLCwUGSUqwr5ym8xIBbXt/GMi4ujXr16Gr+WEivZ2dklgi6ayMB6FXnp9kaNGmnU49+QkZGhCBBXr16dmjVrSseohISEhESVRx7YFjOaWXovISEhISEhoVJsbGz4448/8PT05Ndffy1z8kgmk+Hp6YkgCHTo0EHNlsrUrVuX/v37l7rN0dERR0dHNRuVjVhcxeA5fPhwUUzCSkhoItD3tsgDWGlpaYq+KGUhzxzX1AS3WFzF4gkoSuC+zhNQZEJER0er1AmgadOm9OvXDycnJz766CO19GZ7W8Ti2rRpU/r27Yuzs/Mbe8ozCCXeDgMDA40HBP+JmAODct555x2V9+p6WxISEvjrr7/IysqicePGdOzY8bUZeH5+fkBxr21NkJKSosggfPnypSKY3aBBA0xMTDTiVBHy8vK4evUq8fHx1K1bl44dO2rse1dQUMCtW7cUn/+bfN9u374NoPZs4jfBw8MDQRBYvny5plVKIF94URX45ZdfMDAwYODAgVX6XlUsnv8VCgoK2LVrFydOnOD+/fskJycjk8lITU0lPDycnTt3MmnSJJo2bapp1QohBQglJCQkJCT+g0yfPp3AwEBOnjzJxx9/zMKFC0sEAK9cuYKnpyfnz59HEARmzJihIVuJ/2V++OEHTStISJTAy8uL9PR0pZKLK1euRBAE3N3dNWj2ZlhZWREcHMyBAweYNm1aufvK+3lqKlNULK5i8QSoVasWiYmJXL9+nc6dO5e7r7wPnDoCYPPmzSMgIIBx48ahpaWFra0tzs7OODo6Ym5urvLXrwhicRWL55ty6tQpAgICFCUna9euzfvvv8+QIUNe21Nb1dy7d4/w8HCioqLIysoiOztbUQrP3NwcS0tLrKysNOJmbW2NgYEBK1as0Ggpzv8aubm5zJ07l59//pmioiLF48bGxnz99deMGTOmzLHDhw9HS0uL1NRUNZhCUVERR44c4fjx41y4cKHc161Zsyb29vYMGTJEI0GFmJgY9uzZw+3btxEEAWtra8aPH6+odHL06FHmzZunlIFfvXp13NzcmDt3rlpd165dy3fffUdGRobiMSsrKxYtWoSDg0OZ42xtbdX6+VcELy8vjQcInz17hq+vr6J0szyYLe/vZ2BgoDiv2tvbM2DAgNdWRKhspkyZgiAI/Pjjj+zcuZP69eur9fXflFc9d+3aVW4p5KrC48ePuXv3LjKZjDZt2ij9vj948IAtW7YQFhZGZmYmZmZmODg4MHbsWAwNDTVoDREREQwePJjIyEilXpnyc2hmZiZbt25l79697NixAxcXF02pVhipxKiEhISEhMR/lHXr1imyA6H4ZrBBgwYIgkBMTAxpaWmKC5slS5Ywe/ZslTt16NCBR48eIQiC4obpbS6cBEHAx8ensvWUEIurWDxfR0JCAlevXqV3796KEh0ZGRksXryYoKAgioqK6Nu3Lx4eHtSsWVNjnv8WsZTtBPG4qsKzfv365OTkEBcXp1ixLqZyuAcPHmTChAno6+uzfv16Ro4cCZT8GyIiInBwcCA1NZX169czbtw4yVXkngDjx4/nt99+o0OHDvj4+JTZCyc7OxsXFxdCQ0NxdHTE29tbLX7p6emcOnUKf39/Tp8+TXp6OlZWVoqMvbL60GgCsbiKxdPCwgItLS0ePHig9HhcXByjR4/m8uXLACUm3rS0tBg3bhzLly9Xaxmvx48f8/333+Pj4/NGPY9q167NwIEDmT17tlqz+uTnIUEQcHNzw8PD47U9yCXKp6ioiEGDBhEUFIRMJqNRo0YYGxvz6NEj0tLSFO/1okWLSh2vzmuGO3fuMHr0aB49eqT03alRowY1atRAV1eXnJwcRWBbjiAItGnThr1796qtx+fvv//O5MmTycnJUbgKgoCpqSk+Pj7cu3ePUaNGUVRURO3atTEzM+PZs2ekpqYiCAKff/652vr6TZo0iQMHDiCTydDT06NmzZqKoKW2tjZr1qzB1dW11LFV+ZpRk25ZWVm4u7vz66+/UlBQoHS8loUgCOjo6DBq1Ci+/fZb9PX11WD69/sExQuvVq1axaeffqqW164IYvGE4sDwpEmTSrRtGDhwINu2bePGjRsMHjxYKVgMxceAmZkZBw8e1FhWblpaGra2tkRHR9O8eXPmzp2LjY0NHTt2VHyf0tPTcXNz49ChQ+jr6xMSEkKLFi004ltRpAChhISEhITEf5gzZ86wfPlyrly5UmKbIAh069YNd3d3tZXO69ChA+Hh4Uo3JUZGRhV+HnXc1IjFVSye5bFs2TI2bNhAUVERDx8+VKwg7t+/PxcuXFCaQGjfvj2BgYFUqybOQhhiCbqBeFxV4WllZUV0dDTDhg3D3t4e+HuF7tatW99oQkPOiBEjKs2rIowaNYpjx44pJgC7dOnCzp07EQSBZcuWERYWxrFjx8jOzsbOzg4fHx+N9XsSi6tYPB8+fIitrS35+flYWFjg7u6Og4MD7777LlA8yREYGMiqVat48OABgiDg7+9P165d1e5aWFhIcHAwAQEB+Pv78+TJE0xNTRVlsHv06FFl+rqIxbUqe5Y2MZ2ZmUnPnj0JDw8H4KOPPlL0xk5PT+fixYv4+/tTWFiIs7Mz+/fvV4vrL7/8gpubG7m5uYoAgaWlJWZmZoqgS25uLhkZGcTFxREeHk5eXh6CIGBgYMCWLVsYPHiwWlzl76u9vT1BQUG0bt2aTZs20bFjR7W8/n+RvXv3MnPmTPT09Ni6dStDhgwBihdWrFq1ig0bNiAIAvv378fZ2bnEeHUFYaKjo+nWrRupqanUrl2b0aNH4+DggJWVVan3A6mpqdy5c4fAwEB++uknkpOTMTY2Jjg4WOUZUnfu3KFHjx7k5eXRtm1b+vXrh7a2NgEBAdy8eZNWrVqRkpJCamoqGzduZOTIkQiCgEwmY+/evXzxxRcUFhZy6NChcrP3KoNjx44xatQotLS0WLhwIVOnTkVPT4+4uDgWLFjAoUOH0NbWxs/Pjy5dupQYr84gXLNmzSq0//PnzxEEgdq1ayseEwSBiIiIylZTIicnhz59+nDr1i1kMhkdOnTAwcEBa2trzMzMMDQ0REdHR+m8evv2bf744w+uXLmCIAjY2Njg7++vlt8w+Wd44sQJpk6dSlRUFB999BErV65UW0D9TRCL54sXL7C3tycqKgqZTIaJiQmGhoY8ffoUmUyGq6srFy9e5Pbt29jY2PDpp59ibGxMeHg4u3fvJj4+HjMzM0JCQpSOXXWxatUqli9fTrt27fD19VWUxC7tuz558mS8vb0ZO3YsGzduVLvr2yAFCCUkJCQkJP4HSExMJCwsjJSUFLS1tTE2NqZt27bUqlVLrR5LliwhPj4egK1btwK89USPPHtDVYjFVSyeZXH48GFFho2JiQmXL1+mVq1aBAcH4+zsrCiZpaOjw4IFC3jx4gWrV69m4sSJanetDMQSdAPxuKrCc8WKFYqSov8WTQXeCwoKWLp0KV5eXopJ61eD7TKZDEEQGDZsGGvXrtVo2R6xuIrFEyAgIABXV1cyMzMVx7GhoSGCIChKpclkMrS1tVmxYgWTJk3SmOur3Lt3Dz8/PwICArh69SoGBgb07NkTJycn+vbt+0Z9FdWFWFyrkmdpE2krV65kxYoVGBkZ4e3tja2tbYlxN2/eZNCgQaSkpLBjxw6GDh2qUs+LFy/i5OREYWEh3bp1Y/bs2djb25c7KZ2Xl8f58+fZtGkT586dQ0dHh4CAALX0+H71fd2+fTuLFy/m5cuXDB06lEWLFtGgQQOVO/zX6NevHxcvXsTDw6PU0uJff/01mzdvxsTEhGvXrpXon6iuANHMmTPZu3cvNjY2/Pbbb4q+sm/CixcvGDx4MNeuXWPs2LFs2LBBhaZ/Z7c7Ozvz008/oa2tDRRna/7f//0fvr6+irYXS5cuLTHew8MDLy8vnJ2d+eWXX1Tq+vHHHxMUFMSECRNYs2ZNie2urq4cOnSIpk2bcvny5RLnBnUGCBs1akRaWtq/eg51uMqvrevWrcvevXsrtED5r7/+YtSoUSQlJfH111+rpdTsq59hVlYWCxYsYPfu3VSrVo3PP/8cNze3KtH/VSyey5YtY82aNZiamrJr1y4+/PBDAGJjY/nss88ICwsDoFevXhw6dEhpgV1aWhp9+/bl/v37zJs3j6+++krt/ra2tty5cwdfX1+l65TSvuv37t2jS5cuNG7cmFu3bqnd9W2QAoQSEhISEhISEhIaw8nJiT///LPEDfjcuXPZvn07U6ZMYeXKlQB4e3szefJkunbtSkBAgKaU/xViCbqBeFxV4SmTyfjxxx85e/asYtIlODgYQRBKnbwuD19f30rzehuSkpL4/fffuX79OomJiRQWFlK7dm2sra1xcXHReF+vVxGLq1g8Y2JiWLduHceOHStRHtHAwAAHBwfmzJnDBx98oCHD8klOTsbf3x9/f3/OnTtHTk4ONjY2ODs788knn1SpoIdYXDXtWdpEWpcuXbh//z4bNmxg7NixZY7dv38/U6dOpXv37hw/flylnp999hkBAQGMGDFCsfiqIkyZMoVffvlFLYEMKPm+PnnyhGnTphESEoKuri4jRoxg5syZGj83ffPNN//6OQRBwNPTsxJsyqdRo0akp6dz48YNmjRpUmJ7Xl4eHTt2JDIyktmzZ7N48WKl7eoKELVp04bY2FjOnTtH+/btKzz++vXr9OjRgwYNGnDnzp3KF3yFli1bkpCQQEhICO+9957Strt379K1a1cEQeDKlSulZj49ePCATp06YWJiosg4VhVNmjThxYsXZbpkZGTwwQcfkJSUxJIlS5g1a5bSdnUGCOPj45k8eTJnz55FEATGjRtXZvayTCbDxcVFkXH2KqquKNSxY0fCw8Px9vbG0dGxwuP9/f0ZNmwYLVu2VJSjViWlfYZBQUF8/fXXhIWFoaOjw+DBg3F1dX1tv2fJE7p27cq9e/fYs2cPAwcOVNom/2wFQeDkyZOlep46dYqhQ4cqeoKrGzMzM16+fElSUpJSCe/S3v/c3FxMTEzQ1dVV6qValZEChBISEhISEhJqozInSVRdtk8srmLxLAv5BMzdu3eVms/LJwz9/PwUKwyfP39Os2bNePfdd4mMjFS7a2UglqAbiMdVXZ5VuZ+MhMTriIqKIikpiYKCAmrXrk2zZs0U2RtiIDc3l7Nnz+Lv78/JkycZM2YM8+fP17RWqYjFVROepZ1H5T1fIyIiys1+SklJoWnTpmq5BmjevDnPnz8nLCyMhg0bVnh8VFQUVlZW1K1bV+Vl+6Ds3ycfHx+WLVvG/fv30dLSonv37owePZp+/fop+uuqE2NjY/Lz8996vDxLWx2/w3LXf04Gv8qJEycYOXIk+vr6XL16VelYUdc1g4mJCXl5eSQkJKCnp1fh8fKJbH19fRISElRg+Dd169aloKCA+Pj4En3ksrOzqV+/PoIglLodiktU1qtXDx0dHZKTk9XiWt7nv2/fPmbMmIGRkRHXr19XOn9p4ppx+/btLFq0iOzsbD755BPWrVtXaplZTV3P1qtXj9zcXKX+3hVBfowYGBgoqueokvLep8OHD7N8+XIePXqEIAhYWFgwePBgBgwYUCL4LXkWY2pqSnZ2Nk+ePClRxSohIQFLS0sEQSAqKoqaNWuWGC+fB6hRowaxsbHq0lbQuHFj0tLSePTokVLlhdLef/k1gJGREVFRUWp3fRukAKGEhISEhISE2ni1ifbboq7JAbG4isWzLOrUqUNhYSGJiYmK8jypqak0bdoUPT09oqOjFY/n5eVhbGxMtWrVSmTDiAWxBN1APK7q8ly+fDmCIODh4fHWz7F69WpcXV0rVALsbTAyMkJLS4uEhIQq0ROtPMTiKhbP15GXlydqfzlpaWlv1W9XE4jFVR2epU2kNWzYkIyMDKXrgNJ4+fIlpqamalmRLw9a/tuJ7OrVqxMXF6cCQ2XKmyCWyWT8+uuvrFy5kqdPnyp6JH700Uf07NkTe3t7tfWpSk9Px9vbm5UrV5KSkoIgCDg5OVX4uHubrM6K0rZtW2JiYggODqZt27Zl7jdgwACCgoJKZLaqKwgj75n8xx9/YGNjU+Hx8gzCRo0aKUr8qQoLCwuSkpK4dOkSLVu2VNomzw4UBIFr166V2lfvyZMntG/fntq1a/PkyROVurZq1Yr4+HiuXr1KixYtSt1HJpPRvXt3bt26xaBBg9i9e7dim6aCcOHh4UycOJFr165hbm7O5s2b6dWrl9I+mnJr0aIFycnJZWblvg550MXY2JhHjx5VvuA/eN37VFRUhLe3Nzt27OD69euK+3FjY2O6deuGjY0N7du3r3Dlkf+qpzxA/M8AGxSX8K9Tp065f0dqaipNmjRRy2KG0nBxcSE4OJhvv/2WadOmKR4v7f3ftWsXbm5udO7cmVOnTqnd9W2opmkBCQkJCQkJif8dbG1tSw1m5efnc+nSJcW/jYyMaNiwIdra2kRGRiouuGrWrMm4ceOoVk31lzBicRWLZ1nUrVuXhIQEnj59iqWlJQBnzpxBJpPRsWNHpcnCZ8+eAVCjRg2NuMqzNd8009Lb2xsjIyOcnJwUj7m7u2NsbKwSv1cRi6tYPIFK6XexatUqBgwYoPIAYaNGjYiOjiYiIoLWrVur9LX+LWJxFYvnqxQUFLBr1y5OnDjB/fv3SU5ORiaTkZqaSnh4ODt37mTSpEk0bdpUY47yEtKVhSoz4MTiKhZPOTY2Npw7d46wsLByAxw3b94EiicZVU2TJk24f/8+gYGB9O/fv8Ljz5w5o3geTSMIAsOHD2fYsGGcOnWKffv2cfLkSXx8fBQlBmvWrEm7du3w8fFRqUvNmjWZNGkSHTt2pGfPngAsXLiwSi5E+vDDDzlw4ACLFy/mwIEDZWZcr1+/Hjs7O86fP8+SJUtYtGiRWj179+7Nzp07mT17NocPH8bExOSNxyYlJTFr1iwEQaBv374qtCyma9euHD9+nFWrVrFr1y6lbatWrVL8//Hjx5k9e3aJ8UePHgXA2tpapZ5QXA7Tx8eHtWvX8sMPP5S6jyAIbNy4EQcHB44ePcqHH37IhAkTVO5WHhYWFgQGBrJ69WrWrl2rKC25bNkyjWQNv0rnzp3x9fXF09OzxOf/Jnh6eiIIAl27dlWBXcXR0tJi5MiRjBw5krt377Jnzx4OHjxIYmIihw8f5siRIwiCQGpqquQJmJub8/jxY/78808GDBigtK1atWpcvHix3PHyXn7169dXmWN5jBo1igsXLuDp6cm7777LyJEjS90vIiKCpUuXKnqSiwUpg1BCQkJCQkJCoxQUFDB48GCCgoLo2bMn8+fPp0uXLkr73Lx5k+XLlxMQEECPHj04cuSIRkqjicVVLJ5QfLF9/PhxBg8ezK5du8jNzaVPnz7cvHmTZcuWMX36dMW+Hh4eeHl50alTJ06fPq12V3kG0ZveQDVq1AgtLS2ePn2qWrFSEIurWDwrC3VlO27fvp25c+cyceJEpd6eVRGxuIrFU05ERASDBw8mMjISmezvW375Kmd51kj16tXZsWMHLi4uGvGsaBa8POO9rMerUsa+plyrsqfcbcGCBbRq1YrWrVsTERHB0KFD+fDDDzl+/Hip5fyysrIYMGAAoaGhDB8+XOUZZOvWrVNMAu7YsYM+ffq88djTp08zYcIEXrx4waJFi3Bzc1OhaTEVzQhKTk7G29ubgIAALl++TF5entoziuzs7Lh9+zYXL16skgHC27dv06NHDwoKCrC0tGTkyJG0atWKDh06lFjk8/PPPzNt2jQEQWDQoEFMmzaNjz76SC3vaUJCAh9++CHPnz/nnXfeYfjw4Tg4OGBlZaUo2SmnqKiI+Ph4wsLCCAwM5MCBA6SlpVGvXj1CQkJUvtgqNDSU3r17U1RUROfOnXF2dkYQBHx9fbl48SKNGzfmxYsXFBQUcODAAaWeeOfOnWP48OFkZ2ezfft2Pv30U5W6hoSE4OTkhCAI9OjRg9GjR9O6dWsaN25cItC2Zs0ali1bhpaWFrNmzWLq1KlYWFhovCx9aGgoEydO5NGjRzRv3pxt27bRsWNHjWUQhoaG0rdvXwoKCujQoQOzZs2iZ8+eGBoaljkmMzOTM2fO8P3333P16lV0dHQ4ffr0W/XbrChv8z7JF+iePXuWM2fOcPPmTVJSUlQniXg8582bx7Zt2zA1NeXIkSO0adPmjcfm5eXRu3dvbt68yeeff86mTZtUaFo2o0aN4tixYwiCQJs2bejSpQs7d+5EEASWLVtGWFgYx44dIzs7Gzs7O3x8fNDS0tKIa0WRAoQSEhISEhISGmXdunUsXbqUoUOHsmPHjnL3nTJlCt7e3ixcuJA5c+aoyfBvxOIqFk+AS5cuKVYtm5iYUFRURFJSEoaGhty6dYs6depw4cIFlixZwtWrV4HiUo9Tp05VuVt0dLRS3wD5RIGfn5/ShHtpREVFMXXqVPT09NTSJ0MsrmLxVBXqLNu6YsUK1qxZw/jx45kwYYLaSsi9DWJxFYtnWloatra2REdH07x5c+bOnYuNjQ0dO3ZUTCKlp6fj5ubGoUOH0NfXJyQkpMwyaqpk3759REdHs27dOgoLC6lWrRqtW7emQYMG6OjoEBUVxb1798jNzUVLS4uPP/643CwIVQaOxOJalT3lpSRfDVro6+uTl5dHUVER/fv356efflJsy8rK4uDBg2zatImIiAj09PQICgpSeRZvfn4+jo6OXLlyBUEQaN26Nb1796Zt27aYm5tjaGiIrq4uubm5ZGZm8uzZM27fvk1gYCD37t1DJpPRtWtXTpw4oZYKDf9mwj87O5sLFy5w7tw5li9fXvlyZeDm5sbu3burbIAQ4NChQ8yYMYOXL18qjtldu3YxePDgEvtu2LCBJUuWKP6tzvL94eHhjB07lrCwMKXvlpaWFtWrV0dHR4e8vDyys7MpKipScmzXrh27d++mefPmKveE4vOTm5sbBQUFCleZTEadOnXw9fUlNDRUEWxt164d5ubmREdHExYWhkwmo1evXopMQlXz/fffs2jRIoqKil77+bu5ubFr1y6lv0nTAUIo7tu4YMECfvzxR7S0tJg9ezbr1q3TmNvRo0eZNm0aWVlZCIKAlpYWjRs3LvO8GhUVRVFRETKZDENDQ7Zu3Voi+0xVVEYgVVOluyuKOjzj4uKws7MjOTlZEWBr0qSJoppMaRw6dIiHDx9y8OBBnjx5goGBAefPn1dUHVI3BQUFLF26FC8vL8XCGvn9q/z/5ZmDa9euLTf4XdWQAoQSEhISEhISGqVz5848ePCA0NDQ196cyntPWFpacuXKFTUZ/o1YXMXiKWfPnj24u7uTk5MDFJcQ3bx5s+IGfNOmTSxYsAAAe3t7jh49qpYJtxUrViiVPKoo8jKpgYGBlWhVOmJxFYunqlBXgPCzzz4DisvxyPtf1ahRg3fffbfcTGF5+R51IhZXsXhCcam25cuX065dO3x9fXnnnXeA0ieRJk+ejLe3N2PHjmXjxo1qd01JScHOzo7Y2FjGjh3LF198QYMGDZT2SUxMZO3atWzbtg0bGxsCAgI00kdRLK5V2TMwMJBHjx4p/ouIiCAmJkYRtGjTpg1//fWX0v5DhgwBoHr16mzdupWBAweq3BOKJ9YXLlzInj17yM3NfaOsTJlMhr6+PuPGjWPx4sXo6empwVRzPcX+DefPn8fPz48vvvhCLWXC35bo6Gh2797N2bNnefz4Md99912Zx+D58+dZvXo1ISEhiqCSOj8TPz8/jhw5QnBwcLm9L83MzLCzs2Pw4ME4OjqqzU/OgwcP2LVrF2FhYWhpaWFlZcXUqVNp2LAhAFu2bGHJkiXk5uYqxsgn3Tds2KDWUplXr17Fy8uLoKAgkpOT2b17d6kBQoD9+/ezatUqIiMjFc5V5Tt55swZpk6dSnx8vMaDl8+ePWPTpk0cO3aM2NjY1+5vbm7OwIEDmTFjBqampmowLEYs51WxeALcv3+fqVOnEhoaCrz+O2JmZsbLly+RyWTUrFmT7du3a+Sc9U+SkpL4/fffuX79OomJiRQWFlK7dm2sra1xcXFR24KLykQKEEpISEhISEhoFHnD6qSkpFLLSr1Kfn4+devW1VhzarG4isXzVZKTk/nrr7/Q0dHBxsZGabLI39+fgIAA7O3tGTRokNpKdXh5eSllTkRFRSEIgmICozwEQaBJkyasXLmyQiVU3haxuIrFU1WoK0D4NquANTW5IBZXsXhCcW/aO3fu4Ovri62treLx0iaR7t27R5cuXWjcuLFGgpnz589n69atzJw5k6VLl5a77+LFi9m4cSPz589XeV+80hCLq1g85eTl5REREcGjR49IT09X6usTGBjIrFmzGDBgANOmTSsR6FQHSUlJ+Pn5ceHCBcLDw4mJiSErK4vc3Fz09PSoUaMGDRo0wNLSkm7duuHk5ETdunXV6iimCeL/BdLS0rh9+zYxMTGKxSXqJisri5iYGDIzM8nLy0NXVxdDQ0MaNGigsV7eFSExMZHTp0+TkJBA3bp1sbe313hPz4yMDHR0dNDX1y93v7t373Ljxg2ePXvG3Llz1WT3el68eME333zD48ePAfD19dWwUXE59NedV5s1a6YRt+XLlyMIAh4eHhp5/TdFLJ6vcu/ePUJDQ0lMTCy3glHXrl0xNTWlZ8+ejBw5ktq1a6vR8n8LKUAoISEhISEhoVGaNGnCixcvCAkJ4b333it337CwMOzs7KhTp47i5kadiMVVLJ5iQ0wTcGJxFYtnZaGuAGFwcPBbjXu134+6EIurWDzh7xXX/1wkUtr3LTc3FxMTE3R1dUlKSlK7q7W1NVFRUdy9exczM7Ny942Li6NVq1ZYWFgoSk6rE7G4VlXPsnodlkdRUZFo+vdISEhISEhI/DcxMjJCS0uLhIQEjVSxUDWqr80kISEhISEhIVEONjY2/PHHH3h6evLrr7+WOXkkk8nw9PREEAQ6dOigZstixOIqFk+xMXz48ApPbmoKsbiKxVNsaCIo9baIxVUsnoAiKJiWlvbaTCZ55rg6S7a9irwM3ptkXNWpUwcoLvmnCcTiWlU9mzZtSt++fXF2duajjz56oywmKTgooWmeP3/Ow4cP6dq1q9LjhYWFHD16lKCgIGJjY9HV1aVFixa4uLjQuXNnDdkWk5GRQUREBNHR0WRmZpKdna3IyjI3N8fCwoJ3331XI24uLi4YGBiwZMkSUVSDKCoqIjIykqZNm5bYdvny5RKff79+/d6oKoYmyM3N5enTp2RkZGBubq7Wcp2vIzU1laysLLKzsxXZrvLfp6rC8+fPyczMpEGDBuWWlpeTnp4OQM2aNVWtpoRYPMVGo0aNiI6OJiIiQuV9kDWBlEEoISEhISEhoVHOnj3LwIEDEQQBe3t7Fi5cWCJYdeXKFTw9PTl//jyCIODj40O3bt0kV5F5dujQgUePHiEIAqmpqUDxREFFkftKSIgNVWQQenl5kZ6erlQecOXKlQiCgLu7e6W9TmUgFlexeJaFi4sLwcHBfPvtt0ybNk3xeGkZhLt27cLNzY3OnTtz6tQptbtaWlqSmJjIyZMnXzupfunSJfr06aOxjHexuFZVTy8vLwICAvjzzz/R0tLC1tYWZ2dnHB0dMTc3V+lrS1Q9Xrx4gUwmo1atWkqP5+fnc/ToUW7fvq0IZPTq1YsPPvhArX5paWl4eHhw8OBB2rRpw/nz5xXbHj58yMiRIwkPDweKF9wBigVP/fr144cfflBrEC4tLY2dO3dy7Ngxbt26pXAqC2tra4YMGYKrqyuGhoZqsvz7d0hfX5+VK1cyZswYtb12RcjPz2fdunXs2LEDc3Nzpc8/MTGR8ePHKz0mR1tbG1dXV7799tvXtnmoTB4/fsz+/fu5e/cuMpmM9957D1dXV0UW+cqVK9myZQsZGRmKMa1ateLrr7+mf//+avOUc/nyZY4fP86FCxeIiIggMzOzxD76+vq0aNECe3t7Bg8erLHFrAcPHmTNmjWK77u2tjZ9+/bFw8MDKyurMsfJM87k97ySp7jZvn07c+fOZeLEiaxZs0bTOpWOFCCUkJCQkJCQ0Djr1q1TZLJB8Qq2Bg0aIAgCMTExpKWlKW50lyxZwuzZsyVXEXp26NCB8PBwpQlqMfX1kpOQkMDVq1fp3bu3osRIRkYGixcvJigoiKKiIsUNmaZXY4rFVSye/xZVBAjr169PTk4OcXFxiiywqlq6VSyuYvEsi4MHDzJhwgT09fVZv369oqfbP/+GiIgIHBwcSE1NZf369YwbN07truPHj+e3336jQ4cO+Pj4UL169VL3y87OxsXFhdDQUBwdHfH29lazqXhcq7pneno6p06dwt/fn9OnT5Oeno6VlRX9+vXDycmJ999/Xy0eEuqnsLCQNWvWsHfvXkWmq6mpKV9++SWurq7Ex8fj4uLCo0ePAOWytP369WPbtm1vdd1YUTIzM+nTp48i2OLg4MDhw4eB4p7ZdnZ2xMXFoaOjQ//+/WnZsiUGBgZcu3aNEydOUFhYSMeOHfHz81NLkOjs2bO4urqSkpKiuLY3MjLCzMyMGjVqoKurS05ODpmZmcTFxSmCRIIgYGJiwp49e/jwww9V7in3EgQBS0tLHj58SI8ePdi0aVOVyrorKChgyJAhBAUFIZPJsLGx4cyZM0DxsdGrVy8ePnyITCajQ4cOtGzZEn19fa5du8b169cRBEGt59T9+/cze/Zs8vPzlYLVtWvXxsfHh4CAADw9PRX76+vrk5OTo9hv0aJFuLm5qcU1Pj6eiRMnKoKrrwtkw9+B9969e7N161a19nj19PRk/fr1pXoaGBiwe/duHB0dSx2rzutGsXiKnRUrVrBmzRrGjx/PhAkTsLCw0LRSpSEFCCUkJCQkJCSqBGfOnGH58uVcuXKlxDZBEOjWrRvu7u5VosybWFyrmueSJUuIj48HYOvWrUDxTe3bIJ/wVjfLli1jw4YNFBUV8fDhQ4yNjQHo378/Fy5cULoxb9++PYGBgVSrppmq/mJxFYtnZaCKAKGVlRXR0dEMGzYMe3t7AKZMmYIgCGzduvWNJl/kjBgxotK8SkMsrmLxLI9Ro0Zx7NgxBEGgTZs2dOnShZ07dyIIAsuWLSMsLIxjx46RnZ2NnZ0dPj4+Ginn+PDhQ2xtbcnPz8fCwgJ3d3ccHBwUmTdpaWkEBgayatUqHjx4gCAI+Pv7lyj3J7mKzxOKA0bBwcEEBATg7+/PkydPMDU1xdHREUdHR3r06PGf7PXzv0hRURFDhw7ljz/+KHEOFQSBdevWcfr0afz9/TEyMsLe3h5jY2PCw8MJCQlBJpPRqVMn/P3936hs3r9hyZIlrF+/nrp167Jt2zYcHBwU27766qv/x96dx0VV9///fxyQTQncwFTcw9REvQS3QJJCkUVNTXP5fixxxaXUNLTL3C8W97Kg3G2RNJcUhVFJRSFTNBfcEZVFEVAQRJF1fn/wY3JiE2VmOPa+327X7XZx5n1mnrEIc17n9Xrz7bff0rJlS3799VfeeOMNtXPPnz/PwIEDSUtLw9/fnwkTJmg06+XLl3n33XfJzs7G2tqaSZMm4ezsTNOmTcs8Jz4+nrCwML7//nuuXr2KqakpR48e1crF7uJiREpKCosWLeLbb7/FyMiIyZMnM2PGjOcaPaxpq1evZv78+dSsWZP//e9/jBgxAmNjY6CoE8/X1xcLCws2bdpUYvpKaGgonp6eZGdn89133zFs2DCNZv3rr79wdnamoKCA1q1b4+7ujqmpKZGRkRw+fJgOHTpw+/ZtcnNzWbx4McOHD+e1114jISGBVatWsXHjRiRJ4tChQxrv0EtPT6dnz54kJiZiYGCAh4cHzs7OdOjQgUaNGmFqaqpWzL579y4XL14kLCyM/fv3k5ubS4sWLQgPD9fKzYLh4eH0798fSZIYPXo006dPx9LSknPnzrFo0SIiIyMxNjYmPDy81L/rtVV4k0tOufvwww8BuHDhguoGl1q1alG7du1yfydduHBBK/leligQCoIgCIJQraSkpBAdHU1aWhr6+vpYWFjQvn37EiOIqgO5ZJVLzupu586dqg4bS0tLTp06RZ06dYiIiMDd3R0TExN8fX0xMDBg7ty5PHz4kKVLlzJ+/HiRVeY5q4omCoS+vr6q8ZcvS9MXB+SSVS45y5Ofn8/ixYsJCAggNzcXSZLUiu3FnTnDhg1j+fLlWh0x908KhYIxY8aQlZWl+pybmpoiSZKq00WpVKKvr4+vr6/GL7i/ClnlkvOfrly5QkhICAqFgtOnT2NiYoKTkxNubm64uLhotXNEqFqbNm1i2rRpGBoaMnPmTAYNGqQqZMycOZPc3FyePHmCtbU1e/bsUY1GhKKx+EOHDiU9PZ2vvvqKjz76SKNZO3XqxO3bt9m8eTPvv/9+qY9t376dPn36lHp+cRd3586dOXLkiEazenp6snPnTnr37s3WrVsrVVDPz89n+PDhHDx4kKFDh7Ju3ToNJi3yz2LEyZMn8fLyIjY2lnr16jF58mTGjRun02kR3bp149q1a6xevbrECNTu3btz9epVNmzYwODBg0s9f926dcycORN7e3tCQkI0mnX06NHs2rWL3r17ExQUpNaxOmPGDNWNQbNnz1Ybm15sypQp/PjjjwwZMoT169drNGtFxfXy3Lx5k8GDB3Pr1i0++eQTtY5ITRk+fDghISEMHjyYjRs3qj1W3GV69OhROnXqxNGjR0v8zaitwptccgI8efKkSp6nrMkImiTHqUeVIQqEgiAIgiAIglZs3bq1yp5LF105bm5u/PHHH4wbN05t74FZs2axdu1avLy88PPzAyAoKIiJEyfSo0cPFAqFyCrznFVFEwVCpVLJ+vXrOXLkCBkZGQBEREQgSRL29vaVeq79+/dXWa7SyCWrXHI+j9TUVH777TfOnj1LSkoKBQUF1K1blw4dOuDh4UGrVq10mq9YYmIiK1asYM+ePTx48EDtMRMTE5ydnZkxY4bW9yErjVyyyiVnWe7fv09oaCihoaEcPXqUp0+fYmtri7u7Ox988AFWVlYaff2qKEJJksTmzZtfPkwF5JDVxcWFkydPsmDBghJj7X/88UemTJmCJEn89NNPpe5PvXnzZj799FOtFF0sLCzIy8sjMTGxxM0TlpaW5Obmcu/ePVVX2T9lZWXRuHFjTE1NuXPnjkazFu85GhUV9UIdgNeuXaNr1640aNCA69evayChutKKEbm5uaxdu5ZVq1Zx//59atWqxZAhQ/i///s/new7V/w1vnXrVombKRs0aEBOTg4JCQm89tprpZ6flpZGixYtMDc3Jz4+XqNZ27Rpw7179zh+/HiJfebOnTvHO++8gyRJnDlzptTf95cuXeLtt9/GysqKS5cuaTRrx44diYuLY//+/ZX+WwpQ3TzYokULzp07V/UB/+GNN97g/v37REZG8tZbb5V4PDk5GTs7Ox49esTXX3/NqFGj1B7XVuFNLjmffa2XIUmSTvZLjIiIeKHzdD1R6nmJAqEgCIIgCIKgFVXxpqC460UXd+M1bdqUzMxMLl++rHZne/HdxCEhIao9XB48eEDLli2pXbs2cXFxIqvMc1YVTRQISyOncUFyySqXnK+C+Ph4UlNTyc/Pp27durRs2VLjIwVflFyyyiVnWXJycjhy5AihoaEcOHCAjz/+uNRumKpkbW1NSkqK2t8tlRkvDNrrHpBD1uLf95cuXaJx48Zqj8XFxdGhQwckSeL69etYWlqWOD8xMZG33npLK38DvPnmmyQnJ3Pt2jUaNGig9ljLli1JS0vjzp07ZY7DfPz4sWr/v7t372o0a3ExKzk5GSMjo0qfn5OTg6WlJcbGxiQnJ2sgobryfpc+fvyYb775hm+//ZaMjAwkSaJJkyb069cPJycn7O3ttdI51KpVKx48eFBqgbBZs2ZkZGSU+/l++vQpDRo0wMTERLW1gqbUr1+f/Px8tT2Ti2VmZtKkSRMkSeL+/fuljufPzs7m9ddfx9DQkNTUVI1mldv3avHnNiUlpczO3K+++op58+bRoEEDzp07p/b9qa2/G+WSE2DevHls375dNaLzRRXfvCdUHXlu3iEIgiAIgiDIjr29fakFwry8PE6ePKn62NzcnCZNmqCvr09cXJzqDYuZmRmenp4623/u8ePHAGojztLT07l69SpGRkZqdzkX31WclZWl3ZD/P7lklUtOufH29n7pYvzSpUsZM2YM9erVq6JUpZNLVrnkhKJ/Q/X09EhOTpbl/m1NmzaladOm5ObmVvv8cskql5xlMTIyom/fvvTt2xfQzsXB69evo1AomDNnDrdu3UKSJMaMGaPaJ7c6kUPW4tFypY1pe/3111X/v7TiIBTdYAN//92gSV27diU4OJgffviBWbNmqT3WvXt3QkJCOHbsGK6urqWef+jQIQBatGih8ayNGzfm1q1bnDx5UrVnbmWcOnVK9Ty6VqtWLby9vfHy8mLbtm388MMPXLhwgYCAAAICAqhRowZvvvkmnTp14ttvv9VYjg4dOnDkyBF27drFmDFj1B7r1KkT4eHhREVFldkZFBkZCaDxLmcoGrWYmZnJnTt3SozsfO211+jUqRNAme+dUlJSAMrshq1KdevW5d69e9y+fZs333yz0ucX3xigrS0yzM3NefDgAcnJyTRp0qTUNZMmTWLTpk3cvn2b+fPnq01D0Ra55ARYtGgRc+fOZdasWWzevBlJkti9e3e1mWZRLCAggMzMTLUbkYq3HvD29tZhMs0RHYSCIAiCIAiCzuTn5zNo0CDCw8NxcnJi9uzZdO/eXW3N+fPn8fHxQaFQ0KtXL3bt2qWTzofiO8pPnTpF69atgb/30OvZsyf79u1Trb116xadOnXSynghOWeVS074e0Tu8463DQoKwtzcHDc3N9Uxf39/xo4dq/ECUVWoV68ekZGRGu92rApyyaqtnDY2NiQkJHDixAnatm2r0deqKvn5+WzcuJF9+/Zx9epV7t+/j1KpJD09nZiYGDZs2MCECRO0csH9Vckqh5zFI6Sriia6CmNjY7Gzs0OpVPLnn39W639nqnPWtm3bkpSUxIEDB+jWrVuJx9euXQtQ5h7DFy5coGfPnloZhXny5ElcXV2RJInFixczceJE9PT0ADh9+jR9+vShZcuWHDhwoMTv85s3b+Lu7k5SUhLz5s1jxowZGs06f/58Vq9eTdOmTdm2bRvt2rV77nMvX77MsGHDiI+PZ/r06cyfP1+DSYtUtlspOjqaLVu2cPDgQVWBSNPdTgcOHGDo0KHUrFmT9evX4+7urnrs0KFDfPDBB9ja2hISElKisJaWlkbfvn25fv26Vj6nffv25c8//2TatGksWLCg0ud///33fP7559ja2nL48OGqD/iM8ePHs23bNnr16sUvv/xSouOxPDk5OQwdOpTw8HCGDRvGd999p8GkRYYMGcKhQ4eYOnUqixcvLnPd4cOHGThwIJIk8fPPP6u+X7TVmSeXnM/KycnB2tqazMzMave7CopuWnn69KlaZ+6rPklEFAgFQRAEQRAEnVmxYgWLFy9myJAhrFu3rty1Xl5eBAUFaeWCS2lGjRrF3r17GTRoEBs3biQnJ4c+ffpw/vx5lixZwpQpU1Rr58yZQ0BAAF27dlXdSS6yyjcn/N2V9bz7XjRt2hQ9PT1u376t2WAaoq1xqFVBLlm1lXPt2rXMmjWL8ePH6+wu8cqIjY1l0KBBxMXFqY1FLL4Qc/bsWXr16kXNmjVZt25dqfuTiazyzFnZ0ePFY8bLOq6pC3fOzs6cPn26Wl7I/KfqmvXjjz9m9+7dqu68ynYsjRkzhp07d+Lq6kpQUJCGUv5t7dq1eHt7o1QqsbKywt3dnc6dO9OsWTP279/P119/jaWlJZ6enrRv357c3FxOnjzJ1q1befToER06dOD333/XeMfuo0ePcHR05ObNm9SoUYPevXvj7OyMjY0NjRo1wtTUFENDQ3JycsjKyuLu3btER0cTFhZGWFgY+fn5WFtbEx4eXubI1Kr0MhfZb968yeHDhzl69Cg//fRT1Yd7RnHhVZIkunbtyoABA7C1taVp06aq/RLbtWvHlClT1L7+AQEB3LlzhyZNmvDHH39gZmam0ZwbN25k+vTp6OvrM2nSJIYMGUKzZs2oXbt2heceOXKEUaNG8ejRIxYuXMinn36q0awxMTH06tWLx48f06RJEyZMmEDv3r3L7Sa8evUqYWFhrF27lri4OMzMzAgPD6dly5YazQpFe0iPGDECSZIYNWoUH330EW3bti11zO3MmTNZt24dxsbG+Pr68tFHH1G3bl2tFJTkkvOfRowYQUhISLX7XQV/32g3bNgwVWe2l5cXkiQRGBhYqRHez3tjqa6JAqEgCIIgCIKgM926dePatWucOXOmwvEixR1krVu3JioqSksJ/3by5ElcXFyAohFYhYWFpKamYmpqyoULF6hXrx7Hjx9n4cKFnD59GgAfHx8mTZokssowZ0JCglqnopubG5IkERISUuEbw/j4eCZNmoSRkZHG95/RFLkU3UA+WbWZ09fXl2XLljF27FjGjRuHtbW1xl/zRWRkZGBvb09CQgKtWrVi1qxZ2Nra0qVLF9UFq8zMTKZPn86OHTswNjYmMjKyxCg1kVV+OQF++OEHEhISWLFiBQUFBdSoUYO2bdtiZWWFgYEB8fHxXLlyhZycHPT09BgwYEC5XSeBgYEayfn555+zdu3aankh85+qa9a//vqL3r17U1BQQKNGjfDw8KBZs2ZMnjy5zHPu3r1LbGwsW7Zs4ddff0WSJHbt2sW7776rlczHjx/nyy+/5OzZswAVFrOLC9WDBw9m1apVGi8OFXvw4AGTJ08mNDQUqDgn/L1HpYeHB19//bXWJhvIqQsnKCiIRYsWcffu3ee+kUGpVNK1a1c2bdqklRGjhYWFjBgxgtDQUFVGSZLKvZltyJAhXLlyhcTERJRKJe3btycsLKxSHX0v6sSJE3z88cfcu3dPldfAwICGDRtiamqKgYEBubm5ZGVlce/ePfLy8oCiz2vDhg3ZsmVLqR3ImlJcUHv2c7thwwYGDRqkti4/P58RI0Zw4MABJEnitddeIzMzU2vf63LJ+awlS5awbNkyTp48Wa1+V0HR39DFI0Vflhz+rQNRIBQEQRAEQRB0qEGDBuTk5JCamoqBgUG5a/Py8qhfv77WNqcvzebNm/H29ubp06dA0X4p33zzjeoN2Jo1a5g7dy4Ajo6O7N69W2d7Jsola3XN6evri7+//wufr1Qq6dKlC2FhYVWYSnvkUnQD+WTVVs4PP/wQKBrJl5SUBBT9XNWuXbvc8cwXLlzQaK7S+Pv74+PjQ8eOHdm/f79qr9HSLiJPnDiRoKAgRo8ezerVq0VWmeeEonF8Dg4O3L17l9GjR/PZZ5+VuKiekpLC8uXL+f7777G1tUWhUGh9H8Xz588TGRnJ8OHDtbb/1Yuqzll37NjBp59+qtpLuKKL0o0bN+bx48eqYtbMmTP58ssvtRFVzdmzZzlw4ADnzp3jxo0bpKam8uTJEwoKCqhVqxZ169bF2tqaHj160L9/f53dkBEdHc3u3buJiIggJiaGtLS0Emvq1q1L69atcXBwYODAgbRv316rGeVUIATIzc0lNDRU9fWPjY1V/b1azNDQkBYtWtCjRw8GDBigtQJ2MaVSycaNG/nhhx+4ePEi+fn55e7T2qhRIx4/foy+vj6DBg1i2bJlWv234smTJ2zevJnffvuN06dPU1BQUObaGjVqYGdnx8CBA/noo4+0UsT8p99++41vvvmGv/76i4KCAjZt2lSi8AZQUFCAv78/33777XP/G/dvzFksLy+PJ0+eYGZmViWFuKqkVCpZv349R44cUf0sRUREIEkS9vb2lXqu/fv3ayJilRMFQkEQBEEQBEFnmjdvzsOHD4mMjOStt94qd210dDQODg7Uq1ePmzdvailhSffv3+fEiRMYGBhga2uLhYWF6rHQ0FAUCgWOjo4MHDhQtWeNrsgla3XMGRAQoNaNEh8fjyRJNGnSpMJzJUmiefPm+Pn5VWo/oOpELkU3kE9WbeU0Nzev9Dm6umBrb2/PpUuX2L9/v9pFl9IuIl+5coXu3bvTrFkznRQz5ZJVLjmhaM/AwMBAPvnkk3L3TgJYsGABq1evZvbs2RrZa1DQjgcPHrBz507OnDlDSkoKu3fvLnNtw4YNAejZsydeXl44OTlpK+YrITs7m8ePH5OTk4ORkRG1atXSSYHlWcWTGZo2barTHC/j0aNHqgJxzZo1MTMz0/nf+8Xy8vJIS0ujQYMGZa5ZvXo1TZo0wdHRUe3vbV14+vQpt27dIiEhocT3apMmTWjZsiVGRkY6zVgsKyuLuLg4Xn/99XI7brOzszl69Cjnz5/nzp07rFmzRosp5ZNTbuR2c0NliQKhIAiCIAiCoDODBw/m999/x8XFhV9++aXMOwiVSiVDhw7l0KFD9OnTh+3bt2s5qfBv96q/MfwnuRTdQD5ZtZUzIiLihc5zcHCo4iQVa9SoEU+ePCnRRV7az1tOTg6WlpYYGhqSmpoqsso8J0CHDh2Ij4/n8uXLNGrUqNy1SUlJtGnTBmtra9XIaU0pa6/D6kguWV8kZ1JSEg0aNKg2xRdBEATh38nHxwdJkpgzZ84LP8fSpUsZM2aM1kY6V4Zu5h0JgiAIgiAIAjBlyhTCwsI4cOAAAwYMYN68edjZ2amtiYqKYtGiRRw7dgxJkpg6daqO0gr/ZsOHD5fFRVhB0EWh70UVF7AyMjKoX79+uWuLR0vrqgNGLlnlkhNQjcCtKCeguqCWkJCg0UwALVq0oG/fvri5ufHee+9Rq1Ytjb/mi5JL1hYtWuDi4oK7u/tz5yzuIKyODh48iEKhUI2crFu3Lv/5z38YPHhwhXtqa9qVK1eIiYkhPj6ex48fk52djaGhIaampjRu3JjWrVtjY2Ojk2wdOnTAxMQEX19frY/i/DdITk7mxIkTPH78mGbNmtGlS5cKO/BCQkKAor22dSEtLU3VQfjkyRNVB6GVlRWWlpY6yVQZubm5nD59mnv37lG/fn26dOmis9+p+fn5XLhwQfX1f55O3YsXLwJofdzw85gzZw6SJOHj46PrKHzxxRcv/Rz+/v70799fFAgFQRAEQRAE4VlOTk7MmzdPVQB0dnbGzMwMKysrJEkiMTGRjIwM1f4zCxYsoGfPnhrPZWdnx40bN5AkifT0dAA8PDwq/TySJBEcHFzV8dTIJatccpblu+++0/prCkJFAgICyMzMVBu56OfnhyRJeHt76zDZ87GxsSEiIoJt27YxefLkctcW7+epq05RuWSVS06AOnXqkJKSwtmzZ+nWrVu5a8+ePQuglQLY559/jkKhwNPTEz09Pezt7XF3d8fV1ZXGjRtr/PUrQy5Z5ZKzmLW1NXp6ely7dk3teFJSEh999BGnTp0CUP19CkUj0f38/PD09MTHx0ere2XevHmTr7/+muDgYB48eFDh+rp16/L+++8zbdo0rY77jIuLQ5IkBg8ezPTp05kzZ06Fe5ALFcvJyWHWrFn89NNPFBYWqo5bWFjw3//+l48//rjMc4cPH46enp7qb3NNKywsZNeuXezdu5fjx4+X+7pmZmY4OjoyePBg3n//fa3fqJeYmMjmzZu5ePEikiTRoUMHxo4dqxrNunv3bj7//HO1DvyaNWsyffp0Zs2apdWsy5cv56uvvuLRo0eqYzY2NsyfPx9nZ+cyz7O3t9fq178yAgICqk2BsCo8+/uiuhEjRgVBEARBEASdO3z4MD4+PkRFRZV4TJIkevbsibe3t9Y6Y+zs7IiJiVEbx1Zd9/WSS1a55KxIcnIyp0+fpnfv3qqLf48ePWLBggWEh4dTWFiIi4sLc+bMwczMTGc5X5ZcxnaCfLJqIufrr7/O06dPSUpKUt2xLqdxuNu3b2fcuHEYGxuzcuVKRo4cCZT8b4iNjcXZ2Zn09HRWrlyJp6enyCrznABjx47l119/xc7OjuDgYGrWrFnquuzsbDw8PDhz5gyurq4EBQVpJV9mZiYHDx4kNDSUQ4cOkZmZiY2Njapj7z//+Y9WcjwPuWSVS87S/h3NysrCycmJmJgYAN577z3V3tiZmZn8+eefhIaGUlBQgLu7Oz///LNWsm7dupXp06eTk5ODUqnEyMiI1q1b06hRI2rVqoWhoSE5OTk8evSIpKQkYmJiyM3NRZIkTExM+Pbbbxk0aJBWshZ/Xh0dHQkPD6dt27asWbOGLl26aOX1X0WFhYUMHDiQ8PBwlEolTZs2xcLCghs3bpCRkYEkSUyfPp358+eXer42/2a4dOkSH330ETdu3FArltSqVUv1vfr06VNV52sxSZJo164dW7ZswdraWuM5AX777TcmTpzI06dPVVklSaJhw4YEBwdz5coVRo0aRWFhIXXr1qVRo0bcuXOH9PR0JEni//7v/7S2r9+ECRPYtm2b6uffzMxMVbTU19dn2bJljBkzptRzq/PfjNU524uozu9XRIFQEARBEARBqDZSUlKIjo4mLS0NfX19LCwsaN++PXXq1NFqjoULF3Lv3j0AAgMDAV74Qk/xxVlNkUtWueQsz5IlS1i1ahWFhYVcv35ddQdxv379OH78uNoFhE6dOhEWFkaNGvIc2lKd38T+k1yyaiKnjY0NCQkJDBs2DEdHRwC8vLyQJInAwMBK3a08YsSIKstVGaNGjWLPnj2qC4Ddu3dnw4YNSJLEkiVLiI6OZs+ePWRnZ+Pg4EBwcLDO9iSTS1a55Lx+/Tr29vbk5eVhbW2Nt7c3zs7O1K5dGygakxoWFoa/vz/Xrl1DkiRCQ0Pp0aOH1rMWFBQQERGBQqEgNDSUW7du0bBhQ1xdXXF1daVXr15a7Rgrj1yyVuecpV2Y9vPzw9fXF3Nzc4KCgrC3ty9x3vnz5xk4cCBpaWmsW7eOIUOGaDTnn3/+iZubGwUFBfTs2ZNp06bh6OhY7uctNzeXY8eOsWbNGo4ePYqBgQEKhaLEiH9NePbzunbtWhYsWMCTJ08YMmQI8+fPx8rKSuMZXjVbtmzhk08+wcjIiMDAQAYPHgwU3Vjh7+/PqlWrkCSJn3/+GXd39xLna6sIk5CQQM+ePUlPT6du3bp89NFHODs7Y2NjU+oNg+np6Vy6dImwsDB+/PFH7t+/j4WFBREREbz++usazXrp0iV69epFbm4u7du3p2/fvujr66NQKDh//jxt2rQhLS2N9PR0Vq9ezciRI5EkCaVSyZYtW/jss88oKChgx44d5XbvVYU9e/YwatQo9PT0mDdvHpMmTcLIyIikpCTmzp3Ljh070NfXJyQkhO7du5c4X5tFuJYtW1Zq/YMHD5Akibp166qOSZJEbGxsVUfTiur8fkUUCAVBEARBEARBECqwc+dOVYeNpaUlp06dok6dOkRERODu7q7aU8fAwIC5c+fy8OFDli5dyvjx43Wc/MVU5zex/ySXrJrI6evrqxop+rJ0dYd2fn4+ixcvJiAgQNXV8myxXalUIkkSw4YNY/ny5Ziamuokp5yyyiUngEKhYMyYMWRlZam+j01NTZEkSTUqTalUoq+vj6+vLxMmTNBZ1mdduXKFkJAQFAoFp0+fxsTEBCcnJ9zc3HBxcXmufRW1RS5Zq1PO0i6ad+/enatXr7Jq1SpGjx5d5rk///wzkyZN4p133mHv3r0azfnhhx+iUCgYMWKE6uaryvDy8mLr1q24u7uzdetWDSRU98/P661bt5g8eTKRkZEYGhoyYsQIPvnkE53v4/jll1++9HNIksSiRYuqIE35+vbty59//smcOXNKHS3+3//+l2+++QZLS0v++usvXnvtNbXHtVUg+uSTT9iyZQu2trb8+uuvldqH7eHDhwwaNIi//vqL0aNHs2rVKg0m/bu73d3dnR9//BF9fX2gqFvz//2//8f+/fuRJImpU6eyePHiEufPmTOHgIAArfxcDRgwgPDwcMaNG8eyZctKPD5mzBh27NhBixYtOHXqVImbB7RZIGzatCkZGRkv9Rxy7iiszu9XRIFQEARBEARBEP6hKt/MaborRy5Z5ZKzLG5ubvzxxx8l3oDPmjWLtWvX4uXlhZ+fHwBBQUFMnDiRHj16oFAotJ61KlTnN7H/JJesmsipVCpZv349R44cUV10iYiIQJKkUrtbyrN///4qy/UiUlNT+e233zh79iwpKSkUFBRQt25dOnTogIeHh84vGD9LLlnlkjMxMZEVK1awZ8+eEvunmZiY4OzszIwZM+jcubOOEpbv/v37hIaGEhoaytGjR3n69Cm2tra4u7vzwQcfVKuuKLlk1XXO0i6aF490jo2NLbe4kZaWRosWLahduzZxcXEazdmqVSsePHhAdHQ0TZo0qfT58fHx2NjYUL9+fa105ZRVjAgODmbJkiVcvXoVPT093nnnHT766CP69u2rGp+tTRYWFuTl5b3w+cU3YWir6JKZmcm5c+do3rx5icdzc3Pp0qULcXFxTJs2jQULFqg9rq0CUbt27bh79y5Hjx6lU6dOlT7/7Nmz9OrVCysrKy5dulT1AZ/x5ptvkpycTGRkJG+99ZbaY5cvX6ZHjx5IkkRUVFSpI0+vXbtG165dsbS0VI0k1pTmzZvz8OHDMrM8evSIzp07k5qaysKFC/n000/VHtdmgfDevXtMnDiRI0eOIEkSnp6eZY43ViqVeHh4IEkS+/btU3tMW1uOVLXq/H5FFAgFQRAEQRAE4R+K3yy9DG1dHJBLVrnkLEvxBZjLly/TqFEj1fHijoKQkBDefvttoGgkTsuWLbVycVBTqvOb2H+SS1Zt5XzV9mwR/l3i4+NJTU0lPz+funXr0rJlS1X3hhzk5ORw5MgRQkNDOXDgAB9//DGzZ8/WdaxSySWrLnKW9u9okyZNePToESkpKeWO8Hzy5AkNGzbE0NBQtQ+YppS2D21lZGdn8/rrr1OzZk2SkpI0kFBdeb+flEolv/zyC35+fty+fVu1R+J7772Hk5MTjo6OWtt/LjMzk6CgIPz8/EhLS0OSJNzc3Cq9d/aLdHVWVnExMzU1FQMDg1LX7Nu3j5EjR2JsbMzp06fVisna+pvB0tKS3NxckpOTMTIyqvT5OTk5WFpaYmxsTHJysgYS/q1+/frk5+dz7949jI2N1R4r/pmRJKnUxwGePn1KgwYNMDAw4P79+1rJWt7X/4cffmDq1KmYm5tz9uxZtRscdPE349q1a5k/fz7Z2dl88MEHrFixotSfrVft79nq/H5FnhtiCIIgCIIgCIIG2dvbl1rMysvL4+TJk6qPzc3NadKkCfr6+sTFxanewJiZmeHp6amV/efkklUuOcvy+PFjALURZ+np6Vy9ehUjIyO1vXuKxzdlZWVpN6QgAN7e3i9djF+6dCljxoyp1AiwF2Fubo6enh7JycnVYk+08sglq1xylqVp06Y0bdqU3NxcWeY3MjKib9++9O3bF+Clx6lpklyyVpectra2HD16lOjoaGxtbctcd/78eQAaNGig8UzNmzfn6tWrhIWF0a9fv0qff/jwYdXz6JokSQwfPpxhw4Zx8OBBfvjhBw4cOEBwcLCqg8jMzIyOHTsSHBys0SxmZmZMmDCBLl264OTkBMC8efOq5YX9Bg0akJiYyLVr12jfvn2pazw8PHjnnXcIDw9n8uTJGh99W5oGDRqQkJDAxYsXy/35Kcvly5eBokKjptWpU4fU1FTi4uJ488031R6Lj49X/f+7d++Wuq9ecbH9n+NcNaF+/frcu3ePuLg43njjjVLX/N///R/r16/nwoULzJw5k02bNmk8V3nGjx+Pk5MT48eP59dff+WPP/7gm2++4d1339Vprn8zUSAUBEEQBEEQhH8ICQkpcSw/P181BsXJyYnZs2eX2Oz9/Pnz+Pj4oFAoOHfuHLt27RJZZZazLPXr1yc5OZnbt2/TunVroOjCmlKppEuXLmoXsu/cuQNArVq1dJK1eJzr845iDQoKwtzcHDc3N9Uxb29vLCwsNJLvWXLJKpecAF988cVLP4e/vz/9+/fXeIGwadOmJCQkEBsbS9u2bTX6Wi9LLlnlkvNZ+fn5bNy4kX379nH16lXu37+PUqkkPT2dmJgYNmzYwIQJE2jRooXOMhaPkK4qmuyAk0tWOeRcvnw5bdq0oW3btkyaNIkjR44wd+5c9u7dW2q3zuPHj5k7dy6SJNGzZ88qz/NPQ4YMYdGiRUyZMgUjIyP69Onz3OceOnSIyZMnI0kSQ4cO1WDKypEkCRcXF1xcXLh//z5BQUEoFApOnTpFRkYGx48f11qWzp07Y2Njw8WLF7X2mpX19ttvs23bNhYsWMC2bdvK7LheuXIlDg4OHDt2jIULFzJ//nyt5uzduzcbNmxg2rRp7Ny5s1KFvtTUVD799FPV94am9ejRg7179+Lv78/GjRvVHvP391f9/7179zJt2rQS5+/evRuADh06aDQnQJcuXQgODmb58uV89913pa6RJInVq1fj7OzM7t27efvttxk3bpzGs5XH2tqasLAwli5dyvLlyxk0aBBjxoxhyZIlOhkr/G8nRowKgiAIgiAIwnNYsWIFixcvZsiQIaxbt67ctV5eXgQFBTFv3jxmzJihpYR/k0tWueQEGDVqFHv37mXQoEFs3LiRnJwc+vTpw/nz51myZAlTpkxRrZ0zZw4BAQF07dqVQ4cOaT1rcQdRenr6c61v2rQpenp63L59W7PBSiGXrHLJWVW0NQZp7dq1zJo1i/Hjx6vt7VkdySWrXHIWi42NZdCgQcTFxaFU/n15qnisWPG+UzVr1mTdunV4eHjoJGdlx2QXj8Qu63h1Gumtq6zVOWfxuLtnX8/Y2Jjc3FwKCwvp168fP/74o+qxx48fs337dtasWUNsbCxGRkaEh4drvEifl5eHq6srUVFRSJJE27Zt6d27N+3bt6dx48aYmppiaGhITk4OWVlZ3Llzh4sXLxIWFsaVK1dQKpX06NGDffv2aWVCw8uMDMzOzub48eMcPXoUHx+fqg9XhunTp7Np0yb+/PPPatlBePHiRXr16kV+fj6tW7dm5MiRtGnTBjs7uxI3+fz000+qovDAgQOZPHky7733nlbGOCYnJ/P222/z4MEDXnvtNYYPH46zszM2NjaqkZ3FCgsLuXfvHtHR0YSFhbFt2zYyMjJo0KABkZGRGr/Z6syZM/Tu3ZvCwkK6deuGu7s7kiSxf/9+/vzzT5o1a8bDhw/Jz89n27ZtanviHT16lOHDh5Odnc3atWs1XnyPjIzEzc0NSZLo1asXH330EW3btqVZs2YlCm3Lli1jyZIl6Onp8emnnzJp0iSsra11PsbzzJkzjB8/nhs3btCqVSu+//57unTpIkaMapEoEAqCIAiCIAjCc+jWrRvXrl3jzJkztGrVqty1t27dolOnTrRu3ZqoqCgtJfybXLLKJSfAyZMnVXctW1paUlhYSGpqKqamply4cIF69epx/PhxFi5cyOnTpwHw8fFh0qRJGs+WkJCgNvKo+EJBSEiI2gX30sTHxzNp0iSMjIy4d++epqPKJqtccmqKNi9i+Pr6smzZMsaOHcu4ceO0tsfUi5BLVrnkzMjIwN7enoSEBFq1asWsWbOwtbWlS5cuqouCmZmZTJ8+nR07dmBsbExkZGSZY9Q06YcffiAhIYEVK1ZQUFBAjRo1aNu2LVZWVhgYGBAfH8+VK1fIyclBT0+PAQMGlNsFocm9yeSStTrnDAsL48aNG6r/xcbGkpiYSGFhIQDt2rXjxIkTausHDx4MQM2aNQkMDOT999+vsjzlefr0KfPmzWPz5s3k5OQ8V9FVqVRibGyMp6cnCxYseKE94V6EHC/4Hzt2jJCQED777DOtTAF4ETt27GDq1Kk8efJE9fXfuHGjakrHs1atWsXChQtVH2tzf++YmBhGjx5NdHS02vepnp4eNWvWxMDAgNzcXLKzs1U/a8UZO3bsyKZNmyp8v1BVfvjhB6ZPn05+fr4qq1KppF69euzfv58zZ86oiq0dO3akcePGJCQkEB0djVKp5N1331V1Emra119/zfz58yksLKzw6z99+nQ2btyo9t9UHX4mnz59yty5c1m/fj16enpMmzaNFStWVItsVUUUCAVBEARBEARB5ho0aEBOTk65m8AXy8vLo379+hgbG5OcnKylhH+TS1a55Cy2efNmvL29efr0KVA0QvSbb75RvQFfs2YNc+fOBcDR0ZHdu3dr5Y58X19ftZFHlVU8JjUsLKwKU5VOLlnlklNTtHUR48MPPwTgwoULqj17atWqRe3atcsck1a8XtvkklUuOaFoVJuPjw8dO3Zk//79qv2aSisiTJw4kaCgIEaPHs3q1au1njUtLQ0HBwfu3r3L6NGj+eyzz7CyslJbk5KSwvLly/n++++xtbVFoVDoZB9FuWSVS85iubm5xMbGcuPGDTIzMxk5cqTqsbCwMD799FP69+/P5MmTS/x3aENqaiohISEcP36cmJgYEhMTefz4MTk5ORgZGVGrVi2srKxo3bo1PXv2xM3NTW1fZW2QY4FQLhISEti0aRNHjhzh5s2bfPXVV2UWqY8dO8bSpUuJjIxUFZW0+TUJCQlh165dREREqH5PlaZRo0Y4ODgwaNAgXF1dtZav2LVr19i4cSPR0dHo6elhY2PDpEmTaNKkCQDffvstCxcuJCcnR3WOJEkMGzaMVatWaXVU5unTpwkICCA8PJz79++zadOmUguEAD///DP+/v7ExcWpMleXn8nDhw8zadIk7t27V22Kl1VFFAgFQRAEQRAEQeaaN2/Ow4cPiYyM5K233ip3bXR0NA4ODtSrV4+bN29qKeHf5JJVLjmfdf/+fU6cOIGBgQG2trZqd5OHhoaiUChwdHRk4MCB6OnpaSVTQECAWudEfHw8kiSpLmCUR5Ikmjdvjp+fH+3atdNkTEA+WeWSU1O0dRGjeIxfZejqYpFcssolJ4C9vT2XLl1i//792Nvbq46XVkS4cuUK3bt3p1mzZjopZs6ePZvAwEA++eQTFi9eXO7aBQsWsHr1ambPnq3RvQbLIpes1TVnWaNMy1NYWKi13/mCUFUyMjK4ePEiiYmJqptLtO3x48ckJiaSlZVFbm4uhoaGmJqaYmVlpbO9vCsjJSWFQ4cOkZycTP369XF0dKR58+Y6zfTo0SMMDAwwNjYud93ly5c5d+4cd+7cYdasWVpKV7GHDx/y5Zdfqt7v7d+/X8eJqoYoEAqCIAiCIAiCzA0ePJjff/8dFxcXfvnllzIvHimVSoYOHcqhQ4fo06cP27dv13JS+WSVS065kdMd+nLJKpecVUVbFzEiIiJe6Lxn9/vRFrlklUtOKOoOefLkSYku8tJ+3nJycrC0tMTQ0JDU1FStZ+3QoQPx8fFcvnyZRo0albs2KSmJNm3aYG1trRo5rU1yyVpdczZv3hwXFxfc3d157733ZFGkEARBEKq36lwg1Py8G0EQBEEQBEF4BUyZMoWwsDAOHDjAgAEDmDdvHnZ2dmproqKiWLRoEceOHUOSJKZOnSqyvgI55Wb48OGV7n7QFblklUtOudFFUepFySWrXHICqqJgRkZGhaMOi0dLa3Nk27OKx+A9z0jGevXqAUUj/3RBLlmra87PP/8chUKBp6cnenp62Nvb4+7ujqurK40bN9b46wvVy8OHD1EqldSpU0fteF5eHrt37+bixYs8evSIxo0b8+6779K5c2ed5Hzw4AHXr1+nR48eascLCgrYvXs34eHh3L17F0NDQ9544w08PDzo1q2bTrIWe/ToEbGxsSQkJJCVlUV2drZqHG7jxo2xtramdu3aOsnm4eGBiYkJCxculMU0iMLCQuLi4mjRokWJx06dOlXi69+3b9/nmoqhCzk5Ody+fVv1c9WwYUNdR2Lr1q0AjBgx4rnWBwUFYW5ujpubm+qYt7d3td3HVHQQCoIgCIIgCMJzWrFiBYsWLVIVCszMzLCyskKSJBITE8nIyECpLPrzeuHChUybNk1klWFOOzs7bty4gSRJpKenA0UXCipLkiSCg4OrOp4gaJwm7nIOCAggMzNTbTygn58fkiTh7e1dZa9TFeSSVS45y+Lh4UFERAT/+9//mDx5sup4aR2EGzduZPr06XTr1o2DBw9qPWvr1q1JSUnhwIEDFV5UP3nyJH369NHZSGy5ZK3uOTMzMzl48CChoaEcOnSIzMxMbGxs6Nu3L25ubvznP//RSg5B+woKCli2bBlbtmxRFbIbNmzIzJkzGTNmDPfu3cPDw4MbN24A6mNp+/bty/fff/9C455fREZGBnPmzGH79u20a9eOY8eOqR67fv06I0eOJCYmRpUTUMv63XffabUIl5GRwYYNG9izZw8XLlxQZSpLhw4dGDx4MGPGjMHU1FRLKf/+PWRsbIyfnx8ff/yx1l67MvLy8lixYgXr1q2jcePGal//lJQUxo4dq3asmL6+PmPGjOF///tfhfvAV6WbN2/y888/c/nyZZRKJW+99RZjxoxRdZH7+fnx7bff8ujRI9U5bdq04b///S/9+vXTWs5/Mjc3R09PT/W+sCJNmzZFT0+P27dvazZYFREFQkEQBEEQBEGohMOHD+Pj40NUVFSJxyRJomfPnnh7e1eLLg65ZK1uOe3s7IiJiVG7QC2nfb2KJScnc/r0aXr37o2hoSFQdLf2ggULCA8Pp7CwEBcXF+bMmYOZmZnOcsopq1xyvixNFAhff/11nj59SlJSkqoLrLqObpVLVrnkLMv27dsZN24cxsbGrFy5kpEjRwIl/xtiY2NxdnYmPT2dlStX4unpqfWsY8eO5ddff8XOzo7g4GBq1qxZ6rrs7Gw8PDw4c+YMrq6uBAUFaTmpfLLKJScUFYwiIiJQKBSEhoZy69YtGjZsiKurK66urvTq1Uv1O0GQt8LCQoYMGcLvv/9eonglSRIrVqzg0KFDhIaGYm5ujqOjIxYWFsTExBAZGYlSqaRr166Ehoair6+v0axZWVn06dNHVWxxdnZm586dQNGe2Q4ODiQlJWFgYEC/fv148803MTEx4a+//mLfvn0UFBTQpUsXQkJCtFIkOnLkCGPGjCEtLU31uTU3N6dRo0bUqlULQ0NDnj59SlZWFklJSaoikSRJWFpasnnzZt5++22N5yzOJUkSrVu35vr16/Tq1Ys1a9ZUq667/Px8Bg8eTHh4OEqlEltbWw4fPgwUfW+8++67XL9+HaVSiZ2dHW+++SbGxsb89ddfnD17FkmStPpv6s8//8y0adPIy8tTK1bXrVuX4OBgFAoFixYtUq03Njbm6dOnqnXz589n+vTpWsmakJBAfHy86mM3NzckSSIkJKTConZ8fDyTJk3CyMiIe/fuaTpqlRAFQkEQBEEQBEF4ASkpKURHR5OWloa+vj4WFha0b9++xAii6kAuWatLzoULF6re0AUGBgJFb2pfRPEFb21bsmQJq1atorCwkOvXr6tG2vTr14/jx4+rvTHv1KkTYWFh1Kihmx0o5JJVLjmrgiYKhDY2NiQkJDBs2DAcHR0B8PLyQpIkAgMDK7zg8qznHfH0ouSSVS45yzNq1Cj27NmDJEm0a9eO7t27s2HDBiRJYsmSJURHR7Nnzx6ys7NxcHAgODgYPT09ree8fv069vb25OXlYW1tjbe3N87OzqrOm4yMDMLCwvD39+fatWtIkkRoaGiJcX8iq/xylubKlSuEhISgUCg4ffo0JiYmODk54ebmhouLy3ONTRWqp02bNjFt2jQMDQ2ZOXMmgwYNwtTUlMjISGbOnElubi5PnjzB2tqaPXv2qO2fGRUVxdChQ0lPT+err77io48+0mjWhQsXsnLlSurXr8/333+Ps7Oz6rEvvviCb7/9lpYtW/Lrr7/yxhtvqJ17/vx5Bg4cSFpaGv7+/kyYMEGjWS9fvsy7775LdnY21tbWTJo0CWdnZ5o2bVrmOfHx8YSFhfH9999z9epVTE1NOXr0KNbW1hrNCn8XCFNSUli0aBHffvstRkZGTJ48mRkzZlSLvUlXr17N/PnzqVmzJv/73/8YMWIExsbGQFEnnq+vLxYWFmzatImePXuqnRsaGoqnpyfZ2dl89913DBs2TKNZ//rrL5ydnSkoKKB169a4u7urfq4OHz5Mhw4duH37Nrm5uSxevJjhw4fz2muvkZCQwKpVq9i4cSOSJHHo0KES21Fogq+vL/7+/i98vlKppEuXLoSFhVVhKs0RBUJBEARBEARBEIRXyM6dO1UdNpaWlpw6dYo6deoQERGBu7s7JiYm+Pr6YmBgwNy5c3n48CFLly5l/PjxIqvMc1YVTRQIfX19VeMvX5amu+PkklUuOcuTn5/P4sWLCQgIIDc3F0mS1IrtxaP7hg0bxvLly7U6Yu6fFAoFY8aMISsrS/U5NzU1RZIkVaeLUqlEX18fX19fjV9wfxWyyiVnee7fv09oaCihoaEcPXqUp0+fYmtri7u7Ox988AFWVlYaff2qKEJJksTmzZtfPkwF5JDVxcWFkydPsmDBghJj7X/88UemTJmCJEn89NNPpY6f37x5M59++in29vaEhIRoLCdAp06duH37Nps3b+b9998v9bHt27fTp0+fUs8v7uLu3LkzR44c0WhWT09Pdu7cSe/evdm6dWulOm7z8/MZPnw4Bw8eZOjQoaxbt06DSYv8s5P95MmTeHl5ERsbS7169Zg8eTLjxo3T6bSIbt26ce3aNVavXl1iBGr37t25evUqGzZsYPDgwaWev27dOmbOnKmV79XRo0eza9cuevfuTVBQkFrH6owZM1Q3Bs2ePVttbHqxKVOm8OOPPzJkyBDWr1+v0axQNMK9+CZRKCpWS5L0XB2kkiTRvHlz/Pz8ZLF/JYgCoSAIgiAIgiAIgprijeirgi66ctzc3Pjjjz8YN24cy5YtUx2fNWsWa9euxcvLCz8/PwCCgoKYOHEiPXr0QKFQiKwyz1lVNFEgVCqVrF+/niNHjpCRkQFAREQEkiRhb29fqefav39/leUqjVyyyiXn80hNTeW3337j7NmzpKSkUFBQQN26denQoQMeHh60atVKp/mKJSYmsmLFCvbs2cODBw/UHjMxMcHZ2ZkZM2bQuXNnHSX8m1yyyiXn88jJyeHIkSOEhoZy4MABPv7441Ivdlcla2trUlJS1G4UqEz3MGhvJLocsjZt2pTMzEwuXbpE48aN1R6Li4ujQ4cOSJLE9evXsbS0LHF+YmIib731FrVr1yYuLk5jOQEsLCzIy8sjMTGxxM0TlpaW5Obmcu/ePVVX2T9lZWXRuHFjTE1NuXPnjkazFu85GhUV9UIdgNeuXaNr1640aNCA69evayChutLGdefm5rJ27VpWrVrF/fv3qVWrFkOGDOH//u//tNLV9k/FX+Nbt26VmLbSoEEDcnJySEhI4LXXXiv1/LS0NFq0aIG5ubnaOE1NaNOmDffu3eP48ePY2NioPXbu3DneeecdJEnizJkzpf6+v3TpEm+//TZWVlZcunRJo1lLI6fx7S9CFAgFQRAEQRAEQRCeUfwm8GUUd73o4o1k8cWty5cvq42+Kr6bOCQkRLWHy4MHD2jZsqVWLmTJOatcclYVTRQISyOnCy5yySqXnK+C+Ph4UlNTyc/Pp27durRs2VLje469KLlklUvO55WRkfFCexhXhlKpRKFQMGfOHG7duoUkSXh6eqrGYD+vOXPmaCjh3+SQtX79+uTn55dadMvJycHS0rLcf2OfPHlCw4YNMTAw4P79+xrLCfDmm2+SnJzMtWvXaNCggdpjLVu2JC0tjTt37pQ5DvPx48eq/f/u3r2r0azFxazk5GSMjIwqfX7x597Y2Jjk5GQNJFRX3u/Sx48f88033/Dtt9+SkZGh6izr168fTk5O2Nvbl7mnalVq1aoVDx48KLVA2KxZMzIyMsr9fD99+pQGDRpgYmKi8b3yin+unt0zuVhmZiZNmjRBkiTu379f6nj+7OxsXn/9dQwNDUlNTdVo1tJMnDhRNb79VSTPDREEQRAEQRAEQRA0xN7evtQCYV5eHidPnlR9bG5uTpMmTdDX1ycuLk51EcHMzAxPT0+d7T/3+PFjALU9kNLT07l69SpGRkZqdzkX31WclZWl3ZD/P7lklUtOufH29n7pYvzSpUsZM2YM9erVq6JUpZNLVrnkhKJ/Q/X09EhOTq7UuLnqomnTpjRt2pTc3Nxqn18uWatrzuIO8apSlV2FkiTh6upK69atsbOzQ6lUMn78eI3f4PEi5JDVwsKCpKQkLl26RLdu3dQeMzIyUpsiUJobN24ARTfaaFrXrl0JDg7mhx9+YNasWWqPde/enZCQEI4dO4arq2up5x86dAiAFi1aaDxr48aNuXXrFidPnlTtmVsZp06dUj2PrtWqVQtvb2+8vLzYtm0bP/zwAxcuXCAgIICAgABq1KjBm2++SadOnfj22281lqNDhw4cOXKEXbt2MWbMGLXHOnXqRHh4OFFRUTg4OJR6fmRkJIDGxyAD1KxZk8zMTO7cuVNiP8zXXnuNTp06AZT53iklJQWgzG5YTfvuu+908rraIgqEgiAIgiAIgiAIzyhtH478/HwGDRoEgJOTE7Nnz6Z79+5qa86fP4+Pjw8KhYJz586xa9cureT9p/r165OcnMzt27dp3bo1AIcPH0apVNKlSxe1i67FI6XKurtcZJVXTvh7RO7zjrcNCgrC3NwcNzc31TFvb+9Kd3S8iC+++OKln8Pf35/+/ftrvJgll6xyyQlFxaCEhARiY2Np27atRl+rquTn57Nx40b27dvH1atXuX//PkqlkvT0dGJiYtiwYQMTJkzQygX3VyWrHHL6+vpWqvBePEWgrOOaGDvaqlUrbG1tOX36dJU/d1Wrzlm7devG7t27mTt3LsHBwSUKEhXtLfzVV18hSRK2traajAkU7cu2f/9+/Pz8qFWrFhMnTkRPTw8o2tdNoVDw5Zdf0rVr1xL/nt+8eZM5c+YgSVKZe9RVpf79+7N69WomT57Mtm3bKrU32+XLl5k8eTKSJDFgwAANpqwcMzMzxo0bx7hx44iOjmbLli0cPHiQuLg4Ll68yKVLlzRaIJw4cSKHDx9m7ty5vP7667i7u6semzJlCkePHmXevHmEhISU+D5OS0tTff379eunsYzF2rVrx59//slPP/3EggUL1B6TJInw8PByzy8e2f8i42mrUnJyMqdPn6Z3796qv/0fPXrEggULCA8Pp7CwEBcXF+bMmaPT/SkrSxQIBUEQBEEQBEEQKvDVV19x7Ngxhg4dyrp160pd07FjR7Zt24aXlxdBQUF89dVXzJgxQ8tJiy5u7d27Fz8/PzZu3EhOTg5ff/01kiTRt29ftbVr164FisZU6YJcssolJ4CXlxd6enrPXSD09vZGT0+P27dvqx2Ti8ruX6VLcsmqrZxTp05l1qxZbNy4scKunOogNjaWQYMGERcXp/Y5Ki4EZWVlERgYyJYtW1i3bh0eHh66iiqbrHLJuWbNGhISElixYgUFBQXUqFGDtm3bYmVlhYGBAfHx8Vy5coWcnBz09PR4//33S4zR04bOnTtXy6Jbaapr1k8++YTg4GCioqLo3LkzHh4eNGvWjMmTJ5d5zt27d4mNjWXLli3s2LEDSZIYN26cxrN269YNPz8/vL29+eKLLwgICMDd3Z3OnTurMn/99dd0794dT09P2rdvT25uLidPnmTr1q08evSIDh06MGXKFI1nnTlzJnv37uXmzZv07NmT3r174+zsjI2NDY0aNcLU1BRDQ0NycnLIysri7t27REdHExYWRlhYGPn5+VhbWzNz5kyNZ30RNjY2LF++HCgqvh4+fJijR49q9DVdXFyYNm0aq1evZuTIkXTt2pUBAwZga2vLW2+9xfTp01m1ahVOTk5MmTJF7esfEBDAnTt3aNKkCdOnT9doToChQ4dy4sQJvv76a/Lz8xkyZAjNmjWjdu3aFZ575MgRlixZovMC8ZIlS1i1ahWFhYVcv35ddSPdiBEjOH78uOp3WGBgICdOnCAsLExn02QqS+xBKAiCIAiCIAiCUIFu3bpx7do1zpw5Q6tWrcpde+vWLTp16kTr1q2JiorSUsK/nTx5EhcXF6Boz5fCwkJSU1MxNTXlwoUL1KtXj+PHj7Nw4ULVxTkfHx8mTZokssowZ0JCAvHx8aqP3dzckCSJkJCQCgs98fHxTJo0CSMjI43vP6Mp2tovsSrIJas2c/r6+rJs2TLGjh3LuHHjdN4dUJaMjAzs7e1JSEigVatWzJo1C1tbW7p06aLapyozM5Pp06ezY8cOjI2NiYyMLDFKTWSVX04o6rZxcHDg7t27jB49ms8++6zEWL6UlBSWL1/O999/j62tLQqFQutjUs+fP09kZCTDhw8vsSdZdVOds+7YsYNPP/1UNSq8on1dGzduzOPHj1W/c2fOnMmXX36pjagAHD9+nC+//JKzZ88CVNjtWtzJOnjwYFatWqW1TqcHDx4wefJkQkNDgYpzwt83rHh4ePD1119rvLO9mJz28w0KCmLRokXcvXv3uTudlUolXbt2ZdOmTVoZMVpYWMiIESMIDQ1VZZQkifT09DLPGTJkCFeuXCExMRGlUkn79u0JCwvTyc0XO3fuxNPTEyh6H3Dq1Cnq1KlDREQE7u7umJiY4Ovri4GBAXPnzuXhw4csXbq0wo7j6kIeZUxBEARBEARBEAQdKu6uatq0aYVri99oP1u00aZu3bqxevVqvL29SU5OBorGXa5Zs0Z1YeXcuXOq4qWjo6PO3sDKJWt1zvnTTz/h7++v+rj4wsuzI0PLU3zRRRC07cMPPwSgQYMGrF27lrVr11KrVi1q166Nvr5+medduHBBWxFVvvvuOxISEujYsSP79+9X7TX6LDMzMzZs2ICBgQFBQUF88803rF69WmSVeU4o2pfzzp07fPLJJyxevLjUNZaWlixdupSaNWuyevVqVq5cqZFRouXp2LEjHTt21OprvqjqnPWDDz7AycmJnTt3cubMGdX+Z2UpLCzExMSEnj174uXlhZOTk5aSFunZsydHjx7l7NmzHDhwgHPnznHjxg1SU1N58uQJBQUF1KpVi7p162JtbU2PHj3o37+/1m/IqFevHr/88gvR0dHs3r2biIgIYmJiSEtLK7G2bt26tG7dGgcHBwYOHCj+TinH8OHDGTx4MKGhoaqvf2xsLE+fPlVbZ2hoSIsWLejRowcDBgzg3Xff1VpGPT09goKC2LhxIz/88AMXL14kPz+/3HMiIyN5/Pgx+vr6DBo0iGXLlumkOAiwYcMGVWfwsxMP9uzZA8DHH3/M6NGjAdDX12fixIns2rVLNgVC0UEoCIIgCIIgCIJQgebNm/Pw4UMiIyN56623yl0bHR2Ng4MD9erV4+bNm1pKWNL9+/c5ceIEBgYG2Nraqu0pFxoaikKhwNHRkYEDB6r2rNEVuWStjjkDAgIIDAxUfRwfH48kSTRp0qTCcyVJonnz5vj5+VVqP6DqRC5deSCfrNrKaW5uXulzdNXRYW9vz6VLl9i/fz/29vaq46V1mVy5coXu3bvTrFkznRQz5ZJVLjkBOnToQHx8PJcvX6ZRo0blrk1KSqJNmzZYW1trfIRmWXsdVkdyyfoiOZOSkmjQoIHO/5aSq+zsbB4/fkxOTg5GRkbUqlVLZ4WgYsU3+T3PjYHV1aNHj1QF4po1a2JmZlZtvkfz8vJIS0ujQYMGZa5ZvXo1TZo0wdHRUSv7YpenadOmZGZmlvgd0L17d65evUpISAhvv/02UNQp27JlS2rXrk1cXJyuIleKKBAKgiAIgiAIgiBUYPDgwfz++++4uLjwyy+/lHnxSKlUMnToUA4dOkSfPn3Yvn27lpMK/3ZyGotVFeRSdAP5ZNVWzoiIiBc6z8HBoYqTVKxRo0Y8efKE1NRUDAwMVMdL+3nLycnB0tISQ0NDUlNTRVaZ5wSwsLAgLy+PlJSUCseG5ubmYmFhgbGxsarjXFOaN29O3759cXNz47333qNWrVoafb2XIZeszZs3x8XFBXd392qdUxAE7alXrx4FBQVqvwPS09Np0aIFRkZGJCQkqI4X/w6oUaMGDx480GXs5yZGjAqCIAiCIAiCIFRgypQphIWFceDAAQYMGMC8efOws7NTWxMVFcWiRYs4duwYkiQxdepUHaUV/s2GDx8uiy4NQdBFoe9FFRewMjIyqF+/frlri4tCuuqAkUtWueQEqFOnDikpKZw9e5Zu3bqVu7Z4HzhtFJY+//xzFAoFnp6e6OnpYW9vj7u7O66urjRu3Fjjr18Zcskql5zP6+DBgygUCtXIybp16/Kf//yHwYMHV7intqZduXKFmJgY4uPjefz4MdnZ2RgaGmJqakrjxo1p3bo1NjY2OsnWoUMH1b5y2hzF+W+RnJzMiRMnePz4Mc2aNaNLly4YGRmVe05ISAjw/CP0q1L9+vVJTk7m9u3btG7dGoDDhw+jVCrp0qWL2o0jd+7cAbTzO6CqiAKhIAiCIAiCIAhCBZycnJg3b56qAOjs7IyZmRlWVlZIkkRiYiIZGRkolUUDWhYsWEDPnj01nsvOzo4bN24gSRLp6ekAeHh4VPp5JEkiODi4quOpkUtWueQsy3fffaf11xSEigQEBJCZmam2J5ufnx+SJOHt7a3DZM/HxsaGiIgItm3bxuTJk8tdGxYWBqCzTlG5ZJVLTijaV/bXX3/liy++IDg4mJo1a5a6Ljs7my+++AJJkiosJFaFSZMmMWnSJDIzMzl48CChoaEsWrSImTNnYmNjo+rY+89//qPxLK9KVrnkLGZtbY2enh7Xrl1TO56UlMRHH33EqVOnAFR/n0LRSHQ/Pz88PT3x8fGpsCu2Kt28eZOvv/6a4ODg5+quqlu3Lu+//z7Tpk3T6rjPuLg4JEli8ODBTJ8+nTlz5qh1OgsvJicnh1mzZvHTTz9RWFioOm5hYcF///tfPv744zLPHT58OHp6eqq/zbWpW7du7N27Fz8/PzZu3EhOTg5ff/01kiTRt29ftbVr164F4M0339R6zhclRowKgiAIgiAIgiA8p8OHD+Pj40NUVFSJxyRJomfPnnh7e2utM8bOzo6YmBi1cWzVdV8vuWSVS86KJCcnc/r0aXr37q26+Pfo0SMWLFhAeHg4hYWFuLi4MGfOHMzMzHSW82XJZWwnyCerJnK+/vrrPH36lKSkJFUXmJzG4W7fvp1x48ZhbGzMypUrGTlyJFDyvyE2NhZnZ2fS09NZuXIlnp6eIqvMcwJcv34de3t78vLysLa2xtvbG2dnZ2rXrg0UdUGGhYXh7+/PtWvXkCSJ0NBQevToofWsBQUFREREoFAoCA0N5datWzRs2BBXV1dcXV3p1auXVgtC5ZFL1uqcs7R/R7OysnByciImJgaA9957T7U3dmZmJn/++SehoaEUFBTg7u7Ozz//rJWsW7duZfr06eTk5KBUKjEyMqJ169Y0atSIWrVqYWhoSE5ODo8ePSIpKYmYmBhyc3ORJAkTExO+/fZbBg0apJWsxZ9XR0dHwsPDadu2LWvWrKFLly5aef1XUWFhIQMHDiQ8PBylUknTpk2xsLDgxo0bZGRkIEkS06dPZ/78+aWer8u/GU6ePImLiwsAlpaWFBYWkpqaiqmpKRcuXKBevXocP36chQsXqvae9fHxYdKkSVrP+iJEgVAQBEEQBEEQBKGSUlJSiI6OJi0tDX19fSwsLGjfvj116tTRao6FCxdy7949AAIDAwFe+EJP8cVZTZFLVrnkLM+SJUtYtWoVhYWFXL9+HQsLCwD69evH8ePHVZ0EkiTRqVMnwsLCqFFDngOG5FJ0A/lk1UROGxsbEhISGDZsGI6OjgB4eXkhSRKBgYFq3S0VGTFiRJXlqoxRo0axZ88eJEmiXbt2dO/enQ0bNiBJEkuWLCE6Opo9e/aQnZ2Ng4MDwcHB6OnpiayvQE4AhULBmDFjyMrKUo1xNjU1RZIkHj16BBR1aenr6+Pr68uECRN0kvOfrly5QkhICAqFgtOnT2NiYoKTkxNubm64uLhUON5Vm+SStTrlLK1o4ufnh6+vL+bm5gQFBWFvb1/ivPPnzzNw4EDS0tJYt24dQ4YM0WjOP//8Ezc3NwoKCujZsyfTpk3D0dGx3MJqbm4ux44dY82aNRw9ehQDAwMUCkWJEf+a8Oznde3atSxYsIAnT54wZMgQ5s+fj5WVlcYzvGq2bNnCJ598gpGREYGBgQwePBgo6rz29/dn1apVSJLEzz//jLu7e4nzdX1T0ebNm/H29ubp06dA0QjRb775RlW0XrNmDXPnzgWKus53794tm7+tRYFQEARBEARBEARBEF4RO3fuVHXYWFpacurUKerUqUNERATu7u6qPXUMDAyYO3cuDx8+ZOnSpYwfP17HyV+MXIpuIJ+smsjp6+urGin6snR1cTA/P5/FixcTEBCg6mp5ttiuVCqRJIlhw4axfPlyTE1NdZJTTlnlkrNYYmIiK1asYM+ePSXGI5qYmODs7MyMGTPo3LmzjhKW7/79+4SGhhIaGsrRo0d5+vQptra2uLu788EHH1Sroodcsuo6Z2lFk+7du3P16lVWrVrF6NGjyzz3559/ZtKkSbzzzjvs3btXozk//PBDFAoFI0aMUN18VRleXl5s3boVd3d3tm7dqoGE6v75eb116xaTJ08mMjISQ0NDRowYwSeffKLzfRy//PLLl34OSZJYtGhRFaQpX9++ffnzzz+ZM2dOqaPF//vf//LNN99gaWnJX3/9xWuvvab2uK4LhFD0837ixAkMDAywtbVV3YAHRaN7FQoFjo6ODBw4UGc3s7wIUSAUBEEQBEEQBEGQqaq8SKLprhy5ZJVLzrK4ubnxxx9/MG7cOJYtW6Y6PmvWLNauXYuXlxd+fn4ABAUFMXHiRHr06IFCodB61qogl6IbyCerJnIqlUrWr1/PkSNHyMjIACAiIgJJkkrtbinP/v37qyzXi0hNTeW3337j7NmzpKSkUFBQQN26denQoQMeHh46v2D8LLlklUvOZ8XHx5Oamkp+fj5169alZcuW6Ovr6zrWc8vJyeHIkSOEhoZy4MABPv74Y7U9QqsTuWTVRc7SiibFI51jY2OpV69emeempaXRokULateuTVxcnEZztmrVigcPHhAdHU2TJk0qfX58fDw2NjbUr1+f2NhYDSRUV1YxKjg4mCVLlnD16lX09PR45513+Oijj+jbt69qfLY2WVhYkJeX98LnF9+EoY2iW9OmTcnMzOTcuXM0b968xOO5ubl06dKFuLg4pk2bxoIFC9Qerw4FwleVKBAKgiAIgiAIgiDIVPGb5ZehrYsDcskql5xlKb4Ac/nyZRo1aqQ6XtxREBISwttvvw3AgwcPaNmypVYuDmqKXIpuIJ+s2sopLvYJr4Lc3NxqsU/ey8rIyHih/XZ1QS5ZtZGztH9HmzRpwqNHj0hJSSn3e/PJkyc0bNgQQ0NDUlNTNZqztH1oKyM7O5vXX3+dmjVrkpSUpIGE6sr7/aRUKvnll1/w8/Pj9u3bqj0S33vvPZycnHB0dMTa2lrjGQEyMzMJCgrCz8+PtLQ0JEnCzc2t0t93L9LVWVnFxczU1FQMDAxKXbNv3z5GjhyJsbExp0+fVismi78ZNEceg1AFQRAEQRAEQRCEEuzt7UstZuXl5XHy5EnVx+bm5jRp0gR9fX3i4uJUb67NzMzw9PTUyh4Zcskql5xlefz4MYDaHkjp6elcvXoVIyMjtb17isc3ZWVlaTekIADe3t4vXYxfunQpY8aMKbdLpiqYm5ujp6dHcnJytS8GySWrXHI+Kz8/n40bN7Jv3z6uXr3K/fv3USqVpKenExMTw4YNG5gwYQItWrTQWcbiDvGqoskOOLlklUvOYra2thw9epTo6GhsbW3LXHf+/HkAGjRooNE8AM2bN+fq1auEhYXRr1+/Sp9/+PBh1fPomiRJDB8+nGHDhnHw4EF++OEHDhw4QHBwMPv27QOK/hbs2LEjwcHBGs1iZmbGhAkT6NKlC05OTgDMmzevWt6I1KBBAxITE7l27Rrt27cvdY2HhwfvvPMO4eHhTJ48WeOjb0tjZ2fHjRs3kCSJ9PR0Va7KkiRJ41//qiI6CAVBEARBEARBEF4h+fn5DBo0iPDwcJycnJg9ezbdu3dXW3P+/Hl8fHxQKBT06tWLXbt26WQ0mlyyyiUnwJtvvklycjKnTp2idevWwN/7Evbs2VN18QqK9tTp1KkT5ubmxMfHaz1r8TjX5x3FGhQUhLm5OW5ubqpj/v7+jB07VuMFIrlklUvOqlKvXj0iIyM1fjHUxsaGhIQETpw4Qdu2bTX6Wi9LLlnlkrNYbGwsgwYNIi4uTrVPIqDqaDl79iy9evWiZs2arFu37oUuKFeFynbBF3e8l3W8OnXs6yprdc5ZnG3u3Lm0adOGtm3bEhsby5AhQ3j77bfZu3dvqd1ajx8/pn///pw5c4bhw4drvINsxYoVLFq0iNq1a7Nu3Tr69Onz3OceOnSIcePG8fDhQ+bPn8/06dM1mLRIZbvV7t+/T1BQEAqFglOnTqn2VNVmt5uDgwMXL17kzz//rJYFwvHjx7Nt2zZ69+7Ntm3byvwb+caNGzg4OPD06VOmT5/O/PnzAe11ENrZ2RETE6P2Wi/SCSynbkdRIBQEQRAEQRAEQXiFrFixgsWLFzNkyBDWrVtX7lovLy+CgoKYN28eM2bM0FLCv8klq1xyAowaNYq9e/cyaNAgNm7cSE5ODn369OH8+fMsWbKEKVOmqNbOmTOHgIAAunbtyqFDh7SetbiDqPgO7Yo0bdoUPT09bt++rdlgpZBLVrnkrCraGoe6du1aZs2axfjx49X29qyO5JJVLjmhaFSkvb09CQkJtGrVilmzZmFra0uXLl1UF4EzMzOZPn06O3bswNjYmMjISN544w2tZ/3hhx9ISEhgxYoVFBQUUKNGDdq2bYuVlRUGBgbEx8dz5coVcnJy0NPTY8CAAeWOfNRk4UguWatzzuLCxbMFSWNjY3JzcyksLKRfv378+OOPqsceP37M9u3bWbNmDbGxsRgZGREeHq7xIn1eXh6urq5ERUUhSRJt27ald+/etG/fnsaNG2NqaoqhoSE5OTlkZWVx584dLl68SFhYGFeuXEGpVNKjRw/27dunlQkNL1OMys7O5vjx4xw9ehQfH5+qD1eG6dOns2nTpmpbILx48SK9evUiPz+f1q1bM3LkSNq0aYOdnV2JG5J++uknJk+ejCRJDBw4kMmTJ/Pee+9ppei2cOFC7t27B/z9s/rzzz+/0HONHDmyynJpkigQCoIgCIIgCIIgvEK6devGtWvXOHPmDK1atSp3bXEHWevWrYmKitJSwr/JJatccgKcPHkSFxcXACwtLSksLCQ1NRVTU1MuXLhAvXr1OH78OAsXLuT06dMA+Pj4MGnSJI1nS0hIUOtUdHNzQ5IkQkJC1DpyShMfH8+kSZMwMjJSXbjRJLlklUtOTdHmvo6+vr4sW7aMsWPHMm7cOK3tMfUi5JJVLjn9/f3x8fGhY8eO7N+/XzWeubQiwsSJEwkKCmL06NGsXr1a61nT0tJwcHDg7t27jB49ms8++wwrKyu1NSkpKSxfvpzvv/8eW1tbFAqFTsa8yiVrdc4ZFhbGjRs3VP+LjY0lMTGRwsJCANq1a8eJEyfU1g8ePBiAmjVrEhgYyPvvv6/xnABPnz5l3rx5bN68mZycnOfqylQqlRgbG+Pp6cmCBQswMjLSQlJ57nd37NgxQkJC+Oyzz7CwsNB1nFLt2LGDqVOn8uTJE9XXf+PGjQwaNKjE2lWrVrFw4ULVx7rc3/tVJwqEgiAIgiAIgiAIr5AGDRqQk5NDampqqWOlnpWXl0f9+vUxNjYmOTlZSwn/JpescslZbPPmzXh7e/P06VMAatWqxTfffKO6ALNmzRrmzp0LgKOjI7t379bKHfm+vr74+/u/8PlKpZIuXboQFhZWhalKJ5escsmpKdoqEH744YcAXLhwgaSkJKDo56p27drljhK+cOGCRnOVRi5Z5ZITivamvXTpEvv378fe3l51vLQiwpUrV+jevTvNmjXTSdbZs2cTGBjIJ598wuLFi8tdu2DBAlavXs3s2bM1vi9eaeSSVS45i+Xm5hIbG8uNGzfIzMxU62IKCwvj008/pX///kyePLlEoVMbUlNTCQkJ4fjx48TExJCYmMjjx4/JycnByMiIWrVqYWVlRevWrenZsydubm5q+yprgxwLhHKRkJDApk2bOHLkCDdv3uSrr74qs0h97Ngxli5dSmRkJIWFhVr5mhSPaq8KzzvuXddEgVAQBEEQBEEQBOEV0rx5cx4+fEhkZCRvvfVWuWujo6NxcHCgXr163Lx5U0sJ/yaXrHLJ+az79+9z4sQJDAwMsLW1VbubPDQ0FIVCgaOjIwMHDkRPT08rmQICAtRGq8XHxyNJEk2aNKnwXEmSaN68OX5+frRr106TMQH5ZJVLTk3RVoFQTvsPySWrXHICNGrUiCdPnpS4SaS0IkJOTg6WlpYYGhqSmpqq9awdOnQgPj6ey5cv06hRo3LXJiUl0aZNG6ytrVUd5dokl6zVNWdZex2Wp7CwUGu/8wWhqmRkZHDx4kUSExNVN5doSmX3HC2N3LodRYFQEARBEARBEAThFTJ48GB+//13XFxc+OWXX8p8k6tUKhk6dCiHDh2iT58+bN++XctJ5ZNVLjnlRk536Mslq1xyVhVtFQgjIiJe6DwHB4cqTlIxuWSVS06AZs2akZGRwY0bN9Q6mUr7eYuPj8fGxgZzc3O18b/aYmFhQV5eHikpKRWOuMzNzcXCwkJnHe9yyVpdczZv3hwXFxfc3d157733qFWrlkZfTxD+DYpHtf9TXl4eJ0+eVH1sbm5OkyZN0NfXJy4uTvV7wMzMDE9PT2rUqMGXX36prdgvRfMzRARBEARBEARBEAStmTJlCmFhYRw4cIABAwYwb9487Ozs1NZERUWxaNEijh07hiRJTJ06VWR9BXLKzfDhw1/6Lm1tkUtWueSUG10UpV6UXLLKJSeAjY0NERERbNu2jcmTJ5e7tnhcrzb2xSxNnTp1SElJ4ezZs3Tr1q3ctWfPngXQWWFJLlmra87PP/8chUKBp6cnenp62Nvb4+7ujqurK40bN9b46wvVy8OHD1EqldSpU0fteF5eHrt37+bixYs8evSIxo0b8+6779K5c2ed5Hzw4AHXr1+nR48eascLCgrYvXs34eHh3L17F0NDQ9544w08PDwq/LmrSiEhISWO5efnq8b0Ozk5MXv2bLp376625vz58/j4+KBQKDh37hy7du3SSt6qIDoIBUEQBEEQBEEQXjErVqxg0aJFqkKBmZkZVlZWSJJEYmIiGRkZKJVFbwUXLlzItGnTRFYZ5rSzs+PGjRtIkkR6ejoAHh4elX4eSZIIDg6u6niCoHGa6CAMCAggMzNTbf8wPz8/JEnC29u7yl6nKsglq1xylmX79u2MGzcOY2NjVq5cqdrT7Z8dhLGxsTg7O5Oens7KlSvx9PTUetaxY8fy66+/YmdnR3BwMDVr1ix1XXZ2Nh4eHpw5cwZXV1eCgoK0nFQ+Wat7zszMTA4ePEhoaCiHDh0iMzMTGxsb+vbti5ubG//5z3+0kkPQvoKCApYtW8aWLVtUe7k2bNiQmTNnMmbMGO7du4eHhwc3btwA1MfS9u3bl++///6Fxj2/iIyMDObMmcP27dtp164dx44dUz12/fp1Ro4cSUxMjConoJb1u+++o3bt2lrJ+k8rVqxg8eLFDBkyhHXr1pW71svLi6CgIObNm8eMGTO0lPDliAKhIAiCIAiCIAjCK+jw4cP4+PgQFRVV4jFJkujZsyfe3t7Voou8+kocAABXEElEQVRDLlmrW047OztiYmLULlDLaV+vYsnJyZw+fZrevXurxrc9evSIBQsWEB4eTmFhIS4uLsyZMwczMzOd5ZRTVrnkfFmaKBC+/vrrPH36lKSkJExMTIDqO7pVLlnlkrM8o0aNYs+ePUiSRLt27ejevTsbNmxAkiSWLFlCdHQ0e/bsITs7GwcHB4KDg3Wy19v169ext7cnLy8Pa2trvL29cXZ2Vl1Yz8jIICwsDH9/f65du4YkSYSGhpbo5hFZ5ZcTigpGERERKBQKQkNDuXXrFg0bNsTV1RVXV1d69epV4ZhUQR4KCwsZMmQIv//+u6qgVkySJFasWMGhQ4cIDQ3F3NwcR0dHLCwsiImJITIyEqVSSdeuXQkNDUVfX1+jWbOysujTpw+XL19GqVTi7OzMzp07gaI9sx0cHEhKSsLAwIB+/frx5ptvYmJiwl9//cW+ffsoKCigS5cuhISEqO0Dqy3dunXj2rVrnDlzhlatWpW79tatW3Tq1InWrVuX+n6hOhIFQkEQBEEQBEEQhFdYSkoK0dHRpKWloa+vj4WFBe3bty8xgqg6kEvW6pJz4cKF3Lt3D4DAwEAAfv755xd6ruKOGG1bsmQJq1atorCwkOvXr2NhYQFAv379OH78uNpd5J06dSIsLIwaNXSzW4pcssolZ1XQRIHQxsaGhIQEhg0bhqOjI1DUESBJEoGBgSUuxJZnxIgRVZarNHLJKpec5cnPz2fx4sUEBASQm5uLJElqP0vFnTnDhg1j+fLlmJqa6iQngEKhYMyYMWRlZak6cExNTZEkiUePHgFFHTr6+vr4+voyYcIEkfUVyflPV65cISQkBIVCwenTpzExMcHJyQk3NzdcXFzU9tQU5GXTpk1MmzYNQ0NDZs6cyaBBgzA1NSUyMpKZM2eSm5vLkydPsLa2Zs+ePTRq1Eh1blRUFEOHDiU9PZ2vvvqKjz76SKNZFy5cyMqVK6lfvz7ff/89zs7Oqse++OILvv32W1q2bMmvv/7KG2+8oXbu+fPnGThwIGlpafj7++vkZ6tBgwbk5OSQmppaYYEyLy+P+vXr62xv1xchCoSCIAiCIAiCIAiCIGjdzp07VSP4LC0tOXXqFHXq1CEiIgJ3d3dMTEzw9fXFwMCAuXPn8vDhQ5YuXcr48eNFVpnnrCqaKBD6+vqqxl++LE13x8klq1xyPo/U1FR+++03zp49S0pKCgUFBdStW5cOHTrg4eFRYXeJtiQmJrJixQr27NnDgwcP1B4zMTHB2dmZGTNm6GwfsmfJJatccpbl/v37hIaGEhoaytGjR3n69Cm2tra4u7vzwQcfYGVlpdHXr4oilCRJbN68+eXDVEAOWV1cXDh58iQLFiwoMdb+xx9/ZMqUKUiSxE8//VTq+PnNmzfz6aefYm9vX+q+e1WpU6dO3L59m82bN/P++++X+tj27dvp06dPqecXj3nu3LkzR44c0WjW0jRv3pyHDx8SGRnJW2+9Ve7a6OhoHBwcqFevHjdv3tRSwpcjCoSCIAiCIAiCIAiCIENbt26tsufSRVeOm5sbf/zxB+PGjWPZsmWq47NmzWLt2rV4eXnh5+cHQFBQEBMnTqRHjx4oFAqRVeY5q4omCoRKpZL169dz5MgRMjIyAIiIiECSJOzt7Sv1XPv376+yXKWRS1a55HxVxcfHk5qaSn5+PnXr1qVly5YaHyn4ouSSVS45y5KTk8ORI0cIDQ3lwIEDfPzxx2p7hGqCtbU1KSkpajcKVKZ7GLQ3El0OWZs2bUpmZiaXLl2icePGao/FxcXRoUMHJEni+vXrWFpaljg/MTGRt956i9q1axMXF6exnAAWFhbk5eWRmJhYorva0tKS3Nxc7t27h7GxcannZ2Vl0bhxY0xNTblz545Gs5Zm8ODB/P7777i4uPDLL7+UebOLUqlk6NChHDp0iD59+rB9+3YtJ30xokAoCIIgCIIgCIIgCDJUvIfXyygei6eLrpzii1uXL19WG33VvXt3rl69SkhICG+//TYADx48oGXLllq5kCXnrHLJWVU0USAsjZz2y5NLVrnkhKKsenp6JCcny3r/ttzcXNnkl0tWueSsSEZGxgvtYVwZSqUShULBnDlzuHXrFpIk4enpqRqD/bzmzJmjoYR/k0PW+vXrk5+fX2rRLScnB0tLy3L/jX3y5AkNGzbEwMCA+/fvaywnwJtvvklycjLXrl2jQYMGao+1bNmStLQ07ty5Q61atUo9//HjxzRq1IhatWpx9+5djWYtzZEjR3j//feRJAlHR0fmzZuHnZ2d2pqoqCgWLVrEsWPHkCSJ4OBgevbsqfWsL0KeQ+YFQRAEQRAEQRAE4V/O3t6+1AJhXl4eJ0+eVH1sbm5OkyZN0NfXJy4uTnWxyMzMDE9PT53tP/f48WMAtT2Q0tPTuXr1KkZGRmoXX1577TWg6C5yXZBLVrnklBtvb++XLsYvXbqUMWPGUK9evSpKVTq5ZJVLTigqvCckJBAbG0vbtm01+lpVJT8/n40bN7Jv3z6uXr3K/fv3USqVpKenExMTw4YNG5gwYQItWrTQdVTZZJVDzuIO8apSlV2FkiTh6upK69atsbOzQ6lUMn78eI3f4PEi5JDVwsKCpKQkLl26RLdu3dQeMzIyUpsiUJobN24ARTfaaFrXrl0JDg7mhx9+YNasWWqPde/enZCQEI4dO4arq2up5x86dAhAZz9bTk5OzJs3T1UAdHZ2xszMDCsrKyRJIjExkYyMDFWX6YIFC2RTHARRIBQEQRAEQRAEQRAEWSptz5j8/HwGDRoEFF3QmD17Nt27d1dbc/78eXx8fFAoFJw7d45du3ZpJe8/1a9fn+TkZG7fvk3r1q0BOHz4MEqlki5duqh1ZRSPlCrr7nKRVV454e8Ruc873jYoKAhzc3Pc3NxUx7y9vSvd0fEivvjii5d+Dn9/f/r376/xYpZcssolJ8DUqVOZNWsWGzdurPCie3UQGxvLoEGDiIuLUxuLWFyQzcrKIjAwkC1btrBu3bpS9yfTFrlklUtOX1/fShXei6cIlHVcE2NHW7Vqha2tLadPn67y565q1Tlrt27d2L17N3PnziU4OLjEeM6K9hb+6quvkCQJW1tbTcYEYMqUKezfvx8/Pz9q1arFxIkT0dPTA2DGjBkoFAq+/PJLunbtWuLf85s3bzJnzhwkSWLw4MEaz1qWzz77jP/85z/4+PgQFRVFRkaGamQ2oOou9Pb2xsHBQWc5X4SergMIgiAIgiAIgiAIglA1vvrqK44dO8bQoUP57bffShQHATp27Mi2bdsYMWIE4eHhfPXVVzpIiuqO9+KOh5ycHL7++mskSaJv375qa9euXQsUjanSBblklUtOAC8vLyZPnvzc6729vZk0aVKJY5ouDlWVyu5fpUtyyaqtnOPHj2f27Nls2LCBzz//nJiYGK287ovIyMhgwIAB3L59m5YtW/Ldd98RFRWltqZVq1Z88MEHPHnyhDFjxqg6iURWeecEWLNmDbNmzUJPTw+lUom+vj7t27enb9++9OvXj44dO2JoaKgqAA4cOJDhw4eX+N+IESMYPny4xnJ27txZY89d1apr1k8++YQaNWoQFRVF586d+fzzz/n222/LPefu3bscP36csWPHsmPHDgDGjRun8azdunXDz8+PwsJCvvjiCzp06IC3tzfbtm0jPz+fyZMnExMTQ/fu3fH19SU4OJidO3fy+eef4+joyN27d7GxsWHKlCkaz1qed999l7CwMGJiYti1axfr169n06ZN7Nu3j1u3bhEcHCy74iCIPQgFQRAEQRAEQRAE4ZXRrVs3rl27xpkzZ2jVqlW5a2/dukWnTp1o3bp1iYud2nDy5ElcXFwAsLS0pLCwkNTUVExNTblw4QL16tXj+PHjLFy4UHX3vo+PT4kikcgqj5wJCQnEx8erPnZzc0OSJEJCQios9MTHxzNp0iSMjIy4d++epqNqhLb2S6wKcsmqrZwffvghABcuXCApKQko6rytXbs2+vr6ZZ534cIFjeYqjb+/Pz4+PnTs2JH9+/erRgmXtufjxIkTCQoKYvTo0axevVpklXlOgLS0NBwcHLh79y6jR4/ms88+w8rKSm1NSkoKy5cv5/vvv8fW1haFQqH1fRTPnz9PZGQkw4cPp06dOlp97cqqzll37NjBp59+qhoVXtG+ro0bN+bx48eq37kzZ87kyy+/1EZUAI4fP86XX37J2bNnASrsdi0uZA8ePJhVq1ZhZmamjZj/OmLEqCAIgiAIgiAIgiC8Im7fvg0U7ZlVkeKLhs8WbbSpW7durF69Gm9vb5KTk4Gii+5r1qxRdYWdO3dOVbx0dHSscGTWvz1rdc75008/4e/vr/q4+MLgsyNDy6NUKmnfvr1GsglCeRQKRYljWVlZ5e7f+bL7K76ovXv3IkkSvr6+qkJWWT799FOCgoI4fPiwltKpk0tWueSEon0579y5wyeffMLixYtLXWNpacnSpUupWbMmq1evZuXKlRoZJVqejh070rFjR62+5ouqzlk/+OADnJyc2LlzJ2fOnCElJaXc9YWFhZiYmNCzZ0+8vLxwcnLSUtIiPXv25OjRo5w9e5YDBw5w7tw5bty4QWpqKk+ePKGgoIBatWpRt25drK2t6dGjB/3798fa2lqrOf9tRAehIAiCIAiCIAiCILwimjdvzsOHD4mMjOStt94qd210dDQODg7Uq1ePmzdvailhSffv3+fEiRMYGBhga2urtqdcaGgoCoUCR0dHBg4cqNqzRlfkkrU65gwICCAwMFD1cXx8PJIk0aRJkwrPlSSJ5s2b4+fnR7t27TQZU2Pk0pUH8smqrZwREREvdJ4uRs01atSIJ0+ekJqaioGBgep4ad1uOTk5WFpaYmhoSGpqqsgq85wAHTp0ID4+nsuXL9OoUaNy1yYlJdGmTRusra01vsdeWXsdVkdyyfoiOZOSkmjQoIHO/5YSqhdRIBQEQRAEQRAEQRCEV8TgwYP5/fffcXFx4Zdffinz4pFSqWTo0KEcOnSIPn36sH37di0nFf7tSru4/iqTS9EN5JNVLjm1qVmzZmRkZHDjxg3q16+vOl7az1t8fDw2NjaYm5vrpJNcLlnlkhPAwsKCvLw8UlJSKhwbmpubi4WFBcbGxqqOc01p3rw5ffv2xc3Njffee49atWpp9PVehlyyNm/eHBcXF9zd3at1TqH6E+ViQRAEQRAEQRAEQXhFTJkyBaVSyYEDBxgwYECpXQFRUVH079+fgwcPAjB16lRtxxQEhg8fzvDhw3UdQxDUBAQE4Ofnp3bMz89PbTxudWZjYwPAtm3bKlwbFhYGoLMCq1yyyiUnoNojr3iPt/IUr9FGYenzzz/n7t27eHp60qJFCwYOHMj69eu5c+eOxl+7suSS9fPPPycpKana53xeBw8eZMaMGQwYMAAXFxeGDx/O0qVLiY2N1XW0V57oIBQEQRAEQRAEQRCEV8iKFStYtGiRqnvQzMwMKysrJEkiMTGRjIwMlMqiSwELFy5k2rRpGs9kZ2fHjRs3kCSJ9PR0ADw8PCr9PJIkERwcXNXx1Mglq1xyCkXk1O0ml6yayPn666/z9OlTkpKSMDExAeTV7bp9+3bGjRuHsbExK1euZOTIkUDJ/4bY2FicnZ1JT09n5cqVeHp6iqwyzwkwduxYfv31V+zs7AgODqZmzZqlrsvOzsbDw4MzZ87g6upKUFCQVvJlZmZy8OBBQkNDOXToEJmZmdjY2Kg69v7zn/9oJcfzkEtWueS0trZGT0+Pa9euqR1PSkrio48+4tSpUwCqv0+h6O8TPT09PD098fHxqbArVngxokAoCIIgCIIgCIIgCK+Yw4cP4+PjQ1RUVInHJEmiZ8+eeHt7a22PLDs7O2JiYtQuppqbm1f6ebRxkV4uWeWSsyLJycmcPn2a3r17qy7+PXr0iAULFhAeHk5hYSEuLi7MmTMHMzMzneV8WXIpuoF8smoip42NDQkJCQwbNgxHR0cAvLy8kCSJwMBAtYvXFRkxYkSV5aqMUaNGsWfPHiRJol27dnTv3p0NGzYgSRJLliwhOjqaPXv2kJ2djYODA8HBwTrbk0wuWeWS8/r169jb25OXl4e1tTXe3t44OztTu3ZtADIyMggLC8Pf359r164hSRKhoaH06NFD61kLCgqIiIhAoVAQGhrKrVu3aNiwIa6urri6utKrV69qUxCSS9bqnLO0Gy2ysrJwcnIiJiYGgPfee0+1N3ZmZiZ//vknoaGhFBQU4O7uzs8//6yT7K86USAUBEEQBEEQBEEQhFdUSkoK0dHRpKWloa+vj4WFBe3bt1eNIdOWhQsXcu/ePQACAwMBXvhCT3H3hqbIJatccpZnyZIlrFq1isLCQq5fv46FhQUA/fr14/jx46pijCRJdOrUibCwMGrUqKGTrC9LLkU3kE9WTeT09fXFz8+vzP1bK0NXhff8/HwWL15MQEAAubm5SJKk9rOkVCqRJIlhw4axfPlyTE1NdZJTTlnlkhNAoVAwZswYsrKyVN/HpqamSJLEo0ePgKIuLX19fXx9fZkwYYLOsj7rypUrhISEoFAoOH36NCYmJjg5OeHm5oaLi4va/o+6Jpes1SlnaQVCPz8/fH19MTc3JygoCHt7+xLnnT9/noEDB5KWlsa6desYMmSI1jL/W4gCoSAIgiAIgiAIgiAIgqBVO3fuVI3gs7S05NSpU9SpU4eIiAjc3d0xMTHB19cXAwMD5s6dy8OHD1m6dCnjx4/XcfIXI5eiG8gnqyZyKpVK1q9fz5EjR8jIyAAgIiICSZJKvXhdnv3791dZrheRmprKb7/9xtmzZ0lJSaGgoIC6devSoUMHPDw8aNWqlU7zPUsuWeWSMzExkRUrVrBnzx4ePHig9piJiQnOzs7MmDGDzp076yhh+e7fv09oaCihoaEcPXqUp0+fYmtri7u7Ox988AFWVla6jqgil6y6zllagbB79+5cvXqVVatWMXr06DLP/fnnn5k0aRLvvPMOe/fu1WjOfyNRIBQEQRAEQRAEQRAEQaO2bt1aZc+l6bF9cskql5xlcXNz448//mDcuHEsW7ZMdXzWrFmsXbsWLy8v/Pz8AAgKCmLixIn06NEDhUKh9axVQS5FN5BPVm3llNMehILwT/Hx8aSmppKfn0/dunVp2bIl+vr6uo713HJycjhy5AihoaEcOHCAjz/+mNmzZ+s6VqnkklUXOUv7d7R4z9fY2Fjq1atX5rlpaWm0aNGC2rVrExcXp9Gc/0aiQCgIgiAIgiAIgiAIgkYVXxh6GcUj3DR9kV4uWeWSsyxNmzYlMzOTy5cv06hRI9Xx4o6CkJAQ3n77bQAePHhAy5YtZX1xUC5FN5BPVm3l9PHxQZIk5syZ88LPsXTpUsaMGVPuRfCqYG5ujp6eHsnJydViT7TyyCWrXHJWJDc3V9b5i2VkZLzQfru6IJes2shZWoGwSZMmPHr0iJSUlHK/N588eULDhg0xNDQkNTVVozn/jeQ5uF0QBEEQBEEQBEEQBNmwt7cvtZiVl5fHyZMnVR+bm5vTpEkT9PX1iYuLU11IMjMzw9PTUyv7z8klq1xyluXx48cAansgpaenc/XqVYyMjLCzs1Mdf+211wDIysrSbkhBAL744ouXfg5/f3/69++v8QJh06ZNSUhIIDY2lrZt22r0tV6WXLLKJeez8vPz2bhxI/v27ePq1avcv38fpVJJeno6MTExbNiwgQkTJtCiRQudZSzuEK8qmuyAk0tWueQsZmtry9GjR4mOjsbW1rbMdefPnwegQYMGGs3zbyUKhIIgCIIgCIIgCIIgaFRISEiJY/n5+QwaNAgAJycnZs+eTffu3dXWnD9/Hh8fHxQKBefOnWPXrl0iq8xylqV+/fokJydz+/ZtWrduDcDhw4dRKpV06dJFrZvgzp07ANSqVUsnWYvHuT7vKNagoCDMzc1xc3NTHfP29sbCwkIj+Z4ll6xyyVlVlErtDHCbOnUqs2bNYuPGjWqje6sjuWSVS85isbGxDBo0iLi4OLXvu+IbSrKysggMDGTLli2sW7cODw8PneT09fWtVBd8ccd7Wcc1WcySS1Y55Fy+fDlt2rShbdu2TJo0iSNHjjB37lz27t2LgYFBifWPHz9m7ty5SJJEz549qzyPIEaMCoIgCIIgCIIgCIKgAytWrGDx4sUMGTKEdevWlbvWy8uLoKAg5s2bx4wZM7SU8G9yySqXnACjRo1i7969DBo0iI0bN5KTk0OfPn04f/48S5YsYcqUKaq1c+bMISAggK5du3Lo0CGtZy0eMZienv5c65s2bYqenh63b9/WbLBSyCWrXHJWFW2ObfX19WXZsmWMHTuWcePGYW1trfHXfFFyySqXnBkZGdjb25OQkECrVq2YNWsWtra2dOnSRTXeMTMzk+nTp7Njxw6MjY2JjIzkjTfe0HrWH374gYSEBFasWEFBQQE1atSgbdu2WFlZYWBgQHx8PFeuXCEnJwc9PT0GDBiAiYlJmc8XGBj4r89anXMWjzB9tiBpbGxMbm4uhYWF9OvXjx9//FH12OPHj9m+fTtr1qwhNjYWIyMjwsPDZdPFKyeiQCgIgiAIgiAIgiAIgtZ169aNa9eucebMGVq1alXu2lu3btGpUydat25NVFSUlhL+TS5Z5ZIT4OTJk7i4uABgaWlJYWEhqampmJqacuHCBerVq8fx48dZuHAhp0+fBor2gps0aZLGsyUkJBAfH6/62M3NDUmSCAkJqbATLD4+nkmTJmFkZMS9e/c0HVU2WeWSU1O0VSD88MMPAbhw4QJJSUlAUedt7dq10dfXL/O8CxcuaDRXaeSSVS45oWiUrY+PDx07dmT//v2q8cyl7f82ceJEgoKCGD16NKtXr9Z61rS0NBwcHLh79y6jR4/ms88+w8rKSm1NSkoKy5cv5/vvv8fW1haFQqGTfRTlkrU65wwLC+PGjRuq/8XGxpKYmEhhYSEA7dq148SJE2rrBw8eDEDNmjUJDAzk/fff13jOfyMxYlQQBEEQBEEQBEEQBK0r7gRq2rRphWuLL3A9W2DQJrlklUtOKCpmrl69Gm9vb5KTk4Gii+5r1qxR7dN27tw5VfHS0dGR8ePHayXbTz/9hL+/v+rj4o6HZ8dblkepVNK+fXuNZPsnuWSVS065UygUJY5lZWWVu39nZUYSViW5ZJVLToC9e/ciSRK+vr6q4mBZPv30U4KCgjh8+LCW0qlbunQpd+7c4ZNPPmHx4sWlrrG0tGTp0qXUrFmT1atXs3LlSo3vi1cauWStzjmdnZ1xdnZWO5abm0tsbCw3btwgMzOzxDlWVlb079+fyZMnlyh0ClVHFAgFQRAEQRAEQRAEQdA6ExMTcnJyuH79Om+99Va5a69evQrobg86uWSVS85iH3/8MR4eHpw4cQIDAwNsbW3V9pR74403+Pjjj3F0dGTgwIHo6elpJZe5uTlNmjRRfRwfH48kSWrHyiJJEs2bN8fPz0+TEVXkklUuOeVu//79uo7w3OSSVS45oagzHKBr164Vrm3ZsiWAqitS20JCQpAkCS8vrwrXTpgwgVWrVrFjxw6dFAjlkrW65ixrr0NDQ0Patm1b6tjQd999l0uXLmk0l1BEjBgVBEEQBEEQBEEQBEHrBg8ezO+//46Liwu//PJLmR0XSqWSoUOHcujQIfr06cP27du1nFQ+WeWSU25KG89XXcklq1xyVhVt7kEo/Hs1a9aMjIwMbty4Qf369VXHS/t5i4+Px8bGBnNzc510kltYWJCXl0dKSkqFIy5zc3OxsLDA2NhY1XGuTXLJWl1zNm/eHBcXF9zd3Xnvvfd0emOSUJJ2br0SBEEQBEEQBEEQBEF4xpQpU1AqlRw4cIABAwao9pl7VlRUFP379+fgwYMATJ06VdsxAflklUtOuRk+fDjDhw/XdYznIpescslZnQUEBJToqvTz81Mb5VpdyCWrXHKWxcbGBoBt27ZVuDYsLAxAZ0XrOnXqAHD27NkK1xav0VVhSS5Zq2vOzz//nKSkJDw9PWnRogUDBw5k/fr13LlzR+OvLVRMdBAKgiAIgiAIgiAIgqATK1asYNGiRapONzMzM6ysrJAkicTERDIyMlAqiy5bLFy4kGnTpomsMsxpZ2fHjRs3kCSJ9PR0ADw8PCr9PJIkERwcXNXxBEHjNNFB+Prrr/P06VOSkpIwMTEBqm9nplyyyiVnWbZv3864ceMwNjZm5cqVjBw5Eij53xAbG4uzszPp6emsXLkST09PrWcdO3Ysv/76K3Z2dgQHB1OzZs1S12VnZ+Ph4cGZM2dwdXUlKChIy0nlk7W658zMzOTgwYOEhoZy6NAhMjMzsbGxoW/fvri5ufGf//xHKzkEdaJAKAiCIAiCIAiCIAiCzhw+fBgfHx+ioqJKPCZJEj179sTb2xsHBwcdpFMnl6zVLaednR0xMTFqF6jNzc0r/Ty6vkifnJzM6dOn6d27t2p826NHj1iwYAHh4eEUFhbi4uLCnDlzMDMz01lOOWWVS86XpYkCoY2NDQkJCQwbNgxHR0cAvLy8kCSJwMBA1Y0Az2PEiBFVlqs0cskql5zlGTVqFHv27EGSJNq1a0f37t3ZsGEDkiSxZMkSoqOj2bNnD9nZ2Tg4OBAcHKy1/V2fdf36dezt7cnLy8Pa2hpvb2+cnZ2pXbs2ABkZGYSFheHv78+1a9eQJInQ0FB69Oghsso8J0BBQQEREREoFApCQ0O5desWDRs2xNXVFVdXV3r16lXhmFShaogCoSAIgiAIgiAIgiAIOpeSkkJ0dDRpaWno6+tjYWFB+/btVSOzqhO5ZK0uORcuXMi9e/cACAwMBODnn39+oecq7ojRtiVLlrBq1SoKCwu5fv06FhYWAPTr14/jx4+rCgeSJNGpUyfCwsKoUaOGyPoK5KwKmigQ+vr64ufnV+Zeo5Wh6cK7XLLKJWd58vPzWbx4MQEBAeTm5iJJktrPklKpRJIkhg0bxvLlyzE1NdVJTgCFQsGYMWPIyspSfc5NTU2RJIlHjx4BRXvm6uvr4+vry4QJE0TWVyTnP125coWQkBAUCgWnT5/GxMQEJycn3NzccHFxUdtTU6haokAoCIIgCIIgCIIgCIIgCGXYuXOnagSfpaUlp06dok6dOkRERODu7o6JiQm+vr4YGBgwd+5cHj58yNKlSxk/frzIKvOcVUUTBUKlUsn69es5cuQIGRkZAERERCBJEvb29pV6rv3791dZrtLIJatccj6P1NRUfvvtN86ePUtKSgoFBQXUrVuXDh064OHhQatWrXSar1hiYiIrVqxgz549PHjwQO0xExMTnJ2dmTFjBp07d9ZRwr/JJatccpbl/v37hIaGEhoaytGjR3n69Cm2tra4u7vzwQcfYGVlpeuIrxRRIBQEQRAEQRAEQRAEQRA0ZuvWrVX2XLoY2+fm5sYff/zBuHHjWLZsmer4rFmzWLt2LV5eXvj5+QEQFBTExIkT6dGjBwqFQmSVec6qookCYWnktF+eXLLKJeerID4+ntTUVPLz86lbty4tW7ZEX19f17FKJZescslZlpycHI4cOUJoaCgHDhzg448/Zvbs2bqO9UqRZ1++IAiCIAiCIAiCIAiCIAvFe3i9jOKxeLooEF68eBGA6dOnqx0/fvw4kiTRv39/1bE+ffoARePSdEEuWeWSU268vb1f+mdt6dKljBkzhnr16lVRqtLJJatcckJRMVNPT4/k5GRZ7t/WtGlTmjZtSm5ubrXPL5escslZFiMjI/r27Uvfvn0BVJ29QtURHYSCIAiCIAiCIAiCIAiCxri5uZV6gT0vL4+TJ0+qPjY3N6dJkybo6+sTFxen6tgxMzPD09OTGjVq8OWXX2ortkq9evUoKCggJSVFdYE1PT2dFi1aYGRkREJCgup4bm4uFhYW1KhRo8RoN5FVfjnh7w7Y5y1OBwUFYW5ujpubm+qYv78/Y8eO1XiBqCrUq1ePyMhIjXc7VgW5ZNVWThsbGxISEjhx4gRt27bV6GtVlfz8fDZu3Mi+ffu4evUq9+/fR6lUkp6eTkxMDBs2bGDChAm0aNFC11Flk1UOOYs7xKuK6Cp8caKDUBAEQRAEQRAEQRAEQdCYkJCQEsfy8/MZNGgQAE5OTsyePZvu3burrTl//jw+Pj4oFArOnTvHrl27tJL3n+rXr09ycjK3b9+mdevWABw+fBilUkmXLl3UujLu3LkDQK1atUTWVyAnFHXA6unpPXeB0NvbGz09PW7fvq12TC6USvn0ksglq7ZyTp06lVmzZrFx40a10b3VVWxsLIMGDSIuLk7tc1R8Q0lWVhaBgYFs2bKFdevW4eHhoauosskql5y+vr6V6swtniJQ1nFRIHxxokAoCIIgCIIgCIIgCIIgaNVXX33FsWPHGDp0KOvWrSt1TceOHdm2bRteXl4EBQXx1VdfMWPGDC0nhW7durF37178/PzYuHEjOTk5fP3110iSpBp7Vmzt2rUAvPnmm1rPCfLJWp1zJiQkEB8fr3ZMqVTyxx9/VFjoiY+P59GjRxgZGWkyoiCUavz48Tx48IBly5YhSRLjxo3D2tpa17FKlZGRwYABA0hISKBVq1bMmjULW1tbunTpolrTqlUrPvjgA3bs2MGYMWOIjIzkjTfeEFllnhN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" + ] + }, + "metadata": { + "image/png": { + "height": 500, + "width": 900 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "columns = [x for x in stats_parse.index if 'dist_freq' in x and '--' in x]\n", + "\n", + "plt.figure(figsize=[9, 5])\n", + "\n", + "sns.barplot(data=stats_all.loc[columns, :].reset_index(), y='count', x='stat', hue='mode')\n", + "\n", + "plt.xticks(rotation=90)\n", + "plt.yscale('log')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "image/png": { + "height": 500, + "width": 900 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "columns = [x for x in stats_parse.index if 'dist_freq' in x and '+-' in x]\n", + "\n", + "plt.figure(figsize=[9, 5])\n", + "\n", + "sns.barplot(data=stats_all.loc[columns, :].reset_index(), y='count', x='stat', hue='mode')\n", + "\n", + "plt.xticks(rotation=90)\n", + "plt.yscale('log')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 500, + "width": 900 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "columns = [x for x in stats_parse.index if 'dist_freq' in x and '-+' in x]\n", + "\n", + "plt.figure(figsize=[9, 5])\n", + "\n", + "sns.barplot(data=stats_all.loc[columns, :].reset_index(), y='count', x='stat', hue='mode')\n", + "\n", + "plt.xticks(rotation=90)\n", + "plt.yscale('log')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### ~~Restriction at the ends of alignments:~~\n", + "\n", + "tests to be implemented, for now only checks the restriction" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/agalicina/soft/pairtools2/pairtools/pairtools/pairtools_restrict.py:63: VisibleDeprecationWarning: Reading unicode strings without specifying the encoding argument is deprecated. Set the encoding, use None for the system default.\n", + " rfrags = np.genfromtxt(\n" + ] + } + ], + "source": [ + "%%bash\n", + "# Select only UU and RU reads for parse and restrict:\n", + "pairtools select '(pair_type == \"UU\") or (pair_type == \"UR\") or (pair_type == \"RU\")' \\\n", + " -o test_arima_parse.UU.pairs.gz test_arima_parse.pairs.gz\n", + " \n", + "pairtools restrict -f ./hg38/hg38_DpnII.bed -o test_arima_parse.UU.restricted.pairs.gz test_arima_parse.UU.pairs.gz" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/agalicina/soft/pairtools2/pairtools/pairtools/pairtools_restrict.py:63: VisibleDeprecationWarning: Reading unicode strings without specifying the encoding argument is deprecated. Set the encoding, use None for the system default.\n", + " rfrags = np.genfromtxt(\n" + ] + } + ], + "source": [ + "%%bash\n", + "# Select only UU reads for parse2 and restrict:\n", + "pairtools select '(pair_type == \"UU\")' \\\n", + " -o test_arima_parse2.UU.pairs.gz test_arima_parse2.pairs.gz\n", + " \n", + "pairtools restrict -f ./hg38/hg38_DpnII.bed -o test_arima_parse2.UU.restricted.pairs.gz test_arima_parse2.UU.pairs.gz" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## PacBio single-end example: MC-3C\n", + "\n", + "Single-end PacBio data from MC-3C [GSE146945](https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE146945):" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Read 21359 spots for SRR11304457\r\n", + "Written 21359 spots for SRR11304457\r\n" + ] + } + ], + "source": [ + "%%bash\n", + "# Download test data\n", + "! fastq-dump SRR11304457 --minSpotId 0 --maxSpotId 1000000" + ] + }, + { + "cell_type": "code", + "execution_count": 135, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[M::main::9.122*0.99] loaded/built the index for 24 target sequence(s)\n", + "[M::mm_mapopt_update::10.979*1.00] mid_occ = 704\n", + "[M::mm_idx_stat] kmer size: 15; skip: 10; is_hpc: 0; #seq: 24\n", + "[M::mm_idx_stat::12.130*1.00] distinct minimizers: 100128525 (38.78% are singletons); average occurrences: 5.526; average spacing: 5.581; total length: 3088269832\n", + "[M::worker_pipeline::94.133*2.71] mapped 21359 sequences\n", + "[M::main] Version: 2.18-r1015\n", + "[M::main] CMD: minimap2 -a ./hg38/index/minimap2/hg38.mmi SRR11304457.fastq\n", + "[M::main] Real time: 94.654 sec; CPU: 255.252 sec; Peak RSS: 8.086 GB\n" + ] + } + ], + "source": [ + "%%bash\n", + "# Align with minimap2: \n", + "minimap2 -a ./hg38/index/minimap2/hg38.mmi SRR11304457.fastq > mc3c-test.sam" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%%bash\n", + "# Parse pairs\n", + "pairtools parse2 -o mc3c-test.pairs.gz -c ./hg38/hg38.fa.sizes \\\n", + " --drop-sam --drop-seq --output-stats mc3c-test_parse2.stats \\\n", + " --assembly hg38 --no-flip \\\n", + " --add-columns pos5,pos3 \\\n", + " --add-junction-index \\\n", + " --coordinate-system pair \\\n", + " --single-end \\\n", + " mc3c-test.sam" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Parse the stats table and compare with Arima. It two capture methods are inline with each other, this is a good sign:" + ] + }, + { + "cell_type": "code", + "execution_count": 176, + "metadata": {}, + "outputs": [], + "source": [ + "# Read the table\n", + "stats_mc3c = pd.read_table('./mc3c-test_parse2.stats', header=None)\n", + "stats_mc3c.columns = ['stat', 'count']\n", + "stats_mc3c.set_index('stat', inplace=True)\n", + "stats_mc3c.loc[:, 'mode'] = 'mc3c'" + ] + }, + { + "cell_type": "code", + "execution_count": 190, + "metadata": {}, + "outputs": [], + "source": [ + "# Columns with normalizaed data to make Arima and MC3C datasets comparable:\n", + "stats_mc3c.loc[:, 'norm_counts'] = 100*stats_mc3c['count']/stats_mc3c.loc['total_nodups', 'count']\n", + "stats_parse.loc[:, 'norm_counts'] = 100*stats_parse['count']/stats_parse.loc['total_nodups', 'count']\n", + "stats_parse2.loc[:, 'norm_counts'] = 100*stats_parse2['count']/stats_parse2.loc['total_nodups', 'count']" + ] + }, + { + "cell_type": "code", + "execution_count": 191, + "metadata": {}, + "outputs": [], + "source": [ + "stats_all = pd.concat([stats_parse, stats_parse2, stats_mc3c])" + ] + }, + { + "cell_type": "code", + "execution_count": 192, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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AgFX+4/3RRx/NlClTkqRsX55XyidvF/uvf/0rTz31VJ588sk89dRTGT9+fObMmZN33nknf/jDH3LbbbclSTp16rTILUm33XbbJt8H+0NJ+/btM2vWrCSl59H26tUrAwYMyIEHHpiuXbtWuLqG8+qrr670OgsWLMhVV12V8847rz44GDRoUNlra0iOi5IePXqs9Ht4//33M3369EyaNClHHHFEZs2alUMPPXQNVdhwLr/88rz55ptp165dhg4dmq985Svp1q1b3nnnnYwcOTLnn39+jjzyyEyZMiWtW7fO0UcfnT333DMbbLBBCoVC2rVrl9ra2nTo0KHSb2W1LfzCdpNNNsmAAQMyYMCAZvkDmmVxbJQ4d5a89NJLOfzww+sfVdGtW7dsuOGGmTRpUt58881cdNFF2WCDDTJ69Og88MADSUrnh3XXXTeFQiHt27dPbW3tIn+PNEWOi5Lx48ev9DoffPBBHn300Vx00UV56623cvjhh+eJJ55Iu3bt1kCFDcNxUeJzEgDKwwhCyqK2tjZz587NW2+9lfbt2ycpfcmx8cYbZ+bMmRk/fnz981Dq6urSpUuXtGnTJpMnT65k2WW3/vrrZ968eZk0aVLatGmTJJk/f3569OiRWbNm1d9qM0nmzJmT2tratG7duv4Lz+ZCH1bcG2+8kZNOOiljxoxJsVjMOuuskzPOOCNDhgypdGlrxJw5c/Lss8/WB4ZPPfVUJk6cWD9/4Zcfa6+9dnbZZZfceuutlSq1Iprj/lBXV5d77703o0aNyt13350ZM2akUCikUChk5513rv9DvmfPnpUutVF5+umnc8IJJ+Rvf/tbisViNtlkk/z85z/PF77whUqX1uCa43Gxql566aWccsopuf/++9OhQ4c8/fTT2XDDDStd1mrZbbfd8sILL2TYsGH53ve+t9j8hXcfKBQKueCCC3L00UdXoMo179FHH82oUaNy55135rXXXqs/H26++eY58MADM3DgwGy77bYVrrLxam7HhnNnybHHHptf//rX6dmzZ0aMGJHPf/7z9fOeeuqpHH744Xn77bczf/78dOvWLZdcckn23HPPZnNLzdXV3I6L1fH2229njz32yKRJk3LRRRflyCOPrHRJq8xxUeJzctmW9IzGY445pv6H/f9+x4Lm+hxGfSjRh5IlPct2v/32S6FQyF133bVYH/r06dNQpTUofSjRh48JCCmLbt26ZdasWfnXv/5Vf2uHZ599Nv369UvPnj0X+bXfe++9l549ezbLgHCjjTbKBx98kJdffjnrr79+kuSJJ57IPvvsk969e+epp56qX/bdd9/NJptskrZt29Y/u7G50IflW7BgQa644ooMGzYsH374YYrFYr761a/m/PPPT5cuXSpdXoOaOnVqnnzyydx///359a9/nQ8//DBJ07+V4sqolv1h3rx5GTt2bP2X4JMnT67/Eny77bbLwIEDc+CBBy727JRqMnPmzJx11ln5n//5n8yfPz+tW7fOD3/4w5x00kn1P7ioFtVyXKys+fPnZ6+99sqzzz6bk08+OaeddlqlS1otC68hX3rppSX+4v/VV1/Ndtttl0KhsNRlmpu//OUvGTVqVO64445MmDAhSemc2LNnz/ovPHfZZZcKV9n4NLdjY6FqPnduu+22ee2113LzzTdnv/32W2z+73//+xxxxBEpFAr57W9/my9/+csVqLJxa67Hxaq49tprM3To0Oy11171dzFpihwXi6vmz8mlWdKtiRd+2f3J6c3hdrPLog8l+lCyon1YSB9K9KGkufYhcYtRymSzzTbL+PHjc//99+eggw5KUrowTZI999xzkWWffPLJJMkGG2zQsEU2gE9/+tN56qmnMmrUqBxxxBFJkv/93/9NoVDIXnvttciyY8eOTZJ07969wetc0/Rh2caNG5cTTjghzz//fIrFYj71qU/l4osvXuT2vNWgWCzm6aefzv3335/7778/Tz75ZObOnVs/v6nfQnBFVdP+0LJly+y1117Za6+9cskll+Txxx/PyJEjc+edd+avf/1rnn322ZxzzjnZYostMnDgwAwYMCBbb711pctuMLfeemtOP/30TJ48OcViMf37989FF11UVV9mLFRNx8XKatGiRYYOHZrDDjssf/7zn5v8l70ffvhhCoXCUoO/hXegSFIV4WCS7LDDDtlhhx1y5pln5u9//3tGjhyZO+64I+PHj8/w4cNz+eWXZ4MNNsgBBxyQAQMGZPfdd09NTU2ly6645nZsLFTN58533nknydJ/sf3J6bvttluD1NTUNNfjYlXss88+SZLnn3++wpWsHsfF4qr5c3JprrzyysWmff/730+hUMgVV1xRgYoqQx9K9KHklFNOWSwQveCCC1IoFHLKKadUsLKGpQ8l+vAxIwgpi5///Oc599xz06lTp5xxxhmZPXt2zjnnnMyZMyejRo1Kv379Mnfu3IwdOzYnnHBCXnvttXzjG9/INddcU+nSy+qXv/xlTjrppLRt2zZHH310Zs+enWuvvTbFYjH3339/dthhh0ybNi2jRo3K2WefnRkzZuQ73/lOLrnkkkqXXlb6sGQzZszImWeemRtvvDELFixI27Ztc+KJJ+bEE09Mq1atKl1eg/jXv/5VHwg++OCDmTlzZpKPf6XTrVu37LHHHtlzzz2z55571t+KtjmyPyzqr3/9a/2X4J8cMbPxxhvX/+r3c5/7XIWrXDP++c9/5sQTT8yDDz6YYrGYLl265L//+7/z9a9/vdKlNTjHxYqZNm1aNt1003Tq1GmVnm/ZmKzIg+Cr9WHx/27ixIkZNWpURo4cmaeeeqr+V96dO3fOfvvtlwEDBmTPPfes6mOlOR0bK6K5nzt9PpRHtR0XSzNv3ryst956Tf7RFo6LldPcPydXhv2iRB9K9KFEH0r0oaRa+yAgpCxmz56dvfbaKy+88EJ9+l4sFtOvX7/ccccdSZLhw4fnjDPOSLFYTKtWrfLAAw80u19tzZ8/PwMHDsxDDz20SB++8pWv5Prrr0+yaB/WXnvtPPzww9l4440rWXbZ6cPibr755pxxxhmZNm1aisVi9t5771x00UXZZJNNKl3aGjV9+vSMHTs2999/f+6777689tprST4OBDt27Jg+ffpkzz33zF577ZUtttiikuU2mGrdH1bUSy+9lJEjR2b06NF59tln658nMn369EqXVlZz5szJz3/+8/ziF79IXV1dCoVCvvOd7+TMM8/MOuusU+nyGpzjYsUtWLAgnTp1SqtWrTJ16tRKl7NafNG5aiZNmlR/G9JHHnkk8+fPT1J6hu/Cc201ak7HxspqjudOnw/lUc3HxSd9+OGH6datWzp27Jg333yz0uWsMsfFqmuOn5Mrw35Rog8l+lCiDyX6UFKtfXCLUcqiXbt2GTNmTC644II8+OCDadWqVfr165dTTz11keWKxWJ69+6dYcOGNbtwMCndwuW2227LtddemwcffDCtW7dO3759F3sIeqtWrdK3b9+cffbZzTIU04ePTZgwISeccEIefvjhFIvFbLjhhjn//PMzePDgSpe2xjz88MO57777cv/99+fZZ5/NggUL6gPBFi1aZIcddqgPBHfeeee0bFk9p6Jq3B9WxRZbbJH99tsvdXV1eeedd5rl80nvv//+DB06NK+88kqKxWK23377XHLJJdlxxx0rXVqDc1ysvIV/sLRv376yhVAxXbt2zZAhQ3LkkUdm5MiROeWUUzJp0qT6kfnVqpqPjWo4d7Jqqvm4+KTnnnsuSbLhhhtWuBIqxeckACyuer6VZY1bd911c/755y91/qGHHpqvfe1rzfLZg5/UqlWrHHPMMTnmmGOWOP+YY47Jcccd18BVNbxq70NdXV0uuOCCDB8+PHPmzEmLFi1y1FFH5Sc/+Uk6duxY6fLWqP333z+FQqE+FNxkk03qA8F+/fpV5cioat4fVsZf/vKXjBw5MiNHjsy//vWvJKUflvTs2TMHHnhghasrj8mTJ+fUU0/NH/7wh/oR1KeffnqOOuqoqnuGmONi1T3xxBNJYnRllZo/f37uv//+jBo1KqNHj867775bf87dbrvtKlxdZVXjsVEN505WTzUeF0ty3XXXpVAoZJdddql0KTQwn5MAsHQCQtaYDz74INOmTcv8+fPTuXPndO7cudIlNQrVNFpqWZpzH+6555786Ec/ysSJE1MsFvPZz342l156abbddttKl9agCoVCNthggxxwwAHp169f+vTpkw4dOlS6rAZnf1i2cePGZeTIkRk1alRef/31+i+5N9100wwcODADBgxoNqPqRowYkXPPPTczZ85MsVjMQQcdlGHDhqVr166VLq3BOS5W3YIFC3LxxRenUCikf//+lS6HBjJ37tzce++9GTlyZMaMGZP33nuv/hmEn/3sZzNw4MAMHDiw2d6RYUVU07FRTedOVk81HRfLctlll+WWW25JoVDIYYcdVulyaAA+Jxc3fvz4SpfQKOhDiT6U3HnnnZUuoVHQh5Jq7YNnEFJWb731Vq688srccccdmThx4iLzunfvngMPPDA/+MEPstFGG1WowvI555xz8s4776RQKOSKK65IUnp+0qr45je/Wc7SGo0XXnghL7zwQubMmbNCyzf1Przzzjs55ZRTMnLkyBSLxayzzjo5++yzc/jhh9c/i7Ea/PSnP83YsWPz9NNPZ968efXvvWXLlvnsZz+bfv36ZY899sjOO++cVq1aVbjaNcf+sHSPPvpobr/99txxxx15++236/9g32KLLeq/5G5ut6Hec88985e//CXFYjFrrbVWfvzjH2fvvfdepW19+tOfLnN1DcdxsXpeeeWVnH766bnrrrvSpk2bjBs3Lr169ap0Watl4XMeevbsudRlJk6cuNxlkuRvf/tbucurqI8++ij33HNPbr/99vzpT3/K+++/n2KxmJqamnz+85/PgAEDMnDgwHTr1q3SpVZcczw2/l01njsXfj4899xz9e/332299dbLXSZJevTosabKbLSa23Hx/e9/f6XX+fDDD/P000/njTfeSLFYzCGHHJKrr756DVTXcBwXS1eNn5MAsLoEhJTNnXfemaOPPjoffPDBUi9CC4VCOnbsmBEjRmTfffdt4ArLa6eddsrLL7+c5OPnOiy8WF9Zze3hp/Pnz89RRx2V3//+9yu1XlPvw0YbbVS//6+11lr5/ve/n9ra2lXa1pAhQ8pcXcP78MMP8/DDD+fBBx/MAw88kBdeeKF+tENSenbpLrvskj322CP9+vXLDjvs0KwCAvvDxxYsWJCHHnoot99+e0aPHp0pU6bUnye22WabDBgwIIMGDcrmm29e4UrXnFU9P/y7QqGQ6dOnl6GiynBclKzKSMkPPvgg7777bpLSbbEuuOCCfO973yt3aQ2uXLedbi4Pk581a1buvvvujBw5Mvfcc09mzZqVYrGYFi1aZPfdd8/AgQNz4IEHpkuXLpUudY1wbHzMudO5cyHHRcmq7g8Lj5tDDjkkw4cPb/I/UHRcfMzn5IpZsGBB/vnPf2bGjBlp2bJlunbtWpU/LtKHEn34WF1dXd577720aNEinTp1qrpHfiykDyXV3AcBIWXx/PPPp3///pk7d266du2aH/7wh9lnn33So0ePtGjRIq+//nruueeeXHrppXnrrbfSunXrPPjgg/nMZz5T6dJX2Wc/+9n6gPC9995Lkuy3336rdLHe3IYwX3LJJTnrrLOSJB07dsynP/3ptG3bdrnrNfU+LPxjbeEfJavzh1tz+JLz302dOjUPPvhgfWC4cJTxwj6tvfba6du3b/0Iwy222KKS5a42+0PJcccdlzvvvHORL6l23HHH+l/xVsvzcMr57M2F55ymyHFRsjr7Q6dOnXLuuec2m1ukLev51Svrxz/+cdm21dBuueWWjBw5Mvfdd18++uijFIvFtGrVKv3798+gQYOy3377Zb311qt0mWucY6PEubPEDwhKHBclK/u3dqFQSIcOHfKpT30qgwYNyuc+97k1WF3DcVyU+JxcvmeffTYXXXRR7rnnnsyePXuReV26dMlXv/rVHH/88c32R0cL6UOJPpQsvPPdXXfdlVdeeaV+euvWrbPtttvmq1/9ar797W+nXbt2FaxyzdOHEn0oERBSFocffnhuu+22bLXVVhk9evRSnzc4bdq0HHDAAXnhhRdy0EEH5YYbbmjgSmkIC0dX9u/fPzfeeGNZvxhvzFY1IF6Sph6WroiJEyfm/vvvzwMPPJCHH344U6ZMWaR/Xbt2zUsvvVTBCleP/aHkk4HQpptumgEDBqzybaab8ogxShwXJSsbii28A8Nmm22WPfbYo9n/gVKNlvRZud9++63SNVRTvg2xY6PEubPk4YcfLtu2dt9997Jtq6E5Lvgkx0WJz8llu/7663PSSSdl/vz59T/M69ixYxYsWJBZs2YlKX1WrL322rnpppua7TNK9aFEH0rGjBmTo446qv62/UtSKBTSq1ev/OY3v8lWW23VwBU2DH0o0YePCQgpi8033zyTJ0/O6NGjl3uROXbs2Bx44IGpra2tH4HX3Pzzn//MLbfckhkzZuRnP/vZIvP22muvbLfddhkyZEiTHkG5LLW1tZk7d24ee+yxbLnllpUuhyZgwoQJueGGG3LDDTdk9uzZ9bcibcq/aqXkk3+8r24wZH8Amiu3jOOTnDsBls3n5NI9/vjj+fKXv5xisZhevXrl1FNPzT777FN/J4Jp06ZlzJgx+dnPfpaJEyemXbt2eeSRR7LZZptVuPLy0ocSfSh58cUX069fv8yZMyfrrLNOjj322HzpS19Kz549UywWM3HixIwZMybXXHNN3nvvvay//vp57LHHmt2ISn0o0YdFCQgpiy5dumTOnDmZPHlyWrduvcxl6+rq0qVLl7Rp0yaTJ09uoAobztVXX52f/OQnmTdvXnr37p0nn3xykfndunXLrFmzUlNTk2HDhuWoo46qUKVrzqc+9alMnTp1hfYHqs+HH36Yp59+OuPGjcuTTz6ZJ598cpFbwyy0wQYbNOkRhJQYMQawfG5DzCc5dwIsm8/JpTvkkENy1113Zfvtt88dd9yRtddee4nLvffee9lvv/3y/PPP5+CDD87VV1/dwJWuWfpQog8lRx55ZP7v//4vm2yySe6888507959icu99tprOeCAA/Laa6/lu9/9bn7+8583cKVrlj6U6MOiBISUxY477phXXnklL7zwwnIfbjt58uT07t07vXv3zlNPPdVAFTaMhx9+OAcccECKxWK23377HHnkkfmP//iPRZYZNWpUbrrppvzpT39KTU1NxowZk89//vMVqnjN+Na3vpXRo0fnkUceadZDsFkxL7/88iJh4AsvvJAFCxYkWTQQ7N69e/r06ZPdd989ffr0yac+9alKldyoPPbYY9l1110rXQar6eabby7btr75zW+WbVs0bc3h88GxAcCKcL6AFbPZZpvVjwpb3nXiww8/nP333z8bbrhh/v73vzdQhQ1DH0r0oWSLLbbIpEmT8rvf/S777LPPMpcdM2ZMDj744PTs2TPjx49voAobhj6U6MOiBISUxX//93/nZz/7WY477rj89Kc/Xeayw4YNy/nnn58f//jHOfXUUxuowobxjW98I3fffXcGDRqU66+/Pi1atFjqsieccEKuv/76HHDAAfnNb37TgFWuec8//3z22WeffO5zn8v//d//pWXLlpUuqUEMGzZspZYvFApZa6210rt37/Tv37/ZjLYcO3Zsxo0bVx8KfvJWZ58MBDfeeONFAsFevXpVoNo1b8aMGRk1alReeOGFzJ07NxtttFEOOOCA9O7de5Hl3n333bz++uuZNWtW5s6dmxkzZuSBBx7IDTfc4HZxzUC5bh+YNO3bIK3s5+SyNIdrCJ8Pjg0W5VqKT7I/lDh3ljhflNgfWJ6uXbumrq6u6u/wpQ8l+lCy8M5377zzTtq2bbvMZWfPnp0NNthAH/QhSfPuw0ICQsqirq4uX/7yl/OXv/wl3/nOd3LiiSemR48eiywzY8aMXH755bn44ouz1VZb5d57702bNm0qVPGasckmm2T69OkZN25cNt9882Uu++qrr2a77bbL+uuvn3/+858NVGHDeeKJJ3LEEUekffv2Oemkk7LzzjunZ8+eqampqXRpa8zq/NHapUuXXHDBBRk8eHCZq2p4n+zDJwPBTTfdtD4M3H333Vf5IfJNyZgxY3L00Udn5syZi80bOnRozjjjjEyePDlDhgzJgw8+uNgynsXYfHzyuOjZs2c6deq0ytta0r7SVPhy72M+H0ocG3ySa6nyauqjjO0PJc6dJc4XJfYHlmennXbKyy+/vEJ3+HrzzTfzmc98Jr169cqzzz7bQBU2DH0o0YeSbbfdNq+99lr++c9/1j9/cWmmTZuWTTfdNN27d88LL7zQQBU2DH0o0YdFVcewHta4ESNGZN99980///nP3HDDDbnxxhvzmc98JhtttFFat26d119/PX//+98za9asJMlGG22UE044YYnbKhQKueKKKxqy/LL54IMPkmSFRkItPDEv6YvBpm6HHXZIksybNy8TJkxYoecsFgqFJj8KokePHiv9x9r777+f6dOnZ9KkSTniiCMya9asHHrooWuowoZTLBaz+eabLxIIbrDBBpUuq0G99NJLOfzww/PRRx8lKR3zG264YSZNmpQ333wzF110UTbYYIOMHj06DzzwQJLScbDuuuumUCikffv2qa2tzU477VTBd7H6/Pq/pH379vXnwDfffDO9evXKgAEDcuCBB6Zr164Vrq7hDBgwYJW/1Hr00UczZcqUJCnbF2OV4vPhY46NErfOK3EttahqH2Vsfyhx7ixxviixP5QYSbl0Bx98cM4999xcddVVOffcc5e57JVXXpkkGTRoUANU1rD0oUQfSgYOHJjLLrssN910U44//vhlLvurX/0qSfKlL32pASprWPpQog+LMoKQslj4K7ZPjhZaVU351/BbbbVV3nzzzTz++OP59Kc/vcxln3/++ey2227N8t7e66yzziqt995775W5kqbhpZdeyimnnJL7778/HTp0yNNPP50NN9yw0mWtsttvvz2777571l9//UqXUlHHHntsfv3rX6dnz54ZMWLEIs8afeqpp3L44Yfn7bffzvz589OtW7dccskl2XPPPZtNILaQX/+X1NXV5d57782oUaNy9913Z8aMGSkUCikUCtl5553rv+Dq2bNnpUttdN54442cdNJJGTNmTIrFYtZZZ52cccYZGTJkSKVLW2U+Hz7m2CgxImT1NLdrqcQo49XRHPeHldUcz53OF6uuOe4PzptLN2/evAwcODCPPPJIjjjiiAwdOjTdu3dfZJm33norF154Ya6//vpsvvnmeeCBB9KhQ4cKVbxm6EOJPpR88MEH2WuvvfLPf/4z//Vf/5Wjjjoq7dq1W2SZ2bNn55prrsk555yT9ddfP4888khqa2srVPGaoQ8l+rAoASFlcd5555X1F2g//vGPy7athrTwC7999903N99881Jvp1ksFnPIIYfk7rvvzte+9rWMGDGigStds1577bVVWq+a/5ibP39+9tprrzz77LM5+eSTc9ppp1W6pFV26aWXpk+fPtlxxx2X+RzO5m7hLQtuvvnm7LfffovN//3vf58jjjgihUIhv/3tb/PlL3+5AlWueVtvvfUq//o/SWpqanL55Zc3+V//f9K8efMyduzYjBo1KnfeeWcmT55c36PtttsuAwcOzIEHHrjYCJFqs2DBglxxxRUZNmxYPvzwwxSLxXz1q1/N+eefny5dulS6vNXi82HJqvnYcOu81decrqVeeuml9OvXb6mjjJPkwgsvXKFRxj//+c8r9TYqqjntDyujOZ87P6mazxcroznvD4cddljZRlI25YDw+9///hKnz5kzJ7fddlvmz5+fVq1aZcstt0yPHj1SU1OT1157rX5ketu2bXPiiSemU6dOTTow1ocSfShZ2gjjGTNmZMSIEZk/f346deqUPn36LNKHRx55JO+++27atm2bs88+O7169WrSo8b0oUQflk9ACGX0r3/9K7vttltmz56dnXbaKUOHDk2fPn2y9tprJyn9+uCxxx7Lz3/+8zzyyCNp1apVHnrooWy55ZYVrpzGYNSoUTnssMOy00475c9//nOly1llC7/kbNeuXXbeeefstttu6dOnTz73uc81u+eOLsvChx5PnDhxiaNq33nnnWyxxRYpFAp57bXX6j8nKKmWX/8Xi8U8/vjjGTlyZO6888689tpr9V92bLHFFhk4cGAGDBiQrbfeusKVNqxx48blhBNOyPPPP59isZhPfepTufjii9O/f/9Kl1YWPh+Wr9qOjQ033LD+1nktW7ZMnz59qvLWeauruVxLGWVcHs1lf1hRzf3cuTTVdr5YUdW6PyxLcx5Jubp382rqQak+lOhDybJGGP97bxYut7Tp+qAPn5zelPuwLAJCKLM///nPOfzwwzNz5sz6D5COHTumpqYm77//forFYorFYtq0aZOrr746Bx10UIUrrqxisZjTTjst3bt3zw9+8INKl1NRCx9826lTp7z66quVLmeV/fuX3QuPg9atW2fHHXfMbrvtlt133z277LJLs7ttxSctvAhZ1gXEiixTzarx1/9//etfM3LkyNxxxx2ZMGFCktIxtPHGG9f/Gv5zn/tchatcc2bMmJEzzzwzN954YxYsWFD/K9YTTzwxrVq1qnR5ZePzYeU192PDrfPKo7lcSxllXB7NZX9Ynmo5d66o5n6+WB77w+Ka80jK888/v2zbaqp38kr0YSF9KPne975XtrvcXXXVVWXZTiXoQ4k+LJ+AkLJ45JFHVmm9Pn36lLmSxuGtt97Kz3/+89x+++2ZNm3aIvM6duyYfffdNyeffHI233zzClXYeDz11FPZe++906FDh7z11luVLqeiFixYkE6dOqVVq1aZOnVqpctZZW+//XbGjRuXp556Kk8++WSeffbZ+lERyceBYYsWLbLttttm9913z2677ZbddtttlZ9f2RgJAMqj2n79/0kvvfRSRo4cmdGjR+fZZ5+tDwsW3n61ubn55ptzxhlnZNq0aSkWi9l7771z0UUXZZNNNql0aWXn82H1NPdjw63zVl1zuZYyyrg8msv+sCzVdO5cFc39fPHv7A+LM5JyxcyfP7+qHw+ykD6U6ANUFwEhZbGqD4iuhi+9XnvttUyZMiXz589P586ds+mmmy712YTNyZgxY3LOOedkwoQJmTdv3jKXXXih/vTTTzdQdY3Tu+++m0022STrrLPOKj/HsTGaP39+nnvuufrA8KmnnsrLL79cP2R/4WdHoVDIVlttVX9L0j59+mT99devZOmrRQBQHtXy6/+lee6553LbbbflpptuyqRJk5rl/jJhwoSccMIJefjhh1MsFrPhhhvm/PPPz+DBgytd2hrj82H1VcOxkbh13spqLtdSPiPKo7nsD0tSjefOVVUN5wv7w+KqeSTl+++/n7XWWmuFl7/vvvty6qmnZty4cWuwqoanDyX6UDJv3ry0bNlyhZd/6aWXcvLJJ2fkyJFrsKqGpw8l+rCoFe8ELEOPHj2WGhDOnTs3kyZNyoIFC5IkG2+8cbbffvsGrK6yevbsWXW3gxo3blwOPfTQLFiwYIXufd6rV69mO0x7ZTzxxBNJ0ux+4dmiRYtst9122W677XLkkUcmKf3B9vTTT+fJJ5/Mk08+mWeeeSbvvvtuxo8fn+eeey6//OUvm/Wve1lxnTp1SpJ88MEHFa6k4fzlL3/JyJEjM3LkyPzrX/9KUgoJevbsmQMPPLDC1ZVPXV1dLrjgggwfPjxz5sxJixYtctRRR+UnP/lJOnbsWOnyaISq5dj4pEKhkF133TW77rprhg0btsit8/7+97/n73//e372s59Vza3zlqe5Xkuxaprj/uDcuWKq5Xxhf1iyah9Juf/+++f2229P586dl7ncq6++mtNOOy133XVXA1XWsPShRB9KvvGNb+Q3v/lN2rZtu8zlZs6cmfPOOy/XXnvtcgc7NEX6UKIPixIQUhbPPffcMufPnTs3Tz31VIYNG5aHH344xxxzTI455pgGqo6GduWVV2b+/PnZaqutcskll2S99dbLueeem5EjR+ZXv/pVdthhh0ybNi2XXXZZbrvtthx11FHZeeedK112RS1YsCAXX3xxCoVCVdzuZN11183ee++dvffeO0nyr3/9K9dee21uuOGGzJo1a7Ufqk3zsfAX3u3bt69sIWvYuHHjMnLkyIwaNSqvv/56/TGw6aab1o8Q2nHHHStcZfncc889+dGPfpSJEyemWCzms5/9bC699NJsu+22lS6NRqbajo3l2X777bP99tvnzDPPXOzWeZdddlmGDx9etT+uqbZrKZatOe4Pzp3LVm3nC/vD4oykLHn22Wfz5S9/OaNGjcoGG2yw2PzZs2fnwgsvzBVXXJG6uroUi8Xss88+Fah0zdKHEn0ouffee3PQQQfllltuWeqIyl/96lc555xz6n9c0Bzv0KEPJfqwKAEhDaJVq1bZddddM3LkyHz3u9/Naaedlt69e+cLX/hCpUtjDRg3blwKhUJ+9rOfZZdddkmSDB06NLfffnteffXVDBw4MD179swNN9yQSZMm5Ywzzki/fv2yzTbbVLjyynjllVdy+umnZ9y4cWnTpk2OOOKISpe0xr333nsZO3Zs7rvvvtx///31t45c+Id8hw4dms0zSt94443lBp7LW6ZHjx7lLqvJaI6//l/o0Ucfze2335477rgjb7/9dv0+sPC2gQMHDmx2F6HvvPNOTjnllIwcOTLFYjHrrLNOzj777Bx++OFle3B4U+LzYcmq8dhYFVtssUX222+/1NXV5Z133smkSZMqXVLFVOO1FEvX3PYH586lq8bzhf1hcUZSLmrXXXfNY489ln322SejRo1Kr1696ufdeuutOfPMM/PWW2+lWCxms802y3nnnZcvf/nLlSt4DdGHEn0o6d27dx599NEccMABue222xYZUfnEE0/k5JNPzrPPPptisZh11103p59+er773e9WsOI1Qx9K9GFRnkFIg3v55Zfz2c9+Nv369csdd9xR6XJYA2prazN37ty88cYb9Rfk8+bNS9euXTNo0KBcd9119cved999GTx4cL7+9a9nxIgRlSq5LFbl15offPBB3n333SSlcOyCCy7I9773vXKXVnHz5s3LuHHj6gPBv/zlL4vcgrampibbb7999txzz+y1117ZZZddmvyzIVb12az/rppvtbpgwYJ86UtfypNPPpn//M//zDnnnFPpklbLggUL8tBDD+X222/P6NGjM2XKlPpjYJtttsmAAQMyaNCgbL755hWudM3ZaKON8sEHH6RYLGattdbK97///dTW1q7StoYMGVLm6hqOz4dFOTZWzvJunXfeeedVuMJV51qqxDMIS+wPJc6dH3O+sD/8OyMpF/fRRx/lW9/6Vu65555suOGGuf322zNnzpycfPLJefzxx+v3nZNOOinf//73m/zf3UujDyX6UDJt2rQcdNBB+etf/5ott9yy/kcWZ5xxRm699dYUi8W0aNEihx9+eH7yk58s95asTZU+lOjDogSENLi6urp06dKlWT4snpINNtggH330Ud5888106NChfvp2222XtddeOw899FD9tOnTp6dXr17ZYIMN8tJLL1Wi3LJZZ511VnndTp065dxzz81hhx1Wxooq66WXXqoPBB955JF8+OGHST4eJbjxxhtnr732yp577pl+/frVP2uuuVid/eGTmvuXf0uz8Nf/d911V9q0aZNx48Yt8mvHpua4447LnXfeuciXljvuuGP9r9ub4wjJJVn4hfbCz4HVCcma8nHh8+Fjjo0VUy23znMtVbLws/K5555b6gjirbfeernLJE17lLH9ocS5s8T5osT+UGIk5bLNmzcvQ4YMyR/+8IestdZamTVrVubPn59CoZBDDjkkZ599drp06VLpMtc4fSjRh5L3338/X//61/Poo4+mW7dumTlzZj788MMUi8X07ds3F1xwQbbaaqtKl7nG6UOJPnxMQEiDe/LJJ/OFL3whbdu2repbITVnO+64Y1555ZWMGTMmu+66a/30gw46KGPHjs0bb7xR/yDYDz74IN27d28W+8P555+/UssXCoV07Ngxm222WfbYY4+0a9duDVXWsI455pjcf//9eeedd5J8HAius8466d+/f/bcc8/sueeezf6P+Icffrhs29p9993Ltq2G5tf/JZ/8MmfTTTfNgAEDstFGG63Stpryr73322+/sn1pc+edd5ZlO5Xg8+Fjjo2lq8Zb57mWKjHKuMT+UOLcWeJ8UWJ/KDGScvmKxWJOOOGE3HDDDUlKo2x/8Ytf5LOf/WyFK2tY+lCiDyUfffRRDjvssPzpT39KkvTs2TPnnntuBg0aVNnCGpg+lOhDiYCQBvWvf/0r3/72t/O3v/0t2223XR588MFKl8QacMIJJ+T666/Pdtttl+uuuy69e/dOkvz3f/93/cOPDz300CTJH//4x3z961/PZpttlmeeeaaSZVMmn/zjfcMNN8yRRx6ZPffcMzvuuGNqamoqXR4NzK//Sz55XKzulzpN+dfe8O8cGx9z6zwWMsoYFud8wScZSbnizjzzzFx66aXp0qVLRo4cmc985jOVLqki9KFEH5L58+dnyJAh+f3vf5/evXtn1KhR6datW6XLanD6UKIPAkLKZEVGiHz00UeZPHly/b+HDx/eLL70ZXGvvvpqdt9997z//vupqanJr3/96+y///554YUXsttuu6Vdu3Y5+uij06pVq1x77bWZPn16Dj/88Fx66aWVLn213HXXXdlzzz2bza+VV9Unv9QqFArp3Llz+vXrlz322CP9+vXLpptuWsHqGo79ocSv/0v82rvkrrvuyl577VU/irxa+Xz4mGOjxK3zShwbJUYZl9gfSpw7S5wvSuwPJfaHktdff32Flrvkkkty3XXXpVOnTrnxxhuXeF3RlG9JrQ8l+rDiisViTjzxxFx//fXZeOONM2rUqCb9SJNVpQ8l1d4HASFlsTK/cm3VqlV++MMf5owzzliDFVFpf/nLX3LSSSflySefzE033ZQBAwYkSX784x/nyiuvrL+YLxaLqa2tzSOPPJKuXbtWsuTV1rlz57Ru3Tr9+vXL/vvvny996UvZYIMNKl1Wg5s4cWIeeOCBPPDAAxk7dmymTp2a5ONfdXbv3j39+/evDw2ba4/sD7A4x0WJPvDv3DqvxLHBJ9kfSvSBT7I/8EnrrrtuWbbT1G9JrQ8l+lCiDyX6UKIPyycgpCxW9FeurVq1yhZbbFG2g5PGb8aMGWnVqlU6dOhQP+13v/td7rrrrrz33nvZeuutc8wxxzSL4dvTp0/P/2vvvqOrKtM9jv92QkILhF4CCUVwBAyggihNpA0hAREHEVCkjKCOoyCCxEERdRRRBKXICIMNUUYYikQQ8EqkShGHJgOCEEKoGUIghJpz/3hXThJIoZxzNpz9/ayVta47O+c+eeb5Acn77vcsXrxYixcv1vfff6+0tDQ1aNBAHTt2VMeOHf3ufYKu1LZt2/TDDz8oPj5eq1ev1qlTpyRlLRjWrl3bvVjYvHlzlS5d2s5yPYZ5MNj9b7Db2yAXBn3IQjYMjs4zyIbB350G82DQB4O/LwzmwWAeDE8dSS1JJ06c8Nhr+Rp9MOiDQR8M+mDQh4KxQAgAXnD+/Hn9+OOPWrRokRYvXqzExERVrVpVHTp0UHR0tFq0aKFChQrZXabPXbx4URs2bNDy5csVHx+v9evX69y5c5LMgmFAQIAiIyPdTxi2bdvW5oo9w8nzwC5ngz5czsm5yM7pfSAbBkelXc7J2SAXl3PyPGTn5D6Qi8sxD8wDgMslJCR47LUiIiI89lq+Rh8M+lAwFggBeFxoaKgCAgJ0+PBhBQcH213ODWHLli369ttvtWjRIv3yyy8KCQlRmzZt1LFjR7Vv395vnpq7WqdPn9bq1asVHx+v+Ph4bd682f05f35830nzwC5ngz4UzEm5yI/T+kA2cKWclA1yUTAnzUN+nNQHclEw5oF5AADgarFAiKv29NNPe+R1LMvSpEmTPPJauLFERkZq//79WrNmjerUqWN3OTecQ4cOadGiRVq0aJHi4+N14cIFNWnSRB07dlSHDh1Uq1Ytu0v0meTkZK1fv17r1q3TunXrtGHDBp05c8Z9xNrNfEzalXLSPDh5l3N29KFgTspFfpzWBydng6PSro6TsuHkXFwpJ81DfpzUB3JRMOaBeXCyCxcuaPPmzUpLS1O1atWu6KmfrVu3SpLjFpd79eoly7I0Y8YMu0vxiePHjystLU3p6ekKDg5WSEiIypYta3dZPkcfDPpgsECIq5b9PVIudenRSJn35HbdKb/8d6KPPvpIQ4cO1YABA/TOO+/YXc4NLT09Xd9//70WL16s7777TkePHlWtWrX0+uuvKyoqyu7yPMrlcmnr1q3uxcB169bp999/z/F5ybxX6R133KHmzZtr5MiRdpVrCyfNg+SsXc75oQ/5c1ou8uLEPjgpGxyVdu2clg0n5eJaOG0e8uK0PpCL/DEPzIOTvPvuu3r//fd18uRJ97XIyEiNHDky37cwyTwJy19PMcpL5u94/fX3s+vWrdOCBQu0YsUK7d69W6dOnbrsniJFiqhWrVpq2bKlunbtqkaNGtlQqXfRB4M+5I4FQly1t956K9frBw4c0Oeffy5JKlWqlJo1a6bw8HAFBgYqISFBa9eu1dGjR1WyZEmNHj1aVapUUatWrXxYOXzprbfe0jvvvKM///nPeuKJJ1S7dm27S7rhuVwurVu3TosXL1bt2rXVs2dPu0u6LsnJyVq3bp37CcFNmzYpLS3N/fnMBcHChQvrrrvuUrNmzdS8eXM1adJERYsWtavsG4a/zUNBnLTLOT/0IX9Oy0VenNgHf88GR6V5htOy4e+5uF5Om4e8OK0P5CJ/zAPz4M8GDhyoWbNmyeVyqXDhwipZsqSOHj0qSQoMDNQ777yj/v375/q1/rJQdvr06au6v3LlyrIsSwcPHszxIEixYsU8XZpPHTp0SAMGDNCPP/4oSbk+5HKpzIdb2rVrpw8//FDlypXzao2+QB8M+pA/FgjhEUePHlWLFi109OhRxcbG6sknn1RISEiOe86cOaOpU6dq1KhRqlixon788UdHPrbrBN27d5ckbd68WQcPHpQkFS9eXKVKlVJgYGCeX5f9/eecIj09XVu3blVGRobuvPNOBQUF2V3SdRs4cGCeTwdKUtGiRdW4cWP3gmDjxo1VuHBhO0q94fjjPFwLp+1yzgt9MMiFQR+y+Hs2OCrt6pANw99zcaWYB4M+GOTCYB4M5sG/zZ8/X71791ZAQIBeeeUVPf300ypcuLAOHjyoESNGaPbs2QoMDNS3336re+6557Kv95cFwlKlSl33a1iWdVM/SXn8+HG1aNFCiYmJCgoKUkxMjNq2bav69esrLCxMISEhCg4O1pkzZ3Tq1CklJSVp69atWrZsmeLi4nTu3DnVqFFD8fHxKlmypN3fzjWjDwZ9KBgLhPCIwYMH6+OPP9Yrr7yi559/Pt9733//fb3yyivq16+fxo0b56MK4UuhoaFX/TX+8A+xvKSlpWnatGn66aef9OGHH7r7Ex8fr/79++vYsWOSpPLly+ujjz7S/fffb2e51+3S//2LFy+uu+++W82bN1fz5s111113OfaHUsl583C9nLbLOS/+3gdyYdCHq+fv2ZA4Kk0iG1fL33PBPBj04eqQC+YhO3+ah++++84jr/PHP/7RI69jlwceeEDx8fF64okncn2rm/79+2v27NmqUaOG1q1bp+Dg4Byf95cFwgYNGmjv3r3X/TonTpy4/mJs8tJLL2nSpEmqWbOmvv7666t6UnjPnj166KGH9Pvvv+vZZ5/Va6+95sVKvYs+GPShYCwQwiPq1aunAwcO6Lfffivwkdvk5GTVrFlTVapU0fbt231UIXxp5cqV1/R1zZs393Al9ktNTVW7du303//+V5K0a9culS9fXmlpaapfv76OHTumokWLyuVy6cyZMypWrJjWrl2ratWq2Vz5tQsPD1eTJk3UvHlzNWvWTHfeeWe+T446iRPn4Vqwy9lwSh/IhUEfrpxTspEbJx6VRjaujFNywTwY9OHKkAvmITt/nYfMha3rcbM/MSZJ1atXV0pKitavX5/rW9ycPHlSd955p44ePapRo0bpueeey/F5f1kgTEtLU2xsrD799FNZlqV+/frpueeey3VGXC6X6tevL8uyLjvRKyIiwlcle1yDBg20b98+xcXFqVmzZlf99StXrlR0dLRq1KihX375xfMF+gh9MOhDwQLsLgD+4ciRI5KkEiVKFHhv8eLFJcm9gw3+JyEhQQkJCe4nxgr62L9/v1JTU+0u2yvGjh2rHTt2KCQkRM8995w7I3PnztWxY8dUq1Yt7dy5U7///rtatmyp9PR0TZo0yeaqr8/kyZP1+eefa9CgQWrcuDGLg9k4cR7ykpaWpvfff189e/bMsTsxPj5ekZGRateunf74xz+qbt26+uGHH2ys1LvoA7nIRB9yIhu5q1Spkvr27at//etf2rt3rz799FPVrFlT77//vho1aqRGjRpp0aJFdpfpUWQjC7lgHjLRhyzkgnnIzonz8PXXX6tTp05yuVzuj0qVKik8PPyKP6pWrWr3t3HdTp06JcksFOamRIkSevnll+VyuTR27FglJyf7sDrfKV68uD744APNmjVL5cuX1/Tp0/Xkk0/K5XIpIiIix0f2TQKXfu5mlvlWR40aNbqmr2/cuHGO17lZ0QeDPhSMN6+AR5QtW1aHDh3SqlWr1Lp163zvzXy6zJ/f3NPpnnrqKQUEBFzxMR0vvviiAgICPHIMwo0mLi5OlmVpypQpiomJcV//7rvvZFmWBgwY4D7DesSIEWrfvv1N/4PK448/ruDgYLVs2VLR0dH64x//qEqVKtld1g3BifOQm0t3OZ87d06S+YG+X79+OXY5HzlyRD179vTLXc70wSAXBn3IQjauTNGiRRUTE6OYmJgcR6Xd7E8AXIpsGOTCYB4M+mCQC4N5MJw6D+3bt1f79u01Y8YM/eUvf5FlWZo3b55uu+02u0vzqXLlyunQoUPat29fnicqPPbYY5o2bZo2b96sF154QR9//LGPq/SdDh06aO3atXruuef0zTffqGnTpnrzzTf1+OOP212a15UpU0aHDh3S3r179Yc//OGqv37fvn2SdNMf408fDPpQMJ4ghEe0atVKLpdLw4cPz/fJwKNHj+rFF1+UZVkFLiTi5rF//36tWrXK/SGZowpWr16d43puH19++aVOnjypM2fO2PxdeEdCQoIkqWXLljmur1mzRpJy5CAyMlKS6efNbPfu3Ro3bpyKFi2qv/3tb6pTp45atWqlMWPGaOvWrXaXZysnzkNu2OVs0AeDXBj0IQvZuDLp6elav369fvrpJ/dRoyNHjryp30cpN2TDIBcG82DQB4NcGMyD4fR5ePTRR/3iScBrlfmUz7vvvpvnPZZlafz48QoICNDcuXM1depUX5Vni7Jly2rGjBmaPHmyAgIC9Nxzz+nhhx92nwLnr1q2bCmXy6Vhw4YpPT39qr727NmzGjp0qCzLUqtWrbxToI/QB4M+FIwFQnjEsGHDVKxYMe3cuVNNmjTR+PHjtWXLFh0/flwpKSnasmWLxo0bp3vuuUe//fabihUrphdeeMHusuEhM2bMUHR0tPsj82zzjh075rie28dTTz2ljIwM3X777TZ/F96R2YuAgKw/bnfu3KmjR4+qQoUKOc7Gz8jIkCRdvHjRt0V6WOnSpdWjRw99+umn+v333zV79mw1atRIn332mZo3b67bb79dL7zwgn744QdduHDB7nJ9yonzkJvsu5xHjRqlIkWKSLp8l3OxYsU0YsQIuVwuv9zlTB8McmHQhyxkI4sTj0q7FNkwyIXBPBj0wSAXBvNgMA+6pvfX8heZx2h+9dVX6tKli+bOnasdO3ZctiBw5513KjY21r1g8Oqrr/r9glmvXr20atUqNW3aVN99952aNGmiefPm2V2W1wwdOlQhISGKj4/X3XffrYkTJ7qfLM7Ljh07NHHiRDVu3FjLly9XiRIlNGzYMB9V7B30waAPBeOIUXhEzZo19eWXX6pPnz46duyYXn31Vb366quX3edyuVS2bFl9+umneZ4LjptPaGiowsPD3f+dkJAgy7JyXMuLZVmqXr26Ro8e7c0SbVOtWjXt3LlTa9asUbt27SRJ8+fPlyTdd999Oe7dsmWLJP86fjcoKEht2rRRmzZt9O6772rLli369ttvtWjRIk2bNk0hISFq06aNOnbsqPbt2/v1I/sS85CJXc4GfTDIhUEfspANw6lHpV2KbBjkwmAeDPpgkAuDeTCYB6l58+bavn27e3HUSZo1a6bXX39dI0eO1A8//KDly5dLkqZPn66uXbvmuHfo0KFKSkrS9OnTNX78eI0fP973BftYRESE4uLiNHHiRL3++uvq06ePHnroIbvL8oratWtr9uzZ6tOnjxISEjRixAiNGDFCQUFBqly5skJCQhQUFKRz587p1KlTOnTokM6fPy/J/N66cuXK7vf5vpnRB4M+FIwFQnhMq1attH79ek2ePFkLFy7Url275HK5JEmBgYGqW7euOnXqpD//+c8qW7aszdXCk55++mk9/fTT7v8ODQ2VlPXDh5NFRUXpv//9r4YMGaKxY8cqPT1dEyZMkGVZevDBB9337dq1S8OHD5dlWe6jMfxRZGSkIiMj9eKLL+rQoUNatGiRFi1apGeffdZ9PFrHjh3VoUOHPN834GbGPBj57XKuWLGiY3Y50weDXBj0IQvZMDKPSitRooT69++f61FpP/zwgwoVKqTu3btrxYoVmjRpksaMGWNz5Z5FNgxyYTAPBn0wyIXBPBjMg9S7d2/17t3b7jJs8+yzz6pp06aaPHmy4uPj830LpHHjxqlRo0Z6++233e8x5u8sy9Jf//pXtWnTRk888YRmz55td0lec++992rTpk365JNPNG/ePG3YsEHnzp3L83/rQoUKqVGjRnrwwQf1+OOPq2jRoj6u2Dvog0Ef8scCITyqfPnyGjlypEaOHKkzZ84oJSVFgYGBKl26tAoVYtycokePHu5/nDvdoEGD9K9//Uv79u1Tt27dJJkdKJGRkerYsaMk6aOPPsrxqPrAgQNtqdXXKlWqpL59+6pv375KT0/X999/r8WLF+v999/XiBEjVKtWLb3++uuKioqyu1SPYR4Mdjkb9MEgFwZ9yEI2jOxHpcXExLivX3pUmiSNGDFC7du397uj0iSykYlcGMyDQR8McmEwDwbz4DmJiYmqXLmyAgMD7S7lqjVq1EjTp0+XJJ08eVJBQUF53turVy/16tVL27dv1y+//KIDBw7k+PzN3If81K1bV8uXL9f48eO1Z8+eAu+/WftQrFgx9wMNZ86c0e+//679+/crLS1NZ8+eVeHChVW8eHGFh4erZs2aKly4sN0lewV9MOhD3lixgdcUKlRIQUFBysjIcD9JCGeYMmWK3SXcMEqXLq3vvvtOsbGxio+PV1BQkFq2bKm3337bfc/Zs2flcrkUGhqqN954w5HvG1C0aFHFxMQoJiZGLpdL69at0+LFi3X8+HG7S/Mo5sFgl7NBHwxyYdCHLGTD4Kg0g2wY5MJgHgz6YJALg3kwmAfPadCggVatWqXbbrvN7lKuS+bpCwWpW7eu6tate9l1f+lDboKCgjR06NArutcf+lCkSBHVqVNHderUsbsUW9EHgz7kZKWmprJyA49JTk7W1KlT9c0332jHjh3u4xosy9Ktt96qzp07a+DAgezSArLZu3evDh8+rIYNGzpqh0p26enp2rp1qzIyMnTnnXfmu8vP3zlhHo4fP66mTZsqKSnJ/bRx5i7nlStXSrp8l3NcXJzf/SKDPlw5J+TiSjilD2TDqFixos6ePavExESFhIRIMkelNW7cWBUrVtTOnTvd9546dUpVqlRRcHCwjh49alfJtnFCNsjFlXPCPFwJJ/SBXFw55oF5uBplypTR6tWrb+oFIU+gDwZ98A8XLlzQ5s2blZaWpmrVqikiIqLAr9m6dask6fbbb/d2eTeUXr16ybIszZgxw+5SfCKg4FuAK7NmzRo1adJEo0eP1tatW3XhwgW5XC65XC5lZGRox44deuedd9SkSROtXr3a7nKBG0b16tXVpEkTv/1BLVNaWpref/999ezZUydOnHBfj4+PV2RkpNq1a6c//vGPqlu3rl8ekXalnDAPmbucY2JiFBISotKlS6tLly453gMhc5dzyZIl9cEHH/jlD+704co5IRdXwil9IBtGtWrVJGU9MShxVFpenJANcnHlnDAPV8IJfSAXV455MJgHAE707rvvqkaNGmrdurU6deqk+vXrq0WLFlq2bFm+X9esWTO1aNHCR1XeOBYuXKiFCxfaXYbP8AQhPOLAgQNq0qSJTp48qbCwMP3lL3/RfffdRbi2kAAATZBJREFUp7CwMFmWpYMHD+qHH37QxIkTdfDgQZUsWVI//fSTwsLC7C4d8Jlt27YpLi5OO3bs0LFjx5Senq6lS5fq0KFD2rhxo6KionK8obo/SU1NVbt27fTf//5XkjnWpXz58kpLS1P9+vV17NgxFS1aVC6XS2fOnFGxYsW0du1a9y9H/ZGT5+FKOGGX85VwWh/IhUEfCuaEbIwcOVLjx49XtWrV3EelPfPMM0pNTdXMmTPd7yu1a9cu/fnPf9Z//vMfde7cWZ999pnNlXsP2cifE3KRHfNg0If8kQvmITunzcO14okxgz4Y9OHmNnDgQM2aNUsul0uFCxdWyZIl3SeOBAYG6p133lH//v1z/drQ0FBZlqWUlBQfVux5p0+fvqr7K1eu7F7PyP62acWKFfN0aTcE3oMQHjFu3DidPHlS9evX1zfffKNSpUrl+HyZMmVUr1499ezZUzExMdq+fbvGjx+vMWPG2FMw4EPp6el69tlnNXv2bPdTtZLcx54cPHhQPXv2VJ06dTRjxgzVqlXLznK9YuzYsdqxY4dKlCih/v37u98LYO7cuTp27Jhq1aqlH374QYUKFVL37t21YsUKTZo0yS//jGAerkz16tVVvXp1u8uwnVP6QC4M+nDlnJCNQYMG6V//+pf27dunbt26Sco6Ki1zcfDSo9IGDhxoS63eRjaujBNyITEPmejDlSEXzEN2TpkHAJDM6SNfffWVAgICNHLkSD399NMqXLiwDh48qBEjRmj27NkaOnSo6tWrp3vuucfucr3mah9Qyvy7s3LlyjmuHT9+3KN13ShYIIRHfP/997IsS6NHj75scTC7MmXKaPTo0erUqZOWLl3quwIBm1y8eFGPPPKI4uPjFRwcrG7duumuu+7S4MGD3fdUrFhR1atX16+//qoHHnhAa9asUcmSJW2s2vPi4uJkWZamTJmimJgY9/XvvvtOlmVpwIAB7u95xIgRat++vV8eM8o8XI5dzoaT+0AuDPqQOydnI/OotNjYWMXHxysoKEgtW7bU22+/7b4n86i00NBQvfHGG355VBrZuJyTc8E8GPThcuSCecjOyfMAwPyuyRP++Mc/euR17DJ9+nRZlqU///nPOf5OqFy5sv75z39KkmbPnq0nn3xS69atU3BwsF2lelW1atW0d+/e63qN7E8S+huOGIVHVKxYUWfPntXhw4cLPKbh7NmzqlChgooUKaLDhw/7qELAHjNnztRTTz2lcuXKaf78+e439r30Mf0zZ84oJiZGGzZs0LBhw/TSSy/ZWLXnVahQQefOnVNCQkKOH0Rr1aqlY8eOaf369apdu7Yk8+h/5cqVVbRoUR06dMiukr2CeciS3y7nlJQUbdq0Sa1atfL7Xc70gVxkog85kY0r44Sj0shGFnLBPGSiD1nIBfOQHfPgGRwpadAH42bsQ+aff9fDH54Yq169ulJSUnL8zi27kydP6s4779TRo0c1atQoPffcczk+7y9HjKalpSk2NlaffvqpLMtSv3799Nxzz+U6Iy6XS/Xr15dlWdq8eXOOz0VERPiqZJ9iuww8IvMXEqdOnSrw3sx7/PWXGEB2n3zyiSzL0ltvveX+QS03RYoU0ciRI+VyuRQXF+fDCn0j8y/d7Ls0d+7cqaNHj6pChQo5/qGSkZEhyeyE9TfMg5G5y/nrr79WUFCQevXqpXHjxuW459JdzqmpqTZV6z30wSAXBn3IQjauXPXq1dWkSRO//nc12TDIhcE8GPTBIBcG82AwDwAyff311+rUqZN7o4DL5VKlSpUUHh5+xR9Vq1a1+9u4bpm/g8/raOUSJUro5Zdflsvl0tixY5WcnOzD6nynePHi+uCDDzRr1iyVL19e06dP15NPPimXy6WIiIgcH9WqVXN/3aWf81csEMIjbr31VknSnDlzCrw3854//OEPXq0JuBHs3LlTkhQVFVXgvXfeeackaffu3V6tyQ6Zf8GuWbPGfW3+/PmSpPvuuy/HvVu2bJEklStXzkfV+Q7zYMyaNUvLly9X2bJl9X//93+aNGmS+vXrl+OesLAw/fTTT2rcuLEOHDigiRMn2lSt99AHg1wY9CEL2bjctm3bNGbMGPXr10+dO3dWu3btJEmHDh1SXFyce3ONPyIbBrkwmAeDPhjkwmAeDOYBQKb27dvr888/16RJkySZTevz5s3Tli1brurjZpf5e7V9+/blec9jjz2mBg0aKDU1VS+88IKvSrNFhw4dtHbtWsXExGj16tVq2rSpPv30U7vLsh0LhPCIhx9+WC6XSyNHjtSCBQvyvO+bb77RyJEjZVmWunXr5sMKAXucO3dOkhQYGFjgvWfOnJGk6z4G4UYUFRUll8ulIUOGaOnSpVqwYIEmTJggy7L04IMPuu/btWuXhg8fLsuy1LhxYxsr9g7mwWCXs0EfDHJh0IcsZCNLenq6nnjiCTVv3lxvvvmm5syZo/j4eK1fv16SdPDgQfXs2VNNmzbVb7/9ZnO13kE2DHJhMA8GfTDIhcE8GMwDgEs9+uijfvEk4LXK/L3au+++m+c9lmVp/PjxCggI0Ny5czV16lRflWeLsmXLasaMGZo8ebICAgL03HPP6eGHH9aRI0fsLs02LBDCI/r166d77rlHp0+fVu/evdWsWTP97W9/08SJEzVp0iT97W9/U4sWLfTYY4/p9OnTatKkifr372932YDX3XLLLZKk77//vsB7M3/Z54+PrQ8aNEhhYWHat2+funXrpt69e+vEiRO6/fbb1bFjR0nSRx99pMaNG+s///mPJGngwIF2luwVzIPBLmeDPhjkwqAPWciGwVFpBtkwyIXBPBj0wSAXBvNgMA8ActOsWTO7S7BN5jGaX331lbp06aK5c+dqx44dSk9Pz3HfnXfeqdjYWLlcLg0bNkyvvvqq3y+Y9erVS6tWrVLTpk313XffqUmTJpo3b57dZdmCBUJ4RKFChTRnzhw98sgjkqStW7dq0qRJGjFihP72t79p0qRJ7jf27N69u77++usr2t0G3Oy6dOkil8ul4cOHa9euXXned+bMGY0aNUqWZSk6OtqHFfpG6dKl9d133ykmJkYhISEqXbq0unTpotmzZ7vvOXv2rFwul0qWLKkPPvjAL/8RxzwY7HI26INBLgz6kIVsGByVZpANg1wYzINBHwxyYTAPBvMAIDfNmzfX7bffriJFithdis81a9ZMr7/+uizL0g8//KC+ffvqnnvu0aJFiy67d+jQoerXr58yMjI0fvx499uJ+bOIiAjFxcXpjTfeUFpamvr06ePIB5pYIITHhISE6B//+Id+/vlnvfHGG+rWrZtat26t+++/X3/605/0+uuva+PGjfroo49UsmRJu8sFfOLpp5/WrbfeqsTERDVr1kxDhw7V3Llz3Z//z3/+oxkzZqh169bavn27KleurGeffdbGir0nIiJCX3zxhRITE/X777/r008/VaVKldyf79Spk5YsWaJdu3apd+/eNlbqPcyDwS5ngz4Y5MKgD1nIhsFRaQbZMMiFwTwY9MEgFwbzYDAPAHLTu3dvrVy5UtWrV7e7FFs8++yzWrp0qR566CGVLVtWLpcrz3vHjRunyZMnKyIiIt/7/IllWfrrX/+q5cuXq169ejkeZHAKKzU11Rn/awOATQ4dOqTHHntM69aty3OHosvlUq1atTRz5kz94Q9/8HGF8CXmQRo7dqxee+01Va1aVfPmzVPt2rUlSaGhobIsSykpKZLMzt77779fv/76q55//nm98sorNlbtefQhC7kw6INBNozq1asrJSVF+/fvV4kSJdzXL+2DJKWlpSksLExFixbVoUOHbKjWu8gGuciOeTDoA7nIjnlgHjypTJkyWr16tW677Ta7S7EVfTDog5GYmKjKlSvf9CfinTx5UkFBQQU+Ubl9+3b98ssvOnDggIYOHeq+7i99yM358+c1fvx47dmzR5L04Ycf5nmvP/WBBUIA8AGXy6WFCxdq9uzZ2rRpk44cOaKLFy+qTJkyioyMVOfOndW9e3cVLlzY7lK9btu2bYqLi9OOHTt07Ngxpaena+nSpTp06JA2btyoqKgoBQT49wPuTp+H9PR0tWzZUjt37lThwoX1+OOPq2nTpurTp48sy1J8fLy2bNmiyZMna9u2bQoLC9OaNWtUqlQpu0v3KPqQk9NzkYk+kI1MYWFhOn36tJKSklSsWDH39dwWCJOTk1WzZk0VK1ZMBw8etKFa73N6NshFTk6fh0xO7wO5yIl5YB48pWHDhpozZ477qUynog8GfTDKli2rVatWOX6hlD4Y/tQHFgjhMadPn9bnn3+uX3/91X32e34sy9KkSZN8UBmAG0F6erqeffZZzZ49Wy6Xy31cQeYvOTdt2qRWrVqpTp06mjFjhmrVqmVzxfAmdjkb9AHIHdmQWrRooS1btujzzz9Xp06d3NdzWyBcvHixunfvrttuu00//fSTDdXCF8gFcDlygeyYh4Jt3LhRP/74ozIyMtS2bVs1aNDA7pJsQR8M+nDleJLSoA+GP/WBBUJ4RHJystq3b6/du3dL0hWdU3zpLzYApzh16pSSk5PduzmdsGPx4sWL6tq1q+Lj4xUcHKxu3brprrvu0uDBg91/FiQlJSkqKkp79+5V1apVtWbNGke8X6kT5yGT03c5Z6IPl3NyLrJzeh+cng2OSsubk7Ph9FzkxsnzkJ2T+0AuLsc8OHsetm7dqldffVXr1q3Tzz//rHLlykmSJkyYoFdeeSXHZt2XXnopx/GB/oQ+GPTBM/xpQeh60AfDn/rAAiE8YvDgwZo+fbok6d5779U999xzRf/Yio2N9XZpwA0hKSlJkydP1jfffKN9+/bl+FyVKlXUqVMnPfPMM6patapNFXrXzJkz9dRTT6lcuXKaP3++br/9dkm5/5IzJiZGGzZs0LBhw/TSSy/ZWLX3OH0egNyQC4M+IBNHpeVENpAd82DQB2THPECSdu3apfvvv18nT56UZVnatWuXypcvr6SkJDVo0EDnzp3T3XffraCgIK1atUqWZWnRokW699577S7do+iDQR88x58WhK4HfTD8qQ8sEMIj6tSpo4MHD+qpp57SW2+9ZXc5wA0lLi5OAwcO1KlTp/J8utayLIWEhGjq1KmKiorycYXe1759e61bt04fffSRHn74Yff13I5JW7FihWJiYnT77bdr1apVNlTrXcxD7py8yzk7p/aBXBj0IW9OzQZHpRlkI3dOzQXzYNCH3JEL5iE7J87DwIED9dVXX6levXoaNWqU2rRpo4CAAI0fP14jR45Uq1atNH/+fEnSkCFDNG3aND300EPuTf/+gj4Y9MFz/GlB6HrQB8Of+sACITyifPnyOn/+vH799VdVrlzZ7nKAG8a2bdt033336fz586pYsaKee+45tW/fXuHh4QoMDNT+/fu1dOlSjR8/XklJSQoODlZ8fLzq1q1rd+keVb16daWkpGj//v0qUaKE+3puC4RpaWkKCwtT0aJFdejQIRuq9R7mISd2ORtO7wO5MOjD5ZyejUxOPyqNbOTk9FwwDwZ9yIlcMA/ZOX0e6tatq6SkJC1btkyNGjVyX+/cubN+/PFHTZs2TX/6058kmafLGjVqpKpVq2rbtm12lewV9MGgD57jTwtC14M+GP7UBxYI4RG33367EhMTdfjwYb/95QRwLfr06aO5c+eqXr16WrhwocqUKZPrfcnJyYqJidH27dvVtWtXffzxxz6u1LvCwsJ0+vRpJSUlqVixYu7ruS0QJicnq2bNmipWrJgOHjxoQ7XewzxkYZezQR/IRSb6kBPZQCaykYVcMA+Z6EMWcsE8ZMc8SOXKldOFCxdy/H7u4sWLCg8P1+nTp91HTErSuXPnVL58eQUHB+vo0aN2lu1x9MGgD57jTwtC14M+GP7UhwC7C4B/yPxH1YoVK2yuBLixrF69WpZlacyYMXn+oCZJZcuW1dtvvy3JP3N0yy23SJK+//77Au9dv369JCkiIsKrNdmBeTC2bdumxx9/XCdPnlSFChX05ptvasOGDTp8+LCOHTumTZs2acyYMapcubJOnjyp3r17a/v27XaX7XH0wSAXBn3IQjbydurUKe3bt0979uzJsbnGn5ENg1wYzINBHwxyYTAPBvNgFClSRJJ08uRJ97UNGzYoLS1NtWrVci8GSebfFZIUEOB/vx6mDwZ9AFAQEg+PeOmll1SzZk0NGTJEe/futbsc4IaR+cu7u+++u8B7mzRpIklKTU31Zkm26NKli1wul4YPH65du3bled+ZM2c0atQoWZal6OhoH1boG8yD8c477+j8+fOqV6+e1q5dq7/85S+qXbu2ihQpoqCgINWsWVMDBw7UypUrVbduXZ07d07vvPOO3WV7HH0wyIVBH7KQjZySkpI0YsQINWjQQFWrVlWDBg105513qnr16qpXr56GDx+uxMREu8v0GrJhkAuDeTDog0EuDObBYB6MzKdZFixY4L725ZdfyrIstW7dOse9P/74oyRz9Kq/oQ8GfQBQEBYI4RFnzpzRJ598ojJlyqhx48Z69tlnNWPGDMXHx2vVqlV5fgD+LvN9DY4dO1bgvSdOnJDkn0/OPf3007r11luVmJioZs2aaejQoZo7d6778//5z380Y8YMtW7dWtu3b1flypX17LPP2lixdzAPBrucDfpgkAuDPmQhG1ni4uJ09913a+LEidq7d69cLleOj8TERE2ZMkX33HOPFi1aZHe5XkE2DHJhMA8GfTDIhcE8GMyD8fDDD8vlcik2NlavvPKKhg4dqk8//VSS1KNHD0nmuNmPP/5YgwYNkmVZuu++++ws2Svog0EfABSEBUJ4xG233aaWLVtq06ZNOnfunD777DM988wzeuCBBxQdHZ3rR0xMjN1lA1730EMPyeVyafLkyQXeO336dElyv0G0PylatKi++eYb3X333Tp79qymTp2qvn37yrIsSdJ9992nZ555Rtu2bVOtWrU0b948lSpVyt6ivYB5MNjlbNAHg1wY9CEL2TA4Ks0gGwa5MJgHgz4Y5MJgHgzmwejfv79atGihM2fO6IMPPtDUqVOVkZGhrl276o477pAkzZw5U4MHD9bx48dVokQJDRo0yN6ivYA+GPQBQEEK2V0A/EN4eLj7F/0AsrzwwgtatmyZJk6cqLS0ND3//PMKDw/PcU9KSoomTpyo9957T/Xr19fgwYNtqta7KlWqpCVLlmjhwoWaPXu2Nm3apCNHjujixYsqU6aMIiMj1blzZ3Xv3t395tn+hnkwqlatqj179ujYsWMKCwvL915/3uVMHwxyYdCHLGTDyH5U2sKFCy97GiLzqLQ//elPiomJ0fbt2/XOO+/o448/tqli7yAbBrkwmAeDPhjkwmAeDObBCAwM1Ny5czVt2jTFx8crODhYLVq0UP/+/XPcFxQUpBYtWmjUqFGqVq2aTdV6D30w6AOAglipqakuu4sAAH81ceJEnT59WhMnTlRqaqoCAwNVt25dVa1aVcHBwdq/f7927Nih06dPS5KioqJUunTpXF/LsixNmjTJl+XDw5gH4+9//7vGjBmjv/71r3rjjTfyvXf06NF66623FBsbq+HDh/uoQt+gDwa5MOhDFrJh3HrrrTpy5IgWLlyo5s2b53vvjz/+qE6dOql8+fL67bfffFShb5ANg1wYzINBHwxyYTAPBvNw5S5cuKBChXhmhD4Y9OHKlClTRqtXr3a/r6NT0QfDn/rAAiFuGHfccYdmz56tW265xe5SAI8JDQ2VZVlyua7/j1rLstzHpviDU6dOKTk52f0EoT8eKXop5sE4e/asOnTooE2bNqlv374F7nKuV6+eli1b5ndPltIHg1wY9CEL2TAqVKigc+fO6ciRIwoODs733rNnz6pChQoqXLiwjhw54qMKfYNsGOTCYB4M+mCQC4N5MJgHAN7kTwtC14M+GP7UB7YH4Iaxb98+nT9/3u4yAI968cUXOX43m6SkJE2ePFnffPON9u3bl+NzVapUUadOnfTMM8+oatWqNlXoXcyDMXXqVEVFRWn37t36+OOP9dlnn+W7y7lq1ap5HoN0M+9ypg8GuTDoQxayYXBUmkE2DHJhMA8GfTDIhcE8GE6ch9dee02HDh3KUe/MmTOv6bV69uzpydJ8ij4Y9MG7IiIiFBQUZHcZtqMPhj/1gScIccPwp5V3AJeLi4vTwIEDderUqTx3t1qWpZCQEPcPd/BP7HI26AOQO7JhcFQasiMXwOXIBbJz4jw0atTIfbR4Zr2ZfbhaN8P3mxf6YNCHa7dx40b9+OOPysjIUNu2bdWgQQO7S7IFfTCc1geeIAQAL5o2bZq6dOmicuXK2V2KrbZt26bHH39c58+fV8WKFfXcc8+pffv2Cg8PV2BgoPbv36+lS5dq/PjxSkpKUu/evRUfH6+6devaXbpHMQ8Gu5wN+mCQC4M+ZCEbxgsvvKBly5Zp4sSJSktLK/CotPr16+f5JMTNjGwY5MJgHgz6YJALg3kwnDgPLpfrsgXRZs2a0QfRh0xO7ENetm7dqldffVXr1q3Tzz//7P4zc8KECXrllVfcvXvjjTf00ksvaejQoXaW6zX0waAPWXiCEDcMniCEPwoNDVVgYKBatGihrl27qlOnTipTpozdZflcnz59NHfuXNWrV08LFy7MswfJycmKiYnR9u3b1bVrV3388cc+rtS7mAfgcuTCoA+41MSJE3X69GlNnDhRqampCgwMzPeotKioKJUuXTrX17pZjkrLDdlAdsyDQR+QHfMAAPnbtWuX7r//fp08eVKWZWnXrl0qX768kpKS1KBBA507d0533323goKCtGrVKlmWpUWLFunee++1u3SPog8GfciJBULcMFgghD+655579Ouvv0oyv5wrVKiQWrVqpa5duyomJkYlS5a0uULfuPXWW3XkyBEtXLhQzZs3z/feH3/8UZ06dVL58uXdx2P4C+bBYJezQR8McmHQhyxkw3DiUWm5IRsGuTCYB4M+GOTCYB4M5iGn3bt3a9asWUpJSdGYMWNyfK5169Zq0KCBnnjiCb87tedS9MFweh8GDhyor776SvXq1dOoUaPUpk0bBQQEaPz48Ro5cqRatWql+fPnS5KGDBmiadOm6aGHHtL06dNtrtyz6INBH3JigRA3DBYI4a9+++03zZ07VwsWLNDmzZslmR/cgoOD1bZtW3Xt2lVRUVEqXry4zZV6T4UKFXTu3DkdOXJEwcHB+d579uxZVahQQYULF9aRI0d8VKHvMA/scs5EH7KQC4M+GGTDePPNNz16JFRsbKzHXsvXyAa5yI55MOgDuciOeWAespsyZYpGjBihCxcuqHbt2lq/fn2Oz4eFhen06dMKCAjQ6NGjNWDAAJsq9S76YNAHqW7dukpKStKyZcvUqFEj9/XOnTvrxx9/1LRp0/SnP/1Jknm6rFGjRqpataq2bdtmV8leQR8M+pATC4S4YbBACCfYu3ev5s6dq/nz52vTpk2SzA9uRYoUUfv27dW1a1d16NBBRYoUsblSz7rzzju1Z88ebd++XWFhYfnee+TIEdWuXVu1a9fWhg0bfFShPZw6D+xyNuhD7pyai0s5uQ9kA/lxajbIRe6cOg+XcmofyEXumAdnz8PKlSsVExMjl8ulhg0bqn///urdu3eOexYsWKDPP/9cS5YsUUBAgBYtWqR77rnHpoq9gz4Y9MEoV66cLly4oMOHD6tw4cKSpIsXLyo8PFynT592HzEpSefOnVP58uUVHByso0eP2lm2x9EHgz7kxAIhbhgsEMJp9u/fr3nz5mn+/Pk5FsKKFSumqKgode3aVe3atSvwibubwd///neNGTNGf/3rX/XGG2/ke+/o0aP11ltvKTY2VsOHD/dRhfZz0jxI7HLORB/y57Rc5MWJfSAbHJV2JZyWDXKRP6fNQ16c1gdykT/mwXnz0L17dy1evFhdunTR9OnTFRgYmOe9gwcP1vTp0xUTE6MvvvjCh1V6H30w6INRtWpVnTp1Sr/99pv739Y//fST2rdvf9nm9P/973+qUaOGihQposOHD9tVslfQB4M+5MQCIW4YLBDCiTIyMrRmzRpNmzZN//73v3O815BlWSpZsqQefvhhDRo0SFWrVrW52mt39uxZdejQQZs2bVLfvn31/PPPKzw8PMc9KSkpmjhxot577z3Vq1dPy5Ytc+/kcQqnzMOlnLrL+VL0IXdOzcWlnNwHp2aDo9KujFOz4dRcFMSp83App/aBXOSOeXDWPNSoUUPHjx/XunXrdOutt+Z77969e9WgQQOVK1dOu3fv9lGFvkEfDPpgtG3bVhs2bNB7772nfv36SZIGDRqkTz75RAMGDMjxvozz5s3T448/rltuuUU///yzXSV7BX0w6ENOLBDihsECIZzi5MmTWrZsmRYtWqQlS5YoJSVFkuRyuRQaGqq2bdsqPDxcc+fO1b59+2RZlkqXLq158+apQYMG9hZ/jSZOnKjTp09r4sSJSk1NVWBgoOrWrauqVasqODhY+/fv144dO3T69GlJUlRUlEqXLp3ra1mWpUmTJvmyfK9y4jzkx2m7nPPi9D6QC4M+XM5J2eCotLyRjZyclIvcMA8GfciJXDAP2TlpHsqXL6/z58/ryJEjBX4//nx0Hn0w6IPx0UcfaejQoSpSpIgGDhyo9PR0TZs2TS6XSz/88IPuuOMOJScna8GCBRo1apRSUlLUt29fjRs3zu7SPYo+GPQhJxYIccNggRD+LCEhQYsWLdK3336r1atX6/z58+5dm1WqVFFUVJSio6PVsmVLFSpUyP11q1evVmxsrH755Rfde++9Wrx4sV3fwnUJDQ3NsVP1eliW5f4B92bl9HkoiFN3OV/KaX0gFwZ9KJiTssFRaVnIRv6clAuJechEH/JHLpiH7JwyD/Xq1dOBAwe0du3aAn+/tm3bNjVt2lSVK1fWjh07fFShb9AHgz4YFy9e1AMPPKAVK1bIsixJZsPEQw89pOnTp0uSJkyYoJdfflkul0slS5bUypUrVa1aNTvL9jj6YNCHnFggxA2DBUL4o9dee02LFy/W9u3bJcn9A0jdunXVsWNHxcTE6I477sj3NTZu3KjWrVurWLFiOnjwoNdr9oY333zT/ZeuJ8TGxnrstXyJecgbu5wNJ/aBXBj0IX9OzMalnHpUGtnImxNzwTwY9CFv5IJ5yM6J8/CXv/xFM2bMUFRUlGbOnKmAgIBc73O5XOrRo4cWL16sbt26aerUqT6u1Lvog0Efspw/f17Tpk1TfHy8goOD1aJFC/Xv39/dkwkTJui1115TixYtNGrUKEVGRtpcsXfQB4M+ZGGBEDcMFgjhj0JDQyVJgYGBatKkiaKjoxUdHa0aNWpc8WusW7dO7dq1U506dbR27VpvlQofYB5yYpez4fQ+kAuDPlzO6dnIj5OOSiMbOTk9F8yDQR9yIhfMQ3ZOn4fff/9dTZs2VXp6uho1aqQhQ4aoWbNm7qPJ09PTtWbNGr377rtatWqVgoKCtGLFCtWpU8fmyj2LPhj04cpduHAhx58JTkUfDCf1gQVC3DBYIIQ/euSRR9SpUyd16NBBZcuWtbsc20ybNk1dunRRuXLl7C7FVsyDwS5ngz4Y5MKgD1nIxpVxylFpZMMgFwbzYNAHg1wYzIPBPGT5/vvv1adPH6WmprpP8gkJCVFAQIBOnjwpl8sll8ulwoULa8qUKeratavNFXsHfTDoA4D8sECIG8b+/ftVuXJlx6zOA04SGhqqwMBAtWjRQl27dlWnTp1UpkwZu8uCTdjlbNAHIHdkI29OPCoNBrkALkcukB3zkFNSUpLeffddzZs3T8nJyTk+FxISoqioKA0bNky33nqrTRX6Bn0wnNSH1157TYcOHZJlWZo0aZIkaebMmdf0Wj179vRkaT5FHwz6UDAWCHHVnn76aY+8TvZgAv4qNDRUAQEBOn78+BXdX7lyZZUpU0bbtm3zcmW+dc899+jXX3+VZLJfqFAhtWrVSl27dlVMTIz7eAt/xzwY7HI26INBLgz6kIVs5OT0o9LIhkEuDObBoA8GuTCYB4N5yFtCQoKOHj2qixcvqkyZMqpZs2ae70Xnz+iD4e99aNSokX777TdJcm+mCw0NdT89eTUyv/5mRB8M+lAwFghx1TJDlPmLiWtlWZbfBgvIlJmXK5n1tLQ03XLLLbpw4YKOHTvm/eJ87LffftPcuXO1YMECbd68WZL5cyA4OFht27ZV165dFRUVpeLFi9tcqfcwD8DlyIVBH3ApjkozyAayYx4M+oDsmAcAyHLXXXe5F4ROnDghSerYseM1LQjFxcV5tDZfog8GfSgYC4S4am+99ZbHXis2NtZjrwXcCCZPnqwpU6a4/zvzeK+IiIgCv/Z///ufTp06pSpVqvjdbs5L7d27V3PnztX8+fO1adMmSWaxsEiRImrfvr26du2qDh06qEiRIjZXen2Yh9yxy9lwah/IhUEf8ubUbFzKqUelkY3cOTUXzINBH3JHLgzmwXDqPAAAcD14szdcNRb1gLydOHFC+/bty3HN5XJddi0vlmVp0KBBXqjsxlK9enUNHjxYgwcP1v79+zVv3jzNnz9fGzZs0IIFC7RgwQIVK1ZMUVFR6tq1q9q1a6fg4GC7y75qzEPervQp9LS0NLlcLh0+fNjLFdnDiX0gFwZ9yJ8Ts3GpqKio6z4q7e6773bvlL1ZkI28OTEXzINBH/JGLgzmwXDiPAC4crt379asWbOUkpKiMWPG5Phc69at1aBBAz3xxBOqW7euTRX6Bn0w6IPBE4SwxdatW1WsWDHVrFnT7lIAj0pISFBCQoIk88NJTEyMLMvSwoULC/zazF2f4eHh3i7zhpORkaE1a9Zo2rRp+ve//53jGGPLslSyZEk9/PDDGjRokKpWrWpztVeOeTDY5WzQB4NcGPQhC9lAdmTDIBcG82DQB4NcGMyDwTwAuBpTpkzRiBEjdOHCBdWuXVvr16/P8fmwsDCdPn1aAQEBGj16tAYMGGBTpd5FHwz6kIUnCOFzp06dUrNmzRQWFqZff/3V7nIAj4qIiMj1B5LmzZtf82smJiaqcuXKCgwMvJ7SbjgnT57UsmXLtGjRIi1ZsiTHe2aULFlSbdu2VXh4uObOnat9+/Zp2rRpmjNnjubNm6cGDRrYV/hVYB4Mdjkb9MEgFwZ9yEI2cufUo9LIhkEuDObBoA8GuTCYB4N5AHClVq5cqeHDh8vlcqlhw4bq37//ZfdMmTJFn3/+uZYsWaIXX3xR9evX1z333GNDtd5DHwz6kBNPEMJjUlNT9dlnn2nXrl06f/58nvft2LFDGzduVGhoqHvXG4C8lS1bVqtWrdJtt91mdynXLSEhQYsWLdK3336r1atX6/z58+4nBatUqaKoqChFR0erZcuWKlQoaw/L6tWrFRsbq19++UX33nuvFi9ebNe3YLubcR7Y5WzQB++5GXPhDTdrH8hG7kJDQ2VZVo4NNHlJS0vTLbfcogsXLujYsWPeL+4mczNmg1x4z804D95wM/aBXHgP8wDAn3Xv3l2LFy9Wly5dNH369Hw3QwwePFjTp09XTEyMvvjiCx9W6X30waAPObFACI84fvy4Wrdurd9//12S+ceZZVnu/ztT9mMDY2NjNXz4cN8XC9xkypQpo9WrV99UP6xd6rXXXtPixYu1fft2SVl/LtStW1cdO3ZUTEyM7rjjjnxfY+PGjWrdurWKFSumgwcPer3mG5U/zMPV/NI7LzfjLudL0QfP8YdceIK/9MGp2eCoNO/xh2w4NRfe4A/z4An+0Ady4TnMg8E8AP6pRo0aOn78uNatW6dbb70133v37t2rBg0aqFy5ctq9e7ePKvQN+mDQh5w4YhQe8cEHH2jPnj0KCgpSz549Va5cOc2aNUsHDhxQv379VKFCBSUnJ2vOnDk6fvy4xo4dm+vjuwD809ixYyVJgYGBatKkiaKjoxUdHa0aNWpc8WtcvHhRklStWjWv1AjfOXHixHW/RoMGDW66Xc6Xog9A7pyaDY5KQ36cmgsgP+QC2TEPAPJy6tQpSVL16tULvDcsLEySOSnP39AHgz7kxAIhPOK7776TZVl688033W/a2bhxYz3yyCO666679Oijj0qSBg0apPvvv1/jxo1T9+7dFRISYmfZAHwkKipKnTp1UocOHVS2bNlreo27777bIz/0wT9kfzrdyegDkLubMRu9evVSixYtJHFUGrzjZswF4G3kAtkxD4B/qlChgg4cOKA9e/YUuAFg165dknTNv7u6kdEHgz7kFGB3AfAPe/fulSR16dLFfa1p06aSpJ9//tl9rWrVqhoyZIj279+vCRMm+LJEADb66quv1KtXL7/+CxUAgOsRERGh5s2bq3nz5u6FQknua/l9NGvWLNfFwcTERPcT+AAAAIATtWrVSi6XS6+++qoyMjLyvM/lcun111+XZVk5/j3uL+iDQR9yYoEQHnH27FlJUunSpd3XQkNDVa5cOe3cuTPHvR07dpQkzZ8/33cFArBVaGhojj8fClK5cmXVq1fPixUBAHBjO3HixHW9j5JkjkrL3PUKAAAAONELL7ygYsWKafHixWrfvr0WLVqU48jI9PR0/d///Z+io6O1aNEiFSpUSM8//7yNFXsHfTDoQ04cMQqPKF26tI4dO6bExMQc7ylWs2ZNbdmyJce9lSpVkpT11CEAZ7jS41rS0tLkcrl0+PBhL1cEAIB/46g0AAAAOF2NGjU0Y8YM9enTR+vXr1ePHj0kSSEhIQoICNDJkyflcrnkcrlUuHBhTZkyRXXq1LG5as+jDwZ9yIknCOERDRs2lCRNnjw5x/V69erpxIkT2rhxo/ta5sJgiRIlfFUeAB+bPHmy6tev7/7IlP1aXh9/+MMfdObMGVWsWNHG7wAAAAAAAAD+oE2bNvrpp5/Uv39/lSlTRi6XSydPntSJEyeUkZGh4sWLq1u3blq5cqW6du1qd7leQx8M+pCFJwjhEX379tXSpUs1depUbdq0SePGjVNkZKTatGmjjz/+WMOGDdOUKVMUFBSk2NhYWZalunXr2l02AC85ceKE9u3bl+Oay+W67FpeLMvSoEGDvFAZAAAAAAAAnCYsLEzvvfee3nvvPSUkJOjo0aO6ePGiypQpo5o1ayogwBnPUtEHgz4YLBDCI6Kjo/X8889r/Pjx2rBhg37//XdFRkYqOjpadevW1YYNG9S4ceMcXzN48GCbqgXgbb169XK/ga/L5VJMTIwsy9LChQsL/FrLshQREaHw8HBvlwkAAAAAAACHiYiIUEREhN1l2I4+GE7uAwuE8JiRI0eqZ8+eWrJkiW699VZJUkBAgP7973/rySef1PLlyyVJ5cuX14gRI9SqVSv7igXgVXn9xdq8efNrfs3ExERVrlxZgYGB11MaAAAAAAAAADgeC4TwqNq1a6t27do5rlWuXFnz589Xenq6UlNTVaFCBVmWZVOFAOxw4sSJ636NBg0aaNWqVbrttts8UBEAAAAAAAAAOBcLhPCIVatWSZKaNWuW5z1FixZV0aJFJUmrV69W0aJFdccdd/ikPgA3P5fLZXcJAAAAAAAAAOAXWCCER3Ts2FEBAQE6fvz4Fd3/yCOPKCgoSLt37/ZyZQAAAAAAAAAAAMiOBUJck9TU1MuODHS5XEpMTCzwKZ/9+/crLS2N9xGDI8ycOVOS1LNnz2t+jYiICAUFBXmqJNiIeQAuRy4M+gDkjmwgO+bBoA/IjnkAAADXykpNTeXMNly1t956S2+//fZ1vUa9evXcR5MC/qpChQo6f/689u7dq9DQULvLuamVKVNGq1evvqnfg5B58Bx/mAdP8Ic+kAuDPniWP2TDE/yhD2TDc5gH/0EfPIdcIDt/mAcAAK5GgN0F4ObkcrlyfOR1Pa+PatWqacyYMTZ+B4BvNGrUSC6XS+vXr7e7FNwAmAdj5syZ7p3O18ofdjnTB4NcGPQhC9lAdmTDIBcG82DQB4NcGMyDwTwAAHD1eIIQHhEaGirLspSSkmJ3KcANZfPmzerYsaNuueUWffvttypevLjdJd20/GE3J/NgsMvZoA8GuTDoQxay4Tn83ek/yIXBPBj0wSAXBvNgMA8AAFw9FgjhER07dpRlWYqLi7O7FOCG8r///U9bt27VU089pYsXL6pHjx5q2LChSpcune/7cDZr1syHVd4c/OGXnMyD0bFjR61evVqzZ89W27Zt7S7HNvTBIBcGfchCNjyHvzv9B7kwmAeDPhjkwmAeDOYBAICrxwIhAHhRqVKl3P+3y+WSZVkFfo1lWTp+/LgXq7o5+cMvOZkHg13OBn0wyIVBH7KQDSPzmLSePXte82s0bNhQc+bM0S233OKpsnyObBjkwmAeDPpgkAuDeTCYBwAArh4LhPC4ffv2aeHChdqyZYuSk5OVkZGhMmXKKDIyUtHR0Tf1LyiAq3X77bdf0Q9ol9qyZYsXqrm5+cMCIfNgsMvZoA8GuTDoQxayYXBUmkE2DHJhMA8GfTDIhcE8GMwDAABXjwVCeExaWpqGDRummTNnyuVyyeXKOVqWZcmyLD3yyCN65513FBISYlOlAG5G/rBACINdzgZ9AHJHNgyOSkN25AK4HLlAdswDAABXr5DdBcA/XLx4UQ899JDWrl0rl8ulevXqqWXLlqpSpYosy1JSUpLi4+O1detWffnll9q7d68WLlyY7y4uAIB/qlq16jXtcvY39AHIHdkwRo8erY4dO+r111/Xvffey1FpDkcugMuRC2THPAAAcPV4ghAeMXXqVL3wwgsqVqyYJk+erAcffDDX++bMmaOnn35aZ8+e1dixY9W/f38fVwrgZsUThAAAJ+GoNAAAAACAN7FACI9o37691q1bpzFjxmjAgAH53vvhhx9q+PDhatKkiZYsWeKjCgHve+CBB/T7779LMm+QLklPP/30Vb+OZVmaNGmSR2vzBzfbAiHzAFyOXBj0AVfCiUelkQ1kxzwY9AHZMQ8AAMCTWCCER0RERCg1NVW7d+9W2bJl8703OTlZNWvWVGhoqBISEnxUIeB9jRo10q5du2RZllJSUiRJoaGhsizrsvfkzE/2r/cXM2fOlCT17Nnzml+jYcOGmjNnjm655RZPleVVzANwOXJh0Adcidtvv/2ajkrbsmWLF6rxDbKB7JgHgz4gO+YBAAB4Eu9BCI84c+aMJCkkJKTAezPvOXv2rFdrAnztrrvuUsWKFXNcGz58uE3V3FgGDRqk8+fPKzo6WqGhodf0Gr/88otni/Iy5sFgl7NBHwxyYdCHLGQjb1u3brW7BJ8jGwa5MJgHgz4Y5MJgHgzmAQAAz+AJQnhEw4YNtXfvXsXFxRX4vicrV65UdHS0atSocdP9wh/AtenYsaNWr16t2bNnq23btnaXAx9il7NBH4DckQ3gcuQCuBy5QHbMAwAAnsEThPCI1q1b65///KeGDx+uuLg4lSxZMtf7UlNTFRsbK8uy1KZNGx9XCdz4tm7dqmLFiqlmzZp2l+JRo0ePVseOHfX666/r3nvvVfHixe0u6abgD/PALmeDPniOP+TCE/ylD2QDnuYP2SAXnuMP8+AJ/tAHcuE5zAMAAMjEE4TwiAMHDqhJkyY6deqUwsLC9Mwzz6hVq1aqXLmyLMtSUlKS4uPjNWnSJO3fv18lSpTQ2rVrVbVqVbtLB24Yp06dUpUqVRQWFqZff/3V7nI86n//+5+2bt2qp556ShcvXlSPHj3UsGFDlS5dWoGBgXl+XUFPJPszf54H4FqRC4M++B+OSvMMsoHsmAeDPiA75gEAAGTHE4TwiCpVqmjWrFl67LHHdODAAb300ku53udyuVSmTBl99tlnLA7CMVJTU/XZZ59p165dOn/+fJ737dixQ5KUlpbmq9J8JvvuVJfLpXHjxhX4NZZl6fjx494syxbMw9Xzh13OnuDPfSAXBn24Nv6QjQMHDmjfvn2yLMt97Ysvvrimo9L8cYGQbFw9f8hFXpgHgz5cPXLBPGTnz/MAAMCVYoEQHtOsWTOtX79ekydPVlxcnP773/8qIyNDkhQQEKBbb71V0dHReuqpp1S+fHmbqwV84/jx42rdurX7qQCXy+X+5V/2X/hl/wXgtTwxcKOrWrVqjl96OhXzcPVOnTqlZs2aOX6Xsz/3gVwY9OHa+Es2OCotb2Tj6vlLLnLDPBj04eqRC+YhO3+eBwAArgYLhPCImTNnSpJ69uypl19+WS+//LLOnTunlJQUuVwulS5dWsHBwe77v/zyS4WGhqpjx452lQz4xAcffKA9e/YoKChIPXv2VLly5TRr1iwdOHBA/fr1U4UKFZScnKw5c+bo+PHjGjt2rPr372932R63detWu0u4ITAPWdjlbNAHcpGJPuTktGz84x//uOxabGysDZXceMhGFqflIjfMg0EfspAL5iE75gEAgKvDexDCI0JDQxUQEHDFxwFGREQoICBAe/fu9W5hgM2aNm2q7du3a8yYMRowYIAkadGiRXrkkUc0adIkPfroo5KkxMRE3X///SpcuLDWrl2rkJAQO8uGlzAPxrXsco6NjfW7p2nog0EuDPqQhWxcG389Ko1sGOTCYB4M+mCQC4N5MJgHAACuXoDdBeDmtH//fq1atcr9IZl/cK1evTrH9dw+vvzyS508eVJnzpyx+bsAvC9zEbxLly7ua02bNpUk/fzzz+5rVatW1ZAhQ7R//35NmDDBlyXCh5gHI3OXc6FChdS7d28NGTJEVapUkST169dPw4cP1xNPPKHSpUvLsiy99957fvmDO30wyIVBH7KQjauXeVRadHS03aV4HNkwyIXBPBj0wSAXBvNgMA8AAFw9niDENXnrrbf09ttvX/PXu1wuNW7cWMuWLfNgVcCNp2zZsrp48aKOHj2qoKAg9/VbbrlFderU0cKFC93XEhISFBkZqTp16mjt2rV2lOsRDzzwgHvX5ubNmyVd23tcWJalSZMmebQ2uzlxHnLDLmeDPhjkwqAPWchGlqs5Km3jxo0KDQ1VQkKCDyv0PrJhkAuDeTDog0EuDObBYB4AALh6vAchrkloaKjCw8Pd/52QkCDLsnJcy4tlWapevbpGjx7tzRKBG0Lp0qV17NgxJSYmqkaNGu7rNWvW1JYtW3LcW6lSJUm66Y/ePXDggPbt2+c+zkWSvvjiixxHuVwJf1wgdOI85KagXc6ZP7xn7nJ+8cUXNWHCBL97Py76YJALgz5kIRvGtRyVdi0bcm50ZMMgFwbzYNAHg1wYzIPBPAAAcPU4YhTX5Omnn9aWLVvcH5myX8vrY/PmzVqwYIHq1q1r43cA+EbDhg0lSZMnT85xvV69ejpx4oQ2btzovpb5A02JEiV8VZ5X3HXXXWrevLmaNWvmvjZ8+HC9+OKLGj58+BV/vPjiizZ+F97hxHnIzdmzZyWZX2ZkCg0NVbly5bRz584c93bs2FGSNH/+fN8V6CP0wSAXBn3IQjYMjkozyIZBLgzmwaAPBrkwmAeDeQAA4OqxQAiP6NGjh3r06GF3GcANp2/fvnK5XJo6daratm3rXlBv06aNXC6Xhg0bpl27dmnv3r2KjY2VZVk3/eL5P/7xD8XFxSkuLs59LTY29po+/I0T5yE3mT+0JyYm5rjutF3O9MEgFwZ9yEI2jO+++06WZenNN9/UBx98oFdeeUXvvvuuXC6X7rrrLsXGxurdd9/VihUrVL58eY0bN06nTp2yu2yPIxsGuTCYB4M+GOTCYB4M5gEAgKvHAiE8YsqUKfrwww/tLgO44URHR+v555+XZVnasGGD+5iw6Oho1a1bVxs2bFDjxo3VsGFDff/995KkwYMH21nyDWHr1q3as2eP3WV4HPNgsMvZoA8GuTDoQxayYRR0VFqmzKPS9u/frwkTJviyRJ8gGwa5MJgHgz4Y5MJgHgzmAQCAq8cCIQB42ciRI7Vu3Tr9/e9/V+3atSVJAQEBmjNnjlq1aiWXyyWXy6Vy5cpp/PjxatWqlb0F2+zUqVNq1qyZoqOj7S7FK5gHdjlnog9ZyIVBHwyyYXBUWhayQS6yYx4M+kAusmMemAcAAK6FlZqa6ir4NgCAJ7lcLmVkZCgwMFDp6elKTU1VhQoVZFmW3aV5TWpqqj777DPt2rVL58+fz/O+HTt2aOPGjQoNDVVCQoIPK7SPE+dh1KhRGj9+vFwulz777DN17txZGRkZatasmbZv337Z9z5v3jy//EUGfcibE3ORG6f2gWxItWrV0rFjx7Rp0ybVqFHDfb1du3bauXOn9u3b57527tw5lS9fXkWLFtWhQ4fsKNfnnJgNcpE3J85DbpzYB3KRN+aBeQAAoCAsEAKAD6SlpemLL77QwoULtWXLFqWkpMjlcqlEiRKKjIxUTEyMevfurZCQELtL9Yrjx4+rdevW7uNuXC6X+4czlyvrryHLstz/HRsbq+HDh/u+WB9w+jxk2rVrl5YsWaLWrVurTp06kqSkpCQ99dRTWr58uSSpfPnyGjFihPr06WNfoV5GHwxyYdCHLE7Pxp/+9CctW7ZMTzzxhN555x339UGDBumTTz7R999/r7vuukuStHPnTjVu3FgVKlTQrl277CrZq8iG4fRcZGIeDPpgkAuDeTCYBwAArhwLhADgZevXr1efPn104MCBHIth2VmWpSpVqujTTz9Vo0aNfFyh940aNUrvvfeegoKC1LNnT5UrV06zZs3SgQMH1LdvX1WoUEHJycmaM2eOjh8/rrFjx6p///52l+0VzEPenLjLOTdO7AO5MOhD/pyWjbi4OPXs2VOWZalRo0YaN26cIiMj9c033+jRRx9Vo0aNNGXKFAUFBWnIkCH6/vvvdd999/nlMaNkI29Oy4XEPGSiD3kjF8xDdk6cBwAArhQLhADgRQkJCWratKlOnjypokWL6vHHH1e7du0UERGhgIAAJSYmaunSpfr444+VlpamkiVLavXq1QoPD7e7dI9q2rSptm/frjFjxmjAgAGSpEWLFumRRx7RpEmT9Oijj0qSEhMTdf/996tw4cJau3at3+1uZR5yYpez4fQ+kAuDPlzO6dmQOCpNIhuXcnoumAeDPuRELpiH7Jw+DwAAXA0WCAHAi5555hl9/vnnCg8P14IFC1SzZs1c79uzZ486d+6sxMREPfbYY5owYYKPK/WusLAwnT59Wjt37lSFChUkSSdOnFBERIT69++v9957z33vlClT9OKLL2r48OGKjY21q2SvYB6ysMvZoA/kIhN9yIlsZHH6UWlkIwu5YB4y0Ycs5IJ5yI55AADg6rBACABeVLduXSUlJenLL79UVFRUvvdmHiUWFhamX3/91UcV+kbZsmV18eJFHT16VEFBQe7rt9xyi+rUqaOFCxe6ryUkJCgyMlJ16tTR2rVr7SjXa5gHg13OBn0wyIVBH7KQjfw57ag0smGQC4N5MOiDQS4M5sFgHgAAuHosEAKAF1WoUEHnzp3TwYMHVbRo0XzvTU9PV6VKlVS4cGEdOXLERxX6Rq1atXTs2DFt2rRJNWrUcF9v166ddu7cqX379rmvnTt3TuXLl1fRokV16NAhO8r1GubBYJezQR8McmHQhyxkIyenH5VGNgxyYTAPBn0wyIXBPBjMAwAAVy/A7gIAwJ9VrFhRknT69OkC7z1z5owkqVKlSl6tyQ4NGzaUJE2ePDnH9Xr16unEiRPauHGj+9revXslSSVKlPBVeT7DPBj/93//J8uy9M477+T5g7sk1axZU2+//bZcLpeWLVvmwwp9gz4Y5MKgD1nIRpb169fr7rvv1rBhwxQfH6///e9/ysjIkMvlUmpqqlatWqWXXnpJTZo00YYNG+wu1yvIhkEuDObBoA8GuTCYB4N5AADg6rFACABeFB0dLUn6/PPPC7z366+/liTFxMR4tSY79O3bVy6XS1OnTlXbtm21ZcsWSVKbNm3kcrk0bNgw7dq1S3v37lVsbKwsy1LdunVtrtrzmAfj2LFjkqRWrVoVeG/r1q0lScnJyd4syRb0wSAXBn3IQjaMhIQEPfjgg0pMTFSRIkX05JNPas6cOVq/fr02btyo+fPn65lnnlGxYsWUmJioBx98UPv377e7bI8jGwa5MJgHgz4Y5MJgHgzmAQCAq8cRowDgRSkpKbrvvvuUmJiol19+WQMGDFCxYsVy3HPx4kXNnDlTQ4cOVbly5bRy5UqVKlXKnoK9aNSoURo/frxcLpc+++wzde7cWRkZGWrWrJm2b99+2XsnzZs374p+uLuZMA9GZGSk9u/fr927d6ts2bL53nv8+HFVr15d1apV0+bNm31UoW/QB4NcGPQhC9kwOCrNIBsGuTCYB4M+GOTCYB4M5gEAgKvHAiEAeNGCBQt09OhRjRo1SqmpqQoNDVXz5s1VtWpVBQcHa//+/Vq/fr0OHDggSerRo4eqVauW5+sNHz7cV6V7xa5du7RkyRK1bt1aderUkSQlJSXpqaee0vLlyyVJ5cuX14gRI9SnTx/7CvU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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 500, + "width": 900 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "columns = [x for x in stats_parse.index if not 'freq' in x][5:]\n", + "\n", + "plt.figure(figsize=[9, 5])\n", + "\n", + "sns.barplot(data=stats_all.loc[columns, :].reset_index(), y='norm_counts', x='stat', hue='mode')\n", + "plt.xticks(rotation=90)\n", + "plt.title('Percentage of different types of pairs normalized to total nodups (%)')\n", + "plt.tight_layout()\n", + "\n", + "# Note increase in trans interactions for MC3C:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Check P(s) for three regimes:" + ] + }, + { + "cell_type": "code", + "execution_count": 177, + "metadata": {}, + "outputs": [], + "source": [ + "stats_mc3c.loc[:, 'cis_norm_counts'] = 100*stats_mc3c['count']/stats_mc3c.loc['cis', 'count']\n", + "stats_parse.loc[:, 'cis_norm_counts'] = 100*stats_parse['count']/stats_parse.loc['cis', 'count']\n", + "stats_parse2.loc[:, 'cis_norm_counts'] = 100*stats_parse2['count']/stats_parse2.loc['cis', 'count']" + ] + }, + { + "cell_type": "code", + "execution_count": 179, + "metadata": {}, + "outputs": [], + "source": [ + "stats_all = pd.concat([stats_parse, stats_parse2, stats_mc3c])" + ] + }, + { + "cell_type": "code", + "execution_count": 186, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 500, + "width": 900 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "columns = [x for x in stats_parse.index if 'dist_freq' in x and '++' in x]\n", + "\n", + "plt.figure(figsize=[9, 5])\n", + "\n", + "sns.barplot(data=stats_all.loc[columns, :].reset_index(), y='cis_norm_counts', x='stat', hue='mode')\n", + "\n", + "plt.xticks(rotation=90)\n", + "plt.yscale('log')\n", + "plt.title('Percentage of different types of pairs normalized to cis (%)')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 187, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 500, + "width": 900 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "columns = [x for x in stats_parse.index if 'dist_freq' in x and '--' in x]\n", + "\n", + "plt.figure(figsize=[9, 5])\n", + "\n", + "sns.barplot(data=stats_all.loc[columns, :].reset_index(), y='cis_norm_counts', x='stat', hue='mode')\n", + "\n", + "plt.xticks(rotation=90)\n", + "plt.yscale('log')\n", + "plt.title('Percentage of different types of pairs normalized to cis (%)')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 188, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 500, + "width": 900 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "columns = [x for x in stats_parse.index if 'dist_freq' in x and '+-' in x]\n", + "\n", + "plt.figure(figsize=[9, 5])\n", + "\n", + "sns.barplot(data=stats_all.loc[columns, :].reset_index(), y='cis_norm_counts', x='stat', hue='mode')\n", + "\n", + "plt.xticks(rotation=90)\n", + "plt.yscale('log')\n", + "plt.title('Percentage of different types of pairs normalized to cis (%)')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 189, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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16qQvvvhCO3fuVJcuXZyKAenqz1GqVCn98MMPqlmzpuk5JWn58uV6/vnnFR8fr+DgYK1fv96xLjQ0VK+++qpsNptTTnvWQoUK6euvv1aLFi3cklWSvvvuO73//vs6ePCgJLnkupa98K9WrZpGjx6tTp06uSOipKu5Jk+erC+++EKRkZGSpLJly+rVV1/VE088oUuXLqlnz55aunSpy2egatWq+v7779N8Msoshw8fVteuXfXPP/848tt/f4888og+/fTTdL+cuvNv69ixY+rXr582bNjg8nn9/fff9eSTTyo2NjbNz2vt2rU1a9Ystz5FdvjwYU2ePFkLFy5UbGxsptsXLVpUnTp10pAhQ9x613B6f+uFCxfWzz//rD179mjIkCGSpFq1aqlMmTI6duyYo0HTqlUrzZ071/ScV65c0SOPPKK1a9fKZrOpXr16Wr16taSrd9fff//9+ueff2Sz2XT33XerWrVqyps3r3bs2KE///xThmGobdu2mjNnjulZpasXLjp37uzIW65cOQUFBengwYM6e/asDMPQ0KFD9frrr6e5v7v+tvbt26dnnnlGBw8edPrvX6BAARUoUED+/v66dOmS4+KgnWEYqlGjhmbOnJnmlx0zbN68WU899ZSio6OdlteoUUO//PKLDh48qM6dO+vSpUuO89S5c+ccx7RRo0a5daiTN998Ux9++GGa56p8+fJp+vTp6c574s5j66pVq9SnTx+X96pQoYIWLlyoNWvWaNCgQWn+HH5+fvrkk0/UtWtX03NKVxvEI0eO1HfffacrV65kWAfYGYYhPz8/Pf3003rnnXcczWSzWaketFLW7PLkxVaJ2tXbs1qNVWrXb7/9VoMHD3acB2677TYFBATo+PHjSklJcdT+ly9f1rFjxxxP5RuGoebNm2vatGkKDAw0PadVamxJmjBhgt59911JzsepfPny6aefftKiRYsUGhoqSbr11ltVrFgxHT16VMnJyTIMQ3369NEHH3zglqxWql2zKzc0CPPmzavU1FSNGDFCQ4cOzdLIF+5G7QorXctM72a19evX6+mnn1Z8fHyanwv7uezbb79163x+Vqlds8rT3wVyCg1CQFeHK2ncuLFjyJJ+/fqpePHi2rlzp7744gtFR0erdOnS2rRpU5p3kLrrgHDmzBk1bdpUERERstlsKl68uAoWLKgjR47IZrOpT58+2rx5s/bu3at69erp8ccfV1BQkMLDwzV9+nSdOnVKpUqV0saNG1W0aFFTs+7evVstW7ZUUlKSKlSooIEDB6pv376SrjZb2rZtK5vNpsaNG2vo0KGqVq2a8uXLp+3bt2vixInavn27ChUqpE2bNrnlC+GgQYP0zTffyGazKW/evLr77rsVHBys0qVLO30ROH/+vCIjI7Vv3z5t377dcaG4b9++mjhxouk5JemZZ57R/Pnz0yxGpkyZot27d+vLL79UYGCgnnjiCceXwe+//15xcXG6/fbbtX79ehUoUMD0rGfPnlWTJk109OhR5c+fX506dXL8ba1Zs0aGYahJkyaaP39+mk/guetvKzo6Wk2bNtXJkyfl4+Ojbt26Ob6kHj16VI0bN1ZCQoJuueUW9erVS1WrVlW+fPn0xx9/6Ouvv9bZs2dVpUoVrV271i2/19mzZ2vo0KFKSkqSzWZTQECAqlatqlKlSjk+r0lJSTp37pxOnjyp8PBwxxfsfPnyKTQ01OUJSTNc+7feunVrdezYUb6+vlq4cKGWLFmiUqVK6fz580pNTdXs2bPVrFkzx76rV69Wjx49lJiYqKlTp+rRRx81NetHH32k119/Xfnz59c777yj7t27O74shYSE6N1331VQUJCmT5+uJk2aOO27ZMkS9e7dW4mJifr888/d8oVw5syZevHFFxUQEKDPPvtMjzzyiKSrw9xMmDBBkyZNkmEY+vbbb9W+fXuX/d3xt3Xs2DE1adJE8fHxKlq0qJ555hm1bNlSwcHBaQ4JEh8fr3379mnlypX65ptvFBMTo6CgIG3YsEG33XabaTkl57/z2267TU2bNpWvr6/Wrl2rkydP6t5771VUVJT+/fdfx53sRYoU0ZkzZzR58mR9+OGHMgxDy5YtU/369U3NKklr167VQw89JMMw1KtXLw0dOtRxbH3zzTe1ceNG5c2bV2vXrtUdd9zhsr+7jq3h4eFq2rSpLl68qMDAQDVr1kyFChXS1q1btX//fjVr1kz79+9XTEyMBgwYoG7dujnqlo8++kjLly9XQECANmzY4HgawiyXLl1S69attXv3bseNAC1btlStWrVUqlQpFSxYUH5+fk7H1r1792rVqlXatm2bDMNQvXr1tGTJEtOHmrNSPWilrNLVGis7fvnlFxmGoYcfftixzDAMzZgxI4eTuaJ2JauVWKV23b59u1q3bq2UlBR16dJFb7zxhuNJkLi4OE2YMEGff/652rZtq++++07S1XPd/Pnz9dlnnykmJkY1a9bUqlWrTL3obqUa+7fffnNc1G3WrJk6deqkggULatOmTZoxY4bKly+vkydPKl++fPriiy/Upk0bSVdv3gsNDdWbb76plJQUzZs3T/fff7+pWa1Uu0pSpUqVsrV9bGysDMNwOp8ahqFDhw7ldDQX9tpz27ZteuGFF7R9+3bdeeedGj9+vJo3b276+2cVtSusdi0zre91ERERuu+++3Tu3DmVKFFC/fv3V6NGjRQYGKiEhARt3rxZn376qY4ePaqqVatq3bp1GY6al1OsVLtmFQ1C4D9k0KBB+vrrr1WnTh3HCd3u+PHjateunSIiItSlSxd99dVXLvu764Dw9ttva+LEiSpZsqS++uor3XfffZKkyMhIPfHEE44hz+6//379+OOPTg2Xs2fP6sEHH9SBAwc0YsQIvfLKK6ZmffLJJ7Vw4UI1b95c3333ndPJplu3blq8eLEee+wxTZ061WXflJQUde7cWevWrVOvXr00adIkU7N+++236t+/v3x9fTVixAj169cvS+NZJyQk6IsvvlBISIhSUlIUFhamxx57zC1Z8+bNqzFjxqhDhw6OL4Nvv/22UlNTdfnyZZUtW1arVq1SUFCQY9+oqCjdf//9OnHihMaNG6fBgwebmlWS3nnnHb333nsqUaKEli1b5nRH9cqVK/X000/r4sWLGjNmTJoTIrvrb+vll1/W1KlTVaFCBX3//fdOF9RffPFFzZw5U3Xq1NEvv/yiW2+91Wnfa48R6f0cOWnz5s1q166dUlJS1KRJEw0ZMkRNmzbNsKhPTk7WunXrNGXKFK1Zs0Z+fn5aunSp6cOf2P/Wn3nmGU2ePNlp3eDBgzVjxgwZhqHXX39dQ4cOddn/vffe0zvvvKMWLVrol19+MTVrgwYN9Pfff+ujjz5yGZrz3nvv1YEDBzRt2jRHI+56YWFhGjZsmBo1auSYk8pMbdq00ebNmzV69GiNHDnSZf2YMWP0ySefqHjx4tqxY4cKFSrktN4df1v2v5169epp7ty52bqb/syZM+rSpYt27NjhlvOA/fPYsGFD/fDDD465+c6fP69HH31Uv//+u2NIrk8++cRl/+eff17fffedHn30UU2bNs3UrNL//rYeeeQRl7rE/jTsmjVrVKdOHcfNGNdy17HVXl/Vq1dPP/30k+P4mZKSot69ezuaK88//7wmTJjgsr/95+zZs6c+/vhjU7O+++67CgkJUbFixTRz5kw1btw4y/v+/vvvevrppxUdHe2W84CV6kErZZX+97dhl5U78a/njr8taleyWomVateePXvq559/zvB8PnjwYM2cOVOTJk1Sr169HMtPnz6tDh066J9//tHYsWP10ksvmZbTSjV2165dtWTJEnXr1k2ff/6507rx48drwoQJMgxDISEheuGFF1z2f/311/XRRx+pY8eOmjVrlqlZrVS7SlK5cuV09uzZm3oNd13Yvrb2TE1N1ccff6x3331XycnJeuCBBzRixAg1aNDA9ByZoXaFla5lSml/r7OfB6pWraqlS5emeSw7d+6c2rZtq71795p+zpKsVbtmBw1CIBMVK1a86fHX3XU3U3BwsI4dO6aFCxe6PBkiXb2TsFWrVrLZbPr1119dTrzuOiA0bNhQ+/fv14wZM1werV6yZIm6du3qeIIhreJq+fLleuyxxxQcHOwyzFNOq1Chgs6cOaONGze6jBddqVIlxcXFadu2bekOv7Fz5041a9ZM5cuX1+7du03N2rJlS23fvl1vv/32Dc1v8Mknn2jMmDFq0KCBli9fbkLC/3nwwQe1ZcuWNLOGhobqlVdekWEY6TYyvvvuOz3//POqW7eufvvtN1OzSv/7zH7xxRdpzs9lLxL8/f21detWlyGZ3PW3deedd+rEiRNp3plqX7dkyRI1bNgwzf3tf3933nmnNm3aZGrWJ554QkuXLlX37t312WefZXv/fv36afbs2Wrfvr1mz55tQsL/uf322xUbG6s//vjDaa4pSTp06JDq1q0rwzC0Y8eONO+AtW9TtGhRx/wOZilevLiSk5P177//ujSBS5QooaSkJB07dsyl0WYXFxenihUrqkiRIoqIiDA1q3T1gkBCQoJ27tyZ5vDXycnJuueee3T06FENGTJEb7zxhtN6d/xt1ahRQ5GRkY5GVXb9+eefat68ucqUKaN9+/blfMBr2OuAlStXulx83LZtm1q2bCnDMNI8p0lX7zRt0qSJSpcurb/++svUrJJUuXJlxcTEpJsnKipKd999t86dO6fJkyfr6aefdlrvrmNrrVq1FBERkWZdsmXLFrVu3VqGYWjLli2qVq2ay/47duxQixYtVKFCBe3atcvUrPfcc4/Cw8M1Z86cdIdmzYj9PFCtWjVt3brVhIT/Y6V60EpZ7e83aNAgnTp1SoZh6Iknnkh3igHp6hPmhmG43KgxevRoU3NSu5JVyv4Tr2lxxxOvVqpdq1atqtOnT2f4PfXgwYOqV6+e6tSpo7Vr1zqtW7dunTp27Gj6dwIr1dj2miWt3+lff/2lhg0byjAM7dq1K815u8LDw3X33XerRIkSjikrzGKl2lWSTp06pRdeeEG//fabDMNQ7969033S1mazOebK+vXXX53WZaexdKPSqj3tzfQlS5bIMAzde++96tOnjx5++GGPPdFG7Woeq1wjttK1TCntv62aNWvq+PHj+uGHH9S6det09129erU6d+6sWrVqOQ2jagYr1a7ZQYMQyETPnj21ZMkSXbp06YZfw11/ZEFBQbp8+bKOHz+uggULprnNtU8RXf9FwF0HhJIlSyoxMTHNC9hRUVGqWrWqDMNQRESE4+mHa8XGxqpSpUoqUKCAY04Ns9gvqEdFRbnML2e/EB8bG5vumPNXrlxRYGCgAgICdPr0aVOzli1bVufOndORI0fSHEI2M/Hx8apQoYIKFy6sY8eO5XzAa9izHjhwwGXYklOnTqlatWoyDCPN9dLVO/arV6+uQoUK6fjx46Zmlf73mQ0PD3e6y/paHTp00IYNG/TQQw/p66+/dlrnrr8t+zHAPrxNWutOnz6d7heVS5cuqUSJEsqfP79Onjxpalb7BYE9e/bc0JyHERERCg4OVrFixUwvrosVK6YrV67o1KlTLsMsJSYm6rbbbpNhGGmul/73e/Xz81NMTIypWe2/17SOr+XLl9fZs2fTPJ5dnzVfvnw6deqUqVml/30uo6Oj5efnl+Y2v/76q3r06KG8efNq+/btTp8Xd/xt2Y/1Gf3eMpKUlKTixYsrb968ioqKMiHh/9g/q2kdA679rKa1XpIuXryokiVLyt/f32UOQzPzZnRc+vjjjzV27FiVKFFCO3fuVP78+R3r3H1sjYyMdHp/6X/nTsMw0v2MXLhwQaVKlXJLLWCvW9L7b5wZ++fEHccAK9WDVspqFxcXpyFDhmj+/PkqWLCgxo8fn24jxlMXBahdySpJVapU0enTp2/qqVd3fH6tVLvaz1sxMTHKkydPmtvYv6emVffb60Gzj1lWqrEzymo/zxuGobi4uDSnnHBnVivVrtf68ssv9frrrysxMVGPPvqoPvjggzSfzMkNcxCm9d7btm3Tm2++qXXr1skwDBUuXFjt27fXQw89pCZNmqR7jc4M1K7msco1Yitdy5TS/tvK6HN8LftnwB11tpVq1/RcP9KI9L+66/rlhmG4zAuZm6Vd8QA5YMaMGYqNjVX//v21dOlSGYah0NDQNO8K87R8+fLp8uXLSk5OTnebsWPH6ueff9auXbs0ffp0p+FE3CU1NVXS1cfWr3ftI+NpXWCR5Ci409o/p5UpU0aHDh3S33//rVq1ajmtK1WqlI4cOaKoqCiVKlUqzf3tBUp6T+vkJPuB/EaGkbp2/5u9GyorkpKSJCnNeU2uXZbe783+RSGjz7oZMvrv+O6776pp06ZasGCBNm3a5Bh+zJ2KFy+uEydOKDo62mWc+FtvvVWnT5/WxYsXM2wQSkr3QkJOunDhgqSrX7ZvhL1Re/HixRzLlJ7ixYsrMjJSf//9t2rXru207to7gI8dO5bmHXj2wu9GCsjsqlWrln777TfNmzdPffr0cVpnvzFk27Zt6d5hu3HjRkly2wTfJUqU0PHjx/X333+rZs2aaW7ToUMHNWvWTGvXrtWAAQO0YMECt2S7NuOxY8ccc4tll/1JvOLFi+d0NBeFChVSfHy8oqKiXJ4WuvYCT0xMTJoXN+Pi4iTJLXM3SFeP5bGxsYqKikr3Ymv//v01ffp0HTlyRK+//rpH5msICAhwNLKvr/+KFCmiW2+9VT4+PulehLMPm+WOY2uhQoUcFwMyemIsPfbGsDsuYlmpHrRSVruiRYvq66+/1pw5czRy5EgNHjxYixYtUmhoaLo3O7kbtas5rJRVulpLLV26VKNHj9a///4rwzDUp0+fXPM5tbNS7VqsWDGdPHlS//77b7pPh9i/p6Z1g5a9YZjeheOcYqUau2DBgjpz5oyOHj3q8sRVgQIFHHMqp9UclKQTJ044tjWblWrXaz333HNq0aKFnnvuOc2dO1ebNm3SJ598YvqcjTnlnnvu0cKFC7VhwwaFhYVp8eLFmj17tubMmSNfX1/dddddqlevnmrXrq3u3bubmoXa1TxWuUZspWuZ6bnlllsUHR2daZ1oP6/a63UzWal2TU+jRo1c3n/Dhg0yDEONGjXyUKqckfYZGMghgYGBCgsLc1wwq1evnho3bpytf+5gL1SvH2rhWsWKFdOYMWNks9n06quvKjw83C3ZrlW6dGlJSnO4kjx58mjz5s36/fff093f/ni7OybM7tixo2w2m8aOHetyUce+LqMhYuzjedetW9fUnJJUvXp1SUpzfsmssA/Lk9YwbznNXjyl9d/52mUHDhxIc//9+/dLcs9nQJKj2WZvnqQlODhYvXr1ks1mU79+/XT+/Hm3ZLuWfWjhTz/91GVd06ZNJUkrVqxId3974yW9Cwk5yV78r1y58ob2X716tdPrmKlp06aO48C1dwomJSVp7Nixjv//zTffpLn/zJkzJcn0+WYk6YUXXnAc3xctWuS0buDAgWn+HHZxcXEaPXq0DMNQx44dTc8qSffdd59sNpveeOONDC+cf/jhh8qXL5/WrVuncePGuSWbnX1o7iFDhmT77sno6GgNHjxYhmHowQcfNCnh/9jPNWkNfXbtfDmrVq1Kc3/7MCc1atQwIZ0re94vv/wy3W38/Pz04YcfymazKSwszOVz7Q6VK1eWJM2fP99lnY+Pj44cOaLDhw+nu/+6deskyWX4aTPYh5F68803b2j/N998U4ZhpDsUdU6yUj1opazX69atmzZt2qQmTZo4hhoze66urKJ2NYeVskpXL5K1bdtWP/30k6O58txzz2n06NHZ+mc2K9Wu9usPac0tZmc/9951110u68aPHy/J/O+wVqqx7Q3M6+dKtPvmm29cRpG51o8//ijJPTWWlWrX61WpUkUrV67UqFGjFBUVpS5duujll19WYmKi27PcqMaNG2vmzJk6cOCA3nnnHd1xxx26cuWKtm3bps8//1wDBgwwPQO1q7mscI3YStcy09OiRQtJynS48zVr1khyz/nVSrVrehYvXqxFixY5/bO7frknvnvfDBqEMF3hwoVzfSe9S5custlsGj16tH744Yd07554/vnn1ahRI50/f15dunRxfAl0l5YtW8pms2nEiBFpznFUvXp1x0H3esnJyRo7dqwMw3A0PMw0ePBglSlTRmvWrFHLli3122+/Oe4UGT58uCpUqKAJEyZozpw5TvtduXJFkyZN0kcffSTDMNKcqDyn9e3bVzabTW+//bbGjh2b5eHhoqOj9frrrzsKq+eff97kpFefCLLZbBo+fLj+/vtvx/J//vlHI0aMcPz/Dz/8MM3933//fbd9BiSpdevWjs/s0aNH093ujTfeUJkyZXT06FH16NHDcQe3uwwZMkR58+bV559/rlGjRjlN9j5y5EjlzZtXY8aM0cGDB1323bJli1599VUZhmH6HY2S9Nhjj8lms2ngwIHZHnt9xYoVGjBggAzD0OOPP25Swv95+eWXlT9/fq1du1YNGjTQyy+/rGHDhqlBgwZau3at6tSpo5IlS+qzzz5zKbK//vprffbZZzIMQz179jQ964MPPqghQ4bo4sWL6tGjh1q3bq3Q0FBt3rxZd955p4YOHao//vhDLVq00Lfffqtdu3Zp27Zt+uSTT9S4cWP9/fffKlOmjIYOHWp6VunqsNd+fn5auXKlGjZsqI8//ljLli1TbGys03aVK1fW+++/L5vNpkmTJqlXr17avn27WzKOHDlSxYoV0549e1SvXj2NGDFCy5cv18mTJ13uHExNTVVkZKSWLVum4cOHq169etq1a5eKFy/uMreXGfr37y+bzaYvvvhCffr00S+//KL58+fr2Wef1eeff65ixYopb968euutt1yOA3///bfeeustGYahRx991PSs0tUhemw2m6ZMmaIXX3xRf/zxR5pPVtx///2Oc1zv3r311VdfufVJrE6dOslms+mdd97Rl19+6XjSMivCw8MddcuNzKuSXS+99JLy5MmjefPmqWXLllq4cGGmN6ycP39eCxYsUMuWLfXjjz/Kz89PL7/8sulZrVQPWilrWsqUKaOFCxfqnXfe0YULF9SzZ089++yzTnWCJ1C7kvVat99++w097eQuVqpd7eeCH3/8UT179nQ8jWez2XTo0CENHjxYkydPlmEYeu655xz7LV68WG3bttXcuXPl4+Njej1opRr7mWeekc1m07fffqunn35aCxcuzNK8XMnJyZo5c6Y++OADt/33t1LtmhZfX1+NHj1ay5cv1+23366pU6eqUaNG2rZtm0fy3KjAwEANHDhQmzdv1t69ezVlyhR17tzZZahyM1C7mi+3XyO20rXMaz388MMaOXKkZs6cqaZNm8owDI0YMSLd4Tj37t2rMWPGyDAMtWnTxvR8VqpdvRFzEMIt3njjDU2aNElbtmzRHXfc4ek4LpKTk9W2bVtt375dhmGoUKFCqly5st58803Hk0V2p0+fVqtWrXTkyBH5+fmpWbNmWrlypVvGwj558qQaN26smJgYGYahGjVqqEKFChnevfLjjz/qn3/+0Q8//KB///3X8SRJ1apVTc0qXS2Qunfvrn/++UeGYahIkSKqU6eOypUrp3Pnzunnn3+WYRgqV66catSooeTkZP3555+Kj493NGxHjRplek5JGjVqlOOLkq+vr2rVqqXg4GCVKlVKBQsWlL+/v5KTk3Xu3DlFRkZqz5492rNnj1JSUmSz2TRo0CC9/fbbpuc8c+aMmjRpooiICOXJk0eVK1eWYRgKDw9XSkqKunbtqoMHD2r79u3q3r27Bg4cqNKlS+vYsWOaPHmyvv/+e/n5+WndunVuuQszOjpa9913n2OetGbNmql69erq0aOHy7Fg+/bt6tixoxITE1W+fHn16tVLr7/+utvmSVi4cKGee+45JSYmKn/+/GrWrJnq1q2rcuXKaceOHfr888+VL18+de7cWXfeeacuX76sLVu2aPny5UpJSdH999+vefPmmT7kweXLl9W2bVtt27ZNhmGoevXqatWqlWrWrKnSpUs7Pq9JSUk6f/68Tpw4ob1792rlypXav3+/bDabGjZsqF9//dUtQ58sX75cffr0UUJCgtOwEpUqVdKvv/6q3bt3q3v37rLZbCpatKhKlSqlEydOOI4D3bt3T/OpLrPMmTNHb775piIjI7P839Jms6l+/fqaPn2624YYla4e3wcNGqSLFy86sn711Vfq0qWLy7aTJk1yeoLQZrO55W8rPDxcvXr10p49e5x+nz4+PsqfP7/8/PyUnJysxMREp5tzbDabateurenTp+v22283NaPdu+++q5CQEJe5nPLmzat58+Zp69ateuONN5Q3b161bt3acWxdsWKFkpKSVKdOHa1cuTLdOSFz2rBhwxQWFuY03Mq0adNc/vtfuXJF3bt317Jlyxw1jv3v0ez//pcuXVLbtm21Y8cOR87ChQsrIiIi3X1eeuklHThwQFu2bNGVK1dUtmxZrV+/3i0XhX7++WcNGDBAFy5ccAx3Vr58+XSPrREREUpNTZXNZlPBggX12Wef6aGHHjI9p5XqQStlzcyBAwf03HPPadeuXSpdurSmTJmiLl26eGw+J2pX7856vREjRujLL7/U5s2bc933bavVrt99950GDBjguKEmf/78unz5si5fvizpam3w3HPPOQ3d3bhxY+3Zs0f58+fXxIkT9eSTT5qe00o19ssvv6ypU6c61SwZzc3UsGFDHTp0SMnJybLZbGrWrJl++eWXdIchzUlWql0zcunSJb366quaOnWqfHx8NGTIEEezNbfNQZibULu6R26/Rmyla5nXzzd6/TWMunXrOp7El6Tjx49r7NixWrRokS5duqTbbrtNv//+u4oWLWp6VqvUrtlhlWNbZmgQwi1iY2MVGRmpatWqpTuHl6dduHBBY8eO1axZs3Tp0iUZhpHuhdZTp06pd+/eTsMmuuuAcODAAfXv319//PFHlt63VKlSunjxomw2mwoXLqwvv/zSLXcz2SUnJ2vGjBmaNm2a03A8hmGkO/Z0/fr1NWrUKD3wwAPuiinpaoNowoQJ2rNnj2NZWg2Ca3PXrl1bo0aNUrt27dySUbo6Z0Tv3r21detWp+WdO3fWl19+qX///Vdt2rRx+dJlbwh8+OGH6t27t9vy7t+/X71793Y8OZDR39a6dev09NNPKz4+3vEZcefJNjw8XG+99ZYWLlyo1NTUNCcgvr55kD9/fvXr10+vvPKKWy5aSFe/uIwdO1YzZsxQUlJSlhpZ9kZH79699cYbb6Q7b4IZYmNj9d1332nPnj3y8fFRcHCwevTo4Zhzav78+Xr55Zed7iLLnz+/Bg0a5Bi6052Sk5O1ZMkSLVu2TDt37tShQ4dchhb19/dXxYoV1bBhQz388MMem+Pj2LFjmj59un777TcdPnxYH3/8sTp16pTmtuvWrdN7772njRs3Oj7f7vrbWrx4sebNm6cNGzY45udJS6lSpdS4cWN16dLFrecqu1WrVmnq1KlOn9Xhw4erTp06kq5egP3iiy8kOZ/H7EMi3ej8Sjfql19+0SeffKIdO3YoJSVF06dPT/PYmpKSogkTJig0NNRxZ7G7/vsnJiYqJCRE33zzjWJjY7NUt9jnq7r33nv1xRdfuGXYG7sTJ05oypQpmj9/viIjIzPdvnTp0urUqZMGDRqkkiVLuiHhVVaqB62UNTNXrlzR+PHj9dFHHzkusHnyogC1q3dnvdauXbu0ceNGdevWzS0XpbPLarXrtm3b9NZbb2nDhg1OT95XqlRJw4YNU48ePZy2f+GFF1S6dGn16NFDlSpVcltOK9XYK1as0DfffKPt27crOjo6w6dH7LVAkSJF9Oyzz2rUqFFuv45kldo1M6tXr1b//v116tQpj56zrHQRndrVfFa4RmyVa5mXLl3SoUOHdPDgQZd/cXFxqlGjhtMw6StXrtQjjzwiSapZs6ZmzJjhlqly7KxSu2aVlY5tGaFBCFwnISFBmzdv1uHDh3X//fdneLfypk2btGjRIu3atUvHjx/Xzp073ZZz//79+uOPP3T69Gm99NJL6W7XsGFDlSxZUi1atFCPHj3ccldIeo4dO6adO3fq4MGDio6O1sWLF5WSkqL8+fMrMDBQVapU0b333uuxIsXu0KFD2rBhg8LDw3X8+HGdP39eycnJ8vf3V8GCBVWmTBlVrVpVjRs3dusXwOvt3r3bcWdjrVq1VLNmTaefYcyYMVqxYoWuXLkiX19f3XvvvRo5cqSaNWvmkbyrV6/WmjVrdPjwYfXr1y/dYSXi4uL05ZdfasmSJdq3b5+uXLni9pNtTEyMli9f7vi8xsTE6MKFC0pJSVGBAgUUGBioypUrq2HDhmrdurXLXVvuEh0drcWLF2v9+vWOz+uFCxeUlJSkgIAAFShQwPF5bdKkidq1a+f2BkZWJSUladu2bTp16pSKFSum+vXrK3/+/J6O5XDu3DmnY1bhwoXdchezGc6ePau9e/fq+PHjeuKJJ9z+/hcuXEj32FqgQAG358mu3bt3a9GiRYqKilJgYKCaN2/uMtqAu50/f15Hjx7VbbfdpsDAwHS3S0xM1Jo1a7Rr1y7HxQR3OnLkiE6fPq369eunu83LL7+sMmXKqHnz5mnO7+ROhw4dyvTY6sk6QLJWPWilrJnZsmWLnn/+ef3777+54qIAtat3Z7USq9WuCQkJOnz4sJKTk1WyZEmVLVvWY1luVG6vsdPy008/qVy5cqpbt658fX09HcfyteuZM2f02muvOebO88TcWN9++60kuTTXcztqV0jWuZZ5vTNnzujUqVNOT2lu3bpVU6dOVadOndSmTRuPXdOwSu2amfHjx8swDLfM6WwmGoQA8B+WkpKimJgY3XLLLW696zanXLlyRadPn1apUqU8HQUAAAAms1LtaqWsAAAAQFpoEAIAANPUqlVL+fLl07vvvuuxYTj/y2JjY/XPP/+oYcOGTstTUlL0888/a+3atYqMjJS/v78qV66sDh06qEGDBh5Ke/VJzEOHDunYsWM6f/68EhMTHXe1li5dWlWqVNEtt9zikWz9+/dXvnz5NHz4cN12220eyXAjEhMTlS9fPpflkZGRWr9+vU6ePCk/Pz9VrlxZTZo08ehTA1euXNHu3bt14cIFlS9fXuXKlct0n71790qS09M77hYfH68LFy4oMTHRcVdrRk9q5japqamKjY3VLbfc4rY5MjOTmppq2aewAavKDcdTK7BK7WqVnFaXm2vX68XFxSk8PFxxcXE6f/68fH19VaBAARUrVkyVK1f22Kg3knXr7IwkJSXpyJEjOnfunEqXLp2rnh6zeu0qyTFHar9+/TycJH2RkZGO79oVK1ZUoUKFPB1JEnU2so8GITyuSJEi8vHxyXCS6tyCrOawUlbcmMTERIWHh8tms+n2229XwYIFHetiYmI0Y8YM7d2711Fc33///Xr44YfdOi9GcnKyJKU5Bv6lS5c0a9YsLV26VAcPHlRSUpKKFi2qu+66S4899phHh5NKSEjQpk2bdPDgQUVEROjChQu6ePGiy1AijRo18siXV/uY7IZhaOjQoRo9enSuuUBtZWfPntXo0aP1ww8/qEaNGlq3bp1j3T///KMePXooPDxc0v/G77f/PbVp00aff/652z4PZ8+e1bRp0zR//nzt3r073Tkb7GrVqqVHHnlEffr0cTpWmM3+WS1WrJi++OILt8+Dm12zZ8/WZ599Jh8fH61du9axPDExUSNGjNDs2bOd5k2SpMKFC2vEiBEaOHCgu+Pq/fff18cff6xz5845lgUHB+v1119Xy5Yt093PEzXC1q1btWDBAq1fv16HDh1yzNt4rbx586py5cpq2rSpunTporvvvttt+exsNpvWrVvnNAzitcPdHjx4UGPHjtXy5csdwyA2atRIo0aN0n333ef2vL///rvef/99bdq0SZcuXVKZMmXUvn17DR48OMOLauXKlZNhGDp69KhbcqampmrdunXat2+fbDab7rzzTrVo0cKxfu3atfrwww+1d+9enT9/XqVKldIDDzygwYMHe2T4wcTERK1du9YxTFN6F7GrVq2qZs2aqUWLFsqbN6/bc0pXzwfTp0/Xxo0bHTcKtG/fXh06dMhwvx49esgwDM2aNctNSa2VNatyy3cuatecYZWcVmSV2lW62hQMDQ3V/PnzdfDgwQy3rVChgtq0aaNevXqpWrVqbkp4ldXq7MOHD+vbb7/VX3/95agF+vTp4xjZKCQkRKGhoU517R133KExY8aoY8eObs9rldo1Ozx9zjp06JCmTp2q6OhoTZ061Wnd999/r/fee0+HDh1yLPP19VWTJk302muvqV69eu6Oa5k6W7JW7Wq3f/9+hYeHO+qWa5vv9qzBwcEezXgzaBDC46w0oSdZzWGlrMiec+fOaeTIkfrxxx8dDbi8efPq+eef17hx4/T333+rQ4cOio6OdvriZb/Q+e2337rtYlt6Bej+/fvVvXt3/fvvv2l+OTQMQw8++KC++OILt17E2LRpkyZOnKh169Y5mgDp5ZOuFqwtWrTQyJEjdc8997gtp/3vu2nTplq7dq2qV6+uKVOmuDXDf8358+fVunVrxxfWli1b6qeffpJ0teHeuHFjx1NjHTt2VLVq1ZQvXz7t2LFDv/76q1JSUnTPPfdo8eLFpl9I+u2339SnTx/FxcU5Pp9FihRRqVKlVKBAAfn7++vSpUs6f/68Tp486fiSbRiGihcvrhkzZritkXHthYuYmBg9/fTTevvtt1W4cGG3vH92PP/88/r+++9ls9lUq1YtrV+/XpJ0+fJlPfTQQ/r9999ls9l02223qUqVKsqbN692796tqKgoGYahXr16adKkSR7JGxAQoMKFCys6OlrS1WPTxIkT1adPnzT3dWeNcOrUKT333HOOhntmFwSl/x1jW7Vqpc8++8xtc2WFh4fr6aef1v79+52WN2/eXLNmzVJERITat2+vuLg4l319fX318ccf66mnnnJLVkmaNm2ahg8frtTUVJfzfWBgoObOnau6deumua87PwN79uzRM88845inye7uu+/W3LlztXnzZj355JNKSUlx+TkKFiyoWbNmqXnz5qbnlK42Mt9//319+umnjt9NRp9Z+2f11ltv1dChQ/Xiiy+6I6bD1q1b1b17d8XExLj87ho0aKA5c+akO9+ku78rWClrdng6G7VrzrJKTquxUu26evVq9ezZUwkJCY6sPj4+Sk1Ndcp08eJFp0aWj4+PnnrqKU2cONFtwyNbqc7+9ttvNWTIEF2+fNnpRsuiRYtq4cKFWrp0qd58803H9nnz5tWlS5cc273++usaOnSoW7JaqXbNLk+es2bOnKlhw4bp8uXLCg4OdnzXkqRXXnlFn376qeN37efnpzx58igxMdHx/6dMmaJu3bq5La9V6myr1a6HDx/W5MmTtXDhQsXGxma6fdGiRdWpUycNGTIkSyPl5CY0COFxnv6ikh1kNYeVsiLrLl26pNatWzvuujQMQ/7+/kpKSpJhGBo1apTWrl2rTZs2qXz58urQoYOCgoIUHh6un3/+WRcvXlS1atW0du3aNIfPy2lpfQ5jY2PVsGFDRUVFKX/+/OratasaN26swMBAJSQkaPPmzZo1a5YSEhJUv359LVmyRL6+vqZnnThxosaPH+/48leuXDkFBwerVKlSKliwoPz8/JSUlKRz587p5MmT2rdvnyIiIiRdvdjy5ptvuu0Jomt/r19++aXeeOMNXbx4UY899phef/11lSlTxi05/kvGjRunDz/80HEH7rVPX73yyisKDQ1VpUqVNHfuXFWuXNlp3127dqlz586Ki4vThAkT9Pzzz5uW86+//tL999+vxMREValSRf3791fLli0zLJYjIiK0cuVKffHFFzpw4IAKFiyoNWvWqEqVKqbltLN/Vg8dOqSXXnpJv/zyi4oXL67XXntNTz31lFufaM7IjBkzNHjwYPn4+Gjw4MHq27evSpcuLUkKDQ3VK6+8ogIFCmjixInq3r27I3dqaqrCwsI0evRopaamas6cOWrbtq3peefPn6+nn35aPj4+Gjt2rPr376+AgACdPHlSr776qn788Uf5+vpq8eLFuvfee132d1eNEB8fryZNmuj48ePy8/NThw4d1LJlS9WqVctxbL32omBkZKT27t2rlStXatGiRUpOTlbFihW1du1a0y92xcTEqFGjRjp16pTy5cun2rVry9fXVzt37tTFixfVoUMHHTt2TDt37lTXrl01aNAglSlTRseOHdPHH3+suXPnyt/fX+vXr9cdd9xhalZJ2rlzp+6//36lpKSoVatWGjJkiIoXL64///xT77//vv755x/dcsst2rRpk+OzfC13fQZOnjyp++67T3FxcQoICFBwcLAKFiyoPXv2KC4uTp06ddKOHTt09OhRPfzww+rWrZuKFSum8PBwhYaGau/evSpSpIh+//33NH+OnJSamqpHH31Uq1evls1mU8mSJdWiRQsFBwerdOnSLhexIyMjtW/fPq1Zs0aRkZEyDEPt2rXT7NmzTc1pd+rUKTVs2FBxcXEqWbKknnnmGRUvXlw7d+7UDz/8oKSkJNWoUUOrV69O8w5xd98oYJWsr732Wra2nzx5sgzD0KBBgxzLDMNwutBtFmrXnGeVnFZipdo1PDxcTZo0UWJiou699169+uqratCggfz8/LR37169++67WrRokXr37q1JkyYpPj5eO3bs0Pz58/X9998rKSlJTZs21fz5891S41qlzt6xY4datmyplJQUVa1aVe3bt1fBggW1ceNGrV69WrVq1dKRI0eUnJyst956S926dVOhQoV07NgxTZo0SV999ZUMw9CKFStMf0LPSrWrpGzfQPXnn3/KMAzVqVPHscwwDP322285G+w669ev10MPPaTU1FQ1aNBAL774omP0gMWLFzsaf926ddPLL7+s22+/XT4+Pjpw4IDeeecdLViwQH5+flq3bp1q1KhhalbJOnW21WrX2bNna+jQoUpKSnLc5Fq1alWnm0WurVvCw8OVnJwswzCUL18+hYaGqkuXLm7JmhNoEMLjrNQcIqs5rJQVWTd58mS99tprKlKkiCZMmKBOnTopb9682rZtm5599lmdOHFCKSkpqlu3rhYsWOA0HMvRo0fVvn17HT9+XG+99ZbThQyzpPU5HDNmjD755BOVLFlSCxcuTPOL3vHjx9WuXTtFRETo/fff17PPPmtqziVLlqhr166Srg5jNXTo0Cx9AQ0PD9fkyZP19ddfyzAM/fjjjxkO65dTrv+9/vvvvxowYIA2btwof39/de/eXS+++KJuv/1207NkJrsX2tLijgttderU0ZEjRzRjxgx16tQpzXU//PCDWrduneb+P/zwg/r27au6deua+gWrd+/e+umnn9SqVSvNnj07zeF703PlyhV169ZNy5cv1+OPP66wsDDTctpd/1n96aefNGzYMMXHx+uOO+7Qyy+/rEcffdTjFzCaNWumXbt2pXl3sn3dhx9+qN69e6e5/4QJEzR+/HinJ0/N9PDDD2vt2rXq27evJk6c6LK+T58++vHHH1WxYkVt3brV5XPirhohs+Z6Rg4fPqxHHnlE//77r1588UXTjwH2c1P16tU1d+5cx5P2J06c0GOPPaa//vpLktL9Ev34449r2bJleuaZZzR58mRTs0r/OxY0b95c8+fPd1qXkJCgDh06aNeuXWmul9z3GRg1apQ+++wzValSRd9//73jvHT+/Hl17dpVGzZskCQ99thjLseklJQUtWvXTlu2bFH//v01fvx4U7N++umnGj16tPLnz68PPvhAXbt2zdJcMzabTT/88IOGDh2qixcvauLEierbt6+pWSVp9OjR+vTTT1WpUiWtWrXK6em7PXv2qFOnToqNjdVzzz2n9957z2V/d35XsFJW+3vZ2W/IS8/1Q47btzc7K7Wrd+eUrFNjW6l27d+/v7799ls1b95c8+bNS/Mm1R49emjRokWaPn26Onfu7Fh+4MABPfzww4qKinLbecAqdXavXr00b948tWrVSnPmzHEabeWll17StGnTHDc7jxo1ymX/gQMH6ptvvtFjjz3mMixlTrNS7SpJxYoV05UrVyRl7UnHtLjjnNWpUyf99ttvevTRRzV16lSnz6T9e02/fv307rvvprl/z5499fPPP6tr16764osvTM0qWafOtlLtunnzZrVr104pKSlq0qSJhgwZoqZNm2Z4TkhOTta6des0ZcoUrVmzRn5+flq6dGmuH8rXjgYhPM5KzSGymiM3ZK1YseJNF6P2O+LMlhNDV7njziv7heqPP/5YzzzzjNO6efPmqVevXjIMQz///LPT3D7Xb1OvXj2tXr3a1KxS2p/DunXr6vDhw5o2bZoeeeSRdPddsGCBnnrqKd1zzz1auXKlqTk7duyo9evXa/DgwRo3bly293/jjTc0adKkdAvEnJbe3/fChQv19ttv68CBA/Lx8VGzZs30zDPPqE2bNm55YjQtQUFBunz58g3v764Lbfacx48fd5nnpHjx4kpOTtapU6fSHaf//PnzKl26tAoWLKgTJ06YlrNq1ao6ffq0tm3bdkN3Uf/999+qX7++SpQooX/++ceEhM7Se4p4woQJmjFjhpKTk1W2bFn17NlTTz75pEqUKGF6prTcdtttunTpksLDwxUUFOS0rmTJkkpMTNThw4fTHf4uKipKVatW1a233qojR46YnrdChQo6c+ZMup+Dc+fOqW7duoqOjta4ceM0ePBgp/XuqhFq166to0ePatGiRWrUqFG299+wYYPat2+vihUraufOnTkf8Br2c9P8+fNd5sBds2aNYw7fVatWpTkHytatW9WqVSuVL19eu3fvNjWrdHVOnlOnTmnlypVpfkkODw9Xo0aNlJycrK+//loPPfSQ03p3fQbq1aunQ4cO6aeffnKZG2ndunXq2LGjDMPQunXrVKtWLZf9N27cqHbt2qlq1aratm2bqVkbN26svXv36tNPP1X37t2zvf+3336r/v37q3bt2k5z2JrF/plN78nl5cuX67HHHpOPj4/WrVvnMoeLO78rWCnr1KlTNXbsWF24cMFxZ32RIkXS3X727NkyDMNl2LPPPvvM1JzUrt6dU7JOjW2l2rVGjRqKjIxM95wkSbt371aTJk3UsGFDLV261GndokWL1L17d9NvGLSzSp1tr1nWr1/vcnzfuXOnmjVrJsMw9Mcff6TZfN+3b5/uu+8+lSlTRvv27TM1q5VqV+nqTTbPPfec/vrrLxmGoZ49e2Y4JHL//v1lGIZCQ0Odlvfo0cPUnGXLltW5c+e0Y8cOVapUyWlduXLllJCQoN27d6f7ZHF4eLjuvvtulSpVymUqADNYpc62Uu36xBNPaOnSperevfsN1Uj9+vXT7Nmz1b59e7c98XizaBDC43JDcyiryGqO3JC1Z8+eWrJkiWPs+Bvhrp+hRYsW2rFjx029hjuyli5dWhcuXNA///yj4sWLO607ceKEatSo4WiqBgYGuuxvv4hduHBhHTt2zNSsUtqfQ3uzJSIiIsNhN86dO6cyZcq4JWv58uV19uzZNJsDWXH69GlVqVJFt9xyi1smos7o79tms+m7775TSEiIjhw54hiO4YEHHlCLFi3UtGlTtwwtaZeQkKA5c+YoJCREcXFxWbrYlhazL7RVq1ZNUVFR+vvvv12+PFeqVElxcXE6ceKEChQokOb+Fy5ccAyNERkZaVpO+99PVFTUDc1vkpSUpOLFiytv3ryKiooyIaGzjD6rJ06c0Pjx4zVnzhylpqbKx8dHDRs2VMeOHXX//feratWqpuezszfc0moQ27/QRkdHpzu/ZHJysoKCghQQEKDTp0+bntd+t3BGmb7++msNGjRIRYoU0Z9//ul0TnBXjWClz6s9a1qfAfvft2EY6R4H7Ocsd38GTp48me7FaXsD4Pbbb9fWrVuVJ08exzp3fwaOHTumQoUKOa2LjY1VpUqVZBiGIiMjlT9/fpf9ExISVLZsWeXLl0+nTp0yNav9ZoCMjvUZsd8oYvZ5wM7+uz1y5Ei68zU/9dRTWrBgQZpNIHd+V7BSVkk6ePCgnn/+eW3fvl2lSpXSJ5984tLg9lQ2O2pX784pWafGtlItYG+6xsTEOJ0zr3X58mUVK1YszZsC7fWCJ79r2+WmOjujmsV+njcMI93fe2Jiom677Tb5+/s75ts2i5U+r3bJycl68803FRoa6pgu4ZVXXknzd+mpc5a9xkrr91qiRAklJSUpNjY23allrly5osDAQLd8BiTr1NlWql1vv/12xcbGas+ePY6RWrIjIiJCwcHBKlasmFseIskJaZ9FADc6e/aspyNkGVnNkRuyzpgxQ7Gxserfv7+WLl3quFOpfPnyno7m4rffftO+ffs0cOBA7dixQ4Zh6NVXX1XJkiU9Hc1JcnKyJKX5GP61DcO0moOSHBffbqZpe7MKFCig5OTkdC9q29mHyEhKSjI9k31Yjhu9A9j+e7W/jifZ72Lv2rWrli9frq+//lrLli3TwoUL9euvv0qSChcurNq1a2vhwoWm5ylcuLCef/553XPPPY6nWseOHeuWObqyo379+lq4cKG+/vprDR8+3Gndvffeq8WLF2vdunXpzi+3YsUKSVefnDZT6dKl9e+//2rLli1q2rRptvffunWr43U8rXTp0goNDdWwYcP01Vdf6bvvvtOGDRu0ceNGSVePafXq1VOdOnU0cuRIU7NUr15dv//+u5YtW+byZHP16tW1detW7dmzJ92J6P/8809JV59EdIdixYrp1KlTOnr0aLpDHz311FOaOnWqdu/erWHDhmn69OluyXatokWL6tSpUzpy5IiqVauW7f3tF61vvfXWnI7mIm/evEpOTtaZM2dcGoTXfrk/d+5cml/AL168KCnt87MZChYsqDNnzujcuXPpnruGDRum2bNn6/Dhw/rwww81YsQIt2S7Vp48eZScnKzz58+7NAivbRSl1RyU3FMD2OXNm1eJiYnp/jfOjLs/A/7+/kpOTs5wnua3335by5Yt09q1a7Vw4UJ17NjRLdmuZ6WsklS5cmWtWLFCEydO1MSJE/XII4+oT58+evvttz32tNj1qF3JaZUa20q1a5EiRRQTE6OTJ0+mewE7owv+9mswKSkpZsTLltxUZ+fPn18JCQk6ceKES91aqFAhx3x46TVl7TdepTeSS06yUu1q5+/vr7fffltt27bVCy+8oA8//FArVqzQl19+qerVq7stR0YqVqyov/76S3/++afL/OgVKlTQ33//rYiIiHS/S7v792qVOttKteuFCxckXf0eeyPsN0PZM1tB5oO9AoCXCAwMVFhYmOOkWq9ePTVu3Dhb/9zlzjvv1HfffedoXHXo0EE9evTI1j+z2RuWaT3t6Ofnp++//17fffdduvvbh2O4kTuNc8p9990nSZkOFbZ582ZJ7vkyaP+icqNzh/3yyy+S5Na7hjNjGIYefPBBffvttzpw4IDefvttNWrUSH5+fjp79qzWr1/v1jx169Z1GVImNxk4cKB8fHwUEhKiTz/9VKmpqY51L730knx8fPTaa68pNjbWZd/Dhw9r9OjRMgwjw2Fzc8JDDz0km82mAQMGOOZEy6q//vpLAwYMkGEYevjhh01KmH0VK1bUW2+9pQMHDmjWrFlq3bq1AgICFBUVpcWLF6c7F0VO6tmzp2w2m4YPH+5o9tk9++yzstlseuedd9LcNzk5Wa+99poMw0h3jsqcZh866P333093G8Mw9NFHH8nHx0c///yzW+acvF7Tpk1ls9k0YsQIJSYmZmvfpKQkDR8+XIZh5Mgw4JmxH5/mzJnjsu7aZZs2bUpzf/sxNTtz1dwMe96MhtgpWLCg3nnnHdlsNr333nvasmWLW7Jdy35TWFpDhfv6+ioyMjLDYZnttUKZMmXMCXiN2rVrS5ImTZp0Q/t/9NFHkpTujQQ5zT4M26pVq9Ldpnz58ho8eLBsNpuGDBnilrvu02KlrHY+Pj4aOXKkVqxYoSpVqmjq1Klq1KiR6UPdZhW1q+fktpy5vca2Uu3aoEEDSVfn9UqP/bx75513uqyzD9tYs2ZNE9LdmNxQZ9eoUUOSNGvWLJd1hmFo7dq1Wrt2bbr724dydcfxykq16/UaNWqkTZs2qVu3btq9e7eaNWvmlnmxs6JLly6y2WwaOXKkEhISnNY98sgjstlsGX5XmTRpkgzDUMOGDc2OKsk6dbaVatcKFSpISvs7QVbYp0iyv44V0CCEWyQkJGjp0qX65JNPNGLECA0YMEC9evXSCy+8oJdfflmTJk3SokWLLDEcZm6RkpKiefPm6eWXX9YLL7ygd999N0vzyIwePVqvvPKKGxI6O3PmjOLj412WX758WT/88IPGjh2roUOH6v3337/p4TNvRuHChW9o/HZPKFGihMsdTblJkyZNZLPZNGrUKMXExLisb9Omjdq0aZPu/uPHj5dhGG7/GV988UWFhobqt99+U7du3WQYiigQ2wABAABJREFUhkaOHJnu8enkyZN65ZVXZBhGukM65aSnnnrK8UVg6tSpWb6b+sqVK5o2bZqGDRsmwzBc5oXMLYoVK6ZBgwZp0aJFioiI0Ny5c9W/f3+358hoPgRPa9CggUJCQpSamqpXXnlFtWrV0siRI/X999/rypUrGjBggMLDw3Xvvffq3Xff1cKFC/XTTz9pxIgRatq0qSIjIxUcHKyBAweamnPYsGGqVKmSIiIi1KRJE3Xt2lVTp07Vli1bdOzYMcXHx+vChQuKi4tTRESENm/erLCwMD3xxBNq0qSJ44mzYcOGmZrzRvj6+qpjx4764YcfFBERofnz52vw4MHpzgGTk5544gk9+uijio2NVatWrfTss8/q119/VWRkpB5//HH16dNHq1at0sMPP6wNGzYoPj5ep0+f1sKFC/XAAw9oy5YtKlKkiNt+ry+88ML/sXfmcTXl/x9/nhIhzNjSQgZlLNmHQQlji+zDDGbs+zJEtmEwBsNg7Ixd9n2LCqFUjGVsRWhBUWmR9rot5/eHxz3j6haZ7qn7/d3n4+HxmOmcT/fVuZ/zOe/zeW9SqbNevXpx4sQJHj16lGMjo0mTJsyePVta3xYsWCBL+Usl06dPx8jICC8vL5o3b8769et5/PhxnmMePXrE+vXr+eqrr/D09KRMmTKyROQOHz4cURRZtmwZCxcu5Pbt29y5c4eFCxeydOlSSpUqhZ6eHgsWLMgRKBAdHc2CBQtkdb5///33iKLIokWLWLFihVqbAKBfv3706tWLjIwM+vfvr/Gevu9jb2+PKIrMmTMnR68meFtVILeI59jYWObMmYMgCHTo0EHTUpk0aRIAmzdvZujQoR/dO+ju3bsMHTqUjRs3SqW95KBr165SYENem1LTp0+nbt26xMTE0Lt370JxvGmT1vdp3LgxPj4+jBkzhpCQEDp37szChQsLPfNOZ7sWDYqKzqJsY2uT7Tpx4kREUWTTpk3Mnz9fxZGRlpbGypUr+e233xAEgcGDB0vHbt++zahRo9iwYQOCIDBu3DiNa80vhWln9+/fH1EUWbt2LXPnzuXevXsfvU95+fJlFi1aJJuNpU22qzrKlCnDpk2b2Lt3L0ZGRsybNw97e3tZSknnxcSJE6lbty53797FxsYGZ2dnXr9+DcDkyZNp0qQJGzduZNmyZSrVrmJjY3F0dGTPnj3o6elJtpqm0RY7W5ts1379+iGKIhMnTuT8+fP5GnvhwgUpWKR///4aUljw6HoQ6tAoV69eZfny5Vy5ckUqXaAsxfcugiAAbw2Bdu3aMXPmzCJtOBY2ISEhfP/991Lja2XTbngb0bJx48Zca5DLWcc7KyuL5cuX4+zsTEREBPA2q8zJyYkRI0YQGRmJg4MDQUFBOf6OLl26sHnz5nz3JSgIlPW5r1+/XuTKnrzPnDlzWL9+fZHUGhgYiJ2dHSkpKZQsWRI7OzuqV6/O0qVLcx1z/fp1goKC2LNnD9euXUNfX5/z58+rbbZc0Lw715Tz8F3atGnD6dOnpf+PjY1l/fr1ODs7ExsbS9myZbl69eon1SjPLz/88AMuLi4IgsDnn3+OnZ0d9evXx9TUlDJlymBgYIBCoSAxMZHw8HD8/f3x8vLizZs3iKJI79692bVrl8Z1QtHoMfopXLlyBVdXV6ZNm1aoWax54e3tzS+//CJlkambt++iXGP79u3LqlWr8uyrWVDExsYyYcIE3NzcPkoj/GsnODg4sHbt2lzLEBc02jRXldGfq1evJiUlRbquxYoVk0oj5TbOwsKCvXv3yrLJomTt2rXMnz+f7OxsSeuOHTvo06dPjnMdHR3ZsWOHdJ5y3srxvVy7do2hQ4cSGRkpfb6BgQEmJiYYGRlJa2tSUhKRkZFkZGRIGk1MTHB2dpYi+jXN+PHj2bdvn9p7ytnZmRs3brB+/XoqVarEd999h5mZGWFhYRw6dIjY2FiqV6+Or69vjhKlmkAURQYOHIirq6ukt0KFCmzYsCFHoFBSUhIODg7cuXMHQRCwtLTkyZMnssyBN2/eYGdnJ/XrKlu2LNWqVcPHxyfXMatWreLx48e4uroSHx/P559/ztWrVzE1NdWoVnib/fHLL79IWeQVKlSgfv36mJmZYWRkRPHixUlPTycpKUmyBWJjYxFFEX19fZYsWcLYsWM1rhPelru1s7MjODgYQRCwsrKibt26TJo0iaZNm6qcGxgYSOfOnXn9+jVly5alb9++0pogxzqgTVrzwtPTk3HjxhEREYG1tTWbN2+mZcuWhaZNZ7sWPNqi832Kuo2tTbbrn3/+ya+//oogCBgYGFCjRg3S09MJCwsjKysLURTp3r27SjacjY0Nfn5+6OnpMX36dNmCx7VlvmZnZzNw4EDc3Nyk714QBLXB7kr69etHQEAAL168QBRF6tevj4eHhyxlnrXJds2L6OhoJk6ciLu7O2XKlGHRokVMnjy50OZMbGwsw4YNw8vLC0EQEAQBCwsLqdqEp6cngiBgaGhIjRo1UCgUhISEkJWVRbFixVi9ejU//vijLFq1xc4G7bFdMzIysLe35+bNmwiCQJ06dejYsWOuWl++fIm/vz8eHh4EBAQgiiItW7bkzJkzuZYjLmroHIQ6NMby5ctZsmSJdONXq1YNa2trTE1NpQdVeno6iYmJRERE8ODBA0JDQ4G3jsKFCxdqPLtBG4mPj5ei00qVKkWvXr2oXLkyd+/elR5Stra2nDp1Cj29nEnCchlm2dnZ9OvXj4sXL+ZwCguCwMqVK7lw4QJubm6UK1eONm3aUKlSJQIDA/H19UUURZo3b46bm1uePUA0QWxsLOHh4dSuXVu23iyfytOnT3n48CFt27b9pDremsbHx4fRo0dLJbk+NPdMTU1JSUlBFEWKFSvGihUrGDZsmCxaAwMDCQoKyvEvMjISeFtu5Nq1a9L5Hh4eUonGKlWq4OzsLGu24/r161mzZo2UYZPXy6vyHjQ2NsbR0VHWSFFteRnUZu7cucO5c+e4e/cuQUFBREdHk5KSQlZWFqVLl6Z8+fJYWlrSsmVLevToUSgluvz8/Dhx4gQ+Pj4EBgZKUZjvUr58eaysrLCxsaF3796ylzzSxrkaGxvLvn37OH/+PPfu3cvVMVi6dGmaN29Or169GDhwYKE8227dusXGjRvx8vIiJiaGnTt3qnUQAuzbt49ly5ZJEcRyfi8pKSns2rWLkydPcuvWrTx78xQrVoxmzZrRu3dvhgwZInu/r507d7Jt2zYePnyIIAjUq1ePOXPm0KVLFxQKBUOHDuXs2bMqzwdRFKlZsyaHDx+WrcQovLUL169fz8aNG6WgsdzmQFJSEk5OThw6dEh6j5BrDkRFRTFjxgxcXFzIzMzMl91iYWHBzp07cziRNMmdO3dYvnw5Fy5ckHo/KxEEIYcNXqJECTp16oSTk5PUR0kuIiMjmTRpkhSJLQhCroECDx8+ZNCgQYSEhEh/h5zrgDZpzYv4+HimTp3K0aNHKVGiBOnp6YWqTWe7FizaolNb0QbbFeD06dPMmzePp0+fqvy8TJkyjB8/npkzZ6rsp/Ts2ZPKlSszcuRIWR1D2jRfRVFkx44d7N69G39/fzIzM6WejeowNTUlOTkZfX19+vTpw/Lly2Xt66dNtuuH2LVrF3PmzCE5OblIPE/d3d3Zvn073t7eHyzjamRkRJcuXZg+fbrswfvaYmeD9tiuaWlpzJs3j127dkn204cQRRFDQ0OGDx/OggULck3cKYroHIQ6NIKbmxvff/89AIMGDcLR0fGjNiQDAwNZu3Ytu3fvRhAEjh49KkuZHm1i8eLF/PHHHxgbG3Pu3DmVxrgeHh4MHjyYlJQU5syZw/Tp03OMl8sw27lzJ1OmTKF48eI4OTnRp08fjIyM8PX1xcnJCYVCQUpKCpaWlpw6dUol0vrmzZv079+fuLg41qxZU2TLyej4ODIzM/Hw8OCff/4hOjpaqh2ujmrVqlG5cmXatm3L6NGjsbKykk9oLiQnJxMUFMTr169p166d9PMrV66wZMkSevbsyY8//ihLFsb7KBQKfH198fb2JigoiLCwMJKTk0lPT6dEiRKULl2aqlWrYmlpia2trdRzRIeOwiY1NTXHXC3sF1RllpCc/WQLmqioKKKjo0lOTiY7O5tSpUpRoUIFWfqj5ofExEQMDAwwNDTM87yHDx9y9+5dXr58qdam0TRpaWk8ffo017W1Ro0aReLFT/lyry4w7MyZM5w9e5bIyEgqVqxI27Zt6d+/f6E+Cx4/fkxISAj169fPM+s+NDQUNzc37t27x8uXLzl16pRsGuPj47l37x5RUVF8++23uZ7Xr18/zM3Nadu2Ld26dSu0KOGUlBSuX79OYGAgL168ICkpCYVCQfHixTEyMsLc3BwrKyuaN29OqVKlCkWjksDAQLy8vAgJCaFfv340btxY7XkZGRkcPXoUV1dXaQ6o662r0/phTpw4wZQpU3jz5k2hb7bqbFcd2kpRtF3fJSAggMDAQBQKBSYmJjRt2vSDdpacaKudnZGRwevXrzE2Ns71nNWrV1O1alUp6L0w0RbbNS+ePn3KlClTCAkJAd466wub9PR0Hj16lCMYV/muZWlpibW1dZFIMNAGOxu0x3aNjo7G1dUVb29vSev795ZSq62tLV27dqVixYqFpvdT0TkIdWiE7t274+3tzeTJk/n111/zPV5Z4rFt27ayLFIF4YASBEGWsictW7YkICCAzZs389133+U4vm/fPsaPH0/x4sW5ceOGigMR5HMQdu7cmevXr7NgwQKmTJmicmzPnj1MnDgRQRDYu3cvDg4OOcbv2rWLyZMn07p1a1xdXTWqVUfR4d0yszp06NChQ4cOHTp06PjvJCYmSiXyqlWrVshqdOjIG2VFBDnK4evQoUOHDh3/39E5CHVoBAsLC+Lj4wkMDPykCJqoqCgsLS357LPPZGlQa2lpSVRUVI4STPlBrmhMExMTUlNT87y2Dg4O+Pj40KNHD3bv3q1yTC4HYbVq1UhISODBgwc5MheeP39OgwYNEASBJ0+eULly5RzjX7x4Qb169WSbAzp06NDxLsqeN++Xh8nIyODEiRP4+/uTmJiImZkZ7du3p0mTJoWkVD3nz5/H3d2d4OBg0tLSKF++PI0bN6Zv377UrFmz0HQpo5tDQ0NJTk4mNTVVihI0MzPDysoKa2vrQtHm4OBAyZIl+fXXX6lbt26haPhfJjs7m+fPn+cIXAK4ceMGXl5ehIeHU7x4cWrVqkWXLl1k6en6IV6/fi1FYaekpKhEiqqzX+Ri6dKllCxZklGjRhV6RlhBoFAouH37tsocKAq9lWNjY0lKSsLc3PyjSt4XpU1tZWSzDh06Po2srCxOnTqFr68vycnJWFhY0K1btw/28J09ezaCILBkyRKdzk+kXLly6Onp5dn3TS50tmvBoE1atZ2iaruqIzIyUrK19PX1MTIyomLFioWegfW/ZmcrSU1NJSkpiQoVKqitPFLY6GzXwkPnINShEczMzEhOTubFixefVHYvKSlJavyp7F2mSURRxN3dndmzZ/P06VMEQWD48OH5dm7Onj1bQwr/RekgjIyMzLVkhJ+fH23atEEURVxdXWnVqpV0TC4HYcWKFcnMzFQ7B9LT06lcuXKeOlJSUjAxMcHAwICYmBiNas0PRell5UNYW1sjCAL3798vbCkfRKdVR1EgKyuL5cuX4+zsLNXuNzExwcnJiREjRhAZGYmDgwNBQUGAasZrly5d2Lx5M+XKlZNFq6WlJXp6ejx+/Fjl5xEREQwZMoQbN25IGpUIgoCenh7Dhw9nyZIlspVACQkJYe3atbi4uHxUybXy5cvTq1cvpkyZImuWg/L5aGhoyNKlSxk6dKhsn/2/TEZGBitXrmTr1q2YmZlx5coV6VhUVBQjR45U+ZkSfX19RowYweLFi2UtL5ednc3x48c5ffo03t7eeT7vy5YtS5s2bejbty+9evWSNQNeOV8tLS1xdnYu8pttPj4+bNq0iYSEBFxcXKSfi6LIihUrWLduXY4emjVr1mTBggV0795dbrkcPnyY5cuXExgYCLydj507d2b27Nl5bgQXhp348uVLzp49K/XJUm4KKtf/kiVLSpvYbdq0oUePHiql/eXk6dOn+Pv7IwgC9evXp3r16tKxmJgYVqxYgaurK69evaJixYq0a9eOKVOmyNovU0lISAjr1q3j6tWrKk6XYcOG5VlW0MbGBj09PbXrmia1Pnz4EFEUqVu3rkog0OPHj9mwYQN+fn4kJSVhampKhw4dGDZsWKGUx4e3Dhdlqa7cNrEtLS2xs7OjXr16haIxJCSE77//nidPngCqNl/fvn3ZuHFjrpuYcvZa0xad+aWwtels14JHm7RqG9piu8Lb9jP79+/n5MmT3Lhxg6SkpFx1Nm7cmM6dO/P9999Tvnx5WXVqm50dHx/PqVOnePDgAaIoUq9ePfr16yc5N/fv38/y5culXqUlSpTAzs6OGTNm0KxZM9n1apPtCm8DAK9evUpQUJAULPK+3WJlZUXr1q357LPPCk3nf0HnINShEezs7Lh3794n94/bu3cvEyZMoHHjxnh6eha8wFwIDg6mWbNmiKLI33//XSQil9+nRYsWPH78mGPHjvHNN9/ket7UqVPZvn071atXx9fXV3oBlMvYrlOnDhEREZw7d05t8+stW7YAMHr0aLXj79+/j62tLcbGxtILT1GgsF9W8oNOq2bQJq06Pp7s7Gz69evHxYsXc2SQC4LAypUruXDhAm5ubpQrV07qMREYGIivry+iKNK8eXPc3Nw+Ksvkv6JuHiYlJdGuXTtpQ/ubb77BxsaGChUqkJCQwN9//42bmxtZWVl069aNffv2aVzn/v37cXR0JD09HVEUKVGiBFZWVpiamlK6dGmKFy9Oeno6iYmJRERESL1TBEGgZMmSbNiwQW1zdU2gvKZWVlY8efKEtm3bsm7duiKRxaatZGZm0rdvX7y8vBBFkaZNm3Lp0iXg7Xxt3749T548QRRFmjVrRu3atTE0NOT27dvcuXMHQRCwt7fnwIEDsuh98OABQ4YMISgoSGUdKF26tDRf09LSpAwCJYIgULduXZydnT+q53ZB8O5GW3Z2NjNmzMDR0VGW9Se/LFq0iBUrViCKIg0aNMDb21s6NmTIEE6dOoUoiujr62Nubo6hoSHBwcFkZmYiCAK//PIL06ZNk03vwoUL+fPPP9VWEylZsiQ7d+7E3t5e7Vg5bYTk5GRmzpzJwYMHyczM/KjqJ4IgYGBgwODBg1m8eLFs/aliYmIYO3YsHh4eKj//8ccfWbVqFZGRkXTr1o3nz5/n+DtKlSrFrl276Ny5syxaAVxdXRkxYgSpqak5Am1q1KjB8ePHVZyb7yLnHHj58iVjxoyRensp6dWrF5s3b+bu3bv06dNHZdMN3v4dpqamHD58mPr162tcp5KDBw+yYsUKlUCr3FBuWteuXZvZs2fTq1cvOSQCbzdabW1tef78OaVKlaJXr15UrlyZu3fv4unpiSAI2NracurUKbUZGHLNAW3RCbB169Z8ne/k5IQgCNKzQ8moUaMKWloOdLarZtAmrdqENtmuDx48YMCAAYSGhn50xTZBEChdujSOjo44OTlpWOG/aJOdffHiRUaMGJFjLa9evTouLi54enoyadIktdfcwMCA9evX8/3338uiVZtsV4CrV6+yfPlyrly5QlZWFqDedlHaLPr6+rRr146ZM2fy1VdfyaazINA5CHVohG3btjFt2jQMDQ1ZvHgxQ4cOpVixYh8cl5mZibOzM3PmzCEtLY1Vq1YxbNgwGRT/S4cOHbh161aRdRD+8ssvrF27llq1anH8+HEsLCzUnpeQkEDLli15+fIldnZ2HD58mBIlSsj2IjB06FBOnDhB8+bNcXFxyfciPmLECI4dOybrxuDHoE3OIZ1WzaBNWnV8PDt37mTKlCkUL14cJycn+vTpg5GREb6+vjg5OaFQKEhJScHS0pJTp06pRLDdvHmT/v37ExcX98mBMflF3TxcunQpv//+O+XKlePAgQO0bt06x7h79+7Ru3dvXr9+zdatW+nXr5/GNP7999907dqVrKwsbG1tmTJlCm3atMkzc1GhUHDlyhXWrVuHp6cnBgYGuLu7yxLZqLymUVFRLFy4kA0bNlCiRAkmTJjA1KlTKV26tMY1/K+xevVq5s+fT6lSpVi8eDEDBw6U7AHlfK1UqRI7d+7E1tZWZaybmxvDhw8nNTWVv/76S+MvrmFhYdja2hIXF0f58uUZMmQIHTp0wNraWm1mcFxcHA8ePMDDw4M9e/YQExNDpUqV8PHxoUqVKhrVCv/O15s3bzJ27Fhu3bpFvXr1WLJkCW3bttX4538sp0+f5scffwSgT58+TJgwQbqflX2z9fX1cXJyYsqUKVKkc3x8PH/88Qfr169HEATc3d35+uuvNa7Xy8uLHj16IAgCw4YNw9HRUdpwX7hwIb6+vhgaGuLl5aX2PUEuGyEtLY1OnTpx//59ycHeoUMHGjRogKmpKUZGRhgYGKhsYvv7+3Px4kVu3ryJIAg0bdoUNzc3jWeTvxu8Iooipqam6OvrExYWJlVtCQ4OxtPTE1tbW8aPH4+5uTlhYWGsX7+eq1evUqZMGa5duybLRnJQUBA2NjakpqZibW3NuHHjpDmwefNmoqOjMTMz4+rVq2qjxOWaA2/evKFNmzbSRmvlypUxMjLi2bNniKLIiBEj+Pvvv/H396dp06b0799fCmzauXMnkZGRmJqa4uvrK0tmxqRJk9izZw+iKGJoaEizZs2wtrbGzMxMZRM7KSmJ8PBwHjx4wK1bt0hLS0MQBEaNGsXy5cs1rhNg8eLF/PHHHxgbG3Pu3DmV0tgeHh4MHjyYlJQU5syZw/Tp03OMl2sOaIvOdz/rY1FuwL4/RtNadbar5tAmrdqCNtmukZGRtGjRgjdv3lCjRg2cnJxo0aIFJUqU4P79+yxfvpy7d+8ya9YsxowZQ2hoKLdv3+bkyZNSwEO/fv3yHWzwqWiLnR0YGEibNm1ISUmhQoUK2NnZUaZMGW7cuEFAQAB2dnYEBAQQExPDhAkTGDBggGQLrF69mvPnz1OiRAl8fHywsrLSqFZtsl0Bli9fzpIlS8jOzgbettGytrbOVeuDBw8IDQ0F3joKFy5cyMSJEzWus6DQOQh1aIwffvgBFxcXBEHg888/x87Ojvr162NqakqZMmUwMDBAoVCQmJhIeHg4/v7+eHl5SX2fevfuza5du2TXPWPGDLZs2VJkHYTR0dG0atWK6OhoDAwMsLOzo06dOgwaNCiH3lu3btG9e3dSU1OxsLBg2LBhzJ8/X5YXgdu3b9OxY0eysrIwNTXFwcEBCwsLJkyYkOuY8PBwgoODcXZ25siRIwiCwPHjx2nfvr1GteYHbXIO6bRqBm3SWhQoCGeZIAgafx507tyZ69evs2DBAqZMmaJybM+ePUycOBFBENi7dy8ODg45xu/atYvJkyfTunVrXF1dNaoV1M/Dr7/+mkePHn0wuEa5KW9nZ8fp06c1pvG7777D3d2dgQMHsmnTpnyPHzduHPv376dbt27s379fAwpVef+aXr9+nXHjxhEcHEyFChWYMGECo0aNKhK9xQrq5VjTkfjKqgerV6/OUUpKOV+3b99O37591Y7funUrTk5OstxXP/30E87OzjRt2pQjR45QoUKFjx775s0b+vTpw+3btxk2bBirVq3SoNK3vDtfs7OzWbNmDb///jsKhYJvvvmGGTNmqK3gIDfKtXXcuHH8/vvvKsc6derEjRs38swQnD59Olu2bKFHjx7s2bNH43oHDBiAq6srffv2ZceOHSrHlBmxnp6eNGrUSNqwehe5bITff/+dpUuXUrFiRZydnbGxsfnosdeuXWPw4MFER0fn6jgoSJTBAObm5uzevZumTZsCcPfuXX744QdevHgBQMuWLXF1dVW5ptnZ2XTu3FnaoFu6dKlGtcJbR9bu3btp1KiRtHGm5MWLF3Tt2pXQ0FD69OmTY46AfHNg0aJFLF++HBMTE3bs2CG1lAgPD+e7777Dz88PgPbt23P06FGVDLL4+Hg6d+7Mo0ePmDFjBj///LNGtb4bDDBjxgzGjRv3USXZExIS2Lx5M0uXLiUrK0vjgU1KWrZsSUBAAJs3b+a7777LcVz59xQvXpwbN27k6K0r1xzQFp0A8+bNY926dWRnZyMIAl999VWeG7w+Pj4IgpAj2O3s2bMa1amzXTWHNmnVFjtbm2xXJycntm7dSqNGjTh79myOEtcZGRn06NGDa9eucerUKezs7KRjnp6eDB48mISEBNmeA9piZyttlqZNm3Ls2DE+//xz4G3rlOHDh3Py5EkEQWDMmDEsW7Ysx3il3Tt06FDWrFmjUa3aZLu6ublJwamDBg3C0dHxozJtAwMDWbt2Lbt370YQBI4ePUqHDh00qrWg0DkIdWiU9evXs2bNGqKiooCcEWDvoowSMzY2xtHRkXHjxsmi8X3u3buHr68vAwYMkBbXokZAQADDhw/n4cOHwNvrumPHDrWlLK5cucLgwYOJi4tDEASpL4EcLwJHjx5l8uTJUl3xD32usnelci44OTnxyy+/aFxnftAm55BOq2YoCloLImpNEAQuX77838V8AEtLS6KiolTW/48tKaJEjutdrVo1EhISePDgAWZmZirHnj9/ToMGDRAEgSdPnqht7v7ixQvq1avHZ599xvPnzzWqFdTPwypVqpCWlia9aOfG69ev+eKLLzSutWbNmsTGxuLn5/dJWR+hoaFYW1tTsWJFgoODNaBQFXXXVKFQsGXLFlatWkVMTAylS5emX79+/Pjjj4XSr+F9rf8VTd9XlStXRqFQ8PTp0xw2lbGxMenp6YSFhVGmTBm145VztVy5clJEpqaoW7cu4eHhkvMnv9y5c4e2bdtibm7OgwcPCl7ge6ibr0+ePGHevHm4ubkhCAJff/01I0aMoGfPnrL1HH0fU1NTUlJS1K6t5ubmJCUl8fjxY4yNjdWOV64DlSpVksoSapJatWoRExODr6+v2t5nr169olmzZiQmJrJ27VoGDx6sclwuG+Grr74iMDCQAwcO5FruNC+UGx+1a9eWetZqCqUTQ12AzZkzZxg0aBCCIHDmzBm1m0Wenp707NkTS0tLbt26pVGt8LbXdFhYGC4uLjkym+FtAGbHjh0RRVGtZrmdQ7t27cpRflP5/QqCkGu7h/Pnz9OvXz+sra1zlCgtaJQVehYtWvRJ0fTr169nzpw5tGjRgvPnz2tAoSomJiakpqYSGBhIpUqV1J7j4OCAj48PPXr0YPfu3SrH5JoD2qJTybVr1xgzZgzPnz/H2tqaLVu25NrXq7Det3S2q07ru1r/K5qev9pkuzZs2JDnz5/j5uZGy5Yt1Z5z/fp1OnXqRPv27Tlx4oTKMWXAg42NjcYDBUB77OwGDRoQGhqq9lmvvJ6CIHD9+nVq166dY/zt27dp164d1atX5969exrVqk22a/fu3fH29mby5Mn8+uuv+R6/YMECVq1aRdu2bTl16pQGFBY8OgehDo2jUCjw9fXF29uboKAgqfloenq61NCzatWqWFpaYmtrS+vWrTEwMChs2VrBpUuX8PT0JCQkhHHjxqktJwdvN9i2bNmCm5sbDx48IDMzUzZjOzY2lmPHjvHPP/8QFRWV40H/LiYmJgDY2toybtw42rVrJ4vG/FAUnEMfi06rZigKWtu1a8ft27f/0++Q628QRRF3d3dmz57N06dPpXJiuW1k5Mbs2bM1pPAtFStWJDMzkxcvXuSIaExPT6dy5cp5XrOUlBRMTEwwMDAgJiZGo1pB/TysWrUqiYmJREVF5fmSotRavHhxoqOjNaZR6bCMiIigZMmS+R6fmppKlSpVKFWqFBERERpQqEpe93ZycjLr169nw4YNxMfHIwgCVatWpXv37rRr147WrVtLpRHlIDAwkF27drF161bS09MRBIFGjRrluzyTpl+wlRtt6hyEFhYWxMfH8+rVK5UMnXdJS0vD2NiYkiVLEhkZqVGtSmdmXnryQrlOGBoa8urVKw0oVCWv+Xrz5k0WLlzIlStXEASBsmXL0q1bN3r06IGtrW2ONU6TKNcldeuAcnM7JiYm11YEmZmZVKhQQePrlRLlsyCvdXTNmjXMmzcPY2Nj7t69q3Lvy2UjKB3s/3V9lePeUmp9/vx5jqyx+Ph4qlWrhiAIao/D25Jo1atXl+3eqlSpEhkZGWrtASXKrI1GjRrh5eWlckxu55C69fXVq1dYWVkhCAKhoaFqM3JiY2OpUaMGpUuXJjw8XKNalevAs2fP1JZl/RDKOVC2bFnCwsIKXuB7KK9tZGRkrm0y/Pz8aNOmDaIo4urqKmVwgvxzoKjrfJekpCRmzpzJ3r17KVGiBHPnzuWnn37KcV5hvW/pbFedVtAeO1ubbFel1rzsK4VCQaVKldQGBiYkJFC1alU+//xznj17plGtoD12ttJmCQ8Pz3GPKJ+dgiDkOkeSk5MxNTWlRIkSUmKPptAm21X5nppXAE5eREVFYWlpKVvweEGgcxDq0AjKLDVt4P+bVuWmx7v9szTBp2iNiIjA2NhYbRN1HflHaVRVq1atkJV8GJ3W/PPgwQMmTpzI7du3EQSBuXPnSk72j2XQoEEaUpeT4OBgmjVrhiiKRbKEc506dYiIiMg10n7Lli0AjB49Wu34+/fvY2tri7GxMU+ePNGoVlD/0tKrVy88PT25ePGiVMJNHdeuXaNLly5UrVoVf39/jWlUlpDcs2cP3bt3z/f4s2fPMnDgQOrWrcu1a9c0oFCVj9mMSkhI4NChQ+zevZv79+9Lz7lixYpRu3ZtGjVqxIYNGzSuVcmFCxf49ttvEQShSN5XvXv35vLly6xcuZIRI0aoHOvZsydeXl65Zg0BXLx4kT59+siSOaTMGvrQ/ZMbyijsatWqSaX9NMnHzFcfHx+2bt2Kq6srCoUCQRDQ19encePGNG3alIYNGzJw4ECN6mzXrh137txRW2KnTZs23L9/P8+56+/vT+vWrTEzM5MqZ2iSj8keycjI4KuvvuLZs2c5+qLJtamtzHS8e/cu1atXz/d4OTMzlRVC1GXgR0dHU6tWLQRByDX7XU5HFvxbUSAkJCTX3nwxMTE0btyYxMTEHGW95XYSBwUFUbFiRZVjSsd6XjrkdLwqr6k6Z+bH8ObNGywsLGTJJod/y2MfO3aMb775Jtfzpk6dyvbt26levTq+vr7SprBcc0BbdKrD1dWVSZMmERsbS8uWLfnrr7+wsLCQjheWNp3tqtP6LkXdztYm27V69eq8efMm12o88O9zSZ2DPSYmhpo1a8riHALtsbOV1Tju3bunsobC2zLtNWrUQE9Pj5CQELXjw8PDqVOnjiw2ljbarnkFi+VFUlISZmZmGBkZ8fLlSw0oLHh0u/A6NMIXX3zB2LFjOX36NMnJyYUtJ0/+v2ktVqyYxp2D8FbrmDFj8qXVxMRE5xwsQKpVq1boTqyPRac1/9SrV4+DBw9KGdcODg4MGjQoX//kpGbNmp/04iIXLVq0QBRF5s6dS1paWo7jo0ePztU5CG8zSpSNs+VkxYoVnDlzhuDgYMaPHy/9DRkZGWrPT05OZu7cuQiCoLZ0WkHSr18/RFFk4sSJ+S4JduHCBSZMmIAgCPTv319DCvNP2bJlGTVqFN7e3vj4+DBy5EiqVatGRkYG/v7+7Nu3T1Y9HTt2pFatWrJ+Zn4YO3asNCffj6KeOHEioigyb948tffc69evmT17NoIgfNImXX5RlgycMmVKviNoo6OjmTx5MoIg0LlzZw0pzD82NjY4Ozvz6NEjFi9ezJdffklmZiY3b97kr7/+yrMvdEExYMAARFFk2rRpUq85JT/88AOiKPLnn3/mOv63335DEASVXjSapEmTJsC/QSHqMDAw4M8//0QURbZu3SpLqav3UQayLFy48JPGL1y4EEEQci3zVZAoN1RdXFxyHHu3D+4///yjdvzNmzcBPmkz6VNQluA6c+ZMrudUrFiROXPmSOtbYGCgLNreRVmy9+rVqzmOFStWjL///jtPB8X9+/eBtxlTmqZOnToAans2fgzKPtTqyv5qgk6dOiGKIjNmzMgz8n/BggWYm5vz/PlzBg0aRHp6uiz6lGiLTnV07dqVGzduYG9vz9WrV2nVqhXOzs6FLUtnuxYyRU1rUbeztcl2bdy4MUCe/aSVdoK6Xm/K797KykoD6j6NomBnK+enujKWenp6PHv2LFfnILxtSQXk6FGrCbTJdlVe12PHjn3S+JMnTwLq53JRRZdBqEMjbNy4EXd3d65evYqenh6tW7emW7du2Nvb5+g/UtjotGoGbdL6Lv7+/jx58iRHP8c3b96wY8cOvLy8CA8Pp3jx4tSqVQsHBwf69u1bqI7NgIAAAgMDCQ0NJTk5mdTUVIoXL46RkRFmZmZYWVlhbW1daPo+Bj8/P1xdXYmMjKRixYq0a9dOpQSO3Ny6dYurV6+SlJSEhYUFHTt2zDXSTYmykb3c/VOVvUWKYlTj+8yYMYMtW7YUSa23b9+mY8eOZGVlYWpqioODAxYWFnka9uHh4QQHB+Ps7MyRI0cQBIHjx4/Tvn17jetVlmF7N1Pb0NAQhUJBdnY23bt3V3kBS05O5vDhw6xbt47g4GBKlCiBl5eXtGmnCTIyMrC3t+fmzZsIgkCdOnXo2LEj9evXlyLqihcvTnp6OklJSbx8+RJ/f388PDwICAhAFEVatmzJmTNnci0/WJD8l2j1kJAQqez33r17C15cHkyYMIF9+/YVyfsKYP78+axevRpBEGjevDk9e/akadOmVKtWTeo7U7duXSZOnEj9+vVRKBRcv36djRs38vLlS6pWrcrVq1fVlsgrSF69ekWrVq2IjY2lTJkyDBgwgA4dOmBtbU2VKlVU7rXs7GwiIyPx8/PDw8ODQ4cOER8fj7GxMb6+vp9Uiia/fOp8DQsL4/Lly1y6dIkrV67kuWlQEGRnZ9OjRw+8vb0pV64cI0eOpFevXpJdMmDAANzd3Rk0aBAzZ86UAnDu3bvHokWLOH/+PCVLlsTb21uWl2xl9ocgCAwePJghQ4ZQp04dtaXNnJyc2Lp1K4aGhvz+++8MGTKE8uXLy5L18s8//9C5c2cyMzNp1qwZkydPpl27dnlGOSclJXHp0iXWrl3LrVu3MDAw4MKFC5/Utyg/bNu2jWnTpmFkZMTixYslh/+ZM2eYM2cOKSkpZGVlUb9+fS5evKhSKjE1NZV27drx6NEjpk6dyrx58zSqFd7ac7NmzcLIyIhVq1bx7bffqrXzRVGkW7du+Pr6Uq1aNQ4fPkydOnVky3yaMWMGmzdvxsTEhOPHj+fay00dCoWCjh07cu/ePX788UfWrVunQaVv+9KPGDECPT09Jk2axKRJkz5qnYyOjmb9+vWsW7eO7Oxstf0WNUF0dDStWrUiOjoaAwMD7OzsqFOnDoMGDcrxnL116xbdu3cnNTUVCwsLhg0bxvz582WZA9qi80Ps2bOH2bNnk5SURMeOHdmwYQOWlpaFok1nu2oObdL6LkXZztYm21XZP65YsWL88ccfDB8+XEXfkSNHcHR0JCkpicWLF0vv4BEREWzbto3Vq1eTlZWltiqJJtAWO3v16tXMnz8fQ0NDfvvtN7799ttcqx+8T2BgIN26dSMqKgonJyfmzp2rUa3aaLsaGhqyePFihg4d+lFremZmJs7OzsyZM4e0tLQcVSaKMjoHoQ6NkpCQwPnz53Fzc+PChQskJCRgbW1Nly5d6Nq1qxRFUhTQadUM2qI1LCyMcePG4ePjg7W1Nd7e3tKxa9eu8cMPPxAbG4soqi6ZgiDQsGFD9u7d+0mNzD+VkJAQ1q5di4uLC7GxsR88v3z58vTq1YspU6bInv124sQJNm/ejL+/P4Ig0KBBA2bPno2NjQ2iKDJ9+nS2bdsGqJamtbOzY+fOnR9t4BQEsbGxDB8+PEc/mRIlSjBhwoQ8N6bKlSuHnp4ecXFxmpapwpw5c1i/fj3Xr18vci8t73Pv3j18fX0ZMGDAJ5WY0jRHjx5l8uTJJCUlAR/u06gsPaFcF5ycnPjll1/kkIqHhwdBQUHSv+DgYF68eEF2djZAjtJGHh4e9O3bF4BSpUqxadMmWTbZ0tLSmDdvHrt27ZJ6eHwIURQxNDRk+PDhLFiw4JN6anwKRaG/6Kdw+vRpDh48yPLly4tsAM6BAwdYuHAh4eHhH11+XBRFmjdvzs6dOzE3N9ewwrcEBgYybNgw/Pz8VHTq6elRqlQpDAwMUCgUpKamSveaUmvDhg3ZuXMnNWvWlEWrNs3XtLQ0pk2bphL5b2BggJmZGYaGhgQEBEjX28jIiMzMTNLS0hBFkbJly7Jz584c5Uk1idLxp9QkCALbt2/PETyWmZnJwIEDOXfuHIIgUKZMGRISEmT7Xk6cOMGECRNITk5GEAT09PSwsLDIdRM7NDSU7OxsRFHEyMiITZs20aNHD43rzM7Opm/fvly6dEnt/b9s2TLu3LnDgQMHqFOnDsOGDcPc3JzQ0FC2b99OYGAgFStW5Pr16zlKaWoChUKBvb09t27dkr7XWrVqsXDhwhyZ91FRUXTs2JFnz55JDhoPDw9Z5kBERAQ2NjbExMQgCAJ169alevXq7N+/P9cxR48e5cmTJxw+fJinT59SsmRJrly5IktGxqxZs9i0aZNUgq1BgwZYW1tjamoqzVeFQkFiYiLh4eH4+fnh5+dHVlYWoigyadIkFi1apHGdSgICAhg+fLhU2lgQBHbs2JFjHYC3GRiDBw8mLi4OQRCk9xk51gFt0fkhnj9/zpgxY7h27Rrly5fn9evXhaZNZ7tqBm3S+i5F3c7WJtvV0dGRHTt2IAgCxsbGNGjQAIVCQWBgIOHh4YiiSIsWLTh79qxUJcnGxgZ/f39EUWTgwIFSULam0Zb5mpaWhr29vdR2Bt5m4uZVjnvq1Kk8evSI69evk5mZSdWqVfH29pZlf0ZbbFd4W+nExcUFQRD4/PPPsbOzo379+piamlKmTBnp3lLaLf7+/nh5efHmzRtEUaR3795SBQRtQOcg1CEbWVlZ+Pj44O7ujpubG0+fPsXExAR7e3vs7e1p27Ztrs1q5UanVTMUVa3R0dG0adOGiIgI9PT0GDBggFTb/vnz59jY2JCQkMBnn33GsGHDsLKyomTJkvzzzz/s3r2b+Ph4LC0t8fLyynfj6k9h//79ODo6kp6ejiiKlChRAisrK0xNTSldurT0UE1MTCQiIoLAwECpJnrJkiXZsGGD2pdGTfDzzz+zcePGHI7VYsWKsW/fPu7fv8/ixYspXrw4nTp1wtzcnLCwMC5cuEBGRgZNmjTh/PnzskRgpqWl0aFDB8mR2apVKypVqoSfnx9BQUEIgkC/fv3YunWr2vGFZUQ+ffqUhw8f0rZtW1nm3/86sbGxHDt2jH/++YeoqChOnDiR67nKno+2traMGzeOdu3aySVTLQqFguDgYIKCgkhISFApI+vh4cHkyZPp0aMHEyZMkM3hoiQ6OhpXV1e8vb0JDAzkxYsXJCcnk56eTokSJShdujTm5uZYWVlha2tL165dZdkIfhdteRHUVhQKBW5ubpw7d467d+8SHByco7Ro8eLF+eKLL2jZsiU9e/aUJRtXHa6urhw/fhwfH58cPVDexdTUFBsbG/r06YO9vb2MCrVzvgYEBLBt2zYuXLiQZzk8eFuWulevXkyYMEFtXzpNc/LkSdavX8/t27fJyspi586dam2nrKwsli1bxoYNGz46uKQgefnyJevWrePUqVMf1TvGzMyMXr16MWnSpHz3Lf4vZGRksGTJEnbs2CFdmwoVKvDzzz8zcuRI4uPj6dOnj+SUUyKKIuXLl+fQoUM0b95cNr3JycnMmzePvXv3kpaWlqfTJTIykuHDh+Pr6yv9TK458OjRI8aPHy+VZ/3Q55qampKSkiI537ds2SLr2uXi4sKyZctUel2pc768+97QsGFDZs2aRdeuXWXR+D7KrKWQkBDGjRtH69at1Z73+vVrtmzZgpubGw8ePCAzM1PW9VlbdOaFKIqsWbOGxYsXS++uhalNZ7sWLNqkVRvRBtsVYP369fzxxx/Ex8er/FxPT4/vvvuOFStWqGSU2dnZYWhoyOjRo6VgVznQpvmamprK0qVL2bNnD7GxsR9lCyjbQH399dds3rxZtjLuoD22K7ydr2vWrJFK+OYVMKK0XYyNjXF0dJS9sth/Recg1FFoBAQE4Orqiru7O7du3aJkyZK0a9eOrl270rlzZ9mNq7zQadUMRUXrtGnT2LZtG9WrV+fQoUMqWVg//fQTzs7ONGrUiJMnT+aIqnnx4gVdu3YlNDSUOXPmMH36dI1q/fvvv+natStZWVnY2toyZcoU2rRpk6djVaFQcOXKFdatW4enpycGBga4u7vTrFkzjWpVlpEQBIERI0bQvXt39PX1cXFxYevWrZQpU4a0tDTKlCmDm5ubSvRyQEAAXbt2JS4ujj///JPhw4drVCvAunXrmDt3LmXLluXo0aNSjXR42zNl+vTpZGVlsXr1aoYOHZpjvDYZkToKhoiICIyNjbWid2p2drZW6CxMlJGWRaHH6P8XEhMTpfKCpUqVomzZskVuniob1CclJaFQKKQS3ubm5oUalKHMxpO7n2xBERcXR1BQEDExMSQnJ5OVlUXp0qWpUKEClpaWRcZeTUpK4vnz51SpUiVPR2Vqaiqenp7cu3dP2viQm+Dg4A9uYteoUUN2Xe+SnZ1NWFgYenp6mJqaoq+vLx1LS0tj27ZtuLm5SSXn7ezsGDNmTKE4ieFtJZS///6bkJAQ2rdvn2em3dWrVzl79iz37t3jxYsX3L17VzadAQEBUmDT1KlTcz2vZcuWmJiY0K5dOwYNGiRrlY53CQ4OxsfHR5qv6tZXKysrbGxsCn3OfgqZmZlERUVhampa2FLypKjqfPbsmdSz1sbGppDVFG20yXbVJq3aTlG1Xd/V5+3tTVBQEAqFgipVqtCmTRu1AaxKW0ZutNXOfvbsGVFRUXkGVU2bNg1zc3Patm1b6BXdtMF2VSgU+Pr6SnM2LCwsh9aqVatiaWmJra0trVu3ljJgtQmdg1BHkSAmJgY3Nzfc3Nzw9PQkLS2Npk2b0q1bN7799lvZMx3yQqdVMxSm1nr16vHy5Uu1vcOUx9zc3HJthqt0hNWrV4+rV69qTCfAd999h7u7+yeXVxg3bhz79++nW7dueZYgKgh69uyJl5eX2p4xv/32GytWrEAQhFzrcm/ZsoXp06fTqlUr3NzcNKoVoG3btty9e5c//viD0aNH5zi+Zs0a5s2bR5kyZbh9+3aOnoQ6B6EOHTp06NChQ4cOHTp06NChQ4cOHTq0BZ2DUEeRIz09ncuXL0tlqIYOHcqsWbMKW5ZadFo1g9xaK1WqREZGBhEREZQsWVLtsaioqFyz9NLS0jA2NqZUqVJ5lnMoCGrWrElsbCx+fn6f1PMwNDQUa2trKlasSHBwsAYU/ku1atVISEhQqzUsLIz69esjCEKuf4tSa7ly5fKsoV5QKPvJPXz4UG0krSiKtGnTBj8/P4YMGcKaNWtUjuschP8NBwcHBEHAxcWlsKV8EJ1WHdrC9evX8fPzIykpCVNTU+zs7DA2Ni5sWSo8evSIc+fOERQURFpaGuXLl6dx48Z07dqVsmXLFqq2xMREgoODCQsLIykpidTUVClS1MzMDEtLSz777LNC0TZ+/HhKlizJ9OnTqVKlSqFo+F8nNTU1h10IEB4ejre3NxERERgYGFCrVi1sbW0pVapUIajMSVxcHMnJyaSmpkpZA4WVgadk//79lCxZkl69en10H9KiTnh4OOHh4VJp5DJlyhS2JEBXMaAgSU1N5cmTJwiCQM2aNVUyb9LS0tixY4dKxmu7du0YNWqU7H224+Pj2blzJ76+viQnJ2NhYUG3bt1wcHDIc9ygQYMQBIG9e/fKpPTtNQ0MDEQURWrWrKlSSjAmJoZdu3bh7+9PYmIiZmZmtG/fnp49exbaupGQkMDVq1cJCgoiNDSU5ORkUlJScmS4tG7dutDsASW3bt3i6tWrJCUlYWFhQceOHXMEtL6PMuBY7lJ42qT1Y6hWrRqCIHywfLoc6GzXgkGbtP4vUBRt1/9v6ByEOoo88fHxlCtXrrBlfBQ6rZpB01qVWYL379/PUfLCysqKqKgonj17lqsh9ebNGywsLChbtixhYWEa0wlQpUoV0tLS1DozP4bU1FSqVKkiizNT6VwNDw/PsWmWkpKCiYkJgiDk+rcotRYvXpzo6GiNaoW3tcLT09PzdAb7+PjQrVs3ihUrhre3N3Xr1pWOFUUHobW1NYIgcP/+/cKW8kGK4vXLDZ1WHUWB/fv34+zszMOHDxFFkXr16jF16lQ6d+5MYmIiAwYMwMfHR2VMsWLFGD58OEuWLJGltytAhw4dEASBCxcuqPw8MTGRKVOmcOzYMUC155QgCBgZGTFz5kwmTZoki04l8fHxbN++nVOnTnH//v0cPXTfp0GDBvTt25cRI0aobHRqGuW9XbFiRTZv3sw333wj22f/r7N//342bdqEnp4eXl5e0s9TU1OZMWMG+/fvJysrS2VM2bJlmTFjBhMnTpRbLjdu3OD06dN4e3sTHBws9UJ8F0NDQ2rVqkWbNm3o06ePxsvMv49yvrZu3ZodO3YUuUCF9wkODmbbtm1ER0ezbds2lWOHDh3ijz/+UAm009fXx9bWll9++YWmTZvKLZdr166xYsUKrl69SlpaGubm5nTr1o3Jkyfn2a+nMDa1U1NT8fLykkqM5raJbWVlhZ2dHe3atcPQ0FA2fUqNc+bMYe/evSgUCgBKlSqFo6Mj06dPJy4ujr59+3L79u0cz66KFSty+PBhmjRpIovWGzduMHDgQGJiYnJoadGiBQcOHMi1lKycNmJiYiIzZ87k6NGj0jU1NDRkzJgx/Prrrzx+/BgHBweio6Nz/B0NGjRg3759nxQc+6lcvXqV5cuXc+XKFWm9V2cPKB2X+vr6tGvXjpkzZ/LVV1/JphPe9k8fPny4yvMKoESJEkyYMCFHJZ93KVeuHHp6esTFxWlaJqBdWvNDYb9v6WzXgkebtGoj2mC7vktAQIDUj1ZZYvT9YBFLS0vs7OyoV69eoen8L+gchDpkY+nSpQX6+zSZUabTqhmKqtaxY8dy8OBBxo4dm0PjyJEjOXr0KFu3bqVfv35qx+/evZtJkybRtGlTLl26VCCacuPrr7/m0aNH7Nmzh+7du+d7/NmzZxk4cCB169bl2rVrGlD4Lw0aNCA0NFRtedZr167RpUsXBEHA19dX7UPU39+f1q1bY2pqSkBAgEa1AjRu3JinT59y7tw5lf6D7zN06FBOnDhBw4YNuXTpkrTJXtgvBuooippyQ6dVM2iTVh0fz6RJk9izZ0+ODQA9PT2cnZ1xdXXlwIEDFCtWjHr16lGxYkWCgoJ4/vw5giDQrVs3qbeGplE3BzMyMujWrRs3btxAFEWp11T58uVJSEjgxo0b3L17V+phu3LlSlm0Xr58mREjRvD69Wvp2pYrVw5TU1NKly5N8eLFSUtLIykpiYiICBITE4G3G4SVK1dm165dtGrVShat725cxMTEMHjwYBYtWlToWZfazpgxYzh06BCiKNKgQQO8vb2Bt3O2R48eXLt2DVEUqVKlCpaWlhgaGnL//n1evXqFIAgMGzaMVatWyaI1MjKS0aNHc+XKFUD95vX7KDezO3bsyKZNm2Tr9aicrwCff/45y5Yto3///rJ8dn5xdnbGycmJjIwMrK2tpTkA8PPPP7Nx40bpWhsYGFCsWDFSU1Ol/1+3bh0DBgyQTe/27duZPn062dnZORwrFSpU4MiRI7k6q+S0EbKzs1mxYgUbN26UPi+vOfvufHF0dOSnn37SuEZ425evW7duXL9+HVEU0dfXR09Pj4yMDARB4Oeff+bRo0ccO3YMKysrhg8fTtWqVQkNDWX79u0EBQVhbGzMtWvXNJ79EBkZScuWLXn9+jUmJiYMGTKEypUrc/fuXQ4fPkx6ejp169bl0qVLap2scn3/aWlpdOrUSXJcCIJA8eLFSU9PRxAEZs2ahZeXF1evXsXCwgIHBwcqVapEYGAgJ06cICUlhdq1a+Pl5fVJAbL5Zfny5SxZsoTs7GzgrSPd2toaU1NTjIyMMDAwID09ncTERCIiInjw4IFU7UZfX5+FCxfKFiySlpZGhw4d8Pf3RxAEWrVqRaVKlfDz8yMoKAhBEOjXrx9bt25VO17ONUCbtJ47dy5f5/fv3x9BEDh8+LDKuta5c+eClpYDne2qGbRJqzahTbYrwMGDB1mxYgVBQUHAx9kttWvXZvbs2fTq1UsOiQWGzkGoQzbefTH8GJTGY24/16RhoNOqGYqq1kePHtG2bVvS0tIYO3Yss2fPljIWAwMDsbW1pWzZsri6ulKrVi2VsdevX6dfv34kJCSwYsUKRo4cWSCacmPlypUsXLiQzz77jK1bt9KpU6ePHnvhwgVGjRrFmzdvmD9/Po6OjhpUCk5OTmzdupVGjRpx7Ngx6UEeGxtLnz59pM3fH3/8kXXr1uUYP378ePbv30/v3r3ZuXOnRrUCODo6smPHDpo2bcrJkydzNf5evXpFixYtePPmDf3792fLli1A0XTEFEVNuaHTqhm0SauOj+PEiRMMHToUQRAYNGgQvXv3pkyZMvj6+rJ06VLKlClDXFwcxsbGHDp0iAYNGqiMnTBhAikpKezcuZPevXtrXK+6Obhx40Zmz55N8eLFWb9+Pd99912OcW5ubgwfPpzU1FSOHDlCx44dNarz4cOHtG/fntTUVCwtLRk/fjwdOnTIUVngXUJDQ/Hw8GDz5s08evQIIyMjPD09sbS01KhW+Pe6BgcHM3XqVE6ePEnlypX55Zdf+PHHH/9nyjjKya5du5g8eTJ6enpMnjyZUaNGYWZmBsCGDRv4+eefKV26NMuXL2fgwIHSNc7Ozmbr1q3Mnj2b7OxsDhw4gL29vUa1xsXFYWtry4sXLzAwMMDBwYEOHTrQoEEDaRP73U3B8PBw/P398fDw4OzZsygUCr744gu8vLxk2exSztczZ84wfvx4QkND+eabb1i6dKks98vH4u3tTY8ePcjOzqZFixb89NNPUplGV1dXyfE3YMAApk2bRs2aNdHT0+PRo0csXryY06dPY2BgwJUrV1SqTGiKu3fv0r59e7KysujYsSNTpkyhcuXK3LlzhxUrVvDkyRM+++wzrl69Ks3ld5HLRsjOzubbb7/l0qVLiKKIiYkJ7dq1w9raGjMzsxyb2OHh4Tx48ABPT0/Cw8MRBIGuXbtqvH86/Pt8+vzzz1m9ejVdu3ZFEATc3d2ZNGkS8fHxiKJI3bp1uXjxoorDKiUlhXbt2vH48WOcnJyYO3euRrXOnj2bjRs3UqNGDS5evKiSKejn50evXr2IjY1l9OjR/PHHHznGy/X9r127ll9++YVy5cqxbNkyevXqhaGhITdv3mTkyJG8fPmSrKwsmjRpwunTp1Uymp4/f063bt148eIFv/32m8arCri5ufH9998Db0uwOjo6ftQaFRgYyNq1a9m9ezeCIHD06FE6dOigUa0A69atY+7cuZQtW5ajR4+qBLnu2LGD6dOnk5WVxerVqxk6dGiO8XK+J2iT1vzuW6lDEASNZzvqbFfNoU1atQVts13fDcg1NDSkWbNmH7Rbbt26RVpaGoIgMGrUKJYvX65xnQWFzkGoQzZ2795NWFgYK1euJCsri2LFilGnTh3Mzc0xMDAgNDSUgIAA0tPT0dPTo2fPnnlGiClrkOu06rQWBC4uLowePZrU1FRKlSqFnZ0dTZo0oVq1aty+fZu//vqLkiVL0rt3b+rVq0dGRgbXr1/n/PnzZGVl0b59e44fP65xQyEjIwN7e3tu3ryJIAjUqVOHjh07Ur9+fczMzKSHanp6OklJSbx8+VJ6qAYEBCCKIi1btuTMmTMaLy8XERFBq1atiIuLo2zZsrRo0QJBELh+/Trx8fG0b9+eFy9eEBgYyMyZMxk/fjxly5YlPj6etWvXShkjH8roKyiePXuGjY0NSUlJVKhQgZ49e1KnTh06d+6cw8g+d+4cAwYMIDs7m+bNmzN27FiGDRtW5Bwx2uQc0mnVDIWtdciQIf/5dwiCwK5du/67mA/wyy+//OffIQgCCxcuLAA1udOzZ0+8vLyYNGkSv/32m8ox5camIAhs2rRJbRbLmjVrmDdvHt988w3Hjx/XqFZQPwft7Oy4d+8eCxYsYMqUKbmOVf49nTt35vDhwxrVOXz4cI4dO0bHjh3Zv39/rqWm1ZGZmcmAAQM4f/48/fv3zzX6vSB5/7oeO3YMJycn4uLi+PLLL5k2bRrffvttkdjAyG8kfm5oOhJfOS/VBVEpj/35558MHz5c7fhly5axZMkSOnToIJXO1RQ///wzGzZsoEaNGhw5ciRHAFtehISE0LdvX54+fcpPP/2k8TULVOdrcnIyc+fOZefOnRQrVowff/wRR0fHPDc05aJXr15cvnyZb7/9lm3btqncP8q1d9y4cfz+++9qxyurTHz//fds3rxZ43qV61bbtm05deqUyrGEhAQcHBy4d++e2uMgn42gXMtLlSrFypUr+f777z+qT6Ioihw+fBhHR0dSUlJYvnw5o0aN0qhW5b2+YcMGBg0apHJs3759jB8/HkEQOHTokNo1SelIrl+/Pr6+vhrV2qRJE0JCQnINSjh//jz9+vVDT0+PK1euYG1trXJcru9feU3XrFmTwy48fvy49A514sQJ2rVrl2O88hw5qvV0794db29vJk+ezK+//prv8QsWLGDVqlW53nMFTdu2bbl79y5//PEHo0ePznFcafOVKVOG27dv5+jzJ+d7gjZpVa7lSj70fAoNDUUQhBxlcP38/DSiT4nOdtUc2qRVW+xsbbJdlc97fX19ZsyYwbhx4z6q7VVCQgKbN29m6dKlZGVl5VmJrqihcxDqkI3Xr19jY2NDeHg4w4YNY9q0aZibm6ucExUVxYoVK9i8eTNNmzbF3d09Xw85nVad1v9CYGAgv/32Gy4uLmRnZ+d42L+f0SiKIqVKlWLcuHH8/PPPsvVzSktLY968eezatUsqzfIhlFEvw4cPZ8GCBZQoUUIGpXDnzh0GDx4slV1R0rx5c44ePcqjR4/o2bMnaWlp6OnpYWRkRGJiIqIoIooiTk5OBbJp/7F4e3szbNgwqeehIAjs2LGDPn365Dj38OHDTJw4UfoO5MjCzS+F7RzKDzqtmqGwtVpaWhIVFZVj7cwPculX9k39VORaA6pXr86bN2+4d+8eFhYWKscCAwNp1qwZgiDw8OFDTE1Nc4x/+vQpjRo1okKFCoSEhGhUK6ifg6ampqSkpBAQEJBnf6yoqCgsLS1l0arsOXzz5s1PiqJ+/PgxzZs3x9jYmCdPnmhAoSrqrmtsbCzLli1j165dKBQKqlatytChQ/nhhx8KteebtkTiK/s8BwYGUqlSJZVjJiYmpKamEhISkms/r1evXmFlZcXnn3/Os2fPNKq1YcOGPH/+nLNnz9K6det8j1f2VP7iiy+4e/duwQt8D3Xz1cvLizlz5uDn54eBgQF9+vRhxIgRsgSF5UbVqlVJTEzk9u3b1KhRQ+VYtWrVSEhIUNuzXIlyDZarPP6XX35JZGQkHh4eanvzBAYG0rp1axQKBbt376ZHjx4qx+WyEWxsbPD392fjxo0MHDgw3+OVG3UNGzaUypJpCuXzKTg4OEeJ0NjYWGrUqCFllagrIRodHU2tWrUoXbo04eHhGtVauXJlFAoFz54947PPPlN7zo8//sjp06fVOqzk+v7NzMxITk7myZMnOZw+L1++pG7dunleU+XaWrZsWcLCwjSq1cLCgvj4eLXPgY9Babd89tlnsvT2VF7b3Gw+URRp06YNfn5+DBkyhDVr1qgcl/M9QZu0wtt3fScnJxISEujYsSMbNmzIMX8LS5sSne2q0/qu1v+CHHa2NtmuHTp04NatWyxatOiTSkavX7+eOXPm0KJFC86fP68BhQWPzkGoQzZmzZrFpk2b+Omnn3JEvL/PggULWL16NbNmzdJoT7zc0GnVDNqiNSYmhvPnz3P37l2CgoKIiYkhOTmZrKwsSpcuTYUKFahVqxYtW7akU6dOHxVJogmio6NxdXWVmuW+ePGC5ORk0tPTVZrlWllZYWtrS9euXWWt161EoVBw/vx57t+/j56eHg0aNKBz587o6+sDb8u0Tp06FX9/f2lMtWrVmDVrVo7IXTlITk7myJEjeHp6EhISwty5c3Mt5RoYGMiqVatwc3Pj9evXRc5pVNjOofzg4+MDvN1EKurotH48oiji7u7O7Nmzefr0KYIgMHz48HxvusyePVtDCv8lISGBAwcOsHTpUul+7tq1a77XeE1m4gNUqFCBrKwsIiIicmTZp6amUqVKlTzv+7S0NIyNjTEwMCAmJkajWiFvB2F0dDQGBga5jpVTq3Kj9dWrV58URJOenk7lypUxNDTk1atXGlCoSl7r+8uXL1myZAkHDhwgOzsbPT09WrZsSffu3Wnfvj1WVlYa1/cu58+fZ8+ePZw+fVr6mYmJSZ7fvTo0HYmvdL6/ePFCpcQd/Os4ymvOKhQKKlWqRIkSJYiKitKo1v+l+Xrs2DGWLFki9aCytLSkT58+9OjRQ22Pak2idASru67Gxsakp6cTGxsr2bDvk5mZSYUKFShevLgUbKZJKlasSGZmptrngRJlRlPNmjW5ceOGSkCjXHai8rq+fPmS0qVL53t8UlKSVNJL0043pdanT5/y+eefqxyLi4ujevXqCILA8+fP1doH8fHxVKtWTZZ7y9zcnKSkJMLCwihTpozac54/f85XX32FQqHI0cNeru9fGYClzpGZkZFBxYoV89SRmJiIubm5LPeV0oml7jnwMSjnqpGRES9fvtSAQlWU61JUVFSuQdXKTfVixYrh7e2tUv5YzndFbdKq5OXLl4wfPx5PT08qVKjAn3/+qbavWGG9c/8v2QJFzXbVJq3aYmdr03xV2v15BeDkhdJekCOwpaDQOQh1yEaDBg0IDQ3NNWLoXSIiIvjyyy+xtLTk1q1bMin8F51WzVBUtebW61CHvISGhhIZGUnFihVzRG1rA2FhYbx8+ZKvv/66sKVIKDM3i0LZLh3/vwkODqZZs2aIosjff//Nl19+WdiScuX27du0a9cOQRCKpNZatWoRExODl5cXDRs2zHF8zpw5CILAokWL1I5XRgsXZgZh586duX79OlevXs2zT9fdu3exs7OjSpUqPH78WKM6GzduzNOnTzl9+jRt2rTJ93hvb28cHByoWbMmt2/f1oBCVT5mM+rp06fs2LGDgwcPqmTyVq5cmaZNm9KoUSNmzpypca1K9u7dy4QJE4rsvWVvb8+1a9fYvn07ffv2VTnWqVMnbty4waVLl2jSpIna8devX6dTp05YWFhw//59jWpVZo5dv36d2rVr53v8kydP+OqrrzAxMeHRo0caUKjKh+arsnfj1q1buXPnjjRXK1WqhK2trTRfPyXiPD+0atWKhw8f4u7unsOea9GiBY8fP+bOnTt88cUXascHBwfTpEkT2bIxlE5tdZlZSpKSkmjSpAlRUVH8/PPPzJgxQzom16b2F198QVxcHI8ePaJKlSr5Hq/MypIjO1eZ7bht2za+/fZblWNHjx5lxIgRCIKQawaE8llQq1Yt/vnnH41qVZbu3LVrl1qnhZLFixfzxx9/ULFiRf7++28pSEuu71+5B3D8+HHat2+f47i7uzsAXbp0UTv+xo0bdOzYETMzMx4+fKhRrXmVQ/0YlM+5xo0b4+npWfAC30Npu3yoJYeyZGbDhg25dOmSFCggp2NLm7S+z6ZNm/j1119JS0vj22+/ZcWKFSpOg8LSprNddVrfpajb2dpkuyqrRqgLFvoY3rx5g4WFBeXKlctRTa2o8uHC7zp0FBAREREAH5XBpCwtUViedp1WzVBUtX7xxReMHTuW06dPk5ycrPHP06GeatWq0bx5c610DsLbKKOi5ByEt9e0qDkHExMTuXv3Li4uLhw4cIAdO3awb98+Tp48yc2bN7Ui2zE6OpoDBw6wevVq9u7dW6hGX3Z2Nk+fPlV77MaNGyxfvhxHR0dmzpzJ1q1bC239r1mzJk2bNi2Uz84vTZo0ydGnpyihLCO3ZMkStccXL16cq3MQYPv27cDbDTs5OXz4MPfv3yc9PZ3Ro0cjimKufwO8nduLFi1CEARatmypcX09evRAFEUmTJiQ7w3Ihw8fSi/kPXv21JDC/PPFF1/w22+/8ejRI/bu3UunTp0oUaIEr169wtXVNdc+aprihx9+yFFavigxdOhQRFFk+vTp3LlzR+XYyJEjEUWRxYsXqx2rUCj45ZdfEAQh16oDBUmbNm0QRZEZM2aQmpqar7Hp6elMnz4dQRBo27atZgTmEz09PQYNGoSnpyfXrl1j9OjRfPbZZ0RFRXHs2DHmzJmDg4ODxnX06dMHURSZOXMmCQkJKsf69u2LKIp59mlatWqVbGsWID2r9u/fn+s5RkZGLF68GFEU+eOPP7h+/bos2t5FGcyyatWqTxq/evVqgFyd8wWJcg7MmjVLpd/d5cuXpWoGyrXg/ZLp2dnZ/PbbbwiCwDfffKNxrV27dpXWrLy+1+nTp1O3bl1iYmLo3bu3LNmt72JraytdU3XVALp06ZKrcxDe2juCIMjynvXjjz9Ka+u2bdvIzMz8qHGZmZls374dJycnBEEokB7cH0Pbtm0RRZHZs2fnWLPeZdmyZXz++efcv3+f8ePHy6LtfbRJ6/uMGzeOK1eu0LBhQ44cOUKrVq003g/zY9DZroVLUdNa1O1sbbJd69SpA8COHTs+afyuXbsAZK+E8V/QZRDqkA1lfewPRQzBvxG4ckW3v49Oq2Yoqlo3btyIu7s7V69eRU9Pj9atW9OtWzfs7e0xMzPT6GfrKJq8efMGURRzRAtlZGRw4sQJ/P39SUxMxMzMjPbt28uyYaGO2NhYnjx5kmMjKisrixMnTuDl5UV4eDjFixenVq1aODg4FEpvn/j4eLZv386pU6e4f//+B3vQNWjQgL59+zJixIhPKu/zX7h58yZbt27F398fQRBo0KABjo6OUqmQdevWsWjRItLT06UxgiDwww8/sGLFCtn6e2ZkZLBy5Uq2bt2KmZmZSk+eqKgoRo4cKf3s3SxpfX19RowYweLFi/NdduS/MmPGDLZs2VIkIxrfx9HRkZ07dxZJrZcvX6ZXr14IgkDjxo3p27cv1atX/+Dm+fPnz3F2dmbVqlWIophrf9WCRlmCTTkH9fT0+OKLLwgJCUEURYYOHSpt/sLb+Xrp0iWWL1/OtWvX0NPTw93dXeNrV2JiIm3atCEkJIRixYrRsWNHOnTogLW1NaamphgZGVG8eHHS09NJSkoiPDwcPz8/PDw88PDwIDMzE0tLS7y8vD6phF5++dRo9fT0dK5du8alS5fw9PTUeD+v9xk9ejSHDx8ukvcWwIgRIzh69CgGBgb06tWLXr160aRJE0xNTZk6dSo7duzAzs6O6dOnU69ePTIyMrh+/Tp//PEH9+/f57PPPuP69euflCWVHwIDA2nbti3JyclUrVqVMWPG0LFjxzwjsh89eoSHhwdbtmzh+fPnlC1bFi8vL1kCsz5lviqv7eXLl7l06RL37t3j9evXmhPJ27LG7dq14+HDh1hYWDBt2jS6d+9O+fLlSU9Pp0uXLty5c4fZs2czefJkDA0Ngbf22KJFi9ixYwf6+vqcP39ebU/AgkbZm8/AwIBZs2YxdOjQXAMxhwwZwsmTJ/nss8/Yvn07HTp0kC3r5eLFi1JWbq9evZgyZQqNGjX64Li7d++yevVqTp48iSAInDx5Ejs7O41qTUtLo2PHjty/fx9BEChdujSCIJCUlAS8tQ/8/f25cOECdnZ2jB07FnNzc8LCwtiwYQM+Pj4YGRlx7do1jQfpJSYmYmdnR3BwMIIgYGVlRd26dZk0aVKOoKzAwEA6d+7M69evKVu2LH379mXHjh2yfP+BgYHY2dmRkpJCyZIlsbOzo3r16ixdujTXMdevXycoKIg9e/Zw7do1We+rH374ARcXFwRB4PPPP8fOzo769etjampKmTJlMDAwQKFQkJiYSHh4OP7+/nh5eUnvj71795Y2hzXNs2fPsLGxISkpiQoVKtCzZ0/q1KlD586dc8y/c+fOMWDAALKzs2nevDljx45l2LBhsmW+aZPW3MjKyuL333/nzz//JDs7mxEjRrBo0aIPlvfXFDrbVXNok9Z3Kcp2tjbZrsqKAXp6ekyaNIlJkyZ9VIuU6Oho1q9fz7p168jOzv5ghn9RQucg1CEbI0eO5MiRIzRr1gwXFxdKlSql9rzU1FQcHBz4559/sLe358CBAzIr1WnVFEVda0JCAufPn8fNzY0LFy6QkJCAtbU1Xbp0oWvXrjRu3FgWHToKh6ysLJYvX46zs7OU7WpiYoKTkxMjRowgMjISBwcHgoKCAFWnS5cuXdi8ebNs/Sjj4+OZPXs2hw8fpm7duiqG55MnTxg0aBCBgYGSTkBF619//fVJtdQ/hcuXLzNixAhev34taSlXrhympqaULl2a4sWLk5aWRlJSEhERESQmJkp6K1euzK5du2jVqpUsWjds2MDcuXMRRVHFiVm2bFlOnDiBn58fU6ZMAd46MZUbQn5+fgiCQMeOHTly5IjGdWZmZtK3b1+8vLwQRZGmTZtKUaxJSUm0b9+eJ0+eIIoizZo1o3bt2hgaGnL79m2pdFthPAfu3buHr68vAwYM+KRSHXJy5coVXF1dmTZtWr77JcrB2rVrWbBgAVlZWQiC8MHG8soyKfB2Tfjuu+/YsmWLLFp37NhBUFCQ9O/58+cqEfl169bl2rVr0v97eHjw7bffSmvskiVLZIsgj42NZcKECbi5uQH/rpt5oVwrHBwcWLt2rVQBQdNoU4/Zd9m9ezdbtmxh7969VK9evbDl5ECZZbV69WpSUlKkOVCsWDFKlSqVa9aDKIpYWFiwd+9e2bJzr127xtChQ4mMjJR0GhgYYGJigpGRkbSJnZSURGRkJBkZGZJWExMTnJ2dZQsaKoj5Gh8fL4udFRsby7Bhw/Dy8pLWVwsLCywsLADw9PREEAQMDQ2pUaMGCoWCkJAQsrKyKFasGKtXr+bHH3/UuE54+10OHDgQV1dXaQ5UqFCBDRs25MjISkpKwsHBQbIDLC0tefLkiWzryIYNG/jll1/Izs6WdNavX1/q1/b+Jra/vz+xsbGIooi+vj5Llixh7NixGtcJb+eao6MjJ06ckPQWK1aMCRMmsHDhQiIiIrC3t5d6KysRRRFDQ0N27txJ165dZdEaGRnJpEmTOH/+PPD2uZVbANDDhw8ZNGgQISEhCIIgPWfl+P59fHwYPXq01JfvQ5+r7FUsiiLFihVjxYoVDBs2TOM6laxfv541a9ZI/WTzsgeUdoCxsTGOjo6MGzdOFo1KvL29GTZsmJQZmtccOHz4MBMnTiQ9PV32OaBtWvPi1q1bjB49mpCQECnorbC06WxXzaBNWt+lqNvZ2mS7zpo1i02bNiEIAvr6+jRo0CCH8/3dYBE/Pz/8/PzIyspCFEUmTZqUZ1WfoobOQahDNp48eULr1q3JyMjA0tKSmTNn0qFDB2mTOj4+Hg8PD5YtW8bjx48RBAE3NzfZSrTotOq0vktWVhY+Pj64u7vj5ubG06dPMTExwd7eHnt7e9q2bZtrc20d2kd2djb9+vXj4sWLObLbBEFg5cqVXLhwATc3N8qVK0ebNm2oVKkSgYGB+Pr6IooizZs3x83NDX19fY1qTUpKolOnTjx8+BBRFOnQoQPHjh0DICYmBhsbGyIiIjAwMKB79+7Url2bkiVLcvv2bc6cOUNWVhZfffUVrq6uGs8ge/jwIe3btyc1NRVLS0vGjx9Phw4d8oyoDg0NxcPDg82bN/Po0SOMjIzw9PTE0tJSo1qvXbuGvb09oijSqVMnunfvjr6+Pi4uLri5uWFqakpSUhLZ2dns379fJYL90qVLDBo0iNTUVLU9awqa1atXM3/+fEqVKsXixYsZOHCglMWwdOlSfv/9dypVqsTOnTuxtbVVGevm5sbw4cNJTU3lr7/+4vvvv9eoVh2aQ1nO5p9//iEqKirPXkcmJiakpKRQp04dxo0bJ1vpK3VkZWXx9OlTyWGYnp7OtGnTpOMeHh4MGDCATp06MXXq1EIpTevn58eJEyfw8fEhMDBQbdZS+fLlsbKywsbGht69e1O/fn1ZNWrrxoW2EBsby759+zh//jz37t3L1TFYunRpmjdvTq9evRg4cKDstmFKSgq7du3i5MmT3Lp1i6ysrFzPLVasGM2aNaN3794MGTKEkiVLyqZTG+eru7s727dvx9vb+4OlsIyMjOjSpQvTp0+XPWI/Ozub9evXs3HjRinAbefOnWo33JOSknBycuLQoUOS40vO7+XOnTssX76cCxcuoFAoVI4pHQDvUqJECTp16oSTk9NHZRwWNLGxsTx8+BA9PT2+/PJLlU302NhYli1bhpubm9RD3c7OjqlTp0pVJ+QkMDAQLy8vQkJC6NevX66BrRkZGRw9ehRXV1fu3bvHy5cviY2NlUVjZmYmHh4e/PPPP0RHR6tUD3ifatWqUblyZdq2bcvo0aML5ZoqFAp8fX3x9vYmKCiIsLAwkpOTSU9Pp0SJEpQuXZqqVatiaWmJra0trVu3lr06h5Lk5GSOHDmCp6cnISEhzJ07N9dy14GBgaxatQo3Nzdev34t+9qsTVrzIjU1lZ9//lkqQVjY2nS2a8GiTVq1DW2xXQFcXFxYtmwZfn5+0s/UOeHftV8aNmzIrFmzZAsUKih0DkIdsuLu7s6IESNISkqSbiojIyMEQZCyRpRRgr///jtjxozRadVpLTSt7xIQEICrqyvu7u7cunWLkiVL0q5dO7p27Urnzp0/qq+ijqLLzp07mTJlCsWLF8fJyYk+ffpgZGSEr68vTk5OKBQKUlJSsLS05NSpU5iamkpjb968Sf/+/YmLi/vkhvb54ddff+XPP/+kYsWKbN68mQ4dOkjHfv75ZzZs2ECNGjU4cuQItWrVUhl77949evfuzevXr1m2bJnG76/hw4dz7NgxOnbsyP79+/O1cZqZmcmAAQM4f/48/fv3z7PnT0EwYMAAXF1dGTJkCGvXrlU5NnnyZHbt2oUgCMyfPx9HR8cc4//44w8WL15Mu3btOHnypEa1tmjRgsePH7N69WqGDh2qcuzrr7/m0aNHbN++XSrn9T5bt27FycmJ1q1b4+rqqlGtOooG169fp3r16hgbGxe2lA+SnJyMvr6+5PQuCqSmpubYFJT7BfV9fHx8ALCxsSlUHf9fiIqKIjo6muTkZLKzsylVqhQVKlQoUqXo09LSePr0aa6b2DVq1JCtDPb7KHuIKXu4aRPp6ek8evSIoKAgoqOjSUlJISsrS5oDlpaWWFtbF4nAwcePHxMSEkL9+vWpWrVqrueFhobi5uYmOYhOnTolo8q3m4PXr18nMDCQFy9ekJSUhEKhoHjx4hgZGWFubo6VlRXNmzfPteKMjv9t3q3UokNzhIWF8fLlS1n6O/5XiqrWv//+m+DgYAAGDRpUyGr+RWe7/je0Sas2U5Rt13cJDg6WnO952S02NjaylO7XBDoHoQ7ZefHiBStXruTUqVM5otVKlixJhw4dmDp1aqH19HoXnVbNoE1a1RETE4Obmxtubm54enqSlpZG06ZN6datG99++63GGwMXhANKEARZeiNoi9bOnTtz/fp1FixYIJWQVLJnzx4mTpyIIAjs3btXbZ+vXbt2MXnyZFkcLo0aNeLZs2dq65krjx0+fDjXSMzDhw8zatQomjRpwuXLlzWqVdl39ObNm5+UAfj48WOaN2+OsbExT5480YDCf6lZsyaxsbH8888/1KxZU+VYcHAwTZo0QRAEbt++rdboU55Tvnx5nj59qlGtlStXRqFQ8PTp0xylOo2NjUlPTycsLIwyZcqoHf/69Wu++OILypUrR2hoqEa16tChQ4cOHTp0aBO+vr4YGhoWSga7JsjKyuL169cYGBjI1mJAhw4dOnTo0KE96ByEOgqV0NBQoqOjyczMpHz58tSoUUPj5fk+FZ1WzaBNWtWRnp7O5cuXcXNz49y5cwwdOpRZs2Zp9DMtLS2JiorK0fMiP8hVLkFbtCr7cz148CBHNsDz589p0KABgiDw5MkTKleunGP8ixcvqFevHp999hnPnz/XqNZKlSqRkZHBixcvMDIyUjmmdBxFRkbmmn2TlJQk9XtR9gHRFEo9r169+qTIr/T0dCpXroyhoSGvXr3SgMJ/qVixIpmZmWqvXWpqqtR8Prdrm5aWhrGxMQYGBsTExGhUq9KZqc5BaGFhQXx8fJ7XXKm1ZMmSREZGalTrx+Lg4IAgCLi4uBS2lA8yfvx4BEFgw4YNhS3lg+i06tAmXr58yYMHD6TnVNOmTSlWrFhhy1Lh9evXeHl5ERQURFpaGuXLl6dJkyZ8/fXXRSLb5fXr11IUdkpKihSFbW5urtZ+kYulS5dSqlQpRo4cqcsIkxmFQsHt27cJDw+nePHi1KpVS/YyqB+DMmugKKAsLdevXz/WrFlTpOfsmzdvOHDgAOHh4fz2228qx65evcry5cu5evUq6enpwNvejw4ODkydOlXqqyknISEhrFu3jqtXr5KcnIyFhQXdunVj2LBheWY32djYoKenp9J3XQ4CAgLw9vYmMDAw17XV0tISOzs76tWrJ6u294mLi0MQBLVO4LNnz+Lq6iqVw23bti39+vUrlGdsVlYWp06dwtfXV2UOfKh/7+zZs6Xe1HLy5s0bRFHM8c6VkZHBiRMn8Pf3JzExETMzM9q3b1/oQe4BAQEEBgYSGhpKcnIyqampUpaTmZkZVlZWWFtbF6pGgFevXnHt2jVpDnz11VcffAYoA7HlLt2oTVo/hsJaT3OjqNqu/9/QOQh1FAmUqbnagE6rZtAmrXkRHx9PuXLlNPoZoiji7u7O7Nmzefr0KYIgMHz4cCpVqpSv3yNHmSdt0ap0DqlzuimdVHk5KlNSUjAxMZHFOVS7dm1evXrF48ePc5QLrFGjBq9fv+bly5eULl1a7fjk5GRMTU0pXbo04eHhGtXauHFjnj59yunTp2nTpk2+x3t7e+Pg4EDNmjW5ffu2BhT+S926dQkPD8fLy4uGDRuqHLt37x5t2rRBEIRcsyEDAwNp1qwZlSpVIigoSKNae/fuzeXLl1m5ciUjRoxQOdazZ0+8vLw4c+ZMriVRLl68SJ8+fbC0tOTWrVsa1fqxaFOfB51WzaBNWnXkH19fX3bt2iX1z61Xrx4TJ06kYcOGZGZm8tNPP3Hw4EGpLxq8nRPTp09n4sSJsukcPnw4giCwfft2lZ9nZWWxePFiNm7cSFpaWo5x1apV47fffqNnz55ySQXe9p87fvw4p0+fxtvbm7i4uFzPLVu2LG3atKFv37706tVLVoem8v62tLTE2dmZunXryvbZ/+v4+PiwadMmEhISVIJsRFFkxYoVrFu3LkcPzZo1a7JgwQK6d+8ut1xevnzJ2bNnpVJdyk1BZQBhyZIlpU3sNm3a0KNHD5XS/nLw7rtczZo12bBhAy1btpRVw8dw/vx5xowZQ1xcHNbW1nh7e0vHNmzYwNy5cxFFUW1/9TJlyrB7927atWsnm15XV1dGjBhBamqqiiZBEKhRowbHjx+nevXqasfKbSMcPHiQFStWSDZ9XgGuyrW0du3azJ49O0eFF00iiiJr165l8+bN0ntd1apVmTt3Lt999x1paWkMHToUd3f3HNfcysqKw4cP53rNNUFISAjff/+9VBnm3VKyffv2ZePGjbk6XuScA1lZWSxfvhxnZ2ept6uJiQlOTk6MGDGCyMhIHBwcVOaH8u/o0qULmzdv1vie0LuEhISwdu1aXFxcPqqnaPny5enVqxdTpkyhWrVqMij8l/T0dKZPn87evXtVbL5KlSoxZ86cHO0z3qVcuXLo6enlaesUJNqkNT8U9juXttiuSlJTU/Hy8lKxW5KSkkhNTZWcmUq7xc7Ojnbt2hWpVhkfi85BqEN2MjMz2bFjB2fOnOHRo0fExMQgiiJxcXEEBgayfft2xowZwxdffFHYUnVa/x9rXbp0aYH+Pk1kFQYHB9OsWTNEUeTvv/8uktHASoq61jp16hAREcG5c+do0aJFjuNbtmwBYPTo0WrH379/H1tbW1lKYf7444+4uLgwZ84cpk+frnJs4MCBuLq6cuDAAezt7dWOP3nyJEOGDKF+/fr4+vpqVOv8+fNZvXo11apV49ChQ/naEHz48CHff/89oaGhODo6Mn/+fA0qhbFjx3LgwAHatm3LoUOHJKMuPT2d/v374+npiSAI/PTTTyxcuDDH+Llz57Ju3Trs7e05ePCgRrWeO3eO/v37U6pUKbZt20a3bt2kYxcuXODbb7+ladOmuLq65jBOX79+TZcuXXjy5Iks1/VjKewXlfyg06oZtEmrjvyxbNkyfv/9d0B1k7VkyZIcO3aMs2fPSpmjn3/+ORUrVuT58+coFAoEQWDEiBGsXLlSFq3q5qEoivz444+cOXMGURQpV64czZo1o0KFCiQkJHD79m2pWkJufWo1wYMHDxgyZAhBQUEq17V06dKULl2a4sWLk5aWJmUQKBEEgbp16+Ls7PxJ5b8/BeV1NTQ0JDs7mxkzZuDo6KhVVUOKIosWLWLFihWIokiDBg1UHERDhgzh1KlTUm93c3NzDA0NCQ4OJjMzE0EQ+OWXX5g2bZosWpOTk5k5cyYHDx4kMzPzoyqKCIKAgYEBgwcPZvHixbJtuCnn68aNG5k1axaJiYkMHTqUuXPnUqFCBVk0fIj79+/ToUMH0tPTqV69OhMnTmTUqFEAXLt2DXt7e0RRxMbGBkdHR2rXrk3JkiW5desWy5cv59atW5QpU4arV6/K4iAICgrCxsaG1NRUrK2tGTduHJUrV+bu3bts3ryZ6OhozMzMuHr1qtoMODlthEmTJrFnzx5EUcTQ0JBmzZphbW2NmZmZytqalJREeHg4Dx484NatW6SlpSEIAqNGjWL58uUa1wmq9/m7CILAunXruH//Plu2bKFChQp89913mJubExYWxqFDh3j9+jU1a9bE29s718DSgiQ+Ph5bW1ueP39OqVKl6NWrlzQHlO9Ztra2nDp1Cj09vRzj5ZoD2dnZ9OvXj4sXL6q9ritXruTChQu4ublRrlw52rRpQ6VKlQgMDMTX1xdRFGnevDlubm6yPOP279+Po6Mj6enpiKJIiRIlsLKykgKCixcvTnp6OomJiURERBAYGCjZVyVLlmTDhg306dNH4zrh7bXt3bs3Xl5eiKJItWrVpODa+Ph4BEHI8/1UznVAm7Q+evQoX+e3aNECQRC4fv26yhyXY49Om2zX7OxsVqxYwcaNG6Xv8WOCRT7//HMcHR356aef5JBZYOgchDpkJTg4mD59+vD8+fMcEUxv3rzhzp07tG3bllKlSrF161a1vb50WnVa5UD5QP9Ycmukrvy5pgyDDh06cOvWrSLpdHufoqx16NChnDhxgubNm+Pi4pLvDYgRI0Zw7Ngx7O3tOXDggIZUvuX69evY29sjCAK//fYbY8eOlV6ibt26RadOnahRowbnzp3LsYkREhJCt27diIiIYN68eUydOlWjWhMTE2nTpg0hISEUK1aMjh070qFDB6ytrTE1NcXIyEh6aVG+ZPv5+eHh4YGHhweZmZlYWlri5eWl8RfXwMBA2rRpQ2pqKhYWFnTo0AFBEPDw8ODZs2c0bNiQqKgoYmJiWLNmDQMHDpTG7t69G0dHR7Kysjh48CBdunTRqFb41/kqCALNmzenZ8+eNG3alGrVqrFlyxZWrVpF3bp1mThxIvXr10ehUHD9+nU2btzIy5cvqVq1KlevXqVs2bIa1/oxaJNzSKdVM2iTVh0fz+XLl6VsCjs7O3r16oWRkRFXr15l165dWFhYEBERQcmSJdm8ebO0fmZmZrJhwwYWLlxIVlYWx48fp3379hrXq24e7tu3j/Hjx6Onp8fs2bOZPHmySoZDVlYW27ZtY/bs2WRnZ3P+/HmaN2+uUZ1hYWHY2toSFxdH+fLlGTJkiPR8VZe1EBcXx4MHD/Dw8GDPnj3ExMRQqVIlfHx8qFKlika1wr/X9ebNm4wdO5Zbt25Rr149lixZQtu2bTX++f+LnD59mh9//BGAPn36MGHCBJo1awb8O2f19fVxcnJiypQpUpnM+Ph4/vjjD9avX48gCLi7u/P1119rVGtaWhqdOnXi/v37iKJIs2bN6NChAw0aNJDsQQMDA5VNbH9/fy5evMjNmzcRBIGmTZvi5uYmS8WZd9eB8PBwJk2ahIeHB+XKlWPq1KmMGjVKFodKXvzwww+4uLjQtm1bDh48qFKec8CAAbi6utKvXz+2bduWY2xWVha9e/fmypUrDBs2jFWrVmlc76RJk9i9ezeNGjXi/PnzKmvoixcv6Nq1K6GhofTp04cdO3bkGC+XjfDuvTNjxgzGjRv3UZlgCQkJbN68maVLl5KVlcXWrVvp16+fLFoNDQ2ZM2cODg4O6Ovr4+LiwqJFi8jOziYjI4OqVaty8eJFlQo+r169on379rx8+ZJff/2VyZMna1QrwOLFi/njjz8wNjbm3LlzKsHgHh4eDB48mJSUFLVBsCDfHNi5cydTpkyhePHiODk50adPH4yMjPD19cXJyQmFQkFKSgqWlpacOnVKJcP55s2b9O/fn7i4ONasWcOQIUM0qvXvv/+ma9euZGVlYWtry5QpU2jTpk2e66RCoeDKlSusW7cOT09PDAwMcHd3l54fmsTZ2ZmffvqJEiVKsGnTJvr27Qu8zdBatmwZq1atQhAE9u3bpxIAq0TOdwVt0prfvUt1CIKg8WxHbbJds7Oz+fbbb7l06RKiKGJiYkK7du0+GCzi6elJeHg4giDQtWtX9u/fr1GdBYnOQahDNuLj42ndujVhYWHUrFmT6dOn07RpU7766itp4UxISMDR0ZGjR49iaGiIr68vtWrV0mnVaZVd6+7duwkLC2PlypVkZWVRrFgx6tSpg7m5OQYGBoSGhhIQEEB6ejp6enr07Nkzz74JmzZt0ojOGTNmsGXLliLpdHufoqz19u3bdOzYkaysLExNTXFwcMDCwoIJEybkOiY8PJzg4GCcnZ05cuQIgiDItoG5ZcsWZs6ciSiKmJub061bN5o0aYKFhQVnz55l7dq1VK5cmeHDh6s4h/bv309iYiINGjTg4sWLsmyyxMbGMmHCBNzc3AA+ynhVBg84ODiwdu1a2aK1z58/z4gRI0hISJB0iqJIjRo1OHPmDPfv32fgwIGIokj58uUxNTXl5cuXxMXFIYoiAwcO1Ni9ro4DBw6wcOFCyQj9GJRRrTt37sTc3FzDCj8ebXIO6bRqhqKg9ZdffvnPv0MQBLVZxgXN1q1bC+T3KDNONMX333+Pm5sbAwYM4K+//lI5tmTJEpYtW4YgCCxdupSxY8fmGK8MhujevTt79+7VqFZQPw+7dOnC33//nWsGuRLl39O7d2927dqlUZ0//fQTzs7ONG3alCNHjuTrOfnmzRv69OnD7du3ZXMOvHtds7OzWbNmDb///jsKhYJvvvmGGTNmqK3gUBjkNxI/NzRt63bu3Jnr168zbtw4KUNXSadOnbhx40aeGYLTp09ny5Yt9OjRgz179mhU6++//87SpUupWLEizs7OuZZAV8e1a9cYPHgw0dHRuToOChp168DevXtZuHAhr1694vPPP2fkyJEMHTq00Gyp6tWr8+bNG3x9fXP0vlO2HMitLD7A3bt3sbOzw8LCgvv372tcr7W1NWFhYbi4uGBra5vj+K1bt+jYsSOiKKotky+XjaAMaF20aNEnlbdev349c+bMoUWLFpw/f14DCv9FuQao07phwwZ+/vlnqWS20rnxLgcPHmTMmDE0adKEy5cva1QrQMuWLQkICGDz5s189913OY4rHZ7Fixfnxo0bOapJyTUHlNd1wYIFTJkyReXYnj17mDhxIoIgsHfvXrXB7Lt27WLy5Mm0bt1a6kOnKb777jvc3d0/+R103Lhx7N+/n27dusniyFDaU7Nnz2bmzJk5js+ZM4f169dTuXJlbt++TZkyZVSOy/muoE1aO3bsyI0bN/7z74mPjy8ANbmjTbbrxo0bmT17NqVKlWLlypV8//33ajOb30cURQ4fPoyjoyMpKSksX75c4+9aBYXOQahDNpYtW8aSJUto2LAhZ8+elRZQdQunstTbsGHDWL16tU6rTqvsWl+/fo2NjQ3h4eEMGzaMadOm5XgBjIqKYsWKFWzevJmmTZvi7u4uex/Fe/fu4evry4ABA3I0zi5qFHWtR48eZfLkySQlJQF80KAzMzNT6Zni5ORUIJvLH4u3tze//PILd+7cAT7seFNms/bt25dVq1bJnjnm5+fHiRMnpNrtr1+/znFO+fLlsbKywsbGht69e1O/fn1ZNcJbh+bBgwfx8/NDT08Pa2trBg0aJF2vU6dOMW3aNKKjo6UxpUqVYtKkScyePVv2uvgKhQI3NzfOnTvH3bt3CQ4OztEfq3jx4nzxxRe0bNmSnj17yuLEzi9FwTn0sei0aoaioLVSpUpkZGR88nhNVw14l4KIFgY0rrVWrVrExMSo3ah++PAhLVu2RBAE7t27h4WFRY7xyv6ucpTwBvXzsGrVqiQmJuaqUUlYWBj169eXRauyb66npyeNGjXK93hlxQ5zc3MePHhQ8ALfQ911ffLkCfPmzcPNzQ1BEPj6668ZMWIEPXv2LNS+5NoSiW9qakpKSgoPHjzAzMxM5Zi5uTlJSUlq+1UrCQ0NxdraWpbeyV999RWBgYF5lsDPCzc3N77//ntq165dIJugHyK351FaWhqbNm1izZo1xMXFoa+vT/v27enduzfdunVTWxpTUxgbG5Oens6rV69y9GyrXLkyCoWC2NjYXEscZmZmUqFCBUqUKEFUVJTG9Sqfr+r6vStRbh43atQILy8vlWNy2QjK9f7Zs2ef9H3GxcVRvXp1ypYtS1hYWMELfAel1kePHuXIpomMjKR27doIgqD2OLwNdq1Tpw5lypThxYsXGtUKb3v4paamEhgYqJLN+C4ODg74+PjQo0cPdu/erXJMrjlQrVo1EhIS1K6tz58/p0GDBgiCwJMnT6hcuXKO8S9evKBevXp89tlnPH/+XKNaa9asSWxsLH5+flStWjXf45XPgYoVKxIcHKwBhaoor+3du3fV9r5UKBR89dVXPH/+nClTprBgwQKV43K+K2iT1uzsbP7880+WLl1KZmYmw4cPZ/HixbkmMBTWO5c22a42Njb4+/uzceNGlcpRH4sy4KFhw4ZcuXJFAwoLHp2DUIdstG7dmgcPHnD27Flat24t/Vzd4hQQEMDXX38tW0SbTqtO6/vMmjWLTZs28dNPP/Hbb7/lee6CBQtYvXo1s2bN0kivQR3yERsby7Fjx/jnn3+IiorixIkTuZ5rYmICgK2tLePGjaNdu3ZyyVThzp07knMoKCiI6OhoUlJSyMrKonTp0pQvXx5LS0tatmxJjx49ZKvZ/iFSU1NJTk4mPT1dau6cVxZuUSI9PZ2bN28SGRlJxYoVad68uVS6qyiQmJgozYFSpUpRtmzZj4p4K0x8fHwA8pVVUFjs27cPgEGDBhWykg+j05o/EhISOHDgAEuXLuX169dSeZiPKS/2LnJkEgcGBrJr1y62bt1Keno6giDQqFGjfJe9O3v2rIYUvqVixYpkZmYSGRmZo3x3cnIypqamCILA69ev1a5TaWlpGBsbY2BgQExMjEa1gnqbVLkRHxMTQ7FixXIdq1AoqFSpkixalQ4Adc6BjyE9PZ3KlStjaGjIq1evNKBQlbw2o27evMnChQu5cuUKgiBQtmxZunXrRo8ePbC1tc3VmaAptm3bxp49e7h79+5/+j2ajsRXOgeUJXrfRbkRn9ecVTqIihcvrhL0pAmU95A6rR9DamoqVapUoWTJkkRGRmpAoSof2jxNSEhgw4YNODs7ExERgSAI6Onp0ahRI+zs7GjatCkNGzb8pA37j6Vp06YEBwdz5coVGjRooHKsUaNGPHv2jIcPH6qUP3wXpRNDbsdASEgI5cuXV3tOTEwMjRs3JjExkVWrVjFs2DDpmNzOoadPn35SQOubN2+wsLCgXLlyhIaGakDhvyifA2FhYTmylxITEzE3N0cQBF6+fKnWNlA+g+VyEivXJXX2gBI/Pz/atGmDKIq4urrSqlUr6Zhcc0Bpt6hzZiufnXnpSElJwcTERBZboEqVKqSlpf3ntbVUqVJERERoQKEqykCB6OhoDAwM1J5z5swZBg0ahKGhIbdu3VJZR+V0bGmTViX3799n1KhRPH78mBo1arB582a++uqrHOcVloNQm2xX5XqV2/r5IZKSkqRSpOHh4RpQWPDk/oajQ0cB8/TpU4CP6slRo0YNAFkeUurQadUM2qTV1dUVQRAYN27cB88dM2YMq1at4ujRoxp3EObW67Aooo1aK1SowOjRoz9qzO3btzE2Ni50x0vjxo1p3LhxoWr4FEqWLKk1DsH3KVGiRJF2ZJUpUybHRkFRpyhfz/fRBmebEp3W/FG2bFnGjBnDV199JQV9zJs3r8iVxQawtLRk8eLFtG3blm+//RaAv/76q8hpNTIy4s2bNzx//pzatWurHCtdujQ9evSQNtfV8fLlS+ncwuLLL7/k3r17PH/+nJo1a+Z6ntLOza9D+VMwNjYmLCwMf39/mjZtmu/xDx8+BFCb/SA3X331FS4uLvj4+LB161ZcXV3Zv38/Bw4cQF9fn8aNG0sOl0+J4s4vI0eOZOTIkVLlE0EQimR5/Fq1anHnzh18fX3p0KGDyjFLS0vu379PUFBQrrqVpVRzy+QpSMqUKSNlu6nLxPgQSgem3M7i3ChbtqxUds7d3Z3du3dz4cIF/vnnH27fvg1oPou0e/furFq1innz5nHs2DGVTMHu3buzdu1a9u/fj5OTk9rxyt6ETZo00ZjGd6lduzY3b97kzJkzDB48WO05FStWZM6cOcycOZO5c+diY2Mje2BjnTp1uH79Ojt27Mi1PG9eKMtLv1/2VRNYWFgQGBjItWvX6NSpk8qxa9euSf/96NEjtc+JgIAAAFn60MJb5+vjx4/x9fXlm2++UXuOtbU1w4YNY/v27YwbNw5fX1/Z7/tKlSoRERHBgwcPcpS+LlGiBMuXL89zvDIjOzdHeEFSvXp1Hj16hIeHB927d8/3+EuXLkm/Rw6MjY158eIFjx8/zrVSkIODA3Z2dnh5eTFhwgROnz4ti7b30SatSho0aMCVK1dYsGABmzZtokuXLkyePJmff/45zwA3udAm29XQ0JDU1FQSExM/6R0kJSUFoFArYuSXoh1OruN/CmXUxcdEUyqjAQpr81inVTNok1alY7JixYofPFdZO1vTZUQAvvjiC8aOHcvp06dJTk7W+Of9F7RN65gxY/Kl1cTEpNCdg9pIQEAAp0+fZv369SxbtowFCxawZMkS1q5dy7Fjx/Dz8ys0bQ0aNKBFixbSy5KOguXVq1ecPHmSffv24ePjQ3p6+gfHuLq6arx/R168fv2ae/fucfXqVTw8PPD29ub27duyRFoXBAqFgqtXr3L8+HGuXLlCampqoerJzMzk9u3beHt7f3Rkvb+/P/7+/hpWpkqTJk2wtraW9TM/lY4dOxZKr+aPpWHDhgCsXbtW7fE9e/bkKCP2LkePHgXeliWSk+vXr0uR1YMHD0YURdatW5fnmD///BOQZ8Nd2atrypQp+V6PoqOjmTx5MoIg0LlzZw0pzD82NjY4Ozvz6NEjFi9ezJdffklmZiY3b97kr7/+yrMvtCaYPn26LM6zT2XAgAGIosi0adNylAf84YcfEEVRmpPq+O233xAEATs7O01LlTbZP7U/68KFCxEEgZYtWxakrP+Mnp4eXbt25eDBgzx69IiNGzfSr18/KlasSHZ2tkY/e/LkyZibm+Pp6UmHDh24fPmy1PZg+vTpVK9enWXLlnHgwAGVcZmZmaxatYrVq1cjCILa3q+aoE+fPoiiyOzZszl8+HCu12fMmDG0bt2apKQk+vTpIzmx5GLUqFGIosiiRYuYN2/eR2fXRkdHM3/+fGmujhkzRsNK3zonRFFk+vTpPH78WPr5kydPmDFjhvT/ua0DK1asQBAE2rRpo3Gt8LY3qiiKzJgxI8/SmwsWLMDc3Jznz58zaNCgj3pfKEhatGiBKIrMnTs3R9sGgNGjR+cZULxmzRoEQfgkB0h+6devH6IoMnHixHz3vLxw4QITJkxAEAT69++vIYWqtGrVClEUWbBgAVlZWbme9+eff1KyZEmuXLnCr7/+Kou299Emre9SokQJfv/9d06fPk2VKlX4888/adeunexrqTq0yXZVvr98aq9DZZssuYJwCgJdiVEdsqGsJ7548WKVFzx16c07duzA0dFRlubOOq06reqwsrIiKiqKc+fO5Ygce5/r16/TqVMnKlSoQEhIiEZ1bdy4EXd3d65evYqenh6tW7emW7du2Nvb56iRX9jotBYe58+fx93dXepHV758eRo3bkzfvn3zzH7QFCEhIaxduxYXFxdiY2M/eH758uXp1asXU6ZMoVq1ajIofItyLRIEAUdHR2bPnp1rSREdH096ejrTp09n7969KhtClSpVYs6cOQwdOjTXseXKlUNPT0/jvZyUZGdnc/z4cU6fPo23t3een1u2bFnatGlD37596dWrl+wZ0y9evGDXrl34+/sjCAINGjRg5MiR0ob2iRMnmDFjRo5+mY6OjkyfPl1WrfB2I2rNmjUkJiZKP7O2tmb+/Pk5sl/eRe45oMTR0ZGdO3cWycyh95kwYQL79u0rklqPHz/OsGHDEASBHj160K9fPywsLHKUxHsfhULBgQMHmD59OgqFIke5OU3xfv+5KlWqULt2ba5cuYIoisycOZPZs2erjAkMDOT333/n2LFjCILAoUOHNL558erVK1q1akVsbCxlypRhwIABdOjQAWtra6pUqaLyN2RnZxMZGYmfnx8eHh4cOnSI+Ph4jI2N8fX1lcUJ9qnlrMLCwrh8+TKXLl3iypUrGrez32fo0KGcPHmySN5b2dnZ9OjRA29vb8qVK8fIkSPp1auXFNwwYMAA3N3dGTRoEDNnzpTsqXv37rFo0SLOnz9PyZIl8fb21niW1j///EPnzp3JzMykWbNmTJ48mXbt2uWZGZSUlMSlS5dYu3Ytt27dwsDAgAsXLnxS36L8UhDl1x48eKDxLLLAwEAGDhzIkydPEASBcuXK0ahRI6pVq0ZiYiInTpxAEASqVatG3bp1USgU3Llzh7i4OMlZJ1d7DIVCgb29Pbdu3UIQBMqUKUOtWrVYuHAhtra2KudGRUXRsWNHnj17hoGBAXZ2dnh4eMhWEk/ZakQQBPT19WnQoAHW1taYmppiZGRE8eLFUSgUJCYmEh4ejp+fH35+fmRlZSGKIpMmTWLRokUa1/nmzRtsbW0JDQ2lWLFi1KpVC0EQCAwMJCsri++//56goCBu3brFwIEDmThxImZmZoSFhbF27VoOHTqEgYEBV65ckSUIJzo6mlatWkklG+3s7KhTpw6DBg3Ksb7eunWL7t27k5qaioWFBcOGDWP+/PmyzIHbt2/TsWNHsrKyMDU1xcHBAQsLizyDVMLDwwkODsbZ2ZkjR44gCALHjx/XeN/3jIwM7O3tuXnzJoIgUKdOHTp27Ej9+vUxMzOT5mt6ejpJSUm8fPkSf39/PDw8CAgIQBRFWrZsyZkzZ2TJMPP396dt27ZkZmZiZWUlfffNmjWTgu6V7N27V3Jg9u7dmwkTJvDNN9/Itg5ok9bcSEhIwMnJiUOHDlGiRAnmzp3LTz/9VGglRrXJdr148SJ9+/YFkPalPsb+uHv3LqtXr+bkyZMIgsDJkydlCcQqCHQOQh2ycfjwYUaNGoWhoSF//vmnVErq/cUpODiYDh06EBcXx59//snw4cN1WnVaZdc6cuRIjhw5QrNmzXBxccm1v1hqaioODg78888/2Nvb54jS1BQJCQmcP38eNzc3Lly4QEJCAtbW1nTp0oWuXbsWqZKTOq0Fj6WlJXp6eirRovA283XIkCHcuHEDQIokBqQSbsOHD2fJkiWylTvYv38/jo6OpKenI4oiJUqUwMrKClNTU0qXLi29tCj76AQGBqJQKBAEgZIlS7Jhwwb69Okji1blWtSmTRu8vLyoU6cO69atU1u7X8fHkZ2dTe/evfHy8kIURapVq0alSpUICgoiPj5ecsbOnz9f7Xg5X2AePHjAkCFDCAoKUrl3SpcuLc3VtLQ0kpOTVTLxBEGgbt26ODs7y1YK6+TJk4wdO5a0tDRJqyAImJiY4OLiQkBAAIMHDyY7O5vy5ctjamrKy5cviYuLQxAEfvzxxw9mQxUkY8aM4dChQ9IaULZsWclxqa+vz/LlyxkxYoTasYX1EnvlyhVcXV2ZNm1akc4iAjh9+jQHDx5k+fLlRTKoZdq0aWzbtk168f9Q6b2WLVsSHByMQqFAFEXs7Ow4efKkLFn78+fPJzg4mKCgIJ4+fZoje6Bu3boqpduuXLlCjx49gLfP3AkTJrBkyRKN64S3zoFhw4bh5+ensqmip6dHqVKlMDAwQKFQkJqaqhKcIYoiDRs2ZOfOnbIFDRXWffxfWb16NX/++ScXL14sMj2c3yUtLY1p06ZJPVzhbcUWMzMzDA0NCQgIkOaGkZERmZmZ0nOjbNmy7Ny5M88AjYLkxIkTTJgwgeTkZMkmtbCwyHUTOzQ0lOzsbERRxMjIiE2bNkn3mqbRpvmqUCjYtWsX27dvl8rGwtt19l1b5l2aN2/OrFmzci3zqCmSk5OZN28ee/fuJS0tDUEQ2LFjh1o7PzIykuHDh+Pr6yv9TM7vxMXFhWXLlqlUNlEXCPbuNW7YsCGzZs2ia9eusmiEt0EUw4cPl979lPTu3ZstW7bw9OlTunTpkuOZq2yvIfdeS0BAAMOHD5dKBeY1B65cucLgwYMl21WpWY45cPToUSZPnkxSUpKkM6/PNTMzIzk5WZoPTk5O/PLLLxrXCW+fA/PmzWPXrl1ST+oPIYoihoaGDB8+nAULFnxSP7hP5ejRo0yaNImUlBRJa25zYNWqVSpZeXLOAW3TmhenTp1iypQpxMXF0aJFC/7+++9C06ZNtuuGDRv45ZdfJB0VKlTI1fkeHh6Ov78/sbGxiKKIvr4+S5YskS1LvyDQOQh1yMrgwYM5deqUtJn29ddfs337dgRBYNGiRfj5+XHq1ClSU1OxsbHBxcWl0Er46bT+/9b65MkTWrduTUZGBpaWlsycOZMOHTrw2WefAW/LpHp4eLBs2TIeP36MIAi4ubkVSumbrKwsfHx8cHd3x83NjadPn2JiYoK9vT329va0bdu2yNS+1mktGNRtXCQlJdGuXTsCAwMB+Oabb7CxsaFChQokJCTw999/4+bmRlZWFt26dVPZTNIUf//9N127diUrKwtbW1umTJlCmzZt8rxuCoWCK1eusG7dOjw9PTEwMMDd3Z1mzZppXO+713XLli0sWLCAlJQU+vXrx/z58zE3N9e4hv81nJ2d+emnnyhRogSbNm2SIvFSU1NZtmwZq1atQhAE9u3bR7du3XKMl2uTLiwsDFtbW+Li4ihfvjxDhgyRIhrV9ROLi4vjwYMHeHh4sGfPHmJiYqhUqRI+Pj4a7+Xy4MED2rZti0KhoH79+nTp0gV9fX3c3d25d+8eX375Ja9fvyYuLo7Vq1czaNAgaWPF2dmZadOmkZWVxdGjR2XZGD516hSDBw9GT0+PefPmMX78eEqUKEFERARz587l6NGj6Ovr4+rqytdff51jvDZt1OrInQsXLrBnzx5u3bpFdHR0nmXbTE1NSU5OlrKiZs2aVSjPW1EUCQsLIygoSPqXlZXFypUrpXM8PDzo27cvDRo0wMnJiZ49e8qu09XVlePHj+Pj45Nn725TU1NsbGzo06cP9vb2MirU3ceaJiAggG3btnHhwoU8S/cB1KxZk169ejFhwoQcWRCa5uXLl6xbt45Tp04RHh7+wfPNzMzo1asXkyZNwsTERAaFbxk7diyCILBp0ybZPrMgCAsL4+7duwQFBREdHU1KSgpZWVmUKlWKChUqYGlpyddffy3rtVSH8r0kJCSE9u3bY2Vlleu5V69e5ezZs9y7d48XL15w9+5d+YTyNnDZx8eHwMBAXrx4QVJSEgqFguLFi2NkZIS5uTlWVlbY2NhQo0YNWbW9y/3796UN9wYNGqj0TAsODmbOnDlcuHCBzMxM9PX1+frrr5k5c2ahZbZcunQJT09PQkJCGDduHK1bt1Z73uvXr9myZQtubm48ePCA/2PvvMOiurq3fR8UxN4lFLvYQSNqLAhosGIveS2JjahBYsFo1DfGHkuwF4y99y5SVFQQUVFUFLAhKEU6Ir0z3x9+cyIyoChzgPc393XluuKcs5mHYc85++y11rOysrIku4/ExsZy+vRp7t+/T1RUFGfPns33XPl3qlu3blhZWYl9rKUkOjoaR0dH3N3dxfmanJxMeno65cqVo2LFiuJ87datG/369fusdjrKICQkhL1793L9+nUCAwPZuHEjgwcPVnjujRs3+Pvvv/Hw8CAnJ0fytURp0loQUVFRTJ06lStXrgDSJlwoojSsXQEePnyIra0tV65cISMjI9cxRYk45cqVo1evXsyePVsSx4OiRBUgVCEpWVlZLFu2DDs7O7FC5MPMd3mWxciRI1mzZk2xNiJXaVVpdXZ2xtLSkqSkpFzZt4IgiBZp8uyQlStXStJr4HN4+vQpjo6OODs74+XlRfny5enevTv9+vWjd+/exbYQVIRK65ehaKNt1apVrFy5kqpVq3L06FGFD1qPHj1iyJAhvH37lp07dzJixAil6vzPf/6Ds7Mzo0eP/qJNFisrK44cOYKFhQVHjhxRgsLcfPy5vnr1Cmtrazw8PNDQ0GD06NFMnz69WGxaP6YoslIFQfjifkCfS58+fbhz5w7z589n7ty5eY7/8ccfbNmyhTp16vDgwQMqV66c67hUm8rTp09n//79GBkZcfLkyUJtmr57946hQ4fy4MEDJkyY8MW9Cj4XeYW7hYUFBw8epEyZMsD7as0ff/wRBwcHBEFg2rRpLFu2LM/4+fPnY2dnJ9n3atCgQbi5uTFp0iRsbW3zHLe0tOTUqVM0bNiQu3fv5gkEqQIL//c4ffo09erVo127duL8LqnExsaSkJBAw4YNi1sK8L5CJ79N7IoVKxabLnlSktw9RIXyiIuL4+XLl8TExJCcnEx2djYVK1YUA0QlZW0dEBDwyU3s4gy4qFDxv0Z2djYxMTFUq1ZN0oqxoiIrK4uoqCh0dHSKW0oewsPD0dLSKrYk/P8LxMfH4+vrS2hoKP/5z3+KW06BlGStJ06cICAgACCPZX5xUVLXrh+SkpKCp6fnJ5NFOnbsmK/7XElHFSBUUSxER0dz7tw5Hj58SFRUFNnZ2dSoUQNDQ0P69+9fIjZf5ai0KofSojU0NJS1a9dy/vz5PL3Typcvj7m5ObNmzSqxzWdjYmJwcnLCyckJV1dX0tLSMDIywsLCguHDh5eoiiiV1s9H0YZ5p06dePbs2Sf7NB0+fJipU6diamrKhQsXlKqzcePGxMbG4uPjQ926dQs9Pjg4GAMDA2rVqiUuZJVJfoEIe3t7li9fzrNnz1BTU8PU1JRx48bRp08fypcvr3RdiqhduzaZmZlfPF4q25N69eqRkJCAt7c3DRo0yHM8IyODDh06EBQUxMyZM1m8eHGu41IFh1q2bElYWBiurq5flO338OFDzMzM0NPTw8/Pr+gFfkCzZs2IjIzEw8MjT3+jJ0+e0LlzZwRB4N69ewot8Z4/f07Hjh2pU6eOWHGsTBo0aMC7d+/y1ZOYmEi7du2Ijo5myZIlzJgxI9dxVYBQhQoVKlRIyZEjRyhfvnyx9Bf+v05YWBhhYWFoaGjQsGHDPIljKnITEhJCuXLlqFOnTnFLUaFChQoVpRhVgFCFChUqPpPg4GCio6PJysqiRo0aNGrUqMRntn9Ieno6169fx8nJiUuXLjF+/HjJGtMXFpXWglG0Yf7NN9+QlpZGQEBAgdVPb9++pWHDhlSrVu2TNlRfi1xTeHj4FwXSUlNT+eabb6hQoUKB1hNFRUGBCJlMxrFjx1i1ahWvX78WeyR+//33dO/eHRMTE0n7EyUkJHD06FFWrVrF27dvEQSBfv36KbTDLAhl22fJA5nR0dGoq6srPOfixYuMGTMGTU1NvLy8cgWTpQoO1alTh4yMDCIjI78oqzo9PZ06deqgqalJZGSkEhT+S61atcjKyiIiIgJNTc1cx+TfGUEQFB6H971KtLS0UFdXJyYmRqlaP9Rb0Bw4cOAA06ZNo2rVqjx8+DDXNawkBginTp2KIAhs3bq1uKV8klWrViEIgsIK3pKGSquK0kR6ejqvX78mMTERXV3dYrdtVEROTg4PHz7k5cuXpKenU6NGDb799tsS1as0Li5O7O0rz8SX2vr0Y+T3na5du7Jnzx60tLSKVc//CgEBAezatYvo6Gh27dqV69jx48f5+++/cyUElilThm7duvHnn39iZGQktVxSU1Nxc3MTLUZDQkJISkoiNTVVrHbV1dWladOmmJqa0r17d4XrLmVStWpV1NTUmDVrFgsWLCjxAe3s7GwuXbokurR8SEBAgNhiIjw8HA0NDRo3bsyAAQOYNGkSVapUkVxvfHw8e/fuxcPDg+TkZOrXr4+FhQX9+/cvcJzc3v/QoUMSKX1PQkICt27d4uXLlwQHB5OcnExKSkqe6uyuXbuKrXNKIj4+Pjg6OhIREUGtWrXo3r07Xbp0KTY9Xl5e3Lp1i6SkJOrXr0/Pnj0/GZSXP2NbWVlJIfGz8PT0xMfHh6SkJHR0dDA1NS32+1tiYiIBAQH5Xl/19fVL7FyVOx/8r6AKEKqQDPniJTIyssT0GMsPlVblUJq0FoS8lLy0Ex8fX+hgQnGh0pobRRvmdevWJTExkaioqALnZ0pKCtra2mhoaBTYA6ookFc1Hjx4kAEDBhR6vIODA6NHj6Zly5bcvn1bCQpz8zmBCJlMxuXLlzlw4ACXLl0iMzNTfBivUqUKbdq0wd7eXula5Tx48IDu3bsjCAJ37tyhefPmkr3359C6dWtCQ0O5efNmrn4oHzNw4EDc3NzyVLZKFRwyMDAgJCSEq1evftEmlLyCsF69evj4+ChB4b/o6+sTHR2Np6cnzZo1y3VMXh0oCAIPHjxQaM/26tUr2rZtS40aNXj16pVStQI0b96ciIgIvLy8aNKkicJzZDIZpqamPH78mCFDhrB3717xWEkMEJZETfmh0qocSpNWFYUnMDCQw4cP8+TJE2QyGa1atcLS0lK0tlu1ahVbt24VWw7A+2vdH3/88UXrnS9lyZIlCILAwoUL8xzbt28fq1atIiIiIs+xzp07s3TpUjp06CCFzFzcvXuXCxcu4O7uTkBAAElJSXnO0dTUpEmTJpiYmDB06FBJ+lB/iPz7DVC9enVWr17NDz/8IKmG/zX279/P7NmzyczMxMDAAHd3d/HYf//7X+zs7MS2I+rq6pQtW5bU1FTx35s3b2bUqFGSaM3JyWHNmjXY2dmJ1/iP+0x9yIdzxcbGhunTp0shE0B85hQEgU6dOmFnZ1dirXkfPXrExIkTCQgIyDMHzp49i5WVFWlpaXk+a0EQ0NPT4+jRoxgYGEim9+7du4wePZqYmJhcmgRB4LvvvuPo0aPUqFFD4Vip1wi3bt3C1taWGzdukJ2dDSies/K5WqZMGbp3787cuXMlvw+cPXuW7du34+vrK/bMnD9/PsbGxshkMubMmSMmEMgdbwBMTU3Zu3dvvp+5MoiNjWXixIm4ubnler1cuXJYW1srvPfKke99xsXFKVsm8L7yff/+/bnWLbNmzaJ3794kJiYyatQobt68mWtM2bJlmThxIitWrKBs2bKS6IT3+2W7d+/m/PnzPH78uMDrK4ChoSHDhg3D0tKyWFpQvXnzBgcHh1zJIsnJyaLu8uXLi8kiJiYmDBw4sERaIX8KVYBQhWTIN99u375NixYtiltOgai0KofSpFVOVlYWe/bs4eLFizx79kxcIMbFxeHv78/u3buZMmVKsfaeWbVqVZH+PGVWv6m0Fg2KHjoGDx6Mq6vrJwMct2/fpk+fPtStWxdfX98i06SItWvXsnTpUqpVq8bOnTvp1avXZ4+9cuUKkyZN4t27dyxatAgbGxslKn1PYR/mYmJiOHr0KM7Ozty9e1fsqyr1hrGxsTG+vr4lMkA4efJkjh8/Ts+ePTl+/Hi+VdcvX77E2NiYtLQ0bGxsWLRoESDdA/asWbPYvXs3hoaGnD59ulBWTdHR0QwbNozHjx/z888/s2bNGiUqhbFjx3LhwgWGDh3Knj17ch2bOHEip0+fRhAEFi9ezMyZM/OMX7duHUuWLMHMzIzz588rVSvATz/9hL29PSNHjuSff/7J97wHDx5gbm5OTk4Otra2TJo0CSiZgZiSqCk/VFqVQ2nSqqJwHD58mJkzZ5KZmZmrT3qNGjWwt7fH2dk5V/9eTU1N0tLSxPOkWrNA/vNwzpw57Ny5E5lMhpqaGo0bN6ZmzZokJCTw4sULsrKyKFu2LHZ2dpL1R4qIiGDy5MncuHEDKDjgIke+MdyzZ0+2bdsmWf9E+ed68eJFpk6dSnBwMN9//z2rVq2S1C3ifwV3d3cGDhxITk4O3333HdOnTxcrsBwdHcXA36hRo/jtt99o3LgxampqPHv2jL/++osLFy6grq7OjRs3aNmypVK15uTkMHz4cK5du4ZMJkNbW5vu3btjYGCArq4uFStWRENDg7S0NJKSkggLC8PPzw9XV1fCwsJERw8pejzDv3N13rx5rFmzhrJlyzJv3jysra3zdW0oDl69eoWpqamYSDtp0iSxn7qfnx9mZmZkZGTQqFEjpk2bRrNmzdDU1OT+/fts2bKFoKAgtLS0uH37tiQVxhEREXTu3Jm3b9+ira3NuHHjqFOnDt7e3pw4cYL09HRatmzJtWvXFFaNSrlGsLW1ZcWKFeTk5ADv2zsYGBigo6NDpUqVUFdXJz09ncTERMLDw/Hz8yM4OBh4HyhcunQpv/76q9J1Qt5kADlly5bl8OHDPH78mL/++gsNDQ169eqFnp4eISEhXLlyhczMTNq1a8fly5clCWalpaVhbm4uBjK7dOlC7dq18fHx4eXLlwiCwIgRI9i5c6fC8VLOgWnTpnHw4ME8n6uamhr79+/H0dGRo0ePUrZsWVq1akWtWrV4+fIlQUFBCIKAhYWF2Cta2Vy/fh1LS0vevn0r6q1atSo6Ojp5rq/h4eFiIpYgCNSpU4d9+/ZJVk2anJzM3LlzOXbsGFlZWZ+9blFXV2fs2LH89ddfkleVfw2qAKEKydixYwdz5sxh8uTJ2NraFrecAlFpVQ6lSSu8t7kYOnQoQUFBebLG3r17J1aMVKhQgZ07d37SakJZfJjl+jl8mIml6HVlLmJUWotW24IFC2jevDktWrQgICCAESNG0KVLF/FB+mOSk5MZOHAg9+/fZ9SoUUq3l8zMzKRv377cu3cPQRBo0aIFPXv2pHXr1ujq6lKpUiU0NDRIT08nKSmJN2/e4Ovri4uLC0+fPkUmk9G5c2cuXrwoyYPA1yzkU1NTcXd3x9XVlRUrVhS9uAKwsbFh7969JTJA6Ovri5mZGVlZWTRt2pQxY8bQvHlz2rdvn+cB/9ChQ1hbWyMIAkOGDMHa2prvv/9ekoeryMhIunTpQmxsLJUrV2bUqFGYm5tjYGAgWnbKycnJISIiAh8fH1xcXDh+/Djx8fFoaWnh4eFB7dq1lar1/v379OzZU9xos7CwQBAEHBwcuHPnDvXr1+fdu3dkZWVx/PhxjI2NxbGurq6MGjWK1NRUduzYIUlFhIeHB/369UMQBMzMzBg3bhwtWrSgfv36eayHbW1tWb58OWpqasyYMYOpU6eir69f4gIxpSk4pNKqHEqTVhWfjzxRITs7m6ZNm2JhYUGlSpXw8PDg2rVrGBoa8vr1azIyMli2bBmjRo2icuXKhISEsH79evbs2YMgCFy5ckWSqjdF8/DDgMtPP/3En3/+mctC7N27d9ja2rJlyxbU1dXx8PDIU41e1MTFxdGtWzdCQ0NRV1enf//+mJubY2hoKG5ifxx0ka8HHRwcyMjIoGHDhri5uUliM/jh55qcnMyCBQvYu3cvZcuW5aeffsLGxoZ69eopXcenSElJKZKfU6FChSL5OfkxePBgrl+/zvDhw9m1a1euNdWgQYNwc3PDysqKlStXKhw/fvx4zp49y8iRI9m+fbtStdrZ2TF//nwqVKjA2rVrGTlyJGpqap8cJ5PJOHHiBDY2NqSkpORKdFImH87Vx48fY2Vlha+vLw0bNmThwoUMHTpU6Ro+hylTpnDs2DHatm3LyZMncyXiWVpacurUKXr06MGJEyfyPMMmJibSr18/fHx8mD59eq4EDWUxf/58sRrz6tWruarWfHx8GDx4MLGxsUyePJm///47z3ip1ghOTk6MHDkSeG9ramNj81lJDP7+/mzatIkDBw4gCAKnTp3C3NxcEq2CIGBpacmAAQMoU6YM9vb27Ny5k8qVK5OWlkblypVxcnKiadOm4tinT5/Sr18/4uLiWLduHRMnTlSqVoDNmzezYMECqlSpwqlTp/juu+/EY3v27GHOnDlkZ2ezYcMGxo8fn2e8VHPg7NmzjB8/HkEQGDNmDEOGDKFy5cp4eHiwatUqKleuTFxcHFpaWhw/fhxDQ8NcY62trUlJSWHv3r0MGTJEqVqfPHlCjx49SE1NRV9fn6lTp2Jubl7g/TQ4OBgXFxe2b9/Os2fPqFSpEq6urkpP1klLS6NXr15ihWP79u3zrFs+Dr77+vpy9epVce/LyMgIJyenUuM+pwoQqpCUlStXYmtry88//8ykSZNKdAaeSqtyKC1a4+Pj6dq1KyEhITRu3Jg5c+ZgZGREhw4dxBt9QkICNjY2nDp1Ck1NTTw8PPK1T1MmBw4cICQkhLVr15KdnU3ZsmVp0aIFenp6qKurExwczNOnT0lPT0dNTY1BgwYV2A9OmUEjldai4UM7GTmamppkZGSQk5PDgAEDOHjwoHgsOTmZEydOsHnzZgICAihXrhxubm6SVPKmpaWxcOFC9u3bR3p6+mcFXWUyGZqamkycOJHFixdL5u1eWjd8b9y4gaOjI7/99pvSg1NfwqlTp5g2bRopKSni33/Pnj0KNy3Wr1/PkiVLxH9LkQwgx9/fnwkTJuDj45NrnqqpqVGhQgXU1dXJyMggNTVVzNKVa2zTpg179+6lcePGStcJ769PNjY2ZGVliVplMhk1a9bEwcGB+/fvi8HWNm3aoKurS0hICD4+PshkMnr06MHZs2cl0QqwadMmFi1aRE5OzifngI2NjbjJLv+9Str3sjRdK1RalUNJ0Jpf1nphkWIT+9KlS0Xyc3r37l0kPyc/JkyYwJkzZ+jZsydHjx7NtVEtrzSXV+socob49ddfOXjwICNGjMjTY00Z5Ococf36dUaPHl3g2lP++4wZMwY7Ozul6vzvf//L1q1badSoESdPnizU81JgYCDDhg3j1atXkgUHFH2ubm5u/PHHH/j4+KCurs7QoUOxtLTMtWksNYVNZlSEIAhKt8CTt0FQZH1er149EhISePz4cb6bxP7+/rRv3x4dHR2ePn2qVK1yVw47OztGjx5d6PGHDx9m6tSptGnTRqyWVSYfz9WsrCxWr17N5s2bSUtLo0mTJsyYMYPhw4d/UT/4okJuj3/58mU6duyY61jTpk2Jiorixo0buYIXH3Lz5k0sLCxo0qQJ9+/fV7redu3aERgYyNGjR+nbt2+e45cvX2bEiBGoqalx48aNPNanUq0RBgwYgLu7OzNmzMj1/PS5LF68mPXr10viKiJPBpg1a1Yea85ly5axZs0aBEFg/fr1TJgwIc94ebFBly5dcHJyUqpWADMzM7y9vfn777+ZPHlynuMbN25k4cKFVK5cmQcPHuRxn5FqDsg/12nTprFs2bJcx+QJD4IgsG3bNoU2zfLf4/vvv+fMmTNK1Sp3uunZsydHjhwpVOAsKyuLUaNGcfnyZX744YciWwPnx8qVK1m1ahW1atVi//79uRJuP8Xt27cZO3Ys0dHR/PHHH8yZM0eJSosOVYBQhWTI7UseP35MeHg4ABUrVqRatWr5Wo7Jz5calVblUJq0rl69mhUrVtCmTRscHByoXLkyoPhG/8svv3D06FEmTJjAhg0bJNf69u1bjI2NCQsLY8KECfz222/o6enlOicqKoo1a9awfft2jIyMcHZ2LpZMFpXWosHFxYWXL1+K/wUEBBAaGioGLT7u2efi4sKwYcOA91nC27ZtY/DgwUrX+SHR0dE4Ojri7u6Ov78/oaGhJCcni82dP2yc3q1bN/r16yeZlZSckrDh+79KSEgIe/fu5fr16wQGBrJx48Z85+CNGzf4+++/8fDwEANKUv5NHB0dOXPmDDdv3hTvVYrQ0dHB2NiYoUOHKtw8UDbPnz9nz549+Pj4oKamhoGBAVOnTqVu3boAbN26lSVLlpCeni6OEQSBkSNHsn79esk3iry8vLCzs8PNzY2YmBj27t2bb2b74cOHWb16NUFBQQAl7ntZmq4VKq3KoSRoLYrgACDJ71BaAhnynqnu7u55Nny9vb0xNTVFEATu37+vMCHEz8+PLl26oKenh5+fn1K1guJ5WL9+feLj47l7926uCoyPefnyJUZGRujq6vLkyROl6mzTpg1BQUE4ODjQtWvXQo+XBwcaNmyIt7d30Qv8iIK+36dPn2bFihWixZy+vj5Dhw5l4MCBtGrVSunaPmThwoWcOHGiwLXK5xAfH19EihSjra1NamoqkZGReZL+tLS0SE9PJzY2Nt/9gKysLGrWrClJ/3S51jdv3lCxYsVCj09KShKtSMPCwpSgMDf5zdWIiAhWr17NwYMHycrKokqVKgwfPpwhQ4ZgbGxcJPeOwlCnTh0yMjIUzoHatWuTmZlJTExMvo4xGRkZ1K5dG01NTSIjIyXT+/r1a6pVq6bwnJ9++okLFy4oDK5JtUaQX+/9/f2/KEk0KioKfX19qlWrJq65lYU8GcDHx0d8VpETEhJC69atEQRB4XF4X0lmYGBA1apVRYtUZaKrq0tycjJPnjxR2E9OJpNhYmKCj48P48aNY+PGjbmOSzUHGjRowLt373j06BH169fPdUyeXCEIQr6/h7w3fc2aNQkMDFSqVnkywL17976oUOT58+d07NgRLS0tXrx4oQSF/9KhQwf8/f3zTRL4FPKK2WbNmnH37l0lKCx6VAFCFZIhr3gpDMX14K3SqhxKk9auXbvi5+eX50FW0Y3+6dOndOrUifr16xdLMHPevHls27aN6dOn58ka+pjFixezYcOGfDOflY1Kq/LIyMggICCAly9fkpCQwJgxY8RjLi4uzJgxg4EDB2JtbZ0n0KlCRUkkPj4eX19fQkNDJeuR9DHJycmEhoaSlJRERkYGGhoaVKpUCT09vS/aOJKaqKgorly5QmRkJLVq1cLExIQGDRoUtywSExNRV1f/ZF+GJ0+e4O3tzZs3b0pU9qW8T8eH19mSyooVKxAEgfnz5xe3lE+i0lo4/P392bdvHzt37hQr9Nu2bVvoa5ODg4OSFP7L5cuXOXjwIBcuXBBf09bWLnSPLB8fn6KWlotatWqRlZVFeHh4niSKhIQE6tatiyAI+W5kp6am8s0330gSyADFzyWfs9kO723ga9WqJYnWgoIDn0N6ejp16tSRLDjwqY3dnJwcjh49ys6dO3n48KEYbKlduzbdunXDyMiItm3bflEwtLBkZGQwZ84c9u3bhyAInD17ttBuBsq2S+3SpQtPnjzB2dmZTp065Tr23Xff8fz5cx4+fEjDhg0Vjg8ICKBdu3aSbAo3bNiQuLg4nj17xjfffFPo8fKAS/Xq1Xn9+nXRC/yIT83V169fs3r1as6cOUNaWprYT9XExARTU1OMjIxo2bKl0ls5GBoaEhwcrDAw0Lp1a0JDQ3n58mW+yaHR0dE0adJEss9VT0+PpKQkQkJCxETxjwkKCqJDhw5kZGRw8OBBBgwYIB6TKjgkD2KFhoZSqVKlQo+XB7QrVarEmzdvlKDwX+T3prCwsDy2xikpKWhrayMIgsL7L0h/f5UnL0RFReWbAC5PXilbtizu7u65eqRKNQdq1qxJdna2ws9N/pkVpCMtLQ0tLS3U1dWJiYlRqtbStBaQ//3zm4+fQv7Zly9fnoiICCUoLHpUAUIVknHz5s0vGleYUt6iQqVVOZQmrTo6OqSkpBAdHZ1r80LRjV5+o5JqsfIx8gV3fllBHxIeHk7z5s3R19fHy8tLIoX/otL69eTX67AgcnJyPqt/hgoVKlSoUKGidHHlyhWGDx+OIAglshfth3zYa7YkapVXOHh5eeWxwZTJZJiZmQHv7SYVERQUhKGhIVWqVCEkJETZchU+l3Ts2JEXL17g5+eHrq5uvmPlVQNSVI7IKzM9PT2/qN/hixcv6NChA9ra2jx79kwJCnNTmI3dJ0+esG/fPk6cOCFWuAqCIEnFq5z09HT09fVJSEgokd+rNWvWsGzZMtq2bYu9vX2uPpJ///03f/31F9bW1vn28P711185dOgQgwYNYv/+/UrVOnjwYFxdXZkyZQqrV68u9Hi5na4Udn3w+XP13bt3HD16lIMHD4rVzfLnSQ0NDaKiopSq87fffmPXrl0MHz6c3bt35zo2c+ZM9u3bx9q1a7G0tFQ4Xt4Prlu3bly8eFGpWgFMTU159OgR+/btK9B156+//uLvv/+mVq1a3LlzR6zikyo4JNe5ceNGxo0bV+jx8nvyt99+i6ura9EL/AD53oqTkxOdO3fOdez27dv06dMHQRDw8PBQWI3t6+tL165dJbEaBvj222959eoVly5dKtBKWt4jtU2bNly7dk0Mtks1B5o0aUJMTAxubm60adMmz/E//vgDQRBYvny5wvHyqjwpKgjln+mFCxcwMTEp9Hh3d3f69+9P48aNefDggRIU/ov8c/X29v6i5Fp5xWvt2rV5+fJl0QtUAspNE1Gh4gOKI8jzpai0KofSpFUeFIyPj/+kzaE8e6W4fP3ltjKfY8dYs2ZNAEk2LRSh0vr1NGzYkN69e2NhYcH333//WZUCquDg/zbv3r1DJpNRvXr1XK9nZmZy9uxZfH19SUxMRFdXlx49etCuXTvJNcbGxvLixYs8D4TZ2dmcPXsWNzc3wsLC0NDQoEmTJvTv379Y+/rA+yq3gIAAQkJCSEpKIjU1VbTD1dXVFS15ioP+/ftTvnx5lixZkitbtSSTk5NDUFCQwgqBu3fv5pkDffr0UWgxVBJIT0/n9evX4vdKW1u7uCWJxMXFkZycTGpqqljxKr9HlQZSU1NJSkqiZs2aJf7eVVK09uzZkyZNmhAQEFBsGj6XH3/8kZUrVyq9UuFLadmyJXfu3OHQoUMsXrw41zFBEPINDMpxdnYGkLzHenh4uHgdGjlyJEuWLGH37t15+jx9iHyTPr+eX0WJiYkJx48f5/fff+fYsWOFemZKT09nzpw5CIIgBmhLEi1bthSDXJ6enly/fp1r167x6NEjyTSUK1cOY2NjHB0dJXvPwvDrr79y+vRpvL29MTY25rfffmPAgAHUqFGDGTNm4OTkhJ2dHVWrVmXGjBmiu0BsbCzLly/n4MGDlClThmnTpild67Rp03B1dWX79u1ERkYyc+ZM2rZt+8lx3t7ebNiwgXPnzqGmpsaMGTOUrrUwVKtWDSsrK6ysrPD29sbJyQlXV1e8vLzIyMhQ+vvb2Nhw6tQpTp8+TVpaGkuWLBGTMObNm8f58+dZtGgRzZs3z1N5e/r0aZYuXYogCIwfP17pWgH69euHt7c3c+bMQVtbO99nkjlz5nDx4kWePHnCkCFDOHv2rKT94H/66Se8vb35/fffyczMZPz48Z9VDZqVlcX+/fvF4NGXBBcLS69evdi5cyfz5s3j9OnT4h5LbGxsLgemf/75h82bN+cZb2dnhyAIeaqQlYWZmRmBgYHMnz+fc+fO5Ups+JDVq1fj6urK48ePmTp1Kjt27JBEn5z27dvj7OzMihUrOH78eJ7jf/31V4HjpVwLDBw4kA0bNmBtbc3x48cL9Qz75MkTMcFs0KBBSlT5nu+++w4HBweWLl3Knj17Cj1efs36eO+jJKOqIFShFOzs7EhISMh1oV+1ahWCIDB37txiVJYXlVblUJq0KqJ///7cvHlTzGiUoygTaM+ePdjY2PDdd99x+fJlybXKvbw/ld0E4OnpSa9evSTJEFKESuvXY2dnh7OzM7du3UJNTY2uXbtiYWFB3759C8wUV/G/RXZ2Nra2tuzfv18MZmtrazN79mwsLS2JiIigf//+Ysbah5Wnffr0Yfv27V9k+1xY4uPjmT9/PidOnKBly5bcuHFDPPbixQvGjBmDv7+/qBHIpfOff/6RNAgXHx/P7t27OX/+PI8fPxY15YehoSHDhg3D0tLyi6x9vhT5vUhTU5NVq1ZJtmHyJWRmZrJ27Vp27tyJrq5urjkQFRXFzz//nOs1OWXKlMHS0pK//vqr0DaEX0NgYCCHDx/myZMnyGQyWrVqhaWlpVhJvmrVKrZu3UpiYqI4pnnz5vzxxx+57KWk4u7du1y4cAF3d3cCAgJISkrKc46mpiZNmjTBxMSEoUOH0r59e8l1xsfHc/78efz8/MTPdcSIEaLN1JEjR7C1teXVq1fA+w1vU1NT5s6di5GRkUrrJ7C2tubw4cMlsnroYyZPnsyJEydKpFb5mr5MmTJMnTqVESNGUL9+/c+6D12/fp2xY8eSmJjIkiVLJAkQfNjbsUqVKjRv3pxGjRpx/PhxBEFg/fr1eTZ+ExMTWbt2rdg3ffv27Uq38fb398fMzIzk5GTq1q3LlClT6NmzZ4HVhM+ePcPFxYUdO3YQFBRElSpVcHNzo1GjRkrVCkVT+REfHy/JOkvO8uXLsbW1xdPTs8R9r+B9EGDChAm4ubmJFZb169cXe2a5urqK65pGjRqRkZFBYGAg2dnZlC1blg0bNvDTTz9JonXr1q38+eefYm/3mjVr0rp1a9GKUUNDg/T0dJKSkggLC8PX15fY2FhkMhllypRhxYoV/PLLL5Jo/dq5mpSUhLu7uyS9tD09PRkzZgzR0dEIgkCrVq1o164d9erVIyQkhP379yMIAl27dqVVq1ZkZmbi6ekprsd+/PFHtm7dqnSd8P46aWpqSkBAAIIg0LRpU1q2bMm0adPy3Of9/f3p3bs3b9++pUqVKgwbNow9e/ZI1irnxx9/xN7eHkEQqF69OqamprRu3RodHR0qV66Muro6GRkZJCYmivPVzc1NTDAdMmQI+/btU7rO8PBwunTpQlxcHFWqVOG7775DEAQ8PT2Jj4+nR48ehIaG4u/vz9y5c5k6dSpVqlQhPj6eTZs2sXbtWoDP2pspCl6/fo2xsbGYCDZo0CBatGhB796989gyX7p0iVGjRpGTk0PHjh355ZdfmDBhgiRz4Pr16wwePBhBEPj2228ZNmwYDRo0oH///gWOCwoKYv/+/axfvx6ZTMaePXvy7Q1fVCQmJmJiYkJgYCBly5alZ8+emJubY2BggI6OjsLrq4+PDy4uLri4uJCVlYW+vj5ubm5Kb/Vx//59evfuTVZWFu3bt2fGjBl07969wOf9pKQkrl27xqZNm/Dy8kJdXZ0rV658VpJJSUAVIFShFL755hvS0tJy+fVKVWJdWFRalUNp0qqIEydOMGnSJDQ1NVm3bp3YZ+jj3yEgIABzc3Pi4uJYt24dEydOlFzrzz//zMmTJ2nfvj329vZ5PN3lpKam0r9/f+7fv0/fvn05evSoxEpVWouShIQELl++jJOTE1euXCEhIQEDAwP69OlDv379+PbbbyXRoUJ6cnJyGDFiBFevXs0TwBIEgbVr13LlyhWcnJyoWrUqJiYm1K5dG39/fzw8PJDJZHTs2BEnJyfKlCmjNJ1JSUn06tVLfLA3Nzfn9OnTAMTExGBsbEx4eDjq6uoMGDCAZs2aUb58eR48eMDFixfJzs6mQ4cOODo6ShIgun79OpaWlrx9+1b8XKtWrYqOjg4VK1ZEQ0ODtLQ0kpKSCA8PFwNEgiBQp04d9u3bR5cuXZSuU65LvmHx4sULzMzM2Lx5c4mruMvKymLYsGG4ubkhk8kwMjLi2rVrwPv50aNHD168eIFMJqN9+/Y0a9YMTU1NHjx4IPZ1kvK6evjwYWbOnElmZmaugHWNGjWwt7fH2dmZpUuXiudramqSlpYmnrdo0SJsbGwk0RoREcHkyZPF4Oqngtnwb/C9Z8+ebNu27bMq5IuCq1evYmlpmWf916BBA+zt7XF1dWXatGkKfwd1dXW2bNnCyJEjVVoL4MKFCxw7dgxbW9sSnyx04MABduzYwaFDh0pET9QPycnJYfTo0Tg5OYnfl09ZRY4YMYKnT58SGhqKTCajdevWuLi4SOIsMn78eAIDAwkMDMyVtCCnZcuW3L59W/z33bt3GTBgAOnp6ZJuDMN7C7nx48cTEREhfrbq6upoa2tTqVIlcRM7KSmJiIgIMjMzgffXNm1tbfbv3y+Zs0BpemaVk5mZSUpKClWqVCl0KwIpcXZ2Zvfu3bi7u5OamlrguZUqVaJPnz7MmTNH8qDnw4cPsbW15cqVK3kq7ARByHMPKFeuHL169WL27NmSbgaXtrkaGxvL+vXrOXDgAPHx8cC/a5MPP9MPP2MdHR3mzp0reTJcREQE06ZNExPABUHIN4jy5MkTxowZQ2BgoKhdyr/Lli1b2Lhxo2gVW9A1QP65amlpYWNjg5WVlSQa4f33auzYsQQHB+d6vWPHjpw6dYpnz54xaNAg0tLSUFNTo1KlSiQmJiKTyZDJZMyePZs///xTMr3u7u5MmDBBbCNU0Bw4ceIEv/76q9gTWso5sGnTJhYvXkx2dvZnWVzL7dTh/Xz4z3/+I1nlY2xsLNbW1jg5OQEFz1U58jnbv39/Nm3aJJkzytmzZ7G2tiY5ORlBEFBTU6N+/foKk0XevHlDcHAwOTk5yGQyKlWqxLZt2xg4cKAkWosCVYBQhVIwMDAgJCSEkSNHit7CVlZWCILAtm3bPmsTQ87o0aOVJRNQaVUWpUlrfowdO5bz588jCAItW7akU6dO7N69W/Tw9vHx4fz586SmpmJsbIy9vX2xWEy9ePGCrl27kpmZib6+PnPnzsXc3FzMdo6Pj8fFxYXVq1fz/PlzBEFQ6P2u0lp6tWZnZ3Pz5k2cnZ1xcnLi1atXaGtr07dvX/r27YuZmVm+zbVVlD727t3LzJkz0dDQYPbs2QwdOpRKlSrh4eHB7NmzycjIICUlBX19fc6fP5+rh+a9e/f44YcfiIuL++J+FZ/LkiVLWLduHbVq1WL79u2Ym5uLx+Q9Who1asTJkyfz9Hp69OgRQ4YM4e3bt6xevZopU6YoTSe8f7Dv0aMHqamp6OvrM3XqVMzNzfNkiH5IcHAwLi4ubN++nWfPnlGpUiVcXV0lsZaTbwhFRUWxdOlStm7dSrly5bC2tmbWrFlKz6r8XDZs2MCiRYuoUKECf/31F6NHjxatw1atWsXKlSupXbs2e/fupVu3brnGOjk5MXHiRFJTU/nnn3+UHnR58OAB5ubmZGdn07RpUywsLMTv1bVr1zA0NOT169dkZGSwbNkyRo0aReXKlQkJCWH9+vVitviVK1eUXqEXFxdHt27dCA0NRV1dnf79+2Nubo6hoWGuDFx5QFueMe7i4oKDgwMZGRk0bNgQNze3fC2Tigp/f39MTExISUmhZs2amJqaUrlyZe7evcvTp08xNTXl6dOnxMTEYG1tzahRo8SEhg0bNnD58mXKlSvHzZs3adq0qUqrCqUjz6Q/cOAAvr6+ZGVliRvZitDR0SE5OZkyZcowdOhQbG1t81h+S0FERAQvX77M9V+ZMmU4fPiweI6LiwvDhg2jdu3azJgxA2tra0mfXVJSUti3bx/nzp3Dy8uL7OzsfM8tW7Ys7du3Z8iQIYwbN07SVg4rVqxAEATmz58v2Xv+XyM9PZ1nz57x8uVLoqOjSUlJITs7mwoVKlCzZk309fUxMDAo9ueXlJQUPD098ff3JzQ0lKSkJDIyMkQLbz09PZo2bUrHjh3zTSZVJv369UMQBBwcHCR/768hOzubO3fu8PDhQwICAoiOjiY5OZmcnJxcc6BTp0507NixWIPe/v7+uLm5ERgYyIgRI/JNws3MzOTUqVM4Ojry6NEj3rx5Q2xsrGQ6MzIy8PDwwN3dnZcvXxISEkJycjLp6elii4S6deuir69Pt27d6Nq1q6QOHR/qvHz5Mo8fP0ZNTQ1DQ0N69+4tJq16enoya9YsfH19xTH16tVj3rx5YtK+lCQnJ3Py5ElcXV0JDAxkwYIF9OrVS+G5/v7+rF+/HicnJ96+fStpkPjZs2ccOnSI+/fvExUVxf379/M9V1tbm5SUFFq0aIGVlZUkFrMf4+Pjw9mzZ7l58yb+/v68ffs2zzk1atSgadOmGBsbM2TIEFq3bi25zjdv3rB582bOnz9PWFjYJ8/X1dVl8ODBTJs2rUS1oPgcVAFCFUph5cqVop3k16LsC6pKq3IoTVrzIysri2XLlmFnZ0dGRkauTLYPs4JGjhzJmjVrJLWX+xhnZ2csLS1JSkoSP/NKlSohCIKYUSy3PVm5cqXSN9tVWouXp0+f4ujoiLOzM15eXpQvX57u3bvTr18/evfuLVnVCFAkC05BECTJcC8tWnv37o2npyeLFy9m5syZuY4dPHiQX3/9FUEQOHTokEJ7kX379jFjxgy6du2q1H41bdu25fXr1+zbt4/BgwcrPHbixIl8H7Lkldzt2rXj+vXrStMJMHHiRE6fPk3Pnj05cuRIoTaksrKyGDVqFJcvX+aHH35g586dSlT6no8zxj09PbGysiIgIICaNWtibW3NpEmTlB78+RTfffcdz58/Z8OGDXkyvzt16sSzZ8/YvXs3w4YNUzh+586dzJ49W+lzFWDChAmcOXOGnj17cvTo0VybJrNmzRIThObNm5fLPl3Or7/+ysGDBxkxYgS7du1SqtZPBdgLIjAwkGHDhvHq1SumT5+eqyJSGUybNo0DBw5gZGTE6dOnxcBJdnY2EydO5Ny5cwiCwJQpU1i9enWe8aNGjcLR0ZHx48ezceNGlVYVkpKZmcnbt2/R0tLK95wNGzZQt25dsVq/JBMaGkpAQABdu3b9rD5VyiQtLY1Xr17lu4ndqFEjypUrV6waVahQoUJF8RAcHExERAS1atWSxFq6qAkJCeHNmzeS9UwsDJ6enjRo0KDAtY3UpKam5lkLSJkY9DkEBASIySIfa5Uni5TGuSpHFSBUoRRkMhm7du3i+vXrYsblzZs3RU/xwqDsbCiVVuVQmrR+iujoaM6dO8fDhw+JiooiOzubGjVqYGhoSP/+/WncuHGx6pMTGhrK2rVrOX/+fJ5stfLly2Nubs6sWbNo165dMSn8F5VW6YiJicHJyUlsRp+WloaRkREWFhYMHz4cPT09pb6/vr4+UVFRuZIFClNBDEiWfVdatMptQfz8/PJYyQUFBWFoaIggCLx48YI6derkGR8aGkqrVq2oVq0aQUFBStNZu3ZtMjMzCQ0NzZNAUadOHTIyMoiIiBAryj4mKSlJtPB48+aN0nTCvz1H792790UVgM+fP6djx45oaWnx4sULJSjMjSJLqYyMDHbs2MH69euJiYmhYsWKjBgxgp9++qlYes7Bv3/nV69e5amo0dLSIj09nZCQECpXrqxw/Nu3b2nYsCFVq1bNY0dU1DRv3pyIiAjc3d0xMDDIdczb2xtTU1MEQeD+/fsK7/t+fn506dIFPT09/Pz8lKq1TZs2BAUF4eDgUOg1Fbxfj1lYWNCwYUO8vb2LXuAHGBoaEhwcrLBnjLx/r7wHjaJ+ZA8ePKB79+40aNCAR48eqbSqUKFCxReQmpoq9tIqDsebzyE6OpqAgADS0tKoUaMGLVu2LPZAtiLkm8IlAQ8PDzQ1NYut/+3/dbKzs3n79i3q6uqS9kxXoUKFiqJGFSBUIRmlyR9dpVU5lCatpZ3g4GCio6PJysqiRo0aNGrUSKm9xr4GlVbpSE9P5/r16zg5OXHp0iXGjx+vsBKmKJHJZDg7OzN//nxevXqFIAhMnDix0Fn2Utg8lRattWrVIisrS2HgLT09nTp16hR4rU1JSUFbWxt1dXViYmKUprNZs2ZERkby/PnzPBmKjRo14u3bt7x58yZfO8zk5GSx/9/nWHp8DfJAVmRk5Bdt+sg/d01NTSIjI5WgMDcF3U+Tk5PZsmULW7duJT4+HkEQqFu3LgMGDKB79+507dpVMhusxo0bExsbqzBAWL9+feLj4wv8zNPS0tDS0qJ8+fJEREQoVav8e/Vh72Q5CQkJ1K1bF0EQiImJUbhhmZqayjfffIOGhobYq0RZlKb5Kk8UCAsLyzPv4uLiaNCgAYIg5Pu7yK8D5cqVE3vrqLQWDrmjx9y5c4tbyic5cuQIUHztBQqDSquKkkB8fDznz5/Hz88PmUxGq1atGDFihHgNO3LkCLa2trx69Qp43yvP1NSUuXPnShpU2rt3L/C+Wv9jrl69yvLly3n48GGu1zU1NRk0aBDz588vln6lb968wcHBQbTAk1e7ypMHy5cvj66uLk2bNsXExISBAwfmsvWXAvl6cMSIEWzcuLFYbE7/V3n37h1Hjx4lLCyMZcuW5Tp269YtbG1tuXXrFunp6QDUrFmT/v37M2vWLOrXr18cknn69Cnu7u655mtKSkquKid9fX1MTU1p1aqV5PqqVq1KhQoVWL16NWPHjpX8/b8EX19fXrx4kafv4Lt379izZw9ubm6EhYWhoaFBkyZNxCTs4kjEyM7O5vz583h4eJCcnEz9+vWxsLDA0NCwwHHz589HEARWrFghkdJ/efr0Kf7+/gQHB5OcnExqaqpo4Sy/vn6cuFncxMXF5dEqVV9EZaIKEKqQjKLw8v/777+xtLRU+pdPpVU5lCatVatWRU1NjcjIyGLvffA1yHsklAZUWqUnPj6eqlWrSvJeAQEBtG/fHplMxp07d2jevLkk7/sllHStLVq0IDw8XGGVCyA2GZ88ebLC8Y8fP6Zbt25Kr3b76aefsLe3548//mDOnDm5jo0ePRpHR0eOHj1K3759FY4/d+4c48aNo3Xr1nh4eChNJ8C3337Lq1evuHDhgtg3tzC4u7uLFeUPHjxQgsLcfE7CTUJCAsePH+fAgQM8fvxYrIwtW7YszZo1o23btmzdulWpOocMGcL169dZu3YtlpaWuY4NGjQINzc3Ll68iLGxscLxV69eZejQoejr6+Pl5aVUrfLKXC8vrzyWnTKZDDMzMwDc3NwUjpdX71apUoWQkBClapVXO+ZXyfYpXrx4QYcOHdDW1ubZs2dKUPgvenp6JCUl8ejRozwbZjk5OTRq1Ag1NTUCAwMVjg8LC6NFixaSJAqUJq2FoTQl6MnX33FxccUt5ZOotKoobq5evYqlpWWe73aDBg2wt7fH1dWVadOmKXTDUFdXZ8uWLUrv7ysnvzm4adMmFi5cKGqsUKEC1apVIzExUWznUKVKFQ4dOoSpqakkWpOTk5k7dy7Hjh0jKyvrs9xEBEFAXV2dsWPH8tdff+XrjlHUfPgc17hxY7Zu3Urnzp0lee//ZS5fvsyUKVOIi4vDwMAAd3d38djWrVtZsGABMpksz9wQBIHKlStz4MABunfvLpneY8eOsWbNGl6+fAkU7IAjfx5o1qwZ8+fPz9MGQpnI56sgCAwbNow1a9YUS8/ezyEkJAQrKytu3ryZZw7cvn2bH3/8kdjYWIVzoE2bNhw6dIi6detKpjcwMJCRI0eKz/bydkgAw4YNw87OLt+kQqnXiYGBgWzatAl7e/vP6tNZo0YNBg8ezMyZM6lXr54ECnNz9+5dLly4gLu7OwEBASQlJeU5R1NTkyZNmmBiYsLQoUOLzb3na1AFCFWUKmrWrImHh0eJ26xVhEqrcpBKq4GBASEhIdy+fZsWLVoo9b2KiqysLPbs2cPFixd59uwZMTExyGQy4uLi8Pf3Z/fu3UyZMoWGDRsWt1SV1iJm1apVRfrzlFVVaG5ujpeXV4kMun1MSdY6fvx4zp49S8eOHbG3ty/0JoSlpSWnT5+mb9++HD16VEkq31vy9e3bF0EQWLZsGb/88ouYTenl5UWvXr1o1KgRly5dypP0ERgYiIWFBeHh4SxcuJBZs2YpTSfAokWL2LBhA/Xq1eP48eO0bNnys8c+efKEkSNHEhwcjI2NDYsWLVKi0vcU9kHOx8eH/fv3c/nyZdFWVooHwUuXLvHDDz9QoUIFdu3ahYWFhXjsypUrDB8+HCMjIxwdHfPM47dv39KnTx9evHghyefap08f7ty5w8yZM1m8eHGhx2/fvp3ff/8dIyMjrl27VvQCP2Dy5MkcP34cMzMzjh07VqgeHenp6fzwww+4ubkxcuRI/vnnHyUqBTMzM7y9vVm6dCnTp08v9Phjx44xZcoUSRIFSpPWwlDaAoQqrUVPadKq4vPw9/fHxMSElJQUatasiampKZUrV+bu3bs8ffoUU1NTnj59SkxMDNbW1owaNYratWvj7+/Phg0buHz5MuXKlePmzZs0bdpU6XoVzcHbt2/Tp08fALp3786CBQswMjISN7WfPHnCypUruXDhApUrV8bT0zOPtX5Rk5aWRq9evXj8+DEymYz27dtjbm6OoaEhOjo6VKpUCXV1ddLT00lMTCQ8PBxfX1+uXr3KvXv3EAQBIyMjnJycJEkmlX+udnZ2zJs3j8TERMaPH8+CBQv+JypaioPHjx9jbm5Oeno6DRo04Ndff2XSpEnA+znbt29fZDIZxsbG2NjY0KxZM8qXL4+Xlxe2trZ4eXlRuXJlbt26JUkwY9q0aRw8eBCZTIampibt27fHwMAAXV1dKlasiIaGBmlpaSQlJREWFoafnx9eXl6kpaUhCAKTJk3C1tZW6Trh3/k6evRoDh8+jJaWFqtWrcpTnVfcREdHY2JiQnh4OGpqaowaNUpMqgwKCsLY2JiEhASqVavGhAkTaNq0KeXLl+f+/fscOHCA+Ph49PX1cXNzy9cppyiJj4+nW7duBAUFUaFCBQYPHkydOnXw9vbG1dUVQRDo1q0b58+fV1jZKOUa4ciRI9jY2JCeno5MJqNcuXI0bdpUdA3S0NDIdX319/cnIyMDQRAoX748W7dulWy+REREMHnyZG7cuAF8XusZ+f2rZ8+ebNu2jVq1ailVY1GiChCqKFXUqFGDW7dulbjNWkWotCoHqbTu2LGDOXPmMHnyZMkWTF9DQEAAQ4cOJSgoKNeNS36jf/jwIWZmZlSoUIGdO3fSv39/ldb/Ia3yRd3n8mFGmaLXlbU4/P3339mxY0eJDLp9TEnW+uDBA3r27El2djY6Ojr079+f+vXrY21tne+YsLAwAgIC2L9/PydPnkQQBM6cOUOPHj2UqnXHjh3MnTsXmUyGnp4eFhYWtGvXjvr16+Pg4MCmTZuoU6cOEydOpHXr1mRkZODp6cmRI0dITEzE0NCQq1evKn2TJTExERMTEwIDAylbtiw9e/bE3NwcAwMDcUNI/sAif8D28fHBxcUFFxcXsrKyJH0Q/JoHucDAQK5du4arqyuHDh0qenEfIQ++CoJAx44dGTRoEEZGRtSrV0/smdiyZUt+/fXXXHPAzs6ON2/eULduXW7dukWVKlWUqnPPnj3Y2NhQpkwZpk6dyogRI6hfv/5n9ZS5fv06Y8eOJTExkSVLljBjxgylavX398fMzIzk5GTq1q3LlClT6NmzZ4HVhM+ePcPFxYUdO3YQFBRElSpVcHNzo1GjRkrVumHDBhYtWoSmpibLli1j+PDh1KhR47PG+vv7Y2FhQVRUFLNnz2bBggUqrV9AaQoOqbQqh9KktSRQVJXVylw/Tps2jQMHDmBkZMTp06fFKpzs7GwmTpzIuXPnEASBKVOmsHr16jzjR40ahaOjI+PHj2fjxo1K0ylH0RwcPXo0Dg4O9OrVixMnTuT7LDNu3DjOnTsnyXP5ypUrWbVqFbVq1WL//v35Ohwo4vbt24wdO5bo6GiF7hnK4MPPNSwsjGnTpuHi4kLVqlWZNWsWkyZNkmRd+r/Ejz/+iL29vcIkLPn3ZsSIEezatSvP2OzsbIYMGcKNGzeYMGEC69evV6rWw4cPM3XqVMqUKcPvv/+OlZXVZ7kDJSQksH37dlatWkV2djY7d+5kxIgRStUKuefrpUuXmD59OpGRkXTq1Illy5bRoUMHpWv4HH777Td27dpFgwYNOH78eK5r+fTp09m/fz9t27bl3LlzeSogQ0ND6devH8HBwZJdB/766y/+/vtvtLS0uHTpUq7EdRcXF8aOHUtKSkq+eqRaI9y5c4d+/fqRnZ1Nt27dmDlzJiYmJgU+52dkZHDjxg02b96Mq6sr6urqODs7K71CLy4ujm7duhEaGoq6ujr9+/fPkyzycfDd19cXFxcXHBwcyMjIoGHDhri5uSn9GbaoUAUIVZQqVIEs5aDSqpiVK1dia2vLzz//zKRJk9DX11f6e34J8fHxdO3alZCQEBo3bsycOXMwMjKiQ4cO4o0+ISEBGxsbTp06haamJh4eHnks1FRaS6/WAwcOEBISwtq1a8nOzqZs2bK0aNECPT091NXVCQ4O5unTp6Snp6OmpsagQYMKrDjZtm2bUnQ+evQIDw8PRo0aVWLtROSUdK2nTp1ixowZosXFpxb1urq6ufqmzJ49mz///FMKqbi7u/Pnn3+KvWU+FcyWB6qHDRvG+vXrJVtUx8bGYm1tjZOTE/BpnfBvJmH//v3ZtGmTZNnapW2z9+jRoyxdupSwsLDPTmaQyWR07NiRvXv3oqenp2SF7y0kR48ejZOTk6hREIQCLflGjBjB06dPCQ0NRSaT0bp1a1xcXApV0fel3L59m/HjxxMRESHqVVdXR1tbW6xwyMjIICkpiYiICDIzM4H3n6u2tjb79+9XaFFc1KSlpdG3b18ePHgg6qxSpQrBwcH5jpk1axbPnj3D09OTrKws6tati7u7u9KvxaVJa2EoTdcLlVblUBK0Xrp0qUh+Tu/evYvk5xREYRPvFPGp+8fXYmhoSHBwsEK7eU9PT3r16oUgCPlaUT948IDu3bvToEEDHj16pDSdchTNQXmfYjc3N9q0aZPvWF9fX7p27SqJ1g4dOuDv71+gBX5BODk5MXLkSJo1a8bdu3eVoDA3ij7XQ4cOsXTpUiIjI6levTo///wz48ePl2QtVRANGzYsku9VQEBAESlSTIMGDXj37h0eHh55+vTJe6jfu3cv370hb29vTE1NqV+/Po8fP1aqVrnjzfLly/n1118LPX7Lli388ccffPfdd1y+fFkJCnPz8Xx99+4dc+fO5fjx48B7JwcbGxvJ7ITzo1WrVrx580ZhMq38mJOTU752vvLrQKtWrbh165bS9Xbu3JmnT5+yfft2/vOf/+Q5Lg8ka2hocPfu3TzOV1KtEf7zn//g7OzM6NGjv2i/ycrKiiNHjmBhYSH2VlYW//3vf9m6dSuNGjXi5MmThdrjCwwMZNiwYbx69Yrp06ezdOlSJSotOlQBQhWlClUgSzmotOZFfmN9/Pgx4eHhAFSsWJFq1apRpkyZfMcpexGoiNWrV7NixQratGmDg4MDlStXBhTf6H/55ReOHj3KhAkT2LBhg0rr/4jWt2/fYmxsTFhYGBMmTOC3337L8xAYFRXFmjVr2L59O0ZGRjg7O/9P9FH8v0xsbCynT5/m/v37REVFcfbs2XzP1dbWBqBbt25YWVlJ2hdDzsOHD7l06RLe3t68fPmS6OhoUlJSyM7OpmLFitSoUQN9fX06d+7MwIEDiy0pw8fHh7Nnz3Lz5k38/f15+/ZtnnNq1KhB06ZNMTY2ZsiQIbRu3VpSjSVhs7ewZGRk4OTkJM6BgIAA0tLScp2joaFBw4YN6dy5M4MGDVJ6hevHyGQy9uzZw4EDB/D19SUrK4v4+Ph8z9fR0SE5OZkyZcowdOhQbG1tJQ0MpaSksG/fPs6dO4eXlxfZ2dn5nlu2bFnat2/PkCFDGDdunCRBTDmpqamsWrWKgwcPEhsb+8m5K/9cATp16sT27dtp0KCBSusXUpquFyqtyqEkaC0NQTc5u3bt4uDBg3h7e3/Vzyno/vG11K5dm8zMTMLCwqhQoUKuY3FxcTRo0ABBEIiMjFTYdyo5ORkdHR3KlStHVFSU0nTKUTQHa9WqRVZWFtHR0airq+c7NjMzk1q1akmiVUtLi/T0dMLDw7/oPpmamso333xD+fLliYiIUILC3OT33U5LS2Pbtm1s3LiRuLg4ypQpQ48ePRgyZAgWFhaf5Y5Q1IwfPx4nJ6c8a7/CIMV1TD4HFH136tSpQ0ZGBrGxsfnuCWVlZVGzZk1J5mvdunVJTEzk9evXX/Q3lV8rpOifDfnP10ePHrFkyRKuXr2KIAg0btyYsWPHMnjw4Dw9oaVAfn1VdB2QH4uKisp3LyUtLQ0tLS0qVKgg7iUqE21tbVJTU/H396d27doKz+nfvz83b95k4MCBHDhwINcxqdYI8qQQHx+fL+rPGBwcjIGBAbVq1VJ6okCbNm0ICgrCwcGBrl27Fnr8zZs3sbCwoGHDhl+9lpAKVYBQRalCFchSDiqtefkca4aPKa4H765du+Ln55fn5qXoRv/06VM6deokSUabSqt0zJs3j23btjF9+nSWLVtW4LmLFy9mw4YNzJs3T2m9BuXkZ2VaEvlf1xoeHo6WlpbCvgMqCiY1NZXk5GTS09MpV64cFStWlDS4ogh5RVNxNGovShITE8UgcYUKFahSpUqJmaOZmZm8ffsWLS2tfM/ZsGEDdevWxcTEJN8HcqlIS0vj1atXhISE5JmvdevWpVGjRgo3iaXm9evXREVF0bFjx3zPmTVrFnXr1sXMzIxvv/1WQnW5+Ryt8oSc4tZaECtWrEAQBObPn1/cUj7JL7/8giAISnMyKEpUWgvH5cuXOXjwIBcuXBBf09bWLjAwpAgfH5+ilpYv8mRBQRBKnOW8np4eSUlJPHr0KM8Gek5ODo0aNUJNTY3AwECF48PCwmjRogUVK1YkLCxM6XoVPT/JN2BfvnxZYJ+m0NBQWrVqJUkQo0mTJsTExODt7f1FyR7yDezatWvz8uXLohf4EZ/a2E9ISGDr1q3s37+f8PBwBEFATU2Ntm3bYmpqipGREW3atPmizfovITY2lqlTp+Ls7IwgCGzdurXQAaDC2L5+CUZGRgQEBHDjxg0MDQ1zHWvbti2vX7/myZMn6OjoKBwvn69SBDHq1atHQkICr169+qIEtXfv3lG/fn2qVq1aoFtCUfGp+Xr79m2WL1/OzZs3xWddQ0NDunfvjomJCUZGRpIEt+VVgo8fP87zrNW0aVOioqIKDMrKP1epAq/yAGFERESenu5yfHx8MDExQSaT4ejoSJcuXcRjUgUIv/nmG9LS0r46AUOKwKs8GSC/JJtPkZ6eTp06ddDU1CQyMlIJCouessUtQIUKFSpKIg4ODsUt4bN59eoVQIEbWHLkvYakyGRShEqrcnB0dEQQBKysrD557pQpU1i/fj2nTp1SeoCwYcOG9OnTh379+vH999+X6B4YpU1r7969sbCw+Gyt8gpCFYWnfPnyxR4Q/JjSHhiUU7lyZbE6u6Shrq5eYHAQYObMmdKI+Qw0NTVp0aIFLVq0KG4pBdKgQYNPbrquW7dOGjGf4HO0rl27VhoxX8F///vf4pbw2fzzzz/FLeGzUWktHL169aJXr14cOnQIa2trBEHg3LlzJSro9jFz5sxh586dxMTEFLeUPDRp0gRvb2/Onz/P9OnTcx1TU1Pj9evXBY6/ceMGQB6rOWXzYZLbkCFD2LBhA8eOHSvQHvHEiROAcns6yvnuu+9wcHBg6dKl7Nmzp9Djly5diiAI+VoPSk2VKlWYP38+c+fOxdnZmQMHDnDlyhXu37/PgwcPAOkqcwFq1qzJzp07adq0KWlpaRgZGZW4a8CAAQNYv349Cxcu5PTp07kqBQcMGMCmTZs4cuQIs2fPVjhe3puwXbt2StfaokULPD092bNnD7/99luhx+/btw8gj5VqcdG5c2ccHBx48eIFe/fu5fjx4zx69IjHjx+LvVLr1aun9ITsbt26cezYMezs7Fi1alWuYyYmJpw6dYorV67k27dRnggjlRtOvXr1eP78OR4eHnz//fcKzzEwMGDChAns3r0bKysrPDw8qFSpkiT65DRo0EDsiT5gwIBCj7927Zr4c5RNjRo1iIiI4PXr1wX2eM+PoKAggBLVcuBTqAKEKlSoUKEAZWemFSXyzNv4+PgCsy8BMXuluDa7VVqVgzww+SmdgNgjTYpstt9//x1nZ2cmTpyImpoaXbt2xcLCgr59+6Krq6v09y8MKq3Fw+XLl3F2dhbtJmvUqMG3337LsGHDaNy4cbFqe/r0Kf7+/gQHB5OcnExqaioaGhpUqlQJXV1dmjZtioGBQbFoMzQ0pHz58qxcuVJyG87/K0RGRnL79m2Sk5OpX78+HTp0+GQGqaOjIwD9+vWTQmIe3r59K1YQpqSkiBWEenp61KlTp1g0FYaMjAy8vLyIiIigVq1adOjQoViD81lZWTx+/FicA58TmPf19QWQ3Hb4c5g/fz6CILBixYrilpIHecVraSMnJ4fY2FiqVatW6Eo4qSkpWn/88UdWrlzJmzdvik3D56KmpoaxsTHnzp0rbil5GDx4MA8fPuSvv/5CU1OT4cOHU6NGjc8a6+/vz8KFCxEE4Yv67H0NWlpa6Ovr06JFC3R1dREEgWXLlqGvr6+wv+SePXtYtWoVgiDkuxlflMyaNYtLly5x5swZgoODmTFjBt27dy9wIz0pKYlr166xadMmvLy8UFdX/6JgjTJRU1OjX79+9OvXj+joaC5fvoyrqyvXr18nOjpaUi1VqlSha9euXL16VdL3/VxmzJjByZMncXV1xdzcnIULF2JmZoYgCMyZM4cLFy6wevVqdHV1GTVqlDguKyuLzZs3s2HDBgRB4JdfflG61kmTJnHnzh2WL19OfHw806ZN+yxHi+joaLZs2cLmzZsRBIEpU6YoXWthaNq0KStXrmTp0qU4OTnh5OSEm5sbb968kaTScebMmZw7d05Mrpk/f77oMDZ37lwuXrzIH3/8wbfffpunN52npycLFixAEARGjx6tdK3wPgHn2bNn/P7775w5cybfqtzFixdz6dIlgoKCGDNmDCdOnJB07TVixAiWLl3Kr7/+Srly5ejVq9dnj71y5YqYXPTDDz8oUeV7TExMOH78OL///jvHjh0r1PNIeno6c+bMQRAEzMzMlCeyiFFZjKooVaisMJXD/3WtdnZ2JCQk5Kqmkj+IzJ07t8jeR1nI/cT/+usvrK2txdcVWQXs2bMHGxsbyRpRq7RKg9zq4tKlS3z33XcFnuvp6UmvXr2oWbNmvrZDRU1CQgKXL1/GycmJK1eukJCQgIGBgVixV5Js2VRaixZ9fX3U1NR4/vx5rtfDw8MZN24cd+/eBd5nlMuR2x9NnDiRFStWSNorMzAwkE2bNmFvb09sbOwnz69RowaDBw9m5syZklb1ya9DgiBgY2PD/PnzS/zmdGlB/lB36NAhcnJyxNdr167NH3/8wfjx4/MdW7VqVdTU1CTLxM/JyeHMmTNcuHABd3f3At+3SpUqmJiYMGzYMAYPHiy5pXJoaCj79u3D19cXQRAwNDTk559/Fjeyzp49y++//55ro7JChQrY2NgwZ84cSbUCrFmzho0bN5KYmCi+ZmBgwKJFizA3N893nNRzoDCUhD50b968wcHBQezxKg9oy+8B5cuXFxMwTExMGDhwYL42bspEJpNx48YNfHx8xPnarVs38fjLly9ZuHAhly9fJisrizJlytC1a1fmzZuXy7ZLpVUxkydP5sSJEyXOtlMRGzZsYN26dVy9erXYeiMrIi0tjb59+/LgwQPxel6lSpUCN89nzZrFs2fP8PT0JCsri7p16+Lu7i5JhUOPHj0IDAzMdW0UBEH87rds2ZLbt2+Lx3x8fPjhhx8IDw9HJpPRpUsXLl68mG/ft6Lk7NmzWFtbk5ycLK5J69evj66uLpUqVUJDQ4P09HSSkpLEgEVOTg4ymYxKlSqxbds2Bg4cqHSdUDTXdT8/P8kryBYvXsz69evx9PQskdcAf39/Ro8ezYsXLxAEgapVq9K2bVvq1atHYmIiZ8+eRRAE6tWrR8uWLcnIyODhw4fExcUhk8mYP3++0p165MhbjQiCQJkyZTA0NMTAwAAdHR1xvmZkZJCYmEhYWBg+Pj74+PiQnZ2NTCZj2rRpLF++XBKtXztfX7x4wbVr1yQJvtrb2zN58mRSU1OpUKECpqamtGvXjnr16vHgwQP++ecfypcvz5AhQ2jVqhWZmZl4enpy+fJlsrOz6dGjB2fOnJFkvR0dHU2XLl3Efq6mpqa0aNGCMWPG5Pl+eXl5MWDAAFJTU6lfvz4TJkxg0aJFkqwPMzMz6du3L/fu3UMQBFq0aEHPnj1p3bp1vtdXX19fXFxcePr0KTKZjM6dO3Px4kXKllVuvZu/vz9mZmYkJydTt25dpkyZQs+ePQusJpRXR+7YsYOgoCCqVKmCm5ub6DZW0lEFCFWUKv6vB7KUxf91rYq8sEvCJsrncuLECSZNmoSmpibr1q1jzJgxQN7fISAgAHNzc+Li4li3bh0TJ05Uaf0f0frzzz9z8uRJ2rdvj729PRUqVFB4XmpqKv379+f+/fv07duXo0ePSqwUsrOzuXnzJs7Ozjg5OfHq1Su0tbXp27cvffv2xczMTNKAUEGotH49iq6lSUlJdO/eHX9/fwC+//57jI2NqVmzJgkJCdy5cwcnJyeys7OxsLDg8OHDkmg9cuQINjY2pKenI5PJKFeuHE2bNkVHR4eKFSuKDyyJiYmEh4fj7+9PRkYGgiBQvnx5tm7dytChQyXRKv9cTUxMcHNzo0WLFmzevJkOHTpI8v7/q+Tk5DBkyBDc3NyQyWTUq1dP7CMUHx8vBmQXLVqkcLyUawc/Pz/GjRvHy5cvcwXYK1asKM7XtLQ0sfpVjiAItGzZkv3790u22X3u3Dl++eUX0tLSRK2CIKCtrY29vT1Pnz5l7Nix5OTkUKNGDXR0dHjz5g1xcXEIgsBPP/3E5s2bJdEK7624jx8/Ll4HqlSpIgYuy5Qpg62tLZaWlgrHluT1Y3FqS05OZu7cuRw7doysrKxcczY/BEFAXV2dsWPHilVSUuDv78/YsWN5+vRprtfNzMw4dOgQwcHBWFhY8Pbt2zxjy5Qpw8aNG/npp59UWgvgwIED7Nixg0OHDkliFfa/SmpqKqtWreLgwYPExsZ+8vuto6NDcnIyAJ06dWL79u2Sf/6xsbG8fPmSly9fEhAQIP5/uXLluH79uniei4sLw4YNQ0NDg3HjxrF06dJ8n2+UwZs3b9i8eTPnz5//rB6Nurq6DB48mGnTpklq61+S7zkFERsbS1hYGM2aNSsxz1Ifk5GRwb59+9i9ezfPnj0TX/8wsP0xHTt2ZN68efnaPCoLe3t7Vq9enatHq6LA1Ie627Rpw7x58yR1vSht89Xf359ly5Zhb29PTk5Ons/0Q8tk+b8rVKiAlZUV//3vf5UexPqQp0+fMnHiRJ48eQK8//vv2bNH4bPpjRs3GDt2rLjOlv8eUvxd0tLSWLhwIfv27SM9Pf2zAqgymQxNTU0mTpzI4sWLJat6vH37NuPHjyciIkLUqa6ujra2NpUqVUJdXZ2MjAySkpKIiIggMzNT1Kutrc3+/fs/mbxfklAFCFWUKv6vB7KUxf91rQYGBoSEhDBy5EhMTEwAsLKyQhAEtm3b9lmbGHKkshH4mLFjx3L+/Hlx469Tp07s3r0bQRBYvnw5Pj4+nD9/ntTUVIyNjbG3t0dNTU2l9X9E64sXL+jatSuZmZno6+szd+5czM3NxcbZ8fHxuLi4sHr1ap4/f44gCDg5OZWI/hhPnz7F0dERZ2dnvLy8KF++PN27d6dfv3707t37s2xTpUKltfAoehBctWoVK1eupGrVqhw9epSuXbvmGffo0SOGDBnC27dv2blzp9Jtpe7cuUO/fv3Izs6mW7duzJw5ExMTkwI3LTIyMrhx4wabN2/G1dUVdXV1nJ2dad++vVK1Qu7PdceOHSxevJiUlBRGjBjBokWL0NPTU7qG/0X279/P9OnTKVeuHNu2bWPYsGHA+03Y1atXs379egRB4PDhw1hYWOQZL9XGR0hICN26dSMuLo4aNWowbtw4zM3NMTAwEC2QPiQuLg4/Pz9cXFw4ePAgMTEx1K5dm5s3b/LNN98oVaufnx9mZmZkZGTQunVr+vTpQ5kyZXB2dubRo0c0b96ct2/fEhcXx4YNGxgzZoy4WbF//35+++03srOzOXXqVIGVe0XF+fPnGTt2LGpqaixcuJCpU6dSrlw5wsPDWbBgAadOnaJMmTI4OjrSqVOnPOOl3PwqbEayPIDwoQ2hIAgEBAQUtbRcpKWl0atXLx4/foxMJqN9+/aYm5tjaGgoVjioq6vnSsDw9fXl6tWrYpa5kZERTk5OSt9IjomJoWvXrkRERFC+fHnatGlDmTJl8Pb2JiUlhf79+xMSEoK3tzcjR45k2rRp6OnpERISwsaNGzl58iQaGhq4u7sr/bmqNGlVoXxev35NVFRUgb3Tf/vtN/T09DAzMysRLhMF4e/vL67N5O0RiouAgAD8/f0JDQ0lOTlZtESWW3g3bdq02CpEfvnlF3HPQoXykF9LX758SXR0NCkpKWRnZ1OhQgVq1qyJvr4+nTp1Kvae7wEBAWKFfmhoKElJSWRkZIgtEuTz1djYuFjmbOvWrVFTU1N6D8GiJiYmhsuXL4tzICYmhuTkZLKzs6lYsSI1a9akSZMmdO7cmV69eilci0vFtWvXcHV1JTAwECsrK4XP2fC+LcGOHTtwcnLCz8+PrKwsSQO30dHRODo64u7u/snra7du3ejXr1+x7LWkpKSwb98+zp07h5eXF9nZ2fmeW7ZsWdq3b8+QIUMYN25csbZJ+BJUAUIVpYr/64EsZfF/XevKlStFS9GvpbiyobKysli2bBl2dnZiRcuHWfryrKCRI0eyZs0ayRsSq7QqH2dnZywtLUlKShLncqVKlRAEQbRIk8lklClThpUrV5a4XgPwfvEt7zPg6uoqNq+3sLBg+PDhJSroodL6eSjaLO/UqRPPnj1j/fr1TJgwId+xhw8fZurUqZiamorN3pXFf/7zH5ydnRk9evQXbbJYWVlx5MgRLCwsOHLkiBIU5ubjz/XVq1dYW1vj4eGBhoYGo0ePZvr06cXexxHgzz///OqfIQgCS5cuLQI1BdOnTx/u3LnD/PnzFVqM//HHH2zZsoU6derw4MEDKleunOu4VMGh6dOns3//foyMjDh58mShNk/fvXvH0KFDefDgARMmTGD9+vVKVPpvhbuFhQUHDx4U7eFycnL48ccfcXBwQBAEpk2bxrJly/KMnz9/PnZ2dpJ9twYNGoSbmxuTJk3C1tY2z3FLS0tOnTpFw4YNuXv3bp6AlZQBwnr16hEfH/9VP0MKrfJ1dq1atdi/f3+h+nzfvn2bsWPHEh0dzR9//KF0u1n5d7xFixacPHmSunXrAu+riUaMGCFm5vfr10/hfPzhhx+4dOkS48aNY9OmTSqtKlSoUKFChYoSTVZWFlFRUcVi6V6aSEtL49WrV6I9/ofBzLp169KoUaNS2U9bjipAqKJU8X89kKUs/q9rlclk7Nq1i+vXr4sbLTdv3kQQhHwzbvLDwcGhyHR9CdHR0Zw7d46HDx8SFRVFdnY2NWrUwNDQkP79+5eIzWI5Kq1FT2hoKGvXruX8+fN5+qeVL18ec3NzZs2aRbt27YpJ4eeTnp7O9evXcXJy4tKlS4wfP16yXg6FRaU1fxRtlsttnQMCAgoMbLx9+5aGDRtSrVo1goKClKYRoHHjxsTGxuLj4yNushaG4OBgDAwMqFWrltKrcSD/IIS9vT3Lly/n2bNnqKmpYWpqyrhx4+jTp0+xZTHWrl1btFz5EqS0valXrx4JCQl4e3srtF3LyMigQ4cOBAUFMXPmTBYvXpzruFTBoZYtWxIWFoarqytt27Yt9PiHDx9iZmaGnp4efn5+RS/wA5o1a0ZkZCQeHh55ehw9efKEzp07IwgC9+7dU2h5+vz5czp27EidOnVEW2Jl0qBBA969e5evnsTERNq1a0d0dDRLlixhxowZuY5LGSCMiIjgl19+4fr16wiCwMSJE/O1OZbJZPTv3x9BELh48WKuY4UJ2H0JHTp0wN/fn6NHj9K3b99Cj3dycmLkyJE0a9ZM7FurLNq1a0dgYCDnz5/H1NQ01zFXV1cGDRqEIAhcvXoVIyOjPOPv3r1Lz549qV+/vtIrJEqT1v9VPDw8AAr9vCg1pUUnlC6tKv5vk5OTQ0REBGlpadSoUUN07lGRPyEhIZQrV446deoUtxQVKlR8hCpAqKJU8X89kKUsVFrzUtr80VWo+Jjg4GCio6PJysqiRo0aNGrUSKzcKI3Ex8cXq11HYVBp/RdF19K6deuSmJhIVFRUgXZxKSkpaGtro6GhIfb/UhaKetEWhtTUVL755hsqVKhAeHi4EhTmpqB7lEwm49ixY6xatYrXr1+LPRK///57unfvjomJiWS95wASEhI4evQoq1at4u3btwiCQL9+/Qo976Swz5IHM6Ojo1FXV1d4zsWLFxkzZgyampp4eXnlCihLtXaoU6cOGRkZREZGflGmanp6OnXq1EFTU5PIyEglKPyXWrVqkZWVRURERJ4ecvLvjSAICo/D+2xdLS0t1NXViYmJUarWD/UWNAcOHDjAtGnTqFq1Kg8fPsyV6FAc68cdO3awaNEiUlNTGT58OGvXrlX4/Squta2Wlhbp6elffX0tX748ERERSlD4L/LvVmhoaB5XiOTkZHR0dBAEgTdv3lCxYsU84xMTE9HT06NcuXJERUWptH4B8mrH4mrbUBiqVq2KmpoacXFxxS2lQEqLTihdWlUUnpycHG7cuIGfnx8ymYxWrVrRvXt38bibmxvr1q3D19eXpKQkdHR0+P7775kxY8YXJfB9KVevXgVQ2EvwyZMn/P3337i4uJCUlCS+Xr9+fX744Qesra2LJViYmpqKm5ubaDEaEhJCUlISqampYpWTrq4uTZs2xdTUlO7du0vW21eO/Ps9a9YsFixYUCQOXirek52dzaVLl0RXmQ8JCAgQW2KEh4ejoaFB48aNGTBgAJMmTaJKlSrFojkhIYFbt27x8uVLgoODSU5OJiUlJY/FaNeuXUtMAP7t27diBeHHWkt74Fu6jpkqVKhQUYqYO3fuVy9Y/v77bywtLZXeN0G+0IqMjCyxTb7lqLRKR7169ahXr57Yd6CksGrVqiL9ecqsflNpVQ5GRka4urri4+OjsKpBzqNHj4D3m8vKpkGDBjx79gwXFxcGDBhQ6PHXrl0Tf05xIwgCo0aNYuTIkVy+fJkDBw5w6dIl7O3txcqhKlWq0KZNG+zt7ZWup0qVKkyZMoUOHTqIm0ALFy4skUlJWlpahIaG8vz5c1q3bq3wnP79+2NqaoqbmxvW1tZKt79VhJaWFiEhIfj6+hb4HcoPufWgFA+y1atXJzo6mqCgIJo1a5brWHBwsPj/YWFhCvvhyAPuH9u5KotatWoRERFBUFAQTZo0UXjOTz/9xK5du3j8+DGzZ89m7969kmjLj8mTJ9O9e3cmT57MyZMnuXXrFlu2bKFHjx7FqktO5cqVSU9PJzIy8ouukfIEESls3DU1NcnIyODdu3d53u/DwGpiYqLCoFtKSgqAJOuu0qS1MFhZWaGmplYqAoRAoXrVFyelRSeULq0qPh8fHx/GjRtHYGBgrtfbt2/PyZMnuXPnDj/++CPZ2dniHAgMDOTVq1ccO3aMQ4cOYWZmJonWoUOHKgxUnzx5EmtrazIyMvLM09evX2Nra8uRI0c4ceJEHtcEZZGTk8OaNWuws7MTr/35fYeePXvGtWvX+Oeff6hevTo2NjZMnz5dEp1ycnJyWLt2LR4eHtjZ2RVb/87/JR49esTEiRMJCAjAwMAgV4Dw7NmzWFlZkZaWJs6LtLQ0Hj58iLe3N3v37uXo0aMYGBhIpvfWrVvY2tpy48YNsaefojkr348tU6YM3bt3Z+7cuXTo0EEynfB+vp45c4YLFy7g7u5eYPJKlSpVMDExYdiwYQwePLjUBcBVAUIVklHYbMCjR49StWpV+vXrJ742d+5cateurRR9H6LSqhxKk9b//ve/X/0zVq9ezcCBA5UeIKxXrx4hISEEBATQokULpb7X16LSqlyysrLYs2cPFy9e5NmzZ8TExCCTyYiLi8Pf35/du3czZcoUGjZsWGwaV65cWajFktxeML/XlRnIUmktOtasWUPz5s1p0aIFU6dO5fr16yxYsIALFy4orNJJTk4WM0u7detWpFoUMWLECJYuXcqvv/5KuXLl6NWr12ePvXLlCtbW1giCwA8//KBElYVDEAR69+5N7969iYmJ4ejRozg7O3P37l3i4+Nxd3eXVE+7du0wMDDA19dX0vctDF26dOH48eMsXryY48eP51t1vW7dOoyNjblx4wZLlixh0aJFkurs2bMnu3fvZubMmZw+fbpQgb7o6GhmzJghzg9l07lzZy5cuMDq1avZs2dPrmOrV68W///ChQvMnDkzz/izZ88CYGhoqFSdcjp06IC9vT1r1qzhn3/+UXiOIAhs2LABc3Nzzp49S5cuXZg0aZIk+vJDX18fFxcX/v77b9asWcPQoUOxtLRk+fLlxWYvLOe7777DwcGBpUuX5pkDn8PSpUsRBIHOnTsrQV1uDAwM8PDw4OjRo3n6HR49elT8/1u3bim0c5VfV/MLLhclpUlrYVEFiFSo+N8iPDycgQMH8vbtW8qVK4eBgQGVKlXCx8cHLy8vbGxsePDgAVlZWQwaNIhRo0ZRq1Yt/P392bp1K76+vowdO5bbt2+jq6srieaPr0N+fn5YWVmRmZlJy5YtmTNnDsbGxtSsWZP4+Hg8PT1Zs2YNXl5eDB06lDt37lC9enWlaszJyWH48OFcu3YNmUyGtrY23bt3x8DAAF1dXSpWrIiGhgZpaWkkJSURFhaGn58frq6uhIWFsXDhQu7cuSNJj2c58ufMNWvW0KVLF+bNm4e1tXW+rg0qCubVq1cMGDBAdAX68BnWz8+PyZMnk5GRQaNGjZg2bRrNmjVDU1OT+/fvs2XLFoKCghg2bBi3b99W+r4lgK2tLStWrCAnJwd4v+dmYGCAjo4OlSpVQl1dnfT0dBITEwkPD8fPz4/g4GCuXLnCtWvXxOd1KfDz82PcuHG8fPky1/WgYsWKub5bycnJpKamEh8fLybk2trasn//fklde74WlcWoCskorF1EvXr1UFNT4/Xr18oVpgCVVuVQmrQWBVLZoe7YsYM5c+YwefJkbG1tlfpeX4tKq/IICAhg6NChBAUF5VrAyO3E5D2nKlSowM6dO+nfv3+x6Dxw4AAhISGsXbuW7OxsypYtS4sWLdDT00NdXZ3g4GCePn1Keno6ampqDBo0qMDNTWXaDqq0fj1ym7sPg5HyqoecnBwGDBjAwYMHxWPJycmcOHGCzZs3ExAQQLly5XBzc1N6kD4zM5O+ffty7949BEGgRYsW9OzZk9atW6Orq0ulSpXQ0NAgPT2dpKQk3rx5g6+vLy4uLjx9+hSZTEbnzp25ePEiZcsqP//ua6wCU1NTcXd3x9XVlRUrVhS9uAKwsbFh79693Llzp0RWEPr6+mJmZkZWVhZNmzZlzJgxNG/enPbt2+d5aD506JAYGB4yZAjW1tZ8//33klg4RkZG0qVLF2JjY6lcuTKjRo3C3NwcAwMD0bJTjrxHjo+PDy4uLhw/fpz4+Hi0tLTw8PBQetLV/fv36dmzJzk5OXz33XdYWFggCAIODg7cuXOH+vXr8+7dO7Kysjh+/Hiufniurq6MGjWK1NRUduzYIUkA3sPDg379+iEIAmZmZowbN44WLVpQv379PNdMW1tbli9fjpqaGjNmzGDq1Kno6+sXu0X9/fv3mTx5Mi9fvqRx48Zs376dDh06FJvF6P379+nduzdZWVm0b9+eGTNm0L179wIrApOSkrh27RqbNm3Cy8sLdXV1rly58kU9NwvD6dOnmThxIurq6kyfPl3s22hvb8+mTZvEjSs9PT2uX7+e67oQHR1N9+7dCQ0NZdGiRdjY2Ki0fgGlqc1DadFaWnRCydD67NmzIvk5Uqxz5JXAX0uFChWK5Ofkx7x589i2bRv6+vocP36cxo0bA++v9SNHjuTmzZvA+4S9nTt35hqbnZ1Nv3798PT0ZOrUqZKsXRXNQ0tLS06dOkWHDh24ePGiQnvO7OxsBg8ejLu7O7NmzWLhwoVK1WlnZ8f8+fOpUKECa9euZeTIkaipqX1ynEwm48SJE9jY2JCSkoKtra0kiU4ffq6PHz/GysoKX19fGjZsyMKFC/Pto6wif6ZMmcKxY8do27YtJ0+ezJU0KJ+zPXr04MSJE3mCsImJifTr1w8fHx+mT5/O0qVLlapV3lMaYMyYMdjY2HxWAM3f359NmzZx4MABBEHg1KlTmJubK1VrSEgI3bp1Iy4ujho1ajBu3DjxWUuRjX9cXBx+fn64uLhw8OBBYmJiqF27Njdv3uSbb75RqtaiQhUgVKE0QkJCclkHyR+2HR0dP5kVGBwczNSpUylXrpzSe02ASquyKE1alYGUvR1XrlyJra0tP//8M5MmTSrRmSoqrUVPfHw8Xbt2JSQkhMaNGzNnzhyMjIzo0KGDuAhPSEjAxsaGU6dOoampiYeHR7Fkjb99+xZjY2PCwsKYMGECv/32G3p6ernOiYqKYs2aNWzfvh0jIyOcnZ2LxQJLpfXrcXFx4eXLl+J/AQEBhIaGilmDLVu25Pbt27nOHzZsGPB+s2Lbtm0MHjxYqRrlpKWlsXDhQvbt20d6evpnVWTKZDI0NTWZOHEiixcv/qJ+cF9CSdhA+xJu3LiBo6Mjv/32myRuAF/CqVOnmDZtGikpKeIc2LNnj8JNi/Xr17NkyRLx3/IKXCn+Lv7+/kyYMAEfH59cc1VNTY0KFSqgrq5ORkYGqamp4vdNrrFNmzbs3btX3KBTNgcOHMDGxoasrCxRq0wmo2bNmjg4OHD//n0x2NqmTRt0dXUJCQnBx8cHmUxGjx49xEpCKdi0aROLFi0iJyfnk3PAxsaGPXv25Pq9SsJ3My0tjQULFrBr1y7U1NSYOXMma9euLTZtZ8+exdramuTkZARBQE1Njfr16+ebgBEcHExOTg4ymYxKlSqxbds2Bg4cKInWqVOncvjwYYX3gP3793P37l22bNlC7dq1+c9//iPO1+PHjxMbG0uDBg3w8PCQxBK1NGn9XErT/a20aC0tOqFkaJVr+BoEQZCkj2Jp0WpkZERAQACnT5/O09fvxo0bDBgwAEEQuHHjhkLHAHnyTtOmTbl3755StYLiedisWTMiIyNxdHSkS5cu+Y719PSkV69eNGvWjLt37ypVp7GxMb6+vtjZ2X2RLfPhw4eZOnUqbdq04caNG0pQmJuPP9esrCxWr17N5s2bSUtLo0mTJsyYMYPhw4cXu/tBUdjZCoLA9evXv15MAejr6xMdHc3ly5fp2LFjrmNNmzYlKioq3+8VwM2bN7GwsKBJkybcv39fqVoHDBiAu7s7M2bMyPX89LksXryY9evXY2Zmxvnz55Wg8F+mT5/O/v37MTIy4uTJk4Wqrnz37h1Dhw7lwYMHTJgwgfXr1ytRadGhChCqUBorV67MZR1UWGQyGR06dMDFxaUIVSlGpVU5lCatykCqAOF//vMfAB4/fiz26qlYsSLVqlXL1x5Nfr7UqLQqh9WrV7NixQratGmDg4OD2KtJ0cPNL7/8wtGjR5kwYQIbNmyQXKs8g3T69OksW7aswHMXL17Mhg0bmDdvnlLtOfNDpVU5ZGRkEBAQwMuXL0lISGDMmDHiMRcXF2bMmMHAgQOxtrbOE+SUgujoaBwdHXF3d8ff35/Q0FCSk5NJT0/P0zS9W7du9OvXj1q1akmqsSRsoP0vExISwt69e7l+/TqBgYFs3Lgx30D1jRs3+Pvvv/Hw8BADSlL+XRwdHTlz5gw3b94U71WK0NHRwdjYmKFDh9K3b1/J9Ml5/vw5e/bswcfHBzU1NQwMDJg6dSp169YFYOvWrSxZsoT09HRxjCAIjBw5kvXr10u+UeTl5YWdnR1ubm7ExMSwd+/efDPbDx8+zOrVqwkKCgIoUd/Na9euMXXqVCIiIoo9ePnmzRs2b97M+fPnCQsL++T5urq6DB48mGnTpqGtrS2Bwn/Zu3cvu3bt4smTJwiCQKtWrfjjjz/o06cPGRkZjB8/HgcHh1wb8zKZjMaNG3PixAlJE7BKk9bPoTTd3+TJrw4ODsUtpUBKi04oGVp37drFwYMH8fb2/qqfEx8fXzSCCmDhwoWcOHGiwPv/56BsrXXq1CEjI4OQkJA8PYVjY2Np1KgRgiAQFhamsJoxISGBunXrUr58eUmSxxVdh2rVqkVWVhaRkZEFJgSmp6dTp04dSbRqa2uTmprKmzdvFPaa/RRJSUmiFenn3Je/lvyu7xEREaxevZqDBw+SlZVFlSpVGD58OEOGDMHY2LhYerl1796dBw8efNXPkOJeJv9uKZqXtWvXJjMzk5iYmHwdbjIyMqhduzaamppERkYqVWv9+vWJj4/H39//ixJFo6Ki0NfXp1q1auKaW1m0bNmSsLAwXF1dv8i9Qu7epaenh5+fX9ELVAKqAKEKpWFnZ5fLoiw4OBhBEMSNgIIQBIEGDRqwatUqWrZsqUyZgEqrsihNWpWBVAFCRSXun6K4HrxVWpVD165d8fPzw8HBga5du4qvK1qEP336lE6dOlG/fv1iCWYaGhoSHBzMkydP0NHRKfDc8PBwmjdvjr6+Pl5eXhIp/BeV1q8jvz6HBZGTk/NZ1jgqVJQ04uPj8fX1JTQ0VEwwkTEJzYQAAQAASURBVJrk5GRCQ0NJSkoiIyMDDQ0NKlWqhJ6e3hdtHElNVFQUV65cITIyklq1amFiYkKDBg2KWxaJiYmoq6srtBP7kCdPnuDt7c2bN2/y9IQrTt69e8eff/5JYGAgQIkIEgQEBHwyAaNRo0bFLVOsvlV0X7p48SIODg5ERERQq1YtzMzM+OGHH4qtj1Jp0loQv/zyC4IgKNWWXYWKz0GegCkIQom1Rof3G/xz5sxh3759CILA2bNnC+0QUK9ePSWpe4+Ojg4pKSk8ffo0T8JHdnY2NWrUKPA5Ojo6miZNmhRrgLBVq1a8efOG169fU61atXzHRkZG0rRpU0mCbg0bNiQuLo5nz559kY2hPOBSvXp1Sdr6fCoB5PXr16xevZozZ86QlpaGIAjUqFEDExMTTE1NMTIyomXLlpK0c4D3Peh+/fVXHjx4gCAILFiwoNAJSx8mwioD+R7AvXv38rhdtW7dmtDQUF6+fJlvMqv8uyXFHNDV1RWfVb7EuUAe0K5UqRJv3rxRgsJ/KSjw+jnIEwWkCLwWFaoAoQrJKE3ZgCqtyqE0aS0KpAoQyj37C8uHfX6kQqVVOcgfuqKjo3Nt9ij6zskXKxoaGkRHR0uuVZ7JFhUV9Ul7Sykz2hSh0vp1NGjQgN69e2NhYcH3339fKgIUKlSoUKFChQoVKlTk5OTQtGlTYmJiSnSAEN4/3+nr65OQkFAitXbu3JmnT5+yefNmfvrppzzHk5OTAfJ9VnB0dGTUqFGSJWIqeoaW99HeunVrgUGfvXv3MnPmTElsOwcPHoyrqytTpkz5Iueu//73v2zdupXvv/+eM2fOKEFhbj53P/Ddu3ccPXqUgwcPitVX8qRTDQ0NoqKilC1VJDIyklatWpGVlVUiv1u//fYbu3btYvjw4ezevTvXsZkzZ7Jv3z7Wrl2LpaWlwvGbN29mwYIFdOvWjYsXLypVq6mpKY8ePWLjxo2MGzeu0OPl/d+//fZbXF1di17gBxgYGBASEsLVq1cxMjIq9Hh5BWG9evXw8fFRgsKiR5qwuwoVwKhRo4qlNPxLUGlVDqVJa2miOAJSX4pKq3KQBwXj4+M/aXUoDwgVl69/9erViYqK4uHDh3z33XcFnvvw4UMg/4dFZaPS+nX8/vvvODs7M3HiRNTU1OjatSsWFhb07dsXXV1dpb63ipLJu3fvkMlkVK9ePdfrmZmZnD17Fl9fXxITE9HV1aVHjx60a9euWHTGxsby4sULOnfunOv17Oxszp49i5ubG2FhYWhoaNCkSRP69+//ye+dsklMTCQgIICQkBCSkpJITU0VK7J0dXVFS57ioH///pQvX54lS5aUGleInJwcgoKCaNiwYZ5jd+/ezTMH+vTp81kOGcVBeno6r1+/Fr9bUtt1FkRcXBzJycmkpqaKFa+F6fMiBbGxsSQlJaGnp1egxbychIQEAKpUqaJsaXkoTVpLA6mpqbi5uXHz5k38/f3zvb42bdoUU1NTunfv/slKY2UQEBDAhQsXuHPnDv7+/sTGxpKcnEyZMmWoWLEitWrVQl9fn7Zt29K7d+98e1FJwatXr/D19UUQBFq3bp2rSjwmJoY1a9bg6OgoVpJ3796dmTNnFosVrpqaGsbGxpw7d07y9y4s5cqVw9jYGEdHx+KWopC+ffvy5MkT/vjjD2rXrk2fPn1yHS/omSQ2NpY//vgDQRAwNzdXttRctG3blhYtWtCiRQvRBvW///0vrVu3pk2bNnnOd3FxYdGiRQiCwKBBg5Sub9q0abi6urJ9+3YiIyOZOXPmZ9khent7s2HDBs6dO4eamhozZsxQutbCUK1aNaysrLCyssLb2xsnJydcXV3x8vIiIyNDUi1aWlp06tTpi5PHlY2NjQ2nTp3i9OnTpKWlsWTJEvF6OW/ePM6fP8+iRYto3rx5LqcpgNOnT7N06VIEQWD8+PFK1/rTTz/h7e3N77//TmZmJuPHj/+satCsrCz2798vXge+JLhYWHr27Mnu3buZOXMmp0+fpk6dOp89Njo6mhkzZiAIAr1791aiyqJFVUGoQoUKFUpCGRWEdnZ2JCQk5OobtmrVKgRBYO7cuUX2PkWBSqt09O/fn5s3b/LXX39hbW0tvq4oS2/Pnj3Y2Njw3XffcfnyZcm1/vzzz5w8eZL27dtjb2+vsM8EvN+U6d+/P/fv36dv374cPXpUYqUqrUVFQkICly9fxsnJiStXrpCQkICBgQF9+vShX79+fPvtt0rXoKL4yM7OxtbWlv3794s9crS1tZk9ezaWlpZERETQv39/Xr58CeS2pu3Tpw/bt2//IsvnLyE+Pp758+dz4sQJWrZsmSvz+8WLF4wZMwZ/f39RJ5BL6z///CNpEC4+Pp7du3dz/vx5Hj9+LGrKD0NDQ4YNG4alpeUXWft8KfJ7kaamJqtWrZJkE+JLyczMZO3atezcuRNdXd1ccyAqKoqff/5ZYUVAmTJlsLS05K+//pLUtjEwMJDDhw/z5MkTZDIZrVq1wtLSUrSaXrVqFVu3biUxMVEc07x5c/744w8GDBggmU45d+/e5cKFC7i7uxMQEEBSUlKeczQ1NWnSpAkmJiYMHTqU9u3bS64T4MSJE9ja2orf+TJlytC7d2/mz5+PgYFBvuOqVq2KmpoacXFxUkktVVpLAzk5OaxZswY7OztxDV3Q9VV+H6hevTo2NjZMnz5dCpkkJiYya9YsTp06hUwm++Q9QK6zffv2LF26lC5dukghE3gf/Pvll19wcXHJ9fpPP/3E+vXriYiIwMLCgqCgoDy/R4UKFdi3b1+xbLRu2LCBdevWcfXq1Tz2fSWN5cuXY2tri6enZ4mrcnr37h2mpqa8fv0aQRCoUqUK9erVKzDosn79ep4/f46joyPx8fFUr16dW7dufbKVQlHQpEmTPE47giCIa1QDAwPc3d3FY/7+/lhZWeHl5YVMJqNZs2a4ublJkpC7detW/vzzT9FmumbNmrRu3Vq0YtTQ0CA9PZ2kpCTCwsLw9fUlNjYWmUxGmTJlWLFiBb/88ovSdcLXO4olJSXh7u4ueS/tP/74gy1btpTI7xaAp6cnY8aMITo6WuxF3K5dO+rVq0dISAj79+9HEAS6du1Kq1atyMzMxNPTU1w7/vjjj2zdulUSrT/++CP29vYIgkD16tUxNTWldevW6OjoULlyZdTV1cnIyCAxMVGcr25ubmKS6ZAhQ9i3b5/SdUZGRtKlSxdiY2OpXLkyo0aNwtzcHAMDA7755ptchS85OTlERETg4+ODi4sLx48fJz4+Hi0tLTw8PL6o32JxoAoQqpCcyMhIvLy86Nmzp2iDlpiYyOLFi3FzcyMnJ0d8oCnubEaVVpXWr0EZAcJvvvmGtLQ0wsPDxQVnSbVuVWmVjhMnTjBp0iQ0NTVZt26daHvy8e8QEBCAubk5cXFxrFu3jokTJ0qu9cWLF3Tt2pXMzEz09fWZO3cu5ubm4qZ6fHw8Li4urF69mufPnyMIAk5OTnkqeVRaS6fW7Oxsbt68ibOzM05OTrx69QptbW369u1L3759MTMz+6RFqorSQ05ODiNGjODq1at5NvwEQWDt2rVcuXIFJycnqlatiomJCbVr18bf3x8PDw9kMhkdO3bEycnps6phvoakpCR69eolPiybm5tz+vRp4P3GprGxMeHh4airqzNgwACaNWtG+fLlefDgARcvXiQ7O5sOHTrg6OgoSYDo+vXrWFpa8vbtW/GzrVq1Kjo6OlSsWBENDQ3S0tJISkoiPDxcDBAJgkCdOnXYt2+fZJvD8ntR06ZNefHiBWZmZmzevLnEVdxlZWUxbNgw3NzckMlkGBkZce3aNeD9/OjRowcvXrxAJpPRvn17mjVrhqamJg8ePODhw4cIgiBpksjhw4eZOXMmmZmZuQLWNWrUwN7eHmdnZ5YuXSqer6mpSVpamnjeokWLsLGxkURrREQEkydPFoOrnwpkwL/BjJ49e7Jt27ZPOiQUJUuXLmXdunUKdZYvX569e/fmu0Ep9fqxNGktDeTk5DB8+HCuXbuGTCZDW1ub7t27Y2BggK6ubp7ra1hYGH5+fri6uhIWFoYgCPTr148jR44oVWdGRgbff/89Pj4+qKurM2zYMDp16oSGhgaPHz/m8OHDJCYmMnPmTIyMjAgKCuLBgwe4uLgQHx9PmTJl+Pvvv/n555+VqhPeXz+7d++Ov78/MpkMHR0dypQpQ0hICIIgMHHiRAICAnB1daVbt25MnToVPT09QkJC2LJlC7du3aJy5crcvn27xN03ShKZmZmkpKRQpUqVEunaFBUVxe+//469vT1ZWVmfvPbIW2jIZDLq16/P3r17v8jq70tJSkrC39+fly9f5vovMDAQPT09bt++LZ7r4uLCsGHDAOjduzdbt26VNCjw8OFDbG1tuXLlSp4KO3lg80PKlStHr169mD179mdVHBYVpfWe8+rVK548eYKZmVmJbZkRGxvL+vXrOXDgAPHx8cC/66gP//4fzgcdHR3mzp0reeLeli1b2Lhxo2gVW9D1Sq5VS0sLGxsbrKysJNEI7wP/EyZMwMfHJ5dGNTU1KlSoIAYzU1NTxQC9XHObNm3Yu3dvofvBFieqAKEKSVm+fDnr168nJyeHFy9eiDfNAQMG4O7unuvhtm3btri4uEjWgFalVaW1qFFGgFDuhT1y5EhMTEwAsLKyQhAEtm3b9lkbLnJGjx5dZLoUodIqLWPHjuX8+fMIgkDLli3p1KkTu3fvRhAEli9fjo+PD+fPnyc1NRVjY2Ps7e1RU1MrFq3Ozs5YWlqSlJQkLrYqVaqEIAjiJrY8q3HlypVMmTKlWHSqtCqfp0+f4ujoiLOzM15eXpQvX57u3bvTr18/evfuLemGsIqiR96HRUNDg9mzZzN06FAqVaqEh4cHs2fPJiMjg5SUFPT19Tl//nyurPB79+7xww8/EBcX98W9KgrDkiVLWLduHbVq1WL79u25bKzkPVoaNWrEyZMn81idPXr0iCFDhvD27VtWr16t9O/WkydP6NGjB6mpqejr6zN16lTMzc2pV69evmOCg4NxcXFh+/btPHv2jEqVKuHq6ipJRYR8QygqKoqlS5eydetWypUrh7W1NbNmzSoxmy0bNmxg0aJFVKhQgb/++ovRo0eLdoGrVq1i5cqV1K5dm71799KtW7dcY52cnJg4cSKpqan8888/jBw5UqlaHzx4gLm5OdnZ2TRt2hQLCwvxu3Xt2jUMDQ15/fo1GRkZLFu2jFGjRlG5cmVCQkJYv349e/bsQRAErly5ovQKvbi4OLp160ZoaCjq6ur0798fc3NzDA0N0dHRESscPgy4+Pr64uLigoODAxkZGTRs2BA3NzdJEgfd3NwYOHAggiAwYcIEbGxsqFOnDt7e3ixduhQPDw80NTVxc3NTuMaXcgO0NGktLdjZ2TF//nwqVKjA2rVrGTly5Getl2UyGSdOnMDGxoaUlBRsbW2ZNGmS0nSuW7eOJUuWULt2bc6dO0fr1q1zHQ8ODqZv377ExcVx8+ZNGjVqBEBKSgrr1q1jzZo1lClTBkdHR6VbZMuvn3p6ehw4cEAM8nh7e/Pjjz8SGhoKvO9T5+jomKcyo3fv3ty7d49ffvmFVatWKVWrCuUTHx/Po0ePiIqKYvjw4fmeN2LECPT09DAzM8PCwqJE7QnFx8fncreQP2cPHjw4z3dRSlJSUvD09MTf35/Q0FCSkpLIyMgQLbz19PRo2rQpHTt2zNdtRpn069cPQRBwcHCQ/L3/r5Cdnc2dO3d4+PAhAQEBREdHk5ycTE5ODhUqVKBmzZro6+vTqVMnOnbsWGzJBBkZGXh4eODu7s7Lly8JCQkhOTmZ9PR00cK7bt266Ovr061bN7p27SqpQ8eHODo6cubMGW7evCm64ShCR0cHY2Njhg4dKnmVa1GgChCqkIzTp0+L1Sp16tTh7t27VK9enZs3b2JhYUH58uVZuXIl6urqLFiwgHfv3vH3338zefJklVaVVsm1FgXKCBCuXLlStL78WpS9GaDSKi1ZWVksW7YMOzs7MjIycmWHfWiJMnLkSNasWSOpvZwiQkNDWbt2LefPnyc2NjbXsfLly2Nubs6sWbOKrQfZh6i0SkNMTAxOTk5in4m0tDSMjIywsLBg+PDh6OnpKfX9iyIAJQiCJLYnpUVr79698fT0ZPHixcycOTPXsYMHD/Lrr78iCAKHDh2if//+ecbv27ePGTNm0LVrV6X31Wnbti2vX79m3759DB48WOGxEydO0KtXL4Xj5ZXc7dq14/r160rVOnHiRE6fPk3Pnj05cuRIoapus7KyGDVqFJcvX+aHH35g586dSlT6no+DEJ6enlhZWREQEEDNmjWxtrZm0qRJxe4a8d133/H8+XM2bNiQJ5u6U6dOPHv2jN27d4tVAh+zc+dOZs+eLcl8nTBhAmfOnKFnz54cPXo016bJrFmzxAShefPm5bJPl/Prr79y8OBBRowYwa5du5Sq9VMB9oIIDAxk2LBhvHr1iunTp+eqiFQWo0aNwtHRkWHDhrFnz55cx+RVpq6urrRt2xZXV9c8a0cpg26lSWtKSkqR/Bxlb2obGxvj6+uLnZ3dFyX9HT58mKlTp9KmTRuFdsRFhVznzp07GTFihMJzzp8/z9ixYxk5ciTbt2/PdWzp0qWsXbuWwYMHs3//fqXphPeBv6dPnyq811+8eJExY8YgCAIXL15U2APe1dWVQYMGoa+vj5eXl1K1qlChQoUKFfmRnJycb/C9pCQ8fimqAKEKyejXrx+3bt1i0qRJ2Nraiq/PmTOHHTt2YGVlJWaEHT16lF9++YXOnTvj7Oys0qrSKrnWokAZAUKZTMauXbu4fv26aB1w8+ZN0VO8MCg7c0ultXiIjo7m3LlzPHz4kKioKLKzs6lRowaGhob079+/RNocBAcHEx0dTVZWFjVq1KBRo0ZKtxP8UlRapSE9PZ3r16/j5OTEpUuXGD9+vMJN7qJEX1+fqKioXBuohakeBiTbaC0tWuvVq0dCQgJ+fn7o6urmOhYUFIShoSGCIPDixQuFzd9DQ0Np1aoV1apVIygoSKlaa9euTWZmJqGhoXkSKOrUqUNGRgYRERFiRdnHJCUlif1e3rx5o1StTZs2JSoqinv37n1RBeDz58/p2LEjWlpavHjxQgkKc6MoCJGRkcGOHTtYv349MTExVKxYkREjRvDTTz8VW885+d/51atXVK9ePdcxLS0t0tPTCQkJoXLlygrHv337loYNG1K1alWCg4OVqrV58+ZERETg7u6ep8ect7c3pqamCILA/fv3Fd73/fz86NKlC3p6evj5+SlVa5s2bQgKCsLBwaHQaypATCRs2LAh3t7eRS/wI5o0aUJMTAweHh60atUqz/HIyEjat29PYmIimzZtYuzYsbmOSxl0K01a5e/1NQiCoPR+idra2qSmpvLmzZsv2uyT3wsqVqxIWFiYEhS+R1dXV9yozC/pLzExET09PerUqSP2p5QTHh5O8+bN+eabb3j+/LnSdMK/18+goKA8PYXj4+OpV68egiAoPA7vq5AbNGiApqYmkZGRStVaGDw8PAC+6LomNSEhIQClwqJVpVWFCuWRlZVVoqpxVZQcVAFCFZIh3yR68uRJLgspeUauo6Oj2AslNjaWRo0aSbIhpNKq0qoslBEgVERpsgdSaVVREPIsrNKASqu0fGzlowxkMhnOzs7Mnz+fV69eiX1xCttDZP78+UpS+C+lRWutWrXIyspSuIGZnp5OnTp1CrzOpqSkoK2tjbq6OjExMUrV2qxZMyIjI3n+/DlaWlq5jjVq1Ii3b98WuGGcnJws9v9T5qYw/BvIioyMpFy5coUeL//spdpsLeh+mpyczJYtW9i6dSvx8fEIgkDdunUZMGAA3bt3p2vXrpLZYDVu3JjY2FiFAcL69esTHx9f4GeelpaGlpYW5cuXJyIiQqla5d+tD3sny0lISKBu3boIgkBMTIzCjaDU1FS++eYbNDQ0iI6OVqrW0jZf5Z9tVFRUvvfOjRs3snDhQrS0tPD29s41R6VcP5YmrQsXLuTEiRMF2nN9DvJEPmXRsGFD4uLiePbsGd98802hx0dFRaGvr0/16tV5/fp10Qv8/+jp6ZGUlFTgfUl+TSpXrpzY60mOPJApxTVAHsxUlAwUHR1NkyZNEARBrCr/GPm+gBT318JQtWpV1NTUlB60LgpUWpVDadKq4ssIDAwU+5O3bNkyV9LV8+fP2bp1Kz4+PiQlJaGjo4O5uTkTJkyQ1K1JngCiKGkwKiqKLVu24OzsTGBgIFlZWVSuXJlvv/2WH374gZEjRxZbwPDp06e4u7vj7+8vWoympKSIFqN6enro6+tjamqqMAlKahITEwkICCAkJISkpCRSU1NFrbq6uujr61OtWrXilvnFqMLGKiQjOTkZIFc/Ifniu1y5crmyheWZuUlJSdKK/P+otCqH0qS1NDF37tyvzsj9+++/sbS0VPhQVpSotCoH+cNJZGRkqQkEZWVlsWfPHi5evMizZ8+IiYlBJpMRFxeHv78/u3fvZsqUKTRs2LC4paq0FiFF3TumKKsKBUGgb9++NG3alPbt2yOTyZg8ebLSkzy+hNKitXbt2oSHh+Pn55enx1G5cuVyuQko4uXLl8D7hBtl07FjR+zt7Tlw4ABz5szJdaxTp044Ojpy48aNfHtKXLlyBUCS75auri6vXr3C09NT7JtbGO7evSv+nOKmYsWKzJ07FysrK44fP86BAwd4/PgxdnZ22NnZUbZsWZo1a0bbtm3ZunWrUrUYGhpy/fp1zpw5g6WlZa5jbdu2xc3NjXv37im0wIN/q0mUbYcM720WExISePPmTR7LzsqVK9O2bVuAfDd95MGC/Cpii5IaNWoQERHB69evadasWaHHyxMFPw7aKouqVasSGxtLZGRkvlUhU6dOZe/evbx+/ZpFixZ98lqmLEqT1qVLl7JgwQLmzJnDvn37EASBs2fPljhnizZt2uDq6sr69etZvXp1ocdv2LABQOlW7vr6+jx8+BBnZ+d8bY/l16QPE3PlXLt2Ld9jRU3z5s25f/8+9vb2ea6tFy5cEP///v37Cm287927B0CDBg2UqvNLKKx7Q3Gi0qocSpNWFZ/PmzdvmDJlCjdv3sz1+uDBg9m+fTve3t4MHTqU5ORkcQ68ePECNzc3tm3bxokTJyTrR9m+fXuFgWp3d3fGjh1LXFxcrnmakJCAm5sbN27cYOfOnRw+fFiStaucY8eOsWbNGvE5r6DvkHw/rtn/Y++8o6K6vr/9XJCmBGJDwV7AaASNWANiwwbEGo3lFxtWrJgomhh7VGKNBb921CjR2AlFJQoqsWFFRQUsgHRQmnTm/cN3Jk4oimHuQHKftbJWmHsP83G4c+85Z+/92c2aMX/+/EJtIFRNSkoKu3bt4uTJk9y9e/ed33cLCwsGDx6Mo6Oj2lv6lBYpQCghGjVq1CAuLo5nz55hZmYGvJmYymQy2rVrp7SpLbdmUpeHr6RV0nrw4EGA9+494eHhgaGhIXZ2dorXXFxcSl3N8SF89913//h3uLq60q9fP5UHsiStqqF+/fpERkYSHh5O8+bNVfpeZUF4eDiDBg3i+fPnSpMs+QQwPT2drVu3snfvXnbs2FFkbzKxkLSWLStXrixV4F3eO7O411VhO9qkSRMsLS0rRJ+b8q61Q4cOHD9+nAULFuDp6VkoGPGuHsM///wzgiBgaWmpSpnAm55sXl5erFq1iipVqjB58mQ0NDSANz3dfH19+eGHH2jfvn2he/qTJ0+YP38+giAUu1FblvTr148NGzYwdepUDh06RIsWLd577IMHD5g6dSqCINC/f38VqiwdBgYGTJgwgQkTJhAcHMzevXs5c+YMz58/5969e9y/f1/lAcLJkydz7tw5FixYQO3atbG3t1ccmzZtGv7+/ixcuBBvb+9C13JycrLiGvjiiy9UqhOgRYsWXLlyhV9++YXFixcrHRMEgYCAgBLHy+37P8SitrTY2Nhw6NAh5s6dy6+//lqo4rEksrOzmTNnDoIg0LVrV9WJfIs2bdpw9uxZtm/fzrJly4o8R0tLi3Xr1jFw4EB27NhB165dla4XsahIWgG0tbX56aefOH78OKmpqRgbG1O/fn21aCmO6dOn4+/vz7Zt24iLi2PWrFmKgHtJ3L59mw0bNnDixAk0NDSYOXOmSnUOHTqUmzdv4uLiQrNmzQptRD9//lyR7Pj2+hTe9PSbPXs2giCIstk6fPhwgoKCWLhwIZqamop75O+//86iRYvQ1NQkPz+fJUuWYGNjo3R/zczMZPHixQiCQJ8+fVSuVUJCQuLVq1f07duXiIgIZDIZRkZG6Ovr8+zZM06cOEH16tW5cuUK6enpWFpaMnToUGrWrEloaCh79uzhxYsXDBkyhMDAQFGSHKFwkC0iIoLhw4eTlpZGrVq1cHJywsrKiurVq5OamsqVK1dwc3Pj9u3bDBw4kAsXLpRqfvahTJ8+nf379yOTydDV1aVt27aYm5srrLm1tbXJysoiPT2d6Oho7t+/T1BQEA8fPmTMmDGF2lWpkvPnz+Po6EhycrLi8zU0NFQ4xrytNSYmhrS0NO7cucPdu3fZsmUL7u7uCoe8ioBkMSohGqNGjeLUqVMMGjSI3bt3k52dTa9evbhz5w7Lly9n2rRpinPnz5+Pm5sb7du3V2RkS1olrWJSWruI+vXro6GhoVIrGVUilh1qWSBpLcz27duZM2cOEydOVFtm+PuSkpKClZUVkZGRNGnShDlz5mBpaUm7du0UNlepqak4Oztz5MgRdHV1CQwMLFQhIWmtmFr37dtHZGQka9euJT8/n0qVKtG8eXPq1q2LlpYWERERhISEkJ2djYaGBv379y9xsbJ161aV6Jw7dy7bt2/nypUr5f5eU5613rx5k549e5Kfn4+JiQkODg40aNCAqVOnFjsmOjqa8PBw9u7dy2+//YYgCBw7dozu3burXO/27dtxcXFBJpNRt25d7O3tadOmDQ0aNMDLy4uNGzdiZGTEuHHjaNmyJTk5OVy9epWDBw+SlpaGhYUFf/zxh8orudPS0rCxseHJkydUqlSJnj17Ymtri7m5OSYmJujr66OtrU12drZigR0cHIyfnx9+fn7k5eVhampKQECAKIlY/8TG8MmTJ5w7dw5/f39++eWXshf3NxYtWsSGDRsQBIH27dvTv39/LC0tqV+/vqJnYosWLZg2bZrSNeDm5saLFy+oV68ef/75JwYGBirVuXv3bpydndHU1MTJyYkhQ4bQoEGD97I2On/+PKNGjSItLY0lS5aoPJARGhpK165dycjIoF69ekyaNImePXuWWE348OFD/Pz82L59O8+fP8fAwICAgAAaN26sUq3wppf0iBEjEASBUaNGMXr0aJo3b16k1e23337Ljh070NXVZeXKlYwePZpq1aqJZttZkbS+zYgRI/D29i6Xzy2ALVu28MMPP1BQUABA9erVadmypaLP7N/vr/fu3SMpKQmZTIampiYrVqxg8uTJKtWYm5tL3759uX79Otra2jg4OPDZZ5+RnZ3No0ePOHXqFNnZ2dSuXZvAwECFg8+gQYMUCbrNmzfn7NmzxfZVLSsKCgoYPHgw586dKzLpy9XVlVu3buHh4UHz5s0ZO3YsdevWJSIigl27dhEaGkqNGjW4evWqkhORuqlI7SgkraqhPGh9/fp1mfwesezcKwLLly9n9erVGBsbs3v3bkWQJzo6mq+++org4GAAunfvzpEjRxQJhfBmTd67d28ePnzI3LlzyyTp/F0UdR3OnDkTd3d3zMzM8PX1LTJhPS0tjb59+3Lv3j0WLlzI7NmzVarzwIEDODk5oampydy5c5kyZcp7tRBJTU1l27ZtrFq1ivz8fHbs2MGQIUNUqvXBgwd0796dzMxMTE1NcXJywtbWtsSkpoiICPz8/Ni2bRsPHz5EX18ff39/UZLxygIpQCghGlevXqV3797Am14UBQUFJCQkoK+vz927d6levToXL15kyZIlikz4FStW4OTkJGmVtKpcW2RkJBEREYqf7ezsEAQBb2/vd5aRR0RE4OTkhI6Ojsp7zqgKKeimGsTUunLlSlavXs348eOZMGFCuZ2IuLq6smLFClq1aoWXl5diU6Koie3kyZPx8PBg7NixCssmSWvF1pqcnIy1tTXR0dGMHTuWb775ppClSXx8PGvWrGHbtm1YWlri6+srunXunTt3CAwMZPjw4aLZ2n0o5V3rkSNHmDlzpsIy/F0bKfJeRfJn77fffssPP/wghlTgjR3PDz/8wK1btwCK3Mx8G3k16+DBg1m/fr3KA0NykpKSmDp1Kj4+PsC7dcJf2cUODg5s3LhR5dXtcsrDBlpp8PDwYOnSpURHR793xbNMJqN9+/bs2bNHFJumgoICRowYgY+Pj0KjIAglJrYNGTKEkJAQoqKikMlktGzZEj8/P1Eyxi9fvsyYMWOIjY1V6NXS0sLY2Bh9fX20tLTIyckhPT2d2NhYcnNzgTefq7GxMXv37i1kU6xK5MG0tz/bXbt2MWjQIKXz8vLyGDFiBKdPn0YQBD766CNSU1NFvd4rklY58s3Xq1evltv5/K1bt1i9ejVnz54lJydH6ZggCIXWhzo6OvTq1Ytvv/32vSoOy4JXr14xadIkRUWw/BqQa2vSpAkHDhxQchexsrIiNDSUkSNH8uOPP4oWFMjNzWXFihXs3r1bcb1Vr16d7777jvHjx5OSksKgQYMICgpSuu/KZDKqVavGoUOHaN++vSha35eK9GyTtKqG8qBVruGf8K75Q1nRqFGjMtEaHh5eRoqKplOnToSEhODu7l6oytrHx4dhw4YhCAKnT58ucm5y5swZhgwZgrm5eSGLUlVQ1HXYsmVLoqKiOHz4cJHWzXLOnTvHwIEDsbCw4OLFiyrVaWtrS1BQUKHikPdl8+bNfP/993To0IEzZ86oQOFfjBs3jqNHj9KzZ08OHjxYqr2IvLw8hg8fzpkzZxg6dCg7duxQodKyQwoQSoiKu7s7Li4uZGVlAW/sIzdv3qxYwGzatIkFCxYAb+xojh8/rraGqZLW/5bWlStXflCfCTlym1Q/P78yVCUeUtBNNYil9auvvgLg7t27xMTEAG++Wx9//DGamprFjrt7965KdRWFlZUV9+/fx8vLCysrK8XrRU1sQ0JC6NixIw0aNJC0/ku0zps3j61btzJjxoxi7dDkLF68mA0bNjBv3jyVWIlKiEdSUhJHjx7lxo0bxMfHc/z48WLPNTY2BqBz585MmTKFbt26iSVTiVu3bnH69Glu375NWFgYCQkJvH79mvz8fKpUqUK1atUwNTWlU6dO9OvXT21JGcHBwRw/fpxLly4RGhpKcnJyoXOqVauGmZkZ1tbWDBw4ULSeKHLKwwZaacnJycHHx0dxDYSHhyvmrnK0tbVp1KgRnTp1on///qJUub6NTCZj9+7d7Nu3j3v37pGXl0dKSkqx55uYmJCRkYGmpiaDBg1i9erVoiYVvH79Gnd3d06cOEFQUBD5+fnFnlupUiXatm3LwIEDGT16tChBzL9z4sQJNm/ezM2bN8nPz2fPnj2Fgm4A+fn5uLq6smXLlvdOhPgva4U3waLXr19jYGDwjzeLVc3r16+5evUqoaGhREVFkZ6eTk5ODtra2ujr61O3bl3MzMxo37692ipwrly5wu+//05oaCg5OTkYGxvTtWtXBg4ciJaWltK5165do2XLlmrTWlBQQGRkJBoaGpiYmCitU7Kysti5cyc+Pj7ExsZSo0YNunTpwqRJk0RLaCkN8oRiLy8vdUt5Jy1btkRDQ0Mta5TSImktHQsXLuTw4cOKPYAPpaT5Q1kxZswYfHx8Cs2nSoMYzyxjY2MyMzN5+vRpoXlSXFwcZmZmCIJAREREkYmBSUlJNG7cmCpVqhAdHa1SrVD0PLtmzZrk5uYSHR1d4v0+MzOT2rVri6K1Xr16pKWl8ezZs/dyvPg7L1++pGHDhhgYGBAZGVn2At/CzMyM+Ph4rl+//kFrvEePHtG+fXtq1arF48ePVaCw7JEChBKik5iYyOXLl9HS0sLS0lKpR5uPjw++vr7Y2NgwcOBApVJtdSBpVQ3lUaubm5uSVV1ERASCIFCvXr13jhUEgYYNG7Jq1apS9QEqT0hBN9Ugltb3sWb4O+rarDUxMeH169ckJCQobVoUNbHNzs7GyMgIbW1tEhISJK3/Aq0WFhZERETw4MEDTExMSjw3JiaGTz75BFNTU5X32Cuu12F55N+uNSYmhlq1aql9rlJRyczMJCMjg+zsbHR0dKhSpYpagitvI3doKG+9xkpLWlqaIkhcuXJlDAwMys11mpubS3JyMrVq1Sr2nA0bNlCvXj1sbGxE6ZFdEllZWTx9+pTIyMhC12u9evVo3LgxOjo6atUoJz09nefPn1O7du0SgxSZmZn4+/tz584dXrx4waZNm0RU+YaKpFVCQkJComzIyclhzpw5uLu7IwgCx48fp0mTJqX6HWLN0ZKSknBycsLX1xdBENiyZQsNGjQo1e+wtrZWkbo31KpVi+zsbMLCwgrZGufl5VG9evUS91LkgSxdXV3i4uJUqhWKXu+bmpqSkJDAixcvSmwnIA9m6unpqdwNrX79+qSmphYZeH0fXr16RYMGDTA0NFRyf1MFRkZG5OTkEBcX90HzUfl+i1jXQFkgBQglJCQkiqAiZrv/E6Sgm2oQS+uHWleoenJdFA0aNCAlJaXQhLuo71xERATm5uaiTAIlreIgz2aMj49/p1VHTk4ONWvWFGVi3bBhQ/r06YOdnR09evQQpS/bh1LRtPbu3Rt7e/tyr1VCQkJCQuJ9kAe01c3BgwfR09NjwIAB5T5xqCJplSgf3Lt3D0B01wN4035GR0cHIyMj0d/7Q8nOzsbU1JTU1NRy299VTmpqKmZmZmRlZZVLrW3atOHJkyfs27ePfv36FToeEhICoGTf/DYBAQH069ePhg0bcufOHZVqhaLX+xMnTuTw4cP88ssvODg4FDv26NGjjBs3jubNm3PlyhWV6uzduzdXr17lhx9+4Jtvvin1+A0bNrBo0SI+//xzRYsFVfHZZ5/x9OlTTp06hY2NTanHX7x4EQcHB5o0acLNmzdVoLDsUY/HoISEhEQ5Z/jw4dLiRaLCoI5A34ci9+I/dOgQU6dOLfFcuWWvuhYNktayp2rVqsTHx3Pr1q139pOS94ATI6g0d+5cfH19GTduHBoaGlhZWWFvb0/fvn2pU6eOyt+/NEha1ceZM2fw9fVV2E1Wq1aNzz77jMGDB5c6U7usCQkJITQ0lIiICDIyMsjMzFRY4NWpUwczMzPMzc3Vos3CwgI9PT1Wrlwpug3nf4W4uDguX75MRkYGDRo0oF27du8MYHh7ewNvbPLUQXJysqKC8PXr14oKwrp161aITdmcnByCgoIUVojt2rVTa7VuXl4ed+/eVVwD71MNos4N+Hcxf/58BEFgxYoVatPw4sULvLy8FBbO8utV3uNPT09PcX+1sbGhX79+73RHKEumTJmCIAjs3LmTXbt2Ubt2bdHeu7S8rXX37t0lVjuXF548ecKDBw+QyWS0aNFC6Tn/6NEjtmzZQnBwMOnp6ZiYmGBra8vYsWPR19dXi96QkBAuXryodK3+/d5qampKly5d+PTTT9WisTRYWVmhoaEhSm+8vyO3Dp09ezYLFiyoEPtCOjo6WFtbK57t5RkDAwOsrKz4448/1C2lSGxtbdm2bRtz586ladOmhVzCigsMwpu5wcKFCxEE4YMCS/+E/v3788knn9CiRQtsbGz47bffmDt3Lq1atSrSGe3evXt8//33CIJAnz59VK5vwoQJXLlyheXLl5OSksL06dPfy9EiISGBzZs3s2nTJgRBYNKkSSrX2q9fPzZs2MDUqVM5dOhQqZziHjx4wNSpUxEEgf79+6tQZdkiVRBKqIS2bdsSFham1Oy2pKyF4hAEAU9Pz7KWp4SkVTVUJK0SUlWeqlCFVjc3N1JTU5V6sq1atQpBEHBxcSmz91EVhw8fZsKECejq6rJu3TpGjhwJFM58Cw8Px9bWlpcvX7Ju3TrGjRsnaf0XaB0/fjy//fYbbdu2xdPTs9ieCJmZmTg4OHDjxg369u2Lh4eHKPpSU1M5c+YMPj4+nD17ltTUVMzNzRUVe5999pkoOt4HSWvZY2pqioaGBo8ePVJ6PSYmhtGjR3Pt2jUAxeYwvJmnaGhoMG7cOFasWFGqJvb/lCdPnrBx40Y8PT1JSkp65/nVqlVjwIABzJo1S1S7T/l9SBAEnJ2dmT9/fqG+WBIfRnZ2NnPmzOGXX36hoKBA8XrNmjX5/vvvGTNmTLFjDQ0NRd18LSgo4NixY5w6dYqLFy+W+L4GBgbY2NgwePBgtVQcRUVF4e7uzr179xAEAQsLC8aPH6/YyDp+/Dhz585VsumuXLkyzs7OzJkzR1StAGvWrOHnn38mLS1N8Zq5uTmLFi3C1ta22HFiXwOlQZ1uLhkZGbi4uPDrr7+Sl5endM8vDkEQ0NLSYtSoUfz444/o6uqqXKf8M4I3CViurq4MHTpU5e/7IVQkrS9evGDSpEmFHFoGDBjAtm3buH37NoMGDVIKFsOba8DExITDhw+LGnT/9ddfWbNmDWFhYQAlXq/yv0GzZs2YP38+AwYMEEPiB6HOe4C8fYcgCHTs2BE3NzcaN24suo7Ssnz5clavXs3Vq1fL/V7J4sWLWb9+fbnUGhMTg7W1NYmJiQiCQIsWLWjYsCEHDx4sdsyRI0d4/Pgxhw8f5unTp+jp6XHhwgXMzMxUrvfv7Wb+Pmdq06YN586dU/wcFRXFwoUL8fLyIisri9q1a3P58mWqVaumcq3z5s1j69atCIKApqYmFhYWmJubY2Jigr6+Ptra2uTk5JCWlkZ0dDTBwcEEBweTn5+PTCZj+vTpLF++XOU609LSsLGx4cmTJ1SqVImePXtia2tbSGt2djbp6ekKrX5+fvj5+ZGXl4epqSkBAQEVxkFHChBKqIS2bdsSGhqq9EAvrz2yJK2qoSJpLYm4uDiCgoLo2bOnYtMvLS2NxYsXExAQQEFBAb1792b+/PlFNiiuKPzXg26qQhVaa9euTVZWFjExMYpM9YpmiTtq1ChOnjypmHB37NiRXbt2IQgCy5cvJzg4mJMnT5KZmYm1tTWenp5q6/MkaS1bHj9+jJWVFbm5uZiamuLi4oKtra2iUXlKSgp+fn64urry6NEjBEHAx8eHTp06iaoTID8/n0uXLuHr64uPjw9Pnz7F2NiYvn370rdvX7p27SpqMKgkJK1lQ1H30vT0dLp160ZoaCgAPXr0wNramurVqytsnHx8fMjPz8fe3p4DBw6IovXgwYM4OzuTnZ2NTCZDR0cHMzMzTExMqFKlimLRmpaWRkxMDKGhoeTk5CAIAnp6emzZsoVBgwaJolX+udrY2BAQEEDz5s3ZtGkT7dq1E+X9/60UFBQwcOBAAgICkMlk1K9fn5o1axIWFkZKSooiILto0aIix4s5d7h//z6jR48mLCxMafO6SpUqius1KytLUf0qR/4827t3L6ampirXCXDixAkmT55MVlaWQqsgCBgbG+Pp6UlISAijRo2ioKCAatWqYWJiwosXL3j58iWCIPD111+L2tNv0qRJHDp0SHEfMDAwUAQuNTU1Wb16NY6OjkWOLc/zR3Vpy8rKolevXty9exeZTEbbtm2xtbXFwsJCsSmopaWldH+9d+8ef/zxB9evX0cQBCwtLfHx8VH5s0z+Gf3+++84OTkRERFBjx49WLVqlWjfl/elomh99eoVNjY2REREIJPJMDIyQl9fn2fPniGTyXB0dOTKlSvcu3cPS0tLhg4dSs2aNQkNDWXPnj3ExsZiYmJCYGCgKJvt06dPZ//+/chkMnR1dWnbti3m5ubUqVNH6d4q38C+f/8+QUFBZGVlIQgCEyZMYPXq1SrXCfDDDz+U6vyNGzciCALTp09XvCYIAkuXLi1raYWQX6/z5s1jzZo1VKpUiXnz5jF16tRyneCUm5vL69evMTAwKPdVj0lJSURHR9OsWbNys0Z5m4cPH+Lk5MSNGzeAd+9LmpiY8Pr1a2QyGQYGBmzfvp2+ffuKojUrK4vw8HDCwsIK/ZecnEyLFi24fPmy4nw/Pz8GDx4MvKmWdXd3F/U+7OnpiaurK8HBwYrXirpe354vtmrVinnz5onqepGUlMTUqVMVdqbv852Sa3ZwcGDjxo0l9oMub0gBQgmVsGTJEkWD061btwJ88IaJvApCVUhaVUNF0locy5cvZ/369RQUFPD48WNF1vAXX3zBxYsXlTYNWrdujZ+fH5UqVUzn5v960E1VqEKrubk5kZGRDBs2TGFbIbft2bp163tlOcsZMWJEmekqDXl5eSxbtgw3NzfFhvXb3yeZTIYgCAwbNow1a9aozapH0qoafH19cXR0JD09XTHR1tfXRxAERfWDTCZDU1OTlStXimIj8j6EhITg7e2Nr68vQUFB6Onp0a1bN+zs7Ojdu3ehJvbqRNL6YRS1Ib1q1SpWrlyJoaEhHh4eWFlZFRp3584dBg4cSHJyMjt27GDIkCEq1XnlyhXs7OzIz8+nc+fOzJo1CxsbmxI3WHJycrhw4QKbNm3C398fLS0tfH19adu2rUq1gvLnun37dhYvXszr168ZMmQIixYtom7duirX8G9k7969zJgxAx0dHbZu3arY7MnMzMTV1ZX169cjCAIHDhzA3t6+0HixAjCRkZF07tyZly9fUq1aNUaPHq3Iwi4qefDly5fcv38fPz8/9u/fT2JiIjVr1uTSpUsqt1C8f/8+Xbt2JScnh5YtW9KnTx80NTXx9fXlzp07fPLJJyQnJ/Py5Us2bNjAyJEjFc/XvXv38s0335Cfn8+RI0dKrNwrK06ePMmoUaPQ0NBg4cKFODk5oaOjQ0xMDAsWLODIkSNoamri7e1Nx44dC40XMwhX2uqbpKQkBEFQCrIIgkB4eHhZS1Ni5cqVrFq1iho1arB3795S2fhfvnyZUaNGkZCQwPfff6/yatK3/34ZGRksWLCAPXv2UKlSJb7++mucnZ1FrRYviYqiVV6BZWxszO7du/n8888BiI6O5quvvlJsaHfv3p0jR44oJdqlpKTQu3dvHj58yNy5c/nuu+9UqvXAgQM4OTmhqanJ3LlzmTJlynslZKemprJt2zZWrVpFfn6+KPMWUK4iBRTrkuJ4ew3z9vli3K/evl7v3r3LlClTuHfvHo0aNWLhwoWiJVhJqJ+QkBBu3LhBfHw8s2fPLva8Tp06YWxsTLdu3Rg5cqQoCQLvw6tXr4iNjVXaj7p27Ro7d+5kwIAB9OnTR23JzeHh4QoL76ioKNLT08nJyVG0SKhbty5mZmZYW1urtYI3ODiY48ePK7QmJycXOqdatWoKrQMHDiyX1u3vQgoQSkhISBSBvFkvgJGREdeuXaNq1apcunQJe3t7RS8dLS0tFixYwKtXr/jpp5+YOHGimpV/GP/1oJuqUIVW+cZFWWQFqjtjPCEhgRMnTnDr1i3i4+PJz8+nWrVqWFhYKJo6lxckrWVLVFQUa9eu5eTJk4WsEfX09LC1tWX27Nm0adNGTQpLJjExER8fH3x8fPD39ycrKwtLS0vs7e358ssvy1XAQ9L6/hS1Wd6xY0cePnzI+vXrGTt2bLFj5Rt1Xbp04dSpUyrV+dVXX+Hr68uIESMUSVilYcqUKRw8eBB7e/sS7ZLKir9/rk+fPmXq1KkEBgaira3NiBEjmDFjRrm4N5W2wqEoxKpw6NOnD1euXGH+/PlFWox///33bN68GSMjI27evMlHH32kdFys4NCMGTPYu3cvlpaW/Pbbb6XKpn716hWDBg3i5s2bjB07lvXr16tQ6V822Pb29uzfvx9NTU3gTbXm//3f/+Hl5aWoaFm2bFmh8fPnz8fNzU2071b//v0JCAgotgrI0dGRI0eO0KhRI65du1YoiUDMAGH9+vVJSUn5R79DDK3t2rUjNDQUDw+PD6r+8PHxYdiwYTRr1kxhS60qivr7BQQE8P333xMcHIyWlhaDBg3C0dHxnX2fVU1F0dqpUydCQkJwd3cvZL8p/9sKgsDp06eL1HnmzBmGDBmi6A2uSmxtbQkKCmL58uVMmzat1OM3b97M999/T4cOHThz5owKFCqzc+dOFi5cSEZGBoIgYGdnV2JA8+DBgwiCwPDhw5Ve/5B5T2n5+/Wal5eHq6srmzZtIisri6ZNmzJz5ky+/PJLtfaelZCQEJ/MzEwyMjLIzs5W9Hj9N9wHpAChhEooywWRqitcJK2qoSJpLQo7Ozv+/PPPQgvuOXPmsH37dqZMmcKqVasA8PDwYPLkyXTq1AlfX1/RtZYF//Wgm6pQhVaZTMbOnTs5f/68YqPl0qVLCIJQZGVLSXh5eZWZLgmJDyUiIoKEhATy8vKoVq0ajRs3VmzKVgSys7M5f/48Pj4+nD59mjFjxij1CC1PSFpLpqgNTLmtc3h4eImBjeTkZBo1asTHH3/M8+fPVaqzSZMmJCUlERwcTL169Uo9PiIiAnNzc2rUqKHyahwoPgjh6enJ8uXLefjwIRoaGnTp0oXRo0fTp08ftS20a9asSW5u7gePF7PCoX79+qSmpnL79m0aNmxY6HhOTg7t2rXj+fPnzJo1i8WLFysdFys41KJFC6Kjo/H396d169alHn/r1i26du1K3bp1uX//ftkLfItmzZoRFxdHYGAgn376qdKxBw8e0KlTJwRB4Pr160XacT169Ij27dtjZGSksCVWJQ0bNuTVq1fF6klLS6NNmzYkJCSwZMkSZs6cqXRczABhbGwskydP5vz58wiCwLhx44qtwpHJZDg4OCgsKd+mNBV9H0KtWrXIzs5WsvIvDZmZmdSuXRs9PT2Fm46qKOnvd/ToUVasWEFYWBiCIGBqasqgQYPo169foWtbDCqKVmNjYzIzM3n69ClVq1ZVOhYXF4eZmRmCIBAREVFke5GkpCQaN25MlSpViI6OVqnWevXqkZaWxrNnzxRW/aXh5cuXNGzYEAMDAyIjI8teYBGEhYUxadIkgoKCMDExYfPmzfTo0aPIc9Xdg7Co946NjcXV1ZX9+/eTl5eHgYEBX375JQMHDsTa2rpc23rK/8YfMm+UkJD49yMFCCVUwt/tAz4EsRbYklbVUJG0FoV80+XBgweYmJgoXpdXEnh7eyssR+QLATE2BVXFfz3opirE0lqee8j8HUNDQzQ0NIiLiyuX/QbeRtIqLnJLkYpOSkrKB/XcVQeSVmWKupfKN+Di4+NLvD5fv36NsbEx2traiv5fqqKoXrSlQb6BXblyZWJiYlSgUJmSnlEymYxff/2VVatW8ezZM0WPxB49etCtWzdsbGxE7YuSmpqKh4cHq1atIjk5+b2qHIpCjAoHeTAzISGh2J5Iv//+OyNHjkRXV5egoCCljUGx5g5GRkbk5OQQFxeHjo5OqcdnZ2djZGSErq4ucXFxKlD4FzVq1CAvL4/Y2Fh0dXWVjsm/N4IgFHkc3vQBqlWrFlpaWiQmJqpU69t6S7oG9u3bx/Tp0zE0NOTWrVtKiQ7qmD9u376dRYsWkZmZyZdffsnatWuL/H6pa27btGlTEhMTiw28vwt5Aoa8H6gqeddnVFBQgIeHBzt27ODWrVuKtXnNmjXp3LkzlpaWtG7dutQJhv9mrfIAcVhYWCGL87y8PKpXr17iv0MedBPjfiXfrygqmPk+vHr1igYNGmBoaEhERIQKFBZNQUEBq1evZvXq1eTl5eHo6Mjy5csLzWfKY4BQzrNnz3B1deXYsWOKfo7VqlXDxsaGLl26YGlpSYsWLcpV+xn5WvHly5fqlvJOJK2qoSJpLY+EhIQQGhpKRESEome23A61Tp06mJmZYW5urm6ZH0z5uVtJ/KuwsrIqMjiUm5vL1atXFT8bGhpSr149NDU1ef78ueIBbGBgwLhx40R5oEpaJa1FkZGRAaC0MHj58iUPHz5ER0dHqWeP3LIpPT1dXJESEv8fFxeXfxyQ/+mnn3B0dFR5I+X69esTGRlJeHg4zZs3V+l7/VMkraojLy+P3bt38/vvv/Pw4UMSExORyWS8fPmS0NBQdu3axaRJk2jUqJHaNMqrxMsKVVa/SVpVh6WlJf7+/gQHB2NpaVnseXfu3AHebC6qmoYNG/Lw4UP8/Pz44osvSj3+3Llzit+jbuT2YcOGDePMmTPs27eP06dP4+npqagcMjAwoFWrVnh6eqpcj4GBAZMmTaJdu3Z069YNgIULF5bLpKRatWoRFRXFo0ePiu114uDgQJcuXQgICGDq1Kkqt78tilq1ahEZGcm9e/dK/A4Vx4MHD4A3gUZVU7VqVRISEnj+/DnNmjVTOvb2Bnp0dHSR/XDkAfe/27mqiho1ahAbG8vz589p2rRpked8/fXX7Ny5k7t37/Ltt9+yZ88eUbQVx8SJE+nWrRsTJ07kt99+488//2Tz5s10795drbrkdOjQAS8vL5YuXcru3btLPX7p0qUIgkCnTp1UoK50aGhoMHLkSEaOHMmDBw9wd3fn8OHDxMfHc/ToUY4dO4YgCOVis7i8aK1Tpw5Pnjzhzz//pF+/fkrHKlWqxJUrV0ocf/fuXQCV90sFaN68OVevXmX37t188803pR7v7u4OIHqVpoaGBi4uLvTq1YuJEycqnHG2bdtGu3btRNXyoTRs2JCtW7eycuVKPDw82L9/P/fv3+f48eOcOHECAG1tbeLj49Ur9G/I+zpWBCStqqEiaS0PPHnyhI0bN+Lp6VmoLUpRVKtWjQEDBjBr1qxy0Ve3NEgVhBKikZeXx6BBgwgICKBbt27MmzevULP0O3fusGLFCnx9fenatSvHjh1Ti82YpFXSKrcYunbtGmZmZsBffQk7d+6sZHfz9OlTWrduLXr2nRy5nev7WrF6eHhgaGiInZ2d4jVXV1fGjx+v8uCQpLX8Ur16dQIDA1W+Cbp9+3bmzJnDxIkTi+yXU56QtKqG8PBwBg0axPPnz5UWKfJMXbmdXOXKldmxYwcODg5q0VnaSnh51Xtxr6syA1rSWrbaFixYwCeffELz5s0JDw9nyJAhfP7555w6darIKp2MjAz69evHjRs3GD58uMqrx9auXcvSpUv5+OOP2bFjB7169XrvsWfPnmXChAm8evWKRYsW4ezsrEKlbyhtFUBiYiIeHh74+vpy7do1cnJy1FJFYG1tzb1797hy5Uq5DBBOnDiRQ4cO0bNnTw4dOlTsfDksLAxra2uysrJwdnZm0aJFgHjVGbNnz2bXrl1YWFhw9OjRUgX6EhISGDx4MHfv3mX8+PGsWbNGhUph1KhRnDp1ikGDBhUKDo0bN46jR48iCAKLFy9m1qxZhcavW7eOJUuW0LVrV06ePKlSrfAm+Ofp6cmwYcP43//+V+x5N2/exNbWVlG5M2HCBEC9FTr5+fn89NNPrFmzhvz8/EJVROrSduPGDXr37k1eXh5t27Zl5syZdOvWDX19/WLHpKenc+7cOTZu3EhQUBBaWlqcPXv2gyx1S8OHfEbyZN3z589z7tw57ty5Q3JysupE/n8qita5c+eybds2jI2NOXbsGC1atHjvsTk5OfTs2ZM7d+7w9ddfs2nTJhUqhSNHjuDo6IiGhgbTp09n+vTp1KxZ853jEhIS2Lx5M5s2baKgoKDIfotikZ2dzQ8//MD27dvR0NBg1qxZfPfdd1SqVKlcVxAWxe3btxU9tIOCgsjPzy9X7j4VzXFI0lr2VCSt5YGDBw/i7OxMdnY2MpkMHR0dzMzMMDExoUqVKmhra5OdnU1aWhoxMTGEhoYq1ix6enps2bKlWCv18ogUIJQQjbVr17Js2TKGDBnCjh07Sjx3ypQpeHh4sHDhQmbPni2Swr+QtKqGiqT17xsE2dnZ9OrVizt37hRqBD5//nzc3Nxo3749Z8+eFV1raa0C6tevj4aGBs+ePVOtsCKQtJZfxLRuXblyJatXr2b8+PFMmDBBVPu40iJpLVtSUlKwsrIiMjKSJk2aMGfOHCwtLWnXrp1iwZKamoqzszNHjhxBV1eXwMDAYisjVMm+ffuIjIxk7dq15OfnU6lSJZo3b07dunXR0tIiIiKCkJAQsrOz0dDQoH///iXaPaoyaCRpLRvkNndvByR1dXXJycmhoKCAL774gv379yuOZWRkcPjwYTZt2kR4eDg6OjoEBASovIo3NzeXvn37cv36dQRBoHnz5vTs2ZOWLVtSp04d9PX1FYvW9PR0Xrx4wb179/Dz8yMkJASZTEanTp34/fffRXFq+CcbEpmZmVy8eBF/f39WrFhR9uJKwNnZmT179pTbAOG9e/fo2rUreXl5mJmZMXLkSD755BPatm1bKDHpl19+YerUqQiCwMCBA5k6dSo9evQQZaMoLi6Ozz//nKSkJD766COGDx+Ora0t5ubmCstOOQUFBcTGxhIcHIyfnx+HDh0iJSWFWrVqERgY+F6b3/+EGzdu0LNnTwoKCujQoQP29vYIgoCXlxdXrlyhQYMGvHr1iry8PA4dOqTUD8/f35/hw4eTmZnJ9u3bGTp0qEq1AgQGBmJnZ4cgCHTt2pXRo0fTvHlzGjRoUOi+uXr1apYvX46GhgYzZ87EyckJU1NTtW8W3rhxg4kTJxIWFkaTJk0UVUTq3Mg8fvw4U6dOJSMjA0EQ0NDQoEGDBsXeXyMiIigoKEAmk6Gvr8/WrVsLVZ+pgrL4jMSyGq8oWmNiYrC2tiYxMRFBEGjRogUNGzZUJI4WxZEjR3j8+DGHDx/m6dOn6OnpceHCBUWSsSqZN28eW7duRRAENDU1sbCwwNzcHBMTE8W1mpOTQ1paGtHR0QQHBxMcHEx+fj4ymYzp06ezfPlylet8F/7+/kyZMoWYmBjMzc3Ztm2boudrRQkQvk16ejoXL16kb9++ZSvsH1CRgkOSVtVQkbSqmytXrmBnZ0d+fj6dO3dm1qxZ2NjYlNhuIicnhwsXLrBp0yb8/f3R0tLC19dXyX2uPCMFCCVEo0OHDjx69IgbN27QpEmTEs+VV2SZmZlx/fp1kRT+haRVNVQkrVevXqV3797AG0ujgoICEhIS0NfX5+7du1SvXp2LFy+yZMkSgoKCAFixYgVOTk4q1xYZGalUqSjfGPD29n6nZUBERAROTk7o6OgQGxuraqmS1gqEWAHCr776CnhjwSO34qpSpQoff/xxidXCcsseMZG0lj2urq6sWLGCVq1a4eXlpbBhK2rBMnnyZDw8PBg7diwbNmwQVSdAcnIy1tbWREdHM3bsWL755hvq1q2rdE58fDxr1qxh27ZtWFpa4uvrq5Y+ipLWssHPz4+wsDDFf+Hh4URFRVFQUABAixYtuHz5stL5gwcPBqBy5cps3bpVtCz8rKwsFi5ciLu7O9nZ2e9VlSmTydDV1WXcuHEsXrz4g/rBfQgVdUPiwoULeHt7880336g8MPWhHDlyhOnTp/P69WvFNbB79+4iM5bXr1/PkiVLFD+L2es7NDSUsWPHEhwcrHStamhoULlyZbS0tMjJySEzM1PxfZNrbNWqFXv27Hnn2qGs2LdvH87OzuTl5Sm0ymQyqlevjpeXFzdu3FAEW1u1akWdOnWIjIwkODgYmUxG9+7dOX78uChaATZu3MiiRYsoKCh45zXg7OzM7t27lf5d5eG7mZWVxYIFC9i5c6eiimjt2rVq1fbixQs2bdrEyZMniY6Ofuf5derUYcCAAUyfPh1jY2MRFFase2tF0vrw4UOcnJy4ceMGwDt1m5iY8Pr1a2QyGQYGBmzfvl3UwJCnpyeurq4EBwcrXivOeUFOq1atmDdvnpLzjbpJSUlh9uzZHDlyBB0dHcXcpiIGCMsjFenfJGlVDeVBa6NGjf5xaxxBEAgPDy8jRUXz1Vdf4evry4gRIz4oGXXKlCkcPHgQe3v7EhNMyhNSgFBCNOQNn0tqoi4nNzeXGjVqiNLcuSgkraqhImmFN778Li4uZGVlAW822zdv3qxYcG/atIkFCxYAYGNjw/Hjx0XJxF+5ciWurq4fPF4mk9GuXTv8/PzKUFXRSForDmIFCD8k81edi8PSImktGSsrK+7fv4+XlxdWVlaK14tasISEhNCxY0caNGiglqCrPCt7xowZLFu2rMRzFy9ezIYNG5g3b57Ke+IVhaRVdeTk5BAeHk5YWBipqamMHDlScczPz4+ZM2fSr18/pk6dWijQKQYJCQl4e3tz8eJFQkNDiYqKIiMjg+zsbHR0dKhSpQp169bFzMyMzp07Y2dnp9RfWQzKw4bEv5nIyEj27NnD+fPnefLkCT///HOxgeoLFy7w008/ERgYqAgoifl38fb25tixY1y6dEmRzFIUJiYmWFtbM2jQILVUYDx69Ijdu3cTHByMhoYG5ubmODk5Ua9ePQC2bNnCkiVLyM7OVowRBIFhw4axfv36EqueVUFQUBBubm4EBASQmJjInj17irW1OnDgAK6urjx//hxQ37ylKM6dO4eTkxOxsbHlJngJb6zR33V/LaonpapZsWIFgiAwf/580d+7tFQkrXJCQkK4ceMG8fHxJToaderUCWNjY7p168bIkSOpVq2aiCr/Ijw8nEuXLimu1fT0dHJyctDW1kZfX19xrVpbW6vlen1fjh8/zqxZs3j16pXa7gHyRGEvLy/R31tVtGzZEg0NDbWsqUpLRZo3SlpLx5gxY/Dx8VHssX4IYvwbmjRpQlJSEsHBwYq5X2mIiIjA3NycGjVqqDyYWVZIAUIJ0WjYsCGvXr0iMDDwnY2Qg4ODsba2pnr16jx58kQkhX8haVUNFUmrnMTERC5fvoyWlhaWlpZKGeQ+Pj74+vpiY2PDwIED0dDQEEWTm5ubUhZLREQEgiC814NLEAQaNmzIqlWrStVT4UORtFYcxAoQXrp06YPGvW3jJRaS1rJHnmX990SRohYs2dnZGBkZoa2tTUJCgqg6ASwsLIiIiODBgweYmJiUeG5MTAyffPIJpqamiqpyMZG0/nOK63VYEgUFBaI9+yUkypKUlBTu3btHVFSUogJdbDIyMordxK5SpYpaNJWG+Ph4zp49S1xcHDVq1MDGxoaGDRuqWxZpaWloaWmhq6tb4nkPHjzg9u3bvHjxgjlz5oik7t28evWKH374QbH++zdt0EtISLwfaWlpijYf9evXV7MaCQmJsiQpKQknJyd8fX0RBIEtW7bQoEGDUv0OVe9h1K5dm6ysLGJiYj4o6SszM5PatWtTuXLlEhPiyhNSgFBCNAYPHswff/xB7969+fXXX4vdhJHJZAwdOpSzZ8/Sq1cvDh8+LLJSSauqqEhaKxLlIRPofZG0ll/E7EEo8d+lQYMGpKSkEBYWplTFVNT3TZ55Z2hoqGT/KxY1a9YkNzeX+Pj4d9pb5uTkULNmTbVVvUta/zkNGzakd+/e2Nvb06NHjwoRoJCQkJCQEI+XL1+SkZFBZmamIqD9936f6iQpKYn09HTq1q1bor28nNTUVAAMDAxULa0QFUmrxH+PwMBAdHV1sbS0VLcUCYl/JampqZiZmZGVlVUue3137NiRhw8fsn//fr744otSj/fy8mLEiBGF2lOUZ1TvhSch8f+ZNm0afn5+nD59mv79+7Nw4cJCzTqvX7/O0qVLuXDhAoIgMH36dEmrpFUtWisSw4cP/8c+3mIhaf1v4ebmRmpqqpI14KpVqxAEARcXFzUqK4ykVRzMzc25dOkShw4dYurUqSWeK7frVdeCoWrVqsTHx3Pr1i06dOhQ4rm3bt0CUFtQSdL6z5k7dy6+vr6MGzcODQ0NrKyssLe3p2/fvtSpU0fl7y9R/nj16hUymYyqVasqvZ6bm8vx48e5d+8eaWlp1KlTh+7du9OmTRu16ExKSuLx48d06tRJ6fX8/HyOHz9OQEAA0dHRaGtr07RpUxwcHN753VM1aWlphIeHExkZSXp6OpmZmQrLxjp16mBqasrHH3+sFm0ODg7o6emxZMmSCuMKUVBQwPPnz2nUqFGhY9euXSt0DfTp0+eDLLPEIDs7m2fPnim+W2L18yuKa9eucerUKS5evEh4eDjp6emFztHV1aVp06bY2NgwaNCgQmtbMTh8+DCrV68mNDQUAE1NTXr37s38+fMxNzcvdly9evXQ0NBQVGqJQUXSWpHIzMwkICBAYTFa3L3VzMyMLl260K1bt3dWGauK8PBwTp06xZUrVwgNDSUpKYmMjAw0NTWpUqUKNWrUwNTUlNatW9O7d28sLCxE1yi3GB0yZAg///wzlStXFl1DacnMzCQ0NBSZTEaTJk3Q19dXHEtMTMTd3b3QvKV///5q2+9ITU3lzz//JCwsjIiICDIyMnj9+nUh+2YrKyu1zQcqGvfu3ePx48eFLMZfvXrF7t27i5wPDh48WC1uKAYGBlhZWfHHH3+I/t7vw5AhQ1i6dCnTpk1DR0eHXr16vffYs2fPKnpVDx06VIUqyxapglBCVNauXcvSpUsVDyEDAwPq1q2LIAhERUWRkpKiaJ68ZMkSZs2aJWmVtKpcU9u2bQkLC0MQBMWiw8HBodS/RxAEPD09y1qehIQoqKKCsChrhvJamSlpFYfDhw8zYcIEdHV1WbdunaKf29/1h4eHY2try8uXL1m3bh3jxo0TXev48eP57bffaNu2LZ6ensVuDmRmZuLg4MCNGzfo27cvHh4eIiuVtJYlqampnDlzBh8fH86ePUtqairm5ub06dMHOzs7PvvsM1F0SKiH/Px8Vq9ezd69exWWQMbGxnz77bc4OjoSGxuLg4MDYWFhgLI1bZ8+fdi2bdsH9YT9EFJSUpg/fz6HDx+mRYsWXLhwQXHs8ePHjBw5UrEJL59bv631f//7n6ibbikpKezatYuTJ09y9+5dhabisLCwYPDgwTg6OiptdKoa+fNIV1eXVatWMWbMGNHeu7Tk5uaydu1aduzYQZ06dZSugfj4eMaPH6/0mhxNTU0cHR358ccf39kXvix58uQJBw4c4MGDB8hkMj799FMcHR0VdtOrVq1iy5YtpKWlKcZ88sknfP/99x+Uwf+hxMbGMnHiRMVn965rFf76bvXs2ZOtW7eK1ut16dKlrFu3rkiNenp67Nmzp9g+nmLPHSuS1opCQUEBa9aswc3NTfHZlHS9yq/TqlWr4uzszIwZM8SQCbxJDJk9ezZHjhxBJpO983sl19q2bVuWLl3K559/LoZMQLm3e5MmTdiyZUuhJJzyQlpaGi4uLhw5coScnBzgTeLCpEmTWLJkCY8ePcLBwYGEhASlz1wQBCwsLDhw4ICoCSN//vknq1ev5sKFC+Tn5wNFX7Pyv7+mpibdunXDxcWFdu3aiaazIhEZGcmUKVO4dOkS5ubmXLx4UXHs8uXL/N///R9JSUmFPmdBEGjVqhW//PKLWpKGFi9ezPr167l69Wq5qyDMzc2lb9++XL9+HUEQaN68OT179qRly5bUqVMHfX19tLW1yc7OJj09nRcvXnDv3j38/PwICQlBJpPRqVMnfv/9dypVqhi1eVKAUEJ0zp07x4oVK7h+/XqhY4Ig0LlzZ1xcXNTSw+nvSFpVQ3nT2rZtW0JDQ5UWHR+yuaPuRUtcXBxBQUH07NlTYduWlpbG4sWLCQgIoKCgQJGhqW57Fklr+UMVAUJzc3MiIyMZNmwYNjY2AEyZMgVBENi6det7bbjIGTFiRJnpKgpJq3iMGjWKkydPIggCLVq0oGPHjuzatQtBEFi+fDnBwcGcPHmSzMxMrK2t8fT0VEtm4+PHj7GysiI3NxdTU1NcXFywtbVVbKinpKTg5+eHq6srjx49QhAEfHx81LKBIGlVDfn5+Vy6dAlfX198fHx4+vQpxsbG9O3bl759+9K1a9d32qRKVBwKCgoYMmQIf/zxR5GbKGvXruXs2bP4+PhgaGiIjY0NNWvWJDQ0lMDAQGQyGe3bt8fHx+e9LPP+Cenp6fTq1UsRaLG1teXo0aPAm0oBa2trYmJi0NLS4osvvqBZs2bo6elx8+ZNfv/9d/Lz82nXrh3e3t6iBIjOnz+Po6MjycnJis/W0NAQExMTqlSpgra2NllZWaSnpxMTE6MIEAmCgJGREe7u7qJtDssDEWZmZjx+/JiuXbuyadOmcldxl5eXx+DBgwkICEAmk2Fpacm5c+eAN9dH9+7defz4MTKZjLZt29KsWTN0dXW5efMmt27dQhAEUZMvDhw4wKxZs8jNzVUKWFerVg1PT098fX1ZunSp4nxdXV2ysrIU5y1atAhnZ2eV63z58iWdO3cmKioKLS0tHBwcsLW1xcLCAhMTE8WmoPx6jY6OVmwKenl5kZOTQ6NGjQgICFD5uiAgIIB+/fohCAJjx47F2dkZIyMjbt++zdKlSxU2iQEBAUXO78UMulUkrRWFgoICvvzyS86dO4dMJsPY2Jhu3bphbm5OnTp1Ct1bo6OjuX//Pv7+/kRHRyMIAnZ2dhw8eFDlWnNycujRowfBwcFoaWkxePBgOnbsiLa2Nnfv3uXAgQOkpaUxa9YsLC0tef78OTdv3sTPz4+UlBQ0NTX56aefGD9+vMq1wl/Xm5ubG/PmzSMtLY0xY8awYMGCcmUrnJWVRa9evRRJN4IgKIIWgiAwb948AgIC+PPPP2nQoAEODg6Kecvx48d5/fo1zZo1IyAg4IP6rJWW1atXs2LFCgoKCoA3/SXNzc0V91YtLS2ys7NJS0sjJiaG+/fvK9pMaGpqKiq6JP4iISEBGxsbYmJi0NDQYPjw4WzZsgWA58+fY21tTWpqKh9//DFjx47FzMwMPT09bty4wb59+0hJScHU1JSAgADR3WWSkpKIjo6mWbNm5XI9lZWVxcKFC3F3d1d8p96FTCZDV1eXcePGsXjxYnR0dERQWjZIAUIJtREfH09wcDDJycloampSs2ZNWrZsWcjGpzwgaVUN5UXrkiVLiI2NBWDr1q3Am0XshyCvhhGb5cuXs379egoKCnj8+DE1a9YE4IsvvuDixYtKC/HWrVvj5+entkwWSWv5RBUBwpUrVyqsL/8pqt4QkLSKR15eHsuWLcPNzY2cnBwEQVD6LskXuMOGDWPNmjWiVo78HV9fXxwdHUlPT1d83vr6+giCoNjAlslkaGpqsnLlSiZNmiRp/ZdpfZuQkBC8vb3x9fUlKCgIPT09unXrhp2dHb179xatYkRCNezZs4dZs2ahra3Nt99+y6BBg9DX1ycwMJBvv/2WnJwcXr9+jampKSdPnlRUPcEbi/yhQ4fy8uVLfv75Z0aPHq1SrUuWLGHdunXUqFGDbdu2YWtrqzj23XffsWXLFho3bsxvv/1G06ZNlcbeuXOHgQMHkpycjKurq8q/Xw8ePKB79+5kZmZiamqKk5MTtra21K9fv9gxERER+Pn5sW3bNh4+fIi+vj7+/v6YmpqqVCv8tTEcHx/P0qVL2bJlCzo6OkydOpXZs2eXm/6kGzZsYNGiRVSuXJkff/yRESNGKCwDV61axcqVK6lZsyZ79uyhc+fOSmN9fHwYN24cmZmZ/O9//2PYsGEq1Xrz5k1sbW3Jz8/HzMwMe3t7xXfr3LlzWFhY8OzZM3Jycli2bBnDhw/no48+IjIykvXr17N7924EQeDs2bMqt/B81/enJJ48ecLgwYN5+vQpM2bMUAp4qoLhw4fj7e3N4MGD2b17t9IxeQDZ39+f1q1b4+/vX2jeKGbQrSJpff36dZn8HlXbUrq5uTF//nwqV67M2rVrGTZs2Hsl1MlkMg4fPoyzszOvX79m9erVTJgwQaVa161bx5IlS6hZsyYnTpygZcuWSscjIiLo27cvL1++5NKlSzRu3Bh487dYt24da9asQVNTE29vb1Esst++3qKjo5k+fTp+fn4YGhoye/ZsJkyYUC6eBRs3buSHH37A0NAQV1dXBgwYgK6uLtevX2f8+PG8ePGC/Px82rRpw6lTp5TWVM+fP8fe3p6oqCiWLVum8tY+Pj4+imfNyJEjcXZ2fq9nemhoKBs3bmTfvn0IgsCRI0eU5jz/db755ht27txJw4YNOXTokNJezowZM9i7dy+tW7fmxIkThfZZo6KisLOzIyIigu+//545c+aILb9CkJCQgLe3NxcvXiQ0NJSoqCgyMjLIzs4uZInbuXNn7OzsKuSaUAoQSkhISFRwjh49qrDfMzIy4tq1a1StWpVLly5hb2+Pnp4eK1euREtLiwULFvDq1St++uknJk6cKGn9l2gtC1QRIJTJZOzcuZPz58+TkpICwKVLlxAEASsrq1L9Li8vrzLTVRSSVvFJSEjgxIkT3Lp1i/j4ePLz86lWrRoWFhY4ODjQpEkTtWl7m6ioKNauXcvJkydJSkpSOqanp4etrS2zZ89WW/+xt5G0ikdiYiI+Pj74+Pjg7+9PVlYWlpaW2Nvb8+WXX1K3bl2Vvn9ZBKAEQcDd3f2fi3kHFUVr7969uXr1KosXLy5kcb9//36mTZuGIAj88ssvRVrRu7u7M3PmTKysrPD29lap1tatW/Ps2TPc3d0ZMGBAkccOHz5cbM8Uud1zmzZtOH/+vEq1jhs3jqNHj9KzZ08OHjxYqizxvLw8hg8fzpkzZxg6dCg7duxQodI3/D0QcfXqVaZMmUJ4eDjVq1dn6tSpTJgwQe2uER06dODRo0ds2LChkA1qx44defjwIbt27WLw4MFFjt+xYwfffvutKNfr2LFjOXbsGD179sTDw0OpanX27NkKF4F58+Yp9VeWM23aNPbv38+QIUPYuXOnSrW2atWK58+f4+XlVeo5FaBYJzRq1Ijbt2+XvcC3aNq0KYmJiQQGBvLpp58WOh4XF0fbtm1JS0tj48aNjBo1Sum4mEG3iqRV/l7/hLdbl6gKa2tr7t27h5ub2wc5ghw4cAAnJydatWpVpBVxWSLXumPHDoYMGVLkOSdPnmTUqFEMGzaMbdu2KR1bunQpa9euZcCAAezdu1elWqHo6+2XX35h6dKlxMXFUbVqVcaPH8+YMWNUPt8riS5dunDnzp0iE5OOHTvG2LFjEQSB48eP061bt0Lj5ee8XYGuKuQJ1jNnzmTJkiWlHi+3o+zatSsnT55UgUJlKsrc9dNPP+XFixccO3aM7t27F3msJCcWeeD2008/5c8//1SpVonyjRQglJCQ+M9TlrYa6rDrs7Oz488//2TChAmsXr1a8fqcOXPYvn07U6ZMYdWqVQB4eHgwefJkOnXqhK+vr6T1X6K1LFBFgLAoKpJFkKRV4u9ERESQkJBAXl4e1apVo3Hjxiq3EvxQJK3ikZ2dzfnz5/Hx8eH06dOMGTOmyE3ussTU1JT4+HilTczS2AuDeNboFUVr/fr1SU1N5f79+9SpU0fp2PPnz7GwsEAQBB4/foyRkVGh8VFRUXz66ad8/PHHPH/+XKVaa9asSW5uLlFRUYWqrI2MjMjJySE2NlZRUfZ30tPTFT1UXrx4oVKtZmZmxMfHc/369Q+qAHz06BHt27enVq1aPH78WAUKlSnqeZqTk8P27dtZv349iYmJVKlShSFDhvD111+rvKKtOOR/56dPnxaqCqhVqxbZ2dlERkby0UcfFTk+OTmZRo0aYWhoqLBwUxWffPIJsbGxXLx4EXNzc6Vjt2/fpkuXLgiCwI0bN4pMDrp//z6ff/45devW5f79+yrVKv9c4+LiPsgaLDs7GyMjI3R1dYmLi1OBwr+oUaMGeXl5xMfHFxt4//nnn1m4cCG1atXi9u3bSlVtYs4dK5LWhQsXcvjwYUUf2g9FnsSnKoyNjcnMzOTFixcfVM0mfw5UqVKF6OhoFSj8izp16pCRkVHkM0tOWloadevWxcjISNE/V05MTAyffPIJtWvX5tGjRyrVCsVfb1lZWWzdupWff/6Zly9foqmpSffu3Rk4cCD29vai9vWFvz7XouYlL168oEWLFgiCoEhw+TtxcXGYmZlhYGBAZGSkSrU2aNCAlJQUQkNDFa5MpSE+Ph5TU1NR5lhQceau8vlgTExMIZtY+bGS7rtZWVnUqlWLypUr/+N7nkTFpmL6oElISEiUIfLeXf8EuSWeOgKE9+7dAyjUl+PixYsIgkC/fv0Ur8kzyUNCQsQT+BaSVgkXF5d//H376aefcHR0VHkPCElr2WNoaIiGhgZxcXHlstfAu6hfvz7169cnJyen3OuXtIqHjo4Offr0oU+fPoDqNwXhTS9HX19f5s+fz9OnTxEEAUdHxw/adFE1FUWr3FauqD7UtWvXVvx/UcFBeJNoA5CRkaECdYXfKy4ujoyMjEKbrfr6+iQnJ5Ofn1/sePnzorSbXR+CfHOsJEvRkmjYsCEgzveqOLS1tZk2bRpjx45l8+bNbNmyBXd3d/bu3Uu9evX44osv6NatG1ZWViq3FZTz0UcfFaq+lqOrq0t2dnaJ91O5zpycHJXoe5vExESAIu065VaC8GYDuSjk58THx6tAnTLVqlUjNjaWZ8+e0axZs1KPl29ci9Eyw9DQkKSkJOLi4ortkenk5MSePXt49uwZixYtUkp6FJOKpHXp0qUsWLCAOXPm4O7urqjAKi/OFnJ0dXXJzMwkLS3tgwKE8meeGPMu+TOnpLWKvLK4qHu9PNEhOTlZBereH11dXZydnXF0dGTLli3s3buXs2fP4ufnx/Tp02ndujVdunTB0tKSVq1aqbx3rfz+XdTf8O25SnFrO/lzQN7vVZXk5eUBfHCvQ7lW+e9RNRVl7mpkZMSLFy9ISEgoNM+qWrUq8fHxvH79usQAIVDu2uTI9wxUXYkt8Rfl6wqQkJCQUANWVlZFTlZzc3O5evWq4mdDQ0Pq1auHpqYmz58/V2x4GBgYMG7cOLU9VOUbUW/7XL98+ZKHDx+io6OjlNksn1ynp6eLK/L/I2mV+O677/7x73B1daVfv34qD7pJWsue+vXrExkZSXh4OM2bN1fZ+5QleXl57N69m99//52HDx+SmJiITCbj5cuXhIaGsmvXLiZNmkSjRo3ULVXSWsbIq8TLirKsKhQEgb59+2JmZkbbtm2RyWRMnDhR5VXgH0JF0VqzZk1iYmK4f/9+oR5HOjo679ysDgsLA/4KFKqS9u3b4+npyb59+wr1jOnYsSPe3t5cuHCBvn37Fjn+7NmzAKJ8v+rUqcPTp0+5evUqNjY2pR5/7do1xe9RN1WqVMHFxYUpU6Zw6NAh9u3bx927d3Fzc8PNzY1KlSrRrFkzWrduzZYtW1SqxcLCgvPnz3Ps2DEcHR2VjrVu3ZqAgACuX7+OtbV1keMDAwMBRLHHq1y5Mqmpqbx48aJQkPCjjz6idevWQPEblPLAYHEVsWWJjY0Nhw4dYu7cufz666+l2szOzs5mzpw5CIJA165dVSfy/9OmTRvOnj3L9u3bWbZsWZHnaGlpsW7dOgYOHMiOHTvo2rUr9vb2Ktf2dyqSVngTcPnpp584fvw4qampGBsbf3CSg6po1aoV/v7+rF+/HldX11KP37BhA4AoVu6mpqbcunULX1/fYm2P5fekt/v7ypHbXxZ1TB0YGBgwf/58XFxc8PX1Zd++fZw9e5YbN25w8+ZNQBybWWNjYyIiIrh582Yhe0ktLS0OHTpU4nh5crMYQa+mTZty584djh49+kH2nSdOnAAQpRcxVJy5a+fOnfn1119xc3MrtG6xsbHhyJEjnD17tlhr31OnTgHifa6lQYwkNom/eHcHWwkJCYl/Od7e3nh5eSn9d/LkScUitFu3bpw+fZqIiAgCAwO5cOECz58/58KFC/Tp04fU1FRu375dJhv0H4I8gPXs2TPFa+fOnUMmk9GuXTulbCG5jZS6mmpLWlXDwYMHS2WV6+HhUajfjIuLS7nLiCuOijRZlLQqM336dGQyGbt371b5e5UF4eHhWFpaMnfuXAICAoiLiyM/P1/xWaWnp7N161Y+//xzfv/9d0nrv0zrypUrWbVq1Xv/V9z58tdVQZMmTbC0tFTJ7y5ryrvWDh06IJPJWLBgQZHZ9BMnTiyxz/DPP/+MIAii/BunTZuGhoYGq1atws3NjYKCAsWx2bNno6GhwQ8//FBkhdmTJ0+YP38+giAUu1FblvTr1w+ZTMbUqVN58OBBqcY+ePCAqVOnIggC/fv3V5HC0mNgYMCECRO4ePEily5dYvz48dSvX5/c3Fzu3bvHgQMHVK5h8uTJiuv17/2Ep02bhkwmY+HChUVey8nJyYpr4IsvvlC51hYtWgBvenj9HUEQCAgIICAgoNjxcvt+MTYw58yZg76+PgEBAbRv357Nmze/09Lw4cOHbN68mXbt2uHv789HH33E3LlzVa51zJgxyGQyNm3axIwZM7hx44aiKuxtunfvzoQJE5DJZIwbN47du3eXWGH8X9cqR0dHp9gAe3lg+vTpAGzbto0xY8a8d8/L27dvM2bMGNzc3NDQ0GDmzJkqVPmGoUOHIpPJcHFxUbj0vM3z588Vbih2dnZKx/z9/Zk9ezaCIBTquatuNDQ0sLOz49dff+Xhw4e4ubkxZMgQatSoofRcVhWdO3dGJpMxb948RaX227ztblEUK1asQBAEOnbsqEqZAHz99dfIZDLmzp3Lzp0737sSMC8vj127dvHtt98iCEKZ9AYsDeV97jpr1ix0dXX53//+x7x585QqcF1cXNDV1eX7779XJLG9zdWrV1mwYIHanNAkyhdSD0IJCQmJIli7di3Lli1jyJAh7Nixo8Rzp0yZgoeHBwsXLmT27NkiKfyLUaNGcerUKQYNGsTu3bvJzs6mV69e3Llzh+XLlzNt2jTFufPnz8fNzY327dsrssclrRVfa2ktGOrXr4+GhoZS8LMiIVa/xLJA0lqYlStXsnr1asaPH8+ECRPKZcYivLE4srKyIjIykiZNmjBnzhwsLS1p166doqdEamoqzs7OHDlyBF1dXQIDA4u0UJO0Vkyt+/btIzIykrVr15Kfn0+lSpVo3rw5devWRUtLi4iICEJCQsjOzkZDQ4P+/fuXWG2ydetWleicO3cu27dv58qVK+X+XlOetd68eZOePXuSn5+PiYkJDg4ONGjQgKlTpxY7Jjo6mvDwcPbu3ctvv/2GIAgcO3asUCa/Kti+fTsuLi7IZDLq1q2Lvb09bdq0oUGDBnh5ebFx40aMjIwYN24cLVu2JCcnh6tXr3Lw4EHS0tKwsLDgjz/+ULm9XFpaGjY2Njx58oRKlSrRs2dPbG1tMTc3x8TEBH19fbS1tcnOziY9PZ3o6GiCg4Px8/PDz8+PvLw8TE1NCQgIECUR65/0Onvy5Annzp3D39+/yGBYWbNo0SI2bNiAIAi0b9+e/v37Y2lpSf369RU9E1u0aMG0adOUrgE3NzdevHhBvXr1+PPPPzEwMFCpzt27d+Ps7IympiZOTk4MGTKEBg0avFe/rvPnzzNq1CjS0tJYsmSJKMGMy5cvM2bMGGJjYxUuM1paWhgbG6Ovr4+WlhY5OTmkp6cTGxtLbm4u8CbRytjYmL179xaqQlYV3377LTt27FCycNy1axeDBg1SOi8vL48RI0Zw+vRpBEHgo48+IjU1VdT+1RVJq5zly5ezevVqrl69Wu6eWQBbtmzhhx9+UASjqlevTsuWLRU9Zv9+b7137x5JSUnIZDI0NTVZsWIFkydPVrnO3Nxc+vbty/Xr19HW1sbBwYHPPvuM7OxsHj16xKlTp8jOzqZ27doEBgYqEnUHDRqkSNBt3rw5Z8+eLbavallSFj0v79+/z6efflp2ooogNDSULl268Pr1a/T09OjSpQsNGzYsMSnt6tWrhIWFsX//fi5fvoympiZnzpwRpZ/u//3f/+Hp6YkgCFStWpUuXbrQsmVLTExM+OijjxT31rS0NMX1GhAQwKtXr5DJZAwcOBB3d3eV6/w75XnuCuDp6cnEiRPJzMykcuXKdOnShTZt2lC/fn1u3rzJ//73P/T09Bg4cCCffvqpwintzJkz5Ofn0717d44dO/aP25WUJWL2nZV4gxQglJCQkCiCDh068OjRI27cuPHOfgNPnz6ldevWmJmZcf36dZEU/sXVq1fp3bs38MaDvKCggISEBPT19bl79y7Vq1fn4sWLLFmyhKCgIOBNtpiTk5OktYJqjYyMJCIiQvGznZ0dgiDg7e39ziqwiIgInJyc0NHRITY2VtVSVYIUdFMNYmj96quvALh7966iEXqVKlX4+OOP0dTULHbc3bt3VaapOFxdXVmxYgWtWrXCy8tLsSFR1IJl8uTJeHh4MHbsWIVlk6S14mtNTk7G2tqa6Ohoxo4dyzfffFPIji8+Pp41a9awbds2LC0t8fX1Fb2P4p07dwgMDGT48OGi9L36J5R3rUeOHGHmzJkKy/B3bU7UqVOHjIwMxbP322+/5YcffhBDKvCmL/IPP/zArVu3gJL7O8FfPbMHDx7M+vXrVR4YkpOUlMTUqVPx8fEB3q0T/qpqd3BwYOPGjSq36pZT0TalPDw8WLp0KdHR0e+9uSeTyWjfvj179uwRxWK0oKCAESNG4OPjoxQcKimxbciQIYSEhBAVFYVMJqNly5b4+fl9cP+q0vL69Wvc3d05ceIEQUFBJVaxVapUibZt2zJw4EBGjx4tmkY5J06cYPPmzdy8eZP8/Hz27NlTKOgGkJ+fj6urK1u2bHnve9x/WSu8CWy9fv0aAwODcrV5/ja3bt1i9erVnD17tlBPUUEQCq0NdXR06NWrF99++63C3lcMXr16xaRJkxQVwX/vhdukSRMOHDig1ILAysqK0NBQRo4cyY8//ihaj9eK9By4dOkSEydOVDgavUu3iYkJr1+/RiaTUalSJdasWcPYsWNFUgubN2/m559/VlhHl/S9kl8btWrVwtnZmSlTpoii8e+U97krvAkWL1u2DE9PTwoKCgp9rvL539s/V65cmSlTpvDdd9+Vyx6E6v4OlkW1qiAIaglqfwhSgFBCQkKiCGrVqkV2djYJCQmKhtnFkZubS40aNdDV1SUuLk4khcq4u7vj4uKisBGqUqUKmzdvViy4Nm3axIIFC4A3XuTHjx9X2yRA0vrPWbly5Qf1mpAjt0n18/MrQ1XiIQXdVIMYWg0NDUs9Rl2LAysrK+7fv4+XlxdWVlaK14tasISEhNCxY0caNGiglmCmpFU1zJs3j61btzJjxoxieybJWbx4MRs2bGDevHll2mtQQnySkpI4evQoN27cID4+nuPHjxd7rrGxMfDG5mvKlCl069ZNLJlK3Lp1i9OnT3P79m3CwsJISEjg9evX5OfnU6VKFapVq4apqSmdOnWiX79+aqvcDg4O5vjx41y6dInQ0FCSk5MLnVOtWjXMzMywtrZm4MCBtGzZUlSN5WFTqrTk5OTg4+OjuAbCw8MLWYtqa2vTqFEjOnXqRP/+/UWpcn0bub34vn37uHfvHnl5eUpWaH/HxMSEjIwMNDU1GTRoEKtXr1bbxmxWVhZPnz4lMjKSjIwMsrOz0dHRoUqVKtSrV4/GjRujo6OjFm1vk56ezvPnz6ldu3aJAfXMzEz8/f25c+cOL168YNOmTSKqfENF0lpReP36NVevXiU0NJSoqCjS09PJyclBW1sbfX196tati5mZGe3btxct0FYUV65c4ffffyc0NJScnByMjY3p2rUrAwcOLLTvcu3aNVq2bCm63smTJyMIgsqcH8qavLw8/Pz8uHHjBgkJCSUm1dWvXx8jIyO6du3KxIkTMTMzE0/o/ycnJ4fAwEAuXrxIWFhYsfdWU1NTOnfujJWV1Tv35CTekJiYyJkzZxTzwcTERDIyMhTzwerVq9O0aVM6depEr169PmhtLgblYS5mampKfHx8ocBqaVD3v6E0SAFCCQkJiSJo2LAhr169IjAw8J3WEMHBwVhbW1O9enWePHkiksLCJCYmcvnyZbS0tLC0tFTqJ+fj44Ovry82NjYMHDgQDQ31tqCVtP4z3NzclBYsERERCIJAvXr13jlWEASF9Yi8J0xFQwq6qQYxtF66dOmDxqmjB4w8w/bviSJFLViys7MxMjJCW1ubhIQESeu/RKuFhQURERE8ePAAExOTEs+NiYnhk08+wdTUVFFVrir+ngVcnvm3a42JiaFWrVpqn6tUVDIzMwttCopdffV35A4N9evXV6uOf0paWpoiSFy5cmUMDAzKzXWam5tLcnIytWrVKvacDRs2UK9ePWxsbCpMj2wJCQmJ8k5FmpdJSKgTmUyGr68v8+fP5+nTpwiCwLhx40o9J5k/f76KFJYtUoBQQkJCoggGDx7MH3/8Qe/evfn111+LnUTJZDKGDh3K2bNn6dWrF4cPHxZZqYRE+ciwEhMp6KYaKpJWMWjQoAEpKSmEhYUpeqFA0d+3iIgIzM3NMTQ0VLL/lbRWbK01a9YkNzeX+Pj4d9qG5uTkULNmTVHcBBo2bEifPn2ws7OjR48eovRl+1AqmtbevXtjb29f7rVKSEiIS3JysqLK5fXr14qAdt26dTEyMlK3vBLJyckhKCiI2NhYatSoQbt27dQaiM/Ly+Pu3btkZGTQoEGD9wrG37t3D0D0iuL3Yf78+QiCwIoVK9QtpRDy5IvywMGDB9HT02PAgAHlPkBVkbRKlA/K8z1K4p8RHh5O27Ztkclk5bYPZVlQvkxmJSQkJMoJ06ZNw8/Pj9OnT9O/f38WLlxYqHHz9evXWbp0KRcuXEAQBKZPn64mtRL/dYYPHy4tXiTKHW5ubqSmpirZLa5atQpBEHBxcVGjsvfD3NycS5cucejQIaZOnVriuXK7XnUtGCStqqFq1arEx8dz69YtOnToUOK58h5wYgSV5s6di6+vL+PGjUNDQwMrKyvs7e3p27cvderUUfn7lwZJq/o4c+YMvr6+CrvJatWq8dlnnzF48OB39tdWNSEhIYSGhhIREUFGRgaZmZkKG7w6depgZmaGubm5WrRZWFigp6fHypUrRbfh/K8QFxfH5cuXFQGidu3avTOI4e3tDbzpuy0GBQUFHDt2jFOnTnHx4sUS+yUaGBhgY2PD4MGDRQ8oREVF4e7uzr179xAEAQsLC8aPH6+ocDh+/Dhz585VqsKvXLkyzs7OzJkzRzSdctasWcPPP/9MWlqa4jVzc3MWLVqEra1tseOsrKzQ0NAo8e+gLtzc3NQeIHzx4gVeXl4K+2Z5MFtuh6enp6e4t9rY2NCvX793OiOUNVOmTEEQBHbu3MmuXbuoXbu2qO9fGt7Wunv37hKrncsLT5484cGDB8hkMlq0aKH0nH/06BFbtmwhODiY9PR0TExMsLW1ZezYsejr66tFb0hICBcvXlS6Xv+efGFqakqXLl3e6ehVHlD3PSo/P5/Tp0/z9OnTQuur8PBwNm3ahL+/PzExMWhra9OkSRO++OILJkyYIFo/6vehPM5dmzRpgqWlpcodYtSNVEEoISEhUQxr165l6dKlikWegYEBdevWRRAEoqKiSElJUUy6lyxZwqxZs1SuqW3btoSFhSEIgmLy4eDgUOrfIwgCnp6eZS1PCUmrhKqoSJVu/2WttWvXJisri5iYGEWmekWqdj18+DATJkxAV1eXdevWMXLkSKDwvyE8PBxbW1tevnzJunXrGDdunKT1X6J1/Pjx/Pbbb7Rt2xZPT89ie+BkZmbi4ODAjRs36Nu3Lx4eHqLoS01N5cyZM/j4+HD27FlSU1MxNzdXVOx99tlnouh4HyStZY+pqSkaGho8evRI6fWYmBhGjx7NtWvXAOV+KYIgoKGhwbhx41ixYsU7K2PLkidPnrBx40Y8PT1JSkp65/nVqlVjwIABzJo1S1S7T/m9SBAEnJ2dmT9/vtT7qIzIzs5mzpw5/PLLLxQUFCher1mzJt9//z1jxowpdqyhoaFom6/3799n9OjRhIWFKX1/qlSpQpUqVdDW1iYrK0sR3JYjCAItWrRg7969ovT5PHHiBJMnTyYrK0uhUxAEjI2N8fT0JCQkhFGjRlFQUEC1atUwMTHhxYsXvHz5EkEQ+Prrr0Xt6Tdp0iQOHTqETCZDR0cHAwMDReBSU1OT1atX4+joWOTY8jx/VKe2jIwMXFxc+PXXX8nLy3uv/liCIKClpcWoUaP48ccf0dXVFUHpX58TvEnAcnV1ZejQoaK8d2mpSFpfvHjBpEmTCrVxGDBgANu2beP27dsMGjRIKWAMb64DExMTDh8+LGrV26+//sqaNWsICwsDSu7pJv8bNGvWjPnz5zNgwAAxJH4Q6rwP3Llzh3HjxhEeHo65uTkXL15UHDt+/DhTpkxRek7IEQSBunXr4uHhIVpSVkWbu8qZO3cu27dv/1dXEEoBQgkJCYkSOHfuHCtWrOD69euFjgmCQOfOnXFxcRGtP1bbtm0JDQ1Vmnx8SGNhMSYvklbxiYuLIygoiJ49eyomTmlpaSxevJiAgAAKCgro3bs38+fPL1eZYqXlvxx0UyVlrdXc3JzIyEiGDRuGjY0N8FdG7tatW0vV5HvEiBFloqm0jBo1ipMnTyo2/Tp27MiuXbsQBIHly5cTHBzMyZMnyczMxNraGk9PT7X1eJK0lj2PHz/GysqK3NxcTE1NcXFxwdbWlo8//hiAlJQU/Pz8cHV15dGjRwiCgI+PD506dRJda35+PpcuXcLX1xcfHx+ePn2KsbExffv2pW/fvnTt2lUtC+qikLSWDUVtRqWnp9OtWzdCQ0MB6NGjh6JPdmpqKleuXMHHx4f8/Hzs7e05cOCAKFoPHjyIs7Mz2dnZiuCAmZkZJiYmioBLdnY2aWlpxMTEEBoaSk5ODoIgoKenx5YtWxg0aJAoWuWfq42NDQEBATRv3pxNmzbRrl07Ud7/30pBQQEDBw4kICAAmUxG/fr1qVmzJmFhYaSkpCgCsosWLSpyvFibr5GRkXTu3JmXL19SrVo1Ro8eja2trcLu+u+8fPmS+/fv4+fnx/79+0lMTKRmzZpcunRJpRVS9+/fp2vXruTk5NCyZUv69OmDpqYmvr6+3Llzh08++YTk5GRevnzJhg0bGDlyJIIgIJPJ2Lt3L9988w35+fkcOXKkxMq9suLkyZOMGjUKDQ0NFi5ciJOTEzo6OsTExLBgwQKOHDmCpqYm3t7edOzYsdB4MTffGzduXKrzk5KSEASBatWqKV4TBIHw8PCylqZEVlYWvXr14u7du8hkMtq2bYutrS0WFhaYmJigr6+PlpaW0r313r17/PHHH1y/fh1BELC0tMTHx0eU55j8b/j777/j5OREREQEPXr0YNWqVaIE1EtDRdH66tUrbGxsiIiIQCaTYWRkhL6+Ps+ePUMmk+Ho6MiVK1e4d+8elpaWDB06lJo1axIaGsqePXuIjY3FxMSEwMBApetXVUyfPp39+/cjk8nQ1dWlbdu2mJubU6dOHaXki/T0dKKjo7l//z5BQUFkZWUhCAITJkxg9erVKtcJ8MMPP5Tq/I0bNxZyFRMEgaVLl5a1NCWePn1Kly5dSElJwdDQkAkTJii0v/2caNy4MdOnT6dZs2bo6upy48YNNm/ezPPnz6lVqxaXL1+mevXqKtUKFWvu+jZ37twhMDCQ4cOHU7VqVdHfXwykAKGEhITEexAfH09wcDDJycloampSs2ZNWrZsKfrDYcmSJcTGxgKwdetWgA9+QMqrNlSFpFVcli9fzvr16ykoKODx48cKa6EvvviCixcvKmUWt27dGj8/PypVqphO4//loJsqKWutK1euVFiK/lPUFXjPy8tj2bJluLm5KTar3/4uyWQyBEFg2LBhrFmzRm02PZJW1eHr64ujoyPp6emKa1lfXx9BEBQWaTKZDE1NTVauXMmkSZPUpvVtQkJC8Pb2xtfXl6CgIPT09OjWrRt2dnb07t1bqf+jupG0fhhFbbKsWrWKlStXYmhoiIeHB1ZWVoXG3blzh4EDB5KcnMyOHTsYMmSISnVeuXIFOzs78vPz6dy5M7NmzcLGxqbEDemcnBwuXLigsMTS0tLC19e3kN2/Knj7c92+fTuLFy/m9evXDBkyhEWLFlG3bl2Va/g3snfvXmbMmIGOjg5bt25l8ODBwJsKbFdXV9avX48gCBw4cAB7e/tC48UKEM2YMYO9e/diaWnJb7/9VqoN01evXjFo0CBu3rzJ2LFjWb9+vcp0yivc7e3t2b9/P5qamsCbQOz//d//4eXlpdisXrZsWaHx8+fPx83NDXt7ew4ePKgynXL69+9PQEBAsRv8jo6OHDlyhEaNGnHt2rVC9wcxA4T169cnJSXlH/0OMbTK59k1atRg7969pUpYvnz5MqNGjSIhIYHvv/9eFLvZt/+GGRkZLFiwgD179lCpUiW+/vprnJ2dRa0WL4mKonX58uWsXr0aY2Njdu/ezeeffw5AdHQ0X331FcHBwQB0796dI0eOKCXbpaSk0Lt3bx4+fMjcuXP57rvvVKr1wIEDODk5oampydy5c5kyZcp7JWSnpqaybds2Vq1aRX5+vijzFlCuIgUUa5PieHsd8/b5qr4PTJo0iV9//ZXWrVvz22+/KfXEld9Xu3fvzuHDhwu5IaSlpWFnZ0dwcDAzZsxQeTATKs7c9b+IFCCUkJCQkJCo4Bw9elRhv2dkZMS1a9eoWrUqly5dwt7eXtFLR0tLiwULFvDq1St++uknJk6cqGblH8Z/OeimSspaq0wmY+fOnZw/f16x0XLp0iUEQShy4l8SXl5eZaLpQ0lISODEiRPcunWL+Ph48vPzqVatGhYWFjg4OKi9n9fbSFrLnqioKNauXcvJkycLWSPq6elha2vL7NmzadOmjZoUlkxiYiI+Pj74+Pjg7+9PVlYWlpaW2Nvb8+WXX5argIek9f0papOlY8eOPHz4kPXr1zN27Nhix8o36rp06cKpU6dUqvOrr77C19eXESNGKJKwSsOUKVM4ePCgaIGMv3+u8n4+gYGBaGtrM2LECGbMmFEu7k+lrXAoCjEqHAD69OnDlStXmD9/fpF9iL///ns2b96MkZERN2/e5KOPPlI6LlaAqEWLFkRHR+Pv70/r1q1LPf7WrVt07dqVunXrcv/+/bIX+P9p1qwZcXFxBAYGFurP9eDBAzp16oQgCFy/fr3IiqdHjx7Rvn17jIyMFFUbqqRhw4a8evWqWD1paWm0adOGhIQElixZwsyZM5WOixkgjI2NZfLkyZw/fx5BEBg3blyxFcwymQwHBwdFtdnbqNphqF27doSGhuLh4UHfvn1LPd7Hx4dhw4bRrFkzha2fKinqbxgQEMD3339PcHAwWlpaDBo0CEdHx3f2fVY1FUVrp06dCAkJwd3dvZD9pvzvKwgCp0+fLlLnmTNnGDJkiKI/uCqxtbUlKCiI5cuXM23atFKP37x5M99//z0dOnTgzJkzKlCozM6dO1m4cCEZGRkIgoCdnV2JAc2DBw8iCALDhw9Xev1D5j2lwdTUlISEBM6cOUP79u2VjpmZmREfH8+FCxewsLAocrx8v6hp06bcuHFDpVqh4sxd3xUQ/jciBQglJCQkKhBluTGiass+Sat42NnZ8eeffxbKyp0zZw7bt29nypQprFq1CgAPDw8mT55Mp06d8PX1FV1rWfBfDrqpEjG0luceMhIS70NERAQJCQnk5eVRrVo1GjdurKjcqAhkZ2dz/vx5fHx8OH36NGPGjGHevHnqllUkktaSKep+Ku/9Gh4eXmLlU3JyMo0aNeLjjz/m+fPnKtXZpEkTkpKSCA4Opl69eqUeHxERgbm5OTVq1FC5ZR8U/5zy9PRk+fLlPHz4EA0NDbp06cLo0aPp06ePos+u2NSsWZPc3NwPHi9WhQO8qcpKTU3l9u3bNGzYsNDxnJwc2rVrx/Pnz5k1axaLFy9WOi7W/MHIyIicnBzi4uLQ0dEp9fjs7GyMjIzQ1dUlLi5OBQrfUKNGDfLy8oiNjS3UQy4zM5PatWsjCEKRx+GNPWWtWrXQ0tIiMTFRZTr/rjchIaHYnp779u1j+vTpGBoacuvWLaV7mDrmj9u3b2fRokVkZmby5Zdfsnbt2iIDBOqa29aqVYvs7GylXt+lQX6d6OnpKZx0VElJn9PRo0dZsWIFYWFhCIKAqakpgwYNol+/foUC4GJQUbQaGxuTmZnJ06dPCzlbxcXFYWZmhiAIREREFNleJCkpicaNG1OlShWio6NVqrVevXqkpaXx7NkzhVV/aXj58iUNGzbEwMCAyMjIshdYBGFhYUyaNImgoCBMTEzYvHkzPXr0KPJcdd0HSnpmyecIiYmJxTpH5eTkULNmTZU/s+RUlLlrw4YNFb3He/ToQZUqVVT6fuUBKUAoISEhUYH4u9XBhyDWZoCkVTzkmy4PHjzAxMRE8bo8G8vb21thOSJfCIgxsVIVUtBNNYihdcWKFQiCwPz58z/4d/z00084OjqqvE+CoaEhGhoaxMXFlZt+aMUhaRWfnJycCq1fjrxnSUVA0qpMUZss8g24+Pj4Eq/P169fY2xsjLa2NgkJCSrVKd/4+aeb2JUrVyYmJkYFCpUpaZNPJpPx66+/smrVKp49e6bokdijRw+6deuGjY2NqP2pUlNT8fDwYNWqVSQnJ79XlUNRqLrCAf7aqCwpQPT7778zcuRIdHV1CQoKUgooi7X5Ku+f/Mcff2BpaVnq8fIKwvr16yvs/VSBvGrk6tWrNGvWTOmYvDpQEARu3rxZZE+9p0+f0rp1a6pVq8bTp09VplPOJ598QmxsLEFBQTRt2rTIc2QyGV26dOHu3bsMHDiQPXv2KI6pa/M9NDSUiRMncvPmTerUqcPmzZvp3r270jnq0ta0aVMSExOLDbq/C3nyhbwXqKp51+dUUFCAh4cHO3bs4NatW4q1ec2aNencuTOWlpa0bt261C4k/2at8iBxWFhYIYvzvLw8qlevXuK/Qx50EyM4JN+vKCqY+T68evWKBg0aYGhoSEREhAoUFk1BQQGrV69m9erV5OXl4ejoyPLlywvNZ9R1H7CwsCAiIqLI6uyWLVsSFRVV5PUhJyEhgaZNm1K1alWePXumcr0VZe7q5uaGr68vf/75JxoaGlhZWWFvb0/fvn2pU6eOSt9bXVTM5kMSEhIS/1GsrKyKDGTl5uZy9epVxc+GhobUq1cPTU1Nnj9/rngAGxgYMG7cOFF6z0laxSMjIwNAaeL38uVLHj58iI6OjlLPHrllU3p6urgi/z/yas33rbT08PDA0NAQOzs7xWsuLi6KHouqRNJa9pRFfwtXV1f69eun8gBh/fr1iYyMJDw8nObNm6v0vf4pklbVkpeXx+7du/n99995+PAhiYmJyGQyXr58SWhoKLt27WLSpEk0atRIbRrlVeJlhSqr3yStqsPS0hJ/f3+Cg4NLDG7cuXMHeLO5qGoaNmzIw4cP8fPz44svvij1+HPnzil+j7qR24cNGzaMM2fOsG/fPk6fPo2np6fCXtDAwIBWrVrh6empcj0GBgZMmjSJdu3a0a1bNwAWLlxYLpOSatWqRVRUFI8ePaJly5ZFnuPg4ECXLl0ICAhg6tSpKrcQK4qePXuya9cuZs2axdGjR5X6Ob2LhIQEZs6ciSAI9O7dW4Uq31gLnjp1CldXV3bv3q10zNXVVfH/p06dYtasWYXGHz9+HKBY27mypl27dnh6erJmzRr+97//FXmOIAhs2LABW1tbjh8/zueff86ECRNE0Vccpqam+Pn58dNPP7FmzRqFrWRRAQKx6dChA15eXixdurTQNfA+LF26FEEQ6NSpkwrUlR4NDQ1GjhzJyJEjefDgAe7u7hw+fJj4+HiOHj3KsWPHEASBly9fqltqudFap04dnjx5wp9//km/fv2UjlWqVIkrV66UOP7u3bvAm0QeVdO8eXOuXr3K7t27+eabb0o93t3dHUD0Kk0NDQ1cXFzo1asXEydOVLTP2LZtG+3atRNVS1H07NmTnTt3smrVKnbt2qV0zNbWFnd3d06ePImjo2OR43/99VeAYp/LYlAe565OTk44OTmRmprKmTNn8PHxYenSpXz77beYm5srqgs/++wzlWsRC6mCUEJCQqKCk5eXx6BBgwgICKBbt27MmzePjh07Kp1z584dVqxYga+vL127duXYsWNqsUSTtKoGeR+Sa9euYWZmBvzVl7Bz585KPTHkGcNiZ9/JkVcPve+CqX79+mhoaIiS0fZ3JK3lE7GqMrdv386cOXOYOHGiknVveUTSqjrCw8MZNGgQz58/Ryb7a9kkz36VV4tUrlyZHTt24ODgoBadpa2EL663hhjV8JLWstW2YMECPvnkE5o3b054eDhDhgzh888/59SpU0VWamVkZNCvXz9u3LjB8OHDVV49tnbtWpYuXcrHH3/Mjh076NWr13uPPXv2LBMmTODVq1csWrQIZ2dnFSp9Q2mrABITE/Hw8MDX15dr166Rk5OjlioCa2tr7t27x5UrV8plgHDixIkcOnSInj17cujQoWLny2FhYVhbW5OVlYWzszOLFi0CxKvOiIuL4/PPPycpKYmPPvqI4cOHY2tri7m5ucK2U05BQQGxsbEEBwfj5+fHoUOHSElJoVatWgQGBqo06erGjRv07NmTgoICOnTogL29PYIg4OXlxZUrV2jQoAGvXr0iLy+PQ4cOKfXD8/f3Z/jw4WRmZrJ9+3aGDh2qMp1yAgMDsbOzQxAEunbtyujRo2nevDkNGjQoFGhbvXo1y5cvR0NDg5kzZ+Lk5ISpqanaLepv3LjBxIkTCQsLo0mTJooAgboqh27cuEHv3r3Jy8ujbdu2zJw5k27duqGvr1/smPT0dM6dO8fGjRsJCgpCS0uLs2fPflC/zdLyIZ+TPFn3/PnznDt3jjt37pCcnKw6kf+fiqJ17ty5bNu2DWNjY44dO0aLFi3ee2xOTg49e/bkzp07fP3112zatEmFSuHIkSM4OjqioaHB9OnTmT59+nvdIxMSEti8eTObNm2ioKCgyH6LYpGdnc0PP/zA9u3b0dDQYNasWXz33XdUqlRJbfeBqKgorKysSElJwd7eniVLliiqtGNjY+nUqRO5ubkcOnSoUEXr0aNHmTx5Mrm5uezcuZMvv/xS5Xoryty1KPLz87l06RK+vr74+Pjw9OlTjI2N6du3L3379qVr164V2l1GChBKSEhIVHDWrl3LsmXLGDJkCDt27Cjx3ClTpuDh4cHChQuZPXu2SAr/QtKqGkaNGsWpU6cYNGgQu3fvJjs7m169enHnzp1CjcDnz5+Pm5sb7du35+zZsyrXFhkZqRSIlG8OeHt7K222F0VERAROTk7o6OiI0htD0loxENO2deXKlaxevZrx48czYcIEUa3jSouktexJSUnBysqKyMhImjRpwpw5c7C0tKRdu3aKTYDU1FScnZ05cuQIurq6BAYGFmufpkr27dtHZGQka9euJT8/n0qVKtG8eXPq1q2LlpYWERERhISEkJ2djYaGBv379y+x+kGVC29Ja9kgt5F8O2Chq6tLTk4OBQUFfPHFF+zfv19xLCMjg8OHD7Np0ybCw8PR0dEhICBA5ZW8ubm59O3bl+vXryMIAs2bN6dnz560bNmSOnXqoK+vj7a2NtnZ2aSnp/PixQvu3buHn58fISEhyGQyOnXqxO+//y6KU8M/2eTLzMzk4sWL+Pv7s2LFirIXVwLOzs7s2bOn3AYI7927R9euXcnLy8PMzIyRI0fyySef0LZt20KOAL/88gtTp05FEAQGDhzI1KlT6dGjh2ibr6GhoYwdO5bg4GCl75eGhgaVK1dGS0uLnJwcMjMzKSgoUByXyWS0atWKPXv20KRJE5Xr3LdvH87OzuTl5Sl0ymQyqlevjpeXFzdu3FB8jq1ataJOnTpERkYSHByMTCaje/fuikpCMdi4cSOLFi2ioKBAoXf37t0MGjSo0LnOzs7s3r1b6d+l7gAhvOnduGDBAnbu3KkIEKxdu1Zt2o4fP87UqVPJyMhAEAQ0NDRo0KBBsffWiIgICgoKkMlk6Ovrs3Xr1kKVZ6qiLAIoYlmNVxStMTExWFtbk5iYiCAItGjRgoYNGyqcZYriyJEjPH78mMOHD/P06VP09PS4cOGCIslYlcybN4+tW7ciCAKamppYWFhgbm6OiYmJ4nrNyckhLS2N6OhogoODCQ4OJj8/H5lMxvTp01m+fLnKdb4Lf39/pkyZQkxMDObm5mzbto1OnTqp7T5w9epVRo4cSUJCAoIg8Omnn9KmTRuFa8vevXsRBAErKys+/fRTRTD7wYMHyGQy/u///o8tW7aIorWizF3fh5CQELy9vfH19SUoKAg9PT26deuGnZ0dvXv3LtbWtbwiBQglJCQkKjgdOnTg0aNH3Lhx452LUXn1mJmZGdevXxdJ4V9IWlXD1atXFVZGRkZGFBQUkJCQgL6+Pnfv3qV69epcvHiRJUuWEBQUBLzpBefk5KRybStXrlSyOiotMpmMdu3a4efnV4aqikbSWjEQK0D41VdfAW/sd+R9r6pUqcLHH39cYqWw3K5HTCStqsHV1ZUVK1bQqlUrvLy8FBbNRW0cTZ48GQ8PD8aOHcuGDRtE15qcnIy1tTXR0dGMHTuWb775hrp16yqdEx8fz5o1a9i2bRuWlpb4+vqqJdNV0lo2+Pn5ERYWpvgvPDycqKgoRcCiRYsWXL58Wen8wYMHA1C5cmW2bt0qWhZ+VlYWCxcuxN3dnezs7PeqypTJZOjq6jJu3DgWL16Mjo6OCErV10fon3LhwgW8vb355ptvRLE2/xCOHDnC9OnTef369TsDROvXr2fJkiWKn9URIPL29ubYsWNcunSpxP6XJiYmWFtbM2jQIPr27SuaPnjTb3D37t0EBwejoaGBubk5Tk5Oiv6NW7ZsYcmSJWRnZyvGCILAsGHDWL9+veg2mUFBQbi5uREQEEBiYiJ79uwp8u8PcODAAVxdXRU908vT9/LcuXM4OTkRGxur9uDlixcv2LRpEydPniQ6Ovqd59epU4cBAwYwffp0jI2NRVD4hop0b61IWh8+fIiTkxM3btwA3v09MTEx4fXr18hkMgwMDNi+fbuo9y1PT09cXV2VerQW57wgp1WrVsybN0+pNYa6SUlJYfbs2Rw5cgQdHR3F3EZd10xSUhLr169n3759pKSkACglWMgRBEHxs4mJCS4uLowZM0Y0nRVp7loaEhMT8fHxwcfHB39/f7KysrC0tMTe3p4vv/yy0NqhPCIFCCUkJCQqOPLm1AkJCUWW479Nbm4uNWrUEKURdVFIWlWHu7s7Li4uZGVlAW823Ddv3qxYdG/atIkFCxYAYGNjw/Hjx0XJxHdzc1OqmIiIiEAQBMXGRUkIgkDDhg1ZtWpVqSxTPhRJa8VArADhh2T9qmthKGlVDVZWVty/fx8vLy8lW56iNo5CQkLo2LEjDRo0UEswU56VPWPGDJYtW1biuYsXL2bDhg3MmzdP5T3xikLSqjpycnIIDw8nLCyM1NRURo4cqTjm5+fHzJkz6devH1OnTlXLZkVCQgLe3t5cvHiR0NBQoqKiyMjIIDs7Gx0dHapUqULdunUxMzOjc+fO2NnZiZ6BXZE2hisikZGR7Nmzh/Pnz/PkyRN+/vnnYjf7Lly4wE8//URgYKCi6kxdf5eMjAyioqJIT08nJycHbW1t9PX1qVu3LlWqVFGLpvclPj6es2fPEhcXR40aNbCxsSkXPT3T0tLQ0tJCV1e3xPMePHjA7du3efHiBXPmzBFJ3bt59eoVP/zwA0+ePAHAy8tLzYre2KK/697auHFjtWhbsWIFgiAwf/58tbx/aahIWuWEhIRw48YN4uPjS3Q06tSpE8bGxnTr1o2RI0dSrVo1EVX+RXh4OJcuXVJcr0XdW83MzLC2tlbbNfs+HD9+nFmzZvHq1atyMXfIz8/nypUr3Lp1i/DwcBISEsjIyKCgoIDKlStTvXp1TE1N6dixI+3bty+Vjb6qKO9z19KSnZ3N+fPn8fHx4fTp04wZM0Zt64LSIAUIJSQkJCo4DRs25NWrVwQGBr6zaXNwcDDW1tZUr15dsZgRE0mraklMTOTy5ctoaWlhaWmplEHu4+ODr68vNjY2DBw4EA0NDbVorEgbb5LW8olYAcJLly590Li3+/yIhaRVNcizrP+eKFLU9y07OxsjIyO0tbVJSEgQXauFhQURERE8ePAAExOTEs+NiYnhk08+wdTUVFFVLiaS1n9Ocb0OS6KgoEBtz34JiX9CSkoK9+7dIyoqSlGFLiEhISEhUR5IS0vj5cuXANSvX1/Nav5d/BvmrmJZI/9TVF86ICEhISGhUiwtLfnjjz9YunQpv/76a7EbRjKZjKVLlyIIAm3bthVZ5RskraqlRo0afPHFF0UekzdPVjfDhw8vF5lq74Ok9b+NOgJSH4qkVTXIg4IpKSnvrGKSV4+LbdcmR25/9z7VVvJ+X5GRkSrVVByS1n9Oo0aN6N27N/b29vTo0eO9Kpgq+gaLxH8XQ0NDpSpusUlLSyM8PJzIyEjS09PJzMxUVGXVqVMHU1NTPv74Y9F1OTg4oKenx5IlSyqMI0RBQQHPnz+nUaNGhY5du3aNgIAAoqOj0dbWpmnTpvTp0+e93DHUQXZ2Ns+ePSMtLY06deqIatf5Ll6+fElGRgaZmZmKiqy/9/pUN0lJSaSnp1O3bt0SLeblpKamAmBgYKBqaYWoSFolxOejjz5StCFQB4GBgejq6mJpaak2DaqiPM1dV61aVaa/r7xVFUoVhBISEhIVnPPnzzNgwAAEQcDGxoaFCxcWClRdv36dpUuXcuHCBQRBwNPTk86dO0ta/yVaJST+S6iigtDNzY3U1FSlifqqVasQBAEXF5cye5+yQNIqHg4ODly6dIkff/yRqVOnKl4vqoJw9+7dODs706FDB86cOSO6VjMzM+Lj4zl9+jQdOnQo8dyrV6/Sq1cvtVW9S1r/OW5ubvj6+vLnn3+ioaGBlZUV9vb29O3blzp16qj0vSXKJ69evUImk1G1alWl13Nzczl+/Dj37t1TBDK6d+9OmzZt1KIzKSmJx48f06lTJ6XX8/PzOX78eKEAkYODwzu/e6ogJSWFXbt2cfLkSe7evavUw6koLCwsGDx4MI6Ojujr64uiUf4s0tXVZdWqVaL2kSotubm5rF27lh07dlCnTh0uXLigOBYfH8/48eOVXpOjqamJo6MjP/744ztbPpQlT5484cCBAzx48ACZTMann36Ko6OjopJ81apVbNmyhbS0NMWYTz75hO+//77YZE1Vcu3aNU6dOsXFixcJDw8nPT290Dm6uro0bdoUGxsbBg0apLbE1sOHD7N69WpCQ0OBN3/j3r17M3/+fMzNzYsdZ2hoiIaGhqJSSwwqktaKRGZmJgEBAQqL0eKSL8zMzOjSpQvdunV7pxWxqggPD+fUqVNcuXKF0NBQkpKSyMjIQFNTkypVqlCjRg1MTU1p3bo1vXv3xsLCQnSN8mfBkCFD+Pnnn6lcubLoGkpLSkoKe/bsITAwkIyMDBo0aIC9vT0ODg4ljhs5ciSCIPDLL7+IpPQv5J/z+1Kc24e6+9YWhxQglJCQkPgXsHbtWkUVG7zJVqtbty6CIBAVFUVKSopiYbtkyRJmzZolaa2gWtu2bUtYWBiCICgWHe+aSBWFPKCpLuLi4ggKCqJnz55oa2sDbzK0Fy9eTEBAAAUFBYoFmLqzLyWt5QtVBAhr165NVlYWMTExigqw8mrbKmkVj8OHDzNhwgR0dXVZt26doifG3/8N4eHh2Nra8vLlS9atW8e4ceNE1zp+/Hh+++032rZti6enZ7GbA5mZmTg4OHDjxg369u2Lh4eHyEolrWVJamoqZ86cwcfHh7Nnz5Kamoq5uTl9+vTBzs6Ozz77TBQdEuohPz+f1atXs3fvXkW1q7GxMd9++y2Ojo7Exsbi4OBAWFgYoLxZ1adPH7Zt2yaa7VVKSgrz58/n8OHDtGjRQikY9PjxY0aOHKnYhJfPrd/W+r///U+0Kr3z58/j6OhIcnKyQouhoSEmJiZUqVIFbW1tsrKySE9PJyYmRhEkEgQBIyMj3N3d+fzzz1WuU/4sMjMz4/Hjx3Tt2pVNmzaVu4q7vLw8Bg8eTEBAADKZDEtLS86dOwdAeno63bt35/Hjx8hkMtq2bUuzZs3Q1dXl5s2b3Lp1C0EQRL2vHjhwgFmzZpGbm6t0LVarVg1PT098fX1ZunSp4nxdXV1FD3hBEFi0aBHOzs6iaI2NjWXixImK79O7Atnw1/eqZ8+ebN26VdQ+r0uXLmXdunVF6tTT02PPnj3FOt6IPX+sSForCgUFBaxZswY3NzfFZ1PSNSu/VqtWrYqzszMzZswQQybwZv08e/Zsjhw5gkwme+d3S661bdu2LF26VJRngJy3n+NNmjRhy5YthZJwyhPXrl1jxIgRJCYmKn2ugiDQoUMHPDw8iu2Nqc7v1r59+4iMjGTt2rXk5+dTqVIlmjdvTt26ddHS0iIiIoKQkBCys7PR0NCgf//+JTrLbN26VUT170YKEEpISEj8Szh37hwrVqzg+vXrhY4JgkDnzp1xcXEpF/ZuktYPp23btoSGhipNjD5kc0edi5bly5ezfv16CgoKePz4saJX4hdffMHFixeVFuOtW7fGz8+PSpXU44ouaS1/qCJAaG5uTmRkJMOGDcPGxgaAKVOmIAgCW7dufa8NFzkjRowoM11FIWkVl1GjRnHy5EkEQaBFixZ07NiRXbt2IQgCy5cvJzg4mJMnT5KZmYm1tTWenp5qscN5/PgxVlZW5ObmYmpqiouLC7a2tooN9ZSUFPz8/HB1deXRo0cIgoCPj49aNhAkraohPz+fS5cu4evri4+PD0+fPsXY2FhhMd61a1dF4ohExaegoIAhQ4bwxx9/FLqXCoLA2rVrOXv2LD4+PhgaGmJjY0PNmjUJDQ0lMDAQmUxG+/bt8fHxeS/LvH9Ceno6vXr1UlRj2dracvToUeBN/2xra2tiYmLQ0tLiiy++oFmzZujp6XHz5k1+//138vPzadeuHd7e3iqvInvw4AHdu3cnMzMTU1NTnJycsLW1LbGvVEREBH5+fmzbto2HDx+ir6+Pv78/pqamKtUq3yiNj49n6dKlbNmyBR0dHaZOncrs2bPfy3pYDDZs2MCiRYuoXLkyP/74IyNGjFBUA61atYqVK1dSs2ZN9uzZU8iJxcfHh3HjxpGZmcn//vc/hg0bplKtN2/exNbWlvz8fMzMzLC3t0dfX5/AwEDOnTuHhYUFz549Iycnh2XLljF8+HA++ugjIiMjWb9+Pbt370YQBM6ePavyCr2XL1/SuXNnoqKi0NLSwsHBAVtbWywsLDAxMUFfX18pmB0dHc29e/fw8/PDy8uLnJwcGjVqREBAgChJgwEBAfTr1w9BEBg7dizOzs4YGRlx+/Ztli5dqrBJDAgIKHKOL2ZgoCJprSgUFBTw5Zdfcu7cOWQyGcbGxnTr1g1zc3Pq1KlTKPkiOjqa+/fv4+/vT3R0NIIgYGdnx8GDB1WuNScnhx49ehAcHIyWlhaDBw+mY8eOaGtrc/fuXQ4cOEBaWhqzZs3C0tKS58+fc/PmTfz8/EhJSUFTU5OffvqJ8ePHq1wr/HW9ubm5MW/ePNLS0hgzZgwLFiwod9bCsbGxdOrUieTkZIyNjRk9erTiu3X48GGys7Np0aIF586dK7JqVJ3freTkZKytrYmOjmbs2LF888031K1bV+mc+Ph41qxZw7Zt27C0tMTX17fCzL2lAKGEhITEv4z4+HiCg4NJTk5GU1OTmjVr0rJly0KWQ+UBSWvpWbJkCbGxscBfWUcHDhz4oN8lr4YRk6NHjyqqa4yMjLh27RpVq1bl0qVL2Nvbo6enx8qVK9HS0mLBggW8evWKn376iYkTJ0pa/yVa/ymqCBCuXLlSYX35T1H1gkXSKi55eXksW7YMNzc3cnJyEARBKdgur8gZNmwYa9asEc1arih8fX1xdHQkPT1d8Znr6+sjCIKiwkUmk6GpqcnKlSuZNGmSpPVfpvVtQkJC8Pb2xtfXl6CgIPT09OjWrRt2dnb07t1b1KoRibJnz549zJo1C21tbb799lsGDRqkCGR8++235OTk8Pr1a0xNTTl58qTCGhHeWOQPHTqUly9f8vPPPzN69GiVal2yZAnr1q2jRo0abNu2DVtbW8Wx7777ji1bttC4cWN+++03mjZtqjT2zp07DBw4kOTkZFxdXVX+/Ro3bhxHjx6lZ8+eHDx4sFQbe3l5eQwfPpwzZ84wdOhQduzYoUKlhTdKr169ypQpUwgPD6d69epMnTqVCRMmqN0xokOHDjx69IgNGzYUskHt2LEjDx8+ZNeuXQwePLjI8Tt27ODbb7/FysoKb29vlWodO3Ysx44do2fPnnh4eCgFpGfPnq1IEJo3b16R/aOmTZvG/v37GTJkCDt37lSp1nd9d0riyZMnDB48mKdPnzJjxgylikhVMXz4cLy9vRk8eDC7d+9WOiavMvX396d169b4+/sXmjuKGRioSFpfv35dJr9H1baUbm5uzJ8/n8qVK7N27VqGDRv2Xgl1MpmMw4cP4+zszOvXr1m9ejUTJkxQqdZ169axZMkSatasyYkTJ2jZsqXS8YiICPr27cvLly+5dOkSjRs3Bt78LdatW8eaNWvQ1NTE29tbFIvst6+36Ohopk+fjp+fH4aGhsyePZsJEyaUm4SR+fPn4+bmRuPGjfnjjz+UKgWDg4MZMGAASUlJTJw4kZ9++qnQeHUGCOfNm8fWrVuZMWMGy5YtK/HcxYsXs2HDhmKfFeURKUAoISEhISEhIRp2dnb8+eefTJgwgdWrVytenzNnDtu3b2fKlCmKBtAeHh5MnjyZTp064evrK2n9l2j9p6giQCiTydi5cyfnz58nJSUFgEuXLiEIAlZWVqX6XV5eXmWmqygkreohISGBEydOcOvWLeLj48nPz6datWpYWFjg4OBAkyZN1KpPTlRUFGvXruXkyZMkJSUpHdPT08PW1pbZs2errf/Y20haxSMxMREfHx98fHzw9/cnKysLS0tL7O3t+fLLLwtlQJc1ZRGAEgQBd3f3fy7mHVQUrb179+bq1assXry4kMX9/v37mTZtmqJPT1FW9O7u7sycOVOUoEvr1q159uwZ7u7uDBgwoMhjhw8fplevXkWOl9s9t2nThvPnz6tUq7zv6PXr1z+oAvDRo0e0b9+eWrVq8fjxYxUo/IuiNkpzcnLYvn0769evJzExkSpVqjBkyBC+/vprtfWcMzIyIicnh6dPnxZKrKxVqxb/j737jquy/v8//rgghkKgKLh34ARNnIGkhqKAmprm+KYpblz0kcgydwLuNDE1cZSR5kiJoZKKQjlz4EZUhjIFWbI5vz/8nVMnhqKcc6De99ut2y3PdV2cp3jm9brer1deXh6xsbG8+eabpR6fmppKixYtMDY2JiYmRqVZ27RpQ0JCAmfOnCkxY+7KlSu8++67SJLEpUuXSn3fv3HjBu+88w6NGzfmxo0bKs3asWNHoqOjCQgIqPBnKkBxEWGLFi24cuVK5Qf8h7feeouUlBTCw8Np3759ie2JiYl06dKFzMxMNmzYwLhx45S2q7MwUJ2yVnQuWmn+PrpEVWxtbbl+/To+Pj6v1BVkz549zJgxg44dO5Y6r7QyybNu27aNESNGlLrP4cOHGTduHKNGjWLLli1K25YuXcqaNWt4//332bVrl0qzQumPtx9++IGlS5eSmJhI7dq1mTRpEh9//LHKP++9SOfOnbl//z5+fn6ltug9duwYI0aMQEtLi9OnT5d4HdZkgdDKyoqYmBhu3rypdNFVaeLj42nTpg3m5uZcvHhRTQlfjygQCoIgCEI1UpltNTTRsq9p06ZkZGSU+GAlv4I4MDBQ0bP/yZMntGzZklq1ahEdHS2y/kuyvi5VFAhLU53aA4msQmliYmJITk6msLAQExMTWrZsqfJWgq9KZFWfvLw8Tp48SVBQEEePHuXjjz9W+dXN5ubmJCUlKZ3ErEiLYVBfa/TqklX+vn/jxg0aNWqktC06OhorKyskSeLu3buYmZmVOD4uLo727dur5bOAqakpBQUFxMXFlVhlLS8eJSQklNpODJ63KG3UqBGGhoY8evRIpVnleRITE9HT06vw8Xl5eZiZmaGvr09iYqIKEv6lvPfT7OxsvvnmGzZt2kR6ejqSJNGkSRMGDRpEnz59sLGxUfmKIblWrVrx5MmTUguEzZo1Iz09vdzfd25uLvXq1aNGjRqKLiqqUrduXQoLC5VmJ8tlZGTQpEkTJEkiJSWl1Db9OTk51K9fH11dXZKTk1WatTo9VuGv321SUlKZK3O//vprFi5cSL169bhy5YrSY1Sdnx+rU9aFCxeyb98+xRzaVyW/kE9VGjRoQE5ODo8ePXql1Wzy9wEDAwMeP36sgoR/adSoEdnZ2aW+Z8llZmbSuHFjzMzMFPNz5eTFofr163Pnzh2VZoWyH2+5ubls3ryZr7/+mrS0NLS1tenbty9Dhw7FyclJbXN9/07+uvXw4cMy7/+jjz7iyJEj9O7dm8OHDytt0+T3SPlnmfJeF+Ty8/MxNTVV2+trZah+g2cEQRAE4T9MPr/rdchb4mmiQJidnQ2g1NosLS2N27dvo6enp3R1s/xK4qysLPWG/P9E1v82Dw+P136urVy5EhcXF5XPfxBZVcPY2BgtLS0SExOrzfyIv2vatClNmzYlPz+/yucXWdVHT0+PAQMGMGDAAED1JwXh+SzH4OBg5s+fz4MHD5AkCRcXF8Ws3KqkumSVt5UrbQ51/fr1Ff9fWnEQULT1kn9+UCUTExMSExPJzs4ucbLV0NCQ1NRUioqKyjxe/p5R0ULtq2jUqBEPHjzg3Llzitm5FXH+/HnFz9EkAwMDPDw8mD59Onv37mX37t1cu3YNHx8ffHx8eOONN2jdujWdOnVi06ZNKs1iZWXFyZMnOXjwIC4uLkrbOnXqRGhoKBcuXChznnt4eDiAWla+1KxZk4yMDB49elSiZeebb75Jp06dAMqc4Z2UlARQZrG7MpmYmJCQkMDDhw9p3bp1hY+XXxigrnEZxsbGPHnyhMTERJo0aVLqPjNmzGDHjh08fPiQRYsWKXVFUafqlHXp0qUsWLAAd3d3du7ciSRJHDp0qMp0tpDT19cnJyeHzMzMVyoQyt/z1PG5S/6eU973FXn74dI+Q8m/a6empqog3cvT19fHzc0NFxcXNm3axK5duzh+/DghISHMmjWLTp068e6772JtbU3Hjh3LfKxXJl1dXfLz88u9sG758uUcPXqU0NBQ/P39GTRokMpzvYzatWuTlJTE5cuXX9g69vLlywBVprXryxAFQkEQBEGoRmxsbEr9sFpQUMC5c+cUfzY2NqZJkyZoa2sTHR2tuMrKyMiIiRMnlvnFVtXq1q1LYmIiDx8+xMLCAkAxrLxr165KH/rlV4lr6oOVyFr55CtgX7Y47efnh7GxMY6OjorbPDw81HKi9vPPP3/tn+Ht7c3gwYNVXsgSWVWjadOmxMbGEhUVRdu2bVV6X5WlsLAQX19ffv31V27fvk1KSgoymYy0tDQiIyPZvn07U6dOpUWLFpqOKrJWMnkb6cpSmasKJUli4MCBWFhY0KVLF2QyGVOmTFH5SvBXUV2ympqaEh8fz40bN0qcqNLT03vhyep79+4BKM3/UZVu3brh7+/P7t27cXd3V9rWo0cPAgMDOX36dKntxgCOHz8OoJbn1+DBg1m/fj2urq7s3buXdu3avfSxN2/exNXVFUmSGDJkiApTvjwjIyMmT57M5MmTiYiIYNeuXRw7dozo6GiuX7/OjRs3VF4gnDZtGidOnGDBggXUr18fJycnxbaZM2dy6tQpFi5cSGBgYInCWmpqKvPnz0eSJLWcJG7Xrh1nz57lhx9+YPHixUrbJEkiNDS03OPlrftfpT1tRdnZ2bF3714+/fRTfvrppxIrHsuTl5eHu7s7kiTRu3dv1YX8m86dO3P8+HG2bt1a5vwuHR0d1q5dy9ChQ9m2bRu9e/dWeryoS3XKCs+LLitXruTQoUNkZGTQoEEDmjZtqpEsZenYsSOnTp1i3bp1eHt7V/j49evXA6illbu5uTmXL18mODi4zNmo8gsXSms1eeLEiTK3aYKRkRHz58/Hw8OD4OBgdu/ezfHjx7l06RJ//vknoJ42s/B8RfnVq1f57bffSrQcl2vWrBlz5sxh5cqVzJ07lx49elSJi7Ts7Oz4+eef+fzzz/H39y9zFX5OTg6ff/45kiSpZQZlZREFQkEQBEGoRkqbE1NYWMiwYcMA6NOnD5999hk9evRQ2ufq1ausWLGC4OBgrly5wsGDB9WS95+6d+/OkSNH8PLywtfXl7y8PDZs2IAkSYrVDHJbt24FeKWrYiuDyFr5pk+fjpaW1ksXCD08PNDS0uLhw4dKt1UX6ljtUFlE1pJmzZqFu7s7vr6+GrsyvCKioqIYNmwY0dHRSr8j+UUlWVlZbN68mV27drFt27ZS55Kpi8ha+Tw9PSu0OlfeTaCs21XRdrRVq1ZYW1tXi3ksVT1r9+7dOXToEAsWLMDf379EYWXKlCnlHv/1118jSRLW1taqjAk8LwIFBATg5eWFgYEB06ZNQ0tLC4BPPvmE4OBgvvzyS7p161biwo/79+8rCkRlnaitTPPmzePIkSPcv3+fXr160a9fP+zt7bG0tKRhw4YYGhqiq6tLXl4eWVlZPH78mIiICEJCQggJCaGwsBBzc3PmzZun8qwVZWlpyerVq4Hnv9cTJ05w6tQpld+vg4MDc+fOZf369YwdO5Zu3boxZMgQrK2tad++PW5ubqxbt44+ffowc+ZMOnToQH5+PufOncPHx4dHjx7RpEkT3NzcVJ515MiR/PHHH2zYsIHCwkJGjBhBs2bNXqoV38mTJ1m+fLnaCsTu7u4EBAQQGhpKt27dmDp1Kv369Sv38/3t27cJCQlh69atREdHY2RkxKeffqryrAAff/wxx44dY+PGjaSnpzN+/Hjatm1b4iR73759mTx5Mtu2bWPixIl4enpWymzYf2tWOT09PWxtbVU+U/ZVzZo1i1OnTrFlyxYSExOZO3euYkVuea5cucL69ev55Zdf0NLSYs6cOSrPOnLkSP788088PDxo3bo1HTp0UNoeHR2t6Ijy94tYAU6dOsUnn3yCJEllFsA0RUtLC0dHRxwdHUlOTubYsWOcOnWKkydPqrwlspyjoyNXrlzB3d2dBg0alFlAc3d359dff+XmzZsMHTqUQ4cOabxI+Omnn3L48GEuXbrEu+++i4eHB/b29or3h/T0dEJCQvD29ubOnTtIksTs2bM1mrkixAxCQRAEQajm1qxZw7JlyxgxYgTbtm0rd9/p06fj5+fHwoUL+eSTT9SU8C/nzp3DwcEBeN72qri4mOTkZAwNDbl27Rp16tThzJkzLFmyRHFSbsWKFcyYMUNkrYZZY2NjiYmJUfzZ0dERSZIIDAx8YZEnJiaGGTNmoKenp/KZM6qirnmJlUFkLZ2npyerVq1i0qRJTJ48WS2rAl5Feno6NjY2xMbG0qpVK9zd3bG2tqZr166KWR0ZGRm4ubmxf/9+9PX1CQ8PL9FCTWStvll3795NbGwsa9asoaioiDfeeIO2bdvSuHFjdHR0iImJ4datW+Tl5aGlpcWQIUPKXXGyefNmleT89NNP2bp1K2fPnq3yrzdVOeuff/5Jv379KCoqomHDhjg7O9OsWTNcXV3LPObx48dERUWxa9cufv75ZyRJ4uDBg/Tt21flebdu3YqHhwcymYzGjRvj5ORE586dadasGQEBAWzYsAEzMzMmTpyoVCD68ccfyczMxMrKit9++00t7eWePHmCq6srQUFBQPlt5uTkn2mcnZ3ZsGGDyle4Q/Wb6evn58fSpUt5/PjxS1/MIJPJ6NatGzt27FBLi9Hi4mLGjBlDUFCQUpvB8lbWjBgxglu3bhEXF4dMJqNDhw6EhIRUaEXfq/rjjz/4+OOPSUhIUOTV0dGhQYMGGBoaoqOjQ35+PllZWSQkJFBQUAA8/702aNCAXbt2qXWFy7x589i2bZvS73b79u2KC13lCgsLGTNmDEePHkWSJN58800yMjLU+nivTlnlli9fzqpVqzh37lyVe88C2LRpE19++SXFxcUA1KlThw4dOihmzP7z4ovr16/z5MkTZDIZ2trarFixgmnTpqk8Z0FBAQMHDuTChQvo6uri7OzM22+/TV5eHnfu3OHIkSPk5eVRv359wsPDFSM+hg0bpujg07ZtW44fP65oN6pKlfFecOPGDdq3b195ocqQmZnJu+++S1RUFJIkYWFhQbt27Zg1a1aJC5YiIyNxcHAgNTUVIyMjhg8fjq+vr0bf94KDg3FxcSErK0vx2mBoaIgkSWRmZgIoHq+enp5MnTpVIzlfhSgQCoIgCEI11717d+7cucOlS5deOG/gwYMHdOrUCQsLCy5cuKCmhMp27tyJh4cHubm5wPNWl998843iC9fGjRtZsGAB8LyVw6FDhzTWElVkfT2enp6v1EZGTt4iNSQkpBJTqY8ouqmGurJ++OGHAFy7do34+Hjg+fOqVq1a5c7OuHbtmkpzlcbb25sVK1bQsWNHAgICFCckSjtpMG3aNPz8/JgwYYKiZZPIWv2zpqamYmtry+PHj5kwYQL/+9//SpxQT0pKYvXq1WzZsgVra2uCg4PVPkfx6tWrhIeHM3r0aLXNvnpVVT3r/v37mTNnjmKm8ItOmjVq1Ijs7GxFMWvevHl8+eWX6ogKwJkzZ/jyyy8Vs3leVCSSr2YdPnw469atw8jISB0xFSIiIjh06BBhYWFERkaWOk/KxMQECwsLbG1tGTp0aImVJqpU3QqEAPn5+QQFBXH06FGuXLlCVFSU4nOrnK6uLi1atKBnz54MGTJELQXsv5PJZPj6+rJ7926uX79OYWFhubNaGzZsSHZ2Ntra2gwbNoxVq1ap9fXi2bNn7Ny5k19++YWLFy+WO8/zjTfeoEuXLgwdOpTx48erpYj5T7/88gvffPMNf/75J0VFRezYsaNE0Q2gqKgIb29vNm3a9NKvcf/lrPC8sPXs2TOMjIxee963qly+fJlVq1Zx/Phx8vPzlbZJklTiAlI9PT369+/PvHnzXmrFYWV5+vQpU6dOVbQN/ucs3FatWrFnzx6lEQQ2NjZERkYyduxYvvrqqzJbUFa26vZekJCQwKxZszh27Bjw/Hfr6+tb6nPr5s2bjB07lvv37yseH5r+u8bFxbFmzRoOHz7MkydPlLbVqFEDe3t7PvnkE7W0w61MokAoCIIgCNVcvXr1yMvLIzk5WTEwuywFBQXUrVsXfX19EhMT1ZSwpJSUFP744w90dHSwtrZWahkRFBREcHAwdnZ2DB06VNGGSlNE1lfn4+OjtAolJiYGSZJeagi6JEk0b94cLy+vCs0AqkpE0U011JXV2Ni4wsdo6kurjY0NN27cICAgABsbG8XtpZ00uHXrFj169KBZs2YaKWaKrKrx2WefsXnzZmbPnl3mzCS5xYsXs379ej777DOVtBIV1OfJkyccOHCAS5cukZSUxKFDh8rct0GDBgD06tWL6dOn06dPH3XFVHL58mVFgejevXskJyfz7NkzioqKMDAwwMTEBHNzc3r27MngwYOrzMrtnJwcsrOzycvLQ09PDwMDA40UWOTkHRqq2qyxisrMzFT8+9esWRMjIyONf56WKygoIDU1lXr16pW5z/r162nSpAl2dnYab4GXm5vLgwcPiI2NLfFYbdKkCS1btkRPT0+jGeWysrKIjo6mfv365a64zcnJ4dSpU1y9epVHjx6xceNGNaZ8rjplrS6ePXvGuXPniIyMJC4ujqysLPLz89HV1cXQ0JDGjRtjYWFBt27d1FZoK83Zs2f59ddfiYyMJD8/nwYNGtC7d2+GDh1a4rzL+fPn6dChg9rzTps2DUmSVNb5QVUiIyMJDQ3l/v37jBgxgrfffrvU/QoKCti/fz+BgYGK59Y/C3OaEhMTQ3JyMoWFhZiYmNCyZctyLyKtykSBUBAEQRCquebNm/P06VPCw8Nf2BoiIiICW1tb6tSpw/3799WUUBCeq25XOL4uUXRTDXVlDQsLe6XjbG1tKznJizVs2JBnz56VuFCktOdcXl4eZmZm6Orqqm3miMiqelZWVsTExHDz5k0aNmxY7r7x8fG0adMGc3Nzlc/YK2vWYVX0b88aHx9PvXr1qkzxRRAEQRAEobqTF7erM830wBIEQRAEodJYW1vz22+/sXTpUn766acyTxjJZDKWLl2KJEl06dJFzSkFAUaPHl1tTr4KgiYKfa9KXrxKT09XzEIpi3z1uKZWvoisqiFvg/uinIBiBURsbKxKMwG0aNGCAQMG4OjoyHvvvYeBgYHK7/NVVbesDg4OODk5vXRW+QpCoWJu3bpFZGQkMTExZGdnk5OTo1jl0qhRIywsLLC0tFR7LisrK2rUqIGnp6fa23D+VyQmJvLHH3+QnZ1Ns2bN6Nq16wtX4AUGBgLP525rQmpqqmIF4bNnzxQrCBs3boyZmZlGMlVEfn4+Fy9eJCEhgbp169K1a1eNrtQtLCzk2rVrisfAy6zYvX79OoBaWw6/rPnz5yNJEitWrNB0lBLkK16rgh9//JEaNWrw/vvvV/nvrtUp679BYWEhvr6+/Prrr9y+fZuUlBRkMhlpaWlERkayfft2pk6dSosWLTQdtUJEgVAQBEEQqrmZM2cSEhLC0aNHGTJkCAsXLixRALxw4QJLly7l9OnTSJLErFmzVJ6rS5cu3Lt3D0mSSEtLA8DZ2bnCP0eSJPz9/Ss7nhKRVT2+/fZbtd6fILwsHx8fMjIylNotenl5IUkSHh4eGkz2ciwtLQkLC2Pv3r24urqWu698pqemVouKrKpRu3ZtkpKSuHz5Mt27dy93X/kMOHUUwD799FOCg4OZOHEiWlpa2NjY4OTkxMCBA2nUqJHK778iRFbNOXbsGMHBwYqZdCYmJrz99tsMHz78hfO1VeH+/fts2LABf3//l2plZmJiwvvvv8/cuXPV1vIzOjpaMaPRzc2N+fPnv3DUgPBy8vLycHd354cffqC4uFhxu6mpKV988QUff/xxmceOHj0aLS0txWd0VSsuLubgwYMcOXKEM2fOlHu/RkZG2NnZMXz4cI0UE+Li4ti5cyfXr19HkiSsrKyYNGmSojXroUOH+PTTT5VW4desWRM3Nzfc3d3VmhVg9erVfP3112RmZipus7S0ZNGiRdjb25d5nI2NjVofAxXh4+Oj8QLho0ePCAgIUMx3lRe05fP9atSoobj4ws7OjsGDB7+wM0Jlmz59OpIk8d1337F9+3bq16+v1vuviL9n9fX1LbclclVx//59bt68iUwmo127dkrv83fu3GHTpk1ERESQlZVFw4YNsbe3Z8KECRgaGmowNURFRTFs2DCio6OV5mXKX0uzsrLYvHkzu3btYtu2ba90jkZTRItRQRAEQfgXWLNmjWJ1IDz/Ati4cWMkSSIuLo709HTFh5glS5Ywd+5clWfq0qULkZGRSm3YqupML5FVvRITE7l48SL9+vVTtOPIzMxk8eLFhIaGUlxcjIODA/Pnz8fIyEgjGSuDaNupGqrIWr9+fXJzc4mPj1dcqV6dWuLu27ePyZMno6+vz9q1axk7dixQ8u8QFRWFvb09aWlprF27lokTJ4qs/5KskyZN4ueff6ZLly74+/uXOQMnJycHZ2dnLl26xMCBA/Hz81NLvoyMDI4dO0ZQUBDHjx8nIyMDS0tLxYq9smbPaILIWvnMzc3R0tLizp07SrfHx8czfvx4zp8/D1DihJuWlhYTJ05kxYoVamvf9eOPP+Lm5kZeXh4ymQw9PT0sLCxo2LAhBgYG6OrqkpeXR2ZmJvHx8YrZVJIkUaNGDTZt2sSwYcNUnlP+OmRnZ0doaCht27Zl48aNdO3aVeX3/W9WXFzM0KFDCQ0NRSaT0bRpU0xNTbl37x7p6elIkoSbmxuLFi0q9Xh1fna4ceMG48eP5969e0rPHQMDA8VjNTc3V7HyVU6SJNq1a8euXbvUNuPzl19+Ydq0aeTm5iqySpJEgwYN8Pf359atW4wbN47i4mJMTExo2LAhjx49Ii0tDUmS+Oijj9Q602/q1Kns3btX8RpgZGSkKFxqa2uzatUqXFxcSj22Kn9+1GS27OxsPDw8+OmnnygsLFR6zJZFkiR0dHQYN24cX331Ffr6+mpI+tfvCZ5fgOXt7c3IkSPVct8VVZ2yPnr0iKlTp5YY4/D++++zZcsWrly5wrBhw5QKxvD8cdCwYUP27dunsZW56enp2NjYEBsbS6tWrXB3d8fa2pquXbsqnlMZGRm4ubmxf/9+9PX1CQ8P56233tJI3ooSBUJBEARB+Jc4ceIEK1as4MKFCyW2SZJEr1698PDwUFvbvCVLlpCQkACgGJq9Z8+eV/pZ8pOyqiKyqs/y5ctZt24dxcXF3L17V3HV8KBBgzhz5ozSSYNOnToREhLCG29Uz6YX//Wim6qoIqulpSWxsbGMGjUKOzs74K8rcjdv3vxSJzHkxowZU2m5KmLcuHEcPnxYceKvR48ebN++HUmSWL58ORERERw+fJicnBxsbW3x9/fX2CwykbXy3b17FxsbGwoKCjA3N8fDwwN7e3tq1aoFPD+xERISgre3N3fu3EGSJIKCgujZs6fasxYVFREWFkZwcDBBQUE8ePCABg0aMHDgQAYOHEjv3r2rzCwXkbVylHZSOisriz59+hAZGQnAe++9p5iTnZGRwdmzZwkKCqKoqAgnJ6dX/qxTEWfPnsXR0ZGioiJ69erF3LlzsbOzK/f3lp+fz+nTp9m4cSOnTp1CR0eH4OBglbfz//vvdOvWrSxevJhnz54xYsQIFi1aROPGjVV6//9Wu3btYvbs2ejp6bF582aGDx8OPL+4wtvbm3Xr1iFJEnv27MHJyanE8eoqwMTGxtKrVy/S0tIwMTFh/Pjx2NvbY2lpWeqFg2lpady4cYOQkBC+//57UlJSMDU1JSwsTOWro27cuEHv3r3Jz8+nQ4cODBgwAG1tbYKDg7l69Spt2rQhNTWVtLQ01q9fz9ixY5EkCZlMxq5du/jf//5HUVER+/fvL3flXmU5fPgw48aNQ0tLi4ULFzJjxgz09PSIj49nwYIF7N+/H21tbQIDA+nRo0eJ49VZhGvZsmWF9n/y5AmSJGFiYqK4TZIkoqKiKjuaktzcXPr378+1a9eQyWR06dIFe3t7rKysaNiwIYaGhujo6ChdfHH9+nV+++03Lly4gCRJWFtbExQUpJb3Mfm/4a+//sqMGTOIiYnhvffew8vLS21F9ZdVXbI+ffoUOzs7YmJikMlkmJmZYWhoyMOHD5HJZLi4uHD27FmuX7+OtbU1I0eOxNTUlMjISHbs2EFCQgINGzYkPDxc6fGrLt7e3qxYsYKOHTsSEBDAm2++CZT+fJ82bRp+fn5MmDCB9evXqz3rqxAFQkEQBEH4l0lKSiIiIoLU1FS0tbUxNTWlQ4cO1K5dW9PRhP+4AwcOKFbWmJmZcf78eWrXrk1YWBhOTk6KWTo6OjosWLCAp0+fsnLlSqZMmaLh5K/mv150UxVVZPX09FS0FH1dmrpivLCwkGXLluHj46NYzfL3grtMJkOSJEaNGsXq1as12qZHZFWN4OBgXFxcyMrKUjyWDQ0NkSRJ0SJNJpOhra2Np6cnU6dO1VjWv7t16xaBgYEEBwdz8eJFatSoQZ8+fXB0dMTBweGl5iqqi8j6ako7gebl5YWnpyfGxsb4+flhY2NT4rirV68ydOhQUlNT2bZtGyNGjFBpzg8//JDg4GDGjBmjuAirIqZPn86PP/6Ik5MTP/74owoS/uWfv9MHDx7g6upKeHg4urq6jBkzhtmzZ2ukRes/ffnll6/9MyRJYunSpZWQpnwDBgzg7NmzzJ8/v9QW41988QXffPMNZmZm/Pnnn4qTxHLqKg7Nnj2bXbt2YW1tzc8//6yYLfsynj59yrBhw/jzzz+ZMGEC69atU2HSv1a4Ozk58f3336OtrQ08X635f//3fwQEBChGYCxbtqzE8fPnz8fHx0ctzyuAIUOGEBoayuTJk1m1alWJ7S4uLuzfv58WLVpw/vz5EgUrdRYImzZtSnp6+mv9DHVklX/Orlu3Lrt27arQBct//PEH48aNIzk5mS+++EIt7Wb//m+YnZ3NggUL2LFjB2+88QYfffQRbm5uamsn/SLVJevy5ctZtWoVDRo0wNfXl3feeQeAx48f8+GHHxIREQFA37592b9/v9LFdunp6Tg4OHD79m0+/fRTPv/8c7Xnt7Gx4caNGwQEBCh9Xint+X7r1i169OhBs2bNuHbtmtqzvgpRIBQEQRAEQSUq8wucqlfkiKzq4ejoyO+//17iC7e7uztbt25l+vTpeHl5AeDn58e0adPo2bMnwcHBas1ZWf7rRTdVUUVWmUzGd999x8mTJxUnWsLCwpAkqdST1uUJCAiotFyvIjk5mV9++YXLly+TlJREUVERJiYmWFlZ4ezsXCVOFsuJrJUvLi6ONWvWcPjw4RKz02rUqIG9vT2ffPIJnTt31lDC8qWkpBAUFERQUBCnTp0iNzcXa2trnJyc+OCDD6rUqiiR9eWVdgKtR48e3L59m3Xr1jFhwoQyj92zZw8zZszg3Xff5ciRIyrN2apVK548eUJERARNmjSp8PExMTFYWlpSt25dla/IKasI4e/vz/Lly7l9+zZaWlq8++67jB8/ngEDBihaaKubqakpBQUFr3y8/EIMdRVcMjIyuHLlCs2bNy+xPT8/n65duxIdHc3cuXNZvHix0nZ1FYfatWvH48ePOXXqFJ06darw8ZcvX6Z37940btyYGzduVH7Av2ndujWJiYmEh4fTvn17pW03b96kZ8+eSJLEhQsXSl3xdOfOHbp164aZmZlixbEqNW/enKdPn5aZJzMzk86dO5OcnMySJUuYM2eO0nZ1FggTEhKYNm0aJ0+eRJIkJk6cWGaLY5lMhrOzs2K12d+pusNQ165diYyMxM/Pj4EDB1b4+KCgIEaNGkXr1q0VLalVqbR/w9DQUL744gsiIiLQ0dFh2LBhuLi4vHDus6pVl6w9e/bk1q1b7Ny5k/fff19pm/zfV5Ikjh49WmrOY8eOMWLECMV8cHVr2LAhz549Izk5WWneb2m//7y8PMzMzNDV1VWaqVqViQKhIAiCIAgq8fd++K9KXScERFb1kJ90uXnzptKweflJwsDAQMXVhE+ePKFly5bUqlWL6OhoteasLP/1opuqqCtrVZ4hIwgvIyYmhuTkZAoLCzExMaFly5aKlRvVQV5eHidPniQoKIijR4/y8ccf89lnn2k6VqlE1vKV9noqn/0aFRVV7uqn1NRUWrRooZbPA6XNo62InJwc6tevT82aNYmPj1dBwr+U9x4lk8n46aef8PLy4uHDh4r5iO+99x59+vTBzs5Ora3nMjIy8PPzw8vLi9TUVCRJwtHRscIztF9lVWdFyYuZ/zwJ/He//vorY8eORV9fn4sXLyoVk9X12cHMzIz8/HwSExPR09Or8PHyE9j6+vokJiaqIOFf6tatS2FhIQkJCSVmyMmfM5IklbodnrenrFevHjo6OqSkpKg069/zlvcY2L17N7NmzcLY2JjLly8rvYZp4vPj1q1bWbRoETk5OXzwwQesWbOm1OeXpj7b1qtXj7y8vNd+ba1Ro4Zi1IYqlfd7OnDgACtWrODevXtIkoS5uTnDhg1j8ODBJQrg6lBdsjZo0ICcnBwePHhQorNVYmIiFhYWSJJETEwMRkZGJY6XnxswMDDg8ePH6oqt0KxZM9LT07l3755SB4bSfv/yi4WMjY2JiYlRe9ZXUT0HugiCIAiCUOXZ2NiUWsgqKCjg3Llzij8bGxvTpEkTtLW1iY6OVny4MjIyYuLEiWqZPyeyqkd2djaA0ofqtLQ0bt++jZ6entK8HnnLpqysLPWGFIT/z8PD47WL8StXrsTFxaVCrb9ehbGxMVpaWiQmJlaZeWhlEVnVp2nTpjRt2pT8/PxqmV9PT48BAwYwYMAAgNduo6ZKImvF6ejokJubW6JF4z/JCwbPnj1TeabmzZtz+/ZtQkJCGDRoUIWPP3HihOLnaJIkSYwePZpRo0Zx7Ngxdu/ezdGjR/H391esHDIyMqJjx474+/urPI+RkRFTp06la9eu9OnTB4CFCxdWyYuS6tWrR1xcHHfu3KFDhw6l7uPs7My7775LaGgorq6uKl/ZWpp69eoRGxurmNdVUTdv3gSeFxpVrXbt2iQnJxMdHU3r1q2Vtv395Pnjx49LnaknL7a/6LWistStW5eEhASio6N56623St3no48+4rvvvuPatWvMmzePHTt2qCVbWaZMmUKfPn2YMmUKP//8M7///jvffPMNffv21WguuTfffJO8vDwSExNf6fVRvgpLk23c5YYPH87QoUPx8/Nj27ZtXL58GW9vb7y9vTE1NaVXr15YW1vTqVOnCnch+TdnLS4uBp7PS/6nv39PKq04CChajpZ2vDrIVy7u3bsXV1fXcvcNCQkBqJLvcWURBUJBEARBEFQiMDCwxG2FhYWKtid9+vThs88+KzHc/erVq6xYsYLg4GCuXLnCwYMHRdZqmvWf6tatS2JiIg8fPsTCwgJ4fjJNJpPRtWtXpRPYjx49AsDAwEDtOeGvVq4v24bVz88PY2NjHB0dFbd5eHhgamqqknx/J7KqRmXMt/D29mbw4MEqLxA2bdqU2NhYoqKiaNu2rUrv63WJrKpVWFiIr68vv/76K7dv3yYlJQWZTEZaWhqRkZFs376dqVOn0qJFC41llLeSriyqXP0msqqOtbU1p06dIiIiotwCx9WrV4HnBRFVGzFiBEuXLmXmzJno6enRv3//lz72+PHjuLq6IkkSI0eOVGHKlydJEg4ODjg4OJCSkoKfnx/BwcGcP3+e9PR0zpw5o9Y8nTt3xtLSkuvXr6v1fivinXfeYe/evSxevJi9e/eWuep67dq12Nracvr0aZYsWcKiRYvUmrNfv35s376duXPncuDAgQoV+pKTk5kzZ47i8aFqPXv25MiRI3h7e+Pr66u0zdvbW/H/R44cYe7cuSWOP3ToEABWVlYqzSnXtWtX/P39Wb16Nd9++22p+0iSxPr167G3t+fQoUO88847TJ48WS35ymJubk5ISAgrV65k9erViraSy5cv11h7Ybnu3bsTEBDA0qVLSzwGXsbSpUuRJImePXuqIF3FaWlpMXbsWMaOHcvNmzfZuXMn+/btIykpiQMHDnDw4EEkSSItLU3TUatM1kaNGnH//n1+//13Bg8erLTtjTfe4OzZs+UeL5/lV79+fZVlLM+4ceM4c+YMS5cupVatWowdO7bU/aKioli2bJliPnl1IVqMCoIgCIKgNmvWrGHZsmWMGDGCbdu2lbvv9OnT8fPzY+HChXzyySdqSvgXkbXyjRs3jiNHjjBs2DB8fX3Jy8ujf//+XL16leXLlzNz5kzFvvPnz8fHx4du3bpx/PhxteaEv1YOveyXpaZNm6KlpcXDhw9VG6wUImvVpa52qFu3bsXd3Z0pU6YozfesikRW1YmKimLYsGFER0cjk/31NV/e+kg+c6pmzZps27YNZ2dnjeSsaKtseVvssm5XZas0kbVysy1YsIA2bdrQtm1boqKiGDFiBO+88w5HjhwptZVfdnY2gwcP5tKlS4wePVrlLSYLCgoYOHAgFy5cQJIk2rZtS79+/ejQoQONGjXC0NAQXV1d8vLyyMrK4tGjR1y/fp2QkBBu3bqFTCajZ8+e/Prrryrv1PA6rQJzcnI4c+YMp06dYsWKFZUfrhxubm7s2LGDs2fPVsnVFdevX6d3794UFhZiYWHB2LFjadOmDV26dClxsc8PP/ygKAoPHToUV1dX3nvvPbW0cExMTOSdd97hyZMnvPnmm4wePRp7e3ssLS0VLTvliouLSUhIICIigpCQEPbu3Ut6ejr16tUjPDxc5RddXbp0iX79+lFcXEz37t1xcnJCkiQCAgI4e/YszZo14+nTpxQWFrJ3716leXinTp1i9OjR5OTksHXrVrUU38PDw3F0dESSJHr37s348eNp27YtzZo1K1FoW7VqFcuXL0dLS4s5c+YwY8YMzM3NNd6i/tKlS0yZMoV79+7RqlUrtmzZQteuXTXWYvTSpUs4ODhQWFhIly5dmDNnDn369Cl3RWBWVhYnTpxgw4YNXLx4ER0dHY4fP/5KMzcr6lV+T/JuPidPnuTEiRNcvXqV1NRU1YX8/6pL1k8//ZQtW7bQoEEDDh48SLt27V762Pz8fPr168fVq1f56KOP2LhxowqTlm3cuHEcPnwYSZJo164dPXr0YPv27UiSxPLly4mIiODw4cPk5ORga2uLv7+/YuVjVScKhIIgCIIgqE337t25c+cOly5dolWrVuXu++DBAzp16oSFhQUXLlxQU8K/iKyV79y5c4orlc3MzCguLiY5ORlDQ0OuXbtGnTp1OHPmDEuWLOHixYsArFixghkzZqg8W2xsrFKbI/mJgcDAQKUT7aWJiYlhxowZ6OnpqWUuhshafahztqOnpyerVq1i0qRJTJ48Wa3zpSpKZK186enp2NjYEBsbS6tWrXB3d8fa2pquXbsqThxlZGTg5ubG/v370dfXJzw8vMz2aaq0e/duYmNjWbNmDUVFRbzxxhu0bduWxo0bo6OjQ0xMDLdu3SIvLw8tLS2GDBlS7uoHVRaNRNbKIZ+F9feihb6+Pvn5+RQXFzNo0CC+//57xbbs7Gz27dvHxo0biYqKQk9Pj9DQULWs5M3NzWXhwoXs3LmTvLy8lyq6ymQy9PX1mThxIosXL36lmXAVVV3n5J4+fZrAwED+97//qaUbwKvYv38/s2bN4tmzZ4p/f19fX0W3jr9bt24dS5YsUfxZnXO+IyMjmTBhAhEREUqPUy0tLWrWrImOjg75+fnk5OQo2vvJM3bs2JEdO3a88HtDZdm9ezdubm4UFhYqsspkMurUqUNAQACXLl1SFFs7duxIo0aNiI2NJSIiAplMRt++fRUrCdVhw4YNLFq0iOLi4hc+Btzc3PD19VX6e1WF52Zubi4LFizgu+++Q0tLi7lz57JmzRqNZTt06BCurq5kZ2cjSRJaWlo0a9aszIsvYmJiKC4uRiaTYWhoyObNm0usPFOVynh9TU9Pr/Cc1VdRXbLGx8dja2tLSkqKosDWvHlzRXeZ0uzfv5+7d++yb98+Hjx4QI0aNTh9+rSiE5G6FRYWsmzZMnx8fMjPz0eSJMX3Wfn/y1cOrl69ukq0xH1ZokAoCIIgCILayAeUlzf0Xa6goIC6deuir69PYmKimhL+RWRVjZ07d+Lh4UFubi7wvIXoN998o/jCvXHjRhYsWACAnZ0dhw4dUsu8RE9PT6U2RxUlb5MqnzmgSiJr9aGuAuGHH34IPG+/I5/VY2BgQK1atcpsjybfX91EVtXw9vZmxYoVdOzYkYCAAMWsptJOHE2bNg0/Pz8mTJjA+vXr1Z41NTUVW1tbHj9+zIQJE/jf//5H48aNlfZJSkpi9erVbNmyBWtra4KDgzUyR1FkrRwhISHcu3dP8V9UVBRxcXGKokW7du34448/lPYfPnw4ADVr1mTz5s28//77Ks/5d8nJyQQGBnLmzBkiIyOJi4sjOzubvLw89PT0MDAwoHHjxlhYWNCrVy8cHR2VZiyrWnUtEFYXsbGx7Nixg5MnT3L//n2+/vrrMh+Dp0+fZuXKlYSHhysKSur8dwkMDOTgwYOEhYUp3qtK07BhQ2xtbRk2bBgDBw5UWz65O3fu4OvrS0REBFpaWlhaWjJjxgyaNGkCwKZNm1iyZAl5eXmKY+Qn29etW6f2NpkXL17Ex8eH0NBQUlJS2LFjR6kFQoA9e/bg7e1NdHQ0QJV6bp44cYIZM2aQkJCg8eLlo0eP2LhxI4cPH+bx48cv3L9Ro0a8//77zJo1iwYNGqgh4XPV6fW1OmW9ffs2M2bM4NKlS8CLnycNGzbk2bNnyGQyjIyM2Lp1q0Zeu/4pOTmZX375hcuXL5OUlERRUREmJiZYWVnh7OystgsvKpMoEAqCIAiCoDbNmzfn6dOnhIeH0759+3L3jYiIwNbWljp16nD//n01JfyLyKo6KSkp/PHHH+jo6GBtba10BXlQUBDBwcHY2dkxdOhQtbXl8PHxUVotERMTgyRJipMW5ZEkiebNm+Pl5VWhdimvSmStPtRVIHyVq341dTJBZFUNGxsbbty4QUBAADY2NorbSztxdOvWLXr06EGzZs00Usz87LPP2Lx5M7Nnz2bZsmXl7rt48WLWr1/PZ599pvKZeKURWVUnPz+fqKgo7t27R0ZGhtI8n5CQEObMmcPgwYNxdXUtUegUhKooPT2d69evExcXp7jARN2ys7OJi4sjKyuL/Px8dHV1MTQ0pHHjxhqb610RSUlJHD9+nMTEROrWrYudnR3NmzfXdCwyMzPR0dFBX1+/3P1u3rzJlStXePToEe7u7mpK92JPnz7lyy+/VHz3CwgI0HCi523RX3TxRcuWLTWSbcWKFUiSxPz58zVy/xVRnbLK3bp1i0uXLpGUlFTuyJOePXvSoEED+vTpw9ixYzExMVFjyv8WUSAUBEEQBEFthg8fzm+//YaDgwM//fRTmW2bZDIZI0eO5Pjx4/Tv3599+/apOanI+l9Xna7GFFmrLnUVCMPCwl7puL/P+VEXkVU15FdZ/3MleWnPuby8PMzMzNDV1SU5OVntWa2srIiJieHmzZs0bNiw3H3j4+Np06YN5ubmitbT6iSyvr6yZh2Wp7i4uNrM7REEQRAE4d/N2NgYLS0tEhMTNdIlQtVU369JEARBEATh/5s5cyYhISEcPXqUIUOGsHDhQrp06aK0z4ULF1i6dCmnT59GkiRmzZolsv6LslYXo0ePrvAJTU0RWQVNFKRelciqGvKiYHp6+gvbHMrbS6u7XZucvAXey7RjrFOnDvC83Z8miKyvr0WLFjg4OODk5MR77733UquYRHHw3+vp06fIZDJq166tdHtBQQGHDh3i+vXrZGZm0qhRI/r27Uvnzp01kvPJkyfcvXuXnj17Kt1eVFTEoUOHCA0N5fHjx+jq6vLWW2/h7OxM9+7dNZJVLjMzk6ioKGJjY8nKyiInJ0exIqtRo0aYm5tTq1YtjWRzdnamRo0aLFmypNp0hSguLiY6OpoWLVqU2Hb+/PkSj4EBAwa8VIcMTcjLy+Phw4eK55Y623W+SFpaGtnZ2eTk5ChWvMrfo6qKJ0+ekJWVRePGjcttMS+XkZEBgJGRkaqjlVCdslYnTZs2JTY2lqioKLXMQ1Y3sYJQEARBEAS1WrNmDUuXLlUUCYyMjGjcuDGSJBEXF0d6erpi2POSJUuYO3euyFoNs3bp0oV79+4hSRJpaWnA85MDFSVJEv7+/pUdTxDUQhUrCH18fMjIyFBqC+jl5YUkSXh4eFTa/VQGkVV9nJ2dCQsL46uvvsLV1VVxe2krCH19fXFzc6N79+4cO3ZM7VktLCxISkri6NGjLzyhfu7cOfr376+xttgi6+vz8fEhODiY33//HS0tLWxsbHBycmLgwIE0atRIpfctVA1FRUWsWrWKXbt2KQrZDRo0YN68ebi4uJCQkICzszP37t0DlFedDhgwgC1btrxSy+dXkZ6ezvz589m3bx/t2rXj9OnTim13795l7NixREZGKnICSlm//fZbtRbh0tPT2b59O4cPH+batWuKTGWxsrJi+PDhuLi4YGhoqKaUf70X6evr4+Xlxccff6y2+66ogoIC1qxZw7Zt22jUqJHSYyApKYlJkyYp3Sanra2Ni4sLX3311Qtnwlem+/fvs2fPHm7evIlMJqN9+/a4uLgoVpJ7eXmxadMmMjMzFce0adOGL774gkGDBqktp9z58+c5cuQIZ86cISoqiqysrBL76Ovr89Zbb2FnZ8ewYcNKXPiqLvv27WPVqlWK57y2tjYODg7Mnz8fS0vLMo+TrzaTfwdWh+qUtTraunUr7u7uTJkyhVWrVmk6TqUTBUJBEARBENTuxIkTrFixggsXLpTYJkkSvXr1wsPDo0qs3hBZX02XLl2IjIxUOjFdneZ5ySUmJnLx4kX69eunaCeSmZnJ4sWLCQ0Npbi4WPHlS9NXXoqsVY8qCoT169cnNzeX+Ph4xQqwqtq6VWRVn3379jF58mT09fVZu3atYp7bP/8OUVFR2Nvbk5aWxtq1a5k4caLas06aNImff/6ZLl264O/vT82aNUvdLycnB2dnZy5dusTAgQPx8/NTc1KRtTJlZGRw7NgxgoKCOH78OBkZGVhaWjJgwAAcHR15++231ZJDUK/i4mJGjBjBb7/9VqJ4JUkSa9as4fjx4wQFBWFsbIydnR2mpqZERkYSHh6OTCajW7duBAUFvdRqmNeRlZVF//79FYUWe3t7Dhw4ADyfn21ra0t8fDw6OjoMGjSI1q1bU6NGDf78809+/fVXioqK6Nq1K4GBgWopEJ08eRIXFxdSU1MVv1tjY2MaNmyIgYEBurq65ObmkpWVRXx8vKJAJEkSZmZm7Ny5k3feeUflOeW5JEnCwsKCu3fv0rt3bzZu3FjlVtwVFhYyfPhwQkNDkclkWFtbc+LECeD546Nv377cvXsXmUxGly5daN26Nfr6+vz5559cvnwZSZLU+rq6Z88e5s6dS0FBgVLB2sTEBH9/f4KDg1m6dKlif319fXJzcxX7LVq0CDc3N7VkTUhIYMqUKYri6ouK2fBX8b1fv35s3rz5pVbIV5alS5eydu3aUnPWqFGDHTt2MHDgwFKPVffnx+qUtTrz9PRk1apVTJo0icmTJ2Nubq7pSJVGFAgFQRAEQdCYpKQkIiIiSE1NRVtbG1NTUzp06FCi7VBVILJWzJIlS0hISABg8+bNwPMvsa9CfqJb3ZYvX866desoLi7m7t27mJqaAjBo0CDOnDmj9EW8U6dOhISE8MYbmungL7JWTaooEFpaWhIbG8uoUaOws7MDYPr06UiSxObNm1/qhIvcmDFjKi1XaURW9Ro3bhyHDx9GkiTatWtHjx492L59O5IksXz5ciIiIjh8+DA5OTnY2tri7++vkVaOd+/excbGhoKCAszNzfHw8MDe3l6x6iY9PZ2QkBC8vb25c+cOkiQRFBRUotWfyFp9sxYVFREWFkZwcDBBQUE8ePCABg0aMHDgQAYOHEjv3r3/lTN+/ot27NjB3Llz0dXVZd68eQwbNgxDQ0PCw8OZN28e+fn5PHv2DHNzcw4fPqw0P/PChQuMHDmStLQ0vv76a8aPH6/SrEuWLGHt2rXUrVuXLVu2YG9vr9j2+eefs2nTJlq2bMnPP//MW2+9pXTs1atXGTp0KKmpqXh7ezN16lSVZr158yZ9+/YlJycHc3NzZsyYgb29PU2bNi3zmJiYGEJCQtiyZQu3b9/G0NCQU6dOqeUkt7wIkZSUxNKlS9m0aRN6enq4urryySefvFTrYXVYv349ixYtombNmnz11VeMGTMGfX194PlKPE9PT0xNTdmxYwe9evVSOjYoKIiJEyeSk5PDt99+y6hRo1Sa9c8//8Te3p6ioiIsLCxwcnJSPLdOnDiBlZUVDx8+JD8/n2XLljF69GjefPNNYmNjWbduHb6+vkiSxPHjx1W+Qi8tLY1evXoRFxeHjo4Ozs7O2NvbY2VlRcOGDTE0NFQqaD9+/Jjr168TEhJCQEAA+fn5tGjRgtDQULVcOBgaGsrgwYORJIkJEybg5uaGmZkZV65cYenSpYSHh6Ovr09oaGipn/HVWXSrTlmrsw8//BCAa9euKVbCGxgYUKtWrXIvXrl27Zpa8r0uUSAUBEEQBEEQhH84cOCAYmWNmZkZ58+fp3bt2oSFheHk5ESNGjXw9PRER0eHBQsW8PTpU1auXMmUKVNE1n9J1sqgigKhp6enovXl61L1yQCRVb0KCwtZtmwZPj4+5OfnI0mSUsFd3rZv1KhRrF69Wq3t5f4pODgYFxcXsrKyFL9zQ0NDJElSrHKRyWRoa2vj6emp8pPtIqtm3bp1i8DAQIKDg7l48SI1atSgT58+ODo64uDgoNZVI5VRhJIkiZ07d75+mHJUl5wODg6cO3eOxYsXl2hv//333zNz5kwkSeKHH34otRX9zp07mTNnDjY2NgQGBqo0a6dOnXj48CE7d+7k/fffL3Xbvn376N+/f6nHy1dyd+7cmZMnT6o068SJEzlw4AD9+vXjxx9/rFBBvbCwkNGjR3Ps2DFGjhzJtm3bVJj0uX8WIc6dO8f06dOJioqiTp06uLq6MnnyZI13jejevTt37txh/fr1Jdqg9ujRg9u3b7N9+3aGDx9e6vHbtm1j3rx5anm8TpgwgYMHD9KvXz/8/PyUVq1+8skniguEPvvsM6X26XIzZ87k+++/Z8SIEXz33XcqzfqiAnt57t+/z/Dhw3nw4AGzZ89WWhGpKqNHjyYwMJDhw4fj6+urtE2+yvTUqVN06tSJU6dOlfjsqM6iW3XK+uzZs0r5OWV1SFCl6tgJqSJEgVAQBEEQBEGodD/++GOl/SxNrMZxdHTk999/Z/LkyUpzBtzd3dm6dSvTp0/Hy8sLAD8/P6ZNm0bPnj0JDg4WWf8lWSuDKgqEMpmM7777jpMnT5Keng5AWFgYkiRhY2NToZ8VEBBQablKI7JqRnJyMr/88guXL18mKSmJoqIiTExMsLKywtnZmVatWmk0n1xcXBxr1qzh8OHDPHnyRGlbjRo1sLe355NPPqFz584aSvgXkVV9UlJSCAoKIigoiFOnTpGbm4u1tTVOTk588MEHNG7cWKX3b25uTlJSktJJ1IqsIAb1nBSsLjmbNm1KRkYGN27cKDFzMjo6GisrKyRJ4u7du5iZmZU4Pi4ujvbt21OrVi2io6NVmtXU1JSCggLi4uJKXEBhZmZGfn4+CQkJihVl/5SVlUWjRo0wNDTk0aNHKs0qnzl64cKFV1oBeOfOHbp160a9evW4e/euChIqK60IkZ+fz9atW1m3bh0pKSkYGBgwYsQIPvroI43NnJP/Oz948KBE55V69eqRl5dHbGwsb775ZqnHp6am0qJFC4yNjYmJiVFp1jZt2pCQkMCZM2dKzJi7cuUK7777LpIkcenSpVLf92/cuME777xD48aNuXHjhkqzduzYkejoaAICAir8mQpQXEjYokULrly5UvkB/+Gtt94iJSWF8PBw2rdvX2J7YmIiXbp0ITMzkw0bNjBu3Dil7eosulWnrPL7eh2SJGlkXmJYWNgrHVcVxtC8DFEgFARBEARBECpdZXwBkK920cSVd/ITWjdv3lRqdyW/ejgwMFAxt+XJkye0bNlSLSevRNbqRRUFwtJUp/ZAIqtQmpiYGJKTkyksLMTExISWLVuqfN7YqxJZ1ScvL4+TJ08SFBTE0aNH+fjjj0tdCVOZZDIZwcHBzJ8/nwcPHiBJEhMnTlS0w35Z8+fPV1HC56pLzrp161JYWFhq0S0vLw8zM7NyX2efPXtGgwYN0NHRISUlRaVZW7duTWJiInfu3KFevXpK21q2bElqaiqPHj0qsx1mdna2Yv7f48ePVZpVXshKTExET0+vwsfLf/f6+vokJiaqIKGy8t5Ps7Oz+eabb9i0aRPp6elIkkSTJk0YNGgQffr0wcbGRm0rhlq1asWTJ09KLRA2a9aM9PT0cn/nubm51KtXjxo1aihGLaiK/Ln199nJchkZGTRp0gRJkkhJSSm1VX9OTg7169dHV1eX5ORklWatbo9X+e82KSmpzNW5X3/9NQsXLqRevXpcuXJF6TGqzs+P1SnrwoUL2bdvn6JF56uSX8gnVJ7qOcxDEARBEARBqNJsbGxKLRAWFBRw7tw5xZ+NjY1p0qQJ2traREdHK76cGBkZMXHiRI3NnsvOzgZQamuWlpbG7du30dPTU7qyWX4VcVZWlnpD/n8iq+Dh4fHaBfmVK1fi4uJCnTp1KilV6URW1TA2NkZLS4vExMRqObutadOmNG3alPz8/CqfX2RVHz09PQYMGMCAAQMA9ZwUlCSJgQMHYmFhQZcuXZDJZEyZMkXlF3pUVHXJaWpqSnx8PDdu3KB79+5K2/T09JS6CZTm3r17wPMLblStW7du+Pv7s3v3btzd3ZW29ejRg8DAQE6fPs3AgQNLPf748eMAtGjRQuVZGzVqxIMHDzh37pxibm5FnD9/XvFzNM3AwAAPDw+mT5/O3r172b17N9euXcPHxwcfHx/eeOMNWrduTadOndi0aZNKs1hZWXHy5EkOHjyIi4uL0rZOnToRGhrKhQsXylwVFB4eDqDylc7wvM1iRkYGjx49KtGy880336RTp04AZX6XSkpKAihzRWxlMjExISEhgYcPH9K6desKHy+/UPCfRVtVMTY25smTJyQmJtKkSZNS95kxYwY7duzg4cOHLFq06IWvZapSnbIuXbqUBQsW4O7uzs6dO5EkiUOHDlWZzhZyPj4+ZGRkKF2QJB9D4OHhocFkqiMKhIIgCIIgCEKlK23uRmFhIcOGDQOgT58+fPbZZ/To0UNpn6tXr7JixQqCg4O5cuUKBw8eVEvef6pbty6JiYk8fPgQCwsLAE6cOIFMJqNr165KJ1rlbaTKuqJcZK2eWeVtcl+2xa2fnx/GxsY4OjoqbvPw8Kjwao5X8fnnn7/2z/D29mbw4MEqL2SJrKrRtGlTYmNjiYqKom3btiq9r8pSWFiIr68vv/76K7dv3yYlJQWZTEZaWhqRkZFs376dqVOnquVku8iqXvJW0pVFFasKW7VqhbW1NRcvXqz0n12ZqnrO7t27c+jQIRYsWIC/v3+JYsSLZgx//fXXSJKEtbW1KmMCz2eyBQQE4OXlhYGBAdOmTUNLSwt4PtMtODiYL7/8km7dupV4Tb9//z7z589HkqQy59NVpsGDB7N+/XpcXV3Zu3cv7dq1e+ljb968iaurK5IkMWTIEBWmrBgjIyMmT57M5MmTiYiIYNeuXRw7dozo6GiuX7/OjRs3VF4gnDZtGidOnGDBggXUr18fJycnxbaZM2dy6tQpFi5cSGBgYInHcmpqquIxMGjQIJXmBGjXrh1nz57lhx9+YPHixUrbJEkiNDS03OPl7ftfpUVtRdnZ2bF3714+/fRTfvrppxIrHsuTl5eHu7s7kiTRu3dv1YX8m86dO3P8+HG2bt3KsmXLSt1HR0eHtWvXMnToULZt20bv3r2VHi/qUp2yAujq6rJy5UoOHTpERkYGDRo0oGnTphrJUpalS5eSm5vLnDlzFI9VT09PUSAUBEEQBEEQhNf19ddfc/r0aUaOHMm2bdtK3adjx47s3buX6dOn4+fnx9dff80nn3yi5qTPT2gdOXIELy8vfH19ycvLY8OGDUiSpFjJILd161aAV7oitjKIrKoxffp0tLS0XrpA6OHhgZaWFg8fPlS6rbqo6OwqTRJZS5o1axbu7u74+vpq7MrwioiKimLYsGFER0cr/Y7kKzazsrLYvHkzu3btYtu2bTg7O2sqqsiqAvITbS9L3nK8rNtV1Xa0c+fOVbbw9ndVOefs2bPx9/fnwoULdO7cGWdnZ5o1a4arq2uZxzx+/JioqCh27drF/v37kSSJyZMnqzxr9+7d8fLywsPDg88//xwfHx+cnJzo3LmzIvOGDRvo0aMHEydOpEOHDuTn53Pu3Dl+/PFHMjMzsbKyYubMmSrPOm/ePI4cOcL9+/fp1asX/fr1w97eHktLSxo2bIihoSG6urrk5eWRlZXF48ePiYiIICQkhJCQEAoLCzE3N2fevHkqz/oqLC0tWb16NfC8+HrixAlOnTql8vt1cHBg7ty5rF+/nrFjx9KtWzeGDBmCtbU17du3x83NjXXr1tGnTx9mzpyp9Bjw8fHh0aNHNGnSBDc3N5VnHTlyJH/88QcbNmygsLCQESNG0KxZM2rVqvXCY0+ePMny5cvVViR2d3cnICCA0NBQunXrxtSpU+nXr1+5n/Fv375NSEgIW7duJTo6GiMjIz799FOVZwX4+OOPOXbsGBs3biQ9PZ3x48fTtm3bEq1u+/bty+TJk9m2bRsTJ07E09OT8ePHqyVjdcwqp6enh62tbakXFFcFpqamxMbG4ubmVmKFtp+fX4U+27/s90hNEzMIBUEQBEEQBLXo3r07d+7c4dKlSy9sJfLgwQM6deqEhYUFFy5cUFPCv5w7dw4HBwfg+dyM4uJikpOTMTQ05Nq1a9SpU4czZ86wZMkSxUm5FStWMGPGDJG1mmaNjY0lJiZG8WdHR0ckSSIwMPCFXwRjYmKYMWMGenp6Kp85oyrqmpdYGUTW0nl6erJq1SomTZrE5MmT1bIq4FWkp6djY2NDbGwsrVq1wt3dHWtra7p27aqYg5ORkYGbmxv79+9HX1+f8PDwEi3URNbqm3X37t3ExsayZs0aioqKeOONN2jbti2NGzdGR0eHmJgYbt26RV5eHlpaWgwZMqTcFSebN29WSc6rV68SHh7O6NGj1dba7lVU9Zz79+9nzpw5ipbhL5p31ahRI7KzsxXvvfPmzePLL79UR1QAzpw5w5dffsnly5cBXljMlheqhw8fzrp16zAyMlJHTJ48eYKrqytBQUHAi3PCXxetODs7s2HDBpWvbperbjN9/fz8WLp0KY8fP37pixlkMhndunVjx44damkxWlxczJgxYwgKClJklCSJtLS0Mo8ZMWIEt27dIi4uDplMRocOHQgJCanQir5X9ccff/Dxxx+TkJCgyKujo0ODBg0wNDRER0eH/Px8srKySEhIoKCgAHj+e23QoAG7du0q0aZYlebNm8e2bduUfrfbt29XdMORKywsZMyYMRw9ehRJknjzzTfJyMhQ6+O9OmWVW758OatWreLcuXNV7vO8p6enoqXo66our3miQCgIgiAIgiCoRb169cjLyyM5ORkdHZ1y9y0oKKBu3bpqG0Zfmp07d+Lh4UFubi7wvNXlN998o/iytXHjRhYsWAA8b51z6NAhjc1MFFlfn6enJ97e3q98vLxNakhISCWmUh9RdFMNdWX98MMPAbh27Rrx8fHA8+dWrVq10NbWLvO4a9euqTRXaby9vVmxYgUdO3YkICBAMW+0tBPI06ZNw8/PjwkTJrB+/XqR9V+SNTU1FVtbWx4/fsyECRP43//+V+KEelJSEqtXr2bLli1YW1sTHBxcLecoCs89efKEAwcOcOnSJZKSkjh06FCZ+zZo0ACAXr16MX36dPr06aOumEouX77M0aNHuXLlCvfu3SM5OZlnz55RVFSEgYEBJiYmmJub07NnTwYPHqyxizIiIiI4dOgQYWFhREZGkpqaWmIfExMTLCwssLW1ZejQoXTo0EGtGatbgRAgPz+foKAgxWMgKipK8dlVTldXlxYtWtCzZ0+GDBlC37591ZpRJpPh6+vL7t27uX79OoWFheXOam3YsCHZ2dloa2szbNgwVq1apdaLCp49e8bOnTv55ZdfuHjxIkVFRWXu+8Ybb9ClSxeGDh3K+PHj1VLE/KdffvmFb775hj///JOioiJ27NhRougGUFRUhLe3N5s2bXrpCyH+y1nh+Xf9Z8+eYWRkVCmFuMokk8n47rvvOHnypOL5FBYWhiRJ2NjYVOhnBQQEqCJipRMFQkEQBEEQBEEtmjdvztOnTwkPD6d9+/bl7hsREYGtrS116tTh/v37akpYUkpKCn/88Qc6OjpYW1srzZMLCgoiODgYOzs7hg4dqphToyki6+vx8fFRWoUSExODJEk0adLkhcdKkkTz5s3x8vKq0BygqkQU3VRDXVmNjY0rfIymTtba2Nhw48YNAgIClE60lHYC+datW/To0YNmzZpppJgpsqrGZ599xubNm5k9e3aZM5PkFi9ezPr16/nss89U1kpUrqxWplVNdckJr5Y1Pj6eevXqafyzSnWVk5NDdnY2eXl56OnpYWBgoJHiyt/JOzRUtVljFZWZmakoEtesWRMjI6Mq8zgtKCggNTWVevXqlbnP+vXradKkCXZ2dmqZkV2e3NxcHjx4QGxsbInHa5MmTWjZsiV6enoazSiXlZVFdHQ09evXL3fVbU5ODqdOneLq1as8evSIjRs3qjHlc9Upa3VSHS9yqAhRIBQEQRAEQRDUYvjw4fz22284ODjw008/lXnCSCaTMXLkSI4fP07//v3Zt2+fmpMKwr//i+A/iaKbaqgra1hY2CsdZ2trW8lJXqxhw4Y8e/asxGry0p5zeXl5mJmZoaurS3Jyssj6L8lqZWVFTEwMN2/epGHDhuXuGx8fT5s2bTA3N1f5nL3mzZszYMAAHB0dee+99zAwMFDp/b2q6pITnmd1cHDAycmpymcVBEEQhNKsWLECSZKYP3/+K/+MlStX4uLiorbWzhWhmb5CgiAIgiAIwn/OzJkzCQkJ4ejRowwZMoSFCxfSpUsXpX0uXLjA0qVLOX36NJIkMWvWLA2lFf7rRo8eXW1WaAiCJgp9r0pevEpPT6du3brl7itvMa2p1S8iq2rI2+C+KCegOJEWGxur0kwAn376KcHBwUycOBEtLS1sbGxwcnJi4MCBNGrUSOX3/7KqS06oXllfxrFjxwgODla0mzQxMeHtt99m+PDhL5yvrWq3bt0iMjKSmJgYsrOzycnJQVdXF0NDQxo1aoSFhQWWlpYayWZlZUWNGjXw9PRUexvO/4rExET++OMPsrOzadasGV27dn3hCrzAwEDg+dxtTUhNTVWsIHz27JliBWHjxo0xMzPTSKaKyM/P5+LFiyQkJFC3bl26du2q0dW6hYWFXLt2TfEYeJkVu9evXwdQe9vhlzF//nwkSWLFihWajsLnn3/+2j/D29ubwYMHV8kCoVhBKAiCIAiCIKjNmjVrWLp0qaLwYmRkROPGjZEkibi4ONLT05HJnn88XbJkCXPnzlV5pi5dunDv3j0kSSItLQ0AZ2fnCv8cSZLw9/ev7HhKRFZBVcSqPNVQRVYfHx8yMjKU2i16eXkhSRIeHh6Vdj+q4uzsTFhYGF999RWurq6K20tb6ebr64ubmxvdu3fn2LFjIuu/JKuFhQVJSUkcPXqU7t27l7vvuXPn6N+/v1pbjmdkZHDs2DGCgoI4fvw4GRkZWFpaKlbtvf3222rJ8SLVJSdUn6zm5uZoaWlx584dpdvj4+MZP34858+fB1B8VoXnn1O0tLSYOHEiK1asUOuszPv377Nhwwb8/f158uTJC/c3MTHh/fffZ+7cuWpt9yl/HZIkCTc3N+bPn//CeeTCy8nLy8Pd3Z0ffviB4uJixe2mpqZ88cUXfPzxx2Uea2xsjJaWluJzuqoVFxdz8OBBjhw5wpkzZ8q9XyMjI+zs7Bg+fDjvv/++2i/ai4uLY+fOnVy/fh1JkrCysmLSpEmK1qyHDh3i008/VVqFX7NmTdzc3HB3d1drVoDVq1fz9ddfk5mZqbjN0tKSRYsWYW9vX+Zx6n4MVMS/rZtLVf7+IgqEgiAIgiAIglqdOHGCFStWcOHChRLbJEmiV69eeHh4qG1FTJcuXYiMjFT6AlJV53mJrOqXmJjIxYsX6devn+KkX2ZmJosXLyY0NJTi4mIcHByYP38+RkZGGsv5uqryl9Z/+q9nrV+/Prm5ucTHxyuuVK9OJ1H27dvH5MmT0dfXZ+3atYwdOxYo+XeIiorC3t6etLQ01q5dy8SJE0XWf0nWSZMm8fPPP9OlSxf8/f2pWbNmqfvl5OTg7OzMpUuXGDhwIH5+fmpOCkVFRYSFhREcHExQUBAPHjygQYMGDBw4kIEDB9K7d2+1FoSqe06o2llLey3NysqiT58+REZGAvDee+8p5mRnZGRw9uxZgoKCKCoqwsnJiT179qgl648//oibmxt5eXnIZDL09PSwsLCgYcOGGBgYoKurS15eHpmZmcTHxxMZGUl+fj6SJFGjRg02bdrEsGHD1JJV/nu1s7MjNDSUtm3bsnHjRrp27aqW+/+3Ki4uZujQoYSGhiKTyWjatCmmpqbcu3eP9PR0RUF20aJFpR6vzs8ON27cYPz48dy7d0+pwG5gYKB4vObm5ipWv8pJkkS7du3YtWsX5ubmKs8J8MsvvzBt2jRyc3MVWSVJokGDBvj7+3Pr1i3GjRtHcXExJiYmNGzYkEePHpGWloYkSXz00Udqnek3depU9u7dq3gdMDIyUhQutbW1WbVqFS4uLqUeW5U/P1blbK+iKn9/EQVCQRAEQRAEQSOSkpKIiIggNTUVbW1tTE1N6dChA7Vr11ZrjiVLlpCQkADA5s2bAV755I78hKyqiKzqtXz5ctatW0dxcTF3795VXDU8aNAgzpw5o3TSoFOnToSEhPDGG9VzikNV/tL6T//1rJaWlsTGxjJq1Cjs7OwAmD59OpIksXnzZqUTby8yZsyYSstVEePGjePw4cOKE389evRg+/btSJLE8uXLiYiI4PDhw+Tk5GBra4u/vz9aWloi678k6927d7GxsaGgoABzc3M8PDywt7enVq1awPM2qSEhIXh7e3Pnzh0kSSIoKIiePXuqPes/3bp1i8DAQIKDg7l48SI1atSgT58+ODo64uDg8FJtU9WhuuSEqpW1tBPSXl5eeHp6YmxsjJ+fHzY2NiWOu3r1KkOHDiU1NZVt27YxYsQIleY8e/Ysjo6OFBUV0atXL+bOnYudnV25hdX8/HxOnz7Nxo0bOXXqFDo6OgQHB5do968Kf/+9bt26lcWLF/Ps2TNGjBjBokWLaNy4scoz/Bvt2rWL2bNno6enx+bNmxk+fDjw/OIKb29v1q1bhyRJ7NmzBycnpxLHq6sAExsbS69evUhLS8PExITx48djb2+PpaVlqRcPpqWlcePGDUJCQvj+++9JSUnB1NSUsLAw6tevr9KsN27coHfv3uTn59OhQwcGDBiAtrY2wcHBXL16lTZt2pCamkpaWhrr169n7NixSJKETCZj165d/O9//6OoqIj9+/eXu3Kvshw+fJhx48ahpaXFwoULmTFjBnp6esTHx7NgwQL279+PtrY2gYGB9OjRo8Tx6izCtWzZskL7P3nyBEmSMDExUdwmSRJRUVGVHU0tqvL3F1EgFARBEARBEARB+IcDBw4oVtaYmZlx/vx5ateuTVhYGE5OTopZOjo6OixYsICnT5+ycuVKpkyZouHkr6Yqf2n9p/96Vk9PT0VL0delqauyCwsLWbZsGT4+PooVLX8vuMtkMiRJYtSoUaxevRpDQ0ON5BRZVSc4OBgXFxeysrIUj2VDQ0MkSVK0SJPJZGhra+Pp6cnUqVM1lrUsKSkpBAUFERQUxKlTp8jNzcXa2honJyc++OCDKlP0qC45QfNZSztZ3qNHD27fvs26deuYMGFCmcfu2bOHGTNm8O6773LkyBGV5vzwww8JDg5mzJgxiouwKmL69On8+OOPODk58eOPP6ogobJ//l4fPHiAq6sr4eHh6OrqMmbMGGbPnq3xOY4AX3755Wv/DEmSWLp0aSWkKd+AAQM4e/Ys8+fPL7VOY7iWAACVVUlEQVTF+BdffME333yDmZkZf/75J2+++abSdnUVh2bPns2uXbuwtrbm559/rtAMtqdPnzJs2DD+/PNPJkyYwLp161SY9K8V7k5OTnz//fdoa2sDz1dr/t///R8BAQFIksSsWbNYtmxZiePnz5+Pj4+P2p5bQ4YMITQ0lMmTJ7Nq1aoS211cXNi/fz8tWrTg/PnzJS4iUGeBsGnTpqSnp7/Wz6jOKwqr8vcXUSAUBEEQBEEQ/tMq88ubqlfjiKzq4+joyO+//17iC7e7uztbt25l+vTpeHl5AeDn58e0adPo2bMnwcHBas9aGaryl9Z/+q9nlclkfPfdd5w8eVJxoiUsLAxJkkpd2VKegICASsv1KpKTk/nll1+4fPkySUlJFBUVYWJigpWVFc7OzlXiZLGcyFr54uLiWLNmDYcPHy4xP61GjRrY29vzySef0LlzZw0lfHl5eXmcPHmSoKAgjh49yscff6w0J7SqqC45QTNZSztZLm/rHBUVVW5hIzU1lRYtWlCrVi2io6NVmrNVq1Y8efKEiIgImjRpUuHjY2JisLS0pG7dumpZjVNWEcLf35/ly5dz+/ZttLS0ePfddxk/fjwDBgxQtNBWN1NTUwoKCl75ePmFGOoquGRkZHDlyhWaN29eYnt+fj5du3YlOjqauXPnsnjxYqXt6ioOtWvXjsePH3Pq1Ck6depU4eMvX75M7969ady4MTdu3Kj8gH/TunVrEhMTCQ8Pp3379krbbt68Sc+ePZEkiQsXLpTa8vTOnTt069YNMzMzRVtiVWrevDlPnz4tM09mZiadO3cmOTmZJUuWMGfOHKXt6iwQJiQkMG3aNE6ePIkkSUycOLHMNscymQxnZ2ckSeLXX39V2qauMSSVrSp/fxEFQkEQBEEQBOE/Tf7F6HWo62SAyKo+8pMuN2/epGHDhorb5SsJAgMDeeedd4DnLXBatmyplpOCqlKVv7T+k8ha0r9tTovw3xMTE0NycjKFhYWYmJjQsmVLxcqN6ig9Pf2V5u6qW3XJCerJWtpraZMmTcjMzCQpKancFp7Pnj2jQYMG6OrqKuZ/qUpps2grIicnh/r161OzZk3i4+NVkFBZee9RMpmMn376CS8vLx4+fKiYkfjee+/Rp08f7Ozs1DZ7DiAjIwM/Pz+8vLxITU1FkiQcHR0r/Nh7lZWdFSUvZiYnJ6Ojo1PqPr/++itjx45FX1+fixcvKhWU1fXZwczMjPz8fBITE9HT06vw8Xl5eZiZmaGvr09iYqIKEv6lbt26FBYWkpCQgL6+vtI2+fNGkqRStwPk5uZSr149dHR0SElJUWnWv+ct7zGwe/duZs2ahbGxMZcvX1a60EETnx+3bt3KokWLyMnJ4YMPPmDNmjWlPr/+bZ9tq/L3l+o5IEMQBEEQBEEQKomNjU2phayCggLOnTun+LOxsTFNmjRBW1ub6OhoxZcVIyMjJk6cqJbZcyKr+mRnZwMozT5KS0vj9u3b6OnpKc3skbdsysrKUm9IQfj/PDw8Xrsgv3LlSlxcXCrU+utVGBsbo6WlRWJiYrkn26sCkVV9mjZtStOmTcnPz69S+eUrxSuLqlbAVZecUL2yAlhbW3Pq1CkiIiKwtrYuc7+rV68CUK9ePZXmgeerhm7fvk1ISAiDBg2q8PEnTpxQ/BxNkySJ0aNHM2rUKI4dO8bu3bs5evQo/v7+ipVDRkZGdOzYEX9/f5XnMTIyYurUqXTt2pU+ffoAsHDhwip5Ur9evXrExcVx584dOnToUOo+zs7OvPvuu4SGhuLq6qry9relqVevHrGxsVy/fr3c51BZbt68CTwvNKpa7dq1SU5OJjo6mtatWytti4mJUfz/48ePS52pJy+4/7Odq6rUrVuXhIQEoqOjeeutt0rd56OPPuK7777j2rVrzJs3jx07dqglW1mmTJlCnz59mDJlCj///DO///4733zzDX379tVorv8yUSAUBEEQBEEQ/tMCAwNL3FZYWKhoedKnTx8+++yzEoPdr169yooVKwgODubKlSscPHhQZK2mWUtTt25dEhMTefjwIRYWFsDzE2oymYyuXbsqncB+9OgRAAYGBhrJKm/n+rKtWP38/DA2NsbR0VFxm4eHB6ampirJ93ciq2p8/vnnr/0zvL29GTx4sMoLhE2bNiU2NpaoqCjatm2r0vt6XSKrahUWFuLr68uvv/7K7du3SUlJQSaTkZaWRmRkJNu3b2fq1Km0aNFCYxk9PT0rVHyXr3wv63ZVFbOqS06oHllXr15NmzZtaNu2LTNmzODkyZMsWLCAI0eOlLpKJzs7mwULFiBJEr169ar0PP80YsQIli5dysyZM9HT06N///4vfezx48dxdXVFkiRGjhypwpQVI0kSDg4OODg4kJKSgp+fH8HBwZw/f5709HTOnDmj1jydO3fG0tKS69evq/V+K+Kdd95h7969LF68mL1795a56nrt2rXY2tpy+vRplixZwqJFi9Sas1+/fmzfvp25c+dy4MCBChX6kpOTmTNnjuLxoWo9e/bkyJEjeHt74+vrq7TN29tb8f9Hjhxh7ty5JY4/dOgQAFZWVirNKde1a1f8/f1ZvXo13377ban7SJLE+vXrsbe359ChQ7zzzjtMnjxZLfnKYm5uTkhICCtXrmT16tUMGzYMFxcXli9frrH2wv9losWoIAiCIAiCIPzDmjVrWLZsGSNGjGDbtm3l7jt9+nT8/PxYuHAhn3zyiZoS/kVkVY1x48Zx5MgRhg0bhq+vL3l5efTv35+rV6+yfPlyZs6cqdh3/vz5+Pj40K1bN44fP672rPKVQ2lpaS+1f9OmTdHS0uLhw4eqDVYKkbXqUlfro61bt+Lu7s6UKVOU5ntWRSKr6kRFRTFs2DCio6ORyf46LSVvJyafOVWzZk22bduGs7OzRnLu3r2b2NhY1qxZQ1FREW+88QZt27alcePG6OjoEBMTw61bt8jLy0NLS4shQ4aUe3JTVW0Hq0vOqp5V3ubu7wVJfX198vPzKS4uZtCgQXz//feKbdnZ2ezbt4+NGzcSFRWFnp4eoaGhKi/SFxQUMHDgQC5cuIAkSbRt25Z+/frRoUMHGjVqhKGhIbq6uuTl5ZGVlcWjR4+4fv06ISEh3Lp1C5lMRs+ePfn111/V0qnhdVoF5uTkcObMGU6dOsWKFSsqP1w53Nzc2LFjB2fPnq2SKwivX79O7969KSwsxMLCgrFjx9KmTRu6dOlS4mKfH374QVEYHjp0KK6urrz33ntqaeGYmJjIO++8w5MnT3jzzTcZPXo09vb2WFpaKlp2yhUXF5OQkEBERAQhISHs3buX9PR06tWrR3h4uMovurp06RL9+vWjuLiY7t274+TkhCRJBAQEcPbsWZo1a8bTp08pLCxk7969SvPwTp06xejRo8nJyWHr1q1qKcCHh4fj6OiIJEn07t2b8ePH07ZtW5o1a1bidXPVqlUsX74cLS0t5syZw4wZMzA3N9d4G89Lly4xZcoU7t27R6tWrdiyZQtdu3YVLUbVSBQIBUEQBEEQBOEfunfvzp07d7h06RKtWrUqd98HDx7QqVMnLCwsuHDhgpoS/kVkVY1z584prlQ2MzOjuLiY5ORkDA0NuXbtGnXq1OHMmTMsWbKEixcvArBixQpmzJih8myxsbFKbY7kJwYCAwOVTrSXJiYmhhkzZqCnp0dCQoKqo4qs1Yg6T1x4enqyatUqJk2axOTJk9U6X6qiRNbKl56ejo2NDbGxsbRq1Qp3d3esra3p2rWr4mRgRkYGbm5u7N+/H319fcLDw8tsn6ZKqamp2Nra8vjxYyZMmMD//vc/GjdurLRPUlISq1evZsuWLVhbWxMcHKz2NqnVJWdVzxoSEsK9e/cU/0VFRREXF0dxcTEA7dq1448//lDaf/jw4QDUrFmTzZs38/7776s8JzyfdbZw4UJ27txJXl7eS63KlMlk6OvrM3HiRBYvXvxK8+BeRXU90X/69GkCAwP53//+p5ZuAK9i//79zJo1i2fPnikeA76+voqOHX+3bt06lixZovizOmd9R0ZGMmHCBCIiIpQeq1paWtSsWRMdHR3y8/PJyclRPN/kGTt27MiOHTte+N2hsuzevRs3NzcKCwsVWWUyGXXq1CEgIIBLly4piq0dO3akUaNGxMbGEhERgUwmo2/fvoqVhOqwYcMGFi1aRHFx8QsfA25ubvj6+ir9varCczM3N5cFCxbw3XffoaWlxdy5c1mzZk2VyFZZRIFQEARBEARBEKqRevXqkZeXV+7Ad7mCggLq1q2Lvr4+iYmJakr4F5FVdXbu3ImHhwe5ubnA8xai33zzjeIL98aNG1mwYAEAdnZ2HDp0SC1X4nt6eiq1OaooeZvUkJCQSkxVOpG1+lDXiYsPP/wQgGvXrilm9RgYGFCrVq0y26PJ91c3kVU1vL29WbFiBR07diQgIEAxq6m0IsK0adPw8/NjwoQJrF+/Xu1ZP/vsMzZv3szs2bNZtmxZufsuXryY9evX89lnn6l8Lt4/VZecUL2yAuTn5xMVFcW9e/fIyMhg7Nixim0hISHMmTOHwYMH4+rqWqLQqQ7JyckEBgZy5swZIiMjiYuLIzs7m7y8PPT09DAwMKBx48ZYWFjQq1cvHB0dleYrq0N1LRBWF7GxsezYsYOTJ09y//59vv766zIL1adPn2blypWEh4crCkrq/HcJDAzk4MGDhIWFKd6rStOwYUNsbW0ZNmwYAwcOVFs+uTt37uDr60tERARaWlpYWloyY8YMmjRpAsCmTZtYsmQJeXl5imMkSWLUqFGsW7dO7W0yL168iI+PD6GhoaSkpLBjx45SC4QAe/bswdvbm+joaIAq9dw8ceIEM2bMICEhocoULyuLKBAKgiAIgiAIQjXSvHlznj59Snh4OO3bty9334iICGxtbalTpw73799XU8K/iKyqlZKSwh9//IGOjg7W1tZKV5AHBQURHByMnZ0dQ4cORUtLSy2ZfHx8lFqqxcTEIEmS4qRFeSRJonnz5nh5edGuXTtVxgRE1upEXScu5C38KkJTJ4hEVtWwsbHhxo0bBAQEYGNjo7i9tCLCrVu36NGjB82aNdNIMdPKyoqYmBhu3rxJw4YNy903Pj6eNm3aYG5urlhZri7VJSdU3axlzTosT3Fxsdre+wWhMqWnp3P9+nXi4uIUF5ioW3Z2NnFxcWRlZZGfn4+uri6GhoY0btxYY3O9KyIpKYnjx4+TmJhI3bp1sbOzo3nz5pqORWZmJjo6Oujr65e7382bN7ly5QqPHj3C3d1dTele7OnTp3z55ZeK738BAQEaTlQ5RIFQEARBEARBEKqR4cOH89tvv+Hg4MBPP/1U5gkjmUzGyJEjOX78OP3792ffvn1qTiqyCtXrynyRtepS14mLsLCwVzru73N+1EVkVY2GDRvy7NmzEqvJS3vO5eXlYWZmhq6uLsnJyWrPampqSkFBAUlJSS9scZmfn4+pqalGVr5Xl5xQdbM2b94cBwcHnJyceO+996pFgUIQBEGoHqpygVD1/W8EQRAEQRAEoZqZOXMmISEhHD16lCFDhrBw4UK6dOmitM+FCxdYunQpp0+fRpIkZs2aJbL+i7JWJ6NHj67wqgdNEVkFTRSkXpXIqhryomB6evoLWx3Ki0LqbtcmV7t2bZKSkrh8+TLdu3cvd9/Lly8DaKSwVF1yQtXN+umnnxIcHMzEiRPR0tLCxsYGJycnBg4cSKNGjVR+/0LV8/TpU2QyGbVr11a6vaCggEOHDnH9+nUyMzNp1KgRffv2pXPnzhrJ+eTJE+7evUvPnj2Vbi8qKuLQoUOEhoby+PFjdHV1eeutt3B2dn7hc0/VMjMziYqKIjY2lqysLHJychQtcRs1aoS5uTm1atXSSDZnZ2dq1KjBkiVLqk1XiOLiYqKjo2nRokWJbefPny/xGBgwYMBLdcjQhLy8PB4+fKh4bjVo0EDTkfjxxx8BGDNmzEvt7+fnh7GxMY6OjorbPDw8quwsU7GCUBAEQRAEQRBKsWbNGpYuXaooEBgZGdG4cWMkSSIuLo709HRksucfpZcsWcLcuXNF1mqatUuXLty7dw9JkkhLSwOenxyoKEmS8Pf3r+x4gqAWqriy2cfHh4yMDKXZYV5eXkiShIeHR6XdT2UQWdXH2dmZsLAwvvrqK1xdXRW3l7aC0NfXFzc3N7p3786xY8fUnnXSpEn8/PPPdOnSBX9/f2rWrFnqfjk5OTg7O3Pp0iUGDhyIn5+fyFmGqp41IyODY8eOERQUxPHjx8nIyMDS0pIBAwbg6OjI22+/rZYcgmYUFRWxatUqdu3apZiR16BBA+bNm4eLiwsJCQk4Oztz7949QLk17YABA9iyZcsrtXx+Fenp6cyfP599+/bRrl07Tp8+rdh29+5dxo4dS2RkpCInoJT122+/VWsRLj09ne3bt3P48GGuXbumyFQWKysrhg8fjouLC4aGhmpK+dd7kb6+Pl5eXnz88cdqu++KKigoYM2aNWzbto1GjRopPQaSkpKYNGmS0m1y2trauLi48NVXX71wLnxlun//Pnv27OHmzZvIZDLat2+Pi4uLot20l5cXmzZtIjMzU3FMmzZt+OKLLxg0aJDacv6TsbExWlpaiu+JL9K0aVO0tLR4+PChaoNVElEgFARBEARBEIQynDhxghUrVnDhwoUS2yRJolevXnh4eFSJlRsi66vr0qULkZGRSiemq9M8L7nExEQuXrxIv379FG3bMjMzWbx4MaGhoRQXF+Pg4MD8+fMxMjLSWE6RtWpSRYGwfv365ObmEh8fr1gBVlVbt4qs6rNv3z4mT56Mvr4+a9euZezYsUDJv0NUVBT29vakpaWxdu1aJk6cqPasd+/excbGhoKCAszNzfHw8MDe3l5xUj09PZ2QkBC8vb25c+cOkiQRFBRUYiWPyFk9sxYVFREWFkZwcDBBQUE8ePCABg0aMHDgQAYOHEjv3r1f2CZVqD6Ki4sZMWIEv/32W4nilSRJrFmzhuPHjxMUFISxsTF2dnaYmpoSGRlJeHg4MpmMbt26ERQUhLa2tkqzZmVl0b9/f0Whxd7engMHDgDP52fb2toSHx+Pjo4OgwYNonXr1tSoUYM///yTX3/9laKiIrp27UpgYKBaCkQnT57ExcWF1NRUxe/W2NiYhg0bYmBggK6uLrm5uWRlZREfH68oEEmShJmZGTt37uSdd95ReU55LkmSsLCw4O7du/Tu3ZuNGzdWuRV3hYWFDB8+nNDQUGQyGdbW1pw4cQJ4/vjo27cvd+/eRSaT0aVLF1q3bo2+vj5//vknly9fRpIktV58sWfPHubOnUtBQYFSwdrExAR/f3+Cg4NZunSpYn99fX1yc3MV+y1atAg3Nze1ZI2NjSUmJkbxZ0dHRyRJIjAw8IWF7ZiYGGbMmIGenh4JCQmqjlopRIFQEARBEARBEF4gKSmJiIgIUlNT0dbWxtTUlA4dOpRoOVQViKwVt2TJEsUXuM2bNwPPv8S+CvmJbnVbvnw569ato7i4mLt37ypa2AwaNIgzZ84ofRHv1KkTISEhvPGGZiZOiKxVkyoKhJaWlsTGxjJq1Cjs7OwAmD59OpIksXnz5heeZPm7l23r9KpEVvUaN24chw8fRpIk2rVrR48ePdi+fTuSJLF8+XIiIiI4fPgwOTk52Nra4u/vj5aWlkayBgcH4+LiQlZWlmL1jaGhIZIkKU5iy2QytLW18fT0ZOrUqSLnvyjr3926dYvAwECCg4O5ePEiNWrUoE+fPjg6OuLg4PDClrlC1bZjxw7mzp2Lrq4u8+bNY9iwYRgaGhIeHs68efPIz8/n2bNnmJubc/jwYcWqJ3jeIn/kyJGkpaXx9ddfM378eJVmXbJkCWvXrqVu3bps2bIFe3t7xbbPP/+cTZs20bJlS37++WfeeustpWOvXr3K0KFDSU1NxdvbW+XPr5s3b9K3b19ycnIwNzdnxowZ2Nvb07Rp0zKPiYmJISQkhC1btnD79m0MDQ05deoU5ubmKs0KfxUIk5KSWLp0KZs2bUJPTw9XV1c++eSTKjOfdP369SxatIiaNWvy1VdfMWbMGPT19YHnK/E8PT0xNTVlx44d9OrVS+nYoKAgJk6cSE5ODt9++y2jRo1SadY///wTe3t7ioqKsLCwwMnJSfHcOnHiBFZWVjx8+JD8/HyWLVvG6NGjefPNN4mNjWXdunX4+voiSRLHjx8vMZ5CFTw9PfH29n7l42UyGV27diUkJKQSU6mOKBAKgiAIgiAIgiBUYwcOHFCsrDEzM+P8+fPUrl2bsLAwnJycqFGjBp6enujo6LBgwQKePn3KypUrmTJlisj6L8laGVRRIPT09FS0vnxdql4ZJ7KqV2FhIcuWLcPHx4f8/HwkSVIquMvb9o0aNYrVq1ertb1caeLi4lizZg2HDx/myZMnSttq1KiBvb09n3zyicZmkMlVl5xQvbKWJiUlhaCgIIKCgjh16hS5ublYW1vj5OTEBx98QOPGjVV6/5VRgJIkiZ07d75+mBeoLlkdHBw4d+4cixcvLtHi/vvvv2fmzJlIksQPP/xQaiv6nTt3MmfOHGxsbAgMDFRp1k6dOvHw4UN27tzJ+++/X+q2ffv20b9//1KPl6/k7ty5MydPnlRp1okTJ3LgwAH69evHjz/+WKFVt4WFhYwePZpjx44xcuRItm3bpsKkz/1zNfu5c+eYPn06UVFR1KlTB1dXVyZPnqzxrhHdu3fnzp07rF+/vkQb1B49enD79m22b9/O8OHDSz1+27ZtzJs3Ty2P1wkTJnDw4EH69euHn5+f0qrVTz75RHGB0GeffabUPl1u5syZfP/994wYMYLvvvtOpVnheSt3+UWj8LxgLUnSS60ilSSJ5s2b4+XlVW1mWIoCoSAIgiAIgiAI/2nywfOVQROrcRwdHfn999+ZPHkyq1atUtzu7u7O1q1bmT59Ol5eXgD4+fkxbdo0evbsSXBwsMj6L8laGVRRIJTJZHz33XecPHmS9PR0AMLCwpAkCRsbmwr9rICAgErLVRqRVTOSk5P55ZdfuHz5MklJSRQVFWFiYoKVlRXOzs60atVKo/lKExMTQ3JyMoWFhZiYmNCyZUuVtxN8FdUlJ1SvrKXJy8vj5MmTBAUFcfToUT7++ONST3JXJnNzc5KSkpQuFKjI6mFQX2v06pK1adOmZGRkcOPGDRo1aqS0LTo6GisrKyRJ4u7du5iZmZU4Pi4ujvbt21OrVi2io6NVmtXU1JSCggLi4uJKXEBhZmZGfn4+CQkJihVl/5SVlUWjRo0wNDTk0aNHKs1qYWFBUlISFy5ceKUVgHfu3KFbt27Uq1ePu3fvqiChstJadufn57N161bWrVtHSkoKBgYGjBgxgo8++kgtK9pKI/93fvDgQYnuK/Xq1SMvL4/Y2FjefPPNUo9PTU2lRYsWGBsbK7XTVIU2bdqQkJDAmTNnsLS0VNp25coV3n33XSRJ4tKlS6W+79+4cYN33nmHxo0bc+PGDZVmLU11auP+KkSBUBAEQRAEQRCE/zT5l77XIV/tookvjvITWjdv3lRqdyW/ejgwMFAxt+XJkye0bNlSLSevRNbqRRUFwtJUp5MsIqtQnvz8/Goxf6665ITqlbU86enprzTLuCJkMhnBwcHMnz+fBw8eIEkSEydOVLTCflnz589XUcK/VJesdevWpbCwsNSiW15eHmZmZuW+zj579owGDRqgo6NDSkqKSrO2bt2axMRE7ty5Q7169ZS2tWzZktTUVB49elRmO8zs7GzF/L/Hjx+rNKu8kJWYmIienl6Fj5f/7vX19UlMTFRBQmXlvZ9mZ2fzzTffsGnTJtLT0xWrygYNGkSfPn2wsbGhZs2aKs8I0KpVK548eVJqgbBZs2akp6eX+zvPzc2lXr161KhRQ+Wz8uTPrb/PTpbLyMigSZMmSJJESkpKqa36c3JyqF+/Prq6uiQnJ6s0a2mmTZumaOP+b1Q9hyMIgiAIgiAIgiBUEhsbm1ILhAUFBZw7d07xZ2NjY5o0aYK2tjbR0dGKEwdGRkZMnDhRY7PnsrOzAZRmH6WlpXH79m309PSUrmyWX0WclZWl3pD/n8gqeHh4vHZBfuXKlbi4uFCnTp1KSlU6kVU1jI2N0dLSIjExsdoUgwoLC/H19eXXX3/l9u3bpKSkIJPJSEtLIzIyku3btzN16lRatGghcv6LsspXiVeWylxVKEkSAwcOxMLCgi5duiCTyZgyZYrKL/J4FdUlq6mpKfHx8dy4cYPu3bsrbdPT01PqJlCae/fuAc8vuFG1bt264e/vz+7du3F3d1fa1qNHDwIDAzl9+jQDBw4s9fjjx48DqOX51ahRIx48eMC5c+cUc3Mr4vz584qfo2kGBgZ4eHgwffp09u7dy+7du7l27Ro+Pj74+Pjwxhtv0Lp1azp16sSmTZtUmsXKyoqTJ09y8OBBXFxclLZ16tSJ0NBQLly4gK2tbanHh4eHA6i8HTJAzZo1ycjI4NGjRyVmYr755pt06tQJoMzvUklJSQBlrohVtW+//VYj96suokAoCIIgCIIgCMJ/WmlzNwoLCxk2bBgAffr04bPPPqNHjx5K+1y9epUVK1YQHBzMlStXOHjwoFry/lPdunVJTEzk4cOHWFhYAHDixAlkMhldu3ZVOgEvbyNV1hXlImv1zCpvk/uyLW79/PwwNjbG0dFRcZuHh0eFV3O8is8///y1f4a3tzeDBw9WeSFLZFWNpk2bEhsbS1RUFG3btlXpfVWGqKgohg0bRnR0tFJbRHlBNisri82bN7Nr1y62bdtW6mwykVNZdcnq6elZocK7vJtAWberou1oq1atsLa25uLFi5X+sytbVc/avXt3Dh06xIIFC/D39y9RjHjRjOGvv/4aSZKwtrZWZUzg+Uy2gIAAvLy8MDAwYNq0aWhpaQHPZ7oFBwfz5Zdf0q1btxKv6ffv32f+/PlIklTmfLrKNHjwYNavX4+rqyt79+6t0Fy2mzdv4urqiiRJDBkyRIUpK8bIyIjJkyczefJkIiIi2LVrF8eOHSM6Oprr169z48YNlRcIp02bxokTJ1iwYAH169fHyclJsW3mzJmcOnWKhQsXEhgYWOKxnJqaqngMDBo0SKU5Adq1a8fZs2f54YcfWLx4sdI2SZIIDQ0t93h5+/5XaVFbmRITE7l48SL9+vVTfA/IzMxk8eLFhIaGUlxcjIODA/Pnz9f4jMqK0NJ0AEEQBEEQBEEQhKrm66+/5vTp04wcOZJffvmlRHEQoGPHjuzdu5cxY8YQGhrK119/rYGkKK5yl690yMvLY8OGDUiSxIABA5T23bp1K/C8NZUmiKyqMX36dFxdXV96fw8PD2bMmFHiNlUXhipLRWdXaZLIWtKsWbOQyWT4+vqq5f5eR3p6OkOGDOHhw4e0bNmSb7/9lgsXLijt06pVKz744AOePXuGi4uLYhWRyFn9s27cuBF3d3e0tLSQyWRoa2vToUMHBgwYwKBBg+jYsSO6urqKAuDQoUMZPXp0if/GjBnD6NGjVZazc+fOKvvZla0qZ509ezZvvPEGFy5coHPnznz66acvLPI8fvyYM2fOMGnSJPbv3w/A5MmTVZ61e/fueHl5UVxczOeff46VlRUeHh7s3buXwsJCXF1diYyMpEePHnh6euLv78+BAwf49NNPsbOz4/Hjx1haWjJz5kyVZ503bx4tW7YkJiaGXr16MWrUKL777jvOnTtHbGwsaWlpZGdnk5qaSkxMDGfPnmXbtm18+OGH9OrVi+joaN566y3mzZun8qyvwtLSktWrV3Pt2jUuX77MmjVr1HJRg4ODA3PnzuXZs2eMHTuW/v37s2nTJs6ePUv79u1xc3Pj0qVL9OnThz179nD16lUuXLjAN998g62tLXfu3KFx48a4ubmpPOvIkSORyWRs2LCBBQsWcPXq1ZduiX7y5EmWL1+u8SLx8uXLadeuHf/3f/+nmP8Mzy/O2759O5GRkURFRbF582YGDx5MYWGhxrJWlJhBKAiCIAiCIAiC8A/du3fnzp07XLp0iVatWpW774MHD+jUqRMWFhYlTnKqw7lz53BwcACez3kpLi4mOTkZQ0NDrl27Rp06dThz5gxLlixRXLW/YsWKEgUikbX6ZI2NjSUmJkbxZ0dHRyRJIjAw8IVFnpiYGGbMmIGenp7KZ86oirrmJVYGkbV0np6erFq1ikmTJjF58mSNrwooi7e3NytWrKBjx44EBAQo2gmXNqNq2rRp+Pn5MWHCBNavXy9y/guypqamYmtry+PHj5kwYQL/+9//SrTjS0pKYvXq1WzZsgVra2uCg4PV3jr36tWrhIeHM3r06BKzyKqaqp51//79zJkzR9Ey/EWzXRs1akR2drbivXfevHl8+eWX6ogKwJkzZ/jyyy+5fPkywAtXvMqL2cOHD2fdunVqW+X05MkTXF1dCQoKAl6cE/66aMXZ2ZkNGzao7SKm6jbT18/Pj6VLl/L48eOXXvEsk8no1q0bO3bsUEuL0eLiYsaMGUNQUJAioyRJpKWllXnMiBEjuHXrFnFxcchkMjp06EBISEiJGYbqcODAASZOnAg8/05w/vx5ateuTVhYGE5OTtSoUQNPT090dHRYsGABT58+ZeXKlS9cdVxViBajgiAIgiAIgiAI//Dw4UPgeSu8F5F/sf57wUadunfvzvr16/Hw8CAxMRF43upy48aNipMpV65cURQv7ezsNPaFVWStHD/88APe3t6KP8tPtvy9ZWh55CdaBEETPvzwQwDq1avH1q1b2bp1KwYGBtSqVQttbe0yj7t27Zq6IiocOXIESZLw9PRUFLLKMmfOHPz8/Dhx4oSa0v2luuSE6pV15cqVPHr0iNmzZ7Ns2bJS9zEzM2PlypXUrFmT9evXs3btWpW0Ei1Px44d6dixo1rv81VV9awffPABffr04cCBA1y6dEkx+6wsxcXF1KhRg169ejF9+nT69OmjpqTP9erVi1OnTnH58mWOHj3KlStXuHfvHsnJyTx79oyioiIMDAwwMTHB3Nycnj17MnjwYLVflFGnTh1++uknIiIiOHToEGFhYURGRpKamlpiXxMTEywsLLC1tWXo0KHi88oLjB49muHDhxMUFKR4DERFRZGbm6u0n66uLi1atKBnz54MGTKEvn37qi2jlpYWfn5++Pr6snv3bq5fv/7CFXbh4eFkZ2ejra3NsGHDWLVqlUaKgwDbt29HkiQmT56sNIv08OHDAHz88cdMmDABAG1tbaZNm8bBgwerTYFQrCAUBEEQBEEQBEH4h+bNm/P06VPCw8Np3759uftGRERga2tLnTp1uH//vpoSlpSSksIff/yBjo4O1tbWSvPkgoKCCA4Oxs7OjqFDhyrm1GiKyPp6fHx82Lx5s+LPMTExSJJEkyZNXnisJEk0b94cLy+vCs0BqkrEqjzVUFdWY2PjCh+jqdUcDRs25NmzZyQnJ6Ojo6O4vbQVJnl5eZiZmaGrq0tycrLI+S/IamVlRUxMDDdv3qRhw4bl7hsfH0+bNm0wNzdX+Yy9smYdVkX/9qzx8fHUq1dP459VqqucnByys7PJy8tDT08PAwMDjRWB5OQX/L3MRYJVWWZmpqJIXLNmTYyMjKrM47SgoIDU1FTq1atX5j7r16+nSZMm2NnZqWVGdnmaNm1KRkZGifeCHj16cPv2bQIDA3nnnXeA56tlW7ZsSa1atYiOjtZU5AoRBUJBEARBEARBEIR/GD58OL/99hsODg789NNPZZ4wkslkjBw5kuPHj9O/f3/27dun5qSCUP3aYb0uUXRTDXVlDQsLe6XjbG1tKznJizVr1oz09HTu3btH3bp1FbeX9pyLiYnB0tISY2Njta8ory45q1tWU1NTCgoKSEpKemHb0Pz8fExNTdHX11esOleV5s2bM2DAABwdHXnvvfcwMDBQ6f29juqW1cHBAScnpyqfVRAE9alTpw5FRUVK7wVpaWm0aNECPT09YmNjFbfL3wveeOMNnjx5osnYL020GBUEQRAEQRAEQfiHmTNnEhISwtGjRxkyZAgLFy6kS5cuSvtcuHCBpUuXcvr0aSRJYtasWRpKK/zXjR49utqs0BAETRT6XpWlpSVhYWHs3bsXV1fXcvcNCQkB0EgxuLrkhOqVtXbt2iQlJXH58mW6d+9e7r7yGXDqKCp9+umnBAcHM3HiRLS0tLCxscHJyYmBAwfSqFEjld9/RYismnPs2DGCg4MV7SZNTEx4++23GT58+Avna6varVu3iIyMJCYmhuzsbHJyctDV1cXQ0JBGjRphYWGBpaWlRrJZWVkpZsqpsw3nf0liYiJ//PEH2dnZNGvWjK5du6Knp1fuMYGBgcDLt9OvTHXr1iUxMZGHDx9iYWEBwIkTJ5DJZHTt2lXpApJHjx4B6nkvqCxiBaEgCIIgCIIgCEIp1qxZw9KlSxWFFyMjIxo3bowkScTFxZGeno5M9vzr1JIlS5g7d67KM3Xp0oV79+4hSRJpaWkAODs7V/jnSJKEv79/ZcdTIrIKqiJW5amGKrL6+PiQkZGhNJPNy8sLSZLw8PCotPtRlX379jF58mT09fVZu3YtY8eOBUqudouKisLe3p60tDTWrl3LxIkTRc5/QdZJkybx888/06VLF/z9/alZs2ap++Xk5ODs7MylS5cYOHAgfn5+asmXkZHBsWPHCAoK4vjx42RkZGBpaalYsff222+rJcfLEFkrn7m5OVpaWty5c0fp9vj4eMaPH8/58+cBFJ9V4fnnFC0tLSZOnMiKFSteuDK2Mt2/f58NGzbg7+//UiurTExMeP/995k7d65a233KX4skScLNzY358+crtUMWXl1eXh7u7u788MMPFBcXK243NTXliy++4OOPPy7zWGNjY7S0tBSf09Vp3LhxHDlyhGHDhuHr60teXh79+/fn6tWrLF++nJkzZyr2nT9/Pj4+PnTr1o3jx4+rPeurEAVCQRAEQRAEQRCEMpw4cYIVK1Zw4cKFEtskSaJXr154eHiobUVMly5diIyMVDqJWlXneYms6peYmMjFixfp16+f4qRfZmYmixcvJjQ0lOLiYhwcHJg/fz5GRkYay/m6/utFN1VRRdb69euTm5tLfHy8Yq5UdWuJO27cOA4fPowkSbRr144ePXqwfft2JEli+fLlREREcPjwYXJycrC1tcXf318jc56qS87qlPXu3bvY2NhQUFCAubk5Hh4e2NvbU6tWLQDS09MJCQnB29ubO3fuIEkSQUFB9OzZU+1Zi4qKCAsLIzg4mKCgIB48eECDBg0YOHAgAwcOpHfv3motBpVHZK0cpb2WZmVl0adPHyIjIwF47733FHOyMzIyOHv2LEFBQRQVFeHk5MSePXvUkvXHH3/Ezc2NvLw8ZDIZenp6WFhY0LBhQwwMDNDV1SUvL4/MzEzi4+OJjIwkPz8fSZKoUaMGmzZtYtiwYWrJKv+92tnZERoaStu2bdm4cSNdu3ZVy/3/WxUXFzN06FBCQ0ORyWQ0bdoUU1NT7t27R3p6uqIgu2jRolKP1+Rnh3PnzuHg4ACAmZkZxcXFJCcnY2hoyLVr16hTpw5nzpxhyZIlihm0K1asYMaMGWrP+ipEgVAQBEEQBEEQBOEFkpKSiIiIIDU1FW1tbUxNTenQoQO1a9dWa44lS5aQkJAAwObNmwFe+eSOfNWGqois6rV8+XLWrVtHcXExd+/exdTUFIBBgwZx5swZxQoCSZLo1KkTISEhvPFG9Zw68l8vuqmKKrJaWloSGxvLqFGjsLOzA2D69OlIksTmzZuVVra8yJgxYyotV0UUFhaybNkyfHx8FCes//58kslkSJLEqFGjWL16NYaGhiLnvyhrcHAwLi4uZGVlKToKGBoaIkkSmZmZwPMVWtra2nh6ejJ16lSNZf27W7duERgYSHBwMBcvXqRGjRr06dMHR0dHHBwclOY/aprI+mpKK5h4eXnh6emJsbExfn5+2NjYlDju6tWrDB06lNTUVLZt28aIESNUmvPs2bM4OjpSVFREr169mDt3LnZ2duUWVvPz8zl9+jQbN27k1KlT6OjoEBwcXKLdvyr8/fe6detWFi9ezLNnzxgxYgSLFi2icePGKs/wb7Rr1y5mz56Nnp4emzdvZvjw4cDzFdje3t6sW7cOSZLYs2cPTk5OJY7X9MVFO3fuxMPDg9zcXOB5C9FvvvlGUbjeuHEjCxYsAMDOzo5Dhw5Vm8/ZokAoCIIgCIIgCIIgCNXYgQMHFO33zMzMOH/+PLVr1yYsLAwnJyfFLB0dHR0WLFjA06dPWblyJVOmTNFw8lfzXy+6qYoqsnp6eipair4uTa84TE5O5pdffuHy5cskJSVRVFSEiYkJVlZWODs7a3yml1x1yQnVJ2tcXBxr1qzh8OHDJVoj1qhRA3t7ez755BM6d+6soYTlS0lJISgoiKCgIE6dOkVubi7W1tY4OTnxwQcfVKmCh8j68kormPTo0YPbt2+zbt06JkyYUOaxe/bsYcaMGbz77rscOXJEpTk//PBDgoODGTNmjOIirIqYPn06P/74I05OTvz4448qSKjsn7/XBw8e4OrqSnh4OLq6uowZM4bZs2dXidenL7/88rV/hiRJLF26tBLSlG/AgAGcPXuW+fPnl9pi/IsvvuCbb77BzMyMP//8kzfffFNpu6YLhPD8Of/HH3+go6ODtbW14mI8gKCgIIKDg7Gzs2Po0KEaW6H/KkSBUBAEQRAEQRAEoZqozBMjql6NI7Kqj6OjI7///juTJ09m1apVitvd3d3ZunUr06dPx8vLCwA/Pz+mTZtGz549CQ4OVnvWyvBfL7qpiiqyymQyvvvuO06ePEl6ejoAYWFhSJJU6sqW8gQEBFRaLkF4VTExMSQnJ1NYWIiJiQktW7ZEW1tb07FeWl5eHv+vvTsPq7rO+z/++oKIKAEK2OQgY5qWuRY4WCKTk4ki6qhlqffdGI7m2mKjaD/HEfUGxDTNGZ2xdLaKtPJ2BVTSFNQxdFzoLlxIAU0BlUVcUOT8/nA4E4G4nYUjz8d1dV1zPudzvucFIy7f93m/P9u2bVNiYqI2bdqkESNGVDojtDYha82qK5hUjHXOzMyUt7f3TV97/vx5Pfzww/Ly8lJWVpZVc7Zq1Urnzp1Tenq6mjdvfsevz87OVocOHeTj46PMzEwrJKzsZoWo9evXa86cOcrIyJCTk5N+8Ytf6Ne//rV69+5tHqFta76+vrp27dpdv76iW9sWRTd/f38VFxfrwIEDatGiRZXnr169qi5duigrK0tvvPGGZs6cWen52lAgvF9RIAQAAAAAB1Hxj+N7YaubAWS1nYqbLt98842aNWtmXq/oJEhISNDTTz8tSTp37pxatmxpk5uC1lLXi27WYqusjnSTz9PTU05OTsrNza01Z6JVx1FySo6VtSZXr1516PwVioqK7urMXXsga2XV/V7avHlzXbhwQXl5eTX++rx06ZIeeugh1a9fX/n5+VbNWd1ZtHfi8uXL+slPfqKGDRvq9OnTVkhYWU1/RplMJn3yySeKjY3ViRMnzGckPvvss+rRo4dCQkLUunVrq2esUFxcrPj4eMXGxur8+fMyDENhYWF3/Gvvbjo771RFMTM/P18uLi7V7tmwYYOGDx+uBg0aaO/evZUKyo70dwdH4xiDUAEAAAAA6tatW7WFrGvXrmnPnj3mx56enmrevLmcnZ2VlZVl/se0h4eHIiIibHImBllt5+LFi5JU6eyjgoICZWRkyNXVtdKZPRUjm0pKSmwbEvi3yMjIey7Ix8XFaeTIkTV2yFiCv7+/cnJylJmZqbZt21r1ve6Fo+SUHCtrhbKyMq1YsUIbNmxQRkaGzp49K5PJpIKCAh09elTLly/Xq6++qocffthuGSu6xC3Fmt1vZLWegIAAffnll0pPT1dAQMBN9x08eFCS9OCDD1o1jyS1aNFCGRkZSk5OVr9+/e749Vu3bjVfx94Mw9DQoUP10ksvafPmzfr73/+uTZs2af369dqwYYOkG38n7NSpk9avX2/1PB4eHnr11VfVpUsX9ejRQ5I0Y8aMWvmhpAcffFAnT57U4cOH1b59+2r3hIeH6xe/+IW2b9+u8ePHW338bXUCAwN17NgxGYahgoICc647ZRiGTX4NWAIdhAAAAADgwMrKyjRo0CBt375dPXr00NSpU9W1a9dKew4ePKjo6GglJSXpmWee0erVq+0yEo2s1vHoo48qNzdXX331ldq0aSPpP+cSdu/e3XzTSrpxlk7nzp3l6emp7Oxsm2etGOd6u6NY4+Pj5enpqbCwMPPa3Llz9Zvf/MbqxSGy1l7e3t7auXOn1W+CLlu2TJMnT9bo0aMrje+tbRwlp+RYWSUpMzNTgwYNUlZWlkym/9xCrehk2b9/v5555hk1bNhQ77///l3dSLaEO+2Er+h6v9m6Nbt0yGrZbNOnT9djjz2mtm3bKjMzUy+88IKefvpprVu3rtpOrYsXL6p///7at2+fhg4davXusfnz52vWrFny8vLS+++/r169et32a7ds2aJRo0apsLBQv//97/Xmm29aMekNd9qpdvbsWcXHxyspKUlfffWVrl69apdOt+DgYH399df65z//WSsLhKNHj9bKlSv13HPPaeXKlTf9+/KxY8cUHBysK1eu6M0339Tvf/97SbbrIAwMDNTRo0crvdfddAM7UrcjBUIAAAAAcGDz58/X7Nmz9cILL+j999+vce/YsWMVHx+vGTNmaNKkSTZK+B9ktY6XX35Z69at06BBg7RixQqVlpaqV69eOnjwoObMmaMJEyaY906bNk1LlizRz3/+c23ZssXmWSvGC1Z8KvtW/P395eTkpBMnTlg3WDXIWnvZcnRrTEyM5s2bp9/85jcaNWqUTcfH3QlHySk5TtaioiJ169ZNOTk5atWqlSZPnqyAgAB16dLFfPO3uLhYb775pj777DM1aNBAO3fu1COPPGLzrH//+9+Vk5Oj+fPn6/r166pXr57atm0rPz8/ubi4KDs7W99++61KS0vl5OSkAQMG1Dju0ZpFI7JaRkXR4ocFyQYNGujq1asqLy9Xv3799I9//MP83MWLF7Vq1SotXrxYmZmZcnV11fbt263eyXvt2jX16dNHaWlpMgxDbdu21XPPPaf27dvrpz/9qdzd3VW/fn2VlpaqpKREp06d0tdff63k5GR9++23MplMeuqpp7RhwwabTGq4l0LU5cuXlZKSoi+//FLR0dGWD1eDN998U3/5y19qbYHw66+/1jPPPKOysjK1adNGw4cP12OPPabAwMAqH0z68MMPNX78eBmGoYEDB2r8+PF69tlnbVJ0i4qK0pkzZyT95+f1o48+uqtrDR8+3GK5rIkCIQAAAAA4sKCgIB0+fFj79u1Tq1atatxb0T3Wpk0bpaWl2Sjhf5DVOvbs2aPQ0FBJUtOmTVVeXq78/Hy5u7vr0KFD8vb2VkpKiqKiorR3715JUnR0tMaNG2f1bDk5OZU6FcPCwmQYhhISEip141QnOztb48aNk6urq/lmjTWR1XHYqkD44osvSpIOHTpkPvuqUaNG8vLyqrFb+NChQ1bN9WOOklNyrKxz585VdHS0OnXqpI0bN5pHNFdXQBgzZozi4+P1yiuvaOHChTbPev78eQUHB+v777/XK6+8orfeekt+fn6V9uTl5emdd97Rn//8ZwUEBCgpKcku5yiS1TKSk5N17Ngx83+ZmZk6efKkysvLJUmPP/64du/eXWn/4MGDJUkNGzbU0qVL9atf/crqOSXpypUrmjFjhv7617+qtLT0troyTSaTGjRooIiICM2cOVOurq42SOq4Z93t2LFDCQkJeuutt+Tr62vvONX67LPPNHHiRF26dMn8a2DFihUaNGhQlb3vvvuuoqKizI/tedb3/Y4zCAEAAADAgVV0APn7+99yb8VNLXuMlpTIai1BQUFauHChIiMjlZubK+nGDffFixebP5V94MABc/EyJCREo0ePtkm2Dz/8UHPnzjU/rrgh9MPRljUxmUw3PavG0siKH0tKSqqyVlJSUuMZnvd6vuLdcJSckmNlXbdunQzDUExMjLk4eDOvv/664uPjzeel2VpcXJxOnTql1157TbNnz652T9OmTRUXF6eGDRtq4cKFWrBggdXPxKsOWS2jZ8+e6tmzZ6W1q1evKjMzU8eOHVNxcXGV1/j5+al///4aP358lUKnNTVo0EBxcXGaPHmyEhISlJKSoqNHj+rkyZO6ePGiSktL5erqqkaNGsnPz09t2rRR9+7dFRYWVul8ZdxcSEiIQkJC7B2jRs8//7yCgoL0l7/8Rdu2bdN3330nJyenave++eabCggIUFxcnHbu3HnLDz9ZSsXIdku43bHv9kYHIQAAAAA4sBYtWqiwsFA7d+5Uu3btatybnp6u4OBgeXt767vvvrNRwv8gq3WdPXtWu3fvlouLiwICAip9gjwxMVFJSUkKCQnRwIEDb3pDxtKWLFlSaaRadna2DMNQ8+bNb/lawzDUokULxcbG6vHHH7dmTElkdSS26iBMTU29q9cFBwdbOEnNHCWn5FhZmzVrpkuXLik/P7/SWW7VdRiVlpaqadOmql+/vvLz822etWPHjsrOztY333yjZs2a1bj39OnTeuyxx9S6dWtzV7ktkfXe3eysw5qUl5fb7M9+wJKKior09ddf6+TJk+YudGu503NHq+No3Y4UCAEAAADAgQ0ePFhffPGFQkND9cknn9z0H7Umk0lDhgzRli1b1KtXL61atcrGSckKxxrdRdbay5ZnEKLu+tnPfqaioiIdO3asUhdTdT9v2dnZ6tChgzw9Pe3STe7r66tr164pLy/vluMtr169Kl9fXzVo0MDcdW5LZL13LVq0UGhoqPr27atnn31WjRo1sur7AXVFxcj2H7t27Zr27Nljfuzp6anmzZvL2dlZWVlZ5j8PPDw8FBERoXr16ul3v/udrWLfEz42AAAAAAAObMKECTKZTNq0aZMGDBhQ7afW09LS1L9/f23evFmSNHHiRFvHlERWSEOHDtXQoUPtHeO2kLVuWbJkiWJjYyutxcbGVhrlWhs4Sk7JsbJWp0OHDpKklStX3nJvcnKyJNmtaN24cWNJ0v79+2+5t2KPvYpKZL13U6ZM0enTpxUREaGHH35YAwcO1AcffKBTp05Z/b1ROxUWFqqgoKDK+rVr17Rq1SrNmDFDb775pt555x3961//skPCG86dO1fpbMwK169fN59ROHjwYA0dOlS/+93vKhXlbCEhIUEbN26s9N/atWvVoEEDSVKPHj20adMmZWdna+fOndqxY4eysrK0Y8cO9e7dW8XFxTpw4IDefvttm+a+F3QQAgAAAICDmz9/vmbNmmX+xKuHh4f8/PxkGIZOnjypoqIi89kdUVFReuONN8jqoFkDAwN17NgxGYZhvhEUHh5+x9cxDEPr16+3dDzAJqzRQfiTn/xEV65c0enTp+Xm5iapdnZmOkpOybGyVmfVqlUaNWqUGjRooAULFmj48OGSqn4NmZmZ6tmzpwoKCrRgwQJFRETYPOtvfvMbffrppwoMDNT69evVsGHDavddvnxZ4eHh2rdvn/r06aP4+HgbJyWrJRUXF2vz5s1KTEzUli1bVFxcrA4dOqh3794KCwvTE088YZMcsI/r169r3rx5+tvf/qbTp09Lkh566CH99re/1ciRI3XmzBmFh4fr2LFjkiqPpu3du7f+/Oc/y9PT0yZZi4qKNG3aNK1atUqPP/64duzYYX7uyJEjGj58uI4ePWrOKalS1j/96U/y8vKySdYfmz9/vmbPnq0XXnhB77//fo17x44dq/j4eM2YMUOTJk2yUcJ7Q4EQAAAAAO4DW7duVXR0tNLS0qo8ZxiGunfvrsjISLuc4/RjZL17gYGBOnr0aKWb03dzc8feN+hzc3O1d+9ePffcc+axbRcuXNDMmTO1fft2lZeXKzQ0VNOmTZOHh4fdcpK1drJGgbBDhw7KycnRSy+9pJCQEEk3bvQZhqGlS5eab1jejmHDhlks1485Sk7JsbLezMsvv6y1a9fKMAw9/vjj6tq1q5YvXy7DMDRnzhylp6dr7dq1unz5soKDg7V+/Xq7nPN25MgRdevWTdeuXVPr1q0VGRmpnj17mm+oFxUVKTk5WXPnztXhw4dlGIYSExP11FNPkfU+yXr9+nWlpqYqKSlJiYmJOn78uB566CH16dNHffr00TPPPHPLMalwHOXl5XrhhRf0xRdfVPm91DAMzZ8/X1u2bFFiYqI8PT0VEhIiX19fHT16VDt37pTJZNLPf/5zJSYmytnZ2apZS0pK1KtXL33zzTcymUzq2bOnPv/8c0k3zs8ODg7W6dOn5eLion79+unRRx+Vm5ub/vWvf2nDhg26fv26unTpooSEhErnwdpKUFCQDh8+rH379qlVq1Y17j1+/Lg6d+6sNm3aVPtvh9qIAiEAAAAA3Efy8vKUnp6u8+fPy9nZWb6+vmrfvr15TFZtQtY7FxUVpTNnzkiSli5dKkn66KOP7upaFd0wtjZnzhy9++67Ki8v15EjR+Tr6ytJ6tevn1JSUip9crxz585KTk5WvXr1yHofZb1X1igQxsTEKDY29qbnjd4JaxbfHSWn5FhZb6asrEyzZ8/WkiVLdPXqVRmGUelnqaIj56WXXtI777wjd3d3u+SUpKSkJI0cOVIlJSXm77m7u7sMw9CFCxck3ejMcXZ2VkxMjF599VWy3mdZf+jbb79VQkKCkpKStHfvXrm5ualHjx4KCwtTaGhopXM14Xj+8pe/6I033lD9+vX129/+VoMGDZK7u7t27typ3/72t7p69aouXbqk1q1ba+3atWrWrJn5tWlpaRoyZIgKCgq0aNEi/frXv7Zq1qioKC1YsEA+Pj7685//rJ49e5qfe/vtt/XHP/5RLVu21KeffqpHHnmk0msPHjyogQMH6vz585o7d65dfr4efPBBlZaWKj8//5YFymvXrsnHx8du56beDQqEAAAAAADAJj7//HPz+L2mTZvqq6++UuPGjZWamqq+ffvKzc1NMTExcnFx0fTp01VYWKi4uDiNHj2arPdJVkuwRoHQZDLpgw8+0LZt21RUVCRJSk1NlWEY6tat2x1da+PGjRbL9WOOklNyrKy3kp+frzVr1mj//v3Ky8vT9evX1aRJE3Xs2FHh4eG37CqxlZMnT2r+/Plau3atzp07V+k5Nzc39ezZU5MmTdKTTz5pp4T/QVbbOXv2rBITE5WYmKgvv/xSV65cUUBAgPr27avnn39efn5+Vn1/SxSgDMPQX//613sPcwuOkjU0NFR79uzRzJkzq4y4/8c//qEJEybIMAx9+OGH1Y6i/+tf/6rXX39d3bp1U0JCglWzdu7cWSdOnNBf//pX/epXv6r2uVWrVqlXr17Vvr5i3POTTz6pbdu2WTVrdVq0aKHCwkLt3LlT7dq1q3Fvenq6goOD5e3tre+++85GCe8NBUIAAAAAABzExx9/bLFr2WNkX1hYmHbt2qVRo0Zp3rx55vXJkydr2bJlGjt2rGJjYyVJ8fHxGjNmjJ566iklJSWR9T7JagnWKBBWx1HOy3OUnJJjZXV02dnZys/PV1lZmZo0aaKWLVtafZTg3SKr7ZSWlmrbtm1KTEzUpk2bNGLECE2dOtWq79m6dWvl5eVV6ia+kxHDku1GoztKVn9/fxUXF+v//u//9NOf/rTSc1lZWerYsaMMw9CRI0fUtGnTKq8/efKk2rVrJy8vL2VlZVk1q6+vr65du6aTJ09W6bJu2rSprl69qjNnzqhBgwbVvr6kpEQ//elP5e7urlOnTlk1a3UGDx6sL774QqGhofrkk09u2hVvMpk0ZMgQbdmyRb169dKqVatsnPTuOOYsCQAAAAAA6qCK87vuRcVIPHsUCL/++mtJ0ptvvllpPSUlRYZhqH///ua1ik+Sf/vtt7YL+ANkRWRk5D3/vMXFxWnkyJHy9va2UKqqHCWn5FhZPT095eTkpNzcXIc8u83f31/+/v66evVqrc9PVttxdXVV79691bt3b0kyd/da05EjR5SUlKRp06bp+PHjMgxDI0eONI/Crk0cJeulS5ckVX8O9U9+8hPz/66uOCjd+KCNJF28eNEK6aq+V25uri5evFilQOju7q7z58/r+vXrN319xZ8Zd1qotZQJEyYoOTlZmzZt0oABAzRjxgwFBgZW2pOWlqZZs2Zpx44dMgxDEydOtEvWu0EHIQAAAAAADiIsLKzam+vXrl3Tnj17zI89PT3VvHlzOTs7Kysry/xJdg8PD0VERKhevXr63e9+Z6vYZt7e3rp+/bry8vLMN1YLCgr08MMPy9XVVTk5Oeb1q1evytfXV/Xq1asy0o2sjpvVEmzVQWgJ3t7e2rlzZ63P6ig5Jdtl7dChg3JycrR79261bdvWqu9lKWVlZVqxYoU2bNigjIwMnT17ViaTSQUFBTp69KiWL1+uV199VQ8//LC9o5LVwiq6xC3FGl2FmZmZCgwMlMlk0j//+c9a/ftNbc/atm1bnT59Wps2bVJQUFCV55ctWyZJNx0lfujQIXXv3l0PPvigjhw5YtWs//3f/63169fr//2//6fJkydXem7YsGFKSEhQfHy8+vTpU+3r16xZo1//+tdq3769du7cadWsNzN//nzNmjXL/HdwDw8P+fn5yTAMnTx5UkVFReYCZlRUVJWxr7UZHYQAAAAAADiI6s6JKSsr06BBgyRJPXr00NSpU9W1a9dKew4ePKjo6GglJSXpwIEDWr16tU3y/piPj49yc3N14sQJtWnTRpK0detWmUwmdenSpVI3RsUYqUaNGpH1PspaMSb3djtY4+Pj5enpqbCwMPNaZGRkrevmuBl7dTzcKUfJKdku68SJEzV58mStWLGi0uje2iozM1ODBg1SVlZWpe9RxQ3tkpISLV26VH/729/0/vvvV3suma2Q1fJiYmLuqDu3YprAzdatUSBs1aqVAgICtHfvXotf29Jqe9agoCD97//+r6ZPn67169dXGc95qzOGFy1aJMMwFBAQYM2Ykm504G3cuFGxsbFq1KiRxowZIycnJ0nSpEmTlJSUpN/97nf6+c9/XqUz/LvvvtO0adNkGIYGDx5s9aw389Zbb+mJJ55QdHS00tLSVFRUVKn71jAMhYSEKDIyUsHBwXbLeTec7B0AAAAAAADcvUWLFmnHjh0aMmSI1qxZU6U4KEmdOnXSypUrNWzYMG3fvl2LFi2yQ1KZP+Ve0elQWlqq9957T4ZhmMedVaj49Pujjz5q25D/RlbrGDt2rMaPH3/b+yMjIzVu3Lgqa9YeLwmMHj1aU6dO1fLlyzVlyhQdPXrU3pFuqqioSAMGDNCJEyfUsmVL/elPf1JaWlqlPa1atdLzzz+vS5cuaeTIkTp27BhZ76Osixcv1uTJk+Xk5CSTySRnZ2e1b99evXv3Vr9+/dSpUyfVr1/fXAAcOHCghg4dWuW/YcOGaejQoVbL+eSTT1rt2pZWm7O+9tprqlevntLS0vTkk09qypQp+uMf/1jja77//nulpKToN7/5jT777DNJ0qhRo6yeNSgoSLGxsSovL9fbb7+tjh07KjIyUitXrlRZWZnGjx+vo0ePqmvXroqJidH69ev1+eefa8qUKQoJCdH333+vDh06aMKECVbPWpNf/vKXSk5O1tGjR7V69Wp98MEH+stf/qINGzbo+PHjWr9+vcMVByVGjAIAAAAA4NCCgoJ0+PBh7du3T61atapx7/Hjx9W5c2e1adOmyk1OW9izZ49CQ0Ml3TgXp7y8XPn5+XJ3d9ehQ4fk7e2tlJQURUVFmT+1Hx0dXaVARFbHyZqTk6Ps7Gzz44oxuQkJCbfsBMvOzta4cePk6uqqM2fOWDuqVTjKOFRHySnZLuuLL74o6cYovtOnT0u60Xnr5eUlZ2fnm77u0KFDVs1Vnblz5yo6OlqdOnXSxo0b9cADD0i6MW7aMAzzmGlJGjNmjOLj4/XKK69o4cKFZL1Psp4/f17BwcH6/vvv9corr+itt96Sn59fpT15eXl655139Oc//1kBAQFKSkqy+TmKBw8e1M6dOzV06FA1btzYpu99p2p71s8++0yvv/66SkpKJKnKr8kf++lPf6qLFy+a/+z97W9/a9Nx8ykpKfrd736n/fv3S9ItO14ritmDBw/Wu+++Kw8PD1vErHMYMQoAAAAAgAM7ceKEJMnf3/+WeytuFv6wYGNLQUFBWrhwoSIjI5Wbmyvpxg33xYsXmzvCDhw4YC5ehoSE3HJMFllrd9YPP/xQc+fONT+uuCH4w5GhNTGZTGrfvr1VsgE1SUpKqrJWUlJivhlfnTsZ8WhJ69atk2EYiomJMRexbub1119XfHy8tm7daqN0lZHVOuLi4nTq1Cm99tprmj17drV7mjZtqri4ODVs2FALFy7UggULrDJKtCadOnVSp06dbPqed6u2Z33++efVo0cPff7559q3b5/y8vJq3F9eXi43Nzd1795dY8eOVY8ePWyU9Ibu3bvryy+/1P79+7Vp0yYdOHBAx44dU35+vi5duqTr16+rUaNGatKkiVq3bq2nnnpK/fv3V+vWrW2as66hgxAAAAAAAAfWokULFRYWaufOnWrXrl2Ne9PT0xUcHCxvb2999913NkpY1dmzZ7V79265uLgoICCg0nlyiYmJSkpKUkhIiAYOHGg+p8ZeyHpvlixZoqVLl5ofZ2dnyzAMNW/e/JavNQxDLVq0UGxsrB5//HFrxrQaR+nMc5Scku2ypqam3tXr7DFirlmzZrp06ZLy8/Pl4uJiXq+u0620tFRNmzZV/fr1lZ+fT9b7JGvHjh2VnZ2tb775Rs2aNatx7+nTp/XYY4+pdevWVj9j72ZnHdZG93vW06dP68EHH7T731VQu1AgBAAAAADAgQ0ePFhffPGFQkND9cknn9z0hpHJZNKQIUO0ZcsW9erVS6tWrbJxUqD6G+v3M0cpvDlKTsmxstrKz372MxUVFenYsWPy8fExr1f385adna0OHTrI09PTLt3kZLUOX19fXbt2TXl5ebccG3r16lX5+vqqQYMG5q5za2nRooV69+6tsLAwPfvss2rUqJFV3+9eOFrW0NBQ9e3bt9ZnRe1GuRgAAAAAAAc2YcIEmUwmbdq0SQMGDKi2GyAtLU39+/fX5s2bJUkTJ060dUxAkjR06FANHTrU3jGASpYsWaLY2NhKa7GxsZXG49ZmHTp0kCStXLnylnuTk5MlyW4FVrJaR8UZeRXnu9WkYo8tikpTpkzR999/r4iICD388MMaOHCgPvjgA506dcrq732nHC3r6dOnHSLr7di8ebMmTZqkAQMGKDQ0VEOHDlVcXJwyMzPtHe2+RwchAAAAAAAObv78+Zo1a5a5e9DDw0N+fn4yDEMnT55UUVGRTKYb//yPiorSG2+8YfVMgYGBOnbsmAzDUEFBgSQpPDz8jq9jGIbWr19v6XiVkBXW4ijdbo6SU7JO1p/85Ce6cuWKTp8+LTc3N0mO1e26atUqjRo1Sg0aNNCCBQs0fPhwSVW/hszMTPXs2VMFBQVasGCBIiIiyHqfZP3Nb36jTz/9VIGBgVq/fr0aNmxY7b7Lly8rPDxc+/btU58+fRQfH2+TfMXFxdq8ebMSExO1ZcsWFRcXq0OHDuaOvSeeeMImOW4HWS2vdevWcnJy0uHDhyutnz59Wr/+9a/11VdfSZL576rSjb+nODk5KSIiQtHR0bfsjMXdoUAIAAAAAMB9YOvWrYqOjlZaWlqV5wzDUPfu3RUZGWmz87ECAwN19OjRSjdRPT097/g6trhBT1bby83N1d69e/Xcc8+Zb/pduHBBM2fO1Pbt21VeXq7Q0FBNmzZNHh4edst5rxyl8OYoOSXrZO3QoYNycnL00ksvKSQkRJI0duxYGYahpUuXVrppfSvDhg2zWK478fLLL2vt2rUyDEOPP/64unbtquXLl8swDM2ZM0fp6elau3atLl++rODgYK1fv95uZ5GR1fKOHDmibt266dq1a2rdurUiIyPVs2dPeXl5SZKKioqUnJysuXPn6vDhwzIMQ4mJiXrqqadsnvX69etKTU1VUlKSEhMTdfz4cT300EPq06eP+vTpo2eeeabWFIPIahnVfeCipKREPXr00NGjRyVJzz77rPmc7OLiYv3zn/9UYmKirl+/rr59++qjjz6yS/b7HQVCAAAAAADuI3l5eUpPT9f58+fl7OwsX19ftW/f3jx+zFaioqJ05swZSdLSpUsl6a5v7lR0bVgLWW1rzpw5evfdd1VeXq4jR47I19dXktSvXz+lpKSYizGGYahz585KTk5WvXr17JL1XjlK4c1RckrWyRoTE6PY2NibnuF6J+xVeC8rK9Ps2bO1ZMkSXb16VYZhVPpZMplMMgxDL730kt555x25u7vbJSdZrScpKUkjR45USUmJ+deyu7u7DMPQhQsXJN3o0HJ2dlZMTIxeffVVu2X9oW+//VYJCQlKSkrS3r175ebmph49eigsLEyhoaGVzn+0N7LeneoKhLGxsYqJiZGnp6fi4+PVrVu3Kq87ePCgBg4cqPPnz+v999/XCy+8YLPMdQUFQgAAAAAAANjE559/bh6/17RpU3311Vdq3LixUlNT1bdvX7m5uSkmJkYuLi6aPn26CgsLFRcXp9GjR9s5+d1xlMKbo+SUrJPVZDLpgw8+0LZt21RUVCRJSk1NlWEY1d60rsnGjRstlutu5Ofna82aNdq/f7/y8vJ0/fp1NWnSRB07dlR4eLhatWpl13w/RFbLO3nypObPn6+1a9fq3LlzlZ5zc3NTz549NWnSJD355JN2Slizs2fPKjExUYmJifryyy915coVBQQEqG/fvnr++efl5+dn74hmZL191RUIu3btqoyMDL377rt65ZVXbvrajz76SOPGjdMvfvELrVu3zqo56yIKhAAAAAAAwOI+/vhji13L2iP7yGo7YWFh2rVrl0aNGqV58+aZ1ydPnqxly5Zp7Nixio2NlSTFx8drzJgxeuqpp5SUlGTzrJbgKIU3R8kp2S6rI51BCFQnOztb+fn5KisrU5MmTdSyZUs5OzvbO9ZtKy0t1bZt25SYmKhNmzZpxIgRmjp1qr1jVYusNavu99OKs18zMzPl7e1909eeP39eDz/8sLy8vJSVlWXVnHURBUIAAAAAAGBxFTeD7kXF6DZr36Anq+34+/uruLhY33zzjZo1a2Zer+gkSEhI0NNPPy1JOnfunFq2bOnQNwUdpfDmKDkl22WNjo6WYRiaNm3aXV8jLi5OI0eOrPHmtyV4enrKyclJubm5teY8tJshq+1dvXrVofNXKCoquqszd+2BrJVVVyBs3ry5Lly4oLy8vBp/fV66dEkPPfSQ6tevr/z8fKvmrIscc4A7AAAAAACo1bp161ZtIevatWvas2eP+bGnp6eaN28uZ2dnZWVlmW8eeXh4KCIiwiZnz5HVdi5evChJlc4+KigoUEZGhlxdXRUYGGhef+CBByRJJSUltg35bxXdmrfbaRkfHy9PT0+FhYWZ1yIjI81nLFqLo+SUHCvr22+/fc/XmDt3rvr372/1AqG/v79ycnKUmZmptm3bWvW97hVZrausrEwrVqzQhg0blJGRobNnz8pkMqmgoEBHjx7V8uXL9eqrr+rhhx+2W8aKLnFLsWb3G1mtJyAgQF9++aXS09MVEBBw030HDx6UJD344INWzVNX0UEIAAAAAABsoqysTIMGDdL27dvVo0cPTZ06VV27dq205+DBg4qOjlZSUpKeeeYZrV692i4j0chqHY8++qhyc3P11VdfqU2bNpL+cy5h9+7dtWHDBvPe48ePq3PnzvL09FR2drbNs1Z0DxUUFNzWfn9/fzk5OenEiRPWDfYjjpJTcqyslmCrbsdly5Zp8uTJGj16dKXRvbURWa0nMzNTgwYNUlZWlkym/9zyr+jc2r9/v5555hk1bNhQ77//vsLDw+2S80474Su63m+2bs1ueLJaNtv06dP12GOPqW3btsrMzNQLL7ygp59+WuvWrZOLi0uV1128eFH9+/fXvn37NHToUC1dutRimXADHYQAAAAAAMAmFi1apB07dmjIkCF6//33q93TqVMnrVy5UmPHjlV8fLwWLVqkSZMm2TgpWa0lKChI69atU2xsrFasWKHS0lK99957MgxDvXv3rrR32bJlkm4UFW0hJyenSiHSZDJp165dlW62Vyc7O1sXLlyQq6urNSNKcpyckmNldWSjR4/WuXPnNG/ePBmGoVGjRql169b2jlUtslpHUVGRBgwYoJycHLVq1UqTJ09WQECAunTpYt7TqlUrPf/88/rss880cuRI7dy5U4888ojNsy5evFg5OTmaP3++rl+/rnr16qlt27by8/OTi4uLsrOz9e2336q0tFROTk761a9+JTc3N5vnJKtlmUwmzZkzx/y4QYMGcnZ21u7duxUREaF//OMf5ucuXryoVatWafHixcrMzJSrq6tee+01m2WtS+ggBAAAAAAANhEUFKTDhw9r3759atWqVY17K7rH2rRpo7S0NBsl/A+yWseePXsUGhoqSWratKnKy8uVn58vd3d3HTp0SN7e3kpJSVFUVJT27t0r6cZZcOPGjbN6tpiYGM2dO/euX28ymdSlSxclJydbMFVVjpJTcqys1mCrDsIXX3xRknTo0CGdPn1aktSoUSN5eXnV2Cl86NAhq+aqDlmtY+7cuYqOjlanTp20ceNG84jm6s5+GzNmjOLj4/XKK69o4cKFNs96/vx5BQcH6/vvv9crr7yit956S35+fpX25OXl6Z133tGf//xnBQQEKCkpyS7nKJLVMpKTk3Xs2DHzf5mZmTp58qTKy8slSY8//rh2795daf/gwYMlSQ0bNtTSpUv1q1/9yuo56yI6CAEAAAAAgE1UjAn09/e/5d6Km1r2GC0pkdVagoKCtHDhQkVGRio3N1fSjRvuixcvNp/TduDAAXPxMiQkRKNHj7ZJtopzGytkZ2fLMIxKazdjGIZatGhh8TOgquMoOSXHyurIkpKSqqyVlJTUeH7nnYwitCSyWse6detkGIZiYmLMxcGbef311xUfH6+tW7faKF1lcXFxOnXqlF577TXNnj272j1NmzZVXFycGjZsqIULF2rBggVWPxOvOmS1jJ49e6pnz56V1q5evarMzEwdO3ZMxcXFVV7j5+en/v37a/z48VUKnbAcOggBAAAAAIBNtGjRQoWFhdq5c6fatWtX49709HQFBwfL29tb3333nY0S/gdZrevs2bPavXu3XFxcFBAQIF9fX/NziYmJSkpKUkhIiAYOHCgnJye7ZKyu86Y2cpSckmNltQRbdRCmpqbe1euCg4MtnOTWyGodzZo106VLl5Sfn1/pLLfqfuZKS0vVtGlT1a9fX/n5+TbP2rFjR2VnZ+ubb75Rs2bNatx7+vRpPfbYY2rdurW5q9yWyHrvbnbWYU3Ky8vt9md/XUMHIQAAAAAAsImAgAB98cUXmjVrlj755JOb3jAymUyaNWuWDMNQYGCgjVPeQFbr8vHxUb9+/ap9rk+fPurTp4+NE1U1dOhQu3UD3QlHySk5VlZHYo+C1N0iq3VUFAWLiork4+NT496K7m17nZVXMa71VjklmTvLc3JyrJrpZsh67x5++GGFhoaqb9++evbZZ9WoUaNbvobioO3wnQYAAAAAADYxYcIEmUwmbdq0SQMGDKj2U+tpaWnq37+/Nm/eLEmaOHGirWNKIiukP/3pT1q6dKm9Y9ySo+SUHCtrbbVkyZIqY1djY2Pv6axHayGr7XTo0EGStHLlylvurTjT09qdrTfTuHFjSdL+/ftvubdiz+0UlayBrPduypQpOn36tCIiIvTwww9r4MCB+uCDD3Tq1CmrvzdujRGjAAAAAADAZubPn2/uYpMkDw8P+fn5yTAMnTx5UkVFRTKZbtyqiIqK0htvvEFWB80aGBioY8eOyTAMFRQUSJLCw8Pv+DqGYWj9+vWWjnfbcnNztXfvXj333HOqX7++JOnChQuaOXOmtm/frvLycoWGhmratGny8PAg532W9V5YY8ToT37yE125ckWnT582d4DV1tGtZLWdVatWadSoUWrQoIEWLFig4cOHS6r6NWRmZqpnz54qKCjQggULFBERYfOsv/nNb/Tpp58qMDBQ69evV8OGDavdd/nyZYWHh2vfvn3q06eP4uPjbZyUrJZUXFyszZs3KzExUVu2bFFxcbE6dOig3r17KywsTE888YRNcqAyCoQAAAAAAMCmtm7dqujoaKWlpVV5zjAMde/eXZGRkbVivBtZ715gYKCOHj1a6ea0p6fnHV/Hnjfo58yZo3fffVfl5eU6cuSI+azEfv36KSUlxVx0NQxDnTt3VnJysurVs/2JPo6S09Gy3itrFAg7dOignJwcvfTSSwoJCZEkjR07VoZhaOnSpebv3+0YNmyYxXJVh6y29fLLL2vt2rUyDEOPP/64unbtquXLl8swDM2ZM0fp6elau3atLl++rODgYK1fv94uoxyPHDmibt266dq1a2rdurUiIyPVs2dPeXl5SboxJjU5OVlz587V4cOHZRiGEhMT9dRTT5H1Psl6/fp1paamKikpSYmJiTp+/Lgeeugh84jxZ55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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 500, + "width": 900 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "columns = [x for x in stats_parse.index if 'dist_freq' in x and '-+' in x]\n", + "\n", + "plt.figure(figsize=[9, 5])\n", + "\n", + "sns.barplot(data=stats_all.loc[columns, :].reset_index(), y='cis_norm_counts', x='stat', hue='mode')\n", + "\n", + "plt.xticks(rotation=90)\n", + "plt.yscale('log')\n", + "plt.title('Percentage of different types of pairs normalized to cis (%)')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ~~Single-cell example~~\n", + "\n", + "~~snHi-C dat on K562 from Ilya Flyamer:~~\n", + "\n", + "To be implemented" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Read 1000000 spots for SRR3344037\r\n", + "Written 1000000 spots for SRR3344037\r\n" + ] + } + ], + "source": [ + "# Download test data\n", + "! fastq-dump SRR3344037 --minSpotId 0 --maxSpotId 1000000" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/pairtools/__init__.py b/pairtools/__init__.py index ceda0d19..9d019b53 100644 --- a/pairtools/__init__.py +++ b/pairtools/__init__.py @@ -123,6 +123,7 @@ def wrapper(*args, **kwargs): from .pairtools_restrict import restrict from .pairtools_phase import phase from .pairtools_parse import parse +from .pairtools_parse2 import parse2 from .pairtools_stats import stats from .pairtools_sample import sample from .pairtools_filterbycov import filterbycov diff --git a/pairtools/_headerops.py b/pairtools/_headerops.py index f6fc4b22..aef871f6 100644 --- a/pairtools/_headerops.py +++ b/pairtools/_headerops.py @@ -129,6 +129,23 @@ def get_chromsizes_from_pysam_header(samheader): return dict(chromsizes) +def get_chromsizes_from_pysam_header(samheader): + """Convert pysam header to pairtools chromosomes (ordered dict). + + Example of pysam header converted to dict: + dict([ + ('SQ', [{'SN': 'chr1', 'LN': 248956422}, + {'SN': 'chr10', 'LN': 133797422}, + {'SN': 'chr11', 'LN': 135086622}, + {'SN': 'chr12', 'LN': 133275309}]), + ('PG', [{'ID': 'bwa', 'PN': 'bwa', 'VN': '0.7.17-r1188', 'CL': 'bwa mem -t 8 -SP -v1 hg38.fa test_1.1.fastq.gz test_2.1.fastq.gz'}]) + ]) + """ + SQs = samheader.to_dict()["SQ"] + chromsizes = [(sq["SN"], int(sq["LN"])) for sq in SQs] + return dict(chromsizes) + + def get_chrom_order(chroms_file, sam_chroms=None): """ Produce an "enumeration" of chromosomes based on the list diff --git a/pairtools/_pairsam_format.py b/pairtools/_pairsam_format.py index 84963854..77ec1f3a 100644 --- a/pairtools/_pairsam_format.py +++ b/pairtools/_pairsam_format.py @@ -19,7 +19,7 @@ COLUMNS = ['readID', 'chrom1', 'pos1', 'chrom2', 'pos2', 'strand1', 'strand2', 'pair_type', 'sam1', 'sam2', - 'junction_index'] + 'pair_index'] UNMAPPED_CHROM = '!' UNMAPPED_POS = 0 diff --git a/pairtools/_parse.py b/pairtools/_parse.py index ec291719..36f905ff 100644 --- a/pairtools/_parse.py +++ b/pairtools/_parse.py @@ -1,184 +1,214 @@ """ Set of functions used for pairsam parse, migrated from pairtools/pairtools_parse.py + +Parse operates with several basic data types: + +I. pysam-based: + 1. **sam entry** is a continuous aligned fragment of the read mapped to certain location in the genome. + Because we read sam entries from .sam/.bam files automatically with modified pysam, + each sam entry is in fact special AlignedSegmentPairtoolized Cython object + that has alignment attributes and can be easily accessed from Python. + + Sam entries are gathered into reads by `push_pysam` function. + + 2. **read** is a collection of sam entries corresponding to a single Hi-C molecule. + It is represented by three variables: + readID, sams1 and sams2, which keep left and right sam entries, correspondingly. + Read is populated from the stream of sam entries on a fly, the process happenning + in `streaming_classify` function. + +II. python-based data types are parsed from pysam-based ones: + + 1. **alignment** is a continuous aligned fragment represented as dictionary with relevant fields, + such as "chrom", "pos5", "pos3", "strand", "type", etc. + + `empty_alignment` creates empty alignment, + `parse_pysam_entry` create new alignments from pysam entries, + `mask_alignment` clears some fields of the alignment to match the default "unmapped" state. + + `flip_alignment`, `flip_orientation` and `flip_ends` are useful functions that help to orient alignments. + + 2. **pair** of two alignments is represented by three variables: + algn1 (left alignment), algn2 (right alignment) and pair_index. + Pairs are obtained by `parse_read` or `parse2_read`. + Additionally, these functions also output all alignments for each side. + """ from . import _pairsam_format - -def parse_sams_into_pair( - sams1, - sams2, - min_mapq, - max_molecule_size, - max_inter_align_gap, - walks_policy, - report_3_alignment_end, - sam_tags, - store_seq +def streaming_classify( + instream, + outstream, + chromosomes, + out_alignments_stream, + out_stat, + **kwargs ): """ - Parse sam entries corresponding to a Hi-C molecule into alignments - for a Hi-C pair. - Returns - ------- - algn1, algn2: dict - Two alignments selected for reporting as a Hi-C pair. - algns1, algns2 - All alignments, sorted according to their order in on a read. - junction_index - Junction index of a pair in the molecule. - """ + Parse input sam file into individual reads, pairs, walks, + then write to the outstream(s). + + Additional kwargs: + min_mapq, + drop_readid, + drop_seq, + drop_sam, + add_pair_index, + add_columns, # comma-separated list + report_alignment_end, + max_inter_align_gap + parse: + max_molecule_size + walks_policy + parse2: + single_end: indicator whether single-end data is provided + report_position, one of: "outer", "junction", "read", "walk" + report_orientation, one of: "pair", "junction", "read", "walk" + allowed_offset: For detection of overlaps of pairs and ends + max_fragment_size: maximum fragment size to search for overlapping ends - # Check if there is at least one SAM entry per side: - if (len(sams1) == 0) or (len(sams2) == 0): - algns1 = [empty_alignment()] - algns2 = [empty_alignment()] - algns1[0]["type"] = "X" - algns2[0]["type"] = "X" - junction_index = "1u" # By default, assume each molecule is a single ligation with single unconfirmed junction - return [[algns1[0], algns2[0], algns1, algns2, junction_index]] - - # Generate a sorted, gap-filled list of all alignments - algns1 = [ parse_algn_pysam(sam, min_mapq, report_3_alignment_end, sam_tags, store_seq) for sam in sams1 ] - algns2 = [ parse_algn_pysam(sam, min_mapq, report_3_alignment_end, sam_tags, store_seq) for sam in sams2 ] - algns1 = sorted(algns1, key=lambda algn: algn["dist_to_5"]) - algns2 = sorted(algns2, key=lambda algn: algn["dist_to_5"]) + """ - if max_inter_align_gap is not None: - _convert_gaps_into_alignments(algns1, max_inter_align_gap) - _convert_gaps_into_alignments(algns2, max_inter_align_gap) + parse2 = kwargs.get("parse2", False) - # Define the type of alignment on each side. - # The most important split is between chimeric alignments and linear - # alignments. + ### Store output parameters in a usable form: + chrom_enum = dict( + zip( + [_pairsam_format.UNMAPPED_CHROM] + list(chromosomes), + range(len(chromosomes) + 1), + ) + ) + add_columns = kwargs.get("add_columns", "").split(',') + sam_tags = [col for col in add_columns if len(col) == 2 and col.isupper()] + store_seq = "seq" in add_columns + + ### Compile readID transformation: + readID_transform = kwargs.get("readid_transform", None) + if readID_transform is not None: + readID_transform = compile(readID_transform, "", "eval") + + ### Prepare for iterative parsing of the input stream + # Each read is represented by readID, sams1 (left alignments) and sams2 (right alignments) + readID = "" # Read id of the current read + sams1 = [] # Placeholder for the left alignments + sams2 = [] # Placeholder for the right alignments + # Each read is comprised of multiple alignments, or sam entries: + sam_entry = "" # Placeholder for each aligned segment + # Keep the id of the previous sam entry to detect when the read is completely populated: + prev_readID = "" # Placeholder for the read id + + ### Iterate over input pysam: + instream = iter(instream) + while sam_entry is not None: + sam_entry = next(instream, None) + + readID = sam_entry.query_name if sam_entry else None + if readID_transform is not None and readID is not None: + readID = eval(readID_transform) + + # Read is fully populated, then parse and write: + if not (sam_entry) or ((readID != prev_readID) and prev_readID): + + ### Parse + if not parse2: # regular parser: + pairstream, all_algns1, all_algns2 = parse_read( + sams1, + sams2, + min_mapq=kwargs["min_mapq"], + max_molecule_size=kwargs["max_molecule_size"], + max_inter_align_gap=kwargs["max_inter_align_gap"], + walks_policy=kwargs["walks_policy"], + sam_tags=sam_tags, + store_seq=store_seq + ) + else: # parse2 parser: + pairstream, all_algns1, all_algns2 = parse2_read( + sams1, + sams2, + min_mapq=kwargs["min_mapq"], + max_inter_align_gap=kwargs["max_inter_align_gap"], + max_fragment_size=kwargs["max_fragment_size"], + single_end=kwargs["single_end"], + report_position=kwargs["report_position"], + report_orientation=kwargs["report_orientation"], + sam_tags=sam_tags, + allowed_offset=kwargs["allowed_offset"], + store_seq=store_seq + ) - is_chimeric_1 = len(algns1) > 1 - is_chimeric_2 = len(algns2) > 1 + ### Write: + read_has_alignments = False + for (algn1, algn2, pair_index) in pairstream: + read_has_alignments = True - hic_algn1 = algns1[0] - hic_algn2 = algns2[0] - junction_index = "1u" # By default, assume each molecule is a single ligation with single unconfirmed junction + if kwargs["report_alignment_end"] == "5": + algn1["pos"] = algn1["pos5"] + algn2["pos"] = algn2["pos5"] + else: + algn1["pos"] = algn1["pos3"] + algn2["pos"] = algn2["pos3"] + + if not kwargs["no_flip"]: + flip_pair = not check_pair_order(algn1, algn2, chrom_enum) + if flip_pair: + algn1, algn2 = algn2, algn1 + sams1, sams2 = sams2, sams1 + + write_pairsam( + algn1, + algn2, + readID=prev_readID, + pair_index=pair_index, + sams1=sams1, + sams2=sams2, + out_file=outstream, + drop_readid=kwargs["drop_readid"], + drop_seq=kwargs["drop_seq"], + drop_sam=kwargs["drop_sam"], + add_pair_index=kwargs["add_pair_index"], + add_columns=kwargs["add_columns"] + ) - # Parse chimeras - rescued_linear_side = None - if is_chimeric_1 or is_chimeric_2: + # add a pair to PairCounter for stats output: + if out_stat: + out_stat.add_pair( + algn1["chrom"], + int(algn1["pos"]), + algn1["strand"], + algn2["chrom"], + int(algn2["pos"]), + algn2["strand"], + algn1["type"] + algn2["type"], + ) - # Report all the linear alignments in a read pair - if walks_policy == "all": - # Report linear alignments after deduplication of complex walks - return rescue_complex_walk(algns1, algns2, max_molecule_size) + # write all alignments: + if out_alignments_stream and read_has_alignments: + write_all_algnments( + prev_readID, all_algns1, all_algns2, out_alignments_stream + ) - # Report only two alignments for a read pair - rescued_linear_side = rescue_walk(algns1, algns2, max_molecule_size) + # Empty read after writing: + sams1.clear() + sams2.clear() - # Walk was rescued as a simple walk: - if rescued_linear_side is not None: - junction_index = ( - f'{1}{"f" if rescued_linear_side==1 else "r"}' # TODO: replace - ) - # Walk is unrescuable: - else: - if walks_policy == "mask": - hic_algn1 = _mask_alignment(dict(hic_algn1)) - hic_algn2 = _mask_alignment(dict(hic_algn2)) - hic_algn1["type"] = "W" - hic_algn2["type"] = "W" - - elif walks_policy == "5any": - hic_algn1 = algns1[0] - hic_algn2 = algns2[0] - - elif walks_policy == "5unique": - hic_algn1 = algns1[0] - for algn in algns1: - if algn["is_mapped"] and algn["is_unique"]: - hic_algn1 = algn - break - - hic_algn2 = algns2[0] - for algn in algns2: - if algn["is_mapped"] and algn["is_unique"]: - hic_algn2 = algn - break - - elif walks_policy == "3any": - hic_algn1 = algns1[-1] - hic_algn2 = algns2[-1] - - elif walks_policy == "3unique": - hic_algn1 = algns1[-1] - for algn in algns1[::-1]: - if algn["is_mapped"] and algn["is_unique"]: - hic_algn1 = algn - break - - hic_algn2 = algns2[-1] - for algn in algns2[::-1]: - if algn["is_mapped"] and algn["is_unique"]: - hic_algn2 = algn - break - - # lower-case reported walks on the chimeric side - if walks_policy != "mask": - if is_chimeric_1: - hic_algn1 = dict(hic_algn1) - hic_algn1["type"] = hic_algn1["type"].lower() - if is_chimeric_2: - hic_algn2 = dict(hic_algn2) - hic_algn2["type"] = hic_algn2["type"].lower() - - return [[hic_algn1, hic_algn2, algns1, algns2, junction_index]] - - -def parse_cigar_pysam(read): - """Parse cigar tuples reported as cigartuples of pysam read entry. - Reports alignment span, clipped nucleotides and more. - See https://pysam.readthedocs.io/en/latest/api.html#pysam.AlignedSegment.cigartuples - - :param read: input pysam read entry - :return: parsed aligned entry (dictionary) + if sam_entry is not None: + push_pysam(sam_entry, sams1, sams2) + prev_readID = readID - """ - matched_bp = 0 - algn_ref_span = 0 - algn_read_span = 0 - read_len = 0 - clip5_ref = 0 - clip3_ref = 0 - - cigarstring = read.cigarstring - cigartuples = read.cigartuples - if cigartuples is not None: - for operation, length in cigartuples: - if operation == 0: # M, match - matched_bp += length - algn_ref_span += length - algn_read_span += length - read_len += length - elif operation == 1: # I, insertion - algn_read_span += length - read_len += length - elif operation == 2: # D, deletion - algn_ref_span += length - elif ( - operation == 4 or operation == 5 - ): # S and H, soft clip and hard clip, respectively - read_len += length - if matched_bp == 0: - clip5_ref = length - else: - clip3_ref = length - return { - "clip5_ref": clip5_ref, - "clip3_ref": clip3_ref, - "cigar": cigarstring, - "algn_ref_span": algn_ref_span, - "algn_read_span": algn_read_span, - "read_len": read_len, - "matched_bp": matched_bp, - } +############################ +### Alignment utilities: ### +############################ +def push_pysam(sam_entry, sams1, sams2): + """Parse pysam AlignedSegment (sam) into pairtools sams entry""" + flag = sam_entry.flag + if (flag & 0x40) != 0: + sams1.append(sam_entry) # left read, or first read in a pair + else: + sams2.append(sam_entry) # right read, or mate pair + return def empty_alignment(): return { @@ -203,16 +233,15 @@ def empty_alignment(): "type": "N", } - -def parse_algn_pysam( - sam, min_mapq, report_3_alignment_end=False, sam_tags=None, store_seq=False +def parse_pysam_entry( + sam, min_mapq, sam_tags=None, store_seq=False, report_3_alignment_end=False ): """Parse alignments from pysam AlignedSegment entry :param sam: input pysam AlignedSegment entry :param min_mapq: minimal MAPQ to consider as a proper alignment - :param report_3_alignment_end: if True, 3'-end of alignment will be reported as position :param sam_tags: list of sam tags to store :param store_seq: if True, the sequence will be parsed and stored in the output + :param report_3_alignment_end: if True, 3'-end of alignment will be reported as position (will be deprecated) :return: parsed aligned entry (dictionary) """ @@ -221,9 +250,7 @@ def parse_algn_pysam( mapq = sam.mapq is_unique = sam.is_unique(min_mapq) is_linear = sam.is_linear - - cigar = parse_cigar_pysam(sam) - + cigar = sam.cigar_dict if is_mapped: if (flag & 0x10) == 0: strand = "+" @@ -237,15 +264,14 @@ def parse_algn_pysam( if is_unique: chrom = sam.reference_name if strand == "+": - pos5 = ( - sam.reference_start + 1 - ) # Note that pysam output is zero-based, thus add +1 - pos3 = sam.reference_end + cigar["algn_ref_span"] # - 1 + # Note that pysam output is zero-based, thus add +1: + pos5 = sam.reference_start + 1 + pos3 = sam.reference_start + cigar["algn_ref_span"] else: - pos5 = sam.reference_start + cigar["algn_ref_span"] # - 1 - pos3 = ( - sam.reference_end + 1 - ) # Note that pysam output is zero-based, thus add +1 + pos5 = sam.reference_start + cigar["algn_ref_span"] + # Note that pysam output is zero-based, thus add +1: + pos3 = sam.reference_start + 1 + else: chrom = _pairsam_format.UNMAPPED_CHROM strand = _pairsam_format.UNMAPPED_STRAND @@ -295,6 +321,279 @@ def parse_algn_pysam( return algn +def mask_alignment(algn): + """ + Reset the coordinates of an alignment. + """ + algn["chrom"] = _pairsam_format.UNMAPPED_CHROM + algn["pos5"] = _pairsam_format.UNMAPPED_POS + algn["pos3"] = _pairsam_format.UNMAPPED_POS + algn["pos"] = _pairsam_format.UNMAPPED_POS + algn["strand"] = _pairsam_format.UNMAPPED_STRAND + + return algn + +def flip_alignment(hic_algn): + """ + Flip a single alignment as if it was sequenced from the opposite end + :param hic_algn: Alignment to be modified + :return: + """ + hic_algn = dict(hic_algn) # overwrite the variable with the copy of dictionary + hic_algn["pos5"], hic_algn["pos3"] = hic_algn["pos3"], hic_algn["pos5"] + hic_algn["strand"] = "+" if hic_algn["strand"] == "-" else "-" + return hic_algn + +def flip_orientation(hic_algn): + """ + Flip orientation of a single alignment + :param hic_algn: Alignment to be modified + :return: + """ + hic_algn = dict(hic_algn) # overwrite the variable with the copy of dictionary + hic_algn["strand"] = "+" if hic_algn["strand"] == "-" else "-" + return hic_algn + +def flip_position(hic_algn): + """ + Flip ends of a single alignment + :param hic_algn: Alignment to be modified + :return: + """ + hic_algn = dict(hic_algn) # overwrite the variable with the copy of dictionary + hic_algn["pos5"], hic_algn["pos3"] = hic_algn["pos3"], hic_algn["pos5"] + return hic_algn + + +#################### +### Parsing utilities: +#################### + +def parse_read( + sams1, + sams2, + min_mapq, + max_molecule_size, + max_inter_align_gap, + walks_policy, + sam_tags, + store_seq +): + """ + Parse sam entries corresponding to a single read (or Hi-C molecule) + into pairs of alignments. + + Returns + ------- + stream: iterator + Each element is a triplet: (algn1, aldn2, pair_index) + algn1, algn2: dict + Two alignments selected for reporting as a Hi-C pair. + pair_index + pair index of a pair in the molecule. + algns1, algns2: lists + All alignments, sorted according to their order in on a read. + """ + + # Check if there is at least one sam entry per side: + if (len(sams1) == 0) or (len(sams2) == 0): + algns1 = [empty_alignment()] + algns2 = [empty_alignment()] + algns1[0]["type"] = "X" + algns2[0]["type"] = "X" + pair_index = "1u" + return iter([(algns1[0], algns2[0], pair_index)]), algns1, algns2 + + # Generate a sorted, gap-filled list of all alignments + algns1 = [ parse_pysam_entry(sam, min_mapq, sam_tags, store_seq) for sam in sams1 ] + algns2 = [ parse_pysam_entry(sam, min_mapq, sam_tags, store_seq) for sam in sams2 ] + + algns1 = sorted(algns1, key=lambda algn: algn["dist_to_5"]) + algns2 = sorted(algns2, key=lambda algn: algn["dist_to_5"]) + + if max_inter_align_gap is not None: + _convert_gaps_into_alignments(algns1, max_inter_align_gap) + _convert_gaps_into_alignments(algns2, max_inter_align_gap) + + # By default, assume each molecule is a single pair with single unconfirmed pair: + hic_algn1 = algns1[0] + hic_algn2 = algns2[0] + pair_index = "1u" + + # Define the type of alignment on each side: + is_chimeric_1 = len(algns1) > 1 + is_chimeric_2 = len(algns2) > 1 + + # Parse chimeras + if is_chimeric_1 or is_chimeric_2: + + # Report all the linear alignments in a read pair + if walks_policy == "all": + # Report linear alignments after deduplication of complex walks with default settings: + return parse_complex_walk(algns1, algns2, max_molecule_size, + report_position="outer", + report_orientation="pair"), algns1, algns2 + + elif walks_policy in ['mask', '5any', '5unique', '3any', '3unique']: + # Report only two alignments for a read pair + rescued_linear_side = rescue_walk(algns1, algns2, max_molecule_size) + + # Walk was rescued as a simple walk: + if rescued_linear_side is not None: + pair_index = f'1{"l" if rescued_linear_side==1 else "r"}' + # Walk is unrescuable: + else: + if walks_policy == "mask": + hic_algn1 = mask_alignment(dict(hic_algn1)) + hic_algn2 = mask_alignment(dict(hic_algn2)) + hic_algn1["type"] = "W" + hic_algn2["type"] = "W" + + elif walks_policy == "5any": + hic_algn1 = algns1[0] + hic_algn2 = algns2[0] + + elif walks_policy == "5unique": + hic_algn1 = algns1[0] + for algn in algns1: + if algn["is_mapped"] and algn["is_unique"]: + hic_algn1 = algn + break + + hic_algn2 = algns2[0] + for algn in algns2: + if algn["is_mapped"] and algn["is_unique"]: + hic_algn2 = algn + break + + elif walks_policy == "3any": + hic_algn1 = algns1[-1] + hic_algn2 = algns2[-1] + + elif walks_policy == "3unique": + hic_algn1 = algns1[-1] + for algn in algns1[::-1]: + if algn["is_mapped"] and algn["is_unique"]: + hic_algn1 = algn + break + + hic_algn2 = algns2[-1] + for algn in algns2[::-1]: + if algn["is_mapped"] and algn["is_unique"]: + hic_algn2 = algn + break + + # lower-case reported walks on the chimeric side + if walks_policy != "mask": + if is_chimeric_1: + hic_algn1 = dict(hic_algn1) + hic_algn1["type"] = hic_algn1["type"].lower() + if is_chimeric_2: + hic_algn2 = dict(hic_algn2) + hic_algn2["type"] = hic_algn2["type"].lower() + + else: + raise ValueError(f"Walks policy {walks_policy} is not supported.") + + return iter([(hic_algn1, hic_algn2, pair_index)]), algns1, algns2 + + +def parse2_read( + sams1, + sams2, + min_mapq, + max_inter_align_gap, + max_fragment_size, + single_end, + report_position="outer", + report_orientation="pair", + sam_tags=[], + allowed_offset=3, + store_seq=False +): + """ + Parse sam entries corresponding to a Hi-C molecule into alignments in parse2 mode + for a Hi-C pair. + Returns + ------- + stream: iterator + Each element is a triplet: (algn1, aldn2, pair_index) + algn1, algn2: dict + Two alignments selected for reporting as a Hi-C pair. + pair_index + pair index of a pair in the molecule. + algns1, algns2: lists + All alignments, sorted according to their order in on a read. + """ + + # Single-end mode: + if single_end: + # Generate a sorted, gap-filled list of all alignments + algns1 = [parse_pysam_entry(sam, min_mapq, sam_tags, store_seq) for sam in sams1] + algns1 = sorted(algns1, key=lambda algn: algn["dist_to_5"]) + if max_inter_align_gap is not None: + _convert_gaps_into_alignments(algns1, max_inter_align_gap) + + algns2 = [empty_alignment()] # Empty alignment dummy + + if len(algns1) > 1: + # Look for ligation pair, and report linear alignments after deduplication of complex walks: + # (Note that coordinate system for single-end reads does not change the behavior) + return parse_complex_walk( + algns1, algns2, max_fragment_size, report_position, report_orientation, allowed_offset + ), algns1, algns2 + else: + # If no additional information, we assume each molecule is a single ligation with single unconfirmed pair: + algn2 = algns2[0] + if report_orientation == "walk": + algn2 = flip_orientation(algn2) + if report_position == "walk": + algn2 = flip_position(algn2) + return iter([(algns1[0], algn2, "1u")]), algns1, algns2 + + # Paired-end mode: + else: + # Check if there is at least one SAM entry per side: + if (len(sams1) == 0) or (len(sams2) == 0): + algns1 = [empty_alignment()] + algns2 = [empty_alignment()] + algns1[0]["type"] = "X" + algns2[0]["type"] = "X" + return iter([(algns1[0], algns2[0], "1u")]), algns1, algns2 + + # Generate a sorted, gap-filled list of all alignments + algns1 = [parse_pysam_entry(sam, min_mapq, sam_tags, store_seq) for sam in sams1] + algns2 = [parse_pysam_entry(sam, min_mapq, sam_tags, store_seq) for sam in sams2] + + algns1 = sorted(algns1, key=lambda algn: algn["dist_to_5"]) + algns2 = sorted(algns2, key=lambda algn: algn["dist_to_5"]) + + if max_inter_align_gap is not None: + _convert_gaps_into_alignments(algns1, max_inter_align_gap) + _convert_gaps_into_alignments(algns2, max_inter_align_gap) + + is_chimeric_1 = len(algns1) > 1 + is_chimeric_2 = len(algns2) > 1 + + if is_chimeric_1 or is_chimeric_2: + # If at least one side is chimera, we must look for ligation pair, and + # report linear alignments after deduplication of complex walks: + return parse_complex_walk( + algns1, algns2, max_fragment_size, report_position, report_orientation + ), algns1, algns2 + else: + # If no additional information, we assume each molecule is a single ligation with single unconfirmed pair: + algn2 = algns2[0] + if report_orientation == "walk": + algn2 = flip_orientation(algn2) + if report_position == "walk": + algn2 = flip_position(algn2) + return iter([(algns1[0], algn2, "1u")]), algns1, algns2 + + +#################### +### Walks utilities: +#################### def rescue_walk(algns1, algns2, max_molecule_size): """ @@ -303,10 +602,10 @@ def rescue_walk(algns1, algns2, max_molecule_size): ligation between two fragments, where one fragment was so long that it got sequenced on both sides. Uses three criteria: - a) the 3'-end alignment on one side maps to the same chromosome as the + 1) the 3'-end alignment on one side maps to the same chromosome as the alignment fully covering the other side (i.e. the linear alignment) - b) the two alignments point towards each other on the chromosome - c) the distance between the outer ends of the two alignments is below + 2) the two alignments point towards each other on the chromosome + 3) the distance between the outer ends of the two alignments is below the specified threshold. Alternatively, a single ligation get rescued when the 3' sub-alignment maps to multiple locations or no locations at all. @@ -381,291 +680,263 @@ def rescue_walk(algns1, algns2, max_molecule_size): can_rescue &= molecule_size <= max_molecule_size if can_rescue: + # changing the type of the 3' alignment on side 1, does not show up in the output: if first_read_is_chimeric: - # changing the type of the 3' alignment on side 1, does not show up - # in the output + algns1[1]["type"] = "X" algns2[0]["type"] = "R" return 1 + # changing the type of the 3' alignment on side 2, does not show up in the output: else: algns1[0]["type"] = "R" - # changing the type of the 3' alignment on side 2, does not show up - # in the output algns2[1]["type"] = "X" return 2 else: return None - -def rescue_complex_walk(algns1, algns2, max_molecule_size, allowed_offset=3): +def _convert_gaps_into_alignments(sorted_algns, max_inter_align_gap): """ - Rescue a set of ligations that appear as a complex walk. - - This rescue differs from simple rescue_walk by the step of deduplication. - If the reads are long enough, the reverse read might read through the forward read's meaningful part. - If one of the reads contains ligation junction, this might lead to reporting fake contact. - Thus, the pairs of contacts that overlap are paired-end duplicates and should be reported uniquely. - - Return: list of all the rescued pairs after deduplication with junction index for each pair. + Inplace conversion of gaps longer than max_inter_align_gap into alignments + """ + if (len(sorted_algns) == 1) and (not sorted_algns[0]["is_mapped"]): + return - Example of iterative search (note that it's for the illustration of the algorithm only): + last_5_pos = 0 + for i in range(len(sorted_algns)): + algn = sorted_algns[i] + if algn["dist_to_5"] - last_5_pos > max_inter_align_gap: + new_algn = empty_alignment() + new_algn["dist_to_5"] = last_5_pos + new_algn["algn_read_span"] = algn["dist_to_5"] - last_5_pos + new_algn["read_len"] = algn["read_len"] + new_algn["dist_to_3"] = new_algn["read_len"] - algn["dist_to_5"] - Forward read: Reverse read: - ----------------------> <----------------------- - algns1 algns2 - 5---3_5---3_5---3_5---3 3---5_3---5_3---5_3---5 - fIII fII fI rI rII rIII - junctions junctions + last_5_pos = algn["dist_to_5"] + algn["algn_read_span"] - Alignment is a bwa mem reported hit. After parsing of bam file, all the alignments are reported in - sequential order as algns1 for forward and algns2 for reverse reads. - Junction is a sequential pair of linear alignments reported as chimera at forward or reverse read. + sorted_algns.insert(i, new_algn) + i += 2 + else: + last_5_pos = max(last_5_pos, algn["dist_to_5"] + algn["algn_read_span"]) + i += 1 - Let's consider the case if n_algns1 >= 2 on forward read and n_algns2 >= 2 on reverse read. - We start looking for overlapping pairs of linear alignments from the ends of reads. +def parse_complex_walk( + algns1, + algns2, + max_fragment_size, + report_position, + report_orientation, + allowed_offset=3 +): + """ + Parse a set of ligations that appear as a complex walk. + This procedure is equivalent to intramolecular deduplication that preserved pair order in a walk. + + :param algns1: List of sequential lefts alignments + :param algns2: List of sequential right alignments + :param max_fragment_size: maximum expected restriction/digestion fragment size + :param report_position: one of "outer", "junction", "read", "walk"; sets pos5 and pos3 + :param report_orientation: one of "pair", "junction", "read", "walk"; sets strand + :param allowed_offset: the number of basepairs that are allowed at the ends of alignments to detect overlaps + + :return: iterator with parsed pairs + + **Intramolecular deduplication** + + Forward read (left): right read (right): + 5'------------------------->3' 3'<--------------------------5' + algns1 algns2 + <5---3><5---3><5---3><5---3> <3---5><3---5><3---5><3---5> + l0 l1 l2 l3 r3 r2 r1 r0 + + Alignment - bwa mem reported hit or alignment after gaps conversion. + Left and right alignments (algns1: [l0, l1, l2, l3], algns2: [r0, r1, r2, r3]) + - alignments on left and right reads reported from 5' to 3' orientation. + + Intramolecular deduplication consists of two steps: + I. iterative search of overlapping alignment pairs (aka overlap), + II. if no overlaps or search not possible (less than 2 alignments on either sides), + search for overlap of end alignments (aka partial overlap). + III. report pairs before the overlap, deduplicated pairs of overlap and pairs after that. + + Iterative search of overlap is in fact scanning of the right read pairs for the hit + with the 3'-most pair of the left read: + 1. Initialize. + Start from 3' of left and right reads. Set `current_left_pair` and `current_right_pair` pointers + 2. Initial compare. + Compare pairs l2-l3 and r3-r2 by `pairs_overlap`. + If successful, we found the overlap, go to reporting. + If unsuccessful, continue search. + 3. Increment. + Shift `current_right_pair` pointer by one (e.g., take the pair r2-r1). + 4. Check. + Check that this pair can form a potential overlap with left alignments: + the number of pairs downstream from l2-l3 on left read should not be less than + the number of pairs upstream from r2-r1 on right read. + If overlap cannot be formed, no other overlap in this complex walk is possible, safely exit. + If the potential overlap can be formed, continue comparison. + 5. Compare. + Compare the current pair of pairs on left and right reads. + If comparison fails, go to step 3. + If comparison is successful, go to 6. + 6. Verify. + Check that downstream pairs on the left read overlap with the upstream pairs on the right read. + If yes, exit. + If not, we do not have an overlap, go to step 3. + """ - The procedure of iterative search of overlap: - 1. Take the last 3' junction on the forward read (fI, or current_forward_junction) - and the last 3' junction on reverse read (rI, or current_reverse_junction). - 2. Compare fI and rI (pairs_do_overlap). - If successful, we found the overlap, add it to the output list. - If not successful, go to p.3. - 3. Take the next pair of linear alignments of reverse read (rII), i.e. shift current_reverse_junction by one. - 4. Check that this pair can form a potential overlap with fI: - the number of junctions downstream from fI on forward read should not be less than - the number of junctions upstream from rII on reverse read. - If the potential overlap can be formed, go to p. 5. - If it cannot be formed, no other overlap in this complex walk is possible. Exit. - 5. Compare the current pair of junctions on forward and reverse reads. - If comparison fails, go to p. 3, i.e. take the next pair of linear alignments of reverse read (rIII). - If comparison is successful, check that junctions downstream from fI overlap with the junctions upstream from rII. - If yes, add them all to the output list. - If not, we do not have an overlap, repeat p. 3. + AVAILABLE_REPORT_POSITION = ["outer", "junction", "read", "walk"] + assert report_position in AVAILABLE_REPORT_POSITION, ( + f"Cannot report position {report_position}, as it is not implemented" + f'Available choices are: {", ".join(AVAILABLE_REPORT_POSITION)}' + ) - Note that we do not need to perform the shifts on the forward read, because - biologically overlap can only happen involving both ends of forward and reverse read, - and shifting one of them is enough. - """ + AVAILABLE_REPORT_ORIENTATION = ["pair", "junction", "read", "walk"] + assert report_orientation in AVAILABLE_REPORT_ORIENTATION, ( + f"Cannot report orientation {report_orientation}, as it is not implemented" + f'Available choices are: {", ".join(AVAILABLE_REPORT_ORIENTATION)}' + ) + output_pairs = [] + + # Initialize (step 1). n_algns1 = len(algns1) n_algns2 = len(algns2) - - # Iterative search of overlap - current_forward_junction = current_reverse_junction = 1 # p. 1, initialization - remaining_forward_junctions = ( - n_algns1 - 1 - ) # Number of possible junctions remaining on forward read - remaining_reverse_junctions = ( - n_algns2 - 1 - ) # Number of possible junctions remaining on reverse read - checked_reverse_junctions = ( - 0 # Number of checked junctions on reverse read (from the end of read) - ) + current_left_pair = current_right_pair = 1 + remaining_left_pairs = n_algns1 - 1 # Number of possible pairs remaining on left read + remaining_right_pairs = n_algns2 - 1 # Number of possible pairs remaining on right read + checked_right_pairs = 0 # Number of checked pairs on right read (from the end of read) is_overlap = False - final_contacts = [] - - # If both sides have more than 2 alignments, rescue complex walks + # I. Iterative search of overlap, at least two alignments on each side: if (n_algns1 >= 2) and (n_algns2 >= 2): - - # p. 4: if potential overlap can be formed - while (remaining_forward_junctions > checked_reverse_junctions) and ( - remaining_reverse_junctions > 0 - ): - - # p. 5: check the current pairs of junctions - is_overlap = pairs_do_overlap( - ( - algns1[-current_forward_junction - 1], - algns1[-current_forward_junction], - ), - ( - algns2[-current_reverse_junction - 1], - algns2[-current_reverse_junction], - ), - allowed_offset, - ) - - # p. 5: check the remaining pairs of forward downstream / reverse upstream junctions + # Iteration includes check (step 4): + while (remaining_left_pairs > checked_right_pairs) and (remaining_right_pairs > 0): + pair1 = (algns1[-current_left_pair - 1], algns1[-current_left_pair] ) + pair2 = (algns2[-current_right_pair - 1], algns2[-current_right_pair]) + # Compare (initial or not, step 2 or 5): + is_overlap = pairs_overlap(pair1, pair2, allowed_offset=allowed_offset) if is_overlap: - last_idx_forward_temp = current_forward_junction - last_idx_reverse_temp = current_reverse_junction - checked_reverse_temp = checked_reverse_junctions - while is_overlap and (checked_reverse_temp > 0): - last_idx_forward_temp += 1 - last_idx_reverse_temp -= 1 - is_overlap &= pairs_do_overlap( - ( - algns1[-last_idx_forward_temp - 1], - algns1[-last_idx_forward_temp], - ), - ( - algns2[-last_idx_reverse_temp - 1], - algns2[-last_idx_reverse_temp], - ), - allowed_offset, - ) - checked_reverse_temp -= 1 - if is_overlap: - current_reverse_junction += 1 + last_idx_left_temp = current_left_pair + last_idx_right_temp = current_right_pair + checked_right_temp = checked_right_pairs + # Verify (step 6): + while is_overlap and (checked_right_temp > 0): + last_idx_left_temp += 1 + last_idx_right_temp -= 1 + pair1 = (algns1[-last_idx_left_temp - 1], algns1[-last_idx_left_temp]) + pair2 = (algns2[-last_idx_right_temp - 1], algns2[-last_idx_right_temp]) + is_overlap &= pairs_overlap(pair1, pair2, allowed_offset=allowed_offset) + checked_right_temp -= 1 + if is_overlap: # exit + current_right_pair += 1 break - # p. 3: shift the reverse junction pointer by one - current_reverse_junction += 1 - checked_reverse_junctions += 1 - remaining_reverse_junctions -= 1 - - if ( - not is_overlap - ): # No overlap found, roll the current_idx_reverse back to the initial value - current_reverse_junction = 1 - - # If no overlapping junctions found, or there are less than 2 chimeras in either forward or reverse read, - # then current_reverse_junction is 1, - # check whether the last alignments of forward and reverse reads overlap. - if current_reverse_junction == 1: - last_reported_alignment_forward = last_reported_alignment_reverse = 1 - if ends_do_overlap(algns1[-1], algns2[-1], max_molecule_size, allowed_offset): - # Report the modified last junctions: - if n_algns1 >= 2: - # store the type of contact and do not modify original entry: - hic_algn1 = dict(algns1[-2]) - hic_algn2 = dict(algns2[-1]) - # Modify pos3 of reverse read alignment to correspond to actual observed 5' ends in forward read: - hic_algn2["pos3"] = algns1[-1]["pos5"] - hic_algn1["type"] = ( - "N" - if not hic_algn1["is_mapped"] - else ("M" if not hic_algn1["is_unique"] else "U") - ) - hic_algn2["type"] = ( - "N" - if not hic_algn2["is_mapped"] - else ("M" if not hic_algn2["is_unique"] else "U") - ) - junction_index = f"{len(algns1)-1}f" - final_contacts.append( - [hic_algn1, hic_algn2, algns1, algns2, junction_index] - ) - last_reported_alignment_forward = 2 - if n_algns2 >= 2: - # store the type of contact and do not modify original entry: - hic_algn1 = dict(algns1[-1]) - hic_algn2 = dict(algns2[-2]) - # Modify pos3 of forward read alignment to correspond to actual observed 5' ends in reverse read: - hic_algn1["pos3"] = algns2[-1]["pos5"] - hic_algn1["type"] = ( - "N" - if not hic_algn1["is_mapped"] - else ("M" if not hic_algn1["is_unique"] else "U") - ) - hic_algn2["type"] = ( - "N" - if not hic_algn2["is_mapped"] - else ("M" if not hic_algn2["is_unique"] else "U") - ) - junction_index = f"{len(algns1)}r" - final_contacts.append( - [hic_algn1, hic_algn2, algns1, algns2, junction_index] - ) - last_reported_alignment_reverse = 2 - # End alignments do not overlap. No evidence of ligation junction for the pair, report regular pair: - else: - hic_algn1 = dict( - algns1[-1] - ) # "dict" trick to store the type of contact and not modify original entry - hic_algn2 = dict(algns2[-1]) - hic_algn1["type"] = ( - "N" - if not hic_algn1["is_mapped"] - else ("M" if not hic_algn1["is_unique"] else "U") - ) - hic_algn2["type"] = ( - "N" - if not hic_algn2["is_mapped"] - else ("M" if not hic_algn2["is_unique"] else "U") - ) - junction_index = f"{len(algns1)}u" - final_contacts.append( - [hic_algn1, hic_algn2, algns1, algns2, junction_index] - ) - - # If we have an overlap of junctions: - else: - last_reported_alignment_forward = ( - last_reported_alignment_reverse - ) = current_reverse_junction - - # Report all the sequential alignments - # Report all the sequential chimeric pairs in the forward read up to overlap: - for i in range(0, n_algns1 - last_reported_alignment_forward): - hic_algn1 = dict(algns1[i]) - hic_algn2 = dict(algns1[i + 1]) - hic_algn1["type"] = ( - "N" - if not hic_algn1["is_mapped"] - else ("M" if not hic_algn1["is_unique"] else "U") - ) - hic_algn2["type"] = ( - "N" - if not hic_algn2["is_mapped"] - else ("M" if not hic_algn2["is_unique"] else "U") - ) - junction_index = f"{i + 1}f" - final_contacts.append([hic_algn1, hic_algn2, algns1, algns2, junction_index]) - - # Report the overlap - for i_overlapping in range(current_reverse_junction - 1): - idx_forward = n_algns1 - current_reverse_junction + i_overlapping - idx_reverse = n_algns2 - 1 - i_overlapping - - hic_algn1 = dict(algns1[idx_forward]) - hic_algn2 = dict(algns1[idx_forward + 1]) - hic_algn2["pos3"] = algns2[idx_reverse - 1]["pos5"] - hic_algn1["type"] = ( - "N" - if not hic_algn1["is_mapped"] - else ("M" if not hic_algn1["is_unique"] else "U") - ) - hic_algn2["type"] = ( - "N" - if not hic_algn2["is_mapped"] - else ("M" if not hic_algn2["is_unique"] else "U") - ) - junction_index = f"{idx_forward + 1}b" - final_contacts.append([hic_algn1, hic_algn2, algns1, algns2, junction_index]) - - # Report all the sequential chimeric pairs in the reverse read, but not the overlap: - for i in range( - 0, min(current_reverse_junction, n_algns2 - last_reported_alignment_reverse) - ): - hic_algn1 = dict(algns2[i]) - hic_algn2 = dict(algns2[i + 1]) - hic_algn1["type"] = ( - "N" - if not hic_algn1["is_mapped"] - else ("M" if not hic_algn1["is_unique"] else "U") - ) - hic_algn2["type"] = ( - "N" - if not hic_algn2["is_mapped"] - else ("M" if not hic_algn2["is_unique"] else "U") - ) - junction_index = f"{n_algns1 + min(current_reverse_junction, n_algns2 - last_reported_alignment_reverse) - i - (1 if current_reverse_junction>1 else 0)}r" - final_contacts.append([hic_algn1, hic_algn2, algns1, algns2, junction_index]) - - final_contacts.sort(key=lambda x: int(x[-1][:-1])) - return final_contacts + # Increment pointers (step 3) + current_right_pair += 1 + checked_right_pairs += 1 + remaining_right_pairs -= 1 + + # No overlap found, roll the current_idx_right back to the initial value: + if not is_overlap: + current_right_pair = 1 + + # II. Search of partial overlap if there are less than 2 alignments at either sides, or no overlaps found + if current_right_pair == 1: + last_reported_alignment_left = last_reported_alignment_right = 1 + if partial_overlap(algns1[-1], algns2[-1], max_fragment_size=max_fragment_size, allowed_offset=allowed_offset): + if (n_algns1 >= 2): # single alignment on right read and multiple alignments on left + output_pairs.append(format_pair( + algns1[-2], + algns1[-1], + pair_index=f"{len(algns1)-1}l", + algn2_pos3=algns2[-1]["pos5"], + report_position=report_position, + report_orientation=report_orientation + )) + last_reported_alignment_left = 2 # set the pointer for reporting + + if (n_algns2 >= 2): # single alignment on left read and multiple alignments on right + output_pairs.append(format_pair( + algns2[-1], + algns2[-2], + pair_index=f"{len(algns1)}r", + algn1_pos3=algns1[-1]["pos5"], + report_position=report_position, + report_orientation=report_orientation + )) + last_reported_alignment_right = 2 # set the pointer for reporting + + # Note that if n_algns1==n_algns2==1 and alignments overlap, then we don't need to check, + # it's a non-ligated DNA fragment that we don't report. + + else: # end alignments do not overlap, report regular pair: + output_pairs.append(format_pair( + algns1[-1], + algns2[-1], + pair_index=f"{len(algns1)}u", + report_position=report_position, + report_orientation=report_orientation + )) + + else: # there was an overlap, set some pointers: + last_reported_alignment_left = last_reported_alignment_right = current_right_pair + + # III. Report all remaining alignments. + # Report all unique alignments on left read (sequential): + for i in range(0, n_algns1 - last_reported_alignment_left): + output_pairs.append(format_pair( + algns1[i], + algns1[i + 1], + pair_index=f"{i + 1}l", + report_position=report_position, + report_orientation=report_orientation + )) + + # Report the pairs where both left alignments overlap right: + for i_overlapping in range(current_right_pair - 1): + idx_left = n_algns1 - current_right_pair + i_overlapping + idx_right = n_algns2 - 1 - i_overlapping + output_pairs.append(format_pair( + algns1[idx_left], + algns1[idx_left + 1], + pair_index=f"{idx_left + 1}b", + algn2_pos3=algns2[idx_right - 1]["pos5"], + report_position=report_position, + report_orientation=report_orientation + )) + + # Report all the sequential chimeric pairs in the right read, but not the overlap: + reporting_order = range(0, min(current_right_pair, n_algns2 - last_reported_alignment_right)) + for i in reporting_order: + # Determine the pair index depending on what is the overlap: + shift = -1 if current_right_pair > 1 else 0 + pair_index = n_algns1 + min(current_right_pair, + n_algns2 - last_reported_alignment_right) - i + shift + output_pairs.append(format_pair( + algns2[i+1], + algns2[i], + pair_index=f"{pair_index}r", + report_position=report_position, + report_orientation=report_orientation + )) + + # Sort the pairs according by the pair index: + walk_length = max([int(x[-1][:-1]) for x in output_pairs]) + # if report_position=="walk": + output_pairs.sort(key=lambda x: int(x[-1][:-1])) + # else: # oder by position to the 5'-end of the read (left or right independently) + # output_pairs.sort(key=lambda x: int(x[-1][:-1]) if x[-1][-1]!='r' else walk_length-int(x[-1][:-1])) + return iter(output_pairs) ### Additional functions for complex walks rescue ### -def ends_do_overlap(algn1, algn2, max_molecule_size=500, allowed_offset=5): +def partial_overlap(algn1, algn2, max_fragment_size=500, allowed_offset=5): """ Two ends of alignments overlap if: 1) they are from the same chromosome, 2) map in the opposite directions, - 3) the distance between the outer ends of the two alignments is below the specified max_molecule_size, + 3) the distance between the outer ends of the two alignments is below the specified max_fragment_size, 4) the distance between the outer ends of the two alignments is above the maximum alignment size. (4) guarantees that the alignments point towards each other on the chromosomes. @@ -704,7 +975,7 @@ def ends_do_overlap(algn1, algn2, max_molecule_size=500, allowed_offset=5): ) distance_outer_ends = algn1["pos5"] - algn2["pos5"] - do_overlap &= distance_outer_ends <= max_molecule_size + allowed_offset + do_overlap &= distance_outer_ends <= max_fragment_size + allowed_offset do_overlap &= distance_outer_ends >= min_algn_size - allowed_offset if do_overlap: @@ -712,104 +983,158 @@ def ends_do_overlap(algn1, algn2, max_molecule_size=500, allowed_offset=5): return 0 -def pairs_do_overlap(algns1, algns2, allowed_offset=5): +def pairs_overlap(algns1, algns2, allowed_offset=3): """ - Forward read: Reverse read: - -----------------------> <------------------------ - algns1 algns2 - 5----------3_5----------3 3----------5_3----------5 - algn1_chim5 algn1_chim3 algn2_chim3 algn2_chim5 - chim_left chim_right chim_left chim_right + We assume algns1 originate from left read, and algns2 originate from right read: + left read: right read: + ----------------------------> <---------------------------- + algns1 algns2 + 5------------3_5------------3 3------------5_3------------5' + left_5'-algn left_3'-algn right_3'-algn right_5'-algn Two pairs of alignments overlap if: - 1) algn1_chim5 and algn2_chim3 originate from the same region (chim_left), - 2) algn1_chim3 and algn2_chim5 originate from the same region (chim_right). - or: - 3) pos3 of algn1_chim5 is close to pos3 of algn2_chim3, - 4) pos5 of algn1_chim3 is close to pos5 of algn2_chim5. + 1) chromosomes/mapping/strand of left_5'-algn and right_3'-algn are the same, + 2) chromosomes/mapping/strand of left_3'-algn and right_5'-algn are the same, + 3) pos3 of left_5'-algn is close to pos5 of right_3'-algn (with allowed_offset), and + 4) pos5 of left_3'-algn is close to pos3 of right_5'-algn. - Return: 1 of the pairs of alignments are overlaps, - 0 if they are not. + Return: 1 of the pairs of alignments overlap, 0 otherwise. """ - - # Some assignments to simplify the code - algn1_chim5 = algns1[0] - algn1_chim3 = algns1[1] - algn2_chim5 = algns2[0] - algn2_chim3 = algns2[1] - - # We assume that successful alignment cannot be an overlap with unmapped or multi-mapped region - mapped_algn1_chim5 = algn1_chim5["is_mapped"] and algn1_chim5["is_unique"] - mapped_algn1_chim3 = algn1_chim3["is_mapped"] and algn1_chim3["is_unique"] - mapped_algn2_chim5 = algn2_chim5["is_mapped"] and algn2_chim5["is_unique"] - mapped_algn2_chim3 = algn2_chim3["is_mapped"] and algn2_chim3["is_unique"] - - if not mapped_algn1_chim5 and not mapped_algn2_chim3: - chim_left_overlap = True - elif not mapped_algn1_chim5 and mapped_algn2_chim3: - chim_left_overlap = False - elif mapped_algn1_chim5 and not mapped_algn2_chim3: - chim_left_overlap = False + left5_algn = algns1[0] + left3_algn = algns1[1] + right5_algn = algns2[0] + right3_algn = algns2[1] + + # We assume that successful alignment cannot be an overlap with unmapped or multi-mapped region: + mapped_left5_algn = left5_algn["is_mapped"] and left5_algn["is_unique"] + mapped_left3_algn = left3_algn["is_mapped"] and left3_algn["is_unique"] + mapped_right5_algn = right5_algn["is_mapped"] and right5_algn["is_unique"] + mapped_right3_algn = right3_algn["is_mapped"] and right3_algn["is_unique"] + + if not mapped_left5_algn and not mapped_right3_algn: + left_overlap = True + elif not mapped_left5_algn and mapped_right3_algn: + left_overlap = False + elif mapped_left5_algn and not mapped_right3_algn: + left_overlap = False else: - chim_left_overlap = True - chim_left_overlap &= algn1_chim5["chrom"] == algn2_chim3["chrom"] - chim_left_overlap &= algn1_chim5["strand"] != algn2_chim3["strand"] - - if not mapped_algn1_chim3 and not mapped_algn2_chim5: - chim_right_overlap = True - elif not mapped_algn1_chim3 and mapped_algn2_chim5: - chim_right_overlap = False - elif mapped_algn1_chim3 and not mapped_algn2_chim5: - chim_right_overlap = False + left_overlap = True + left_overlap &= left5_algn["chrom"] == right3_algn["chrom"] + left_overlap &= left5_algn["strand"] != right3_algn["strand"] + + if not mapped_left3_algn and not mapped_right5_algn: + right_overlap = True + elif not mapped_left3_algn and mapped_right5_algn: + right_overlap = False + elif mapped_left3_algn and not mapped_right5_algn: + right_overlap = False else: - chim_right_overlap = True - chim_right_overlap &= algn1_chim3["chrom"] == algn2_chim5["chrom"] - chim_right_overlap &= algn1_chim3["strand"] != algn2_chim5["strand"] + right_overlap = True + right_overlap &= left3_algn["chrom"] == right5_algn["chrom"] + right_overlap &= left3_algn["strand"] != right5_algn["strand"] - same_junction = True - same_junction &= abs(algn1_chim5["pos3"] - algn2_chim3["pos5"]) <= allowed_offset - same_junction &= abs(algn1_chim3["pos5"] - algn2_chim5["pos3"]) <= allowed_offset + same_pair = True + same_pair &= abs(left5_algn["pos3"] - right3_algn["pos5"]) <= allowed_offset + same_pair &= abs(left3_algn["pos5"] - right5_algn["pos3"]) <= allowed_offset - if chim_left_overlap & chim_right_overlap & same_junction: + if left_overlap & right_overlap & same_pair: return 1 else: return 0 -def _convert_gaps_into_alignments(sorted_algns, max_inter_align_gap): - if (len(sorted_algns) == 1) and (not sorted_algns[0]["is_mapped"]): - return - - last_5_pos = 0 - for i in range(len(sorted_algns)): - algn = sorted_algns[i] - if algn["dist_to_5"] - last_5_pos > max_inter_align_gap: - new_algn = empty_alignment() - new_algn["dist_to_5"] = last_5_pos - new_algn["algn_read_span"] = algn["dist_to_5"] - last_5_pos - new_algn["read_len"] = algn["read_len"] - new_algn["dist_to_3"] = new_algn["read_len"] - algn["dist_to_5"] - - last_5_pos = algn["dist_to_5"] + algn["algn_read_span"] - - sorted_algns.insert(i, new_algn) - i += 2 - else: - last_5_pos = max(last_5_pos, algn["dist_to_5"] + algn["algn_read_span"]) - i += 1 - - -def _mask_alignment(algn): +def format_pair( + hic_algn1, + hic_algn2, + pair_index, + report_position="outer", + report_orientation="pair", + algn1_pos5=None, + algn1_pos3=None, + algn2_pos5=None, + algn2_pos3=None, +): """ - Reset the coordinates of an alignment. + Return a triplet: pair of formatted alignments and pair_index in a walk + + :param hic_algn1: Left alignment forming a pair + :param hic_algn2: Right alignment forming a pair + :param algns1: All left read alignments for formal reporting + :param algns2: All right read alignments for formal reporting + :param pair_index: Index of the pair + :param algn1_pos5: Replace reported 5'-position of the alignment 1 with this value + :param algn1_pos3: Replace reported 3'-position of the alignment 1 with this value + :param algn2_pos5: Replace reported 5'-position of the alignment 2 with this value + :param algn2_pos3: Replace reported 3'-position of the alignment 2 with this value + """ - algn["chrom"] = _pairsam_format.UNMAPPED_CHROM - algn["pos5"] = _pairsam_format.UNMAPPED_POS - algn["pos3"] = _pairsam_format.UNMAPPED_POS - algn["pos"] = _pairsam_format.UNMAPPED_POS - algn["strand"] = _pairsam_format.UNMAPPED_STRAND + # Make sure the original data is not modified: + hic_algn1, hic_algn2 = dict(hic_algn1), dict(hic_algn2) + + # Adjust the 5' and 3'-ends: + hic_algn1["pos5"] = algn1_pos5 if not algn1_pos5 is None else hic_algn1["pos5"] + hic_algn1["pos3"] = algn1_pos3 if not algn1_pos3 is None else hic_algn1["pos3"] + hic_algn2["pos5"] = algn2_pos5 if not algn2_pos5 is None else hic_algn2["pos5"] + hic_algn2["pos3"] = algn2_pos3 if not algn2_pos3 is None else hic_algn2["pos3"] + + hic_algn1["type"] = "N" if not hic_algn1["is_mapped"] else \ + "M" if not hic_algn1["is_unique"] else \ + "U" + + hic_algn2["type"] = "N" if not hic_algn2["is_mapped"] else \ + "M" if not hic_algn2["is_unique"] else \ + "U" + + # Change orientation and positioning of pair for reporting: + # AVAILABLE_REPORT_POSITION = ["outer", "pair", "read", "walk"] + # AVAILABLE_REPORT_ORIENTATION = ["pair", "pair", "read", "walk"] + pair_type = pair_index[-1] + + if report_orientation=="read": + pass + elif report_orientation=="walk": + if pair_type=="r": + hic_algn1 = flip_orientation(hic_algn1) + hic_algn2 = flip_orientation(hic_algn2) + elif pair_type=="u": + hic_algn2 = flip_orientation(hic_algn2) + elif report_orientation=="pair": + if pair_type=="l": + hic_algn2 = flip_orientation(hic_algn2) + elif pair_type == "r": + hic_algn1 = flip_orientation(hic_algn1) + elif report_orientation=="junction": + if pair_type=="l": + hic_algn1 = flip_orientation(hic_algn1) + elif pair_type=="r": + hic_algn2 = flip_orientation(hic_algn2) + else: + hic_algn1 = flip_orientation(hic_algn1) + hic_algn2 = flip_orientation(hic_algn2) + + if report_position=="read": + pass + elif report_position=="walk": + if pair_type=="r": + hic_algn1 = flip_position(hic_algn1) + hic_algn2 = flip_position(hic_algn2) + elif pair_type=="u": + hic_algn2 = flip_position(hic_algn2) + elif report_position=="outer": + if pair_type=="l": + hic_algn2 = flip_position(hic_algn2) + elif pair_type == "r": + hic_algn1 = flip_position(hic_algn1) + elif report_position=="junction": + if pair_type == "l": + hic_algn1 = flip_position(hic_algn1) + elif pair_type == "r": + hic_algn2 = flip_position(hic_algn2) + else: + hic_algn1 = flip_position(hic_algn1) + hic_algn2 = flip_position(hic_algn2) - return algn + return [hic_algn1, hic_algn2, pair_index] def check_pair_order(algn1, algn2, chrom_enum): @@ -821,7 +1146,6 @@ def check_pair_order(algn1, algn2, chrom_enum): # First, the pair is flipped according to the type of mapping on its sides. # Later, we will check it is mapped on both sides and, if so, flip the sides # according to these coordinates. - has_correct_order = (algn1["is_mapped"], algn1["is_unique"]) <= ( algn2["is_mapped"], algn2["is_unique"], @@ -832,7 +1156,6 @@ def check_pair_order(algn1, algn2, chrom_enum): if (algn1["chrom"] != _pairsam_format.UNMAPPED_CHROM) and ( algn2["chrom"] != _pairsam_format.UNMAPPED_CHROM ): - has_correct_order = (chrom_enum[algn1["chrom"]], algn1["pos"]) <= ( chrom_enum[algn2["chrom"]], algn2["pos"], @@ -841,19 +1164,14 @@ def check_pair_order(algn1, algn2, chrom_enum): return has_correct_order -def push_pysam(sam, sams1, sams2): - """Parse pysam AlignedSegment (sam) into pairtools sams entry""" - - flag = sam.flag - - if (flag & 0x40) != 0: - sams1.append(sam) # Forward read, or first read in a pair - else: - sams2.append(sam) # Reverse read, or mate pair - return - +###################### +### Output utilities: +###################### def write_all_algnments(readID, all_algns1, all_algns2, out_file): + """ + Debug utility that outputs all alignments in .bam file before parsing walks/pairs + """ for side_idx, all_algns in enumerate((all_algns1, all_algns2)): out_file.write(readID) out_file.write("\t") @@ -884,18 +1202,19 @@ def write_pairsam( algn1, algn2, readID, - junction_index, + pair_index, sams1, sams2, out_file, drop_readid, drop_seq, drop_sam, - add_junction_index, + add_pair_index, add_columns, ): """ - SAM is already tab-separated and + Write output pairsam. + Note: SAM is already tab-separated and any printable character between ! and ~ may appear in the PHRED field! (http://www.ascii-code.com/) Thus, use the vertical tab character to separate fields! @@ -932,8 +1251,8 @@ def write_pairsam( ) ) - if add_junction_index: - cols.append(junction_index) + if add_pair_index: + cols.append(pair_index) for col in add_columns: # use get b/c empty alignments would not have sam tags (NM, AS, etc) @@ -941,3 +1260,4 @@ def write_pairsam( cols.append(str(algn2.get(col, ""))) out_file.write(_pairsam_format.PAIRSAM_SEP.join(cols) + "\n") + diff --git a/pairtools/_parse_pysam.pyx b/pairtools/_parse_pysam.pyx index 67c8ae23..a65d3ba6 100644 --- a/pairtools/_parse_pysam.pyx +++ b/pairtools/_parse_pysam.pyx @@ -45,3 +45,51 @@ cdef class AlignedSegmentPairtoolized(AlignedSegment): # if 'SA'==tag[0]: # return False return True + + property cigar_dict: + """Parsed CIGAR as dictionary with interpretable fields""" + + def __get__(self): + """Parse cigar tuples reported as cigartuples of pysam read entry. + Reports alignment span, clipped nucleotides and more. + See https://pysam.readthedocs.io/en/latest/api.html#pysam.AlignedSegment.cigartuples + """ + matched_bp = 0 + algn_ref_span = 0 + algn_read_span = 0 + read_len = 0 + clip5_ref = 0 + clip3_ref = 0 + + cigarstring = self.cigarstring + cigartuples = self.cigartuples + if cigartuples is not None: + for operation, length in cigartuples: + if operation == 0: # M, match + matched_bp += length + algn_ref_span += length + algn_read_span += length + read_len += length + elif operation == 1: # I, insertion + algn_read_span += length + read_len += length + elif operation == 2: # D, deletion + algn_ref_span += length + elif ( + operation == 4 or operation == 5 + ): # S and H, soft clip and hard clip, respectively + read_len += length + if matched_bp == 0: + clip5_ref = length + else: + clip3_ref = length + + return { + "clip5_ref": clip5_ref, + "clip3_ref": clip3_ref, + "cigar": cigarstring, + "algn_ref_span": algn_ref_span, + "algn_read_span": algn_read_span, + "read_len": read_len, + "matched_bp": matched_bp, + } diff --git a/pairtools/pairtools_parse.py b/pairtools/pairtools_parse.py index 18e0ef7c..41cbf21b 100644 --- a/pairtools/pairtools_parse.py +++ b/pairtools/pairtools_parse.py @@ -13,6 +13,8 @@ from . import _fileio, _pairsam_format, _parse, _headerops, cli, common_io_options from .pairtools_stats import PairCounter from ._parse_pysam import AlignmentFilePairtoolized +from ._parse import streaming_classify + UTIL_NAME = "pairtools_parse" @@ -71,7 +73,8 @@ show_default=True, help="The maximal size of a Hi-C molecule; used to rescue single ligations" "(from molecules with three alignments) and to rescue complex ligations." - "The default is based on oriented P(s) at short ranges of multiple Hi-C.", + "The default is based on oriented P(s) at short ranges of multiple Hi-C." + "Not used with walks-policy all.", ) @click.option( "--drop-readid", @@ -87,9 +90,9 @@ "--drop-sam", is_flag=True, help="If specified, do not add sams to the output" ) @click.option( - "--add-junction-index", + "--add-pair-index", is_flag=True, - help="If specified, each pair will have junction index in the molecule", + help="If specified, each pair will have pair index in the molecule", ) @click.option( "--add-columns", @@ -172,19 +175,11 @@ def parse( sam_path, chroms_path, output, - assembly, - min_mapq, - max_molecule_size, - drop_readid, - drop_seq, - drop_sam, - add_junction_index, - add_columns, output_parsed_alignments, output_stats, **kwargs ): - """Find ligation junctions in .sam, make .pairs. + """Find ligation pairs in .sam data, make .pairs. SAM_PATH : an input .sam/.bam file with paired-end sequence alignments of Hi-C molecules. If the path ends with .bam, the input is decompressed from bam with samtools. By default, the input is read from stdin. @@ -193,14 +188,6 @@ def parse( sam_path, chroms_path, output, - assembly, - min_mapq, - max_molecule_size, - drop_readid, - drop_seq, - drop_sam, - add_junction_index, - add_columns, output_parsed_alignments, output_stats, **kwargs @@ -211,14 +198,6 @@ def parse_py( sam_path, chroms_path, output, - assembly, - min_mapq, - max_molecule_size, - drop_readid, - drop_seq, - drop_sam, - add_junction_index, - add_columns, output_parsed_alignments, output_stats, **kwargs @@ -254,6 +233,7 @@ def parse_py( out_stat = PairCounter() if output_stats else None ### Set up output parameters + add_columns = kwargs.get("add_columns", []) add_columns = [col for col in add_columns.split(",") if col] for col in add_columns: if not ((col in EXTRA_COLUMNS) or (len(col) == 2 and col.isupper())): @@ -263,12 +243,12 @@ def parse_py( [c + side for c in add_columns for side in ["1", "2"]] ) - if drop_sam: + if kwargs.get("drop_sam", True): columns.pop(columns.index("sam1")) columns.pop(columns.index("sam2")) - if not add_junction_index: - columns.pop(columns.index("junction_index")) + if not kwargs.get("add_pair_index", False): + columns.pop(columns.index("pair_index")) ### Parse header samheader = input_sam.header @@ -284,7 +264,7 @@ def parse_py( ### Write new header to the pairsam file header = _headerops.make_standard_pairsheader( - assembly=assembly, + assembly=kwargs.get("assembly", ""), chromsizes=[(chrom, sam_chromsizes[chrom]) for chrom in chromosomes], columns=columns, shape="whole matrix" if kwargs["no_flip"] else "upper triangle", @@ -299,13 +279,6 @@ def parse_py( input_sam, outstream, chromosomes, - min_mapq, - max_molecule_size, - drop_readid, - drop_seq, - drop_sam, - add_junction_index, - add_columns, out_alignments_stream, out_stat, **kwargs @@ -324,125 +297,5 @@ def parse_py( out_stats_stream.close() -def streaming_classify( - instream, - outstream, - chromosomes, - min_mapq, - max_molecule_size, - drop_readid, - drop_seq, - drop_sam, - add_junction_index, - add_columns, - out_alignments_stream, - out_stat, - **kwargs -): - """ - Parse input sam file and write to the outstream(s) - """ - - ### Store output parameters in usable form: - chrom_enum = dict( - zip( - [_pairsam_format.UNMAPPED_CHROM] + list(chromosomes), - range(len(chromosomes) + 1), - ) - ) - sam_tags = [col for col in add_columns if len(col) == 2 and col.isupper()] - store_seq = "seq" in add_columns - - ### Create temporary variables that will be populated by parsing reads at each iteration over input: - prev_readID = "" # Placeholder for the read id - sams1 = [] # Placeholder for the left alignments - sams2 = [] # Placeholder for the right alignments - aligned_segment = "" # Placeholder for each aligned segment - - ### Compile readID transformation if requested: - readID_transform = kwargs.get("readid_transform", None) - if readID_transform is not None: - readID_transform = compile(readID_transform, "", "eval") - - ### Iterate over the input pysam: - instream = iter(instream) - while aligned_segment is not None: - aligned_segment = next( - instream, None - ) # required for proper parsing of the last read - - readID = aligned_segment.query_name if aligned_segment else None - if readID_transform is not None and readID is not None: - readID = eval(readID_transform) - - # Perform parsing and writing when all the segments are parsed from the read: - if not (aligned_segment) or ((readID != prev_readID) and prev_readID): - - for ( - algn1, - algn2, - all_algns1, - all_algns2, - junction_index, - ) in _parse.parse_sams_into_pair( - sams1, - sams2, - min_mapq, - max_molecule_size, - kwargs["max_inter_align_gap"], - kwargs["walks_policy"], - kwargs["report_alignment_end"] == "3", - sam_tags, - store_seq - ): - - flip_pair = (not kwargs["no_flip"]) and ( - not _parse.check_pair_order(algn1, algn2, chrom_enum) - ) - - if flip_pair: - algn1, algn2 = algn2, algn1 - sams1, sams2 = sams2, sams1 - - _parse.write_pairsam( - algn1, - algn2, - prev_readID, - junction_index, - sams1, - sams2, - outstream, - drop_readid, - drop_seq, - drop_sam, - add_junction_index, - add_columns - ) - - # add a pair to PairCounter if stats output is requested: - if out_stat: - out_stat.add_pair( - algn1["chrom"], - int(algn1["pos"]), - algn1["strand"], - algn2["chrom"], - int(algn2["pos"]), - algn2["strand"], - algn1["type"] + algn2["type"], - ) - - if out_alignments_stream: - _parse.write_all_algnments( - prev_readID, all_algns1, all_algns2, out_alignments_stream - ) - - sams1.clear() - sams2.clear() - - if aligned_segment is not None: - _parse.push_pysam(aligned_segment, sams1, sams2) - prev_readID = readID - - if __name__ == "__main__": parse() diff --git a/pairtools/pairtools_parse2.py b/pairtools/pairtools_parse2.py new file mode 100644 index 00000000..03fba264 --- /dev/null +++ b/pairtools/pairtools_parse2.py @@ -0,0 +1,333 @@ +# !/usr/bin/env python +# -*- coding: utf-8 -*- + +from collections import OrderedDict +import subprocess +import fileinput +import itertools +import click +import pipes +import sys +import os +import io +import pysam + +from . import _fileio, _pairsam_format, _parse, _headerops, cli, common_io_options +from .pairtools_stats import PairCounter +from ._parse_pysam import AlignmentFilePairtoolized +from ._parse import streaming_classify + +UTIL_NAME = "pairtools_parse2" + +EXTRA_COLUMNS = [ + "mapq", + "pos5", + "pos3", + "cigar", + "read_len", + "matched_bp", + "algn_ref_span", + "algn_read_span", + "dist_to_5", + "dist_to_3", + "seq", +] + + +@cli.command() +@click.argument("sam_path", type=str, required=False) +# Parsing options: +@click.option( + "-c", + "--chroms-path", + type=str, + required=True, + help="Chromosome order used to flip interchromosomal mates: " + "path to a chromosomes file (e.g. UCSC chrom.sizes or similar) whose " + "first column lists scaffold names. Any scaffolds not listed will be " + "ordered lexicographically following the names provided.", +) +@click.option( + "-o", + "--output", + type=str, + default="", + help="output file. " + " If the path ends with .gz or .lz4, the output is bgzip-/lz4-compressed." + "By default, the output is printed into stdout. ", +) +@click.option( + "--report-position", + type=click.Choice(["junction", "read", "walk", "outer"]), + default="outer", + help="Specifies what end will be reported as pos5 of the rescued pairs. " + "junction - inner ends of sequential alignments, " + "read - 5'-end of alignments relative to the forward and reverse read, " + "walk - 5'-end of alignments relative to the whole walk, " + "outer - outer ends. " +) +@click.option( + "--report-orientation", + type=click.Choice(["pair", "read", "walk", "junction"]), + default="pair", + help="Specifies what orientation will be reported for the rescued pairs. " + "pair - Hi-C-like orientation as if each pair was sequenced independently, " + "read - orientation of each left/right read, " + "walk - orientation of the walk, " + "junction - orientation opposite to 'pair', orientation is reported as if pair was sequenced starting from the junction" +) +@click.option( + "--report-alignment-end", + type=click.Choice(["5", "3"]), + default="5", + help="Specifies whether the 5' or 3' end of the alignment is reported as" + " the position of the Hi-C read.", +) +@click.option( + "--assembly", + type=str, + help="Name of genome assembly (e.g. hg19, mm10) to store in the pairs header.", +) +@click.option( + "--min-mapq", + type=int, + default=1, + show_default=True, + help="The minimal MAPQ score to consider a read as uniquely mapped", +) +@click.option( + "--max-inter-align-gap", + type=int, + default=20, + show_default=True, + help="read segments that are not covered by any alignment and" + ' longer than the specified value are treated as "null" alignments.' + " These null alignments convert otherwise linear alignments into walks," + " and affect how they get reported as a Hi-C pair.", +) +@click.option( + "--max-fragment-size", + type=int, + default=500, + show_default=True, + help="Largest fragment size for the detection of overlapping " + "alignments at the ends of forward and reverse reads. " + "Not used in --single-end mode. ", +) +@click.option( + "--allowed-offset", + type=int, + default=3, + show_default=True, + help="Offset (in nucleotides) to consider alignments overlapping. ", +) +@click.option( + "--single-end", is_flag=True, help="If specified, the input is single-end." +) +@click.option( + "--no-flip", + is_flag=True, + help="If specified, do not flip pairs in genomic order and instead preserve " + "the order in which they were sequenced.", +) +@click.option( + "--drop-readid", + is_flag=True, + help="If specified, do not add read ids to the output", +) +@click.option( + "--readid-transform", + type=str, + default=None, + help="A Python expression to modify read IDs. Useful when read IDs differ " + "between the two reads of a pair. Must be a valid Python expression that " + "uses variables called readID and/or i (the 0-based index of the read pair " + "in the bam file) and returns a new value, e.g. \"readID[:-2]+'_'+str(i)\". " + "Make sure that transformed readIDs remain unique!", + show_default=True, +) +@click.option( + "--drop-seq", + is_flag=True, + help="If specified, remove sequences and PHREDs from the sam fields", +) +@click.option( + "--drop-sam", is_flag=True, help="If specified, do not add sams to the output" +) +@click.option( + "--add-pair-index", + is_flag=True, + help="If specified, parse2 will report pair index in the walk as additional column", +) +@click.option( + "--add-columns", + type=click.STRING, + default="", + help="Report extra columns describing alignments " + "Possible values (can take multiple values as a comma-separated " + "list): a SAM tag (any pair of uppercase letters) or {}.".format( + ", ".join(EXTRA_COLUMNS) + ), +) +@click.option( + "--output-parsed-alignments", + type=str, + default="", + help="output file for all parsed alignments, including walks." + " Useful for debugging and rnalysis of walks." + " If file exists, it will be open in the append mode." + " If the path ends with .gz or .lz4, the output is bgzip-/lz4-compressed." + " By default, not used.", +) +@click.option( + "--output-stats", + type=str, + default="", + help="output file for various statistics of pairs file. " + " By default, statistics is not generated.", +) +@common_io_options +def parse2( + sam_path, + chroms_path, + output, + output_parsed_alignments, + output_stats, + **kwargs +): + """Find pairs in .sam data, make .pairs. + SAM_PATH : an input .sam/.bam file with paired-end sequence alignments of + Hi-C molecules. If the path ends with .bam, the input is decompressed from + bam with samtools. By default, the input is read from stdin. + """ + parse2_py( + sam_path, + chroms_path, + output, + output_parsed_alignments, + output_stats, + **kwargs + ) + + +def parse2_py( + sam_path, + chroms_path, + output, + output_parsed_alignments, + output_stats, + **kwargs +): + ### Set up input stream + if sam_path: # open input sam file with pysam + input_sam = AlignmentFilePairtoolized(sam_path, "r", threads=kwargs.get('nproc_in')) + else: # read from stdin + input_sam = AlignmentFilePairtoolized("-", "r", threads=kwargs.get('nproc_in')) + + ### Set up output streams + outstream = ( + _fileio.auto_open( + output, + mode="w", + nproc=kwargs.get("nproc_out"), + command=kwargs.get("cmd_out", None), + ) + if output + else sys.stdout + ) + out_alignments_stream = ( + _fileio.auto_open( + output_parsed_alignments, + mode="w", + nproc=kwargs.get("nproc_out"), + command=kwargs.get("cmd_out", None), + ) + if output_parsed_alignments + else None + ) + out_stats_stream = ( + _fileio.auto_open( + output_stats, + mode="w", + nproc=kwargs.get("nproc_out"), + command=kwargs.get("cmd_out", None), + ) + if output_stats + else None + ) + + if out_alignments_stream: + out_alignments_stream.write( + "readID\tside\tchrom\tpos\tstrand\tmapq\tcigar\tdist_5_lo\tdist_5_hi\tmatched_bp\n" + ) + + # generate empty PairCounter if stats output is requested: + out_stat = PairCounter() if output_stats else None + + ### Set up output parameters + add_columns = kwargs.get("add_columns", []) + add_columns = [col for col in add_columns.split(",") if col] + for col in add_columns: + if not ((col in EXTRA_COLUMNS) or (len(col) == 2 and col.isupper())): + raise Exception("{} is not a valid extra column".format(col)) + + columns = _pairsam_format.COLUMNS + ( + [c + side for c in add_columns for side in ["1", "2"]] + ) + + if kwargs.get("drop_sam", True): + columns.pop(columns.index("sam1")) + columns.pop(columns.index("sam2")) + + if not kwargs.get("add_pair_index", False): + columns.pop(columns.index("pair_index")) + + ### Parse header + samheader = input_sam.header + + if not samheader: + raise ValueError( + "The input sam is missing a header! If reading a bam file, please use `samtools view -h` to include the header." + ) + + ### Parse chromosome files present in the input + sam_chromsizes = _headerops.get_chromsizes_from_pysam_header(samheader) + chromosomes = _headerops.get_chrom_order(chroms_path, list(sam_chromsizes.keys())) + + ### Write new header to the pairsam file + header = _headerops.make_standard_pairsheader( + assembly=kwargs.get("assembly", ""), + chromsizes=[(chrom, sam_chromsizes[chrom]) for chrom in chromosomes], + columns=columns, + shape="whole matrix" if kwargs["no_flip"] else "upper triangle", + ) + + header = _headerops.insert_samheader_pysam(header, samheader) + header = _headerops.append_new_pg(header, ID=UTIL_NAME, PN=UTIL_NAME) + outstream.writelines((l + "\n" for l in header)) + + ### Parse input and write to the outputs + streaming_classify( + input_sam, + outstream, + chromosomes, + out_alignments_stream, + out_stat, + parse2=True, + **kwargs + ) + + # save statistics to a file if it was requested: + if out_stat: + out_stat.save(out_stats_stream) + + if outstream != sys.stdout: + outstream.close() + if out_alignments_stream: + out_alignments_stream.close() + if out_stats_stream: + out_stats_stream.close() + + +if __name__ == "__main__": + parse2() diff --git a/tests/data/mock.parse-all.sam b/tests/data/mock.parse-all.sam index f8bace0d..c5766397 100644 --- a/tests/data/mock.parse-all.sam +++ b/tests/data/mock.parse-all.sam @@ -31,26 +31,26 @@ readid14 65 chr1 10 60 50M chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA readid14 129 chr1 200 0 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:!,0,chr1,10,-,+,MU,1u readid15 65 chr1 10 0 50M chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:!,0,!,0,-,-,MM,1u readid15 129 chr1 200 0 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:!,0,!,0,-,-,MM,1u -readid16 65 chr1 10 60 25M25S chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,300,-,25M25H,60,0; CT:Z:SIMULATED:chr1,10,chr1,200,+,+,UU,1f -readid16 2129 chr1 300 60 25M25H chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,10,+,25M25S,60,0; CT:Z:SIMULATED:chr1,10,chr1,200,+,+,UU,1f -readid16 129 chr1 200 60 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,200,+,+,UU,1f -readid17 65 chr1 10 60 25M25S chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,5300,-,25M25H,60,0; CT:Z:SIMULATED:chr1,10,chr1,5324,+,-,UU,1f|chr1,200,chr1,5324,+,-,UU,2u -readid17 2129 chr1 5300 60 25M25H chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,10,+,25M25S,60,0; CT:Z:SIMULATED:chr1,10,chr1,5324,+,-,UU,1f|chr1,200,chr1,5324,+,-,UU,2u -readid17 129 chr1 200 60 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,5324,+,-,UU,1f|chr1,200,chr1,5324,+,-,UU,2u -readid18 65 chr1 10 60 25M25S chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,300,+,25M25H,60,0; CT:Z:SIMULATED:chr1,10,chr1,300,+,+,UU,1f|chr1,200,chr1,300,+,+,UU,2u -readid18 2113 chr1 300 60 25M25H chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,10,+,25M25S,60,0; CT:Z:SIMULATED:chr1,10,chr1,300,+,+,UU,1f|chr1,200,chr1,300,+,+,UU,2u -readid18 129 chr1 200 60 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,300,+,+,UU,1f|chr1,200,chr1,300,+,+,UU,2u -readid19 81 chr1 300 60 25M25S chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,10,+,25M25H,60,0; CT:Z:SIMULATED:chr1,10,chr1,200,+,+,UU,1f -readid19 2113 chr1 10 60 25M25H chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr10,300,-,25M25S,60,0; CT:Z:SIMULATED:chr1,10,chr1,200,+,+,UU,1f -readid19 129 chr1 200 60 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,200,+,+,UU,1u -readid20 65 chr1 10 60 25M25S chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,300,+,25M25H,60,0; CT:Z:SIMULATED:chr1,10,chr1,300,+,+,UU,1f|chr1,300,chr1,2000,+,+,UU,2u|chr1,200,chr1,2000,+,+,UU,3r -readid20 2113 chr1 300 60 25M25H chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,10,+,25M25S,60,0; CT:Z:SIMULATED:chr1,10,chr1,300,+,+,UU,1f|chr1,300,chr1,2000,+,+,UU,2u|chr1,200,chr1,2000,+,+,UU,3r -readid20 129 chr1 200 60 25M25S chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,2000,+,25S25M,60,0; CT:Z:SIMULATED:chr1,10,chr1,300,+,+,UU,1f|chr1,300,chr1,2000,+,+,UU,2u|chr1,200,chr1,2000,+,+,UU,3r -readid20 2177 chr1 2000 60 25S25M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,2000,+,25S25M,60,0; CT:Z:SIMULATED:chr1,10,chr1,300,+,+,UU,1f|chr1,300,chr1,2000,+,+,UU,2u|chr1,200,chr1,2000,+,+,UU,3r -readid21 105 chr1 10 60 25M25S * 0 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,5300,-,25M25H,60,0; CT:Z:SIMULATED:chr1,10,chr1,5324,+,-,UU,1f|!,0,chr1,5324,-,-,NU,2u -readid21 2169 chr1 5300 60 25M25H * 0 0 AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,10,+,25M25S,60,0; CT:Z:SIMULATED:chr1,10,chr1,5324,+,-,UU,1f|!,0,chr1,5324,-,-,NU,2u -readid21 141 * 0 0 * chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,5324,+,-,UU,1f|!,0,chr1,5324,-,-,NU,2u -readid22 65 chr1 10 60 25M25S chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,5300,-,25M25H,60,0; CT:Z:SIMULATED:chr1,10,chr1,5324,+,-,UU,1f|!,0,chr1,5324,-,-,MU,2u -readid22 2129 chr1 5300 60 25M25H chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,10,+,25M25S,60,0; CT:Z:SIMULATED:chr1,10,chr1,5324,+,-,UU,1f|!,0,chr1,5324,-,-,MU,2u -readid22 129 chr1 200 0 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,5324,+,-,UU,1f|!,0,chr1,5324,-,-,MU,2u +readid16 65 chr1 10 60 25M25S chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,300,-,25M25H,60,0; CT:Z:SIMULATED:chr1,10,chr1,200,+,+,UU,1l +readid16 2129 chr1 300 60 25M25H chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,10,+,25M25S,60,0; CT:Z:SIMULATED:chr1,10,chr1,200,+,+,UU,1l +readid16 129 chr1 200 60 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,200,+,+,UU,1l +readid17 65 chr1 10 60 25M25S chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,5300,-,25M25H,60,0; CT:Z:SIMULATED:chr1,10,chr1,5300,+,+,UU,1l|chr1,200,chr1,5324,+,-,UU,2u +readid17 2129 chr1 5300 60 25M25H chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,10,+,25M25S,60,0; CT:Z:SIMULATED:chr1,10,chr1,5300,+,+,UU,1l|chr1,200,chr1,5324,+,-,UU,2u +readid17 129 chr1 200 60 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,5300,+,+,UU,1l|chr1,200,chr1,5324,+,-,UU,2u +readid18 65 chr1 10 60 25M25S chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,300,+,25M25H,60,0; CT:Z:SIMULATED:chr1,10,chr1,324,+,-,UU,1l|chr1,200,chr1,300,+,+,UU,2u +readid18 2113 chr1 300 60 25M25H chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,10,+,25M25S,60,0; CT:Z:SIMULATED:chr1,10,chr1,324,+,-,UU,1l|chr1,200,chr1,300,+,+,UU,2u +readid18 129 chr1 200 60 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,300,+,+,UU,1l|chr1,200,chr1,300,+,+,UU,2u +readid19 81 chr1 300 60 25M25S chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,10,+,25M25H,60,0; CT:Z:SIMULATED:chr1,10,chr1,200,+,+,UU,1l +readid19 2113 chr1 10 60 25M25H chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr10,300,-,25M25S,60,0; CT:Z:SIMULATED:chr1,10,chr1,200,+,+,UU,1l +readid19 129 chr1 200 60 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,200,+,+,UU,1l +readid20 65 chr1 10 60 25M25S chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,300,+,25M25H,60,0; CT:Z:SIMULATED:chr1,10,chr1,324,+,-,UU,1l|chr1,300,chr1,2000,+,+,UU,2u|chr1,200,chr1,2024,+,-,UU,3r +readid20 2113 chr1 300 60 25M25H chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,10,+,25M25S,60,0; CT:Z:SIMULATED:chr1,10,chr1,324,+,-,UU,1l|chr1,300,chr1,2000,+,+,UU,2u|chr1,200,chr1,2024,+,-,UU,3r +readid20 129 chr1 200 60 25M25S chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,2000,+,25S25M,60,0; CT:Z:SIMULATED:chr1,10,chr1,324,+,-,UU,1l|chr1,300,chr1,2000,+,+,UU,2u|chr1,200,chr1,2024,+,-,UU,3r +readid20 2177 chr1 2000 60 25S25M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,2000,+,25S25M,60,0; CT:Z:SIMULATED:chr1,10,chr1,324,+,-,UU,1l|chr1,300,chr1,2000,+,+,UU,2u|chr1,200,chr1,2024,+,-,UU,3r +readid21 105 chr1 10 60 25M25S * 0 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,5300,-,25M25H,60,0; CT:Z:SIMULATED:chr1,10,chr1,5300,+,+,UU,1l|!,0,chr1,5324,-,-,NU,2u +readid21 2169 chr1 5300 60 25M25H * 0 0 AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,10,+,25M25S,60,0; CT:Z:SIMULATED:chr1,10,chr1,5300,+,+,UU,1l|!,0,chr1,5324,-,-,NU,2u +readid21 141 * 0 0 * chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,5300,+,+,UU,1l|!,0,chr1,5324,-,-,NU,2u +readid22 65 chr1 10 60 25M25S chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,5300,-,25M25H,60,0; CT:Z:SIMULATED:chr1,10,chr1,5300,+,+,UU,1l|!,0,chr1,5324,-,-,MU,2u +readid22 2129 chr1 5300 60 25M25H chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,10,+,25M25S,60,0; CT:Z:SIMULATED:chr1,10,chr1,5300,+,+,UU,1l|!,0,chr1,5324,-,-,MU,2u +readid22 129 chr1 200 0 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,5300,+,+,UU,1l|!,0,chr1,5324,-,-,MU,2u readid23 129 chr1 200 0 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:!,0,!,0,-,-,XX,1u diff --git a/tests/data/mock.parse2.sam b/tests/data/mock.parse2.sam new file mode 100644 index 00000000..dac50e20 --- /dev/null +++ b/tests/data/mock.parse2.sam @@ -0,0 +1,56 @@ +@SQ SN:chr1 LN:10000 +@SQ SN:chr2 LN:10000 +@PG ID:mock PN:mock VN:0.0.0 CL:mock +readid01 65 chr1 10 60 50M chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,200,+,+,UU,1u +readid01 129 chr1 200 60 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,200,+,+,UU,1u +readid02 97 chr1 10 60 50M chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,249,+,-,UU,1u +readid02 145 chr1 200 60 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,249,+,-,UU,1u +readid03 65 chr1 10 60 1S49M chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,200,+,+,UU,1u +readid03 129 chr1 200 60 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,200,+,+,UU,1u +readid04 81 chr1 10 60 49M1S chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,58,chr1,200,-,+,UU,1u +readid04 161 chr1 200 60 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,58,chr1,200,-,+,UU,1u +readid05 97 chr1 10 60 50M chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,248,+,-,UU,1u +readid05 145 chr1 200 60 1S49M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,248,+,-,UU,1u +readid06 97 chr1 10 60 50M chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,248,+,-,UU,1u +readid06 145 chr1 200 60 49M1S chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,248,+,-,UU,1u +readid07 97 chr1 10 60 50M chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,247,+,-,UU,1u +readid07 145 chr1 200 60 1S48M1S chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,10,chr1,247,+,-,UU,1u +readid08 105 chr1 10 60 50M = 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:!,0,chr1,10,-,+,NU,1u +readid08 149 * 0 0 * chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:!,0,chr1,10,-,+,NU,1u +readid09 85 * 0 0 * chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:!,0,chr1,10,-,+,NU,1u +readid09 169 chr1 10 60 50M = 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:!,0,chr1,10,-,+,NU,1u +readid10 77 * 0 0 * * 0 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:!,0,!,0,-,-,NN,1u +readid10 141 * 0 0 * * 0 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:!,0,!,0,-,-,NN,1u +readid11 105 chr1 10 0 50M = 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:!,0,!,0,-,-,NM,1u +readid11 149 * 0 0 * chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:!,0,!,0,-,-,NM,1u +readid12 85 * 0 0 * chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:!,0,!,0,-,-,NM,1u +readid12 169 chr1 10 0 50M = 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:!,0,!,0,-,-,NM,1u +readid13 65 chr1 10 0 50M chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:!,0,chr1,200,-,+,MU,1u +readid13 129 chr1 200 60 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:!,0,chr1,200,-,+,MU,1u +readid14 65 chr1 10 60 50M chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:!,0,chr1,10,-,+,MU,1u +readid14 129 chr1 200 0 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:!,0,chr1,10,-,+,MU,1u +readid15 65 chr1 10 0 50M chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:!,0,!,0,-,-,MM,1u +readid15 129 chr1 200 0 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:!,0,!,0,-,-,MM,1u +readid16 65 chr1 10 60 25M25S chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,300,-,25M25H,60,0; CT:Z:SIMULATED:chr1,34,chr1,324,+,+,UU,1l +readid16 2129 chr1 300 60 25M25H chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,10,+,25M25S,60,0; CT:Z:SIMULATED:chr1,34,chr1,324,+,+,UU,1l +readid16 129 chr1 200 60 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,34,chr1,324,+,+,UU,1l +readid17 65 chr1 10 60 25M25S chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,5300,-,25M25H,60,0; CT:Z:SIMULATED:chr1,34,chr1,5324,+,+,UU,1l|chr1,249,chr1,5300,+,-,UU,2u +readid17 2129 chr1 5300 60 25M25H chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,10,+,25M25S,60,0; CT:Z:SIMULATED:chr1,34,chr1,5324,+,+,UU,1l|chr1,249,chr1,5300,+,-,UU,2u +readid17 129 chr1 200 60 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,34,chr1,5324,+,+,UU,1l|chr1,249,chr1,5300,+,-,UU,2u +readid18 65 chr1 10 60 25M25S chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,300,+,25M25H,60,0; CT:Z:SIMULATED:chr1,34,chr1,300,+,-,UU,1l|chr1,249,chr1,324,+,+,UU,2u +readid18 2113 chr1 300 60 25M25H chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,10,+,25M25S,60,0; CT:Z:SIMULATED:chr1,34,chr1,300,+,-,UU,1l|chr1,249,chr1,324,+,+,UU,2u +readid18 129 chr1 200 60 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,34,chr1,300,+,-,UU,1l|chr1,249,chr1,324,+,+,UU,2u +readid19 81 chr1 300 60 25M25S chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,10,+,25M25H,60,0; CT:Z:SIMULATED:chr1,34,chr1,324,+,+,UU,1l +readid19 2113 chr1 10 60 25M25H chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr10,300,-,25M25S,60,0; CT:Z:SIMULATED:chr1,34,chr1,324,+,+,UU,1l +readid19 129 chr1 200 60 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,34,chr1,324,+,+,UU,1l +readid20 65 chr1 10 60 25M25S chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,300,+,25M25H,60,0; CT:Z:SIMULATED:chr1,34,chr1,300,+,-,UU,1l|chr1,324,chr1,2024,+,+,UU,2u|chr1,224,chr1,2000,+,-,UU,3r +readid20 2113 chr1 300 60 25M25H chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,10,+,25M25S,60,0; CT:Z:SIMULATED:chr1,34,chr1,300,+,-,UU,1l|chr1,324,chr1,2024,+,+,UU,2u|chr1,224,chr1,2000,+,-,UU,3r +readid20 129 chr1 200 60 25M25S chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,2000,+,25S25M,60,0; CT:Z:SIMULATED:chr1,34,chr1,300,+,-,UU,1l|chr1,324,chr1,2024,+,+,UU,2u|chr1,224,chr1,2000,+,-,UU,3r +readid20 2177 chr1 2000 60 25S25M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,2000,+,25S25M,60,0; CT:Z:SIMULATED:chr1,34,chr1,300,+,-,UU,1l|chr1,324,chr1,2024,+,+,UU,2u|chr1,224,chr1,2000,+,-,UU,3r +readid21 105 chr1 10 60 25M25S * 0 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,5300,-,25M25H,60,0; CT:Z:SIMULATED:chr1,34,chr1,5324,+,+,UU,1l|!,0,chr1,5300,-,-,NU,2u +readid21 2169 chr1 5300 60 25M25H * 0 0 AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,10,+,25M25S,60,0; CT:Z:SIMULATED:chr1,34,chr1,5324,+,+,UU,1l|!,0,chr1,5300,-,-,NU,2u +readid21 141 * 0 0 * chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,34,chr1,5324,+,+,UU,1l|!,0,chr1,5300,-,-,NU,2u +readid22 65 chr1 10 60 25M25S chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,5300,-,25M25H,60,0; CT:Z:SIMULATED:chr1,34,chr1,5324,+,+,UU,1l|!,0,chr1,5300,-,-,MU,2u +readid22 2129 chr1 5300 60 25M25H chr1 200 0 AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 SA:Z:chr1,10,+,25M25S,60,0; CT:Z:SIMULATED:chr1,34,chr1,5324,+,-,UU,1l|!,0,chr1,5300,-,-,MU,2u +readid22 129 chr1 200 0 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:chr1,34,chr1,5324,+,-,UU,1l|!,0,chr1,5300,-,-,MU,2u +readid23 129 chr1 200 0 50M chr1 10 0 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA NM:i:0 NM:i:0 CT:Z:SIMULATED:!,0,!,0,-,-,XX,1u diff --git a/tests/test_parse.py b/tests/test_parse.py index f91c3495..896343bc 100644 --- a/tests/test_parse.py +++ b/tests/test_parse.py @@ -72,7 +72,7 @@ def test_mock_pysam_parse_all(): "all", "-c", mock_chroms_path, - "--add-junction-index", + "--add-pair-index", mock_sam_path, ], ).decode("ascii") @@ -112,3 +112,4 @@ def test_mock_pysam_parse_all(): print() assert assigned_pair == simulated_pair + diff --git a/tests/test_parse2.py b/tests/test_parse2.py new file mode 100644 index 00000000..7acc37f6 --- /dev/null +++ b/tests/test_parse2.py @@ -0,0 +1,111 @@ +# -*- coding: utf-8 -*- +import os +import sys + +from nose.tools import assert_raises + +import subprocess + +testdir = os.path.dirname(os.path.realpath(__file__)) + + +def test_mock_pysam_parse2_read(): + mock_sam_path = os.path.join(testdir, 'data', 'mock.parse2.sam') + mock_chroms_path = os.path.join(testdir, 'data', 'mock.chrom.sizes') + try: + result = subprocess.check_output( + ['python', + '-m', + 'pairtools', + 'parse2', + '-c', + mock_chroms_path, + '--add-pair-index', + '--report-position', + 'junction', + '--report-orientation', + 'pair', + mock_sam_path], + ).decode('ascii') + except subprocess.CalledProcessError as e: + print(e.output) + print(sys.exc_info()) + raise e + + # check if the header got transferred correctly + sam_header = [l.strip() for l in open(mock_sam_path, 'r') if l.startswith('@')] + pairsam_header = [l.strip() for l in result.split('\n') if l.startswith('#')] + for l in sam_header: + assert any([l in l2 for l2 in pairsam_header]) + + # check that the pairs got assigned properly + id_counter = 0 + prev_id = '' + for l in result.split('\n'): + if l.startswith('#') or not l: + continue + + if prev_id == l.split('\t')[0]: + id_counter += 1 + else: + id_counter = 0 + prev_id = l.split('\t')[0] + + assigned_pair = l.split('\t')[1:8]+[l.split('\t')[-1]] + simulated_pair = l.split('SIMULATED:',1)[1].split('\031',1)[0].split('|')[id_counter].split(',') + print(assigned_pair) + print(simulated_pair, prev_id) + print() + + assert assigned_pair == simulated_pair + + +def test_mock_pysam_parse2_pair(): + mock_sam_path = os.path.join(testdir, 'data', 'mock.parse-all.sam') + mock_chroms_path = os.path.join(testdir, 'data', 'mock.chrom.sizes') + try: + result = subprocess.check_output( + ['python', + '-m', + 'pairtools', + 'parse2', + '-c', + mock_chroms_path, + '--add-pair-index', + '--report-position', + 'outer', + '--report-orientation', + 'pair', + mock_sam_path], + ).decode('ascii') + except subprocess.CalledProcessError as e: + print(e.output) + print(sys.exc_info()) + raise e + + # check if the header got transferred correctly + sam_header = [l.strip() for l in open(mock_sam_path, 'r') if l.startswith('@')] + pairsam_header = [l.strip() for l in result.split('\n') if l.startswith('#')] + for l in sam_header: + assert any([l in l2 for l2 in pairsam_header]) + + # check that the pairs got assigned properly + id_counter = 0 + prev_id = '' + for l in result.split('\n'): + if l.startswith('#') or not l: + continue + + if prev_id == l.split('\t')[0]: + id_counter += 1 + else: + id_counter = 0 + prev_id = l.split('\t')[0] + + assigned_pair = l.split('\t')[1:8]+[l.split('\t')[-1]] + simulated_pair = l.split('SIMULATED:',1)[1].split('\031',1)[0].split('|')[id_counter].split(',') + print(assigned_pair) + print(simulated_pair, prev_id) + print() + + assert assigned_pair == simulated_pair