diff --git a/docs/_toc.yml b/docs/_toc.yml index f7545d01f..dbf2ef9ec 100644 --- a/docs/_toc.yml +++ b/docs/_toc.yml @@ -15,6 +15,7 @@ parts: - file: examples/ionparticle_coagulation - file: examples/loading_data_part1 - file: examples/loading_data_part2 + - file: examples/stream_stats_part1 - caption: Documentation numbered: false chapters: diff --git a/docs/examples/loading_data_part1.ipynb b/docs/examples/loading_data_part1.ipynb index 61c8cf2fd..4df17eff2 100644 --- a/docs/examples/loading_data_part1.ipynb +++ b/docs/examples/loading_data_part1.ipynb @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -367,7 +367,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -421,7 +421,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -445,12 +445,12 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -468,7 +468,7 @@ " label=\"data column 1\",\n", " linestyle=\"none\",\n", " marker=\".\",)\n", - "plt.tick_params(rotation=-35)\n", + "plt.tick_params(rotation=-35, axis='x')\n", "ax.set_xlabel(\"Time (UTC)\")\n", "ax.set_ylabel(\"Data\")\n", "ax.legend()\n", diff --git a/docs/examples/loading_data_part2.ipynb b/docs/examples/loading_data_part2.ipynb index 0fe2a8286..640b29be6 100644 --- a/docs/examples/loading_data_part2.ipynb +++ b/docs/examples/loading_data_part2.ipynb @@ -28,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -87,7 +87,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -136,7 +136,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -196,12 +196,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -239,12 +239,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -285,12 +285,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -304,7 +304,7 @@ "# to plot the concentration in log space\n", "concentration = data\n", "concentration = np.where(concentration < 1e-5, 1e-5, concentration)\n", - "concentration = np.where(concentration > 10**2.5, 10**2.5, concentration)\n", + "concentration = np.where(concentration > 10**5, 10**5, concentration)\n", "# concentration = np.log10(concentration)\n", "\n", "fig, ax = plt.subplots(1, 1)\n", @@ -338,7 +338,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -449,7 +449,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -484,7 +484,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -509,19 +509,19 @@ " 1.65753440e+09, 1.65753450e+09, 1.65753459e+09]), files=[['2022-07-07_095151_SMPS.csv', 5620804], ['2022-07-10_094659_SMPS.csv', 2004838]])\n", "\n", "Data stream 2d summary:\n", - "Stream(header=['20.72', '21.10', '21.48', '21.87', '22.27', '22.67', '23.08', '23.50', '23.93', '24.36', '24.80', '25.25', '25.71', '26.18', '26.66', '27.14', '27.63', '28.13', '28.64', '29.16', '29.69', '30.23', '30.78', '31.34', '31.91', '32.49', '33.08', '33.68', '34.29', '34.91', '35.55', '36.19', '36.85', '37.52', '38.20', '38.89', '39.60', '40.32', '41.05', '41.79', '42.55', '43.32', '44.11', '44.91', '45.73', '46.56', '47.40', '48.26', '49.14', '50.03', '50.94', '51.86', '52.80', '53.76', '54.74', '55.73', '56.74', '57.77', '58.82', '59.89', '60.98', '62.08', '63.21', '64.36', '65.52', '66.71', '67.93', '69.16', '70.41', '71.69', '72.99', '74.32', '75.67', '77.04', '78.44', '79.86', '81.31', '82.79', '84.29', '85.82', '87.38', '88.96', '90.58', '92.22', '93.90', '95.60', '97.34', '99.10', '100.90', '102.74', '104.60', '106.50', '108.43', '110.40', '112.40', '114.44', '116.52', '118.64', '120.79', '122.98', '125.21', '127.49', '129.80', '132.16', '134.56', '137.00', '139.49', '142.02', '144.60', '147.22', '149.89', '152.61', '155.38', '158.20', '161.08', '164.00', '166.98', '170.01', '173.09', '176.24', '179.43', '182.69', '186.01', '189.38', '192.82', '196.32', '199.89', '203.51', '207.21', '210.97', '214.80', '218.70', '222.67', '226.71', '230.82', '235.01', '239.28', '243.62', '248.05', '252.55', '257.13', '261.80', '266.55', '271.39', '276.32', '281.33', '286.44', '291.64', '296.93', '302.32', '307.81', '313.40', '319.08', '324.88', '330.77', '336.78', '342.89', '349.12', '355.45', '361.90', '368.47', '375.16', '381.97', '388.91', '395.96', '403.15', '410.47', '417.92', '425.51', '433.23', '441.09', '449.10', '457.25', '465.55', '474.00', '482.61', '491.37', '500.29', '509.37', '518.61', '528.03', '537.61', '547.37', '557.31', '567.42', '577.72', '588.21', '598.89', '609.76', '620.82', '632.09', '643.57', '655.25', '667.14', '679.25', '691.58', '704.14', '716.92', '729.93', '743.18', '756.67', '770.40', '784.39'], data=array([[ 48.61238578, 44.77267394, 41.14076315, ..., 79.34844804,\n", - " 69.82018511, 114.54210553],\n", - " [ 22.15597542, 45.89533787, 38.87339256, ..., 62.46996336,\n", - " 87.41141628, 90.13918579],\n", - " [ 37.32620324, 49.15319788, 34.00511123, ..., 68.46352554,\n", - " 64.25811167, 107.50020941],\n", + "Stream(header=['20.72', '21.10', '21.48', '21.87', '22.27', '22.67', '23.08', '23.50', '23.93', '24.36', '24.80', '25.25', '25.71', '26.18', '26.66', '27.14', '27.63', '28.13', '28.64', '29.16', '29.69', '30.23', '30.78', '31.34', '31.91', '32.49', '33.08', '33.68', '34.29', '34.91', '35.55', '36.19', '36.85', '37.52', '38.20', '38.89', '39.60', '40.32', '41.05', '41.79', '42.55', '43.32', '44.11', '44.91', '45.73', '46.56', '47.40', '48.26', '49.14', '50.03', '50.94', '51.86', '52.80', '53.76', '54.74', '55.73', '56.74', '57.77', '58.82', '59.89', '60.98', '62.08', '63.21', '64.36', '65.52', '66.71', '67.93', '69.16', '70.41', '71.69', '72.99', '74.32', '75.67', '77.04', '78.44', '79.86', '81.31', '82.79', '84.29', '85.82', '87.38', '88.96', '90.58', '92.22', '93.90', '95.60', '97.34', '99.10', '100.90', '102.74', '104.60', '106.50', '108.43', '110.40', '112.40', '114.44', '116.52', '118.64', '120.79', '122.98', '125.21', '127.49', '129.80', '132.16', '134.56', '137.00', '139.49', '142.02', '144.60', '147.22', '149.89', '152.61', '155.38', '158.20', '161.08', '164.00', '166.98', '170.01', '173.09', '176.24', '179.43', '182.69', '186.01', '189.38', '192.82', '196.32', '199.89', '203.51', '207.21', '210.97', '214.80', '218.70', '222.67', '226.71', '230.82', '235.01', '239.28', '243.62', '248.05', '252.55', '257.13', '261.80', '266.55', '271.39', '276.32', '281.33', '286.44', '291.64', '296.93', '302.32', '307.81', '313.40', '319.08', '324.88', '330.77', '336.78', '342.89', '349.12', '355.45', '361.90', '368.47', '375.16', '381.97', '388.91', '395.96', '403.15', '410.47', '417.92', '425.51', '433.23', '441.09', '449.10', '457.25', '465.55', '474.00', '482.61', '491.37', '500.29', '509.37', '518.61', '528.03', '537.61', '547.37', '557.31', '567.42', '577.72', '588.21', '598.89', '609.76', '620.82', '632.09', '643.57', '655.25', '667.14', '679.25', '691.58', '704.14', '716.92', '729.93', '743.18', '756.67', '770.40', '784.39'], data=array([[ 6103.186, 5621.118, 5165.139, ..., 9962.036, 8765.782,\n", + " 14380.528],\n", + " [ 2832.655, 5867.747, 4969.987, ..., 7986.823, 11175.603,\n", + " 11524.35 ],\n", + " [ 4733.553, 6233.403, 4312.386, ..., 8682.258, 8148.945,\n", + " 13632.727],\n", " ...,\n", - " [ 0.73615212, 0. , 0. , ..., 0. ,\n", - " 0. , 0. ],\n", - " [ 0.97000629, 0. , 0.97000629, ..., 0. ,\n", - " 0. , 0. ],\n", - " [ 0. , 0.59493286, 0.9793736 , ..., 0.97991031,\n", - " 2.93952571, 0. ]]), time=array([1.65718376e+09, 1.65718385e+09, 1.65718394e+09, ...,\n", + " [ 93.413, 0. , 0. , ..., 0. , 0. ,\n", + " 0. ],\n", + " [ 122.992, 0. , 122.992, ..., 0. , 0. ,\n", + " 0. ],\n", + " [ 0. , 75.377, 124.085, ..., 124.153, 372.433,\n", + " 0. ]]), time=array([1.65718376e+09, 1.65718385e+09, 1.65718394e+09, ...,\n", " 1.65753440e+09, 1.65753450e+09, 1.65753459e+09]), files=[['2022-07-07_095151_SMPS.csv', 5620804], ['2022-07-10_094659_SMPS.csv', 2004838]])\n" ] } @@ -540,7 +540,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -634,12 +634,12 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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1hYJWg04dW/1dgsZYe19VdHZ2ugQgGU477TSHvLzBBhs4x9977z389Kc/xRtvvIGtt94aALDddtvhmWeewYIFC3DjjTdiypQpWLnSTY8oFApYs2YNpkyZEtwLaSI0gUkQSaSaXYWRgxbyAAvhDzwCtGmAS9nCY3puJKHV34PH+Wv1OodoLMrlMk477TTce++9eOKJJ7Dxxhu7zg8OVr6XaNQtTsRiMZRKFVPbnDlzsG7dOixatMg5/8QTT6BUKmHnnXeu8xuIEWqAZIh7C0AjYWdYTzjvPopdwXUx1r+JkYqx2Ge0191Yef+x9K5BYO7cubjzzjvxxz/+ER0dHQ5np6urC6lUCltuuSU23XRTnHzyybjqqqswceJE3HfffY67OwBstdVW2H///XHiiSfixhtvRD6fx2mnnYYvf/nLTfMAA0INkByWrXzpaCJ0hjmxQhDw3NLr2c+Nek6IEKrw8owd7d/pDTfcgPXr12PPPffE1KlTnZ/f/e53AIB4PI4HH3wQkyZNwiGHHIJtt90Wt99+O371q1/hwAMPdMq54447sOWWW2LvvffGgQceiN122w2/+MUvmvVaAEINkBSReBJlxWtHMncgCLCcDtF7j4X2GG3vV84OAn2rGvcsFgETsEPUYqyO1SAw2tuoXPZeBTfbbLOayM8sJkyYgDvvvDOoagWCUAPkgdH+cROM9l1MIzCa27DcWyEwNvMd/Tx7NPdNEBhL7TNW5vQQ3ggFIBmsuOclo2Uw0e+h+k415gqKCO2nXcbCZNzsdzR9flO+d0MCdqAYYSR/7f4dYe/XSKjGNwsx8hAKQHVGOHBaE80WQEJoIBfMGAr7PESIEDRCDlAIZbCcAJlw5yemSrOFxtHIfTDpu2a3Q9AehqOtT2UIKlZTiNYDiebst4wQoQYoREAoZwelC5Xf3Xe4e/cHncVMJrg2A+FCrAbTdook0mEYixBjEqEAJEMh3+wajCioaBhE3iay/xuNRiy4I21RJ32iqhXi9aGvRLtobpsRErgumv0tq2KkfY8hQgSBUAAKoYygJslWmGzrUoeOHu9rGoSgF17SXn5SLbRCvzcaY/GdQ4QYKQgFoDGMRu5O/XJ+uOkZ6oDQ1VodJu/LC6wYIkSIEM1AKABJUM4PNbsKIw4jfWELd+xiiJKitnKft3LdWgXhNx9irCIUgEK0HkZoTJJWWkjqXRffgkWD+7iV+iZEiBCtgdANXoZCrtk1ECIoF+WgXZ4btdCoEnEbuvBpxKsxrVsj38kP3ydEa0PlO2p2GIQQYxtHHHGE9j033ngjenrUuZihACRDPtPsGjho1mQUToLqMPUUUkWzzTnhtxAiRIhG4b777sOXvvQlpFIppevvvPNO9Pf3hwJQYIirNXwz0CiPrKYseKMk8B0RWEaLR1SzOT8mAthIbOcgEESw0bHadq2OSiDEou8yRgKuu+46ZYHm7rvv1i4/5ACNENRjMjLJ/9UItFJdQqih2dqpECFCjC48+eSTmDBhgvL1Dz30ED7xiU9oPSMUgEIEinAhrB+aLRhK+1aT1Fxvc+FYR7O/lSAQziVjG3vssQcsS91ItdtuuyGRSGg9IxSAQrjgN1pvK2G0vEerICjSfYgQIULooFh0m/xeeuklPP3008jn/WVrCAUgCgsWLMDMmTMxe/bsygHLFl47UidyWb1138m0DUZq25kg6J14y+7sG5FLaoSGRwihBxl3TvXeEKMDy5YtczQ7e+yxB9auXYuDDz4Yc+bMwZ577oltttkGy5YtMy4/FIAozJ07F4sXL8bChQsBAJGO7ibXKHiokJ7pa+oxobSaG/dofX5DEQonQoSJgPVgmmsuxOjDeeedh3K5jHvvvRdTp07FwQcfjN7eXixduhT/+c9/MGnSJPzwhz80Lj/0ApOgoy2F9c2uRAPRqDhAoTv1yEeQ/WfyPdTzG6pH2a32zde7PkGU32ptFqLxeOyxx3DPPffgM5/5DHbddVd0d3fj0UcfdcjO3//+93HiiScalx9qgEKEqAPG0g41kkj7MoEpL3KNMLOhdTV3QX5T9X7HZgVVbdW+C2GGtWvXOsLOhAkTkE6nseGGGzrnN91009AEFqI5CCebsQt2MW7EtzBWv7ex+t5SKJpcx9JGZDSip6fHJeCcdtppLtf4tWvXoq2tzbj8UACSoM0eec3TqAHv5znhhN66UOnXVui/eptvggTLq/NTTogQ+UIJuby/n5ESCPFTn/oUXnjhBef/yy+/3CUAPfvss9h2222Nyw85QCFChNBCKPyGaDrsULMzFvDHP/5Ren727NnYY489jMsPBSBDtGperka5XbMJVHUIi2OB3NhsknCQELklk3qN9r4c62j29xcihAif/vSnfd0fCkASDORGhpowROMxFhaFsfCOIUKEGBn46KOP8Oyzz2LlypUoldxr8xlnnGFUZigASdA34J0NXneR8LOoyO7zu1iJ7peVy+YSM9UItRJasd6NrI/rWYl2oPq/akLXINuvFfsiRIugTy2VSvj9jA7cdtttOPnkk2HbNiZOnIhIJOKci0QioQBUD8TjNrLNrsQoRDgphWhlNOv7DAU+dYTtNLZw0UUXYd68eTj//PMRjQbnnDTy3JwaiKQd87yG1niowCTgmx+o3E9f48e92etaUV3o/GPNdltVfd+RMAH7bktbnJKAaPzoZ7ELuN/nj4Q2Hslo9lgLEUIVg4OD+PKXvxyo8AOEApAUxA2+ma7BfhdknfubFWiNJtIGaT4J4RM5sz4MMTIQ9leIkYITTjgBv//97wMvNzSBSaCiAZJhpKi0W5GzMVLaThWj7X2CgGmbhG059hD2+djG/PnzcfDBB+Phhx/GrFmzEI/HXeevueYao3JDAUiCSe0J/Js5pjMQR8qADSoXE2v+EJ1vhcmsFerQ8uCknqBNlX7bjyXO69w3ltDsvF1jrb1bHblCEblC0XcZIwnz58/HI488gi222AIAakjQpggFIAnarLFrIZRNis0wL+kuAq00aUcSaZdHVSOe1+j39xKIWxGtIgQHVQ/VclrlvUOEUMXVV1+NW265Bccff3yg5Y7dFV4Bm3Qmla9lhQKa2Fsv1CNkP/u36TOC0A4EWV6rYyRyllSI6/V4r6DKHCnfVL0dJ/yO9UZgpPRViPogkUhg1113DbzcUABSAE8w0LmHBm+SaeWJhwfVXaaf+0O0HkR9GvZniBAh6okzzzwT119/feDlhiYwCQaKtZGgRepjUZoAFdQjMCIPvDrJOB0yt3X272ZyFJpVlirK2UHoWKl91zEgc5tuahMVMxjv2tFuklHm2Pjst6C1rqoY7f0Xovn429/+hieeeAIPPPAAtt566xoS9D333GNUbqgBajDqPVE0wvTm9x1aQuOVaG92DUYtdPp3tC6czfzGR2ubhmgO5s+fj9mzZ6OjowM9PT34whe+gLfffpt7bblcxgEHHIBIJIL77rvPdW7JkiU46KCDkE6n0dPTg3PPPReFQkGpDuPGjcMRRxyBPfbYA93d3ejq6nL9mCLUAEmwYXstB8jL04l3nQoa4RKs6+mhqtVSbRMV6JJpRwo5uhl1rPe78vrJa+EPOt7TSECrvWtIlA6hg6eeegpz587F7NmzUSgUcMEFF2DffffF4sWL0dbW5rr2xz/+Mdcrq1gs4qCDDsKUKVPw/PPPY9myZTj22GMRj8dx2WWXedbh1ltvDex9aIQCkASbd8lJ0CqRj1vNDKYDtv68v4XPN1Tnhy7RASw+jPu6TnkiU6huQM1wAdVDJJHmhh1oFsK+C0Hw8MMPu/6/7bbb0NPTg0WLFmH33Xd3jr/66qu4+uqr8fe//x1Tp0513fOXv/wFixcvxmOPPYbJkyfjU5/6FC699FKcd955uOSSS2DbtrQO77//PgqFAjbbbDPX8XfffRfxeBwbbbSR0buFJjAJxiXjNccakZpCdq/qDttPXXgcH57HD+9+5/l2/UwAgZgXWmixCRqNWLxknkM6JHmaE9Ro1POZJn3Au6dVUsTI6qDKHfT7nFZBq9dPB729va6fbNY7++X69esBABMmTHCODQ4O4qtf/SoWLFiAKVOm1NzzwgsvYNasWZg8ebJzbL/99kNvby/efPNNz2cef/zxeP7552uOv/TSS75c40MBSIJkrLZ5gh7sOihnB10Lj1+vHBOzjMy7zVUfjTQKumiF3Wk9QxA0E6pmUl3yuyjH3Fg0iZmgGe0j6rN6o9W/hWbXL5svBfIDANOnT3dxaebPny99dqlUwllnnYVdd90V22yzjXP87LPPxi677ILDDjuMe9/y5ctdwg8A5//ly5d7vvMrr7zCdYP/zGc+g1dffdXzfhFCE5gGguC3NBq8hYp+D6/3MXZ5l2hYmjmBjIT0C0Hzx4LwDhI9g6fJoQV10zrXAyPRLNcIp4kgOXwhRhaWLl2Kzs5O5/9EIiG9fu7cuXjjjTfw7LPPOsfuv/9+PPHEE3jllVfqVs9IJIK+vr6a4+vXr0exaB7VOtQASTB1fMr1P62qb1aAQN2y2MVI1d1d9J6y96fbx4u43CzIFnOv+1oVzaob29cjbfFspbo2k5zfatrMoOszmkxWQaOzs9P1IxOATjvtNDzwwAN48sknscEGGzjHn3jiCbz33nsYN24cLMuCZVX0KkceeST23HNPAMCUKVOwYsUKV3nkf57JjMXuu++O+fPnu4SdYrGI+fPnY7fddlN+XxahBkiCCR4kaIA/+TdiIQhq16Yj0JlOJDLtQSstQiFGRp+0ev1GKmROD6r3hBh9KJfLOP3003Hvvffir3/9KzbeeGPX+e9+97v4xje+4To2a9YsXHvttTjkkEMAAHPmzMEPf/hDrFy5Ej09PQCARx99FJ2dnZg5c6ZnHa644grsvvvu2GKLLfDZz34WAPDMM8+gt7cXTzzxhPG7hRogCayoNweId1zlmqB2JV6kZGXSMvW3yIRhYmYJMlSADhoRD2k0Qrev2O/Hb6Rz3T4baTGHWvGb9NMu9WjToMsMwjFkLGPu3Ln49a9/jTvvvBMdHR1Yvnw5li9fjkwmA6Ciwdlmm21cPwAwY8YMR1jad999MXPmTBxzzDF47bXX8Mgjj+DCCy/E3LlzPc1uADBz5ky8/vrr+NKXvoSVK1eir68Pxx57LP75z3+6uEi6CDVABpB5T5kIAibP96O69qqLSbl+tVCtsDiFMIfsu1e5PvwGQpiiUd/OWP1Gb7jhBgBwzFkEt956q7IHViwWwwMPPIBTTjkFc+bMQVtbG4477jh8//vfl953yy234NBDD0V3dzemTZumFDNIB6EARGHBggVYsGCBY2e0YpWATqzAIRI+eBoengZGRhL14uiQe1mTG/18lYHK3hMUUVb2/EaYCRs1SQVNVB7pkHG/2PHCfs+84yrPUyFb66Le/dTMhTqod2u1sRsEHcBrbpLNt6Md5XI5kHs23HBDPPjgg1rl/PrXv8app56KHXbYAYcddhgOO+wwbLnlltr1ESE0gVGYO3cuFi9ejIULFwIAYhw3eBq6mhJV0rLpvTK0AjlZl18Q1PNCtXbzMVYWi5GIsbag8zCW372V8cQTT2DZsmU49dRTsWjRInz605/GZptthm9961t4+umnUSrV5uvUQSgAKcDLa4rHNyG7U1WXYNk5npZG5HEli93B84DiaapEWiGR6Y2tC0/wkHFyVCcfFUGGrnsrCT4jYYI14e8E1cYjoX2CggnPSaUfvOYRrzrQc4FMg10vBPENBKHJpucvkXDotSaECA7jx4/H//t//w933XUXVq1aheuvvx6ZTAZHH300enp6cOyxx+Luu+/GwMCAdtmhAKQB0SBQEXJMTE1eg8pEW8QKRLJ30n2u7rN0YXq/qjfLWIdS+wqSyMoWBNHmwLgOdUSrCc6AP80xDzxBR1RWs/ujEfC7MdO9NoQ5bNvG/vvvj5/97GdYunQpHn74YWy00Ua49NJLcc0112iXF3KAFCFzERVpVXgaF6+ydOtE309raESCjcjWTe4TaZVo7hEPMp6HSt1VwGtnHS4VXdcQanwJL86WyretIlBoCx2GueaaCb/cGT/36wpRo3mM6LSjyjffaGQLJVgFf6afrM/7WwU77bQTdtppJ3z/+99HPp/Xvj/UAClCR4ND73BFghH9v9866dZRlSStI6SIdpL1mix0F4NW29UT+KlXI97J6xvgmUp4503LNynTNwRaLl202jfnpemQ9SVrIm+1d1OF16bJ6+8QzcOhhx6KlStXCs/H47W5O70QCkCaUOG1qE4kKse9rvEiNas+T+SZw3ueSNDSFex0hSOVicvkfAgNKCSRlfHQyHndb1kHo7G//WwmRIs5j+uiU55JO9ejb9j6+BVeZPePxm+rlfHss88il8sBqAQ+HBoaAlCJYP3vf//bd/mhAKQA0YQuIjmzAoJIuFAxP4jMCSrCl8mEKRMyeFohL4HQ74Qhmmy92pE16XmhnmptWR38PNfk3kZonGTfrKhcnUW1nB2sb645BSHPDxptQhHNV7RpW7c8U4GsHu/OzreyuUFlE8XjLppoKkP4xwknnICuri7ssssuyGQyeOGFF5DP541c83kIBaAAoLPoi3YpXpock/poC0Eaqn9djVWQOyevBZMn+Hip7cOdnT94LTS8/vKj1ajnQuS37GZ9S37rrSKssjDh/dUbps/RNfOGc0b98fbbb+ODDz7At771LUSjUcybNw8TJkxAJpPBTTfdhJdeeilMhlpviBZPmU2dpy3x0lp4DTAv04Ks3jqmN92JTGY+M+EP8dpOVKYXCZc97tVn9YDuwtQqE6vq9ybqfy+zKq+P68EFanWBpN71UxFSdDZgphrtRkHlXWSCuIoJV1ZeiODwr3/9Cz09PTjyyCORSCTw6KOP4q233oJt23jrrbfw1a9+FePGjTMuPxSAPKBqRtG1oeva3VXLNTkf5MRlwiUIGl4LbyPRyhNjPdpGV2jnCUGNFAhC1EJkuh/J5GdVtLpQPdaw4447YsqUKTjiiCMwNDSEt99+GxtssAFisRiuvvpqvPfee/jnP/9pXH4oAKmAYxqiNQ0mOz3ehCKaYLy0IDraHel12X4jjZBS2Zpl8TRJPMFGxonitSetnWMF0XryE/zeE9SEq1MfVVK713cr6jv6HLuTVuYCGaCegp+22Vmx7HpqGtixozoHBD1X+ClLd/Mn0xKLtMo8rtFYEAqbiXXr1uHRRx/FvvvuCwD4yle+ghkzZiCbzeL+++/HkiVL8IlPfMK4/FAAUoTfRclkkDRce8EIel7Pr9duyZSv48UpoQWdZmuGZGiVCZUVDP0K2uRa2fWt3jcjHV6bKRnqIdz5eZaJpld2na7jhGq5IcwRiUQwa9YsfPOb30QqlcKiRYtw9913IxaL4e6778Y222yDDTfc0Lj8UABSQdUrRGcX5DXQeH/T93lpgljthZdNW2mA2t4Tip+BztZDZls3LderDU3s+15lBAVZfYPUCpnc51fI4Qk2zv+acXdMBGq/0DXt6dTDz71ekH3PPC2q1/NVtIF+EdTGUkVA0tE0iubcRmuBhoolDBV8/hRHXiDEcrmMSCSCT3/607AsC7fffjvWrl2Lu+66y7jMUACqA4KYBLwmSxVBQsVEJ5sY6q3iVq0LDzJtjh91eLNJnSYLqy6atVvlCeKtou1SQT3NckGWKTIf6wrRXmb2en5HQWl0aPCEWFXBTvfZIYLH2rVrMWPGDADAZz/7WaRSKcRiMey8887GZYYCkAdkC6LKYikSIkS7ZFEZsl2al4aH3B+kFkH4PE1XetEOlcfV4dVXhx/BCkuNVOdrQbEN61V/IS/KMEKypzBNxd1R0Xj5Mc0GJXCptH09+DAmfEPRMd2NAoFIsFB5X9Nn6kLnXWWaXq+5eiQJ8KMJDz74IKZOneq7nFAAMoCOaUQmNKmWS5Pt2AXcRGsiRK7xOxqRBoe8K/1D30OuY8tyIFisg+Ax+N2R1wtBTsas2l+lbXWFgnq1Y6vszFulHqJv3qt+9ehPlWcGMad5zbsq2khRm9Gbs1bp4xBmCAUgReiag3QGhx/NjNfuRfaMGmhEwA2Kf8JqG0xV0TX32eL+Um2zRkNl8pdpwoKsh+i5Kte2Ehqp8anH870WWtE3KzJ/0+WZamO8NHr1+lb8tqXouzahCISoP3bYYQesXbtW+frddtsN//3vf7WeEWaD94DIREOgotFhbemy/9lyvSYrVjOio53yAx1hhb6W/ZuuH+9dZHyGoHdgjSYzCqGQ5kHULiowbjdSL0H9dAVuXbOOCXQ0sI14vsn9sn6VCUaic2yZpvOGSGPiJUAHPXZ1TKO8dxXN6zIhjz4fSaRRGlhnUvUQErz66qt47bXXMGHCBOXrs9ms1jNCAcgAKosNO0B4/xOwQpbOBCESLEwX8noLAbx3NamD5+TUoVaXZu7wRBO3bp1oc6HoXKOh81zegqS6mJk8V2ds8UyvuuX4RRDP8NrI1RNBacpZsKZwuix2HuUJa7y5tiU2QCEc7L333sp5vyKRiHb5oQDkAa/FWGcQ8c6LBqlMgKKfLauT7BrZ+4jA1imIMtnrRO/Jvg9rh6fPy9q/Xipv04k8iEVVVga7IJiWW8+FwavPWahqUVUg23B4tV0QdRAJwX60Y5FEGki0I6J4v0nfemmNvDTTPG2RydjkaR1F86lKuaJ6K60DwrMhTPD+++9r37PBBhtoXR8KQAFAVWioF5qpxagnZAKX54KpSOgWaeNGSpuqCANeC5WXsOH1fBbl7CAinT1AC7Zhs3b4zdY2BomgNI2NbBOvZ3lpiFQ3nyGCg58Ah6oISdAe4C2IoklfdD05TmssZGXIyuHdI1vgVMpQhZ/yVCcfmarea5F2XS/h0bDvwd7vZf8X/a8LL60C/RxRfVT6gtWQ8XbfOnX0QiSRFqZVUYWsHWQmQ69vRHSviVZQ5RsRlUHXR/QdiBZfL5Szgyj3rqzRYAQFkWZF1B6q40ZVcBfdozJf8LTsXpodUZn0t9NI4XaoUETG589QwTyD+mhCKAAZIEgBQHUyYI95maJaTevkJfA1Ap4qbB/1qee7yBZJk7Lq8m0YxgjShV+TTpDv3ojvpZW1Rl4ChugaP+XznmFShul1o0mTFyIUgJTgZSYQ7bToHQLPLi4qy+uYrjYg6AXPZFcqK8v0Wr8TEcsf8ipbpnmol8Apa2s/bad7vwl0FhX2epHWwLTOTtkBC2ps3U2/SZmWz6Q+jYDO5k31Xj/XsvMt735aEyq7RkWIDnIeDNEchAKQAnT5J6LFU2USF6mXZWipHYlBLCEdYZB3vwkaPYnV4xmm/S4TzFsVrIDRKgtPK2kxATWTeZD1kG1KRGNL12Qk2njI2qIR/TISxk0IOUIBqE7QMVGpaG5oDpHXM1sezC58JNS7UXXkLShBLlqqPA1eXRzwtCgcwTcIDpBqvZR5KZzExl7leV3rBdN2UBFOZf3Jq3e9v2OV8kVcLtm1svOiMcLbqKrWD9DbgI2EOWy0QDfWjwyhAOQDot0OGZT0b9FOiS1jRGp9dMFZLFUmsKBgwqdpVHvLnuNXoPAi3PKexf0mNbR8OlDRboi0sbrfj47GVsV0LYPKPbw+YDV1vL6Qfct0n/sRpCPdGxndZ/QsDzO3H/4P249e/aryPdaNUxfCwUMPPYTjjjsOn/zkJxGPx5FOp9HZ2Yk99tgDP/zhD/HRRx8Zlx0KQJrQ5TWo3i/aoenslrygVUYDSK28nbrue/o1A+mWN5ImOz/ax1YDvYlgFy4dbSt9fyO1OfWArgnIuO52SukyYbsqziWyOZPdYNYDIv6mDKbzVghv3Hvvvdh8883x9a9/HZZl4bzzzsM999yDRx55BDfddBP22GMPPPbYY/jkJz+Jb37zm/j444+1nxHGAdKEilaHhdckLVuQ2J0o/Xze/V51V0addvkslHZQZALVMbMk2pVSNugiaIFLBTwBWDTxqmorvISgIHa2qmWokk5F/8u0qZV4RP0117J/i+qlcox9ZpCgy5RxYWQCj+++zGWkp3nzoet5inOJrO28hFYdQYTHffP6xrwQSYSBEIPGlVdeiWuvvRYHHHAAotFaXc2XvvQlAMB///tfXH/99fj1r3+Ns88+W+sZoQBUB/AmHJNJSCToqJZjPPFJhIfRBFH78ibIekL1Wbr1CXp36hIoGvCNsEJaPQT9oPqZZzLkLbJ+BChef6pqvfyg3LdKep63KXPulfSbaduzpkFZmc3gQYUIBi+88ILSdZ/4xCdw+eWXGz0jNIEpQNUOLdPusDs5smMSTWqyyd+vGc4T9RZ+qhodnhaNW+dsf13qZLJ4iEyUfqDSn+zkrcI/oHkOUk4P8wz2b1cdPRKiispzQYMEL+PG0PfyxlIkkfasp4xXpAMdAVbXPE7O8fqcbR8dIUkZPvrar9DqpTEn4H0nvG9dt11aUVgaKpQC+RmpKJfLyvnBvBAKQIoIbbwBooW1S6Opn4MQzgJHgwImkueMpv4cbWg1ArGphjVEY3DzzTdjm222QTKZRDKZxDbbbIObbrrJV5mhAKQI2WLC7rRF2hqZqpi91uR6r+OtiIaTuwX3i9TjXjwvv9weVYh4LqrlyswG7DUi7WMkkdYWYOrxLYrMHl7EX1WBUJU7xZap+q6iuUJ0Last5tVJVgdhvXSF0Tr0vZe5mTfeWB6X7P1VtHteXKoQzce8efNw5pln4pBDDsHvf/97/P73v8chhxyCs88+G/PmzTMuN+QAKcA1aALmPujugnTMJWMBwvYz6CMvEwWNICZLkx2nrgAmW1h036Fyj94i6PdbVDXZ8a6th4ahWcRo0bfJbpK0nscbI7L5TYPMHPScZvI8L2Gft+kxNn/GwqW0nrjhhhvwy1/+El/5ylecY4ceeii23XZbnH766fj+979vVG6oAVKE1yBlOT70cd7uhDehkWu9dvmjicwXxAIZVB1MTUYi7YPoOarHZdf6WVhFHBpeuX4XBz9gNSW88cXCqSPj+SWte4BmORmniG1L1e9GRTCXCWba/ca2R6Ld/aOImudyuF/0mFMZh6L5UDSfNgKjYR5udeTzeey00041x3fccUcUCgXjckMBSBFeE7DonIigyApFokEsKiOEf3ip18mxek+qst29DF6mLBMByXVPor2pJgHVtvYye3jCD6EbqFnEnfoExEPyMsOKzim3AyvUkPZgw08oOiPomARFY05Urup86lWeTpuGaD6OOeYY3HDDDTXHf/GLX+Doo482LjcUgCQYGMq7/g9K86J7/6gbrI0iwirAVLg0uU+VWyLb5ar2PbuL9tJuqZqZAjH/Ejd6H2CFPJ75S7csGqI+8BKEdMrW0TiKNH484Y8uM7C5gvRZwORyLyGevY7VGvHOiaDD7QoxjPnz52P27Nno6OhAT08PvvCFL+Dtt992XTM0NIS5c+di4sSJaG9vx5FHHokVK1a4rlmyZAkOOuggpNNp9PT04Nxzz9XS3hAS9De+8Q184xvfwKxZs/DLX/4S0WgU55xzjvOjA2PD5ZIlS/DBBx9gcHAQkyZNwtZbb41EImFaXEtiz1tfUlIjy7Q3gNiNXTRReT2Tt/ORwZQLUQ8Ohaj8ej+LB1XBUsaXCZLjIdrFqi58uvwg9hpSxvBvDyHFhA+n6EavqwWlBSLaZMYeV+0r39ozoOYdTfrHCzzBj2dWUgLpb9KvbB9RgqtMcOGeY8uW3Cv63mX9x55XEYTqOXeOJjz11FOYO3cuZs+ejUKhgAsuuAD77rsvFi9ejLa2NgDA2WefjT//+c/4/e9/j66uLpx22mk44ogj8NxzzwEAisUiDjroIEyZMgXPP/88li1bhmOPPRbxeByXXXaZZx3eeOMN7LDDDgCA9957DwDQ3d2N7u5uvPHGG851kUhE6920BKD//Oc/uOGGG/Db3/4WH374ocsX37ZtfPazn8VJJ52EI488khu5caThvUd+g4hlB1IWOzHxoMvv0Nk9mqBuAz/gxJlBwa9mzutaLwHKVMBS0TwELgT70eAYCE7cdki0IwKxcMQuiKpjSld7xNNG1FNY5pXLq0sgkERhDxqs0CbiqvmhBKgKUiGG8fDDD7v+v+2229DT04NFixZh9913x/r163HzzTfjzjvvxOc+9zkAwK233oqtttoKL774Ij7zmc/gL3/5CxYvXozHHnsMkydPxqc+9SlceumlOO+883DJJZfAtuXr7JNPPlmXd1OWUs444wxst912eP/99/GDH/wAixcvxvr165HL5bB8+XI8+OCD2G233TBv3jxsu+22WLhwYV0q3EioqqjZSZa3G+VdTw82Xf7HaID0HYM2kxmUJ+s71d2mF7wmXK/JXqYllC0oKmVrLXqqJFla+Amgj1WFQ9VFk71ORUvImiZ1NG9emhqZQMWWp2smdbU//besfzQ1d8Kyq+C1m4gXxB73Eih5baza3tL3GUXo7e11/ahkWl+/fj0AYMKECQCARYsWIZ/PY5999nGu2XLLLTFjxgwnmvMLL7yAWbNmYfLkyc41++23H3p7e/Hmm28q1bVcLmPVqlVYvXq18vt5QVkAamtrw7///W/cddddOOaYY7DFFlugo6MDlmWhp6cHn/vc53DxxRfjrbfewlVXXYWlS5cGVslGYcGCBZg5cyZmz56tdZ+pylnn2hHP+9GFPbInHpW+DUqDp7XoccrzEqwC//YMBZ+aejY5oKaKNpcH0/b0q/1oNFQ0h6ptyM6vsm+4Xpq2VkGmUMZgoeTrJ1OoWG+mT5+Orq4u52f+/PnSZ5dKJZx11lnYddddsc022wAAli9fDtu2MW7cONe1kydPxvLly51raOGHnCfnZFi+fDmOPfZYjB8/HpMnT0ZPTw/Gjx+Pr3/96zU8I10om8C8GobG/vvvb1SZZmPu3LmYO3cuent70dXVVdlVWbZ7sNlpbnJF2WClr1WdtBqqiiW7cpE3SCNRrUskkUa5L8BymX7TgcjEIdqd8yZnPwIKfUzFrOP13fE0lr4XDd2YMqJ7NCHTxKmYoUTmI7pdROXJ+l02fnl1UKmrm59lmABVpU9YjQ3N3yHHTCEwf7NmYJXvvYb309kDaJo8/WA0mMuWLl2Kzs5O538vHu/cuXPxxhtv4Nlnn6131QBUNFS77LIL+vv78bWvfQ1bbrklyuUyFi9ejN/85jd49tln8fLLL6O93WxTFUZv0kXOjBypajIRDaqRPtCUUSehy69AJSNmmtzbbPj+nth+aoEEujw+Tiu2PQsTM57oGm2wmx8Ds1ez0ax+Hg1zcmdnp0sAkuG0007DAw88gKeffhobbLCBc3zKlCnI5XJYt26dSwu0YsUKTJkyxbnmb3/7m6s8or0h1/Dwk5/8BLFYDG+++SYmTZrkOnfhhRdi1113xXXXXYcLLrhA6R1YGDGVV69ejblz52LmzJno7u7GhAkTXD+jBSq8CC+ekK7K2sSUxj5H28TQghNcedV/givMB9eENi/x+kQkGLFQvZc9Ti9+Iq6JTOPoVSb5X/SOgU3yLD9Io09k7WTCwxJpdXhaCJanx453ntbI6z1E16jyjdh7tPtIZzwErRWWPFuFc0WuURV4eONGVr4JRoKQ7QflchmnnXYa7r33XjzxxBPYeOONXed33HFHxONxPP74486xt99+G0uWLMGcOXMAAHPmzME//vEPrFy50rnm0UcfRWdnJ2bOnCl89p///GdccMEFNcIPAPT09OD888/Hn/70J+N3M9IAHXPMMfjXv/6FE044AZMnT9Z2PQsRvPrUVVbAKuoRj2w/0NFtfLuqiUIGL7OV6HpyTz2gQpr1ZR4L6FsKWsumKoDw7lNtCx1TN+9v3W9LVcPs0vboxGMKyimB803oaFe95k3WBChsQw+Npc78HEmkUS7klK4diZg7dy7uvPNO/PGPf0RHR4fD2enq6kIqlUJXVxdOOOEEnHPOOZgwYQI6Oztx+umnY86cOfjMZz4DANh3330xc+ZMHHPMMbjyyiuxfPlyXHjhhZg7d67U7PbOO+9gl112EZ7fZZdd8O1vf9v43YwEoGeeeQbPPvsstttuO+MHj1aIBl7L8n9oBLFgtYAphIcaDZlgItZdbE2EAxGvQcQNES1wtEaB5VGIdsq8d+TdK6qz65xOX9OLrZ0G+lbKr1cAy4dR0aDIymIhE5Rk2iIvTY+sPB5k3yWPFyT9jmmTl2rfsZo70/FNHBs84gCpQMbNos/zzIeV58gFutFg3goKJALznnvu6Tp+66234vjjjwcAXHvttYhGozjyyCORzWax33774Wc/+5lzbSwWwwMPPIBTTjkFc+bMQVtbG4477jjPHF69vb015Goa48aNQ29vr9F7AYYC0JZbbolMJmP80JEG2SQrgkzN7kWWbOTgC1zYUpkcm5FQluZuKTxbViav/4LQQPi530+ZOgu1EF5tSgs/5H+f34CKSUlH26Yq/MoESBOocIB4gqzsfuH3S7e5jPdTD2jwJ1V4kjXvXX23evTRWAYd70+EZDKJBQsWYMGCBcJrNtxwQzz44IPaz5bFFIxEIkr1E8GIA/Szn/0M3/ve9/DUU09h9erVNbEExjp4dmuV61TLCxJjZqejme+J3kHK1PG8e8k5FVW9qDze/yLuiegalr/CExi8+j8QfolsgfWx+Kq0h9c59hoVYcTrnGyxpXkuXou87nPp8qUaoEanorHT0rAWsnaj34XVbOpo7dhnif7XRShU1Rflchmbb755Dc+Y/Gy55Za+yjfSABG1E4n6SFc2EomgWCz6qtRIhu6CorJwjhkhxQTVaMB+oco5YP/X4YQEwffwut5LiJKVp2QyozU3dMA8U68wH1ogWV1Fbe1lTlQxR+mc4/W7yDwpvC/RjnJvrclQVIZU+A4gD5sKXHUgmh87LdUCmW4IeYIwT2vPEzz9asDDubm+uPXWW+tavpEAdPTRRyMej+POO+8c9SToRkv4o25A8RbCFuQIqWhUvO6X7fpVrlEVVujfqoIQe78MvEWDC1Hfyry9coPeQS41zWOyurKLoJ/xLBKWVIQn0fNNBWiteSLg6NsqcOqXaK8VfDz6VyRwi/pXqR4smFhuI2neHSwUUS74UzJkfN7fKBx33HF1Ld9IAHrjjTfwyiuvYIsttgi6Pi2FcnYQ0bZxzv/CnbBBuTXlMedH0oCUogWFHR5EJFrVhdNLo8BqHXgaCpXFUMY54j2DXqRl7ycS0mruowNK8hKbsnFlWPIzbyFkx5IiR4t9T15b0GY/L+2Q7ngUadtkmjReH8jeDwCQ7VcSroXvwWtPFU2QSGNjMvfRQq/gXlZ7w9bPUzvJOSabS0VjMERrgFiU6gkjDtBOO+00IlNdNAuhnZhBkLvQBrlae3IrPCCbiL1MnqqLpgzsouAbKgTaOvJNdPrBtM+8hB4lLZkAKoKXarnK/aki8Pg5rwqfqVBE7e7FcRNtGnS4ROFc3jhsvfXW+O1vf4tcLie97t1338Upp5yCyy+/XPsZRhqg008/HWeeeSbOPfdczJo1C/F43HV+2223NSm25SCdgDhJ/XQnMtE9Td2FNMKNvU7lB605U+UE8a6hr5Xxf2T3s/+rmHhk53jPlWmluDtpohHgaW54QfPoY6z5y+d3wDMHeo1BHv+H3CvS4onAW3DZ/13nqlwe9ptQMYvxNInsu5GylMYATyvHansMot6bQPiuAFdY4n2nOuZjtizeGPXSLIWoP66//nqcd955OPXUU/H5z38eO+20E6ZNm4ZkMom1a9di8eLFePbZZ/Hmm2/itNNOwymnnKL9DCMB6KijjgIAfP3rX3eOEXe0sUqCDgdHCD/gTcCyBU+26Oo+Swu6GeLrDBlfSfc9Zdc3cgEUCUZ1rQ8tCHmQlRsKDXOoCbzakDVdhvN847D33nvj73//O5599ln87ne/wx133IEPPvgAmUwG3d3d2H777XHsscfi6KOPxvjx442eYSQAvf/++0YPGxXQ1JDwdpuyXTvv/lYadK1WHxr1qBf7vrx+lF3vtVtluSo8DQXv+bzrRCp++pyI68PeEygngl1Qyd9kLDWIJ8bb7fO4Obz+kYEVVoX9wSHeynhD7LXcMjl10QatlZOZueokFNFjQEWr56Wt0Xmur2taNOjraMNuu+2G3XbbrS5lGwlAG264YdD1GPXgTZAtiXBA14C3AMkmZb99rGLS8TKj8a6V1Yl7DWOyMYZs4QwoIKLKTp7+rXq/rnZBVVDRKdvL7KUEkTZOxSuPhZ/+IsKwpN9VhW/Z5kNowvWA1tgN58oRD+Ns8O+++y6efPJJrFy5EqVSyXVu3rx5vivWCihnBxGxbPdBxY9eZFsm5+hr6GO8hdWFJu86Wlp4q0Pb6PJu6PMqYAVjVjPgtftXMZPIFgKv/pSel8UBkkHTLdovRH0lWkBlmjQRVDRIoj6Wlelb8JGB9ANt+qLPAe5+ovvNoM9E76yiBfO6Xnpfoh1QEJZaem4b47juuuu4xyORCJLJJDbddFPsvvvuiMViWuUaCUC//OUvccopp6C7uxtTpkxxuapFIpFRIwD5gaqJAdB0wRwjuw4jLUoDTSkEKgurDCp8HlFbyEwoKhpHzx1y1f3asx9M2103JxUHqt8Iz+Qkus4EKkIWa35UXsAlz/GlbfRj0jLoMz8aL5kgKNKGOm3DSZGhswkI0Xxce+21+PjjjzE4OOjwfdauXYt0Oo329nasXLkSn/zkJ/Hkk09i+vTpyuUaucH/4Ac/wA9/+EMsX74cr776Kl555RXn5+WXXzYpsqWhOymq7CDZARgOwtYFzdFhj8ug268y7o+oTE+NIed+0fcpWqxdUHGlpq8hC2VQLtSaoNvLS5sialfe/SoLMA+y86L+5pWhzdHica1In9B9wwpF1DXOs3TI7baEQFwtR2WcyIRLXj/yhEQVE7DJOG80hoolZAr+foaKJe8HtRAuu+wyzJ49G++++y5Wr16N1atX45133sHOO++Mn/zkJ1iyZAmmTJmCs88+W6tcIwFo7dq1+OIXv2hy64hEEMKJyq5eZyId7TA1+9QTIpMSWye67qKdrM5kzD5PNFmLNIssvDQVRu0rWhTJ8SrXhPveDUjKSfqN13ci4Y+9jlemynX0eZmQI/rWeYKx1pzk1b48Mxd7TFA/T+TUvneRWYtHEVBpB926ysZOuDltPi688EJce+212GSTTZxjm266Ka666iqcf/752GCDDXDllVfiueee0yrXSAD64he/iL/85S8mt45JiCZeLTQ6gWE9ofEuqrviesKPho638Pr+FijoaBR0TBBCeJg+hPfyNEAkTUKTwOsTE02E130tvYCSRKUs/yeofjEoR9Vkq3ovT8CUbSJCtB6WLVuGQqFQc7xQKGD58uUAgGnTpqGvr0+rXCMO0KabboqLLroIL774IjcQ4hlnnGFSbMtC187OTqy83YuK+cSFJnJ/jHkGIn7HCOMx8d5ftR959+tyIXjEZRNtgqhePD6Kq2wZT4c5x32uqmt1A74L0cKnwhEStZHIrMg+U7UusmfSv7XMXzzwyM8tApXxwvYZez09FnibGFl78jRPIZqHvfbaCyeffDJuuukmbL/99gCAV155BaeccoqTlP0f//gHNt54Y61yjQSgX/ziF2hvb8dTTz2Fp556ynUuEomMOgHIz+7fz/0hWgP16j8dochE0PIDpbKC0Eo2KeiebOGUXSO7XuWZpvCqiyfYvjIVelopSCIFWfvw+EAy8DYcIZqLm2++Gccccwx23HFHR+FSKBSw99574+abbwYAtLe34+qrr9YqNwyEKAG7g3Cg4LnC7q5VrhX933Aw72dcF80dfdPfm4GIpyWaHGmNjaws2bfBHhcJSaLjqm3IlqXd9ip8El2oeISpeo1R13mNRVXBQqRxIFARUnTbWWSikT7Hq41svubK77v5hZdWk1zD1kllLNBaIJZvxGpa6eOtNB+NZUyZMgWPPvoo/vnPf+Kdd94BAGyxxRauhOx77bWXdrnGcYBCyKHDJQgHWWuCN8GKFlDVPlTV9AQtDPKeq2MuqwGd58uvJoiXVd4vAjanBbn4B8H78vVtmAQ/RHU89K0yf64mRCZaUpd6IpyTWxNbbrmlI/QEkSlemQR9+eWXI5PJKF370ksv4c9//rNxpVoNXnwcVSKqSDsgfI4Edd2NUTvnRkL0/o2uBw0RL4DXlyxfQMQFI9fyNIy870WFhyDiKNH/izgu7E63ZucrEia8hAwBmbbmPXQEqIC0iqLFlH53le/ORDOiYxoPZKNEty+j/VHRcgSl/fEyUam2B9s/PJ6crDxWyxNqe0YGbr/9dsyaNQupVAqpVArbbrst/u///s9XmcoC0OLFizFjxgyceuqpeOihh/Dxxx875wqFAl5//XX87Gc/wy677IKjjjoKHR0dvirWSuAOXGpS0R04ogWULs9rwqmHdsBokmuAd1qrTUxeEzYr6IhAfwO8PqCfo9M3potV4IJmC3BFeCZMmeDqNTZZNNJsGzQhV1traafq8jyduS4oQUxkpg7qGSGCxTXXXINTTjkFBx54IO666y7cdddd2H///fHNb34T1157rXG5yiaw22+/Ha+99hp++tOf4qtf/Sp6e3sRi8WQSCQwOFj5YLbffnt84xvfwPHHH49kMmlcqREDRT4Cu8Pg2Z1ZaE9yPiLqihb0VhM8uGhgahCRpsZLM6PC4zAVcnjaGy9TgYgTw9NIeYI2hbEQmFmascCo8HdkYPuMV5aOJlilTvQ1KnXUAa+PWa0kXfdhISg9nMsLUB97RHhi3zXRjgh5Hod7yPtGvbR69NxK/heNEVkfNlK41cFAoYRiwV8gwyGf9zca119/PW644QYce+yxzrFDDz0UW2+9NS655BLtAIgEWhyg7bbbDr/85S/x85//HK+//rorNf2nPvUpdHd3G1Wi1SEcBApEaPZ/VSFDe/CNMNfywNDA9+YJsOw50X2iiZWdrGnIJmdWgBYJNarfUdDaBQdefJM6aIm83lkkvOi+ux/TkMzMJvomlOtIjwmDmFtK76Q77nIC+gRdDhNOQSQ0etXR9ByBp8AZZoFvOJYtW4Zddtml5vguu+yCZcuWGZdrFAgxGo3iU5/6FA477DB8+ctfxj777DNqhR8pPCYXL7uy6bl6wWgy9zERBGVyq7dGQSSciHg2vH730vKp7vJ1zBaixVWmxdIWBDS1P+xzPcsJGLJ3q5eZ0Y9JW6bdM4aT3iLl/HaeQ5m5ar4PkRADKPdfJJHmcsO8+oX+ZnnfMHtMNp5kY5OnFQvRfGy66aa46667ao7/7ne/w2abbWZcbugFZgrJboU+LjvmtdjUXQXr4e5et+dXn2tUNkfgqrew6MVdEO2cVRZbUZvzyuKZTFlNEluGimAjM+sEBW7ZdEwZ08zygmfJ4GWqEpl/dLQH7Dj3U19jeAklRKChBZvq39I62Wm9PrJTTrnl7GCN1k82jlhtGGvW4vWNqjZTNKbYa2oQan8ajv/93//FUUcdhaeffhq77rorAOC5557D448/zhWMVGGkAQrhRr00OToLkvHCJZkkdUwnvmCy+29wahCdxY/9W3Yde1xWhpaJglOfQIWbRLverp+GnRKnxqgzZEJqvQQR3X6j7/PdZ4LFuqKJSQ3/sOe8wPYV5zm1Aq8aiVpXc66i5QkxsnHkkUfipZdeQnd3N+677z7cd9996O7uxt/+9jccfvjhxuWGGiA/8Nit8gaqCm9ERN4LHAHsZALR4pjUI6iAeQYQLUw87Z7sOvY8ew+P30Puo3+LOEUiraSOCUAIGflZ8Exn0ZXxQbzKpPtVo495bUb/FgkpIm2QqnaBlCETZlTqoGoirYFXe1oJoJDln7NTiFR/I5ep/CYaHIU+cOpK7nXKTbu0QKJxwJalokmT9atMEGX7SlSPEM3DjjvuiF//+teBlhkKQE1AEINKZAppGQQggBjxUUyeqXCfaJepo40RCb86i6luHXnCUUOhG3CvweYF1YVVF15mxWYtrtL3JUKKhOsTSaRRboHwBixUtJ1NM0WGMEJvb6/ytZ2dnUbP0BaA8vk8UqkUXn31VWyzzTZGDx01kEzWPB6GDLoTYisMVmmdm6VdMnm+4Fovbhdv18juMkUTs8mOVybgiLQEdf9O6N08+dskz5Sq8CrwGvICb8Mg6iNyvU55suvY652yqy7g5JhI+0Q/R3meoN3UBY4DkfQ473IoojT3GSp9oBk/iNc3qlobr35l7+U9k3d9iMZj3LhxntGey+UyIpEIisWi0TO0BaB4PI4ZM2YYP3BUQVPj4EW+bBZ0hC8vdf5ogkqb1KstZOYSU41EXb6xFtQGBA1VsxcA6ZzA64OWGUeskKIitBhsciIJ/+k0tL5lTn+EmqCRgSeffLLuzzAygX3ve9/DBRdcgP/7v//DhAkTgq7TiIfOblw2mL0m3qAWtUgiDSTaUe5dqWyOqfckYfSMBplPZLtFGYeEdy99Hbt79fJQoZ/ttYPVMcX43gkzWiBXGS6PI6Y+usH1NCEyG6sKOLy+8YJUQDYUIJTAK5vTJ5F4EmXCAcplgPS4Wq+w9LgKT8hKVPk8aW3uFbceAuGZ116ydnTmpM4ex7t0eOy0K81tqvysEI3DHnvsUfdnGAlAP/3pT/Gvf/0L06ZNw4Ybboi2tjbX+ZdffjmQyo1U8BYU0QBSETjYMlykUkV4ChSmbukBw+TdGgEv8rAOeIKOSrleZjNdeC4oXuUrEqGV66pBrNaBCR9EF04/Bii81UO7yC2PEKF5JjGiCbISxs+LKGiT6G+OZ/aq0Twn2p2o0qbjomW0b5rIFIooFfxZYLI+728EXn/9deVrt912W6NnGAlAX/jCF4weNiqgmf7CFEEttvVAPetipGHi9YmOedKABM0TTL3ul2l0eBpD3v1e1xGIOGiq7aqlaSBCi5c5zE5VFtLBdfLyAobsm+IJGTy+joi/5QXZtcrlKGpn6etFwqRThp1CJF5JVxRJdaKc6a1og/JDlfMygcfE7Ml6m0m0PzKNKo0avg8njQb9P12eqnDZSvPuWMOnPvUpRCIRh+cjQ8M4QABw8cUXGz1sVIBMLE0IhuVHOzKqB7LfIHoGPC4/2p8gr/ciUKuYz3jlaJNtCRgXZxd43kWsOYRevAMeYyZcNxXTC7le9xnK0NHOKrSbSytj2cPH80MVIYjW2BSyiKS6hq8B9AMhVsuR1senuZtLMudcy25EgubahQgO77//vvP3K6+8gm9/+9s499xzMWfOHADACy+8gKuvvhpXXnml8TOM3eDXrVuHu+++G++99x7OPfdcTJgwAS+//DImT56MT3ziE8YVGlFQjAE0YgZSi+S48dVeDXgHVZ4UDVZNT/8t4+DQ13hdF+R3pl2WiudXDdG2ceNCxoFi/xdp62SCpaqg5HUtfb7u5HrLdml6IvGkSyCqXJOoHCvkKv+TWEABjjOv8cK2h4qJ2IGCZnekmsJGOzbccEPn7y9+8Yu47rrrcOCBBzrHtt12W0yfPh0XXXSRsVXKKBL066+/js033xxXXHEFrrrqKqxbtw4AcM899+D88883qsiIggJXQbTgyY4RNE1gMpjQxtrkISPOihbLeoD3fJVFk/0uReVIwfv2aa2PPWymcwQ3WbRhOrAeQQMEcS+BUnSMPce2u2wxV4FoodcqRzA/uQRpWRBEwDGRARXtUI1wpIBIIs1PueEh/PIEfloj5/Wti9rOpG/G2hzXivjHP/6BjTfeuOb4xhtvjMWLFxuXayQAnXPOOTj++OPx7rvvIpkcHiQHHnggnn76aePKhDBEQMRR1YGudJ1KRF+DZ0thGCMmaLALmInZS6ZBlJFFef+L6qcK7vWiVBgq/JCqMOR6L9YDrA5k6HqRxknZokWbfTaPmxIYNMZA3K5ogOJ2VbChBBxa+HH+p3lBdYyyXi/IzFoyzuWI0eDXEU8//TQOOeQQTJs2DZFIBPfdd1/NNW+99RYOPfRQdHV1oa2tDbNnz8aSJUuc80NDQ5g7dy4mTpyI9vZ2HHnkkVixYoXS87faaivMnz8fuVzOOZbL5TB//nxstdVWxu9lJAAtXLgQJ598cs3xT3ziE1i+fLlxZUYUNFSrdR9AAaqiA7vHq07MeS21dgPzgKkIE7zdqOounuWR8LQJot0urywvzo9sohcdq7mGcEA8XK1ddSSLJ7WI1rwT3a91FGBF2gBVfh3vGlOTlcyMaUpgByBuP0oTl7Jj6GxPIWXHKgJOIQdYCRfnx4FlOwJTIMjx35vtG1qAZNtYpz3o8kX9J/t/rGNgYADbbbcdFixYwD3/3nvvYbfddsOWW26Jv/71r3j99ddx0UUXuRQkZ599Nv70pz/h97//PZ566il89NFHOOKII5Sef+ONN+KRRx7BBhtsgH322Qf77LMPNthgAzzyyCO48cYbjd/LiAOUSCS4YarfeecdTJo0ybgyIxYG9nAVcit7nfSeBvJ3wh0RH82aNFWEGhM0jAhKE6cNc33pgGeeVB2PvP9F5akIRV7cIV+gBUqJyaktEUPNbF7VBkWAGp5QWbcedDRpSZoNVcjaW8Qn0mnLuhLaRygOOOAAHHDAAcLz3/ve93DggQe6CMmbbLKJ8/f69etx8803484778TnPvc5AMCtt96KrbbaCi+++CI+85nPSJ//6U9/Gv/+979xxx134J///CcA4KijjsJXv/rVmjA8OjDSAB166KH4/ve/j3w+DwCIRCJYsmQJzjvvPBx55JHGlRlxkARuUx08XpNfK+1EeDtnaf00eFIicNsw6EXRUKNEm6Jo7YEqd0OFJyQzdfGeodOmKmRuIYgJjCysjDdXzb2Ea0J+88xgKvCh/fNa2FS1OLKxLesHHhma/FbRSgQCIoBYCbQlYmhLxDCh3a4IPMmOynPzQ5TGTp/34wIJfUDKk8QEojk+IrMv+Zv+TZ/nnWO/d5GgxNZjLAg/vb29rp9sVswJE6FUKuHPf/4zNt98c+y3337o6enBzjvv7DKTLVq0CPl8Hvvss49zbMstt8SMGTPwwgsvCMueN28eFi1aBABoa2vDSSedhGuuuQbXXHMNTjzxRF/CD2AoAF199dXo7+9HT08PMpkM9thjD2y66abo6OjAD3/4Q18VGi3QIpW2KHzX2yDBaFMQUDoTQL3fVUxPvPNBEWx9gZCWs/21nB+epoEsggxq3pfXDw0yd/ppR1MibTk7WB8uHA8cblbKjtUci9t2Df+HcIR413s/N1MRelmytUQjVa95QYWS0DJzkgQD+SL6ff4M5Ctxc6ZPn46uri7nZ/78+dr1WblyJfr7+3H55Zdj//33x1/+8hccfvjhOOKII/DUU08BAJYvXw7btjFu3DjXvZMnT5bSZj788EMccMAB2GCDDXDKKafgoYcecvGA/MLIBNbV1YVHH30Uzz33HF577TX09/djhx12cEl3YwKa4eB5OxvRzo/1ePAcmJpaEbZMlbqZmA4Cg26yTNXrRdcJjst2pqJr2Z2rjmZQpkkQfR8yDUfd+kslCSotBFWDIda8Xx3NuCLNF/tdq2hvZOdY/h+reeJpILQFH6/vWyY4VoMg9nQksLKvKphU+yZlx5An11FeYnHbRneHjd5V1XfKaZonSVkCExjbXrwx49X+qtfS5fLO0XXiaqRaJFxIEFi6dKkrk3oioc/xKpVKAIDDDjsMZ599NoBKEMPnn38eN954o6+UFrfccgtKpRKee+45/OlPf8JZZ52FZcuW4fOf/zwOO+wwHHzwwb7ScRlpgG6//XZks1nsuuuuOPXUU/Gd73wH++yzD3K5HG6//Xbjyow4aJp4VBcfk0VKdwIdCTsdF3QnnAYQw1k1OSu0iIQYr+/Ci6ws6mvVb8DrOs9yNDy1HKGD0Sp4os55wQC3yUX3Phlkgo2OqVIK3XbhCKdtVhQ9HQlMaasQnGlvMOdvVISiGu2Pab94mMDo3/TfKuZfVegSqZU0lSMUnZ2drh8TAai7uxuWZWHmzJmu41tttZXjBTZlyhTkcjknZA7BihUrMGXKFGn50WgUn/3sZ3HllVfi7bffxksvvYSdd94ZP//5zzFt2jTsvvvuuOqqq/Df//5Xu+5GAtDXvvY1rF+/vuZ4X18fvva1r5kUOSZhyoFR2b2w1/shY8qe43lPI0wY7DNYF21ZHQwnM5lAIhOK6PM8zQ3vObwFwUSAracALkx+SqOQHRaERK7wIvd6ggAWH1WuDw9s++toRXX6TrkPRG2l4AU2rS2BNiuKaW0JR8BpS8QcbRDt9dWWMDB/yeDhBSaDTJOnUoaMqxeYgDqGYNs2Zs+ejbffftt1/J133nGCGe64446Ix+N4/PHHnfNvv/02lixZ4kR2VsVWW22F73znO3juueewZMkSHHfccXjmmWfwm9/8RrvuRiYwUW6ODz/8EF1dHBfKMQo/WhaR+tXEvKFjclGB1uTciN1SPZ6hmO+NhtcE7DJZdfa4kjl6kWrp8mX9LFTbS96BJ4R5liHIM8V991wGZYn7dMWkQt3nZdox7G+vNlHVNnhtFrxMaF7cMD8CGhes9qfaF5NTcXw0kEWbVdkHczU9ALo7bGRyRfR0JPBvXvlefZLL1HLAiOdf9V4d86yqZlV2v8qGT/rtjyItkAr6+/vxr3/9y/n//fffx6uvvooJEyZgxowZOPfcc3HUUUdh9913x1577YWHH34Yf/rTn/DXv/4VQIU2c8IJJ+Ccc87BhAkT0NnZidNPPx1z5szx9ACToaenByeccAJOOOEEo/u1BKDtt98ekUgEkUgEe++9Nyxr+PZisYj3338f+++/v1FFRhwaGIumlVFPwmKrmulojpYMPE2PiVASNHgaJdF5Y9Auz2wU6HgS5UJ2+LjMNdqPKYxZqGTaVBVtgkg4EXGARIusS7hUTKcjhOh+USJUyrsrbcUwrS2B9njFG4wIQHHbpgShyt+ZXNERlGRmLOfZdL3o6wV9rfPNibRuKkKpqWDZyvNRI/D3v/8de+21l/P/OeecAwA47rjjcNttt+Hwww/HjTfeiPnz5+OMM87AFltsgT/84Q/YbbfdnHuuvfZaRKNRHHnkkchms9hvv/3ws5/9TPrcr3/96551i0QiuPnmm43eS0sAIvk2Xn31Vey3335obx8eZLZtY6ONNho7bvAK6TC84LUbZbkEskXX7+A04ULUEzKNiLYGqgFB9XgLJq//hq9vr7lGBF7feAlVQUzWNWWwCxsZAzYj6OnEe/G6jjzDZNctSZjpBV6/6B6TfQsyuDSFXvXVaJdydhCR9DgnqnObFcXGHRWTJBF+prTZWEqZw9oSMXQkLGRyRXTa1rBbPP1clTQmkpQbTt04nDoeT0tEIveaw+gx6kUjkGrdx5j2BwD23HNPlMvyCFBf//rXpQJLMpnEggULhMEUeVi7dq3wXLFYxGOPPYZsNtsYAYhkgd9oo41w1FFHuaI8jlo0Wd2pojkIancSuHaiTkHsmg1VDofIfFXODgo9zGTmM5U6sKYr3W8j8L6ld/+0GYSXh4rdVAQ89mS8HdPyWJOh13WBwG+7VEnO09sT+Oe6DLqTlWVgSpuNTttCd8cwATqTKzp/t8djZpGg6b4myVQJmjC3emnoWDNyK8w5YxX33nsv9/gf//hHXHDBBUgkEpg3b55x+UYk6OOOOw5DQ0O46aabcP7552PNmjUAgJdfftmIiT1iUafBK9Mq8NCSA9RHcEHfz6R3pnU2VdITpMouX+aBwgorvB0xr2wZCVf325C2v+h7zw0COaruuUyNecshP1s2YDGxZsi1MkKvSNugCBXBkmcO89p4iMD2naoAK6qHCwbxkkh9SLun7BjGJ+PoTlroTsbR05HAtLYEJqcqf/P4QI4JTFcIKlCu9h4mMKKd8RpLpoI9S3RW4YSFaB0899xz+OxnP4uvfvWrOPjgg/Hvf/8b3/3ud43LC7PBe8ErtkkD0GrmKRrG9aqnYNIC/CzVydOPdqalvgk77ckNqUmoCajxSWT/G8KPKUy3DNF9Teu/ahTocVXhZ3wyjqnpitanPV4RejoSw8YBIvj0pOzasnhQ6SNB0lye0BiEQKpy/0jBQLGEgYLPn2Kp2a+hhcWLF+OQQw7Bnnvuic033xxvv/02rrjiCowfP95XuUYC0Nlnnz12ssH3rRSfa8JC6znIA0gVIAM7eUsnFJlLs2AnbzxBifIeNYD/QyDjDcg8e1wTPcUN8uIqiLRPfqDFr+KgnB2sFWp4GgM6xYIXD8jLNV4BPOGRx7NR5d6wi7OO1rbmXKLd1ZdKZheetlN0jnkmifGTiEcxPhlH0opiciqOyak4AKAvWwBQEYJSdgybdVUSprZZUVd8IGG9ZGPOTlV5YuaCCI8XRI7rgjUX876HEM3D0qVL8bWvfQ3bbbcdLMvC66+/jptvvhkbbLBBIOUbucH//e9/xy9+8Yua42MqG3wDYMTtaTWCnkF9fHOaBLvLRoPnGUT+DhojbmdbyCGS6kI5UxtPrFG8O9EiKuo3HrzMkV7HAThu4OzzjPtUZvqlBE/bqmiBEvEo2uMxpK2KkEO0P47JCxV+UMry2C8HsPlS5SEGCRUeV4jmYIsttkAkEsE555yDXXfdFe+++y7efffdmusOPfRQo/LDbPB+EOQkTU36pt49fgUHU5t60IuvVnmsp1e9TWsSt2p2ImUJySx4u03iHaay8HppIVRhLGizbZ3LiMuxbJQzvYgkO6qk2Fwl+WZmPd8MRtq6jhnhCXjt5rUQsu2vSl5nz4naXlsQotuJ9AudrJagqo2b0G6jLRWHHY8ily85wk/KiqLNimKgUEKnbTk8oGltw6kycrxnEtDfBXuumgpD1wOLHJPdR2tvVIUYnTEWojkYGhoCAPzoRz/Cj370I+41kUgExWKRe84LYTZ4GWxBptkGmL5E6t16cBJ0ob1Lqmd7tZDGSybo6PITvBY/3eOqzw0UdmpYuCnk3MRnyxa7RvMW8hbidfn1DOKNZe0yVVzPBUjZFdf2dNJCOhnHuI6EI/x0J+NOhGjAzQVKWxW3+Eg8yQ8vwYZIIFAgTfM0aSpOBV7n/CLUCDUXpVLJ88dU+AHCbPCtg0Yt5AEsJH68jDzr4FU/nXubvGjyhFjP9mK0gDrlBwHTMqWaDl52caIFEi2OAY8H1feiBU8vDQ/Pm0imvTWpr3Y5NVo5qhw7hbhtV+L7WFG0p+JIJazKjxVF2qp4hk1OxZ0AiVPTNtrjMfRXs4c7nmEaQinX409UX/ZegdAZBPdNxZsy1ACNbvjKBv/ss8/i9ddfH73Z4HMDbrImgcbkbKpGFZmYTAekU46fDOk6kPEQZGWLwuKrBDVkn6mbGT4g8FTxXouozMNLZiYJGr6+r46J/HP5If1kqHWAKrmZFWxE4Qd499DPIudE16jWQwuccRfpmOgimqfsSgToWCyKZHV6S1sxTKjGA0pbMaCaE54IP5NTcaR5HCCRGYxCOT8kry8HMm2qCEHQA3S0sCHqi/vvv1/52oZygAh22203V6jrEMHDaAcoCLIXRDnK99JgyxGVXT2uzXlgj/EEL/Z60/fz0S4sN4g+BvjX6Pj1gvGE6N0FPBMUsq7UCwCoNAs2hOsir//qIMCyHkAEbHvwNiOmHkgqfDBjrapC3CsS34eYuGKxyu8JSQupKim6jeIBAcOu8cp1YEG+g6rJU0e48+ParqsxatQmI4QaSOYJgkgk4opGTecjNTWDGQtACxcuxJNPPomVK1eiVHLHFLjmmmtMiw3hF0EtFH7KocmrOrmcvLQ7Xtfq3M9CVUCSlONF0qSvUyHOBrUDDYzMqZi3KhJPDu/6C1lEUsMJklN2hUdCIgxH4knIA+wj2LQznH5lBRtdbZyIqMtrc54ATN/r2U+q36WgzUhqCzamz/hkxQV+YmcCE6t/fzyUx3u9Q9i4I4k2q+Iyn7JjtVpxL+0sHQlaIReYrB28tOEqmlP6fh2yu4MxmAy1GaDlisceewznnXceLrvsMid7/AsvvIALL7wQl112mfEzjASgyy67DBdeeCG22GILTJ482SWJ8bLEj2VoLTzNGFhezwxSExRUuSrPtBXNfTqoR5kEiXZ3ioCRiqrGxxFsGKIznXQzT58g2cF54HG7AugHntDBCp86HkW8MllvwLo6MYjGGxE6rISj/WljzFldKQu2FUM6GceEpIXBQrFqCgO6kxYyhRKSxEWeaPV0BVOPeE+kjUQaOJV7VRAIl6iJQtBAvoScZU78BYB8fmQFQjzrrLNw4403uixO++23H9LpNE466SS89dZbRuUaCUA/+clPcMstt+D44483emg9UC6XGyN81fPDb8aA8nqmaZ28Jsd6v6tXLCBamFHNP6UZX0jGA6oh0PpI3Mm7T9Wk4svcwisvnqymu0gA+aHK72SHYwZJUYk2e5MdwFDf8M20EGTKIRNA1M5eWgT6GlVOl8iU4tUnSnw/WWgAQSgIR7CIJ52UF0TLQ2BbMYzrSFQJ0cOCD2v+arOiw0Kt6lzICMH1cD3nadVEz+Fp7HgaQKHAGmp/Go733nsP48aNqzne1dWF//znP8blGnmBRaNR7LrrrsYPDQpvvfWWExSppTRPLeCy23Q0qg28FsmwL8zhx1uvCpb8zOaX8lt+PaG7EDfdZZoV5AHAdmtUiObnE+1u77u2VBzx6rlxScvR/gAVUnTKiiLpFQiRA6+YP/Xs50giLS3fD78oRGMxe/ZsnHPOOVixYoVzbMWKFTj33HPx6U9/2rhc41QYOint64Hvfe97+OIXv4jTTz8dJ510UuMe7GdhbYFJXQmN2OEE1RaiuvK8wejjtDZHFL+EraPtnlBFbrPsLl72P1sWT0Og6z3E3m8EL+0dr91l8V6q5zK5Ino63Nc5QhKt/SGw08M/dfouRYu0zGzF4/qI+pa9TvZM2XkHom9UkXPXZkUxLulW/qeTFpK2haQdQyIedTzCaFNZIs5JhkrHauLA1R7VuFCud2MCi3p9tzLTJLf9GIK+TDtHn1eN3RWiMbjllluwbNkyzJgxA5tuuik23XRTzJgxA//9739x8803G5drZAL79re/jYMOOgibbLIJZs6ciXjcrU695557jCukgquvvhqvvfYaXn/9deTzeXz2s5/Fww8/jP33379xpjCTyXgkqE4bYdsOgNSqBfqd2N/kPAuFNuCRYVUncNExL0JuoxDp6Ea5b5XZzVYCcdtGvirY0PmjaA1Q3LaRL9iVeEB1hmo7ihZYL8K6V5k6ZkktqIxVO+XwbzrtWgI0AFixKKxYZd60rRhSVgzdVTPZhKQFDFWOd9oW4rYNQQjLwMB++zLzIM9ZIIj2DbU/rYNNN90Ur7/+Oh599FH885//BABstdVW2GeffXyt90YC0BlnnIEnn3wSe+21FyZOnNhw89Nhhx2GL37xi4hGo0gkEjj66KPx0ksvYf/99w++LryQ/M32AhAkO6y3p09gCMIlXcaDEO2K/ZYfYI4xGT8IkLtl09fUbZJOjwNW/cd9jJdugZhYSIA7y0ZnewptiRiWMdlyUnYMU9ps5+/uDhvLcpWAiJFEGmXSvoJgfi5tg4gLo/gtqcRWorUAOq7bdPmm/aN9H29MkXKsREUAsipBDbur+b9oWLGo4xJvxyvmrqQVRU/KxvhkHEOFEuy4wGCgMr4oArRXW/IERvpeFlLBhzNmedo9E+K1C6KsASECQyQSwb777ot99903sDKNBKBf/epX+MMf/oCDDjoosIroYMMNN3Rpnd555x1ssskmxuVls1lks8N7GleeM57GoAXhe8IMCo0SDlVMXyog+ZLYidLA5CITVNjr2IVVJPyYPC8QDK6r7UueqzVlYhAFOyRan0yuiE7bQm+ugJQ97AoPy659ZyLg5AaHn9G3MjDNoaztVIQj3fLrak7x4LlEHOG0kuIibcVgW24uFtH+AEBXewKre906nqQVRZohTjsIWKMr0pKJQhCYkqbJb+1wE9zN0YB2HUI0H0YcoAkTJvgSOExAB0Aiwk+hUAAAxGIxbL311gCADz/80MlRpor58+ejq6vL+Zk+fXrtRSJOSTPg9/miyUr3uJ9n0qH0601Y1uUJicAG/OPAxFTC4wl53aMFg3atMX/xglsSAQWo4f84pq5qzBji/t4er5hRhCBtTART3nl2U+JzbIp2/7pmM/Z/Vosn8k7S5puIeDe8fib9UxWCelI2JiQttKXcwgzR/gBA0rbQUT1POEApK+aQpLn1UW13Oj+cJmRCqdBkqRC3S3Xj4sJI4XOGkMJIALrkkktw8cUXY3CwMSSxYrFYY9oql8uwrMpEmsvlkEgkcPXVV+Ooo47C6tWrtco///zzsX79eudn6dKltRfxVO0ieMXV0TleL+hoUHQWFdG1Mk2CTrBEE3h5ivFMWwbmLq/dqMi9mj2mEjNGC0G0K6/PiIBCLWjxdIf7uqpgNJAdjlsyubq4Osdo4Ylud7YPaIGLPlZHcrSoP1XMW7J7dcviQjNQZ9y2nYCGnW21PCAeJibjjvdXUia48jzQwBEichnPeEC8+3TbR+V64w1GszfAIQKDkQnsuuuuw3vvvYfJkydjo402qiFBv/zyy4FUjiAWi+E///kPfv7zn6Onpwdz5szB7NmzEYvFMDQ0hFdeeQVPPvkkPvOZz+APf/gDpkyZolV+IpFAIuGdsXj4BkNhJWghx3TyF/FvglJl04sjT5Cot8BDP0clyCPLLRHUzcVTqSMC1wABat8K2x4q5xktDYn0TCIGk+SbRNghwk9HwqpGhK4sxFxSrSg4YhAcMgWotr9KTJ+Ggdd3VCTmlBVFV6ri7SWCFYugLRVHyoohbZUqfKGhyvH2eKVvPUnQdJ/wBB6a15UV5P9rILRMnqH2Z9TASABic3TUG3fddReOP/547LLLLli7di3mzZuHU089Feeccw4mT56MzTbbDNtttx3OPfdcABWNUSymGG+kWQhi0ja5X0X4MBVQRORVck7RTTdw0IRZmcDnsaiaamS8VOwyb5emgsf5odrR0VJZCScAYlsihgntNqa02XgTQD6XQ6qqIUrZMcxoT2BJf9blXp3PSbzAZBGiRfUMCDxPJMBbMDLR3nn2u4/5IpLqRDnTWyGeJ+M1/B8WsVgU8aqr/H/7K6JO0homSbclYlhH38ATmr3qyvSrbxKyD8j6taXGYxV9uQKsWMFXGYWcv/ubgVKphH/961/c9Fu77767UZlGAtDFF19s9DAT9PX14bbbbsMll1yC73znOwCAH/3oR7j33nuxfv163Hjjjbjtttscc1ipVGqM8KMrQHgFlZNFePW6T/W4qJ4mz1CByuIFBLeAme7MCK9Ep90EGiIZVBfGhk66ohABCm1ZU89qpOeOhFXh+VTd4UnqC0J6JkH2nJQYOl7wXt9UHbRBLD9LhYxbD5ONA8P3a0vEkLSiGNeRcHF+eKD5PhWBqbJgtllRcTBLUdtTbvitAqWIz6pItAOFNQHVLAQPL774Ir761a/igw8+cPGBgYp3mGkyVCMOUL3AvhgADA4OYuHChZg0aZJz7Mwzz8Thhx+Op59+GjfddBMsy0KpVEK5XEY02oBXUlkgeNoFFR6MqlDC+1sFoiB2utd4IccsEiJBzdRFnQf6GSLCMn2cTNhs+oUmhTnw4zbNhQo52I8WsYoIE+9natp2UigQ1/eOhHuv1WlbroW04kpPB82TmFBVNYkBmSpEcZpo1K3fCLw4iKJ2qLYj6aPxIk8uBlZVQBosFB3392Kxsute1cdIrGS8GGwKghpnftrfd362kBNUd3zzm9/ETjvthDfeeANr1qzB2rVrnZ81a8yFTyMNULFYxLXXXou77roLS5YsQY5RYetWqFwuC4WXXC6HGTNmIJvNolQqIRKJwLZtfOUrX8Hbb7+N3/72t9hvv/34nlsjDQG7k7qgyocx0USZ1meEgccBakUVuYN69CH1jbq1P8PxfdrjMYfrA1SEnYFCDik7hrQVQ5tVWUiJUBS3bWQFkXtdx/xoEzXiAwF8YbSh/WwyBj3mj5Rd0QClEt7TPokITTBUKCEWi6I9ToUvENV3BAoELTuGQwAA3n33Xdx9993YdNNNAy3XSF3yv//7v7jmmmtw1FFHYf369TjnnHNwxBFHIBqN4pJLLtEuLxKJIBqNYtGiRfj2t7+Nf/3rX8656dOnY5NNNsEvf/lLrF692vEG22CDDbD//vtjyZIleO+990xewxxek5PpJKzlTpoWP8vrGKt5kQkjtFuyDLxdoKq7q4r2i9Vm8K6lj9EkS9FxlgCtCuodnYlTcr8sqKGvuCZBaM9U+pX8ptvSptyPq8lPibanzYpiUjKOzvbh/iecn7QVRcqKYnIqXslKTgjTBKR//PJ+DAVsbcGnHoK8QrgFrkZIVhfLRk9HAh2puJQATUBMZGkrhhyVOdzJEcarI6cOdEgA+qeu0OwTkSt9iNbBzjvv7JILgoKRAHTHHXfgl7/8Jb71rW/Bsix85StfwU033YR58+bhxRdfNKrIzTffjL333hvXXHMN7rjjDpeL/U9+8hO88847uP76653YPwDwP//zP1ixYgXefvtto2d6go7uqTOoeJOR7P9m7JxUzVy8/Ewi1JCgFe3+fj3Z/JQD8IMeqgoGDLwmUa8Izw3fifr85kh9ibdXp13JIJ6yhgmzdOwf4lLNZhnnggRBFAlDddIiNn0hzA0GE3qCgAozYMejnvwfGQYLRfWEtgRMFOhW0La0xNgLoYzTTz8d3/rWt3Dbbbdh0aJFeP31110/pjAygS1fvhyzZs0CALS3t2P9+vUAgIMPPhgXXXSRdnnvvvsuHn30UVx66aUoFAo477zzsNNOO+GAAw5ANBrF1KlTcc011+Cb3/wmNttsMxx11FGwbRsffvghNt5448DVYi6IXG51tDUi4YfmMaiSmeljooXbtF6iY7rI9gMdPZWFhF7AVLgNsjL91MeLMyHzDqPhxL5h2l6xfiqTrLIWKCjBkUD27cjaxEqgu6NiApucimNSMu7KJt5mRdFmRbFscHi6SVsxDBRKSNnDLvKuqM8yqHzj5LyEnxII6mVmZCGbdzzGbGd7Cr2r+gBAHM1ZgLQVRa5QdJKnpq1KmIN1QYWDaBLfzgstbdoegzjyyCMBAF//+tedY5FIxMn9aUqCNhKANthgAycz6yabbIK//OUv2GGHHbBw4UK9eDpVdHd346ijjsIOO+yADTfcEI899hi++93vYrPNNsPmm28OADjxxBPx6quv4gc/+AHuuusuHHXUUfjVr36FQqGArbbayuQ1arBgwQIsWLDA3Zg8Dxnymxm82oOGnaRV7yETnqk3jI75Tndyouum6gXG3h/khGjSrirQeC/d3WZLTLxEwGOFvES7OwBiLuOQn4lmYHp7AuOT8VrzFiok3DVDBQwWhiPJZHLFYX6VjhCkAoNvqSXan4VfLXGVoyWM5izAYKGE9lQcQB7FYskVvkBYx1aC4XzSkt/AGMb7779fl3KNdKGHH344Hn/8cQAV1dRFF12EzTbbDMcee6xLQlPF+PHjcfjhh2PDDTcEUIn78+GHH+Kaa67BunXrnOsWLFiAefPmoVQq4bbbbsPEiRPx8ssvY9q0aSavUYO5c+di8eLFWLhwYeWASn4XVVOX146U5VjQ9+g8X9eUQ+6h6yf7LSuDhROGP61eDxp+tFGstxfvGZrlq5hGdCbOQEwtJqY6P5o/4lWUSDumFeLOnrJj6EnZmNqewLik5RwjaKsG4fOEidBcz+tbCaaek9U8YNJozgxIvKA4lTssJXODp+voF37KCHIekWEkf0cjDBtuuKH0xxRGGqDLL7/c+fuoo47CjBkz8MILL2CzzTbDIYccYlwZoJLfq62tDf/3f/+HQw89FLvtthu+8pWvIBaLIZfL4eijj8bRRx+NdevWYdy4cc49JA5QoLDbgFI1r5hoJ8ESYlU1CTzBhSc8yYQgO11JEMmDSFOl6j5sqvmh60YvZCYebqoCoEz4Un22SChg280H/MaKMYJOG5LFNdsvj+ANAHYKkXgSZTvlmL9YV3dyrD0eQ3++kgg1my/VXCOFiedXi5pVuNB1jDBY3EnE7U7bciU9VcVAJo9coYhCsYwl/ZIY0KJ3sVMALeyz//PQyv3XKE9ZAQYKJVgFzXHEoODz/mbgvffew49//GO89dZbAICZM2fizDPP9JWXNJCgOXPmzME555zjW/gB4MT0Ofjgg3HCCSfg/PPPx+uvv467774bxxxzDN555x0AcISfUqlUH+FHBBOvIVEZ7DEdroKOd5bob5k2RHSfDkRaGBlMtF7sM0Wu1KL7aKK3yaRm6AEWGETPF/WhD46Yi8Ra9f7q6ah4gE1N2+iuckWICzXJPk4wVCghbQ2fk0JmCpPx5gR151430qDCo6PbLTfoaGwmp+JGBOiP+ypCT6EaB8hTAyT4voa/G32ahINW6Lcg1oAQWnjkkUcwc+ZM/O1vf8O2226LbbfdFi+99BK23nprPProo8blKksO999/Pw444ADE43Hcf//90msPPfRQ4wrR+OUvf4lPfvKT2HfffbF69WpceumlDieIoK6BD3MDju3cgR8Xd7oMmRlClRDNu5a3Y6TL5T1DtoASLZNMeBJBtHvnEaO93kP3mewzeEk0WXiYE4URY5uxE1QRmOmdqhfpW3SvCFbCWcg260rho4Es2uMxR9hpT8WdhbI7aWGwUMS76zNIWlEkGaEIQC1hnoYXJ0hFq8m+m6icRmqTdMzCXv1Ntx3Thj0dCazqy6l53jFIV/srmy8haVc0edw4QDR020yXAxlizOG73/0uzj77bJf1iRw/77zz8PnPf96oXGUB6Atf+AKWL1+Onp4eaS4wP4xsgmg0imKxiNdffx35fB4zZszAY489hu222w4AHOZ3U9AM1SfHvKQVvl024fOuVdllepVDQHtNNSCRqOuZPOjs2mR9zfPA4yAQrY+Xtk52H+9vEfme7ntpn1bi+8RtGzlUNAv9+cqYn5C00JWykE7GHZMYEXY6BfyTlB1DjnzPOt+JSbs0avzKnuOnDiIhTQQ7TcVgMk8RNKRrMqHrmcuMHlKxaOMUpsKoK9566y3cddddNce//vWv48c//rFxucrqk1KphJ6eHudv0Y9f4Ydg6dKlOPTQQ/HZz34WixYtwnbbbYdisdhY4YeOA+QcMxzILCdHdo2OAKJi/lCtG+8+mQu7rG6sFxi9qIk8fXSfITvu51oVj5uAhDklIZbH35KZf3jHeX2solGk77GHTRiRVCeASqLNtBVzAhuOT8YxviPpeBsRoSdtxVwaiMFCZZ7QjikjAmkTP8JNUIKRqoDjwxTJQ6SjW3iuLRFzzJM6GKwKPkkriiEvzY9IwwzwAyDqzgFe1zTC7CniY/HWihCBYdKkSXj11Vdrjr/66quOXGKClsoFRmPKlCl45plncOeddwKoEJ1jsVjzND+NgJ/BT6A68frh+OgsFKYCY1BQeTfFOgYZIE81s7gUOiYUE3jcSwsvPanh/F/ppOXkkiKQLb6OSUVBqFSJvB0omq3tZSGqT44fYTmSSAs1byoggmqIsY2nn34ahxxyCKZNm4ZIJIL77rvPOZfP53Heeedh1qxZaGtrw7Rp03Dsscfio48+cpWxZs0aHH300ejs7MS4ceNwwgknoL9fbXydeOKJOOmkk3DFFVfgmWeewTPPPIPLL78cJ598Mk488UTj99IWgEqlEm655RYcfPDB2GabbTBr1iwceuihuP3227nJTE2RTCax0UYbOc9sKNFZBFUuCW+XQHbQKhOcLvdFZLbgCTkm3lheOy4vcrEMMr6SH7DPNhHETNtJ4T4lwceDk1QDtm91NQy870fSH8T7q82KojtpYVIyjqQVhRWLutItpKucn/580TGlTKoG5MvkisiTXIJsH8liAvmJFVRvDYJOP6mMbVWTl2C8tccr4QgyBp4/mUIJQ4US3l+XcUjQAMTaG51xy4sy70dz5teBQhXsu48BXtLAwAC22247LFiwoObc4OAgXn75ZVx00UV4+eWXcc899+Dtt9+u4QIfffTRePPNN/Hoo4/igQcewNNPP42TTjpJ6fkXXXQR5s2bh+uvvx577LEH9thjD/z0pz/FJZdcggsvvND4vbSkinK5jEMPPRQPPvggtttuO8yaNQvlchlvvfUWjj/+eNxzzz0uyTAoNCTDuxdE5imeuUQkeDRSG8IOSpVJ2c+zdCcWL9NavbgaKnVV1RqZkLSDhO7zaFK0Cilfhmrur3i6A9PbK2TowUIJEzsTLu0PbfZqj8cwVCghVY0CPVAoOdqfcpYJgigUfKr5xVRMs0EjyP41+XZ8fmMpzSCIuar2Z6hQwmChhHy1z/QKGQQEgUDL5HwjEUQf8uqsEjNuBOOAAw7AAQccwD3X1dVV44n105/+FJ/+9KexZMkSzJgxA2+99RYefvhhLFy4EDvttBMA4Prrr8eBBx6Iq666yjOWXyQSwdlnn42zzz4bfX2VqOYdHR2+30trRNx22214+umn8fjjj+OVV17Bb37zG/z2t7/Fa6+9hsceewxPPPEEbr/9dt+VammIuBcqi6ruYKdd3TnlO3GHZHVRqZsXRNwKGWcpKI0LTytBP5fVXvAWUI9JT6iN4XiBcVGvRZgnmMi0TKK24e2wRdexghHbx9X4P3HbRkfCQndHJfBhxbMrioldKVixCGKxqJMCg4D8TfKB9WULGMgWnUjSQgK038SoJtfrkuWDgB+zNOD+9qnvnxDUuzXTYBCQ/hocyntfzBPS7JSrDyPxZOW3X3Omrnk7YM7VaEBvb6/rJ5uVxHnSwPr16xGJRJxwNS+88ALGjRvnCD8AsM8++yAajeKll17SKrujoyMQ4QfQ1AD95je/wQUXXIC99tqr5tznPvc5fPe738Udd9yBY489NpDKtRREuy9dk43XbtvlPTHo3rUzqLH5s4sVr26ixY73DHKN7N3JIikiT/NAJiWVJJcyTZZMdS57vonGgwdRu9RLUyA7ztNMqmq6FNvDif5s2U7cnw9WD6IrZTmaHQAoFMsAhjUFg4WSi0syVP2feInlczmxV6NXP3pBR2vSbFOGrimIXEf6TuAGT7RwSU0NUDZfQsqKYm1V8MnlS44wJa0PDUooYzcQTn+btnuz+6tJ6M8VEIsWfJVRzFXunz59uuv4xRdfjEsuucRX2UNDQzjvvPPwla98BZ2dFWcJ4kFOw7IsTJgwAcuXL+eWs8MOO+Dxxx/H+PHjsf3220v5vy+//LJRXbUEoNdffx1XXnml8PwBBxyA6667zqgirYCaXGC8OEAiyCZalQWG3f3SQoxM02KqFhfVxyv7ttezyP26bu9B7rq8nsszA8muo8BV3QclUEmeK9WE8erBfjP0/yIOiui5RMjt6K5of9Id6O6wMTlV0SjYVgzjkpbUVTpDeRMt688ibVUFqEQMvesku07d5KhB9YPpmBK1n99yVMtgNxfEZAg4Aqoq1g1VFsk11d+5QhG9uYJ3HCAOtMj+9TInB11uM8zeAWPp0qWOkALAKJcnjXw+jy996Usol8u44YYbfJV12GGHOfU57LDD6uIApSUArVmzBpMnTxaenzx5MtauXeu7Us3C3LlzMXfuXPT29qKrq8t90mux8dLq8P6mwS7aLF+Do2lxEkjSZdNmC1m9ROdo4UV1MaGvo3ehoojMqgkvSdmySYarcmcWARXTmunz63GPSKsku0bW5178Nfo+L2HCstHdYTseYCk7BjseRQfiSFS1PMQERnsfTUzG8cbaQUdIWpnJobe6C3VFBvYSnHMZ/nHV/pRoVGvKqxcvh71HVQiVQTKeJleDUupqgDKFIjKFEtJWDIOFon4aE4Jqn9GpYKQelUEKFSZcsREu1Oigs7PTJQD5ARF+PvjgAzzxxBOucqdMmYKVK91pmwqFAtasWYMpU6Zwy7v44oudv/1qpUTQGhHFYlHqjRWLxVAo+FPNtSxE3It67VRkXA9QE4hqolG2LN2dsu69IuGH/FbRDpnUt86kSle7t8pEyfK8eOZNXluK2lTW1lYCE9ptTGmz0ZOy0dORQFd7Am2puJMwU5RuwdN8QiBZzJ1giX4T7NaD56EiVJnCDycIlZxsugLQEEN6HiqUvF3q2W8NjLBjpwDL9tYItSoPp1Xr1WQQ4efdd9/FY489hokTJ7rOz5kzB+vWrcOiRYucY0888QRKpRJ23nlnz/I/+clPYvXq1TXH161bh09+8pPG9dbSAJXLZRx//PFCNVlQBKqWAZ0MVWaSYP+WhfRXOc7TLonIhX2rxLt/lrysaqoRCREqmiW6DC+3ZtZcxmsH3t8y3pVg8Ywk0ij3cU7ItFTCclZ556nSRRBaJlZjyNNQisxfKs8D0NmeQkfCQqdtYctxKbzfN4T2qilsbd+Q65beXAHt8ZjD/6E9wogX2ECWIxR5aQh5fcN7b5V34mlaTSEzS+rwe1hNn0wrR+YbAjoVjE8Q7tZgVROUtKLozRWG4z/xxgmn/YmwQ37H0x3I1a5lteXw0Ayz0ygwdflFf38//vWvfzn/v//++3j11VcxYcIETJ06Ff/zP/+Dl19+GQ888ACKxaLD65kwYQJs28ZWW22F/fffHyeeeCJuvPFG5PN5nHbaafjyl7/s6QEGAP/5z3+4QZaz2Sw+/PBD4/fSEoCOO+44z2tGHQFahYNTL7CTWLN3H0FOBDoTtMmCLSpnNExkMi2GCq+J979iu7QlYmizopicimN8Mu4k2ExWNQNsAEQCwgHKUGTovmyVT1Ko3ThppXoh4Ak/piaqZkEkwPnZuPhAf74i/BBN0ECh5I7ercj5c8xfIhNmiJbG3//+d5fz0znnnAOgIhNccsklTn7QT33qU677nnzySey5554AgDvuuAOnnXYa9t57b0SjURx55JGenGE67+gjjzzioqYUi0U8/vjj2HjjjY3fS0sAuvXWW40fNCKRGwDiVW2Xzu5SdyISBVeUEG1dk4loEZOZRUTHAG8TlaYJzOEq8Xaq9N90YDRalS7jxCiinB3k38OLU8LWgy4DcIcnkPF2/EC0cKtwRHgmLxlnTdV0Y6eQsmOY1pZAT8rGuKTl5JdK2DHYVgwJO4ZiseTiAJFrSCDEVVWvokyuiO4OG8tkw0VVo6HyLciu8WoPkZbIi3zNG4MirQ6vfNH99DFe6AdqvE1KVtKU6ObzSltRR/AZLBSxrL8iqHIjd8sCxNopgBJmSeBLIYeR/d9rnHlp8ngJnU1Bym9kbsMWwJ577ikNdKwSBHnChAlOZgdVkLyjkUikRgETj8ex0UYb4eqrr9Yqk0YLRBhsYajmd9FRb5uCK6ikao/5LRMQmxiCBBOrxIVma7oIOJoW7dQVrfYuMij28eRUHN1JC4m4O86PHY86wg9QMYGxvJ/BQsnRBvHygAnbN+hYQLx7gygjaKhqSkXtYyWcAIjaCU2rGChU3N+JN5jUC4y3wfCC6NscDdraEL5AcozOmDEDK1eudOUdzWazePvtt3HwwQcblx8KQCYIYlELkkMiul7kKSSC6nvJuDeMYOMyZeQGh39MnqGCHD/HVs3C6pMjwQ1CGTRkPDPyW2Si9aobT4vktRBZCfR0JDCjPYHuZNzh/hCkk/EaAnRvroDVQ3lkCiXH64ssyB0Jq8IBqnqBOX1kp4dNJjbzowKRJpTdqLCaRpF5kFwv0wKL+od+Dl0Hus9Yrp4Oh4mAbRvqf2LC0iVBL+3POgLsQKGE1UN5tFlRNwdIBqKdEmSDF8Yx45VDg/1W2TaVffuiMaUKWZuHqBvef/99dHd3B16ulglsTEJlkWvCLr+cHUSEaIB0eA6apqOae2Wg3c9lk4POQiarK++8reBmS9exldXYIlOLaKI3WUQ1hLhIPImpadsxaXW1J1zpFfJVDQPRAg0USmijzCi0R5FLM8ThAAGcPuR9VzI+lBe8+E+i9uWZaVQXXfoe0TMZjaMr7pSXyY2Aaas2TeGnWKQDWRbRny86xHUuGjmWdOYw2lzNK8cUOqE8AkYmV0Qs6i9JbdEgllOzMTAwgKeeegpLlixBjuQPrOKMM84wKjMUgLwgm6xMB73KfX4EFV5ZgL/yvIQs0wlB1BYiLgS9o2b/1n2uZr1obVY5O6j2XC9vFlWtDY+/I+M9iOrCaidUQO6xKsEP01YU45NxJO1hDhCNoVwRbanKgttpW2izoni/6iHGZhdXCqpHvi2V78uERMzjkJCyZFAx3cjKYrV3vP5h+DPcMnhjj/qfCC06JrAhql/680W0xyvk975sYfgi1TFvp4b5inYKcdtGzk4hAgxzgHTHcD21rxoCaojG4JVXXsGBBx6IwcFBDAwMYMKECVi1ahXS6TR6enqMBaDQBOYFGSFRdJ3XpGBqF9edIPzsjtnn6ZrTVOHlck//L6qPTECtwhFY6OfmKGFGBNnuPghtGilfpT1FJFhR2SKoaCQE33BPysb4ZBzjkhasWARplwao6GgOsrki+rIF9OYKGCiUHBf4DMUBYiHsB6/UKSLI2kkmmKj2hwwqpi22fjyTm6hsRUTiSW3tDwBksgWX5o5ogGqgMn6pQIj0MW0vv0ZBJKzS50PzV0Nx9tln45BDDsHatWuRSqXw4osv4oMPPsCOO+6Iq666yrjcUACSITcgnrRkfAEZRHwG+n/ZROkHsnKCmPQBYT4i6bWqILZ/L24MDMjKvJhFDOhIttLydTUQPKhqlkTfoYpZR4cPke0HrAS6kxbGJS1M7ExU3N+ZxbWSB2wYywdyzgJMzGH0QpqyY7UcIAaRRHqYDyR6Fx5U3y9IbYJXO8rO87y5ZGDqLeK9DVQDGGYK5mYPwt9yaewowVR5vKm4wauMlaDHk0H52nNMCGO8+uqr+Na3voVoNIpYLIZsNovp06fjyiuvxAUXXGBcbigA6YDlAIhMNwIvqorrOiMg8Ha3QUzIrMlI9XqZIKZyn8xU4Tf2j6K2hDcxcUnL1bq6rhdxTETEbp4gYqKVYaEiBIvMhLz7yTFVLQMNKuryBu0JTJmQRld7RWih80vlqqkSegdyGMoVnGSnRIMAVExgtEAEoMIBYjwaHaGHBi8sRFCCO4GXqczrGhE/ixzTrW8u453OQZX3pgHC53LSlaDSdzzPPefZwnFf6VvSnzVlmGiX62kCa+azQnARj8cRjVbmi56eHixZsgQA0NXVhaVLlxqXGwpAXvBaJIIYHGx0ZLpcU45LPeCxWPJ2oDWTsq7qOEh7u05ZHvV0vWvQnACRVkdVqGFhwlPiCPGd7SmMT8aRTlpO4ENaA9SXqcT3Gcjkka8SoIFK3i+i9eFxhrRgkttJBlUzcb15HwKTd7lvVSDF04KMCvKFYe8v2oSWyRVreVsSzRxvM9KW4HwDZJ5jv+dmwIt+kGgPtT8Nxvbbb4+FCxcCAPbYYw/MmzcPd9xxB8466yxss802xuWGAhCFBQsWYObMmZg9e3blgN3G32Wb8HNkg5oNKMbbyTP3N3wAKghhvB2oayfPLqqqwe14bS5pz8puNOV6npJXGF0v1utGVr+gtRC88mSEWy+uicgsJupT1hRTbYu2RAxdqYrwkxBoAqxYJWPzYDXYIQ12MV0+kENvfwYo5GqupVHODsr7j0cQV4FIWOR9b6I+lmlMSTlefUOu0TEfa35vnjm8qigWSygWS+jPDPcfEV778xXhx0lfwtaTFk4l/VATSZoGaedmCUKqWkU75T8OWwhlXHbZZZg6dSoA4Ic//CHGjx+PU045BR9//DF+8YtfGJerNirGCKTZ4IHm70zqAdbbKQhX1ia6iLpAvVtN1FkD0JmslQRQHc1ds7R8Gt90yo5hfEfSEXIAoCtVO4XkGK5JezzmLKIpK+rEBFrTTwk+qikSZB6UpoKQCZ9ERlAW9aOKEM+WLUs1wdkU1SQepaDiBVYollEoloSZ31N2jJ+/bayAtLnFz4cZIniUy2X09PQ4mp6enh48/PDDgZQdaoBkyA0M/+21K2AnLfpvno3e9iDTijggdNnsIKT5Kiw3RbCj4j6fJ7yoLs7ULlakEVIWskR8ComGY1jbxFlQeW1IIErTIQIdg0kHJhwTnoaHvVZHgJLxVAjo9qhel7JjSCctV7BDOhjiuqEC+jN5rM8UkCtUvIY6EpaTiqGtKvwQ1HBB6F211+6a/b5NhEd6ty/yGJNp3kTaC1457HN59+gKblUIOW8MVAIhFqpefOuGChgsVDz53l1fGUt0MltXkEoeavh2w/1JTGjOXCASBFX6QQHK2nLyPciEW53jIQJBuVzGpptu6ovrI0IoAKlC5+MPKiBYkFoUEzONH40E64LOg2o7aUwwrjg9OuV4aRUo+DI/qnhn+S3Xy9vPEFPabIf7QxCnOD2ZQhGDQ3yuCVk8U6JFmCyQjFAvJaiLoGKiNm0Humy/piovgSeghVXXDZ4IQSxfixDZ2xIxfcI1uyExMR8Ztgdv48mF5jcRiSeN6hNCD9FoFJttthlWr14dfNmBlziawOYCUxmA9M6QUVu7uDBVtbZ0ImETBYo8zGR1YevNTABckqUO0ZQlPHImmJrjfqPGermAE+g+g0dGr6LWIykzXBeR95WJwOnFGaGv5bWDjDuhozVivz0A09oSQu4PASHPEhMKHQkaqCyqNUKQZVcEH4k7fA2PTIMTpnw93ZcqWjIv0KReWjvrVUf6mSJzsoATWOM9Z9lioZODTLaAwaECxiUrgm5HohLIstO20B6PuThANdpcDh+qnB10C7UCQReAXNPL07jpwuR+uu/ouS6erHy3TtmKeSMDwFCViO7nZ2iERYK+/PLLce655+KNN94ItNyQA6QDQxW1EKpcGXphVHh+JJFGuU/yTBHqqcplgw56CUG6MV/8giegUe2tzPsJGibvbUIGFl1P9dNkJvcXiyFBxOGa6M/VWECOCayQG06HYSWG07zQEYTZ+oiEYL/Q9JiTjjWdcmXX5AYR6eiWcti432e17eg8bF7IF0rIF4oYKpRc/UYS2w5kh73ATN3uRa70NWgFz1fR2KCFH8BNlwgROI499lgMDg5iu+22g23bSKXcGsQ1a9YYlRsKQEGDt9PjTVyqWhCZNqCQlaeSUDnGq6eIcMmbkHQWII0dmENaphc6jZAAQtKzrA4SgbSixWIWZC+Xc96Onld/1ptMRYskukaXB8Qh3IrabkZ77a49Ty2Sq4byTiwgWghaUfUo6rQtrB7KY6BQQl92OE6QAyvhEoQAuNub7p8gSeOmPCKZZobXl6JrZXVwtMkp4bfpJZx/zPHIY0EieJP+XDuUx4pMHn3ZAtos29HiZXJF5AcVJD6ux5yH2Yun/WQ0zC5hU+Eb4Ibi0IWXsN0Kgtoox7XXXotIJOJ9oSZCAUgXokmNHQSN8ISyEmo5xWTg3S8I5OhCol0uxFV3rQ5ExGOBh4uS27MuRCRokm9JRP5OtLuTz5J7vCZg+lvxcq/1EqZkzyAwFQpIPUXmjCp4MXzizDHiATYuabnMX4Q/kqKOufJKEYHHSlTMOFV+BYkrLQ20R78HYOYN5tVuvLbNDQKs4MHjGhEziso5VhBy+mSivicj9b0OFEpYI+BnAe7cX7l8CUPVkAWZXBEDiYrAOqy164CTvlbUJ/Q7EaE2lxmuEy8BLrvZYdpLOXu8H8g2evT3ZCUQt21w3iJEHXD88cfXpdyQA+QHdNBClhypkg3dh4DkMiURVAduOTsoX2xVPTd4kHFMvMpXhS6Jl8PXEJKgVermN9ieHx4Qj6vSBC8TnkYhzeGSpJO1e6hxSQuJeNRJhApUSNDt8RjSVgyDhWEuAgpZlPNDw8+liaWsmQEMn0xnR+7lBMDydRTbXClQoUjw4dVBBjsl1hCJUBUs+7IFrPbQBK1en0EuX4Idr6Q4aY/HXOaqd9dn0JaIqZuwEvKAgTXR1L1gwBt0nmEyhiRm4c72FLo7ar/PEPVBLBbDypUra46vXr0asZh5cNVQAFKBiORKg7c7lIFKxun5bBPvJfp+Aq5aWkNY4e1OJZOXsuqZZ25jhRBTDQlbFyUXd5FgO5zR2lVXH/US3isjhPJAa5pkhFuZCc6jTlM5JjDWK4yOH0PH/yEaILIIp+yYkwcsEk8Oa3woYYgXILGcZcYN7128SOBex3jCEu85XkIVez+Px0eXIXqmE5CSE9rB63suZJG2Yi5zIzF30f9b1dAGfZlhMyZQMXkRTZ2WNxn9LjThmXoHRzjSFDqNYKoZBWrrlRtEd4etLgiG8I1yucw9ns1mYdvmgmhoAgsC7CLtxe9h84Dxrg+acE0g0/74eJ7DkZG5vFfzbpX7VqmZM0TeSqp1lQVC5Hh51QhsdL/WU6tFP8/rOr8edOzzNMrmBT2kgyLyQOL/EKSsqDAdRiSedAtA9DmV70bXM0wVJqZF1qwVVP+zUPguCZlZ5A1GEtj2Z/IYKpTQUT2etmLo6XALvbQHGD1enP/JN1TzbaXcJjByTAd+NhZ+TaGc46EAVH9cd911AIBIJIKbbroJ7e3D/VgsFvH0009jyy23NC4/FIBMIfNSok1gVDqBGrMVKwjRYAcsbzfC2tG9NFVEs8LmG2Ovt9NA30q5doNjn4/YKTHpUOJizgWPxyFa4JidtbAOQo+OhDwScc0OMFM7eZsseGy92PqxmgLSf6J+I9fxjqvAw3Tb7uEFtmqogEQ8imy+BNuKYXIqjo8GKt8o4QN1J+NOMERaK1HODzmaoLKd4pq/lMYJD/Q3q6jtEkKkQQuSkE33IQmYmupCmf5GiaDB9JlDiLZTjualP1/R4pB2pwNZAsBQruAkPx0qlPBxX9bxAiPCK9HktSUqkaBZ4ccBnUKGtHUhK9BeZWq9+nTbSBWqmxgZV4va4LqEn0Q7UDDzQgohx7XXXgugogG68cYbXeYu27ax0UYb4cYbbzQuPxSAggKtElddfJqdLkJWT5XdNDUpmLiIe5I6ZQs9ry5eCFKjxnqDqdRPZXFVAU9Y4pXDI5iLTIle/Cg7jXSyVgAqFMsgcxLr7k5AgiDS8YBqPMB48JNuwI9GU6WvVBdgrzGms5AT4r3rmEe8KgoDglQY+UIJ6/pq6bxpK4ZO23Jc6IX5xHjhCkQaIC8ErPUOxAtMgCltNv5B/mlgHKCxhPfffx8AsNdee+Gee+7B+PHjAy0/5AB5QRTundXeyCYyygzj+SwCIkypmEREdSNgeSEiocOvqcdrwdJJ9gjU8gLYNqF/M+3ktLXMrZ38rmrSXMd4UFHfixY1kWcJe42ME0JfR2vIZN+JR/4o55iCaa0jXauVIVGDs7miY9pKxKOw48NTy6RkHGkrhjYrisHqIrySWXBd5GfVvGA02H7W0QzxjusQ2VVI+6r14ZQVSaSBZAfnBgqSb9PR3lhRZDkB8OjEtUkriklVs9dgoegIP44miJcHTDTuybvQGlYroWY6krWXpvanJgCtzrMF9ZjSZrsFwgbGARrIlTCQLfr7yXnnhWslPPnkk4ELP0CoAao/TPkapmp12rzGLpSmu6sAeSfGuzEVAYIHU88R3juLTGU8bVlQJpEmo6Klq7wfj+9jUeYUskjaAo4PUPEkW1IoOcH0hKAWVd8BKGX9ITJbBmnSIuXxTJoysBsSVY0Yz0RLiqj2YbFYckxhcSvmZH8fKpRqktn6Bm2q57m/1xm+NECjZByPdBSLRdx22214/PHHsXLlSpRKbgHuiSeeMCo3FIC8oKOtYL026L+9ypHF02DLd+qW8R/Z2UsjpOpRo0JoZHhRnhOTjAgtQM1iKUjNoRvZmcSmcXwRrESwRHUeD0jGXfEyD6oIv3QZRNPJi21TBcsdAeCkxkjYFY8v24qhLRVH3IpiUjLu7JJp89hgoYiUXdEIxW0bLt6zZTvfUty2kVM1nfCCZpK/ncpKBFUd/paqiUz0bbD96qnlTVXaQnYNz0OxijYrio6E5WiCWC+wuBV1vPcyVD8RExiAYU1QQpAN3k4hAtSYtMvZQUTS41zHMrkifzNRB6cPlxu8irbeS1CuOnJU2rIQWD1DyHHmmWfitttuw0EHHYRtttkmsKCIoQBEYcGCBViwYAGKRR87INmkRwcGBIRBAD3L0oWXeU5Fw+Nl1sll/HE2VJ6nA+KRxhLSfWiy3C7aAexkVU0wPHgtnF6LrwJc/AmPdiOLqh2PIm5VflLVWDIDhRImUfwhkRcYgNpvyIugToPm4ZH/ATnviXdcBp1vSMWUptIfVgLdHTaW9VYFcBnvh2h/BOOReHwBcLhb+UIl8CGbLZ6YwIgQRKdCcX0bkrEg3GQUsvyQBvXSpvo17xNUNwhT07bDbQtRf/z2t7/FXXfdhQMPPDDQckMOEIW5c+di8eLFWLhwYeWAjFdAa3Y8eCbk3hqNh2oeMBYO/4ijdeHZuVWJk17EZ5aT4yqzti6ON4oJyLN4HjeSSVHoneLUk+H5MPVzJZOknlHODlZTj3Deh62LnTYTXskCwL6fihZOxh2i+V9eZRKw7yn4VongUyiWKxodK4ZUwkLSthzeDwBMrPKAVg3lXW7x+Ryl17BsxG3bbf4i3KCqh6EnSPuJhBuvIIpBQvcZkvFXiZk0zMGq1XSy/cXXBBHOFm3OXL6mMmYS8ShSVszx9ktbw3GcBgol7oJfSYjKeKexbUwLSBQHSNifKtxHXdCOASrXeWByKu7OjReSoOsK27ax6aabBl5uKACZgh5IAjdOL3dw12IrcquX7YBUd8Yek4mnKYp2bfWqi51Si4GkCnZXT+ohAD2pctMn5AZrFwe/3kY6x3mQmbdEba5jsuHVhxWwWMGZ/bYE/UbMYmRBTSctJO2Y83/F9d1yTGDdybgTj8bllcS4vZNIu+XMeqc+vr15yHt6XSODqss2z7ym8xwGrng8dEgN55hgLrASTk4v0t5WLOKkvigWS0jEo07utkyh6PCBiKDamyugzYo6Od3aEhIBhnxHojZitUV2Wj62fQpCrjlWBYpmbRLV3LknRF3xrW99Cz/5yU+EARFNEZrAdODFiREMBNbdu8Y1U2SikT1PwtUQQqQGZhYFrnu66P2o+kXiSZRF6nCiKdNRQ8s0IqL/Kc5ITTtT71TDAaK5JsR8Rr9bIl0RlAbX1T6X1cSYRNdm/5Yd4z1bxHsRPYfl/8hiUikgFotiYjIOKxZ1hKIJ1XxgZKFosypmlu5k3Ikw7HCAqolQU3YMOUCeZiDIYJC6kI0BL5Mk2z+KxOtIPFkRRiy3EETgxWejPbmG+6ciAMViUdhWzGX+Wp+pXM8GTiQxnaTgBUIkSW5F5OxGOA2w2j/R85R4k5V3cEXGDrPB1xXPPvssnnzySTz00EPYeuutEY+7Q3Lcc889RuWGApAMuUEgTk06PBOYwmRMNBEkmm2NDCsLQMczr8hMYPQ1IgFChOo1NfUjgRFZ8AQAEVQXVq+4NfQ7ia6hhRlH8EoNl19NuFk5z+FKeGnWvFJh6CzO7AIo46XQ7W2wU3ayabNl1EQmTxlpXNhcYSkrVmM2qQTYGw6EmM/laly8idnLcZeu1kcrpguvnVSI4SbQ1cBpkPvJd9ppW8LkmyJzLlAhkk9rS2D5QC2Fmpgvc4Ui1pIUJRQ/iwROpN29J7Tb3h589PzT0V0j/Hje7wXe2GcFTDKX8YRDExI0Kbc6f0xKxjGRExcrRH0wbtw4HH744YGXGwpAMthpoKwwWDmTKXeypieo3CDKYJI7kmfy8mCZ7JDqxXOgF2L2GRLhgUxENeRHQH1XL9JuOIs5G27fK/ZSSk5opvrW5QWmE6vGREPAflMB9GVNYkjavEjekV0sNDRDyaqGgWAckyhVlIrBgZMRvpJnyRUskRWC2O+F/V+m8WLP09fINAO8MrxMoKyJhz6v2qeWjcmpOFJ2TJx9nMfBqwqSxAssVeUAJRBDsipcEg0QAdEEsYRooGL24Qaw5PDoajTI5BorIfYC8wNROxOwPDhdEzV1fSSerKZ0iQ6fj4Z54euJW2+9tS7lhhwgGVS5LIKJsHYxydS4grvKo+3nvEWTcBjoxV6n3kICswcxlJenjPN3OT9UmejYd6tOfuUskw6Evo4NkmgqADianpSUdF5ZRIcnZS54i5QKqZtnFtMVYNn+F5m3VMtlhStBeaY8m2KxhJQVc5FrE/FoNQhiZZrpTsYxXmXXXMihIzGcSV7ZDZ6GzBxI3l92jQgi7YMJVL8LK4GNO5Jys6DgG3aRzAGX4FMollEsVuL+pKpmMJ4mCKgIP/35Ilb2ZbGmv1om496uVDd2s6GbBgOo7T9SDvjfbznLeYbMtOxlQk521HoyNtAENpQrIuPzZ8ivFq4JKBQKeOyxx/Dzn/8cfX19AICPPvoI/f3m5tNQANIBb6AGxUXQ8dBphAcLgdfO39lZpdzRfAlMd3m0lkIEVjhUhKueMgK0rEw7FTxvwWvi9evGa/KtajwzaUVrYgURrU+a0SzQcYBQyFZ+Y5hg6wg/VsLck7BVIPHukl5b/b7ito3p7YoRlAVoq3KveLGcvO6jkclVIgnL+oQrRAep7eGh2lbsplOLBK0wh4ijxIdeYPXEBx98gFmzZuGwww7D3Llz8fHHHwMArrjiCnz72982LjcUgFTA2+nRmhyPhZA3KLlgU2HQz2RVuCJNkoxorLJg8zRTOvDwqPId1Ve0c6e1YhQJ2gE9AVt2rfuuy5VXsuBSIf1r6kMg4kb5EVxp7R/LIVEpX0Qcp8viEGtV+ysWi3LNJmSnTJtW6KCIFffuSlsSIQioeIh12lZFWLUSLkHI5TkpGgcy+OkH2bfndQ/vfwVhqLvDFmvOSJ8xruZ0m5K2TFpRVxBEoq3L5odjANGaoJQVxbS2hKP9IWRqB6KwEKI5gycENTIfoldOPBoiDS71vkkr2tjN6BjGmWeeiZ122glr165FKjXcB4cffjgef/xx43JDAUgH9fZUALwnBK/koSou6yowuZ92ZaYJtV7QjYekMulws09LOFlBahlYsxV7nIaqhkvnuX6uVc1bx8HETrfwS+LJjE/GkbJiDvmZNh8QjQ8BiXczlZN3TFZfX9BZDHXhp37VeqXsGMYlLUxp440veT8RTRsBHQiRBzYSNABH+CFkaKfPqM2GFKxwRh9jPcZUYXKPCf+HRiPm/xBcPPPMM7jwwgth2+55YaONNsJ///tf43JDAUgHxAuADaZH7MYuDZF8QaUXGDoJp9BjgR18vImV3cmrkG9FZbH3q0w4VgKReFK6eBL1uDBIoeh9eRBdY6fkgeGsRK2a3kq4OA2RhECzZ6fcWi6vNlYx5emA7RMRwVanPPp6260ZU40EDQATu9xtTrLHj0taGJe0MCFpYWJnAlt3D5sLiFknZcfQ3WE7GqH2eGw40FwhW9EEsQR3NrSCyIxME/ZFQmg9Fjevvvfyoky0A3YKPR0JTOxMYFobo10VbDIcE2+yA5lcURixmGcOI/GAklYUE5IWPhrIoj0ew7S2hDvwH+e53PoD/MCW7DvoQNBezrfqR8Dh8YuY5xJN5VBhZCUUHckolUrcDA0ffvghOjo8EgVLEApAOiAaFt5iUCOg8NS9td4SwPDAdZGEeWXywKp1TVXKPBs6XZ5ooWVMbuX80LCXlyg6NMCPz6NDZKWP6054hSxfACMqfTJhy4SWQlZNqPGrxZEJhF5Cl8nzKOgSojNZt4kkTnvKVNGfyWPdUAEpu5JnKpMrukxfAIBC1s09sRLuNCQ0RN8OC1k/+BG2Ve7x8k7imb4JiCnLimGb8QKhXKSFqWpZiCaHJakXiyUUimXXQp60KkERU1bMOd5mRdGfL2KgUKrlIckcCUhdKQ2Qqx+9gqZqwrd5XRHdHTbSVtRtlhzFcYCKxSIuuugibLzxxkilUthkk01w6aWXuoISlstlzJs3D1OnTkUqlcI+++yDd999N7A67Lvvvvjxj3/s/B+JRNDf34+LL77YV3qMUADyAtmh8RKcysDyFQgEA95z8PJ26qqgFkTP55AJzcQDq5Dlq7vpuDte0CU/k2spMraMhxRJpFHO9LrqHIkn+QRuWRvztEBsXWR1Fh3X1brx7m0SUhwXabKgDhVKGJ+MY32mgP/2V76R9vhwYk1ebJieFCUYMd5DwvARsj4zaVNZWSbgPN9rbLRZUaSTViXuDKPldaWbqXJ/yvmhmlhK7fEYl6ReKJbQlar0G0mFAVT6bSnVTzWgv3/yNx1ri31XSiu7qq82JpEWNM3zomCoQsi4e1YCE9ornCxXmIdRTIK+4oorcMMNN+CnP/0p3nrrLVxxxRW48sorcf311zvXXHnllbjuuutw44034qWXXkJbWxv2228/DA0JNi6auPrqq/Hcc89h5syZGBoawle/+lXH/HXFFVcYl1s7Y4WoBa2JkGVtr06wDsGWBOQjkYUlqNltswIPPXnbBuHdVa+jd5MqGhbZolPIDkeBZcCPk6QYC4gFqynySlRKkzetBJDsQLnv4+H/gcr5vlVOncrZQUQIx4m8F/18llSsa1bhvbsu74nWOIiul9VJRp7v6PF8vMUsrknbchZUok0gpjCCtkQMmVwlO7yjXai2LdECueIv0VD5VoIwbfktQ2aqVOjXzbpS1dxqVPtKxlwk1eU61J20sDITdWl6iPaHIGlF0Z6KY0VfDkOFkrO4d9pWDQG6Jhs8Ox5kJGhqU+SKqj4SkO1HJJ7E5uMZjd0oJ0I///zzOOyww3DQQQcBqPBufvOb3+Bvf/sbgIr258c//jEuvPBCHHbYYQCA22+/HZMnT8Z9992HL3/5y77rsMEGG+C1117D7373O7z22mvo7+/HCSecgKOPPtpFitZFqAHyAm9H70VEBsSaCM7ERbg/UqGG1eKwuy1yjUpUaskzuOd1tDESbU9gQhvrjadKivbSmnlojjxzhnmZ6kzh5R7PHlN1s/aolzBJrqhojps27f1FexplckX054cFH0KsndJWSYjaHo9VXOirQqfjDUZDN7VKo6GjCZSgJ2UjYceGTS68d6YFCwptiUrOKlaLU4kDVHKE1kTc3U8dqUqkY/q+ZYMVzU0mV6zRmJL/uUlaGQ2RH3d+Y6iMIZVNgzWcBX40cIB6e3tdP9ls7eZxl112weOPP4533nkHAPDaa6/h2WefxQEHHAAAeP/997F8+XLss88+zj1dXV3Yeeed8cILLwRWV8uycPTRR+PKK6/Ez372M3zjG9/wJfwAoQBkBtmkSw8iShPhRQwmgflUhIQKx4aTqsARvgwFDd3JmeM+7dK+5DLcHakLvGCIbP10dlkiIYUKkFizWJA6e2iOnEzlVbK3Uz+epky3XXU1XzKNgirfxaNeXjmmvED4JrR7/FCh5Hga1ZBqMZx2YUZ7AplCCZ3jxtUkSiWIdExUqwj77agK136hSOgv961yPZcd1zPaK99p0oryNYVEa8t+v9Xve7BQETbZyNxWLIq+wRyy+RLWZwrI5YfNYX2ZPFYP5R3uDwHR1knBzj8kFQZVhksLW2fvKuLQUGM21eHbUWirConNcoPP53PI53z+5CvC7PTp09HV1eX8zJ8/v+Z53/3ud/HlL38ZW265JeLxOLbffnucddZZOProowEAy5cvBwBMnjzZdd/kyZOdc34xf/583HLLLTXHb7nlFl8msFAA0gHtZl4v8CaFoD2IeMdE3BX6OhXtASuA0Ls/We4yUyj0h+ciXqhyEmjBRvXeek2AXv2h+3wvbyMO/JJKY4x2gWCIQ6aluSoEE5PxGjd5AEJnAgDNS5JqClkcMTuNSDzpmAwdQVIQaZ0n/NPtzPaDFYtgsBr5ee1QHrlC0UmLsW6oYvIi/UHnA2tLxCpkZi+NKKeOUi8wP2NJ517Va3nXWQmHm8a250jE0qVLsX79eufn/PPPr7nmrrvuwh133IE777wTL7/8Mn71q1/hqquuwq9+9auG1fPnP/85ttxyy5rjW2+9NW688Ubjckd+D9YTrAdUDRmamohluwba7ZozQTvmLzauBq1ZYIh/2qYqrzpS510u4KIFhfYQI795E2IhO+z5wXOvZp9hEpOFXtzJLpiqSzk7OGyaq2qlAAyTnxkNQyTVyX20k1agkB2+R5OQqQRW+BURpelrvcjTCmZMR6PCS11iiK6UBduKoStlucxhHQmrYuaizF9ANWJxh420FcOEpFVLmKWC/JHcYA54gjRPaA86NAEpy2BhdepP9fFwot7BSl60qlCSiEfFXqioFS4621MuwXJ8Ry3RP1719iLmtXc+rtSDpMQg6M0VaqJCA3ARr4f7ReGb0QkloQKde728SyVlxm0b3VWBNJsf+Sawzs5O108iUTuHn3vuuY4WaNasWTjmmGNw9tlnO9qiKVOmAABWrFjhum/FihXOOb9Yvnw5pk6dWnN80qRJWLZsmXG5oQBEYcGCBZg5cyZmz57tPkEPFGZw1/AkRLszQImH4sXRqXmuF1S1K7JF1g90dokyBClkmNSJ1V4VcmoTaSNV5H52wXXi0tCJNsmOOWXF0Me4zNMk6JRdEX6mtgf07YigElpAxBPhtbVq2hgdWAlMruYAs9n8UzXX2q7ftGBZk7sqQHC1OqK2EJgzA4MJj1FSFg8bVL/L0aABUsHg4CCiUfe7xmIxlEoVAXDjjTfGlClTXBGZe3t78dJLL2HOnDmB1GH69Ol47rnnao4/99xzmDZtmnG5Y6MHFTF37lwsXrwYCxcurD3JaDtqyX6SyY+1zdPmIDsFpMe5B61KlFdyv1cQQwOTALcuMk1HbtARKiLxpPvdnGsyzntLTRY6uzKiheLdw+FfOe9VPedopkgAR9UgbWTHS+/6RR57qnwTnslTd1frV0gkGhUqlYhfM5gdj8KOVzyMiCYIgBPVmM4uPqXNRk+qEgxxansl+F93B+Fd2cN9VMg6QSu1NFQm3B/2HtE3oZN+htbk0vwfTh3ito1PTKocnz65w/UsVzBV9tu1bMdbiwg/cYt1gS9jIDOs6aE1Gkkr6uRx+2ggi4FCycUFoseL43Yv4tAxmd9rOERBbm5M+Y8q56v9M7U9gaQV9RZIRwkOOeQQ/PCHP8Sf//xn/Oc//8G9996La665BocffjiASkyes846Cz/4wQ9w//334x//+AeOPfZYTJs2DV/4whcCqcOJJ56Is846C7feeis++OADfPDBB7jllltw9tln48QTTzQuN3SDDwoeId0dzy3HFMYPlEjClJX7YM5naDYPQpil3h3JN5JIo1yvulYnXdkC7iwaXm7z9QKPhKlrvlIBIc7WmfQsQy5fyToOuNMttFlRfa8gOrIwFUXdl7lOhUCuAGkb8vg+HgT/lB1zUopYsYjnAu94yxWyjgaI5F7LM15LCTuGvkzeidUEiD2b+rIFl7CqDDZGEA8e7a71XeYGnW+hHt9yd4eNRDw6Ksxfqrj++utx0UUX4dRTT8XKlSsxbdo0nHzyyZg3b55zzXe+8x0MDAzgpJNOwrp167Dbbrvh4YcfRjLJia9mgHPPPRerV6/GqaeeilyVipBMJnHeeedxeUuqCDVAEkQSFCFZdaHOCQQc1i2enhB4kYm9Fj3e4i7yAhOVJdUwSciZBH0rXeXURPQFxEEGvUC0KzxuBc9zjNSV9dIiIEIO6QfHE8wW/OabXyLxZG38El478tpO1QWdF0iOHKfNbjJ+C11nnju7YOEtZweHU4LIiOuKyOVLiFd3yjYVE4jWJqTsmLO4tllRJyhirrrIDHvfMd8Xjwyt2hc8qGgP2O+NPp7jLLq6IQyY+rQlYg6ZnA1i6Ah81W/VFeCzGrAPADLVtqa1Pc5jGTMO7bGXKZTQZkXRaVvoSFjoyxakwirP27NWM2Vu1hQJuKrR8z0FZAUngZQdg13lTeUKtcE7RyM6Ojrw4x//GB988AEymQzee+89/OAHP3Dl5YpEIvj+97+P5cuXY2hoCI899hg233zzwOoQiURwxRVX4OOPP8aLL76I1157DWvWrHEJYSYIBSBVUJOjdLfJTqIUYVPtOZIFhyYp8+IAca6t+Zs+5lf7oqCZcMxMuospbdIRTWo8AUFVm8PLnm3ZbuGI1BsAchl0tqcq11A5w7Sg6oIuI4WT3bLI5KVDIhddWyeNGG/BoL2LCHiLLE+4FoJ1dVbVoPkJrOhlglRpd55QpQEibJC2yuSK7gSqvEfmS47WhwhD5H9i9urNFRzOlsPV4nB5eOlKhClM/EKBD6mdVkihX4QCYCvHoxpFaG9vx+zZs7HNNttwCdu6CE1gKpDu1hlPMF6CQmIDpzUHvJ2QIGqyFmpI2G5NjsOHyXHIndVYGU4uL0B5EubyZ1gtCwMlk4Xq7p2Nv0S4SMTsxnPPr9aLLBj5Qnb4bzr6cLVN2xIx9GL4XbnRiYPwaOGVB/D5UjrkdVoYoO9NtLsjerPCus93IdwT24ohVygiaUVdHkWZXNHRAKWqHmJkMSY8lpQdQ34QFS5Q9b4yrdVT3WDIYPCetKmFa3ah21wlgCoDosVxkBtEpKN7+H/HBZ5EKa+YB+K2jZ4OTgJVBkTYWTuUx6SORE3k7v68W2h1zGBWYjh8hAzVOGBlKtZWJlfhcznH/GhtJHD1RaK9duMqMr2Jjmf7nfdP8jziQtQNAwMDuPzyy/H4449j5cqVDgGb4N///rdRuaEA5Beyibcmcq0gJQbNjWEzXvuun/t5XIIzxQ+pmSB8okKOZCZKhdQgrjro7IwVVOyReNK1M3Xc20X35gYB4iJuJVDO9IrNejoaBxa8gH2q5hJaW8acd/pUt17kW2TDP2igrcpfaUvFMZDJOxoHsjATV3jXPVYU4zuSjuBUs+u2bLXFF+B/PwGHLfBcpFXdrqnyyOLtpcGpQVUQStkxJ4kpITO3cQJP0vyfXKGItUN5jE/GMVgoOdwh2lzZly1gTX/OFUrCGUuyzVsuw9ecemywhNp2jz6khR862bQSPMqeND6Fvkx+zJCgWwHf+MY38NRTT+GYY47B1KlTEYlEvG9SQCgAyRBPAUPy+D6OaztLgqajDLORh3mCEQ8qu/sgScS8XZJfsIuVTMtlpyu8IhGfRYGkygo3DmieFdEiCOqSsmPIW7bLI0obpK6qxFqvOD46yPZXcneJImvz6snJ9VXODiJiau6rIm5FXeRbEmCPF1OGmMM6bQudbTasWNQh8g5ki8yY8uFOzfaJD/IzTbiVul/LypcEQqzR4IhM7OTvQtaJrUTaU+QFlq1yrbpSFtYO5bE+U0DSirpI6nRgykyuiEyuyPQFM7bZ8UI8JinkcznKNO7NNaSJ7rpw+kZnLEj+bqvmTHPBTgMDa7XrZoxCFoj6FL6a5fhhiIceegh//vOfseuuuwZabqjHk6Dcv0Z4jjsYKfOXoyEQEXJlH6BWhFW9ScHl2swGVcv2u9X4mm6iNTv1QhYo5FwToKerOWuiUeXNVDHs2s7hKFQDIjp1qvZB3LYr/B5UJudMjprg7ZRTx4FsERjq4wZPFEJ1YSXvytMCya7ngS2DJu4S8rQXv4qA7PR9etTQBNykFcVAoYRJSfdCMjkVd2KsWLEorFgEKbuSMd6JaeOYUqoLLzFv+tWaegidtHDDBoj0bBteiANFbMwJXghg+H0F6S8I2uMxpK0oMoVSjQBkxSJY1p91aTLWDBVc5q+PBirlE2K6M8ZrQknUmuq49WXnNo0NnGdgTioGEPntChWgmGsRgHBcdNoWYrEoEvEo+sg33Wyv2zGA8ePHY8KECYGXGwpAMph82NQ9PDNJTVJN2qWXjqEDeE+WupO+LNaJQqRgX2DJxUFPGoQg7uFxVqMhshLOpB63K4k4U3ZsmHQbVCBHP/Ay4ah4y8kg6Pug3IjTVA4qwp2guSUdCcvRCBEOihWLIBZzu8jTudiUofLtCtqJNh36agtRkFQB6Gd1M/m7uNdTiWLjto22xLBZkeStSllRJ/EpQSwWxZqqRo51f08zwhIRgADUpCdxEqHSY492GuGNSUMNhFE/6MyTvHHEMWEST7DKP5LAjyECwaWXXop58+ZhcDDYdSMUgGRQiblhp9wEUs495fyQoxXyNC+pTu6ysPOy9BU80OaanM/0B/ROkA6OWBMMktJCebkuq+yaq9cMB2Wr5YhEEmlH+BEJSmThILwg+rq2BN/7hRsDSuTK7lF/KegyeWRmuhzdb4ADknQXtrlZNF8oYXCo4PBPiADUHo9hoOpmTVytAWBcspIio1Aso1gsoSNhVYIhotI3RFPneOwxkLqhq4Qe4JVF8+OqwhDP5KXEV5GNQU79aiI4C8Js0F5yIk+lQpEfu2bp2kpZQ4WSI/gs7XcHP6TLrHiBVTSp9PhwbSxIPemApPFkpZ4mwo8XF676N90Hw+mHMu7/eeUpalR7c1UTbiruJkKHWqC64uqrr8YjjzyCyZMnY9asWdhhhx1cP6YIOUBBwGMxd3k8yGDZAD2JqMTi0UQNCbpGVe32nAgMKoKdyiTCEzREHmuC3GR0vBKyYybeRjWod+h+FfjpB7aPg+xTH2ijPMFoV/iOVBxtVtTJJM/jCsVtG/lCtjKueIU3cTGSaijYflAY2xNYDZBkU0a0l3T+L5rDwwZCBCpBEjNUgMrB6jUfVzPBA6hJW+JAh4wuQh3muEYgraCZCxEcgooozSLsRVVwhBvujic3CIB4DA277AJAObO+doJk49EA4olddJ9HPenJVoXk7BWh2eEJUeWW80PI5IpOMLZIohqTJ9VZmSSrZHCjuCC8CVIgvDn8nOrutDy4ruJ9wiZJpTQIE9ptDGQzSNkxZHJFdHfY6O1HTSgDZxdM7uXVgUAUME/kui5a2ETmExUOD/0tqPKFqggqki7hnazrq7R/Ih5FyqoszBOTcQwUSnh3fQbT2hJoj8cqaTOqizYb+I+gu8PGMrbZqwTccnZwuF/Y/iFaTnbRVYiSDdR6FrHtI2wzls8m8uLjHGfzobmTvw5rw8i3S8xTxKyYpkw1LAcIqAQ7HCqUMFgoIWlFHc8voCJA9WULjvkrkytytUvl/BAiyQ5n3ook0pX5i0qRQ65zoBvyw8NVPkL/zaa+8Quqb4iwbsWieHPVQDDlh/DExRdfXJdyQxOYCUhOK8r2PnzOYNHQ5TWQe0Qw2QFraAZ4k3wknkTKjg3HyMkO1tRROSK0ivnL6x2J5sZOuT3x6HMUyMJBzC3D1w7f56j+vWCyo/VahOn3NfnGZIH4OM9VJo8qwqYiDrMxVIiZJW3FkK4So0XCj4Mmc7O02kQkwCtgYqdsnGdqvk86bhARJAc5mh+CgarwM+hogUpO5Giap0VzgABIhRc6jhg95skcUQNTraQXRcGrj3xqQ1cPhSToRmPRokX49a9/jV//+td45ZVXfJcXaoBkyA0CbeP5WhUrASQ7ak1WVZTzQ8PaHzq9ArHd0y69EBAJWTg72JTYrEbqQNJUMBoHJe2PYbwMEijQBRIwjRWG6OeIEqLqChK5QWc3CsClnnd2p5R3HjEZkMmdJo/GbRvkbjomy5t0ubyJz8u0oRotmL5edaKmr1UVkiSawXJ2EJGOib6CDBKzS1d7Auv7s040aHpxJWau7qRVo6UYKJRqFs2BbLFiBhsaJrVH4kmUq7n0XN8VG4pAI3q2qhZMOF5EPC0RmLpGEml0tQsEICb4Y3eHjVV9ORehfFJVwzYhaQESxWvFDFZypShJWzGH70Laf1VfzvU/GQfSOUuQWkaZFqAJblBKHgnaZ7iJTLbgxFeCnQbyI8utfKRh5cqV+PKXv4y//vWvGDduHABg3bp12GuvvfDb3/4WkyZNMio31ABpwhlUAld2J2aFs9AKOCS8+0l8E8uumHN084NpXsuLWlsTPl6Ubd0QLg2RDKrpAmgQExgBNfkS9Xs5P+RSv9M7W5o/4aCQdU2gcdseLoNXJ2ah9a2GF8V+8iKFsiEODODEQfLhYk4EmnyhhFy+VJNEcpBJj2HFoi7i79S0e/zwuFqemkX2mzHwxjK6lid0eY0lD0GpYuJj+sNKOOavvmzBMdMMFEroTlpVExef40YHO1w1lMdgoYjBQtERokjsH3qcEEEIlq1u0qbnOiY0hvRd4R5DrqCefr5vQ69XRyg0SQwbwhinn346+vr68Oabb2LNmjVYs2YN3njjDfT29uKMM84wLjcUgLxADzLZgONNqiJPFdGELQqUKAK5TsbvYOpVM1GrLAZe/JQqKgHS+AKf435OtwlpT5U6CIIjqsQsknl8sT8dCYvKd5So2eXSGiKh5whVV24iUhlkLrUiTZlnuASqPN7Ol/Kg4T/XXANEC0BtqTgS8Urk4fZ4zFl82XxgNPGZmHEct+4E9T+VwFa4oLLeVbx3l7Qf8fxy/haZCxlXefo+IRS+iSQnVxoLosmc0G6jI1HxoiMBFNNWDIOFEtJWjEuCXpHJI23FXG0+KRl3tBs8k1XFG5Ly8ASAQnbYw7KG58gQpdk5gmy8RGPbA8bXGZiSlw9U3iUpSQpbdxTyVV6ln5/axLitjIcffhg/+9nPsNVWWznHZs6ciQULFuChhx4yLjcUgEzAxO5xBRZkzjugFxFaLVwNlDgcTj5XWVxz1E6HA8fdm72GXSRlqTBoyBZyFcg0XdVzNe7pKhMQu4s24Ne42orASqAtEauJaUI8XqZPrO6yq+a0cn6oNnGnx+KpG8QRQH34BGyZgijIzrdBaxh8BhikF918oejSAKWtGGa0JzC56iKftmIoFEvDpgUKRDAFKuYep99E351XbBbazCqJAyQkNbOoLuKeCThpoVnB45J4wxEMRzMfFkDyuRx6OipaIFpjRoQa4knGCkDFqlv8YKGIj4fyyBRKWJHJ4/2+IawaGvb8cqI/A05gSh5IWBBh1vb8UKXfBCEqRGNEKODINj1CYd5jQ+sxTkkusKFc0eFKhag/SqUS4vHaVC7xeLwmL5gOQgFIBiq2TyUDuw8+AB0dGtAncdI8Aj/pGRiwCQMd0O/qZ1Emkx21W3f4TjqRWQVwvH5415Nn00kzqyBxU8iumd7pdiQsJwcTuS4STzraCGUyty6c/vXR3nQ8KkXNXQ0CJBiznJ6hQgmZQhH9+SLSVS+l9viwBmJwqOAygbVVk6NOTbtdvB0NnaSuqmNWej+gLLxKzWAEmnGhPMngqIZysCpBI8k32lYNfui6jvm/vxrJOG3FsKL6N+FmDRaKNWk4aojQArja3Rn/iWESNDUHADAzsUt4W6LcX0Gm+CkUS64caSHqi8997nM488wz8dFHHznH/vvf/+Lss8/G3nvvbVxuKAD5hWU7C6srS7OTnTnLnaTZRZTmDOVzucoEkh7nzR/gZX8XeRRl+12pMJzJgjGLVLgfHjtZTp1YbYoDRghy+DgiErTXMwk8YqJItVKo5ZN0JCxsPj7tLMY0YRqoLA6ZXNHRCjlQJbnKYMJ5Is+mIYqJJCuTSiEAoIabVu5bJa+DB8jCm6tqf4gJjHiDraDSZLCLNH2uBhSPLpLqrByzU243aJVAoYoCp0wgYlMvcE2fMk0tDzLtG+GmVb/x5QM5R0DZuCNZTYExPB7TVtTVtsViJUDlRwNZLOmvjodCCb25AlZkKjGAnO+dwbD2jQopgeq4JqEIgMr4JJxGOn8bywGShQegIApAyV7D+9tBQBGbrVjUHaU7jARdV/z0pz9Fb28vNtpoI2yyySbYZJNNsPHGG6O3txfXX3+9cbkhk0sRXPNAITds3mEnPpU4F4xwRAK8SZOF5jgkSEM4C0VfIMVVdne8wGgkYBotFBLQsVpYDzYeFHeLKTuGPJkn2XQjHBDvmfb4sPcLKSdXfQeSuTzPeUXfYIUoD7I3N86Nn+fRoCLnRgL61sjiy7rAD1a1QZWYNVGkEpYrDQOtHQLg8tqLpzuQH1T4eL2ESM3o2IGkCFEIRcDbODl9Qs0vLE+nrRrPJ21FsWooj3Sh0n4kFUaxWEIsFkW+ysFamal80IST1ZsrOOOAbm/ytyjStAsiz1keJN+itL1VNx4kZhcNr/hYLJjrWLJ+iPpi+vTpePnll/HYY4/hn//8JwBgq622wj777OOr3FAAkoG4wbuOZVw7HxL4j6CcHUS0a8rwAdoFnNJIuIOCVQSEyuKacGcuZ+tThXJCTibomycHyE5XBCxaKySbaCgORU9HAv9mz1ffzQkLQNW5ZjdH857oXaFwoeZMsqgIkk5QRjoZLUUyT9kxdHdUrpvSZjv8nv58EZt1pfDu+gxgVbgm66vlbtyRrLj6s9VhXa11QLut87g5MoGPTXJKg24XWlBig/JV76WzmgeJfKGEVMKCFatkhe/L5B0hiOT9oqMVtzGZtjfuSFYDJcYc/gUwHJQvn6v26dCwIFSj+RH1jWafqWoehM9hv2mVIJm85wicJVL2sLBIL87jk3H8tz/rCECFYhlACf2ZvJPu4t31FaF3oFDC1LSNjwYqqTAI/4cOFeECu7khIN8csyGSmtE84lGR79MJwlodM17frStAo5cZTBSCo3qccAT7BnNuz7owFlDdEYlE8PnPfx6f//znAyszNIHJIFBr1mgReJwcJ/KwzWg8xDvqtkRsOOEjXQbgHpBWYnjC8Rp49RyYdJ0KOXHIfA58L7Q2o3Ej4GWBdwjmw+1JexN12pazCNOLMQvCszBN5OhAx2vLBOz9Xt9AjZt41aQbUCRoUQ4qFkmBloh1hWc5WwDUNgNeYPrFK/u4NqekjmlIOhKW4wHGI5EDw7nACsUSCsWyKws8AHw0kHXGMMnTpsr78Z0Sg0WAbeXlch8INyg0gdUFTzzxBGbOnIne3poIc1i/fj223nprPPPMM8blhwIQhQULFmDmzJmYPXs2ACCS4AgrdmqYA2IlhrkHGN6h0HFi4ukOxNMdLpdqwJ3BmeygJrRX+D9OwkcBaiJQexGWWX4PVV8ev6Pct1o8AUkmpjX91fcjCygTBZYLNsIxm0RUdYdeJarH05W+oaNSs7GB6JxJm49PY5POJCan4o65ZUUmXyGAVjVF9P20mc/F+WLqIgQbmoDVDKhMpCJ3eC/w+CicRT9IJG0Lg0MFDFXNigkqInSmUHS8jXpStqMRGp90a4E26XR/O4QY7dJGUIRoh4TLmjnYdpKYoVhOD/mb1iKwGgXPtvMyu9CavGy/N9meEsSnpm1MTduO5qdiBqu4v0/usJG2oshQGxQiDPVlC+jPF9GXLTik3t5cAVPTFa0o4cnlczl0d9iONohOvkrCW3DrSwumhaya+YyDGmKzTpytQlZKHXAJ+orzTSphVbzAePHaQgSGH//4xzjxxBPR2dlZc66rqwsnn3wyrrnmGuPyQwGIwty5c7F48WIsXLhQfiEnfxcNJ/u5lXCyiktBJRWkJxbp9TQ0tDxckxOByUJKQRQHqJwfMssBJoLqbkugFaDTXfTmCq6oxOKyEhVX4VzlHVN2LFhhgSUv8zzbeO/tl3xdZxSKJW7iSDpHFS/hKQ3CEaKho2001Sa4yNR0LCAGyt9Bnc0ktPaSaIEGq6EHklbUcYMnwk+uUHTl+aLzftE8OKAyL0nd31U0QEGmL9HtUzvt1tQH0BcTk7Vu2SGCxWuvvYb9999feH7ffffFokWLjMsPBSBTVFMpxG0b3Lgp1fMoZPlCULKjwvUh2hxqsc7kitxcWpXyNV2bZdmWRcRAGryJQhD0kd6RO5owVGMlEc5SdafumBd4ZalmiGY0X+XsoJLASfIl0ZwSNhgcAKCQHY56i4pHUkUASog93qp1ASBObSETPCXCnXJMGjbWCatxYu8lv3ODTvRnp398BEEkaCdxfqqC0BDHfXiwUBSawIgn2NS0XdNHzoZhqE+cm48IkxqxrkTeRLQXJfceVlBS4bLRdVHxiKLnDQybcyen4k4C1MpPFJlCCcuqXl5pKh5QoVjCiuq3zZL+lw/kMFAoYdlgDm2JYeIznWzVlQ6DeHoBteZTkdDDMyNreoHVhPCgA3q6PO4yrjKk4PUTp16FYgmfEKUpqTPIhtLvz0jAihUruPF/CCzLwscff2xcfigAqSBXO+BITIuaBZcMNiL4sHwe6ryTooFJyyBNGFiti0tTJIpIzFtseddQ7ymb4KVlFnKuHaJrV0wi9Yp2iToxh8jzRdcxE6srJQlFYFdSxdOCTiGL/nzRvQsW1YEnxNCTqCq5mYGrTWWCEm2aEwk/7P/pca5rne/ApxcY4ZsAw4H4xifjLoGHmF5YwQeA42pMtBudtoWBQsklvAIQR4OWEcUV4AoVoQIeKVfRzdt1TbZfzGtyJfatmGknU+TxtBXFhKQlTYKaL5Tw3/5sheRcJTvT2iAWylygKnibG9ecZZIAGlA3OXr1l2j8iObRKkg7DA4VkBGkFwkRHD7xiU/gjTfeEJ5//fXXMXXqVOPyQwFIgnI2I/Q0ckB5nwzveioD3dEQAcODnSwokkSCZNGVcQCcBZzlzPB4NCKwnjKkfi6NVrr2/RUWA17EWsK/4YK366IjLQs1XMN1Jc+kXXcdWAnn2kyu6EoayRKg6cXElXIBglhHuikPDIQf9pxUSPUiMXtxYagyiAuxH54DMbnkCyXYVgzjqkJNSsGNmARKJGiPxxxStEuIpb39SN1ps6KozRUDFdYQoqnYSWzbKLdVAAEpCZ+tJ1VtEyuKpBV12jZF/U0jXyhh9VAeA9miy5zIE3REmwUn1lbV05XEAaLf38mdpwumX7gaOZWNAg1JlGrVMbqqL4disYR8oYgP+7Oh91edceCBB+Kiiy7C0FDtN5TJZHDxxRfj4IMPNi4/FIC8IIm1Qvggw9dSwk2V/5PP5SghSL6j6+ngTHi8gcibGOkowvSuVxV0lOlcZljo0RjgxDzENZtUzV9EY+bSNJEFSpayAeATo9lnMbtjlwcYMUtWsX13u+P+zgpDbVYUne2pCuGzSqyeNaENwPCio0Rq9YIouKVHu7uCzbGg4vhwnyfSGAKU8EAFtAtgkicu2HQ2+Az1d3++yDWNAXDMOiwIkZ2YmmtSnujkmCPwSK9Aa4R4go7Qc8ww3gy3HlQIDJrPRkxfQIVgXokFVAk4OVSoBD4EKsLPQNWsSAv0tBaoL1tAmxUV8n5koMMQ0BpyLQK0okeep8ZaQnw21dIVimXErVgYB6gBuPDCC7FmzRpsvvnmuPLKK/HHP/4Rf/zjH3HFFVdgiy22wJo1a/C9733PuPwwDpAGXEHICFjNDuBoOvKDfY6KOkdfC35+KsfNGpouyF78gkQ7yr0r5ZFUKe6C82yeECR6VpUYDNiVd/VhOokk0iiLgiEy0XTL1KlydhAkc5KrLgIQ7QKZyGSLbH6wYo5RDgJHg8e7UeU50aAFI4lQ4ixAKrmwyN9O2AZGgC1kfbn4WrGoI/yQYIhE0CFZyonQyTOBibKYt1lR9DE0Eq7GlG6zbD/Q0cOPlC4ZQ7raL6XcVXScJ8FzlRwiMBzEc2IyXgkmacWwdoikuSBkaLdw2UdF2KZzfQHDggrZHEhN88S7leX0CL4ZZSGIHh+JdkCgbXNdLzRJp5z7XcdE/DaJENSWqOSri1fNjCHqi8mTJ+P555/HKaecgvPPPx/lcmXGj0Qi2G+//bBgwQJMnjzZuPxQAyQB7QZP7xgqO05qaaXt2dWFn+b/1JhNCrlh93mOVqiiXag+mw5YBzgTC52RuQYcV3KpOYSnFRBNJtVJ2xGimFQY+cE+Jlp2lh8CQFJvbkJJUj+mHWhIF6pqW+VzOSdg3GBh2LsoZUXRVv0BhoUhsismWiCXls4jYa0Dlv9D7mU1WgZaN2GqBx6vSmROzPbXcNWC8nBL2jEnoWeKJJIskCScJccDrz0eQ0fV9Ei7ygPDHKH2eAz9+WGByWWuYRwJHPDSXtAedgItnkzjQF8jO195GUXTGwdcYYFKf0EwNW1jYjJesyB3J+OO9gcYFkAHMnmsGyrg46G8Q/JvS8RcSWYzuaJDgiYgZGg6MaqT4oKMb3bjQwlGJPAoIJkDGK6jCWpjg3kkp2afDfA3LaiYwDLZAgaH8pVwDWH8n7pjww03xIMPPohVq1bhpZdewosvvohVq1bhwQcfxMYbb+yr7FCENQWr8eAgbtvDJh9ONnJWiOq0K7FNpCRopnxhSD4VwqVqKgWRepj+X0Rw9uAxRBJplHVyMzF1EGm0iPeKLBYRz/09VTW3OJm0220sW93vis1EJ+V0oKrN8RvgTTf9BS0MEc2HrB+rC4NS1FwFxGJRFIslWLEICkXAtmIu8qgs8KQIrCdYPdKTSCMLm/ChRJoe0zAGhRwi8SQGssWqFnO4TZJVHhARfDLVtBgs+vNF5HM5ZHL8TRgbakCsAaoIQREAZVYTRM0LytofzhjxanPuPGICNgI+B4NDeSevHUC05sGkjAkhxvjx450YfUEh1AB5gd1NEx5L1UOItsHTIeoJT8QV1JCODk3I09QEQRYDx8PFst0aGgxPBAPZak4emaZGACGJkCZCV8/XuJRWy44kak04q/pyw+9TXUhZ/hNXrc9qPngxcBLtFfMFfT2vDFR2mm6CrF2THJVkuiYRbwmI5ofE+Nihp8NJrbGkP+sQcJ0+kvFpCOjztEaL1dSRby2ISNA5xhOJl2ZEWgZFgg4AMYoDxHJ9iJs74Qdl8+7z21AJamlvsJ6OyhisTc4pCBIagHaBhbIwJNAoCJFox/SJ/EWVaCOBYe0yEXiSVhRdKcsJJikKLrl2KF9py0IWA9liRbNB5fkikaUBN8+IuMK7tNqFHOLpDpQz66VhEzoSFqa0DZfF1QLxxlPVs06K6vdaEzAxl5FGbq/RNou0QFXkB/sQt2IuE2Jls+A/XESIxiMUgLwgyDXlAieBKb0Ac4mEPkP30zE5asAhQWvv5g12pqzHFADPuDyqrt0y8BYh7m6zKpyRib0m0aZLEOLvmH2BNXnV04NEtS1F1wUQ/4cFnRJjgBKCVLVAtLmMxK7RjiwcgMmixvuLNgn7ge6YU5hDMozAWaz2waqhPP96xguMN3cJ29xDWG6zog6vyIkercKXYuDV1jp9YerduG6owOWshRhZCHtQApFUT+eDciYITvZ33k7JAZMgNW7btQtsITe8I+JEoiUB/VQ8GOioti4PIkI2FAQOE00mrkBv1YXcedeqBxGdJkQLIsGARwAmbvtUqHuym3VQJaKX80OI23YNzydlRdFd3SGnragTewao5EcCBIKcSFMVJHTilTBwYrGwWkw6NUrHROZ5tWEFggZZOJb0Z7Eik3fCDrSnagOeZQolfFxdrFmBlXYaADA8/kTJhDUh+vZrzINUmADWVd4FXioS3nUAkO2vjXUEIJLqqmqgh4UftxBfaY+hQgnjk3GsGSo42p9KXrayyxOPFlrIXEaiQjt5wSghiMw5rGCUH6wGomS/HypFBhF+TDZ/tLDppDqhUO5b7b6OgDit1ERaZ8J9EHiMq3i6A/lqDCvCVWu4CYyQzn39BGwzHqEIBSAP1MT48MrPQ0HqQupM1jllbw+CuG27CIVc93BdyEw5KostL9YHPVC9TCls9nKDOiCXUWpL2vWd9kASubWSUAYbdyj2vSjoHk9Q5ZnHaIhi/yjEEuKawGqu9dD0+Ez8SjQORUFCVOICT4MlQQPDJHVyT6dtodO2xAH67JTY1ZmGRAunJERVF2Sh67tX/7LHVQVoKqBnJQFqDFPbE0haUceEmLSi+ER7wuFcEW+89RmK21MYFvDbEjHXnKUd/LAaB4h7HJTmjiy+DnGas5EIGmRO0dUA0qZqVNopXSWX94yvHA9zgY1chAKQCuhJkkn5QOBObpp1Jo+BLGWqIqkgAFcIeUKqbY/H3ORDwU6JXJ/JFd2h/gHhTp/7LrJAYiK+BC8Lu50WC4ZVD7n/3963h8lRlem/3V1V3dWXuWQmmZlAgACByC03wn3dLCK4LKg/0BWEKKyAXIIKCy7ICurjBd1dFAVcXW/LCuoDiAqsgLIsFwOrEFDkLoYQIZkwyWSm71XVfX5/VJ3T55w61d0zCem5nPd58mS6u7r6nDpV53zn+97v/agoZH/OahSTbac4oYqQKE9mnG6RbSWYccjvlDPJBFPvBsDShuemTKQNfwFJB+RRiv6cxYwl20pgQTYZqpEUaqfcxmbHTDgN3m4vbKYqccJnOylCo80M+x1RhE4k4uwf4JOgK14dC3MpZIw48/4U3BrMwADlq5T3BePDG6dZM8H+UTCunazLxbdbvodaeWEiEFJ6jjhmoueV73VljbSAz0YNfdtKMK2fbttgnglKhB7INYrM0ow8gYNlJENp7raVQC7ZkHygz1ImmWBeKZpk0GzDIRuFGSMuhD5DkDlxKg+axIVkaPZccEa84PFslQkWvBZ+y6vCThoYnJNGL80ItWzA1CTo6QhtADVByK0pLQK21Qhx8SUteG+HYPxQ8EZQgLLjp2RTleJW4NNRBV2TCINF+XoyfIggfVu14y1Wa0Kf+GtCQ0j+MVJZEBnNFtsWbeZ3rbxcAb1WdDzo4ulnfcXRI5UO4A0hOsnzn4cWJ1muQIVmn7Xj9Yoi9/Kvo7LE+HtE0lJqCvqbO8gJ8tVz68iXXXYdi9L/NE3bkbR/tpRFdz31GPGeIzbuvGufinqq0Ep0s11wBF3+mWCLZpS2UN8C5bn4/1nIiIcidJEJjB92mqD4KdAwJkcrLipOjZUlKXt1Rj7nDR3Vax5yZhgLDXP3pl9PTs7sLDcM1iAsRtyKIJrY6EDzZ6ldjg87jr+HW93HzcrFcOei4UR2XleToKcjtAHUAoxHIZWwALh0aF6Gn0PIUyQIKEZ7d9ji2k6cNkrwrtXOk36HFxzkiwnyx0Xp1XAgbiU0YTKvmCo1Vi7XMEFCcEiPheMAlZ1agx8FCNl3dHLnPQopI840aOzA29CbMmFbvsueZsFslYijzbSV2taDAcI733a+I39X/htNlKAVIG6FE8Dc+bvZRKJRjTwdaDABYW0fIJwFRiGXLBl3PPYMymUxmi50kyRCq6rCk2oJyG9h167tcEhUSJgzUqPI4awGIXeOrG3CMhJImv69TMOIlhlnIbBy1UMl8GCuz1eYN5Ofp3gvD68MzYNmi7Fr3qzEDYUgFNtEyb5NTIjoLJdIUbUJCGXcqmBaFozgXq5EeYM1pg20AdQuuAmVGj28m5hxYLgUeHYsj2AxZqmsnJEj74gBtFQlDe34W5VnYP2ZgItePpfCWKHhJeJWwkKIcps5KEs6RE2QnPs7tNvmQmAAMJixGiEwWtTUSGJeLomsmUB/ymClAgBfGXdOygg8QX7mTC7p80yK1Rr6c77Y3PyMf66iV28a5iD5kXD7+b/5OmftorQ9HIJUGY5RC7wqjKjKFHwLMsCARjVyXgAR8GuvpY0EE0rs62qMf8mrMU8F0Hg2BhSEaYB7DuV6dlGYwMIr16NSLcKRpTAm8ZvKEBgaz1BX1vbnICOOdMqExXGneCOShsBcz/fCUZVoei2pGOKcrKVUhAb8hb9Y9Q2iPfv868CMI67EDRBhnDhlpI0gvB+ULQkfU4o20DmDU+lhAoRng+d/TbgWGR+CS2aFZ9l1HBiJGNIpo0Han2UhsGuvvRaxWAyf+MQn2HuVSgUXXXQR+vr6kM1mceqpp2J4eLhzjWwT2gCaKAwrZNRE8SfoLknwRnCfUS+QkmzolEUvkWLSnFRZhqj3ItA28RYRhUKBsEEzWQmAyRAlJYMUaCy4jSywBDYVqrCDHXRZkaJtWwnMSRnhzKNdAaqQnR9pjIdUvR2YZFFO6vWj9zA1flrtlicBIxEX+CcZI868P/xib3LeubJXZ2PAC1QCYFXMebB+GEkxXT1KZbvFghsCl/ElLLLNjB6VZy+KXM4ZxkoPEDf/ZJKN62EnDd8IMhKwzLiyrpppxGFyPDcazhLqFULKKuM2cvT5Zr9J67DxiLpPLDvSoGsc0+J+3ZEkD6B1IkZUIoj0XiIRR8oykEjEZx0B+ne/+x2+9a1v4ZBDDhHev+SSS3DXXXfhtttuw0MPPYQ33ngDp5xySoda2T60AdQCYiaNvzjwBQOpu5iGe2JmihEGo1zIADBeCBYao0FmzBhxX9xNnii4SZFvT2ghbtdAmEDIjORHlARfVYbRSN6JULyusvbKmXHhtNW07+lQIUi5FxYbFt9vpOIXqzVsLoqTOh2HLfkq9sg2JsLdskkMBCEuujO2A04Q4PNMaFhgKPhe2alhUbfdaG9UW1uh3QmdC3OGSMvc78uLcGQx06ZcJCorUBZ/ZycJIlY4Lyf9B/jX3FNkitHsL6rLxBsF1BjlPREMpe1i8VKZ/N9isY0qdCq/L3t8QplnqufKSrO0bQGqkjQK8IbH/EySSTjYSQOW6XuDum0DOduEE/CBSl4dpYqLsUI1ZBzRDYI8V9GEAppUIM83mWSi4fnxqv690sR7uCCbxH69nBfNTE3IgFDWKVR5X/kxiaAnCOWLeETNoUEiQVfWRtWpsfIuDLOAA1QoFHDGGWfgP/7jP9Db28veHxsbw3e/+11cd911OPbYY7FixQp8//vfx9q1a/H44493sMWtoQ2gdjGBHTCfoRHlLZB3Tplkgu2EGfmRTxNtpx0tFJIp2s5g2QExvbYmtigtDhkT9PzQnWozT00pKA+QMuKwgiwwoBE64FOx5fMIPK122i1nG0VJ/bdS755sKm9Uu5rhLeAB0TRsCpUCdyvwxylJwjw4RfOdIYC4U3f7UcV+W0HS7ckE9zAtOmsaCZjBPW2ZcRYWSxtxOG6deddU3iVqAHVZRuj+poaO/Cz4iQZNpBK4ED9LLFBxGyfj3bWkZ0Il/0DhhInqLSEZo/S8vPGzs2rmdQrj4+PCv2o1eiwvuugi/N3f/R2OO+444f0nn3wSrusK7y9evBh77LEHHnvssbes7TsD2gBqgVAmQQAaf2fHMQ5QI63dthIN6XfPYam6QnkMiCJ7m4sONpWkCYKfLDkvVMi75JTEyb6dLAr+WJ5fwhOe5ZThiBAamxyDNtJrwkv3Awhn6gRQTly8UKNqkuS9RU45rL3EeZ8oyl6dLaSjFRdv5qtIGXH0pkxsr3joT5kihyKQJqh4dcyz/fHMmonmXASeTBll2PBevVDIKUxu5nk/vuaK6NlQtSdy0W5lFAT3+4T5E02QLzlCdt2bFTfw7iRQ8mrMQEpzQpRpI4HhIHOs5NUYb4vyggYzlhhiNqyGACcL57VpuEgGazuLW8jj0+b3InWiODkLpVHIGRvM0DcSSAYp7m5wHS2TGkONUhiOV4NpxDFScVFwo73TWTPBPHO0UjwtBzOYsVD06kpvLs3qUmqnOWVUvLpPvObEEWlflVpI0jiEeFd8uZfgfg5d+9L2gJcoSXVQj5UMOg/K4xN4nscLZSbpwGAkdy0HyC03Mtom+y/wWC1YsADd3d3s35e+9CXlT/74xz/GunXrlJ9v3rwZlmWhp6dHeH9gYACbN2/e6d3fmdDFUFtAeOgsG/AcYTHNGPEdXiSoN6jdXTBFaAKLEuBDtHZJLJkGySu+oNK1aYc71A6/RzomrKzb3mSiVH2FvzPes4+qzlKCZuOcRa+OBVzByFFa2Rl+6YCUEcf2iicIJZYdnxhd8mpMe6UpZKOn3RpcUbBsMWwSFSZs1aYoQ5YvS8AbpWYKZOK/pATNAtsaLMAykVn2EAG+p47XXqLkacofUqJZ9mQ7hGhFZfhIpecIYr5wzkmK/PWnoqdnOgfR+7NWqyORiKObC+9Szg8A5uk0jbiQAg/4GzDbsgWNLBWaCrvSUJMcoqKwbPSmTN9rx0tl7IgHZbKeZ6B5SDeKJxY1/+2gWGgnsXHjRnR1NRT7k8nwddm4cSM+/vGP41e/+hVSqfaFgKcDtAeoFQJFWVnNOJNMYCjtC+XFzFRjN+E5yng5jEC5ORAe470+/Tk/w6Lk+RpAtOAmEwxkbfEnWVoxnmZjyMcIkNzCgj5JqyrsE+GO8AKRNMU9uCZ8X0OFK7nfUmmCCMVYZXc0DaFxBhMtP0IncT4cyf/Pw+aMGTsIh1E+0IBtRuoyCeVApL4AaL7wSdlX0VL+ooeBLcQ0M0UIA4TLWCgXGFXBVcWCQKolwLB2ipu/VqsjnTJ8j1twbQtuDUWvji1lB2WvjqTVyFbiwYe6/MrnCeaJ4zMm6VizTET67PJFdil4D1iEICI1aoQxkUJXqmsT4gBJ3o22JBKcktrIlkJgc1MmBnIWCoFBk7VNlKseHLcOO2kgZfniiHNzSWRsE65XR1/KFIxK6t3hjSpe74c+s/05S7jedB6i51BeE8NiG8QehUEX8lryYyI977L3R/gtmZfIzteQ2yDlsfDnE4GVVqf7G8lpywHq6uoS/qkMoCeffBJbtmzB8uXLYRgGDMPAQw89hK9//eswDAMDAwNwHAfbt28Xvjc8PIzBwcFd1JPJQRtATUCqknCWV2WGTLFaU8bRiVsRK8QjKL7JpYoqsycCsInHssWdBTd5N92JtQHBqFB4W0KTulMSFVQjDKFitRa9s+L70mz3ZaWFz0m1pPw9cTIsK3eD/TlLyHDhrzkvakgLRlLvD/2fx7xcEj0pA2kjoTaIWlSRDh3TKvtIql0Us7sbRmKEkdsyfb2FurcSRnKHuS+1Wh1ejaBUEXVT+MWU/5s3gEYqntIDBDRqg1FPqFCvjb8WURlgKkywCOdEMu3o+YV7ml/oJ+EpotctFRiJXo3AThroySUFUjkVl3QDL6ZKkZlex4LbEGMtVv25znUcJtYa+k4zj5vqs2ZeYkUhZ6CJ+vbOLijcYgzURZanrweoHbzjHe/AM888g6effpr9O/TQQ3HGGWewv03TxAMPPMC+8+KLL+K1117DkUce2cGWt4YOgTVBLBkm6ZrpHJsoMkacFcsEwNRNKfen6NWD3as/gZuWBTfwivTnLGwqgS32dJclhLXkyYPbtW4rOA1+kcz5UUwKkROIwhPDEwv9EFl7hE0qjS9PeaZlweW4OKZlwQleC4Tr4LeFsAuvDSJNTiS/VTTMuL5sLjpK8vJgxmpKYE4ZcWyreNgtK16XRd02kqafkZQJhPxiyTRIlLtclc1jpX0PQtQkG5UxVC0hZlhhXpD024JxZNmA4toCUHOHgu9LuS2Nc00CNCyTSMRRcVwUyw3PD795kNPgeazP+96DrRUXc1MmM4BKnFo0TdEe5y83l8mmhCqk20aYUniOJC+ecB1VXh7++eRL1/C/yb2W70GgYcTLkhNJPiwfhBb5kOJY2UNvDnC9GspeHRkjjpG8vzmghmPZ8fmLw2Wfm7Vha9ib3ZjPDKHcDG98hnS6VGFUwwIpj6vvLWkMVPpLsdw8Ud1cgvAd1e971fB7/Ji0MKwEHtCu5gDtYuRyORx00EHCe5lMBn19fez9j3zkI7j00ksxZ84cdHV14eKLL8aRRx6JI444ohNNbhvaA9QMpi3KpztluI6DOVmLieEt6rZZTS/iVhAzU4KBxBMKeYl56sWhKaiUyEnVhxkiJgPbapy32UTQEvLuJUpN2Cn7E0SUt0Ay1mj4hHldjEYKOVOxdcrt7aAn0Dd6jXPJRqFMWdq/6NWRDvg/Ke7/Xq4iPJ8Gz5rhNiqTsz5GtTWq7lez+mzyQsiDXt/JajjRST3COGbHcyFFFvrdQdRqdRiJOJzA0waI17Xg1mALOkDitCQLhJa8RgFV9pnsFeWNn4h+t6ybh+baSrIQZjPtoBCiNivca9kLqYJsOIbSs+FnNFa8OoplV9RYCp5FWluMPifjjid4iOSaXzQkSQ0owJ/HaKgrJMcQlMRhmZVGEvAUkhltIpQKT38nSH+X0+B5jia/YYr8fX5M2jWKJqttNkPw1a9+FSeddBJOPfVUvP3tb8fg4CB++tOfdrpZLaE9QM1gWCDF0VCJgMGMxdzBoTAYJ1TGVx03Ld9oGg8OyyQTGOeMhlxSEV4xrHDYwrKjBQeblFJQckKsNMjWjcJreizzbNBY+8irjcrXCtI0nWToTpA31MYL4Srt/K6M7RibTTLtkrAhpqnT607bxkIGgaeHLjLdtsGqZNOCkhSUcFvhssdCBNxmRhrd/TdrfxMVXDglkLEgm6LdcE5knbUIHgwPRfmSiS5W1PvDTpmIoerWUQqEDXlF5+Gyy7RsADBFaEBNyKVZYHQM6DNDPY0xMwXCUuDDoTDhWZDvqyZeIJWHh3kjuM9VRhMBWteZamYAc8glDWwr+BuxvpTZUCRGwzNRrnqsWKcVFEvNl13mHeLRjB/HH0M3Z/MzvlYZe66Cy6fytPDGh2UkwvOllAXK5p02vHGquSiK+8a8m+me6BNGEdZbaUaZKYDsrFSB6YH//d//FV6nUinceOONuPHGGzvToElCe4CawXMak1ngweBT2IuSpD9dJMpODfMzSeE413FQrNZYiKxYrQkk5y35KkpeDfmqF47PR0wES/sy6uNUaZw8+AmfPzdnZEUZHCGpf+53bCvhL5zcpOZzBKoiPwMIlczgd2Zs0uRDX20aP1QeQMVxMC2LhbAqXp2FGFJGHGNlP82dGj5VVxTqA3wjia9hNRGV7MgJXfqeENIDwmRPRyEGp6rNFuWNkL0hwd+Cp04aw8mWxqhxHJRC2Q0MSN+YpM8NzUYqKcaLBz8OJa/BRdmSryJf9QRCbmRWJnctQ1yrSZTEYCnw3PWMKo8hoJkQKZV7cEpKNWfbSjARzlzSEEKBQOOaUx6VVyPoCQwhWu8uqiJ72alhW6HxnBarUs0v+KFgZRFatJBMcMrI2KZPGeBq8ylDYNyzEnUfR2a0NiPsy7zKZpA3CvJ7/G+6lZ0qF6Gx66ANoHZAH9KgplSXZTAvA59OCoCFKugEXXDDxEGqEg2Ai7+Lu1klUVh6AOfZXOpyq1TNyUCVJeNEcIkoaKHTQDKA9o/PxmpZOHES4NtUrNaELJZitSbUbaPhFhr+6k2ZLAxmGQlUvDoqXh35qidM9tZEZAr43eRESK486Vg1CUtQZYgx8EKArbxPUhv4v0m1NOEJnnJ/AKDi1PzikdzCO+54zVPZAxQDvgrgGz5yQVQeIc+oiggNqY5ak939hAputgrl7sTnkl4PqqHEh7XoNTcN//rLITHXE+cj+iyy8HCLBIus6Xtx6AaP1kV0HXVIi8+QlUObAvhQE/feZAn47Hu83k+rIrkUfBvaNYzbKVytMeWgDSAON954Iw444ACsXLlS/IB7aEbyDrKmb8BkzQZfh4n9GQ0i4YBtssmCD8UICHYkc7IWC68IBhNdSKUssLJTw5ZyxEPXLicoalJ2yk13PQK40I6f5h9t3GSSCczLcZMlFduLWmh4XRZpAWO7b4WhmEkmWJiSliXJGHGWnTcShL6o8UMzv0YrLvKBQZsy4oxkvrnosHGmZTQKbk1sdxs1hBhUQpX0PUHYkRsDztvDk51DGjWCd0cyAGTVXBXfy6v6QoLUeJokB6jq1Jg3wqvVmUeCenoWddvME9GMlE5T5elmgxpMlEjNeydG8k50hqHspeFDvPQZa+Gha3afKj/jNyUqT6t0DtlAVnGA+AzTLstgJUIo6DWnYcREIo7t+cYYFsouI5azqvIByk6NbfDyVQ/9OQvjhTLzqlIjacA2Q2PWlbXFZ5/2UZoPeM+4f5xkkEykSLMCIYNJzuKlMJIixUBuQ0QoLpJ+oDEtoTlAHC666CJcdNFFGB8fR3d3t/AZzfACGjWIWonh8bvU/pxYkNO2EnBLVaYLNJECm2XHr07OvE8K1eCWKsQUqolf0pNRZjrJ5OygBtqk0W6YRVq0VbwD22p46egOl/KxuiwxbCAvMqqwA4+04Z875IGg10SV6t5sDFoJ5UmG30S8Ek1LmrSjjhx48WLJ9KQJq3wYLBVkz1HQRVS+lnz6NitGG3iLBmyTGT9Fr45c0hC8fQz8bl/Fm2oWhtrZaCaL0Io0rwBv+KWMuKCcTZGS5pN2CNUqyIWEAYVgq1dFJpll/EYlLLvhAQpI0PT9yUKuwdYUTglAX/NjotDivvDnoB3UGJoASLUM1JvPUy3P4c7s1P12oT1ATUAl9dmD5lWZ4TGYsVDyakzZ1HWcINuhkX7NZ6rQWDpdSOhOgi7QuaTBPDpFr+6naZalKcUpAUaSnYuVzKA7ljY4JpFuf36nm9/KvATKshlQ7IbpTs9zxMw5gLW5WK1hC7cbpTsyVdosa5O0eLFjAzKjzCWi3jHqseHJm4AfepmbMpnYIQ13UTFEWjhyU6HKjh/M+IKXlhnHa4UqBmwTc1NhMikDPw6qVHh5l8t7ZOQFgY6tPBby9UCjXhjvIQuVagh+S37PtnxOU8zuDt93lj3hEJhXq6Pi1IIwTBzFsotNhSrKXh0vj5UxXHYjuSg8qMwErQpPRRD5RVjWZYqZKWG3H0umfW6VJVZybwW+JEykjAR/rHzeVsZNFOk5MIqjOEAyVCRonoCesU3G/wH8+WX9aBmZZDgcPZIXPULUg0p/m173tKHwvvFhINoflr1YZu0UflPe+LRT7y6ZBRO5FL4bYUxRCQnZG+Q56ueTRxNpkdBvaEw7aANogrCtBJPwTwdZDTTNk98lqzgKIRhcHJ1Dxog3HlZ+8pQezowRn7hKb7t1kYJjhbpgE0DTdjESZES4QlbAbnYO6ffk8iDy6y7LEFKuRysShwt+Gvy2Stir4PD1wfgd9c70HEQtCMIxaiO2FQG3bT6FKuw1iVCYLMRHw19FWhOKgxzK4SGoEhsNLaZW/CEKP+Q1AQ9jk/GMSgCIPKZdKFKvVcrJQMP4yJoJQcU8CtTz4ng1gcdGSc5yWGfc8RrPDTfudJ7qTxmsJAwPlZHMvxeqodUOJvJsKXmTtvB3VHp8U3Dh4x0VodWYWtAGUBNQ7wJl+lNPxsJcCpuL/s5GmIQDPaDBjMX4P4AfM2cxdMVOwbYSzDMylLbEODkVRpN27WWn1igRoCptIPeF8xJESvFbCo+BfAwAVAvKY0zL8uXmFTsxyi+wrYTPl6LXQVEE1LSsyHRvQZeIA22PrMLtOg7m5ZIsJEZBDZ+SRM5NmnEWLmgIWfqLwpv5KjJGHEWvjrJXb82Taub9YT8oZrj5/J7osAD18tC/VZ4JWQslxHmx0qHwmGAoyguJkfSVqCcAavwUy64gyCd7fXghUfZz3PFdlhHK6utLmehLmRiwzVD4S8hmk8qk8F60KM8m9RQx8AVr0cKIlI5tdRz7WxUqtdKC14ZiW8ERSNCAn+nVDLmgtI5lJIQ0eF4ni2ap0vAxux+MpF91PtngJ/anfA8oE2JtgpiZCs0JbonLXZcMFP4+jeX61SetFsTnP5n1nwM5TEuvq4KgLJQvamZkSc+n5gDNLGgDqBkUDw51t/Oy8PKDRxdNvmaRfE6en8IL9PGQH1BKUlU+hFEuWq5YIz1Hqx2qEFLZyZDroPG/RxHiErWqRB/hSaICbvIiOVLxMCSp7Ja9GmwjwarApwMvA69ZA0iifLKR1kq7pN1MIFnETwE+9NXS49BSM0j6nNa9m2T6O+CnYbtePQiFeYEGUEMglKLLMkKeHLkoatmpMfFDXgwRgMABkkm9PFpeIzqWzcq0qAoE84ga+3YLokrHqDR7AN8ApMZHlJeIh1erw/FqcLwaXC8sDkqfEzoPUe8c9XbIXlSVZEG7HEZ5rGN2d/QGgjOOWs1bbJPKQzEebc9pqrF0SpH9nCxHTqOz0AZQK0QsAraVQB/lgUhenQHbRNpIoD9lYI9skj30Mgman4Tm5fzjxh0x9TpUwkCBUCo8/3fUxMtnVtGyDRyvhGmm0KKbTX4fQCPlXbGAULn9Vu5jPnW1lfZGCNxkKV9nXtsE8MsrzA20UdJBBhgF3XVTL9CAbWLDVr8t3bbBFu/+lKEsXAqgbVIzey2Pb4QHSFYh5r11Kg8F+5zLGIs6pzCxy/d8UANvojANn//jenVsr3iMP9JlGcyQkQ1MGdSLSp+N9fkKtlZcVtE8Y8QFiQOB+2N3N+5HRekPHuz6mSk1jweYWPhYBh9ak7lBctmU4G8VuZn2k3qJVV4iGXwocuu4GNLi6xPaVoJ5UPkip7JRWfIayt2ycQRAnCcMK6hj599T447XyJgNPm/8HYxVE8OlqSHLZ1Cqvt/MuOURaZCp5x0/OtB6HDSmHrQB1AyKSX8obeHNiss8Qft0pXyvTsTDVeJ2XFGlGWgIjOdF0FISLNxB3cFGEnOyFhb22oyLxCNqh6OcOJSS7+Kui0EKsynl7hHshKQFVNY6CqlCS5ObMEE2gez2jpkpRoKmxHOgUV5kW8FhBubcXpvtZIeySVS8upAGv63SEKSk57GMBBO/ZCRcObW81U6fX4hz/a29My3Cm41Qli2+RnjXrDSO5PPx47gDKFVcuJ5fAqNUcTGQ85MGeC8QFUTMBMRzFfjNAB2P9fkKS+UuBnpNQHgxptw8BtkQpGFlpxF2NLv6okOQ8vhOtiwJRRRJOnjtRlyTrUH4NmsmWJHTZnC9OiwjgbGyh+0VL+SFoc8MAPbsqAwb+t7u2STKQXiYGkzC8XyoV+FFFwwq/nOv2tSrJmz0eD6PonAqz/URzs+Dzu+tJAo4hK6LUw5I92EuocbUhzaAJoCYmWLS/dQTMDdlihlQtLgp5+ZfmEs1dqhGY8Lgd188p2fc8Zq6anNJA12WEQ6vqSCFwJRoVgdJJoVK5QQYmpBkaa0hQPI0yIrDARiPh3qlWpGw6XmMxm/kq56S4ClXzy559ZDXB2gsMvz3LNNP45YJvAwTIYvzGV9NJl0xW8sWPD+CEdpqd8sZaqF6Vlbav060PTuQmkzhuHVB+I5mAA2XXWwqOZifSWLc8VgmYxQJelPJL/kgJxVEJhnI5FbF/SV7xvhFd0GfHc13kvSoIvV/ZDQpURMJpyTo91DYVoLVo5ubMlF168r6X8J3gurwFKqNE/+s8CFjOkdR760d1MyjHiD6PLcrgdFlGf5cEDyrpNwkfVxxT8vK/BQ8d07wjJopteK0YUU+M7FkWuRmacxYaAOoGaiqMYeiV8eAbaLoNTgNTNDPrcC0/Mm6L9XIFJM9CXz4ixo/vGFACdZ+SnkpcoGMFEIEWnNR2ni4hR1Ws52RlRbqRzFuClcfjPY5pHnEF94M/i9Wa+psHMkbopoMedE2WnSWJ0FTXs/wtiL7zpvBQsOnxNMxo1pLGSOOQtmvSN5lGaKBxF8fVRX4qD7wOjWq92k/aXkM7v0Q+ZkaoNI4CZ4ehZcoVLfKTAWhoyapym3A8WooVTx4tTpMI4Gt434KPNDYHPChryidmowRD4Uwh8suGxe6WI/kneYq45xXIlQGA/D7WC1gyUBOzEJUhZUnApX3rln6ewvQmoEDtm+E5GyzZXaVV6szYcQUF7piRZuTfr2+kbyDkbwjFGtWYbTSqN2m8hQJYVeJlzPueL6xpFJOljJfY7m56gZUC003XIIXNJAmoeduSJo44XO0Kmqrwk7YLGh0DtoAahN8SGBuSsw+4SddqpWRDmTqAZ8voipxIU/WdFdLJxU2efA1vuBP+uOOh+Gyqy6bwEOlA0ShTLGOIOC2493wfC0klbeJ1xKhxzYjLwttbFaF3rBC4RqazUIxlLbYrpd62V7Z0jCA+FT4lBEXFmOapUS/Z6sK4LbKIpkAmnnqmk3MJL/V/0NlIDaDcmdsia8nCderoVz1YBpxbCpUmcHDshehVoGWPRrFaqN2GDVgM0aceeJ4HaCQhxHR4T4VBmxTaUQpjSbV53JtN97TpECkzISVhmWqp+f+lMHmlqhjePCk8m7bUHKuqOAh3awwSGnw5WCTkOI9QEayaXkb2QhSHqvgOZqW1dQoUXIfI35fmdgRVb6iyWZvIoK1bxk4bbAd+qehDaC2wGqB+cU0bSOOslPD7kEmkb+j8ScKutCXgmKb1BBSTfQyWRfwd8ULewOviJliBgDb8XtVlJ0aNhf9khzyAtay8GJUfakoronCoxC5EAfGCAvTcIYJFVjbVgiE1YKFlQ830HMr3emyIKBq50XDj1yttSj8YaSAklfDnJQBO6iW3ZvyBeNGKy5Kni/aOD+TZOVPKApugwTa1kQiCx7y/aCSAs0Kajrl0NgIE7miPpsy6483OCmHIjB4WSHR8nhDCNGy/b8nscutunUUyi5KFRdbRhuFPd8oVvHSaClkWEZhfiYppMHTEjN8oVp+MzJeKItCiEE/aahP4JsJCup+H5/eWhTTtEMdkxTQZfK5SlXdKfnJBPJnTRbuWDIt1PjikTYS2FJ2mBemFVJWAuXgGlXdOt4oVoXng/fO0mywTDIIiXHGzX69jetVCYQpKfhnVpDcCMRkKWghVwZa+04W+qwW4I5vVWaxCggyLyOlO+TyF+xvqz29sXZgWJoEPU2hDaBmiNj98iq0bCHkHi6/SGGceRPSRhxdloHBjBXa/ahS2lstCiHw+hltHZ9W/93mOcL1dkpqlzR3/XhF2Qmde5LHzOM4D7wqNJ20i17dF5RrQ0iOLhZURC5rJsTFpx0Fbh78blc6LkrXp9lrHk3VipsQm5um9xrJ9jNoAlQC4i0PfhOwfrSsDIXJoGVneOJu2khEiyBGiGyyMCJ9HbFgPvdGPqyEPVGolJ8nISYaVTx0Dpcd1p1tPS6JIBMPaF3qhYLPAuP5QbYRx8Iem3mA5uUU3p8W84hyg6O4Pk35QSHB0Cji+uSlHACoSdgaMwbaAGoCoYpwsJg/vbWItBFnC2x/ykRX1vaLAaIxcfQGCyQtuJk1G/WphIwLLgMD8HezrMQFbUeQAeZnhgXpr4Hbn+S3NkpXtJumy6WYMxe8atKi5wwIgSHtGUoU5GTvaQiMVEsw0zmYluVfm2BhapDBk0G5D3GSI9USu5ZNU8YppCwSSqDOBGOUSarTrOniW/ZqbDIfrbgsq4aWuuCLbwLAc6N+/1PNVLgl0UhBTt9KR4dF8lvYNaAQZAgkCGKGbXhpzC7OCHDKiPXODylox+wuP52YGhCT3CWnjDh6ckkUyo3wIvXa5JINoT1qnPZGeDOGy65flJMrZbKl7ITCkLzHQrlxof1RlVBAo/zL+MgWkNE3/DcnUJ8rhODZYKFJFRFaJlG3ES7NGHEMZZOYZ1soeXVkbVOotxYFM9iMjVb8EiRzso0aX3z5C/qazk2u46A/Z2FO1sKmkoO0kcDgnDR6U35NtqG0nybfeGZt8d7muDa1ml8GhZGgpWLITIQy0E1i104FXuQyNw98+R3BG2fZDWkDeZPmVVtvVFqJW05wY6AxtaANoGaQ3ZpGEhu2ltCbMjGUtthuii0epp/tZUs7t7JXExRv+d023VlRg4YXdqOxc94r0Co9WQ6nTAZKkmw7k79htV8yoclxmWRCVC6OQoi/0piMVEYPI30Gas4yUkacCSHyY8jXEmurxImyrVLmFYdIfsMkvHM7BKccJv4H49SM49EKVVe81vT+jvL88KReeTNAjShaDkP4jCPuynIMcigmquYaGdssEtr5rMdWBkpUZXGVQGa7NaYkdFkGm3eoJ6gVCZoaSJTgP5TmxtKrNg8XS88p731q9SyQaqlpuQl6T7E5RvbWBBsCJXjDYzLPRhT/h4fmycx4aAOoGai2Ay2cB393lDLiGLBNjFRcbCxUQ+Gdfs77I2e3lJ0aBjMWckkjVCGeaqLIxR1VD+KWoCyDcEy7DyzdZWFi4RS+pEJoR2QkgxIXSfa5W8rDdZygBEiSZWSxhUoqsUDbYluJBl+mlRHAldSgE2qxWkO+6rFUeAoaSvF3zzU2maeMOFsc6P98mLM/5xdDdbwa5gY7XxZKaKXyK6fTKvrAkzmV4or0OkR8N5br8z06iuKQMgFYOEYhHEdLvjBw2X0TxZbAW7apUMVIxcUzXOYdHaP5mSQywfVXniMvcoUWddshQjt9XsYL5aAciyKExQQROaOILbwK/lW7ZS2aQfbyRXiBBHCvo3SA6LXqTbXOAAN8A8nkrvE+XSns15sWDB8qy8G4iFXxM5qJ15syUSy76LYNDNgmNpUcmJaF8e3bxfvE4XiAQVkSr0YwP5NsnTrfghsFcBvBwMParro9y4Sk2WEqNKmzFwoVU9V0jWkJbQA1g2EG+jKitkgl2IXunk3CNuIsTk5BRd1Sgbua8kzoxE0nfaDxQGUCo6rLMsQdWgQon2WH49I8D8VqQnBGk8UgWECUExo3KY4XyshXvcgdJz1/sx1pM/E+QJTv51N9WRscj8kX0LR3vv4X4HvsSp64AFD0yaEaVR0n/nWU5yyioOmkwKX4tpvCG3msV0UsNzfk8WlX54WC5wDxPCt+/MtOra2CpvT4fNXDG8UqK4nBF+2k4y6007LZ4sT3RxaLFDCZXb9qwZalEfj/2zhX1DiOOx7Knr9RipIOkCGHyKiqNg9ZrJTB8xXci9Ua83rTMHEouUNhCDAxSs7wjOQCUi5jG5wpZeFV1TWL0vrZWaUrWmTAaUxtaAOoDbDCecFiPlpx8Uaxir16bebtsa0E40u8Vqii7NXQbRvI2SZ6Ug3hQtdxmKFDQQsQzrN9DSHqWpYfUl/O3X/YBjOW76WgnIZWHCA6SVNPkVTkj/8Nej5hkeQzmVTwqv7iSdvMFz8MJtfQROFVGxOZisMiifaJ3qByI2TD/Y6stk1Br2mXZeCpkQLmpkyUAg+dZSQwlE2ykhiVoNhp2akJ3BPAF+zLmolIzgqDSn6g2fjI6etCkci08L/SCOTDpHymnqSzRP+Ws5d8r1ughkzHySk3DNhJeIH4WlYjFf/6bSs4QmFcioFc9CIykvcVvDduLbMQWMGtMb2sLXmuPh5/D3Lgf8sPE5cnXrV9EkTmtsBx6Sjfz88CC0/PNARmG3Ek20iB51H2ahit+BpKzw0XWOkaVRmRBX22oBNEwUtGZIy4WLg5AD9/UJBqCUYi1qACBIaDUO9QNlZUhiUrcFoV31NkQrLfbrfqO6AUxwR8fhKplkLeeV0DbHpDG0DtIBVULw8W24U9/kJRdRshrsFMg/+yuMfGXr02LCOBfNlFJRBPpMKFqh0Y9UzQEgEqg4ASi+mEVWpDBj+0C1UZSrLCLf9dunCr3MyqBYGSZqlxEuUelt93ykqCqpIvQwmQlh0ivNKMFd4zkK/6mkllpyZkgQG+d4KOkW0k0G0bGMomWakFobtuHaVg8S17NbGtMvFZ9b4sO8AL83F/s/T0FpozfGpwVBo8XehV11G5YDhluKW8YBBNJgtstOJi87YSxsoeWzTHHY95aopVP6yyqeSg6NUFnpCK1Fv06mwhpl4jWfCS9c2t+IuewuvQtpesjRAxA19TT/V/uzpRUiq4KgSWNX3JhnJEeCwKpYrHPHHy3MNXfg95ggxLuLYLe/x5jSp70yw9thFRGZbBvUPDdbLIYkOcsCokXSgRJSWgmr/kNPhWaCb4GtxLMu+MuJVABkWXwpiO0AZQMwQ3NdsRG36oq6/LVxbezk0qXZbBuAcpI46sbSJjmyy8kjUTTL12uOyy3Sst5MhXxWYTlGGFPAc0i4ymcbeVDtqqMKoCocVRxU+RYSSFbBCqjA00IdFyei0UthUR2lPxnBTcDv48gH+NeSG9LstgxiOtpk0XaSswguhYyeJ9rxX8mm3bKp7aS7OTwHRqmnGGeExQqyfK+IFlg+TfFN/3qpN2828qVFEKSMtAwxDhvQoyB0jFa6HE6aG0JSzgtpXAnKyFTDJQgY7gLIW4G7JnrJ16azuCVs8eXdibEX/hh9FpKQpZZiAKiURcKKwqk899A0b09PGK7XzGHl98dUG2obvVDLyXZMISH1FK3BJ/MOQ1paC1uiYKOu9yG8ZYMq1uv1fdtTpATrERJpzsP6fY+ndmAbQB1ATErQCW7QtyeQ7b5TjBbpV322fNhJBpYhoJmEYcvbkUkmZcINWOOx5zpQ6lLcGtygTeWEaOODG3EviDkWwUTqXgd6TygkpJvLxxke4RheKidkWK3RdrXzDxUFG5EIckYmdGqqXoPjYL80kkaL4tvGowDTMCjfpTfV3+RE5DYNQbUazWGAkXAAs5dFmGkA3j91dKZw4J4rVnINHwVCibT+Hij/JmNFSLRaOQSgRECklyoMR1iokq4FaCCvApw6+ftj5fERZeOkb5ql90NooEzVcsL1ZreGm0xPg/QEPviaZsM3hVIN3DXm7c2kiRpiEwAZE7f+66R3kmmj0fkoo7ex9Qewo5DpAb4eGteHUs6kkLIcZmqDo1GIk4u79lyM8bNWjKTo3NefS9N/NVZGwTjlvHSMXFPJvzEEnPNCVByyEoueI8QysvI+9R48PnMmRtrajjInTeVDpn9JmSsxL98yS1B2iaQhtAzRCEcNgDZIgGT9Y2WQgsY8TZA1zxGoUgzTZ3almzUWkciE6NpgYFr35LP1OilbpzqN6WokBns/IK3CRuWlZYRZd6hbwqW6D6eb6HUHojQrRMxX3hJkuaaaJS1gbUpReoQZo04zANn9NDeT3bK+K1pRM8L4Qot41BtWNtpuI8GUhFH9sVj6TXRHV8LmlMSvG5GahXrcypNsvGKeCHtJoSejmvRNmpCTIGKoV1lonI8fbcUh581XcGqlsTZaBORORSVbsuClEhUw4qJei5KZ9TmDLikUKJMjwupJgK5AMErw+P4Dmak7UCjpCY4DFacWEacWRsU9jURZZMCaQxYsk0C22yxI+k+Bz50gUSV66djYNKB0tVkiTKwIqYA1XeQfl+i5mpwPOolaCnI7QB1AwRNZEs059Eto5XlRN3yoijVHGxPV9FqeKy47NmAnsPdTfqSgX6Mvmqh4Jbw4BtYtzxMJS2fCKrWwntLikHaDBjYUvZCRtKdFLjSc9BKQ2/8U0I01awM6bp0QotkUI6IAAAOO1JREFUHiaACIS0TJjxw4uUeVUs6LP9FHn4JFiBM8Afi8ZCLfQrVMSyHJ68pdd8BhgVoQSANysukxug2XrFINyVMuJwvBp6UgYzcnhFab7uks2HH5tN0tTrxk3sypBKSPSRE4MMvstEKGWBOMsWROCi+EC0L3wJDPo7vAHPuCCcqnI7Kt6A722oOjV2bSteHevzFbxR9GUbaGiF55oM2GakB4imX9OxHMk7gidpc7FBfGeimwHI2OZGn6g31Sk3PJzAxJSC+RACD7lwr0pAUa6rx3tlZY+h5UsbqAwcSn5OGQ1153aEEP3v+srnVJBVGS70qhjJO8glDRZSpByrolfHUDYJ16ujK9OYD9mGxkgKfDb/fI7AC+Iz90byTmNz6ZQaoqicUCv7WzYYjWTD4+5Qzly58TmFXADYKUeTqwMiOhXF5EVIaYhNDh8St+L3X3uApiW0AbSDSJpxocRC2akJab9+KKyR6s6D31lRl34oxtxkcaU8lXZ27k29BG1mJ7U8TwsIPBJOCVaGbUUIIcqhBmnxotlFqhAaHR96zeygRElvzucHdNsGC3HR//lFP2v640gF+KLCCZGYiKjhJDwxglHFjCdbeC9jxNWfQbzvQtmHdteEQmBerd6UoN+0arviWKBR7R0QvZ80q6wVeFHRSSGKRzeZCvFtfseW9cD4U3DGeCstIL4YKt2wMQMH4fB02am1lOIwEnHMSRmNOY3T/wIgeZD95AavRlAMsiuV2NGyFbS+HTUoZUNVqAs2AU6bynMoQ3uApiW0AdQG6IJAvRiAv5AumJdF1a2jP2cJ7uCelIF0yoTj1ZBOGTCDAqoLcymWiUS5P7Q0AOCHZfbpSoVLYXAEP7eUZ8VQ2Wd05xVA4O9woocAlKGt0KQly9nz5+AnAiGDRTF5BZPMtoID13GwoM/GnKwlSu8bSaa1RNtedmrhdFS5cGUgrgaI4n20EjyfwltwaziIK+S4T1cK6SD1fU5XCj25JHpzKVTdOstuKbhiRXmm2xR48ipevbHblXf3PGRBvcD7xr8OeWzs7sb15DxHQsiL95zJIogtFhKZAxNLpn0DnBN1o4sjKY8zL0A78Gp1jAf3ZonbLc/PJNk9W3Zq6M9ZbKwARBqU83JJ9vvUwKXPC/UmzclaWNBnw3UcjBfodfMJ3WzRC7yatCRCyFPGh17a1euhC62sXaO6B5oVQuU/4/5ORRidVdfPmqMeolYeoIrjoVz18HrBvxbjjocNW0u+p5UTjTQtC109PbCtBAZs0zeMKr5XN5P05yxqeHm1Otvo0SKqgKLILMDuKSMRE37LthKisa1S51aBcoBY0V4pRC/JZcRyc7nnzWYeJAG8N5v32LL/fQ+TbBjG7C4/rKvFEKcltAE0SQzYppCm2p8yAK+Kebmk4M6nx1ADSV5UVTstusMV5Pt5Vz78HVzWDEJFwSQfmTkFtN51yho78jly85p/n7ZNoa5KDR6VrggFnQh5rkpboLovXlXIWuEX13HHU3JG6DiZRjyScBpVtqEpZ4UPibxV2jETADWOBe+iFHqkiMqYaXdMylUPrldD2RO9QAW3EZKUa+A1K4ZKrz9PhKYq3+w3eeOMzyqk6ftypfHg8wmJIDYTM5xAlXehdh5PqlZ4mCoRRic1QqiHyKuR6N8LwBdDnZ9JsnpfMkJjYoQJy3JoTr43orzEiUS4fEkIkUkO0oasnVIYySwzgtlYs3m0SXp8Ew7SgIJ43u7mQGPqQRtALcBnMfCu4oW5FDZv8x8q22pUBx9KWxituHC9OuYFXgc76WcN9XEFNikvJWsmkK96LDVbUMY1kkzUrlGY1cK8XJKVBBB28/yC1ozoTD+XuCVKjgpfwBPwf4vyFhTeGaG4aUAid0t5mFYjW4SRcRWiiUCjtAGfgSPs7CJSnVlBTPi8BL7sxvp8BSN5v4hmwa0hHYSxvFodRiLOMvt4UC5E2fFrufFGUkgIUeaBUHBZPco6bU5JyFZSgV17/rgIL48sgMi+byTFyZuTDxD4EYYFGAEB1in7RjhnXLaCafikctmo2VTyF1y3lGfGD+WO0NRuFcpOjaXlU6FLyguiYB5FRVmCmJkS7196DeUdexQ3rpkYH/83b8zQc+S3TEqCgnJaNo2oU5WZBk/wf7LF2HRnk0in/DlotOJiYRD2Val707I+L4+VfT5VcJ2aGUA8T04Q4URjPiDVEmq1upiQkIwm5cuI5RqFfGPJNLsvAXDeG85rCjQMJc8RSdDJbHizxs1nUWE8wM8iFdBOTTGNKQttADWBnMJpWr7eSHc26YeuAvLmtoJfH4w+DHaQAm8qvA2AH4Khqdl0R8RnFjEDgNu58O2gpGnqVZoQr6FVVpgKdAdNF1U6WUQpSvOExCa1cphMPv9etSRmuMkkxiagkv2Av3DKmXLsOE4Ekc+QydkmCmUXY2VPOIdtJbB+tCwYSd12Ez0TWXyS65vwOYVXFYjeghFJv7ejhRm9qjh5R41LcA/zZGIYyXB9ugi4Xp2Rysuenypd9Op+ujsngGdbCfa6WTkMuVK57OWjfzOjiL+fuFRpQWxPhYleXzmFPSrM3A4UJOgolL06HLeOvq5k2+TnWq0ueKtLXg2nLRkCIHr8KPF9JO9gw9aGHAUNKY87Hqpu41w9waaOPWf8tVVsVrwaYVxH13GC0FEEF4eKs8rGDU3oCMjVylp8snyHYYnzBxW5dCtAteDLhjTz1FKStWqjImXJaUwvaAOoGXhim+ew4qXZQNXZMn0Bt2I1KI4ZPMw0RTVlGbCTBoyEn7WxteJiYa+NudxuN2v6GV10dy6kWPO7C25yKTu+HgrvTuZ3OModlTxBy+rPks5MKJZOQVNEuR2ZgICPRKqlhio0124+Oytmdyk9GdsKDjd5JcMTmvR7lFDNe3/o72WSiUb18IAPRNOuqY5TuerBMuOMCwT44+A6DrYVGuPueL7RmQ6UcCOLjIaumeRSV/KaokOQkWMRgDdOVQVRadZXf8rwr1cwkYfCXSxzzwmFKVuGLgLQAqg0VX2k4tfv4g0o3lNXdmrhXTWHZuEFOi62lcCmrQXG0VOVkAnp/3hV8R6W7zE+hKnK6pKh4vRMxOujONZRhGWLXh35sot0ymwr9EVRqriwA7mH4bKLDy4KQtrUAPEctVEccICo+CrdyFGR192yUuFcSKVWzBS75hVOwNK0LPXYctefHx8y8mrjmPwWptGmQizJeWO9qsDdpOdmbQP88ySzDRFK2ZNuNfoSIvcbSfTnLOQyO1dCohno/Lqj/zS0AdQcUmpjsVrDSN5BIuETYQtll5E3e1Mm4DnMkHG9OrxanREZhwKvkXA+TveH/j9cdhs7qlRO6Ybl1aABbtELjCR2czeTjW9S7Vp2Ywu7OYoo0l9AMGXtCSZW3igRwBOZg9+ek41YEGXCcKAxZKZziJkpVgaDeoLozmwo7Ysf2lYC82wL+3SlYAdGTMoy0JtLskw916thbi7JxoOGa3JJA/N609HZTemecEqzXH9NBst0E9N3leU/FNeMpb4H1eBDExuXGo90j+8xDGq2AQqBOGpMThK1mk/OfTNfRdGrY0vZQcnz79Mt+SoTV+Q9dbaVwJayg00FtWdGqCPnVYX7R/YO0WPZvWR3My+qcG2ohzKKLC57ZFTPUTOjqF3DJ9IAjs46ooZoqeIKpOJmKJRdJtlRDsLs335uk/8hNXzQSPLgvXMUtBgqIGanlT3/2eD1v4QQmFsB0j2IJdN4/c0Cil6dGa3s92n/5TllosTiwJCRnwFVrTMa6vU92GVx/FRFXYNzRnkro/haGlMb2gBqBsMUdpPjhbIwAQ9zEzAtqUA9ODT8lUjEkbQSyNkmK8Ngc0JuAFgh1LSREB4wGoYQ4tfcw0lriykRxUlpF9yCLezmAo9MzO4Ss2b4ulx8TS8u3Z0nssp94SenwYylTL+X5e5jZqpRVJNbuGUji+e+ZAxflbsnZcA0EkhaCSQSYrgyE+gx0TaxxToqDERF3JqB8zC0U35ByMSLKv8hQchsollQ9DMz5atXcxl3/DXvsowmHqFqWyUMvBpBxasLBTMpeGOF9wICnJyDAkK6vMS34DPDQscqjDn+/pnQDrid52gix+xAONM22k9/F37ajKPbNnzD30zg8Y3bAXAZlIbFNilUSoI+V2WnhvFCmc1tdFNHhUGH0pbPs+HuH6ahwxWnfXXUNzhVISPVM8GSQKKurZEMlccAENYtkz/nN3SyQrfKO8tBRdifl0tGZuxpTG1oA6gJct09AIIHMZhMF/Q1FpWUEcd+c/0HcMG8LNt5dtsGsrYp6G9YZhyLemwhxJUJUuNpIdT+lIGD52R8AwABSVB6EKnrWJhE+N2iYhKIQoiwqMqKsdLK97t6ehqvmbvZaSywXBZOV9b2jYiATJtJJvzdZiXfqOfDLdhskuHJ1XyRUA4sm8VzWEo0zxOhXh8+C6k/ZQQK0JywYdIPV3Znk3C9GhZ1BwKByYQw5pR3JZOmGW9HFTLhQa8nL3QoXcdQqQbKt/Kq4ljzmVwqhWOgIS/gVnwvJZ8azv3GPl3c4uVWGl644PtyAU0VvJpv/FSCDLCiV2fGTSaZEMQVKaGZckuiSNACAnK2bEwVqzUM9WVZdfNGg/zjQhIBrTRdovgg7W4o+PIXMrcnSg9KIU9RVRDzAb90i9OieCyPUqBsPpx3MFpxsW5LXnncSN7BUF82JCVBkxgKbg3dtsFCbz25JHpTpj+npXIid42qM3OG6F69/nUXDGCZn8N9n80xzbxxFOke/97is/WqBcRyfQ1pBAqnJBjToaQPjpPH3gvaGvIAeb7Ap/YATU9oA6gJMlZcKdhXq/mFSHebYyNjm74XIinuoKnnh5+choJ4Oc0Ym59Joi9lYn4myRbWjBHH/Ew48wKA6M6FbygodziAOqOlWogopJnmNC/ai2UfMD+n/kD6PiWO0/AHbb9tJYLdZ8NrJJS3oN4MPqTmiH0lbkW4HrmkgVzSYB4BwdWO8PXkDaCUlUDKSjCjleel8PyVdFDbSgbZutH/g99FcojiCEWXMLFDRizJb/UzA1lGoMITpDKGAzDiNp81GBzPdKyCnbxAem4zFGFIHgkqGknDNryHxrQsZgR1WUakrIAwZorsP7pQ88fFzJSfwCCRyQFEc6WaQVXHS/WZBIGLwr/XJuGZFzukSAfCqtYEhBApKX204rLrzItR8oKIoeeFSgnAz+SjHDnAf37m5pLIGPFIYUt6r5JqyS8QzW865PmNf9YpIoxOOsbtgGYRCt/hvYM0mYO9Lis90MrnwEhOvMCrxpSBNoCaYPOb22Cmc0wSnj7kXo00JnVaVweA2dXHFpKxQhW1Wp1NTo5bZxPaUDaJhbkUS0cdsE2UAu2UNyuuUmuCchnoboaWEJCPAagHQeKdCA94KbwTlfkoCgOKcUasNM5ZPNggU9PvpXLCJEHyb7K0Z9dx0JW12WJVdmqI2V0NMbOIuDsr+8B7o2g/zRQOmJ9jNYsAYEu+GvIQyKHC/pTJJAooEok4vBphWWHUyKEFUfNVD0Yijo0BVyVjm+GK7arFUV7gpOtM8iP+7lVy28dyc9WEaa/q91Xy8DTOH6S1S8ZCzEz56dO8d04BapQ+90YecPxU6KG+LDPKo+AX3IyhN2ViJCg3Ms+28PJYY/fNL3g0HEqlCVRhMyAgtFPOUv5N0DIdZafG/u/PBYRamd/ELd5tCUXy9zM/lnKF9mahy2ZeIqfkjzd3TCiZgDt3VA1B16sJdcJqtXqkF6hWq6MnSFNPGX7SRi5pYCTvhOr2Ue+ykKwQXFPXcZCvepjTlWLcIyPhJw7QhAHWJzb/lEHciv+MOyVsHa8K91FID0zaAI1teq3xmVws1q005qNqAShtb3iTZePF7mKlhXjem5DpKHuWePJzrp/NO0KSCncOHQKbntAGUDMo6rvIuxZXEROWw1+An9FhBaUUUtyumFYkn5syhfh+M08MbUPaSIRVhJvtiiSdklb1wYRsDul3mpU6kLNJeBd0s5RRX7NF7LeSLxOxE+PPz0+uw2U3NHHRLD3hFIkYjISvY1NwG+qudDGgE//cdsI1URA0lcJhj2bFTVlojC7svDdEXtTpZ9wxadruNmQJ+OtnW4m2s8Coh4GGMednwuR/gdjcDqTaZLLnQj42BD5MyHggitDhjvLmVODDYKoaYqrXTcLXu2WTofBrMw+QnClWCjIiwwdK/DzFZ4D/jPC/Zxpx7JFtbhwDAKx0qMgwRdT9Tob/5P8RpaUk1z1U/c0rnlMP0ARK/8htVF07eW6Zqbjxxhux1157IZVK4fDDD8dvf/vbTjdph6ENoBZghRuDXVAuacBIxGBTwbeyyxZdd3wr+oMyGKmAXEvRm0shY5vsYVmQTaLk+enYc1MmFmST6E+ZWN6fxXDZRczuxsatjRIHMbsbsWQaXVkbuaSBhb12qA6P/zcNKUkGTRATV2nRxHrni5NQkCbd4N34oTE6gcRyffjaU38JXyxJg0VQsg4yeOju039P9Mz4xV/L2JJvnIe2QUg5p0ZeKoct+aqwk8slDRb6or+VNRNi5Wr4u1dZQC6RiCNlJdCVsTBcdtkCy4fS+lIm3qy4DVFEebHiPEK88KGyVhfXH5rq3tCrEa8NT+DtytqigcOltrNjAbAyI+kenwOUSwrK2XwmlHAveQ6OWNDDfm9eLmzEyOAzkspBduP6fAUDtokteZ/7RQ1hvmgpC4kaCVQjlImZ6F1g9NEsJdtK+MVReVJ9JS/qS9H/0z3s+8xDBjS8BjxoFpgq24tC5d2TPaayfpPiXCS/Va0hFGGk0mSLdCo67MJ7g7aNV+B6dUZApsgkE2I4NcB4oSzIC8i6UAWOsO7V6ihVPBbSp/eh78Hs9+cMbg4Yrbh4o+ir5TMdIHodeLFXQChEKiRbBNcqlpsb6jfV9VEakJYdeKgt9vl4oRw6Vthw8V5ny882lY2dTDLBPPkzGT/5yU9w6aWX4pprrsG6deuwZMkSnHDCCdiyZUvrL09haAOoGQxTqVWRSMTRnzJZReTBjOV7fAwL5YiFYl6vjXTKwNyUyao5p4PqzIC/c6ZE0IwRD/FbKDLJiN04t7tVprAD4QmYLtS8odIMNHUUwJ83Km58ftHmwg9Ao4q9+rzcwmzZWDIQwS/i2sEWcYRd6TwnJJNMsBCjbSWwINitRrmseaOVeioW9tqMmD4nZSBtJMLK0YqdIwuRWdGeNBVItRROUefQn7PEhVsl7sfzfAJjVPAU0FBYkLFX9Oq+IRYQ/kMTfRseIK9GBN7KG0VRu4qH/LqnyYLO2st9l/7jybqAlNovGeQUk+L/cKnxTb+vMmZ4z6tct4rjn7STHUivr+y9bAWq35PmOEAU9D5XPp/UaAgwxskVpCwDXRkLvSmzsQmRpTg4lDxfCTpjxNGVtRvPbcB3I24lOjuvVXIBRW6eeP0su5GcATTmKC79H4D63IpxkDdSgJ9UkbFm9lJ63XXX4dxzz8XZZ5+NAw44AP/+7/+OdDqN733ve51u2g5Bs7cUIMR3G5N6HU5hO0zTgluvwSQevHIR4+PjqFeLcCpFFAp52LUqxsfHQeo1bB0fRz4/DiseDmHVa3Wka1U4lRJKxQIyNQeGZ6JSKsDKxlDzgFKxCtMtg5TGYJMKttMJ3SmDIAarXoFdM5F3PKDqE4FRGgt2NmWY2V448bi/s6QPsBvo8cSrQCyBWNIGcYOHP5aAkUigWhj130fM/63iaLBw20AqC1KvN7wZTgX1Db/3zxs3gVgCcCv+dwD/t+p1mMRj122OGcPWfAleOY75mTr+lC+B1D0gYYCU8/53EhZIvY7dDQ/1oD0AQKplIB5nbSL1GhBPAPUaapUiLADEKcErF/FmoQpSraBWiaE/lcZ2w0Wu7uvS9Mdd7J2LYSRfRbEYrfxaq9VheWWQ0ijsTAx7mlkUa3VsGx1DvVrC6PgYtm1P+tcwuI6xVBYklvBfx/xq9rFUFqRablzXeDxYoGMghVF2XL046r92SowTQsY2+8dXg4k7HgfcCmDasOoVkHjCHxM6odfr/ucAYNqAW27cF+UxmD2DGB3dDuJUQOq+scO+71YwOj7mj0c9AdO04JQLIPU6bFKBV46ji5gYHx9HFIoBh6dQyAPVEnpJFW7NwwvDVcwxPDz9xhiI6y868+dm8Oqwfy5iWnDKacRqFVQrRVQlu8+qV0CcEsxEAi4hIE4JJJGA6zowTQu2acI2gXrFBSmNgjhlv0900S6P+dcDAIqjgN0NIOZfm+CeJW7VH6Nq2R8Teg8Hzws8B0hx/yPmj70UwozF4yCCeOk2wMo0vAnys+dW/L/p5/R1LIEYIahWihgfFxfWQiGPuT02qpW4cK14vuFYsYrugGuzbTQP16ujCw4q1TrqXg12rQqrXoFBPLh1z//tuod6tQSD1FCvFFF3fIPJIDW49RpK+TwKpouXXtuCHskuqFWK6DVdbKfXnt63TsU/NyEgbhXlYgG9pAorXkev6QJ1F6Q05t+TbhUxQhpzCOeBQXG0MR7B9SVOiX3Phz9vsd+mY1Uc9e9ztwKURgHPBXGrqBdH/WeAjjf19hRGEcvOEZ69WNIGcSpIkioSTkl4DuqVIubEHNSpYj9pX5xy0qi52OFfqfnPq/xMJ5NJJJOi99FxHDz55JO48sor2XvxeBzHHXccHnvssR1tSWdBNELYuHEjAaD/6X/6n/6n/+l/bf/buHHjW7YulctlMjg4uNPams1mQ+9dc801od99/fXXCQCydu1a4f3LL7+cHHbYYW9Zf3cFtAdIgfnz52Pjxo3I5XKIxdpTWx0fH8eCBQuwceNGdHW1GVKaYtB9mBrQfZga0H3oPKZL+wkhyOfzmD9//lv2G6lUCuvXr4ejKGI7GRBCQuub7P2Z6dAGkALxeBy77777pL7b1dU1pR/UdqD7MDWg+zA1oPvQeUyH9nd3d7/lv5FKpZBK7VrSdX9/PxKJBIaHh4X3h4eHMTg4uEvbsrMxs5lbGhoaGhoaGpOGZVlYsWIFHnjgAfZevV7HAw88gCOPPLKDLdtxaA+QhoaGhoaGRiQuvfRSfPjDH8ahhx6Kww47DF/72tdQLBZx9tlnd7ppOwRtAO0kJJNJXHPNNdM6hqr7MDWg+zA1oPvQeUz39s8UfOADH8Cbb76Jq6++Gps3b8bSpUtx7733YmBgoNNN2yHECNkVeXsaGhoaGhoaGlMHmgOkoaGhoaGhMeugDSANDQ0NDQ2NWQdtAGloaGhoaGjMOmgDSENDQ0NDQ2PWQRtAGhoaGhqzArVauLi1xuyFToOfgvjOd76DWq2Grq4ufOADH0A8Pv3s1H/9139FqVRCX18fPvCBD6C/v7/TTZowbrjhBhQKBaTTaZx22mmYN29ep5s0YehxmBqY7uMwE8bgC1/4AjZv3oz+/n6ceuqpOOiggzrdJI1Oo7OlyDR4vPLKK2Tp0qXkgAMOIMceeyyJxWLkYx/7GHnzzTc73bS2sWXLFnLooYeSfffdl5x22mnEtm1y3HHHkZ///OedblrbWL9+PVm2bBk54IADyAc+8AFi2zY5/fTTyfPPP9/pprUNPQ5TA9N9HGbCGGzbto0ceeSRZL/99iNr1qwhu+22G1m6dCn53ve+RwghpFardbiFGp2CNoCmCJ555hly5JFHkn/4h38g5XKZEELIL37xC5LL5cgf//jHDreufdx8883kmGOOYUbb008/Tc444wyyzz77kD/96U8dbl1rvPzyy2TVqlXkrLPOIqVSiRBCyCOPPEIWLFhA7r///g63rn3ocZgamM7jMFPG4N577yUrVqwgr732GiHEN+ouu+wykkwmybp16wgh2giarZh+sZUZimeffRZDQ0O4+uqrkUqlUK/XcfLJJ6O/vx9r167tdPMiQSQdzbVr16JYLDIX/5IlS3DJJZdgjz32wD/8wz90ookTwvr16zE0NITLLrsMtm2jXq/jmGOOQU9PD/7v//6v082LhB6HqYGZNA4zZQwee+wxjIyMYMGCBQCAvfbaC5deeimOP/54nH766QAwLWkGGjsOPeodBiXlvetd78Kll16KPffcE4D/QI6Pj6NWq2H//ffvZBObIhaLCa/32msv9Pb24tVXX2XvrVixAmvWrMEbb7yBb33rW7u4he2BjsORRx6Jf/zHf8SBBx4IwB+HarWKWCyGxYsXd7KJTaHHYWpgJozDTBuDt73tbchkMnjyySfZe0NDQ/jMZz6D8fFxfPazn93VTdSYItAGUIfw+OOPAwASiQRqtRq6u7tx9NFHC8cUCgWkUiksWLAgtKuZCvjCF76Aa665Bj/72c+wadMmAMCBBx6I559/Hr/5zW+EjIujjz4ay5cvx+OPPw7HcTrV5BDuu+8+AI1xyGazWLFiBYDGTpL4oWJmnE416HGYGpju4zATxuCqq67CRRddhG9+85v405/+BADYY489YFkW7r33XpRKJXbs/vvvj9WrV+Phhx/G9u3bO9RijY6iE3G32YwnnniCLFy4kCxbtow8+uijhBBC6vW6cAx9/cgjj5C5c+eSzZs3s88ef/zxXdfYCDz77LNkzz33JIcffjhZtWoV2XvvvcnKlSvJ+Pg4IYSQ973vfWT//fcnTz31lPC9T3ziE+SQQw7pQIvDWLduHdl3333JwMAAufPOOwkh4XGgeOGFF0hXVxd5+eWX2Xu//OUvd0Uzm0KPgx6HnYGZMAYvvfQS2WeffchRRx1FTjnlFLJ48WKy++67kxdffJEQQsill15KDjroIPKzn/1M+N61115LFi5cSPL5fCeardFhaA/QLsT//d//4fzzz8fixYthmiZuvfVWDA8PIxaLoV6vs+OoC/fpp5/G7rvvjoGBATzzzDPYd999cf311wu7mE7gtttuw+LFi/HII4/gf/7nf3DzzTejWq3ixBNPBAD88Ic/RKFQwJe//GX8/ve/Z9+zLAuHHHKI0NdOYN26dbjwwgtx4IEHYuXKlfjud7+L9evXh8aB4ve//z36+/ux77774plnnsF+++2H6667DuPj4x1ofQN6HPQ47Chmyhjce++9GBwcxIMPPog77rgD999/PxYtWoT/9//+H15//XVce+21mDNnDr797W/j/vvvZ99LJBI44IADkEgkOth6jY6h0xbYbMIf//hHct5555HXXnuNfOMb3yDLly8n1113Hftc3nVdeeWV5JJLLiFf//rXiWma5JxzztnVTQ6hVquRlStXko997GPC+7///e9Jd3c3ueKKKwghhDz44INk2bJlZOnSpeTKK68kV1xxBUmn0+QHP/hBJ5otYHh4mHzkIx8hL7zwArn99tvJMcccQy6++GL2uTwON9xwA1m9ejX5t3/7N2KaJjnvvPN2dZND0OOgx2FnYCaMASGEnHzyyeT0008nhDTaPDY2RgYGBsjq1asJIYQ89dRT5KSTTiKDg4PknHPOIRdffDFJpVLkpptu6li7NToLbQDtQnieJ2j6fOhDHyJ/8zd/w1zI9MGt1+vEdV1y3HHHkVgsRvr7+8m9997bkTbzoKmi5557Lvmrv/or9j5t90033UQMwyCvvPIKIYSQ3/3ud+RTn/oUOfHEE8lf//Vfk1/96le7vtESaFtHR0fZe1dffTU5/PDDyXe/+13hGIozzzyTxGIxMm/ePD0OOwl6HDo/DjNpDK666iqy9957s/er1SohhJC7776bxONx8sgjjxBCCHn11VfJ17/+dXLmmWeSE088kfz617/e9Y3WmDLQBlAH4LouIcTX2TjmmGPImWeeySZJfsI54YQTyFlnnTXlNCq+9a1vkcMPP5z86Ec/Et4fGRkhRxxxBLnwwguF9+lkNNXgeR4hhJC//OUv5IMf/CA59thjGU+DH4fzzjuPXHjhhXoc3iLoceg8pvsY3H///WTJkiXkX//1X9l7tE8nnHACec973tOhlmlMZWgO0FuAjRs3Nv3cMAwQQrDvvvvi/PPPx7PPPosf/vCHIITg9ddfZzHq2267Dd///vc7plFBpMwz+vrkk09Gd3c3br/9djz77LPs876+PgwODqJcLoMQwrJeLMvadY2WIPeBRyKRACEEu+22G8466ywAwPXXXw/P87Bx40bceeedAIDrrrsON95445TRCpmO49AMehw6j+k6BhQrVqzAYYcdhjvvvBO/+c1vhM/2228/VCoVlMvljvPeNKYWptZdPANw8cUX45RTTsHmzZvbOv6MM87A29/+dvz617/GmjVrcMghh+Cb3/wm6vU6MpnMW9xaNR588EGsX78eY2NjABq6IJQYOTQ0hAsuuAB/+ctf8G//9m9Cem+9Xse8efMQi8U6SiyM6oMMSjh/5zvfiZNOOgkvvfQSVq9ejQMPPBBf+cpXUK/XYdv2Lms3j+3bt6NarbLXdPKeTuMQ1QcZU3kcNmzYgEKhwF5Pt3GIar+MqTwGzUAIwZw5c/ChD30I3d3duOqqq5DP59n13r59O/bcc0/Ytj3lDDeNDqMTbqeZiAcffJD09/eTTCZD+vr6yNatW1t+h7qRn3vuOZJOp0k8Hidf+tKX3uqmRuLhhx8mixYtIgcddBDZfffdyWmnnUYcx4k8/pvf/CZZsmQJWbp0KbnuuuvIeeedR3p6esj//M//7MJWi5hoHwhpuPhfeuklMjQ0RGKxGPmXf/mXXdFcJR566CFy0EEHkWOPPZYceuih5Ec/+hELm6pCD1NxHCbaB0Km3jg8/PDDZL/99iPLly8nb3vb28j111/P7iUaXuEx1cZhou0nZOqNwWOPPUbOOOOMtrk699xzDznssMPIwoULyT/+4z+Sc845h2SzWXLXXXe9xS3VmI7QBtBOwMUXX0wMwyBf+tKXyPj4OJk7dy75/ve/39Z3H3/8cdLf308OPvhg8sILL7y1DW2Cu+66i8ybN4987nOfIxs3biRf//rXyZIlS8h9990XOpYuYK7rkueee468973vJSeddBL5m7/5G/KHP/xhVzedYSJ9kPH000+TvfbaiyxevLij43D77beTuXPnkquvvpo8+uij5CMf+Qg55JBDyMc//vHQsVN1HCbSBxlTZRyefPJJMjAwQK666iryyCOPkPPOO48ceOCB5IwzzggdOxXHYSLtlzFVxuA//uM/SF9fH8lms+SjH/0oef311wkhagOa5ymNjIyQCy64gJx++unk7/7u7zr6LGhMbWgDaAfgui459dRTyf7770+eeOIJQgghmzdvJkceeST5p3/6p7aIgi+//DK54IIL3uqmtsT5559PPvzhD7PX27ZtI0uWLCF//vOf2XtR/anVamx330nsSB82bNhArrrqqre6iS2xevVqctlll7HXruuS97znPSQWizGSbdTufaqMw470YaqMw4033kgOP/xwRliu1WrkJz/5CUmlUuT6668nhEztcdiR9k+FMRgeHiannnoq+eIXv0iuu+46smzZMvKVr3yFfR4l1DjVyNkaUxs6ILoDMAwDV1xxBZ577jmsWLEChBAMDAxg7733xsMPP9wy3lyr1bDvvvvipptu2kUtVrfBdV3k83km3w8AN910E0ZHR3HppZfi8ssvx/DwMOLxuJJLE4/HYRjGrmy2gB3tQ71exx577IHPf/7zu7rpQhtGRkbw8ssvo6uri71nGAb22Wcf7LXXXrjwwgsxPDzMCKsyOj0OO9qHqTAOFOVyGcPDw4ywHI/H8e53vxuf+tSncPnll2Pjxo1IJBJKPk2nxwGYfPunyhjMnTsXa9aswerVq3HJJZdgxYoVuPvuu3H33XcDCNf7otAcH42JQN8tE0S1WsXWrVvZ60MPPRTxeJzVyAGAv//7v8f69esF1VcVOkWK5PuQSCRgmiaOOOIIvPrqq1i1ahWWLl2Kb3zjG7jiiiuwePFirF27Fscff3xH2yxjZ/ahU5Mm34d4PI7+/n7kcjk88cQTeOqppxCPx/G///u/+PnPf46LL74YCxcuxLe//W0A0QvArsbO7EOnsx15Y2D+/Pno7e3FL37xC/ZeKpXCWWedhZUrV+Kf/umfAEyNBXdntr/TY8AnXKxatQq77747AL/GFwD86Ec/wosvvih8R0Nj0uiY72ka4sc//jE55JBDyLJly8iZZ57JiHWyO/aRRx4hu+22W0jgcCpA7gOtjVMoFMi6devI7bffTlasWCHEzZ944gnS399P/vu//7tTzRYwE/tAazC98MILZO+99yYLFy4kRxxxhEBCPeGEE8gnPvEJQsjUuKdmQh/uvvtucuGFF7JaUDR0tXnzZrJy5Upy7rnnktdee034zmc/+1nyzne+k2zfvn2Xt1fGdG8/IeE+yGEs+vq2224jy5YtI5/+9KdJpVIhhBDWBx360pgMOr99mSb4/ve/j49+9KM477zzcPbZZ6NUKuH000/H/fffH9rJHnPMMchkMkLNmakAVR/OPPNM3HvvvchkMli2bBmy2SzGxsaw2267se+NjY0hlUphcHCwg633MVP7sHr1atxzzz3Yf//9ceedd+JLX/oS3vWud+HPf/4zLrvsMgD+7vyNN94A0HkP0Ezow2c/+1m85z3vwS9+8QvccMMNAPywtud5GBgYwMc+9jHcd999uO2221AsFtn3UqkUXnrppY6HuaZ7+wF1H6K8Uu973/vwjne8A7/61a9wxx134I477sAxxxyDjRs3TglPnMY0RKctsOmCc845R6h7MzIyQs4//3zS19dHnn/+efZ+rVYjtVqNXHLJJWTVqlWCzHynEdWHOXPmsD7ceuut5LDDDiMPPPAAqdfrpFQqkTVr1pBVq1aRN954o1NNZ5jJfejt7RXuJR6vvvoqWbFiBfn5z3++q5rZFNO9D4888ghZuXIlueGGG8iFF15IjjrqKOax5cnBa9asIYceeij553/+Z1Iqlcjo6Cg57bTTyLnnnttSXuGtxHRvPyHN+xDlBRofHyfvfOc7SXd3N0kkEuSaa67Z1c3WmEHQBlCbWL58ObnooouE9/L5PFm5ciX527/929DxX/nKV0g2myWbN2/eVU1siWZ9OOGEEwghvkv5mGOOIXvvvTc58cQTyZIlS8jb3va2jqbD8pjpfZDvpfXr15O77rqLLF26lLz97W8nW7Zs2ZVNjcRM6MN3vvMd4rouefbZZ8lJJ51E3vve9zIDmWZPlUol8rnPfY4MDg6SRYsWkb333pvst99+5OWXX+5k0wkh07/9hDTvg8oIevTRR8ng4CBZvnw5ee655zrRZI0ZBG0AtQB9CK+88kqycuVKsmHDBuH9Rx99lBiGwfhANAa/fv168rnPfa4DLQ6j3T5QDsfzzz9PbrrpJvLJT36SfPWrX+1Ek0OYTX2g99L4+Di54447yIEHHkjWrFnTmUZLmAl9UOG//uu/yFFHHUU++clPsvf4VPZXXnmF3HPPPeSWW27pRPNaYrq3nxB1H3ie2Pbt20kymSRnnXVWJ5qnMQOhDaA2cccdd5AjjjiCXHvttey9er1OCoUCOeWUU8j5558/JUidzdCqDx/96EenPJlwtvSB3kvbtm1jRsZUwkzoAyENw61er5MrrriCHH744eTWW29ln9M+TNVne7q3n5D2+0AImRIhbI2ZA80cC1Aul1l6JQ/XdQEAp5xyCg488EDcddddrDBgLBZDJpPBtm3b4Hlex0mdO9qHWq3GUvo7Bd0Hvw/0Xurt7cUee+yx6xofYCb3gdeBisfjcF0XsVgM5557LvbYYw/cfPPNeOaZZ/DVr34VH/7whwF0hrA93dsP7Nw+AMDQ0NAuabfG7IA2gADcfvvtmDt3Lv7rv/4LQOPhrNVqME0TAPDCCy/g2muvRU9PD/7lX/4Fa9euBQBs3boVrutiyZIlnWl8gJ3Zh05NlroPM+9e6hSa9YHqQD322GMAwPq099574+yzz8bo6Cje/va341Of+hSOOOKIDrR++rcfmBl90Jjh6LQLqtN43/veR9LpNDnwwAPJihUrQpkRL7/8Mlm+fDk56aSTCCGErF27lpxxxhkkFouRVatWkaGhIfJXf/VXZGxsrBPNJ4ToPug+7DzMpj68+93vZtozFD/5yU9ILBYj73rXu8ibb765K5vNMN3bT8jM6IPGzMesNYDuv/9+MjQ0RI4++mjy+uuvkx/84AfkoIMOIq+88go75qc//SmxbZt89KMfJdu2bRO+/9Of/pR897vfJTfffPOubjqD7oPuw87CbOyDLAT4i1/8gsRiMfKFL3xhVzedEDL920/IzOiDxuzBrDSAhoeHyeDgIPn0pz/N3nv++edJIpEgv/71r9l7L774Irn77ruF704VMqHug+7DzsJs7wOP9evXv5XNjMR0bz8hM6MPGrMLMUJmZ0GVbdu2Yc6cOQD8mHSpVMJJJ52Egw8+mCmSTnXoPkwN6D5MDexIHwghHU9imO7tB2ZGHzRmD2YNCfq5557D5s2b2es5c+YwUl4ikUAul0Nvby/+8pe/AICyynOnofswNaD7MDWwM/vQiYV3urcfmBl90JjF6Kj/aReASqfvueeeZLfddiOnnHIKeeihh9jn9Xqd6VDccsstxLZtplQ7Vdz7ug+6DzsLug+d78N0bz8hM6MPGhoz2gNUKBTwoQ99CKZp4vbbb8e3v/1trF+/Hp/+9Kdx1113AfDdrrSQ3p577okFCxbg4YcfBjA1diS6D7oPOwu6D53vw3RvPzAz+qChAWBme4A2bNhAhoaGyL333sveW7duHTnttNPIYYcdRl577TVCSEMyPp/Pkz333JN8+ctfJoSEa9F0AroPug87C7oPne/DdG8/ITOjDxoahMxwD1ClUkFPTw8qlQp7b9myZfjQhz4Ey7LwxS9+EQBgGAY8z0M2m8XKlStxxx13AADbwXQSug+6DzsLug+d78N0bz8wM/qgoQHMcBL00NAQXNfFY489xiT8AeD444/HO97xDvzhD3/A008/DcB/WAHg9NNPx6233tqJ5iqh+zA1oPswNTDd+zDd2w/MjD5oaACY2SEwQgi56aabiG3b5Le//S0hpEHAe/HFF0k2myVr164lhBDieV7H2tgKug9TA7oPUwPTvQ/Tvf2EzIw+aGjMaA8QAFxwwQU4/PDDsWbNGmzYsIER8ObOnYtcLodNmzYBAKtNMxWh+zA1oPswNTDd+zDd2w/MjD5oaMx4AwgAfvzjH+PPf/4zLr/8ctx9990ol8u45ZZbkM1msXTp0k43ry3oPkwN6D5MDUz3Pkz39gMzow8asxyddkHtKqxdu5acfPLJxLZtsnLlSpLNZskPf/jDTjdrQtB9mBrQfZgamO59mO7tJ2Rm9EFj9mJWlcIYGxvDiy++iOHhYRx11FHo6+vrdJMmDN2HqQHdh6mB6d6H6d5+YGb0QWN2YlYZQBoaGhoaGhoawCzhAGloaGhoaGho8NAGkIaGhoaGhsasgzaANDQ0NDQ0NGYdtAGkoaGhoaGhMeugDSANDQ0NDQ2NWQdtAGloaGhoaGjMOmgDSENDQ0NDQ2PWQRtAGhoaGhoaGrMO2gDS0NDQ0NDQmHXQBpCGxjTFWWedhfe+970d+/3Vq1fji1/8Ykd++7nnnsPuu++OYrHYkd/X0NCY/tAGkIbGFEQsFmv67zOf+Qyuv/56/OAHP+hI+37/+9/jv//7v/Gxj32MvbfXXnvha1/7WujYz3zmM6w6eDv9AoCnnnoK73//+zEwMIBUKoVFixbh3HPPxUsvvQQAOOCAA3DEEUfguuuue6u7qqGhMUOhDSANjSmITZs2sX9f+9rX0NXVJbx32WWXobu7Gz09PR1p3ze+8Q28//3vRzabndD32unX3XffjSOOOALVahW33HILnn/+efzwhz9Ed3c3Pv3pT7NznX322fjmN78Jz/N2dvc0NDRmAYxON0BDQyOMwcFB9nd3dzdisZjwHuCHwLZv346f/exnAIBVq1bh4IMPRiKRwH/+53/Csix8/vOfxwc/+EGsWbMGt99+OwYGBvCNb3wDf/u3f8vO88c//hGXX345HnnkEWQyGRx//PH46le/iv7+fmXbarUabr/9dtxyyy07vV+lUglnn302TjzxRNx5553s/YULF+Lwww/H9u3b2XvvfOc7sW3bNjz00EN4xzveMeG2aGhozG5oD5CGxgzCf/7nf6K/vx+//e1vcfHFF+OCCy7A+9//fhx11FFYt24djj/+eKxevRqlUgkAsH37dhx77LFYtmwZnnjiCdx7770YHh7G3//930f+xh/+8AeMjY3h0EMP3entv++++zAyMoJPfvKTys95j5dlWVi6dCkeeeSRnd4ODQ2NmQ9tAGlozCAsWbIE//zP/4xFixbhyiuvRCqVQn9/P84991wsWrQIV199NbZu3Yo//OEPAIAbbrgBy5Ytwxe/+EUsXrwYy5Ytw/e+9z08+OCDjG8jY8OGDUgkEpg3b95Ob//LL78MAFi8eHFbx8+fPx8bNmzY6e3Q0NCY+dAhMA2NGYRDDjmE/Z1IJNDX14eDDz6YvTcwMAAA2LJlCwCfzPzggw8quTyvvPIK9ttvv9D75XIZyWQSsVhsZzcfhJAJHW/bNvNmaWhoaEwE2gDS0JhBME1TeB2LxYT3qNFSr9cBAIVCASeffDK+/OUvh841NDSk/I3+/n6USiU4jgPLstj7XV1dGBsbCx2/fft2dHd3t9V+anC98MILOPLII1sev23bNuyzzz5tnVtDQ0ODhw6BaWjMYixfvhzPPvss9tprL+y7777Cv0wmo/wOTWl/7rnnhPf3339/PPnkk6Hj161bp/QkqXD88cejv78fX/nKV5Sf8yRowCdwL1u2rK1za2hoaPDQBpCGxizGRRddhG3btuH000/H7373O7zyyiu47777cPbZZ6NWqym/M3fuXCxfvhyPPvqo8P4ll1yCe+65B1/4whfw/PPP449//COuuuoqPPbYY/j4xz/eVnsymQy+853v4J577sG73/1u/PrXv8arr76KJ554Ap/85Cdx/vnns2NfffVVvP766zjuuOMmfwE0NDRmLbQBpKExizF//nz85je/Qa1Ww/HHH4+DDz4Yn/jEJ9DT04N4PHp6OOecc0Jp8EcddRR++ctf4pe//CWOPvporFq1CmvXrsUDDzyAgw46qO02vec978HatWthmiY++MEPYvHixTj99NMxNjaGz3/+8+y4H/3oRzj++OOx5557TrzjGhoasx4xMlHWoYaGxqxHuVzG/vvvj5/85CdtcXV2NhzHwaJFi3Drrbfi6KOP3uW/r6GhMf2hPUAaGhoThm3buPnmmzEyMtKR33/ttdfwqU99Shs/Ghoak4b2AGloaGhoaGjMOmgPkIaGhoaGhsasgzaANDQ0NDQ0NGYdtAGkoaGhoaGhMeugDSANDQ0NDQ2NWQdtAGloaGhoaGjMOmgDSENDQ0NDQ2PWQRtAGhoaGhoaGrMO2gDS0NDQ0NDQmHXQBpCGhoaGhobGrMP/B3rgr/HGufKpAAAAAElFTkSuQmCC", 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", 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" ] @@ -653,7 +653,7 @@ "# to plot the concentration in log space\n", "concentration = data_stream_2d.data\n", "concentration = np.where(concentration < 1e-5, 1e-5, concentration)\n", - "concentration = np.where(concentration > 10**2.5, 10**2.5, concentration)\n", + "concentration = np.where(concentration > 10**5, 10**5, concentration)\n", "# concentration = np.log10(concentration)\n", "\n", "fig, ax = plt.subplots(1, 1)\n", @@ -688,6 +688,136 @@ " - Loading the data with the interface\n", " - Plotting the data stream" ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Help on module particula.data.loader_interface in particula.data:\n", + "\n", + "NAME\n", + " particula.data.loader_interface - interface to import data to a data stream\n", + "\n", + "FUNCTIONS\n", + " get_1d_stream(file_path: str, settings: dict, first_pass: bool = True, stream: Optional[object] = None) -> object\n", + " Loads and formats a 1D data stream from a file and initializes or updates\n", + " a Stream object.\n", + " \n", + " Parameters:\n", + " ----------\n", + " file_path : str\n", + " The path of the file to load data from.\n", + " first_pass : bool\n", + " Whether this is the first time data is being loaded. If True, the\n", + " stream is initialized.\n", + " If False, raises an error as only one file can be loaded.\n", + " settings : dict\n", + " A dictionary containing data formatting settings such as data checks,\n", + " column names,\n", + " time format, delimiter, and timezone information.\n", + " stream : Stream, optional\n", + " An instance of Stream class to be updated with loaded data. Defaults\n", + " to a new Stream object.\n", + " \n", + " Returns:\n", + " -------\n", + " Stream\n", + " The Stream object updated with the loaded data and corresponding time\n", + " information.\n", + " \n", + " Raises:\n", + " ------\n", + " ValueError\n", + " If `first_pass` is False, indicating data has already been loaded.\n", + " TypeError\n", + " If `settings` is not a dictionary.\n", + " FileNotFoundError\n", + " If the file specified by `file_path` does not exist.\n", + " KeyError\n", + " If any required keys are missing in the `settings` dictionary.\n", + " \n", + " get_2d_stream(file_path: str, settings: dict, first_pass: bool = True, stream: Optional[object] = None) -> object\n", + " Initializes a 2D stream using the settings in the DataLake object.\n", + " \n", + " Parameters:\n", + " ----------\n", + " key (str): The key of the stream to initialise.\n", + " path (str): The path of the file to load data from.\n", + " first_pass (bool): Whether this is the first time loading data.\n", + " \n", + " Returns:\n", + " ----------\n", + " None.\n", + " \n", + " get_new_files(path: str, import_settings: dict[str, any], loaded_list: Optional[list] = None) -> tuple\n", + " Scan a directory for new files based on import settings and stream status.\n", + " \n", + " This function looks for files in a specified path using import settings.\n", + " It compares the new list of files with a pre-loaded list in the stream\n", + " object to determine which files are new. The comparison is made based on\n", + " file names and sizes. It returns a tuple with the paths of new files, a\n", + " boolean indicating if this was the first pass, and a list of file\n", + " information for new files.\n", + " \n", + " Parameters:\n", + " ----------\n", + " path : str\n", + " The top-level directory path to scan for files.\n", + " import_settings : dict\n", + " A dictionary with 'relative_data_folder', 'filename_regex',\n", + " and 'MIN_SIZE_BYTES' as keys\n", + " used to specify the subfolder path and the regex pattern for filtering\n", + " file names. It should also include 'min_size' key to specify the\n", + " minimum size of the files to be considered.\n", + " loaded_list : list of lists\n", + " A list of lists with file names and sizes that have already been\n", + " loaded. The default is None. If None, it will be assumed that no\n", + " files have been loaded.\n", + " \n", + " Returns:\n", + " -------\n", + " tuple of (list, bool, list)\n", + " A tuple containing a list of full paths of new files, a boolean\n", + " indicating if no previous files were loaded (True if it's the first\n", + " pass), and a list of lists with new file names and sizes.\n", + " \n", + " Returns:\n", + " Raises:\n", + " ------\n", + " YourErrorType\n", + " Explanation of when and why your error is raised and what it means.\n", + " \n", + " load_files_interface(path: str, settings: dict, stream: Optional[object] = None) -> object\n", + " Load files into a stream object based on settings.\n", + "\n", + "DATA\n", + " Optional = typing.Optional\n", + " Optional type.\n", + " \n", + " Optional[X] is equivalent to Union[X, None].\n", + "\n", + "FILE\n", + " c:\\users\\kkgor\\onedrive\\areas\\github\\particula\\particula\\data\\loader_interface.py\n", + "\n", + "\n" + ] + } + ], + "source": [ + "help(loader_interface)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/docs/examples/stream_stats_part1.ipynb b/docs/examples/stream_stats_part1.ipynb new file mode 100644 index 000000000..ac18ada45 --- /dev/null +++ b/docs/examples/stream_stats_part1.ipynb @@ -0,0 +1,456 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " # Stream Stats\n", + "\n", + " This example shows how to clean up a stream of data by removing outliers and\n", + " and averaging the values over time. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " ## Working path\n", + "\n", + " Set the working path where the data is stored. For now we'll use the\n", + " provided example data in this current directory.\n", + "\n", + " But the path could be any where on your computer. For example, if you have a\n", + " folder called \"data\" in your home directory, you could set the path to:\n", + " `path = \"U:\\\\data\\\\processing\\\\Campgain2023_of_aswsome\\\\data\"`" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Path to data folder:\n", + "\\data\\tests\\example_data\n" + ] + } + ], + "source": [ + "# all the imports, but we'll go through them one by one as we use them\n", + "import os\n", + "import matplotlib.pyplot as plt\n", + "from particula.data import loader_interface, settings_generator, stream_stats\n", + "from particula.data.tests.example_data.get_example_data import get_data_folder\n", + "\n", + "# set the parent directory of the data folder\n", + "path = get_data_folder()\n", + "print('Path to data folder:')\n", + "print(path.rsplit('particula')[-1])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Load the data\n", + "\n", + "For this example we'll use the provided example data. But you can change the\n", + "path to any folder on your computer. We then can used the settings generator to\n", + "load the data." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading data from: CPC_3010_data_20220709_Jul.csv\n", + "Loading data from: CPC_3010_data_20220710_Jul.csv\n" + ] + } + ], + "source": [ + "# This method uses the settings_generator module to generate the settings.\n", + "settings = settings_generator.for_general_1d_load(\n", + " relative_data_folder='CPC_3010_data',\n", + " filename_regex='*.csv',\n", + " file_min_size_bytes=10,\n", + " data_checks={\n", + " \"characters\": [10, 100],\n", + " \"char_counts\": {\",\": 4},\n", + " \"skip_rows\": 0,\n", + " \"skip_end\": 0,\n", + " },\n", + " data_column=[1, 2],\n", + " data_header=['CPC_count[#/sec]', 'Temperature[degC]'],\n", + " time_column=[0],\n", + " time_format='epoch',\n", + " delimiter=',',\n", + " time_shift_seconds=0,\n", + " timezone_identifier='UTC',\n", + ")\n", + "\n", + "# now call the loader interface\n", + "data_stream = loader_interface.load_files_interface(\n", + " path=path,\n", + " settings=settings,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Stream:\n", + "Stream(header=['CPC_count[#/sec]', 'Temperature[degC]'], data=array([[3.3510e+04, 3.3465e+04, 3.2171e+04, ..., 1.9403e+04, 2.0230e+04,\n", + " 1.9521e+04],\n", + " [1.7000e+01, 1.7100e+01, 1.7000e+01, ..., 1.6900e+01, 1.7000e+01,\n", + " 1.6800e+01]]), time=array([1.65734280e+09, 1.65734281e+09, 1.65734281e+09, ...,\n", + " 1.65751559e+09, 1.65751560e+09, 1.65751560e+09]), files=[['CPC_3010_data_20220709_Jul.csv', 1044534], ['CPC_3010_data_20220710_Jul.csv', 1113488]])\n" + ] + } + ], + "source": [ + "# print data stream summary\n", + "print('Stream:')\n", + "print(data_stream)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot the data\n", + "fig, ax = plt.subplots()\n", + "ax.plot(data_stream.datetime64,\n", + " data_stream.data[0, :], # data_stream.data is a 2d array, so we need\n", + " # to specify which column we want to plot\n", + " label=data_stream.header[0],\n", + " linestyle=\"none\",\n", + " marker=\".\",)\n", + "plt.xticks(rotation=45)\n", + "ax.set_xlabel(\"Time (UTC)\")\n", + "ax.set_ylabel(data_stream.header[0])\n", + "plt.show()\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Average the data\n", + "\n", + "Now that we have the data loaded, we can average the data over time. We'll use\n", + "the 'particula.data.stream_stats' module to do this. The module has a function\n", + "called 'averaged_std' that will take stream object and return a new stream\n", + "object with the averaged data and the standard deviation of the data." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(2, 288)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stream_averaged = stream_stats.average_std(\n", + " stream=data_stream,\n", + " average_interval=600,\n", + ")\n", + "stream_averaged.standard_deviation.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plot the averaged data" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.plot(stream_averaged.datetime64,\n", + " stream_averaged.data[0, :],\n", + " label=stream_averaged.header[0],\n", + " marker=\".\",)\n", + "plt.xticks(rotation=45)\n", + "ax.set_xlabel(\"Time (UTC)\")\n", + "ax.set_ylabel(stream_averaged.header[0])\n", + "plt.show()\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Clean up the data\n", + "\n", + "Now we may see some outliers in the data. We can use the 'particula.data.stream_stats'\n", + "module to remove the outliers. The module has a function called 'filtering'\n", + "that will take stream object and return a new stream object with the outliers\n", + "removed." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(2, 63787)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "stream_filtered = stream_stats.filtering(\n", + " stream=data_stream,\n", + " top=250000,\n", + " drop=True,\n", + ")\n", + "fig, ax = plt.subplots()\n", + "ax.plot(stream_filtered.datetime64,\n", + " stream_filtered.data[0, :],\n", + " label=stream_filtered.header[0],\n", + " marker=\".\",)\n", + "plt.xticks(rotation=45)\n", + "ax.set_xlabel(\"Time (UTC)\")\n", + "ax.set_ylabel(stream_filtered.header[0])\n", + "plt.show()\n", + "fig.tight_layout()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Summary\n", + "\n", + "This example shows how to clean up a stream of data by removing outliers and\n", + "and averaging the values over time.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Help on module particula.data.stream_stats in particula.data:\n", + "\n", + "NAME\n", + " particula.data.stream_stats - Functions to operate on stream objects.\n", + "\n", + "FUNCTIONS\n", + " average_std(stream: object, average_interval: Union[float, int] = 60, new_time_array: Optional[numpy.ndarray] = None) -> object\n", + " Calculate the average and standard deviation of data within a given\n", + " 'stream' object over specified intervals.\n", + " \n", + " This function takes a 'stream' object, which should contain time-series\n", + " data, and computes the average and standard deviation of the data at\n", + " intervals specified by 'average_interval'. If data.time is in seconds\n", + " then the units of the interval are seconds (hour in hours etc). The\n", + " results are returned as a new 'StreamAveraged' object containing the\n", + " processed data.\n", + " \n", + " Parameters:\n", + " - stream (object): The input stream object containing 'time' and 'data'\n", + " arrays along with other associated metadata.\n", + " - average_interval (float|int, optional): The time interval over which the\n", + " averaging is to be performed.\n", + " - new_time_array (np.ndarray, optional): An optional array of time points\n", + " at which the average and standard deviation are computed.\n", + " If not provided, a new time array is generated based on the start and\n", + " end times within the 'stream.time' object.\n", + " \n", + " Returns:\n", + " - StreamAveraged (object): An object of type 'StreamAveraged' containing\n", + " the averaged data, time array, start and stop times, the standard\n", + " deviation of the averaged data, and other metadata from the original\n", + " 'stream' object.\n", + " \n", + " The function checks for an existing 'new_time_array' and generates one if\n", + " needed. It then calculates the average and standard deviation for each\n", + " interval and constructs a 'StreamAveraged' object with the results and\n", + " metadata from the original 'stream' object.\n", + " \n", + " drop_masked(stream: object, mask: numpy.ndarray) -> object\n", + " Drop rows where mask is false, and return data stream.\n", + " \n", + " Parameters\n", + " ----------\n", + " stream : object\n", + " data stream object\n", + " mask : np.ndarray\n", + " mask to apply to data stream\n", + " \n", + " Returns\n", + " -------\n", + " object\n", + " stream object\n", + " \n", + " filtering(stream: object, bottom: Optional[float] = None, top: Optional[float] = None, value: Optional[float] = None, invert: bool = False, replace_with: Union[float, int, NoneType] = None, drop: Optional[bool] = True) -> object\n", + " Filters the data of the given 'stream' object based on the specified\n", + " bounds or specific value. The filtered data can be either dropped or\n", + " replaced with a specified value. Note, not all parameters need to be\n", + " specified, but at least one must be provided (top, bottom, value)\n", + " \n", + " Parameters:\n", + " - stream (Stream): The input stream object containing 'data' and 'time'\n", + " attributes.\n", + " - bottom (float, optional): The lower bound for filtering data. Defaults\n", + " to None.\n", + " - top (float, optional): The upper bound for filtering data.\n", + " Defaults to None.\n", + " - value (float, optional): Specific value to filter from data.\n", + " Defaults to None.\n", + " - invert (bool): If True, inverts the filter criteria.\n", + " Defaults to False.\n", + " - replace_with (float|int, optional): Value to replace filtered-out data.\n", + " Defaults to None.\n", + " - drop (bool, optional): If True, filtered-out data points are dropped\n", + " from the dataset. Defaults to False.\n", + " \n", + " Returns:\n", + " - Stream: The 'stream' object with data filtered as specified.\n", + " \n", + " If 'drop' is True, 'replace_with' is ignored and filtered data points are\n", + " removed from the 'stream' object. Otherwise, filtered data points are\n", + " replaced with 'replace_with' value.\n", + " \n", + " add specific data row to filter on\n", + "\n", + "DATA\n", + " Optional = typing.Optional\n", + " Optional type.\n", + " \n", + " Optional[X] is equivalent to Union[X, None].\n", + " \n", + " Union = typing.Union\n", + " Union type; Union[X, Y] means either X or Y.\n", + " \n", + " To define a union, use e.g. Union[int, str]. Details:\n", + " - The arguments must be types and there must be at least one.\n", + " - None as an argument is a special case and is replaced by\n", + " type(None).\n", + " - Unions of unions are flattened, e.g.::\n", + " \n", + " Union[Union[int, str], float] == Union[int, str, float]\n", + " \n", + " - Unions of a single argument vanish, e.g.::\n", + " \n", + " Union[int] == int # The constructor actually returns int\n", + " \n", + " - Redundant arguments are skipped, e.g.::\n", + " \n", + " Union[int, str, int] == Union[int, str]\n", + " \n", + " - When comparing unions, the argument order is ignored, e.g.::\n", + " \n", + " Union[int, str] == Union[str, int]\n", + " \n", + " - You cannot subclass or instantiate a union.\n", + " - You can use Optional[X] as a shorthand for Union[X, None].\n", + "\n", + "FILE\n", + " c:\\users\\kkgor\\onedrive\\areas\\github\\particula\\particula\\data\\stream_stats.py\n", + "\n", + "\n" + ] + } + ], + "source": [ + "help(stream_stats)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ParticulaDev_py39", + "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": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/particula/data/loader.py b/particula/data/loader.py index bc65f9b2c..109e2331d 100644 --- a/particula/data/loader.py +++ b/particula/data/loader.py @@ -492,20 +492,12 @@ def sizer_data_formatter( if "convert_scale_from" in data_sizer_reader: if data_sizer_reader["convert_scale_from"] == "dw": - inverse = True - elif data_sizer_reader["convert_scale_from"] == "dw/dlogdp": - inverse = False - else: - raise ValueError( - "Invalid value for convert_scale_from in data_sizer_reader." + - " Either dw/dlogdp or dw must be specified." - ) - for i in range(len(epoch_time)): - data_2d[i, :] = convert.convert_sizer_dn( - diameter=np.array(header).astype(float), - dn_dlogdp=data_2d[i, :], - inverse=inverse - ) + for i in range(len(epoch_time)): + data_2d[i, :] = convert.convert_sizer_dn( + diameter=np.array(header).astype(float), + dn_dlogdp=data_2d[i, :], + inverse=True + ) return epoch_time, data_2d, header diff --git a/particula/data/settings_generator.py b/particula/data/settings_generator.py index 543f73505..a847b55bb 100644 --- a/particula/data/settings_generator.py +++ b/particula/data/settings_generator.py @@ -19,7 +19,43 @@ def for_general_1d_load( time_shift_seconds: int = 0, timezone_identifier: str = 'UTC', ) -> dict: - """Generate settings file for 1d general file.""" + """ + Generate a settings dictionary for loading and checking 1D data from CSV + files. + + Parameters: + ------------ + - relative_data_folder (str): The folder path relative to the main script + where data files are located. Default is 'instrument_data'. + - filename_regex (str): Regular expression pattern to match filenames in + the data folder. Default is '*.csv'. + - file_min_size_bytes (int): Minimum size in bytes for files to be + considered valid. Default is 10. + - header_row (int): The index of the row containing column headers + (0-indexed). Default is 0. + - data_checks (Optional[dict]): A dictionary containing data quality + checks such as character length, required character counts, rows to + skip at the beginning or end. Defaults to basic checks if None. + - data_column (list of int): List of indices for columns containing data + points to be loaded. Default is [3, 5]. + - data_header (List[str]): List of strings representing the header names + for data columns. Default is ['data 1', 'data 3']. + - time_column (List[int]): List of indices for columns containing time + information. Default is [0, 1]. + - time_format (str): String format for parsing time columns, using + strftime conventions. Default is '%Y-%m-%d %H:%M:%S.%f'. + - delimiter (str): Character used to separate values in the file. + Default is ','. + - time_shift_seconds (int): Number of seconds by which to shift time data + (positive or negative). Default is 0. + - timezone_identifier (str): Timezone identifier for time conversion. + Default is 'UTC'. + + Returns: + - dict: A dictionary with settings for data loading procedures including + file paths, size requirements, header information, and data check + parameters. + """ if data_checks is None: data_checks = { "characters": [10, 100], @@ -61,13 +97,42 @@ def for_general_sizer_1d_2d_load( time_shift_seconds: int = 0, timezone_identifier: str = 'UTC', ) -> tuple: - """Generate settings file for 1d general file loader and - 2d general sizer file loader. + """ + Generate settings for the 1D general file loader and the 2D general sizer + file loader. + + Parameters: + - relative_data_folder (str): Path to the folder containing data files, + relative to the script's location. + - filename_regex (str): Regex pattern to match filenames for loading. + - file_min_size_bytes (int): Minimum file size in bytes for a file to be + considered valid for loading. + - header_row (int): Row index for the header (0-based) in the data files. + - data_checks (dict, optional): Specifications for data integrity checks + to apply when loading data. + - data_1d_column (list of int): Column indices for 1D data extraction. + - data_1d_header (list of str): Header names corresponding to the + `data_1d_column` indices. + - data_2d_dp_start_keyword (str): Keyword indicating the start of 2D data + points in a file. + - data_2d_dp_end_keyword (str): Keyword indicating the end of 2D data + points in a file. + - data_2d_convert_concentration_from (str, optional): Unit to convert from + if concentration scaling is needed for 2D data. + - time_column (list of int): Column indices for time data extraction. + - time_format (str): Format string for parsing time data. + - delimiter (str): Delimiter character for splitting data in the file. + - time_shift_seconds (int): Seconds to shift the time data by. + - timezone_identifier (str): Timezone ID for time data interpretation. + + Returns: + - tuple of (dict, dict): A tuple containing two dictionaries with settings + for the 1D and 2D data loaders. - Returns - ------- - Tuple[dict, dict] - The settings for the 1d loader and the 2d loader. + The function defaults `data_checks` to basic validation criteria if not + provided. It returns separate dictionaries for settings applicable to + 1D and 2D data loaders, which include file paths, size checks, and + data parsing rules. """ if data_checks is None: data_checks = { diff --git a/particula/data/stream.py b/particula/data/stream.py index 362d2ddcf..9d0b4c312 100644 --- a/particula/data/stream.py +++ b/particula/data/stream.py @@ -73,13 +73,13 @@ class StreamAveraged(Stream): """A subclass of Stream with additional parameters related to averaging. Attributes: - average_window (float): The size of the window used for averaging. + average_interval (float): The size of the window used for averaging. start_time (float): The start time for averaging. stop_time (float): The stop time for averaging. standard_deviation (float): The standard deviation of the data. """ - average_window: float = field(default_factory=float) + average_interval: float = field(default_factory=float) start_time: float = field(default_factory=float) stop_time: float = field(default_factory=float) standard_deviation: np.ndarray = field( @@ -98,8 +98,8 @@ def validate_averaging_params(self): start_time and stop_time are not numbers or if start_time is greater than or equal to stop_time. """ - if not isinstance(self.average_window, (int, float) - ) or self.average_window <= 0: + if not isinstance(self.average_interval, (int, float) + ) or self.average_interval <= 0: raise ValueError("average_window must be a positive number") if not isinstance(self.start_time, (int, float)) or \ not isinstance(self.stop_time, (int, float)) or \ diff --git a/particula/data/stream_stats.py b/particula/data/stream_stats.py new file mode 100644 index 000000000..8aba9c0b6 --- /dev/null +++ b/particula/data/stream_stats.py @@ -0,0 +1,161 @@ +# pytype: skip-file +"""Functions to operate on stream objects.""" + +from typing import Optional, Union +import numpy as np + +from particula.util import stats +from particula.data.stream import StreamAveraged + + +def drop_masked(stream: object, mask: np.ndarray) -> object: + """Drop rows where mask is false, and return data stream. + + Parameters + ---------- + stream : object + data stream object + mask : np.ndarray + mask to apply to data stream + + Returns + ------- + object + stream object + """ + stream.data = stream.data[:, mask] + stream.time = stream.time[mask] + return stream + + +def average_std( + stream: object, + average_interval: Union[float, int] = 60, + new_time_array: Optional[np.ndarray] = None, +) -> object: + """ + Calculate the average and standard deviation of data within a given + 'stream' object over specified intervals. + + This function takes a 'stream' object, which should contain time-series + data, and computes the average and standard deviation of the data at + intervals specified by 'average_interval'. If data.time is in seconds + then the units of the interval are seconds (hour in hours etc). The + results are returned as a new 'StreamAveraged' object containing the + processed data. + + Parameters: + - stream (object): The input stream object containing 'time' and 'data' + arrays along with other associated metadata. + - average_interval (float|int, optional): The time interval over which the + averaging is to be performed. + - new_time_array (np.ndarray, optional): An optional array of time points + at which the average and standard deviation are computed. + If not provided, a new time array is generated based on the start and + end times within the 'stream.time' object. + + Returns: + - StreamAveraged (object): An object of type 'StreamAveraged' containing + the averaged data, time array, start and stop times, the standard + deviation of the averaged data, and other metadata from the original + 'stream' object. + + The function checks for an existing 'new_time_array' and generates one if + needed. It then calculates the average and standard deviation for each + interval and constructs a 'StreamAveraged' object with the results and + metadata from the original 'stream' object. + """ + # check for new time array + if new_time_array is None: + # generate new time array from start and end times + new_time_array = np.arange( + start=stream.time[0], + stop=stream.time[-1], + step=average_interval + ) + # generate empty arrays for averaged data and std to be filled in + average = np.zeros([len(stream.header), len(new_time_array)]) + std = np.zeros_like(average) + + # average data + average, std = stats.average_to_interval( + time_raw=stream.time, + data_raw=stream.data, + average_interval=average_interval, + average_interval_array=new_time_array, + average_data=average, + average_data_std=std, + ) + # write to new StreamAveraged object and return + return StreamAveraged( + header=stream.header, + data=average, + time=new_time_array, + files=stream.files, + average_interval=average_interval, + start_time=new_time_array[0], + stop_time=new_time_array[-1], + standard_deviation=std, + ) + + +# pylint: disable=too-many-arguments +def filtering( + stream: object, + bottom: Optional[float] = None, + top: Optional[float] = None, + value: Optional[float] = None, + invert: bool = False, + replace_with: Optional[Union[float, int]] = None, + drop: Optional[bool] = True, +) -> object: + """ + Filters the data of the given 'stream' object based on the specified + bounds or specific value. The filtered data can be either dropped or + replaced with a specified value. Note, not all parameters need to be + specified, but at least one must be provided (top, bottom, value) + + Parameters: + - stream (Stream): The input stream object containing 'data' and 'time' + attributes. + - bottom (float, optional): The lower bound for filtering data. Defaults + to None. + - top (float, optional): The upper bound for filtering data. + Defaults to None. + - value (float, optional): Specific value to filter from data. + Defaults to None. + - invert (bool): If True, inverts the filter criteria. + Defaults to False. + - replace_with (float|int, optional): Value to replace filtered-out data. + Defaults to None. + - drop (bool, optional): If True, filtered-out data points are dropped + from the dataset. Defaults to False. + + Returns: + - Stream: The 'stream' object with data filtered as specified. + + If 'drop' is True, 'replace_with' is ignored and filtered data points are + removed from the 'stream' object. Otherwise, filtered data points are + replaced with 'replace_with' value. + + add specific data row to filter on + """ + # Create a mask for the data that should be retained or replaced + mask = stats.mask_outliers( + data=stream.data, + bottom=bottom, + top=top, + value=value, + invert=invert + ) + + if drop and replace_with is None: + # Apply mask to data and time, dropping filtered values + # if any columns are then drop that whole column + mask_sum = np.invert(np.sum(np.invert(mask), axis=0) > 0) + stream = drop_masked(stream, mask_sum) + elif replace_with is not None: + stream.data = np.where(mask, stream.data, replace_with) + # No need to modify 'stream.time' as it remains consistent with + # 'stream.data' + return stream diff --git a/particula/data/tests/stream_test.py b/particula/data/tests/stream_test.py index 31830545f..f99fce844 100644 --- a/particula/data/tests/stream_test.py +++ b/particula/data/tests/stream_test.py @@ -51,7 +51,7 @@ def test_stream_averaged_initialization(): data = np.array([1, 2, 3]) time = np.array([1.0, 2.0, 3.0]) files = ['file1', 'file2'] - average_window = 1.0 + average_interval = 1.0 start_time = 0.0 stop_time = 2.0 standard_deviation = np.array([0.1, 0.2, 0.3]) @@ -62,7 +62,7 @@ def test_stream_averaged_initialization(): data=data, time=time, files=files, - average_window=average_window, + average_interval=average_interval, start_time=start_time, stop_time=stop_time, standard_deviation=standard_deviation) @@ -72,7 +72,7 @@ def test_stream_averaged_initialization(): assert np.array_equal(stream_averaged.data, data) assert np.array_equal(stream_averaged.time, time) assert stream_averaged.files == files - assert stream_averaged.average_window == average_window + assert stream_averaged.average_interval == average_interval assert stream_averaged.start_time == start_time assert stream_averaged.stop_time == stop_time assert np.array_equal(stream_averaged.standard_deviation, diff --git a/particula/util/stats.py b/particula/util/stats.py index b7c561ab1..778c76edc 100644 --- a/particula/util/stats.py +++ b/particula/util/stats.py @@ -31,7 +31,7 @@ def drop_zeros(datastream_object: object, zero_keys: list) -> object: ), axis=0 ) == 0 - datastream_object.data_stream = datastream_object.data_stream[:, zeros] + datastream_object.data_raw = datastream_object.data_raw[:, zeros] datastream_object.time_stream = datastream_object.time_stream[zeros] datastream_object.reaverage() return datastream_object @@ -143,34 +143,34 @@ def merge_formatting( def average_to_interval( - time_stream: np.ndarray, - average_base_sec: float, - average_base_time: np.ndarray, - data_stream: np.ndarray, - average_base_data: np.ndarray, - average_base_data_std: np.ndarray + time_raw: np.ndarray, + data_raw: np.ndarray, + average_interval: float, + average_interval_array: np.ndarray, + average_data: np.ndarray, + average_data_std: np.ndarray ) -> Tuple[np.ndarray, np.ndarray]: """ Calculate the average of the data stream over the specified time intervals. This function calculates the average of the data stream over a series of - time intervals specified by `average_base_time`. The average and standard + time intervals specified by `average_interval_array`. The average and standard deviation of the data are calculated for each interval, and the results are returned as two arrays. Parameters: ---------- - time_stream (np.ndarray): An array of timestamps, sorted in ascending + time_raw (np.ndarray): An array of timestamps, sorted in ascending order. - average_base_sec (float): The length of each time interval in seconds. - average_base_time (np.ndarray): An array of timestamps representing + average_interval (float): The length of each time interval in seconds. + average_interval_array (np.ndarray): An array of timestamps representing the start times of each time interval. - data_stream (np.ndarray): An array of data points corresponding to the - timestamps in `time_stream`. - average_base_data (np.ndarray): An empty array of shape + data_raw (np.ndarray): An array of data points corresponding to the + timestamps in `time_raw`. + average_data (np.ndarray): An empty array of shape (num_channels, num_intervals)that will be filled with the average data for each time interval. - average_base_data_std (np.ndarray): An empty array of shape + average_data_std (np.ndarray): An empty array of shape (num_channels, num_intervals) that will be filled with the standard deviation of the data for each time interval. @@ -179,40 +179,38 @@ def average_to_interval( Tuple[np.ndarray, np.ndarray]: A tuple containing the average data and the standard deviation of the data, both as arrays of shape (num_channels, num_intervals). - - TODO: add custom average starting interval """ # average the data in the time interval initialization - # find closet index in time_stream to the start time - start_index = np.argmin(np.abs(average_base_time[0] - time_stream)) + # find closet index in time_raw to the start time + start_index = np.argmin(np.abs(average_interval_array[0] - time_raw)) # start_index = 0 stop_index = 0 interval_look_buffer_multiple = 2 - start_time = time_stream[0] + start_time = time_raw[0] - # estimating how much of the time_stream we would need to look at for a + # estimating how much of the time_raw we would need to look at for a # given average interval. - if len(time_stream) > 100: + if len(time_raw) > 100: time_lookup_span = round( ( - average_base_sec + average_interval * interval_look_buffer_multiple - / np.nanmean(np.diff(time_stream[:100])) + / np.nanmean(np.diff(time_raw[:100])) ) ) else: time_lookup_span = 100 # loop through the average time intervals - for i, time_i in enumerate(average_base_time, start=1): - if (stop_index < len(time_stream)) and (start_time < time_i): + for i, time_i in enumerate(average_interval_array, start=1): + if (stop_index < len(time_raw)) and (start_time < time_i): - # trying to only look at the time_stream in the average time + # trying to only look at the time_raw in the average time # interval, assumes that the time stream is sorted - if start_index+time_lookup_span < len(time_stream): + if start_index+time_lookup_span < len(time_raw): compare_bool = np.nonzero( - time_stream[start_index:start_index+time_lookup_span] + time_raw[start_index:start_index+time_lookup_span] >= time_i ) if len(compare_bool[0]) > 0: @@ -220,19 +218,19 @@ def average_to_interval( else: # used it all for this iteration compare_bool = np.nonzero( - time_stream[start_index:] + time_raw[start_index:] >= time_i ) stop_index = start_index+compare_bool[0][0] # re-calculate time look up span, # as timesteps have changed - if len(time_stream[start_index:]) > 100: + if len(time_raw[start_index:]) > 100: time_lookup_span = round( - average_base_sec + average_interval * interval_look_buffer_multiple / np.nanmean( np.diff( - time_stream[ + time_raw[ start_index:start_index+100 ] ) @@ -242,28 +240,28 @@ def average_to_interval( time_lookup_span = 100 else: compare_bool = np.nonzero( - time_stream[ + time_raw[ start_index:start_index + time_lookup_span ] >= time_i ) if len(compare_bool[0]) > 0: stop_index = start_index + compare_bool[0][0] else: - stop_index = len(time_stream) + stop_index = len(time_raw) if start_index < stop_index: # average the data in the time interval - average_base_data[:, i-1] = np.nanmean( - data_stream[:, start_index:stop_index], axis=1 + average_data[:, i-1] = np.nanmean( + data_raw[:, start_index:stop_index], axis=1 ) # the actual averaging of data is here - average_base_data_std[:, i-1] = np.nanstd( - data_stream[:, start_index:stop_index], axis=1 + average_data_std[:, i-1] = np.nanstd( + data_raw[:, start_index:stop_index], axis=1 ) # the actual std data is here else: - start_time = time_stream[stop_index] + start_time = time_raw[stop_index] start_index = stop_index - return average_base_data, average_base_data_std + return average_data, average_data_std def mask_outliers( @@ -290,7 +288,9 @@ def mask_outliers( Returns: ------- - np.ndarray: A boolean mask for the outliers in the data array. + np.ndarray: A boolean mask for the outliers in the data array. Mask is + True for non-outliers and False for outliers, and the same shape as + the data array. """ # initialize the mask @@ -317,22 +317,3 @@ def mask_outliers( return mask -def drop_mask(datastream_object: object, mask: np.ndarray) -> object: - """Drop rows where mask is false, and return data stream. - - Parameters - ---------- - datastream_object : object - data stream object - mask : np.ndarray - mask to apply to data stream - - Returns - ------- - object - data stream object - """ - datastream_object.data_stream = datastream_object.data_stream[:, mask[0, :]] - datastream_object.time_stream = datastream_object.time_stream[mask[0, :]] - datastream_object.reaverage() - return datastream_object \ No newline at end of file diff --git a/particula/util/tests/stats_test.py b/particula/util/tests/stats_test.py index 010da7716..3f75e5d12 100644 --- a/particula/util/tests/stats_test.py +++ b/particula/util/tests/stats_test.py @@ -63,8 +63,12 @@ def test_average_to_interval(): # Call the function average_base_data, average_base_data_std = stats.average_to_interval( - time_stream, average_base_sec, average_base_time, - data_stream, average_base_data, average_base_data_std + time_raw=time_stream, + data_raw=data_stream, + average_interval=average_base_sec, + average_interval_array=average_base_time, + average_data=average_base_data, + average_data_std=average_base_data_std ) expected_data = np.array( [