From 76cad4e9ab284226362c7270fd2338af2d2d8335 Mon Sep 17 00:00:00 2001 From: Emily Browning Date: Tue, 16 Jun 2026 14:40:45 -0800 Subject: [PATCH 01/12] dolfyn_plot --- examples/adcp_example.ipynb | 847 +++++++++++++++++++++++------------- 1 file changed, 548 insertions(+), 299 deletions(-) diff --git a/examples/adcp_example.ipynb b/examples/adcp_example.ipynb index d476e0d21..247d31aa9 100644 --- a/examples/adcp_example.ipynb +++ b/examples/adcp_example.ipynb @@ -82,7 +82,6 @@ "name": "stdout", "output_type": "stream", "text": [ - "Indexing data/dolfyn/Sig1000_tidal.ad2cp... Done.\n", "Reading file data/dolfyn/Sig1000_tidal.ad2cp ...\n" ] } @@ -122,39 +121,86 @@ "\n", "\n", "\n", - "
<xarray.Dataset> Size: 83MB\n",
               "Dimensions:              (time: 55000, time_b5: 55000, range: 28, range_b5: 28,\n",
               "                          beam: 4, dir: 4, dirIMU: 3, earth: 3, inst: 3, q: 4,\n",
@@ -521,33 +628,33 @@
               "    coord_sys:             earth\n",
               "    fs:                    1\n",
               "    has_imu:               1\n",
-              "    beam_angle:            25
  • filehead_config :
    {"CLOCKSTR": {"TIME": "\\"2020-08-13 13:56:21\\""}, "ID": "STR=\\"Signature1000\\",SN=101663", "HW": {"FW": 2212, "FPGA": 169, "DIGITAL": "\\"I-3\\"", "INTERFACE": "\\"H-2\\"", "ANALOG": "\\"G-1\\"", "SENSOR": "\\"D-1(AHRS)\\"", "BOOT": 21, "FWMINOR": 11}, "BOARDSENSGET": "AV=23,NB=5,HF=1000,TTR=2.0000,TTRB5=2.0000", "PWR": {"PLAN": 1940.43, "BURST": 1937.69, "AVG": 0.0, "PLAN1": 0.0, "BURST1": 0.0, "AVG1": 0.0, "TOTAL": 1940.43}, "MEM": {"PLAN": 2.733, "BURST": 2.733, "AVG": 0.0, "PLAN1": 0.0, "BURST1": 0.0, "AVG1": 0.0, "TOTAL": 2.733}, "PRECISION": {"AVGHORZ": -9.99, "BURSTHORZ": 2.6, "BEAM5": 1.62, "AVGBEAM": -9.99, "BURSTBEAM": 1.55}, "PLAN": {"MIAVG": 600, "AVG": 0, "DIAVG": 0, "VD": 0, "MV": 10, "SA": 32.0, "BURST": 1, "MIBURST": 1, "DIBURST": 0, "SV": 0.0, "FN": "\\"S101663A007_sea_spider.ad2cp\\"", "SO": 0, "FREQ": 1000, "NSTT": 0}, "BURST": {"NC": 28, "NB": 5, "CS": 0.5, "BD": 0.1, "CY": "\\"ENU\\"", "PL": 0.0, "SR": 1, "NS": 1, "VR": 2.5, "VP": 0.0, "DF": 3, "NPING": 8, 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"CALROTGYROGET": "M11=1.00000,M12=0.00803,M13=-0.02685,M21=-0.00933,M22=1.00000,M23=0.01646,M31=0.02587,M32=-0.01599,M33=1.00000", "CALECHOGET": "CHA0=0.00,CHB0=-17.69,CHC0=0.00"}
    inst_model :
    Signature1000
    inst_make :
    Nortek
    inst_type :
    ADCP
    burst_config :
    {"press_valid": true, "temp_valid": true, "compass_valid": true, "tilt_valid": true, "vel": true, "amp": true, "corr": true, "le": false, "altraw": false, "ast": false, "echo": false, "ahrs": true, "p_gd": false, "std": false}
    n_cells :
    28
    n_beams :
    4
    ambig_vel :
    5.066
    SerialNum :
    101663
    nominal_corr :
    67
    cell_size :
    0.5
    blank_dist :
    0.1
    power_level_dB :
    0.0
    burst_config_b5 :
    {"press_valid": true, "temp_valid": true, "compass_valid": true, "tilt_valid": true, "vel": true, "amp": true, "corr": true, "le": false, "altraw": false, "ast": false, "echo": false, "ahrs": true, "p_gd": false, "std": false}
    n_cells_b5 :
    28
    coord_sys_axes_b5 :
    beam
    n_beams_b5 :
    1
    ambig_vel_b5 :
    5.066
    SerialNum_b5 :
    101663
    nominal_corr_b5 :
    65
    cell_size_b5 :
    0.5
    blank_dist_b5 :
    0.1
    power_level_dB_b5 :
    0.0
    wakeup_state :
    clock
    orientation :
    AHRS
    orient_status :
    AHRS-3D
    proc_idle_less_3pct :
    0
    proc_idle_less_6pct :
    0
    proc_idle_less_12pct :
    0
    rotate_vars :
    ['vel', 'accel', 'accel_b5', 'angrt', 'angrt_b5', 'mag', 'mag_b5']
    coord_sys :
    earth
    fs :
    1
    has_imu :
    1
    beam_angle :
    25
  • " ], "text/plain": [ " Size: 83MB\n", @@ -903,6 +962,52 @@ "ds_dolfyn" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The resulting histograms help identify potential outliers and assess the overall distribution of velocity measurements." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "vel = ds[\"vel\"]\n", + "\n", + "vel_dim = [d for d in vel.dims if d in (\"dir\", \"earth\", \"inst\", \"beam\")][0]\n", + "labels = vel.coords[vel_dim].values\n", + "\n", + "fig, axes = plt.subplots(len(labels), 1, figsize=(8, 3 * len(labels)), sharex=True)\n", + "\n", + "if len(labels) == 1:\n", + " axes = [axes]\n", + "\n", + "for ax_i, label in zip(axes, labels):\n", + " values = vel.sel({vel_dim: label}).values.ravel()\n", + " values = values[np.isfinite(values)]\n", + "\n", + " ax_i.hist(values, bins=50, color=\"steelblue\", edgecolor=\"black\", alpha=0.8)\n", + " ax_i.set_title(f\"Velocity histogram: {label}\")\n", + " ax_i.set_ylabel(\"Count\")\n", + "\n", + "axes[-1].set_xlabel(\"Velocity [m/s]\")\n", + "plt.tight_layout()" + ] + }, { "attachments": {}, "cell_type": "markdown", @@ -932,7 +1037,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -941,7 +1046,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
    " ] @@ -995,39 +1100,86 @@ "\n", "\n", "\n", - "
    <xarray.DataArray 'range' (range: 28)> Size: 224B\n",
                   "array([ 1.2,  1.7,  2.2,  2.7,  3.2,  3.7,  4.2,  4.7,  5.2,  5.7,  6.2,  6.7,\n",
                   "        7.2,  7.7,  8.2,  8.7,  9.2,  9.7, 10.2, 10.7, 11.2, 11.7, 12.2, 12.7,\n",
    @@ -1360,21 +1573,11 @@
                   "    coverage_content_type:  coordinate\n",
                   "    units:                  m\n",
                   "    long_name:              Profile Range\n",
    -              "    description:            Distance to the center of each depth bin
  • coverage_content_type :
    coordinate
    units :
    m
    long_name :
    Profile Range
    description :
    Distance to the center of each depth bin
  • " ], "text/plain": [ " Size: 224B\n", @@ -1431,7 +1634,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 9, @@ -1440,7 +1643,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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", 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", 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", "text/plain": [ "
    " ] @@ -1648,39 +1851,86 @@ "\n", "\n", "\n", - "
    <xarray.Dataset> Size: 379kB\n",
                   "Dimensions:         (time: 183, dirIMU: 3, dir: 4, range: 28, beam: 4,\n",
                   "                     earth: 3, inst: 3, q: 4, time_b5: 183, range_b5: 28)\n",
    @@ -2044,7 +2355,7 @@
                   "    range_offset:              0.6\n",
                   "    declination:               15.8\n",
                   "    declination_in_orientmat:  1\n",
    -              "    principal_heading:         11.1898
  • fs :
    1
    n_bin :
    300
    n_fft :
    300
    description :
    Binned averages calculated from ensembles of size "n_bin"
    filehead_config :
    {"CLOCKSTR": {"TIME": "\\"2020-08-13 13:56:21\\""}, "ID": "STR=\\"Signature1000\\",SN=101663", "HW": {"FW": 2212, "FPGA": 169, "DIGITAL": "\\"I-3\\"", "INTERFACE": "\\"H-2\\"", "ANALOG": "\\"G-1\\"", "SENSOR": "\\"D-1(AHRS)\\"", "BOOT": 21, "FWMINOR": 11}, "BOARDSENSGET": "AV=23,NB=5,HF=1000,TTR=2.0000,TTRB5=2.0000", "PWR": {"PLAN": 1940.43, "BURST": 1937.69, "AVG": 0.0, "PLAN1": 0.0, "BURST1": 0.0, "AVG1": 0.0, "TOTAL": 1940.43}, "MEM": {"PLAN": 2.733, "BURST": 2.733, "AVG": 0.0, "PLAN1": 0.0, "BURST1": 0.0, "AVG1": 0.0, "TOTAL": 2.733}, "PRECISION": {"AVGHORZ": -9.99, "BURSTHORZ": 2.6, "BEAM5": 1.62, "AVGBEAM": -9.99, "BURSTBEAM": 1.55}, "PLAN": {"MIAVG": 600, "AVG": 0, "DIAVG": 0, "VD": 0, "MV": 10, "SA": 32.0, "BURST": 1, "MIBURST": 1, "DIBURST": 0, "SV": 0.0, "FN": "\\"S101663A007_sea_spider.ad2cp\\"", "SO": 0, "FREQ": 1000, "NSTT": 0}, "BURST": {"NC": 28, "NB": 5, "CS": 0.5, "BD": 0.1, "CY": "\\"ENU\\"", "PL": 0.0, "SR": 1, "NS": 1, "VR": 2.5, "VP": 0.0, "DF": 3, "NPING": 8, "CH": 0, "ALTI": 0, "VR5": 2.5, "BT": 0, "DISV": 0, "ECHO": 0, "RAWALTI": 60, "ALTISTART": 0.1, "ALTIEND": 30.0, "HR": 0, "HR5": 0}, "XFBURST": {"ROWS": 4, "COLS": 4, "M11": 1.1831, "M12": 0.0, "M13": -1.1831, "M14": 0.0, "M21": 0.0, "M22": -1.1831, "M23": 0.0, "M24": 1.1831, "M31": 0.5518, "M32": 0.0, "M33": 0.5518, "M34": 0.0, "M41": 0.0, "M42": 0.5518, "M43": 0.0, "M44": 0.5518}, "USER": {"POFF": 10.2, "DECL": 0.0, "HX": -48, "HY": 48, "HZ": 0}, "INST": {"BR": 9600, "RS": 232, "LED": "\\"OFF\\"", "ORIENT": "\\"AHRS3D\\"", "CMTOUT": 300, "DMTOUT": 60, "CFMTOUT": 60}, "COMPASSCAL": {"DX": 155, "DY": 778, "DZ": -486, "M11": 31481, "M12": 1726, "M13": -1109, "M21": -1955, "M22": 32767, "M23": 379, "M31": 750, "M32": -1851, "M33": 31699}, "READAHRS": "STR=\\"OSv6_a2_V5101_0.6 Oct 3 2019, SerialNumber=60004222,type=OS3DM\\"", "RECSTAT": "SS=512,CS=32768,FC=127813877760,TC=127848677376,VS=127848677376", "BEAMCFGLIST": ["BEAM=1,THETA=25.00,PHI=0.00,FREQ=1000,BW=25,BRD=1,HWBEAM=1,ZNOM=60.00,DIA=0.0", "BEAM=2,THETA=25.00,PHI=-90.00,FREQ=1000,BW=25,BRD=1,HWBEAM=2,ZNOM=60.00,DIA=0.0", "BEAM=3,THETA=25.00,PHI=180.00,FREQ=1000,BW=25,BRD=1,HWBEAM=3,ZNOM=60.00,DIA=0.0", "BEAM=4,THETA=25.00,PHI=90.00,FREQ=1000,BW=25,BRD=1,HWBEAM=4,ZNOM=60.00,DIA=0.0", "BEAM=5,THETA=0.00,PHI=0.00,FREQ=1000,BW=25,BRD=1,HWBEAM=5,ZNOM=60.00,DIA=0.0"], "BEAMIMPLIST": ["BEAM=1,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=2,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=3,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=4,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=5,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00"], "LISTLICENSE": ["KEY=\\"C390Y1LU32C1B\\",DESC=\\"Averaging Mode\\",TYPE=1", "KEY=\\"6F2UB3HTH2C1B\\",DESC=\\"Burst Five Beams\\",TYPE=17", "KEY=\\"R0X9JSZPH2C1B\\",DESC=\\"128GB Recorder\\",TYPE=14"], "CALCOMPGET": "DX=155,DY=778,DZ=-486,M11=31481,M12=1726,M13=-1109,M21=-1955,M22=32767,M23=379,M31=750,M32=-1851,M33=31699", "CALTEMPGET": "SC=0.99906", "CALTILTGET": "PO=0.00,RO=0.00,MAGG=1,HO=0.00", "CALACCLGET": ["AX=1.000000E+00,B0X=1.791816E-02,B1X=-1.795970E-02,B2X=6.661898E-04,B3X=0.000000E+00,A1X=1.146936E-05,A2X=7.326843E-06,A3X=0.000000E+00", "AY=1.000000E+00,B0Y=9.597497E-03,B1Y=-8.430577E-03,B2Y=9.310668E-04,B3Y=0.000000E+00,A1Y=7.215003E-05,A2Y=1.361528E-06,A3Y=0.000000E+00", "AZ=1.000000E+00,B0Z=1.290458E-02,B1Z=2.959575E-02,B2Z=2.331257E-03,B3Z=0.000000E+00,A1Z=1.164268E-04,A2Z=-2.166612E-06,A3Z=0.000000E+00"], "CALGYROGET": ["AX=1.094973E+00,B0X=-2.672331E+00,B1X=-1.493178E-03,B2X=9.496510E-05,B3X=0.000000E+00,A1X=2.702698E-04,A2X=8.100271E-05,A3X=0.000000E+00", "AY=1.080807E+00,B0Y=3.432283E-01,B1Y=7.219538E-04,B2Y=1.416728E-04,B3Y=0.000000E+00,A1Y=9.466633E-04,A2Y=-4.216283E-05,A3Y=0.000000E+00", "AZ=1.085556E+00,B0Z=-9.442614E-01,B1Z=6.433576E-04,B2Z=-1.306087E-05,B3Z=0.000000E+00,A1Z=1.430541E-03,A2Z=-7.494539E-05,A3Z=0.000000E+00"], "CALPRESSGET": "MT=1,RREF=4.5264760000e+02,RB0=7.7074756250e-01,RB1=-7.5541806250e-02,RB2=4.9886362500e-04,RB3=-1.4193179690e-07,T0=-2.4234620000e+03,T1=1.8815180000e+00,T2=-5.0111803130e-04,T3=4.7281500000e-08,ID=\\"K244314\\"", "CALPRESSCOEFFGET": ["A0=6.3850020000e+00,A1=-5.6274000000e-03,A2=1.6346411250e-06,A3=-1.6029240630e-10,B0=-2.6056009380e-01,B1=3.1699690630e-04,B2=-9.0774206250e-08,B3=8.5142393750e-12", "C0=-1.2762860000e-03,C1=1.1561740000e-06,C2=-3.5109818750e-10,C3=3.5575718750e-14,D0=3.6002040630e-06,D1=-3.3359181250e-09,D2=1.0241850000e-12,D3=-1.0446648750e-16"], "CALROTACCLGET": "M11=0.99144,M12=0.00991,M13=-0.03081,M21=-0.00921,M22=0.99564,M23=0.01131,M31=0.03451,M32=-0.01242,M33=0.98426", "CALROTGYROGET": "M11=1.00000,M12=0.00803,M13=-0.02685,M21=-0.00933,M22=1.00000,M23=0.01646,M31=0.02587,M32=-0.01599,M33=1.00000", "CALECHOGET": "CHA0=0.00,CHB0=-17.69,CHC0=0.00"}
    inst_model :
    Signature1000
    inst_make :
    Nortek
    inst_type :
    ADCP
    burst_config :
    {"press_valid": true, "temp_valid": true, "compass_valid": true, "tilt_valid": true, "vel": true, "amp": true, "corr": true, "le": false, "altraw": false, "ast": false, "echo": false, "ahrs": true, "p_gd": false, "std": false}
    n_cells :
    28
    n_beams :
    4
    ambig_vel :
    5.066
    SerialNum :
    101663
    nominal_corr :
    67
    cell_size :
    0.5
    blank_dist :
    0.1
    power_level_dB :
    0.0
    burst_config_b5 :
    {"press_valid": true, "temp_valid": true, "compass_valid": true, "tilt_valid": true, "vel": true, "amp": true, "corr": true, "le": false, "altraw": false, "ast": false, "echo": false, "ahrs": true, "p_gd": false, "std": false}
    n_cells_b5 :
    28
    coord_sys_axes_b5 :
    beam
    n_beams_b5 :
    1
    ambig_vel_b5 :
    5.066
    SerialNum_b5 :
    101663
    nominal_corr_b5 :
    65
    cell_size_b5 :
    0.5
    blank_dist_b5 :
    0.1
    power_level_dB_b5 :
    0.0
    wakeup_state :
    clock
    orientation :
    AHRS
    orient_status :
    AHRS-3D
    proc_idle_less_3pct :
    0
    proc_idle_less_6pct :
    0
    proc_idle_less_12pct :
    0
    rotate_vars :
    ['vel', 'accel', 'accel_b5', 'angrt', 'angrt_b5', 'mag', 'mag_b5']
    coord_sys :
    principal
    has_imu :
    1
    beam_angle :
    25
    range_offset :
    0.6
    declination :
    15.8
    declination_in_orientmat :
    1
    principal_heading :
    11.1898
  • " ], "text/plain": [ " Size: 379kB\n", @@ -3500,7 +3749,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 18, @@ -3509,7 +3758,7 @@ }, { "data": { - "image/png": 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", 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", 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    " ] @@ -3548,7 +3797,7 @@ "outputs": [ { "data": { - "image/png": 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", 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    " ] @@ -3621,7 +3870,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 21, @@ -3630,7 +3879,7 @@ }, { "data": { - "image/png": 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", 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", 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    " ] @@ -3688,7 +3937,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -3700,13 +3949,13 @@ " (0.0005, 0.1)]" ] }, - "execution_count": 33, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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    " ] @@ -3922,7 +4171,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 28, @@ -3931,7 +4180,7 @@ }, { "data": { - "image/png": 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", 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Jfefs4eCJAyl7x1GPwYMljh8/7tJ5XTmHK/bs2SP9KLNmzSo/c+0pB23c54+brB3BfS+5qZuPFRUOHGfOnCm1oSNHjnTpmm0e121HAgAAAF0OKsmcOTMlT57ctHBfNls4wOKEyOYBlTXeXx11a8/du3dNj20dRz2G+XHUfRw9ryvncEWVKlVkVDL3reRUNjwohJua+bXiPpU8CjsqQ4YMoUKFClHPnj2lP6IjeGAM12w+ePCA3AFT18WAYoF1TY8P3TRWeasqlZsh5bZdnR0+Xq0eN6XcMDnQYn3N4e/+ogsaFJ/cpWLpKVJu32t7SD8AgKNqfnFayrD716Tc/Ht1r3/xsh46J+XlYrnJV129etU0kIHFj2/7O8S8X6C9kbNcg8XU2jlXjqMew/w46j6OnteVc2jFgfWwYcOoWbNmEihyf8KuXbtK83Fkzc884GXnzp2yL6eY4VHc9evXj/J833//vQToXGOoFQJCAAAAndKaXFrdl4NB84DQHvM+bvZy33H/QbU/oavHUY9hfhx1H0fP68o53IVHYPPgFk6ezQNheKQz5z2MDAeFY8eOldHUtnIORjWgRSs0GQMAAOgVB3RaFydw4KQGWpxexhbOocdSp05t9zjp06c3PbZ1HPUY5sdR93H0vK6cw50+/PBDSW3DOHG3o7jmkhNnO+Phw4dOX1+E82o+AgAAAMQKnBePa7/YjRs3bG6jpl3hPnH2fPDBB6YmVFvHUY/Bwef7778vj3mKOmfO68o53I1nblHT4kQHHojCo6rdkYYGASEAAIBOeSIPYc2aNaXkaeCs8eAMHujAzZ/qTCL20qeoSa1tHYenl2MVKlQwJZSO7Lzm+6jz+rpyDncLDAyUIJqbjp3FTcc8uIcDcA4o+TjWCwezHHTytlohIAQAANApT0xd165dO2nW3LFjR4Tn1KnVGjduHGVOvY4dO0oZ2XE4r5+KAx+eQYTTyZiPIFabf3k9P68mnHblHO528uRJatq0aYRE2o7o3bs3DRw4kM6cOSM5FdU5jm0t7oCAEAAAAByWO3duCbROnDgRIdfgggULZG5dTqOi4iZNnsFkyhRjxgoVp2Th5NA8/7D5KF8e7MHTtHGT72effWZaHydOHKkx49owdQYS1S+//CLrOS8f15y5eg5rnFOQmU+HZ42DtRcvXkRYzzWlnI9wwoQJ5Ap+Ldl3330nzdt8DXyP1gu/vuYjpl2FgBAAAECv/DQOKHmbmNpZnAOvaNGi1LlzZ8mDx7VUHPCtXbuWFi5caDEzyPjx4yVP34ABAyyOETduXFqyZIkEXTwHMZccXH3xxRcS6KxatUq2Mce1bZ06daIRI0bIPMSM07XwsTmHnzqIQ8s5zPGMIIwTV9tKTcNBGie95qbh6dOn05s3b0xN1FzDx0FdunTpyBVcw8qDXQYPHkxp0qSxm7aGm+arV9eevsnnA0Ke94/7E/BoI37T8uTJI3+5uCvnEAAAQGzqQ8i4zx3XTHHzLKdT4VrDrVu3ynzDPOuGOQ7SkiZNSp9//nmE43ANHTfdcg0YH4Nn9+Ak0hyA8fe1LRx4ca0Z5/rjeY05Zx8HofZq4lw5x+TJkylVqlQ0e/Zs+ZlrQzk4s74Hro0cPny4BGwckPL1cI0jB5IzZsywO82eI/g4HMA60iTs6IwokTEo7mp89kIrV66UXxiOrvv37y9/BfDUNw0aNJDkkfzLHFUfB8bT+HBGc67+dSXXDxJTAwDEnsTUWr8znDnHgyE5KFkCf9eP8zKMUg69EK3XCq7hZmgeSMM1oi1btox0W05TY2/0NcX2xNQ8D2OXLl2kE6p5X4YiRYpIH4PWrVvTnDlzZBsAAAAAb8J9MTdu3Ejt27eXYN18qj2VOv+xmkJHC58NCLlvAU9bw1XDtpJFqlXAAAAAsX2mEvA+d+7ckb6OGzZscEuTcKwNCNWcQmqHUHPqxNG2gkUAAADdcGG2kQj7g1fq0KGDTH/HuG8iNwtbjybmgTGcbsd83mZX+WxAyFnHufPo9u3bJbI2H3m0Zs0aGYZuq4MrAAAAgKfxIB0eWczjIRo1amR3O24uzpYtm+bz+WxAyC/izz//LB0y27RpI6N0OPnk7t27ZZLpLVu2UPz48e32P+TFvPMuAACAt3E1ufS7/X12XKnuZc2aVRJuRxYMMk5rwwNntfLptDOVKlWi1atXy7BwHr791VdfSe1gUFCQDBG3hxNfcudNdeERyQAAAF7HQ3kIIfoNGzaMHj58KHkTo1KmTBnN5/PpgJDVq1ePvv/+e+revbskzZw2bZpUv0amX79+MgRfXa5evRpj1wsAAADQqFEjya3Iib2jwin2tPLZJmMVB4Pcl7Bbt24SQXNNITcd8wTcvM4Wbkq215zsikM319l9btuuzlJWqjjH+PP2dhG2qVrP2KlUteVP48TdqsJrn0l5bFD0TM69fW/3aDkuAHi/Wv0eGx+87UajJHn3ORM0zPnPnKC570tZpdpxp/ctX3S0lDsP93N638qVF0kZHNzK6X0dzT/oERhU4tM1hIy7uHHXNU7ubY0TVx86dEhmi9HKpwNCnlrn119/pX379snPTZo0kUTUnEWdaww5J2HZsmU9fZkAAACuQUDos4KDg2nHjh2m6fnsjZfgMRL2prVzhs8GhJcvX6aBAwdGmDvx448/pjFjxtA333xDQ4cOlaSPAAAAAN5WQ8jzFHOWFB5gYqvlkudO5sGyauCohc8GhOvWrZORwmnTpo3wHA8u4aZknmwbAABAt/w0DgzBoBKvVb58eZmybtEiY3cHezgXoa1Yx1k+O6jk9evXUl67Zpwv01ycOHEkZ48j8xgDAAB4LU45o3UBrzVixAipBYwMJ6vmnMta+fny6GJON7Nq1SrpdGmORw6fOXOGGjdu7LHrAwAA0ExLyhmt/Q/BbZYsWWJzPTcVx40bN8r98+fP79RxY1VAmCtXLvrhhx8k8Gvbtq0EgezWrVsyPJtf5FGjRnn6MgEAACCW++677zx+XJ8NCFnPnj2lL+GNGzcoe/bsEgRyB80PP/yQ9uzZQwEBAZ6+RAAAANchMbVPUBTF48f12UElqjp16sgCAADgc5B2xicY3JA2RutxfT4gBAAAAPBmly5dohw5crj9uNevX3d4WwSEAAAAeoW0Mz4hNDRUgkJ3Qw0hAABALKD4G2TRsj94HucS9DSfHlQCAAAAAFFDkzEAAIBeockY3AQBIQAAgE6hyRjcBU3GAAAAALEcagjdoErN1VKG/D1XykM319ndtnzR0VLuPNzPYv227e0sfq7R6pjpsfIyREr/ZOkttqnZzThP87GfMmm8AwAAS1WqLZNy6+ZmUlZrsEnKzb9Xd/ilKp23u5R7z0wxravV647FcWv1eSil8sT4Offm/CHj80ERpxa1/tx0RnBwK/LZah0tVTuoFoK3EBACAADolOKvbaQw7w/AEBACAADoFc9EwQNLtOwPgMpiAAAAAEDvAQAAAJ1S/AyaF/BeL168oKFDh1KBAgUoW7ZspvXBwcHUunVr+uuvv9x2LjQZAwAA6JTiZ1y07A/e6eHDh1SpUiU6efIkKYpCqVOnNj1XuXJl+uCDD6hKlSoSFE6Z8m7glqvwqwAAAADgZQYOHEgnTpygfPnyUbNmzShBggQWz6dJk4ZGjRpFU6dOpZ9++knz+RAQAgAA6LyGUMsC3mnNmjXUv39/CQqXLFlCSZIkibBNkSJFpPZw+vTpms+HJmMAAACdwkwlvis8PFz6D0bm7t27Ul64cEHz+fC3AQAAAICXyZQpExmiSAv0888/S5k2bVrN50NACAAAoFNoMvZdDRo0oBEjRth9nvsOzpw5U4LGxo0jzuzjLDQZAwAA6BRGGfuur7/+msqXL0/79++XgO/58+e0ceNGOnv2LK1YsYL27Nkj2+XOnZsGDx6s+XwICAEAAAC8TMKECWnLli3UvXt36tSpE4WFhVHt2rXlOR5IwurXry/NxilSpNB8PgSEAAAAOoUaQt+WPHlyWrBgAY0dO5Z27NhBV65codDQUAoMDJTawxw5crjtXAgIAQAAdCrcQBTup21/8E5r166ljz76SB6nT5+emjRpYnO7ZcuWSZ5CrTCoBAAAQKcwqMR39e7d26HtSpQogcTUAAAAALFZypQpacaMGZqPY1DUnolgV0hIiLTjly05gXbt6xktr1SlcsY388WNfVIGNBpnem7DuHfzF0amxg9hpscbv/F3+zUC0YtdZU0vQ8Jyu6V8FVxGyviVjSO+XBF4eauUN7NWsbtNhqubpbyRuZqU2e+ulvJiGmO6geqNtpm23fRrJSlr9boj5YYJUeeoqvnlZSmDpmUlvbL1GniK+n96267O5G0qG1OXUfzzD03rnvz1g5RJSreXMmhm1H2TyhcdLWW8wEJShtevI2VwR+PzNVodk3LjosIR9q1S0/j7uzXI+PtbtmB/47FSvS+lIV4i07bqNpUqzpFy2/Z2NvcJDm5F3vSd8fjxY0qWLFm0nuPy9hKULInrvb9CnoZS1ooHovVawTE7d+6kkSNH0uvXr+VnHl1csmTJSPd5+fIlnT59muLGjUt37hg/712FPoQAAAA6hUElvqN8+fI0Z84cat++PQUFBUl+wW3b3v2Raw8Hg+6oIURACAAAAOAFMmbMSOvWraOOHTtKUPjLL7/Y3ZYDRk5N895770ltsVYICAEAAHRcQ6hllDHvD97Fz89PZiDhkcMVK1aMufPG2JkAAADArRQ/RfMC3sff359WrlwZ5XZr1qyh3buN/dm1QkAIAAAAoEM8U8mnn34qzcxaockYAABAp7i5WFNialQLebU5c+bQ+vXrZRR4eHi4xXP887179+jWrVvUtWtXqlu3rqZzISAEAADQKQSEvmvKlCn01VdfOTwYRSsEhAAAADoV7qfIomV/8E5z586l4sWLS+0fB3yco5BnL0mSJIk8z2mkhw8fTh06dLA7rZ0zEBACAAAAeJnLly/ThQsXKCAgQH6+f/8+3b5926JpmNPNfPLJJ1SjRg2ZsUQL9B4AAADQqXDDu2ZjlxaDp+8A7MmcObMpGGSNGjWiFStWWGxTpEgRmdmkW7dupBUCQgAAAJ03GWtZwDtx7d/q1cYpHlmcOHGoSpUq9MMPxmkm2dWrV+nu3bv0559/aj4fmowBAAAAvAwPKOGUMjwjSeHChenw4cP0v//9jwoVKkQHDx6kLFmy0LJly+jNmzeUKVMmzedDQAgAAKBTGGXsuxo3biwDSb7//nupHWQ8Vd3y5cupZs2aknJGTWI9dOhQzedDQAgAAKDnPoQa+gGiD6F369evnyzW/QZPnDhBq1atklyEVatWpXz58mk+FwJCAAAAAB1Jly6dpKNRcVC4ZcsWTcdEQAgAAKDrJmMteQjdejngAadPn6Zt27ZpPo5B4cyGEKmQkBAZ7cNTxyRLlizC88UzNZLy4LVfHVpvS83hr6QMGhTf6Xejxucnpdy44IMIz1WpaRyhtDWoMfmy1aGlTY8bx9lL3ir/o4VSnkrR2mJ9lltrpbyS/iMpP/ztuem5mx8cM5a5ykj5ZXgnKaf5zbQ4RukloabHe1vgbz0tyhbsL+Xuv0c5vI8z/99dUbPDOSmDZuW2XP/lZeP6aVnt7/t2G0NS4+fXhrHGVBZVp77b5sW0r6Xcc2qcy9eYfd8lKfOsMibOfX1iu/GJsDembbZububy8StXXiRlcHAr0vN3hjvPcfh0UUqS1N/l4zx9EkZF3z8crdcK0atFixbSrzAsLEzTcfC3AQAAAICXuHbtGh07doxevHgR5ba9evWSkcbugIAQAABAp8INiuYFvAPPSlKxYkXKmjUrFS1aVJJSDxgwwGbN361bt6hatWo0efJkt81ljIAQAABAp8L8tC/geQ8fPpSk07t27ZI5innhGUjGjBlD3bt3t9h23bp1koswODhYtmvatCn9/fffmq8BvwoAAAA6pWnaurcLeN7UqVPpypUrlCBBApmbuE+fPjJVnZ+fH82cOZMuXrwoCah79OhB9evXl9lJuA/p4sWLaenSpZQiRQrN14Ce5wAAAAAe9Ndff0lT8caNGyl37ncDx/bu3StJqEePHi2zk3BNINcKcm3i/Pnz3TJDiQoBIQAAgE5p7QeIPoTe039wxowZFsEgK126NA0cOJD69u0rP3MN4qhRo2RaO3dDZTEAAIBOoQ+hb3j8+DFVrlzZ5nPNmzeXkuczPnTokM1gkNPOeEUN4fbt22UKlfv379OSJUtkHXd2PHDgALVu3ZoCAwPJ00JDQ+UF+/PPP2VOQK5m7dixI2XPnt3TlwYAAACxWGhoqN08kJkzZ6b06dNLTKXOaWyNg0QeXOKxgJDbsdu3by/t2CxVqlSm5zjSNRgMVLZsWZmYmTtJesqRI0fos88+o7x589LEiROlnR4AAEDvwjXOR8z7g+dxQHjp0iXKkiWLzVgradKkdPPmTXlsjnMVrlmzhu7cuaP5GjQFhOPHj6d58+bJKJi0adNGuNBKlSrJSJlmzZrRhg0bJGdOTPv999/l/Dw59ODBg2P8/AAAANElXGPqGIwy9h45c+aM9Pls2bJF6/k19SGcNWsW1ahRg27cuCGLrWHP/Hx4eDgNHTqUYho3ZXMVart27RAMAgAAgNdS3uYfdGVxB001hJwpe//+/aZAkJuIrakZtrnZNibdvn2bGjZsKP0Xx41zfW5OAAAAb8XNxZqajDXsC+7DTcI//PCD1BLa6ydoy/Pnz2V8xKJFxnm+PRYQcvVlVMkQuW2bJUyYkGISD9HmzN88PJuHaQMAAPiaMINx0bI/eB63ZPJAV1dwnkI11vJYk3HJkiVl1K49PDx6+PDhUnNYtWpVismJoRcsWCCBIOf06dSpk8wPyCN1uB/j1q1bI93/1atXFBISYrEAAAAARActYyx4HEeXLl08GxDyII1u3bpJkywnVWQ8996JEyckkSIHYU+fPqXEiRPTsGHDKKZwChxuU48bNy7t27ePRo4cKf0Jf/75ZwlSq1evbkqPYwtnBOcpYdSFA0kAAABvg6nrfEOdOnU07c9zHns0IORcflxNyYEW18SdOXNGmoY5eSIHVTwcmvvwrV+/nvLkyUMxhYM/9sUXX9CAAQModerU8nPt2rUleOVBLlw1y3MB2sIjkjlJpLpcvXo1xq4dAADA2SZjLQuAWxJTFylShP755x8JDDkZNU/OzPl0OBCsUKGCpHyJ6f6D3GTMMmbMGOG5li1bUu/evaUZeMWKFdS1a9cI28SPH18WRx289quUpXJ3knLfuZlSJkhXPMp9S2Q1ZiA/cHkpOat80dFS7jzcT8qqU989t+XtbW0Namzz2vRq44sSUtZIeMBifeM4e8lbBF7YKeXNHOWlfO/+MtNzL98E2NzmSvqPLI4RJ9Tf9Dj+g/QWz03zs/0e7m0R8b9zrR43pXxSPK2UcWfMkvLq93WlPF8m5mu/a3Yz/v8M+imT249V88vLpueCpjmWb7Rc4XcZEBIXbyHl7r9HOX0tSfM2sfi5Vi9jXrANE4yvvS3VGmyScvPv1aM+gd+73wlzjtynvW3inHr3eu05Nc7i9dh1bIjFtrX6PZZyw+jkpnU1Pj8ppSGHMV2GX3XjNSovX0oZN1sR4/MpzXPUGju/xy9obCLbMNly4oKaX5w2XvPc903rSuZoI+X+C8act9ZqDn5m3GdYYoptMKgE3MUtM5XwiJhPP/1UFm+g9vmzlfWbg1OeFPq3336TQBYAAAAgttM8lzGndnHE2rVrJSdgo0aNJH+hmo4mOqRJk0ZKe4NBuKmbuSt3DwAAgCeEGQyaFwC3BIRnz56lN2/eSL89zoWzY8cOaTI2t3jxYvr4449lNpMRI0bQ5cuXqXz58vTo0aNoeReKFSsm5alTp2w+r6ahee+996Ll/AAAADHZZKxlAXBLQMiDLrjGjZthW7RoIXMY58iRgzZv3mzaZsKECVLyNHb58uWToJD7Fzpau+gs7rfINm3aFCE4ZRcvXpRh2hykAgAAAOiZO2aD0xQQch+8e/fuyWjdgIAAGV1cqFAhCRI/+ugjOn78uKkWkfFAE1XPnj1NtYruVqpUKQk2eTq9X375JcIMJjyvMo8yju55AQEAAKJTuMbmYt4f9O2///7zfNoZTs+SP39+2rJliwSGhw8flinqbt68SZ9//rmknmGcfob5+78bJZcuXTpKnz69JJCODvPmzaMPPviAunfvTjt3Gkd0PnjwQK6LR0ZPnDgxWs4LAAAQG9LOcN5hDkQ4rRxPuca5h7nbmCvT4PIEEty6mD17dhlvwBlLoso3XLx4cdmnYMGCNHv2bLefg/3999/UvHlzmUkkKq6eIzJcqcU5Cjme4deYj22+cJ7k999/X94LjwaEu3fvpo0bN0ozsblEiRLRpEmT6NixY6aJl82DQfO5+6JrjmNOKM2BYKtWrahJkyZSG8jN2txUzQEsprMDAABwDc/oVatWLZlDl7tnnT9/Xiaq4Bk3Vq5c6fBxuAsX9/vnMQXc759ruzJkyCDr1NZFa/3796e2bduaJsXgFHK8jiuA3HWOAwcOSOYUbvlctmxZlANhXTlHVIYMGSKVWNyqyS2yfI5Lly5ZLNevX3fbIF1NASGncFGTPlvjGUq4/x4ngVa3tcajgHm+4ejC8yxPnTpVaiz5heMAlX9p4sWLF23nBAAAiCnGgSEGDYtr5+UxAZx7mFvjsmTJIus4gPrkk08kWOPgJSocyPA+XLs1d+5ciRO48ogDPa604cocHrRqjlPGcevjoEGDpEaS5c2bV8Ym/PjjjxIcaj2Hmq2Eu7S1bt2aouLqOaIybdo0KTko5JrXc+fOyetqvXAAzuMitNJ0hKxZs0pNoDWOjPnF4f6E6ovAwZk5bmLm/nxckwcAAAD6SDvDFSxc2cKDREuUME4WoOJWuWfPnkmXsqgsXbpUuppxvMBT3Ko4mOJmWm6unTNnjmk9VzB9++23ZDAYqE0bY7JyFQ9q5f169eplUWPm7DlU3OTLQVbJkiUpKq6ew5Ecz1zpxkF3uXLlpMmY4y7rpXHjxlSgQAHyaEDILzwv3H7NfxXwwm36/HOSJElo27Ztpn6EjAebqBYuXCglbw8AAAD6wDVn3AJYpkyZCM+pARTPXnb//v1Ij8Mp6Zit4/DgUMZ5i1UHDx6UWjIOjDiNnTmOOXhMAzeh8nS5rp7DmiPdy7Sewx7uj8iVao7kTObaWo8GhJxkmqtpuUbw119/lYWjZF7PvwyTJ0+msWPHyrZchczRM3dA5WrUgQMHSpTP8w0DAACA88LIoHlx1rp166TkQQ3WUqZMKdPGcvMpjzOw5/nz51JpZO84ao3X0aNHTZVJkZ3XfB81OHLlHNY4TomMO85hDzeLly5dOkK2FFs4GPb41HXcJ49H0vz111/yC8AXzwv77LPPpI2fR9mULVtWqpE53QxXnXLEywEiV3UCAACA89S+gK5yZV8Obsxn/bLGXcS4po777devX9/mNqdPn6aXb+e8tnUctZsZxwqcwo4HhDpyXsbndfUczorOc3BAzTHTqFGjpAY0Vap3c4KruKaWt+OxEl4xlzFX3/LoIlt4SDQvjNvWf/75Z2lm5o6QNWrUcMfpAQAAYqUw8pNFy/62pnqNHz++LNY4+OFBo7bGBqjUsQE8VsAezl+ssnUc8/EF6nHUfRw9ryvncFZ0noNbUNXBOZy3Obq5JSB0RPv27U15gnhEEC8AAADgeWrFjXnKk++++y7Cdub9AjnFnC3qiFe15syWqI5jPmpWPY66j6PndeUczorOc3ALLMdOXPPI70/cuHEjNGHzMc+cORMhoPfKgJBH+/BwaR5EElXiSAAAAHB+phKtTcZXr16lZMmSmdbbqh1k5mnb7A12UJMkc39Ce6I6jnmiZfU46j6OnteVczgrOs/B6WZ4MMrevXsj3Y4n3VBT/3hsUAkHezyohIeec/s2D7G2XvjF4kSV7kqcCAAAAEbh5Kd5YRwMmi/2AkIOatQgiMcF2MLJmZm9PMWMZypT2TqOegzz46j7OHpeV87hrOg8B8dQw4YNk36CkeH3hAfxerSGkPsNcp9AR4ZERzVSxxfsOzfT4uedh6POw+QXz/gXWdmC/aXc/fcoh89nffwtXSNuU7XeepvXpqrV647p8YYJlsP4vVGNhAfI21XO8vvbR+Xl339TNXP6GIH1R5oe33n0oXHdv8a+KrOzGrPx142/3+7+Ga5ulrLAS+OoN8Pb+am27ers8DXU+trY32XDONc+KO0J+sl2h3BrlcrNMD22d93qsSrONn4GxX/0rj8PUVb5t3zR0ZH+f9x1bEjEc1c05gzbtj3q6apUcQItu8GE3zf+36rZwTiyMGhWbtNzNTuck3Lz79UdPr7y5MHbR8b3tOgT4//pFE3fzhHv9+7jfMufdSz2rf7pLik3rSxn8d4GTTO+RrZej9JLjF9Cyc4b/5gPGh0xZ+zGBR9YrXnb7Pg2+0aFecb3JeGVd01lzy4YP5PiVbf8f1Grz9tJCt4zvk7VGxlHbso1FLbMOWft3zrq+/4uB5w7lcxhPP/+C/MptuMghSuBeODGjRs3bG7DOYYZ5yK2h6di47iA4wc+jnVOYvUYHHxyKjvGU9Rt3brV4fO6cg5nRfc5qlc3fkZw+pn9+/fLIF0O2Pm8PAObypGp9aK1hpCTMbLBgwfLRfIFc+JI64VzB3HbNwAAAOg7MXXNmjWl5CnarPHACU6vwoNI1ZlEbAkICDAltbZ1HE5nx3hUrprsObLzmu/Dc/+6eg5nxcQ5eAIQ7kfIrycn/m7QoIEM5uUchxwgu4umgJBH1KRLl046nvLF2pqvmBUtWtT0RgIAAIB7RxlrWZzFtVE8WILHB1hT+7txSrmopont2LGjlJEdh2cgUXH3M55BhFO9mI/uVZtmeT0/ryaDduUcrojOc3A/wt69e8v9ci0kD1zhOZI5MfehQ4ekBpG77nk8IOSL5OHn5p0m7TGfsQQAAAD0KXfu3BIEnThxwpTzT7VgwQKZy5dHKas4UTTPYDJlyhSLbbm2ixM38/zD5iNwOaZYtmyZNItyPmPzqdw4luCWR3V2EBUnb+b1I0eOtKiccvYc1tT+e5GNg9B6Dnt4MO6iRYsoV65cMq/x5cuX6cmTJzIAiPMOcp9FngSEB+xu2rSJPBoQ/u9//5N5+tQJmCNTtWpVLacCAAAAL6ghZDzjGLf+de7cWUa5cu0VB3xr166VQMZ81o7x48fTgQMHaMCAARbH4K5kS5YskaCL8xNzyTN/cP49Du5WrVoVobsZT4TBU7pxrRjPEcx27twpx+YkzhyTaD2HOe63xziptL20MVrPYc+MGTOoSZMmdPLkSXmdrVMD8cAfTvz922+/0YQJE8ijg0r4TecZSPii+aZtjaDhF2bPnj105867wQsAAACgXajBXxbX9496UKgt3B+Oa/54erVixYpJEzLXhPGYAR78YY6DNG5Obd26dYTj8D7crNq3b1+peeTAiSet4ADMer5i1fTp02W/Zs2a0atXr6TrGscj3LfOFlfOMXnyZBnhy8Eu49pQjnG4KZxrQd1xjqhw/8ONGzdGGUwWLlyYrl27Rh4NCCdOnGiK0NUo2hb+yyE2jDIGAACILZImTSoDHniJTMuWLWWxhwOo1atXO3xejic4y4m9GdLccY4ePXrI4gxnzxGVwMBASekXFe5fyFMFejQg5L8MPvnkE5m7mIc/28uifeTIEdNIGwAAAHCPcDJomrqO9wfvxINHOH768ENj6jFbuE8h92HkYNSjAWGjRo1khEtQUFCk23FQyFW6AAAA4D6h5CeLlv3BO3EN5UcffSQDaT7++GPTTDLcTH727FlJ/cfN15zrcO7cuZ6fum7UqFHST5BH/9jCI5A4iSWPvgEAAAD3CSN/WVzfPxxvh5eqVauWDKBp06aN9NHkpNfcCvvw4UOLLnn8PKen0UrznwY8ysheMKj2MahcuTIVKVJE66kAAAAAYo3BgwfThg0bpNmYA0F1RDcv3KTMg3rdUTvolhpCvrjdu3dLZnIeaWyOf+as5VxLyG3cUTUtAwAAgONCyV8WV4WihtDr1ahRQ5bz58/TP//8IylteKYSDhK55tBdNAWEPLycZyDhYDAyHMlyx0gAAABwH/QhjD1y5swpiy2c2s/V9DZuCQiHDh0qM5Xw/Ho8dR3PqadOxKz666+/JG8P1xACAAAAgHtx7sdbt255LiDkzOOcNLFSpUryM08Zw8FhuXLlTNvMmzePtm/fbjG3IAAAAGgXrnFQSTiajD1u8+bN9Mcff8gc0YUKFTKt52TbUXnz5g1t27YtwtzOMR4QcsJENRhkPE1Lv379LAJCrhnk6WR+/PFHmeoOAAAA3CNU8Sd/RUMfQgWjjD2tSZMm0vXu8OHDMiZDxZVsjuRwdtfkHwaFj+QiHjnMEyqbT1nHQ5+/+uor06hiHljC7do8zQ1PzKxHISEhMtyb3zA1D1BMqlRuhpTbdnV2et+aQ19IaXjyTMoN4yynF6w25d3bv7m7879QpZcYJ/7e20Lz+CRNztwoYXqcN8MB0rsTd97dT4G0lvezIrSMlFPnGz84/MKN71twx4jHqTHe+GG/sbex43HVqcb11/MZp5I8U/ldn5Na/Yx9gTeMTk56U/OL08YHiZKa1gX9lMlimxqfn5Ry44IPSC+yHbhgevzejyFSblxUWMrqk4z/dzd9FfH/bc3Bxv/vQcMSG38eY/x/GtTX8v9pzj1XTY/Pl7GcJzXCMTsZryVoZo6Izw1/JaXh8ROLz5nKP5Pd301XVKlpnAUi/OUjKeNlKSqlX0pjntsNkwMptnxnqOfo9egTip/M+XlyVa9C3tCEFKs89v0GJFPkcWq+Pn36WHSv4/mJeV2VKlUoTZo0Nqewe/36tcwUd/HiRQoLC9P0cmr6Fq9duzaVLFmSKlSoIKNduAaQawjr1q0rNYJZsmSRSa15JLL1CGQAAADQPqjEX9MoY21BBLgntQwv1tq2bUt79uyhVatWRbo/jzrmFDRaaQoIeRLndevWSabsZcuW0Zdffkl58+aVsl69ehZVmDyrCQAAALgPp5zRFhC6vi9Er4CAAOlyF5VEiRLR4sWLPRsQvnjxQrJoc1/CAgUKkL+/8Rerd+/elCJFCkmYyDWDnJpm4MCBmi8WAAAAIDaYMWMGde4cdVexmTNnUocOHTSfT1NGQ04xw83EPELGeiYSHi3DeQq5kyRPb8cRLAAAALgPjzAO1bBoGaEM0Yv7EDrik08+kQEoHg0IeRYSVr9+fc0XAgAAAM4JVeJoXkDfHj165Jbp6zT9JkyaNIm6du1KDRo0iHLb3Llz07lz57ScDgAAAMxwLR8PK3EV+hB6j507d9LXX39tyil4/fp1ypEj4qh+cy9fvpRZSjw+qIRz5wQGBkpQyP0G8+TJY/NiubPjhQvv0icAAAAAwDvly5en4OBg6tGjB82ZM0cG5l66dImiwqn9uL+hRwNCzoHEU9cxvngAAACI2cTUfpoSU6MPoTdJlCgRzZo1izJmzCgzlXCAaA8HjAkTJpQche6gKSDkUS2Odnp0RxZtAAAAsMxDqK3JWNNQAogm3333HT18+JCyZs1KMUXTbwLPSJIyZUr6999/ZT49TjFjvXDm7B07diAgBAAAAHDQ5MmTo9xm5cqVtHz5cvJ4DWGmTJmk/2CuXLkirRnkuY2RmBoAAMC9wjSOFA5TMFOJnjVs2FAGlDx79oy++OILTcfSPN586NChDm3H8/QBAACA+3AfQAP6EPqk0NBQibHWr18vc01bTwHMP3PKGZ7XmqcN9nhACAAAAADuNWLECIcTTleqVEnz+dCbFAAAQKfCKI7mBbzTsmXLqF69erRt2zbJ48w5n3n2t4sXL8rC6fx4lpK1a9e6pR8hfhMAAAB0Ck3GvuvOnTt07NgxSpAggfzcsWNHGaTLeQpVPDVw2bJl6cCBA5pHJKOGEAAAAMDLZMmSxRQMslq1atG6deskq4uKB/XyNl9++aXm86GG0MNqtDgk5cYlxaSsXHmRlMHBrd5t5B/XYp9K5YwZybft6myxvmq99abHW/6sI2XQkIRSVm96/O0zqS322dzd8fyQOe+tlPJ86k9N6/a2iPxXKOeeq6bH58tkljLjKeO1XM9fiNwl3R2z10j7DD6ahI00jrr3H/Cf0/sWfTJTysNpD0R47vmXgVI2mXZTyivt60m5aajxfSEyvtfm7rz3Qsoa443Pbelt/Bsw8N+Lb7dIa9r2amXLDsu1Bj6RcsOIpBSdyuT/Wso9p8a5fIygue9LWezXl3a32bjgA4oOtfo8lHLD2ACL9e9vMc71nuZKKil3tH33f63mmFApg/pG/v8nbb6/TI83Lupq8dymr+z/3w0alljKAhseS3mib3Kb2zUt3cfspyWRXkvQTPtTaAUNiv/2kVoaBXekKFWqaJzUYNv2dlLWHPxMSsPjENM2GyYbf/e3BjW22Lf6p7ukDLthnCCBKDDq89n5/NSrUMVP46AS1At5q7Rp09L48eOlWZhnhYsXL548/vbbb2nixImyzfHjx+nGjRt0//59zedDQAgAAKBT3AfQoOGrHH0IvVe/fv2oWrVqEgByQHjlyhVq164dlSpVikqUKCE1iEFBQTLaOFu2bJrPhz8NAAAAdCpM8de8gHeqXLkyLVq0iAoWLEhlypQhPz8/8vf3lzR+nG7m119/lfyDSZIkoUmTJmk+H2oIAQAAALxQixYtZDGXPXt2OnHiBG3evFlqB0uXLk2pU1t2B3MFAkIAAAAdjzImJKaOdeLHj09169Z16zEREAIAAOh46jqDpqnrEAZ4uwMHDtCCBQskByE3FSdNmpTef/99+uijj6hx48bSlOwO+E0AAAAA8DLcHNy1a1f6+eef5WdFUUzPcXC4ePFiyp8/vySwzpcvn+bzISAEAADQKTQZ+66RI0fSzJnGVGQ8yrhly5ZUrFgxSpkyJd29e1dmL5kzZw5VrFiRDh48qHmkcawKCP/880+pYp03bx61adPG05cDAACgSbjip2mkMO8P3mn27NlkMBhk+rqlS5dSokSJbKam6dSpEw0cOJB++eUXTeeLNQHhvXv3qEOHDp6+DAAAAIAoPXjwgOLEiSOBnq1gkMWNG5d++uknyp07N2kVawLCLl260NOnajZ7AAAA/ZNBIRhU4rN5CI8dOyaDSCLDwSIHhraEhoZKUOmIWFFXzB0vb9++TQ0bNvT0pQAAALgNElP7rilTpkiT8fbt2yPd7uTJk5QuXTqbzznTr9DnawivX79O/fv3p23bttHQoUM9fTkAAAAAUeJ0MitXrqThw4ebElKbe/36NZ0+fZq+/vprGjx4sExtp3r16hVt2rSJbt68SY7y+YDwiy++oCFDhkR4IQEAAPROBpRoGFSCqeu8V5kyZUwB3fr16yPdtnXr1prP59MB4fTp0ylhwoQSFDqDI2teVCEhIdFwdQAAANqEK/5k0DTKGHMZe6sePXpQnz59JI7hqemcSUD95s0b6SrHuQwptgeE//33H/3www+0b98+p/cdPXo0mpcBAMDrhXHaGE01hLFiKIEude7cmaZNm0Z///13lANLbDl79iwVKFDA4e198jeBI+LPP/+cJk2aRGnTpnV6f87r8/jxY9Ny9erVaLlOAAAAAFs4COS+ga4EgyxPnjxUvXr12F1D+P3331PevHmpfv36Lk8azYuzSuXuJOW+c8bM4o7YuKSYxc/Bwa0ibLNtezvLn3d1tnks/4AMEdZVLD1Fyu17u9vcp1avO6bHGyZYBs9V6xn7LGz5s46U51N/Ss46XyZzhHXX8xeyuW3OPVft7rMsrKyUzfx329w3oLDt9a4am9D4F3efF2FRbrs4rLyULf13Suk/4D+Xz3s4qfF3yJY/pxj7wTZRf35RUcptQxIa17/pY9p2RdyxUgbcTCyl4fxlKTMfeSllgszX3m5Z0rTPqRoBFufbMMK1DyFn7Tk1zub6Ahsemx6fqJVcyirVlkm5dXMzi21LLwmVMvWJd109qFECzdcW1f8ftmGs8XXLcHWzlDcyV5My5U3j+h1tDVJWNs4+JeIkMP5+lXg6VcrbZ2pIebmY67nEag43u/fbd6U48VMmi23yb3xo8V4vvdfY9NyoNMbyve23pPy3YnqL6w7u6Pw15dp1Xcr/ymW0u43151vQMOPvLJFa2mdIkMRYxnX88zr8tWX6sWKBdU2PD91cR7psMg5Hk7Gvatu2rUPb8eDZUaNGRVi/bt262FtDyFWr8+fPl9pBAAAAX8YBoZbUM+hD6D1JqF3177//0sSJE0krn6shnDx5srSbJ0uWLNKImxduVubgEQAAAMATatWqJSlieBDJhAkTTOu5pZNTy0Q1eOTWrVtODR6JNQEh9xnkdnNbePg2jxhOnz49JU+eXCaLBgAA0CuZi1jDwBDMZex5Z8+eJUVRpDRXpEgRWr58uUPH4ATWWvlcQMgjhHmxpU2bNrRgwQJ5nh8DAADomaL4y6Jlf/CsPXv20O7du6lGDWNfYtWXX35JR48epXnz5lGaNGlsTk/HNYjBwcGyrVY+FxACAAAA6EVgYCB98sknEdaXL1+ePvroIypdunSk++fOnZuWLTMOuNMCASEAAIBOhfMIYy2jjDXsC9GP8yk7YuvWrZrPhYAQAABApxTFTxYt+4P+8LzFBw4coIwZM0ZZg+ioWBUQ8ohijCoGAAAAb9erVy/TY05OPXToUHk8depUeS401Jh/tXbt2rRmzRqbfQydgT8NAAAAdCo83E/zAt6J8ykvWbKEPvzwQxowYICs27t3L3Xv3l3SzTRs2FBS7d2/f5/Gjx+v+XyxqoYQAADA95qMtYwyRkDozVavXk1lyxpn6mI9e/aUsmXLlrRo0SLT40qVKlHfvn01nQsBIQAAgF5pzEOoaV+IVqlTp7YIBoOCgqTfIDcfmyewDggI0DTTiQq/CQAAAABehnMPctMwCwsLkxpATkDNM5rwc6rLly/TjRs3NJ8PASEAAIBOKeF+mhfwTpyomifRWL9+PTVq1IiOHz9OGTJkoG+//dYiMXWXLl3ccj78JgAAAOiVmodQywJeacSIEfT8+XOqV68erV27ltKlSydT2SVJkkSenzVrFhUvXpw2bNjglvOhDyEAAACAl0mcOLGkk7l27RrduXOH8uXLRwkSJDA9z6OP586d67bzISAEAADQKwwq8XmZMmWSxVrRokXdeh6DoiiKW4/og0JCQih58uT0+PFjSpYsmdP7V5n+7vFW9zT1O6180dFS7jzcT8qKpadIGT97GdM2G5cUk7JCiXFSJirdUsqnH6aTMsk/j6XcMDbAtM/7W+5JebpqailrtDhkcSxzhdY9kfJ43aROX/+yMONIq2b+uy3WX/vPmKG9XeZ6pnXnD7aR8nnK21KOymtM7tnGb1uU51mYytiLovX9cJvPKwuLmB4bWh+1eO5HqiXl/0h79b2y4t3rZ2hifE0DzxyU8mbe4hbbZrm1Vsor6T+K8rgFNhjfwxO1kkv54W/PTc8d+TiRlFXr/CFlnBwfShn0k/GDqHJlY4qD4OBWUZ6n7C9hUu7+LOrmKPX3bceBry3WV2+6z/R40/JSNvdVr3XL+voWv3/ML30W44Mw47VsmBxo8xg1O5wzPVaePbb4/a05xpj4Naiv/b+dq3+6S8o3N09KuW1XZylLLzHu+yLpKymPfZTYtE93pZ2UUwxzpGzypo+U938ea7yfrqSJ+pmjft6EDskhZZyhF6LcN/CycQqsm1mr2PydMZfx1HEpr+cvRO5SYpXx9UrwJJ5p3Y62Bpvbqr+/6u+uuRqtjkm5cVFhh37/bP0Oeuo7w5lzpD2ykfySvvvdclb4k2d058Ma0Xqt4H6cn3DPnj0SKHbo0IFSpUql+ZioIQQAAADwMtwkzOLEiUNVqlShMWPGyM/NmzenFStWkFqfN336dDp48CClTZtW0/kwqAQAAECvFI0DSjQktYbodezYMUqYMKEMJFGDwYULF8rPPE3dlClT6O+//6a6devSwIEDNZ8PNYQAAAB6FW4g0pI6hvcHr8Q5B5ctW0aZM2eWnzkn4aBBg2T9d999R926dZP1HBgWKqS92wZqCAEAAAC8TMaMGU3BIJszZw5dvXqVsmTJQr179zat5yblW7duaT4faggBAAB0yhDuL4uW/cE78ZR0nG6G+wZyybWCXDs4ZMgQaTJW7d69mx49eqT5fAgIAQAAdMqg+MuiZX/wTp07d5bBJHXq1KFVq1ZJUFi6dGmZvUR14cIF+uKLL9xyPgSEAAAAesX9BzX1IUTPMW/VpUsXmZruxx9/pHv37tFHH31EM2fOND3fqVMn+u2332Q2k0SJIqZechZ+EwAAAAC8UI8ePei///6TvJO///47pU+f3vQcB4e3b9+mJ0+eyKIVaggBAAB0Cn0Igal9DbVAQAgAAKBThjB/WbTsD/pXsGBBzSONERACAAAAeMjmzZvpjz/+oHbt2lnkE+Qk1FHh3ITbtm2ju3fvar4OBIQAAAA65RfuJ4vLMKjE45o0aSJzSR8+fFhSyKhGjhwp/QejwlPYcToarRAQAgAA6JQh3E9jHkKMLfW0r776SuYm5jQz5ngUcZ8+fST1TJo0aSxyD6p4FPL+/fvp4sWLmq8DASEAAACAhwwePFgWa23btqU9e/ZIDsLIcNqZDBkyaL4OBIQAAAA6ZVD8NNXy8f7gnXimkp49e0a5HecgXLx4sebzISAEAADQKb9wf1lchqnrvFrZsmUd2q5u3bqaz2VQuDciRIoTQiZPnlw6fSZLlkzTq1Wx9BQpt+/trvlVr9XjppQbJgdGeK5IqnJSHr2/K/Jj9Hloehzy50gpE2avIuWWP+tIWfPLy8YNMhmrpIP6R+zHEF2yHbggZbycB6T8N1Uzm9tlPHHC9Ph6gQIWz7UO+0rKhf6TpBxJjaQcQL/aPa8yr7CUhrbHorzGH6mWlP+jDeSq/BuN78OpGgFSho15z/Scf99/pSy1/I2U+5o6//pn33dJypdpr0p5M0d5u9tWa7BJys2/V7dYX7XeeovfC0+o8flJKTcu+CDKbavW+UPKLevrS1nr63tSbhiXOsr/U2ebv5Iy9xTjPhuXFIvy/5y1wmufSXnso8R2t7l1poyU6fPuIWf1V1pIOcqwRMoPf3tueu5pQIiU/1Z8l8TWWXOUylK2MwTb3SbXrutS/lcuo5SB/+6XssDvxtdr4zfGQOW97e/SYdi7ppz3VkqZe5Lx/9OGEUlNz1Wcbfya2t7esuN8jfHhxgeHj1i8T7bU6nXHeNwJ2nK1xfR3RlTnyLbxFPklfvdaOSv82RO6VCN/tF4rOI/7Bm7YsIG2b98u09NxszDXGL733ntUtWpVqlixIrkbaggBAAB0PahEQ5MxBpV4nVmzZtGQIUNkFhJbePRx/vz5adKkSTLgxF3QeQAAAECnOLG0n4YFiam9R3h4OH322Wcy2piTTHMDrr3l5MmTVKNGDZo4caLbzo+AEAAAQOd5CLUs4B0GDhxIS5YskYAvW7ZsNGbMGEkpw0mnuQn5/v37dOTIEakZzJcvnwSQX3/9dZSjkB2F3wQAAABwGgcpHLTkyZOHcubMKf3aduzY4fRxuDaMc+7lyJGDsmfPTk2bNqUrV65Eug8HQcWLF5d9eNq22bNne/wcrEePHpIk2nqZNm0aRYavZfz48eTn50cDBgygc+fO0bfffivnT5UqFcWJE0f6EBYuXJi6d+8uNYS8Pa/v1auXvBdaISAEAADQeR9CLYsrXr16RbVq1aJFixbRpk2b6Pz589StWzeqVq0arVxpHCDkCE6oXKxYMXr06BGdOnVKZubgnHq87uzZszb36d+/v+ToGzdunAy44KTOvI4DJU+dg927d89m0MgBXZs2bSgyy5Ytk2noRo8eTcOHDyd//6hHjnNKmnnz5tG1a9do+fLlpBUCQgAAAJ3yC/PT1IeQ93cFz6ARHBwsAUmWLFlk3aeffkqffPKJBFKOzJwRFhYm+3Dt1ty5cylhwoQSCHEQliBBApnSjYMkc7/99psETYMGDTKNtM2bNy+NGDGCfvzxRwncYvocKm7K5f5/p0+ftliOHTsmuQIjs2vXLkkx880335AzWrRoQc2aNaONGzeSVggIAQAAwGGXLl2iqVOnSj+2EiVKWDzXqlUrevbsGfXr1y/K4yxdulTm7+WALXHid+mZOGBr3rw5/f333zRnzhzTeu4zx82o3ARrXePGgRHvx82nHATG5DnYkydPaP78+VKLyMGj+ZIpUyaKCjcRc3Ozq1PfHTp0iLRCQAgAAKBTnhhUws2ToaGhVKaMMY+muZIlS0q5Zs0aGQQRGXV2DVvHKVWqlCkFi+rgwYMSOHF/xbRpLfNJJkmSRFKxXL9+ndavXx+j52DcR5DzOHJNnb10MZHhfSpVqkSu4KCc8xRqhYAQAABApySoC9OwuBAQrlu3TkoebGEtZcqUlDFjRmmi3b17t91jcACzbds2u8cp8HaCgaNHj0rS7KjOa74PN2XH1DnYy5cvJf0LNw9zLSLXCDZs2NBu/0R7fTJTp7afND8qPLhEKwSEAAAAsRzPfGK+cIBiDwdQzF5TaIoUKaTkvnP2cPDEgZS946jH4BQsx48fd+m8MXEOtmfPHulHmTVrVvmZa0+5HyKPCOYma0fwdVr3ZXQGN1lrhYAQAAAglo8yzpw5s0yFpy48qMJe4PL06VOL4Mga76+OurWHc+upbB1HPYb5cdR9HD1vTJyD8WwhBw4ckL6VnD6GB6PwgBV+rbhPJY/CjgoHpf/+a5ym1FkPHz6MsnneEZi6DgAAQKf8wgyyuEp5u+/Vq1ct5jKOHz++ze3NAw97I2c5lx5Ta+dcOY56DPPjqPs4et6YOIc1DqyHDRsmI385UOS+gV27dpXmYx6oEhnOjchN7s5yR/9BhoAQAAAgluNg0DwgtCdevHgWtVq2qEmSIwtuojqOeaJl9TjqPo6eNybOYQ+PwOaBJ5xYmgep8EhnznsYmX/++YdcFVWw6QgEhAAAADqldfo5xcl9ORDioIkDI04vYwsngGaRDZJInz696TEfx7z51vwY5sfhfThocvS8MXGOyHz44YeS2oZHOnPi7sgCQg7oODVOrly5KG7cuOQo7q/Iibbt5UZ0BgJCAAAAnfILN8jiKsXJfTkPH9d+8aCKGzdu2NxGTbtSqFAhu8f54IMPJAjimjg+jnWwph6Dg8/3339fHvP0cVu3bnX4vDFxjqjwzC0cEHLKmshwE7OaIscVnHBbKwSEMWz7XvvT3rDqjYxD5Df9GnU+og2TA+0+d/T+rkj3rVh6ipTxmv7PtG7PqXFS1vzitMW2QdOMI6eqN933do0xd5MjarR4lyxz45LIq8ttCYtjHHX1b6pmkW53/W0qAFtCFeOveeDlrVLezPqrlOE/5DFt4/eNZXoAQ1vL0XEn7hiTr76K864ZYWFAQSmHHn87uquw7fP3Ut4lN51gmG+8ljMHjdeSt7iUp2oEWOzzqkIa02O1J8u+prb/auyutJNyiuFdclVrbUp9LeUQsj8JetlfjIlWd/9eXcoK84z3uqOt8Qtjy591yNNuNs8sZa2Bxtd8w4ikdrfdsr6+lOUWhEu5a5zxL/oCG4zpJQJuJrO4P3b8K2On7oLLy0oZtCSb5TEi+T9n7dhH75Lg2rM7l/E1bmznefU9ML/O97cYO7OfrrrEYts0x9/dx5Eh72pGIrM4rLzpcUv/nVI2eD1Yyt/jGdNqXLpk/P+eLZvx/3/hkHdTc6U//4WUmXMaU3XcfK+ulLUeqyMeje/PvxUdux72qECCCOsSXFf7a1l+6W3sbazdqtnB8ove1mfphgmWOeV8heFt+hhXhbuwb82aNSUg5GngrPFgC07hwkmg1Vk+bOF5eTl/3v79++U4akCm4lovVqFCBVNCaT4vzwZi67zm+9SpUyfGzhGVwMBACaK56Tgy5cqVi/JY0bk/wyhjAAAAcFi7du1kcMWOHTsiPLd3714pGzdubNGHz5aOHTtKGdlxOK+feW1b9uzZJZ2M+QhitSmX1/PzasLpmDpHZE6ePCmDRayTXFvr0qULafHFF8Y/zrRAQAgAAKBThjCD5sVZuXPnlkDrxIkTEXINLliwQJovhwwZYlrHSZx5BpMpU4wtUypOycKJnrn/m/moXe6fuGzZMmny/eyzzyySL3M6HJ5ezrp59ZdffpH1I0eOlBq5mDzH8+fP6cWLFxFeJ64p5XyEEyZMID1AQAgAAKBTfoqxD6HLi+Ja/8Nx48ZR0aJFqXPnzvTgwQPpp8cB39q1a2nhwoUWM32MHz9e8vQNGDDA4hg8eGLJkiUyMILnB+aSgyuu7eLAa9WqVREGWHBtW6dOnWjEiBEyDzHbuXOnHLtnz54yiCMmzxEWFiZJrLlpePr06abk0tzk3Lt3bwmQ06VLR3qAPoQAAADgFO5zxzV/nISZR89yEzLXtvFcwDwwwxwHUNxk27p16wjH4X246bZv375S88jBWY0aNWTmEHvNrBx48X48EINnVOGAi4PQBg0a2Nw+Os/h7+9Pw4cPl36HHCxy7SL3SeQchDNmzHDLlHIxRT9XCgAAABZcbfY1399VSZMmlUCIl8i0bNlSFns4SFu9erXD5+WRw926dZPFUdF5jq5du8qidwgIAQAAYmnaGS37gm9BH0IAAACAWM6nA0Lu5Dpz5kxJIMkTTXOGdW7/P3ToXW48AAAAvTKEaV9Af86cOUPt27eXkdBPnz51yzF9OiDkUUI8AopHCfHIoocPH9Iff/xBZcqUoV9/NSYnBgAA0CtNI4w1NjeD+/CoZ146dOhAQUFBUW6fN29eSWezZcsWGRjTsGFDzdfgswHhX3/9RWvWrJEh3yEhIZJ/iPMBpUmTRoaFt23bVjKqAwAAAHjS/PnzJW/hqFGjZLYUduXKFZuLKlmyZDR37lyp/OLKLq38fPnF3bRpkwxz55FQPPSbm4uXLl0qz3OQ6I4XEAAAwFPQZOw7pk+fLpVWqpUrV8oUeTwzSuHChSWf44YNGyLsN3ToUBkVrZXPjjIuX768vIDWqlatSkWKFKGjR49GmJYGAABATwzhxkXL/uB5iRIlipATkRNbf/rpp5QtWzapwLI3XzHXFKZP7/h84bGuhjCy3EGcj4hlzZo1Bq8IAADAvQzhChnCNCzhCt4SLxDPzrzPWbJkkVpDe8GgeUCplc8GhJHhvoPx48enWrVqefpSAAAAAOziDCkxwWebjO3hOQx5Chserp0iRQqb2/A0NbyouL8hAACAt0GTse8zuKF/oCNiXQ3h7NmzZZDJsGHD7G7DcxEmT57ctGTOnDlGrxEAAMARmpqL3y6gf69fv9Z8DIPC2Ztjifv371O+fPkkFU1kzcW2agg5KOQh4dx5MzpVLD1Fyu17u5OnVam2TMqtm5uRHpV/PlHKnYl62nw+/6OFpsenUlhOuv4jGX8//kcRR3RZ72+9r+qP1yWlLHzt3V93WXLsI3dR5hkHTfVoU1TKTVvHmp47XTW1lE8OlJUyaYndFvtmPnJWyqsf5iE9qdntmpRBP2Vy2zEzHf/H9PhaoXzG83x5WcpnJY1/DO763L1/O9cYb+zJ36/z29+Rc8b+QwGFLd8ndws5ZPx9SFbMeJ5lYcafWTN/y3MPiGtsQBr5JjTK464OLS1l4zh7Hb6WAo/nSXkieVuH96nZ4ZyUQbOM/cC9FX9ncGVCdH5nqOeoPOIhxUng+jlCX4ZQ8MCAGPl+A/sSJ05MP/30k0yoYW3QoEE0YsQIm8+Fh4fTuXPnaNy4cRQWpi3LeKxqMuaEj998802UfQe5fyEvAAAAXo0HhWgZGIJBJV7hxYsX0pXNnsiec5dYExByskcerfP11197+lIAAADcQmuzL5qMvUfcuHEl9Yy/v7/D+/AsbNz6ad6q6apYERAuWrSIzp49K8mqAQAAALxJyZIladu2bS61TnIw6I6sKT4/qITnLP79999pzpw5EUbqcHv71atXPXZtAAAAbmky1rKAx3FA52pXNd6PE1hr5dMBIc9dzANIFi9eLFPXmbt16xa1adOGLly44LHrAwAA0CQsXPsCHqe1jyA3G2vlswEhB4EcMe/YsYMyZsxIqVOnNi08kiowMJC2b99OFSpU8PSlAgAAQCyWMWNGTSlneJyEVj7Zh3DdunXUqlUrGaL96NEju9s1b948xhI+AgAAuF14uHHRsj943ObNm6latWou7bt69Wq35CH0yYCwbt26kpsHAADAp4VrbPbFd6VXaNCggeSWdGaEMeP8kd9++61brsFnm4wBAAB8nSE8XPMCnsd5CJcsWeLUPlwr2KhRI7p+/bpbrgEBIQAAAICH9e7d2+HMJ5wlpUWLFpKqxl0QEAIAAOgVRhn7jHv37lHt2rXp4cOHkW7HXeJat25Na9assTmdnasQEAIAAOh9UImWBbxilpJly5ZR7ty5qWrVqnYHxHIA2K5dO1q6dKn8PHDgQDp27BjFi2ecD10LBIQAAAAAHvTxxx9TkyZNpNavfPnydoPCTp06SX5lzpAyYMAAGjZsGBUsWFDWaYWAEAAAQNdNxmEaFtQQeoPly5ebHk+ePJlKlSolaWh45LGqW7duNHv2bAkGv/rqKwkGVRxMaoWAEAAAQK/QZOyTpk6dSnnz5qWaNWvSkydPqGfPnjRt2jQJBnlWk/Hjx7v9nAgIAQAAADyoV69eEdbNnz9fZlbjwHDKlCmyrlmzZjRjxgyH9neWQXHnEBUfxVW2yZMnlwSQ/OY4q1aPm6bHyhtjNvGgaVnJ3apUW2Z6vHVzM5ePU+Pzk1JuXPABRaeKs42/etvbR89sMXkfLpbyTEBLKd/bfkvKfyumJ28xP7ySlOWuv5AyV+b90XKeUsvfSJniyFMpN4wNIF+kvsfufp9rDn4mZdCwxFJmPHHC9Nz1AgVcPm6Jp1OlPJCkK3lCx/AvTY9/9pvm9P4ZTx2X8nr+Qi5fQ+B/e6S8masM+Qqt3xnOnKNqp7MUJ35Sl48T+uoJbZmZJ1qvFaIWEBAg8xH7+VnW0z179owqVqxIR44ckX6Gq1atirBNaGgopUmTJsrRybFyphIAAIDYQAkPI4X7AmrYHzyPA/IvvvhC+gImSJAgQu3f8OHDqUOHDhHyDnJCax6IYt7X0FUICAEAAAA8bNGiRbLYU69evWg9PwJCAAAAveIaPi21fKgh9BqKhh58PNhEKwwqAQAA0CtNKWfeLuAVFi9eTM+fP5eZSBxdePuFCxe65fwICAEAAHSddiZMw4I8hN4gffr01Lx58wj9B6PC23/22WeUNm1azdeAgBAAAADAg2ylknHGzJkzNV8D+hACAADoVViocdGyP3gcjx7mxd/fn0qXLk2NGjVyav/69etrvgYEhAAAADrFKWc0pZ1BH0KvMGnSJCpXrhwtWbKEMmXK5JFrQEAIAAAA4EGcbHrp0qWUMWNGj10DAkIAAAC9Cg81Llr2B68YVKIlGLx58yYFBgZqugYMKgEAANArDujCNCwICL1CokSJNO1fpoz2qR8REAIAAADo1NmzZ+natWuaj4MmYwAAAD0PKvFzvdkXg0q8w7Vr16hChQpO78eJqU+fPi1JqrVCQAgAAKBX6EPoE16+fEm7du3y6NR1CAgBAAAAPCggIIC6d+/u9H5Pnz6ljRs30smTJzVfAwJCAAAAveKBIRqajJGY2jukTJmShgwZ4tK+AwcOlFHKWhkURVE0H8XHhYSEUPLkyenx48eULFkyT18OAADE8u8M9RwVa6+hOHETu3yc0DfPaPtfDfH95mG5c+emc+fOubx/jRo1pKZQC9QQAgAA6JQSFkqK3xtN+4PnPXz4UNP+WoNBhrQzAAAAAB704MED2rJliycvAQEhAACA7kcZa1nAK3z88cfUv39/2r9/v0fOjyZjAAAAnVLC35ASpqHJONz1fcF9Ll68aHqcIEEC8gQEhAAAAAAelDVrVvI0BIQAAAB6xbWDBg21fBpqF8G3ICAEAADQ8yhjDQEhRhmDCqOMAQAAAGI51BACAADolBL+mpRwf037AzAEhAAAALruQ6jhqxx9COEtNBkDAAAAxHKoIQQAANApzkGoGDQ0GaOGEN5CQAgAAKDnPoRhrjf2oQ8hqBAQAgAA6LmGkFBDCNqhDyEAAABALIcaQgAAAJ1Swl6ToqFuh/cHYAgIAQAA9NyH0GDQtD8AQ5MxAAAAQCyHGkIAAABdNxlrqCFEkzG8hYAQAABA16OMtQSEb9x6PaBfaDIGAAAAiOVQQwgAAKBTSvgrUkjRsD8GlYARAkIAAAC9CntFiuJ6QEgICOEtNBkDAAAAxHI+HxC+fv2axowZQ3ny5KGcOXNSxYoVaceOHZ6+LAAAAPeMMuZaQpcXNBlDLGgyfvXqFdWuXZtu375NmzZtoixZstDKlSupWrVqtHjxYvr00089fYkAAAAuk6BOCXd9/3CMMoZYEBD26dOHgoODaf/+/RIMMg4C16xZQ23btqVixYpR9uzZPX2ZAAAALkFACO7is03Gly5doqlTp1K+fPmoRIkSFs+1atWKnj17Rv369fPY9QEAAAB4C5+tIVy+fDmFhoZSmTJlIjxXsmRJKbmm8P79+5QqVSoPXCEAAIAb+hBqajIOxVsAvl1DuG7dOilz5MgR4bmUKVNSxowZZcDJ7t27PXB1AAAA2oWHv6TwMA1L+Eu8DeDbNYRHjx6VMlOmTDafT5EiBV2/fp2OHTtG9evXjzAYhRfV48ePpQwJCYnWawYAAP1Tvys05Qd0UJgS5tH9wXf4ZED48uVLevr0qSnwsyV58uRS3rt3L8Jzo0ePpqFDh0ZYnzlzZrdfKwAA+KYnT56YvmvcLV68eJQ+fXr659Yhzcfi4/DxIHbzyYCQ+wWqEiVKZHMbPz8/U/BojQeb9OrVy/RzeHg4PXjwQPoaGgyuTyIek3+dcvB69epVSpYsGekd7se74f3xbnh/Yh7XDHIwmCFDhmg7R4IECejixYvS9UkrDgb5eBC7+WRAaP6Xjr0qe/U/EfcntBY/fnxZzNmrafRmHAz6QkCowv14N7w/3g3vT8yKrppBcxzEIZADd/HJQSUc5KlBIaeXseXRo0dSpk6dOkavDQAAAMDb+GRA6O/vL/kH2Y0bN2xuw7OXsEKFCsXotQEAAAB4G58MCFnNmjWlPHXqVITneCAJjxxOnDixzG3sa7i5e8iQIRGavfUK9+Pd8P54N7w/AOAIgxIT4+I94Ny5c5Q3b17Knz8//f333xbPrV27VlLNtG7dmhYsWOCxawQAAADwBj5bQ5g7d27q2LEjnThxQnINmuMgMGHChFKLBgAAABDb+WwNoTqghJuE48SJQ+vXr6eAgAD68ccf6ZtvvqHFixfTJ5984ulLBAAAAPA4n0w7o+I+gsHBwTRo0CAqVqyY5B784IMP6ODBg1SwYEFPXx4AAACAV/DpGkIAAAAAiMV9CL0ZJ8UeM2YM5cmTh3LmzCnN2jt27LC57fnz56lly5aUJk0aGS34/vvv08iRIy3mWo6uc6uOHDlCdevWpezZs1OuXLmoT58+9OLFC03HVIWFhVGpUqUoW7ZsPnE/PJiJZ7rhQUs9evSguXPnOnU//PfZzJkzqUCBAnLu4sWL02+//RbpPv/99x81a9ZM7idHjhzUqVMnmVnHlft5/vy51KjztjwPOE9pxa/Vnj17nLoPV87t6PujWrduHZUpU4bmz5/vluPp4X708HngzP3o4fMAINbgGkKIOS9fvlQqV66s5MuXT7l8+bKsW7FihRI3blwpzZ08eVIJCAjgGlwlTpw4UqpLuXLllOfPn0fbuVV//PGHEj9+fGX8+PHy86NHj5SyZcsqpUuXVp4+ferSMc0NHz5c7idr1qxO3Yu33c/r16+Vvn37KmnTplUWLlyohIWFOX0/4eHhSsuWLZUMGTIof//9t6zbsWOHkjBhQtP1Wjtw4ICSPHly5auvvlJCQ0OVFy9eKJ988omSO3du5datW07dD+9bokQJJU+ePKbzv3r1SunVq5fi7++v/Pbbbx5/f9jy5cvlOtX/C/PmzbN7DY4cTy/3o4fPA2fuRw+fBwCxCQLCGNajRw/5wNu/f7/F+ubNmyuJEydWLly4YFrHH6r85X7q1CkJFq5du6a0atXK9EHbr1+/aDs3u3LlipI0aVKldu3aFuvPnDmjGAwGpUuXLk4f09zRo0eVlClTuvwF4C338+zZM6Vq1apK9uzZI73fqEycOFHOzV+o5vh99vPzU/bu3WuxPiQkRMmcObPywQcfWASgDx8+VBIlSqTUqVPHqfsZN26cbLtnzx6LbfnYuXLlUgIDA50KdKPj/WHnz5+XL38OeiMLOBw9nl7uRw+fB87cjx4+DwBiEwSEMejixYvylz3/BWtt/fr18mHWtGlT+fnYsWNKkyZN5IPfHP9coUIF2ZaDgeg4t6pdu3ay3tZf12oNgLPHVPEXRoECBZSff/7ZpS8Ab7kfrpWrW7eukixZMuW///5TXMXBHdf+cG3fmzdvLJ77559/5NwlS5a0WZvy/fffRzge/+7wc1yz5+j9cADJ62zVNHEgws/dvn3bY+8Pf0nza2F9j/YCDmeP5833o4fPA2ffH2//PHDm9wPAF6APYQxavnw5hYaGSr8aayVLlpRyzZo1dP/+fbp27RqNHTuWDAaDxXb8c+/eveXx3bt3o+Xc7M2bN7Ry5Up5bGsf7ufDnDmmOe6nxv17qlev7vA9eOP98H1wXyl+r7jPkqs4LdLDhw+lzyCnSTLHCdaTJ09O+/fvl7yaKk6dFNX9cJ8sR++HR+UzPo+1J0+eUIYMGaTvmqfeH/4Ddvbs2aZ1CRIksHt+V47nzfejh88DZ+5HD58Hzvx+APgCBIQxiAMHxh3/raVMmZIyZswonaJ3794tnZztdazmpNssa9asEZ4bN24cJU2alH744QeXz8127txJISEh0nGdn7PGgx5Ujh5TtWvXLrme77//3ub96eV+eADJ+PHjZfBFu3btyBFLly6V4K579+4O3w9/6XO6JMZplNiFCxfozJkzdvdx5X54IAzr2bOnDC5R8Zcov378HlgHJDH9/qj3r74u9rhyPG++H718Hjh6P3r5PLD+/QDwZQgIY9DRo0el5ADClhQpUkhpPbOKrbmYWYMGDSI8x7OwPH36lBYuXKjp3Or2tj4szbdnXHPk6P3wtbVv315GHvJsMVHx5vvhLzD+kvn444+lJoHfD/5y5ho9HqnI121tyZIl8kU0b948t9wP1yamS5cu0vux9zpbH7NFixZUq1Yt+ZnnAucay/DwcOrSpQtNnTpVnvf0+8M1pFzrGRVXj+et96OXzwNn78fbPw/c8f4A6AUCwhjy8uVLU4Bg/mVtjmuOzD/g7dm8ebM0x/zvf/+L8NyAAQOoaNGiUmo5t9r8ZG978w/vuHHjOnw/3LzVvHlzaRp1hLfeDzdPcRMUO378uNTg/frrr9LcWqRIEQkWK1WqZFHTxnr16iX3Pnz4cIv1UV2fvftJliyZJFy35khznfUx+TirV6+WYJBrbcqWLSspbLg5r02bNh59f9Tt+XV//PhxlPfm6vG89X68/fPA1fvx1s8Dd74/AHrh0zOVeBPzfmeJEiWyuY36xc4fcPZwvrFZs2bRwIEDbf41zPnoeNF6bnUfe9ub1375+/s7dMy//vpL/kLn2iZHeev9nDp1ynTMP/74w/TFws1TXNtx4MABOnz4MH333XcWTWGVK1eW56xFdX3O3o/5l5itgNHWMdXjcbM2f+FysxrXfF68eFH6W/HUj556f8zvIbL/H9bX4OzxvPV+vP3zwJX78ebPA3e9PwB6ghrCGBIvXjzTY3uTw3DzoxpU2MNJVzl5at++faP13Oo+9rY3X899eqI6JidK5n5z3NRjPWjCWd5wP9zJX/1Csa5l4H5Jap9CR5PyRnV9zt6PuSRJkjh0THb58mV5nyZPniy1hBUqVKAtW7ZQuXLl6M6dO07dizvvR93e+nqjugZ3HM8b7sfbPw+cvR9v/zxw1/sDoCcICGMIf6ioH0LPnj2zuc2jR4+kTJ06tc3neQ7mZcuW0apVq+zWYrnr3DxDRWTbm/er4RF7UR3zyy+/lJk7eAYBrbzhfrgfoNpka28QgNo05cjoz6iuz9n7Mf+is9cEbn1Mbk7jZm6eCYP34WYzrsUpX748/fPPP9SqVSvy1Pujbs8joR1pDnfn8bzhfrz988DZ+/H2zwN3vD8AeoOAMIbwB3a+fPnk8Y0bN2xuc/v2bSkLFSoU4blbt25J5/7ff/+d0qZNG+3nLliwYKTbmwc5UR2TBz1wWgju48QjD80Xni5KrZlS1126dMmr74ePqaZfUQNDa+bNd47U4kV1ffbuh7+4rPspWvfbtDW4xdYxudmRz1+tWjXTNlwDylPnZc6cmTZu3OjQFHbR8f5E9n/DFncezxvux9s/D5y5n6tXr3r954HW9wdAjxAQxiDurM+4/5mtL3Du98V/kXI+LusccNxv5ueff6b33nsvRs7Nfd34r25uJrQ1yIXnz1VFdUxuduSaAFuLmiaCm43UdfZqtLzlfviYPHCEv4g4GLP1haXWKnC/O0dy90V2PxxQcpoZVqdOHdMXWmBgoDzm2jut98N4UAzXtlg34fE6Ndedrf6PMfn+qPcfFXcfz9P3o5fPA0fuh/vn6eXzwJX3B0C3PJ0ZOzb5999/ZQoyzshva05Nfjtat25tsZ7n06xZs6ayfft2m8d0dKo0V86tTou1evXqCPt8+OGHksnf2WPammHAlZkJvOF++H3hdVOnTo2w/YkTJ+S5tm3bOnQ/PN0cz3bCU3dZz1TC8wrzsXhGCnODBg2S9bbmOW7UqJE858z98CwpPLMJz19sbd26dXbvNabeHz4eH1f1+eefRzoThrPH8/b78fbPA1fux5s/D5z5/QDwBQgIY1jnzp3lQ4jn7TTXuHFjJWHChDIPqPmHf61atZSgoKAIx+Epq/hLumHDhhbrly1bphQrVszmdEzOnJvxVGw8B2iDBg1sBjsdO3Z0+pjOfgF48/0cPnxYpst67733ZOotc71795b5hK2/oIODg2VarMmTJ0e4nzFjxsi516xZE+FYHKzu2rXLYv2DBw9kfuHChQtbrL97966SIEECpUaNGk7dj/oFvmjRogjXxsFn/PjxlcuXL3v0/THXsmVLWT979uwI53bleN5+P3r4PHDmfvTweQAQmyAgjGH8oV60aFGZl/b+/fvyQc7BQbx48ZSVK1da1BiVLl1a1qdKlcpi4Tlv48aNKx9as2bNsjh+/vz5Zf0HH3zg8rnN/fLLLxL0qEECBwSFChVSypYtqzx79sylYzrzBeDt98Nfdnx9LVq0kP0Z1zgkSZJE+fXXXyNsz/Me8/b8vDWeF5nnE86ZM6cp8Fq1apWce9KkSTbvZ8uWLfJlN3LkSLnWe/fuKdWqVVPy5s0r8w47cz937txRcufOraROnVqCDt6WF/4S5uB2xowZHn9/VDzfMtcG8bnbt29v81jOHM/b70cvnweO3o9ePg8AYhMEhB4QEhKi9OjRQ8mePbt8+fNfqMePH7fYhmuR+IMvsoVrbPiLwtyoUaPkr16ubXL13NY2btwoX0a8D38gjxs3zqJZ0ZVjOvoFoIf7+fPPP5VSpUopKVKkUN5//32lfv36ysGDB21uu3DhQiVp0qRK165dbT7/+vVrZejQoUquXLmUHDlyKFWrVrXbPKjic1WvXl3Jli2bkidPHmXgwIFyD67cD3+R9urVS7ZNkyaNkjFjRqmV2rp1q9e8P02bNpUA1fz/Aje1T58+3aXj6eF+9PR54Oz74+2fBwCxhYH/8XQ/RgAAAADwHIwyBgAAAIjlEBACAAAAxHIICAEAAABiOQSEAAAAALEcAkIAAACAWA4BIQAAAEAsh4AQAAAAIJZDQAgAAAAQyyEgBAAAAIjlEBACAAAAxHIICAEA3IBnAZ05cyYVKlSIEiRIQClTpqQGDRrQoUOH7O5z5MgRqlu3LmXPnp1y5cpFffr0oRcvXrjt+M6ew1X79u2j1q1bk17dvn1bXpeCBQs6tP2aNWvIYDBEWJo0aRLt1woQbTw9mTIAgC/o0KEDzwsvi7+/v+lx3LhxldWrV0fY/o8//lDix4+vjB8/Xn5+9OiRUrZsWaV06dLK06dPNR/flXO4qmnTpnKe27dvK3py9epVpWfPnkrChAnltcyaNatD+xUvXtz0+psv+/fvj/ZrBoguCAgBdGzu3LlK0qRJpdSjN2/eKCtWrFAqVKigtGnTRtGr9evXK6lTp1YWLFighISEyH399ttvSpo0aSRQSJYsmXL37l3T9leuXJH3rXbt2hbHOXPmjGIwGJQuXbpoOr4r59ASVMWJE0euY/jw4YqeXL9+XXnx4oX8/3E0INy0aZNSrlw55fTp0xbL2bNnY+SaAaILAkIAHatTp458kdWtW1fRm1u3bilt27ZVAgIC5B4+//xzp49x8+ZNqZmyrqnJmDGj8vr1ayWmNGnSRDl69GiE9Zs3bzZd05w5c0zr27VrJ+s4GLZWokQJCdj++ecfl4/vyjlc1bdvXwk81dedg1W94dfB0YCwSpUqyl9//RUj1wUQk9CHEEAnduzYEWFdjx49qHjx4tS9e3fSm3Tp0tHcuXPp66+/dvkYEyZMoFevXkVYz69H3LhxKaaUL1+eChcuHGF91apVqUiRIvL47t27Ur5584ZWrlwpj8uUKRNhn1KlSkl/wdmzZ7t0fFfP4Qrui8jHWLVqlbze169fp19//ZX0hvtkOmL//v20Z88eunz5Mp05cybarwsgJiEgBNCB8PBw6tq1a4T1NWrUoAMHDkipV2nTpnVpv4cPH9KSJUvo2LFjdPr0aYslpgPkbt262X0ud+7cUmbNmlXKnTt3UkhICMWPH58yZswYYfsCBQpIGRwc7NLxXT2HKxYtWkRFixaV379PPvlE1v344492t//qq6/kmtRBGNu2bTM998EHH5jWZ8uWzeb+s2bNkgA4c+bMlDp1amrZsiVdvXqVtOJzOmL06NH08uVL6ty5M73//vvyx1hQUJDm8wN4AwSEADrAX0QnT54kXxQnThyX9vvpp5/os88+k1G3efPmtVgcrfGJCffu3ZMgqFatWvLz0aNHpbQVqLEUKVJIeeLECQoLC3P6+NFxDnumTJlCvXv3NgV7bNeuXRKk2zJp0iS6ePGiBHPW+PebA0x7OnbsSJ06daL+/ftLEMi1dXwuDog5QOQA7csvv6Tocv/+fXmt8+TJQ/7+/rKOR3jz696zZ0+pcQXQMwSEAF6Om1UHDRrk6cvwKs+ePZNghGtOd+/eLaU3ev78Oe3du5fat29vCsLUpl31Z2vJkyeXMjQ0lB4/fuz08d19Dns2bdpEfn5+VL16dfm5RIkSpubpyGoJM2TIIMGbLaVLl7a5nmsyuXaQm8g//fRTWZczZ04aMmSIdBng++Sa4WnTplF0SZUqlQSg3FTMwSH/vwwMDDQFunwtAHqGgBDAi33//fdSO6jWPnAeOV64loSDIv6S/PDDD+m7776z2I+bC4cNG2YKCB48eEBt27alZMmSSdPi/PnzTdtys13ZsmUpUaJE0hzHAYYt//zzDzVv3lya9pIkSSI52/hL0Z24tmr48OFSs8Xn4Dx7//33X4Tt+L65tuaHH36gcuXKSRPj1KlTNdV2RQfuX5c0aVJ5L1QcTDB+vW3hIEvFzZPOHt/d57Bn8uTJ1KtXL4t1ai0hN+Wr1xDV+c2pNW/W/vzzT4umbpUaHHLtItc8xhQOqPn/EweH/H+HjRkzJkavAcDdEBACeLFvv/2Wzp07Z/qZgyNeuKm0Q4cO8gWsNg+aB0s8AIFrLLj2h4NBHpSwceNGGWxw5coVateunSQT/u2336hmzZrSBPf69Wtp6vvoo48i1BpxPylObsz9GPnLl78I+cubjzN06FC33CsHvS1atKDx48fLYw54//jjD6k1sg4KuamOA9PEiRPLz3z93M+uWrVq0rfQG3BANHLkSFqwYIEkkVbFixdPSntNjPw+qMz3c/T47jyHPfw7yb93/H6Za9SoEWXJkkWCTK0DVuxdrzkOhgMCAuTxrVu3KKbxH1jr16+XP7L4/9bq1atj/BoA3AUBIYAO5cuXT2phuFO9tVatWtGGDRtMP3Nz888//ywjQLkpkQMsbmIdMGCAHIO/3DlIvHTpEmXKlEkCjb/++su0P//MX/xcA8K1cYy342Myrp2yVYvnLK4F4uNzzd+NGzfo999/lxou/tl6QM0vv/wi/d842OVAt1ixYqbaTg5KvKEJmQP2b775xqJvH0ufPr2UHPDa8ujRIyk52I2sL6S947t6Du7XZ2vhJnlbtYMcpHEtsXnfzfz585tmQeHmW3fV2KpNyTy615oa9KrNt4xrlm3dC9e4R0dQOHDgQHl8/vx5tx8fIKYgIATQsTRp0kRYx1/w5iNOOZBTm7W4GVbteM9BwfLly6VGRw3yuHaQcYCo4mbhJ0+eUP369S3Oo07zxcEXT+WlVZ06deh///ufaZAJn09tCuegjwNaa1wTxn3YeIABp+BRg0IOdD1p1KhR8rraSqmjvm4c9NqbRo3xYBlXju/qOTjwt7VwzZc5rj1etmyZdCHgmmLrhWuQOQUN/w5xDa87cNMw90/k3wM1mFVrhvlnHulsPjKZr9HWvXCfy+jANdPq/y8AvUJACKBj9nLt8ahT82Y160796nrrdBvq6E/zuW63bt0qtTDcv9C8NoiDCe5oz8udO3c034ut/mNcM6g2f9obuar2SeOO/Q0bNpSfOWDxFB4pe/bsWZo4caLN5ytXriz3xK8Z135aU2tbOUB25fiunuPtRAURlkqVKlnsy03BtWvXtvnHiJpGSH0feOCPljQv5r/nHAy+9957MtKY/0DhoI9/P7g/n3XzNP9RYOterPvauotaO8n5HQH0CgEhQCxjr0O/+XPmfc+4pof7mdmqDeJgQx3cER24yVitwTSvGbKHa0M52PBU0x0nZeam7jlz5kQIerj5lGu0uImxadOmdpON86Aefh+aNGni0vGZlnNEhs/B6X66dOkS6XacIkYNzLhp31rChAml5CZ/c2rfVVt9BnnkMtcScy0f14DyqGb+Y4T7k9pK2h2TuFY0e/bsVK9ePY9eB4AWCAgBIFKcmoT7HjoSkEVn4mp7KVTMcQ0SB5CeaLrjATo8wGPx4sURcivygIc2bdrQhQsX5Gce8MP99xYuXBghsDhy5IikkVETTrtyfFfPERVuiuc/FmzNfmJdQ6kOVuFR8tbULg3z5s0zjXLmfq/qqGX+I4ODQ/UPEx4AxSPrub8qz8DC/V45zQzvz6Pu3fE7ziLr88hdI+wNWOI/RPhazGvmAfQGASEARNkcxl/MK1assPk8P2c+44S7qV/CjtYC8fXGdNMdB2ncz41r4zhljvlABq6t42vavn07VahQwZRDb+bMmbRu3ToZIKPWxPLoce7vad0c7OzxXTlHVLiZmgex8PsdWUoZxsGc2gVg6dKlFmmOmDqrCQ8k4oCfB8H06dPHVNPM/Ra5S4Ka1oibuPm83FzMtYvchMzH51pO7vrA92M+kMpZHHAybmI3D6rNffzxx9JMziP71ZpN/kOJg1gOritWrOjy+QG8QozOnAwALuH/qrb+uw4ZMkTWc+noPsHBwbK+YsWKDh1v0KBBsi516tTK+fPnI+wzb948ZfHixS6/s7w/H//zzz+P8Nzjx4+VOHHiKBUqVHDoWG/evFHSpk2rnDp1Sokpf/75p2IwGEyvt73l22+/jbDvxo0bldKlSyvZs2dX8ufPr4wbN0559eqV247v6DmiMnLkSItriBcvntK1a1eb206cOFFJkCBBhOsLCAiwOO/UqVOVwMBAJVmyZPLeP3jwQLl48aL8ng0fPlx59OiRadvw8HClTZs2cg+8T6JEiRQ/Pz+L4/v7+yuHDx926r727dsnxzM/Dv++5c6d2+b/m+LFiyuJEydWUqRIoXz00UfKmDFjlPv37zt1TgBvhYAQQAcSJkwoX1YvXrywWN+vXz9Z379/f4v1r1+/Nn3BcZBkbsuWLbK+XLlyEc4zePDgCMe7evWqfAnyeg62pk+frly4cEE5e/asMnbsWOW9995Tnjx5ojkgbN26dYTnfvjhByV+/PjKwYMHLdbfvXvX5rEmTJggwQv4lhs3big1atRQXr58GeE5Xnfu3DmlUaNGytdff+2R6wPwBWgyBtABzu/GOCccd6rn5M3cp2nnzp2ynkvz/k/qenbgwAGLY6nNu9wMZz4ClftR7dmzxzToQD0ep6Phpjvut8ZNajygIEeOHDKn6+DBg2WEp5Y+e9wEyk2A3CQ9ffp0U5oTTvLL6VV4xLCaZ5BNmDBBmu54pCsPbGE8fRmPaOVr5r5m4Ftat25Nn3/+uc0+eryO+xF+8cUXEVLkAIATPB2RAkDU9u/fL81YadKkUXr27Kns3LlTSZkyZYQmuUOHDilt27aV5jPzprRatWopISEhSrp06Sz24do3rhXctGmTNIOZP8c///PPP6Zr2LNnj1KzZk0ladKkUmNYvXp1uS534Bqebt26KTlz5pT7KFy4sDQj/vvvvxG2vXLlilK3bl25Pm6aLF++vNKnTx/l9OnT+FXyQX/99Zf8Pi5fvjzS7Vq0aKFs2LAhxq4LwNcY+B9nAkgAAICYwjOecL5BTjEzduxYGZDCuQdVPMMOjz7mUfCclgcAXIOAEAAAvNbTp0+le8CuXbvkZ86/yKOqOUclj2bmkb48ApvT60Q21R8ARA4BIQAAeDXuG8p5/jh9Ds9Yw/1oucaQ5zjmlC/2ZnUBAMchIAQAAACI5TDKGAAAACCWs5z/CADARZUqVaJr1645tQ+nvgEAAM9DkzEAAABALIcmYwAAAIBYDgEhAAAAQCyHgBAAAAAglkNACAAAABDLISAEAAAAiOUQEAIAAADEcggIAQAAACh2+z+ZV1CS/pEBfAAAAABJRU5ErkJggg==", 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", 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", 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    " ] @@ -4026,7 +4275,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\mcve343\\MHKiT-Python\\mhkit\\dolfyn\\adp\\turbulence.py:422: UserWarning: The beam-variance algorithms assume the instrument's (XYZ) coordinate system is aligned with the principal flow directions.\n", + "c:\\Users\\ashly\\anaconda3\\envs\\Updated_MHKiT\\Lib\\site-packages\\mhkit\\dolfyn\\adp\\turbulence.py:407: UserWarning: The beam-variance algorithms assume the instrument's (XYZ) coordinate system is aligned with the principal flow directions.\n", " warnings.warn(\n" ] } @@ -4073,7 +4322,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\mcve343\\MHKiT-Python\\mhkit\\dolfyn\\rotate\\api.py:72: UserWarning: You are attempting to rotate into the 'principal' coordinate system, but the dataset is in the inst coordinate system. Be sure that 'principal_heading' is defined based on the earth coordinate system.\n", + "c:\\Users\\ashly\\anaconda3\\envs\\Updated_MHKiT\\Lib\\site-packages\\mhkit\\dolfyn\\rotate\\api.py:72: UserWarning: You are attempting to rotate into the 'principal' coordinate system, but the dataset is in the inst coordinate system. Be sure that 'principal_heading' is defined based on the earth coordinate system.\n", " warnings.warn(\n" ] } @@ -4120,7 +4369,7 @@ }, { "data": { - "image/png": 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", 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", 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", + "image/png": 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    " ] @@ -4164,7 +4413,7 @@ ], "metadata": { "kernelspec": { - "display_name": "work", + "display_name": "Updated_MHKiT", "language": "python", "name": "python3" }, @@ -4178,7 +4427,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.10" + "version": "3.12.12" } }, "nbformat": 4, From 88bfc6dfe1352899f25a31aa96fb46cbe968b858 Mon Sep 17 00:00:00 2001 From: Emily Browning Date: Thu, 18 Jun 2026 08:58:06 -0800 Subject: [PATCH 02/12] add all ADCP directions to plots --- examples/adcp_example.ipynb | 1382 +++++++++++++++++++++++++++++------ 1 file changed, 1157 insertions(+), 225 deletions(-) diff --git a/examples/adcp_example.ipynb b/examples/adcp_example.ipynb index 247d31aa9..08a600339 100644 --- a/examples/adcp_example.ipynb +++ b/examples/adcp_example.ipynb @@ -51,7 +51,10 @@ "outputs": [], "source": [ "from mhkit import dolfyn\n", - "from mhkit.dolfyn.adp import api" + "from mhkit.dolfyn.adp import api\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import numpy as np" ] }, { @@ -628,33 +631,33 @@ " coord_sys: earth\n", " fs: 1\n", " has_imu: 1\n", - " beam_angle: 25
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"CH": 0, "ALTI": 0, "VR5": 2.5, "BT": 0, "DISV": 0, "ECHO": 0, "RAWALTI": 60, "ALTISTART": 0.1, "ALTIEND": 30.0, "HR": 0, "HR5": 0}, "XFBURST": {"ROWS": 4, "COLS": 4, "M11": 1.1831, "M12": 0.0, "M13": -1.1831, "M14": 0.0, "M21": 0.0, "M22": -1.1831, "M23": 0.0, "M24": 1.1831, "M31": 0.5518, "M32": 0.0, "M33": 0.5518, "M34": 0.0, "M41": 0.0, "M42": 0.5518, "M43": 0.0, "M44": 0.5518}, "USER": {"POFF": 10.2, "DECL": 0.0, "HX": -48, "HY": 48, "HZ": 0}, "INST": {"BR": 9600, "RS": 232, "LED": "\\"OFF\\"", "ORIENT": "\\"AHRS3D\\"", "CMTOUT": 300, "DMTOUT": 60, "CFMTOUT": 60}, "COMPASSCAL": {"DX": 155, "DY": 778, "DZ": -486, "M11": 31481, "M12": 1726, "M13": -1109, "M21": -1955, "M22": 32767, "M23": 379, "M31": 750, "M32": -1851, "M33": 31699}, "READAHRS": "STR=\\"OSv6_a2_V5101_0.6 Oct 3 2019, SerialNumber=60004222,type=OS3DM\\"", "RECSTAT": "SS=512,CS=32768,FC=127813877760,TC=127848677376,VS=127848677376", "BEAMCFGLIST": ["BEAM=1,THETA=25.00,PHI=0.00,FREQ=1000,BW=25,BRD=1,HWBEAM=1,ZNOM=60.00,DIA=0.0", "BEAM=2,THETA=25.00,PHI=-90.00,FREQ=1000,BW=25,BRD=1,HWBEAM=2,ZNOM=60.00,DIA=0.0", "BEAM=3,THETA=25.00,PHI=180.00,FREQ=1000,BW=25,BRD=1,HWBEAM=3,ZNOM=60.00,DIA=0.0", "BEAM=4,THETA=25.00,PHI=90.00,FREQ=1000,BW=25,BRD=1,HWBEAM=4,ZNOM=60.00,DIA=0.0", "BEAM=5,THETA=0.00,PHI=0.00,FREQ=1000,BW=25,BRD=1,HWBEAM=5,ZNOM=60.00,DIA=0.0"], "BEAMIMPLIST": ["BEAM=1,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=2,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=3,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=4,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=5,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00"], "LISTLICENSE": ["KEY=\\"C390Y1LU32C1B\\",DESC=\\"Averaging Mode\\",TYPE=1", "KEY=\\"6F2UB3HTH2C1B\\",DESC=\\"Burst Five Beams\\",TYPE=17", "KEY=\\"R0X9JSZPH2C1B\\",DESC=\\"128GB Recorder\\",TYPE=14"], "CALCOMPGET": "DX=155,DY=778,DZ=-486,M11=31481,M12=1726,M13=-1109,M21=-1955,M22=32767,M23=379,M31=750,M32=-1851,M33=31699", "CALTEMPGET": "SC=0.99906", "CALTILTGET": "PO=0.00,RO=0.00,MAGG=1,HO=0.00", "CALACCLGET": ["AX=1.000000E+00,B0X=1.791816E-02,B1X=-1.795970E-02,B2X=6.661898E-04,B3X=0.000000E+00,A1X=1.146936E-05,A2X=7.326843E-06,A3X=0.000000E+00", "AY=1.000000E+00,B0Y=9.597497E-03,B1Y=-8.430577E-03,B2Y=9.310668E-04,B3Y=0.000000E+00,A1Y=7.215003E-05,A2Y=1.361528E-06,A3Y=0.000000E+00", "AZ=1.000000E+00,B0Z=1.290458E-02,B1Z=2.959575E-02,B2Z=2.331257E-03,B3Z=0.000000E+00,A1Z=1.164268E-04,A2Z=-2.166612E-06,A3Z=0.000000E+00"], "CALGYROGET": ["AX=1.094973E+00,B0X=-2.672331E+00,B1X=-1.493178E-03,B2X=9.496510E-05,B3X=0.000000E+00,A1X=2.702698E-04,A2X=8.100271E-05,A3X=0.000000E+00", "AY=1.080807E+00,B0Y=3.432283E-01,B1Y=7.219538E-04,B2Y=1.416728E-04,B3Y=0.000000E+00,A1Y=9.466633E-04,A2Y=-4.216283E-05,A3Y=0.000000E+00", "AZ=1.085556E+00,B0Z=-9.442614E-01,B1Z=6.433576E-04,B2Z=-1.306087E-05,B3Z=0.000000E+00,A1Z=1.430541E-03,A2Z=-7.494539E-05,A3Z=0.000000E+00"], "CALPRESSGET": "MT=1,RREF=4.5264760000e+02,RB0=7.7074756250e-01,RB1=-7.5541806250e-02,RB2=4.9886362500e-04,RB3=-1.4193179690e-07,T0=-2.4234620000e+03,T1=1.8815180000e+00,T2=-5.0111803130e-04,T3=4.7281500000e-08,ID=\\"K244314\\"", "CALPRESSCOEFFGET": ["A0=6.3850020000e+00,A1=-5.6274000000e-03,A2=1.6346411250e-06,A3=-1.6029240630e-10,B0=-2.6056009380e-01,B1=3.1699690630e-04,B2=-9.0774206250e-08,B3=8.5142393750e-12", "C0=-1.2762860000e-03,C1=1.1561740000e-06,C2=-3.5109818750e-10,C3=3.5575718750e-14,D0=3.6002040630e-06,D1=-3.3359181250e-09,D2=1.0241850000e-12,D3=-1.0446648750e-16"], "CALROTACCLGET": "M11=0.99144,M12=0.00991,M13=-0.03081,M21=-0.00921,M22=0.99564,M23=0.01131,M31=0.03451,M32=-0.01242,M33=0.98426", "CALROTGYROGET": "M11=1.00000,M12=0.00803,M13=-0.02685,M21=-0.00933,M22=1.00000,M23=0.01646,M31=0.02587,M32=-0.01599,M33=1.00000", "CALECHOGET": "CHA0=0.00,CHB0=-17.69,CHC0=0.00"}
    inst_model :
    Signature1000
    inst_make :
    Nortek
    inst_type :
    ADCP
    burst_config :
    {"press_valid": true, "temp_valid": true, "compass_valid": true, "tilt_valid": true, "vel": true, "amp": true, "corr": true, "le": false, "altraw": false, "ast": false, "echo": false, "ahrs": true, "p_gd": false, "std": false}
    n_cells :
    28
    n_beams :
    4
    ambig_vel :
    5.066
    SerialNum :
    101663
    nominal_corr :
    67
    cell_size :
    0.5
    blank_dist :
    0.1
    power_level_dB :
    0.0
    burst_config_b5 :
    {"press_valid": true, "temp_valid": true, "compass_valid": true, "tilt_valid": true, "vel": true, "amp": true, "corr": true, "le": false, "altraw": false, "ast": false, "echo": false, "ahrs": true, "p_gd": false, "std": false}
    n_cells_b5 :
    28
    coord_sys_axes_b5 :
    beam
    n_beams_b5 :
    1
    ambig_vel_b5 :
    5.066
    SerialNum_b5 :
    101663
    nominal_corr_b5 :
    65
    cell_size_b5 :
    0.5
    blank_dist_b5 :
    0.1
    power_level_dB_b5 :
    0.0
    wakeup_state :
    clock
    orientation :
    AHRS
    orient_status :
    AHRS-3D
    proc_idle_less_3pct :
    0
    proc_idle_less_6pct :
    0
    proc_idle_less_12pct :
    0
    rotate_vars :
    ['vel', 'accel', 'accel_b5', 'angrt', 'angrt_b5', 'mag', 'mag_b5']
    coord_sys :
    earth
    fs :
    1
    has_imu :
    1
    beam_angle :
    25
  • " ], "text/plain": [ " Size: 83MB\n", @@ -971,12 +974,12 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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ePVKvXj1p27atnD171uu6AAAAAL4s14NFQECAhIWFObfQ0FCzPy4uTt5//32ZPn26tGzZUho2bCiLFi0yAeK7774zZTZt2iSHDx+WDz/8UOrXry8PPfSQTJo0ybQ+aNhQ8+fPl6pVq8q0adOkZs2aMmjQIHn88cdlxowZzjroNfr37y+9e/eWWrVqmc9oC8jChQu9rgsAAADgy3I9WBw7dkwqVKggt912m3Tv3t10bVK7d++Wa9euSevWrZ1ltZtU5cqVZceOHea9vtapU0fKly/vLKMtDfHx8XLo0CFnGddzWGWsc2gA0Wu5lvH39zfvrTLe1AUAAADwZQG5eXEdy6Bdl2rUqGG6QU2YMEHuvfdeOXjwoERHR0tgYKCEhIS4fUZDhB5T+uoaKqzj1rGMymj4uHr1qly8eNF0qfJU5siRI85zZFYXTxITE81m0WsCAAAABVGuBgvtumSpW7euCRoRERGyYsUKKVasmOR3kydPNmEJAAAAKOhyvSuUK20RuOOOO+SXX34x4y20m1JsbKxbGZ2JSY8pfU09M5P1PrMywcHBJrzomI5ChQp5LON6jszq4sno0aPN+AxrO3Xq1A3cFQAAACDvy1PB4vLly/Lrr79KeHi4GSBduHBh2bJli/P40aNHzRiMZs2amff6euDAAbfZmzZv3mxCgw7Ctsq4nsMqY51DuzjptVzLpKSkmPdWGW/q4olOb6t1cd0AAACAgihXu0L985//lPbt25vuTzp9q073qq0H3bp1k1KlSknfvn3NNLBlypQxD+WDBw82D/JNmzY1n2/Tpo0JED169JApU6aY8Q5jxowx603oQ7167rnnZM6cOTJy5Ejp06ePbN261XS1WrdunbMeeo1evXpJo0aNpHHjxjJz5ky5cuWKmSVKeVMXAAAAwJflarD4448/TIg4f/683HLLLXLPPfeY6Vv1Z6VTwuoMTboYnQ6C1tmc3n77befnNYSsXbtWBgwYYB7yg4KCTECYOHGis4xONashQtehmDVrllSsWFEWLFhgzmXp0qWLxMTEmPUvNJzo1LUbNmxwG9CdWV0AAAAAX+bncDgcuV0JX6GzQmnrh463oFsUANw4nbWvfacnpXG3l6R0eESGZS+e/l12fvyGrPlkhZkqHACQM8+veWqMBQAAAID8iWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAAAKTrB4/fXXxc/PT4YOHercl5CQIAMHDpSyZctKiRIlpHPnznLmzBm3z508eVLatWsnxYsXl3LlysmIESMkOTnZrcyXX34pDRo0kCJFiki1atVk8eLFaa4/d+5cqVKlihQtWlSaNGkiO3fudDvuTV0AAAAAX5UngsUPP/wg77zzjtStW9dt/7Bhw2TNmjWycuVK2bZtm0RFRUmnTp2cx69fv25CRVJSkmzfvl2WLFliQsPYsWOdZU6cOGHKtGjRQvbu3WuCS79+/WTjxo3OMsuXL5fhw4fLuHHjZM+ePVKvXj1p27atnD171uu6AAAAAL4s14PF5cuXpXv37vLee+9J6dKlnfvj4uLk/fffl+nTp0vLli2lYcOGsmjRIhMgvvvuO1Nm06ZNcvjwYfnwww+lfv368tBDD8mkSZNM64OGDTV//nypWrWqTJs2TWrWrCmDBg2Sxx9/XGbMmOG8ll6jf//+0rt3b6lVq5b5jLaALFy40Ou6AAAAAL4s14OFdi/SFoXWrVu77d+9e7dcu3bNbX9kZKRUrlxZduzYYd7ra506daR8+fLOMtrSEB8fL4cOHXKWSX1uLWOdQwOIXsu1jL+/v3lvlfGmLp4kJiaaurhuAAAAQEEUkJsXX7Zsmel6pF2hUouOjpbAwEAJCQlx268hQo9ZZVxDhXXcOpZRGX3Iv3r1qly8eNF0qfJU5siRI17XxZPJkyfLhAkTvLoXAAAAQH6Way0Wp06dkiFDhshHH31kBkwXRKNHjzbdqKxNf2cAAACgIMq1YKHdi3RwtM7WFBAQYDYdFD179mzzs7YGaDel2NhYt8/pTExhYWHmZ31NPTOT9T6zMsHBwVKsWDEJDQ2VQoUKeSzjeo7M6uKJzkKl13HdAAAAgIIo14JFq1at5MCBA2amJmtr1KiRGcht/Vy4cGHZsmWL8zNHjx4108s2a9bMvNdXPYfr7E2bN282D/A6CNsq43oOq4x1Du3ipIOxXcukpKSY91YZPZ5ZXQAAAABflmtjLEqWLCm1a9d22xcUFGTWibD29+3b10wDW6ZMGRMWBg8ebB7kmzZtao63adPGBIgePXrIlClTzHiHMWPGmAHh2lqgnnvuOZkzZ46MHDlS+vTpI1u3bpUVK1bIunXrnNfVa/Tq1cuEmcaNG8vMmTPlypUrZpYoVapUqUzrAgAAAPiyXB28nRmdElZnaNLF6HSGJZ3N6e2333Ye1y5Ma9eulQEDBpiHfA0mGhAmTpzoLKNTzWqI0HUoZs2aJRUrVpQFCxaYc1m6dOkiMTExZv0LDSc6de2GDRvcBnRnVhcAAADAl/k5HA5HblfCV+hMVNr6oQO5GW8BADdOZ+1r3+lJadztJSkdHpFh2Yunf5edH78haz5ZYaYKBwDkzPNrrq9jAQAAACD/I1gAAAAAsI1gAQAAAMA2ggUAAAAAggUAAACA3EeLBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAACB3gsVtt90m58+fT7M/NjbWHAMAAADgWwJu5EO//fabXL9+Pc3+xMRE+fPPP7OjXgAAZJvk5Gty/Phxr8qGhIRIWFgYdx8AcjJYrF692vnzxo0bpVSpUs73GjS2bNkiVapUyWodAADIMVcvxcqZ6Gh5fsiLUrhw4UzLB5cIknWrVxEuACAng0XHjh3Nq5+fn/Tq1cvtmP7HWkPFtGnTsloHAAByTFLCXyL+haRG6x4SWiEiw7Lx507Lkc0fmK69tFoAQA4Gi5SUFPNatWpV+eGHHyQ0NDSLlwMAIHeULBsmpcMzDhYAgJs8xuLEiRM2LgkAAACgoLnh6WZ1PMXLL78s/fr1kz59+rht3po3b57UrVtXgoODzdasWTP57LPPnMcTEhJk4MCBUrZsWSlRooR07txZzpw543aOkydPSrt27aR48eJSrlw5GTFihCQnJ7uV+fLLL6VBgwZSpEgRqVatmixevDhNXebOnWu6chUtWlSaNGkiO3fudDvuTV0AAAAAX3VDwWLChAnSpk0bEy7OnTsnFy9edNu8VbFiRXn99ddl9+7dsmvXLmnZsqU8+uijcujQIXN82LBhsmbNGlm5cqVs27ZNoqKipFOnTm4DxjVUJCUlyfbt22XJkiUmNIwdO9atdUXLtGjRQvbu3StDhw41YUgHn1uWL18uw4cPl3HjxsmePXukXr160rZtWzl79qyzTGZ1AQAAAHyZn8PhcGT1Q+Hh4TJlyhTp0aNHtleoTJkyMnXqVHn88cfllltukaVLl5qf1ZEjR6RmzZqyY8cOadq0qWndeOSRR8xDfvny5U2Z+fPny0svvSQxMTESGBhofl63bp0cPHjQeY2uXbuagXkbNmww77WF4q677pI5c+Y4x5JUqlRJBg8eLKNGjZK4uLhM6+KN+Ph4M5OWnk9baAAAN0b/G9y+05PSuNtLmY6b+G3/Dtn6wRvy8KApElbljgzLXjz9u+z8+A1Z88kKiYyM5M8DwOfFZ+H59YZaLLSFoHnz5tl6o7X1YdmyZXLlyhXTJUpbMa5duyatW7d2ltH/yFeuXNk8zCt9rVOnjjNUKG1p0BtgtXpoGddzWGWsc+jvotdyLePv72/eW2W8qQsAAADgy25o8LZ2JdJv71999VXbFThw4IAJEjqGQccurFq1SmrVqmW6LWmLgy5U5EpDRHR0tPlZX11DhXXcOpZRGQ0fV69eNV23NNR4KqPfiFnnyKwunuiCgbpZ9JoAgPTpf1O1RTkzutidp4VaAQD5LFhoCHj33Xfl888/N4OvUy84NH36dK/PVaNGDRMitHnlP//5j1kfQ8cwFASTJ08241EAAN6FinYdHpP4y1cyLZuUmCDnL8SmmawDAJDPgsX+/fulfv365mfXsQvW4nlZoS0BOlOTatiwoVkfY9asWdKlSxfTTUm/uXJtKdCZmKxFi/Q19exN1kxNrmVSz96k77WPWLFixaRQoUJm81TG9RyZ1cWT0aNHm0Hhri0WOnYDAJCW/jdWQ0XkAz0lODQ8w1sU9fM+iVmzkFYLAMjvweKLL76QnKIDp7X7kIYMbQnRmad0ald19OhRM72sdp1S+vqvf/3LzN6kU82qzZs3m9Cg3amsMuvXr3e7hpaxzqHBRq+l17FWFtc66PtBgwaZ997UxROd3lY3AID3NFRkNiA7LiaKWwoABSFYZBf9Rv+hhx4yg6AvXbpkxm3omhM6FayOPu/bt6/5xl9nitKwoLM06YO8NQuTTnmrAUJnp9JZqrQZfcyYMWa9CeuB/rnnnjOzPY0cOdKssbF161ZZsWKFmSnKotfQLliNGjWSxo0by8yZM80g8t69e5vj3tQFAAAA8GU3FCx0TYiMujzpw7s3tKWhZ8+ecvr0afPwruM1NFQ88MAD5viMGTPMDE3aSqCtGDqb09tvv+38vHZhWrt2rQwYMMA85AcFBZmAMHHiRGeZqlWrmhCh61BoFytdO2PBggXmXBbtdqXT0+r6FxpOtJuXTkXrOqA7s7oAAAAAvuyGgoU1vsKiU7HqAGwdb6EP9t56//33Mzyuq2Driti6pSciIiJNV6fU7r//fvnxxx8zLKPdnqyuTzdaFwAAAMBX3VCw0G/vPRk/frxcvnzZbp0AAAAA5DM3tEBeep5++mlZuHBhdp4SAAAAgK8FC12FWrsMAQAAAPAtN9QVqlOnTm7vHQ6HGYC9a9eubFmNGwAAAIAPBAudwcmVzpakK2jrbEw6BSwAAAAA33JDwWLRokXZXxMAAAAAvrlA3u7du+Wnn34yP995553yt7/9LbvqBQAAAKCgBwtd2K5r165mleyQkBCzLzY21iyct2zZMrnllluyu54AAAAACtqsUIMHD5ZLly7JoUOH5MKFC2bTxfHi4+PlhRdeyP5aAgAAACh4LRYbNmyQzz//XGrWrOncV6tWLbMqNYO3AQAAAN9zQy0WKSkpUrhw4TT7dZ8eAwAAAOBbbihYtGzZUoYMGSJRUVHOfX/++acMGzZMWrVqlZ31AwAAAFBQg8WcOXPMeIoqVarI7bffbraqVauafW+99Vb21xIAAABAwRtjUalSJdmzZ48ZZ3HkyBGzT8dbtG7dOrvrBwAAAKCgtVhs3brVDNLWlgk/Pz954IEHzAxRut11111mLYuvv/4652oLAAAAIP8Hi5kzZ0r//v0lODg4zbFSpUrJs88+K9OnT8/O+gEAAAAoaMFi37598uCDD6Z7XKea1dW4AQAAAPiWLAWLM2fOeJxm1hIQECAxMTHZUS8AAAAABTVY3HrrrWaF7fTs379fwsPDs6NeAAAAAApqsHj44Yfl1VdflYSEhDTHrl69KuPGjZNHHnkkO+sHAAAAoKBNNztmzBj55JNP5I477pBBgwZJjRo1zH6dcnbu3Lly/fp1eeWVV3KqrgAAAAAKQrAoX768bN++XQYMGCCjR48Wh8Nh9uvUs23btjXhQssAAAAA8C1ZXiAvIiJC1q9fLxcvXpRffvnFhIvq1atL6dKlc6aGAAAAAArmyttKg4QuigcAAAAAWRq8DQAAAACeECwAAAAA2EawAAAAAGAbwQIAAACAbQQLAAAAALYRLAAAAADYRrAAAAAAYBvBAgAAAED+DhaTJ082i+yVLFlSypUrJx07dpSjR4+6lUlISJCBAwdK2bJlpUSJEtK5c2c5c+aMW5mTJ09Ku3btpHjx4uY8I0aMkOTkZLcyX375pTRo0ECKFCki1apVk8WLF6epz9y5c6VKlSpStGhRadKkiezcuTPLdQEAAAB8Ua4Gi23btpkH9e+++042b94s165dkzZt2siVK1ecZYYNGyZr1qyRlStXmvJRUVHSqVMn5/Hr16+bUJGUlCTbt2+XJUuWmNAwduxYZ5kTJ06YMi1atJC9e/fK0KFDpV+/frJx40ZnmeXLl8vw4cNl3LhxsmfPHqlXr560bdtWzp4963VdAAAAAF8VkJsX37Bhg9t7DQTa4rB792657777JC4uTt5//31ZunSptGzZ0pRZtGiR1KxZ04SRpk2byqZNm+Tw4cPy+eefS/ny5aV+/foyadIkeemll2T8+PESGBgo8+fPl6pVq8q0adPMOfTz33zzjcyYMcOEBzV9+nTp37+/9O7d27zXz6xbt04WLlwoo0aN8qouAAAAgK/KU2Ms9OFdlSlTxrxqwNBWjNatWzvLREZGSuXKlWXHjh3mvb7WqVPHhAqLhoX4+Hg5dOiQs4zrOawy1jm0tUOv5VrG39/fvLfKeFMXAAAAwFflaouFq5SUFNNF6e6775batWubfdHR0abFISQkxK2shgg9ZpVxDRXWcetYRmU0fFy9elUuXrxoulR5KnPkyBGv65JaYmKi2Sx6PQAAAKAgyjMtFjrW4uDBg7Js2TIpKHRweqlSpZxbpUqVcrtKAAAAQMENFoMGDZK1a9fKF198IRUrVnTuDwsLM92UYmNj3crrTEx6zCqTemYm631mZYKDg6VYsWISGhoqhQoV8ljG9RyZ1SW10aNHm+5d1nbq1Kks3xsAAAAgP8jVYOFwOEyoWLVqlWzdutUMsHbVsGFDKVy4sGzZssW5T6ej1ellmzVrZt7r64EDB9xmb9IZpjQ01KpVy1nG9RxWGesc2sVJr+VaRrtm6XurjDd1SU2nttV6uG4AAABAQRSQ292fdJal//73v2YtC2usgnYb0pYEfe3bt6+ZBlYHdOuD+eDBg82DvDULk05PqwGiR48eMmXKFHOOMWPGmHPrg7167rnnZM6cOTJy5Ejp06ePCTErVqwwsz5Z9Bq9evWSRo0aSePGjWXmzJlm2ltrlihv6gIAAAD4qlwNFvPmzTOv999/v9t+ncb1H//4h/lZp4TVGZp0MTodCK2zOb399tvOstqFSbtRDRgwwDzkBwUFmYAwceJEZxltCdEQoetQzJo1y3S3WrBggXOqWdWlSxeJiYkx619oONFpa3U6XNcB3ZnVBQAAAPBVAbndFSozugq2roitW3oiIiJk/fr1GZ5Hw8uPP/6YYRntlqWbnboAAAAAvihPDN4GAAAAkL8RLAAAAADYRrAAAAAAYBvBAgAAAIBtBAsAAAAAthEsAAAAANhGsAAAAABgG8ECAAAAgG0ECwAAAAC2ESwAAAAA2EawAAAAAGAbwQIAAACAbQQLAAAAALYRLAAAAADYFmD/FAAAZCw6OlpiY2MzLHP8+HG5fv06txIA8imCBQAgx0NFuw6PSfzlKxmWS0pMkPMXYiU5OZm/CADkQwQLAECO0pYKDRWRD/SU4NDwdMtF/bxPYtYspNUCAPIpggUA4KbQUFE6PCLd43ExUfwlACAfY/A2AAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAADyd7D46quvpH379lKhQgXx8/OTTz/91O24w+GQsWPHSnh4uBQrVkxat24tx44dcytz4cIF6d69uwQHB0tISIj07dtXLl++7FZm//79cu+990rRokWlUqVKMmXKlDR1WblypURGRpoyderUkfXr12e5LgAAAICvytVgceXKFalXr57MnTvX43ENALNnz5b58+fL999/L0FBQdK2bVtJSEhwltFQcejQIdm8ebOsXbvWhJVnnnnGeTw+Pl7atGkjERERsnv3bpk6daqMHz9e3n33XWeZ7du3S7du3Uwo+fHHH6Vjx45mO3jwYJbqAgAAAPiqgNy8+EMPPWQ2T7SFYObMmTJmzBh59NFHzb4PPvhAypcvb1o2unbtKj/99JNs2LBBfvjhB2nUqJEp89Zbb8nDDz8sb775pmkJ+eijjyQpKUkWLlwogYGBcuedd8revXtl+vTpzgAya9YsefDBB2XEiBHm/aRJk0xQmTNnjgkS3tQFAAAA8GV5dozFiRMnJDo62nQ5spQqVUqaNGkiO3bsMO/1Vbs/WaFCaXl/f3/TqmCVue+++0yosGhLw9GjR+XixYvOMq7XscpY1/GmLp4kJiaaFhPXDQAAACiI8myw0Ad5pa0CrvS9dUxfy5Ur53Y8ICBAypQp41bG0zlcr5FeGdfjmdXFk8mTJ5sAYm06vgMAAAAoiPJssCgIRo8eLXFxcc7t1KlTuV0lAAAAwLeCRVhYmHk9c+aM2359bx3T17Nnz7odT05ONjNFuZbxdA7Xa6RXxvV4ZnXxpEiRIma2KtcNAAAAKIjybLCoWrWqeWjfsmWLc5+OUdCxE82aNTPv9TU2NtbM9mTZunWrpKSkmPEPVhmdKeratWvOMjowu0aNGlK6dGlnGdfrWGWs63hTFwDwNdoV9MiRI5lux48fl+vXr+d2dQEABXlWKF1v4pdffnG+10HSOmOTjpGoXLmyDB06VF577TWpXr26ebh/9dVXzUxPOhWsqlmzppnNqX///mb2Jg0PgwYNMrM0aTn11FNPyYQJE8xUsi+99JKZQlZngZoxY4bzukOGDJG///3vMm3aNGnXrp0sW7ZMdu3a5ZySVtfYyKwuAOBroaJdh8ck/vKVTMsmJSbI+QuxpkUZAFBw5Wqw0If3Fi1aON8PHz7cvPbq1UsWL14sI0eONGtd6LSw2jJxzz33mOlldRE7i04nq2GiVatWZjaozp07m/UmLDpoetOmTTJw4EBp2LChhIaGmoXuXNe6aN68uSxdutRMJ/vyyy+b8KDTyNauXdtZxpu6AICv0P8OaqiIfKCnBIeGZ1g26ud9ErNmIa0WAFDA5WqwuP/++80aEenRloKJEyeaLT3auqGhICN169aVr7/+OsMyTzzxhNns1AUAfI2GitLhERmWiYuJumn1AQD4aLAAACCvSU6+ZsaFeEPXUspoEg8A8CUECwAA/n9XL8XKmehoeX7Ii1K4cOFM70twiSBZt3oV4QIACBYAAPyfpIS/RPwLSY3WPSS0QsZdvOLPnZYjmz8w401otQAAWiwAAEijZNmwTMeOAADyyToWAAAAAPIPggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwLYA+6cAABQU0dHREhsbm2m548ePy/Xr129KnQAA+QPBAgDgDBXtOjwm8ZevZHpHkhIT5PyFWElOTubuAQAMggUAwNCWCg0VkQ/0lODQ8AzvStTP+yRmzUJaLQAATgQLAIAbDRWlwyMyvCtxMVHcNQCAGwZvAwAAALCNYAEAAADANoIFAAAAANsYYwEAwA1KTr5mpt71RkhIiISFhXGvARRYBAsAAG7A1UuxciY6Wp4f8qIULlw40/LBJYJk3epVhAsABRbBAgCAG5CU8JeIfyGp0bqHhFbIeBat+HOn5cjmD8yUvrRaACioCBYAANhQsmxYptPzAoAvYPB2Fs2dO1eqVKkiRYsWlSZNmsjOnTtz5i8DAAAA5CO0WGTB8uXLZfjw4TJ//nwTKmbOnClt27aVo0ePSrly5XLurwQANkRHR5suOJnRQcjXr1/nXgMAbgjBIgumT58u/fv3l969e5v3GjDWrVsnCxculFGjRt3YXwAAcjhUtOvwmMRfvpJp2aTEBDl/IVaSk5P5m+QAZpACUNARLLyUlJQku3fvltGjRzv3+fv7S+vWrWXHjh0eP5OYmGg2S1xcnHmNj4+Xguz8+fNm84afn584HI5sLZsT56Rs3rkPuX39/Fb2t99+kwsXY+XWBq2kWHCZDMteOPWrnN3xmZz741dxJCdlWDbuzB/icKTIxdO/ib/jeraUzYlz5pWyMad+kejTp+W5wUOlcEDmM0gVKxIob06ZLKGhoXn+31huX5+yOXsf8tvfoWzZsmZD9rGeW7369+Lw9i/l46KiouTWW2+V7du3S7NmzZz7R44cKdu2bZPvv/8+zWfGjx8vEyZMuMk1BQAAALLXqVOnpGLFihmWocUiB2nrho7JsKSkpMiFCxdMktb0jayl5UqVKpl/1MHBwdy6HMb9vrm439zvgop/29zvgsxX/n07HA65dOmSVKhQIdOyBAsvaXN0oUKF5MyZM2779X16c5IXKVLEbKlXXsWN0//hFuT/8eY13G/ud0HGv2/udUHFv23ud3YrVaqUV+WYbtZLgYGB0rBhQ9myZYtbC4S+d+0aBQAAAPgiWiyyQLs19erVSxo1aiSNGzc2081euXLFOUsUAAAA4KsIFlnQpUsXiYmJkbFjx5opHOvXry8bNmyQ8uXL59xfCIZ2KRs3blyarmXIGdzvm4v7zf0uqPi3zf0uyPj3nRazQgEAAACwjTEWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAEA+5ufnJ+PHj8+Rc//222/m/IsXL5acptcZNGhQpuW0LlpW6wYAyFsIFgBwE3To0EGKFy8uly5dSrdM9+7dJTAwUM6fP59n/ybr16/PsSCTU/766y9T5y+//DK3q5In/eMf/zBhrW7duuJwOG449AEAwQIAbgINDVevXpVVq1al+/D73//+Vx588EEpW7ZsnvibREREmDr36NHDLVhMmDAh1+qkddE6ad28pfdW60ywyNiBAwfkk08+sf03AuC7CBYAcJNaLEqWLClLly71eFxDxZUrV0wAySv0m+qiRYtKoUKFJK/QumidtG75RUpKiiQkJEheVqxYMbnjjjtk4sSJHlstAMAbBAsAuEkPbp06dZItW7bI2bNn0xzXwKHBQwOIio2NlaFDh0qlSpWkSJEiUq1aNXnjjTfMQ2pmfvzxR3nooYckODhYSpQoIa1atZLvvvsuTTm9xrBhw6RKlSrmGhUrVpSePXvKuXPnPI6x0C4zc+fONT/rfmvTB1E9x6OPPprmGvpAXapUKXn22We9uk+ffvqp1K5d29TnzjvvlA0bNmQ6xmLXrl3Stm1bCQ0NNfe5atWq0qdPH+fvcMstt5iftdXCqrNrd66tW7fKvffeK0FBQRISEmJ+j59++ilN3bTFo1GjRibY3H777fLOO++Y86QOOVbXoY8++sj8Dvq7WL/Hm2++Kc2bNzetUlrXhg0byn/+858017LOsXLlSqlVq5Yp26xZM9OqoPTa+m9C63L//fenGXOirTRHjhxx/i0z4+/vL2PGjJH9+/en26oGAJkJyLQEACBbaGvEkiVLZMWKFW591i9cuCAbN26Ubt26mQdIfSj8+9//Ln/++ad5IK9cubJs375dRo8eLadPn5aZM2eme41Dhw6Zh2QNFSNHjpTChQubh1B9+Ny2bZs0adLElLt8+bIppw/Q+hDeoEED8xC6evVq+eOPP8xDempal6ioKNm8ebP8z//8j9tD8NNPPy1Tpkwxv0uZMmWcx9asWSPx8fHmeGa++eYb0xXn+eefNyFr9uzZ0rlzZzl58mS63cM0pLVp08aEh1GjRplgoA/ZVpce3T9v3jwZMGCAPPbYYybcKR1PoD7//HMTwm677TYTErSb1VtvvSV333237NmzxwQmK6xpN7Xw8HATUK5fv26+3bdCS2oaVqy/s95L6zyzZs0y4VH/LSQlJcmyZcvkiSeekLVr10q7du3czvH111+bv8fAgQPN+8mTJ8sjjzxi/q5vv/22uU8XL140913/hnpNy86dO6VFixYybtw4r8fEPPXUUzJp0iTze+m9yk+tQgDyCAcA4KZITk52hIeHO5o1a+a2f/78+dr3xLFx40bzftKkSY6goCDHzz//7FZu1KhRjkKFCjlOnjzp3KefGzdunPN9x44dHYGBgY5ff/3VuS8qKspRsmRJx3333efcN3bsWPPZTz75JE09U1JSzOuJEydMmUWLFjmPDRw40OxL7ejRo2b/vHnz3PZ36NDBUaVKFec506Of1Xr/8ssvzn379u0z+9966y3nPq2L7tO6qVWrVpn3P/zwQ7rnjomJSXOfLPXr13eUK1fOcf78ebfr+vv7O3r27Onc1759e0fx4sUdf/75p3PfsWPHHAEBAWnuh77Xzx86dCjN9f766y+390lJSY7atWs7WrZsmeYcRYoUcf6e6p133jH7w8LCHPHx8c79o0ePdrsn6osvvkj3d06tV69e5t+bWrJkSZp/F/pe/+4AkBm6QgHATRwf0LVrV9mxY4db1xXtBlW+fHnTZUlp9xdtTShdurRpRbC21q1bm2/Kv/rqK4/n12ObNm2Sjh07mm/gLfotu34brS0C2nqg/vd//1fq1atnvplO7Ua+qdb++doaot1/LNp68dlnn5lv5705p/5+2sXIoq0K2vJy/PjxdD+jLRRKv/G/du1aluqsrT979+41XbxcW1n0ug888IAZqG7dV23Z0PtaoUIFZzntiqStHZ5oi5N2YUpNW6Qs2toQFxdn/tbaOpKa/nuwWjqU1dqkrTjaopN6v+t90hYqzQRZncFL/1bVq1dnrAWAG0KwAICbyBqcbQ3i1m5H2uVFA4c1SPrYsWOmT752s3Hd9MFbeRqjoWJiYkw3qho1aqQ5VrNmTTM+49SpU+b9r7/+asYyZCcdn/Htt9/K77//7gxI+rDvOqtURrTLV2oarvQBPD36AK8P2to9Sbsc6fiIRYsWSWJiYqbXs+qZ3v3SMKcD6vV+axcpDRKpedqndJyHJxqAmjZtasZGaJixumppwMjsfuhYFaXjbjztz+g+eUv/DepYCw1cOt4FALKCYAEAN5EO1o2MjJSPP/7YvNdX/WbZdTYoDQD6jbmOZfC06YN0XqThSMd0WK0WH374oRns7OnB3ZP0Zp/KaJYibQnRwc/aCqTjGXRcio430Pus40hyi2vLhEUDpI6v0FChYyS0RUT/ntqa5Ol3TO9+3Mh9ygr9t6iBiRmiAGQVg7cB4CbTB7dXX33VzMCjLRfa9eSuu+5yHtfuQPpQbLVQeEu//dZF+I4ePZrmmM4QpDP/WN926zUOHjyY5bpn1KVJv4HXAcgaLPR31NaLjAaaZydtBdDtX//6l7mnen0dGN2vX79062ythZHe/dIWEJ0pSoOAbr/88kuacp72pUe7n+l5dKC+zhRl0RaWvMRqtdAuYjoNMgB4ixYLALjJrNaJsWPHmi4nqdeuePLJJ8038PoA6mmK2OTk5HQfCHWGJH0YdB3DcebMGfOwfc8995gxC0pbPfbt2+dxatGMvvnWB22rHp5ot6fDhw/LiBEjnGNKcpJ2/0ld3/r165tXqzuUhi1PddaxJ1pWZ+pyPaaBS8eqPPzww+a9/h4a8rRrkM6K5RoqdAyJt/Q8GnJ0zIZF/0450eUoq9PNpqazeGmrRW4uhggg/6HFAgBuMu1/r2sZWN8Gpw4W+lCu04zq1KL6rbF269G+/rqGgXb70YdRT9PBqtdee810r9EQodORBgQEmOlm9SFbpyV1vYaeS6c6tboO6WBrve78+fPNwG5PtJx64YUXzNoRqcODtljo1LA6vkIHNpcrV05ykoYC7Vakg9C1FebSpUvy3nvvmQBlBQPtlqQDqZcvX24GmWvLio4v0W3q1KmmnrpGRN++fZ3Tzeq4BdeBz/qzhg2dhlanrtVwMGfOHHMODYfe0Hszffp0M22tdn/SsRu6Log+wGvrVXa6kelmXenf9ZVXXpHevXtna70AFGy0WABALrDCROPGjdMMANZv2HXNCX3410XZhgwZIq+//roZ1K3fIFuDdT3RBdm0L78+8Oq6B1peu/x88cUXztmDlC6cp+X0IVn7+mtQ0Ad0HQ+hC+WlR9eBGDx4sBlcrq0TuvaGq8DAQOnSpYv52dtB23bo4G0dx6HdnvR30PCkXct0TQfXAdQLFiyQW2+91SwIqHW2FqXTlgj9XTQMaQuSLmCnXaq0G5fr5zVQaeuEDibXbmzvv/++GYOgMzdp9yZvtGzZ0nwuOjraLH6o42t00UNPM3PlBdpq4TpLFwBkxk/nnM20FAAAXtKHd+sB2uqGVFDpFLS6KKGGPgDwdbRYAACyTUJCgpkNSsdwFLRQod2kXGmY0NYeXTMCAMAYCwBANtDxArqInHYxOn/+vOm+VdDoooM65kVfdQ0MXX9Cu36NHDkyt6sGAHkCg7cBALbpTFA6bkQHa8+ePds5M1NBooOudVyEdvHS6WJ1wPe///1vM6YDAMAYCwAAAADZgDEWAAAAAGwjWAAAAACwjTEWN1FKSopZtbVkyZJm9VUAAAAgL9OVKXTx0QoVKoi/f8ZtEgSLm0hDRaVKlW7mJQEAAADbTp06leECqopgcRNpS4X1hwkODr6ZlwYAAACyLD4+3nwxbj3HZoRgcRNZ3Z80VBAsAAAAkF94042fwdsAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA21rEAAADZLjo6WmJjY7P0mZCQEAkLC+OvAeRTBAsAAJDtoaJdh8ck/vKVLH0uuESQrFu9inAB5FMECwAAkK20pUJDReQDPSU4NNyrz8SfOy1HNn9gPkurBZA/ESwAAECO0FBROjyCuwv4CAZvAwAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAACB/B4uvvvpK2rdvLxUqVBA/Pz/59NNPnceuXbsmL730ktSpU0eCgoJMmZ49e0pUVJTbOS5cuCDdu3eX4OBgs2Jn37595fLly25l9u/fL/fee68ULVpUKlWqJFOmTElTl5UrV0pkZKQpo9dcv36923GHwyFjx46V8PBwKVasmLRu3VqOHTuW7fcEAAAAyI9yNVhcuXJF6tWrJ3Pnzk1z7K+//pI9e/bIq6++al4/+eQTOXr0qHTo0MGtnIaKQ4cOyebNm2Xt2rUmrDzzzDPO4/Hx8dKmTRuJiIiQ3bt3y9SpU2X8+PHy7rvvOsts375dunXrZkLJjz/+KB07djTbwYMHnWU0jMyePVvmz58v33//vQk7bdu2lYSEhBy7PwAAAEB+4efQr+LzAG2xWLVqlXmgT88PP/wgjRs3lt9//10qV64sP/30k9SqVcvsb9SokSmzYcMGefjhh+WPP/4wrRzz5s2TV155RaKjoyUwMNCUGTVqlGkdOXLkiHnfpUsXE3I0mFiaNm0q9evXN0FCb5Ge68UXX5R//vOf5nhcXJyUL19eFi9eLF27dvXqd9SQU6pUKfNZbWEBAKAg0v//2r7Tk9K420teL5B38fTvsvPjN2TNJytMDwIAeUNWnl/z1RgL/YU0gGiXJ7Vjxw7zsxUqlHZR8vf3N60KVpn77rvPGSqUtjRo68fFixedZfRzrrSM7lcnTpwwwcS1jN7gJk2aOMsAAAAAvixA8gntcqRjLrTLkpWW9GG/XLlybuUCAgKkTJky5phVpmrVqm5ltKXBOla6dGnzau1zLeN6DtfPeSrjSWJiotlcEx8AAABQEOWLFgsdyP3kk0+aLknatSm/mDx5smnZsDYdOA4AAAAURP75JVTouAodoO3atyssLEzOnj3rVj45OdnMFKXHrDJnzpxxK2O9z6yM63HXz3kq48no0aNN9y1rO3Xq1A3dAwAAACCv888PoUKndf3888+lbNmybsebNWsmsbGxZrYny9atWyUlJcWMf7DK6ExRei6LBpQaNWqYblBWmS1btridW8vofqVdqTRAuJbRbk06jsMq40mRIkVMEHLdAAAAgIIoV4OFrjexd+9es1mDpPXnkydPmiDw+OOPy65du+Sjjz6S69evm/EMuiUlJZnyNWvWlAcffFD69+8vO3fulG+//VYGDRpkZmnSWZzUU089ZQZu61SyOi3t8uXLZdasWTJ8+HBnPYYMGWJmk5o2bZqZyUKno9Xr6rmUDhgfOnSovPbaa7J69Wo5cOCAWVNDr5HRLFYAAACAr8jVwdv68N6iRQvne+thv1evXubhXh/ilU776uqLL76Q+++/3/ysoUMDQKtWrcxsUJ07dzbrTVh0bMOmTZtk4MCB0rBhQwkNDTUL3bmuddG8eXNZunSpjBkzRl5++WWpXr26mY62du3azjIjR440U9Lq57SV5J577jFhRBfUAwAAAHxdnlnHwhewjgUAwBewjgVQcBTYdSwAAAAA5E0ECwAAAAC2ESwAAAAA2EawAAAAAJC/Z4UCAAD5g073rrMieuP48eNmmngAvoVgAQAAMg0V7To8JvGXr3h1p5ISE+T8hVhJTk7mzgI+hGABAAAypC0VGioiH+gpwaHhmd6tqJ/3ScyahbRaAD6GYAEAALyioaJ0eESm5eJiorijgA9i8DYAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wLsnwIAkFOio6MlNjbW6/IhISESFhbGHwQAcNMRLAAgD4eKdh0ek/jLV7z+THCJIFm3ehXhAgBw0xEsACCP0pYKDRWRD/SU4NDwTMvHnzstRzZ/YD5HqwUA4GYjWABAHqehonR4RG5XA8hxycnX5Pjx416Xp+sfkLcQLAAAQK67eilWzkRHy/NDXpTChQt79Rm6/gF5S67OCvXVV19J+/btpUKFCuLn5yeffvqp23GHwyFjx46V8PBwKVasmLRu3VqOHTvmVubChQvSvXt3CQ4ONt9c9O3bVy5fvuxWZv/+/XLvvfdK0aJFpVKlSjJlypQ0dVm5cqVERkaaMnXq1JH169dnuS4AAODGJCX8JeJfSGq07iGNu72U6aZdBLWrYFYmNwBQgIPFlStXpF69ejJ37lyPxzUAzJ49W+bPny/ff/+9BAUFSdu2bSUhIcFZRkPFoUOHZPPmzbJ27VoTVp555hnn8fj4eGnTpo1ERETI7t27ZerUqTJ+/Hh59913nWW2b98u3bp1M6Hkxx9/lI4dO5rt4MGDWaoLAACwp2TZMNP1L7PNm3FHAHyoK9RDDz1kNk+0hWDmzJkyZswYefTRR82+Dz74QMqXL29aNrp27So//fSTbNiwQX744Qdp1KiRKfPWW2/Jww8/LG+++aZpCfnoo48kKSlJFi5cKIGBgXLnnXfK3r17Zfr06c4AMmvWLHnwwQdlxIgR5v2kSZNMUJkzZ44JEt7UBQAAAPBleXaBvBMnTpipFrXLkaVUqVLSpEkT2bFjh3mvr9r9yQoVSsv7+/ubVgWrzH333WdChUVbGo4ePSoXL150lnG9jlXGuo43dfEkMTHRtJi4bgAAAEBBlGeDhT7IK20VcKXvrWP6Wq5cObfjAQEBUqZMGbcyns7heo30yrgez6wunkyePNkEEGvT8R0AAABAQZRng0VBMHr0aImLi3Nup06dyu0qAQAAAL4VLKzFnc6cOeO2X99bx/T17NmzbseTk5PNTFGuZTydw/Ua6ZVxPZ5ZXTwpUqSIma3KdQMAAAAKojwbLKpWrWoe2rds2eLcp2MUdOxEs2bNzHt91WnmdLYny9atWyUlJcWMf7DK6ExR165dc5bRgdk1atSQ0qVLO8u4XscqY13Hm7oAAAAAvixXg4WuN6EzNOlmDZLWn0+ePGnWtRg6dKi89tprsnr1ajlw4ID07NnTzPSkU8GqmjVrmtmc+vfvLzt37pRvv/1WBg0aZGZp0nLqqaeeMgO3dSpZnZZ2+fLlZhao4cOHO+sxZMgQM7vUtGnT5MiRI2Y62l27dplzKW/qAgAAAPiyXJ1uVh/eW7Ro4XxvPez36tVLFi9eLCNHjjRrXei0sNoycc8995gAoIvYWXQ6WQ0ArVq1MrNBde7c2aw3YdFB05s2bZKBAwdKw4YNJTQ01Cx057rWRfPmzWXp0qVmOtmXX35ZqlevbqaRrV27trOMN3UBAAAAfFWuBov777/frBGRHm0pmDhxotnSozNAaSjISN26deXrr7/OsMwTTzxhNjt1AQAAAHxVrgYLAPAlOj21tnh66/jx43L9+vUcrRMAANmFYAEANylUtOvwmMRfvuL1Z5ISE+T8hVgz2x0AAHkdwQIAbgJtqdBQEflATwkODffqM1E/75OYNQtptQAA5AsECwC4iTRUlA6P8KpsXExUjtcHAIACv44FAAAAgPyDFgsAKECSk6+ZQd9ZERISYhYBBQDADoIFABQQVy/FypnoaHl+yItSuHBhrz8XXCJI1q1eRbgAANhCsACAAiIp4S8R/0JSo3UPCa3g3TiO+HOn5cjmD8zgclotfAdTHwPICQQLAChgSpYN83qAOPL/Q39Wu7Mx9TGAnEKwAAAgj7iRh/6sdmdj6mMAOYVgAQBAHnEjD/032p2NqY8BZDeCBQAAeUxWHvoBIK9gHQsAAAAAthEsAAAAANhGsAAAAABgG8ECAAAAgG0ECwAAAAC2ESwAAAAA2EawAAAAAGAb61gAgI1VknVRMm8cP35crl+/zr0GABRYBAsAuMFQ0a7DY2aVZG8kJSbI+QuxkpyczP0GABRIBAsAuAHaUqGhIvKBnmaV5MxE/bxPYtYspNXCx2SlVUvRsgUgPyNYAIANGipKh0dkWi4uJor77GOy2qqlaNkCkJ8RLAAAyAOtWoqWLQD5GcECAIA80KqlaNkCkJ/l6elmdQaVV199VapWrSrFihWT22+/XSZNmiQOh8NZRn8eO3ashIeHmzKtW7eWY8eOuZ3nwoUL0r17dwkODpaQkBDp27evXL582a3M/v375d5775WiRYtKpUqVZMqUKWnqs3LlSomMjDRl6tSpI+vXr8/B3x4AAADIP/J0sHjjjTdk3rx5MmfOHPnpp5/Me33gf+utt5xl9P3s2bNl/vz58v3330tQUJC0bdtWEhISnGU0VBw6dEg2b94sa9eula+++kqeeeYZ5/H4+Hhp06aNREREyO7du2Xq1Kkyfvx4effdd51ltm/fLt26dTOh5Mcff5SOHTua7eDBgzfxjgAAAAB5U54OFvow/+ijj0q7du2kSpUq8vjjj5sAsHPnTmdrxcyZM2XMmDGmXN26deWDDz6QqKgo+fTTT00ZDSQbNmyQBQsWSJMmTeSee+4xwWTZsmWmnProo48kKSlJFi5cKHfeead07dpVXnjhBZk+fbqzLrNmzZIHH3xQRowYITVr1jQtJw0aNDChBwAAAPB1eTpYNG/eXLZs2SI///yzeb9v3z755ptv5KGHHjLvT5w4YWbd0O5PllKlSpkAsWPHDvNeX7X7U6NGjZxltLy/v79p4bDK3HfffRIYGOgso60eR48elYsXLzrLuF7HKmNdx5PExETTGuK6AQAAAAVRnh68PWrUKPMwruMaChUqZMZc/Otf/zJdm5SGClW+fHm3z+l765i+litXzu14QECAlClTxq2MjuNIfQ7rWOnSpc1rRtfxZPLkyTJhwgQbdwAAAADIH/J0i8WKFStMN6WlS5fKnj17ZMmSJfLmm2+a1/xg9OjREhcX59xOnTqV21UCAAAAfK/FQsczaKuFjnlQOhPT77//bloCevXqJWFhYWb/mTNnzKxQFn1fv35987OWOXv2rNt5k5OTzUxR1uf1VT/jynqfWRnruCdFihQxGwAAAFDQ5elg8ddff5mxEK60S1RKSor5Wbsv6YO9jsOwgoR2ndKxEwMGDDDvmzVrZhYp0tmeGjZsaPZt3brVnEPHYlhlXnnlFbl27ZoULlzY7NMZpGrUqGG6QVll9DpDhw511kXL6H4AQMa026j+t9hbOjYuoy9uAAB5T54OFu3btzdjKipXrmxma9JpXnWmpj59+pjjfn5+5kH/tddek+rVq5ugoeteVKhQwUwFq3QGJ53NqX///mZKWg0PgwYNMq0gWk499dRTZiyETiX70ksvmSlkdRaoGTNmOOsyZMgQ+fvf/y7Tpk0zs1TprFK7du1ym5IWAOA5VLTr8JhZhdpbwSWCZN3qVYQLACjoweK2226TH374QcqWLeu2X7+N0ilYjx8/ni2V02lhNSg8//zzpjuTBoFnn33WLIhnGTlypFy5csWsS6HX1+lkdXpZXcTOouM0NEy0atXKtIB07tzZrH3hOpPUpk2bZODAgaZVIzQ01FzDda0LnaFKx3ro1LYvv/yyCTI6pW3t2rWz5XcFgIJK/9usoSLygZ5mFerMxJ87LUc2f2A+R6sFABTwYPHbb7+ZGZo8Ta/6559/SnYpWbKkWadCt/Roq8XEiRPNlh6dAUpDQUZ0DYyvv/46wzJPPPGE2QAAWaehonR4BLcOAAqoLAWL1atXO3/euHGj+abfokFDxyDoQnYAAAAAfEuWgoU1bkFbCXRWJlc66FlDhY5BAAAAAOBbshQsXGdj0jEWOhYBAAAAAG5ojMWJEye4cwAAAADsTzer4yl009marJYMy8KFC2/0tAAAAAB8JVjomg86C1OjRo3Mitc65gIAAACA77qhYKELzS1evFh69OiR/TUCAAAAkO/438iHkpKSzIJxAAAAAHDDwaJfv36ZLjgHAAAAwHfcUFeohIQEeffdd+Xzzz83K1brGhaupk+fnl31AwAAAFBQg8X+/fulfv365ueDBw+6HWMgNwDkL8nJ1+T48eNelw8JCZGwsLAcrRMAwEeCxRdffJH9NQEA3HRXL8XKmehoeX7Ii2lan9MTXCJI1q1eRbgAAGTPOhYAgPwvKeEvEf9CUqN1DwmtEJFp+fhzp+XI5g8kNjaWYAEAsB8sWrRokWGXp61bt97IaQEAuaRk2TApHZ55sED+786m5a5fv57jdQLge24oWFjjKyzXrl2TvXv3mvEWvXr1yq66AQCAbO7OlpSYIOcvxEpycjL3FkDuB4sZM2Z43D9+/Hi5fPmy3ToBAIAc6s4W9fM+iVmzkFYLAHl7jMXTTz8tjRs3ljfffDM7TwsAALKpO1tcTBT3EkDeWSAvPTt27JCiRYtm5ykBAAAAFNQWi06dOrm9dzgccvr0adm1a5e8+uqr2VU3AEABWPeCwcIA4BtuKFiUKlXK7b2/v7/UqFFDJk6cKG3atMmuugEACsC6FwwWBgDfcEPBYtGiRdlfEwBAgRsorBgsDAC+wdbg7d27d8tPP/1kfr7zzjvlb3/7W3bVCwBQQNa9YLAwAPiGGwoWZ8+ela5du8qXX34pISEhZp+uwqoL5y1btkxuueWW7K4nAAAAgIIWLAYPHiyXLl2SQ4cOSc2aNc2+w4cPm8XxXnjhBfn444+zu54AkKOio6PNFyTeYkAyAADZECw2bNggn3/+uTNUqFq1asncuXMZvA0gX4aKdh0ek/jLV7z+DAOSAQDIhnUsUlJSPM4Govv0WHb6888/zcJ7ZcuWlWLFikmdOnXMtLauU92OHTtWwsPDzfHWrVvLsWPH3M5x4cIF6d69uwQHB5uuW3379k2zQvj+/fvl3nvvNetwVKpUSaZMmZKmLitXrpTIyEhTRuuxfv36bP1dAeQObanQUBH5QE9p3O0lr7bbmneUFEcKqxcDAGAnWLRs2VKGDBkiUVFRbgFg2LBh0qpVK8kuFy9elLvvvtsEls8++8x0t5o2bZqULl3aWUYDwOzZs2X+/Pny/fffS1BQkLRt21YSEhKcZTRUaLetzZs3y9q1a+Wrr76SZ555xnk8Pj7etLRERESYAelTp06V8ePHy7vvvusss337dunWrZsJJT/++KN07NjRbAcPHsy23xdA7goODTcDkr3ZgkozlgwAANtdoebMmSMdOnSQKlWqmG/31alTp6R27dry4YcfSnZ54403zPldp7etWrWqW2vFzJkzZcyYMfLoo4+afR988IGUL19ePv30UzPAXGet0q5bP/zwgzRq1MiUeeutt+Thhx+WN998UypUqCAfffSRJCUlycKFCyUwMNDMcLV3716ZPn26M4DMmjVLHnzwQRkxYoR5P2nSJBNU9F5oqAEAAAB82Q21WOjD/p49e2TdunUydOhQs2m3IN1XsWLFbKvc6tWrTRh44oknpFy5cmY62/fee895/MSJE6ZvtHZ/cl28r0mTJrJjxw7zXl+1+5MVKpSW10X9tIXDKnPfffeZUGHRVo+jR4+aVhOrjOt1rDLWdTxJTEw0rSGuGwAAACC+Hiy2bt1qBmnrA7Kfn5888MADZoYo3e666y7zTf/XX3+dbZXTWVfmzZsn1atXl40bN8qAAQPMrFNLliwxxzVUKG2hcKXvrWP6qqHEVUBAgJQpU8atjKdzuF4jvTLWcU8mT55sgo61Wa07AAAAgE8HC+121L9/fzMIOjV9cH722WdN96HsogPBGzRoIP/+979Na4V2S9Lr55euR6NHj5a4uDjnpt3FAAAAAPH1YLFv3z4zziA9OgBaBz9nF53pSVtIXOkUtydPnjQ/h4WFmdczZ864ldH31jF91QX9XCUnJ5uZolzLeDqH6zXSK2Md96RIkSImhLluAAAAgPh6sNAHaU/TzLp2MYqJicmOehk6I5SOc3D1888/m9mbrIHc+mC/ZcsW53HtpqVjJ5o1a2be66tOJekaeLRLl7aG6FgMq4zOFHXt2jVnGR2YXaNGDecMVFrG9TpWGes6AAAAgC/LUrC49dZbM5xeVdeC0FaG7KLT13733XemK9Qvv/wiS5cuNVPADhw40BzXcR46cPy1114zA70PHDggPXv2NDM96VSwVguHtrJoF6qdO3fKt99+K4MGDTIzRmk59dRTT5mB2zqVrE5Lu3z5cjML1PDhw5110el1dXYpne72yJEjZjpaXU9DzwUAAAD4uiwFC52i9dVXX3VbI8Jy9epVGTdunDzyyCPZVjkdEL5q1Sr5+OOPzVS2OsWrjvPQdSksI0eONIPHdfyFlteF7zQA6CJ2Fp1OVhe20zU29He455573Nao0PEhmzZtMrNMNWzYUF588UWz6J7rWhfNmzd3Bpt69erJf/7zHzOlrdYLAAAA8HVZWsdC14v45JNP5I477jDf1GtXIaXf4M+dO9esQPvKK69kawU1qGQUVrTVYuLEiWZLj84ApaEgI3Xr1s10Riud9lY3AAAAADaChU6vqitQ67SvOuORLlBnPdzrmg4aLlJPyQoAAACg4Mvyyts6cFoXw9OF43Tcg4YLXWfCGuQMAAAAwPdkOVhYNEjomAYAALJbcvI1s0hqVoSEhGQ4BTgAII8GCwAAcsLVS7FyJjpanh/yYoZTnKcWXCJI1q1eRbgAgFxCsAAA5ClJCX+J+BeSGq17SGiF/7duUWbiz52WI5s/MOsW0WoBALmDYAEAyJNKlg2T0uHeBQsAQD5bxwIAAAAAPCFYAAAAALCNrlAAACBfYvYwIG8hWAAAgHyH2cOAvIdgAQAA8h1mDwPyHoIFAADIt5g9DMg7GLwNAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwLeCxeuvvy5+fn4ydOhQ576EhAQZOHCglC1bVkqUKCGdO3eWM2fOuH3u5MmT0q5dOylevLiUK1dORowYIcnJyW5lvvzyS2nQoIEUKVJEqlWrJosXL05z/blz50qVKlWkaNGi0qRJE9m5c2cO/rYAAABA/pFvgsUPP/wg77zzjtStW9dt/7Bhw2TNmjWycuVK2bZtm0RFRUmnTp2cx69fv25CRVJSkmzfvl2WLFliQsPYsWOdZU6cOGHKtGjRQvbu3WuCS79+/WTjxo3OMsuXL5fhw4fLuHHjZM+ePVKvXj1p27atnD179ibdAQAAACDvyhfB4vLly9K9e3d57733pHTp0s79cXFx8v7778v06dOlZcuW0rBhQ1m0aJEJEN99950ps2nTJjl8+LB8+OGHUr9+fXnooYdk0qRJpvVBw4aaP3++VK1aVaZNmyY1a9aUQYMGyeOPPy4zZsxwXkuv0b9/f+ndu7fUqlXLfEZbQBYuXJgLdwQAAADIW/JFsNCuTtqi0Lp1a7f9u3fvlmvXrrntj4yMlMqVK8uOHTvMe32tU6eOlC9f3llGWxri4+Pl0KFDzjKpz61lrHNoANFruZbx9/c3760yniQmJprruG4AAABAQRQgedyyZctM1yPtCpVadHS0BAYGSkhIiNt+DRF6zCrjGiqs49axjMpoELh69apcvHjRdKnyVObIkSPp1n3y5MkyYcKELP/OAAAAQH6Tp1ssTp06JUOGDJGPPvrIDJjOb0aPHm26a1mb/j4AAABAQZSng4V2P9LB0TpbU0BAgNl0gPbs2bPNz9pioN2UYmNj3T6ns0KFhYWZn/U19SxR1vvMygQHB0uxYsUkNDRUChUq5LGMdQ5PdIYpPYfrBgAAABREeTpYtGrVSg4cOGBmarK2Ro0amYHc1s+FCxeWLVu2OD9z9OhRM71ss2bNzHt91XO4zt60efNm85Cvg7CtMq7nsMpY59DuVjow3LVMSkqKeW+VAQAAAHxZnh5jUbJkSaldu7bbvqCgILNmhbW/b9++ZhrYMmXKmLAwePBg87DftGlTc7xNmzYmQPTo0UOmTJlixlOMGTPGDAjXFgX13HPPyZw5c2TkyJHSp08f2bp1q6xYsULWrVvnvK5eo1evXibMNG7cWGbOnClXrlwxs0QBAAAAvi5PBwtv6JSwOkOTLoynszDpbE5vv/2287h2YVq7dq0MGDDABA4NJhoQJk6c6CyjU81qiNA1MWbNmiUVK1aUBQsWmHNZunTpIjExMWb9Cw0nOnXthg0b0gzoBgAAAHxRvgsWukK2Kx3UrWtS6JaeiIgIWb9+fYbnvf/+++XHH3/MsIyub6EbAAAAgHw0xgIAAABA/kCwAAAAAGAbwQIAAACAbQQLAAAAALYRLAAAAADYRrAAAAAAYBvBAgAAAIBtBAsAAAAAthEsAAAAANhGsAAAAABgG8ECAAAAgG0ECwAAAAC2ESwAAAAA2BZg/xQAAPiG6OhoiY2N9ars8ePH5fr16zleJwDIKwgWAAB4GSradXhM4i9f8ep+JSUmyPkLsZKcnMz9BeATCBYAAHhBWyo0VEQ+0FOCQ8MzLR/18z6JWbOQVgsAPoNgAQBAFmioKB0ekWm5uJgo7isAn8LgbQAAAAC2ESwAAAAA2EawAAAAAGAbwQIAAACAbQQLAAAAALYRLAAAAADYRrAAAAAAYBvBAgAAAEDBDhaTJ0+Wu+66S0qWLCnlypWTjh07ytGjR93KJCQkyMCBA6Vs2bJSokQJ6dy5s5w5c8atzMmTJ6Vdu3ZSvHhxc54RI0ZIcnKyW5kvv/xSGjRoIEWKFJFq1arJ4sWL09Rn7ty5UqVKFSlatKg0adJEdu7cmUO/OQAAAJC/5OlgsW3bNhMavvvuO9m8ebNcu3ZN2rRpI1euXHGWGTZsmKxZs0ZWrlxpykdFRUmnTp2cx69fv25CRVJSkmzfvl2WLFliQsPYsWOdZU6cOGHKtGjRQvbu3StDhw6Vfv36ycaNG51lli9fLsOHD5dx48bJnj17pF69etK2bVs5e/bsTbwjAAAAQN4UIHnYhg0b3N5rINAWh927d8t9990ncXFx8v7778vSpUulZcuWpsyiRYukZs2aJow0bdpUNm3aJIcPH5bPP/9cypcvL/Xr15dJkybJSy+9JOPHj5fAwECZP3++VK1aVaZNm2bOoZ//5ptvZMaMGSY8qOnTp0v//v2ld+/e5r1+Zt26dbJw4UIZNWrUTb83AAAAQF6Sp1ssUtMgocqUKWNeNWBoK0br1q2dZSIjI6Vy5cqyY8cO815f69SpY0KFRcNCfHy8HDp0yFnG9RxWGesc2tqh13It4+/vb95bZQAAAABflqdbLFylpKSYLkp333231K5d2+yLjo42LQ4hISFuZTVE6DGrjGuosI5bxzIqo+Hj6tWrcvHiRdOlylOZI0eOpFvnxMREs1n0fAAAAEBBlG+ChY61OHjwoOmilF/o4PMJEybkdjUAn6RfGMTGxnpV9vjx4+bLAwAAUMCDxaBBg2Tt2rXy1VdfScWKFZ37w8LCTDclfXhwbbXQWaH0mFUm9exN1qxRrmVSzySl74ODg6VYsWJSqFAhs3kqY53Dk9GjR5sB364tFpUqVbrBuwAgK6GiXYfHJP7y/030kJGkxAQ5fyE2zWxxAACggAQLh8MhgwcPllWrVpnpYHWAtauGDRtK4cKFZcuWLWaaWaXT0er0ss2aNTPv9fVf//qXmb1JB34rnWFKQ0OtWrWcZdavX+92bi1jnUO7W+m19Do65a3VNUvfa+hJj05dqxuAm0u/bNBQEflATwkODc+0fNTP+yRmzUJaLQAAKKjBQrs/6YxP//3vf81aFtaYiFKlSpmWBH3t27evaRXQAd0aFjSIaCDQGaGUTk+rAaJHjx4yZcoUc44xY8aYc1sP/c8995zMmTNHRo4cKX369JGtW7fKihUrzKxPFr1Gr169pFGjRtK4cWOZOXOmmfbWmiUKQN6joaJ0eESm5eJiom5KfQAAKMjydLCYN2+eeb3//vvd9uuUsv/4xz/MzzolrM7QpC0WOlBaZ3N6++23nWW1C5N2oxowYIAJHEFBQSYgTJw40VlGW0I0ROiaGLNmzTLdrRYsWOCcalZ16dJFYmJizPoXGk502lqdDjf1gG4AAADAF+X5rlCZ0VWwdUVs3dITERGRpqtTahpefvzxxwzLaLenjLo+AQAAAL4qTwcLAAC8lZx8zczw5S2d9COjCTgAAFlDsAAA5HtXL8XKmehoeX7Ii2ZSD28ElwiSdatXES58DAEUyDkECwBAvpeU8JeIfyGp0bqHhFbIfMB+/LnTcmTzB2YGMVotfAcBFMhZBAsAQIFRsmyYVzOBwTcRQIGcRbAAAPikrHaJYYX2goMACuQMggUAwOfcSJcYVmgHgIwRLAAAPierXWIUK7QDQMYIFgAAn5WVLjGs0A4AGfPP5DgAAAAAZIpgAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMC2APunAICcFR0dLbGxsV6XP378uFy/fj1H6wQAANwRLADk+VDRrsNjEn/5itefSUpMkPMXYiU5OTlH6wYAAP4PwQJAnqYtFRoqIh/oKcGh4V59JurnfRKzZiGtFgBsS06+ZlpBsyIkJETCwsK4+/A5BIssmjt3rkydOtV8i1qvXj156623pHHjxjnz1wHgpKGidHiEV3ckLiaKOwfAtquXYuVMdLQ8P+RFKVy4sNefCy4RJOtWryJcwOcQLLJg+fLlMnz4cJk/f740adJEZs6cKW3btpWjR49KuXLlcu6vBAAAbrqkhL9E/AtJjdY9JLSCd19sxJ87LUc2f2BaW2m1gK8hWGTB9OnTpX///tK7d2/zXgPGunXrZOHChTJq1Kic+hsBPj0Ym4HYAHJbybJhXreYAr6MYOGlpKQk2b17t4wePdq5z9/fX1q3bi07duzIqb8PkOdnYNL/bQQGBnpdPiYmRgYNGSZ/JSR5d34GYgMo4OMyGJOBgoJg4aVz586ZgaDly5d326/vjxw54vEziYmJZrPExcWZ1/j4eMkN58+fN1tW+Pn5icPhyLHyXCNv3Sv9dz5i1Mvy19X/+3eb2f/zPH/unITeUk4KFSrk1WeSkhLkwsU4qdv6CSlR+pZMy1849auc3fGZnPvjV3EkexdG4s78IQ5Hilw8/Zv4O65ne3muwb3KK/+u+LeY9+5VzKlfJPr0aXlu8FApHODduIxiRQLlzSmTJTQ0VLzF/38Wn7tXZcuWNdvNZj23elNfP0dWfysfFRUVJbfeeqts375dmjVr5tw/cuRI2bZtm3z//fdpPjN+/HiZMGHCTa4pAAAAkL1OnTolFStWzLAMLRZe0m8R9BvZM2fOuO3X9+kNztJuUzrY25KSkiIXLlwwaVOTKrKWlitVqmT+UQcHB3Prchj3++bifnO/Cyr+bXO/CzJf+fftcDjk0qVLUqFChUzLEiy8pH3IGzZsKFu2bJGOHTs6g4K+HzRokMfPFClSxGyp+1Hixun/cAvy/3jzGu4397sg498397qg4t829zu7lSpVyqtyBIss0NaHXr16SaNGjczaFTrd7JUrV5yzRAEAAAC+imCRBV26dDEz2owdO9bMnFO/fn3ZsGFDmgHdAAAAgK8hWGSRdntKr+sTco52KRs3blyarmXgfhcE/PvmfhdU/Nvmfhdk/PtOi1mhAAAAANjmb/8UAAAAAHwdwQIAAACAbQQLAAAAALYRLAAAAADYRrAAAAAAYBvBAgAAAIBtBAsAAAAAthEsAAAAANhGsAAAAABgG8ECAAAAgG0ECwAAAAC2ESwAAAAA2EawAAAAAGAbwQIAAACAbQQLAAAAALYRLAAAAADYRrAAgHzCz89Pxo8fnyPn/u2338z5Fy9eLDlNrzNo0KBMy2ldtKzWDQCQ9xEsACCbdejQQYoXLy6XLl1Kt0z37t0lMDBQzp8/n2fv//r163MsyOSUv/76y9T5yy+/zO2q5En333+/1K5d2+Oxc+fOpQmvly9flnHjxsmDDz4oZcqUuWnhE0D+RLAAgGymoeHq1auyatWqdB9+//vf/5qHtbJly+aJ+x8REWHq3KNHD7dgMWHChFyrk9ZF66R185beW60zwSJ7aNiYOHGi/PTTT1KvXr1sOiuAgopgAQA50GJRsmRJWbp0qcfjGiquXLliAkheod9EFy1aVAoVKiR5hdZF66R1yy9SUlIkISFBCorw8HA5ffq0/P777zJ16tTcrg6API5gAQDZrFixYtKpUyfZsmWLnD17Ns1xDRwaPDSAqNjYWBk6dKhUqlRJihQpItWqVZM33njDPKRm5scff5SHHnpIgoODpUSJEtKqVSv57rvv0pTTawwbNkyqVKlirlGxYkXp2bOn+Uba0xiLf/zjHzJ37lzzs+63NofDYc7x6KOPprmGPlCXKlVKnn32Wa/u06effmq65Wh97rzzTtmwYUOmYyx27dolbdu2ldDQUHOfq1atKn369HH+Drfccov5WVstrDq7du3ZunWr3HvvvRIUFCQhISHm99Bv41PTFo9GjRqZYHP77bfLO++8Y86TOuRY40U++ugj8zvo72L9Hm+++aY0b97ctEppXRs2bCj/+c9/0lzLOsfKlSulVq1apmyzZs3kwIED5rheW/9NaF20K1PqMSfaSnPkyBHn3zI76e8TFhaW7ecFUDAF5HYFAKAg0taIJUuWyIoVK9wGKl+4cEE2btwo3bp1Mw+Q+lD497//Xf7880/zQF65cmXZvn27jB492nxTPHPmzHSvcejQIfOQrKFi5MiRUrhwYfMQqg+f27ZtkyZNmjj7yWs5fYDWh/AGDRqYh9DVq1fLH3/8YR7SU9O6REVFyebNm+V//ud/3B6Cn376aZkyZYr5XbTfvWXNmjUSHx9vjmfmm2++kU8++USef/55E7Jmz54tnTt3lpMnT6bbPUxDWps2bUx4GDVqlAkG+pCt51G6f968eTJgwAB57LHHTLhTdevWNa+ff/65CWG33XabCQnazeqtt96Su+++W/bs2WMCkxXWtJuafluvAeX69eumO5AVWlLTsGL9nfVeWueZNWuWCY/6byEpKUmWLVsmTzzxhKxdu1batWvndo6vv/7a/D0GDhxo3k+ePFkeeeQR83d9++23zX26ePGiue/6N9RrWnbu3CktWrQwYyHy25gYAAWMAwCQ7ZKTkx3h4eGOZs2aue2fP3++Q//Tu3HjRvN+0qRJjqCgIMfPP//sVm7UqFGOQoUKOU6ePOncp58bN26c833Hjh0dgYGBjl9//dW5LyoqylGyZEnHfffd59w3duxY89lPPvkkTT1TUlLM64kTJ0yZRYsWOY8NHDjQ7Evt6NGjZv+8efPc9nfo0MFRpUoV5znTo5/Vev/yyy/Offv27TP733rrLec+rYvu07qpVatWmfc//PBDuueOiYlJc58s9evXd5QrV85x/vx5t+v6+/s7evbs6dzXvn17R/HixR1//vmnc9+xY8ccAQEBae6HvtfPHzp0KM31/vrrL7f3SUlJjtq1aztatmyZ5hxFihRx/p7qnXfeMfvDwsIc8fHxzv2jR492uyfqiy++SPd3Tu3vf/+7484778zyvVN631P/GwEAV3SFAoAcGh/QtWtX2bFjh1vXFe0GVb58edNlSWn3F21NKF26tGlFsLbWrVubb8q/+uorj+fXY5s2bZKOHTuab+At+i37U089ZVoEtPVA/e///q8ZeKvf4qd2I+MX7rjjDtMaot1/LNp68dlnn5lv5705p/5+2sXIoq0K2vJy/PjxdD+jLRRKv/G/du1aluqsrT979+41XbxcW1n0ug888IAZqG7dV23Z0PtaoUIFZzntiqStHZ5oi5N2YUpNW6Qs2toQFxdn/tbaOpKa/nuwWjqU1dqkrTjaopN6v+t90hYqzSe0VgDIbQQLAMgh1uBsaxC3djvSLi8aOKxB0seOHTN98rWbjeumD97K0xgNFRMTY7pR1ahRI82xmjVrmvEZp06dMu9//fXXdKcYvVE6PuPbb781g3qtgKQP+66zSmVEu3ylpuFKH8DTow/w+qCt3ZO0y5GOj1i0aJEkJiZmej2rnundLw1zOqBe77d2kdIgkZqnfUrHeXiiAahp06ZmbISGGaurlgaMzO6HjlVROu7G0/6M7pNd+WmwPIC8hWABADlEB+tGRkbKxx9/bN7rq36z7DoblAYA/cZcxzJ42vRBOi/ScKRjOqxWiw8//NAMdvb04O5JerNP/b+eQek/8OrgZ20F0vEMOi5FxxvofdZxJLnFtWXCogFSx1doqNAxEtoion9PbU3y9Dumdz9u5D5lROujwckTDapWGQC4EQzeBoAcpCHi1Vdflf3795uWi+rVq8tdd93lPK7dgfSh2Gqh8JZ++62L8B09ejTNMZ0hyN/f3/ltt17j4MGD2frNtX4DrwOQNVjo76itFxkNNM9O2gqg27/+9S9zT/X6OjC6X79+6dbZWgsjvfulLSA6U5Q+VOv2yy+/pCnnaV96tPuZnkcH6uvMShZtYclNeh904LeGi9SByLo3WVk3BABc0WIBADnIap0YO3as6eOfeu2KJ5980nwDrw+gnqaITU5OTvebbJ0hSdfEcB3DcebMGfOwfc8995gxC0pbPfbt2+dxwb6MvvnWB22rHp5ot6fDhw/LiBEjnGNKcpJ2/0ld3/r165tXqzuUhi1PddaxJ1pWZ+pyPaaBS8eqPPzww+a9/h4a8nQqXJ0VyzVU6BgSb+l5NOTomA2L/p30vNktK9PN6u+pXdZ09jBX2nKm3bR0NXhr/A8AZBUtFgCQg7T/va5loAFApQ4W+lCu04zq1KI6sFi79Whff13DQLv96MOop+lg1WuvvWa612iI0OlIAwICzAOjPmTrtKSu19Bz6VSnVtchHWyt150/f366KyprOfXCCy+YtSNShwdtsdCpYXV8hQ5sLleunOQkDQXarUgHoWsrzKVLl+S9994zAcoKBvotvA6kXr58uRlkri0rOr5EN13gTeupa0T07dvXOd2sjltwHfisP2vY0GlodepaDQdz5swx59Bw6A29N9OnTzfT1mr3Jx27oeuC6DgNbb3KTlmZbrZ9+/YmkOqaJvo5/bepwUT/LWirk/6bSj2trv7uGsasoKXTCut4ITV48GDnuA8AYLpZAMhhc+fONdN0Nm7c2OPxS5cumWlEq1WrZqZhDQ0NdTRv3tzx5ptvmilKLZ6mAt2zZ4+jbdu2jhIlSpgpUlu0aOHYvn17mmvoFKuDBg1y3HrrreYaFStWdPTq1ctx7ty5dKeb1SlzBw8e7Ljlllscfn5+Hqeeff75583+pUuXen0/tLxOZZtaRESEqVN6083q79qtWzdH5cqVzfSsOnXsI4884ti1a5fbefT3b9iwofk9U9+zzz//3HH33Xc7ihUr5ggODjZTyx4+fDhNXbZs2eL429/+Zs5x++23OxYsWOB48cUXHUWLFvXqd1Hvv/++o3r16qaukZGR5vfRuniasjb1Oay/x9SpU932W1PLrly58oamm1UJCQmO8ePHmzpp3XS646ZNmzo+/PBDj+X176Ln97S5TnsLAH56C8hXAIAbod98v//++xIdHe3shlRQ6RS0uiihzuQFAEiLMRYAgBuSkJBgZoPSMRwFLVSknjlJw4TO7KRrRgAAPGOMBQAgS3S8gC4ip+M2zp8/L0OGDClwd1AXHdQxL/qqa2BYA5tHjhyZ21UDgDyLYAEAyBKdCUoHoetg7dmzZztnZipIdNC1rjuiXbx0ulgd8P3vf//bTBcMAPCMMRYAAAAAbGOMBQAAAADbCBYAAAAAbGOMxU2kK5vqAkMlS5Y0K7ICAAAAeZmuTKELklaoUEH8/TNukyBY3EQaKipVqnQzLwkAAADYdurUKalYsWKGZQgWN5G2VFh/mODg4Jt5aQAAACDL4uPjzRfj1nNsRggWN5HV/UlDBcECAAAA+YU33fgZvA0AAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjQXyAAA+Jzo6WmJjY932hYSESFhYWK7VCQDyO4IFAMDnQkW7Do9J/OUrbvuDSwTJutWrCBcAcIMIFgAAn6ItFRoqIh/oKcGh4WZf/LnTcmTzB+YYrRYAcGMIFgAAn6ShonR4RG5XAwAKDAZvAwAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAIP8Hiz///FOefvppKVu2rBQrVkzq1Kkju3btch53OBwyduxYCQ8PN8dbt24tx44dczvHhQsXpHv37hIcHCwhISHSt29fuXz5sluZ/fv3y7333itFixaVSpUqyZQpU9LUZeXKlRIZGWnKaD3Wr1/vdtybugAAAAC+KFeDxcWLF+Xuu++WwoULy2effSaHDx+WadOmSenSpZ1lNADMnj1b5s+fL99//70EBQVJ27ZtJSEhwVlGQ8WhQ4dk8+bNsnbtWvnqq6/kmWeecR6Pj4+XNm3aSEREhOzevVumTp0q48ePl3fffddZZvv27dKtWzcTSn788Ufp2LGj2Q4ePJilugAAAAC+yM+hX8PnklGjRsm3334rX3/9tcfjWrUKFSrIiy++KP/85z/Nvri4OClfvrwsXrxYunbtKj/99JPUqlVLfvjhB2nUqJEps2HDBnn44Yfljz/+MJ+fN2+evPLKKxIdHS2BgYHOa3/66ady5MgR875Lly5y5coVE0wsTZs2lfr165sg4U1dMqMBp1SpUuZz2roCALj59L/77Ts9KY27vSSlwyPMvounf5edH78haz5ZYVquAQBZf37N1RaL1atXmzDwxBNPSLly5eRvf/ubvPfee87jJ06cMGFAuxxZ9Bdr0qSJ7Nixw7zXV+3+ZIUKpeX9/f1Nq4JV5r777nOGCqUtDUePHjWtJlYZ1+tYZazreFMXAAAAwFflarA4fvy4aU2oXr26bNy4UQYMGCAvvPCCLFmyxBzXB3mlrQKu9L11TF81lLgKCAiQMmXKuJXxdA7Xa6RXxvV4ZnVJLTEx0aQ81w0AAAAoiAJy8+IpKSmmpeHf//63ea8tFjqmQbse9erVS/K7yZMny4QJE3K7GgAAAEDBbrHQ2ZV0fISrmjVrysmTJ83PYWFh5vXMmTNuZfS9dUxfz54963Y8OTnZzBTlWsbTOVyvkV4Z1+OZ1SW10aNHm/5o1nbq1Cmv7gsAAACQ3+RqsNAZoXScg6uff/7ZzN6kqlatah7at2zZ4jyu3Yl07ESzZs3Me32NjY01sz1Ztm7dalpDdPyDVUZnirp27ZqzjM4gVaNGDecMVFrG9TpWGes63tQltSJFiphBLq4bAAAAUBDlarAYNmyYfPfdd6Yr1C+//CJLly41U8AOHDjQHPfz85OhQ4fKa6+9ZgZ6HzhwQHr27GlmZ9KpYK0WjgcffFD69+8vO3fuNLNMDRo0yMzSpOXUU089ZQZu61SyOi3t8uXLZdasWTJ8+HBnXYYMGWJmk9LpbnXGEJ2OVtfT0HN5WxcAAADAV+XqGIu77rpLVq1aZboMTZw40bQKzJw506xLYRk5cqSZBlbXpdCWiXvuuccEAF3EzvLRRx+ZANCqVSszG1Tnzp3NehOuszdt2rTJBJaGDRtKaGioWejOda2L5s2bm2AzZswYefnll82Acp2Otnbt2lmqCwAg79DJNfS/16knDrl+/Xqu1QkACqpcXcfC17COBQDc3FDRrsNjEn/5itv+pMQEOX8hVtq9MFVuqXS72cc6FgBg//k1V1ssAADIKdpSoaEi8oGeEhwa7twf9fM+iVmzkFYLAMhmBAsAQIGmocJaYVvFxUTlan0AoKDK1cHbAAAAAAoGggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAADyd7AYP368+Pn5uW2RkZHO4wkJCTJw4EApW7aslChRQjp37ixnzpxxO8fJkyelXbt2Urx4cSlXrpyMGDFCkpOT3cp8+eWX0qBBAylSpIhUq1ZNFi9enKYuc+fOlSpVqkjRokWlSZMmsnPnTrfj3tQFAAAA8FW53mJx5513yunTp53bN9984zw2bNgwWbNmjaxcuVK2bdsmUVFR0qlTJ+fx69evm1CRlJQk27dvlyVLlpjQMHbsWGeZEydOmDItWrSQvXv3ytChQ6Vfv36yceNGZ5nly5fL8OHDZdy4cbJnzx6pV6+etG3bVs6ePet1XQAAAABfluvBIiAgQMLCwpxbaGio2R8XFyfvv/++TJ8+XVq2bCkNGzaURYsWmQDx3XffmTKbNm2Sw4cPy4cffij169eXhx56SCZNmmRaHzRsqPnz50vVqlVl2rRpUrNmTRk0aJA8/vjjMmPGDGcd9Br9+/eX3r17S61atcxntAVk4cKFXtcFAAAA8GW5HiyOHTsmFSpUkNtuu026d+9uujap3bt3y7Vr16R169bOstpNqnLlyrJjxw7zXl/r1Kkj5cuXd5bRlob4+Hg5dOiQs4zrOawy1jk0gOi1XMv4+/ub91YZb+riSWJioqmL6wYAAAAURLkaLHQsg3Zd2rBhg8ybN890W7r33nvl0qVLEh0dLYGBgRISEuL2GQ0Rekzpq2uosI5bxzIqow/5V69elXPnzpkuVZ7KuJ4js7p4MnnyZClVqpRzq1Sp0g3cJQAAACDvC8jNi2vXJUvdunVN0IiIiJAVK1ZIsWLFJL8bPXq0Gbth0TBDuAAAAEBBlOtdoVxpi8Add9whv/zyixlvod2UYmNj3croTEx6TOlr6pmZrPeZlQkODjbhRcd0FCpUyGMZ13NkVhdPdBYqvY7rBgAAABREeSpYXL58WX799VcJDw83A6QLFy4sW7ZscR4/evSoGYPRrFkz815fDxw44DZ70+bNm80DvA7Ctsq4nsMqY51DuzjptVzLpKSkmPdWGW/qAgAAAPiyXO0K9c9//lPat29vuj/p9K063au2HnTr1s2MSejbt6/pSlSmTBkTFgYPHmwe5Js2bWo+36ZNGxMgevToIVOmTDHjHcaMGWPWm9DWAvXcc8/JnDlzZOTIkdKnTx/ZunWr6Wq1bt06Zz30Gr169ZJGjRpJ48aNZebMmXLlyhUzS5Typi4AAACAL8vVYPHHH3+YEHH+/Hm55ZZb5J577jHTt+rPSqeE1RmadDE6nWFJZ3N6++23nZ/XELJ27VoZMGCAecgPCgoyAWHixInOMjrVrIYIXYdi1qxZUrFiRVmwYIE5l6VLly4SExNj1r/QcKJT1+qActcB3ZnVBQAAAPBlfg6Hw5HblfAVOnhbWz90XQzGWwBAzjpy5Ii07/SkNO72kpQOj3Du/23/Dtn6wRvy8KApElblDrPv4unfZefHb8iaT1aY6cQBAFl/fs1TYywAAAAA5E8ECwAAAAC2ESwAAAAA2EawAAAAAGAbwQIAAACAbQQLAAAAALYRLAAAAADYRrAAAAAAYBvBAgAAAIBtBAsAAAAAthEsAAAAANhGsAAAAABgG8ECAAAAgG0ECwAAAAC2ESwAAAAA2EawAAAAAGAbwQIAAACAbQQLAAAAALYRLAAAAADYRrAAAAAAYBvBAgAAAIBtBAsAAAAAthEsAAAAANhGsAAAAABQcILF66+/Ln5+fjJ06FDnvoSEBBk4cKCULVtWSpQoIZ07d5YzZ864fe7kyZPSrl07KV68uJQrV05GjBghycnJbmW+/PJLadCggRQpUkSqVasmixcvTnP9uXPnSpUqVaRo0aLSpEkT2blzp9txb+oCAAAA+Ko8ESx++OEHeeedd6Ru3bpu+4cNGyZr1qyRlStXyrZt2yQqKko6derkPH79+nUTKpKSkmT79u2yZMkSExrGjh3rLHPixAlTpkWLFrJ3714TXPr16ycbN250llm+fLkMHz5cxo0bJ3v27JF69epJ27Zt5ezZs17XBQAAAPBluR4sLl++LN27d5f33ntPSpcu7dwfFxcn77//vkyfPl1atmwpDRs2lEWLFpkA8d1335kymzZtksOHD8uHH34o9evXl4ceekgmTZpkWh80bKj58+dL1apVZdq0aVKzZk0ZNGiQPP744zJjxgzntfQa/fv3l969e0utWrXMZ7QFZOHChV7XBQAAAPBluR4stHuRtii0bt3abf/u3bvl2rVrbvsjIyOlcuXKsmPHDvNeX+vUqSPly5d3ltGWhvj4eDl06JCzTOpzaxnrHBpA9FquZfz9/c17q4w3dfEkMTHR1MV1AwAAAAqigNy8+LJly0zXI+0KlVp0dLQEBgZKSEiI234NEXrMKuMaKqzj1rGMyuhD/tWrV+XixYumS5WnMkeOHPG6Lp5MnjxZJkyY4NW9AAAAAPKzXGuxOHXqlAwZMkQ++ugjM2C6IBo9erTpRmVt+jsDAAAABVGuBQvtXqSDo3W2poCAALPpoOjZs2ebn7U1QLspxcbGun1OZ2IKCwszP+tr6pmZrPeZlQkODpZixYpJaGioFCpUyGMZ13NkVhdPdBYqvY7rBgAAABRENxQsbrvtNjl//nya/frgrce80apVKzlw4ICZqcnaGjVqZAZyWz8XLlxYtmzZ4vzM0aNHzfSyzZo1M+/1Vc/hOnvT5s2bzQO8DsK2yriewypjnUO7OOlgbNcyKSkp5r1VRo9nVhcAAADAl93QGIvffvvNjEvwNFj5zz//9OocJUuWlNq1a7vtCwoKMutEWPv79u1rpoEtU6aMCQuDBw82D/JNmzY1x9u0aWMCRI8ePWTKlClmvMOYMWPMgHBtLVDPPfeczJkzR0aOHCl9+vSRrVu3yooVK2TdunXO6+o1evXqZcJM48aNZebMmXLlyhUzS5QqVapUpnUBAAAAfFmWgsXq1audP+s6EPrAbdGgod/o6yJz2UWnhNUZmnQxOg0tOpvT22+/7TyuXZjWrl0rAwYMMA/5Gkw0IEycONFZRqea1RCh61DMmjVLKlasKAsWLDDnsnTp0kViYmLM+hcaTnTq2g0bNrgN6M6sLgAAAIAv83M4HA5vC+uDtfmQn5+k/ph2FdJQoetFPPLII9lf0wJAZ6LSMKYDuRlvAQA5S2f2a9/pSWnc7SUpHR7h3P/b/h2y9YM35OFBUySsyh1m38XTv8vOj9+QNZ+sMNOJAwCy/vyapRYLHXtgtQLoFLE68BkAAAAAbmiMxYkTJ7hzAAAAAOwvkKfjKXTTGZmslgzLwoULb/S0AAAAAHwlWOhq0jpAWmdRCg8PN2MuAAAAAPiuGwoW8+fPl8WLF5tpXgEAAADghhbI01Womzdvzt0DAAAAcOPBol+/frJ06dIb+SgAAACAAuiGukIlJCTIu+++K59//rnUrVvXrGHhavr06dlVPwAAAAAFNVjs37/frE6tDh486HaMgdwAAACA77mhYPHFF19kf00AAAAA+NYYCwAAAACw3WLRokWLDLs8bd269UZOCwAAAMCXgoU1vsJy7do12bt3rxlv0atXr+yqGwAAAICCHCxmzJjhcf/48ePl8uXLdusEAAAAwJfHWDz99NOycOHC7DwlAAAAAF8LFjt27JCiRYtm5ykBAAAAFNSuUJ06dXJ773A45PTp07Jr1y559dVXs6tuAAAAAApysChVqpTbe39/f6lRo4ZMnDhR2rRpk111AwAAAFCQg8WiRYuyvyYAAAAAfCtYWHbv3i0//fST+fnOO++Uv/3tb9lVLwAAAAAFPVicPXtWunbtKl9++aWEhISYfbGxsWbhvGXLlsktt9yS3fUEAAAAUNBmhRo8eLBcunRJDh06JBcuXDCbLo4XHx8vL7zwQvbXEgAAAEDBa7HYsGGDfP7551KzZk3nvlq1asncuXMZvA0AAAD4oBtqsUhJSZHChQun2a/79BgAAAAA33JDwaJly5YyZMgQiYqKcu77888/ZdiwYdKqVSuvzzNv3jypW7euBAcHm61Zs2by2WefOY8nJCTIwIEDpWzZslKiRAnp3LmznDlzxu0cJ0+elHbt2knx4sWlXLlyMmLECElOTnYro2NBGjRoIEWKFJFq1arJ4sWL09RFW1uqVKliFvhr0qSJ7Ny50+24N3UBAAAAfNUNBYs5c+aY8RT6IH777bebrWrVqmbfW2+95fV5KlasKK+//rqZXUoX19PA8uijj5qxG0qDypo1a2TlypWybds2E2RcF+e7fv26CRVJSUmyfft2WbJkiQkNY8eOdZY5ceKEKaMDy/fu3StDhw6Vfv36ycaNG51lli9fLsOHD5dx48bJnj17pF69etK2bVszSN2SWV0AAAAAX+bn0GWzb4B+TMdZHDlyxLzX8RatW7e2XaEyZcrI1KlT5fHHHzezSy1dutT8rPRaep0dO3ZI06ZNTevGI488Yh7yy5cvb8rMnz9fXnrpJYmJiZHAwEDz87p168zgcovOaKWzWOlYEaUtFHfddZcJTEq7c1WqVMkMUh81apTExcVlWhdvaPDSxQX1fNpCAwDIOfrf6fadnpTG3V6S0uERzv2/7d8hWz94Qx4eNEXCqtxh9l08/bvs/PgNWfPJComMjOTPAgA38PyapRaLrVu3mkHaegE/Pz954IEHzMO3bvpgrmtZfP3113IjtPVBp6q9cuWK6RKlrRjXrl1zCyv6H/vKlSubh3mlr3Xq1HGGCqUtDVo/q9VDy6QOPFrGOoe2dui1XMvoSuL63irjTV0AAAAAX5alYDFz5kzp37+/x7SiSebZZ5+V6dOnZ6kCBw4cMGMWdPzDc889J6tWrTLhJTo62rQ4WOtkWDRE6DGlr66hwjpuHcuojIaPq1evyrlz50yo8VTG9RyZ1cWTxMREcx3XDQAAABBfDxb79u2TBx98MN3jbdq0Md/uZ0WNGjXM2Ifvv/9eBgwYIL169ZLDhw9LQTB58mQTuKxNu1cBAAAA4uvBQmdB8jTNrCUgIMCMbcgKbQnQmZoaNmxoHsR14PSsWbMkLCzMdFPSsRCp66DHlL6mnpnJep9ZGW11KVasmISGhkqhQoU8lnE9R2Z18WT06NGmP5q1nTp1Kkv3BgAAACiQweLWW291GwSd2v79+yU8PNxWhXTgtHYh0qChIWbLli3OY0ePHjXTy+oYDKWv2pXKdfamzZs3m9Cg3amsMq7nsMpY59Bgo9dyLaN10PdWGW/q4ol277Km0rU2AAAAQHx95e2HH35YXn31VdMdStd7cKXjFXS6Vp2lyVv6jf5DDz1kBkFfunTJzLqka07oVLDadahv375mGlidKUofynWQuD7IW7MwadcrDRA9evSQKVOmmPEOY8aMMetN6EO90nEbOtvTyJEjpU+fPmYA+ooVK8xMURa9hnbBatSokTRu3NiMJdFB5L179zbHvakLAAAA4MuyFCz0of2TTz6RO+64QwYNGmTGR1hT+ukCczoI+pVXXvH6fNrS0LNnTzl9+rR5eNfF8jRU6GxTasaMGWaGJl2MTlsxdDant99+2/l57cK0du1aMzZDH/KDgoJMQJg4caKzjK6voSFC16HQLla6dsaCBQvMuSxdunQxXbh0/QsNJ/Xr1zdT0boO6M6sLgAAAIAvy/I6Fr///rt5kNcAYH1Up57VB20NF/ogD89YxwIAbh7WsQCAm/v8mqUWCxURESHr16+Xixcvyi+//GLCRfXq1aV06dJ26gwAAAAgH8tysLBokNBF8QAAAAAgS7NCAQAAAIAnBAsAAAAAthEsAAAAANhGsAAAAABgG8ECAAAAgG0ECwAAAAC2ESwAAAAA2EawAAAAAGAbwQIAAACAbQQLAAAAALYRLAAAAADYRrAAAAAAYBvBAgAAAIBtBAsAAAAAthEsAAAAANhGsAAAAABgG8ECAAAAgG0ECwAAAAC2ESwAAAAA2EawAAAAAGAbwQIAAACAbQQLAAAAALYRLAAAAADk72AxefJkueuuu6RkyZJSrlw56dixoxw9etStTEJCggwcOFDKli0rJUqUkM6dO8uZM2fcypw8eVLatWsnxYsXN+cZMWKEJCcnu5X58ssvpUGDBlKkSBGpVq2aLF68OE195s6dK1WqVJGiRYtKkyZNZOfOnVmuCwAAAOCLcjVYbNu2zTyof/fdd7J582a5du2atGnTRq5cueIsM2zYMFmzZo2sXLnSlI+KipJOnTo5j1+/ft2EiqSkJNm+fbssWbLEhIaxY8c6y5w4ccKUadGihezdu1eGDh0q/fr1k40bNzrLLF++XIYPHy7jxo2TPXv2SL169aRt27Zy9uxZr+sCAAAA+Co/h8PhkDwiJibGtDjoQ/t9990ncXFxcsstt8jSpUvl8ccfN2WOHDkiNWvWlB07dkjTpk3ls88+k0ceecQ85JcvX96UmT9/vrz00kvmfIGBgebndevWycGDB53X6tq1q8TGxsqGDRvMe22h0NaTOXPmmPcpKSlSqVIlGTx4sIwaNcqrumQmPj5eSpUqZc4VHBycI/cQACDO/0a37/SkNO72kpQOj3Delt/275CtH7whDw+aImFV7jD7Lp7+XXZ+/Ias+WSFREZGcgsB4AaeX/PUGAutsCpTpox53b17t2nFaN26tbOM/ge/cuXK5mFe6WudOnWcoUJpS4PehEOHDjnLuJ7DKmOdQ1s79FquZfz9/c17q4w3dUktMTHR1MN1AwAAAAqiPBMstIVAuyjdfffdUrt2bbMvOjratDiEhIS4ldUQocesMq6hwjpuHcuojD7oX716Vc6dO2e6VHkq43qOzOriaQyJJjxr0xYQAAAAoCDKM8FCx1poV6Vly5ZJQTF69GjTCmNtp06dyu0qAQAAADkiQPKAQYMGydq1a+Wrr76SihUrOveHhYWZbko6FsK1pUBnYtJjVpnUszdZMzW5lkk9e5O+135ixYoVk0KFCpnNUxnXc2RWl9R0BirdAAAAgIIuV1ssdNy4hopVq1bJ1q1bpWrVqm7HGzZsKIULF5YtW7Y49+l0tDq9bLNmzcx7fT1w4IDb7E06w5SGhlq1ajnLuJ7DKmOdQ7s46bVcy2jXLH1vlfGmLgAAAICvCsjt7k86y9J///tfs5aFNVZBxyNoS4K+9u3b10wDqwO6NSzoLE36IG/NwqTT02qA6NGjh0yZMsWcY8yYMebcVmvBc889Z2Z7GjlypPTp08eEmBUrVpiZoix6jV69ekmjRo2kcePGMnPmTDPtbe/evZ11yqwuAAAAgK/K1WAxb94883r//fe77V+0aJH84x//MD/PmDHDzNCki9HpLEs6m9Pbb7/tLKtdmLQb1YABA8xDflBQkAkIEydOdJbRlhANEboOxaxZs0x3qwULFphzWbp06WKmp9X1LzSc1K9f30xF6zqgO7O6AAAAAL4qT61jUdCxjgUA3DysYwEAPryOBQAAAID8iWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMC2APunAAAg/0tOvibHjx9Psz8kJETCwsJypU4AkJ8QLAAAPu/qpVg5Ex0tzw95UQoXLux2P4JLBMm61asIFwCQCYIFAMDnJSX8JeJfSGq07iGhFSKc9yP+3Gk5svkDiY2NJVgAQCYIFgAA/P9Klg2T0uH/FywAAN5j8DYAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAADyd7D46quvpH379lKhQgXx8/OTTz/91O24w+GQsWPHSnh4uBQrVkxat24tx44dcytz4cIF6d69uwQHB0tISIj07dtXLl++7FZm//79cu+990rRokWlUqVKMmXKlDR1WblypURGRpoyderUkfXr12e5LgAAAICvytVgceXKFalXr57MnTvX43ENALNnz5b58+fL999/L0FBQdK2bVtJSEhwltFQcejQIdm8ebOsXbvWhJVnnnnGeTw+Pl7atGkjERERsnv3bpk6daqMHz9e3n33XWeZ7du3S7du3Uwo+fHHH6Vjx45mO3jwYJbqAgDIHdHR0XLkyBG37fjx43L9+nX+JABwkwRILnrooYfM5om2EMycOVPGjBkjjz76qNn3wQcfSPny5U3LRteuXeWnn36SDRs2yA8//CCNGjUyZd566y15+OGH5c033zQtIR999JEkJSXJwoULJTAwUO68807Zu3evTJ8+3RlAZs2aJQ8++KCMGDHCvJ80aZIJKnPmzDFBwpu6AAByL1S06/CYxF++4rY/KTFBzl+IleTkZP40AODLYyxOnDhh/p+FdjmylCpVSpo0aSI7duww7/VVuz9ZoUJpeX9/f9OqYJW57777TKiwaEvD0aNH5eLFi84yrtexyljX8aYuAIDcERsba0JF5AM9pXG3l5zbbc07SoojhVYLAPCFFouM6IO80lYBV/reOqav5cqVczseEBAgZcqUcStTtWrVNOewjpUuXdq8ZnadzOriSWJiotlcu2UBAHJGcGi4lA6PcL6Pi4niVgPATZRnWywKgsmTJ5uWDWvTgeMAAABAQZRng0VYWJh5PXPmjNt+fW8d09ezZ8+6Hde+tDpTlGsZT+dwvUZ6ZVyPZ1YXT0aPHi1xcXHO7dSpU1m6BwAAAEB+kWeDhXZf0of2LVu2uHUl0rETzZo1M+/1VfvW6mxPlq1bt0pKSooZ/2CV0Zmirl275iyjA7Nr1KhhukFZZVyvY5WxruNNXTwpUqSImQbXdQMAAAAKolwNFrrehM7QpJs1SFp/PnnypFnXYujQofLaa6/J6tWr5cCBA9KzZ08z05NOBatq1qxpZnPq37+/7Ny5U7799lsZNGiQmaVJy6mnnnrKDNzWqWR1Wtrly5ebWaCGDx/urMeQIUPM7FLTpk0zUxTqdLS7du0y51Le1AUAAADwZbk6eFsf3lu0aOF8bz3s9+rVSxYvXiwjR440a13otLDaMnHPPfeYAKCL2Fl0OlkNAK1atTKzQXXu3NmsN2HRsQ2bNm2SgQMHSsOGDSU0NNQsdOe61kXz5s1l6dKlZjrZl19+WapXr26mka1du7azjDd1AQAAAHxVrgaL+++/36wRkR5tKZg4caLZ0qMzQGkoyEjdunXl66+/zrDME088YTY7dQEAAAB8VZ4dYwEAAAAg/yBYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wLsnwIAgIIrOfmaHD9+PM3+kJAQCQsLy5U6AUBeRLAAACAdVy/FypnoaHl+yItSuHBht2PBJYJk3epVhAsA+P8RLAAA+UZ0dLTExsa67dPWhOvXr+fI9ZIS/hLxLyQ1WveQ0AoRzv3x507Lkc0fmLrQagEA/w/BAgCQb0JFuw6PSfzlK277kxIT5PyFWElOTs6xa5csGyalw/8vWAAA0iJYAADyBW0d0FAR+UBPCQ4Nd+6P+nmfxKxZmGOtFgAA7zArVBbNnTtXqlSpIkWLFpUmTZrIzp07s3oKAIANGiq09cDagkrfwv0EgDyAYJEFy5cvl+HDh8u4ceNkz549Uq9ePWnbtq2cPXs25/5CAAAAQD5AV6gsmD59uvTv31969+5t3s+fP1/WrVsnCxculFGjRuXU3wgAfFLqgdo5OUj7RjANLQC4I1h4KSkpSXbv3i2jR4927vP395fWrVvLjh07PH4mMTHRbJa4uDjzGh8f7+1lgQLn/PnzZkvNz89PHA5Hpvtyen9+PXdB+33OnTsnI0a9LH9d/b//hiYlJciFi3Fy9tQxuaazNf3/4s78IQ5Hilw8/Zv4O67f0P6sniPm1C8Sffq0PDd4qBQOcJ+GtliRQHlzymQJDQ29Kfcqvf359dw5fc2yZcuaDYB3rOdWT/97Ss3P4U0pSFRUlNx6662yfft2adasmfOOjBw5UrZt2ybff/99mrs0fvx4mTBhAncPAAAA+dqpU6ekYsWK/1979wEeRbn+ffxOAqEnlACBAwQEDkVAlI6KIghYUBQVESEqIiKogIKgUkQ9KAJSBRvlqCigovQWEAsgVXoRAemdUA0hZP7X/bzv7NlNNqRMwpLd7+e69mxm5tmZZ2dXzvz2KXPVMrRYZCFt3dAxGbbExEQ5deqU+aVEf0lB+tJy6dKlzZc6LCyMU5fFON/XFueb8+2v+G5zvv1ZoHy/LcuSc+fOScmSJVMtS7BII23SDgkJkaNHj3qs1+WUbo6UK1cu83BXsGDBtB4SXuh/uP78H+/1hvPN+fZnfL851/6K7zbnO7OFh4enqRyzQqVRaGio1KpVS2JiYjxaIHTZvWsUAAAAEIhosUgH7dYUHR0ttWvXlrp168qIESPkwoULrlmiAAAAgEBFsEiHNm3ayPHjx6V///5mGsSaNWvK/PnzpXjx4ln3CcHQLmV6/5CkXcuQNTjf1xbnm/Ptr/huc779Gd/v5JgVCgAAAIBjjLEAAAAA4BjBAgAAAIBjBAsAAAAAjhEsAAAAADhGsAAAAADgGMECAAAAgGMECwAAAACOESwAAAAAOEawAAAAAOAYwQIAAACAYwQLAAAAAI4RLAAAAAA4RrAAAAAA4BjBAgAAAIBjBAsAAAAAjhEsAAAAADhGsAAAAADgGMECALKJoKAgGThwYJbse+/evWb/kyZNkqymx+nWrVuq5bQuWlbrBgC4/hEsACCTPfDAA5I3b145d+5cimXatWsnoaGhcvLkyev2/M+dOzfLgkxWuXjxoqnzTz/95OuqXJfuvPNOqVatmtdtJ06cSBZeV69ebULgjTfeKPny5ZMyZcrIY489Jjt37ryGtQaQXRAsACCTaWj4559/ZMaMGSle/P7444/SokULKVKkyHVx/qOiokyd27dv7xEs3nrrLZ/VSeuiddK6pZWeW60zwSJzvP/++/Ldd99JkyZNZOTIkfLcc8/Jzz//LLfccots3rw5k44CwF/k8HUFAMAfWywKFCggU6ZMkQ4dOiTbrqHiwoULJoBcL/SX6ty5c8v1JCQkxDyyk8TERImPj7/uzmVG9ezZ03yPtXXN1qZNG6levbq899578uWXX/q0fgCuL7RYAEAmy5Mnjzz88MMSExMjx44dS7ZdL9Q0eGgAUbGxsdK9e3cpXbq05MqVSypUqGB+KdaL1NSsX79e7rnnHgkLC5P8+fObX5ZXrlyZrJweo0ePHlK2bFlzjFKlSpnQo91fvI2xeOqpp2Ts2LHmb11vPyzLMvt48MEHkx0jLi5OwsPDpXPnzmk6Tz/88IPplqP10a428+fPT3WMxZo1a6R58+YSERFhznO5cuXkmWeecb2HokWLmr+11cKus3vXniVLlsjtt99uuvUULFjQvI9t27Ylq5u2eNSuXdsEhPLly8vHH39s9qP78zZe5KuvvjLvQd+L/T6GDh0qDRs2NK1SWtdatWrJt99+m+xY9j6mT58uVatWNWUbNGggmzZtMtv12Pqd0LpoV6akY060lWb79u2uzzIzaf3dQ4WqWLGiea/ezhuAwEaLBQBkAW2NmDx5skybNs1joPKpU6dkwYIF0rZtW3MBqReFd9xxhxw8eNBckGsf9uXLl0vfvn3l8OHDMmLEiBSPsWXLFnORrKGid+/ekjNnTnMRqhefy5Ytk3r16ply58+fN+X0QlAvwrUbi16Ezpw5Uw4cOGAu0pPSuhw6dEgWLVokX3zxhcdF8JNPPilDhgwx76Vw4cKubbNmzZKzZ8+a7an59ddf5fvvv5cXXnjBhKxRo0ZJ69atZd++fSl2D9OQ1qxZMxMe+vTpY4KBXmTrfpSuHzdunHTp0kUeeughE+5UjRo1zPPixYtNCLvhhhtMSNBuVqNHj5Zbb71V1q1bZwKTHda0m1qJEiVMQLly5YoMGjTIFVqS0rBif856Lu39aNchDY/6XdBWjG+++UYeffRRmT17ttx3330e+/jll1/M59G1a1ezPHjwYLn//vvN5/rRRx+Z83T69Glz3vUz1GPaVq1aJY0bN5YBAwZckzExGi6PHj1qwgUAeLAAAJkuISHBKlGihNWgQQOP9ePHj7f0n94FCxaY5bffftvKly+ftXPnTo9yffr0sUJCQqx9+/a51unrBgwY4Fpu1aqVFRoaav3111+udYcOHbIKFChgNWrUyLWuf//+5rXff/99snomJiaa5z179pgyEydOdG3r2rWrWZfUjh07zPpx48Z5rH/ggQessmXLuvaZEn2t1nvXrl2udRs2bDDrR48e7VqnddF1Wjc1Y8YMs7x69eoU9338+PFk58lWs2ZNq1ixYtbJkyc9jhscHGx16NDBta5ly5ZW3rx5rYMHD7rW/fnnn1aOHDmSnQ9d1tdv2bIl2fEuXrzosRwfH29Vq1bNuuuuu5LtI1euXK73qT7++GOzPjIy0jp79qxrfd++fT3OiVq6dGmK7zmpO+64w7rxxhvTfe7cffHFF6bc559/nurxAAQWukIBQBbQsQGPP/64rFixwqPrinaDKl68uOmypLT7i7YmFCpUyLQi2I+mTZuaX8p1oKw3um3hwoXSqlUr8wu8TX9lf+KJJ0yLgLYeKB18e9NNN5lf8ZNK2rUnLf7973+b1hDt/mPT1ot58+aZX+fTsk99f9rFyKatCtrysnv37hRfoy0USn/xv3z5crrqrK0/f/zxh+ni5d7Kose9++67zUB1+7xqy4ae15IlS7rKaVckbe3wRluctAtTUtoiZdPWhjNnzpjPWltHktLvg93SoezWJm3F0RadpOvdz5O2UGk+uRatFdrlSltVtKtWdHR0lh8PQPZCsACALGIPztYwobTbkXZ50cBhD0r+888/TZ987Wbj/tALb+VtjIY6fvy46UZVqVKlZNuqVKlixmfs37/fLP/1118pTjGaUTo+47fffpO///7bFZD0Yt99Vqmr0S5fSWm40gvwlOgFvF5oa/ck7XKk4yMmTpwoly5dSvV4dj1TOl8a5nRAvZ5v7SKlQSIpb+uUjvPwRgNQ/fr1zdgIDTN2Vy0NGKmdDx2ronTcjbf1VztPTqUUDI8cOWK6cGkddKxIdhtYDyDrESwAIIvoYN3KlSvL119/bZb1WX9Zdp8NSgOA/mKuYxm8PfRC+nqk4UjHdNitFjo7kA529nbh7k1KF6X/r2dQyhe8ekGrrUA6nkHHpeh4Az3POo7EV9xbJmwaIHV8hYYKHSOhLSL6eWprkrf3mNL5yMh5uhqtjwYnbzSo2mWS0jCkLTY6CYAGYffWHACwMXgbALKQhoh+/frJxo0bTcuFzqhTp04d13btDqQXxXYLRVrpr996E74dO3Z47a4SHBzs+rVbj5GRew5crUuT/gKvv15rsND3qK0XVxtonpm0FUAf7777rjmnenwdGP3ss8+mWGf7XhgpnS9tAdGZovSiWh+7du1KVs7bupRo9zPdjw7U15mibNrC4kt6HnTgt4aLpIHIPjdJ7xuis321bNnS3BRPu4l56/YFAIoWCwDIQnbrRP/+/U0f/6T3rtC7GOsv8HoBmpT+OpyQkJDiL9k6Q5LeE8N9DIfO1qMX27fddpsZs6C01WPDhg1eb9h3tV++9ULbroc32u1p69at0qtXL9eYkqyk3X+S1rdmzZrm2e4OpWHLW5117ImW1Zm63Ldp4NKxKvfee69Z1vehIU+nwtVZsdxDhY4hSSvdj4YcHbNh089J95vZ0jPdrL5P7bKms4e505Yz7aalU8va43+U1l/vW6HfUe3upmMrACAltFgAQBbS/vd6LwANACppsNCLcp1mVKcW1YHF2q1H+/rrPQy0249ejHqbDla98847pnuNhgidjjRHjhzmglEvsnVaUvdj6L50qlO765AOttbjjh8/3gzs9kbLqZdeesncOyJpeNAWC50aVi84tZtMsWLFJCtpKNBuRToIXVthzp07J59++qkJUHYw0F/h9Rf1qVOnmkHm2rKi40v08cEHH5h66sVxx44dXdPN6pgB94HP+reGDZ2GVqeu1YvrMWPGmH1oOEwLPTfDhw8309Zq9ycdu6H3BdFxGtp6lZnSM92stjxoINV7mujr9LupwUS/C9rqpN8p92l1X3nlFbNNX6ffmaQ3xEvL1MIAAoivp6UCAH83duxYMz1n3bp1vW4/d+6cmUa0QoUKZhrWiIgIq2HDhtbQoUPNFKU2b1OBrlu3zmrevLmVP39+M0Vq48aNreXLlyc7hk6x2q1bN+tf//qXOUapUqWs6Oho68SJEylON6tT5r744otW0aJFraCgIK9Tz77wwgtm/ZQpU9J8PrS8TmWbVFRUlKlTStPN6ntt27atVaZMGTM9q04de//991tr1qzx2I++/1q1apn3mfScLV682Lr11lutPHnyWGFhYWZq2a1btyarS0xMjHXzzTebfZQvX9767LPPrFdeecXKnTt3mt6L0ulYK1asaOpauXJl8360Lt6mrE26D/vz+OCDDzzW21PLTp8+PUPTzaq4uDhr4MCBpk5aN53uuH79+taXX37pdXpa3XdKDwBwF6T/4+twAwDInvSX788//9zMGGR3Q/JXOgWt3pRQZ/ICACTHGAsAQIbooF7tGqNjOPwtVCSdOUnDhM7spPeMAAB4xxgLAEC66HgBnR1Ix22cPHlSXn75Zb87g3rTQR3zos96Dwx7YHPv3r19XTUAuG4RLAAA6aIzQekgdB2sPWrUKNfMTP5EB13rfUe0i5dOF6sDvv/zn/+Y6YIBAN4xxgIAAACAY4yxAAAAAOAYwQIAAACAY4yxuIb0zqZ6J9cCBQqYO7ICAAAA1zO9M4XekLRkyZISHHz1NgmCxTWkoaJ06dLX8pAAAACAY/v375dSpUpdtQzB4hrSlgr7gwkLC7uWhwYAAADS7ezZs+aHcfs69moIFteQ3f1JQwXBAgAAANlFWrrxM3gbAAAAgGMECwAAAACOESwAAAAAOEawAAAAAOAYwQIAAACAYwQLAAAAAI4RLAAAAAA4RrAAAAAA4Bg3yAMABIQjR45IbGys120FCxaUyMjIa14nAPAnBAsAQECEivseeEjOnr/gdXtY/nwyZ+YMwgUAOECwAAD4PW2p0FBR+e4OEhZRwmPb2ROHZfui/5oytFoAQMYRLAAAAUNDRaESUb6uBgD4JQZvAwAAAHCMYAEAAAAgeweLK1euSL9+/aRcuXKSJ08eKV++vLz99ttiWZarjP7dv39/KVGihCnTtGlT+fPPPz32c+rUKWnXrp2EhYWZmT06duwo58+f9yizceNGuf322yV37txSunRpGTJkSLL6TJ8+XSpXrmzKVK9eXebOneuxPS11AQAAAAKRT4PF+++/L+PGjZMxY8bItm3bzLJe8I8ePdpVRpdHjRol48ePl99//13y5csnzZs3l7i4OFcZDRVbtmyRRYsWyezZs+Xnn3+W5557zrX97Nmz0qxZM4mKipK1a9fKBx98IAMHDpRPPvnEVWb58uXStm1bE0rWr18vrVq1Mo/Nmzenqy4AAABAIAqy3JsHrrH7779fihcvLp9//rlrXevWrU1rwJdffmlaCEqWLCmvvPKKvPrqq2b7mTNnzGsmTZokjz/+uAkkVatWldWrV0vt2rVNmfnz58u9994rBw4cMK/X8PLGG2+Y6QZDQ0NNmT59+sgPP/wg27dvN8tt2rSRCxcumGBiq1+/vtSsWdMEibTUJTUacMLDw83rtHUFAHBt6L/1LR9+TOq2fS3Z4O3Th/+WVV+/L7O+n2ZarQEAGbt+9WmLRcOGDSUmJkZ27txpljds2CC//vqr3HPPPWZ5z549JgxolyObvrF69erJihUrzLI+a/cnO1QoLR8cHGxaFewyjRo1coUKpS0NO3bskNOnT7vKuB/HLmMfJy11SerSpUvmw3B/AAAAAP7Ip9PNaquBXmzrL0QhISFmzMW7775rujYpvZBX2irgTpftbfpcrFgxj+05cuSQwoULe5TRcRxJ92FvK1SokHlO7Tip1SWpwYMHy1tvvZXu8wIAAABkNz5tsZg2bZp89dVXMmXKFFm3bp1MnjxZhg4dap79Qd++fU2zkf3Yv3+/r6sEAAAA+F+LRa9evUyrhT0+QWdi+vvvv80v/dHR0a47oB49etTMxGTTZR37oLTMsWPHPPabkJBgZoqyX6/P+hp39nJqZdy3p1aXpHLlymUeAAAAgL/zaYvFxYsXzVgId9olKjEx0fyt3Zf0gl7HYdi065SOnWjQoIFZ1ufY2Fgz25NtyZIlZh86/sEuozNFXb582VVGZ5CqVKmS6QZll3E/jl3GPk5a6gIAAAAEKp8Gi5YtW5oxFXPmzJG9e/fKjBkzZPjw4fLQQw+Z7UFBQdK9e3d55513ZObMmbJp0ybp0KGDmZ1Jp4JVVapUkRYtWkinTp1k1apV8ttvv0m3bt1MK4iWU0888YQZuK1Tyeq0tFOnTpWRI0dKz549XXV5+eWXzWxSw4YNM7OH6HS0a9asMftKa10AAACAQOXTrlB6vwq9Qd4LL7xgujPpRXrnzp3NTehsvXv3NtPA6n0ptGXitttuMwFAb2Jn03EaGgCaNGliWkB0ylq934T77E0LFy6Url27Sq1atSQiIsIcw/1eFzpDlY71ePPNN+X111+XihUrmuloq1Wrlq66AAAAAIHIp/exCDTcxwIAfIP7WACAn9/HAgAAAIB/IFgAAAAAcIxgAQAAAMAxggUAAAAAxwgWAAAAABwjWAAAAABwjGABAAAAwDGCBQAAAADHCBYAAAAAHCNYAAAAAHCMYAEAAADAMYIFAAAAAMcIFgAAAAAcI1gAAAAAcIxgAQAAAMAxggUAAAAAxwgWAAAAABwjWAAAAABwjGABAAAAwDGCBQAAAADHCBYAAAAAHCNYAAAAAHCMYAEAAADAMYIFAAAAAMcIFgAAAAAcI1gAAAAAcIxgAQAAAMAxggUAAAAAxwgWAAAAABwjWAAAAABwjGABAAAAwDGCBQAAAADHCBYAAAAAHCNYAAAAAHCMYAEAAADAMYIFAAAAAMcIFgAAAAAcI1gAAAAAcIxgAQAAAMAxggUAAAAAxwgWAAAAABwjWAAAAABwjGABAAAAwDGCBQAAAIDsHywOHjwoTz75pBQpUkTy5Mkj1atXlzVr1ri2W5Yl/fv3lxIlSpjtTZs2lT///NNjH6dOnZJ27dpJWFiYFCxYUDp27Cjnz5/3KLNx40a5/fbbJXfu3FK6dGkZMmRIsrpMnz5dKleubMpoPebOneuxPS11AQAAAAKRT4PF6dOn5dZbb5WcOXPKvHnzZOvWrTJs2DApVKiQq4wGgFGjRsn48ePl999/l3z58knz5s0lLi7OVUZDxZYtW2TRokUye/Zs+fnnn+W5555zbT979qw0a9ZMoqKiZO3atfLBBx/IwIED5ZNPPnGVWb58ubRt29aEkvXr10urVq3MY/PmzemqCwAAABCIgiz9Gd5H+vTpI7/99pv88ssvXrdr1UqWLCmvvPKKvPrqq2bdmTNnpHjx4jJp0iR5/PHHZdu2bVK1alVZvXq11K5d25SZP3++3HvvvXLgwAHz+nHjxskbb7whR44ckdDQUNexf/jhB9m+fbtZbtOmjVy4cMEEE1v9+vWlZs2aJkikpS6p0YATHh5uXqetKwCAa0P/rW/58GNSt+1rUqhElMe204f/llVfvy+zvp9mWq0BABm7fvVpi8XMmTNNGHj00UelWLFicvPNN8unn37q2r5nzx4TBrTLkU3fWL169WTFihVmWZ+1+5MdKpSWDw4ONq0KdplGjRq5QoXSloYdO3aYVhO7jPtx7DL2cdJSl6QuXbpkPgz3BwAAAOCPfBosdu/ebVoTKlasKAsWLJAuXbrISy+9JJMnTzbb9UJeaauAO122t+mzhhJ3OXLkkMKFC3uU8bYP92OkVMZ9e2p1SWrw4MEmfNgPHdsBAAAA+COfBovExES55ZZb5D//+Y9prdBxEZ06dTJdj/xB3759TbOR/di/f7+vqwQAAAD4X7DQ2ZV0fIS7KlWqyL59+8zfkZGR5vno0aMeZXTZ3qbPx44d89iekJBgZopyL+NtH+7HSKmM+/bU6pJUrly5TF809wcAAADgj3waLHRGKB3n4G7nzp1m9iZVrlw5c9EeExPj2q7jFHTsRIMGDcyyPsfGxprZnmxLliwxrSE6/sEuozNFXb582VVGZ5CqVKmSawYqLeN+HLuMfZy01AUAAAAIVD4NFj169JCVK1earlC7du2SKVOmmClgu3btarYHBQVJ9+7d5Z133jEDvTdt2iQdOnQwszPpVLB2C0eLFi1MF6pVq1aZWaa6detmZmnScuqJJ54wA7d1Klmdlnbq1KkycuRI6dmzp6suL7/8splNSqe71dlDdDpavZ+G7iutdQEAAAACVQ5fHrxOnToyY8YMMxZh0KBBplVgxIgR5r4Utt69e5tpYHX8hbZM3HbbbSYA6E3sbF999ZUJAE2aNDGzQbVu3drcb8KmA6cXLlxoAkutWrUkIiLC3OjO/V4XDRs2NMHmzTfflNdff90MKNfpaKtVq5auugAAAACByKf3sQg03McCAHyD+1gAgJ/fxwIAAACAfyBYAAAAAHCMYAEAAADAMYIFAAAAAMcIFgAAAAAcI1gAAAAAcIxgAQAAAMAxggUAAAAAxwgWAAAAABwjWAAAAABwjGABAAAAwDGCBQAAAADHCBYAAAAAHCNYAAAAAHCMYAEAAADAMYIFAAAAAMcIFgAAAAAcI1gAAAAAcIxgAQAAAMA3weKGG26QkydPJlsfGxtrtgEAAAAILBkKFnv37pUrV64kW3/p0iU5ePBgZtQLAAAAQDaSIz2FZ86c6fp7wYIFEh4e7lrWoBETEyNly5bN3BoCAAAA8K9g0apVK/McFBQk0dHRHtty5sxpQsWwYcMyt4YAAAAA/CtYJCYmmudy5crJ6tWrJSIiIqvqBQAAAMBfg4Vtz549mV8TAAAAAIEVLJSOp9DHsWPHXC0ZtgkTJmRG3QAAAAD4c7B46623ZNCgQVK7dm0pUaKEGXMBAAAAIHBlKFiMHz9eJk2aJO3bt8/8GgEAAAAIjPtYxMfHS8OGDTO/NgAAAAACJ1g8++yzMmXKlMyvDQAAAIDA6QoVFxcnn3zyiSxevFhq1Khh7mHhbvjw4ZlVPwAAAAD+Giw2btwoNWvWNH9v3rzZYxsDuQEAAIDAk6FgsXTp0syvCQAAAIDAGmMBAAAAAI5bLBo3bnzVLk9LlizJyG4BAAAABFKwsMdX2C5fvix//PGHGW8RHR2dWXUDAAAA4M/B4sMPP/S6fuDAgXL+/HmndQIAAAAQyGMsnnzySZkwYUJm7hIAAABAoAWLFStWSO7cuTNzlwAAAAD8tSvUww8/7LFsWZYcPnxY1qxZI/369cusugEAAADw52ARHh7usRwcHCyVKlWSQYMGSbNmzTKrbgAAAAD8OVhMnDgx82sCAAAAILCChW3t2rWybds28/eNN94oN998c2bVCwAAAIC/B4tjx47J448/Lj/99JMULFjQrIuNjTU3zvvmm2+kaNGimV1PAAAAAP42K9SLL74o586dky1btsipU6fMQ2+Od/bsWXnppZcyVJH33nvP3M27e/furnVxcXHStWtXKVKkiOTPn19at24tR48e9Xjdvn375L777pO8efNKsWLFpFevXpKQkOBRRgPQLbfcIrly5ZIKFSrIpEmTkh1/7NixUrZsWTOrVb169WTVqlUe29NSFwAAACBQZShYzJ8/Xz766COpUqWKa13VqlXNxfm8efPSvb/Vq1fLxx9/LDVq1PBY36NHD5k1a5ZMnz5dli1bJocOHfKYkerKlSsmVMTHx8vy5ctl8uTJJjT079/fVWbPnj2mjLam6N3BNbg8++yzsmDBAleZqVOnSs+ePWXAgAGybt06uemmm6R58+amZSatdQEAAAACWYaCRWJiouTMmTPZel2n29JD79Tdrl07+fTTT6VQoUKu9WfOnJHPP/9chg8fLnfddZfUqlXLDBrXALFy5UpTZuHChbJ161b58ssvpWbNmnLPPffI22+/bQKOhg01fvx4KVeunAwbNswEoW7duskjjzzicfdwPUanTp3k6aefNgFJX6MtIPbN/tJSFwAAACCQZShY6MX1yy+/bH61tx08eND8qt+kSZN07Uu7F2mLQtOmTZMNDL98+bLH+sqVK0uZMmXMjfiUPlevXl2KFy/uKqMtDdolS7tp2WWS7lvL2PvQAKLHci+j0+fqsl0mLXXx5tKlS6Yu7g8AAADAH2UoWIwZM8ZcJOuYhPLly5uHtgroutGjR6d5PzrQW7seDR48ONm2I0eOSGhoqGtwuE1DhG6zy7iHCnu7ve1qZbSu//zzj5w4ccJ0qfJWxn0fqdXFG31fes8P+1G6dOk0nRcAAAAgIGaF0gtkDQSLFy+W7du3m3XazShpy8DV7N+/37R6LFq0yAyY9kd9+/Y1YzdsGmYIFwAAAJBAb7FYsmSJGYOgF8g6g9Pdd99tZojSR506dcy9LH755Zc07Uu7F+ngaJ2tKUeOHOahg6JHjRpl/tbWAO2mpNPYutOZmCIjI83f+px0ZiZ7ObUyYWFhkidPHomIiJCQkBCvZdz3kVpdvNFZqPQ47g8AAABAAj1YjBgxwgxy9naBrF19OnfubAY4p4WOxdi0aZOZqcl+1K5d2wzktv/WweAxMTGu1+zYscNML9ugQQOzrM+6D/fZm7QFROunAcgu474Pu4y9D+3ipIOx3cvoAHRdtsvo9tTqAgAAAASydHWF2rBhg7z//vspbm/WrJkMHTo0TfsqUKCAVKtWzWNdvnz5zH0i7PUdO3Y0XYkKFy5swoK2jOiFfP369V3H0wDRvn17GTJkiBnv8Oabb5oB4dpaoJ5//nkzJqR3797yzDPPmFaXadOmyZw5c1zH1WNER0ebMFO3bl0ToC5cuGBmibJDU2p1AQAAAAJZuoKFdv3xNs2sa2c5csjx48cls+iUsDpDk96MTmdY0tmc9P4ZNu3CNHv2bOnSpYu5yNdgogFh0KBBrjI6qFxDhM5YNXLkSClVqpR89tlnZl+2Nm3amHrr/S80nOjUtXqvDvcB3anVBQAAAAhkQZZlWWktrLM/6f0gWrVq5XX7999/L6+++qrs3r07M+voN3RsirZ+6H0xGG8BANeOTjTS8uHHpG7b16RQiSiPbacP/y2rvn5fZn0/zUwlDgDI2PVrusZY3HvvvdKvXz+Ji4tLtk2nbtU7V99///3p2SUAAACAQOsKpeMXtFXi3//+t7mDdaVKlVy/BOndrvV+EG+88UZW1RUAAACAPwQLHXOwfPlyM6ZB79Fg96LSqWd1zIGGi6Q3mgMAAADg/9J9g7yoqCiZO3eunD59Wnbt2mXCRcWKFaVQoUJZU0MAAAAA/nnnbaVBQm+KBwDA9URn90t6Q1OdVES76wIArsNgAQDA9Rgq7nvgITl7/oLH+vhLcXLyVKwkJCT4rG4A4O8IFgAAv6EtFRoqKt/dQcIiSrjWH9q5QY7PmkCrBQBkIYIFAMDvaKhwv1/FmeOHfFofAAgE6bqPBQAAAAB4Q7AAAAAA4BjBAgAAAIBjBAsAAAAAjhEsAAAAADhGsAAAAABAsAAAAADge7RYAAAAAHCMYAEAAADAMYIFAAAAAMcIFgAAAAAcI1gAAAAAcIxgAQAAAMAxggUAAAAAxwgWAAAAABwjWAAAAABwjGABAAAAwDGCBQAAAADHCBYAAAAAHCNYAAAAAHCMYAEAAADAMYIFAAAAAMcIFgAAAAAcI1gAAAAAcIxgAQAAAMCxHM53AQBA9paQcFl2796dbH3BggUlMjLSJ3UCgOyGYAEACGj/nIuVo0eOyAsvvyI5c+b02BaWP5/MmTmDcAEAaUCwAAAEtPi4iyLBIVKpaXuJKBnlWn/2xGHZvui/EhsbS7AAgDQgWAAAICIFikRKoRL/CxYAgPRh8DYAAAAAxwgWAAAAABwjWAAAAABwjGABAAAAwDGCBQAAAADHCBYAAAAAHCNYAAAAAMjewWLw4MFSp04dKVCggBQrVkxatWolO3bs8CgTFxcnXbt2lSJFikj+/PmldevWcvToUY8y+/btk/vuu0/y5s1r9tOrVy9JSEjwKPPTTz/JLbfcIrly5ZIKFSrIpEmTktVn7NixUrZsWcmdO7fUq1dPVq1ale66AAAAAIHIp8Fi2bJl5kJ95cqVsmjRIrl8+bI0a9ZMLly44CrTo0cPmTVrlkyfPt2UP3TokDz88MOu7VeuXDGhIj4+XpYvXy6TJ082oaF///6uMnv27DFlGjduLH/88Yd0795dnn32WVmwYIGrzNSpU6Vnz54yYMAAWbdundx0003SvHlzOXbsWJrrAgAAAAQqn955e/78+R7LGgi0xWHt2rXSqFEjOXPmjHz++ecyZcoUueuuu0yZiRMnSpUqVUwYqV+/vixcuFC2bt0qixcvluLFi0vNmjXl7bffltdee00GDhwooaGhMn78eClXrpwMGzbM7ENf/+uvv8qHH35owoMaPny4dOrUSZ5++mmzrK+ZM2eOTJgwQfr06ZOmugAAAACB6roaY6EX76pw4cLmWQOGtmI0bdrUVaZy5cpSpkwZWbFihVnW5+rVq5tQYdOwcPbsWdmyZYurjPs+7DL2PrS1Q4/lXiY4ONgs22XSUhcAAAAgUPm0xcJdYmKi6aJ06623SrVq1cy6I0eOmBaHggULepTVEKHb7DLuocLebm+7WhkNH//884+cPn3adKnyVmb79u1prktSly5dMg+bHg8AAADwR9dNi4WOtdi8ebN888034i90cHp4eLjrUbp0aV9XCQAAAPDfYNGtWzeZPXu2LF26VEqVKuVaHxkZabopxcbGepTXmZh0m10m6cxM9nJqZcLCwiRPnjwSEREhISEhXsu47yO1uiTVt29f073Lfuzfvz/d5wYAAADIDnwaLCzLMqFixowZsmTJEjPA2l2tWrUkZ86cEhMT41qn09Hq9LINGjQwy/q8adMmj9mbdIYpDQ1Vq1Z1lXHfh13G3od2cdJjuZfRrlm6bJdJS12S0qlttR7uDwAAAMAf5fB19yedZenHH38097KwxypotyFtSdDnjh07mmlgdUC3Xpi/+OKL5kLenoVJp6fVANG+fXsZMmSI2cebb75p9q0X9ur555+XMWPGSO/eveWZZ54xIWbatGlm1iebHiM6Olpq164tdevWlREjRphpb+1ZotJSFwAAACBQ+TRYjBs3zjzfeeedHut1GtennnrK/K1TwuoMTXozOh0IrbM5ffTRR66y2oVJu1F16dLFXOTny5fPBIRBgwa5ymhLiIYIvQ/FyJEjTXerzz77zDXVrGrTpo0cP37c3P9Cw4lOW6vT4boP6E6tLgAAAECgyuHrrlCp0btg6x2x9ZGSqKgomTt37lX3o+Fl/fr1Vy2j3bL04aQuAAAAQCC6LgZvAwAAAMjeCBYAAAAAHCNYAAAAAHCMYAEAAADAMYIFAAAAAMcIFgAAAAAcI1gAAAAAcIxgAQAAAMAxggUAAAAAxwgWAAAAABwjWAAAAABwjGABAAAAwDGCBQAAAADHCBYAAAAAHCNYAAAAAHCMYAEAAADAMYIFAAAAAMcIFgAAAAAcI1gAAAAAcIxgAQAAAMAxggUAAAAAxwgWAAAAABwjWAAAAABwjGABAAAAwDGCBQAAAADHCBYAAAAAHCNYAAAAAHCMYAEAAADAMYIFAAAAAMcIFgAAAAAcI1gAAAAAcIxgAQAAAMAxggUAAAAAxwgWAAAAABwjWAAAAABwjGABAAAAwLEczncBAMC1d+TIEYmNjfVYt3v3brly5QofBwD4AMECAJAtQ8V9DzwkZ89f8FgffylOTp6KlYSEhEw5TkLCZRNWkipYsKBERkZmyjEAwF8QLAAA2Y62VGioqHx3BwmLKOFaf2jnBjk+a0KmtFr8cy5Wjh45Ii+8/IrkzJnTY1tY/nwyZ+YMwgUAuCFYAACyLQ0VhUpEuZbPHD+UafuOj7soEhwilZq2l4iS/zvG2ROHZfui/5pwQ6sFAPwPwQIAgKsoUCTSI7wAALxjVigAAAAAjhEsAAAAADhGsAAAAADgGMEincaOHStly5aV3LlzS7169WTVqlXOPwUAAAAgmyNYpMPUqVOlZ8+eMmDAAFm3bp3cdNNN0rx5czl27FjWfUIAAABANsCsUOkwfPhw6dSpkzz99NNmefz48TJnzhyZMGGC9OnTJ6s+IwAIaNfjHbZTunGe4uZ5AAIVwSKN4uPjZe3atdK3b1/XuuDgYGnatKmsWLEiqz4fAAjY8KCOHz8u3V7uIRfj4rP0DtuZdeM8lSdXThk7aoQULVrUYz2BA4C/I1ik0YkTJ8yvY8WLF/dYr8vbt2/3+ppLly6Zh+3MmTPm+ezZsxn/xIAAcPLkSfNIKigoSCzL8vqalLZl1vrsdozsVF/997VXn9fl4j//+/fSFh8fJ6dOn5EaTR+V/IX+d6F+av9fcmzFPDlx4C+xEv4XOs4cPSCWlSinD++VYOtKqusz8prjf+8UKyhIile/Q8KKFEu2r01Lv5d2T3WUnDk8Q0eeXKEydMhgiYiIcHQOM/IavovX3zkpUqSIeQDXO/u6NaXvsrsgKy2lIIcOHZJ//etfsnz5cmnQoIHrjPTu3VuWLVsmv//+e7KzNHDgQHnrrbc4ewAAAMjW9u/fL6VKlbpqGVos0kh/YQoJCZGjR496rNflyMhIr6/RblM62NuWmJgop06dMr9Q6K8YSF9aLl26tPlSh4WFceqyGOf72uJ8c779Fd9tzrc/C5Tvt2VZcu7cOSlZsmSqZQkWaRQaGiq1atWSmJgYadWqlSso6HK3bt28viZXrlzmkbSPLTJO/8P15/94rzecb863P+P7zbn2V3y3Od+ZLTw8PE3lCBbpoK0P0dHRUrt2balbt66MGDFCLly44JolCgAAAAhUBIt0aNOmjZmhpH///mYGk5o1a8r8+fOTDegGAAAAAg3BIp2021NKXZ+QdbRLmd6YMGnXMnC+/QHfb863v+K7zfn2Z3y/k2NWKAAAAACOBTvfBQAAAIBAR7AAAAAA4BjBAgAAAIBjBAtkSw888ICUKVNGcufOLSVKlJD27dubu6Mjc+3du1c6duwo5cqVkzx58kj58uXNIPr4+HhOdRZ59913pWHDhpI3b17ue5MFxo4dK2XLljX/dtSrV09WrVqVFYeBiPz888/SsmVLc1MtvSnsDz/8wHnJIoMHD5Y6depIgQIFpFixYuZ+Wzt27OB8Z5Fx48ZJjRo1XPcLadCggcybN4/zTbBAdtW4cWOZNm2a+Yfzu+++k7/++kseeeQRX1fL72zfvt3cCPLjjz+WLVu2yIcffijjx4+X119/3ddV81sa2h599FHp0qWLr6vid6ZOnWruR6TheN26dXLTTTdJ8+bN5dixY76uml/S+zzpOdYwh6y1bNky6dq1q6xcuVIWLVokly9flmbNmpnPAJmvVKlS8t5778natWtlzZo1ctddd8mDDz5o/n8y0DErFPzCzJkzzS80ly5dkpw5c/q6On7tgw8+ML/W7N6929dV8WuTJk2S7t27S2xsrK+r4je0hUJ/1R0zZoxZ1tBcunRpefHFF6VPnz6+rp5f0xaLGTNmmH+nkfX0nlvacqGBo1GjRpzya6Bw4cLm/x+1lT+Q0RUK2d6pU6fkq6++Mt1HCBVZ78yZM+YfUCC7tQTpr4tNmzZ1rQsODjbLK1as8GndgKz4d1rxb3XWu3LlinzzzTemdahBgwYS6AgWyLZee+01yZcvnxQpUkT27dsnP/74o6+r5Pd27dolo0ePls6dO/u6KkC6nDhxwlwAFC9e3GO9Lh85coSzCb+hLXHa2nnrrbdKtWrVfF0dv7Vp0ybJnz+/uUne888/b1rkqlatKoGOYIHrhnZF0Obyqz20z7+tV69esn79elm4cKGEhIRIhw4dxLIsn74Hfz3X6uDBg9KiRQvT/79Tp04+q3ugnG8AyAgda7F582bzKzqyTqVKleSPP/6Q33//3YyJi46Olq1btwb8KWeMBa6rPqEnT568apkbbrhBQkNDk60/cOCA6Su9fPlymiKz4FzrjFt33nmn1K9f3/T91y4kyNrvNmMsMr8rlM609e2333r089eLAR3HQotn1mKMxbXRrVs3813WGbl0Nj9cO9qtsnz58mayk0CWw9cVAGxFixY1j4w2/SodvI3MPdfaUqGzcNWqVUsmTpxIqLjG321kDg1t+h2OiYlxBQv9d0OX9WIMyM60tV4nIdDuOD/99BOhwgf035NLXIMQLJD9aLPj6tWr5bbbbpNChQqZqWb79etnfilg4FTm0lChLRVRUVEydOhQ88u7LTIyMpOPBqXjhXRCAn3WMQHa1K4qVKhg+vMi43SqWW2hqF27ttStW1dGjBhhBlw+/fTTnNYscP78eTMuy7Znzx7zfdYBxXofImRu96cpU6aY1gq9l4U9big8PNzcgwiZq2/fvnLPPfeY7/G5c+fMuddAt2DBAk61BWQzGzdutBo3bmwVLlzYypUrl1W2bFnr+eeftw4cOODrqvmdiRMn6qAVrw9kjejoaK/ne+nSpZzyTDB69GirTJkyVmhoqFW3bl1r5cqVnNcsot9Zb99l/Y4jc6X077T+G47M98wzz1hRUVHm35GiRYtaTZo0sRYuXMiptiyLMRYAAAAAHGMEJgAAAADHCBYAAAAAHCNYAAAAACBYAAAAAPA9WiwAAAAAOEawAAAAAOAYwQIAAACAYwQLAAAAAI4RLAAAmaps2bIyYsSI63Z/7vsNCgoyj9jYWLmW7OMWLFjwmh4XALISwQIAYLRs2VJatGjh9Wz88ssv5kJ448aN1/xsrV69Wp577jnXstbjhx9+yJR9Dxo0SA4fPizh4eGZsr/GjRvLZ599lmo5PWZWhCUA8CWCBQDA6NixoyxatEgOHDiQ7IxMnDhRateuLTVq1LjmZ6to0aKSN2/eLNl3gQIFJDIy0oQVp06dOiW//fabCWip0WNmVpgBgOsFwQIAYNx///3mIn7SpEkeZ+T8+fMyffp0EzzUr7/+KrfffrvkyZNHSpcuLS+99JJcuHAhxbO4b98+efDBByV//vwSFhYmjz32mBw9etSjzKxZs6ROnTqSO3duiYiIkIceeshrVyj9W+l2DQO6vHfvXgkODpY1a9Z47FNfExUVJYmJiWn+hPW9a/ek2bNnS6VKlUygeeSRR+TixYsyefJkc7xChQqZ93zlyhWP186ZM0duueUWKV68uJw+fVratWtnzqeep4oVK5pwBgD+jGABADBy5MghHTp0MBfXlmW5zoqGCr2Ibtu2rfz111+mu1Tr1q1Nt6ipU6eaoNGtWzevZ1Ev6jVU6K/5y5YtMy0iu3fvljZt2nhckGtQuPfee2X9+vUSExMjdevWTbFblNKLdO1OpMt6sd+0adNkF+66/NRTT5nQkR4aIkaNGiXffPONzJ8/X3766SdTv7lz55rHF198IR9//LF8++23Hq+bOXOmea+qX79+snXrVpk3b55s27ZNxo0bZwITAPg1CwCA/2/btm2aKKylS5e6zsntt99uPfnkk+bvjh07Ws8995zH+frll1+s4OBg659//jHLUVFR1ocffmj+XrhwoRUSEmLt27fPVX7Lli3mGKtWrTLLDRo0sNq1a5fiZ+C+P6WvnTFjhkeZqVOnWoUKFbLi4uLM8tq1a62goCBrz549ad6vmjhxotn/rl27XOs6d+5s5c2b1zp37pxrXfPmzc16mx43f/781ubNm81yy5Ytraeffvqq3ys9Vnh4+FXLAEB2QosFAMClcuXK0rBhQ5kwYYJZ3rVrlxm4bXeD2rBhg2nR0G5N9qN58+amZWLPnj3JzqT+Wq/dpfRhq1q1qulupNvUH3/8IU2aNHH0KbRq1UpCQkJkxowZZlnrqAOp7a5T6aHdn8qXL+9a1q5Nuh99r+7rjh075lpesmSJFCtWTG688Uaz3KVLF9PiUbNmTendu7csX77c0fsDgOyAYAEA8KAh4rvvvpNz586Z7kR6kX3HHXe4xlt07tzZhAH7oWHjzz//9LgYTw8dg+BUaGio6cal9Y2Pj5cpU6bIM888k6F95cyZ02NZx3J4W+c+dkO7QT3wwAOu5XvuuUf+/vtv6dGjhxw6dMgEp1dffTVD9QGA7IJgAQDwoIOrdVyCXpz/97//NRfo9qxJOjhZxw5UqFAh2UMv7pOqUqWK7N+/3zxs+nq9b4S2XCidaUrHVaSVXuQnHTitnn32WVm8eLF89NFHkpCQIA8//PA1+WS1d5YOPrfHV9h04HZ0dLR8+eWXZiD5J598ck3qAwC+QrAAAHjQLj86uLpv375mgLQOgLa99tprpluPDtbW1gptqfjxxx9THLytg6qrV69uZkhat26drFq1yrQsaAuITl+rBgwYIF9//bV51u5RmzZtkvfffz/FT0W7JWkQOXLkiJl9yT3E1K9f39RRB5pnRktIWqxdu9YM+L7ttttc6/r372/Oi3Yl27Jli5llSusHAP6MYAEA8NodSi/adfxEyZIlXeu1dUFnd9q5c6eZcvbmm282F9HuZdxpS4deYOsUrY0aNTJB44YbbjCzSdnuvPNOM/OUdifSMQl33XWXCSApGTZsmJldSsdt6PGT1lu7QmW0G1RG6PvTGa10Vi2btt5oMNPzpe9bx3/omAsA8GdBOoLb15UAACAzvP322yakpOUO4dry0b17d/NwQsPDm2++abqQpYcOMNdja7cwAPAHtFgAALI9HVS+efNmGTNmjLz44otpfp12m9KuX2fOnMnQcbV1RO/poYO100OP+fzzz2fomABwvaLFAgCQ7ek4EB2nodPO6qBz7XqUGp216fLly+Zv7Z6V3hvpOaFjL5TWs1y5ctfsuACQlQgWAAAAAByjKxQAAAAAxwgWAAAAABwjWAAAAABwjGABAAAAwDGCBQAAAADHCBYAAAAAHCNYAAAAAHCMYAEAAADAMYIFAAAAAHHq/wB53kBNiKGy9AAAAABJRU5ErkJggg==", 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    " ] @@ -1031,24 +1034,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { + "image/png": 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"text/plain": [ - "" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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    " ] }, "metadata": {}, @@ -1056,12 +1049,19 @@ } ], "source": [ - "ds[\"vel\"][1].plot()" + "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", + "\n", + "for i, ax in enumerate(axes):\n", + " ds[\"vel\"][i].plot(ax=ax)\n", + " ax.set_title(ds[\"vel\"].coords[\"dir\"].values[i])\n", + " ax.tick_params(axis=\"x\", labelrotation=45)\n", + "\n", + "plt.tight_layout()" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -1079,7 +1079,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -1538,114 +1538,1023 @@ " padding-right: 10px;\n", "}\n", "\n", - ".xr-attrs dd {\n", - " grid-column: 2;\n", - " white-space: pre-wrap;\n", - " word-break: break-all;\n", - "}\n", + ".xr-attrs dd {\n", + " grid-column: 2;\n", + " white-space: pre-wrap;\n", + " word-break: break-all;\n", + "}\n", + "\n", + ".xr-icon-database,\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", + " display: inline-block;\n", + " vertical-align: middle;\n", + " width: 1em;\n", + " height: 1.5em !important;\n", + " stroke-width: 0;\n", + " stroke: currentColor;\n", + " fill: currentColor;\n", + "}\n", + "\n", + ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n", + ".xr-var-data-in:checked + label > .xr-icon-database,\n", + ".xr-index-data-in:checked + label > .xr-icon-database {\n", + " color: var(--xr-font-color0);\n", + " filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n", + " stroke-width: 0.8px;\n", + "}\n", + "
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    +              "array([ 1.2,  1.7,  2.2,  2.7,  3.2,  3.7,  4.2,  4.7,  5.2,  5.7,  6.2,  6.7,\n",
    +              "        7.2,  7.7,  8.2,  8.7,  9.2,  9.7, 10.2, 10.7, 11.2, 11.7, 12.2, 12.7,\n",
    +              "       13.2, 13.7, 14.2, 14.7])\n",
    +              "Coordinates:\n",
    +              "  * range    (range) float64 224B 1.2 1.7 2.2 2.7 3.2 ... 13.2 13.7 14.2 14.7\n",
    +              "Attributes:\n",
    +              "    coverage_content_type:  coordinate\n",
    +              "    units:                  m\n",
    +              "    long_name:              Profile Range\n",
    +              "    description:            Distance to the center of each depth bin
    " + ], + "text/plain": [ + " Size: 224B\n", + "array([ 1.2, 1.7, 2.2, 2.7, 3.2, 3.7, 4.2, 4.7, 5.2, 5.7, 6.2, 6.7,\n", + " 7.2, 7.7, 8.2, 8.7, 9.2, 9.7, 10.2, 10.7, 11.2, 11.7, 12.2, 12.7,\n", + " 13.2, 13.7, 14.2, 14.7])\n", + "Coordinates:\n", + " * range (range) float64 224B 1.2 1.7 2.2 2.7 3.2 ... 13.2 13.7 14.2 14.7\n", + "Attributes:\n", + " coverage_content_type: coordinate\n", + " units: m\n", + " long_name: Profile Range\n", + " description: Distance to the center of each depth bin" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds.range" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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    " + ], + "text/plain": [ + " Statistic Value\n", + "0 min 1.2\n", + "1 max 14.7\n", + "2 mean spacing 0.5\n", + "3 max spacing 0.5\n", + "4 min spacing 0.5" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "\n", + "range_da = ds[\"range\"]\n", + "spacing = range_da.diff(\"range\")\n", + "\n", + "range_stats = pd.DataFrame(\n", + " {\n", + " \"Statistic\": [\"min\", \"max\", \"mean spacing\", \"max spacing\", \"min spacing\"],\n", + " \"Value\": [\n", + " float(range_da.min().values),\n", + " float(range_da.max().values),\n", + " float(spacing.mean().values),\n", + " float(spacing.max().values),\n", + " float(spacing.min().values),\n", + " ],\n", + " }\n", + ")\n", + "\n", + "range_stats" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.2. Discard Data Above Surface Level and Surface Interference\n", + "\n", + "To reduce computational load, we can exclude all data at or above the water surface level, including that affected by surface interference. Since the instrument was oriented upwards, we can utilize the pressure sensor data along with the function `water_depth_from_pressure` to find the water depth. However, this approach necessitates that the pressure sensor was calibrated or 'zeroed' prior to deployment. If the instrument is facing downwards or doesn't include pressure data, the function `water_depth_from_amplitude` can be used to detect the seabed or water surface.\n", + "\n", + "It's important to note that Acoustic Doppler Current Profilers (ADCPs) do not measure water salinity, so you'll need to supply this information to the function. If `water_depth_from_pressure` is called after `set_range_offset`, \"depth\" represents the distance from the water surface to the seafloor. Otherwise, it indicates the distance to the ADCP pressure sensor.\n", + "\n", + "After determining the \"depth\", you can use the `remove_surface_interference` function to discard data in depth bins at or above the actual water surface. Be aware that this function will generate a new dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "api.clean.water_depth_from_pressure(ds, salinity=31)\n", + "ds = api.clean.remove_surface_interference(ds)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    +              "Dimensions:              (time: 55000, time_b5: 55000, range: 28, range_b5: 28,\n",
    +              "                          beam: 4, dir: 4, dirIMU: 3, earth: 3, inst: 3, q: 4,\n",
    +              "                          x1: 4, x2: 4)\n",
    +              "Coordinates:\n",
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    +              "  * dir                  (dir) <U2 32B 'E' 'N' 'U1' 'U2'\n",
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    +              "  * q                    (q) <U1 16B 'w' 'x' 'y' 'z'\n",
    +              "  * x1                   (x1) int32 16B 1 2 3 4\n",
    +              "  * x2                   (x2) int32 16B 1 2 3 4\n",
    +              "Data variables: (12/40)\n",
    +              "    c_sound              (time) float32 220kB 1.502e+03 1.502e+03 ... 1.498e+03\n",
    +              "    temp                 (time) float32 220kB 14.55 14.55 14.55 ... 13.47 13.47\n",
    +              "    pressure             (time) float32 220kB 9.713 9.718 9.718 ... 9.594 9.596\n",
    +              "    mag                  (dirIMU, time) float32 660kB 72.5 72.7 ... -195.7\n",
    +              "    accel                (dirIMU, time) float32 660kB -0.00479 ... 9.729\n",
    +              "    batt                 (time) float32 220kB 16.6 16.6 16.6 ... 16.4 16.4 15.2\n",
    +              "    ...                   ...\n",
    +              "    heading              (time) float32 220kB -12.52 -12.51 ... -12.52 -12.5\n",
    +              "    pitch                (time) float32 220kB -0.065 -0.06 -0.06 ... -0.05 -0.05\n",
    +              "    roll                 (time) float32 220kB -7.425 -7.42 -7.42 ... -6.45 -6.45\n",
    +              "    beam2inst_orientmat  (x1, x2) float32 64B 1.183 0.0 -1.183 ... 0.0 0.5518\n",
    +              "    water_density        (time) float32 220kB 1.023e+03 1.023e+03 ... 1.023e+03\n",
    +              "    depth                (time) float32 220kB 10.28 10.28 10.28 ... 10.16 10.16\n",
    +              "Attributes: (12/35)\n",
    +              "    filehead_config:       {"CLOCKSTR": {"TIME": "\\"2020-08-13 13:56:21\\""}, ...\n",
    +              "    inst_model:            Signature1000\n",
    +              "    inst_make:             Nortek\n",
    +              "    inst_type:             ADCP\n",
    +              "    burst_config:          {"press_valid": true, "temp_valid": true, "compass...\n",
    +              "    n_cells:               28\n",
    +              "    ...                    ...\n",
    +              "    rotate_vars:           ['vel', 'accel', 'accel_b5', 'angrt', 'angrt_b5', ...\n",
    +              "    coord_sys:             earth\n",
    +              "    fs:                    1\n",
    +              "    has_imu:               1\n",
    +              "    beam_angle:            25\n",
    +              "    range_offset:          0.6
  • filehead_config :
    {"CLOCKSTR": {"TIME": "\\"2020-08-13 13:56:21\\""}, "ID": "STR=\\"Signature1000\\",SN=101663", "HW": {"FW": 2212, "FPGA": 169, "DIGITAL": "\\"I-3\\"", "INTERFACE": "\\"H-2\\"", "ANALOG": "\\"G-1\\"", "SENSOR": "\\"D-1(AHRS)\\"", "BOOT": 21, "FWMINOR": 11}, "BOARDSENSGET": "AV=23,NB=5,HF=1000,TTR=2.0000,TTRB5=2.0000", "PWR": {"PLAN": 1940.43, "BURST": 1937.69, "AVG": 0.0, "PLAN1": 0.0, "BURST1": 0.0, "AVG1": 0.0, "TOTAL": 1940.43}, "MEM": {"PLAN": 2.733, "BURST": 2.733, "AVG": 0.0, "PLAN1": 0.0, "BURST1": 0.0, "AVG1": 0.0, "TOTAL": 2.733}, "PRECISION": {"AVGHORZ": -9.99, "BURSTHORZ": 2.6, "BEAM5": 1.62, "AVGBEAM": -9.99, "BURSTBEAM": 1.55}, "PLAN": {"MIAVG": 600, "AVG": 0, "DIAVG": 0, "VD": 0, "MV": 10, "SA": 32.0, "BURST": 1, "MIBURST": 1, "DIBURST": 0, "SV": 0.0, "FN": "\\"S101663A007_sea_spider.ad2cp\\"", "SO": 0, "FREQ": 1000, "NSTT": 0}, "BURST": {"NC": 28, "NB": 5, "CS": 0.5, "BD": 0.1, "CY": "\\"ENU\\"", "PL": 0.0, "SR": 1, "NS": 1, "VR": 2.5, "VP": 0.0, "DF": 3, "NPING": 8, "CH": 0, "ALTI": 0, "VR5": 2.5, "BT": 0, "DISV": 0, "ECHO": 0, "RAWALTI": 60, "ALTISTART": 0.1, "ALTIEND": 30.0, "HR": 0, "HR5": 0}, "XFBURST": {"ROWS": 4, "COLS": 4, "M11": 1.1831, "M12": 0.0, "M13": -1.1831, "M14": 0.0, "M21": 0.0, "M22": -1.1831, "M23": 0.0, "M24": 1.1831, "M31": 0.5518, "M32": 0.0, "M33": 0.5518, "M34": 0.0, "M41": 0.0, "M42": 0.5518, "M43": 0.0, "M44": 0.5518}, "USER": {"POFF": 10.2, "DECL": 0.0, "HX": -48, "HY": 48, "HZ": 0}, "INST": {"BR": 9600, "RS": 232, "LED": "\\"OFF\\"", "ORIENT": "\\"AHRS3D\\"", "CMTOUT": 300, "DMTOUT": 60, "CFMTOUT": 60}, "COMPASSCAL": {"DX": 155, "DY": 778, "DZ": -486, "M11": 31481, "M12": 1726, "M13": -1109, "M21": -1955, "M22": 32767, "M23": 379, "M31": 750, "M32": -1851, "M33": 31699}, "READAHRS": "STR=\\"OSv6_a2_V5101_0.6 Oct 3 2019, SerialNumber=60004222,type=OS3DM\\"", "RECSTAT": "SS=512,CS=32768,FC=127813877760,TC=127848677376,VS=127848677376", "BEAMCFGLIST": ["BEAM=1,THETA=25.00,PHI=0.00,FREQ=1000,BW=25,BRD=1,HWBEAM=1,ZNOM=60.00,DIA=0.0", "BEAM=2,THETA=25.00,PHI=-90.00,FREQ=1000,BW=25,BRD=1,HWBEAM=2,ZNOM=60.00,DIA=0.0", "BEAM=3,THETA=25.00,PHI=180.00,FREQ=1000,BW=25,BRD=1,HWBEAM=3,ZNOM=60.00,DIA=0.0", "BEAM=4,THETA=25.00,PHI=90.00,FREQ=1000,BW=25,BRD=1,HWBEAM=4,ZNOM=60.00,DIA=0.0", "BEAM=5,THETA=0.00,PHI=0.00,FREQ=1000,BW=25,BRD=1,HWBEAM=5,ZNOM=60.00,DIA=0.0"], "BEAMIMPLIST": ["BEAM=1,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=2,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=3,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=4,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=5,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00"], "LISTLICENSE": ["KEY=\\"C390Y1LU32C1B\\",DESC=\\"Averaging Mode\\",TYPE=1", "KEY=\\"6F2UB3HTH2C1B\\",DESC=\\"Burst Five Beams\\",TYPE=17", "KEY=\\"R0X9JSZPH2C1B\\",DESC=\\"128GB Recorder\\",TYPE=14"], "CALCOMPGET": "DX=155,DY=778,DZ=-486,M11=31481,M12=1726,M13=-1109,M21=-1955,M22=32767,M23=379,M31=750,M32=-1851,M33=31699", "CALTEMPGET": "SC=0.99906", "CALTILTGET": "PO=0.00,RO=0.00,MAGG=1,HO=0.00", "CALACCLGET": ["AX=1.000000E+00,B0X=1.791816E-02,B1X=-1.795970E-02,B2X=6.661898E-04,B3X=0.000000E+00,A1X=1.146936E-05,A2X=7.326843E-06,A3X=0.000000E+00", "AY=1.000000E+00,B0Y=9.597497E-03,B1Y=-8.430577E-03,B2Y=9.310668E-04,B3Y=0.000000E+00,A1Y=7.215003E-05,A2Y=1.361528E-06,A3Y=0.000000E+00", "AZ=1.000000E+00,B0Z=1.290458E-02,B1Z=2.959575E-02,B2Z=2.331257E-03,B3Z=0.000000E+00,A1Z=1.164268E-04,A2Z=-2.166612E-06,A3Z=0.000000E+00"], "CALGYROGET": ["AX=1.094973E+00,B0X=-2.672331E+00,B1X=-1.493178E-03,B2X=9.496510E-05,B3X=0.000000E+00,A1X=2.702698E-04,A2X=8.100271E-05,A3X=0.000000E+00", "AY=1.080807E+00,B0Y=3.432283E-01,B1Y=7.219538E-04,B2Y=1.416728E-04,B3Y=0.000000E+00,A1Y=9.466633E-04,A2Y=-4.216283E-05,A3Y=0.000000E+00", "AZ=1.085556E+00,B0Z=-9.442614E-01,B1Z=6.433576E-04,B2Z=-1.306087E-05,B3Z=0.000000E+00,A1Z=1.430541E-03,A2Z=-7.494539E-05,A3Z=0.000000E+00"], "CALPRESSGET": "MT=1,RREF=4.5264760000e+02,RB0=7.7074756250e-01,RB1=-7.5541806250e-02,RB2=4.9886362500e-04,RB3=-1.4193179690e-07,T0=-2.4234620000e+03,T1=1.8815180000e+00,T2=-5.0111803130e-04,T3=4.7281500000e-08,ID=\\"K244314\\"", "CALPRESSCOEFFGET": ["A0=6.3850020000e+00,A1=-5.6274000000e-03,A2=1.6346411250e-06,A3=-1.6029240630e-10,B0=-2.6056009380e-01,B1=3.1699690630e-04,B2=-9.0774206250e-08,B3=8.5142393750e-12", "C0=-1.2762860000e-03,C1=1.1561740000e-06,C2=-3.5109818750e-10,C3=3.5575718750e-14,D0=3.6002040630e-06,D1=-3.3359181250e-09,D2=1.0241850000e-12,D3=-1.0446648750e-16"], "CALROTACCLGET": "M11=0.99144,M12=0.00991,M13=-0.03081,M21=-0.00921,M22=0.99564,M23=0.01131,M31=0.03451,M32=-0.01242,M33=0.98426", "CALROTGYROGET": "M11=1.00000,M12=0.00803,M13=-0.02685,M21=-0.00933,M22=1.00000,M23=0.01646,M31=0.02587,M32=-0.01599,M33=1.00000", "CALECHOGET": "CHA0=0.00,CHB0=-17.69,CHC0=0.00"}
    inst_model :
    Signature1000
    inst_make :
    Nortek
    inst_type :
    ADCP
    burst_config :
    {"press_valid": true, "temp_valid": true, "compass_valid": true, "tilt_valid": true, "vel": true, "amp": true, "corr": true, "le": false, "altraw": false, "ast": false, "echo": false, "ahrs": true, "p_gd": false, "std": false}
    n_cells :
    28
    n_beams :
    4
    ambig_vel :
    5.066
    SerialNum :
    101663
    nominal_corr :
    67
    cell_size :
    0.5
    blank_dist :
    0.1
    power_level_dB :
    0.0
    burst_config_b5 :
    {"press_valid": true, "temp_valid": true, "compass_valid": true, "tilt_valid": true, "vel": true, "amp": true, "corr": true, "le": false, "altraw": false, "ast": false, "echo": false, "ahrs": true, "p_gd": false, "std": false}
    n_cells_b5 :
    28
    coord_sys_axes_b5 :
    beam
    n_beams_b5 :
    1
    ambig_vel_b5 :
    5.066
    SerialNum_b5 :
    101663
    nominal_corr_b5 :
    65
    cell_size_b5 :
    0.5
    blank_dist_b5 :
    0.1
    power_level_dB_b5 :
    0.0
    wakeup_state :
    clock
    orientation :
    AHRS
    orient_status :
    AHRS-3D
    proc_idle_less_3pct :
    0
    proc_idle_less_6pct :
    0
    proc_idle_less_12pct :
    0
    rotate_vars :
    ['vel', 'accel', 'accel_b5', 'angrt', 'angrt_b5', 'mag', 'mag_b5']
    coord_sys :
    earth
    fs :
    1
    has_imu :
    1
    beam_angle :
    25
    range_offset :
    0.6
  • " ], "text/plain": [ - " Size: 224B\n", - "array([ 1.2, 1.7, 2.2, 2.7, 3.2, 3.7, 4.2, 4.7, 5.2, 5.7, 6.2, 6.7,\n", - " 7.2, 7.7, 8.2, 8.7, 9.2, 9.7, 10.2, 10.7, 11.2, 11.7, 12.2, 12.7,\n", - " 13.2, 13.7, 14.2, 14.7])\n", + " Size: 84MB\n", + "Dimensions: (time: 55000, time_b5: 55000, range: 28, range_b5: 28,\n", + " beam: 4, dir: 4, dirIMU: 3, earth: 3, inst: 3, q: 4,\n", + " x1: 4, x2: 4)\n", "Coordinates:\n", - " * range (range) float64 224B 1.2 1.7 2.2 2.7 3.2 ... 13.2 13.7 14.2 14.7\n", - "Attributes:\n", - " coverage_content_type: coordinate\n", - " units: m\n", - " long_name: Profile Range\n", - " description: Distance to the center of each depth bin" + " * time (time) datetime64[ns] 440kB 2020-08-15T00:20:00.5009...\n", + " * time_b5 (time_b5) datetime64[ns] 440kB 2020-08-15T00:20:00.4...\n", + " * range (range) float64 224B 1.2 1.7 2.2 2.7 ... 13.7 14.2 14.7\n", + " * range_b5 (range_b5) float64 224B 1.2 1.7 2.2 ... 13.7 14.2 14.7\n", + " * beam (beam) int32 16B 1 2 3 4\n", + " * dir (dir) " + "[]" ] }, - "execution_count": 9, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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    " ] }, "metadata": {}, @@ -1653,7 +2562,34 @@ } ], "source": [ - "ds[\"vel\"][1].plot()" + "ds[\"depth\"].plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", + "\n", + "for i, ax in enumerate(axes):\n", + " ds[\"vel\"][i].plot(ax=ax)\n", + " ax.set_title(ds[\"vel\"].coords[\"dir\"].values[i])\n", + " ax.tick_params(axis=\"x\", labelrotation=45)\n", + "\n", + "plt.tight_layout()" ] }, { @@ -1672,24 +2608,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 38, "metadata": {}, "outputs": [ { "data": { + "image/png": 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", "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " + "
    " ] }, "metadata": {}, @@ -1698,7 +2624,13 @@ ], "source": [ "%matplotlib inline\n", - "ds[\"corr\"].sel(beam=1, range=slice(0, 10)).plot()" + "fig, axes = plt.subplots(2, 2, figsize=(12, 8), sharex=True, sharey=True)\n", + "\n", + "for i, ax in enumerate(axes.ravel()):\n", + " ds[\"corr\"].isel(beam=i).sel(range=slice(0, 10)).plot(ax=ax)\n", + " ax.set_title(f\"Beam {int(ds['beam'].isel(beam=i).values)}\")\n", + "\n", + "plt.tight_layout()" ] }, { @@ -1713,7 +2645,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -1722,16 +2654,16 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 12, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, @@ -1768,7 +2700,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1794,7 +2726,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -1818,7 +2750,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 19, "metadata": { "scrolled": true }, @@ -1830,7 +2762,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -2355,7 +3287,7 @@ " range_offset: 0.6\n", " declination: 15.8\n", " declination_in_orientmat: 1\n", - " principal_heading: 11.1898
  • fs :
    1
    n_bin :
    300
    n_fft :
    300
    description :
    Binned averages calculated from ensembles of size "n_bin"
    filehead_config :
    {"CLOCKSTR": {"TIME": "\\"2020-08-13 13:56:21\\""}, "ID": "STR=\\"Signature1000\\",SN=101663", "HW": {"FW": 2212, "FPGA": 169, "DIGITAL": "\\"I-3\\"", "INTERFACE": "\\"H-2\\"", "ANALOG": "\\"G-1\\"", "SENSOR": "\\"D-1(AHRS)\\"", "BOOT": 21, "FWMINOR": 11}, "BOARDSENSGET": "AV=23,NB=5,HF=1000,TTR=2.0000,TTRB5=2.0000", "PWR": {"PLAN": 1940.43, "BURST": 1937.69, "AVG": 0.0, "PLAN1": 0.0, "BURST1": 0.0, "AVG1": 0.0, "TOTAL": 1940.43}, "MEM": {"PLAN": 2.733, "BURST": 2.733, "AVG": 0.0, "PLAN1": 0.0, "BURST1": 0.0, "AVG1": 0.0, "TOTAL": 2.733}, "PRECISION": {"AVGHORZ": -9.99, "BURSTHORZ": 2.6, "BEAM5": 1.62, "AVGBEAM": -9.99, "BURSTBEAM": 1.55}, "PLAN": {"MIAVG": 600, "AVG": 0, "DIAVG": 0, "VD": 0, "MV": 10, "SA": 32.0, "BURST": 1, "MIBURST": 1, "DIBURST": 0, "SV": 0.0, "FN": "\\"S101663A007_sea_spider.ad2cp\\"", "SO": 0, "FREQ": 1000, "NSTT": 0}, "BURST": {"NC": 28, "NB": 5, "CS": 0.5, "BD": 0.1, "CY": "\\"ENU\\"", "PL": 0.0, "SR": 1, "NS": 1, "VR": 2.5, "VP": 0.0, "DF": 3, "NPING": 8, "CH": 0, "ALTI": 0, "VR5": 2.5, "BT": 0, "DISV": 0, "ECHO": 0, "RAWALTI": 60, "ALTISTART": 0.1, "ALTIEND": 30.0, "HR": 0, "HR5": 0}, "XFBURST": {"ROWS": 4, "COLS": 4, "M11": 1.1831, "M12": 0.0, "M13": -1.1831, "M14": 0.0, "M21": 0.0, "M22": -1.1831, "M23": 0.0, "M24": 1.1831, "M31": 0.5518, "M32": 0.0, "M33": 0.5518, "M34": 0.0, "M41": 0.0, "M42": 0.5518, "M43": 0.0, "M44": 0.5518}, "USER": {"POFF": 10.2, "DECL": 0.0, "HX": -48, "HY": 48, "HZ": 0}, "INST": {"BR": 9600, "RS": 232, "LED": "\\"OFF\\"", "ORIENT": "\\"AHRS3D\\"", "CMTOUT": 300, "DMTOUT": 60, "CFMTOUT": 60}, "COMPASSCAL": {"DX": 155, "DY": 778, "DZ": -486, "M11": 31481, "M12": 1726, "M13": -1109, "M21": -1955, "M22": 32767, "M23": 379, "M31": 750, "M32": -1851, "M33": 31699}, "READAHRS": "STR=\\"OSv6_a2_V5101_0.6 Oct 3 2019, SerialNumber=60004222,type=OS3DM\\"", "RECSTAT": "SS=512,CS=32768,FC=127813877760,TC=127848677376,VS=127848677376", "BEAMCFGLIST": ["BEAM=1,THETA=25.00,PHI=0.00,FREQ=1000,BW=25,BRD=1,HWBEAM=1,ZNOM=60.00,DIA=0.0", "BEAM=2,THETA=25.00,PHI=-90.00,FREQ=1000,BW=25,BRD=1,HWBEAM=2,ZNOM=60.00,DIA=0.0", "BEAM=3,THETA=25.00,PHI=180.00,FREQ=1000,BW=25,BRD=1,HWBEAM=3,ZNOM=60.00,DIA=0.0", "BEAM=4,THETA=25.00,PHI=90.00,FREQ=1000,BW=25,BRD=1,HWBEAM=4,ZNOM=60.00,DIA=0.0", "BEAM=5,THETA=0.00,PHI=0.00,FREQ=1000,BW=25,BRD=1,HWBEAM=5,ZNOM=60.00,DIA=0.0"], "BEAMIMPLIST": ["BEAM=1,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=2,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=3,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=4,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=5,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00"], "LISTLICENSE": ["KEY=\\"C390Y1LU32C1B\\",DESC=\\"Averaging 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"AY=1.080807E+00,B0Y=3.432283E-01,B1Y=7.219538E-04,B2Y=1.416728E-04,B3Y=0.000000E+00,A1Y=9.466633E-04,A2Y=-4.216283E-05,A3Y=0.000000E+00", "AZ=1.085556E+00,B0Z=-9.442614E-01,B1Z=6.433576E-04,B2Z=-1.306087E-05,B3Z=0.000000E+00,A1Z=1.430541E-03,A2Z=-7.494539E-05,A3Z=0.000000E+00"], "CALPRESSGET": "MT=1,RREF=4.5264760000e+02,RB0=7.7074756250e-01,RB1=-7.5541806250e-02,RB2=4.9886362500e-04,RB3=-1.4193179690e-07,T0=-2.4234620000e+03,T1=1.8815180000e+00,T2=-5.0111803130e-04,T3=4.7281500000e-08,ID=\\"K244314\\"", "CALPRESSCOEFFGET": ["A0=6.3850020000e+00,A1=-5.6274000000e-03,A2=1.6346411250e-06,A3=-1.6029240630e-10,B0=-2.6056009380e-01,B1=3.1699690630e-04,B2=-9.0774206250e-08,B3=8.5142393750e-12", "C0=-1.2762860000e-03,C1=1.1561740000e-06,C2=-3.5109818750e-10,C3=3.5575718750e-14,D0=3.6002040630e-06,D1=-3.3359181250e-09,D2=1.0241850000e-12,D3=-1.0446648750e-16"], "CALROTACCLGET": "M11=0.99144,M12=0.00991,M13=-0.03081,M21=-0.00921,M22=0.99564,M23=0.01131,M31=0.03451,M32=-0.01242,M33=0.98426", "CALROTGYROGET": "M11=1.00000,M12=0.00803,M13=-0.02685,M21=-0.00933,M22=1.00000,M23=0.01646,M31=0.02587,M32=-0.01599,M33=1.00000", "CALECHOGET": "CHA0=0.00,CHB0=-17.69,CHC0=0.00"}
    inst_model :
    Signature1000
    inst_make :
    Nortek
    inst_type :
    ADCP
    burst_config :
    {"press_valid": true, "temp_valid": true, "compass_valid": true, "tilt_valid": true, "vel": true, "amp": true, "corr": true, "le": false, "altraw": false, "ast": false, "echo": false, "ahrs": true, "p_gd": false, "std": false}
    n_cells :
    28
    n_beams :
    4
    ambig_vel :
    5.066
    SerialNum :
    101663
    nominal_corr :
    67
    cell_size :
    0.5
    blank_dist :
    0.1
    power_level_dB :
    0.0
    burst_config_b5 :
    {"press_valid": true, "temp_valid": true, "compass_valid": true, "tilt_valid": true, "vel": true, "amp": true, "corr": true, "le": false, "altraw": false, "ast": false, "echo": false, "ahrs": true, "p_gd": false, "std": false}
    n_cells_b5 :
    28
    coord_sys_axes_b5 :
    beam
    n_beams_b5 :
    1
    ambig_vel_b5 :
    5.066
    SerialNum_b5 :
    101663
    nominal_corr_b5 :
    65
    cell_size_b5 :
    0.5
    blank_dist_b5 :
    0.1
    power_level_dB_b5 :
    0.0
    wakeup_state :
    clock
    orientation :
    AHRS
    orient_status :
    AHRS-3D
    proc_idle_less_3pct :
    0
    proc_idle_less_6pct :
    0
    proc_idle_less_12pct :
    0
    rotate_vars :
    ['vel', 'accel', 'accel_b5', 'angrt', 'angrt_b5', 'mag', 'mag_b5']
    coord_sys :
    principal
    has_imu :
    1
    beam_angle :
    25
    range_offset :
    0.6
    declination :
    15.8
    declination_in_orientmat :
    1
    principal_heading :
    11.1898
  • " ], "text/plain": [ " Size: 379kB\n", @@ -3692,7 +4624,7 @@ " principal_heading: 11.1898" ] }, - "execution_count": 16, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -3715,7 +4647,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 21, "metadata": { "scrolled": true }, @@ -3743,16 +4675,16 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 18, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, @@ -3790,7 +4722,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 23, "metadata": { "scrolled": false }, @@ -3835,7 +4767,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -3864,16 +4796,16 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 21, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, @@ -3910,7 +4842,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -3937,7 +4869,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -3949,7 +4881,7 @@ " (0.0005, 0.1)]" ] }, - "execution_count": 23, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, @@ -4056,7 +4988,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -4074,7 +5006,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -4095,7 +5027,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -4138,7 +5070,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -4165,16 +5097,16 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 28, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, @@ -4206,7 +5138,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -4215,7 +5147,7 @@ "Text(0.5, 1.0, 'TI Difference')" ] }, - "execution_count": 29, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, @@ -4268,7 +5200,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -4315,7 +5247,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -4354,7 +5286,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -4363,7 +5295,7 @@ "Text(0.5, 1.0, 'TKE Balance')" ] }, - "execution_count": 32, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, From 1ee2fe4bffcf22ee242340e2ba101607c90d7b4e Mon Sep 17 00:00:00 2001 From: Emily Browning Date: Thu, 18 Jun 2026 09:29:37 -0800 Subject: [PATCH 03/12] added extra plots --- examples/adcp_example.ipynb | 412 ++++++++++++++++++++++++------------ 1 file changed, 271 insertions(+), 141 deletions(-) diff --git a/examples/adcp_example.ipynb b/examples/adcp_example.ipynb index 08a600339..54b7292a7 100644 --- a/examples/adcp_example.ipynb +++ b/examples/adcp_example.ipynb @@ -631,33 +631,33 @@ " coord_sys: earth\n", " fs: 1\n", " has_imu: 1\n", - " beam_angle: 25
  • filehead_config :
    {"CLOCKSTR": {"TIME": "\\"2020-08-13 13:56:21\\""}, "ID": "STR=\\"Signature1000\\",SN=101663", "HW": {"FW": 2212, "FPGA": 169, "DIGITAL": "\\"I-3\\"", "INTERFACE": "\\"H-2\\"", "ANALOG": "\\"G-1\\"", "SENSOR": "\\"D-1(AHRS)\\"", "BOOT": 21, "FWMINOR": 11}, "BOARDSENSGET": "AV=23,NB=5,HF=1000,TTR=2.0000,TTRB5=2.0000", "PWR": {"PLAN": 1940.43, "BURST": 1937.69, "AVG": 0.0, "PLAN1": 0.0, "BURST1": 0.0, "AVG1": 0.0, "TOTAL": 1940.43}, "MEM": {"PLAN": 2.733, "BURST": 2.733, "AVG": 0.0, "PLAN1": 0.0, "BURST1": 0.0, "AVG1": 0.0, "TOTAL": 2.733}, "PRECISION": {"AVGHORZ": -9.99, "BURSTHORZ": 2.6, "BEAM5": 1.62, "AVGBEAM": -9.99, "BURSTBEAM": 1.55}, "PLAN": {"MIAVG": 600, "AVG": 0, "DIAVG": 0, "VD": 0, "MV": 10, "SA": 32.0, "BURST": 1, "MIBURST": 1, "DIBURST": 0, "SV": 0.0, "FN": "\\"S101663A007_sea_spider.ad2cp\\"", "SO": 0, "FREQ": 1000, "NSTT": 0}, "BURST": {"NC": 28, "NB": 5, "CS": 0.5, "BD": 0.1, "CY": "\\"ENU\\"", "PL": 0.0, "SR": 1, "NS": 1, "VR": 2.5, "VP": 0.0, "DF": 3, "NPING": 8, "CH": 0, "ALTI": 0, "VR5": 2.5, "BT": 0, "DISV": 0, "ECHO": 0, "RAWALTI": 60, "ALTISTART": 0.1, "ALTIEND": 30.0, "HR": 0, "HR5": 0}, "XFBURST": {"ROWS": 4, "COLS": 4, "M11": 1.1831, "M12": 0.0, "M13": -1.1831, "M14": 0.0, "M21": 0.0, "M22": -1.1831, "M23": 0.0, "M24": 1.1831, "M31": 0.5518, "M32": 0.0, "M33": 0.5518, "M34": 0.0, "M41": 0.0, "M42": 0.5518, "M43": 0.0, "M44": 0.5518}, "USER": {"POFF": 10.2, "DECL": 0.0, "HX": -48, "HY": 48, "HZ": 0}, "INST": {"BR": 9600, "RS": 232, "LED": "\\"OFF\\"", "ORIENT": "\\"AHRS3D\\"", "CMTOUT": 300, "DMTOUT": 60, "CFMTOUT": 60}, "COMPASSCAL": {"DX": 155, "DY": 778, "DZ": -486, "M11": 31481, "M12": 1726, "M13": -1109, "M21": -1955, "M22": 32767, "M23": 379, "M31": 750, "M32": -1851, "M33": 31699}, "READAHRS": "STR=\\"OSv6_a2_V5101_0.6 Oct 3 2019, SerialNumber=60004222,type=OS3DM\\"", "RECSTAT": "SS=512,CS=32768,FC=127813877760,TC=127848677376,VS=127848677376", "BEAMCFGLIST": ["BEAM=1,THETA=25.00,PHI=0.00,FREQ=1000,BW=25,BRD=1,HWBEAM=1,ZNOM=60.00,DIA=0.0", "BEAM=2,THETA=25.00,PHI=-90.00,FREQ=1000,BW=25,BRD=1,HWBEAM=2,ZNOM=60.00,DIA=0.0", "BEAM=3,THETA=25.00,PHI=180.00,FREQ=1000,BW=25,BRD=1,HWBEAM=3,ZNOM=60.00,DIA=0.0", "BEAM=4,THETA=25.00,PHI=90.00,FREQ=1000,BW=25,BRD=1,HWBEAM=4,ZNOM=60.00,DIA=0.0", "BEAM=5,THETA=0.00,PHI=0.00,FREQ=1000,BW=25,BRD=1,HWBEAM=5,ZNOM=60.00,DIA=0.0"], "BEAMIMPLIST": ["BEAM=1,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=2,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=3,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=4,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=5,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00"], "LISTLICENSE": ["KEY=\\"C390Y1LU32C1B\\",DESC=\\"Averaging 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"AY=1.080807E+00,B0Y=3.432283E-01,B1Y=7.219538E-04,B2Y=1.416728E-04,B3Y=0.000000E+00,A1Y=9.466633E-04,A2Y=-4.216283E-05,A3Y=0.000000E+00", "AZ=1.085556E+00,B0Z=-9.442614E-01,B1Z=6.433576E-04,B2Z=-1.306087E-05,B3Z=0.000000E+00,A1Z=1.430541E-03,A2Z=-7.494539E-05,A3Z=0.000000E+00"], "CALPRESSGET": "MT=1,RREF=4.5264760000e+02,RB0=7.7074756250e-01,RB1=-7.5541806250e-02,RB2=4.9886362500e-04,RB3=-1.4193179690e-07,T0=-2.4234620000e+03,T1=1.8815180000e+00,T2=-5.0111803130e-04,T3=4.7281500000e-08,ID=\\"K244314\\"", "CALPRESSCOEFFGET": ["A0=6.3850020000e+00,A1=-5.6274000000e-03,A2=1.6346411250e-06,A3=-1.6029240630e-10,B0=-2.6056009380e-01,B1=3.1699690630e-04,B2=-9.0774206250e-08,B3=8.5142393750e-12", "C0=-1.2762860000e-03,C1=1.1561740000e-06,C2=-3.5109818750e-10,C3=3.5575718750e-14,D0=3.6002040630e-06,D1=-3.3359181250e-09,D2=1.0241850000e-12,D3=-1.0446648750e-16"], "CALROTACCLGET": "M11=0.99144,M12=0.00991,M13=-0.03081,M21=-0.00921,M22=0.99564,M23=0.01131,M31=0.03451,M32=-0.01242,M33=0.98426", 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    inst_model :
    Signature1000
    inst_make :
    Nortek
    inst_type :
    ADCP
    burst_config :
    {"press_valid": true, "temp_valid": true, "compass_valid": true, "tilt_valid": true, "vel": true, "amp": true, "corr": true, "le": false, "altraw": false, "ast": false, "echo": false, "ahrs": true, "p_gd": false, "std": false}
    n_cells :
    28
    n_beams :
    4
    ambig_vel :
    5.066
    SerialNum :
    101663
    nominal_corr :
    67
    cell_size :
    0.5
    blank_dist :
    0.1
    power_level_dB :
    0.0
    burst_config_b5 :
    {"press_valid": true, "temp_valid": true, "compass_valid": true, "tilt_valid": true, "vel": true, "amp": true, "corr": true, "le": false, "altraw": false, "ast": false, "echo": false, "ahrs": true, "p_gd": false, "std": false}
    n_cells_b5 :
    28
    coord_sys_axes_b5 :
    beam
    n_beams_b5 :
    1
    ambig_vel_b5 :
    5.066
    SerialNum_b5 :
    101663
    nominal_corr_b5 :
    65
    cell_size_b5 :
    0.5
    blank_dist_b5 :
    0.1
    power_level_dB_b5 :
    0.0
    wakeup_state :
    clock
    orientation :
    AHRS
    orient_status :
    AHRS-3D
    proc_idle_less_3pct :
    0
    proc_idle_less_6pct :
    0
    proc_idle_less_12pct :
    0
    rotate_vars :
    ['vel', 'accel', 'accel_b5', 'angrt', 'angrt_b5', 'mag', 'mag_b5']
    coord_sys :
    earth
    fs :
    1
    has_imu :
    1
    beam_angle :
    25
  • " ], "text/plain": [ " Size: 83MB\n", @@ -1573,11 +1573,11 @@ " coverage_content_type: coordinate\n", " units: m\n", " long_name: Profile Range\n", - " description: Distance to the center of each depth bin
  • coverage_content_type :
    coordinate
    units :
    m
    long_name :
    Profile Range
    description :
    Distance to the center of each depth bin
  • " ], "text/plain": [ " Size: 224B\n", @@ -2252,33 +2252,33 @@ " fs: 1\n", " has_imu: 1\n", " beam_angle: 25\n", - " range_offset: 0.6
  • filehead_config :
    {"CLOCKSTR": {"TIME": "\\"2020-08-13 13:56:21\\""}, "ID": "STR=\\"Signature1000\\",SN=101663", "HW": {"FW": 2212, "FPGA": 169, "DIGITAL": "\\"I-3\\"", "INTERFACE": "\\"H-2\\"", "ANALOG": "\\"G-1\\"", "SENSOR": "\\"D-1(AHRS)\\"", "BOOT": 21, "FWMINOR": 11}, "BOARDSENSGET": "AV=23,NB=5,HF=1000,TTR=2.0000,TTRB5=2.0000", "PWR": {"PLAN": 1940.43, "BURST": 1937.69, "AVG": 0.0, "PLAN1": 0.0, "BURST1": 0.0, "AVG1": 0.0, "TOTAL": 1940.43}, "MEM": {"PLAN": 2.733, "BURST": 2.733, "AVG": 0.0, "PLAN1": 0.0, "BURST1": 0.0, "AVG1": 0.0, "TOTAL": 2.733}, "PRECISION": {"AVGHORZ": -9.99, "BURSTHORZ": 2.6, "BEAM5": 1.62, "AVGBEAM": -9.99, "BURSTBEAM": 1.55}, "PLAN": {"MIAVG": 600, "AVG": 0, "DIAVG": 0, "VD": 0, "MV": 10, "SA": 32.0, "BURST": 1, "MIBURST": 1, "DIBURST": 0, "SV": 0.0, "FN": "\\"S101663A007_sea_spider.ad2cp\\"", "SO": 0, "FREQ": 1000, "NSTT": 0}, "BURST": {"NC": 28, "NB": 5, "CS": 0.5, "BD": 0.1, "CY": "\\"ENU\\"", "PL": 0.0, "SR": 1, "NS": 1, "VR": 2.5, "VP": 0.0, "DF": 3, "NPING": 8, "CH": 0, "ALTI": 0, "VR5": 2.5, "BT": 0, "DISV": 0, "ECHO": 0, "RAWALTI": 60, "ALTISTART": 0.1, "ALTIEND": 30.0, "HR": 0, "HR5": 0}, "XFBURST": {"ROWS": 4, "COLS": 4, "M11": 1.1831, "M12": 0.0, "M13": -1.1831, "M14": 0.0, "M21": 0.0, "M22": -1.1831, "M23": 0.0, "M24": 1.1831, "M31": 0.5518, "M32": 0.0, "M33": 0.5518, "M34": 0.0, "M41": 0.0, "M42": 0.5518, "M43": 0.0, "M44": 0.5518}, "USER": {"POFF": 10.2, "DECL": 0.0, "HX": -48, "HY": 48, "HZ": 0}, "INST": {"BR": 9600, "RS": 232, "LED": "\\"OFF\\"", "ORIENT": "\\"AHRS3D\\"", "CMTOUT": 300, "DMTOUT": 60, "CFMTOUT": 60}, "COMPASSCAL": {"DX": 155, "DY": 778, "DZ": -486, "M11": 31481, "M12": 1726, "M13": -1109, "M21": -1955, "M22": 32767, "M23": 379, "M31": 750, "M32": -1851, "M33": 31699}, "READAHRS": "STR=\\"OSv6_a2_V5101_0.6 Oct 3 2019, SerialNumber=60004222,type=OS3DM\\"", "RECSTAT": "SS=512,CS=32768,FC=127813877760,TC=127848677376,VS=127848677376", "BEAMCFGLIST": 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Mode\\",TYPE=1", "KEY=\\"6F2UB3HTH2C1B\\",DESC=\\"Burst Five Beams\\",TYPE=17", "KEY=\\"R0X9JSZPH2C1B\\",DESC=\\"128GB Recorder\\",TYPE=14"], "CALCOMPGET": "DX=155,DY=778,DZ=-486,M11=31481,M12=1726,M13=-1109,M21=-1955,M22=32767,M23=379,M31=750,M32=-1851,M33=31699", "CALTEMPGET": "SC=0.99906", "CALTILTGET": "PO=0.00,RO=0.00,MAGG=1,HO=0.00", "CALACCLGET": ["AX=1.000000E+00,B0X=1.791816E-02,B1X=-1.795970E-02,B2X=6.661898E-04,B3X=0.000000E+00,A1X=1.146936E-05,A2X=7.326843E-06,A3X=0.000000E+00", "AY=1.000000E+00,B0Y=9.597497E-03,B1Y=-8.430577E-03,B2Y=9.310668E-04,B3Y=0.000000E+00,A1Y=7.215003E-05,A2Y=1.361528E-06,A3Y=0.000000E+00", "AZ=1.000000E+00,B0Z=1.290458E-02,B1Z=2.959575E-02,B2Z=2.331257E-03,B3Z=0.000000E+00,A1Z=1.164268E-04,A2Z=-2.166612E-06,A3Z=0.000000E+00"], "CALGYROGET": ["AX=1.094973E+00,B0X=-2.672331E+00,B1X=-1.493178E-03,B2X=9.496510E-05,B3X=0.000000E+00,A1X=2.702698E-04,A2X=8.100271E-05,A3X=0.000000E+00", "AY=1.080807E+00,B0Y=3.432283E-01,B1Y=7.219538E-04,B2Y=1.416728E-04,B3Y=0.000000E+00,A1Y=9.466633E-04,A2Y=-4.216283E-05,A3Y=0.000000E+00", "AZ=1.085556E+00,B0Z=-9.442614E-01,B1Z=6.433576E-04,B2Z=-1.306087E-05,B3Z=0.000000E+00,A1Z=1.430541E-03,A2Z=-7.494539E-05,A3Z=0.000000E+00"], "CALPRESSGET": "MT=1,RREF=4.5264760000e+02,RB0=7.7074756250e-01,RB1=-7.5541806250e-02,RB2=4.9886362500e-04,RB3=-1.4193179690e-07,T0=-2.4234620000e+03,T1=1.8815180000e+00,T2=-5.0111803130e-04,T3=4.7281500000e-08,ID=\\"K244314\\"", "CALPRESSCOEFFGET": ["A0=6.3850020000e+00,A1=-5.6274000000e-03,A2=1.6346411250e-06,A3=-1.6029240630e-10,B0=-2.6056009380e-01,B1=3.1699690630e-04,B2=-9.0774206250e-08,B3=8.5142393750e-12", "C0=-1.2762860000e-03,C1=1.1561740000e-06,C2=-3.5109818750e-10,C3=3.5575718750e-14,D0=3.6002040630e-06,D1=-3.3359181250e-09,D2=1.0241850000e-12,D3=-1.0446648750e-16"], "CALROTACCLGET": "M11=0.99144,M12=0.00991,M13=-0.03081,M21=-0.00921,M22=0.99564,M23=0.01131,M31=0.03451,M32=-0.01242,M33=0.98426", "CALROTGYROGET": "M11=1.00000,M12=0.00803,M13=-0.02685,M21=-0.00933,M22=1.00000,M23=0.01646,M31=0.02587,M32=-0.01599,M33=1.00000", "CALECHOGET": "CHA0=0.00,CHB0=-17.69,CHC0=0.00"}
    inst_model :
    Signature1000
    inst_make :
    Nortek
    inst_type :
    ADCP
    burst_config :
    {"press_valid": true, "temp_valid": true, "compass_valid": true, "tilt_valid": true, "vel": true, "amp": true, "corr": true, "le": false, "altraw": false, "ast": false, "echo": false, "ahrs": true, "p_gd": false, "std": false}
    n_cells :
    28
    n_beams :
    4
    ambig_vel :
    5.066
    SerialNum :
    101663
    nominal_corr :
    67
    cell_size :
    0.5
    blank_dist :
    0.1
    power_level_dB :
    0.0
    burst_config_b5 :
    {"press_valid": true, "temp_valid": true, "compass_valid": true, "tilt_valid": true, "vel": true, "amp": true, "corr": true, "le": false, "altraw": false, "ast": false, "echo": false, "ahrs": true, "p_gd": false, "std": false}
    n_cells_b5 :
    28
    coord_sys_axes_b5 :
    beam
    n_beams_b5 :
    1
    ambig_vel_b5 :
    5.066
    SerialNum_b5 :
    101663
    nominal_corr_b5 :
    65
    cell_size_b5 :
    0.5
    blank_dist_b5 :
    0.1
    power_level_dB_b5 :
    0.0
    wakeup_state :
    clock
    orientation :
    AHRS
    orient_status :
    AHRS-3D
    proc_idle_less_3pct :
    0
    proc_idle_less_6pct :
    0
    proc_idle_less_12pct :
    0
    rotate_vars :
    ['vel', 'accel', 'accel_b5', 'angrt', 'angrt_b5', 'mag', 'mag_b5']
    coord_sys :
    earth
    fs :
    1
    has_imu :
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    beam_angle :
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    range_offset :
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  • " ], "text/plain": [ " Size: 84MB\n", @@ -2543,7 +2543,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 12, @@ -2608,12 +2608,12 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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99dcaX4RZHGxfoxfqIEIIiV2og6pGB22v5hooLjuG0CnUokWLqjaDEEJIGcBihEU1+mXpFDr4oDTZvLVkW4ympaVJVlZW0LmRI0fqNqplAXPZ7cInFCy+aN5QYYeO1NRUy44D3QOBU1JGjBghU6ZMkTvvvFNatWoliYmJhcQP0hBv4bDrB4lOqIMIIST2oQ6qXB00opproLjsGMJIIXCs9JMESaxqcwghhJQAjxTIzzLFqsvLE4wUQqfQ3/MOkprpkY1Gysj0ycHd/lGBhp0oDGUdLQTM/HcInXDYR0xBjOTk5Fi/D3QP3JeUbt26yaWXXioPP/xwse6uvfZa+e6770rsP6kcqIMIISR2oQ6qGh3UrZproLjsGDI9e+gUSnCwY4gQQmIKf8UP062RFjgiwbvPHnQK2TuGygO3262fGLYcDvuUN8ybxxQ7w4HugfvS8OSTT4adOhfKihUrSuU/qXiogwghJIahDqoyHfRkNdZAcdkxRAghhBSHT/x6REKk7kpD48aN9RNbq4Zj9+7d+lmjRg3d1QPDmtGZBNFzoHvCLZoYCRBSEEXY0QMLPK5bt047xLAA5MCBA+Wwww4rdgg3IYQQQqIb6qD400DsGCKEEEJC8Om/yIjcZcnp3LmztSZMOLZs2aKfXbp00U8sutihQwddUDHSe0rK2rVrpX///tbijuaN3KeffiqjR4+WwYMHy/PPPy916tQplf+EEEIIqVqog+JPA7FjiBBCCAnB6/frEQmRuisNJ554oo4A2rp1qy6SGDrK588//9TPfv36WedOO+007RhaunRpIf/gBxZnxAijE044ocT27Nq1S+/DekpYQ6lnz576dgwCCAs/4vy0adPUHmwdi1FMhBBCCIktqIPiTwOV/z6/hBBCSDUZQh3pUVFgePKgQYP0+8yZMwtd/+WXX3QRRQxfNlx55ZV6rij34IILLrDWLyoJDz74oGzatEl35ti8ebP88MMP8tJLL+n5Rx99VD744AP5+++/pXXr1vLCCy+U2H9CCCGEVD3UQfGngdgxRAghhIQRRN4Ij7J2DOEtE/B6vWGvY9t7jPB57733gs4vWbJE5s+fL1dddZW0bdvWOo/v11xzjfzxxx86csjO2LFjJSUlRf0sDV988YW8++678sADD1jbvYaCt2ivv/66TJgwoVRhEEIIIaRqoQ6KPw3EjiFCCCGkit6UYVvVxYsX6/dff/01rJs2bdrIa6+9posc4m0UwGKHF198sfTq1UueffbZQvc89dRTuq3qddddJzt37tQ58Hh79dVXX2kHE95mlYa8vDz5z3/+c0B36MjClDVCCCGExB7UQfGngdgxRAghhBQxtz7SozRceOGFumYQRvaAN998U+rVqydjxowp5BaLGU6ZMkVeeeUV7dTB/PVLLrlEfvzxR0lNTQ0rSjC/vUePHnLkkUfqKCK4/f3333XRxNICe32+Ay+2jbDtW8YSQgghJHagDoo/DeTwm6W044iMjAwd/tVbzpEER2JVm0MIIaQEePwFMkO+0LcxWIOnItqHFcsbSXp6ZO9OMjN90v6wLRViT7Rx0003SYsWLeTOO+8Mex2SYtKkSXL99dfLySefHJNDqeMB6iBCCIldqIOqhpuquQbirmSEEEJICGb9oEiI1F114K677tIpalOnTpXzzjtPWrVqJQ6HQzZs2CArV66UiRMn6sKMmGNf2nWMCCGEEFK1UAfFnwZixxAhhBASgtcfOCIhUnfVgebNm+uUNkyDu+WWW1QQhb4tq127towfP146dOhQZXYSQgghpPRQB8WfBuIaQ4QQQkgIvhIe8QTelmFdJGzR2rNnTxVBbrdbDjvsMH2btmLFCjn11FOr2kxCCCGElBLqoPjTQBwxRAghhITgE4d4JfhNUHFu443k5GSdQ4+DEEIIIdUL6qD400AcMUQIIYSE4POX7CCFwQ5qhBBCCIk9qIPiTwOxY4gQQggJAaOFSnKQYLZt21bkrh2EEEIIiW6og+JPA3EqGSGEEBJCSTp8qmPH0DXXXKOLJ44YMULuuOMO6/wpp5wiXq+32HsLCgpk+fLlkpOTUwmWEkIIIaS8iWcddE2caiB2DBFCCCEh+PwOPSIhUnexxJdffilZWVkyefLkIFGEefU4Fwmhu3UQQgghJDaIZx30ZZxqIHYMEUIIISHE85sy8N133+kxaNCgoPPXXXedLFy4UJ544glp0KCBJCYmFro3Pz9fpk+fLo8//nglWkwIIYSQ8iKeddB3caqB2DFECCGEhOAVpx6RUPyg4tikc+fOeoTSr18/PS666KJi78dw6wkTJlSghYQQQgipKOJZB3WOUw3EjiFCCCEkBH8JhlDDbbyAodEvvvjiAd3l5eXJX3/9VSk2EUIIIaR8oQ6KPw3EXckIIYSQELgbR9Fvwdxu9wHLy8svvxyToogQQggh1EHxqIHYMUQIIYSE4PU7S3TEC2vXro3I3dChQ3U3D0IIIYTEHtRB8aeBOJWMEEIICcEnDvFF+O7EJ/5qm37//POPHobc3FyZNWuW+P1FxxluZs+erbt6EEIIIST2oA6SuNNA7BgihBBCQojn3TjsOJ1OmThxorzxxhvi8Xj0XO/evSO698QTT6xg6wghhBBSEVAHSdxpIHYMEUIIISGUZIqYt5g3R7FOixYt5KWXXpL+/fvL+eefrwsqdu/evdiFGVNSUuTwww+Xu+66q1JtJYQQQkj5QB0kcaeB2DFECCGEhB1CHdlIoEjdxTJ4QzZt2jS57LLLZPr06VVtDiGEEEIqEOqg+NNA8bNiJiGEEBIhWF/IG+ER6VpEsc7//d//ydNPP31Ad+vWrasUewghhBBSMVAHxZ8GiusRQ5+t+kNqpruCzu3yZUsdZ6p+L/B7ZJM3RzL9LtntTZYO7lzrmgFuEh0J1vc8v0cKxCd5fp9c1qJXJcaGEEKin283LpLN3ixJcyRIlt8jO3xOOTQhsPWnqUun5rilgStLWid4tM41desmr0faJqbJ6t0Z0v6wirWTQ6jDc+qppx4w7bZs2SI333yzfPjhh5KaGtxmkujTQSlpfuvZM7T/+RIZc+QH0sC1V5blNZEBaXtkwJo+8uJBn8uKgnRp5sqUJIdf8vwOyRenHJ6YqvoJQP9s8Lol2eGRoQcdU0UxI4SQ6OKlf2bLX566srGgjpyX9rcc9dP18s2xL1l1qJ2Tlp4tPx7+pawuyJJWCcmy1pMr9V1OSxOt3ZNNHVQFnFrNNVBcdwwRQgghRb0p465k4cECjMuXL5c9e/aIz+cLTjefT7Zv3y4zZsyQK6+8Uj766CMWMEIIISTGoA6KPw3EjiFCCCEkBK/foUckROquOrB69Wrp27evrF27tlh32Mp16tSplWYXIYQQQsoP6qD400DsGCKEEEJCMOsHRYJXqu+uZKEMHz5c/v77b2nVqpU0b95cli5dKp07dw5yM3/+fN2mFYs0EkIIIST2oA6KPw3EjiFCCCEkBJ/fqUck+KrxdvWh/PTTT/L+++/L4MGD9ffdd98tF154oXTt2tVy8+yzz8q2bdvkvPPOq0JLCSGEEFJaqIPiTwPFx1YqhBBCSAmIdEeykrxRqw643W5LEIGrr75aXn/99SA3//3vf+XFF1+UiRMnVoGFhBBCCCkr1EHxp4HiR80SQgghEeKzza8/0BG89GD1pk6dOpKdHdh9CrRp00bfjGFotSE5OVnS0tJkxIgRVWQlIYQQQsoCdVD8aSB2DBFCCCFF7MYR6REvHHfccdKnTx8ZNWqUfPHFF3pu2LBhOmR62bJlkpWVpWII27Vu2rSpqs0lhBBCSCmgDoo/DcQ1hgghhJAQvH6nHpEQqbvqwP333y/dunVTUeRyuSQ3N1e6d++uQqlTp05BbnGOEEIIIbEHdVD8aSB2DBFCCCEh+ARTxCLbhj5Sd9WBRo0aycKFC+XDDz+U1q1bqzACTz75pKSkpMiYMWPE5/PJaaedJi+88EJVm0sIIYSQUkAdFH8aiB1DhBBCSAh8U1Y09evXl5tvvjnonMPhkAcffFAPQgghhMQ21EHxp4HiZ/w7IYQQEiHcjaPsPPTQQyxvhBBCSAxCHRR/GijiEUNXXHFFhRiAHra33nqrQvwmhBBCSoMPu435I5xKFqG7eGLr1q3y6KOPyvDhw6valKiCWooQQkgsQB0Ufxoo4o6hd999t0IMYMcQIYSQaNyNA2/LInVb3TjllFPE6/WW6t6CggJZvny5LspIgqGWIoQQEgvEsw46JU41UMQdQ02bNpVx48aVa+B+v18uueQSqSq2ePdKttcpjV1pUuD3yNw8p/RKTrWuJzoSpGVCuuzyZcvhiU7Z5RPJ8uVKmjPZ+gS4F25xZPnzJc3hljrOBPl246Jiwzf3hf4OPW8PC2z2Zknavuv28/Py86Wb2239ht1go1ekntOn9zy3s6usy60rtzSaJkMPOqaMKUgIqUw++fe3oHoH9U0dZ6DOWufJ1PrK/uzjGuqLes5kq06ZneuTXsmFG3BT76wuyJK2iWnW+Rm5Dumd7C9Uv5h7dvhytQ4N9Qf11j9enxyemBpUp9ntLNC6dX+da2zvm4Jvbtnl88jjOw+R89MXSrpT9IAdbV01pKLx+Z16ROq2upGcnCyTJ08u84sfEhtaCvWEeY7xvK449n39xHNYz7kBakMmtZ4mqwtE2idmBj3zhkRxWvVTmgO6JVV1UKimKQ5Td0FHmXtC6yS7f/i+uMBXqG6CP9u9Pq0zNnjdss2bJl3dO9Vu+Dclq6NMObxWqdOLEFL5fL1hXpDmwHMOnWP/+wm66Iw/LpE5XT6x7ltasF9rtP/5Evml52uWdgr155Xdh8gtddYWqhtRbzRx4e881Iti6apQLRaKud9on/4LLpBF3T8SkVT580QMuihct+Hz3XZoJ9Klvsspm7w50iohRa/B1jWeBOqgCiY5TjVQxB1DqampcsIJJ5S7AVjBmxBCCIkmvOLQI1K3peHnn3+WRx55RObPny8JCQlSo0YNufDCC+Wee+5RURIK3GGr1GXLlulOGBdccIE88MADFdKO3nDDDbJ06VIdCo2FFmFfSd6WzZw5Ux5++OFytyvWoZYihBASC8SzDrohTjVQQkneSFUEFeUvIYQQEq0jhiZNmqTiZ8SIEfLFF19IYmKiLFiwQM455xyZNm2aTJ8+Xdy2URBfffWVDBgwQAUU3mLt2bNHzjjjDDn55JPl+++/VzFVnvTt21fOPPNMGTRoUKnu79Onj0ydOrVcbaoOUEsRQgiJBeJZB/WNUw0UcS4eccQRFWJARflLCCGElBav7W3ZgY+SkZeXJ//9739VOIwcOVLFkGkP8YZpzpw5QZsyrF+/XgYPHiwnnXSSDB06VM/VqlVL3fz6668ybNiwCsno5557rkz3z507t9xsqS5QSxFCCIkF4l0HPReHGijijqGJEyeWKaCVK1dWiL+EEEJIRb0pi/QoCYsXL5YdO3ZI165dC137v//7P/38448/rHOjRo2SzMxMGTJkSJDbdu3ayVFHHSVjxozRhQ7LG6fTWezIl3nz5smXX35pnVu1apVs2rSp3O2oTlBLEUIIiQXiXQc541ADVcqKmT6fT3r27FlmfzAPsV+/ftK4cWNp3ry5Fgb0Msbiqt+EEEKiF6/fWaKjJJjhzr/99luhaxA+wIglzFXHcGsQrh3t0aOHCpQ333xTKosffvhB2rZtK927d5errrrKOp+enq5bs2Lo9c6dOyvNnnihvLQUIYQQciCog+JPA0W+klIRQMR+8803sm7dOsnJySk0fx6i9pdffpHdu3eXKZySzkMkhBBCSotfHOKLcDFFuC0Jhx12mIqKn376ST766CO56KKLrGufffaZdOrUSS677DL9PWvWLMnIyJCkpCRp1qxZIb/gFqANrAwwvBtz+vPz8wtda9KkiQ7rvuKKK6Rbt246vLtRo0aVYlesU1laihBCCIkE6qD400Bl6hhChM8++2wdCmYIFTPYqg3nyrJlW+g8RIOZh3jppZdqRsANIYQQUlZKMhLIuEMHjh105uAIBe3h66+/Lqeddppcfvnl2kb+5z//kdmzZ+vQZLyNMvfhBQgI1ykEateubQ259nq9uktHRYLdQDDi6aGHHtJOqRtvvLGQm5tvvlneffdduffee4PWCCBVq6UIIYSQSKEOij8NVKaOoeuvv162b9+u07rOOuss3c4tdD4ehAzE7o8//ljqcEo6D5EQQggpCz6/Q49I3YIWLVoEnceLDGyjGo7evXvLJ598IgMHDpSLL75YFynEdqjffvttUOfOtm3bgjqAQsHii8Dj8egOHXXr1pWKBHbCRjOlySwYaadhw4bWDiIkerQUIYQQEinUQfGngRLKuqA0hCzedjVt2rRIdxCsJpFKQ0nWYyCEEELKilecekTq1uyaUbNmTet8uNFCdrAV6hNPPCF//vmnvPDCC5KcnCxHHnmkTps2mFEkqampYf2wdyBUxnp7aOsPtM7N/Pnz9TMrK6vC7akOVJaWIoQQQiKFOij+NFCZFp9GZwwSqDghAyB4zOKZpSF0PQY7oesxEEIIIeX1pizSA6BTyH4cqGMInUKYIoYtUcePH69/+GNK2UsvvWS5MWvnhU4tMtjnuVf0aCEzKqq4XTfQOYW1ADHlqWPHjhVuT3WgsrQUIYQQEinUQfGngcrUMYT1fTZv3iwbNmyIaEex0mLWY4BAxnoMH374oZ4Ptx5DUWsUYe0H+0EIIYQUhU+cJTpKylNPPSWffvqpnHfeefobU8qwlTlGAGF+Oto3gF04wd69e8P6YxYjxshajDiqaG677Tbp379/2HZ/9erVcuqpp8rChQv1N+JBokNLUQcRQggpCdRB8aeBytQxhDUS8Jbz9ttvL9YdhsI//vjjZQnKWo8Bay9gPYZbb71VRwthnl+DBg2KvffRRx/VdRjMEboOBCGEEGLH63eU6CgJ//zzj25pip0t7Jx77rny2GOP6eigUaNG6bnOnTvr58aNG8P6tWXLFv3s0qVLpWQgbO7bt68ceuihcvzxx+ubM+yqhh04MLrXdFzcdNNN2laT6NBS1EGEEEJKAnVQ/GmgMm9Xj6HPWDTxqKOOkvT09ELXsUsK1k/A26qyEsl6DOG45557ZOjQodZvjBhi5xAhhJDyXHQxUiZPnqxtYrj1YvDSA+0cFjgEJ554oo6W3bp1q7a1WJjYDtpD0K9fv0rLTOzK0atXL3nmmWd0+tuECROsRRhxHm/U0MlFokdLUQcRQggpCdRB8aeBytQxNHbsWLnqqqvE5/MVuf6BoTy2WIVYxlpD2BoOCz+hJw7rMUBMhdsu7kBbBjdy1ZCatt1feiWHH0BVx5ka9AnSnMlS4PdIoiOQhKsLAgtMtU1MC+tHli9X71nnyZSWCelB94a6S3IkyC5fthXekLVnyuutvrR+N3YFh7HZm6XnOifut99+v0i25PlFCsQnw+uvUFth59cb5kmWP1/SHG7Z5M0Ja1dRdoYPJ8CkrFrSNWmDhjEj1yHtEzPl97yGMjertcztWrFbKRNSkXzyb2ABfDxLieLUZ9o8B3iOAJ4XPDcAzxeeD/Mc4dlLcvj1WTOM2dNMrqu1Qd3s8OUGPd+hz1+WT4LcbfTA/8C1Jq4UvWaeaXPfDp9TGrsCdQrON3TlSoE/OchWfBr3eG5RD23yevR77+RA3d7MhbVsAnE0cUbcYMdX2alybPL2oDTB5+HO/XFAPfVXQar0Sk636sP98Qr8hlvYCL8vbH6MjFizQO6qi46PQF0CWxq7RDLyvFLR+P1O8UW4XT3clgSzLtC///4bdh2ZVq1aydq1a/U31ioaNGiQvP/++zJz5kw5//zzg9z/8ssvOv0MU9Eqi7///ltOOukkPdD+79y5U8VRvXr1wu7QQapeSxWlg8DAv/rJ+62/1O94Btd6cvXZN/WDqZPwXBalcYD9mTbPc2idGKonjH4x9YTRE8Z9uDDtfuB7N3fhuhL+oG5E3dLN7ZYsX4akOdOk56IL5NOOY+WWOmvl+g0eyUOd40yW05p2kW83LlKNhrq0JDoI140/9nP3b+0mt9afLZk+ka3eVPk5+1DJ8iRTB5GYZuz62VLPmRykV8zfFSC0fbeD5+ujjCPk/PSF6t7oiNm5Pv0bzOgUuzYJrjsSNGyDXV+ZcOs4EmRyp/exZYPWL0kOp6Q7vJa7FccGrtkx9Q6ud0n5R3XZuWkrNX4mjiZ+Sfv8MZoE3ydkHGS5N3aYuBl7je5b1P2joDgh7TL8bq2n7PGG+8PmXCwfHPm2dHOnytKCbHFLrqTvkxu7fTlS0VAHxZ8GKtNUMmzFi7dYPXr0UNGKtX6mT58edOAchsyXlUjXYyCEEELKilccJTpKOvoV06I//vhjFRN2sOX8ihUr5IILLghqa7GG0HvvvRfkdsmSJbr7BToV8NKkMsDc+kMOOUSGDRumv9EGYxQT1kKKdUFUVVSmliKEEEIigToo/jRQmUYM7dq1S1JSUuT7778vcitdMxT+jTfeKHU4Zj2G++67L+x6DMgcrMfw3XfflToMQgghxODzRz5FDG5LAkTFk08+qVOchwwZoruQYf07LECM3wcddJA88sgjlvs2bdrIa6+9ppsvfPDBBzpadt26dfqJYcvPPvtspWUcOigqawe0eKGytBQhhBASKdRB8aeByjRiCEPakTDFCRn7St2l5UDrMWDxabMeAyGEEFJWMI2sJEdJwRx0tG1YVPrggw/WzqATTjhB/u///k/mzJkjderUCXI/ePBgmTJlirzyyivSunVrXVPokksukR9//DGiNri8uPbaa7UT68477zyg2yuvvLJSbIp1KktLEUIIIZFCHRR/GqhMI4aefvppXZEbaxwcc8wxxbrFGgkQwaWhJOsxEEIIIWXFJw49InVbGtC5U5JFo0855RQ9qhKM0oUoeuCBB2TEiBFFDp1eunSpTn176623Kt3GWKOytBQhhBASKdRB8aeBytQxhDdcs2bN0oTBVrnh3nZhUabffvtNh0iXFqzHcMcdd+h6DJiLj86g0PUY8DaVEEIIKQ9Ksg19Sberj2VOPfVUXRdp/fr1uh4ORi+Fkp2dLYsXL9b2n0SPliKEEEIihToo/jRQmTqGMNQdW78DDG+vKEq6HgMhhBBSFkoyRaw0U8lildq1a8snn3xi7Z6FtY4qcjfSeKCytBQhhBASKdRB8aeBytQxhDUSMJQqEsqaOAirXbt2OuQa6zGkp6dLcnKyrg6O3cnwmxBCCCm3IdT+ip1KFotgs4fPP/9cXn75ZX1TZh/Ba8BbMuwUihG+JLq0FCGEEBIJ1EHxp4HK3DE0duxY+fbbb6Vly5bidrsLucFwq5kzZ0rfvn2lrJR0PQZCCCGkNPhLsMYQ3MYLRx11lO4IevXVVxfrDjtoYXQviT4tRQghhBwI6qD400BlGv+OUTr33HNPkUIGoCftpJNO0t1TCCGEkFgAo4VKcsQLTz31lPz000/akXEgMN2bHBhqKUIIIdEGdVD8aaAyL4xw1VVXFdkpZCfWVuUmhBASv1T0Nq2xyoMPPijbt2+XuXPnVrUp1QpqKUIIIdEEdVD8aaCI1WyPHj0qxICK8pcQQggpLXxTVvTw6LS0NBk9evQB05AvhApDLUUIISQWoA6KPw0UccfQjh07KsSAivKXEEIIKdOiiyU44gUMn+7Vq5f8+uuvxbrbs2eP3HzzzZVmV6xALUUIISQWoA6KPw0U8eLTFbUTBnfYIIQQEm2UZO2geFpj6Pnnn9dRL3fffbe8//770qFDh0JusrOzZcqUKZKbm1slNkYz1FKEEEJiAeqg+NNAEXcMZWRkaAL4/f5yNSAzM1OqigK/V0Rcss6TKS0T0qXA75FERyBJNnuzJMnhlDrOVD0PzDWD/XfbxDT9zPIFCkGSI0Gv7/Jlqx9J+74jnNB7jRucy/LnS5ojQerYrk9qPU1EUi27GrvSNJwv9jaVfjX+1d/wI8/vk3rOZPXH2G2+B+LrCbIV1xL3uQlnF7h/azd5rNEiK25pzmTrGn7Db3wWiE/SHG69v7V7m7RKSNbw2ifmqk19UzLkrNQlIhv3+437kvbFOdRG+GPsX12Qpf5p+thssOcX8jDd6dI0QHrg2lpPruTvGxS3MLe5tErcLqNbH1HSYkKihE/+/U3+8fpkVnZbGZS+2ipv9nJg/27/HVp2UV6auFIstyhj5rkwZTDc8yCy3w+7X26HQ7Z7cyXdKVr+zH2Z3hxJcwRsgL/1XU5JFKd+z/N71KZ6riyrDsr04f6ADTt8ueqXPS6mXjHnD3I5g+oQgCv6TO2zoakrcL+5rjYUitd+5uXnS+fEBGmbmBxU58C2JEegngn89mrc/vN336A6ytQHCA92Kf58vQf3wx3irXmzLy0uWXO2fHbId2rXmD3N5LpaG+Tbjah3nDJk3XHyYvPvpYvbJwX+QJ4vyC+QioaCKDxTp06V3377TbXA0qVLi01DvviJfi213pOlz94un09/o95BXWjqTrsmstdHxWF3G1pHh7qBPjDu7PWYaftNvWyAX6jfUA/l+/2FtEtoXW++o+4EP3WeIImOtKDruAftC+p3458dYxvqK+PeHoY9neznAtopTev0+q5s6ZX8Z+CiTQeFa79Oa9pFLl25Xgan7wybvqHh2+81n8beLG03nDItu4mMWHyWtOz/R1g/Sexw1aq1MiBtj8zIdUjrhAwts7NzfdIrufAkkNBnz/63Tai7xQU+6Zzo1M92CYH6AOUM+mTkxn4yqukUDWtevlsauwI6xDzHGf79a82izKWFsQFucf9ddf+UXT5noBw7AvcZ20P/FsDnxKyGQc+CXd+AvH3+7/QFdIH5ewT37v/7yGGlw22buskTjX+z6ju4eTujkVxRc4ue653sl97JG/apqQDmbyxT58Dv37LbS+99zzQ0i3GP8O1xsddNRsPhgNbq5ha58aBeen38v7/s/1vQlyubvB5ZfMy7ssmbJ4/v7CCX1Voov+c11L+nkP47KqHPgToo/jRQxB1DW7dulcsvv7xcA0eixmKiEUIIqd5QEIXnjjvukP79+8tFF10krVu31p1HC6Wdz6fC6fvvv6/wfIo1qKUIIYTEAtRB8aeBIu4YGjlyZMVaQgghhEQJFEThOe+88+TYY4+VcePGFZt+Ho9H6tevXyF5E8tQSxFCCIkFqIPiTwOxY4gQQggJARN9Il1UunwnBUU3GOX7yiuvHNAd3qJ99913lWJTLMGOIUIIIbEAdVD8aaCIO4YIIYSQeIFvyoqmY8eO+rlgwQKZPHmyrFu3TmrWrCmdOnWSc889V2rVqqXXu3fvXkm5RQghhJDyhDoo/jQQO4YIIYSQECiIimbXrl0yZMgQ+eqrrwpdu+6662TYsGEyfPhwcbv3L0hKCCGEkNiBOij+NBA7hgghhJAQKIjCk5OTIyeeeKIsXrxYfx988MFy2GGHSZ06dXRO/fr16+WJJ56QhQsXyhdffMENJgghhJAYhDoo/jQQO4YIIYSQECiIwgPBA0F06aWXyt133y3t27cv5Gb79u1y4YUXyhtvvCHXXHMNyxYhhBASY1AHxZ8Gcla1AYQQQki04fc7SnTECxMmTJCnnnpK3n333bCCCGAnjvHjx8s777xT6fYRQgghpOxQB8WfBuKIIUIIISQE7EgW6a5kkbqrLnPrb7311gO6gzCCW0IIIYTEHtRB8aeB2DFECCGEhMAh1OFp1KiROJ0HHmyModYYTk0IIYSQ2IM6KP40ULlMJcvMzJRPPvlEXn75Zevc3Llz5ddffy0P7wkhhJBKhUOow9O1a1f54IMPik07tP/YsrVHjx4VkjfVFWopQggh0QJ1UPxpoDKPGHrvvffk5ptvVkFTr149ueGGG/R8586d5fHHH5ehQ4fK+++/L23atCkPewkhhJAKh2/KwnPnnXdKz5495ccff5TzzjtPWrVqpbtubNiwQVauXCkfffSRiiK8UUPbTyKDWooQQkg0QR0UfxqoTB1DX3/9tQwZMkT8fn+ha8nJyTJy5EjJzs6W7t27y2+//SaHHHJIWYIjhBBCKoWSLCodT4tPd+jQQYXPJZdcImPHji10HXogISFBXnvtNenVq1eV2BhrUEsRQgiJNqiD4k8DOfzhenUiBEOktmzZIk8++aR06tRJzjnnHFmxYkWQm2XLlknHjh2lf//+MnHiRIkGMjIypFatWvL3iibSslaaFPg9kugI9JGtLsiSfHHK4Ympeh6Ya0sLsqWe0yf1nMnWOfu9Wb5cSXMmW+HAr7aJaUHn4T7P75EkR4J1n7k39JxxPzfPKR3cuVLHmarnNnuzpLErrVC87OHADezM8udb94WGj2saP3Fa9xmb7djDm5efL50TnbLKk69pZPw0tP/4BvlrwGvWPfb0Md/HZdaVfjX+DbIrNCy43eTNkZYJ6Xp+Rq5Deif7LT92+bIlzeEulF6h9sCPJq4U+XxvPTm3xg55fEdHGV4/uIwC+BfOnud3tZJLay2zruH3LXXWqp1JDqem3T9en6aFsR2fIDSPTBjrPJlydctj5esN84Lyx6Q97N/hy9X7Uebc4pO/PHWlb0q+5cbE/8xm3eTbjYvk7YxG0q/GX1aYuO/9ncfI9fV+lnSnSzZ6RcsuriN8UNeZKJu8Hiu/UX4KxBeUDvbygHjt8Dkl15+gZcDkA4Atxmbc08SVoH6ZPLKXA3tamHw1hD5Dxl24chSa50WdQ5nt5nZbZX+nr0DLlf35RpqgnOA7bNA4OZOt58jEzaSR/ZkxaRMuz8PZFvqM4TrKQZ7fp2UKafbMrvZyV90/rXvN5+xcn3RP8llpH1pmTbkw8YJd+X6/9RyB0DQPtS+0TkN8M31eLUf28Ozhn7biDHmmzSQ5NCGQ3+HqKLt7EwbKKZ4dpEmrhP31Kn7Xdzllu9enafXQ9vZyVZ3/WeWrUW6K1Dl0jezZs0dq1qwpFdE+/N/HQ8VVIymie7x782R+/2cqxJ5oBW3/008/rQIJb8pAenq69OvXT4YPHy6HH354VZsYM1SFljLlfNeq1vJHokN6JTvD1qNF1Vmh7uxtclH1tb39Dq3XQ/0Ih2lvTD0CLTEwbWvYuh+g3k5TrQPN4yyybRuy7jh5p+Us/W7qJHv7YOy011OmPUE7ENpumd9FpaepM984ZHxQ3VyUDrHHCaz15Eq/OTfIVZ1maztRVLoZXRmqA+1+4hrutbsJzZ9w9bmxx6RBuDgUF/9JWbXkzp8GyDsnv6Xt0f1bO8qIBgs1bhu86dLFvVf9OWT65fLjcS+K2+HQtthoz7u3dJEHG86zyhPaT9gIfxskZEgzV6alm4z9aOeNPwB+QReZdhfcsOF4ebzpNLl/c2/pWGODXFdrg6XDG7qytczcuLG7DKn/s7qHtjBxNvluyoldN0B3GI0B9ycvGCLzu02w0smko0kzxGNA2h7L7y5zL5L/HfV+0N8jpu2E3ur8+c3y1VnPWbocIN6ZPlFbwpWB0DJs14P2/LOnL5ia49Z0Df0bKVzZsZcBo/2N1oE78wyfvLS/zOz4+QHLDeKb5AjWNCbc0Gcg9G+vop4Dk1Ymfo/vPCRIf9ltCk0zoycRPnQSMPlst82efuGec5Of4Z4fu20mTnDfIjeJOqgK2VJNNVCZRgwtWbJEfv/9dznssMP0d7jFmIxInjZtWlmCIoQQQioNdJ1F+tqk1G9XYnwBxieeeEIPTCXH6OAGDRpEtCgjCYZaihBCSLRBHRR/GqhMHUMtW7a0OoWKYtaswFuYgoKCsgRFCCGEVOo2rfgXqdt4Bm/JcJDSQS1FCCEk2qAOij8NVKaOIawZhIWW2rVrF/b6zp075f7779dFmbp161aWoAghhJBKg3PrRW677TZtvw2pqakyePDgIl8I7dixQ0aNGqWLMzZv3pylNUKopQghhEQb8a6DbotDDVSm8U733HOPXHDBBfK///2v0DVMHcOiS2vWrNHfd999d1mCIoQQQip9N45Ij+oI5sq/+OKL8vLLL0uNGjVk2LBhxY4Sxs6k2I0UG0/8/ffflWprLEMtRQghJNqIdx3ULw41UJlGDB1zzDFyxx13yLHHHisNGzbUEUI49+eff+p3rGuNuXZYULFv377lZzUhhBBSgWB9oYjXGPJX30WR09LSdLHjU045JaJ7UlJSVERdffXVumNHrM+3rwyopQghhEQb8a6DesShBiqztZdffrksXLhQzjrrLJ0n/8cff+giTPiOrdywTT2GYhFCCCGxNoQ60qM6AjF0/fXXRyyIDMnJybqz1uefB3aZIQeGWooQQkg0Ee86aGIcaqAyjRgytG/fXnvHCCGEkOpAvM+tBxMmTNA3XqXh7LPPlgsvvFDOP//8crerukItRQghJFqIdx00IQ41UJlHDD3yyCMRudu0aZO8+uqr8sILL+iC1YQQQki04vU5SnRURzAlvEmTJqW61+1260KMJDKopQghhEQT8a6DdsahBipzx9C4ceP00+fzyZYtW8JuS4/FqfEm7KOPPpKEhAS57rrrdAEnQgghJHrn1kc6hFqqJdu3by/T/atWrSo3W6o71FKEEEKiiXjXQdvjUAOVuWNo7969OlwK8+maNm0qNWvWlEGDBsnGjRstN/fee69kZWXJa6+9pnP1sGMZRg0NHTq0rMETQgghMT+33uPxaOfARRddpOvzYaeq0F0tsLEDhiYffPDB0rp1a7n22mv1jVZFkZ+fr218adi8ebPGiUQGtRQhhJB41UHUQNWgY2j37t3am/b1119rhmIXsry8PJk0aZLusrFt2zZ19/vvv+snhCxwuVzy6KOPyvPPP6+LUxNCCCHRhL+ER1mYP3++dO7cWT755BN57LHH5P3339c2Eh1ABrSjRx55pA5rRgfRsmXLtFMIu2ZgtG5FcMQRR8gHH3xQqnvfeecdadGiRbnbVB2hliKEEBKvOogaqJp0DGEkUGJiotx///2yePFi2bNnjwqcn376SUcPPfzww+oOu5SBpKQk697DDz9cateuzUWrCSGExO2bsi+++EJ69eqlI4E+/fRTOeiggwq5QRt6wQUXaEfL008/rS9XMEr3jTfekA0bNsgVV1whFQHCHD16tKxfv75E961Zs0aeeeYZOe200yrEruoGtRQhhJB41EHUQNWoY+izzz7TaWGjRo2Sjh07Snp6uk4lO+6446xrGEWE9YeczsJB1atXT2bOnFkWEwghhJCYfFWGlyiYen3llVfKiBEjinSH0bXonLn00kuD2lK8XDnzzDNlypQpMnXqVClvLr74Yn2hc/LJJ0fcVi9YsEBOP/10ycjI0C3YyYGhliKEEBJvOogaqJp1DGEh6W7duoW9VqdOHcnJybF+20cLGTDtrKKGwEdCbWeKfmb5861z9V1OOTwx1Tqf6EjQ77t82Xq+sSvNOlfg91jfQZozOcj/tolpMjXHrefh1u4uz++R1QVZ1vkkR4Ls8OVaYRngrleyU+o4AzbhHthg3Gz2ZgVs9eUGhQ83sN/ct86TqW5Gb+uqYcFuXMOB33abjX/gqAUD1C9jVze3W+9FWsB2YwfO4fhrwGsyO9dn3QP7TVqZdB6cvlPSHO6weaJ2+3LVr5YJ6fJVdqr+7p3s17ib9Ibd9rS3g/MD/+qn3+EHfg9I26Ofw+uvCHJ7WtMugXvEaeWFiTu4pc5aDQvXEC/8vn9rR0lzJMhvebU1zdMdXnVbb1/6Iw74btLn4MlXWTbjd11nojyyNjC90p4/+fseR6SZyeNDE9xaJjsk7gjKH9iL+Hy7cZGMy6wrV9TcovcgzEOmX673PdZokcZ/o1f09w6fU8vLNl/gWdzk9UiSwy9LC7I1LJSDZfkBu01atEpI1ntMuUO+N3Pla1mFmzy/T/MSeZvkcO7zx6/pYs7jfthqT1/EG+dz/YmFno2g3w63+on7TVkPzXdz3f7caDj7yhvKrLkPcUSa2MNA2rsdDk138xyZZwlxWlzgC7LPPDOTsmpZ5+EOh90me3m0g/wMvY50NM8MuKvun0H3mvTr4N5fNmGHea5N2uDcJm+OrPIE4g4/M/2uoPDDpR2wpwmYkevQeMJPpJnmp+3ZMOX5tBVnyNftvtCyYfwKV0eZPIcfpq5DuUS4KNcmv3Adv+Een/DnhrrzZYPXrfejTFYKJXlLVoo3ZWj7zjvvPJ0a9tRTT0W0MHHPnj0LXcNUMoDRQ+UNdtXA1HB0Sp144onSp08f7aRauHCh7jSKzSawNg7WQoK7wYMHy9FHH61T3bDBRLt27crdpupIVWspaAx7+wrm5QeeR/N82tsFUx/Z6wx7m2zXTfbvefvuMW2qPTxz3k5onWQ0i6knoCUMpm5BOEa7oR5Cna26bV/7auw2bSna9XdazrLCQj1m7DbxNHbiHnscjXbC5zX/9rRpnUAYoXU/2lpjO+pM1Kt2+017Fw5jj+osT11ZfcJYuazWQnWPNDFpO2ZPM8sOozXt6Wr8N/aZfMOn0aRGDxn7oWdgH+419Tn8RT2OuCI+aItMHtn9N+kNLWfKFMLpmrRBVvUbo9oOfvatudhKY5zb7vWpnxN6vS7pTpfaAP/QZhw252K5q8Ev+hv65+Wd/2e1v9B6rRMy1J+Tk7Plxo3drfaoiStF/THlw2h6e3xebz5HPss6WF5qOleuq7VBbThz5TnSJjHbKjO4VtORr1pI09nh1rgZ3YD8QRtsNCHOGy1q8mvmEWOtdhbn4caUO6TnuTV2BKXn213HBrXVSAeTXrh3zfmvW3+7mLKM8NFemvtQ1u3lwIRrSHfuvxaqw+wU+AM2mvKI/DPuQ59tUwbM84rrsMvEC+fg5q12H1hly9iAtMcnyo4B8YWGNhhNYq9/TJlD3EI1S+hzoPWFL9fSz/g9tE7g7wS79jN+r/XkWs+9yVfjN76jrIar10w5s9dz9mfd5B30uv0anpVM3/48QZioR+B+t29/uxCLOogaKDoJ/5d1hGB00Jw5cwqJVYwQuu++++SQQw6xdimDWzu5ubm6QHVqarAQIIQQQqJjN47I3ZaUu+++W3bt2qXblGNaWHHTslasWBG0Tp+dTp066eeMGTOkIkCHBXYUveyyy2T69Ol6FAdGCV999dXy0EMPVYg91RFqKUIIIfGkg6iBqmHHEHZOOfXUU3W4OaaSgX/++UfXSUCHEMSuEau1au1/uw6wYLXX69W1hgghhJBooiRz5o07TJ+yg9Ed4UZ4/PvvvzJ27FhtI9u2bau7i6HzB51AGGWDNWdOOukka2qWGVXSqFGjQn5hOhnAQtTr1q2Tli1bSnlz7rnnyqJFi7TD54cffijSXcOGDbWjq6LWPKquUEsRQgiJFx1EDVRNO4YwVBzrDrz++uvicDist4WHHnqo7jY2fPhw6du3r56HWB04cKDcfvvtunAm7sU9AwYMKJ+YEEIIIeVFSYZG73MXugvXyJEj5YEHHijk/OOPP9a2Eps3/Prrr7pRQ/369eWbb77R7epPOeUU3ZnsP//5j7W7J0aVhFurz/7SBbuEVkTHEGjVqpV8//33smTJEvnqq6+0owidUSkpKbpg9gknnCBnnXWWTj8jJYNaihBCSLzoIGqgatoxhA4ejPzBm8/JkydLfn6+blN//fXXq1gdM2aMrktg1htYtWqV7ryyfPlyFcWHHXaYuiWEEEJifQg11uKxT5sON1rILLgIMLIG064NWLQZ6w1hZM4111yjHUQ7dgTWmihq2rW9swhTtCsajA42I4RJ+UAtRQghJF50EDVQNe0YMqJ0yJAheoQDO64YICYxLP6tt97SxSpvu+22IoUzIYQQUmWUZJeNfe4ghkLX0wsHhlGDZs0CC8XawQLOGFmL4dgTJ060RuDgZUo48ELGULdu3QgNJtEGtRQhhJB40EHUQNV0V7KSgM4ggKHz1113nTz++OPSuHHjUvvn8Xh0pxYMu8f8/HvuuUc7mwghhJCyEulOHCWZg28wc/DDiSdMzTLrCy1btsxqJ7H7Vzh2795tfcd0NFK9KW8tRQghhFSmDqIGivOOIQyFv+WWW8rNv/nz50vnzp3lk08+kccee0zXYnj00Ufl4IMPLrcwCCGExDn+CI8S0qBBg7CLNBqaN28eCN7v17bOdABlZxfeytpsU47RR+wYqt6Ut5YihBBCKlsHUQNV46lkP//8s3z44Ye6G0pOTk6h4e7YnQy7reBaefDFF1/oOkUYITRixIhy8ZMQQggp624ckXLkkUfK7NmzZenSpWGvm+3rsZEDOoaaNGkimzZt0hFEuNcO1vAz6xOR2KWytRQhhBBSFTqIGqiadgy9+uqrcuONNxa7/oHB7FpWFrBYFdYsuuqqq9gpRAghJKrm1kcKXm48//zzussXpkVjK3o7mBaNNWewTTzaTrR5Dz74oO4CGtox9Msvv+gndjAjsUllaylCCCGkqnQQNVA1nUqGLXYB1kN47733VOROnz690PHkk0+W2VAMlz/vvPP0zSl2bSGEEEIqDkcJj8jp0aOHtmcbN26UDz74oFBbN3XqVN2VDFvEA2zUgLYP06btYHv6KVOmyKmnnqo7gJLYpDK1FCGEEFKVOogaqJqOGMLWuNiW/ttvvw3aMjeUE044Qd+OloW7775bdu3aJY888og1zJ4QQgiJtRFD4J133pHVq1fLzTffLG3atJHjjjtOdu7cKZdddpkcccQR8uyzz1pu69Spox1IZ555praBmEoNt9h8AZ1HoR1G0cJDDz0kw4cPr2ozop7K1FKEEEJIVesgaqBqOGIIQ8GwM0ZxQsawcuXKUoeDbe3Gjh2rHUJt27aVa6+9VgVSixYtpE+fPvLjjz8We39eXp4u8mk/CCGEkDIvuFjKBajRETBr1izdVXPgwIHawYMRI8cff7z88MMPhV6A4Bqmks2YMUNat24tvXr10rduc+fOlYYNG0ZdRm7dulU3hSDRoaWogwghhESLDqIGqoYjhrBN6m+//SaTJ0+WM844o1i33bp104UzS8PHH3+s8+4hnH799Vcddo3dV7755ht9Y3rKKafoG9Oi1liAOB01alSpwiaEEBKHYCHFSBdTLOHi04batWvLyy+/rEckYH2h7777TioDtKter7dU92Kh5OXLl+tIGBIdWoo6iBBCSDTpIGqg6MPhP9BKh8WA3TP27Nkj9957r4wePVrq1atXyA0W1sTuK0OGDNHvpQFrMXz++ee6Tetzzz0XdO3NN9+Uq6++WmrUqKELdpot8ELflOEwYMQQRhvtWtVaslNzpLErzbpW4PfIJm+OtExI1+95fo+kOZMly5ern4Zdvmyp40xVN4ZER4L+xqfd/WZvltRzJqtfWX6Phofr5ns4jD+Gu7d0keENfguyAf7i/vu3dpQHGy6xzsPvJEdC0P1FhZHlz9d4ID5pDrcVh9D4hLPNpAFYXZAl9V1OubD5MfLtxkVB7mHPJq9H2iamWffC9h+yW8rg9J1Baboov4b0Tg4Uyf+bN0jmd5tQyAZjn8kne3ogncPZa+Jjdzt2T1e5q+6fss6TKXWdiZq2xoYj3Tn6G/GC3eaeHT6nHJ64P85NXAlBaQ2/YJPJGzAj1yG9kgpkak5NOTF5p+Y7wHXYttaTq2HYy8TSgmxp6hLZ7vVJujPg1nDUggHy+xGT9N7FBT7p5nZb1w6Zfrk4nH6Ze9yrmp/P7GovZ6YvVr/y/D5JcjitPIONmT6RVgmBNJua45ZFOS01TUz5nZ3rk17JTk0XgHvn5edLM1e+/rb7Z9LKlAVz3vhl8tGeHyadjJ8mnqF5Btv6pgTCtKetAell8iX0WcW1ek5f2LJhsPtfFPbyHu45mpbdRAak7Qn7zBiQNshPk252P3HfKk++xuPxnYdoPphwE8VpxQnuBv7VT55v9YlVT9nTFc+F2+GQNEdCoTJsvof6aS+7dvehtv/lqavpZK9jTHqb+/B7pcep5dKcKypNTL6Zz3GZdaVr8r/63V4nAXs9l5HplTqHrtH2p2bNmlKeoH3Am6zmL40SZ0pk05Z9Obny740jK8SequKss87SjoqygIWSS9u5FE9UhpYqTgfVTHcF6QGDqZ/M82nc2J/LotpdQ3H1oWlXjH+hday9LkK9stNXoHWUqXPa/nSZrD5hbFh/Q3WNvY4zdodqP2g0U68h7HwJtPfhNIhpv8LF/caN3eWlpnOD/LXXtXY/itOCJh6hbZqxf0VBuqWX7HGC3zt8uUF+2ttBYGw2eWraA3t7bXdn/A7VvuHyNpwuNjrH2BZqu+H5Xa3kljprrd9oC2+oHaj3w6UhmJ2XKBsK6kirxO3S0JVt6RATHnRSTUe+ah3EdVl+suoaExbcGh10zb895dqGM9Tf1gkB/9d4EqRzolM+31tPmibsku5JPo0PMO0p0sRoxINcgbQMpxnCPQ/h8reo9A19TkP1eKj/Jh3ClXd7GQD2MgP/Mn1eWeOpqfo13DNk3IXGMfScvZ1H2uAZ+yE3VY5O2h2k+e33259bE24TV4qVJmP2NJPjUldbui+U0DS1xz9Uo4ZLE3uZsF8LfZ7NeaOVEQ5AWPgOHfaP16d2Qufa9fqkrFpyeuoW67n7JruRakhju/1vR9R99vgj3JwsB3VQBXJWnGqgMo0YOvroo3W4OMACmBUFppKBZs2aFbo2ePBguf3221XkTJw4UW644YZCbpKSkvQghBBComGNoWgHbenSpUt1pAlG6IbunHagEUOY9mYWVS4J6BipKEaMGCHRSGVoKeogQgghJSKOddANVaSBqloHlaljaNiwYXLHHXeI2+3WN1yY6hW6lSqGkm/btu2AW7AWh1kTKNyb2JSUFF17ASOKSjtVjRBCCKnsqWTRTN++fXWx60GDBpXqfqz/h93VSsoDDzygOqIsmiEc8DNaO4YqS0sRQgghERPHOqhvFWmgqtZBZeoY+u9//ytvvfWW/P7775KaGn44H8DOK506dSp1OJgetmrVqiIXjW7evLl+UjARQggpDxz+wBGp2+pI6NTtSEEnBhbPxsLYJQULaWPNnfIE2gA7uUUrlaWlCCGEkEiJdx30XBVooKrWQWXqGMJoHfQ84S1XcYmDncSw3XxpwYKbmFuPIV3hMLu3HHrooaUOgxBCCLGI4yHUhkh2yQoHdlXDlKgXX3yxxH5gZPBll10m5c0jjzwi0UplaSlCCCEkYuJcBzmrQANVtQ4qU8cQONAQK3vilGUr1+eff16+//57XXQxdJ4fFp1Gwp977rmlDoMQQgixiOMh1JGQmZmpCyb7fL6g8/iNt13jx4/XdrksbX88URlaihBCCIkY6qC400Bl7hiqjMTp0aOH7kz22WefyQcffCCXX365dW3Lli06h++aa66RVq1alTkuhBBCSLy/KSsKtLn9+/eXOXPmHHDY8vvvv1/idh+LPFYEFeVveVJdhSYhhJAYhDqo0jVQVeughGhPHMM777yj8+tvvvlmadOmjRx33HGyc+dOHWp1xBFHyLPPPltqvwkhhJAgKIjCgi3VMbUb057QWbF9+3Zp1KhRkJtNmzZJ+/bt5YorrihxoTqQnigtFeVveVCZWooQQgiJCOqgStdAVa2DEqI9cQy1atWSWbNmyX333ScDBw7UrVdr166t381uHoQQQki5QEEUlu+++04efPBBufPOO3X3rJtuukluueUWOeSQQyw3w4cPl6ZNm8r1119foYVx7dq1snnzZp2PD51R2vUAqprK1FKEEEJIRFAHRbUGqggd5CyPxMHw53Xr1smVV16p6wBhzR9zoNMG07ww0qesoCPo5ZdfVoGEhFi4cKEKKnYKEUIIqZC59ZEecQLW+cMLGggicNVVV8kbb7wR5AbtPkTT9OnTK8SGL774Qtq1a6ejh3v16qU7daFD5ZlnnpFYpLK1FCGEEHJAqIOiUgNVpA5yVofEIYQQQipim9ZIj3gBwsPr9Vq/u3TpIsuWLZOtW7cGvcTBcfvtt5d7+JMnT5YLLrhAdQc2nLj44ovl/PPP17dzw4YN040qYg1qKUIIIdEGdVD0aaCK1kHOWE8cQgghpMKGUEd6xAmdO3fWKdxjx46VefPm6TkMpcbuobt379bfb731lmzcuFHXBSwpO3bsKPb6Y489Jl999ZUsWbJEPvnkE7Vj0qRJsnjxYh1589xzz0msQS1FCCEk6qAOqnQNVNU6yBntiUMIIYSQ6OCBBx7QrdOx1g2GL+Pl0Kmnnqpvqpo0aaK7XmDKEzj66KNL7P8xxxyjwqYo8OLp2GOPDXsN9mD0TaxBLUUIIYREPw9UsAaqah2UUNbE6datm3z++ec6nGnv3r2aOO+9954mTo0aNWTXrl1lShxCCCGkssGqQZFOEYufFYZE57PPnTtXxowZo4stulwuPf/mm2+Kw+GQDz/8UHfP6tGjh7z++usl9v+bb76RSy+9VIdKP/HEE7rRhJ0TTjhBRdPVV18tbdu2VZ2Rm5srf/75p+5e2rNnT4k1qKUIIYREG9RBla+BqloHOfywvgysWrXKShyz+jaMg7H2xBk3bpwcfPDBEg1kZGToLme7VrWWmumBDAUFfo8kOhJkao5b+qbkF7oP1wHchDu/w5crjV1pQdee39VKbqmzVrJ8uZLmTC4U1mZvlt6Dz3y/X9wOh/7G9VWefDk8MdVyY2eXL1umZTeR01O3qL/h3CBMkLTPXoS3uiBL0p1ihREaF7ud8/LzpZvbHWRjksMpdZypRaYt7Mrz+6TePj/gvwkn9LMocB1pibDSHG51OzvXJx3cudZvuzvYhnDtdv3fvEEyv9uEoHQJl38D1vSRSa2nWdez/PmWP8ZPfNrDXefJ1HwyaQHbkp0eTSv7fWBpQbbmobmviSulUNyNjbjeMiHdygOc3+FzSlOXqH92++xpiDDqOX3qB/K3bWLh9MBvgHPGDvgFTH7h9znL/iMzO35ebB4hjFYJAfcbvSJu8WmY9vw3aW7iEmpPcZhyG/q8BGz1SIH4LL/gdqevQNMN+dArOTAIMtR+e1kx5To0D5Cfy/KTpXuSz0pnY7/5tD+3Jv9xbpM3R9KdrqByUlSc7Hlhrm3yejQN7eUlnB8mrva8wH0mfUDoM9Z66pWypu9blh+oD4p7/ow72GryGpy7+iz5vO1XQffa/Xt85yHSICFTrqi5Ra+Z/DA22vPCpO9JS8+WHw//UtNku3d/OTLcvaWLPNhwnvoPN1P2NpfB6TslI9MrdQ5dI3v27NGdGCqifTjosYfFmby/DBaHLzdX/rn7vgqxJ9bAAsogPX1/OS0pPp9PRo8erS+d8KIJI2oMGI188skny4IFC1SEGaA1Dj/8cH2Th6lZsUZlaylTzv9e0UTS0/e366F1XThC65FI2nT79Ujag3B2hLbRRflvGLOnmVxXa0OhetVeXy4u8BVqD8LZZ6/70V6aOgnuTDh2d6j35ua21PqqqLgVZ38k+RDOPrRvrRM8RaavXRfa2wq7TSZepzXtImPXzy6kLU0aoN0z7ZHxF22ZaTOKs9vedsHdjRu7y50Nf5BZOQdJ9+R1QdfsbQhse29PBxlUc4n8ntdQzkrNLjI9zmzWTb7duEg1/dFJuzVOsH1WTjPpk7pJfxu9b9pltOHQCisK0qWLe6/VLk3KqiUD0vZY8c/0iWz1pmobF6q/YW991379auw2ftnLI86v8SRonkF/GA1j9xPfQWg+mGtpjgQr70yazch1yJHuHPnH67P+jkCehfs7xdgBPWfsspc7c+9aT66VD6FlGJh42e/tuegCmdPlE6tMGS02IaOj/m0EO3sn7/8z1O5vqGa3a3J7fQVNCN2JPGniStAyiE+jt4wmNXaFe75N+c3ye8KmD8Cz1S7BVyitQ/+eC00/e7zsdWdx9ZnBlH8Tn9ZfXS1rznpD3eRkOaiDqqkGqkodVKYRQ+DQQw8ttAJ2cnKyvP/++/LKK69YiYNeLEIIISQm4DatpcIuhjCCuLjh0EWB7VYxiqZv375y0UUX6S5dQ4cO1WtYsxBv68aPH69+b9myRerVq6ciCQswxuoupdRShBBCogrqoCrRQFWpg8rcMRRJ4hQUFOg2ajk5ORUZHCGEEFI+UBAVnzx+vy6QiHY9dOAx2vyZM2fKjz/+WKYswAgZiB9s0Q7BgxdOmMePoduDBw/WIx6gliKEEFLpUAdVqQaqCh1UoR1DhilTpkh+fuGpWYQQQkg0UpJt6ONpu/qsrCy59dZbZeLEibquYEWDufPYxAI7b2Be/aOPPir9+/eXeIRaihBCSGVBHVT1GqiydVCFdwxt375dhg0bVtHBEEIIIeUH35SFZciQIfLpp5/qGzIsiIgdOBISCkuJbdu2leso4QsuuEAXW0T4X3/9tbz00kuSlhZ+LYjqCLUUIYSQSoU6KGo0UGXpoBJvV79y5Up56KGHtLcMvVd5eXlFul2+fLlum8b1hQghhMSkIIr0iBOmTp2qn9j5Am/O1q9fL3///XehA+1/6E4aZQXDp7/99lvp0qWLdO/eXX755ReJVailCCGERDXUQVGlgSpDB5VoxBC2XbvpppvE49m/YjqGM2F4MxZOtINt29B5lJ0dWOnf7LJBCCGERDscQh2e5s2b6/Dpyy67rNj0a9GihVxxxRWlTn/M0V+9erW+cevQoYOkpKRY12677Tbp06eP2nDWWWfJyJEjdaHGWIFaihBCSLRDHVR1GqiqdFDEPsyfP187d2Akhk+ZY82aNTJo0CDLHbbrHThwoFx77bXaKdSkSRP55ptv5MUXXyyzsYQQQkil4HeU7IgTID6w4KJ56VMcZ599dqnCwAsnbLWKTSvwRgxDtUeNGhXkBtd+/fVX3RoWI5P/+usviQWopQghhMQE1EFVooGqUgdF3DGEjh2fz6crYmNeG4ZIffnll9KtWzdZvHixTJs2TebMmSNdu3bVxZHQaYS5cH/88YecdtppZTaUEEIIqTQ4hDosF154odx3333y8MMPF598fr/85z//KXGyDx8+XEaMGKFvxxAWjo4dO8ro0aPllVdeCXKLLVmfeeYZvdavXz+d3h7tUEsRQgiJCaiDKl0DVbUOingqGbZKO++887TTx9CuXTsdxoReqltuuUWHO2GaWc2aNeWFF16QSy+9tEzGEUIIIVUBh1CHB+IDfPfdd/qWCm+xQoEOwFusXbt2lTjdsRUr7sVLJzs//PCD3H777WGnpZ9yyik6z/6aa67RF1efffaZRCvUUoQQQmIB6qDK10BVrYMi7hjatGmTTJgwodD55ORkeeCBB+Scc87R38cff7y899570rJly1IZRAghhFQ53I0jLD/++KPMmjVL34bNmzcvrBuHw6HX8VlSMDIZI49D6dGjR7Fbw9atW1c+/vhjXRAymqGWIoQQEhNQB1W6BqpqHRRxxxAWPjrssMPCXjvxxBN1qzbMhxs6dGjYhMC6QxMnTiy1oYQQQkil4Q+8LYvUbbyA4c0YKXzRRRdJq1atJDExsVCbn5ubq2+7Zs6cWWL/sdMGhkNjQUWsUYg3b9j14+2339Z59gcC27hGM9RShBBCYgLqoErXQFWtgyLuGMrPz1fDXC5XoWtpaWk6QgjDm8KB3i3sXEYIIYTEBHxTFpaTTjpJ1w8cN25cscnn9XqlUaNGJU725557To499li55JJL9meF3687gYwfP15iHWopQgghMQF1UKVroKrWQRF3DMEgLG5UVCTR+fPggw+qu9C3Y5gTh09CCCEkJqAgKpInnnhCRU+4F0UGXPvpp59KnOyHHHKILFu2TF599VVdjwf07NlTdzqtXbu2xDrUUoQQQmIC6qBK10BVrYMc/tCenCJwOp2lnitn5tkhEaOBjIwMqVWrluxa1VqyU3OknjNZZuclSu9kv2T5ciXNmSy7fNlSx5kqs3N90ivZKZu9WdLYlSbrPJnSxJUiiY4EKfB71L88v0fvAXCX5HBKojhlk9cjbRPTrPMIB26n59aVs1ID29zBj1WefDk8MVW/w1+E0TIh3bLBuMM1w+qCLMvvqTlu6ZuSb10z9+GeHb5cDReY+8dl1pXB6TuD/EW8s/wejSMYsu44eaflrCC7TRzt9z2/q5XcUmet9TvUThN346/ddrjN8udLmsNt3WPibtLW+Al3Ji1MHpnv167rK+NazQi6PxS4S3IkaD53ce+VRfk15Eh3jhXn2zZ1k7sa/qR5Z9LOnhd2e0z8N3lzJM/vkHSnWPfZMflgz6vQdAFIX/gLd60SAt/N/du9Pj1nwsa5cOkVLr7/eH1arsC8/Hzp5nYH2QK/8vw+jb8pK/b4I8+/yW4kp6dukYlZB8nRKX/LQS6n+ntogluvL8p3Swd3rtpkL2tqw748M/llLyOhaRlaZkw5QdztZcTu1qQF7EDeTsxqaJVrU26L8tekgQkDtiMdlhZkW2kWWu5CbQ333cQN9yFtQ20IzRdTRkxcjB3hypEBeZ7udMmUvc2lVeJ2aZGw1yoDcAsyfV6rnrLHKTT+dkx88Wz0SioIm3ZFYcIwtprnLZwfJq2QR38VpAbZb54rY7upq+B2Vk4zGZC2R91lZHqlzqFrZM+ePbrZQUW0D23ufURcyfvLc3F4c3Plr0furRB7ohEMZTZi5UA7cH3wwQdSUFAgp59+utx1111xkT6xoKXsOmh9cl5QHVFU/YPvqFvwvNrb4eIIbf9D63v4A61U31W4DbUTGp75PSmrltYLpl4LrS/DaZOi2pzQtgmEtgnhNEloWMYmk2YAbo0+DL2vqLQ0Yd+4sbu81HT/82baZ9xz2JyLZfEx74aNo71NxncQ2r6Epgfq3IFpW4us/8Plg9FRRemRcOehraEd7GkR2m6b9gBAa+WLU9NjRq4jSK8jvaFTjF24b3GBTzonBjZetrc30PMG+IO2Dhq8nnN/e23XvQXik8e3HSOPNVoUVLaMfkO87c+FKYeIc6bfJbn+BGmX4AuyzZ62Rel8891+PVy7WlRZNn7b9aI97U062NvujV5RjWf0GrDrwtCyhzTY4HVrOpswimv77Rj/Tf6Exsf+iTIAzWNsgM3D/zlXXj340yLrltD0C62HTB7u8DlVz9rtsJdxU3ZNvtqv2cPA33w4b/+boag6Bum301cQpHuMVoMt5ntTl+jfAPgbw+h0Uz7xmzqo6uhejTVQQokcJyRIw4YN9TNSsrOzZdu2baWxjRBCCCFRBnbi2LJli0ydOlU2b96sc+AxH96+O8fzzz+vaw5iJPGtt96qw66xcCJ28sBw6KL48MMPS73Fa3FUlL+lgVqKEEIIiU0yK1ADVbUOiriHB6tjYxXuGjVqlNgQTCU79dRTS3wfIYQQUiVwCHWR7N69Ww466CB9C2ZITU2Vl156SRdLBK+//rp+XnnllXrt6quv1hFVEE8LFiwocgg2djmtCEFUUf6WFGopQgghMQF1UKVroKrWQfvHVB4AbEdfmk4hcPLJJ2tvGiGEEBILYEeykhzxwpw5c3QUMDajOOKII+Tcc89VfdC4cWMVQDNmBKb1/v333/rZoEED614Io6VLl8pbb71VpP8Rzm4vMRXlb0mhliKEEBILUAdVvgaqah0UccfQFVdcUSZjPv300zLdTwghhFTJ27IDHXHE/fffr1u1rly5Uv73v//JJ598ou376tWr9W3U008/bW3XatbUMWBNm6ZNm8pHH31UpP+lXX/nQFSUvyWFWooQQkjMQB1UqRqoqnVQxFPJWrRoUeaFmgghhJCYoAqGUH/99ddy1llnyTvvvCOXX355oevz589XUYLdKjAMGVumQoikpKRIZbFw4UL5999/w4Z5zz33yGGHHWa9lQo3VBr3LVmypEj/165dK61bty5nq0U2bNgg0QC1FCGEkJiAOqjSNVBV66ASLT5NCCGExAMlmSJWHlPJtm/frsOMi+Krr76SAQMGyCOPPCKTJ0/WuepnnHGGTtX+/vvvSz3Vu6QgnKI6otavX69vpHw+n/7GvPpQdu3apTtiFQWGZ0MUVdcRQ4QQQkgsQB1U+RqoqnVQxFPJCCGEkLgh0uHT5TSd7L///a9kZQW2QA4nNgYPHiwnnXSS7nJhhiRjnvqvv/4qw4YNk8qiffv2akNeXl7Q+R9//FHOPPNM6dSpk3Wtbt26heKxY8eOoJ07QoGgqoijPLZ4J4QQQuIG6qBK10BVrYPYMUQIIYRU4aKL2MYUW5+ed955Ya+PGjVKt0cdMmRI0Pl27drJUUcdJWPGjJHly5dXSh7ee++98sILL+hCi0ceeaQeDRs2lFNOOUWOO+44FUc33nijNcfe/tbL7NLRs2fPSrGVEEIIIaWDOij+NBA7hgghhJAqelOGOd8QGmPHjg1apNCA7VAnTZpUpJjo0aOHzmd/8803KyUPe/fuLe+++66+fcKaRzgwNPqOO+6QV199VT7++GOd9oa4YNrbLbfcItddd50KpUcffVSHMmN0FCGEEEKiGOqguNNAXGOIEEIIqaJFF7FL1ciRI+Xggw8Oe33WrFk6Hz0pKUmaNWtW6DqGLYPp06dLZXHxxRfL2WefLTNnzpT8/HzdXKJ58+Z6DdPd/vnnH10zqWXLlnLppZeqGIJAgpC69dZb1Q0hhBBCohjqoLjTQOXSMYS3legxw5tPJBRYtWqVpKenS5MmTcojCEIIISSqF10MXVAQnTk4igJvl7CIYXFbmC9YsEA/w3UKgdq1a+vnH3/8ofPHw+2CURHUrFlT59OHAwsuQhABvDW777775Prrr5fNmzfrjh0kPNRShBBCogXqoPjTQGWeSvbDDz9I27Zttbfsqquuss6jU2j48OEyaNAg2blzZ1mDIYQQQqJ6CDW2Isei0ObAW6Ki+PPPP+XJJ5+05pwXxbZt24I6gEJBOGYXC+xUFk1gOLWhTp06US+IqhJqKUIIIVEFdVDcaaAyjRiaM2eObpeLYVShYKQQdkzBm9Bu3brpzimNGjUqS3CEEEJI1A6hxo4TeItkKGq0EIYTX3bZZfLcc8/pooXFgR0sitr2FNjXJcJCh9FCTk6OXHLJJbJ79+6qNiXqoZYihBASdVAHxZ0GKtOIofvvv19q1KghTzzxhHzzzTfWm0s7N998s861w+Ka0UhjV5okOhKkd3JA2ReITz/rOAMivFeyU5YWZKu7Ar9HmrhS1P1mb5Z+4khyBPrXcD3NkaD3pjmTpW1iWlA4Wf58PX9WaraeM34cnhgIC9/hR8uE9CAbdvmyrTDxHW6M3zjXNyXf+o5rL+/8P/2N8Ez8Em02Dk7fKVm+XMtffIddJo7gnZaz9Dris9YTuG4Pw9x3S539q63b/QOrCwJbL8NfEzaO+i6ntP78GnlmV3sr3vAXIO6zc32WzfAT8TBpAXd2W/B9XKsZlt24H99hgwlPD/FZ+Qy/8LnJ67Fse7bJvEBaidPKF5Pf9rw2ccvzeyTd6ZIkh1/TKM3hlnWeTCt/cA/CwXe4sacHypNJF1Mu4B55auKscXO4pYkrkP4ID37BT5OXcIf4wiYc8BdhwN303LrS1BVI83n5+dLAmSczch0aBj7hDn7t8Dn1O2wwZQ73IDyk7empW2SlxylHp/yt5RTpeGiC2yoTUzM6WzYhLrhvbl6gWoH95pmCnzv25QnCMulr8t9ehgwmPexxtrs1/sMOnEe5Rlztz1so8B9pGhrGrJzANB3zLJoyjrBNmtrjgHO4jjw38TD34IBt5tkz4B7Yutu7v/yaco1PpGmSI5B2JjzkqXEDkHfIc5xDfDu4c60yYK8z8vwOK2zEyaSrve6wh2Ou4/4j3TlBdpvnCfYj/HBo2dhXPu/f2lGfLfhhyjyu4bk2IO71nMlav8J+4w734LcJH3E06TsgbY9+R5pH624c6BSyH0V1DKHNxJanZup1cbjdbmuaUTjsL2ZCt0YtCw899JB07txZd0yzc+WVV+oLn+IOiKEjjjhCd1Ij0a+l0FYA86wZzDON59PUV2gT8QyadhiY9tvUQ+Y76hU858ZfoxFQT5s6x2gl+G3aT4D6wvhn2nC7XTt9BXLjxu5aLwDTtqENxydsMlrC1M2WbfvaBlP/Gey6I7RuM7abT3u9bPwxYZxbY4flL9yZuKFNwHdjX2jcTlp6tnXfuMy6Vnv0UtO5+on2wNJf++rl5T0/0HbXbouJi2kH8b3X9JuCNJ49jriOtMK5fjX+teJxWtMuhfIY+WVPM+hfo6OMdg3135w3eQIaugJtm9FDJn1M2TFhoC3D/chf05ZBv6k+3VcG1+Q3CCqPsL9zotPKz0lZtaz2xh5eM1emrPLkW+mM7yZcfEcar/EkyF0NfpG7t3QJ0qH2eJrnwrSvsB+/3eKTbm53kG32smfKh91uU+ZNHuA6nrdr/u1p+WPKoykLdt1pb3MDGi83SLsDezoc5HJaYeI7wjDxM2Uo07d/i2vVN85kvQfXED/73xdGj5n8RxmCTUYf2+sIlNvFBYFyZ66ZvwdMOuG3/t21789VhIF0fb7VJxq+ibNJC3v5N2lgypa93BoNEvr3lynjsBf2mLJrdJO9/Jt4mr/54Kf1N4hNf5r0NH9LhD4rdq1m/46yh3AzfYF4QyMCxOX5Xa3kr4K9UtHEsw56KE41UJlGDM2dO1e+/fZba6eUxMTEQm7M21D7cCpCCCEkHhddXLx4se5o8fvvv0fkHluigr17w4tA8zYKHQvJyfv/ACkrzzzzjPr9yiuvyODBg63zf/31ly6IXZRAs4PdN8iBoZYihBASdcSxDnomTjVQmTqGmjZtGnb7XDtYlBpkZe3vYSeEEEKq26KLkfD888/LypUrg6achTJkyBA9MN3svPPO03MbN24M63bLli362aXL/rf75cH48ePlyy+/DFo7EGDb1SVLlsjtt98uDRo0CPtCCG/vsEvahAkTytWm6gq1FCGEkGgjnnXQ+DjVQGXqGMJCm5s2bSpy5zGsdzBixAjtMevYsWNZgiKEEEJi/k0ZRtG2a9cu7DW0p9jZDG/HMJ0IbeuJJ56ow6i3bt2q25/Wr1+/0CLWoF+/flKenHrqqXqEcsEFF+hI4XvuuafY+6+++mr58ccfy9Wm6gq1FCGEkKgjjnXQqXGqgcq0xtBtt90m/fv3123qQ1m9erUm6MKFC6358YQQQkh13Y0jErBT2YoVK8Ie5q2YcYNPvFHD7p5g5syZhfz75ZdfdAHqgQMHSmWAt2OPPfZYRG6XLl1a4fZUB6ilCCGERB3UQXGngcrUMYQdyfr27SuHHnqoHH/88drLd9FFF+kuZNiS7eeff1Z3N910k1x88cXlZTMhhBBSoThKeFQkI0eO1Lnz7733XtB5DGfGdG0MdW7btq1UFpHuMFqvXr0Kt6U6QC1FCCEk2qAOij8NVKaOIbObBhaWxltNj8ej8+kWLFggLpdLjjvuOPn00091S96K4Ouvv9ZpaljAihBCCIn2N2WloU2bNvLaa6/J5MmT5YMPPtBz69at0xcuvXr1kmeffVaqEtiC0U3XX3+97jRS1DoAJDq1FCGEEFII6qC400BlWmPIcNJJJ+nh8/lk586dKmrQSxZuQabyAnMMMX+PEEIIiZVFF0sLdsXAvHyMHsLafampqbowI0bkmq1cyxtsjY723A52/Bg9erT1G1u5XnPNNbqmIMBOHQ8++KCej2QbWlK1WooQQggJR7zroHvjUAOVS8eQAeschC4IZRg7dqyuLF5e/Pe//+VOZ4QQQmJq0cXiwOjX4kbAnnLKKXpUFpgijsUcU1JS5MYbb9Sp4p06dbKuz549Wy6//HLxer36u3fv3jqVfMaMGXLhhRfK//73P+nQoUOl2VtdqEwtRQghhIQlznXQ8XGogco8lSwSsrOzy3XxafTCYWs6s1AnIYQQUu5EwTSyqgQjczG1ac6cOfL4449L165ddWoTgBDCqF18Yko3hk9jB44nn3xS5s6dqzt3RLpAI6kaLUUIIYQUSxzroO1xqIEiGjF05ZVX6tCo0lBQUKAJlJWVJeUBdkDD0C70xo0aNapc/CSEEEKieQh1VfDll1+q2OnSpUuha6+++qrunAZBdOaZZ8odd9xhXcO5p556So488shKtji6iSYtRQghhBRHvOugL+NQA0XUMfTXX3/JrFmzSi1oTCKVB1dccYXOLTz44IPLxT9CCCEkGoZQRxvz5s2zFru2k5GRYc2xx/o34Ra/jnTXjngimrQUIYQQUixxroPmxaEGiqhjCKtsL1++XIYOHarz3hMSEkr0lmvmzJk6/ausoHcO8/zQOVQS8vLy9DAgQwkhhJCiiPc3ZQAdGOEWdMTCihhijU4K6IPWrVuHvb8kWiEeqEotRR1ECCGkJMS7DvLHoQaKyGLMk5s2bZrcddddpQrkqquu0vvLwp9//qnz9n799dcS34st5DjtjBBCSMTE+Zsy0xmxe/duqV27tnVu4cKF8vzzz6sgqlu3ru4MEo4//vhDmjVrVonWRj9VqaWogwghhJSIONdBBXGogSJafBoLLaFTpiz8+++/pb4XW7diF47nnntOt6krKffcc4/s2bPHOtavX6/nC/yBVcRv3NjdclvHmSq7fNlB9x+emKqfO3y5kuhIkM3eLMnfNxS8wO/Rc6H34Pzqgiw97H4D3I/rjV1pQe5xvLL7EP29tCBbxuxppufMfXCP78YGhGn3A99xbXj9FXrN3Gf8B7h+2oozJM2ZbF3HdxM+rmf5cmVqjlvSHG691iohWc+ZMLL8+dZ9CMf4Df/UH/Hp77aJaYXCxr1wt+bc1+Wuun9KojiteCBOoFey07IHbmEHuH9rR3Vn0hTf4WadJ9OyCeB7kiNBwwNHzx9sXZuR67Bshn1IZ4D4wh/EyaSpuf+hLSfpPbAP/iIt4A64HQ75Ym9TddsyId3Kn3rOZMvOdKdLw6vvCsQL5cleXnCP3b35jfL2c15NeW9XDw3P5HtoecI12AV/ESe465uSIZk+r/rROdGptvVKKpB5+fnSOiFD0p2i8cU9sCvP79MyDf9xvykT8Leb2209AwgT6Yv7wYMNl6g73Nf2p8v0vi7ufOtZUfscbv1uyif8MOluQHog/iavQ58lk14Ix5R9478pKzhgq3GrtvpyrefNPBOwEeeNO+T9cSkb1B3Khz3vNV77yjHOZfpEZucl6jMBkK6mXNvzB9+NTSZ+xp8O7v3PkomLub7d67OeQxwm3XEONjdw7Q1KG6QX/NjkDYQDN4jjBm960LNnbDAg782zYp5JU4+Z59dgygPs653sD+sf0g3u4C/KBNzCLpQtfCIMPNfI4zwtV86g/DPuTZrb7TTpflrTLrLKk69pburuynhTFulRHenTp49uA4s2GGzbtk0GDRpkbd/6yCOPBAkmO3gZc+qpp1aqvdFOVWqponSQvS3Z5M0JugfPHupqPJ9p+55X09bZMW2maRfNd1OvmGfdhIN6Gt/t+shcR/2A82hHjH+wy65nUJ/AhpeazrXqi3GZdbV+wj34hE2oc4zNoeHY4witZQjVTiY8cy5UV1m6yZ8f1FaF6kJzH84Z+xBP0yaCHw//UttO1OOD03cWCgftgdFo0Agm3min4a9ph4LyUJzy/K5W8lefd4LSwmhd00YgrQLp77Ps/nbjIstmu9ZEHsEGo72QB4jLQ9vbB7VDANcmZdWy7kW+2rFrCyu+4rPKDdpa+G1v1+Gnad/BRTUXSHE0TdglP+SmWuEF2iGflmv8Nv40de1v5/Ed7dQ2L8q+Wx5rFEgLPA+4/tz2XrLDF0gzk4/2vyfWenLVdmguXB+8trdlP/IMaWjS1uQxMGUe4eDa7FyfNHGlyOvN51j5hzJinhWTFjgPe9HmIj7GHtgIYLM5Bz9NvBEeDqTHxKyDrL9NjFvYAA1rb5fhxmhExM2Ue9zTc9EFQX+3oAwhnREHo7+MW3xv4MzT9DXXAjow8EwYbYl4mnRB3OEfbEK5gq1G95p4hz6D7+3poGUV9yJd8R3Pj4kjyrDRGiZ+sNden9m1Dtwb3WYvt7AFNsFecx7+mmfHaD7jr13/hWozU08iPfLFqWEinig7sO/SWsukTWINqWjiXQf1iUMNFPGuZLVq7a/YS8PkyZNLfS8Wfmrfvr2cffbZpbo/KSlJVxW3H4QQQkiZd+KoxjtyDB8+XBdfPPzww2XgwIG67SpG7wJs4YodOcK9Ybvlllvks88+kxNPPLEKrI5uqkpLUQcRQggpEXGug4bHoQaqlO3qc3Jy5JJLLinVvYsXL5Z3331XRwsRQgghlUKcCyLQpk0bmTJliu6E9fHHH8uOHTt0zj3emE2cODHILda+wVx7DJ1+8cUX1d23335bZbZXR8qipQghhJASEec6qE0caqCI1hh66KGHNAEwL37w4MEl2noVPWe///67ZGbuHx5XEjCPb+XKlcWO8hkyZIgemG6GTiRCCCGkLMT7oouGXr166W5aWPh4586dum1ru3btCrk75JBD9EA7TKJPSxFCCCElgTpI4k4DRdQx9Mwzz+jiS6+88kqQmCnJ1qul3WIVawqFywCwadMm3WGscePGOjy7SZMmpQqDEEIICSLOF120g105MNe+OI4++uhKsydWqUotRQghhJQI6qC400ARdQyNHz9errvuOjn33HODzuPckiVL5Pbbb5cGDRpIYmJioXvz8/Nl+vTpMmHChFLvpIEjHJdffrmMHTtWr+M7IYQQUh44/H49InVLSDRrKUIIIaQkUAfFHxF1DGFUztq1a3UR6GHDhgVtvYr5c9jtojiwONOPP/5YdmsJIYSQyoBvykg5Qy1FCCEkZqAOijsi6hh67LHHdJvV0aNHB53HWy1ci4SlS5eWzkJCCCGkkuHcelLeUEsRQgiJFaiD4o+IdiVbsWKFfPHFF/Lf//436PzQoUOlUaNGEQU0b9680llICCGEVDZxvhsHKX+opQghhMQM1EFxR0QdQx07dpR+/foVOv/1119HHBC2cCtvsAMZFmvk+kKEEEIq4k1ZpAchsaqlCCGEkFCog+KPiDqGevfuLXPmzCl1INhuft26daW+nxBCCKlU+KaMlDPUUoQQQmIG6qC4I6I1hu666y7dhs3pdEq9evV02zZsmbphwwY56aSTir03MzNT1xfyer3lZTMhhBBSoXBuPSlvqKUIIYTECtRB8UdEHUN16tSRn376SW677Tb5/PPPddtUw4wZMyIKCB1JhBBCSEzA3TiKBNumP//883LRRRfJoEGDrPNjx46V77//Xq644ooDvjSKR6ilCCGExAzUQXGngSLqGAJNmjSR8ePHy969e2XNmjWyc+dOGTx4sIwbN67Ie7D+T1ZWlnzyySfy3nvvlZfNhBBCSIXDtYMK8/vvv8vpp58uBQUFkp2dHSSKLrvsMjn55JNVEF1wwQXy6KOPspSGQC1FCCEkVqAOii8NFHHHkKFGjRrSqVMn/Z6SkiInnHDCAe/BYouTJ08unYWEEEJIZeP3B45I3cYJI0eO1OnkJ554ok6NCqV58+by3HPPyVlnnSWdO3fWN2qkMNRShBBCohrqoLjTQA4/hvWUEowWwqihSJgyZUrY3TiqgoyMDKlVq5bsWtVaaqa7ZJcvW/L8PmnsSpO7t3SRBxvOk0RHgszLz5dubneR/hT4Pepudq5PeiUH1vGGX3WcqbLOkyl5foe0Ski23HRw50qawy1Z/nx1k+XLlQLxWd/TnMnqx9sZjeSKmlv0+9KCbDk8MbVQ2PC/ZUK6bPZmST1nIIzigK0IF+Ebt8Z+E/80R4LaYM7b3Zj7M31eSXe61ObQ68Buh/2c+Q4/FuXXkA0FdWRg2lbZgXg7EiRr33UTF8T70AS3Zd92r0+v13c5JVGcaufqgix5ZfsJ8myTeXoNaYE8DM0fg7lu8iicO3s6bfLmaBobwuUFbMgXp9q61pMrbRPTCsUd96U7vOJ2ODR8U17s4cImgHiizCBdkhxO2egVOcgViK/dbsQF6Ybyg/Tsney30gz3ZvrE8gdhonwhjfEdNic5/GoP3IF0p8gOn1OGHnSMfLtxkVW+TJiwuUXCXr3n5R095NI6v2pcYYcJa5UnX23d6SsIKiP2dIY9IDSf8vweq/ybtAhXVkP9QhohnNDroffgmbokfYNVFs295rlHmqBswS9TTnAOcTRpYE9/fId9sBvpinJr8tu4M2UJ2J8XlBOklykvxh572bCDvDBlxx5389uEZ+y111vI93+8PqtchIYRmm6mPDd1iZarI905ssnr0XMo+/ZnyOTPjFyHlj8TXpIjIWx9FPp8hhL6XIaet4ft2pskdQ5dI3v27JGaNWtKRbQPR/Z/SBISA/l6IDwFufK/j4dXiD3RRrNmzWT27NnSqlWrIt3k5ORox0fXrl1l/vz5lWpfLFIVWsqug76SBnJy6jp9vkLb7XDPsv2ZNJhn2zyn5hP1Q6+kAq0rjd4xoL5A/YJ6C+4SxRtU/4XWJ2jjUDcVVecD+3l7mw2boV/QrsFf8EFmGxmUvjoQX3FqXW7aFBOXhfl1pW9KflD9Zepxux4xoH7tnuSzbDBpZO4dl1lX0xrtLWwz7Z3hro195PXmc6z23LSNCBNtbDg9GGob3OFek4+IL+J6Zc1/1D+T5vb7gV1LGn0KTHrjXrTvTVwplo4N1aDGrxUF6Zrvdv9wr9HF9rjY9aG9rUVatkkMpI9pY+3uQrHfF9qOom3b4A3oObRX9vbG5GfA7obSNGG3NHPlS77fL5l+l9RzBtLBXq5N+25ve0MxOspeNux2wY/P99aTo5P/DXJn0sPkn0k/Uw7MeVPWw7Wtxj5oSFPOwulenP85t770TckI0iTGX6S70Q4mPqZsGP1k/DY2mt+TsmpJn9RN+ozYn2P73z5wuyw/OShd7PEJ9dP+XNu1ll1DhupDO/a/tULTIjR8ex7jvpUep2oru3vE8dwaO4K0EK7j7wc8J6AoWwwmD/B30XW1Nlh+vp/ZTP8WbPvTZbLs+LesME15y8j0UgdVAc2quQYq8YghO5EKGRAtnUKEEELIAeHc+rBA7BQniMCuXbv0c/ny5SxoEUAtRQghJOqgDoo7DVSmjiEDBh1hUWpMF8O29HhjiulmAwcOlMMOO6w8giCEEEIqDYcvcETqNl5o3LixrjPYunXrIt088sgjllsSOdRShBBCogXqoPjTQMFjLUvB2rVr5aijjpL+/fvLO++8I9OmTZNPP/1URo0aJR07dpRLL73U6jkjhBBCYupNWaRHnHDjjTfKOeecowswhrJs2TKdT//qq6/qTqRo/0lkUEsRQgiJKqiD4k4DlWnEEDp8sPj0+vXrJSkpSXr27KkjhLAlq8fj0fPoKMI0Mmztlpwc2XoNhBBCSFXvxBHpbhzxtGsHRgL/+OOP0qNHDzn88MOlbdu24vV65a+//lJRZEa+HHvssXLvvfdWtbkxAbUUIYSQaIM6KP40UJk6hh588EHZtGmTjBgxQm677TZdyDCUvLw8ueKKK+SFF16QO++8syzBEUIIIZUDd+MokjFjxuhuG9AAS5YsCbqWlpYm//3vf2X06NH6wogcGGopQgghUQd1UNxpoDJ1DH3xxRfy7rvvyn/+858i3SBRXn/9dTn++OPZMUQIISQm4Juy4rn++uvluuuuk3nz5uk0KJ/Pp9u0duvWjaODSwi1FCGEkGiDOij+NFCZOoYwGqi4TiH7Ct7YxpcQQgiJCbgbxwFxOp26xiCOcGzdulUaNmxY/nlTzaCWIoQQEnVQB8WdBirT4tP169fXHrIDgfWFMjMzyxIUIYQQUulvyiI9SGEw1JocGGopQggh0QZ1UPxpoDKNGDruuOPkqaeeKnKKGBZfmjRpkg63Ovnkk8sSFCGEEFJ5xPncemwc8eWXX8qVV14pXbp0sc6/9957B7y3oKBAZsyYIdu2batgK6sH1FKEEEKijjjWQdPiVAOVqWPorrvu0rl0U6dOlfPOO09atWql27Nt2LBBVq5cKRMnTtTFqbHO0MiRI8vPakIIIaQCife59dh5A1PAMX9+9uzZ1vmHH35Y/vzzzwPejxdD0APkwFBLEUIIiTbiWQcNjFMNVKaOISyyNGXKFLnwwgvllltuKZQASJTatWvL+PHjpUOHDmW1lRBCCKkc4nxu/a233qovd7C4op1rr71WOzJOOukkadCggSQmJha6Nz8/X3777Tf5+++/K9Hi2IVaihBCSNQRxzro1jjVQGXqGAIYMfTHH3/I22+/LR999JEsW7ZMsrOzpU2bNnLWWWfpNvaxtvASIYSQ+Kai35ThxQl27HzllVd0hG1qaqpOKbr//vvlyCOPDHvP/Pnz9TraWZfLJRdccIE88MADkpKSIuXNiBEj9AhlyJAhMmfOHPn444+LvR86oGnTpuVuV3WFWooQQkg0Ec86aEScaqAyLT6dk5OjC0tjVW6sIzRr1izZsWOHnl+yZIk8+uij7BQihBASe/j8JTtKCN464U3U4sWLxePxyK5du3Q+e8+ePeXTTz8t5P6rr77Sa1ivD2+hzPBm/N67d69UFnXq1NEXPgcCAm/cuHGVYlOsQy1FCCEk6qAOijsNVKaOob59+0qfPn3kxhtvlFjkoW0dZLM3S+o4U6WxK03PPdZokSQ6AgOpurndUuD36PddvmyZkevQ3+bc+5nN9LNXstNyA7/w2TIhXdompqlfcA83272BHdzMZ4H41D1IcyZbYVxRc4tl4+GJqWojyPLlWufh/zpPptqdZ7MRbnAYO1cXZOl52JHmcFvuwCZvjn4milP9gT3GrQkry5+v/iAM2IpwDXD7yu5DLP9wH75b9vrzrfjjfnyHH72T/TI4fadeR7iIOz5NXMZl1tV4m3zAPUkOv7RKSJY8v0/dw8+/PHXl2SbzAmnp91h5iPA1Lfz5VpoAXDd5ZPLQgHSanRvIl2nZTWRunlOauFL0/NKCQPwOcjnVbxzwc15+vp4/NMGttsI+Y4umoT9f3bnFp37VcyZrnqEsIJ9N/EwccaDM7PDlqq3L8pP1XhNfU1a0vCA/nclWesIm2Ac/cS9sMd9v3NhdsmzpU9/llEy/SzZ4A+Uh3RnwD2G99M9stQ35DNvh/9QctzR0ZUu6M3DPgw2XqB8mTU3eN3UFyrHb4ZBMn9dKY3wirZC3SANzD84hDC2b+9IGh0kLU8ZwP9IS8bCXNfhlz0tcM/lt8sC4xzNlygPKPWywP/coXyZMnEMaIA2R/9Yzuu/5MXUG4oNnxpRbU9YN+I10QJm1P3cG5DXO4d7MfZs7tkkM2G/K2Zg9zTQvjJ3Gf1OWYZ/dP6RfuwSf3ov0RbriWQIrCgLPbm1XIH3sZd/8hh/IR8Svi3uvJO0ro/WcPn0+khyBfJ+yt7nGD+Gh/CG9cB3hrfLkW3aZT7gz9tvTwYQLezd6xfqO8+bT5LFJA/tzUClDqCM9SsA333wjn332mYwdO1YyMjIkNzdXPv/8cx2WjEUL8UZq+/btlvv169fL4MGDdejy0KFD9VytWrXkrbfekl9//VWGDRsmlcWYMWOkV69eB3T32muvyemnn14pNsU6Va2l0B7v8AXaNzzXpm3Cp11/mLrV6By0G6btBmgrzHdcA6gfTB0f2vbiHOoc1B1HunO0bTTtNeoOXLe3k6jL4MekrFrWedQ9wNQX9no43eG1/LPrF/iLuu26Whus9sa0kaaeP2PV6fq7b0pAA6G9sdp/f77aHdAmgfBMXYc42G2GH+ZeuENa4xzaa2MXDugwfL7efI4VV5NuJl6mLjda5bZN3TR+8N/UrWs9Ac0B9/iOuhd+XFnzHz0He2G70YiqpQpS1Q+4Bzhn8guH0Ss4By2DNhTpZLQR7jPxM+UB+W60aaAN9+i9+eK0tCdsG7y2d1BZDJQrt5WWKJdod6CLVFP58602AP6atiVQ5vbfB9vMgfSCzoFNvZIKNAyjw5F+8Bt24WiduF21v2nrxu/qru0zDqO5cT/uMX6YttyA9IJb6CzzG+HALqNPzfPVJ3WTaiZch50mr81h3CLt7c+nyWvcZ2w1wA/Yh3Ra76mt56BFjEYyYSNt4Oas1IBf0HX2ZwjPcKDMBPzH84P7UYbgH8qM0Uiab/v+joF2xf0D0vboNZw3aY0wzd8+cPNbXm0rXcxzW8/m3q5/jR5E+TbPjvX3zb57TBoZjQc0zH3PqNE09vKDMmU/h3uNNtW6wZcr/3h9siKvcSFtiThC8wCUL4Dybeoa83eOXQeaeJr8RrlFHvSrscJKN2D+Fhx/zBtWPEx5g01/FVTCCyHqoLjTQGXqGFq6dKk1BJoQQgipLjhKslVrCf1+99135fvvv5dLL71U0tPTJSEhQc455xydjg3QWYTRQ4ZRo0ZJZmamdhjZadeunRx11FEqVJYvXy6VwTPPPBORu/79++sijeTAUEsRQgiJNqiD4k8DlaljCHPvatasKddcc80B3eJtGCGEEBJT27RGepQAzKHv2rVrofOYFnbEEUfod7PNKUYQTZo0Sb9jKlkoPXr00Hn6b775pkQTu3fv1rUHyYGhliKEEBJ1UAfFnQYq0+LTN998sw59v+mmm/SNZr169cK6++GHH3QtIkIIISTeF10sbspQ27ZtZcGCBXLQQQfpb6zdhxFESUlJ0qxZYPqynU6dOulnRbWxCP+OO+6wOqo2bNggrVu3LvYeTI3bunVrTC68WBVQSxFCCIk2qIMk7jRQmTqGDjvsMMnLy9OFL9977z2pX79+2FW5TWISQggh1XWbVnTg2EFnDo6SgLWFcA/WnQHoJALhOoVA7dqBNSSwO6jX69VdOsoTjG5Cp9Mtt9yiaxo5HA5Zu3btAe/DbqSY4kYODLUUIYSQqIM6SOJNA5WpY+jYY4/VRDJkZe1fCDUUJCQhhBASCzj8fj0idQtatGgRdH7kyJG6jWqk4EXKL7/8IldddZXV4WNerJjfoWARaoCdzfbs2SN169aV8ga7a7zxxhvaOYWXQMWNTkJbj21jMZqYRAa1FCGEkGiDOij+NFCZOoZuv/12+fDDD3U3FQyrwgKaofh8Pt1S97LLLitLUIQQQkil4fD6xRHhHDG4NbuHYd09Q0lHC2GdICxGPXr0aOvcjh07LGESDqfTGTR8uSJBJ9euXbusaW6kfKCWIoQQEm1QB8WfBipTx1D79u3l4osvllNOOaVYdwcffLC89NJLZQmKEEIIieoh1OgUsncMlQR0AGEHC2xhbx/143YHtmDGAtPhyM/fv9VuRYwWCuX555+v8DDiDWopQgghUQd1UNxpoDLtSgZee+21iNz9+uuvZQ2KEEIIifndOMJx9dVXy7Bhw6y1hQyNGzfWT6zlV9TOF6BGjRqSnJwsFc3ixYuDDsOff/4pp556qqSlpUm7du1kwoQJFW5LdYJaihBCSFRBHRR3GqjEHUOvvPKKdOzYUUXoIYccosOqsAA1IYQQUt1244j0KAuPPPKItGzZUne+CKVz5876uXHjxrD3btmyRT+7dOkilUHXrl3liCOOkKFDh8qyZcv0HIZW9+7dW3cgxdQ2TIcbMmSIzJgxo1JsikWopQghhEQz1EHxp4FK1DF07bXX6tb0y5cvl5ycHFmzZo08+OCDcsYZZ+haQoQQQki1oJLelL3//vuycuVKefbZZ8NeP/HEE3U6GbY+xY5loeAtFejXr59UFvfff79MmzZNLrzwQv09fPhw7bhq06aNxuV///ufTJkypUQLb8cT1FKEEEKiHuqguNNAEXcMIQGwIjfWOYBI7datmy44DbA69zvvvFORdhJCCCGVhsNXsqM0fPrpp/LFF19YW6DawdbzZjHrQYMG6bmZM2cW8gO7mOEN1cCBA6UywHQ1iCIDbMSi2bAfn02aNNHzeHu2adOmSrEplqCWIoQQEgtQB8WfBoq4Y+jdd9/VT/SObdiwQX7//Xd9Uwmh2qhRI5k4cWJF2kkIIYRUmzdl2M0TC02PGzeu0I6emzdvlssvv1xH5Zpt7zF9G9uk2lmyZInMnz9ft7dv27atVAYtWrQQl8tl/R41apQUFBTI6aefLscff3zQotj//PNPpdgUS1BLEUIIiQmog+JOA0XcMTR37lxdTAnD3u07n/Tq1UteffVVWbVqVUXZSAghhFTNbhyRHiUAnUEDBgzQFyvNmjWT+vXrWwdGCOGN008//WSJDAxPxuLEkydPlg8++EDPrVu3TncFRRtc1DS0igBrIX311Vf6HS+E0NEBkYR1kuxgJ1KIJRIMtRQhhJCYgDoo7jRQxB1D27Ztk/PPPz+ol8wQydoG0TjVbHiDZZLkcMouX7Zk+XL13OqCLP0N8Jnn9+j3Os5U6Z0cUP+JjgR1d0XNwKKfSwuy1S3czM716SdY58m03G/2Zkl9l1O//5DdTu+HuwK/R49JWbWsMOAHruM8yPf7ZWqOW5IcgbfK8Atu0p2BvEhzBnaiwf0/59XU3wgny58vSQ6/pDkC2x0bW+AOtrVMSFe7C8Sn/uM83OIc/JiR69Bz8Ocfb2CuhF5zuDW98HlLnbX6CX/VFgfsdOp13AtbjY0mPiadjV1IP1zDPZu8HhmcvlPPP77zEL0f19wOh9pRb19cQd+UfLUR4JrJtx0+p5UHgWseuX9rR8sm+LfJm6N+m/v/8tSVDu5c9WdA2h7pnuST+7d2kyauBDnI5VS3iENjV5oeSLNubrfk73uEcB33wm+kBfIH8UN8tnpTtRzNzku00hz5jLBxwC3SAPYhXeA/ykOvZKdk+AP5sWNf+TTphfyAe1zDb4DyYcoTbDG81HSu5snzu1rp70X5NTROzVz5WiaRXjt9Bfq9bWKa2qb560xW/5HOOI+0y/UlqM2mDKAcIY3wieu49ldBqpZNk8YAaQX7TDmBO5wzZXdcZl3NY6RPKKbMIh6mDCKdDGs9uTI3z6nx0jK8z0/zLJpyh+/L8pM1DPNsavn3e+SjjCM0HeEv7ksUr4aLeCOeOFZ58tUN0nJefr6WAX0+fLmyKD+QTyZ94ad5xpCf5tlAPrZKCDyf5hmAvUh73JPpE/UX5XyD1y3X1dqwvxzDDn++lYYIG/Zt9AbiARAeyhzCRPrCBuQ7wjV1i1t8mmamrMIPU4bN82Dqg4lZDdVe+IfyiHO4hmcUaWHSsot7r3Rx56sfhycG7MJ5fCIck69Tc2pazyZsRr7hOvw/NCFQH+A77DKfcAd7TV4h7SsDh99foiNS0LlzySWXiMfj0R3FsE29/cjMDJTNiy66KGh62eDBg3XOOhYtxjRutLvw58cff5TU1P31XUXz5JNPyqWXXioNGzZUG7G+4L333mstkg37IZDuuuuuSrMplohWLYXnFs8cnmGjg/Ad5/Bd2xfxaV2CZ1/rVvFZ9Svcoq3AJ55Ro1fMNQB/zDONc6beQt2CetCuc0zdYepfEw5sQxuNexGO0WWmngWoL+DO1DsmfLteM9oO33Hgftxj6qS32kzS+6BD9uspp7pD3E07hGuLC3xqr/HLriMNuA9toml7VnoCOsnYYNot3GvywMQd/iOu+I5rSC98f7bJPL0P8TXtAuprU6ebT9y7Y9+9xh0+ce7zvfVU+8APEwejp6z8SSqwNArua+JKUfcoMyB9318SsNOkdUATBdIY96BNQxva1BVop3L9CdrmP9Dsa6tdQ7rm+X2aTga4W+NJkDRHgmz3+vQ70tCUB6OpAOJj9DxsQ1j4RHpB5xhthHCQThonv0fb2t3eZG0b8YnzaMehCx5suETTBQfCMnkG/wBsuXtLF7XN2IEyiTSq5wzoZlNGTTlDHN/OaKR5DE2Cc8jHgJ0B/9EWm3bYlAm4QxsOoB30GdmnQ+D3V9kBvWPaT9AiYbfeD00GG41/cI/0gf34jvSALchXxB9+mGfR+G+0Jp4dpIXRD7gGHYKwYRfiAX+MfjflBmmN/IAbY2eHxB16HdoHeQN78AyqPtr3dwPcGY1pyjj8PmPV6fL67s6aliYv4I9Ja/yGzQgT9kCrmvrH/nza/2aDO03ffc+jxsmZrH5A99j1l3le0x1eq8zjWUPamGfNuEN+wH/zdw/CRzrBjfFzvaeGhm80jilr0HJwg/JpbH9uZ1dJK/O+4geGOij+NFDw+PViQESRCOFITEzUoVXFgUTDCt2EEEJI1FOSKWIl6Bgqy2YNp5xyih5VCXbkwBateEuGTg4sjn3eeedZ17EhBTanuO6666rUzmiFWooQQkhMQB0Udxoo4o4hCFmsuB1O0GKbNnQMYWFqHHaysrJ02Dx2VCGEEEJiAjRlkfbflHG7+lgD7b198UU7TzzxhH5iRFTo2kmEWooQQkiMQB0UdxqoRAPRnnrqKR0dFHpgJNH48eM1AUKv1alTR2688caKiwEhhBASI0Oo44Urr7yyqk2IWqilCCGERDvUQfGngUrUlRU6GqgkhG7FSwghhET3oouRTiWTuAELZhcHduLAjqUTJkyQO+64Qzp16lRptsUK1FKEEEKiHuqguNNAJeoYuuaaa+Scc84p0UKXe/fu1VW7sZtZWYXU66+/rgtvrly5Um047rjjdCjXkUceWSa/CSGEkMpYYyjW6d27d0QvetBmYwHGjz76qFLsiiWqUksRQgghEUEdFHcaKOKOoVq1asmYMWNKFUjfvn3ls88+k7Jw7bXXyhtvvKHfsZsH1jX68ssv5ZtvvtFpbNjlgxBCCCkXsL5QpANdS7eWdMxSr149ad++fdidtbC4MtYUbNOmjS7MSKJLSxFCCCERQR0Udxoo4o6h66+/vtSBOJ3OMq0zhM4fiKGxY8fqyt8pKSm65e/VV1+tiY7dzo4//nipX79+qcMghBBCDCVZOyie1hhKSkqS1atXawdHUQwePFguueQS7cgg0aOlCCGEkEihDoo/DRTx4tMPP/xwmQIqy/3YEu7777+XSy+9VNLT03WRawzDNsOzMjIydPQQIYQQUq5DqCM94gRM3y5OEIHHH39c+vfvL7Nnz640u2KFqtRShBBCSMRQB8WdBirRrmRVBdYS6tq1a6HzJ598shxxxBH6PRaHaxFCCIlSKIjCcu+99x4w6Zo3b64jeLHwIiGEEEJiEOqguNNAJVp8uqoobuh027ZtZcGCBXLQQQdVqk2EEEKqMVx0sdQsX75cNmzYwBc2hBBCSKxCHRR3GigmOoaKY/v27Trfr7h5fHl5eXoYMPWMEEIIKRIuuhiWK664othCs3PnTpkxY4b4fL6wI31J1UAdRAghpERQB8WdBorpjqHs7Gz55Zdf5KqrrpLatWsX6e7RRx+VUaNGVapthBBCYhcuulj0mn/YqhVbsRbHwQcfbO0kSqoe6iBCCCElgToo/jRQTHcMvfnmm7oY9ejRo4t1d88998jQoUODRgy1aNGiEiwkhBASk3AIdZH85z//kZNOOkl3ybIDsYRdQzG1u1u3bmG3ciVVA3UQIYSQEkEdFHcayOE/UJdXlLJjxw7p0KGDbmFf0u3g0DGEFcV3rWot73jayKCaS+TNXUfKDXXny3avT9ompsnqgixJd4o0dqXJLl+2ZPq8UteZKGnOZFnnyZSWCenq12ZvluUmzeGWtZ5cvW+HzymHJ6aqP/AP7tIcCXq/AeeSHE4rTPw298G/PL9P6jmTJdGxv/9udq5PeiUHCiLc2Pktr7b0TcmXAr9H7cjwu6Wb2y1Zvlz5Ym9T6Z68Tuq7nOovwjnI5ZQC8UmiBD4BbDH2H5rglh2+XMn0idpnwkM8YRPshX15fo8syndLbVeu1HP65K+CVGmRsFfy/A7Z6g18z/S7pKlLNKz/5adIM1em/OWpK13dO604jsusqzYi/Hy/X9KdLlmWnyxtEpG2CZLl96hdCAPp9nNufTkrNdtKY3zmS+A63LnFJ01cgfuQR7AXcUly+DUvkxwJVtri2gavW7+3S/BZ9yDOG70SlCcA18DSgmzLHrutyGdTNlBekBatEgLxhD91nKl6HSD+iwsC/iK/kH9wB78NyAu4qenI17iacvD8rlZyZa0VQeXK2GlsBCgDcPNVdqoclbRVbUSeI26wX58pW9ra42zKBezP8ufL67s7y2W1Fqo7cw02Adi+ypMv6Q6vuB0OTW+AfED45rmy568pN0iHuXlOSXZ6JNnh0fBhb9OE3ZLrS9C0BeaZQdkCSIcZuQ7pnezXeG7yeqxyjvDhDmFs89ZQNyb9kYbdk1BWcmVFQbpeM3mGeEzNqSld3Fv0WUceNnGlWPmHZ2CTN0fLEcJDnBAWyp9JN7gBpowZPxAe4mCeI+QzyirK5XpPDengzrWumfSyl7mpOW45NinDiifSAuD7ovwa+mzZy729nOK3KQuwEe57JRWoG9QZyEdT/kyamvvN84R7J2XVktNTt2gZgq0oF0hvPPtIU5TVNfkN5LiUDVYZMPUp0tjkP/LB5JnWzX635nVDVyCvUeZm5yVK64QMK/1h33fbnXJ2579kz549UrNmTSlPTPvQp82tkuBKiugejzdPpv31XIXYE23Uq1dP218S29h1UM10V1DdjTrP1AOot7b5kqSBM0/rdDy7uI76s4s7X/1CXROqVVBH9EndZNXDpo4yWsq0vwjnh9xU1QL2NgvYtZaG48uVnb6CoPbUXreZNt60VQDho72D7tjmqak2oc6CblnpcUozV77eA9vWeBK0/Ud9BD9MXW3qWNR/JnzUZ6H6DWmAe+ztKTDht0/M1N/mPtNuoO6Hn2g/UM+aehj1KOwz/uHaBm+6+hPqB+4FaH9QdyeKV+tRxMvUs6beN3rx5OTAd5PPyF/EAaAsQLMhv1BXo60wbaTRhEZbHpfyj7oxmhVpjzCNdjbphTiYdtiO8adeQpa0SNitcbBrZGi99olb9RzyJZAe+7UpysBub7K2PaYM2nUh7rGXbZwDSEujCYwuRp7ZtTps+D2voX4/MXmndd74YbSPXY+bvwXQnnVOdAbpPtxn2lGT5ii79nJstAnum5efr7rQpBOA3gbQChMy20or9zZpk7BTbYE+QL6ifKMcI45HunO0/KGtN+mG8gJdadILYcI/2Gj/beKCcgRQ5sx35C3sRx4h/fAJjW+ebaOfke4oA+b5N38bwH9oQHu4KPdo81HGjX7D3xDIN8Qfz+y0rA6qQZFPJiy7vodWMOAa6iJoEQPshB2mbjF5Cftgv9Gq8MvUhUg383fRWxkHycmpK606wjz3Rkfa6ymUAfM3hXk2gImv0UNG36AcmPKP73gGzd8Ldv2k5Xh3hrQ/bAt1UCVTr5proJgdMXT11VfLsGHDStwpRAghhBwQvikLy9dff83CQwghhFR3qIPiTgPFZMfQI488Ii1btozJbeAIIYTEAv6AKIrUbZxwzDHH6GdWVpbOn588ebKsW7dOR0p16tRJBg0axBc2hBBCSMxDHRRvGijmOobef/99WblypS7+RAghhFQIfFNWJPPmzZPzzz9f/v3336AFGOfPny/vvfeeHHfccTrNG/PsCSGEEBKDUAfFnQaKqY6hTz/9VL744gsZP368LvBkx+v1ysaNG7moNCGEkLLj80c+Ekjdxgfr16+XPn366LoGTZo00Tdjhx12mNSpU0c8Ho9e/+abb+SUU06R3377Tc8TQgghJMagDoo7DRQzHUOff/659r5NnDhREhKCzd68ebOuN4Rt67nbGCGEkDKDheb3LTYfkds4AbuA+nw+eeedd+SSSy4ptCsHeOihh7RNfvrpp/U7IYQQQmIM6qC400CFYxOFjBs3TgYMGCAzZ86UZs2aSf369a0Dc/rQY/fTTz/J8ccfX9WmEkIIqU5DqCM94oRvv/1WPvnkE7nsssvCCiL7WoCYe08IIYSQGIQ6KO40UNSPGEKiokcOc/h2795dpLuLLrqo0PQyQgghpFRwCHVYXC6XDqM+EImJibJz504WPkIIISQWoQ6KOw0U9R1DZ5xxhg7ZIoQQQioNLroYFsyXz8vLk6SkpGKTD9O+Md+eEEIIITEIdVDcaaCYmEpGCCGEVCq69nSkU8niJ29OP/10nTtf1AsbLMj4xBNPyOWXX65uCSGEEBKDUAfFnQaK+hFDhBBCSKXDN2VhueOOO6R79+4ydepUOeuss6RVq1Y6jXvDhg2ycuVKPY+3abVq1ZIHHnigsnONEEIIIeUBdVDcaSB2DBFCCCGh6NugCKcxx9F0Zwyj/u677+TSSy+VZ599NmhtP6wFCA4++GD59NNPpXnz5lVoKSGEEEJKDXVQ3GkgdgwRQgghofBNWZFA9MyaNUumTJkiH330kSxbtkyys7OlTZs2+gYNu3UkJyezTBFCCCGxCnVQ3GkgdgwRQgghoVAQHZB+/frpQQghhJBqBnVQ3Gkgh9+Me4ojMjIydO7fl4vbyKn1fbLDlytpjgT5X36K9EoqkNl5iZIoXmmRsFeWFdSTNgk7Jd0pMiunmaS7ciTdkav+1HblSrrDK3l+h+TvW8c7158g27xpkulNkQ5Jm/Q3SHZ4pKlL5L09HaRp4i7J97vk5NR1sjC/rmVXh8Qdll/bvDUk05ci6c4caZ2QIelOl2z3BqYrrChoKO0Tt8pWb6rs9KWpm3RnnjRz5UumT+QvT121uYkrQRblu2Wjp44cnfyvZPpdcmiCW/L8gVXSs/we2eELhLXNU1OOS9kgSQ6nLMtPlkx/sjRwZUmub3/fYUNXtn4iLf4qSNXvcJfsKJDeyX4Zl1lX2idtltYJHrUV8ViY21y6Jv8ru73Jmp7bfElS05Gvtm3yetQN0hDpfGxShp4DOF/P6dP4zM1tKf1q/Cs/59aXDG+yptuKgnRp4NorbvFpOgDEs0FChn7HNcSrfWKm5lvXJMTNr+mY5nBrnoPf8xrKNk+6HJfyl4aJPDLpvMGbLs1cmdIqIVndb/C6JdMXWIW+i3uvTMtuIk0Tdkn3JJ+s9eRquiA9YVN9l1Py/D6p50y2yhPS6uik3ZLp86oddZypstmbpXFEWLn+RFmU01LOT1+o9yMf1hbUl4FpW2VxgU+6ud2yuiDLyn+kYZozWc+1TUyT2bk+SXZ65Pecg+W41NVa9lDu1hTUlw0FdaR90kYrn5Ce4PXdnaW1e5t+x+fPew+VPmnLtJys8uRbaQhQVpFHKz1OWZTbQtq5N+kzgDQzaYE4tkjYrfndwZ2rcSzwe9QvLTsOryzKbyR9UzLk8731pE/qJiu9kY/wD2HCzklZtfR5M88fylybxEAZRJohzrt82ZrO+X6/rPHU1GfF7XDodYBnAWluQFgmb4wbk2+w2ZRz2IKwfshuKc0Sd2k5MM+VqQvwTLVMSJelBdmaBihXKAfIS1N/AJR580zgXlOOkK74jucW/g1I22PFR20vSJUCcVnlHOF3de/UMoX0NGlZ15mlZR9pCRblB/LMXrecnJyt6f3mv8fK1+2+0O87vGnSyr1N6zPcj+cfdph6AHY8tOUkuajurxoXlFmU3fWeGppGJt1MfqFcDU7fKTNyHfp8AJRhlEmUqy4p/2g9hfoR6Zjhd+t3U15M3iJsEw7KEOzAOcQLaaF1SV62HNx+ky7yV7NmTamI9qFP3SGS4HRHdI/Hly/Tdr5TIfZEK7t27dIh1XZ++OEHOeyww6Rp06ZVZhcpWTlfvKyh7E5J13N4BqfsbaNtItoBtP94fvFp6jM8l6jnUReh3kX9huuoE9BWom7CM9rFna/tuanX0R41cObp/fht2ne0y9Am+G30B66v99TWuhvPP+pCnAOoazd6Jajth43QFQDtOMKCTaZ9MnUvgNb7x+vTegv1ib0eRfxRv6IeN/UtbDJtlGkDTDimrTd1k/lt3BsdA/tRx0ITIly0DyZ9jD+aJ363xgOap1XidivdUE+iDocOaexK0zoWfpg0MW0X6svf8mqH1ajA6AzUuWjjf8hN1TgiH4yt0FZwg/PAaBpzP9oWpAnCgfaD2wJ/ghybvL1QvJHW9jgifqZMQZuYPEd+Hp4Y0EMoU7B3YV5At5l7kX+wDW2x0duIG8oT0hJaCPfbywrSBfos0ZEgX2Wnqo3QKmhr13kyVSugnTRtEMo1tDvaduiJNfkNpU/qn9rOGx1j8g9lxaTbrOy20ilpfVCZx3WkHdIZ5QlxN38HIL4ID8+MPf9RdkCoBjXlDn4A87whjezafpM3R221pyOeL9Nmm7yBDUbnI+7Q6Shv0Jv4RP7gWUWbD3embYafSDPoFsTFgPgPSl9taVv8nQPt1q/GX5ofKJfQR7AP6WpPP3udAXdrPIF6AvUKNC80ETB2IGycN9rZXi6h1/6XdbBcX/8nLS+fZ7VTjQPw9wx0mNFXiAvSBXHG3y2Iz0Eup0zMOkj/RkPZxjMN/WzXWLDDPGcoKyijCB9uTZlEuuMcQFyByWvUa3g+UVbw95n976ipezrLJXV/kWV5AT2NcFBWUObwnJl4WOVoT4F07rCVOqiK2FVNNRB3JSOEEEJC8Pt9JTriBezEcdVVV0n9+vX10067du10tw7MvYdoIoQQQkhsQh0UfxqIHUOEEEJIKBhM64vwiKOBt2PGjJG3335bF1nMyckJuoaFFseNGycej0eOP/54ycwMjDYkhBBCSIxBHRR3GogdQ4QQQkhRc+sjPeIEiKJzzjlHF1zE93Bgi9alS5fKiBEjKt0+QgghhJQD1EFxp4G4+DQhhBASbptWR4RTxOJoKtnOnTtlwYIF4nK5inTTunVr/Zw4caJu50oIIYSQGIM6KO40EDuGCCGEkFB0FFCEI4HiaMRQjRo1ihVE4Pfff9fP3bv3L/xOCCGEkBiCOijuNBCnkhFCCCEh+H2+Eh3xQo8ePXQOfVFs3bpVrr32WnE4HNK1a9dKtY0QQggh5QN1UPxpIHYMEUIIIVUwtz4/P18ee+wx3cmiTZs2csIJJ8jMmTOjOi+GDx8uN910k9xwww0yf/58XVwRb8XmzZsnd911l7Rv317n1oP77ruvqs0lhBBCSGmgDoo7DcSpZIQQQkgo2G3MUXFTyfLy8uT000+XLVu2yPfffy8tW7aUSZMmSZ8+ffRt1IABA6IyT9q2bavz5gcOHBh24UXs1JGQkCDPPPOM9OvXr0psJIQQQkgZoQ6KOw3EEUOEEEJI2DdlvgiPkncM4c3S9OnT5Z133tFOIYDOoP79+8uQIUPk77//jto8QefVkiVL5LbbbtO3Y8nJyeJ2u3XBxSuvvFLfnN14441VbSYhhBBCSgt1UNxpIHYMEUIIISH4ff4SHSVh7dq18vLLL0uHDh2ke/fuQdcuueQS2bt3r9xzzz1RnSdNmzaVp556SodMw96cnBxZvXq1vPHGG9KpU6eqNo8QQgghZYA6KP40EDuGCCGEkFAiHi207ygBEyZMEI/HIz179ix07eijj9bPzz77THbs2BHT+XLmmWdWtQmEEEIIKQ3UQXGngdgxRAghhFTim7LJkyfrJ4Ydh1K3bl1p1qyZLkw9e/bsmM0XLMo4derUqjaDEEIIIaWAOij+NFBcLj6NhaFAdpZPMpJ8kunzic/hk735XsnI98nePK8kik8yE3ySXeCVrASfdqFl53jF5fKK0xF4O5zg8ok4fJLvd0j+Pr9z/T7J9nr1yMr36W/gcfgk0yWSm+WR7ASvFIhfMr0+yc73WnZlJu73ay/88HnF6fSqHeJ0SJY34JfalOiTvbh/nxuHE/77JMsnku0J2JzhQpx8+juzwCdZfodkJPgkb59Ne/0B9xoW3Hh8ku+QwD1+r2S5fJJn24YZvxWnyN6Cfbb4veJ1eCWjwC85WR6NM+yFrYhHTp5HsgoCtup5n0/TD7YZN0hDxAlpb+KI825nwD74gTzKzvVKjs+j6ba3wCspLp+4JeC32uLxyt6EQHriGuKFNEW+wa58LCTrdGhewz+9J88rOV6PZCHuyAOXWDbgfsQZaQb3OL/XF/A/0+2T7GyE5wvY7QmUEdgLm5Jcoumc6NxfnpBWmfn7wnY6xIW89e7Pgzy/U3JzCyRr3/3IhxyPRzKQTwU+yXB79dPkP9LQ5wycy0j0yt5cv3icPsnJ9aitKHsod3APf7R878snE//crALJTgzEKcvtk9xsj2T5A3FGnEwaalrtez6yPIE82Zvo02cAaWbSQstNwr78dvs0jgX+felj8hr+eHySvXdf/K30DviHMGFndlbgeTPPH8qcsQVphjgjHkjnfL9f9qIMJ/jE7XDodVMmkOZWGfbuzxvjxuSbKUfIc7U/0Sc5OR4tUzhnnitTF+CZysA12OUSLVcmzUz9EbB1/zOhYe0rR/Af3/Hcwr8M//74aHoU+KRgX1lGmdK4uANlStNzX1omOfddM+mYv6/c2+qWDJSbvV7x7M2TjMzAdzxLyHs8j+b513jtqwc0XbMKNJ9NHQT79np8gbrASrf95SpDUA4damfAFp+WSZQr5A/qKa0bkR776kqrvOzLW4RtwoE/aofWS4FnXt3uy1NTl1cEHn9exCOBPJpTIhkZGUHnk5KS9AhlwYIF+tm8efOw/tWuXVs2bNggCxculLPPPltiCYyEevfdd3UqXEXmDykbJm+ysgLPGtA6L9sjuZ4CfT7R/uP5xaepz+BW2zJ3oN5F/Ybrpq0M1IFor/a1mfvqdbRHyWgPPYHfpn1Huwxtgt9Gf+C6qbvx/KMuVL1ltdGBdtbU2bDR6DK04wgLNpn2ydS9QOtptStQn9jrUcTf1K+mvoVNlvYybYDRKFZbvV+P4HeojoH9em/+/vbBpI/xR/PCH4iHtq8J+9MN9STqcNSLqa5AHQs/TJqYdFBdkhdeowbcBXSG6kO017mBOGo+WLYG3Jg63Ggac7/qVEdAO0H7wW2B3xHQmCHxNmlt4mgvU9AmJs+Rn9qew63fr/bCf9VtJn1UAwTaYqO3ETeUJ6QltFBAGwanCzRLosOrGgU24lPbWk9AKyDvTRuEco20hju0VzkFAb2Jdt7oGKt9T9yfbqoT8oPLvLlungnE3fwdgPjCjYmLSV+UHU3zEA1qyh38AOZ5QxrZtb2x1Z6OeL6sNntf3sAGS+cn7C9vqhMTAvmDZxVtPtxZbbPfH9BX3kBcDIh/puzXtvg7J8EV0Jmq25A/iDvSxhOcfvY6Q8uiJxA26hVoXqNVjR0IW8/v0872cgk78rIKJCspUF5y9gY0jqYp6gLb3z8BzRiIM8oZ4pPh2ndPQqBs45mGfrZrLLVj33Nm/s6z6pJ9ZRLpjnMAcTXhI+3hj/4N5A74Zf87Sm2HdssL6GlNDy0rgefM+GOVo30JQB0UXXhiXQP545D169cjp3gwDVgGWAZYBmK4DKAuL29ycnL8jRs3LrEtaWlphc6NHDkyrP/m+pdffhnWhp49e+r1m266yR8rbN261T969Gh/s2bN/E6n0+9wOPSTRCfUQVVff/FgGrAMsAxQB1UPHbS1mmiguBwxhAWj1q9fL+np6eJwBN6kRBN469yiRQu1sWbNmhJrxLr91SEOtL/qYR5UHHgLk5mZqXV5eYPdJbAjGKZyldSm0PYk3Ggh+7pBqampYf1yOgNvB3NzcyXa+f333+XFF1+USZMmaZrF5BuyOIQ6qGKJ9fq/OsSB9lc9zIOKgzooOvi9mmmguOwYguguagh/NIGGOBYb4+pif3WIA+2vepgHFUOtWrUqyOdA5xCOigBbmhqKEhCmUwrrDUXrUGksoA0xBFFk4oLOhiuuuEIuuOACycrKkt69e1e1qaQIqIMqh1iv/6tDHGh/1cM8qBiog6oGTzXWQHHZMUQIIYRUBejsQecQOn+wxWk4du/erZ/169eXaGLTpk0yZswYef3112Xr1q3WKKkaNWrI+++/rztwuFz7FsoQkfPOO69K7SWEEEJIdBGrOmhTHGgg7kpGCCGEVBIQDR06dNDvGzduDOtmy5Yt+tmlS5eoyJc5c+bIRRddJK1atZKHHnpI7cM0uBtuuEFWrFihI3DPOeecIEEEJk6cWGU2E0IIIST6iDUdNCeONBBHDEUhWJdi5MiRYdeniAVi3f7qEAfaX/UwD0hRnHbaabrj2NKlSwtd2759u+zZs0ffQJ1wwglVmojvvPOOvPTSS2orwNsxrDly4403ytVXX627pxFSEbD+rHqYB0x/lqHY/lsgmokFHfROHGogB1agrmojCCGEkHhh9erV0r59ezn88MNl8eLFQde++uor3aL+0ksvlbFjx0pV8vjjj8vLL78s//77r64R8eqrr8rAgQMLvRXDm79ly5ZVmZ2EEEIIiR1iQQc9HocaiFPJCCGEkEqkbdu2cs0118gff/xhvYkyQASlpKToW8qq5q677tId2j766CMVPvj9zDPP6Js8QgghhJDqqoPuikMNxI4hQgghpJJ56qmnpFu3bnLdddfJzp07dYjyCy+8oG/K3nvvPWndunVU5AnejA0aNEjn2H/88ccq4GDbLbfcImvXrq1q8wghhBASg8SCDnLFmQZixxAhhBBSyWDu/PTp06VHjx5y5JFH6tuzH3/8Ubc+7d+/f1TmR/fu3WXcuHGyZMkSSU9PV9sHDBggOTk5Yd2PHz++0m0khBBCSPQTazqoexxoIK4xRAghhJASk5eXp1u04g0ftp7FDh3YuSM5OVk8Ho9uM2u2nCWEEEIIqS7kVUMNxBFDUUR2drYcccQReuA7iV22bdsmDz/8sG5hOGPGjCqxYfTo0VKnTh357rvvqiR8Qkj1Bju1XHXVVbpwJBZp/Oyzz7TOGzJkiA69zszMrGoTSYxBHVR9oA4ihFRnkqqhBmLHUDmCuYYOh0OPunXrSps2beSQQw7R7ziHhbTwG0ezZs103iLO33rrrXo/tuzD3EUcsbC6eatWrdR+Eyccjz32mMQ733zzjVx88cUyfPhw2bBhQ5XZMWHCBO2p/vLLLyWWyc3NlVdeeUXL24Hm865bt06uuOIKnf/bpEkT3e0APfler7eQ2/z8fGnQoIH1zBZ1QNyGgnnGRx11lIbTuXNnefPNN8sUR9iCZ6ddu3Zab2B7zpkzZx7wvi1btuhieLChPChNvEqSP6T6cvLJJ2td88svv2jb9vnnn1e1SaQKoA6iDgLUQeULdVDRUAeRaODk6qKBsF09KR/+/vtvf2pqqv/bb78NOj9y5Eg/krpXr15B59etW6fnbrnlFv1dUFDgv/DCC/XA92jnoIMO0niR8LRp00bTZ/r06VWSRGPHjvX36NHDP3/+fH8ssnfvXv9TTz3lb9GihaYjDjxjRTFv3jx/7dq1/XfccYc/Ly9Pz40fP96fmJjoHzBggN/r9Qa5xzXjb1HH0UcfXSice+65x5+WluafMWOG/l6+fLm/QYMG/ptuuqlU8czNzfWfeOKJ/g4dOvj/+ecfPTdx4kS1G5/hWL9+vf+2227zp6SkqJ14FstKSeNV0vwh8cUnn3zidzqdVW0GqWSog4gd6qCyQR1EHURik09iVAPxr/pyFkR33XVXofNFdQyZzqGhQ4f6YxF2DBVPz549q7RjKNbJyMjwb9261f/nn39q5VpcxwPEE8pjuI6chx56SO998skng8736dNHO2UXLVrk37x5s3/btm3WsXHjRn96erp2fNj57LPP1K/HH3886Pxrr72m5ydMmFDieMIG3Pvbb78Fnb/ooov8NWrU8K9Zs6bQPRs2bPDn5OT433777XLpGCpNvEqSPyQ+Oe2006raBFLJUAcRO9RBZYM6iDqIxC6nxaAGYsdQObJp0yb/nDlzStQxBCZNmuSPRdgxVDwnnHACO4bKiYYNGxbb8WA6MB544IFC13bt2qWjbzCaKDMzU8/99ddf/kceeaTI8KZMmaL+mRE8ACOO2rZt63c4HP4tW7YEuYe/LpfL36xZM7/H44k4XohPQkKCjhYqyoZBgwYVef+yZcvK3DFUHvE6UP4QQuID6iBihzqo/KAOCg91ECHlB9cYKkcaN24sxxxzTInvi8Yt+QiJJrDCf3H88MMP+tm0adNC12rXri3dunXT9ZamTp2q57DGF9bmKYpJkybJ0UcfLS1btrTOYfvM1atX6xpADRs2DHKflpam6xlhTakpU6aUaB0o7FzQs2fPQtcQPsBidjt27ChVukRCecSrPOwghMQ+1EGEVAzUQdRBhFQ07BiKIhYsWCDXXHON/jEWyqxZs6R3797ywAMP6O9PP/1UOnbsqG7PPvtsXXzN7Ohxxx13SKNGjXRHKixsjT88Q8E5LMqLPz6xgjq21MOCyevXry+3+GRlZWn4HTp0CFrk1yy2bQeLbWOLPxMnLHz79ttvh/V3z549cs899+gfrFjwFn/QDh06VHbt2lXILRYdxsK46LDDwr74w/ess86Sn3/+uZBb3D9ixAjtSABbt27VNKlVq5aG8ckn/8/efcBHUbR/AH/u0kNCl96R3uQFEUGULqK+iqCoKIgoYq9YEUTsHfVVbH8ERCk2RBAVAUFQQar0JkV6JyGk3e3/85tjlr3LJblLvcv+vn7Oy22dnW0Ps7MzX2W7rePHj5e2bduqBrhr1qwpTz75pN98h/nz56uCACwzKirKzJdAuzQMZP6jR4/KG2+8IQ0bNpRPP/3Ua/7NmzfLwIEDpXv37ur38uXL1bFVqlQpad++vaxdu9bvevfv36+6YkQ+YhsbN24szz33nJw+fTrLtDiObr/9drUfS5curdLx6quvitvtlrzA9uUE26uPDX9q165tFoLongScTv+Xv4yMDNVo3HXXXec1fNasWeobDTP706JFC3P/BCqnZaLRehRgoWHqxYsX5ylf8puGQLerINJBRMQ4iHFQIBgHZcU4KO8YBxGdUYC1jygbub1KBi+++KLRunVrsxFXDa9mDBgwwByOZb3//vuq0dmqVauawy+77DIjJSXFuOiii9QrMxUrVjTHoY0Vq/T0dPXe42233abmcbvdxrvvvqumrVatmmpfpSBeJbv66qtVQ9poCwUWLlyoGrPVjW1rc+bMMerUqWMsWrTIbFj3vPPO8/tqEF7twWsv99xzj2q0F9AuCqZt1qyZamtGw/hevXqpd9xRvR22bNliNG/eXL02M27cOHPad955x6hRo4aZZ2j7qW7duiqP0aA4huGVH7Sn4mvIkCFGuXLl1PYB8u/CCy80l2VtY2jZsmVG6dKlzVcOk5OT1X7AdHjlKTeBzI98vOaaa9QrQBg+fvx4NRwNMt93331GbGysGo4q3j/99JNqcBgNCOvpkb++rw2tWrVKVWN+6aWXVMPoOGbuvvtuNX3Xrl3Vbw2NXdeqVcv49ttv1e8jR44YPXv2VNPecsstRl7oYy27V5UGDRqkxl933XV+x2M4xt966625ruuHH35Qx4f1NTK44oorclyGzg80JB0o5D3mmThxot/xOKYxfvTo0X7HIz/y+ypZQWxXbvuHiOyNcRDjII1xEOMgK8ZBRKGDBUMhEhDpBmV9C4Z04QcaosVwFPygsES3lfLll1+q4fiHLKbBPzD1P+oxHcY1atTIaz0jR45UhSO+//jv3bu3mn7gwIH5LhhCwQrGzZw5M0tPWdaCocOHDxvly5dXPURZLV26VM2PRm1RmAMofGjXrp1qj8XawxQKfXS+oRV4ay9LyBe0J2O1ceNG1eYMCkKwHl1osmnTJnM5KND67bff1Djktf4HOgrwrN577z01fNKkSV7DUYCEdfsWDOEf323atPGaFgUtKIwJpGAomPl79OjhVTCkt1O3x1OvXj11zOzYscPshSo6OlqN+/333815UNiGgjvfRtQwjc4v9AimCx3PPfdcVYBkhcaddQPF8+bNM4KVW8HDjBkz1HgUevkW6ADOPYwfNmxYQHmM3tx8oWFrLCO7xuKffPJJNb5FixYBbRMKTHX+fffddzk23Jldz2AFUTBUENvFgiEiygnjoLMYBzEOYhzkwTiIKLTwVbIQgtetfOGVF+urMO3atZNRo0aZr5v17dtXvVKEQr7+/fvLzTffLBEREWrcnXfeqb537dplLg+vpeAVsquuusqcTsNrP7pNk7y+8qPhNSz44IMPvF6pQhoTExPN33hdLCkpSb0O5y8tSAfSo6t6Ll26VAYPHuz1GhDaNHjqqafksssuU/mjXwvDq1StWrXK8ooMXoXq06ePes3s2WefVcOio6PVa2naO++8Ix07dlR/I6+Rbt+8xCtUTz/9tHrl5/rrr/daB/YJXovzly+rVq3yejUoMjJSbrnlloDzNdD5/R1P1u3Edk2aNMk8tvBq2EUXXZRlO7GPduzYIbfddpvXss4//3z16iPyskGDBmoYXsHaunWrOi6t8Gqjbr/myy+/lIKG4wfHfmpqqlxxxRWybt06NRxt46AtIf0Kmd7W7OBYxTZce+21Wcbpdn7i4+P9zquPSaQhENZ2gwpqmXlR0NtFRJRXjIPOYhzkH+Mg/xgH5R3jICKPyDPfFALQXkx2dAGRtVBFQ4O727ZtU23hWKHdILC2AYP399EWzSeffJLlH+hon6hChQrmRdJfgBYotCuEwoDvv/9etb3z0ksvSa9evdR2jBkzxpxu3rx5qlCrdevWWZah06ILmXTjt7oQwgpt3VihPaC0tDSvwh6ryy+/XKZNmyY///yzKixDgYk1/3XeaVWrVs2Sl9g25FO3bt1U4YwvFBj56tKli5qva9euct9996lCC6wLbRIFIpj5szue9HC0QeVbOOhvO7PLd8yLgj8r7E9A4YwvFPJhn2bXkHJ+TZgwQbUlhfaeLr30UmnSpIn85z//Ud/Yx5Bb4/BoxBqFiv4KhnCMAI5Xf/Q6/O13f/TyCnKZeVHQ20VElFeMg7wxDsqKcVD2GAflDeMgIg8WDJUA2TWi62+4rgmCRpZ1jaLCEBcXpwpn0IDv6tWrzdo8b775plcPTEgP/sG5cePGXJeJWiuAmj65QWPWOTWKi8ICQOERCp7QAHdODejqgh/rP551LRTfQqScoDAHaUPB3GuvvSbvv/++aowbBTvZ1dgoyPkh2O0MJt/18YUCSBwDRQnbhWPa97i+//77zQLUTp065bgM3RsZGtf2hZppyPtTp075nVc3/q2PB9TqQs08fw4fPqyOewQjKHgJdJl5kd28M2bMULXigt0uIqJQwzgoK8ZB2WMclD3GQVkxDiK74KtkNqNf60LPVIUN/+jcsGGDes0Lry3hNTC8qoTXtKzpOXToUEA9cunX21A7Kjeo/aRfJfIHtWU09JqVF7oXNPRiFSgUvHz88ceqRw30AIZ/jD///PPqtSxdM6ow58+LYPK9KI+vQKAAZuLEiervhx9+ONt/PFhfI/Ptjcy3Wv/evXv9jtc9A+L1RX1coHaUv4+ucYWadcEsMy+yS4M+boPdLiKicMY4yINxUOAYB3kwDmIcRCUbC4ZsRr8qhO7us+tOfcmSJaomTUFAoQte80K7MzfeeKOqiYKu5XUtFKQHw/Balz8Yt2DBAvU3avVAdtPixq27ZkcbP7oww19NF73ttWrVynPBkH61ZufOnUHPi+7hf//9d/U6H9rewZO9QF8nK4j5g5FbvicnJ5vj9PE1derUbJenXzcrCiNGjFCFjghm7r333hynRbrQ3Wu/fv38jsfraaDbL/KFYxx69+5t7qMzDfxn+QSyTBRqnThxQkqVKiWXXHKJ5FV2aUD68rJdREThjHGQB+OgwDEO8mAcxDiISjYWDNkM2vvBKz545Qft0/irafPqq6+abRrl1V9//SUffvih+RvtDU2ePFmuueYaFYyg9hBcfPHF6hu1irZv3+73fWldk0H/QxbL/uGHH7JMi/ZudLp1GzeoGfHTTz9lmXb37t3qO7vaIYHQ7dXgVTnUesqOtSBg2LBhXg17o5FmtHOkC+Ryk9/580LnOxoBX7t2bZbxaDNKv3ql9ydeGdT72AqFfH/++acUBbTFhGMQBXgoQMup7QpdfRq1sPy9Rgbdu3eXunXrqlpwvvsbhU8YjvFYRqCGDBmiajEtXLgwyzgU/Ol9bG2PqKAVxnYREYUqxkEejIMCxzjIg3EQ4yAq2VgwVARQo8L6elN2dCOv/l5P0r/91fLRBQW+NWOsBRJ6frzSdfvtt6u/0WsXGtlFgQJeuULDuz169FAX/oLw7rvvZunJSN9cq1evrr7RqxVqRKB2BApaxo0bJ//88496FemVV16RF1980eyxDDU5UMMHBgwYIF988YVqJHn//v2qVtLYsWNVwZNuQ0j3FIbhvlCwhGrUw4cPN4dZ05pdbSrrfkED1vgHM6bF61zZsTbk/O+//6p0W6E2CwovdJ7kJJj59fHkeyzp7cxuG33nQW9kqFWF4wu1RubMmaOWjZpSaN8IbenoQjLkOZ7GYh1olBv7cMuWLarQDwV36D1t4MCBEiyd1kDaOYK5c+eqtKA2FY5rfw2W+y4fBV/+Gp22vsaH4xHnGwo5rT777DM1HMeBb4PeOUG6cA78/fffqrc530JRFOKiF8Kc0h1MvhTWdhVEOoio5GIcdBbjIMZBjIPOYhxEFEIKrON78uv48eNGixYtUEJjxMbGGhs2bMg2p3788Uc1HT4//fSTOdzlchmdO3dWwy+99FLD7Xab4/bv329UrFhRjRszZozX8hYsWGAu75dffjGHnzp1ymjfvr05zvq5/PLLvZafk9q1a6t5/Fm2bJka16tXL+Off/5Rw44ePWpccMEFaph1HVOnTjUiIyOzpCUmJsZYuHCh13KXLFliJCQkZJkWw/74448sed+qVSs1/tFHHzVSU1PVer/44gujfPnyxuzZs72mRx7p5f36669e4+699141vGHDhkZKSoo5HOvU6Xn++eeN9PR0tY7x48cbcXFxavidd96p0p2Zmanyt1SpUsann36qfsPkyZON6Ohotb9yE+j82Mf169dX67/xxhu9lvH000+r4eecc45x+PBhc3hGRobRunVrNe7mm2/2mufrr7/2u4+qVKlibN261Wta7DOk0Xdah8NhTJkyxQjW9u3bjaioKLWMzz77LMdpV65caQwbNsyIiIhQx9nevXsDWgfON6Rv9+7duU57xx13GBUqVDBWr15tbm/p0qWNBx980MiL5ORko02bNurcOHLkiDp+xo4dq/bp9OnTc5x30qRJKl8w7bZt24z8yOt2BbN/iMh+GAcxDmIcxDgoJ4yDiEIDC4YKUffu3dU/2Kz/OHY6nUatWrWMf//912vagQMHqn/M6unwN/5B//fff6tCDOsy8Bv/kB09erQqPLGOq1y5siqAwT+KsS7rem+77TZzfSjcGDVqlFGvXj2Vxjp16hgjR4400tLSAt6+QAqG9KdatWpG8+bNjeeee04V0PhCwQkKvRITE1WhQo8ePYw///zT77LXrVtnXHXVVeofrZi+T58+2Ra4oYAEBSHnnnuu+kcvCumQ11iG1eDBg7PkP9KwefNmVfhh3Ras01qotHbtWuPKK69UBUSYFunBP+hRmNeyZUvj4YcfNubMmWMWDOnloKAQBU3YV8uXLw8ozwOZf+bMmSpvrGlGIdC+ffuMBg0aeA2Pj49X+33ixIlGmTJlssyDY0lbvHix0a1bNzUPjsFBgwYZe/bs8ZvO9evXG/369TPKlSun0nnhhReqPAgWzhXfAqmqVauqAiArFJRhv9SoUcPo37+/KmQNxu23367SGAgU3LzzzjtGkyZN1PmD+b799lsjP06ePGncf//9Rt26dVWBHo5vXUDjDwokkQ/WfEE+Yf/mVV62K9D9Q0T2xDiIcRDjIMZBgWAcRFT8HPhfcddaovBUp04d9ToRDyEiIiKyG8ZBRERUUrCNISIiIiIiIiIim2LBEBERERERERGRTbFgiIiIiIiIiIjIplgwRERERERERERkUywYonw799xzzc9LL73EHCUiIiLbYBxEREThjr2SERERERERERHZFGsMERERERERERHZFAuGiIiIiIiIiIhsigVDREREREREREQ2xYIhIiIiIiIiIiKbYsEQUQDS09NVj2uNGjWS+vXryyWXXCILFy7MdvoVK1bI5ZdfLnXr1lW9lTz22GNy+vTpIll3uKwfy7X25FK+fHlxOBzy6aef5imdREREVPAYAzEGIiIbMIgoR6mpqUaXLl2Mpk2bGjt37lTDpk2bZkRFRalvX999950RExNjvP766+r38ePHjY4dOxoXXnihkZycXKjrDuf1jxo1ysAlafz48UGlkYiIiAoHYyDGQERkDywYIsrF/fffrwos/vzzT6/hN9xwg1GqVClj+/bt5rBdu3YZiYmJxmWXXeY17caNGw2Hw2HceeedhbbucF8/C4aIiIhCC2MgxkBEZA8sGCLKwT///GNERkaqGjO+Zs+erQpN+vfvbw4bMmSIGuavNk27du1U4cj69esLZd3hvn4WDBEREYUOxkCMgYjIPtjGEFEOpk6dKpmZmdKhQ4cs4y644AL1/c0338iRI0ckIyNDpk+frob5m759+/YoiJWPP/64wNcNJW39REREVHwYAzEGIiL7YMEQUQ5mzZqlvuvVq5dlHBpLrl69umqUcfHixbJo0SI5efKkxMTEqOG+WrRoob7nz5/vNfy1116TxMREefXVV/O8bgjX9RMREVHoYQzEGIiI7IMFQ0Q5WLlypfquUaOG3/Fly5ZV36tWrTKn9VcoYp3277//FpfLZQ6fMGGCJCcny8SJE/O8buv04bZ+IiIiCj2MgRgDEZF9sGCIKBupqamqwMRaqOGrTJky6vvw4cNy6NChgKbF61knTpwwhz/11FPSpk0b9Z3XdUO4rp+IiIhCC2MgxkBEZC+RxZ0AolCl286B+Ph4v9M4nU4zgDp9+nRA0+rpteuvv1598rNu6zzhtn4iIiIKLYyBPBgDEZFdsMYQUTaio6PNv9Fosj9oY0e3uaOnz21aPX1Brts6T0lYPxERERUfxkAejIGIyC5YMESUDWthz6lTp/xOc/z4cfVdsWJFqVKlSkDTlipVSmJjYwt03VCS1k9ERETFhzEQYyAishcWDBFlIyIiQpo2bar+3rt3r99pDhw4oL5btWolLVu2DHjagl43lKT1ExERUfFhDMQYiIjshQVDRDm49NJL1fe6deuyjEOjy2hEGTVgLrnkEunSpYuqZXPw4EGzQWarrVu3qu/evXsX+LqhpK2fiIiIig9jIMZARGQfLBgiysGQIUNUo8kLFy7MMu73339X33379lUFIqVLl5b+/furYdlNj2Vdd911Bb5uKGnrJyIiouLDGIgxEBHZiEFEORo2bBhaUzZWrlzpNbxv375GXFycsW3bNnPY1q1bjVKlShlXXXWV17R///23WsbQoUOzLH/KlClG27ZtjWnTpuVr3eG6fm3UqFFqmvHjx2c7DRERERUdxkCMgYjIHlgwRJSL5ORko02bNsYFF1xgHDlyxHC73cbYsWON6OhoY/r06Vmm/+yzz4zIyEhj0qRJ6vfOnTuNVq1aGR07djROnTqVZfpmzZqpApHmzZvne93huH6NBUNEREShhTEQYyAisge+SkaUC7SjM3/+fGnfvr20bdtWGjRoIPPmzZNly5ZJv379skw/YMAAmT17trz33ntSr1491abOzTffrOaJj4/3Oz3WcdNNN+V73eG4fiIiIgpNjIEYAxGRPThQOlTciSAieuaZZ2T06NEyfvx4ueWWW5ghREREZAuMgYiouLHGEBERERERERGRTbFgiIiIiIiIiIjIplgwRERERERERERkUywYIiIiIiIiIiKyqcjiTgAR2VN6ero0bdrU/H306NFiTQ8RERFRUWAMREShhr2SERERERERERHZFF8lIyIiIiIiIiKyKRYMERERERERERHZFAuGiIiIiIiIiIhsigVDREREREREREQ2xYIhIiIiIiIiIiKbYsEQEREREREREZFNsWCIiIiIiIiIiMimWDBERERERERERGRTLBgiIiIiIiIiIrIpFgwREREREREREdkUC4aIiIiIiIiIiGyKBUNERERERERERDbFgiEiIiIiIiIiIptiwRARERERERERkU2xYIiIiIiIiIiIyKZYMEREREREREREZFMsGCIiIiIiIiIisikWDBERERERERER2RQLhoiIiIiIiIiIbIoFQ0RERERERERENsWCISIiIiIiIiIim2LBEBERERERERGRTbFgiIiIiIiIiIjIplgwRERERERERERkUywYIiIiIiIiIiKyKRYMERERERERERHZFAuGiIiIiIiIiIhsigVDRDmYM2eO3HbbbVK3bl1xOBx+P1FRUVK2bFmpV6+eXHbZZfLCCy/I7t27ma9nrF+/Xm644QapXLmyREdHS+3ateXuu++WAwcOMI+IiIhCGOOgwrF8+XIVE3Xu3LmQ1kBEFByHYRhGkPMQ2U5KSoo0bNhQ9uzZo36PHTtW+vfvL+XLl5eMjAzZtWuXzJ07V9544w35559/VGHRiBEjZOTIkWJnS5Yske7du8vp06ezjKtTp478+eefUqlSpWJJGxEREQWGcVDBQUz0n//8RzZu3CiXXHKJLFiwgIchERU71hgiCkB8fLy0a9fO/N2yZUtVAwYFQBjXuHFjueeee2TNmjXq6Q8Ki0aNGiVPP/20bfMXNYKuueYaeeSRR2Tr1q1y7Ngx+eWXX+S8885T43fs2CFPPPFEcSeTiIiIcsE4qOAMHz5cFQoREYUSFgwRBSgxMTHXaRISEmTKlCkqgIKXXnpJdu7cacs8fv7552XChAny7LPPSv369dXrdl27dlVPxmrWrKmm+f7774s7mURERBQAxkEF82repEmT5OKLL+YxR0QhhQVDRAFCe0KBQE0iVA2GzMxMFQTY0ZAhQ+TSSy/NMrxMmTJy0003qb/5JisREVF4YByUP4cPH5bBgwfLO++8o9quJCIKJSwYIioEusYQnDx50pZ53KpVq2zH6RpDl19+eRGmiIiIiIoC46Cshg4dqmoKDRw4kAchEYUcFgwRFTC32616m9AaNWqU7bQzZsyQ3r17yznnnCMxMTGqZzO0VbR3716/06NdnjvuuEO9moXpUfumRYsWqqHrpKSkLNOjraPJkyfLBRdcILfccosahunwfjsKZ/DqG17vWrFihTnP0aNHVbtA6D0MgV379u1l4cKFUpA2bNigXi1DO0xERERUcjAOyur//u//ZNmyZTJu3Lhi2CNERAFAr2RElLtBgwahBz/1mT9/frbTvffee+Z05557rpGenp5lGgy76aabjIsuusj47bffjBMnThhLly41LrnkEjVfxYoVjVWrVnnN89dffxllypQxypcvb/z8889qHszbqFEjNU/79u0Nl8tlTv/8888bVapUMdOC9O/atcto2LChUaFCBaNcuXLmOPy9Y8cOY+vWrUadOnWM0qVLG5UrVzbHx8bGGlu2bCmQw2T//v1G9erVjR9//LFAlkdERESFj3FQ3uKgbdu2qfht3rx5WfIScR8RUShgwRBRHgKi77//3muc2+02NmzYYDzwwANGRESEmgaFMqtXr/a7rPvvv99o3ry5kZKS4jX81KlTRo0aNdT8KPDJzMw0x7Vp00YNf+SRR7zmQSGRTtfixYvN4f/8848q6ClVqpQa161bN+OKK64wfvjhB5VefN59911z3sGDBxsXXnihMXXqVHO9CxYsMOLj49X4u+++O9/HCtL0n//8x7jyyiuN48eP53t5REREVDQYBwUfByGe6tChgzF8+HC/ecmCISIKFSwYIspDQIRPXFycqtmDT1RUlNc4FKIcPHjQ73I2bdpkOBwO4+233/Y7/tprrzWX89NPP5nDsT4MQ00gKxSw6OmnTJmSZXmtW7dW484//3xV8OSrWbNmanzt2rWNffv2ZRnfv39/Nb5du3ZGXuEpGfJEbwM+qPm0cOHCPC+TiIiIig7joODjoDFjxhjnnXeekZaW5jcvWTBERKGCbQwR5cFnn30m27dvl7///lsWL14sv/zyi4wZM0aaNGmixuMdcvQ8sXr16izzoptSFMqifZ0qVapk+cycOdOcFsvXnnrqKenUqZNce+212XYfm5aWlmV9pUqVUt9Nmzb1agxSa9y4sfquU6eOWr8vtDUEx44dk7yKioqSCy+8UKU9NjbWbMvosssuky1btuR5uURERFT0GAfl7q+//pJXX31VPv/8c4mOji6CvUJElHeR+ZiXyLaqV69uFqLgu2HDhqrQ5vHHH1cFRM8++6zMmjVL5s6dKz/88IN06dLFnPf3339X3++//77ZrX12rIU+KBjCR9u3b59qzHDatGleDT76ioiIyHEdaIA6J3Fxceo7PT1d8uqiiy5SnwEDBsgLL7ygeuSYN2+enDp1Sp577jmZMGFCnpdNRERERYtxUM5Onz4tN910k4p59ENDIqJQxoIhooI8oSIjZfTo0aoWzBdffKFq8KA3sK1bt6paM7B//371jVpD/mro5Aa1iBBorF27VoYNG6Z6DEMPX+EUTKJWVLNmzVQvawXd4xkREREVD8ZBHg8//LCUL19errrqKvn333+z5FNKSor6Rpyox5cuXVp9iIiKA18lIyoEDzzwgPn3rl27zFpCugt58PeaWU5QYwfdyLdt21batWun5r/77rtVl/XhBq+0Ie265hMRERGVHHaPg1ArHNtcs2ZNv5/p06er6f744w9z2BtvvFHcySYiG2PBEFEhaN68uddva+FHxYoV1fe3336bazXklStXmq+I9e/fX15//XUVODz44IPidIb36du5c2f1Xbly5eJOChERERUgxkFEROElvP9lSRSiTpw44fUbDTtreMoFGzdulMmTJ2e7DLS7g1etAO0U6YIktM9TEui2jbp27VrcSSEiIqICZPc46EzPz9l+Bg0apKZDW5N62DPPPFPcySYiG2PBEFGAcNMOlLVB6Hr16kmbNm3M32iAWbvrrrvkzz//zDL/zp075Z133lG9dgHaE9IOHDjgNa2ukg0ulytf6c5JQS1HW7JkiWqL4KGHHirQ5RIREVHBYxxUsHEQEVEoYcEQUYDQg1Ygli5dKk8//bTnBHM61atfKADR8G78zTffrP4+efKkXHzxxTJ8+HD57bff1LyY/vzzz5dHH33U7Nq9Vq1a5vz33nuvmg+vl82ePVv19qWhAUMUHL3yyivmMEwLSUlJftObmpqa4/ahYcSc5s8O3q1Hw9L+eko7cuSI6rkN6WzRokVQyyWi8NCoUaPiTgIRFSDGQcHFQURkX43CMQYyiChXycnJRq1atfCoSH1GjBhhrFixwjh06JCRmppqHDlyxPjtt9+MBx54wIiOjlbTlClTxpg4caLf5Z06dcq47LLLzOX5fh555BGv6U+cOGFUq1bNHB8VFWUkJiYaDRs2NFavXm1UrFhRDXc6nUaNGjWMzZs3q3R99913RmRkpBpXtmxZ4/fff1fD4fTp0+p3hQoV1PjY2Fhj9uzZalshIyPD+Pvvv40GDRqY6/3ggw/M8TnZsGGDOU/jxo2NTz/91NizZ49x8uRJY+bMmUabNm2Mjz/+mEceUZg6cOCAsWzZMmPhwoXGr7/+6vWZO3euMWrUKHU9IqKSgXFQcHFQbgYNGqSWd8kllxTI/iGionOghMZALBgiysEvv/xi3HfffaoAJrtCHHwiIiKMhIQEo27dukbPnj2N5557ThUa5cTlchmffPKJceGFFxqlSpVSn4suusj48ssv/U6/fv16o3v37mo91atXN4YPH24GJy+++KKav0uXLsamTZvUsAsuuMBvWlu1aqXG49vf+JiYGDX+qquu8jse684Ntu3xxx83ateurQqxUFhWpUoVlT6k9fDhwzzuiMIQCni7deumAp5APkQU3hgH5S0Oyg0LhojCz54SHgM58L/irrVERERkV7NmzZLnn39ehg4dKrfccku2061YsUK9prp+/XqJiIiQvn37qsZK4+Lisu3aGa+mjh8/XjIzM6VGjRoyZswY9fpqXvXo0UN++eUXs/20qlWrer0qq23dulX27t3rt90zIiIionCLg3qU8Bgo65YQERFRoUMj9a+//rpqWwwQEGVn5syZcu2118oLL7ygAij0+HP55ZdLt27d5Oeff5ZSpUplaRsMjdejzTGMRztl06dPl+7du6tegLCsvEDbYWg7DYERetPJDto2q169ep7WQURERCVfuMVBv5fwGIiNTxMRERUDNESPBtobNGiQ43S7d+9WvRl27drV7MWvTJky8sknn8gff/yhGq/39dhjj8n8+fPVUzLdeD2CoH79+sngwYPln3/+yVOaGzdurIKdnAIiKF26tDz11FN5WgcRERGVfOEWBzUu4TEQC4aIiIiKAaohx8TESOvWrXOcbvTo0apXQAQyvj1eoAfDcePGyYYNG8zhO3bskP/973/StGlTadeundc86BERPQs98cQTeUrzSy+9JIcOHZKjR4/mOm2lSpXytA4iIiIq+cItDnqphMdALBgiIiIqRrGxsdmOy8jIUFWfoUOHDlnGt2/fHp1IyMcff2wOmzp1qnqX3t/0F1xwgfr+5ptv5MiRI0GnFVWwP/jgA3nyySdznA5VuB9++OGgl09ERET2Ei5xUPcSHgOxjSEiIqJi5HA4sh23aNEi9a46nqj5e1+9RYsW6hvVpTW8e6+fxPkqX768Ws6ePXtk8eLF8t///jeotA4ZMkQFYMuXL1fzVqxYMcs0CMZWrlyp0k1ERERUEuKgISU8BrJlwZDb7VYthScmJuZ4IBIRUejBTRlViqtVq6YaASxoqampqieLYNPkez9BEINPfiC4gOwaMSxbtqz6/vvvv1XvF+ilQ8+D3jeymwcB0apVq4IuGDp8+LB8//33anuxzpzw/hq6GAcREYUvxkHFEwcdLuExkC0LhlAoVLNmzeJOBhER5QMaI8zupp+fQqG6tRNk/8HguhhNSEiQ5ORkr2GjRo1S3ajmB95ltwY+vtD4on5ChR464uPjzXTkNg8CnGCNHDlSZs+eLY8++qjUqVNHoqKisgQ/yEM8hUOvHxSaGAcREYU/xkFFGweNLOExkC0LhlBTCC6S3hIpUcWdHCIiCkKmZMhvMtu8lhck1BRCodA/y2tL6cTAaiOdTHJL3TY7VYCGnii0/NYWAv3+OwIdf6w1phCMnD592vyd2zyYPlht2rSRgQMHyvPPP5/jdHfccYf89NNPQS+figbjICKi8MU4qHjioDYlPAayZcGQLtlDoVCkgwVDRERhxSj8arqlEjyfQLjOpAeFQtaCoYIQHR2tvlFt2R/rK294bx6v2Gm5zYPp8+LVV1/1++qcr40bN+Zp+VT4GAcREYUxxkHFFge9WoJjIFsWDBEREeXELYb6BCLQ6fKiSpUq6htdq/pz/Phx9V2qVCnVqweqNaMwCUFPbvP4azQxEAikEBShRw808Lhr1y5VIIYGIK+77jpp0qRJjlW4iYiIKLQxDrJfDMSCISIiIh9u9V9gAp8yeC1btjTbhPHnwIED6rtVq1bqG40uNm3aVDWoGOg8wdqxY4f069fPbNxRP5H7+uuv5dlnn5UBAwbI2LFjpVy5cnlaPhERERUvxkH2i4FYMEREROTDZRjqE4hAp8uLLl26qBpABw8eVI0k+tby2bp1q/ru3bu3OezSSy9VBUPr1q3LsjwsA40zoobRJZdcEnR6jh07puZDe0poQ6lDhw7q6RgCIDT8iOFz585V6UHXsajFREREROGFcZD9YqCC7+eXiIiohFShDvRTWFA9uX///urvhQsXZhn/+++/q0YUUX1ZGzJkiBqW3fTQt29fs/2iYIwZM0b27duneubYv3+//PLLL/Luu++q4S+++KJ89tln8s8//0i9evXk7bffDnr5REREVPwYB9kvBmLBEBERkZ+AyBXgJ78FQ3jKBC6Xy+94dHuPGj4TJ070Gr527VpZsWKF3HbbbdKgQQNzOP4eOnSo/P3336rmkNWECRMkLi5OLTMvZsyYIZ9++qk888wzZnevvvAU7cMPP5SpU6fmaR1ERERUvBgH2S8GYsEQERFRMT0pQ7eqa9asUX//8ccffqepX7++fPDBB6qRQzyNAjR2eNNNN0nHjh3lzTffzDLPa6+9prpVHTZsmBw9elS9A4+nVzNnzlQFTHialRdpaWly44035jodCrLwyhoRERGFH8ZB9ouBWDBERESUzbv1gX7y4vrrr1dtBqFmD3z88cdSoUIFGTduXJZp0Zjh7Nmz5b333lOFOnh//eabb5Z58+ZJfHy836AE77e3b99e2rZtq2oRYdply5apRhPzCul1u3NvbBvrtnYZS0REROGDcZD9YiCHoZvStpGTJ0+q6l+d5SqJdEQVd3KIiCgImUaGLJAZ6mkM2uApjPvDxg2VJTExsGcnSUluadzkQKGkJ9Tce++9UrNmTXn00Uf9jkdIMX36dLnrrrukW7duYVmV2g4YBxERhS/GQcXj3hIeA7FXMiIiIh+6/aBABDpdSfDYY4+pV9TmzJkjffr0kTp16ojD4ZA9e/bIpk2bZNq0aaphRrxjn9d2jIiIiKh4MQ6yXwzEgiEiIiIfLsPzCUSg05UENWrUUK+04TW4+++/XwVEvk/LypYtK1OmTJGmTZsWWzqJiIgo7xgH2S8GYhtDREREPtxBfuwET8vQLhK6aO3QoYMKgqKjo6VJkybqadrGjRulZ8+exZ1MIiIiyiPGQfaLgVhjiIiIyIdbHOIS7ydBOU1rN7GxseodenyIiIioZGEcZL8YiDWGiIiIfLiN4D6UFXpQIyIiovDDOMh+MRALhoiIiHygtlAwH/J26NChbHvtICIiotDGOMh+MRBfJSMiIvIRTIFPSSwYGjp0qGo8ceTIkfLII4+Yw3v06CEulyvHeTMyMmTDhg1y+vTpIkgpERERFTQ7x0FDbRoDsWCIiIjIh9twqE8gAp0unHz33XeSnJwss2bN8gqK8F49hgXCt7cOIiIiCg92joO+s2kMxIIhIiIiH3Z+UgY//fST+vTv399r+LBhw2TVqlXyyiuvyDnnnCNRUVFZ5k1PT5f58+fLyy+/XIQpJiIiooJi5zjoJ5vGQCwYIiIi8uESp/oEIudKxeGpZcuW6uOrd+/e6nPDDTfkOD+qW0+dOrUQU0hERESFxc5xUEubxkAsGCIiIvJhBFGFGtPaBapGv/POO7lOl5aWJtu2bSuSNBEREVHBYhxkvxiIvZIRERH5YG8c2T8Fi46OzvV4+d///heWQRERERExDrJjDMSCISIiIh8uwxnUxy527NgR0HQPPfSQ6s2DiIiIwg/jIPvFQHyVjIiIyIdbHOIO8NmJW4wSm387d+5UHy01NVUWLVokhpH9NmOaxYsXq149iIiIKPwwDhLbxUAsGCIiIvJh5944rJxOp0ybNk0++ugjyczMVMM6d+4c0LxdunQp5NQRERFRYWAcJLaLgVgwRERE5COYV8RcOTw5Cnc1a9aUd999V/r16yfXXHONalCxXbt2OTbMGBcXJ82aNZPHHnusSNNKREREBYNxkNguBmLBEBERkd8q1IHVBAp0unCGJ2Rz586VQYMGyfz584s7OURERFSIGAfZLwayT4uZREREAUL7Qq4AP4G2RRTu/vOf/8jrr7+e63S7du0qkvQQERFR4WAcZL8YyNY1hsZvXCq1yiRkGZ5heN4hhChHpOx3JUuViAT1XcEZaw73Nx+GH3OnSDlnvFxarVUhbwERUXj5ce9qWZzqlo6xTnXNXJrmVH9rzx1uLCMqblR/b8lIlooRTtnrEmkWFa+uwTEOp0ScipFyDQs3naxC7V/Pnj1zzbsDBw7IfffdJ59//rnEx8cX+L6hgvPN5r9lRVSktIo+JQmOaFmT4ZY20dFmPAM6pgEdD1nHg/6tx+v5rq9xIXcXEZGITPn3d9meGSnnONOkVmSieZ3U9HXWes1dkOqQzrGGOTxKnJLgjJWTSS7GQcWgZwmPgWxdMERERJTdkzL2SuYfGmDcsGGDnDhxQtxut3e+ud1y+PBhWbBggQwZMkS++OILHmBERERhhnGQ/WIgFgwRERH5cBkO9QlEoNOVBFu2bJFevXrJjh07cpwOXbnOmTOnyNJFREREBYdxkP1iIBYMERER+dDtBwXCJSW3VzJfI0aMkH/++Ufq1KkjNWrUkHXr1knLli29plmxYoXqphWNNBIREVH4YRxkvxiIBUNEREQ+3IZTfQLhLsHd1fv69ddfZdKkSTJgwAD1+/HHH5frr79ezjvvPHOaN998Uw4dOiR9+vQpxpQSERFRXjEOsl8MZI+uVIiIiIIQaI9kwTxRKwmio6PNgAhuv/12+fDDD72mufPOO+Wdd96RadOmFUMKiYiIKL8YB9kvBrJPNEtERBQgt+X9+tw+3k0PlmzlypWTlJSzvajUr19fPRlD1WotNjZWEhISZOTIkcWUSiIiIsoPxkH2i4FYMERERJRNbxyBfuyiU6dO0r17dxk9erTMmDFDDRs+fLiqMr1+/XpJTk5WwRC6a923b19xJ5eIiIjygHGQ/WIgtjFERETkw2U41ScQgU5XEjz99NPSpk0bFRRFRERIamqqtGvXTgVKLVq08JoWw4iIiCj8MA6yXwzEgiEiIiIfbsErYoF1Qx/odCVB5cqVZdWqVfL5559LvXr1VGAEr776qsTFxcm4cePE7XbLpZdeKm+//XZxJ5eIiIjygHGQ/WIgFgwRERH54JOy7FWsWFHuu+8+r2EOh0PGjBmjPkRERBTeGAfZLwayT/13IiKiALE3jvx77rnneLwRERGFIcZB9ouBAq4xdOuttxZKAlDC9sknnxTKsomIiPLCjd7GjABfJQtwOjs5ePCgvPjiizJixIjiTkpIYSxFREThgHGQ/WKggAuGPv3000JJAAuGiIgoFHvjwNOyQKctaXr06CEulytP82ZkZMiGDRtUo4zkjbEUERGFAzvHQT1sGgMFXDBUrVo1mTx5coGu3DAMufnmm6W4lHXGSYaRKVEOTzZsyUhW3w2iEtQ3xkGVCM/vCs5Yc1p/jrhT1bTlnPGS7E6VH/eu9hpvXZd1WJqRKRnilsMut7lu3+nHHqsjd5Xdav7W43y/4Zg7RaXBOl+ykS57XSKHXKXkz5T68lj5rXJptVb5zkMiKjof7fpNakUmep3jVhiO87xhZLR5PTh3/i2ytYunYB/XCVwLEhzR5rf1moTrFiQ4Y7NNA5ZxRfU2MuXf31UaFqe6pWl0qvl3x1in32ucXiZ+149KlQwjVva5TkvH2ESv6UdU3KjSsc+VKTEOQw077oqVjEj89iz7m+QyUtjchlN9Ap22pImNjZVZs2bl+8EPhX4s1TkW55nnetIm2nMdwbUBlqenS5voeDPGQIyjYyMrHYfoeEkvA3GQntffdWu/K1mS3J64K7vrmr/YKTfZzWNNy/U1LgxqmURUvHA9wb/V6kR6/j1mvVbldL7nZldmkoqt9LVtTYZbWkY5vf7Npfn7dxggpkoz3OY10L94qR6RLMvSKkutyBRzqL7u6WXq3+NOVJdhZfaYsVmS2yWJZ8KNbRmnpLDZOQ6KtWkMFPCdNj4+Xi655JICTwBa8CYiIgolLnGoT6DT5sVvv/0mL7zwgqxYsUIiIyOlVKlScv3118sTTzyhghJfmA5dpa5fv171hNG3b1955plnCuU+evfdd8u6detUVWg0tIj0BfO0bOHChfL8888XeLrCHWMpIiIKB3aOg+62aQwUGcwTqcJQWMslIiIK1Sdl06dPV8HPyJEjZcaMGRIVFSUrV66Uq666SubOnSvz58+X6GjPk1CYOXOmXHvttSqAwlOsEydOyOWXXy7dunWTn3/+WQVTBalXr15yxRVXSP/+/fM0f/fu3WXOnDkFmqaSgLEUERGFAzvHQb1sGgMFvBdbt25dKAkorOUSERHllcvytCz3T3DS0tLkzjvvVIHDqFGjVDCk74d4wrRkyRKvThl2794tAwYMkK5du8pDDz2khpUpU0ZN88cff8jw4cMLZUe/9dZb+Zp/6dKlBZaWkoKxFBERhQO7x0Fv2TAGCrhgaNq0afla0aZNmwpluURERIX1pCzQTzDWrFkjR44ckfPOOy/LuP/85z/q+++//zaHjR49WpKSkmTw4MFe0zZq1EjOP/98GTdunGrosKA5nc4ca74sX75cvvvuO3PY5s2bZd++fQWejpKEsRQREYUDu8dBThvGQEXSUpTb7ZYOHTrkezl4D7F3795SpUoVqVGjhjoYUMoYjq1+ExFR6HIZzqA+wdDVnf/8888s4xD4gA6W8K46qluDv/to+/btVYDy8ccfS1H55ZdfpEGDBtKuXTu57bbbzOGJiYmqa1ZUvT569GiRpccuCiqWIiIiyg3jIPvFQMF18+AHgtgffvhBdu3aJadPn87y/jyC2t9//12OHz+er/UE+x4iERFRXhniEHeAjSli2mA0adJEBRW//vqrfPHFF3LDDTeY47755htp0aKFDBo0SP1etGiRnDx5UmJiYqR69epZloVpAffAooDq3XinPz09Pcu4qlWrqmrdt956q7Rp00ZV765cuXKRpCvcFVUsRUREFAjGQfaLgfJVMIQN/u9//6uqgmm+wQy6asOw/HTZ5vseoqbfQxw4cKDaEZiGiIgov4KpCaSnQwGOFQpz8PGF++GHH34ol156qdxyyy3qHnnjjTfK4sWLVdVkPI3S8+EBCPgrFIKyZcuaVa5dLpfqpaMwoTcQ1Hh67rnnVKHUPffck2Wa++67Tz799FN58sknvdoIoOKNpYiIiALFOMh+MVC+CobuuusuOXz4sHqt68orr1Tdufm+j4dABsHuvHnz8ryeYN9DJCIiyg+34VCfQKeFmjVreg3Hgwx0o+pP586d5auvvpLrrrtObrrpJtVIIbpD/fHHH70Kdw4dOuRVAOQLjS9CZmam6qGjfPnyUpiQTqRRv9KkG4y0qlSpktmDCIVOLEVERBQoxkH2i4Ei89ugNAJZPO2qVq1attMhYNWZlBfBtMdARESUXy5xqk+g0+peM0qXLm0O91dbyApdob7yyiuydetWefvttyU2Nlbatm2rXpvWdC2S+Ph4v8uwFiAURXt7uNfn1s7NihUr1HdycnKhp6ckKKpYioiIKFCMg+wXA+Wr8WkUxiCDcgpkAAGPbjwzL3zbY7DybY+BiIiooJ6UBfoBFApZP7kVDKFQCK+IoUvUKVOmqH/445Wyd99915xGt53n+2qRZn3PvbBrC+laUTn1uoHCKbQFiFeemjdvXujpKQmKKpYiIiIKFOMg+8VA+SoYQvs++/fvlz179gTUo1he6fYYECCjPYbPP/9cDffXHkN2bRSh7Qfrh4iIKDtucQb1CdZrr70mX3/9tfTp00f9xitl6MocNYDwfjrub4BeOOHUqVN+l6MbI0bNWtQ4KmwPPvig9OvXz+99f8uWLdKzZ09ZtWqV+o3toNCIpRgHERFRMBgH2S8GylfBENpIwFPOhx9+OMfpUBX+5Zdfzs+qzPYY0PYC2mN44IEHVG0hvOd3zjnn5Djviy++qNph0B/fdiCIiIisXIYjqE8wdu7cqbo0Rc8WVldffbW89NJLqnbQ6NGj1bCWLVuq77179/pd1oEDB9R3q1atimQHIs29evWShg0bysUXX6yenKFXNfTAgdq9uuDi3nvvVfdqCo1YinEQEREFg3GQ/WKgfHdXj6rPaDTx/PPPl8TExCzj0UsK2k/A06r8CqQ9Bn+eeOIJeeihh8zfqDHEwiEiIirIRhcDNWvWLHVP9NdeDB564D6HBg6hS5cuqrbswYMH1b0WDRNb4X4IvXv3LrKdiV45OnbsKG+88YZ6/W3q1KlmI4wYjidqKOSi0ImlGAcREVEwGAfZLwbKV8HQhAkT5LbbbhO3251t+wdaQXSximAZbQ2hazg0/ISSOLTHgGDKX3dxuXUZDMlGupRzREqGkSkNohK8xkU5InP8DftdyVIlwjOf/sawGIdTkt2pkuD0VO0/f+W1sqx11rYBsEy93DQjWaVD/7au7/5yO7x2F8Ydc6dIOWd8lmkxTKcB82UYnmHlUD8sypDOsZ5/SPy4d7Van3X+S6u1UsM1jF+a5pSOsZ7t2ZTplDZn2ryw5kGCI1L61rjAnPfSjZfLj41nqfmRx1HilM+S6ss3Tbz/UUMUTqb8+7s6l7qu+6/Ma/adOXxXZpJUjYjze42wwjl72OX2utZYz8F1GSnSLCre6zpgPc9FPP9gxG8MT3K7pFak9z8iMb+Gc/bF878xr0XqenNm2bjuWdO11+WZd9yJ6jKk9M4s2/L0weYyptJaNRz5kODwXAdwbdjvcsvMlHi5Mj7Fax69HdZl4W99rUTapyeXkU5xniq5GK6vqRtT4+X8mIMqXVjHgtQISXS61fWnaqTn9anCZBhOcQfYXT2mDYZuF+jff//1245MnTp1ZMeOHWa7Rf3795dJkybJwoUL5ZprrvGa/vfff1evn+FVtKLyzz//SNeuXdUH9/+jR4+q4KhChQp+e+ig4o+lcoqDfM/Xs9cbUefbloxkv/GR9Tqlh+lrjXUZeho9zDduqnKmEz49HsudllxJBiQeVeuuGOFU1ytrTGW9LvqmQ//G9DGW6491Oszbf+N+uTlxT5bxOn362qTTap1Gf2OaaxNOZEnT2GN1zsRtnuH6eglXVG+T2+4iClnf71mujn2cm1UjItU5ifOge/w+6bvhevmqyRR1vPuek/i3gB6OmEnHLhj39ME28lJl7397WOfXsRFgnb7XFD1PmpFpXiNAn6v6b+uyrevQadHDz3GmSZTjbGylp8M1RU+zOTNdKjhT1fVBXyNxruODf/MgHb7XIO3Nf7rLlWdiSOTJ2X9rnU0X5h1WZo9aXprhlo0ZidI5NlatC/+eqxyR77oduWIcZL8YKF+vkqErXjzFat++vQpa0dbP/PnzvT4Yhirz+RVoewxERET55RJHUJ9ga7/itegvv/xSBRNW6HJ+48aN0rdvX697LdoQmjhxote0a9euVb1foFABD02KAt6tP/fcc2X48OHqN+7BqMWEtpDCPSAqLkUZSxEREQWCcZD9YqB8FTceO3ZM4uLi5Oeff862K11dFf6jjz7K83p0ewxPPfWU3/YYsHPQHsNPP/2U53UQERFpbiPwV8QwbTAQVLz66qvqFefBgwerXsjQ/h0aIMbv2rVrywsvvGBOX79+ffnggw9U5wufffaZqi27a9cu9Y1qy2+++WaR7TgUUBRVD2h2UVSxFBERUaAYB9kvBspXjSFUaUfG5BTIWFvqzqvc2mNA49O6PQYiIqL8wmtkwXyChXfQcW9Do9J169ZVhUGXXHKJ/Oc//5ElS5ZIuXLlvKYfMGCAzJ49W9577z2pV6+ealPo5ptvlnnz5gV0Dy4od9xxhyrEevTRR3OddsiQIUWSpnBXVLEUERFRoBgH2S8GyleNoddff121yI02Di688MIcp0UbCQiC8yKY9hiIiIjyyy0O9Ql02rxA4U4wjUb36NFDfYoTaukiKHrmmWdk5MiR2VadXrdunXr17ZNPPinyNIabooqliIiIAsU4yH4xUL4KhvCEa9GiRSpj0FWuv6ddaJTpzz//VFWk8wrtMTzyyCOqPQa8i4/CIN/2GPA0lYiIqCAE0w19sN3Vh7OePXuqdpF2796t2sNB7SVfKSkpsmbNGnX/p9CJpYiIiALFOMh+MVC+CoZQ1R1dvwOqtxeWYNtjICIiyo9gXhHLy6tk4aps2bLy1Vdfmb1noa2jwuyN1A6KKpYiIiIKFOMg+8VA+SoYQhsJqEoViPxmDtbVqFEjVeUa7TEkJiZKbGysah0cvZPhNxERUYFVoTYK91WycITOHr799lv53//+p56UWWvwanhKhp5CUcOXQiuWIiIiCgTjIPvFQPkuGJowYYL8+OOPUqtWLYmOjs4yDapbLVy4UHr16iX5FWx7DERERHlhBNHGEKa1i/PPP1/1CHr77bfnOB160ELtXgq9WIqIiCg3jIPsFwPlq/47auk88cQT2QYygJK0rl27qt5TiIiIwgFqCwXzsYvXXntNfv31V1WQkRu87k25YyxFREShhnGQ/WKgfDeMcNttt2VbKGQVbq1yExGRfRV2N63hasyYMXL48GFZunRpcSelRGEsRUREoYRxkP1ioICj2fbt2xdKAgpruURERHnFJ2XZV49OSEiQZ599Ntc85AOhrBhLERFROGAcZL8YKOCCoSNHjhRKAgpruURERPlqdDGIj12g+nTHjh3ljz/+yHG6EydOyH333Vdk6QoXjKWIiCgcMA6yXwwUcOPThdUTBnvYICKiUBNM20F2amNo7NixqtbL448/LpMmTZKmTZtmmSYlJUVmz54tqampxZLGUMZYioiIwgHjIPvFQAEXDJ08eVJlgGEYBZqApKQkKS7H3aelljNBkt2pkuCMVd8xjkiJckRKhpEpR9Rvp5RzxqvfgHGgf1dwxmZZbpWIBK/fWzKSZVnr6dmmA8vakZkqDaK857M65k6RBEe0Wv+uzCSpFZmo0rUg1SEdYzK80oW/renW4/R2WvnO9+Pe1ebvS9dfI583/lw6xiao9acZbmkTnSD15w6Wjd0+kmQjXa0D24vpO61JM/Plx8azZF1GijSLipdyZ/JzSOmdMmzvHr9pwfKvr3GhTNi9OEv+WbdhvytZtmXES8dYp/n70uW3y1/nT1LTXFqtlbkNoPNnn+u0fHGytcxrXirbPKbQ5u/YwHGDY1DTx5w+bnCMzk2pKleXOmIeQ/6Oq8lJ5eW6hIPmuZ9mZKprAa4B+jxfnBal1oV1zmv2nTqvq0ZEquM40RlhnsPW5VrTiGMV6T/sSjbHYVi6YUjViDj1O9WIzDK/3j69Pfo3vss5va8P+FivJ9iGaxNOSMaZ5QKGWeFcxLnd7Mz1Z1iZPbIl4+z1SJ+rYyqtNefR1yKsd3V6KWkbHSlXxqd4LTND3F77xppOvX3YX5fFY/kJ6lytEuG5vzx3uLG0LbVdXcewP+ecjpbzoo+q/Fueni7tYyOksDEg8m/OnDny559/qlhg3bp1OeYhH/yETyylrw+gYwwN1wKcn62iT5nnNK5d1vhHX990LIVvDNOxiJWOGXB9xd963rP3bJEBiUfV9cIaF1ljBizT9zpjjSuwfPytrr9nrje+94BbSx+QDMNzXcI1UKdBpw/XThHva3qaTzxybcLZ9errL8bfX26H33sUfusYZeyxOuZ0Os3d1vWThc2/zXIfsO6jnO5l1v1ovZ8ddWeo+xTiLApv3+9ZnuUYqPf1UFl+9Vte91fNegz6xhFW1pjGyno+e84Rz3FVJzJWncMYkm5EqGUiNkp2O800zEyJly6xR2VTplPqRZ49JnEsahj2UuXVXuvy/bcJ4gB9bO9zZUoDy/suiN96l/pXrR/TYhlqmjPXDt9l6d+++WRdN2Iy/E42Mr3iTlxvAOfUQ9uula8afqXyd2lqLakTeVCS3C517dRp9c1LTIuYD/nke652PDOpzqMfUirLrycbyfpjVdT0CY7TKpZDvmNfVXZ64sbCxDjIfjFQwAVDBw8elFtuuaVAV45MDcdMIyKiko0BkX+PPPKI9OvXT2644QapV6+e6nk0S9653Spw+vnnnwt9P4UbxlJERBQOGAfZLwYKuGBo1KhRhZsSIiKiEMGAyL8+ffrIRRddJJMnT84x/zIzM6VixYqFsm/CGWMpIiIKB4yD7BcDsWCIiIjIB170CbRR6YJ9KSi0oZbve++9l+t0eIr2008/FUmawgkLhoiIKBwwDrJfDBRwwRAREZFd8ElZ9po3b66+V65cKbNmzZJdu3ZJ6dKlpUWLFnL11VdLmTJl1Ph27doV0d4iIiKigsQ4yH4xEAuGiIiIfDAgyt6xY8dk8ODBMnPmzCzjhg0bJsOHD5cRI0ZIdHQ0jysiIqIwxDjIfjEQC4aIiIh8MCDy7/Tp09KlSxdZs2aN+l23bl1p0qSJlCtXTr1Tv3v3bnnllVdk1apVMmPGDHYwQUREFIYYB9kvBmLBEBERkQ8GRP4h4EFANHDgQHn88celcePGWaY5fPiwXH/99fLRRx/J0KFDeWwRERGFGcZB9ouBnMWdACIiolBjGI6gPnYxdepUee211+TTTz/1GxABeuKYMmWKjB8/vsjTR0RERPnHOMh+MRBrDBEREflAj2SB9koW6HQl5d36Bx54INfpEBhhWiIiIgo/jIPsFwOxYIiIiMgHq1D7V7lyZXE6c69sjKrWqE5NRERE4YdxkP1ioAJ5lSwpKUm++uor+d///mcOW7p0qfzxxx8FsXgiIqIixSrU/p133nny2Wef5Zh3uP+jy9b27dsXyr4pqRhLERFRqGAcZL8YKN81hiZOnCj33XefCmgqVKggd999txresmVLefnll+Whhx6SSZMmSf369QsivURERIWOT8r8e/TRR6VDhw4yb9486dOnj9SpU0f1urFnzx7ZtGmTfPHFFyoowhM13PspMIyliIgolDAOsl8MlK+Coe+//14GDx4shmFkGRcbGyujRo2SlJQUadeunfz5559y7rnn5md1RERERSKYRqXt1Ph006ZNVeBz8803y4QJE7KMRzwQGRkpH3zwgXTs2LFY0hhuGEsREVGoYRxkvxjIYfgr1QkQqkgdOHBAXn31VWnRooVcddVVsnHjRq9p1q9fL82bN5d+/frJtGnTCiLN+Xby5EkpU6aMHNtcT1yl0iTBES1RjkjJMDIl2UiXcs74HOfHdJje9/cxd4pa1hF3qlRwxnpN89zhxvJA+VWS4IyV/a5kqRKRYI7blZkktSIT1XIA8yW7U9W0gOkTHJHmb8C6fNOp51mc6paOsU6vdOLvNCNTjbcO18vBsKVpTjWf1eMHWknn0hukV1y6mRakXW+r3m5rWrZkJEuMw1Db5Ju+v9Lj1N8dYzL85qH1d3b7AuN2ZKZKolPMfPTdVr0/fYf55pW/vNR5FeOINOfBdmOfahiu88K6P7HtSJfv/vfdB9a8nJ5cRq5NOKF+J7lFGkQlmGlal5EiqUaktIxymsubnFReBiQe9Tp2NIw7L/ZfiRa37HElSuOoJDnidspxV6zUj0pR6cLxifUgnaDTjnU1jPTsU50+zNssKl6lZ69L1Hid91gW/q4T6fmuGOGUKHFKhrjN/PR3nOrtzm7/IA+RB77nSaCwb637Lqd9r88tnWY9zppuf/P/llbaPCcwHnka43BKmuH2e25bWfef7zZi26tGRJrpRzo0nR5/1wudRn9563v9sK4zu2uE5nsu+eaFhmMHx9xBV7y0i3F7TWu9VuhtTBenVIsQub7GhfLj3tXmMnCsV49IV3mJY2mfK1Mdx51jDa/zKz4lTso13C4nTpyQ0qVLS2HcH/7z5UMSUSomoHlcp9JkRb83CiU9oQr3/tdff10FSHhSBomJidK7d28ZMWKENGvWrLiTGDaKI5ayxkGlEyPytAzrNUjzd93W11WMw7mtYw5/1xJf/u4h/obj2oB7kPVak909pt63Q2XTVe9lu37ftFnjpEDSbGXdZp0P+LbeJ4OJX3zToO+X/3eysjSK3ucVw/neC3V68nJftdJpePnouTK07JqA8gbpRKyQXVqsMZbvNDpesaZ7QapD3RdwPwR9n/VNB+bv8Mv9sqDrW7I+o4I0jToiaYbDTIu+x/qLZ3Xe4t6k46A/08pKt9gUNe2c09FyQcxxda/Cfu267r/yVZMpMjelqorp9PmxOTNdza/p5fnmp84D3Id/SKlsLgPjfOfJ7VxAflljG2tMbc13zNt23t2yrft4czm+463/RvLdx9bxiGU7xe1RcSNiRd8YXse6+tg86s6Q3Zml1DFrjZX8xR0P7usgb1ZdYi4Lw/V2WuOZS9b0lyWtvsoSA+nYV//7Re8z67YiDeWdUV7njL995Rsn+R532Z0Levil1VqZcY8e1vyPG2Xu+R96xW/4t1zT6FSVh8vT06VNdLQM/beDfFhjidr2yqmMg4rTgRIaA+WrxtDatWtl2bJl0qRJE/XbX2NMOkieO3duflZFRERUZFAUFehjkzw/XQnzBhhfeeUV9cGr5KgdfM455wTUKCN5YyxFREShhnGQ/WKgfBUM1apVyywUys6iRYvUd0ZGRn5WRUREVKTdtOK/QKe1Mzwlw4fyhrEUERGFGsZB9ouB8lUwhDaD0NBSo0aN/I4/evSoPP3006pRpjZt2uRnVUREREWG79aLPPjgg+r+rcXHx8uAAQOyfSB05MgRGT16tGqcsUaNGjxaA8RYioiIQo3d46AHbRgD5au+0xNPPCF9+/aVv/76K8s4vDqGRpe2b9+ufj/++OP5WRUREVGR98YR6Kckwrvy77zzjvzvf/+TUqVKyfDhw3OsJYyeSdEbKTqe+Oeff4o0reGMsRQREYUau8dBvW0YA+WrxtCFF14ojzzyiFx00UVSqVIlVUMIw7Zu3ar+RrvWeNcODSr26tWr4FJNRERUiNC+UMBtDBklt1HkhIQE1dhxjx49AponLi5OBVG333676rEj3N+3LwqMpYiIKNTYPQ5qb8MYKN+pveWWW2TVqlVy5ZVXqvfk//77b9UIE/5GV27oph5VsYiIiMKtCnWgn5IIwdBdd90VcECkxcbGqp61vv3220JLW0nDWIqIiEKJ3eOgaTaMgfJVY0hr3LixKh0jIiIqCez+bj1MnTpVPfHKi//+979y/fXXyzXXXFPg6SqpGEsREVGosHscNNWGMVC+awy98MILAU23b98+ef/99+Xtt99WDVYTERGFKru/Ww94Jbxq1ap5mjc6Olo1xEiBYSxFREShxO5x0FEbxkD5LhiaPHmy+na73XLgwAG/3dKjcWo8Cfviiy8kMjJShg0bphpwIiIiCuV36wP9lESHDx/O1/ybN28usLSUdIyliIgolNg9Djpswxgo3wVDp06dUtWl8D5dtWrVpHTp0tK/f22GDIgAAKVsSURBVH/Zu3evOc2TTz4pycnJ8sEHH6h39dBjGWoNPfTQQ/ldPRERUYHzBDqBvluf//VlZmaqwoEbbrhBtc+Hnqp8e7VAxw6omly3bl2pV6+e3HHHHeqJVmFJT09X9/i82L9/v9omCgxjKSIismscxBioBBQMHT9+XJWmff/992qHoheytLQ0mT59uupl49ChQ2q6ZcuWqW8EshARESEvvviijB07VjVOTUREZNdGF1esWCEtW7aUr776Sl566SWZNGmSukeiAEjDfbRt27aqWjMKiNavX68KhdBrBmrrFobWrVvLZ599lqd5x48fLzVr1izwNJVEjKWIiMiucRBjoBJSMISaQFFRUfL000/LmjVr5MSJEyrA+fXXX1Xtoeeff15Nh17KICYmxpy3WbNmUrZsWTZaTUREIccI8pNXM2bMkI4dO6qaQF9//bXUrl07yzS4h/bt21cVtLz++uvq4Qpq6X700UeyZ88eufXWW6UwYJ3PPvus7N69O6j5tm/fLm+88YZceumlhZKukoaxFBER2TEOYgxUggqGvvnmG/Va2OjRo6V58+aSmJioXiXr1KmTOQ61iND+kNOZdVUVKlSQhQsX5icJREREYfmkDA9R8Or1kCFDZOTIkdlOh9q1KJwZOHCg170UD1euuOIKmT17tsyZM0cK2k033aQe6HTr1i3ge/XKlSvlsssuk5MnT6ou2Cl3jKWIiMhucRBjoBJWMISGpNu0aeN3XLly5eT06dPmb2ttIQ2vnRVWFfhAlXPGS7KRLvtdyRLliFS/8Tcku1PVd4bhaScBw4+5U9R0GIfh+rdeFv6uEpHgNQ08VmGtJDhj1d8Yr5eL+WtFJqq/MY9eVsyZbwzH9JgX01rTbYVxmAbr7Bh7drfq9WO5ev3YXj0uwRFtjrfOB/XnDpaXKq+WXnHp5jqQlrHH6kia4fbabizr2u3d1XedyFhzm6x5ifV3jMmQzrGGmndXZpJXGi+t1sqcXu8L2JKRbO4LPa5BVIJXPuq01J11m/rbOmxdxtl9ZM0r37zEuvV8ejymxborOGNlR2aqyjuMX56eLjEOpxq/LcMzP6bT6dJ5rJeh0x1zZruRJkyHdV6bcEINw/IwP+x1eeat4HRLacfZZUH1qGNqmUjrIXeMeZxhWdclHJRmUfFqOa2iT0mCI1L9LhuRKntc0ZJmZMrGjES1jzzHmVPNi8/uzLLyycmztRWQvmhxy7gT1eWwy62Wc+TMfsB82J5Ep+d4wvpwLCHf1qfHqn2m89Z63Fr345oMt8pHvc/1N5aF/ECeW6fX9HFjPb/0frIeP9a/rceR9VzS5xbyW08P+rzQy7emH/sQ58T05DKW/eqUJLfLPCZnpsTL5KTy6jywLhc6xe1U263Xr68DcNLw5KFeV5Q4VVqs5zuWad0uzP/tqQrm8vQ4vVzreeI5ps4e29bzQh/3i1Pd6vi0LkdPp39b8wXnbe2Is8eu77Q67XobMR2OJQz/fs9yM7+wjDbR0Z7rpzhlp8st6eJU1wvkBdIV4zDUMZ1hnDlBwvhRGe59ffr0Ua+GvfbaawE1TNyhQ4cs4/AqGaD2UEFDrxp4NRyFUl26dJHu3burQqpVq1apnkbR2QTaxkFbSJhuwIABcsEFF6hX3dDBRKNGjQo8TSVRccdSuDbiY71WW1mvYfqarK65Z+6HVvp6Y4Xrio5l9PXAdz7f9ehrDKbHNcaaNn0P0OkA3NN8rzX7XGfzzbq+7Vd/6HWP9l2nL30f85dm67z+Ykd1jzlzP0E+1PtpiLq2IYbylzb8rdeFbx2bWuNNnU58V43w/L619IEsMZw1bUgTPklnV+u1HE1vg44xrOOtMRK+B5VZpbbDeo/Q8/rCtdy67/S9Sd9P8DfiC+v2AeIWxBl6Wq1t9Gnzfnj9ulvU8avTofO/wa+D1HxLuo2VRGeEnBd9VHZnllL3IMRCuIdj3+D+r/Mb93HAPbpihCfGw/0KVqeXUvd+zIt75AUxxz3xr3gy9asmU2R7ZqSK6TAfYkaoFuF9zG7PqJglf54+2FzFEYiLcJw0jdnniQHO5CvSYD0/dB7re2y9r4ea90kdh2I52D/YFmtMjXuoNjelqmzrPl4tR8dBKoY9k4eYB9sLOi3WuEz/uwfDusfvU/Med8V6rU8fO8gX89gTt9p37WI8eYf9o5ftG0Pg+91qS81/I+nxOPb1tujpfm051ZxXx1mI0fEbsQ/SofeZPgZ1viI96t9Rln8jNYyM9toGlX+Wfz9oOq2YRl93sM+t8ZKe5se9q73mwz5b2/5zMzbT29c0OlUdn2rfZJZVwz6ssUQG7+qk9nG4x0GMgUJT9ne5AKB20JIlS7IEq6gh9NRTT8m5555r9lKGaa1SU1NVA9Xx8d4FHERERMUumCdgeXhS9vjjj8uxY8dUN+V4LSyn17I2btzo1U6fVYsWLdT3ggULpDCgwAI9ig4aNEjmz5+vPjlBLeHbb79dnnvuuUJJT0nEWIqIiOwUBzEGKoEFQ+g5pWfPnqq6OV4lg507d6p2ElAghGBXB6tlyniermtosNrlcqm2hoiIiEKJ2+0QwSfQaVHj6+RJr+Go3eGvhse///4rEyZMUPfIBg0aqN7FUPiDQiDUskGbM127djVfzdK1SipXrpxlWXidDNAQ9a5du6RWrVpS0K6++mpZvXq1KvD55Zdfsp2uUqVKqqCrsNo8KqkYSxERkV3iIMZAJbRgCFXF0e7Ahx9+KA6Hw3xa2LBhQ9Xb2IgRI6RXr15qOILV6667Th5++GHVcCbmxTzXXnttwWwJERFRQcHTryCflPn2wjVq1Ch55plnskz+5ZdfqnslOm/4448/VEcNFStWlB9++EF1V9+jRw/VM9mNN95o9u6JWiX+2uqzPnRBL6GFUTAEderUkZ9//lnWrl0rM2fOVAVFKIyKi4tTDWZfcsklcuWVV6rXzyg4jKWIiMgucRBjoBJaMIQCHtT8wZPPWbNmSXp6uuqm/q677lLB6rhx41S7BLq9gc2bN6ueVzZs2KCC4iZNmqhpiYiIQolheD6BTgtoi8f62rS/2kK6wUVAzRq8dq2h0Wa0N4SaOUOHDlUFREeOHFHjsnvt2lpYhFe0CxtqB+sawlQwGEsREZFd4iDGQCW0YEgHpYMHD1Yff9DjioZgEtXiP/nkE9VY5YMPPpht4ExERFRsgmlM8cx0CIZ829PzB9WooXr16lnGoQFn1KxFdexp06aZNXDwMMUfPJDRypcvH2CCKdQwliIiIjvEQYyBSmivZMFAYRCg6vywYcPk5ZdflipVquR5eZmZmaqnFlS7x/v5TzzxhCpsIiIiCuVuWvU7+P6CJ7yapdsXWr9+vXmfRO9f/hw/ftz8G6+jUclW0LEUERFRUcZBjIFsXjCEqvD3339/gS1vxYoV0rJlS/nqq6/kpZdeUm0xvPjii1K3bt0CWwcREdlcIXVVf8455/htpFGrUaOGZ/WGoe51ugAoJSVrN9C6m3LUPmLBUMlW0LEUERFRUcdBjIFK8Ktkv/32m3z++eeqN5TTp09nqe6O3snQ2wrGFYQZM2aodopQQ2jkyJEFskwiIiKrYJ6ABVtjqG3btrJ48WJZt26d3/G6+3p05ICCoapVq8q+fftUDSLMa4U2/HT7RBS+ijqWIiIiKo44iDFQCS0Yev/99+Wee+7Jsf0DTfdalh9orAptFt12220sFCIiopB6tz5QeLgxduxY1csXXotGV/RWeC0abc6gm3jcO3HPGzNmjOoF1Ldg6Pfff1ff6MGMwlNRx1JERETFFQcxBiqhr5Khi11AewgTJ05UQe78+fOzfF599dV8JxTV5fv06aOenKLXFiIiosLjCPITuPbt26v72d69e+Wzzz7Lcq+bM2eO6pUMXcQDOmrAvQ+vTVuhe/rZs2dLz549VQ+gFJ6KMpYiIiIqzjiIMVAJrTGErnHRLf2PP/7o1WWur0suuUQ9Hc2Pxx9/XI4dOyYvvPCCWc2eiIgo3GoMwfjx42XLli1y3333Sf369aVTp05y9OhRGTRokLRu3VrefPNNc9py5cqpAqQrrrhC3QPxKjWmRecLKDzyLTAKFc8995yMGDGiuJMR8ooyliIiIiruOIgxUAmsMYSqYOgZI6dARtu0aVOe14Nu7SZMmKAKhBo0aCB33HGHCpBq1qwp3bt3l3nz5uU4f1pammrk0/ohIiLKd4OLeWyAGgUBixYtUr1qXnfddaqABzVGLr74Yvnll1+yPADBOLxKtmDBAqlXr5507NhRPXVbunSpVKpUKeR25MGDB1WnEBQasRTjICIiCpU4iDFQCawxhG5S//zzT5k1a5ZcfvnlOU7bpk0b1XBmXnz55ZfqvXsETn/88Yeqdo3eV3744Qf1xLRHjx7qiWl2bSwgOB09enSe1k1ERDaEhhQDbUwxyMantbJly8r//vc/9QkE2hf66aefpCjgvupyufI0LxpK3rBhg6oJQ6ERSzEOIiKiUIqDGAOFHoeRW0uHOUDvGSdOnJAnn3xSnn32WalQoUKWadCwJnpfGTx4sPo7L9AWw7fffqu6aX3rrbe8xn388cdy++23S6lSpVSDnboLPN8nZfhoqDGE2kYHN9WWCqWjzeHH3ClSzhnv9XeG4UlzmpEpCc7AX2Hb70qWKhEJav4oh6f8Tf+NZfdcPUhmthzvNc2WjGSpGhEpMY5Ic56cWNMLuzKTpFZkotc6revF+KoRcWoYfiONFZyx5t8xDqckODz5kWykq2Vb15HsTvVKG9LbICpBLq3WSr7fs9wcjnmixKnyS8+jl7cuI0USHS6VDmsajrhT1bdvPmP+ZCPTTBvGY3m/pMZLr7h0v9uKdWFaDNfjsRy9XPz9W1ppuSjmpBqG9O51iTSLOrvvwZq3/ujt980jvd2r06OlflSKSrs+lnT6rWnGcupExsqkpOpyc+Ie2ZGZqpar92mSESENI89uu+/xpPc78hbT6f2r06ePRUyX6Iww8wbT145wSoa4vbbVepxq69NjpWl0qsonqBbhyR8sO90w1PqxzViWZl3m8vR0aRPtSZtOD9T7eqj8eOUb5vbqPPI913Sa/O1vvb3Wcb7nhnWcdf3/d7Ky3Fr6gNew3JYNk5PKy4DEo+Y+x3brc0fP47tefWxklzZ84zywHi++adbf1uMM3zqtOPZx7s04Vc1Mnz4O/F2bNmemm8e9bx4sSHVI51jDKx+yg3nBej3Lbp/pvNjnyvRKFyxOdUvHWKfXMWjNK/1774kUqdl4j7r/lC5dWgoS7g94klXj3dHijAvsmu8+nSr/3jOqUNJTXK688kpVUJEfaCg5r4VLdlIUsVROcdCNjc+XH/euNu+fvuecvmdkxzde8jct7jf6WpPdtd7fddg6TF8XrNcbX77LsKZNp6venCGyvdcnfq9R1r/1vdUfXFdjHJ57n3Wb9LxzTkdLt1jPPTS7vNPxDdLre63TaQdrXOob2/gbFii9v3QadSzimxf+lutvX1m3a6fLrfa3b9yY3T6xxmj6OEwz3CouxH0KrPGKjil0jIR16TgW4x/c10berLpcxac4tq33X71cfSwlOCLNdeMe1C7Gre7FejjS88nJ2jKszB4zfYjTEp2eYxD7GvGoddus26G3Fcu0HsvW37773TdG0PvI19B/O6jvD2ss8ZpeHxs6ttXHsr7H+q4Hfx92uc17su/+sLLG1P6OA33cYnm+x5OeXx+3Og+wnCS3qPVb4xo9bZLbJeWdUepYssYtvueuSrvh2RfWbUNchHmt1xx/573+np5cRq5NOJHl+ucvnrIeJ77Hs298Z80rfU3U/w6ybpeVHo+06+sFnExySbmG2xkHFZIrbRoD5avG0AUXXKCqiwMawCwseJUMqlevnmXcgAED5OGHH1ZBzrRp0+Tuu+/OMk1MTIz6EBERhUIbQ6EO99J169apmiaooevbc1puNYbw2ptuVDkYKBgpLCNHjpRQVBSxFOMgIiIKio3joLuLKQYq7jgoXwVDw4cPl0ceeUSio6PVEy686uXblSqqkh86dCjXLlhzotsE8vckNi4uTrW9gBpFeX1VjYiIqKhfJQtlvXr1Uo1d9+/fP0/zo/0/9K4WrGeeeUbFEfmJGfzBMkO1YKioYikiIqKA2TgO6lVMMVBxx0H5Khi688475ZNPPpFly5ZJfHz2r92g55UWLVrkeT14PWzz5s3ZNhpdo0YN9c2AiYiICoLD8HwCnbYk8n11O1AoxEDj2WgYO1hoSBtt7hQkxAboyS1UFVUsRUREFCi7x0FvFUMMVNxxUL4KhlBbByVPeMqVU+agJzF0N59XaHAT79ajSpc/uveWhg0b5nkdREREJhtXodYC6SXLH/Sqhlei3nnnnaCXgZrBgwYNkoL2wgsvSKgqqliKiIgoYDaPg5zFEAMVdxyUr4IhyK2KlTVz8tOV69ixY+Xnn39WjS76vueHRqeR8VdffXWe10FERGSycRXqQCQlJalGL93usw3OA37jadeUKVPUfTk/9347KYpYioiIKGCMg2wXA+W7YKgoMqd9+/aqZ7JvvvlGPvvsM7nlllvMcQcOHFDv8A0dOlTq1KmT720hIiKy+5Oy7OCe269fP1my5GwvONlVW540aVLQ93008lgYCmu5BamkBppERBSGGAcVeQxU3HFQZKhnjjZ+/Hj1fv19990n9evXl06dOsnRo0dVVavWrVvLm2++medlExEReWFA5Be6VMer3XjtCYUVhw8flsqVK3tNs2/fPmncuLHceuutQR9UucUTeVVYyy0IRRlLERERBYRxUJHHQMUdB0WGeuZoZcqUkUWLFslTTz0l1113nep6tWzZsupv3ZsHERFRgWBA5NdPP/0kY8aMkUcffVT1nnXvvffK/fffL+eee645zYgRI6RatWpy1113FerBuGPHDtm/f796Hx9xRl7bAyhuRRlLERERBYRxUEjHQIURBzkLInNQ/XnXrl0yZMgQ1Q4Q2vzRHxTa4DUv1PTJLxQE/e9//1MBEjJi1apVKqBioRARERXKu/WBfmwC7fzhAQ0CIrjtttvko48+8poG930ETfPnzy+UNMyYMUMaNWqkag937NhR9dSFApU33nhDwlFRx1JERES5YhwUkjFQYcZBzpKQOURERIXRTWugH7tA4OFyuczfrVq1kvXr18vBgwe9HuLg8/DDDxf4+mfNmiV9+/ZVcQc6nLjpppvkmmuuUU/nhg8frjqqCDeMpYiIKNQwDgq9GKiw4yBnuGcOERFRoVWhDvRjEy1btlSvcE+YMEGWL1+uhqEqNXoPPX78uPr9ySefyN69e1W7gME6cuRIjuNfeuklmTlzpqxdu1a++uorlY7p06fLmjVrVM2bt956S8INYykiIgo5jIOKPAYq7jjIGeqZQ0RERKHhmWeeUV2no60bVF/Gw6GePXuqJ1VVq1ZVvV7glSe44IILgl7+hRdeqAKb7ODB00UXXeR3HNKD2jfhhrEUERFR6HumkGOg4o6DIvObOW3atJFvv/1WVWc6deqUypyJEyeqzClVqpQcO3YsX5lDRERU1NBqUKCviNmnhSFR77MvXbpUxo0bpxpbjIiIUMM//vhjcTgc8vnnn6ves9q3by8ffvhh0Mv/4YcfZODAgaqq9CuvvKI6mrC65JJLVNB0++23S4MGDVSckZqaKlu3blW9l3bo0EHCDWMpIiIKNYyDij4GKu44yGEg9fmwefNmM3N069tIHBJrzZzJkydL3bp1JRScPHlS9XJ2bHM9iUswJMrhXT62LiNFmkXFS4aRKWlGpiQ4Y81xye5U9Xu/K1mqRCSYw/W0MY5ISTbSpZwz3u80epw/GK/ToqdNcETLPtdpiXY4pII1HWeWc8yd4nd52Q33ty5/fOfHb6QF1mS4pc2ZXuB0fjx+oJU8ds7vEiVO9RvDZ5yqJgMSj5rT+FsHlol06PTofMwQt1r/pdVayY97V2fJS2sat2QkS4Mo73E6/8C6DrD+Db772Lrf8fe05EpqO5CGGIdTbeNzhy6Qa8stk0aRbtmU6VTfehnWbcH38vR0qR6RrubVeTo9uYxcm3DCaz/sykySWpGJZr4iDw673FIxwqm2YXNmujou9fbq7fe3L/ts7Snv1/1ajridah5A+rdleP5uGp0qSW6XVI2IM48zLGPO6WjpFpti5tPLR8+VVnG7JMkVZ6Z3R2aq1ImMVfP9mVZWLoo5aW471pHkFqkaEWnmn16WdR/mdvz5Ow71PL7HZnbLQn4mOiMkzXCr9fqez9b59L7Fcs9fea0saz09y/m4NM0pZSNSpWGkJ6+sx6/v8nANWZVaQ64qtdc8H/ytV68bkEadZrBu48yUeLko9nCW9aljxXJN8U2Tv3z0Hab3qe855HvOWX/r/RzjMNS1Saffl79z05oH1uPDOu6IO1Xtj70uMY9fbXJSeblSDkm5htvlxIkTqieGwrg/1H7peXHGZr1u+eNOTZWdjz9VKOkJN2hAGRITPdeyvHC73fLss8+qh0540IQaNRpqI3fr1k1WrlypgjANsUazZs3Ukzy8mhVuijqWssZBpRMjcoxv/J3P+hpgvRdld47nFPfoeMu6DOuyAXHA93uWq+tCgsNzb7FeN/UyfNefXZyE7USspq87GI/7uh6GZSPeQuy1PbO0dIzJ8LpGYXp9X/GF9WI+3MuxHsQKL1Veba73qDvDvM/7znfjP71ker25avm4P+tl6Hup7zVTxwnWGMcaP/neD/D7w+Mt5bHyW9W+xH08p/uwv3sklof7BeKSNw63kzGV1prTjz1WR+4vt8O8hlvzJ7t7E2KOXnGeWM3fcYR9Gy1u81jQ2+8bt+XEuh16HfhenV5KOsca2aZPH4e/pDSSYWX2yOJUt3SMPfuihW8Mht9W1mPEuv+seWNND+I963b6xk05xfW++WRdrr9813AczE5uLv1Le/aj779ZMJ/1vPeNi3TsYD0n9Pmj8wTnVvKZ/aaXj/TqWMp3G/W/I8Dfvx+s577veN9j1t85qs8bve/8HUu+6bAOx3y+1xw9/T5XpsoP33zyF5MhvqkW4Yn1rMeFb9xrHa7zEr9PJrkYB5XQGKg446B81RiChg0bZmkBOzY2ViZNmiTvvfeemTkoxSIiIgoL7KY1T6zBEGoQ51QdOjvobhW1aHr16iU33HCD6qXroYceUuPQZiGe1k2ZMkUt+8CBA1KhQgUVJKEBxnDtpZSxFBERhRTGQcUSAxVnHJTvgqFAMicjI0N1o3b69OnCXB0REVHBYECUc/YYhmogEfd134rHuOcvXLhQ5s2bl69dgBoyCH7QRTsCHjxwwnv8qLo9YMAA9bEDxlJERFTkGAcVawxUHHFQoRYMabNnz5b0dE9VUSIiolAXTDf0duquPjk5WR544AGZNm2aalewsOHdeXRigZ438F79iy++KP369RM7YixFRERFhXFQ8cdARR0HFXrB0OHDh2X48OGFvRoiIqKCwydlfg0ePFi+/vpr9YQMDSKiB47IyKyhxKFDhwq0lnDfvn1VY4tY//fffy/vvvuuJCRkbT+ipGIsRURERYpxUMjEQEUVBwXdXf2mTZvkueeeU6VlKL1KS0vLdtoNGzaobtPYvhAREYVlQBToxybmzJmjvtHzBZ6c7d69W/75558sH9z/fXvSyC9Un/7xxx+lVatW0q5dO/n9998lXDGWIiKikMY4KKRioKKIg4KqMYRu1+69917JzDzboxOqM6F6MxpOtEK3bSg8SknxtNKve9kgIiIKdaxC7V+NGjVU9elBgwblmH81a9aUW2+9Nc/5j3f0t2zZop64NW3aVOLi4sxxDz74oHTv3l2l4corr5RRo0aphhrDBWMpIiIKdYyDii8GKq44KOAlrFixQhXuIJGoPqU/27dvl/79+5vTobve6667Tu644w5VKFS1alX54Ycf5J133sl3YomIiIqE4QjuYxMIPtDgon7ok5P//ve/eVoHHjihq1V0WoEnYqiqPXr0aK9pMO6PP/5QXcOiZvK2bdskHDCWIiKisMA4qFhioOKMgwIuGELBjtvtVi1i4702VJH67rvvpE2bNrJmzRqZO3euLFmyRM477zzVOBIKjfAu3N9//y2XXnppvhNKRERUZFiF2q/rr79ennrqKXn++edzzj7DkBtvvDHobB8xYoSMHDlSPR3DuvBp3ry5PPvss/Lee+95TYsuWd944w01rnfv3ur19lDHWIqIiMIC46Aij4GKOw4K+FUydJXWp08fVeijNWrUSFVjQinV/fffr6o74TWz0qVLy9tvvy0DBw7MV+KIiIiKA6tQ+4fgA3766Sf1lApPsXwhDsBTrGPHjgWd7+iKFfPioZPVL7/8Ig8//LDf19J79Oih3rMfOnSoenD1zTffSKhiLEVEROGAcVDRx0DFHQcFXDC0b98+mTp1apbhsbGx8swzz8hVV12lfl988cUyceJEqVWrVp4SREREVOzYG4df8+bNk0WLFqmnYcuXL/c7jcPhUOPxHSzUTEbNY1/t27fPsWvY8uXLy5dffqkahAxljKWIiCgsMA4q8hiouOOggAuG0PBRkyZN/I7r0qWL6qoN78M99NBDfjMC7Q5NmzYtzwklIiIqMobnaVmg09oFqjejpvANN9wgderUkaioqCz3/NTUVPW0a+HChUEvHz1toDo0GlREG4V48oZeP/7v//5PvWefG3TjGsoYSxERUVhgHFTkMVBxx0EBFwylp6erhEVERGQZl5CQoGoIoXqTPyjdQs9lREREYYFPyvzq2rWraj9w8uTJOWafy+WSypUrB53tb731llx00UVy8803n90VhqF6ApkyZYqEO8ZSREQUFhgHFXkMVNxxUMAFQ0gQGjfKbiNR+DNmzBg1ne/TMbwTh28iIqKwwIAoW6+88ooKevw9KNIw7tdffw06288991xZv369vP/++6o9HujQoYPq6bRs2bIS7hhLERFRWGAcVOQxUHHHQQ7DtyQnG06nM8/vyun37JCJoeDkyZNSpkwZObiptlQoHa2GHXOnSDlnfJZpM4xMiXJEmtOAnm5dRoo0i4pX3w0jo9V0+13JUiUiIdvlQbI7Vfpu7isfnTtFkowIc15/6dC/c1qeTiO+j7hT1fqtdJowPs3IlBmnqsl1CQcl2UhX4w+73NIgyjOPdRnWbbdCWtIMt8Q4nCpNl1ZrJT/uXW2OS3Cc3R6rpw82lzGV1not13cd+K3yyEj3Wo5eLoZb80Fvm2/e4e/ra1yo0qW3O8EZm2U/6GFbMpKlYoRne3zz1V869fxqnLjN+XZlJkmtyESZnlxGrk04IQtSHdI4KkmNQzqt61yc6paOsZ6OAXEMVYsQM1/1tmP490kt5bHyW7Mcf3r7l6VVkivjU9Ty2sW41XzYHr1PkYbOsYaZPzqNmFevC/sc9riipXpEupmnM1Pi1bJ9j6cER6S5HdblYT6kuYLTLUluMdPgu6+seT41qYEMKb3TK6+t+9n32Nf7QucH8mxbRrzadswXJU6VNqQr2uGQCs5Yr/2PfZBsZKrhVtkd68gf63i9fr0v9TmDvExyu6RqRJw5rXV/6+NlnyvTzBff64V1v2H6GEek3+NOL0PngfUc1nmL3/rahPTpPNLXCt/l6nNvc2a61zUpu+uC3u+AY69+VEqWY9yX77GHbbbub50G67qxvJcPt5Xryy1V58hvqRWlVcZBqdt4n5w4cUJ1dlAY94f6T74gEbH+t8OXKzVVtr3wZKGkJxShKrMOVnLrgeuzzz6TjIwMueyyy+Sxxx6zRf6EQyylj/Njm+vJIyc6yYc1lpjXO2scgWtJnchYr3NUX3/1NQvj/V0/rdcZ3+sZ5tfXan/xje/9Qsvu+uKbTt/1Zyen2Cq7bfGXxpzWZb1H6HhO3+N9YybfewC2dc7paLkg5rhXOjHuuUMXyEuVPbGXbxp891N225xbHulrMu6hoO95vmn3txzresadqC4tYnab9yDcC/S9EvPivoN4Wq9T70cdb+J+7btv97lOq/vJtdu7y/R6c73yDvvmyjWDZWbL8XLE7VT3NGwDjkHsCx3DYDod91hjL+v+RQy1Ma2aDCuzx9wmvU8Av5enp0ub6Gh5+ei5Kl7T24+0W+OlQPLc95jIbnocA7+llZZYR4Z0jMnwux+wDb4xUHbpyOl49o2vff+dgthHxwPZnaM6vcg367n/TXJduTlxj5rG93rh+28BfxB/NI1OzfGYtv7bwjfu8D2erNtljS91/iIvN2U61f7Wv/W/A6x5Y81P69/W/LH++833fP2/k5Xl1tIHzGPLCsdki/Q0qdRoJ+OgYtCuBMdAkUFNHBkplSpVUt+BSklJkUOHDuUlbURERBRi0BPHgQMHZM6cObJ//371Djzeh7f2zjF27FjV5iBqEj/wwAOq2jUaTkRPHqgOnZ3PP/88z1285qSwlpsXjKWIiIjCU1IhxkDFHQcFXMKD1rHRCnepUqWCTgheJevZs2fQ8xERERULVqHO1vHjx6V27drqKZgWHx8v7777rmosET788EP1PWTIEDXu9ttvV082ETytXLky2yrY6OW0MAKiwlpusBhLERFRWGAcVOQxUHHHQZ73WAKA7ujzUigE3bp1U6VpRERE4QA9kgXzsYslS5aoWsDojKJ169Zy9dVXq/igSpUqKgBasGCBmu6ff/5R3+ecc445LwKjdevWySeffJLt8gN8uz1ohbXcYDGWIiKicMA4qOhjoOKOgwIuGLr11lvzlZivv/46X/MTEREVy9Oy3D428vTTT6uuWjdt2iR//fWXfPXVV+r+vmXLFvU06vXXXze7a9Vt6mho06ZatWryxRdfZLv8vLa/k5vCWm6wGEsREVHYYBxUpDFQccdBAb9KVrNmzXw31ERERBQWiqEK9ffffy9XXnmljB8/Xm655ZYs41esWKGCEvRWgWrI6DIVgUhcXJwUlVWrVsm///7rd51PPPGENGnSxHwq5a+qNOZbu3ZttsvfsWOH1KtXr4BTLbJnj6dx0+LGWIqIiMIC46Aij4GKOw4KqvFpIiIiOwjmFbGCeJXs8OHDqppxdmbOnCnXXnutvPDCCzJr1iz1rvrll1+uXtX++eef8/yqd7CwnuwKonbv3q2eSLndbvUb79X7OnbsmOoRKzuono2gqKTWGCIiIgoHjIOKPgYq7jgo4FfJiIiIbCPQ6tMF9DrZnXfeKcnJydkGGwMGDJCuXbuqXi50lWS8p/7HH3/I8OHDpag0btxYpSEtLc1r+Lx58+SKK66QFi1amOPKly+fZTuOHDni1XOHLwRUhfEpiC7eiYiIbINxUJHHQMUdB7FgiIiIqBgbXUQ3puj6tE+fPn7Hjx49WnWPOnjwYK/hjRo1kvPPP1/GjRsnGzZsKJJ9+OSTT8rbb7+tGlps27at+lSqVEl69OghnTp1UsHRPffcY75jb33qpXvp6NChQ5GklYiIiPKGcZD9YiAWDBERERXTkzK8841AY8KECV6NFGroDnX69OnZBhPt27dX77N//PHHRbIPO3fuLJ9++ql6+oQ2j/BB1ehHHnlE3n//ffnyyy/Va2/YFrz2dv/998uwYcNUoPTiiy+qqsyoHUVEREQhjHGQ7WIgtjFERERUTI0uopeqUaNGSd26df2OX7RokXofPSYmRqpXr55lPKotw/z586Wo3HTTTfLf//5XFi5cKOnp6apziRo1aqhxeN1t586dqs2kWrVqycCBA1UwhAAJgdQDDzygpiEiIqIQxjjIdjFQgRQM4WklSszw5BMZBZs3b5bExESpWrVqQayCiIgopBtd9G1QEIU5+GQHT5fQiGFOXZivXLlSffsrFIKyZcuq77///lu9P+6vF4zCULp0afU+vT9ocBEBEeCp2VNPPSV33XWX7N+/X/XYQf4xliIiolDBOMh+MVC+XyX75ZdfpEGDBqq07LbbbjOHo1BoxIgR0r9/fzl69Gh+V0NERBTSVajRFTkahdYfPCXKztatW+XVV1813znPzqFDh7wKgHxhPboXC/RUFkpQnVorV65cyAdExYmxFBERhRTGQbaLgfJVY2jJkiWqu1xUo/KFmkLoMQVPQtu0aaN6TqlcuXJ+VkdERBSyVajR4wSeImnZ1RZCdeJBgwbJW2+9pRotzAl6sMiu21OwtkuEhg5DxenTp+Xmm2+W48ePF3dSQh5jKSIiCjmMg2wXA+WrxtDTTz8tpUqVkldeeUV++OEH88ml1X333afetUPjmqEq2Z0q5ZyeoDvDyPQaF+WIVOMB01inaxbl+RvfR85MUyUiwZwWjrlTZL8r2WvZCc5Y+bHxLKkaESfVIkSSjXRzWsyH9W3J8MyD3/gb33p+fK/LSDGXjfn1OhIckbIrM0kWp7rN8UjTuBOe1xBiHJEyIPGomkdvT4OoBLVOLDfNyDS3AX9jmHW9Ok2YBt9Yx497V8ul1VqZ4zAf1rsg1WHmI9I0ptJaM0+t+av3gbk/jHRZnx6rloPlYl4sF9PqfNXpSXKLJw/cqbLX5flbpwPp0stDnmtIM6ZHXnjtF0e01zR6HP7GuvV0k5M83Q8edWdIspHptW9qRSaqZV+b4Hly3zb6tMQ4nFLhzPqRDiwPedMx1mnmUcPIaPkzrayZrzpfosUtd5f15JveX5hf7xdMf37MQTUey9uR6clH7FO9DZ1jPf9qRf549rFDHR9IE5aHeZBGfNpER6tvnY9XxnvWNTPl7HF/48Yb1XZrOI71cYZ1Is3phqHSYN3/GK/zU6cR6x9WZo+5bOQdth37Qk9n3S9IN/YnptX5geWWjTg7n97XSBfGqX0nbq/9qofjszkzXd47fm6W49B6jOKDbbx47dXm33o9S9Oc6rzTxybG/9/JympZehqkF8cbfqeLU/1Gnujj4rDLkz5rnmFafRzodMNOl1tNtzzdcw5HWS7j+pzXy8G1SS8Dx4e+1uhhmFYvW4/T8yB9+rjGb+QZrkWYDt841rVKESnmdQPpxnL1NUdDfuhjb1V6eXO/6vNan2f6XNN5hOXh2nHcFau2Fcd7WWechGJvHCgUsn6yKxjCPRNdnupXr3MSHR1tvmbkj/XBjG/XqPnx3HPPScuWLVWPaVZDhgxRD3xy+iAYat26tepJjUI/lvqwxhLzmq/PdQ3XEuu9V1879G99rdHXTuu1ynou9/x7gPqtr1GYX18f9bVApwH09ca6THxjHixPT4v14lMxwpklRrDGGnr5mNa6Huv0VtZYEH9bl2W9j+jlYnyDXweZ19Q+W3vK4F2dzOuavrfre7FvPp47/xa1Ht97APSK81zrMV7HHxj3UmVPjIN14LqKZSI2VPfSM9dzPZ/OS3WPtdwzEGdZ95k15tP342nJldT6NmV65sMwrA/7DbGv9b6MZTVZclOWvL06YZO6T+jtxv1DHx/4RixspefdnunJO71v55w+Gw/gHg/v1P5WLSfReTZmwzzzW01S37in6TgQ8Q6G4e/pyWXMuEevs8OqG9TfyC/c17FtHWMyzDgFsaneJ6vTS6l5sM/1Mq5JXGXmIe7ruMcn+8RQOg98/72hYzv174Az+anz2xo7WWMKpEPHeHp/6n2nYX7EDdZYXqcD26chL6zz6PNM/xsJeYJh1phs6L8d1DgdD6h8O3PcWuNofcwivVZzU6rKraUPeJ1f1u22xsOgY2brMYrYxhqH+573epj+d48+J7Ed2D6dF9aYxrxGOSLV8pGv6lpz5jjS+1st50wsrf+thumQTuSn77VC54OZ/jPnqXWdvvtPrwv0/sI+j3IU/mvjdo6DnrNpDJSvGkNLly6VH3/80ewpJSoqKss0+mmotToVERGRHRtdXLNmjerRYtmyZQFNjy5R4dSpU37H66dRKFiIjT1bAJ5fb7zxhlr2e++9JwMGDDCHb9u2TTWInV2AZoXeNyh3jKWIiCjk2DgOesOmMVC+CoaqVavmt/tcKzRKDcnJZ5/QEBERlbRGFwMxduxY2bRpk9crZ74GDx6sPnjdrE+fPmrY3r17/U574MAB9d2qlafWZkGZMmWKfPfdd15tBwK6XV27dq08/PDDcs455/h9IISnd+glberUqQWappKKsRQREYUaO8dBU2waA+WrYAgNbe7bty/bnsfQ3sHIkSNViVnz5s3zsyoiIqKwf1KGWrSNGjXyOw73U/RshqdjeJ0I99YuXbqoatQHDx5U3Z9WrFgxSyPW0Lt3bylIPXv2VB9fffv2VTWFn3jiiRznv/3222XevHkFmqaSirEUERGFHBvHQT1tGgPlq42hBx98UPr166e6qfe1ZcsWlaGrVq0y348nIiIqqb1xBAI9lW3cuNHvRz8V09PgG0/U0LsnLFy4MMvyfv/9d9UA9XXXXSdFAU/HXnrppYCmXbduXaGnpyRgLEVERCGHcZDtYqB8FQyhR7JevXpJw4YN5eKLL1alfDfccIPqhQxdsv32229qunvvvVduusnTGB0REVGocwT5KUyjRo1S785PnDjRaziqM+N1bVR1btCggRSVQHsYrVChQqGnpSRgLEVERKGGcZD9YqB8FQzp3jTQsDSeamZmZqr36VauXCkRERHSqVMn+frrr1WXvIXh+++/V6+poQErIiKiUH9Slhf169eXDz74QGbNmiWfffaZGrZr1y71wKVjx47y5ptvSnFCWlC76a677lI9jWTXDgCFZixFRESUBeMg28VA+WpjSOvatav6uN1uOXr0qApqUErmr0GmgoJ3DPH+HhERUbg0uphX6BUD7+Wj9hDa7ouPj1cNM6JGru7KtaCha3Tcz63Q48ezzz5r/kZXrkOHDlVtCgJ66hgzZowaHkg3tFS8sRQREZE/do+DnrRhDFQgBUMa2jnwbRBKmzBhgmpZvKDceeed7OmMiIjCqtHFnKD2a041YHv06KE+RQWviKMxx7i4OLnnnnvUq+ItWrQwxy9evFhuueUWcblc6nfnzp3Vq+QLFiyQ66+/Xv766y9p2rRpkaW3pCjKWIqIiMgvm8dBF9swBsr3q2SBSElJKdDGp1EKh67pdEOdREREBS4EXiMrTqiZi1eblixZIi+//LKcd9556tUmQCCEWrv4xivdqD6NHjheffVVWbp0qeq5I9AGGql4YikiIqIc2TgOOmzDGCigGkNDhgxRVaPyIiMjQ2VQcnKyFAT0gIaqXSiNGz16dIEsk4iIKJSrUBeH7777TgU7rVq1yjLu/fffVz2nISC64oor5JFHHjHHYdhrr70mbdu2LeIUh7ZQiqWIiIhyYvc46DsbxkABFQxt27ZNFi1alOeARmdSQbj11lvVu4V169YtkOURERGFQhXqULN8+XKzsWurkydPmu/Yo/0bf41fB9prh52EUixFRESUI5vHQcttGAMFVDCEVrY3bNggDz30kHrvPTIyMqinXAsXLlSvf+UXSufwnh8Kh4KRlpamPtYdSkRElB27PykDFGD4a9ARDSuiijUKKRAf1KtXz+/8wcQKdlCcsRTjICIiCobd4yDDhjFQQCnGe3Jz586Vxx57LE8rue2229T8+bF161b13t4ff/wR9LzoQo6vnRERUcBs/qRMF0YcP35cypYtaw5btWqVjB07VgVE5cuXVz2D+PP3339L9erVizC1oa84YynGQUREFBSbx0EZNoyBAmp8Gg0toVAmP/799988z4uuW9ELx1tvvaW6qQvWE088ISdOnDA/u3fvznNaiIjIPk/KAv2URN27d1fdwOIeDIcOHZL+/fub3be+8MILXgGTFR7G9OzZs0jTG+qKM5ZiHERERMGwexxkxxgo4F7JypQpk68VzZo1K8/zouGnxo0by3//+988zR8TE6NaFbd+IMoRIcfcKervZHeqOf1+V7JkGJ6dDgnOWK/l7cpMkmQj3WueKhEJ5t8YjmVg2eWc8eY4zKNtyUiWKEekJDiiJUqcWdbXICpBFqQ61HD87UlvpPqN72ZR8WrZMQ6nuQ41XtxSKzJROsaeHQ7Dyuwxl49lYJz+G+nEOjF/jCPSzBM97MiZ7cTf4054Sj/1tmM5Y4/VkR/3rvZKP9bbOfbsVeKQO0au3d7dXKfOY3yvy0hR68UysQ5A+jEMy8X2YBzSNXhXJ1mc6jbzAXmDdWGdDSOjvfZD499uNtMIervwW2+b3i6dxzo/9DzYZ9hHWL/Oh96lPIF5muGQbRnxal9inN6HM05V88qLP9PKqnVgO/X6kTePH2ilvvW29IrzHB96OTjOKkY4ZXW6dzVGHC9Il06/3mbkpXU79ro831gOVPM0pC9VIyKlaXSqTEuupLa1TmSspBluc5utxw3m35GZKlfGp6jjEdv5aSPPqwx62UgHptfHRIzDkGiHQy1bbwv2ofUc0PvePGeMdDN/9T5BOnTe6GVVivDsGwzT8yNfcT7o+fRwpNt6vJvf4rnAa5j3/nI71H400+NOleXp6eZ86hxxRMrC5t965bk+VvUysZ3Tk8vIraUPmNcNvQ36/MVxmmZkqmn1PsR+xjikwZoO/bdOBz5IL75bRnnmSbZcIzz57zSvP/o80+n1vdZUcMaqZWM9+MZ+wDz4jfRZ9wlgPZhOr0/ntXX9On86xW/xGqava8ivC2KOm9uu4RjUea2P74+OXmieN9j3yGdr3odETxwluEeOESNGqMYXmzVrJtddd53qdhW1dwFduKJHDn9P2O6//3755ptvpEuXLsWQ6tBWXLFUdnGQvt4luT3XGZx/+l4JOCfnnI72um5o+twEfb3T9xF97cJ5vM91Wpa0+soc73sO43zX1ynrMnG9wLoPuzzXV50+LDP9TDtNuP5h3Xq9Oj6wwnUKH1zvdHyirzWa7zZjHdYYz0pfjzW9PVsumaD+xvhvzv1JxtdadDaWsCwL13B97dTr2trlU/MeYU0H8uPpg83V9Bg/IPGoOW5mytl7troPnbk/6PunpmMcpAHbr/cVthlxFmIcvc+ssQWmwzKxToxrE+05DpAWrE/f+3W8ifsF7jEbOnja5EB8oK7n7lR1X0KsYc1rHfPpe7O+X2EY4g04x5mm9immRRoQJ+lpfOEebY0drLG79d43Oam8+r4s/oDadn1/x/fnzcebsdROl9vczgE7Oqs04LdWPSJJDdPHE/aVymcjXcUfiU4dQ0aqGMqXNS7E9uIeqGMYHedoaZY80vNajxf9N+6RetsxLfJdxx2+y4N2MZ5zC3m7Pj3W3G/4YBodXwO2zTff36g2zyvWwzTWWNt3X2Ff6jgM486JPNu0h44PsV4cl/60jT7ttUydNuu/H0DFRu5UtT7rMYC0IZ/1dUSfu9bzXy33zLJ0OvR543vuY//pYxz7W/97CrE9ptXnod5v+jqg41o93vPvr7PHFpaBONI3ba2i072ukYXO5nHQCBvGQEXSXf3p06fl5ps9/0gP1po1a+TTTz9VtYWIiIiKhM0DIqhfv77Mnj1b9YT15ZdfypEjR9Q793hiNm3aNK9p0fYN3rVH1el33nlHTffjjz8WW9pLovzEUkREREGxeRxU34YxUEBtDD333HMqA/Be/IABA4LqehUlZ8uWLZOkJE+thWDhPb5NmzZ5Pd3yNXjwYPXB62YoRCIiIsoPuze6qHXs2FH1poWGj48ePaq6bW3UqFGW6c4991z1wX2YQi+WIiIiCgbjILFdDBRQwdAbb7yhGl967733vIKZYLpezWsXq2hTyN8OgH379qkexqpUqaKqZ1etWjVP6yAiIvJi80YXrdArB961z8kFF1xQZOkJV8UZSxEREQWFcZDtYqCACoamTJkiw4YNk6uvvtprOIatXbtWHn74YTnnnHMkKioqy7zp6ekyf/58mTp1ap570sDHn1tuuUUmTJigxuNvIiKiguAwDPUJdFqiUI6liIiIgsE4yH4CKhhCrZwdO3aoRqCHDx/u1fUq3p9Dbxc5QeNM8+bNy39qiYiIigKflFEBYyxFRERhg3GQ7QRUMPTSSy+pblafffZZr+F4qoVxgVi3bl3eUkhERFTE+G49FTTGUkREFC4YB9lPQL2Sbdy4UWbMmCF33nmn1/CHHnpIKleuHNCKli9fnrcUEhERFTWb98ZBBY+xFBERhQ3GQbYTUMFQ8+bNpXfv3lmGf//99wGvCF24FTT0QIbGGtm+EBERFcaTskA/ROEaSxEREfliHGQ/ARUMde7cWZYsWZLnlaC7+V27duV5fiIioiLFJ2VUwBhLERFR2GAcZDsBtTH02GOPqW7YnE6nVKhQQXXbhi5T9+zZI127ds1x3qSkJNW+kMvlKqg0ExERFSq+W08FjbEUERGFC8ZB9hNQwVC5cuXk119/lQcffFC+/fZb1W2qtmDBgoBWhIIkIiKisMDeOLKFbtPHjh0rN9xwg/Tv398cPmHCBPn555/l1ltvzfWhkR0xliIiorDBOMh2MVBABUNQtWpVmTJlipw6dUq2b98uR48elQEDBsjkyZOznQft/yQnJ8tXX30lEydOLKg0ExERFTq2HZTVsmXL5LLLLpOMjAxJSUnxCooGDRok3bp1UwFR37595cUXX+RR6oOxFBERhQvGQfaKgQIuGNJKlSolLVq0UH/HxcXJJZdckus8aGxx1qxZeUshERFRUTMMzyfQaW1i1KhR6nXyLl26qFejfNWoUUPeeustufLKK6Vly5bqiRplxViKiIhCGuMg28VAATU+nZ1nnnkmsJU4naoHsVBUzhkvCc5Y9dnvSlbDqkQkSLKRLhlGpjkM8BuSjAhzPgzD55g7RU2LT4a41TIwTbI7VY3HN37DrswkqRMZq74By8H6MB7D9LI6xxpyxJ1qrh/DohyRZjowXYIjWv02l+WIVt9zTkeby8H3lgzPdmB+rEvbnOlZr96+NCNTLQPzwOJUz7ZgfowfVmaPmWadhvvL7TDTp7dVT/9/JyurcS2jnPJhne/MNCS5Pd8VnLHy/qHOKk3/O95czaPXj/E6XXp942stko6xTjVuXYZnu5anp6tvDFuQ6nllEfNvvGiSmhfTIW3YTgzHB/mFYUirzifMjw+mw3z4u+fqQSqPVqdHm/mA9GGdVSMipWl0qjSISlDbgX31+IFWMiDxqLn9WHf9yKPq72ZRnnzW2zSm0nJzO/GNaX2lGW61vXr/6rzX+0znu2ffny3nxTKxvh2ZqRJ95jVOLAs2ZTrV/EinPgZiHE5zOTqPtJgzjwtwPGK6WpGJal1YdnlnlNpWlS84jxzRkmY4vI5FTZ8D+HiOs7P7d6/Lc97pc+rs9meay8I2Ia/1OYTpAdupz0F86+E4x/R+RPqQXkyD9Vv3jz7PsWx9nMU4IqVNtOfc0ucIzut79rYz88ff/oJrE06Y+ajpeXCc46PXo7clSjzHNI4pfKxp0n/r41PvX/3B9uptT3KfbctNHyPYbp2nWK++hui8wXbo9WAeLA+/sUycp/oYwzVFL0fPr/Paeh7pfMF+0dcCePnouWa+I5341uOs+9N67DSO22ueN0gT0odr0raMU1LY2BuHf6tXr5Y1a9bIDz/8oBpT9gcBE2oMv/rqq4W6j0qK4o6lcG3T11Z9jVbXqzPxR6+4dPPaAzqu0eem7z0M4/Q1BcNxz9DXDmucABiPe5NePpaJ64K+fmLdWBauEfoahW8sU1+jsCwdf+n4wHofwb0G1xedTsD92nofxd+Y/9Jqrcz5k8+kU8eD1vTvc50259X3zq7r/mtu07Xbu3tdL3FPMfNb/Xaejcncqer6eP7Ka1W6rGlHfoyptFbFGNbhnrw5qa6Hl2++TMadqG7eL1Waz3xA5x3SgPXoNGKb9X0E06p74JmY0nqP0Dz7yjsN+jjBtHtc0SrPEIfpfaTvndszI81t08eXvg/qdWAbsXxMg3gD+Yr4pWxEqnlPx3xYjjUe1vtWxw86rkKcpmPqz5Lqm2nvXerfM/fjTHV/xP1op8tzs8P9V99TG0aejWGerD7ba/nI94oRTq97OfYVzgFsH8bh2NT/VtB5Zb3/4re+T+r4Sm+Pjt31PRTLQL7qcXrf6m3S+0rv07HH6njdU63Hq84r/beONSpFeM4N7Dd8rMesXgfWi3Xq9WPf6vhMnws61vQ9TqBdjNuM8zHPORGn1LGLbcR8mG6fK9Mrn0BfW5DuNRme6XRcbP03gjWfMQzXAz1Mx6j632fYh9gOTGtNs+/5quMrpFEfd3p4tYiz+1gvF7Bs6/mh98VRd4a5Tfpaptep58NH/9sJDp85NrFurAfrxDQHXIyDisPqEh4DBV1jyAqvkgXKXxetREREIYnv1mdb06VOnTo5Zt2xY8fU94YNGwpjz5Q4jKWIiCjkMA6yXQyUr4IhDaViaJQar4uhW/rSpUur182uu+46adKkSUGsgoiIqMg43J5PoNPaRZUqVVQ7g/Xq1ct2mhdeeMGclgLHWIqIiEIF4yD7xUD5epUMduzYIeeff77069dPxo8fL3PnzpWvv/5aRo8eLc2bN5eBAweaJWdERERh9aQs0I9N3HPPPXLVVVepBhh9rV+/Xr1P//7776ueSHH/p8AwliIiopDCOMh2MVC+agyhwAeNT+/evVtiYmKkQ4cOqoYQumTNzMxUw1FQhNfI0LVbbOzZd0CJiIhClW5jKNBp7QI1gefNmyft27eXZs2aSYMGDcTlcsm2bdtUUKRrvlx00UXy5JNPFndywwJjKSIiCjWMg+wXA+WrYGjMmDGyb98+GTlypDz44INSpkyZLNOkpaXJrbfeKm+//bY8+uij+VkdERFR0WBvHNkaN26c6m0DMcDatWu9xiUkJMidd94pzz77rHpgRLljLEVERCGHcZDtYqB8FQzNmDFD9ZBx4403ZjsNMuXDDz+Uiy++mAVDREQUFvikLGd33XWXDBs2TJYvX65eg3K73aqb1jZt2rB2cJAYSxERUahhHGS/GChfBUOoDZRToZC1Be8TJzxdOBMREYU89sYRUPfpaGMQH38OHjwolSpVKvh9U8IwliIiopDDOMh2MVC+Gp+uWLGiKiHLDdoXSkpKys+qiIiIivxJWaAfygpVrSl3jKWIiCjUMA6yXwyUrxpDnTp1ktdeey3bV8TQ+NL06dNVdatu3brlZ1VERERFx+bv1qPjiO+++06GDBkirVq1ModPnDgx13kzMjJkwYIFcujQoUJOZcnAWIqIiEKOjeOguTaNgfJVMPTYY4+pd+nmzJkjffr0kTp16qju2fbs2SObNm2SadOmqcap0c7QqFGjCi7VREREhcju79aj5w28Ao735xcvXmwOf/7552Xr1q25zo8HQ4gHKHeMpYiIKNTYOQ66zqYxUL4KhtDI0uzZs+X666+X+++/P0sGIFPKli0rU6ZMkaZNm+Y3rUREREXD5u/WP/DAA+rhDhpXtLrjjjtUQUbXrl3lnHPOkaioqCzzpqeny59//in//PNPEaY4fDGWIiKikGPjOOgBm8ZA+SoYAtQY+vvvv+X//u//5IsvvpD169dLSkqK1K9fX6688krVjX24NbxERET2VthPyvDgBD12vvfee6qGbXx8vHql6Omnn5a2bdv6nWfFihVqPO6zERER0rdvX3nmmWckLi5OCtrIkSPVx9fgwYNlyZIl8uWXX+Y4P+KAatWqFXi6SirGUkREFErsHAeNtGkMlK/Gp0+fPq0alkar3GhHaNGiRXLkyBE1fO3atfLiiy+yUIiIiMKP2wjuEyQ8dcKTqDVr1khmZqYcO3ZMvc/eoUMH+frrr7NMP3PmTDUO7fXhKZSu3ozfp06dkqJSrlw59cAnNwjwJk+eXCRpCneMpYiIKOQwDrJdDJSvgqFevXpJ9+7d5Z577pFwtDszWXZlJsniVLfsdyVLBWesRDkiJcPIlHLOePX3tox42ZKRrKbB7zmno6VZVLwcc6fIuowUOeJOlacPtpE0wy1VIhLUB7AMSHDGqmnwDQtSHVIrMlEtS39jWVgfYBjo5ehvKywP6Y0Sp6SdWY9e59I0p1per7h0tUzMj+8GUQlqXXDY5TbTp7cFMB7p3JzpmXd6chnpGOs5RDA/hmM+rBvbDphueXq6JLtT1bpU/olbEp2e5d1a+oBafrLhWSb+xjKwPCwHw9+ttlQta1CZVeq3dVrrtiU4otU8+GCfNIyMVstpE+35xvDOsYaMO1FdTQv7XKfVNmLfmtspTpXPSK/eL9b14IO0YxuXtZ4u1SIkSz5gndOSa8tel6htx/RY3kuVV6tjBNsPmBfzYJuwXEwLOzJTze3UxxvSifFYPrYvzfC8mon9EO1wqHE4DrEdOG619DMNviHfAdPhg2Vg3dh2bEuSW9Q6U92RahysTi+l8hFiHE61L5EWbJfOB+QV/rYep/tcnn2I/MM3PoC0A9bpK8YRaaYb8+m8xzqw7Zo+B/HBPHqYPnagakSc+bfOU+xzTIfjAHBu6GNep1Hntz4fsH/WZHjOXX0dwLc+FjAN8gd/I09wrGIZOIcwHPsa4/Bb5zs+SCuuCVb6mNRp0NuD/E0+c15hH+prBvIQx7LeBixXbzPo885zrLjVvsVxomH52C5sq75O6PzHMnVeIe+xLKxTnyP6mNT7Fcu5IOa4mkcf71gf5sP6d7rcanpcL63XR318wGPlt5p/Y5txDuA8wfLwG9Prc0KnbUDiUa/txjQ4F+tHlZIiq0Id6CcIP/zwg3zzzTcyYcIEOXnypKSmpsq3336rqiWj0UI8kTp8+LA5/e7du2XAgAGq6vJDDz2khpUpU0Y++eQT+eOPP2T48OFSVMaNGycdO3bMdboPPvhALrvssiJJU7gr7lgK1yacY7g+4BzT13qcv/r6o89BjMNwnKuA8xPnqr6Hafq6jOH1vh6qptfXJB1r6PEYZr22qXvLmeulvt/hGoHrmL4uY/ifaWXVtLhP6PhLxyc63Wr7zqzLeg/TsRWuYXrduOb+uHe1J/1Guronrk6PNufB/DpO1PdFvSyMm9fsO/Pa+U7tb831W6+3nnuD554B+l6M6yPijSNupzktvjFeX3Ot9ze93Fhnpsxq+IMMK7NH5QOm1ffXpw90VPMjrbg3Y3rEWbjHIX/1PQ9pxjVcrxP3Anz0ftexhD4mdD5jXbj3YF5AXIT8qRd50ryPYzqsq7QjXcUget/pGEPT9x59zGEc1oP4JtHhMu+L+ngBHZfj+ND5gt96fyE92Hb8Rv7gPmtuhyNaLQf3IMQTWIfnPuo5D+amVFXxo6bjJH2Pwn0IsaROu77HRp+Jw7AsLFunS8ew1uMB0+D407BcvRx1nohT7VOkGfO3ij5l5gvyQy0T5+KZfaXzAem5v9wONSzJ7VLrQmyg97X+Bp0+7OODrnjzmLAeZyqGd6eqWEnvo6PuDDPN1uME+9/67yCdh5gO6UP+6fgBEIMNKb1T6kTGmtuMfNOxCo5b/I38R5rwd6NIT7yBfYthv6R6Ymd93bH+W8Oat3oavU2VIjzXMixTn8P62oH0YTj+/i21ovqN/YBjWO8zLNN6bdDbjDTh+NDXAhxTgGXrf+Nhen2+eY6XTLWv2sW41bz4t5P2wj7PfVTnqz7+yvuJswsc4yDbxUD5Khhat26dWQWaiIiopHAE01VrkMv+9NNP5eeff5aBAwdKYmKiREZGylVXXaVexwYUFqH2kDZ69GhJSkpSBUZWjRo1kvPPP18FKhs2bJCi8MYbbwQ0Xb9+/VQjjZQ7xlJERBRqGAfZLwbKV8EQ3r0rXbq0DB06NNdp8TSMiIgorLppDfQTBLxDf95552UZjtfCWrdurf7W3ZyiBtH06dPV33iVzFf79u3Ve/off/yxhJLjx4+rtgcpd4yliIgo5DAOsl0MlK/Gp++77z5V9f3ee+9VTzQrVKjgd7pffvlFtUVERERk90YXc3plqEGDBrJy5UqpXbu2+o22+1CDKCYmRqpXr55l+hYtWqjvwrrHYv2PPPKIWVC1Z88eqVevXo7z4NW4gwcPhmXDi8WBsRQREYUaxkFiuxgoXwVDTZo0kbS0NNXw5cSJE6VixYp+W+XWmUlERFRSu2lFAY4VCnPwCQbaFsI8aHcGUEgE/gqFoGzZsuobvYO6XC7VS0dBQu0mFDrdf//9qk0jh8MhO3Z42q/ICXojxStulDvGUkREFHIYB4ndYqB8FQxddNFFKpO05OSzjZX5QkYSERGFA4dhqE+g00LNmjW9ho8aNUp1oxooPEj5/fff5bbbbjMLfPSDFf3bFxqhBvRsduLECSlfvrwUNPSu8dFHH6nCKTwEyql2Eu716DYWtYkpMIyliIgo1DAOsl8MlK+CoYcfflg+//xz1ZsKqlWhAU1fbrdbdak7aNCg/KyKiIio6KADFncQ057pPQzt7mnB1hZCO0FojPrZZ581hx05csQMTPxxOp1e1ZcLEwq5jh07Zr7mRgWDsRQREYUcxkG2i4HyVTDUuHFjuemmm6RHjx45Tle3bl15991387MqIiKikH5ShkIha8FQMFAAhB4s0IW9tdZPdLSni2M0MO1PuqW748KoLeRr7Nixhb4Ou2EsRUREoYZxkP1ioHz1SgYffPBBQNP98ccf+V0VERFR0b5bH+gnn26//XYZPny42baQVqVKFfWNtvyy6/kCSpUqJbGxsVLY1qxZ4/XRtm7dKj179pSEhARp1KiRTJ06tdDTUpIwliIiopDCOMh2MVDQBUPvvfeeNG/eXAWh5557rqpWhQaoiYiISoxC7KbV1wsvvCC1atVSPV/4atmypfreu3ev33kPHDigvlu1aiVF4bzzzpPWrVvLQw89JOvXr1fDULW6c+fOqgdSvNqG1+EGDx4sCxYsKJI0hSPGUkREFNIYB9kuBgqqYOiOO+5QXdNv2LBBTp8+Ldu3b5cxY8bI5ZdfrtoSIiIiKkndtAb6yatJkybJpk2b5M033/Q7vkuXLup1MnR9ih7LfOEpFfTu3VuKytNPPy1z586V66+/Xv0eMWKEKriqX7++2pa//vpLZs+eHVTD23bCWIqIiEId4yD7xUABFwwhA9AiN9o5QJDapk0b1eA0oHXu8ePHF2Y6iYiIStSTsq+//lpmzJhhdoFqha7ndWPW/fv3V8MWLlyYZRnoxQxPqK677jopCnhdDUGRhjSi0WykH99Vq1ZVw/H0bN++fUWSpnDCWIqIiMIC4yDbxUABFwx9+umn6hulY3v27JFly5apJ5UIVCtXrizTpk0rzHQSEREVGYc7uE+w0JsnGpqePHlylh499+/fL7fccouqlau7vcfr2+gm1Wrt2rWyYsUK1b19gwYNpCjUrFlTIiIizN+jR4+WjIwMueyyy+Tiiy/2ahR7586dRZKmcMJYioiIwgHjIPvFQAEXDC1dulQ1poRq79aeTzp27Cjvv/++bN68ubDSSEREVGKelKEw6Nprr1UPVqpXry4VK1Y0P6ghhCdOv/76qxlkoHoyGieeNWuWfPbZZ2rYrl27VK+guAdn9xpaYUBbSDNnzlR/44EQCjoQJKGdJCv0RIpgibwxliIiorDAOMh2MVDABUOHDh2Sa665xquUTAukbYNQfNWsSkSc1IpMlI6xTtmWES9RDs9T22TjbPe/GBfjMNT3MXeK9IrzjEsz3LI7s6xszEiUlyqvlioRCWo8lHN6ljU9uYzsdyWrcVsykuW5w42lc6wh6zJSZHGq5xEz5sH0GI+/k92p6jfmwzQZRqb6YB69HHzDTpdnGVgXtgPfSGeS26Xmwfy7MpPMZattc6dKnchYNa0eluCIVtPr9DSM9HSP3D1+nzkNNIuKP5NvCepvpBHjSzvSJcEZq5aNdSH9FZyxajzWj99YB37jb+Qv5ktwRKrfM1Pi1feq9PISJU5z+/e6RH1jeqQ3zchUy4UGUQmyIzNVLQfr0PkDw8rsMdNcNSJOpQnLwHI1LBfD8UHasG6dl/hgmdUiRJane+bT+wbDdT70LrVNUo1I2ec6u48g1pGh0rLPdVotG8OxXWsy3PJXuic9SP/69Fi1XKwP8yNNMY5Ilf8Yn+gUla6mMfskxuFUeYz9i/SkGZ7XTjBftOUVFKQR02WIW+1n/Nb7Dss87HJL02jPMfDy0XOlVfQp2ZyZro5npOe3Uw3VcVvB6VbDsb1YB9KotwXpxLJ0vqt95E5V8yHtVSMiZWma59KCfaby350q05IrqXTrY03vByu9T7C+I+5U9a2PM2w3hmF+fGP/e44PT/r0Ma2PA+QDIF1IJ8bpbdHnBLa7ZZQnrWUjUtW8yB8cL1iHZ5pMMw9xPGAYth/7t1tsikoH8hPHAfYfvpHWZWmVVB7pvNPfevus1xrsX6wb6cHycZxjGhzLSDPGqXPMSDfzvE10tBx1Z0jFCM+8WCeWg/Mf81uvKzge8J1kRKj59XBMh9+HXAlqGTg+9DGp80sfV/q8VMeX4dlGpAH7W18PcHzq8xnDMB2WYz3fsGysE3mIdSLPMBzTI3/0dUhf77A+fY5gGn3tLGwOtxHUJ1Ao3Ln55pslMzNT9SiGbuqtn6SkJDXdDTfc4PV62YABA9Q762i0GK9x476L5cybN0/i489e2wrbq6++KgMHDpRKlSqpNKJ9wSeffNJsJBvpR4D02GOPFVmawkmoxVIZhkudX7i2II7AOfbyoQvN6y7OO1zHMB7fmr6f4vqrr7karpm4NuHaiGvHkqveUOe2vpdi2QtSPfcCnOP41vcKfR/F+nTMgHTpdelrJobreMwasyGuwL0by9Hp1euwxgBzTnuuNbiG6esLPH2wuble3LdxTTu7XW7zHoR7Aejt0TEOxk9OKq+uxUjX2GN11DT6mqbiIWesuv4BvnF91tdHfd3c44pW9y6MR6yH9WE4YlUVj5zZZqQf93K9Pch3HU+8WXW5iiNwzdTXTtyXsE3Ib3zrfYfxOo71XJedZtyFNOhruN4/GI9rN9IZLZ54AeOx/dhfWBfmx7LwjfsEPlgO7lEqPWlRahsB9x5937HeI2F3Zim1fTr+0+tH+jFcx0Pag/vaZIkt9Hbp/fbtqQoqn7BM5CXujZ77p0iiM0KuTTih1muNG/QxpPMBx6PnmIs24w3kFebBso64nep4RBrVuXBmn1lj+o1pVVQ+nt2us3kAyFcNxyOWof9toM5bd6qaB3+Xd0apZW7P9CwP0yAGxrqQDh1XYBodh+NvbDPSXT8qxeuYsO4DbF/1iLPHvBlbn4kxMS1iEeu5CJgOcC7iuND3eGyL/tbr0TEw0gM4lnCcYD4ch8hTxLvW/Eo3DHUd0PmPcfr81eeqTrPOJx3PYJuxDVi+3rdYH85fwHDMd2W8J/7UsS/OOX1c6H2pr206f63HMPJexeriVsvAcN9/j8Sc2X/IP2uMjL8/rDnf/I3jF8cTzhsdmxYmxkH2i4G866/nABuKTPAnKipKVa3KCTINLXQTERGFvGBqAgVRYyg/nTX06NFDfYoTeuRAF614SoZCDjSO3adPH3M8OqRA5xTDhg0r1nSGKsZSREQUFhgH2S4GCrhgCIEsWtz2F9CimzYUDKFhanyskpOTVbV59KhCREQUFnArC7T8Jn+91Ycd3O+tjS9avfLKK+obNaJ8204ixlJERBQmGAfZLgYKqrv61157TdUO8v2gJtGUKVNUBviOK1eunNxzzz2FtwVEREQFzGEYQX3I25AhQ5gl2WAsRUREoY5xkP1ioKCKsnxrAwXDtyteIiKikIXbXcCvkoltoMHsnKAnDvRYOnXqVHnkkUekRYsWRZa2cMFYioiIQh7jINvFQEEVDA0dOlSuuuqqoBq6PHXqlGq1G72ZERER2fnd+nDXuXPngB70oPADDTB+8cUXRZKucMJYioiIQh7jINvFQAEXDJUpU0bGjRuXp5X06tVLvvnmG8kPZPCHH36oemTZtGmTKpzq1KmTesevbdu2+Vo2ERGRF7QvFGhF16LpKC1kVKhQQRo3buy3Zy00row2BevXr68aZqTQiqWIiIgCwjjIdjFQwAVDd911V55X4nQ6893O0B133CEfffSR+hs7Ag1ef/fdd/LDDz+o9o3Q/SsREVFBCKbtIDu1MRQTEyNbtmxRBRzZGTBggNx8882qIINCK5YiIiIKBOMg+8VAATc+/fzzz+drRfmZH4U/eEo2YcIEOXnypKSmpsq3334r55xzjmRkZMjgwYPl8OHD+UofERFRlirUgX5sArV0cwqI4OWXX5Z+/frJ4sWLiyxd4aI4YykiIqKAMQ6yXQwUVK9kxeXTTz+Vn3/+WQYOHCiJiYmq9zO0daTf20NhEWoPERERFQgGRH49+eSTuWZdjRo1pGLFiqrhRSIiIgpDjINsFwMF1fh0cUFbQuedd16W4d26dZPWrVvLypUrw/I9PiIiClFsdDHPNmzYIHv27OF9mYiIKFwxDrJdDBQWBUM5vVPfoEEDVTBUu3btIk0TERGVYGx00a9bb701x2w7evSoLFiwQNxut98HOkRERBQGGAfZLgYKi4KhnKBtITQElVMDT2lpaeqj4dUzIiKi7LDRxexf7UZXregpNCd169Y1O4yg4sc4iIiIgsE4yH4xUFgXDKWkpMjvv/8ut912m5QtWzbb6V588UUZPXp0kaaNiIjCGKtQZ+vGG2+Url27ql6yrBAsxcXFqRq8bdq08duVKxUPxkFERBQUxkG2i4EcRm5FXiHs7bffVj104F2+8uXLB/WkrGbNmnJscz0pnRgh+13JUsEZK0vTnNIx1inH3CnyW2pFuSjW09PZ+vRYqR+VIjEOp6QZbll0urpcm3BCjUt2p0qCM1ZmpsRLl9ij6u91GSkSLW5pEJVgrnNxqlsqRaRInchYSTMyzemgWVS8+s4wMlUaAOnQy9bwO0PcEiVOSTYypUpEgkp7klskXZxqOZgG49INQ2pFJqr59DSQ6BQ1H7axnDNepieXUduC39g2PS7BES1RjkiVph2ZqRLjOLu8cSeqS//ELervwy63Wne1M8c+5tvnOi2JzrMnA/KvaXSqWv6q9PJyUcxJiXF4yiSPuFPVOrdkJMvYQ11lcMXf5BxnmiQZEVLB6VZ5rpcR68yUllFONQ/obdT5hPxEOvT6IMntUmlBujAf8mFVWnXpHr/PHIY0dYtNMbczzXCo/YRxWAfmR9o9yxOpGOE0t/uQq5S0ij6l9gnSgLzG9ixPT5fqEenquNL5gbQgvchfzI91bM5MV8cK4PfitChpG31adrrcan8iX/R+Q1oAy8B+axqzT20v9iOWCfgbaTji9hwPel9+e6qCJEacVtup9+vdey6Wl6vNVflVNiJV5TfSro8ZnXasD+nAdmP5mPe94+fK/eV2mMdszchTajp9rOHYx34B7OtkI92cV/8NernqPDXcKt0NIz3HHtI++1QNGZB4VHZlJqk8RD6vTo9W+xfLQD7Xi8w08xPn1lF3hpoWw04a0RLryDTzEtOoc8mSHutxiOW1iY5W27ExI1GqRySpeTA90ofjEfnVKjpdnYsYhnzC/PjGMaT3FfIDx+RxV6w6n+ecjpbzoo9KgsoPz/lrPRawzZimV1x6lnTpfNbbrfNRs26/Xrb1+mE9pwHpqh3hVPtGD9P0svU1UO8Dfc1APmL/Yjocv9brjj7u9HFw0BUv7WLcKl9wvmCd2H84Xso7o9RxjuMfaZ9zurScH3NQtmXEm9cL5Df2+YxT1eSqUnvNa1tasiGNmxyQEydOSOnSpaUg4f6AHie6139AIiNiApon05Umc7e9VSjpCTUVKlSQI0eOFHcyKEg5xUEHYk9nOaf1vUzfC/R9Q1879XB9HcL1BfQ9w3rdwXUJ1xpcB6pGeK5/1nlxjuO6re81Op4BrMd679X3Dn3tRLqt9yvEDjr9gGtSosMTB/jegzCNvq9GOxzq2oxrJu43ehsWpDqkcVSSmRd6GsD9ItUdqe4Hf6XHqel0OmGvyxPf6es58hYxA+4ruE/oa51Ol77e67Tj+qe3UdP3euQr8hPXTn3fwbyPH2glL1Ve7ZVufc3XMQHWh21ErIP5APc7xDI6TtH3S52nqUakujfqfaLjNlzjET/oPNf71Zrupw82l4Hl/jDjKwy33pN0mpBGHfdhfp1HiJ2Rp/qeoOez7icdZyNW1/c/2JTpVDEA4grkL+bfnhmpYklNx4bYljknW0qv0mtkb2Y56RS3J0sspfcRIO7vFXfSjOl1jK7jRZ2nOr9xz8N4feyBXpbOV/3vDOtwHTvoWMB63ljPJX1/Rl7p4wN03unYzDfGt+YBzk8dy3qOs0jZ5/JMo881pNF6nOhlYp9Z16fn12nE8Y/9q+NqTD/1RFvpU2aFimWxTBwf2A+ImTSdr/oao49767UKxwnm0bGiNS9An2O/pGKfpXsdOzhuEKcgP6xxE+bHMYvl4ZjB8W89DvS/T3QMjm+cd9jnq9NLSedYw1wP1q2PEwzD9Uaf61iOTp+OgzAM1w993CLP9Dw6T9ynoqRcw+2Mg4pYhRIeA4VtjSHsFBQKoQv7nAqFAK+a4UNERBQQPinz6/vvv+cBFIYYBxERUVAYB9kuBgrbgqHbb79dhg8fnmPbQkRERHljeIKiQKe1iQsvvFB9Jycnq/fnZ82aJbt27VI1pVq0aCH9+/fnfZmIiCjsMQ6yWwwUlgVDL7zwgtSqVUseeeSR4k4KERGVRHxSlq3ly5fLNddcI//++69XA4wrVqyQiRMnSqdOnVRtXvYWSkREFKYYB9kuBgq7gqFJkybJpk2bVKvgREREhcJtBF4TSE1rD7t375bu3burdg2qVq2qnow1adJEypUrJ5mZmWr8Dz/8ID169JA///xTDSciIqIwwzjIdjFQWBUMff311zJjxgyZMmWKavnbyuVyyd69e1VjikRERPmCxjPPNKAZ0LQ28eyzz4rb7Zbx48fLzTffnKVXDnjuuefUq96vv/66+puIiIjCDOMg28VAWbcmRH377beqWtbkyZMlMtK7PGv//v1yyy23yPbt24stfUREVAKrUAf6sYkff/xRvvrqKxk0aJDfgMj6yjfevSciIqIwxDjIdjFQWNQYQmEQCn4SEhKkevXqXuPS09MlKSlJ1RTCe31ERET5xirUfkVERKhq1LmJioqSo0eP8kAkIiIKR4yDbBcDhXzBEErbUFULjTsdP3482+luuOGGLK+XERER5QkbXfQL78unpaWp7s9zMm3aNPW+PREREYUhxkG2i4FC/lWyyy+/XL3Lh4KhnD4vv/xycSeViIhKCtX2dKCvkoltXHbZZerdedyX/UGDjK+88oqq5YtpiYiIKAwxDrJdDBTyNYaIiIiKHJ+U+fXII49Iu3btZM6cOXLllVdKnTp1VG3dPXv2qB5DMRxP08qUKSPPPPNMUe81IiIiKgiMg2wXA7FgiIiIyJd6GhRgb2PZPDkqqdWof/rpJxk4cKC8+eabXq9wo/Yu1K1bV/UiWqNGjWJMKREREeUZ4yDbxUAsGCIiIvLFJ2XZQtCzaNEimT17tnzxxReyfv16SUlJkfr166snaOitIzY2lscUERFRuGIcZLsYiAVDREREvhgQ5ap3797qQ0RERCUM4yDbxUAOQ9d7spGTJ0+qd/++W1Nf3KUSpFX0ATV8fUYFqRl5XBpGRsvmzHTZnVlW/U50uCTJiJBDrlJyKLO0nBN5UqpHJKl50sUp1SI8y01wRMsvqfFSP/KoHHTFS5IRK0cyE+S82H/NZRx3xUqGRKj5MS+WmeSOk3pRhyXViJSWUZ72wBenRUmiM02Wna4r3eI3qWmjxS0VI5yS5HZJmuGpulY1IlL2uTIl0SmS5PakB+lHOs6JSJbSjnRz3j2uRLVefDeOSpKNGZ7fGA9IS6oRpbYZ02OZ3yY3khYxu9W2JLni1LZ3jMlQ6cMyQK8X85w0oiXW4WmFHdtaKSJF/a3TB8ibptGpctjlGTA7ubn0TlirpolxONVwpPGciFMqTfhG/ultxjqS3J7W4LE/zovZI0tTa8mAxKMy53S0yn9Mg23HupDf2K5YR4baXqxnjyta6kVmqnU1iEqQZHeqWt5Ol1ulu2bkKVl0ura0i92lllE/KkWlH/mfZrjNv/9MKyvnRR+VI25PHlZwumVbhmf7MB3+LhuRqrYD+ZVuGFIrMlH2u5LVtsL2zEi1PfUiT5rjAPtn9enaMrDMepVOpDvBESkJzlg55k6RKHHKjFPVpFv8LjU82chU80SJS2KdmWqZ2N5Fp+tLp7htUicyVqIckbIrM0miHQ6pEpEgy9PTzbzEfBMOXySDKv4m7WLccsSdqrZzVVp1uQDHsNNzoH94vKV0T1iv9jO2V68beYBjeHv6OWq6pjH71Lmx1yXqW+/vjRmVpFrkcbVe7FvkN/JoVWoNtS06X1anl1LH2tI0p0oPzkksH/sN4/Q+xTf2AeZbn+45v3Du6OmwDn08Y3vwjbRiGPYt1g2LUhpIp/gtaptwfOhzB78xn54W59eaDLe5/XpZOOaqR6Sb8+rjHKYmNZA60YekadSRM/u8tMpvnB9YR+0Ip/yVHiedYw3JMDJlR2aqeQ7ocxPjFqR6zgEM//N0XakXfVDt422Z5eWimJPyW1ppSXSkyqb0qnJdwk51PK9Pq6r2Ba5ngDzT59Tq9MqyPa2SVIs6JrOPtpRBlX6T7emV5IK4f9T42acay9UJm9RxhXzGuQVIG373ikuXdRmec1wfC9iOVtGn1L7Q24f0t40+bV6rsK+wbwDDkc5mUfEyMyVezo85KFNPNpdWcTtlT0Y56RS3Ux2vSIPe9uhTmdK4yQHVyF/p0qWlMO4P3csPlsj/b+88wKQqsjZcExkYsqBEJQoSRBckC7KiJJVVksjCiqCCgKxp0d+Aiu7iigEVxTgKBoIIooCiCCKgiCQRRMmiLBkcZphhpqfrf77TU5fbaaZ7UndPf+/z9HTPvXWrToVb99S5VadiEwO6xuHMUl8eTykWecKVEydOyJRqO8uWLVMXXXSRqlWrVsjkIsG18yU/1lf1K2daz2701dAxjjjLWM+l/Y5k61mO+xl9Cp67ZWK0pTtBP0A/Y/paPPvwHMW16Dft/S1+23UnPCMM5nr0q0hnQPk/5XmH/sTEB1nw3Maz8puM2iIL5G+dmCj9kUkLzwL0F+ibAOI0fTb6JPTBdnnwDKqdcELyjDyhr0RfhmeXeRaYvtDoiqavRj+MNPGsMs8Ho/dNPdRdnqt4LuO5hLyY5w76ZfTZpq+ELCZvRk7IgDLanV1N+sdNWVWta5Cm/RvP+TSd5aqX3Och8olnEf6HLmPqBs90xItnMI5L/Wqt1mbWUX9LPmbps9B1TB0h7N7satIv4/mREOOQskA+UF7ozzdnJapOSbHWswF9O3QzPKcRP3Q56K7QZaCD4LmJZwJ0mmzlVFViy6nVmU6RGToW8or48GyEXoI6v7zsH1adQiaULfRn6AlG3zDtyMgMXdy0KciG+luQfo7kFdfZ2zXaGcoOQA9BPaOMkQ7aGdokdH6jJwFT9pAf+QUmz2gHpn1DB2qacNjS6VBeBvv4AO0HugJ0R7v+DBlApjPe0qXtz2SUHXT2dmVOih5qb/uoe3NfoFzQXpE3yIK2Dd3J6I7mHkV/UDOurJqTdq6UoblvTRkb2Ux5m/KHrK0Ss6RO8bw3Oo8JB3mMzg8dBn0IdE0z3jIymrYJ3eqAo7LqnHRU2qMpH8iKe2ZHdpqbjg7d9UB2FdFvKsRlSDuCPNCbkQ8zpjK6KWQAaMeoc7R/1B/KDDLY+w1TVwiHNpQUmy3jOHPPG70RbQl9CcaCTcsctMZHUn863vofskBX7528y7rO3J+e/SLKBPX+60mn6tj8f9SDQsSJUqoDhf2uZIQQQkhJo7UzqE+0gJ04Ro4cqapVqybfdpo0aSK7dWDtPZQmQgghhEQm1IOiTweiYYgQQgjxBJNpnQF+omji7fTp09Vbb70lThYzMjLczsHR4nvvvaccDofq0qWLOnXKNauUEEIIIREG9aCo04FoGCKEEEL8ra0P9BMlQCnq27evOFzEb19gi9atW7eqRx55pMTlI4QQQkgRQD0o6nQgOp8mhBBCfG3TGhPgErEoWkp2/PhxtXHjRhUXl+towgcNGjSQ7zlz5sh2roQQQgiJMKgHRZ0ORMMQIYQQ4onMAgpwJlAUzRhKTk7OUyEC69atk++TJ0+WkFSEEEIIKVKoB0WdDsSlZIQQQogH2ukM6hMttG/fXtbQ++Pw4cPq9ttvVzExMeqSSy4pUdkIIYQQUjRQD4o+HYiGIUIIISQEa+uzsrLU5MmTZSeLhg0bqq5du6qVK1eGdV089NBDaty4cWrMmDFqw4YN4lwRb8XWr1+vJkyYoJo2bSpr68GDDz4YanEJIYQQUhCoB0WdDsSlZIQQQogn2G0spviWkp05c0b16tVLHTp0SH3xxRfq/PPPV3PnzlXdu3eXt1EDBgwIyzpp3LixrJsfOHCgT8eL2KkjPj5ePfvss6p3794hkZEQQgghhYR6UNTpQJwxRAghhPh8U+YM8BO8YQhvlpYvX65SUlLEKARgDOrfv78aPny42rNnT9jWCYxXP/30k7rrrrvk7VhSUpJKTEwUh4sjRoyQN2djx44NtZiEEEIIKSjUg6JOB6JhiBBCCPFAO3VQn2DYu3evmjZtmmrWrJlq27at27mhQ4eq9PR09cADD4R1ndSqVUtNmTJFpkxD3oyMDLVjxw71+uuvq5YtW4ZaPEIIIYQUAupB0acD0TBECCGEeBLwbKHcTxDMnj1bORwO1bFjR69z7dq1k+/58+erY8eORXS9XHPNNaEWgRBCCCEFgXpQ1OlANAwRQgghJfimbNGiRfKNaceeVK1aVdWuXVscU69evTpi6wVOGT/77LNQi0EIIYSQAkA9KPp0oKh0Pg3HUOB0mlM5nTnqVKLrbe/p7ByVFu9UqfFOleZwqtMO1/8qxqnSdIxKz8mRY+nxOSotznVNllLqVJwrXmeMU53OdF2TnuNUp3WOyshxqLRsexxOla2UXI9rJU5njkpLcKpM7VSpCa640s/kqJhYp8rIdKi0HFfYROVUZeKUOuV0qiwdI+FS45xyHia+NKdLHsgvcsQ5VWzM2WuRFo7h+1SCU6Ujv7lySJo5OeqMjhX5ER5xZqQ7VHqWKy+nc1x5T81yinyIA5h0cU2adipHjOs48mrKychnjqPMRW6lVGa6Q65DmKwYJcchS9m4s98oP5NnhE135rjqDHWU5VQZZxwqVeWo0xmu8kcY5N2UN/KVE5Nbb5AFMiBcDso8R6XlbjftStt1Tso+O/f/BKfIj/I/o8/+Po1yQF5y85YYi3J15Q/h8DveVuZZWqvU+Bx1CnXqyo60NeQHaZpzUk7ZOSoz06FOxZ6tY7QxZ2yOtAHcvBmnHRIex9MlvRyVoJzKATnQruJy8+FwteuEmBx1yuFUiTExqlycq+xMWeK6rLQslV7GKXWMNJAvySPacKxL4My0bKuekV+TNsKiDZ/OcsWHuHFvpOW47hFT3+Y+Q7quOnaVEerQXi7pWaatKflGHhA/ygnnTJ3iG+WN69BWUd+4d0w4pGHas9RT7rfrnnClDTIyXPca8oRv697B/05lhZX+Ifts/k1cKJNTufejaXumb8lIc6jTCWfvmXSHq57M/Zcal5vfbK2yUZYOW9vPvTdxLj3TVThlc+s1HW03ztVXoYxQV0g7I9uhUhEP+qEzrnpGGIAyM/cU6iozy6FOx+e46r5sjlyL9HFe2lduuzJ9g72vSMX9h7aRW07SFrJc9wTqwt7PpZp7Pvc+RzjpwxLP3oenT+eoU1lOlZnmkDLKcDis9goZTN4TTzvd+vLiwKHPBDwTyCGtTqnU1FS342XKlJGPJxs3bpTvOnXq+IyvcuXK6o8//lCbNm1S1113nYokMBPq7bfflqVwxVk/pHCYuklPc92npk9HX+3q+88+l9IdZ5/luJ9Nn5KV65wdfTr0Axwzfa08B3OvRb9p72/x26474RlhsPfVSCdVu5536E/ssqC/wPNCnvnoa6A/Jbr6I5NWtukvYs/qKmf7c1cfbJcHzyDoOEgHeUJfaXQV8yyw94VGVzyrW7meneb5YPQ+81x1WM+ls88d9Mvos01fCVlM3oycLhlc5Yz+Ef22ucboWeYbMuF5LHWb+zxEPk2f7NL9XHLgmY54jY4j9au16I+pzrP6LHQdU0cIa/plyAGdAmGQD5RXam46eF6ZZ4P07RmufCB+6HLQXaHLuPQE1/MbOo1DOVVcbI5Kz9QS3jzTzLMRbUHicpytU8iEsoX+jPqw9I3cdmRkhjymTeG36MrprryKzm9r12hnrl79rP5hpZPoapN43hk9ScLllj3kh4zA5BntwLRv0YESzup0KC+DfXyA9oPnoNE/TflDBnDGeVaXtj+TUXbQ2dFWoIfa2z7q3twXVnt1mHvWNe4wuqO5R5HHZOgc0NXRdqz71qZXgdzfpvwl/kSn1Cme90bnsXSwWFe9i57icPUh0DXNeMvIaI01csNJmJyz5WP6A8hm19FRn5kOl34TF5fbjhJdeo3pJ1xt++y9CKQd4z7LzNVlkOcE937D1JWES89xteWEs/e86WfQllDfMhbMOjs+AtBnzf+QBTqdaU/St+ben579otEt0Xfb+/LigHpQFOpAOgrZv38/aooflgHbANsA20AEtwH05UVNRkaGrlGjRtCylC9f3uvYxIkTfcZvzi9cuNCnDB07dpTz48aN05HC4cOH9eOPP65r166tY2NjdUxMjHyT8IR6UOj7L35YBmwDbAPUg0qHHnS4lOhAUTljCA6j9u/frypUqKBiYnKnJ4QReOtct25dkbFixYoq0oh0+UtDHih/6GEdFB94C3Pq1Cnpy4sa7C6BHcGwlCtYmTyfJ75mC9n9BpUrV85nXLGxrlXemZmZKtxZt26devHFF9XcuXOlzCLyDVkUQj2oeIn0/r805IHyhx7WQfFBPSg8WFfKdKCoNAxB6fY3hT+cwIM4Eh/GpUX+0pAHyh96WAfFQ6VKlYopZpdxCJ/iAFuaGvwpEMYoBX9D4TpVGg60oQxBKTJ5gbHhlltuUf369VNpaWnqiiuuCLWoxA/Ug0qGSO//S0MeKH/oYR0UD9SDQoOjFOtAUWkYIoQQQkIBjD0wDsH4gy1OfXHy5En5rlatmgon/ve//6np06er1157TR0+fNiaJZWcnKxmzpwpO3DExeU6oFBKXX/99SGVlxBCCCHhRaTqQf+LAh2Iu5IRQgghJQSUhmbNmsnvAwcO+Axz6NAh+W7VqlVY1MuaNWvU4MGDVb169dQTTzwh8mEZ3JgxY9T27dtlBm7fvn3dFCIwZ86ckMlMCCGEkPAj0vSgNVGkA3HGUBgCvxQTJ0706Z8iEoh0+UtDHih/6GEdEH/06NFDdhzbunWr17mjR4+qP//8U95Ade3aNaSFmJKSol566SWRFeDtGHyOjB07Vt16662yexohxQH7z9DDOmD5sw1F9lggnIkEPSglCnWgGHigDrUQhBBCSLSwY8cO1bRpU9W8eXP1448/up375JNPZIv6YcOGqXfeeUeFkqeeekpNmzZN/f777+Ij4pVXXlEDBw70eiuGN3/btm0LmZyEEEIIiRwiQQ96Kgp1IC4lI4QQQkqQxo0bq9tuu01t2bLFehNlgBJUtmxZeUsZaiZMmCA7tH3wwQei+OD/Z599Vt7kEUIIIYSUVj1oQhTqQDQMEUIIISXMlClTVOvWrdWoUaPU8ePHZYryCy+8IG/KZsyYoRo0aBAWdYI3Y4MGDZI19h9++KEocJBt/Pjxau/evaEWjxBCCCERSCToQXFRpgPRMEQIIYSUMFg7v3z5ctW+fXvVpk0beXv21Vdfydan/fv3D8v6aNu2rXrvvffUTz/9pCpUqCCyDxgwQGVkZPgMP2vWrBKXkRBCCCHhT6TpQW2jQAeijyFCCCGEBM2ZM2dki1a84cPWs9ihAzt3JCUlKYfDIdvMmi1nCSGEEEJKC2dKoQ5EwxAhhBBCCsWyZcvU1KlTZbr1tddeq1JTU9WCBQtUTk4OS5YQQgghpZZlpUQH4lKyApKVlaUmT56smjRpoho2bCjb6a1cudJn2F27dqkhQ4ao6tWry5aHF110kXryySfF0ljcaRs2bNig+vTpo+rXr68aNWqk7r33XjVp0qSg4jCgkWP6XL169SJSfnjCf+CBB8TjPdaIvvXWW0HJjzWwr776qmrZsqWkfdlll8nNnxc7d+5UN954o8iPtakjR45UjzzySEDynz59Wj388MMStk6dOqpGjRpSFuh8QlX+cMBmpk4uWrRIdezYUb399tsFjiOUeQhE/nC8hwtSB+F2HxemDZDw4sorr1QLFy5U3377razJz69PJJFNpOtA6HvgQDTYeMKp/6QeRD2IelDgelw43sPUgUoPV5YWHQjb1ZPgyMzM1N26ddPNmjXT+/btk2Nz5szRCQkJ8m3np59+0lWqVNEo6vj4ePk2n86dO+vTp08XW9qGhQsX6jJlyuhnnnlG/j906JCuVKmSLlu2rP75558DisPOpEmTRP4LLrggKNlDLX9WVpa+//779bnnnqtnzJihc3Jygpbf6XTqIUOG6Fq1aukff/xRjq1cuVJkMfJ58v3334u8//znP7XD4dAnT57U1atX14mJifqHH37IU/6MjAzdtm1b3aRJEyu9M2fO6LvvvlvHxcXpBQsWlHj5Q/5OnTrpxo0b6zZt2ljtOSUlxW+6/uLo0KGDTktLC0keUKbly5fPV/5wvIcLUgfhdh8Xpg2Q8GfevHk6NjY21GKQYiDSdSD0Peh3KlasqJs2bRpwPOHUf1IPoh5EPShwPS4c72HqQKWbeRGqA9EwVADGjx8vncnatWvdjg8ePFgnJyfr3bt3W8cwqO/fv7/eunWrGBV+//13PXToUKsTe+CBB4otbfDbb7/pChUq6F69ennFgc/o0aPzjcPOxo0bddWqVQvcmYZK/vT0dH3llVfq+vXr55m//Hjuueck3dmzZ7sdRz2iA/j222/djqempuq6devqFi1aWIYoIz8eEL17985T/ilTpkjYNWvWuMWLuBo1aqRr1qwZlIGrKMofbN++XeK57bbbxDiR1wM5rzhiYmLc6rAk8/DFF19IPDDa5SV/ON7DwdZBON7HhWkDJDLo0aNHqEUgxUCk60Bg2LBhEs8NN9wQUDzh1n9SD6IeRD0ocD0uHO9hQB2odBOJOhANQ0GyZ88eeesFK7Enixcvlo5i0KBB8v+mTZv0wIEDRRmyg/+7dOkiYWE0KI60DSNGjJDjxoJtjwMKGwZl27ZtyzMOu4W8ZcuW+rXXXitQZxoq+TFLp0+fPvJ2cOfOnbqgwMiDN594AGVnZ7udgwxIu127dj7fSPz3v//1kh9tA+eWLFniV34YjnDM11tVKNs4hzeHJVX+dkz59+zZM88HciBxmDoMRR7yetMUjvdwQeog3O7jwrQBQkjoiHQdyB4PZvp69j3Ug/KGepA71IPCQw8KZsYQdSBC/EPDUJBMnjxZOp+RI0d6nTt27JicwxKho0eP6k8//VQ6QF98/PHHEjYpKalY0jZLp2AMwXG8pfOM484775TfWJbkLw479913nx47dqzkqSADylDJjzeSOP7KK6/owjBr1iyJp3v37l7noOiaNxZmyRfANHUcW7VqlZf8zz77rNsbS1/yDxgwQI4tX77cpyUaS9o8le7iLH87pvzxcPf3QA40DlOHocqDP/nD8R4Otg7C8T4uTBsghISOSNeB7PE0b97cq++hHpQ31IPcoR4UPnoQdSBCCg+dTwcJHJwBOBD2pGrVqqp27drikGz16tXiYMyfU7PGjRvL9wUXXOB1bsqUKapChQrq6aefLnDa4JtvvhGv6HD2iHOeccB5Mli+fLnfOAyrVq2Sa//73//mW0bhJD8cTT/zzDPitHnEiBEqED744ANVqVIldeeddwYsf0xMjGrRooWbPLt371bbt293u8aX/CtWrPArPxxkg7vuukucUBuOHTsm5YMyRtolVf52jPwHDx70W5aBxmHKLFR58Ec43sPB1kE43seBtAFCSPgR6TqQPZ4LL7zQq++hHuSCehD1IEO43seB6nF2qAMRkjc0DAXJxo0b5RuGBl9UrlxZvjdt2pRnPEePHpXvvn37ep175513VFpampoxY0ah0jbh7R2pPQ4TfsuWLdZ2er7khyzYRQve/suWLZtnvsJNfgyA8YD529/+pt544w0pbzzImjZtKrsBQE5P3n//fXkIpaSkFIn88fHx6rzzzvMr//Hjx9Vvv/3mM46bbrpJ9ezZU/7v0aOHOnHihHI6nWr06NFq2rRpcr4ky99XeMjkj0DjsNdhKPIAUK7BEKp7ONg6CMf7OJA2QAgJPyJdB/J13LPvoR5EPYh6UOTpQfnpcdSBCMkfGoaCIDMz0zIk2DsiO5hpYu8s/fHll1+qpKQkNW7cOK9zDz74oGrdurV8FybtI0eOuIX3jMOEdzgcsm2rP/nvueceNXjwYNmWPRDCRX4cnz9/vvy/efNmmdHz0UcfqbVr16pLL71UjEZXXHGF20wccPfdd0teJ02a5HbcU55A5a9YsaKKjY31K7/9Gs84cN28efPEKIQ3HZ06dVK33367bF9/8803l2j5+wuPJan+CDQOex2GIg/Asx3kRyju4YLUQbjdx4G2AUJIeBHpOpBnPNWrV/fZ91APoh5EPSjy9KD89DjqQITkT3wAYYht+Y6hXLlyPssFA3nT+fnjzJkz6vXXX1cPPfSQT4v5jTfeKJ/Cpm2uMeHzisNc4xnHkiVLxGqP2SmBEi7yb9261bpm4cKF1kMFU1Uxa+L7779X69evV48++qjb0ppu3brJOU885Sms/Ca8P/ntYTGtGw9XTKnFzKc9e/aouXPnqipVqpRY+fsLnxfBxGHPcyjykJ2drQIlVPdwXvLnRTjdx/7C268hhIQfka4DecZjnzlpl5d6EPUg6kGRqQf50+OoAxESGJwxFASJiYnWb39v6LFsyRgf/DF58mTVqFEjdf/99xdr2uYaE94zDhPefo09Dixxgp8dTAPFcqjCEAr5f//9d+th4vmmAWuVjc8hGImCyUNJyW/Yt2+f1MPUqVNl1lCXLl3UsmXLVOfOndXhw4eDkr0w8vsLH0i6gcSR1z1jj6u48lC+fHkVKKG6h/2Fz4twu4/9hbdfQwgJPyJdB/KMxz6ItMtLPSj/eqAe5N5WAmm71INCo8dRByIkcGgYCgJ0UqaDSk9P9xnm5MmT8l2tWjWf59etW6dmzZqlPvzwQxUXF1esadeoUcMtvGccJnxycrJMBfWM44477lDjx49XTZo0CVjOcJIffoLMUi5/DvXMNFUzVTUvPOUpKvnt13jGgam0WO42ZMgQlZCQIFNm8ebj8ssvV9u2bVNDhw7NV25faRdEfn/h8zI2BBqHvQ5DkQeA8g2EUN7DBamDcLuPC9MGCCGhI9J1IM94zEwEz76HepB/qAf5bnPUg0r2PvYV3p8eRx2IkMChYSgIoMQ0a9ZMfh84cMBnmEOHDsl3q1atvM5h5yA4Df7444/VueeeW+xpX3zxxW7hPePwJas5BmfJs2fPlnXD2PXK/qlfv741k8Uc27t3b1jJj2PGf4AxEHlin/oaiI8WT3kClR8PLax79ic/HOqZB6BnHJiii7Ddu3e30sEMqAULFqi6deuqpUuXqjVr1uQre1GUv7/wvpazFbTMQpWHQAn1PRxsHezfvz/s7uP8whNCwpNI14E84zGbPnjKSj3IP9SDfLc56kElex/7Cu8L6kCEBAcNQ0ECJ8AA/ms8wewOODDE26euXbu6nTt16pSstX3ttdesLVKLO234yoFlHsuNjBM3exw7d+6U37179/aKA8uVMMPA18dsMYk3JOZYILMtSlJ+xAEH03gIwSjja8Br3hDigW6MSAWVH4YlbE9vlwcPs5o1a8pvzO7xJ3+vXr38lgGcZeMNi+fbKByDIz3gyx9ScZW/HSO/v50lgonDlFmo8hAI4XIPB1MHWHsfjvdxYdoAISR0RLoOZI/nl19+8ep7qAcVvA6oB/mGelDx3MeB6HHUgQgJEk2C4tdff9WxsbG6ZcuWXucWLlyIaSd62LBhbsfT0tJ0jx499Ndff+0zzt27dxdb2kOHDpXj8+bN84rjL3/5i/zGsbzi8GTPnj0S7oILLghI7lDKj3LHsWnTpnmluWXLFjk3fPjwgOQ/ceKErlixoq5atarOzs52O/fjjz9KXF26dHE7/vDDD8vxZ555xkv+G264Qc599dVXfuWvVKmSjouL02fOnPGSZ9GiRX7zVlzlb8eU//XXXy9hUlJSfKYbSBymDkORB5zLS/5wu4cLUgfhdh8Xpg0QQkJHpOtA9niSkpK8+h7qQXlDPcgd6kGhu4+D1eM8oQ5EiDc0DBWAUaNGSQe0ceNGt+P9+vXTZcuW1bt27XJTiHr27Kk///xzr3icTqcM7jGoszNr1izdpk0bPWfOnEKlDXbu3KmTk5N13759veLA57bbbss3jmA703CSf/369To+Pl5feOGFOjMz0y3ue+65R5crV87rYbZ8+XLdtm1bPXXqVC/5J0+eLOnOnz/fK66YmBi9atUqt+PHjx/XNWvW1JdccomX/ImJifrqq6/OU/5//OMfEnbmzJlessDoVKZMGb1v374SLX+7UQ3lP2TIEPn9xhtveKUXaByelGQeGjVqlKf84XgPB1sH4Xgfe+aBEBIZRLoOBAYOHCjx4AVNIPGEW/9JPcgF9SDqQYHoceF4DwPqQCTcoGGoAEDRad26tW7Xrp0+duyYKDcwImCgP3fuXLc3Kx06dJDj55xzjtunSpUqOiEhQTqW119/3S3+5s2by/EWLVoUOG077777rhhHjHHh559/lo6rfPnyev/+/QHFEUxnGm7y40EBeW666Sadnp4ux/DWAdd/9NFHXuH79Okj4XHeE4fDoXv37q0bNmxoGWQ+/PBDSfv555/3Kf+yZctE3ieffFJkxXUVKlSQt5Xbt2/PU/7Dhw/rxo0b62rVqolijbD44IEFo9b06dNLvPwhf6tWrXSnTp300aNH5a0P0hs5cqTP6/OLw9RJKPLQvn17Ky1f8ofrPVyQOgi3+zi/NkAICU8iXQdC34O4MVC77LLLAo4nnPpP6kHUg6gHBabHhes9TB2IhCM0DBWQ1NRUPX78eF2/fn0xEsAKvHnzZrcwmHViZrb4+2DGB5QnO//+979FYcHslIKm7cnSpUtFQcM16OyeeOIJPXbs2KDiCLQzDUf5P/30U3l4VK5cWV900UX6uuuu0+vWrfMZdsaMGWK4GTNmjM/zWVlZ+rHHHpM3FA0aNNBXXnml3ynyBqR11VVX6Xr16ukmTZro++67T48ePTog+fHQufvuuyVs9erVde3ateUNrFmCForynzJlih4wYIAYp+ztGcvsXnnllYDj8LVErqTygFlc+ckfzvdwQeog3O7jvNoAISR8iXQdCH0PjOrBxhNO/Sf1IOpB0a4HBSJ/ON/D1IFIuBGDP8H6JSKEEEIIIYQQQgghkQ93JSOEEEIIIYQQQgiJUmgYIoQQQgghhBBCCIlSaBgihBBCCCGEEEIIiVJoGCKEEEIIIYQQQgiJUmgYIoQQQgghhBBCCIlSaBgihBBCCCGEEEIIiVJoGCKEEEIIIYQQQgiJUmgYIoQQQgghhBBCCIlSaBgihBBCCCGEEEIIiVJoGCKEEEIIIYQQQgiJUmgYCiNOnz6tLr30UvngN4lcjhw5op588klVp04dtWLFipDI8Pjjj6sqVaqopUuXqtKA1lq9+uqrqlWrViopKUlVrVpV9e3bV/3www9+r9mwYYPq06ePql+/vmrUqJGaMGGCysjIKLL4g02joHz33Xdq2LBhKlI5dOiQlMvFF18cUPj58+ermJgYr8/AgQOLXVZCSOigHlR6oB5U9FAPoh5EPYgUK5oUGXv27NEoUnyqVKmiGzRooBs2bCi/cSwpKUn+x6dWrVo6NjZWjo8fP16u//77763r161bF/Y1c8EFF4isJk/4/Oc//9HRzuLFi/XVV19t1eXy5ctDIkezZs0k/TFjxuhIJiMjQ0+bNk2XL1/eKtO4uDjrd0JCgp43b56E3bdvnx4+fLiuX7++rly5so6JidF/+9vftMPh0CdPntSdOnXSHTp00GlpafrMmTO6WrVqVjz+Pvb4DXPnztVt2rTR5513nqQxYMAAOe6ZRqBAFtw7F154ofQbXbp00V9//bV1ftCgQbpMmTL60KFDbtcdPHhQ/+tf/9ItW7YsZCm75wvlhzhff/31gOsH/QH6QDv79+/Xd911ly5btqyUJcIEwmWXXeazLtauXVvgvBFCih/qQdSDAPWgooV6EPUg6kGkJKBhqIgVonLlyunPP//c7fjEiRPlhsaA0c5vv/0mx4xhKDs7W994443ywe9IMQwR38BQFkrD0DvvvKPbt2+vN2zYoCOR9PR0PWXKFF23bl3rgYj/U1NT5f5YsGCBrl69uhyvWLGi/vLLL8UYdO+99+qdO3fqChUq6EsuuUQMOzDc5OTk6O3bt4shZ/To0XrWrFn5GoXi4+Ot+I8cOSJyPfDAA2KkmjNnjqRx+eWXixzjxo2T8/Y0AiEzM1N369ZNDHkwbAHEDbnxDeOKkWPSpEmFMrjkhcnXihUr5P+ff/7ZLV+B1I+nYeiPP/4Qhfatt94KWM4vvvhCd+7cWdK3f3755ZdC55EQUrxQDyJ2qAcVDupB1IOoB5GShKP6IlaIJkyY4HXcn2HIGIfuvvtuHYnQMJQ3HTt2DKlhKNKBAejw4cNi5PFneIAxyJw755xzdLt27eT4iBEj5BgMK0888YT8fvrpp+Vc27ZtxXCDWT0wym7evFlfd911+quvvhLjDz4HDhwQo8/tt99uxf/mm2/q+fPny++nnnrKLY1XX31Vfs+ePdstjW3btuWbT8jgazbM4MGDdXJysh41apTIgjC1a9cWo1hBDC55Yc+XHc98+asfM/vRs34MKIdA5fzrX/+qlyxZUojcEEJCBfUgYod6UOGgHkQ9iJCShIahIuR///ufXrNmTVCGIbN8IxKhYShvunbtSsNQEWGWkfkyPFx66aWW8ebRRx/VWVlZMsMH///+++/6xIkTMvsGs4lOnTql77zzTjmHWSmGF1980WsaPMJgBo+JH0u9GjduLAYfxGtPA/FieRsMN1i2ZtLIz+iL/GA2EGYLeWJkwBIyzEJEHjyNNMEYXPyBmVQmX55L1Tzz5Y9zzz03T8PQ7t27A5Lzu+++kyW306dPl7dkhJDIgnoQsUM9qOigHkQ9iJDihs6ni5AaNWqoDh06BH1d//79i1IMQkodcATtj8aNG1u/a9Wqpb755huVmpqqypQpo2rXrq0qV66sWrdurU6ePKk+++wz1bJlSwmbnp5uXTd27Fi3OOfOnavatWunzj//fCt+h8OhduzYoRo2bKh++eUXtzTKly+vmjdvrv744w+1ePFiK43ly5fnma/Zs2dLvB07dvQ6h/RBVlaWyG/6iRdffNEKAyfZdv75z3+KTMZZs93xeYsWLazj9erVs46vW7fOytfHH38szu/r1q2rqlWrpm6//XbJv8mXPzzl8ARpBsJ//vMflZmZqUaNGqUuuugiddlll6nPP/88oGsJIaGHehAhxQP1IOpBhBQ3NAyFERs3blS33XabDDI9wWD3iiuuUI8++qj8/9FHH8lAD2Gvu+462fXH7Ohx7733qvPOO092pMJAEQNPT3DshRdekMEnds7CIPDvf/+72r9/f5HlJy0tTdJv1qyZql69ujUoxTFPtm3bpgYPHmzlCbsXvfXWWz7j/fPPP9UDDzwgA3EMcDGgvfvuu9WJEye8wubk5KiXX35ZDHZNmjRR5557rrr22mvVqlWrvMLi+kceeUQMCeDw4cNSJpUqVZI05s2b5zevKSkpqk2bNrIrFQbV//d//+ez3I2xAIYAxJmQkGCVCwwXgRDI9cePH1fPPvusuvDCC9Xbb7/tdv2vv/4qO1x1795d/l+/fr20reTkZNW+fXv1008/+Uz34MGDasyYMVKOyGPTpk3VE0884XMHLrSjW2+9VeqxYsWKIsfTTz+tnE6nKgh5GRaOHj2qYmNjrbaB+wjAYGO44IILLCOIqd8tW7ZI+/AkOztbLViwwNr5AfHD2AJDEGjQoIHPNOzGoPzSMCxatMiK05cSGB8fL7uQrF692rpv0HY3bdrks1yef/55tWfPHrmfPUG9zpw5068MqEcYgtB2UX9r166VtNBewM0336zuuOOOQhl+8uLYsWNS1mhfcXFxcgw7wvXs2VPdddddUg6EkNIN9SDqQYFAPcgd6kFnoR5ESCEo9jlJJN+lZADLVOxLYgxYmjFkyBDrOOJ65ZVXxOlszZo1reO9evXSp0+fluUxWDJj320JPlbsYKlNjx499MiRI+Uap9OpX3rpJQmL3dLgX6UolpJhNyg40oYvFLBy5UpxZmucbRs+++wzXa9ePf3NN99YjnXhNNgsDbKDpT1Y9jJ27Fhx2gvgFwVhmzdvLo76DDjfs2dPWeOO6e1gx44dukWLFrJsBstV7EuJ6tSpY5UZfD9hZyaUMRyKG0fE8KfiCXzNYOc55A+g/OC/xteuZNhtDkuQzJJD7FyFekA4LHnKj0CuRznecMMN1s5dKSkp1s5XWOKEpTo4jineS5culenJcCBswqN8PZcNbdq0SZYLTZ48WXzcoM1gtzOEh08Y/G+As+vzzz9fnEODY8eOWbu03XzzzbogmLbmuVQJ9Y17oUmTJnJ+4MCB4ucLv//yl79Y4XAcx2655RbJs6kbyOYJ/NugfaCtmfiR12uuucaKw1capjzgSDq/NDynhs+YMcPrHOLAMjKcf+yxx9z8NUAG+w5Anku04BDbl38r46/JHt7kC5/u3bu7hYdfJXMO+Qq2fgz+5PQHdneD/yR7H/fwww8HdC0hJPygHkQ9yEA9iHqQHepBvqEeREIBDUNhohABOJT1NAwZ4wcc0Rq/KDCWwPcH+PDDD+U4BrIIgwGmGdQjHM5h0GznkUceEeOI5+C/d+/eEn7YsGGFNgzBsIJzn3zyiddOWXbD0NGjR3XVqlVlhyg733//vVwPp7Yw5gAYH+DUF/5Y4BfFAKOPKTf7tuLYZQnlsmvXLre4sWsU/LXAEIJ0jNEEux6ZeGDQWrVqlZxDWcPoZPzM2Hn55Zfl+MyZM70G4Ejbc3COAX3r1q3dwsLQAmNMIIahYK6/6qqr3AxDJp/GoTC2RUeb2bt3r5yDT5fExEQ59+2331rXwDgCwx2MiXYQxpTX+vXrLaNjo0aNxIDkua26cVAMJ8/B4s/wMHXqVDFYvfvuu3IeRi/UnacPIdx7OAZHznaH1bjnfJUxdnOzxw/jDhxbG79BxhhnT+P//u//5Bi2ec8vDQCDqQmzcOFCr/N9+vSRssR5szMYHF2bfOLe8Wdw8efXwVd4ky98sNOZp+NLc86zHylOw5Dhzz//tOoO9yx8FRFCIg/qQWehHkQ9iHqQC+pB+UM9iJQkXEoWRmC5lSdYwmJfCtO2bVs1ceJEa7lZv379ZEkRjHyDBg1SQ4cOtZZhjB49Wr5/++03Kz74K8ESsr59+1rhDFj2A+bPn1/gJT8GLMMCr776qtuSKshYoUIF638sFzt16pQsh/MlC+SAPGbJy/fff6+GDx9uLR0yPg0efPBB1atXLykfsywMS6latWrltUwHS1Wuv/56WeLz+OOPy7HExEQ3vyvw49KpUyf5jbKG3J5liaU3Dz/8sCz5ufHGG93SQJ1gWZyvcsEyICwNMmC5EJbpBFqugV7vqz3Z84l8YWmRaVtYGta5c2evfKKO9u7dq0aOHOkWF/y/YOkjytL44cESrJ07d0q7tIOljVjGBz788ENVFGDp0ZNPPqneeecdNWTIEGn78E+zdOlSOY97Ar5xJkyYIEvIAPKKe8Dfmn20VeRhwIABbvEjHP4H5cqVk3I0aRhMm4QMeaVhl9+AOO3A5w+WVJgyQ5zghhtuEL9H+P+NN94oYMn5l8MT3KvGf5DdJ1NJgWWI8G2EesMSv7yWcxJCIh/qQWehHuQb6kFnoR5EPYiQooSGoTAC/mL8YQxEdqOK3eEugC8cO8bPiN0HDAab8EXz5ptviiHA/nnvvffUOeecI4PevAaLgQC/QjAGfPrpp+J7B05/TT4mTZpkhfvqq69kcA2Ht3ZZYNCBLPgYI5Nxfmt3NmyArxuch78kgAHkmTNn3Iw9dvr06SPfX3zxhTWIt5e/p4+WmjVrepUl8oZyguwwznjiyyDQrVs3MUj99a9/Vffdd5+sCwfw62L80uRFMNf7a0/mOHxQeRoHfeXTX7njWhj+4O/KtEvUJ7jmmmu82heMfKjPwrYtA3wYoQzggwbAgAN/UmXLlpX/N2/eLEZQODE2dQxfU8YXE3wqeTpNXrZsmRgVYRjyjN9uDIIxEtiNJSYN1LuvNNCm7B+j9Js47UydOlXi27Bhg9WeUYbwq2XqBnnNy39RoJh8gX379nmdN7LZ7wkYlu15Mb7Jpk+frorDOPTQQw/J7127dhV5/ISQ8IF6EPWg/KAedBbqQdSDCClKaBgqBdhnz+R33MwEgZPl7du3u31wDoYGfHy9tQsGDM4xmIXRCgN0zOaBo+s1a9Z4yYOBtKcs+BhZ4LQYYNYKCGQwDGfWeTnFhbEAwHhkDE95OdA1hh/7AN7MQvHl6Ncfd955pxoxYoQM+qdMmSKGKwx64TS8JK4vSD6DKXfTvmCA9KxPOEhHfc6aNUsVln//+98ycwaO1u35wiy5adOmWbNwnnrqKctRNNri5Zdfbjlqh/HRE7MbGWZSecZvNwYZo86BAwes88YYhPZg0kD7MsYTGMTsHzgIN9gNTHCgjTJCG4YMAM7WTTnCiTQGTyjrL7/8Mt+yshtwYMQEMOSYWWcmXzAKYraV3Yk5wiEPno62IaM9L2aGoZnZVNQYR+m+HPMTQgj1IG+oB/mHehD1IOpBhHhDw1CUYZZ1mZ2GihMsxfr5559lmRcGdFgGhqVK9u22Ic+RI0cC2pHLDD4DmTVgDCVYSuQLzJaxz0goCGYXNCxxCRQYXrAECDtqYAcwGASwXAnLsoyBqjivLwjBlHtJtC8YbbBd/HPPPef3bSJmwaA8EG7GjBly/J577pHBA5a6gd69e/tcRoalh77itxuD7GmYWVt2g5NJA3Ea44mdXP9u6pJLLrHiNKB+YUiFcdaXEQvLy7B8D3juOOdL6bUbcMx9hjo17dbkC7OpsHscdibD8k4Yf7ALnTEW2mVYsWKFlQd8zHJEXzsOFgVmJhvaPCGEFAbqQS6oBwUO9SAX1IOoB5HSDQ1DUYYZYGH5j7/t1DGrx8wSKCwwumCZFwbKN910kwwisbW8mYUCeXBszpw5Pq/HOQxCgVkm5i8sHtxmoAwfP8aY4Wumi8k7ZmQU1DBklor5Wn6TH9ge/ttvvxV/Oxjo480eloOV1PXBkF+5p6WlWedM+5o9e7bf+Mxys4KAJYkff/yxLIX0fOOHesYbINSn8Qk1btw4MYZAmcFvgHKDgchsR2+XC8YTGPx8xW9mrWzdutUtjZUrV8q33eBk0oCBzG5AMR9Djx49rDhNHl566SWZ+QSDE4wzWI7WtWtXN1ng2wl89913PsvJLKfDrCR7umabe9QT2pBdBmxND0MqjKooL/jrwtI/sxzT05BWkmCWVP369WWJIiGEFAbqQS6oBwUO9SAX1IOoB5HSDQ1DUQb8/WDQiGUocMrrCQaFWLplfBoVlB9++EG99tpr1v/wNwQfRnCeC2UEs4dAly5d5Buzinbv3u0VD/zGmNkUZiCLuJcsWeIVFv5ujNxmAImBvnFGbMf4RPE0DgQDZlgALJXDrCd/2A0Bo0aNcnPsDSfN8HMEPJfZ+aKw1xcEU+5wAo4BuifwGVW3bl23+sRsG1PHdmDkW7t2bYFlwfJEtCNPn04HDx4UB9ymDcFBO3z7oGxgwIMBDcuvID/89sCRtqfPJLR7vEFFPn3F//7778uyK8yCQ30jDRhtMCMJxicch/ECs+P8peEJlgXCgGSMS0gD7aVjx45iXDJ1bPcDBDBjyZ9Ta2Bm8KSkpFjLu2BUg1EWGKMT0oKih4ESZj/BpxKW08H5NfKDekSZIl+Fma1jBiB5LUdEuzaz8DyZPHmy5KWw/RIhhFAPckE9KHCoB1EPoh5EooIS3QMtSrnnnntku+VLL700z3DYStxsDY1tv+2YrbAffPBBr+suv/xyOYctsu1ge3df8d15553W8f79++vVq1fr33//Xa7v2LGjfumllwq9Xf26detk225sRWnnhRdekGvMVvD79+/XycnJcgzbgr/yyiuyJTW2jn/qqaf0hRdeKNvFA8R1/vnnS9gqVaro999/X58+fVq2q580aZJsp52ZmWmlZbYt99xmHWBbbsRx6NAhn9tmYgt4O9jyHcdvuukm6xjKtH79+nJ8/PjxXmmYLcMXLVrktgU5tlb3pGrVqrp79+46P4K5HlvRI/3XXnvN7fiSJUvkOLYB9+Qf//iH1zUo34oVK8rxunXryvVoq9jmHvm2x4Ot7WvWrClhy5cvL3X466+/6l27dunp06dLm0FbCxbUFeKEHOecc47bp0KFCpZsaPPgiy++0GXKlJHjTzzxhBzbt2+fbtWqlcgLOT23D0bYsmXL5hn/Bx98IL+fe+45uQ51ER8fr4cNGybH0b79peGPUaNGybXz58/X5513nrRxbEXfr18/kQdl58nx48d19erVrfaK8rGDe9mcg/yI9+KLL9br16+3jqMu3njjDQk/ZswY67j9ExMTI9+4D1Hv/qhdu7aE27lzp8/zM2fOlPOJiYk+8wOuvfZaHRcXJ23q2LFjcuzw4cNyr3722WcBlSUhJDyhHnQW6kHUg6gHuUM9yAX1IBJqaBgqZk6ePCkGEgyKkpKS9M8//+w37Oeff24NyJYuXWodz8nJ0VdccYVl5DCDX3Dw4EFdrVo1OQfjiJ0VK1ZY8S1btsw6jgFr+/btfQ4EYXiwx18YwxDO9ezZU+/Zs8cazLZr106O2dOYPXu2DK49ZcHAfuXKlW7xrlmzRgwOnmFx7LvvvvMqewzScf5f//qXGI2QLgb3MKQsXrzYLTzKyMT39ddfu50bN26cNUCGMcqANI08Tz75pBiLkAYMSRjU4/jo0aNFbofDIeULQ9jbb78t/4P33ntPBsyor/wI9HrUccOGDb2MWeDhhx+W4zAswABhgDEMxkucGzp0qNs1H330kc86qlGjhpcxAHVmjH2eRoZZs2bpYIHxwldb9fygjjdu3CgKBgwMaGeo6w4dOogBr3nz5nrKlCli1LLz6aefWgaQ/OIHt99+uxiMNm/eLP8/88wzkh6MVv7SyIu0tDRdq1Ytt7QQX2xsrJ47d65XeBil0Jd4ylepUiW3dKdNmyZGOsgFgx/uP9yL6C/QV+D+MKDNom0jTbSLcuXKyW9PmWBY8gSG3ISEBAnjabTE/WEMheaDdtS4cWOveJYvX64vu+wyaTuVK1cWBWny5MmWkYgQEplQD6IeRD2IelBeUA9yQT2IhBoahooRzODAgN0+KMJgCzMCPN8WYMYBBl72QRgG9Fu2bBEjhj0O/A/D0WOPPWbNijAfzAzAABCDYvvADr9HjhxppQfjxsSJE3WDBg1Exnr16ulHHnkkqAFtIIYh88HAt0WLFjJ7wz6rxwDDCYxemN2AgeFVV12l165d6zPurVu36r59+8qAF+Gvv/56vwY3GEhgCGnUqJEM5mGkQ1kjDjvDhw/3Kn/IgNkuMH7Y84I07Ualn376SQaxMBAhLOTBgB7GPMzSwJtSzHgwhiETDwb3GIyjrnwNuH0RyPWffPKJNcPHfDDYx8wfDMjtx2EAQL3PmDFDDAue16AtGTCz7Morr5Rr0AZhbPjjjz98yrlt2zaZjYaZLJATxpmCzPrAveJpkIKhAQYgOzCUoV7q1KmjBw0aJEbWYLj11ltFxkCAEeXFF1/UF110kdw/uG7BggW6MKSmpspMGRiwYNBD+zaGJ18EY3AJhAMHDuirr75aP/vss175wv26Y8cOfcMNN+h77723QPVDCIlOqAdRD6IeRD0oEKgHERJ6YvAn1MvZSGQCp7RwvMwmREhkc9VVV6nhw4eLg3h/LFq0SHw2Pf/88yUqGyGEhCvUgwgpHVAPIoTOpwkhJKqBU+ovv/zSy+G2J3CM3atXrxKTixBCCCGkuKEeRIgL7kpGCCFRjNnJ7Y477lBvvvmm7FZmZ+/eveqWW25RGRkZ1tb2hBBCCCGlAepBhLjgUjJSYDiFmpDIJy0tTWYCrVq1Sv6PiYmR7evLlSsnRqIjR46oAQMGqBkzZqikpKRQi0sIIWED9SBCIh/qQYS44IwhQgiJYsqXL69WrFihXn/9ddW1a1dVsWJFMQZBUercubP4FpozZw6NQoQQQggpdVAPIsQFZwyRQr8pa9iwoXVs5MiR6v7772epEkIIIaRUQz2IEEJIaYGGIUIIIYQQQgghhJAohUvJCCGEEEIIIYQQQqIUGoYIIYQQQgghhBBCohQahgghhBBCCCGEEEKiFBqGCCGEEEIIIYQQQqIUGoYICYCsrCw1efJk1aRJE9mFDdt6r1y50m/4DRs2qD59+qj69eurRo0aqQkTJqiMjIwSSTtS0ke8OGc+VatWVTExMertt98ukJyEEEIIKXqoA1EHIoREAZoQkieZmZm6W7duulmzZnrfvn1ybM6cOTohIUG+PVm4cKEuU6aMfuaZZ+T/kydP6k6dOukOHTrotLS0Yk07ktOfOHGiRpeUkpISlIyEEEIIKR6oA1EHIoREBzQMEZIP48ePF4PF2rVr3Y4PHjxYJycn6927d1vHfvvtN12hQgXdq1cvt7Dbt2/XMTExevTo0cWWdqSnT8MQIYQQEl5QB6IORAiJDmgYIiQP9uzZo+Pj42XGjCeLFy8Wo8mgQYOsYyNGjJBjvmbTtG3bVowj27ZtK5a0Iz19GoYIIYSQ8IE6EHUgQkj0QB9DhOTB7NmzlcPhUB07dvQ6165dO/meP3++OnbsmMrOzlZz586VY77Ct2/fHoZY9cYbbxR52qC0pU8IIYSQ0EEdiDoQISR6oGGIkDxYtGiRfDdo0MDrHJwl165dW5wyrl69Wn3zzTcqNTVVlSlTRo570rJlS/levny52/EpU6aoChUqqKeffrrAaYNITZ8QQggh4Qd1IOpAhJDogYYhQvJg48aN8l2nTh2f5ytXrizfmzZtssL6MorYw27ZskXl5ORYx9955x2VlpamZsyYUeC07eEjLX1CCCGEhB/UgagDEUKiBxqGCPFDZmamGEzsRg1PKlWqJN9Hjx5VR44cCSgslmf9+eef1vEHH3xQtW7dWr4LmjaI1PQJIYQQEl5QB6IORAiJLuJDLQAh4YrxnQPKlSvnM0xsbKylQGVkZAQU1oQ33HjjjfIpTNr2ayItfUIIIYSEF9SBXFAHIoREC5wxRIgfEhMTrd9wmuwL+NgxPndM+PzCmvBFmbb9mtKQPiGEEEJCB3UgF9SBCCHRAg1DhPjBbuxJT0/3GebkyZPyXa1aNVWjRo2AwiYnJ6ukpKQiTRuUpvQJIYQQEjqoA1EHIoREFzQMEeKHuLg41axZM/l94MABn2EOHTok361atVIXX3xxwGGLOm1QmtInhBBCSOigDkQdiBASXdAwREge9OjRQ763bt3qdQ5Ol+FEGTNgunbtqrp16yazbA4fPmw5ZLazc+dO+e7du3eRpw1KW/qEEEIICR3UgagDEUKiBxqGCMmDESNGiNPklStXep379ttv5btfv35iEKlYsaIaNGiQHPMXHnENHDiwyNMGpS19QgghhIQO6kDUgQghUYQmhOTJqFGj4E1Zb9y40e14v379dNmyZfWuXbusYzt37tTJycm6b9++bmG3bNkicdx2221e8c+aNUu3adNGz5kzp1BpR2r6hokTJ0qYlJQUv2EIIYQQUnJQB6IORAiJDmgYIiQf0tLSdOvWrXW7du30sWPHtNPp1FOnTtWJiYl67ty5XuHfffddHR8fr2fOnCn/79u3T7dq1Up36tRJp6ene4Vv3ry5GERatGhR6LQjMX0DDUOEEEJIeEEdiDoQISQ64FIyQvIBfnSWL1+u2rdvr9q0aaMaN26svvrqK7Vu3TrVv39/r/BDhgxRixcvVi+//LJq0KCB+NQZOnSoXFOuXDmf4ZHG3//+90KnHYnpE0IIISQ8oQ5EHYgQEh3EwDoUaiEIIeTRRx9Vjz32mEpJSVE333wzC4QQQgghUQF1IEJIqOGMIUIIIYQQQgghhJAohYYhQgghhBBCCCGEkCiFhiFCCCGEEEIIIYSQKIWGIUIIIYQQQgghhJAoJT7UAhBCopOsrCzVrFkz6//jx4+HVB5CCCGEkJKAOhAhJNzgrmSEEEIIIYQQQgghUQqXkhFCCCGEEEIIIYREKTQMEUIIIYQQQgghhEQpNAwRQgghhBBCCCGERCk0DBFCCCGEEEIIIYREKTQMEUIIIYQQQgghhEQpNAwRQgghhBBCCCGERCk0DBFCCCGEEEIIIYREKTQMEUIIIYQQQgghhKjo5P8BoY6Z6G1wra0AAAAASUVORK5CYII=", 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    " ] @@ -2659,19 +2659,9 @@ "outputs": [ { "data": { + "image/png": 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", "text/plain": [ - "" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " + "
    " ] }, "metadata": {}, @@ -2679,7 +2669,14 @@ } ], "source": [ - "ds[\"vel\"][1].plot()" + "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", + "\n", + "for i, ax in enumerate(axes):\n", + " ds[\"vel\"][i].plot(ax=ax)\n", + " ax.set_title(ds[\"vel\"].coords[\"dir\"].values[i])\n", + " ax.tick_params(axis=\"x\", labelrotation=45)\n", + "\n", + "plt.tight_layout()" ] }, { @@ -2734,6 +2731,72 @@ "ds = dolfyn.rotate2(ds, \"principal\", inplace=False)" ] }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "vel = ds[\"vel\"]\n", + "\n", + "vel_dim = [d for d in vel.dims if d in (\"dir\", \"earth\", \"inst\", \"beam\")][0]\n", + "labels = vel.coords[vel_dim].values\n", + "\n", + "fig, axes = plt.subplots(len(labels), 1, figsize=(8, 3 * len(labels)), sharex=True)\n", + "\n", + "if len(labels) == 1:\n", + " axes = [axes]\n", + "\n", + "for ax_i, label in zip(axes, labels):\n", + " values = vel.sel({vel_dim: label}).values.ravel()\n", + " values = values[np.isfinite(values)]\n", + "\n", + " ax_i.hist(values, bins=50, color=\"steelblue\", edgecolor=\"black\", alpha=0.8)\n", + " ax_i.set_title(f\"Velocity histogram: {label}\")\n", + " ax_i.set_ylabel(\"Count\")\n", + "\n", + "axes[-1].set_xlabel(\"Velocity [m/s]\")\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", + "\n", + "for i, ax in enumerate(axes):\n", + " ds[\"vel\"][i].plot(ax=ax)\n", + " ax.set_title(ds[\"vel\"].coords[\"dir\"].values[i])\n", + " ax.tick_params(axis=\"x\", labelrotation=45)\n", + "\n", + "plt.tight_layout()" + ] + }, { "attachments": {}, "cell_type": "markdown", @@ -3287,7 +3350,7 @@ " range_offset: 0.6\n", " declination: 15.8\n", " declination_in_orientmat: 1\n", - " principal_heading: 11.1898
  • fs :
    1
    n_bin :
    300
    n_fft :
    300
    description :
    Binned averages calculated from ensembles of size "n_bin"
    filehead_config :
    {"CLOCKSTR": {"TIME": "\\"2020-08-13 13:56:21\\""}, "ID": "STR=\\"Signature1000\\",SN=101663", "HW": {"FW": 2212, "FPGA": 169, "DIGITAL": "\\"I-3\\"", "INTERFACE": "\\"H-2\\"", "ANALOG": "\\"G-1\\"", "SENSOR": "\\"D-1(AHRS)\\"", "BOOT": 21, "FWMINOR": 11}, "BOARDSENSGET": "AV=23,NB=5,HF=1000,TTR=2.0000,TTRB5=2.0000", "PWR": {"PLAN": 1940.43, "BURST": 1937.69, "AVG": 0.0, "PLAN1": 0.0, "BURST1": 0.0, "AVG1": 0.0, "TOTAL": 1940.43}, "MEM": {"PLAN": 2.733, "BURST": 2.733, "AVG": 0.0, "PLAN1": 0.0, "BURST1": 0.0, "AVG1": 0.0, "TOTAL": 2.733}, "PRECISION": {"AVGHORZ": -9.99, "BURSTHORZ": 2.6, "BEAM5": 1.62, "AVGBEAM": -9.99, "BURSTBEAM": 1.55}, "PLAN": {"MIAVG": 600, "AVG": 0, "DIAVG": 0, "VD": 0, "MV": 10, "SA": 32.0, "BURST": 1, "MIBURST": 1, "DIBURST": 0, "SV": 0.0, "FN": "\\"S101663A007_sea_spider.ad2cp\\"", "SO": 0, "FREQ": 1000, "NSTT": 0}, "BURST": {"NC": 28, "NB": 5, "CS": 0.5, "BD": 0.1, "CY": "\\"ENU\\"", "PL": 0.0, "SR": 1, "NS": 1, "VR": 2.5, "VP": 0.0, "DF": 3, "NPING": 8, "CH": 0, "ALTI": 0, "VR5": 2.5, "BT": 0, "DISV": 0, "ECHO": 0, "RAWALTI": 60, "ALTISTART": 0.1, "ALTIEND": 30.0, "HR": 0, "HR5": 0}, "XFBURST": {"ROWS": 4, "COLS": 4, "M11": 1.1831, "M12": 0.0, "M13": -1.1831, "M14": 0.0, "M21": 0.0, "M22": -1.1831, "M23": 0.0, "M24": 1.1831, "M31": 0.5518, "M32": 0.0, "M33": 0.5518, "M34": 0.0, "M41": 0.0, "M42": 0.5518, "M43": 0.0, "M44": 0.5518}, "USER": {"POFF": 10.2, "DECL": 0.0, "HX": -48, "HY": 48, "HZ": 0}, "INST": {"BR": 9600, "RS": 232, "LED": "\\"OFF\\"", "ORIENT": "\\"AHRS3D\\"", "CMTOUT": 300, "DMTOUT": 60, "CFMTOUT": 60}, "COMPASSCAL": {"DX": 155, "DY": 778, "DZ": -486, "M11": 31481, "M12": 1726, "M13": -1109, "M21": -1955, "M22": 32767, "M23": 379, "M31": 750, "M32": -1851, "M33": 31699}, "READAHRS": "STR=\\"OSv6_a2_V5101_0.6 Oct 3 2019, SerialNumber=60004222,type=OS3DM\\"", "RECSTAT": "SS=512,CS=32768,FC=127813877760,TC=127848677376,VS=127848677376", "BEAMCFGLIST": ["BEAM=1,THETA=25.00,PHI=0.00,FREQ=1000,BW=25,BRD=1,HWBEAM=1,ZNOM=60.00,DIA=0.0", "BEAM=2,THETA=25.00,PHI=-90.00,FREQ=1000,BW=25,BRD=1,HWBEAM=2,ZNOM=60.00,DIA=0.0", "BEAM=3,THETA=25.00,PHI=180.00,FREQ=1000,BW=25,BRD=1,HWBEAM=3,ZNOM=60.00,DIA=0.0", "BEAM=4,THETA=25.00,PHI=90.00,FREQ=1000,BW=25,BRD=1,HWBEAM=4,ZNOM=60.00,DIA=0.0", "BEAM=5,THETA=0.00,PHI=0.00,FREQ=1000,BW=25,BRD=1,HWBEAM=5,ZNOM=60.00,DIA=0.0"], "BEAMIMPLIST": ["BEAM=1,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=2,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=3,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=4,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00", "BEAM=5,P0=1.00000e+02,P1=0.00000e+00,P2=0.00000e+00,P3=0.00000e+00,P4=0.00000e+00,T1=0.00000e+00"], "LISTLICENSE": ["KEY=\\"C390Y1LU32C1B\\",DESC=\\"Averaging Mode\\",TYPE=1", "KEY=\\"6F2UB3HTH2C1B\\",DESC=\\"Burst Five Beams\\",TYPE=17", "KEY=\\"R0X9JSZPH2C1B\\",DESC=\\"128GB Recorder\\",TYPE=14"], "CALCOMPGET": "DX=155,DY=778,DZ=-486,M11=31481,M12=1726,M13=-1109,M21=-1955,M22=32767,M23=379,M31=750,M32=-1851,M33=31699", "CALTEMPGET": "SC=0.99906", "CALTILTGET": "PO=0.00,RO=0.00,MAGG=1,HO=0.00", "CALACCLGET": ["AX=1.000000E+00,B0X=1.791816E-02,B1X=-1.795970E-02,B2X=6.661898E-04,B3X=0.000000E+00,A1X=1.146936E-05,A2X=7.326843E-06,A3X=0.000000E+00", "AY=1.000000E+00,B0Y=9.597497E-03,B1Y=-8.430577E-03,B2Y=9.310668E-04,B3Y=0.000000E+00,A1Y=7.215003E-05,A2Y=1.361528E-06,A3Y=0.000000E+00", "AZ=1.000000E+00,B0Z=1.290458E-02,B1Z=2.959575E-02,B2Z=2.331257E-03,B3Z=0.000000E+00,A1Z=1.164268E-04,A2Z=-2.166612E-06,A3Z=0.000000E+00"], "CALGYROGET": ["AX=1.094973E+00,B0X=-2.672331E+00,B1X=-1.493178E-03,B2X=9.496510E-05,B3X=0.000000E+00,A1X=2.702698E-04,A2X=8.100271E-05,A3X=0.000000E+00", "AY=1.080807E+00,B0Y=3.432283E-01,B1Y=7.219538E-04,B2Y=1.416728E-04,B3Y=0.000000E+00,A1Y=9.466633E-04,A2Y=-4.216283E-05,A3Y=0.000000E+00", "AZ=1.085556E+00,B0Z=-9.442614E-01,B1Z=6.433576E-04,B2Z=-1.306087E-05,B3Z=0.000000E+00,A1Z=1.430541E-03,A2Z=-7.494539E-05,A3Z=0.000000E+00"], "CALPRESSGET": "MT=1,RREF=4.5264760000e+02,RB0=7.7074756250e-01,RB1=-7.5541806250e-02,RB2=4.9886362500e-04,RB3=-1.4193179690e-07,T0=-2.4234620000e+03,T1=1.8815180000e+00,T2=-5.0111803130e-04,T3=4.7281500000e-08,ID=\\"K244314\\"", "CALPRESSCOEFFGET": ["A0=6.3850020000e+00,A1=-5.6274000000e-03,A2=1.6346411250e-06,A3=-1.6029240630e-10,B0=-2.6056009380e-01,B1=3.1699690630e-04,B2=-9.0774206250e-08,B3=8.5142393750e-12", "C0=-1.2762860000e-03,C1=1.1561740000e-06,C2=-3.5109818750e-10,C3=3.5575718750e-14,D0=3.6002040630e-06,D1=-3.3359181250e-09,D2=1.0241850000e-12,D3=-1.0446648750e-16"], "CALROTACCLGET": "M11=0.99144,M12=0.00991,M13=-0.03081,M21=-0.00921,M22=0.99564,M23=0.01131,M31=0.03451,M32=-0.01242,M33=0.98426", "CALROTGYROGET": "M11=1.00000,M12=0.00803,M13=-0.02685,M21=-0.00933,M22=1.00000,M23=0.01646,M31=0.02587,M32=-0.01599,M33=1.00000", "CALECHOGET": "CHA0=0.00,CHB0=-17.69,CHC0=0.00"}
    inst_model :
    Signature1000
    inst_make :
    Nortek
    inst_type :
    ADCP
    burst_config :
    {"press_valid": true, "temp_valid": true, "compass_valid": true, "tilt_valid": true, "vel": true, "amp": true, "corr": true, "le": false, "altraw": false, "ast": false, "echo": false, "ahrs": true, "p_gd": false, "std": false}
    n_cells :
    28
    n_beams :
    4
    ambig_vel :
    5.066
    SerialNum :
    101663
    nominal_corr :
    67
    cell_size :
    0.5
    blank_dist :
    0.1
    power_level_dB :
    0.0
    burst_config_b5 :
    {"press_valid": true, "temp_valid": true, "compass_valid": true, "tilt_valid": true, "vel": true, "amp": true, "corr": true, "le": false, "altraw": false, "ast": false, "echo": false, "ahrs": true, "p_gd": false, "std": false}
    n_cells_b5 :
    28
    coord_sys_axes_b5 :
    beam
    n_beams_b5 :
    1
    ambig_vel_b5 :
    5.066
    SerialNum_b5 :
    101663
    nominal_corr_b5 :
    65
    cell_size_b5 :
    0.5
    blank_dist_b5 :
    0.1
    power_level_dB_b5 :
    0.0
    wakeup_state :
    clock
    orientation :
    AHRS
    orient_status :
    AHRS-3D
    proc_idle_less_3pct :
    0
    proc_idle_less_6pct :
    0
    proc_idle_less_12pct :
    0
    rotate_vars :
    ['vel', 'accel', 'accel_b5', 'angrt', 'angrt_b5', 'mag', 'mag_b5']
    coord_sys :
    principal
    has_imu :
    1
    beam_angle :
    25
    range_offset :
    0.6
    declination :
    15.8
    declination_in_orientmat :
    1
    principal_heading :
    11.1898
  • " ], "text/plain": [ " Size: 379kB\n", @@ -4633,6 +4696,72 @@ "ds_avg" ] }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "vel = ds_avg[\"vel\"]\n", + "\n", + "vel_dim = [d for d in vel.dims if d in (\"dir\", \"earth\", \"inst\", \"beam\")][0]\n", + "labels = vel.coords[vel_dim].values\n", + "\n", + "fig, axes = plt.subplots(len(labels), 1, figsize=(8, 3 * len(labels)), sharex=True)\n", + "\n", + "if len(labels) == 1:\n", + " axes = [axes]\n", + "\n", + "for ax_i, label in zip(axes, labels):\n", + " values = vel.sel({vel_dim: label}).values.ravel()\n", + " values = values[np.isfinite(values)]\n", + "\n", + " ax_i.hist(values, bins=50, color=\"steelblue\", edgecolor=\"black\", alpha=0.8)\n", + " ax_i.set_title(f\"Velocity histogram: {label}\")\n", + " ax_i.set_ylabel(\"Count\")\n", + "\n", + "axes[-1].set_xlabel(\"Velocity [m/s]\")\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", + "\n", + "for i, ax in enumerate(axes):\n", + " ds_avg[\"vel\"][i].plot(ax=ax)\n", + " ax.set_title(ds_avg[\"vel\"].coords[\"dir\"].values[i])\n", + " ax.tick_params(axis=\"x\", labelrotation=45)\n", + "\n", + "plt.tight_layout()" + ] + }, { "attachments": {}, "cell_type": "markdown", @@ -4675,22 +4804,22 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 22, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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    " ] @@ -4714,7 +4843,8 @@ "# Set up time on x-axis\n", "ax.set_xlabel(\"Time\")\n", "ax.xaxis.set_major_formatter(dt.DateFormatter(\"%H:%M\"))\n", - "\n", + "ax.lines[-1].set_label(\"Water surface\")\n", + "ax.legend(loc=\"upper right\")\n", "ax.set_ylabel(\"Altitude [m]\")\n", "ax.set_ylim([0, 12])\n", "plt.colorbar(label=\"Speed [m/s]\")" @@ -4802,7 +4932,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 25, @@ -5103,7 +5233,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 32, From f5d0464cb705a8e43f9b7bde62e54decfcfe3022 Mon Sep 17 00:00:00 2001 From: Emily Browning Date: Thu, 18 Jun 2026 10:10:18 -0800 Subject: [PATCH 04/12] updated descriptions --- examples/adcp_example.ipynb | 10868 +++++++++++++++++----------------- 1 file changed, 5456 insertions(+), 5412 deletions(-) diff --git a/examples/adcp_example.ipynb b/examples/adcp_example.ipynb index 54b7292a7..9bbcb220e 100644 --- a/examples/adcp_example.ipynb +++ b/examples/adcp_example.ipynb @@ -1,5497 +1,5541 @@ { - "cells": [ - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Analyzing ADCP Data with MHKiT\n", - "\n", - "The following example illustrates a straightforward workflow for analyzing Acoustic Doppler Current Profiler (ADCP) data utilizing MHKiT. MHKiT has integrated the DOLfYN codebase as a module to facilitate ADCP and Acoustic Doppler Velocimetry (ADV) data processing.\n", - "\n", - "Here is a standard workflow for ADCP data analysis:\n", - "\n", - "1. **Import Data**\n", - "\n", - "2. **Review, QC, and Prepare the Raw Data**:\n", - " 1. Calculate or verify the correctness of depth bin locations\n", - " 2. Discard data recorded above the water surface or below the seafloor\n", - " 3. Assess the quality of velocity, beam amplitude, and/or beam correlation data\n", - " 4. Rotate Data Coordinate System\n", - "\n", - "3. **Data Averaging**: \n", - " - If not already executed within the instrument, average the data into time bins of a predetermined duration, typically between 5 and 10 minutes\n", - "\n", - "4. **Speed and Direction**\n", - "\n", - "5. **Plotting**\n", - "\n", - "6. **Saving and Loading DOLfYN datasets**\n", - "\n", - "7. **Turbulence Statistics**\n", - " 1. Turbulence Intensity (TI)\n", - " 2. Power Spectral Densities\n", - " 3. Instrument Noise\n", - " 4. TKE Dissipation Rate\n", - " 5. Noise-corrected TI\n", - " 6. Reynolds stresses\n", - " 7. TKE Production\n", - " 8. TKE Balance \n", - "\n", - "\n", - "Begin your analysis by importing the requisite tools:" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "from mhkit import dolfyn\n", - "from mhkit.dolfyn.adp import api\n", - "import matplotlib.pyplot as plt\n", - "import pandas as pd\n", - "import numpy as np" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 1. Importing Raw Instrument Data\n", - "\n", - "One of DOLfYN's key features is its ability to directly import raw data from an Acoustic Doppler Current Profiler (ADCP) right after it has been transferred. In this instance, we are using a Nortek Signature1000 ADCP, with the data stored in files with an '.ad2cp' extension. This specific dataset represents several hours of velocity data, captured at 1 Hz by an ADCP mounted on a bottom lander within a tidal inlet. The list of instruments compatible with DOLfYN can be found in the [MHKiT DOLfYN documentation](https://mhkit-software.github.io/MHKiT/mhkit-python/api.dolfyn.html).\n", - "\n", - "We'll start by importing the raw data file downloaded from the instrument. The `read` function processes the raw file and converts the information into an xarray Dataset. This Dataset includes several groups of variables:\n", - "\n", - "1. **Velocity**: Recorded in the coordinate system saved by the instrument (beam, XYZ, ENU)\n", - "2. **Beam Data**: Includes amplitude and correlation data\n", - "3. **Instrumental & Environmental Measurements**: Captures the instrument's bearing and environmental conditions\n", - "4. **Orientation Matrices**: Used by DOLfYN for rotating through different coordinate frames.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Reading file data/dolfyn/Sig1000_tidal.ad2cp ...\n" - ] - } - ], - "source": [ - "ds = dolfyn.read(\"data/dolfyn/Sig1000_tidal.ad2cp\")" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "There are two ways to see what's in a Dataset. The first is to simply type the dataset's name to see the standard xarray output. To access a particular variable in a dataset, use dict-style (`ds['vel']`) or attribute-style syntax (`ds.vel`). See the [xarray docs](http://xarray.pydata.org/en/stable/getting-started-guide/quick-overview.html) for more details on how to use the xarray format." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
    \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
    <xarray.Dataset> Size: 83MB\n",
    -              "Dimensions:              (time: 55000, time_b5: 55000, range: 28, range_b5: 28,\n",
    -              "                          beam: 4, dir: 4, dirIMU: 3, earth: 3, inst: 3, q: 4,\n",
    -              "                          x1: 4, x2: 4)\n",
    -              "Coordinates:\n",
    -              "  * time                 (time) datetime64[ns] 440kB 2020-08-15T00:20:00.5009...\n",
    -              "  * time_b5              (time_b5) datetime64[ns] 440kB 2020-08-15T00:20:00.4...\n",
    -              "  * range                (range) float64 224B 0.6 1.1 1.6 2.1 ... 13.1 13.6 14.1\n",
    -              "  * range_b5             (range_b5) float64 224B 0.6 1.1 1.6 ... 13.1 13.6 14.1\n",
    -              "  * beam                 (beam) int32 16B 1 2 3 4\n",
    -              "  * dir                  (dir) <U2 32B 'E' 'N' 'U1' 'U2'\n",
    -              "  * dirIMU               (dirIMU) <U1 12B 'E' 'N' 'U'\n",
    -              "  * earth                (earth) <U1 12B 'E' 'N' 'U'\n",
    -              "  * inst                 (inst) <U1 12B 'X' 'Y' 'Z'\n",
    -              "  * q                    (q) <U1 16B 'w' 'x' 'y' 'z'\n",
    -              "  * x1                   (x1) int32 16B 1 2 3 4\n",
    -              "  * x2                   (x2) int32 16B 1 2 3 4\n",
    -              "Data variables: (12/38)\n",
    -              "    c_sound              (time) float32 220kB 1.502e+03 1.502e+03 ... 1.498e+03\n",
    -              "    temp                 (time) float32 220kB 14.55 14.55 14.55 ... 13.47 13.47\n",
    -              "    pressure             (time) float32 220kB 9.713 9.718 9.718 ... 9.594 9.596\n",
    -              "    mag                  (dirIMU, time) float32 660kB 72.5 72.7 ... -195.7\n",
    -              "    accel                (dirIMU, time) float32 660kB -0.00479 ... 9.729\n",
    -              "    batt                 (time) float32 220kB 16.6 16.6 16.6 ... 16.4 16.4 15.2\n",
    -              "    ...                   ...\n",
    -              "    telemetry_data       (time) uint8 55kB 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0\n",
    -              "    boost_running        (time) uint8 55kB 0 0 0 0 0 0 0 0 1 ... 1 0 0 0 0 0 0 1\n",
    -              "    heading              (time) float32 220kB -12.52 -12.51 ... -12.52 -12.5\n",
    -              "    pitch                (time) float32 220kB -0.065 -0.06 -0.06 ... -0.05 -0.05\n",
    -              "    roll                 (time) float32 220kB -7.425 -7.42 -7.42 ... -6.45 -6.45\n",
    -              "    beam2inst_orientmat  (x1, x2) float32 64B 1.183 0.0 -1.183 ... 0.0 0.5518\n",
    -              "Attributes: (12/34)\n",
    -              "    filehead_config:       {"CLOCKSTR": {"TIME": "\\"2020-08-13 13:56:21\\""}, ...\n",
    -              "    inst_model:            Signature1000\n",
    -              "    inst_make:             Nortek\n",
    -              "    inst_type:             ADCP\n",
    -              "    burst_config:          {"press_valid": true, "temp_valid": true, "compass...\n",
    -              "    n_cells:               28\n",
    -              "    ...                    ...\n",
    -              "    proc_idle_less_12pct:  0\n",
    -              "    rotate_vars:           ['vel', 'accel', 'accel_b5', 'angrt', 'angrt_b5', ...\n",
    -              "    coord_sys:             earth\n",
    -              "    fs:                    1\n",
    -              "    has_imu:               1\n",
    -              "    beam_angle:            25
    " - ], - "text/plain": [ - " Size: 83MB\n", - "Dimensions: (time: 55000, time_b5: 55000, range: 28, range_b5: 28,\n", - " beam: 4, dir: 4, dirIMU: 3, earth: 3, inst: 3, q: 4,\n", - " x1: 4, x2: 4)\n", - "Coordinates:\n", - " * time (time) datetime64[ns] 440kB 2020-08-15T00:20:00.5009...\n", - " * time_b5 (time_b5) datetime64[ns] 440kB 2020-08-15T00:20:00.4...\n", - " * range (range) float64 224B 0.6 1.1 1.6 2.1 ... 13.1 13.6 14.1\n", - " * range_b5 (range_b5) float64 224B 0.6 1.1 1.6 ... 13.1 13.6 14.1\n", - " * beam (beam) int32 16B 1 2 3 4\n", - " * dir (dir) : Nortek Signature1000\n", - " . 15.28 hours (started: Aug 15, 2020 00:20)\n", - " . earth-frame\n", - " . (55000 pings @ 1Hz)\n", - " Variables:\n", - " - time ('time',)\n", - " - time_b5 ('time_b5',)\n", - " - vel ('dir', 'range', 'time')\n", - " - vel_b5 ('range_b5', 'time_b5')\n", - " - range ('range',)\n", - " - orientmat ('earth', 'inst', 'time')\n", - " - heading ('time',)\n", - " - pitch ('time',)\n", - " - roll ('time',)\n", - " - temp ('time',)\n", - " - pressure ('time',)\n", - " - amp ('beam', 'range', 'time')\n", - " - amp_b5 ('range_b5', 'time_b5')\n", - " - corr ('beam', 'range', 'time')\n", - " - corr_b5 ('range_b5', 'time_b5')\n", - " - accel ('dirIMU', 'time')\n", - " - angrt ('dirIMU', 'time')\n", - " - mag ('dirIMU', 'time')\n", - " ... and others (see `.variables`)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ds_dolfyn = ds.velds\n", - "ds_dolfyn" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The resulting histograms help identify potential outliers and assess the overall distribution of velocity measurements." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "vel = ds[\"vel\"]\n", - "\n", - "vel_dim = [d for d in vel.dims if d in (\"dir\", \"earth\", \"inst\", \"beam\")][0]\n", - "labels = vel.coords[vel_dim].values\n", - "\n", - "fig, axes = plt.subplots(len(labels), 1, figsize=(8, 3 * len(labels)), sharex=True)\n", - "\n", - "if len(labels) == 1:\n", - " axes = [axes]\n", - "\n", - "for ax_i, label in zip(axes, labels):\n", - " values = vel.sel({vel_dim: label}).values.ravel()\n", - " values = values[np.isfinite(values)]\n", - "\n", - " ax_i.hist(values, bins=50, color=\"steelblue\", edgecolor=\"black\", alpha=0.8)\n", - " ax_i.set_title(f\"Velocity histogram: {label}\")\n", - " ax_i.set_ylabel(\"Count\")\n", - "\n", - "axes[-1].set_xlabel(\"Velocity [m/s]\")\n", - "plt.tight_layout()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2. Initial Steps for Data Quality Control (QC)\n", - "\n", - "### 2.1: Set the Deployment Height\n", - "\n", - "When using Nortek instruments, the deployment software does not factor in the deployment height. The deployment height represents the position of the Acoustic Doppler Current Profiler (ADCP) within the water column. \n", - "\n", - "In this context, the center of the first depth bin is situated at a distance that is the sum of three elements: \n", - "1. Deployment height (the ADCP's position in the water column)\n", - "2. Blanking distance (the minimum distance from the ADCP to the first measurement point)\n", - "3. Cell size (the vertical distance of each measurement bin in the water column)\n", - "\n", - "To ensure accurate readings, it is critical to calibrate the 'range' coordinate to make '0' correspond to either the seafloor or sea surface. This calibration can be achieved using the `set_range_offset` function. \n", - "\n", - "For those using a Teledyne RDI ADCP, the TRDI deployment software will prompt you to specify the deployment height/depth during setup in order to automatically calculate water depth. If there's a need for calibration post-deployment, the `set_range_offset` function can be utilized in the same way as described above to override the initially specified value." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", - "\n", - "for i, ax in enumerate(axes):\n", - " ds[\"vel\"][i].plot(ax=ax)\n", - " ax.set_title(ds[\"vel\"].coords[\"dir\"].values[i])\n", - " ax.tick_params(axis=\"x\", labelrotation=45)\n", - "\n", - "plt.tight_layout()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "# The ADCP transducers were measured to be 0.6 m from the feet of the lander\n", - "api.clean.set_range_offset(ds, 0.6)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "So, the center of bin 1 is located at 1.2 m:" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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    -              "        7.2,  7.7,  8.2,  8.7,  9.2,  9.7, 10.2, 10.7, 11.2, 11.7, 12.2, 12.7,\n",
    -              "       13.2, 13.7, 14.2, 14.7])\n",
    -              "Coordinates:\n",
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    -              "Attributes:\n",
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    -              "    units:                  m\n",
    -              "    long_name:              Profile Range\n",
    -              "    description:            Distance to the center of each depth bin
    " - ], - "text/plain": [ - " Size: 224B\n", - "array([ 1.2, 1.7, 2.2, 2.7, 3.2, 3.7, 4.2, 4.7, 5.2, 5.7, 6.2, 6.7,\n", - " 7.2, 7.7, 8.2, 8.7, 9.2, 9.7, 10.2, 10.7, 11.2, 11.7, 12.2, 12.7,\n", - " 13.2, 13.7, 14.2, 14.7])\n", - "Coordinates:\n", - " * range (range) float64 224B 1.2 1.7 2.2 2.7 3.2 ... 13.2 13.7 14.2 14.7\n", - "Attributes:\n", - " coverage_content_type: coordinate\n", - " units: m\n", - " long_name: Profile Range\n", - " description: Distance to the center of each depth bin" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ds.range" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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    " - ], - "text/plain": [ - " Statistic Value\n", - "0 min 1.2\n", - "1 max 14.7\n", - "2 mean spacing 0.5\n", - "3 max spacing 0.5\n", - "4 min spacing 0.5" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "\n", - "\n", - "range_da = ds[\"range\"]\n", - "spacing = range_da.diff(\"range\")\n", - "\n", - "range_stats = pd.DataFrame(\n", - " {\n", - " \"Statistic\": [\"min\", \"max\", \"mean spacing\", \"max spacing\", \"min spacing\"],\n", - " \"Value\": [\n", - " float(range_da.min().values),\n", - " float(range_da.max().values),\n", - " float(spacing.mean().values),\n", - " float(spacing.max().values),\n", - " float(spacing.min().values),\n", - " ],\n", - " }\n", - ")\n", - "\n", - "range_stats" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 2.2. Discard Data Above Surface Level and Surface Interference\n", - "\n", - "To reduce computational load, we can exclude all data at or above the water surface level, including that affected by surface interference. Since the instrument was oriented upwards, we can utilize the pressure sensor data along with the function `water_depth_from_pressure` to find the water depth. However, this approach necessitates that the pressure sensor was calibrated or 'zeroed' prior to deployment. If the instrument is facing downwards or doesn't include pressure data, the function `water_depth_from_amplitude` can be used to detect the seabed or water surface.\n", - "\n", - "It's important to note that Acoustic Doppler Current Profilers (ADCPs) do not measure water salinity, so you'll need to supply this information to the function. If `water_depth_from_pressure` is called after `set_range_offset`, \"depth\" represents the distance from the water surface to the seafloor. Otherwise, it indicates the distance to the ADCP pressure sensor.\n", - "\n", - "After determining the \"depth\", you can use the `remove_surface_interference` function to discard data in depth bins at or above the actual water surface. Be aware that this function will generate a new dataset." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "api.clean.water_depth_from_pressure(ds, salinity=31)\n", - "ds = api.clean.remove_surface_interference(ds)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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    -              "Dimensions:              (time: 55000, time_b5: 55000, range: 28, range_b5: 28,\n",
    -              "                          beam: 4, dir: 4, dirIMU: 3, earth: 3, inst: 3, q: 4,\n",
    -              "                          x1: 4, x2: 4)\n",
    -              "Coordinates:\n",
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    -              "Data variables: (12/40)\n",
    -              "    c_sound              (time) float32 220kB 1.502e+03 1.502e+03 ... 1.498e+03\n",
    -              "    temp                 (time) float32 220kB 14.55 14.55 14.55 ... 13.47 13.47\n",
    -              "    pressure             (time) float32 220kB 9.713 9.718 9.718 ... 9.594 9.596\n",
    -              "    mag                  (dirIMU, time) float32 660kB 72.5 72.7 ... -195.7\n",
    -              "    accel                (dirIMU, time) float32 660kB -0.00479 ... 9.729\n",
    -              "    batt                 (time) float32 220kB 16.6 16.6 16.6 ... 16.4 16.4 15.2\n",
    -              "    ...                   ...\n",
    -              "    heading              (time) float32 220kB -12.52 -12.51 ... -12.52 -12.5\n",
    -              "    pitch                (time) float32 220kB -0.065 -0.06 -0.06 ... -0.05 -0.05\n",
    -              "    roll                 (time) float32 220kB -7.425 -7.42 -7.42 ... -6.45 -6.45\n",
    -              "    beam2inst_orientmat  (x1, x2) float32 64B 1.183 0.0 -1.183 ... 0.0 0.5518\n",
    -              "    water_density        (time) float32 220kB 1.023e+03 1.023e+03 ... 1.023e+03\n",
    -              "    depth                (time) float32 220kB 10.28 10.28 10.28 ... 10.16 10.16\n",
    -              "Attributes: (12/35)\n",
    -              "    filehead_config:       {"CLOCKSTR": {"TIME": "\\"2020-08-13 13:56:21\\""}, ...\n",
    -              "    inst_model:            Signature1000\n",
    -              "    inst_make:             Nortek\n",
    -              "    inst_type:             ADCP\n",
    -              "    burst_config:          {"press_valid": true, "temp_valid": true, "compass...\n",
    -              "    n_cells:               28\n",
    -              "    ...                    ...\n",
    -              "    rotate_vars:           ['vel', 'accel', 'accel_b5', 'angrt', 'angrt_b5', ...\n",
    -              "    coord_sys:             earth\n",
    -              "    fs:                    1\n",
    -              "    has_imu:               1\n",
    -              "    beam_angle:            25\n",
    -              "    range_offset:          0.6
    " - ], - "text/plain": [ - " Size: 84MB\n", - "Dimensions: (time: 55000, time_b5: 55000, range: 28, range_b5: 28,\n", - " beam: 4, dir: 4, dirIMU: 3, earth: 3, inst: 3, q: 4,\n", - " x1: 4, x2: 4)\n", - "Coordinates:\n", - " * time (time) datetime64[ns] 440kB 2020-08-15T00:20:00.5009...\n", - " * time_b5 (time_b5) datetime64[ns] 440kB 2020-08-15T00:20:00.4...\n", - " * range (range) float64 224B 1.2 1.7 2.2 2.7 ... 13.7 14.2 14.7\n", - " * range_b5 (range_b5) float64 224B 1.2 1.7 2.2 ... 13.7 14.2 14.7\n", - " * beam (beam) int32 16B 1 2 3 4\n", - " * dir (dir) ]" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", - "\n", - "for i, ax in enumerate(axes):\n", - " ds[\"vel\"][i].plot(ax=ax)\n", - " ax.set_title(ds[\"vel\"].coords[\"dir\"].values[i])\n", - " ax.tick_params(axis=\"x\", labelrotation=45)\n", - "\n", - "plt.tight_layout()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 2.3: Apply an Acoustic Signal Correlation Filter\n", - "\n", - "After removing data from bins at or above the water surface, we typically apply a filter based on acoustic signal correlation to the ADCP data. This helps to eliminate erroneous velocity data points, which can be caused by factors such as bubbles, kelp, fish, etc., moving through one or multiple beams.\n", - "\n", - "You can quickly inspect the data to determine an appropriate correlation value by using the built-in plotting feature of xarray. In the following example, we use xarray's slicing capabilities to display data from beam 1 within a range of 0 to 10 m from the ADCP.\n", - "\n", - "It's important to note that not all ADCPs provide acoustic signal correlation data, which serves as a quantitative measure of signal quality. Older ADCPs may not offer this feature, in which case you can skip this step when using such instruments." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "fig, axes = plt.subplots(2, 2, figsize=(12, 8), sharex=True, sharey=True)\n", - "\n", - "for i, ax in enumerate(axes.ravel()):\n", - " ds[\"corr\"].isel(beam=i).sel(range=slice(0, 10)).plot(ax=ax)\n", - " ax.set_title(f\"Beam {int(ds['beam'].isel(beam=i).values)}\")\n", - "\n", - "plt.tight_layout()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "It's beneficial to also review data from the other beams. A significant portion of this data is of high quality. To avoid discarding valuable data with lower correlations, which could be due to natural variations, we can use the `correlation_filter`. This function assigns a value of NaN (not a number) to velocity values corresponding to correlations below 50%.\n", - "\n", - "However, it's important to note that the correlation threshold is dependent on the specifics of the deployment environment and the instrument used. It's not unusual to set a threshold as low as 30%, or even to forgo the use of this function entirely." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "ds = api.clean.correlation_filter(ds, thresh=50)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", - "\n", - "for i, ax in enumerate(axes):\n", - " ds[\"vel\"][i].plot(ax=ax)\n", - " ax.set_title(ds[\"vel\"].coords[\"dir\"].values[i])\n", - " ax.tick_params(axis=\"x\", labelrotation=45)\n", - "\n", - "plt.tight_layout()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 2.4 Rotate Data Coordinate System\n", - "\n", - "After cleaning the data, the next step is to rotate the velocity data into accurate East, North, Up (ENU) coordinates.\n", - "\n", - "ADCPs utilize an internal compass or magnetometer to determine magnetic ENU directions. You can use the set_declination function to adjust the velocity data according to the magnetic declination specific to your geographical coordinates. This declination can be looked up online for specific coordinates.\n", - "\n", - "Instruments save vector data in the coordinate system defined in the deployment configuration file. To make this data meaningful, it must be transformed through various coordinate systems (\"beam\"<->\"inst\"<->\"earth\"<->\"principal\"). This transformation is accomplished using the `rotate2` function. If the \"earth\" (ENU) coordinate system is specified, DOLfYN will automatically rotate the dataset through the required coordinate systems to reach the \"earth\" coordinates. Setting `inplace` to true will modify the input dataset directly, meaning it will not create a new dataset.\n", - "\n", - "In this case, since the ADCP data is already in the \"earth\" coordinate system, the `rotate2` function will return the input dataset without modifications. The `set_declination` function will work no matter the coordinate system." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Data is already in the earth coordinate system\n" - ] - } - ], - "source": [ - "dolfyn.set_declination(ds, 15.8, inplace=True) # 15.8 deg East\n", - "dolfyn.rotate2(ds, \"earth\", inplace=True)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To rotate into the principal frame of reference (streamwise, cross-stream, vertical), if desired, we must first calculate the depth-averaged principal flow heading and add it to the dataset attributes. Then the dataset can be rotated using the same `rotate2` function. We use `inplace=False` because we do not want to alter the input dataset here." - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "ds.attrs[\"principal_heading\"] = dolfyn.calc_principal_heading(ds[\"vel\"].mean(\"range\"))\n", - "ds = dolfyn.rotate2(ds, \"principal\", inplace=False)" - ] - }, + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Analyzing ADCP Data with MHKiT\n", + "\n", + "The following example illustrates a straightforward workflow for analyzing Acoustic Doppler Current Profiler (ADCP) data utilizing MHKiT. MHKiT has integrated the DOLfYN codebase as a module to facilitate ADCP and Acoustic Doppler Velocimetry (ADV) data processing.\n", + "\n", + "Here is a standard workflow for ADCP data analysis:\n", + "\n", + "1. **Import Data**\n", + "\n", + "2. **Review, QC, and Prepare the Raw Data**:\n", + " 1. Calculate or verify the correctness of depth bin locations\n", + " 2. Discard data recorded above the water surface or below the seafloor\n", + " 3. Assess the quality of velocity, beam amplitude, and/or beam correlation data\n", + " 4. Rotate Data Coordinate System\n", + "\n", + "3. **Data Averaging**: \n", + " - If not already executed within the instrument, average the data into time bins of a predetermined duration, typically between 5 and 10 minutes\n", + "\n", + "4. **Speed and Direction**\n", + "\n", + "5. **Plotting**\n", + "\n", + "6. **Saving and Loading DOLfYN datasets**\n", + "\n", + "7. **Turbulence Statistics**\n", + " 1. Turbulence Intensity (TI)\n", + " 2. Power Spectral Densities\n", + " 3. Instrument Noise\n", + " 4. TKE Dissipation Rate\n", + " 5. Noise-corrected TI\n", + " 6. Reynolds stresses\n", + " 7. TKE Production\n", + " 8. TKE Balance \n", + "\n", + "\n", + "Begin your analysis by importing the requisite tools:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "from mhkit import dolfyn\n", + "from mhkit.dolfyn.adp import api\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import numpy as np" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Importing Raw Instrument Data\n", + "\n", + "One of DOLfYN's key features is its ability to directly import raw data from an Acoustic Doppler Current Profiler (ADCP) right after it has been transferred. In this instance, we are using a Nortek Signature1000 ADCP, with the data stored in files with an '.ad2cp' extension. This specific dataset represents several hours of velocity data, captured at 1 Hz by an ADCP mounted on a bottom lander within a tidal inlet. The list of instruments compatible with DOLfYN can be found in the [MHKiT DOLfYN documentation](https://mhkit-software.github.io/MHKiT/mhkit-python/api.dolfyn.html).\n", + "\n", + "We'll start by importing the raw data file downloaded from the instrument. The `read` function processes the raw file and converts the information into an xarray Dataset. This Dataset includes several groups of variables:\n", + "\n", + "1. **Velocity**: Recorded in the coordinate system saved by the instrument (beam, XYZ, ENU)\n", + "2. **Beam Data**: Includes amplitude and correlation data\n", + "3. **Instrumental & Environmental Measurements**: Captures the instrument's bearing and environmental conditions\n", + "4. **Orientation Matrices**: Used by DOLfYN for rotating through different coordinate frames.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "scrolled": true + }, + "outputs": [ { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "vel = ds[\"vel\"]\n", - "\n", - "vel_dim = [d for d in vel.dims if d in (\"dir\", \"earth\", \"inst\", \"beam\")][0]\n", - "labels = vel.coords[vel_dim].values\n", - "\n", - "fig, axes = plt.subplots(len(labels), 1, figsize=(8, 3 * len(labels)), sharex=True)\n", - "\n", - "if len(labels) == 1:\n", - " axes = [axes]\n", - "\n", - "for ax_i, label in zip(axes, labels):\n", - " values = vel.sel({vel_dim: label}).values.ravel()\n", - " values = values[np.isfinite(values)]\n", - "\n", - " ax_i.hist(values, bins=50, color=\"steelblue\", edgecolor=\"black\", alpha=0.8)\n", - " ax_i.set_title(f\"Velocity histogram: {label}\")\n", - " ax_i.set_ylabel(\"Count\")\n", - "\n", - "axes[-1].set_xlabel(\"Velocity [m/s]\")\n", - "plt.tight_layout()" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "Reading file data/dolfyn/Sig1000_tidal.ad2cp ...\n" + ] + } + ], + "source": [ + "ds = dolfyn.read(\"data/dolfyn/Sig1000_tidal.ad2cp\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are two ways to see what's in a Dataset. The first is to simply type the dataset's name to see the standard xarray output. To access a particular variable in a dataset, use dict-style (`ds['vel']`) or attribute-style syntax (`ds.vel`). See the [xarray docs](http://xarray.pydata.org/en/stable/getting-started-guide/quick-overview.html) for more details on how to use the xarray format." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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    <xarray.Dataset> Size: 83MB\n",
    +       "Dimensions:              (time: 55000, time_b5: 55000, range: 28, range_b5: 28,\n",
    +       "                          beam: 4, dir: 4, dirIMU: 3, earth: 3, inst: 3, q: 4,\n",
    +       "                          x1: 4, x2: 4)\n",
    +       "Coordinates:\n",
    +       "  * time                 (time) datetime64[ns] 440kB 2020-08-15T00:20:00.5009...\n",
    +       "  * time_b5              (time_b5) datetime64[ns] 440kB 2020-08-15T00:20:00.4...\n",
    +       "  * range                (range) float64 224B 0.6 1.1 1.6 2.1 ... 13.1 13.6 14.1\n",
    +       "  * range_b5             (range_b5) float64 224B 0.6 1.1 1.6 ... 13.1 13.6 14.1\n",
    +       "  * beam                 (beam) int32 16B 1 2 3 4\n",
    +       "  * dir                  (dir) <U2 32B 'E' 'N' 'U1' 'U2'\n",
    +       "  * dirIMU               (dirIMU) <U1 12B 'E' 'N' 'U'\n",
    +       "  * earth                (earth) <U1 12B 'E' 'N' 'U'\n",
    +       "  * inst                 (inst) <U1 12B 'X' 'Y' 'Z'\n",
    +       "  * q                    (q) <U1 16B 'w' 'x' 'y' 'z'\n",
    +       "  * x1                   (x1) int32 16B 1 2 3 4\n",
    +       "  * x2                   (x2) int32 16B 1 2 3 4\n",
    +       "Data variables: (12/38)\n",
    +       "    c_sound              (time) float32 220kB 1.502e+03 1.502e+03 ... 1.498e+03\n",
    +       "    temp                 (time) float32 220kB 14.55 14.55 14.55 ... 13.47 13.47\n",
    +       "    pressure             (time) float32 220kB 9.713 9.718 9.718 ... 9.594 9.596\n",
    +       "    mag                  (dirIMU, time) float32 660kB 72.5 72.7 ... -195.7\n",
    +       "    accel                (dirIMU, time) float32 660kB -0.00479 ... 9.729\n",
    +       "    batt                 (time) float32 220kB 16.6 16.6 16.6 ... 16.4 16.4 15.2\n",
    +       "    ...                   ...\n",
    +       "    telemetry_data       (time) uint8 55kB 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0\n",
    +       "    boost_running        (time) uint8 55kB 0 0 0 0 0 0 0 0 1 ... 1 0 0 0 0 0 0 1\n",
    +       "    heading              (time) float32 220kB -12.52 -12.51 ... -12.52 -12.5\n",
    +       "    pitch                (time) float32 220kB -0.065 -0.06 -0.06 ... -0.05 -0.05\n",
    +       "    roll                 (time) float32 220kB -7.425 -7.42 -7.42 ... -6.45 -6.45\n",
    +       "    beam2inst_orientmat  (x1, x2) float32 64B 1.183 0.0 -1.183 ... 0.0 0.5518\n",
    +       "Attributes: (12/34)\n",
    +       "    filehead_config:       {"CLOCKSTR": {"TIME": "\\"2020-08-13 13:56:21\\""}, ...\n",
    +       "    inst_model:            Signature1000\n",
    +       "    inst_make:             Nortek\n",
    +       "    inst_type:             ADCP\n",
    +       "    burst_config:          {"press_valid": true, "temp_valid": true, "compass...\n",
    +       "    n_cells:               28\n",
    +       "    ...                    ...\n",
    +       "    proc_idle_less_12pct:  0\n",
    +       "    rotate_vars:           ['vel', 'accel', 'accel_b5', 'angrt', 'angrt_b5', ...\n",
    +       "    coord_sys:             earth\n",
    +       "    fs:                    1\n",
    +       "    has_imu:               1\n",
    +       "    beam_angle:            25
    " ], - "source": [ - "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", - "\n", - "for i, ax in enumerate(axes):\n", - " ds[\"vel\"][i].plot(ax=ax)\n", - " ax.set_title(ds[\"vel\"].coords[\"dir\"].values[i])\n", - " ax.tick_params(axis=\"x\", labelrotation=45)\n", - "\n", - "plt.tight_layout()" + "text/plain": [ + " Size: 83MB\n", + "Dimensions: (time: 55000, time_b5: 55000, range: 28, range_b5: 28,\n", + " beam: 4, dir: 4, dirIMU: 3, earth: 3, inst: 3, q: 4,\n", + " x1: 4, x2: 4)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 440kB 2020-08-15T00:20:00.5009...\n", + " * time_b5 (time_b5) datetime64[ns] 440kB 2020-08-15T00:20:00.4...\n", + " * range (range) float64 224B 0.6 1.1 1.6 2.1 ... 13.1 13.6 14.1\n", + " * range_b5 (range_b5) float64 224B 0.6 1.1 1.6 ... 13.1 13.6 14.1\n", + " * beam (beam) int32 16B 1 2 3 4\n", + " * dir (dir) : Nortek Signature1000\n", + " . 15.28 hours (started: Aug 15, 2020 00:20)\n", + " . earth-frame\n", + " . (55000 pings @ 1Hz)\n", + " Variables:\n", + " - time ('time',)\n", + " - time_b5 ('time_b5',)\n", + " - vel ('dir', 'range', 'time')\n", + " - vel_b5 ('range_b5', 'time_b5')\n", + " - range ('range',)\n", + " - orientmat ('earth', 'inst', 'time')\n", + " - heading ('time',)\n", + " - pitch ('time',)\n", + " - roll ('time',)\n", + " - temp ('time',)\n", + " - pressure ('time',)\n", + " - amp ('beam', 'range', 'time')\n", + " - amp_b5 ('range_b5', 'time_b5')\n", + " - corr ('beam', 'range', 'time')\n", + " - corr_b5 ('range_b5', 'time_b5')\n", + " - accel ('dirIMU', 'time')\n", + " - angrt ('dirIMU', 'time')\n", + " - mag ('dirIMU', 'time')\n", + " ... and others (see `.variables`)" ] - }, + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds_dolfyn = ds.velds\n", + "ds_dolfyn" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One way to visualize this data is to plot the velocity in a histogram. This will highlight any outliers." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "avg_tool = api.ADPBinner(n_bin=ds.fs * 300, fs=ds.fs)\n", - "ds_avg = avg_tool.bin_average(ds)" + "data": { + "image/png": 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ePVKvXj1p27atnD171uu6AAAAAL4s14NFQECAhIWFObfQ0FCzPy4uTt5//32ZPn26tGzZUho2bCiLFi0yAeK7774zZTZt2iSHDx+WDz/8UOrXry8PPfSQTJo0ybQ+aNhQ8+fPl6pVq8q0adOkZs2aMmjQIHn88cdlxowZzjroNfr37y+9e/eWWrVqmc9oC8jChQu9rgsAAADgy3I9WBw7dkwqVKggt912m3Tv3t10bVK7d++Wa9euSevWrZ1ltZtU5cqVZceOHea9vtapU0fKly/vLKMtDfHx8XLo0CFnGddzWGWsc2gA0Wu5lvH39zfvrTLe1AUAAADwZQG5eXEdy6Bdl2rUqGG6QU2YMEHuvfdeOXjwoERHR0tgYKCEhIS4fUZDhB5T+uoaKqzj1rGMymj4uHr1qly8eNF0qfJU5siRI85zZFYXTxITE81m0WsCAAAABVGuBgvtumSpW7euCRoRERGyYsUKKVasmOR3kydPNmEJAAAAKOhyvSuUK20RuOOOO+SXX34x4y20m1JsbKxbGZ2JSY8pfU09M5P1PrMywcHBJrzomI5ChQp5LON6jszq4sno0aPN+AxrO3Xq1A3cFQAAACDvy1PB4vLly/Lrr79KeHi4GSBduHBh2bJli/P40aNHzRiMZs2amff6euDAAbfZmzZv3mxCgw7Ctsq4nsMqY51DuzjptVzLpKSkmPdWGW/q4olOb6t1cd0AAACAgihXu0L985//lPbt25vuTzp9q073qq0H3bp1k1KlSknfvn3NNLBlypQxD+WDBw82D/JNmzY1n2/Tpo0JED169JApU6aY8Q5jxowx603oQ7167rnnZM6cOTJy5Ejp06ePbN261XS1WrdunbMeeo1evXpJo0aNpHHjxjJz5ky5cuWKmSVKeVMXAAAAwJflarD4448/TIg4f/683HLLLXLPPfeY6Vv1Z6VTwuoMTboYnQ6C1tmc3n77befnNYSsXbtWBgwYYB7yg4KCTECYOHGis4xONashQtehmDVrllSsWFEWLFhgzmXp0qWLxMTEmPUvNJzo1LUbNmxwG9CdWV0AAAAAX+bncDgcuV0JX6GzQmnrh463oFsUANw4nbWvfacnpXG3l6R0eESGZS+e/l12fvyGrPlkhZkqHACQM8+veWqMBQAAAID8iWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAAAKTrB4/fXXxc/PT4YOHercl5CQIAMHDpSyZctKiRIlpHPnznLmzBm3z508eVLatWsnxYsXl3LlysmIESMkOTnZrcyXX34pDRo0kCJFiki1atVk8eLFaa4/d+5cqVKlihQtWlSaNGkiO3fudDvuTV0AAAAAX5UngsUPP/wg77zzjtStW9dt/7Bhw2TNmjWycuVK2bZtm0RFRUmnTp2cx69fv25CRVJSkmzfvl2WLFliQsPYsWOdZU6cOGHKtGjRQvbu3WuCS79+/WTjxo3OMsuXL5fhw4fLuHHjZM+ePVKvXj1p27atnD171uu6AAAAAL4s14PF5cuXpXv37vLee+9J6dKlnfvj4uLk/fffl+nTp0vLli2lYcOGsmjRIhMgvvvuO1Nm06ZNcvjwYfnwww+lfv368tBDD8mkSZNM64OGDTV//nypWrWqTJs2TWrWrCmDBg2Sxx9/XGbMmOG8ll6jf//+0rt3b6lVq5b5jLaALFy40Ou6AAAAAL4s14OFdi/SFoXWrVu77d+9e7dcu3bNbX9kZKRUrlxZduzYYd7ra506daR8+fLOMtrSEB8fL4cOHXKWSX1uLWOdQwOIXsu1jL+/v3lvlfGmLp4kJiaaurhuAAAAQEEUkJsXX7Zsmel6pF2hUouOjpbAwEAJCQlx268hQo9ZZVxDhXXcOpZRGX3Iv3r1qly8eNF0qfJU5siRI17XxZPJkyfLhAkTvLoXAAAAQH6Way0Wp06dkiFDhshHH31kBkwXRKNHjzbdqKxNf2cAAACgIMq1YKHdi3RwtM7WFBAQYDYdFD179mzzs7YGaDel2NhYt8/pTExhYWHmZ31NPTOT9T6zMsHBwVKsWDEJDQ2VQoUKeSzjeo7M6uKJzkKl13HdAAAAgIIo14JFq1at5MCBA2amJmtr1KiRGcht/Vy4cGHZsmWL8zNHjx4108s2a9bMvNdXPYfr7E2bN282D/A6CNsq43oOq4x1Du3ipIOxXcukpKSY91YZPZ5ZXQAAAABflmtjLEqWLCm1a9d22xcUFGTWibD29+3b10wDW6ZMGRMWBg8ebB7kmzZtao63adPGBIgePXrIlClTzHiHMWPGmAHh2lqgnnvuOZkzZ46MHDlS+vTpI1u3bpUVK1bIunXrnNfVa/Tq1cuEmcaNG8vMmTPlypUrZpYoVapUqUzrAgAAAPiyXB28nRmdElZnaNLF6HSGJZ3N6e2333Ye1y5Ma9eulQEDBpiHfA0mGhAmTpzoLKNTzWqI0HUoZs2aJRUrVpQFCxaYc1m6dOkiMTExZv0LDSc6de2GDRvcBnRnVhcAAADAl/k5HA5HblfCV+hMVNr6oQO5GW8BADdOZ+1r3+lJadztJSkdHpFh2Yunf5edH78haz5ZYaYKBwDkzPNrrq9jAQAAACD/I1gAAAAAsI1gAQAAAMA2ggUAAAAAggUAAACA3EeLBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAACB3gsVtt90m58+fT7M/NjbWHAMAAADgWwJu5EO//fabXL9+Pc3+xMRE+fPPP7OjXgAAZJvk5Gty/Phxr8qGhIRIWFgYdx8AcjJYrF692vnzxo0bpVSpUs73GjS2bNkiVapUyWodAADIMVcvxcqZ6Gh5fsiLUrhw4UzLB5cIknWrVxEuACAng0XHjh3Nq5+fn/Tq1cvtmP7HWkPFtGnTsloHAAByTFLCXyL+haRG6x4SWiEiw7Lx507Lkc0fmK69tFoAQA4Gi5SUFPNatWpV+eGHHyQ0NDSLlwMAIHeULBsmpcMzDhYAgJs8xuLEiRM2LgkAAACgoLnh6WZ1PMXLL78s/fr1kz59+rht3po3b57UrVtXgoODzdasWTP57LPPnMcTEhJk4MCBUrZsWSlRooR07txZzpw543aOkydPSrt27aR48eJSrlw5GTFihCQnJ7uV+fLLL6VBgwZSpEgRqVatmixevDhNXebOnWu6chUtWlSaNGkiO3fudDvuTV0AAAAAX3VDwWLChAnSpk0bEy7OnTsnFy9edNu8VbFiRXn99ddl9+7dsmvXLmnZsqU8+uijcujQIXN82LBhsmbNGlm5cqVs27ZNoqKipFOnTm4DxjVUJCUlyfbt22XJkiUmNIwdO9atdUXLtGjRQvbu3StDhw41YUgHn1uWL18uw4cPl3HjxsmePXukXr160rZtWzl79qyzTGZ1AQAAAHyZn8PhcGT1Q+Hh4TJlyhTp0aNHtleoTJkyMnXqVHn88cfllltukaVLl5qf1ZEjR6RmzZqyY8cOadq0qWndeOSRR8xDfvny5U2Z+fPny0svvSQxMTESGBhofl63bp0cPHjQeY2uXbuagXkbNmww77WF4q677pI5c+Y4x5JUqlRJBg8eLKNGjZK4uLhM6+KN+Ph4M5OWnk9baAAAN0b/G9y+05PSuNtLmY6b+G3/Dtn6wRvy8KApElbljgzLXjz9u+z8+A1Z88kKiYyM5M8DwOfFZ+H59YZaLLSFoHnz5tl6o7X1YdmyZXLlyhXTJUpbMa5duyatW7d2ltH/yFeuXNk8zCt9rVOnjjNUKG1p0BtgtXpoGddzWGWsc+jvotdyLePv72/eW2W8qQsAAADgy25o8LZ2JdJv71999VXbFThw4IAJEjqGQccurFq1SmrVqmW6LWmLgy5U5EpDRHR0tPlZX11DhXXcOpZRGQ0fV69eNV23NNR4KqPfiFnnyKwunuiCgbpZ9JoAgPTpf1O1RTkzutidp4VaAQD5LFhoCHj33Xfl888/N4OvUy84NH36dK/PVaNGDRMitHnlP//5j1kfQ8cwFASTJ08241EAAN6FinYdHpP4y1cyLZuUmCDnL8SmmawDAJDPgsX+/fulfv365mfXsQvW4nlZoS0BOlOTatiwoVkfY9asWdKlSxfTTUm/uXJtKdCZmKxFi/Q19exN1kxNrmVSz96k77WPWLFixaRQoUJm81TG9RyZ1cWT0aNHm0Hhri0WOnYDAJCW/jdWQ0XkAz0lODQ8w1sU9fM+iVmzkFYLAMjvweKLL76QnKIDp7X7kIYMbQnRmad0ald19OhRM72sdp1S+vqvf/3LzN6kU82qzZs3m9Cg3amsMuvXr3e7hpaxzqHBRq+l17FWFtc66PtBgwaZ997UxROd3lY3AID3NFRkNiA7LiaKWwoABSFYZBf9Rv+hhx4yg6AvXbpkxm3omhM6FayOPu/bt6/5xl9nitKwoLM06YO8NQuTTnmrAUJnp9JZqrQZfcyYMWa9CeuB/rnnnjOzPY0cOdKssbF161ZZsWKFmSnKotfQLliNGjWSxo0by8yZM80g8t69e5vj3tQFAAAA8GU3FCx0TYiMujzpw7s3tKWhZ8+ecvr0afPwruM1NFQ88MAD5viMGTPMDE3aSqCtGDqb09tvv+38vHZhWrt2rQwYMMA85AcFBZmAMHHiRGeZqlWrmhCh61BoFytdO2PBggXmXBbtdqXT0+r6FxpOtJuXTkXrOqA7s7oAAAAAvuyGgoU1vsKiU7HqAGwdb6EP9t56//33Mzyuq2Driti6pSciIiJNV6fU7r//fvnxxx8zLKPdnqyuTzdaFwAAAMBX3VCw0G/vPRk/frxcvnzZbp0AAAAA5DM3tEBeep5++mlZuHBhdp4SAAAAgK8FC12FWrsMAQAAAPAtN9QVqlOnTm7vHQ6HGYC9a9eubFmNGwAAAIAPBAudwcmVzpakK2jrbEw6BSwAAAAA33JDwWLRokXZXxMAAAAAvrlA3u7du+Wnn34yP995553yt7/9LbvqBQAAAKCgBwtd2K5r165mleyQkBCzLzY21iyct2zZMrnllluyu54AAAAACtqsUIMHD5ZLly7JoUOH5MKFC2bTxfHi4+PlhRdeyP5aAgAAACh4LRYbNmyQzz//XGrWrOncV6tWLbMqNYO3AQAAAN9zQy0WKSkpUrhw4TT7dZ8eAwAAAOBbbihYtGzZUoYMGSJRUVHOfX/++acMGzZMWrVqlZ31AwAAAFBQg8WcOXPMeIoqVarI7bffbraqVauafW+99Vb21xIAAABAwRtjUalSJdmzZ48ZZ3HkyBGzT8dbtG7dOrvrBwAAAKCgtVhs3brVDNLWlgk/Pz954IEHzAxRut11111mLYuvv/4652oLAAAAIP8Hi5kzZ0r//v0lODg4zbFSpUrJs88+K9OnT8/O+gEAAAAoaMFi37598uCDD6Z7XKea1dW4AQAAAPiWLAWLM2fOeJxm1hIQECAxMTHZUS8AAAAABTVY3HrrrWaF7fTs379fwsPDs6NeAAAAAApqsHj44Yfl1VdflYSEhDTHrl69KuPGjZNHHnkkO+sHAAAAoKBNNztmzBj55JNP5I477pBBgwZJjRo1zH6dcnbu3Lly/fp1eeWVV3KqrgAAAAAKQrAoX768bN++XQYMGCCjR48Wh8Nh9uvUs23btjXhQssAAAAA8C1ZXiAvIiJC1q9fLxcvXpRffvnFhIvq1atL6dKlc6aGAAAAAArmyttKg4QuigcAAAAAWRq8DQAAAACeECwAAAAA2EawAAAAAGAbwQIAAACAbQQLAAAAALYRLAAAAADYRrAAAAAAYBvBAgAAAED+DhaTJ082i+yVLFlSypUrJx07dpSjR4+6lUlISJCBAwdK2bJlpUSJEtK5c2c5c+aMW5mTJ09Ku3btpHjx4uY8I0aMkOTkZLcyX375pTRo0ECKFCki1apVk8WLF6epz9y5c6VKlSpStGhRadKkiezcuTPLdQEAAAB8Ua4Gi23btpkH9e+++042b94s165dkzZt2siVK1ecZYYNGyZr1qyRlStXmvJRUVHSqVMn5/Hr16+bUJGUlCTbt2+XJUuWmNAwduxYZ5kTJ06YMi1atJC9e/fK0KFDpV+/frJx40ZnmeXLl8vw4cNl3LhxsmfPHqlXr560bdtWzp4963VdAAAAAF8VkJsX37Bhg9t7DQTa4rB792657777JC4uTt5//31ZunSptGzZ0pRZtGiR1KxZ04SRpk2byqZNm+Tw4cPy+eefS/ny5aV+/foyadIkeemll2T8+PESGBgo8+fPl6pVq8q0adPMOfTz33zzjcyYMcOEBzV9+nTp37+/9O7d27zXz6xbt04WLlwoo0aN8qouAAAAgK/KU2Ms9OFdlSlTxrxqwNBWjNatWzvLREZGSuXKlWXHjh3mvb7WqVPHhAqLhoX4+Hg5dOiQs4zrOawy1jm0tUOv5VrG39/fvLfKeFMXAAAAwFflaouFq5SUFNNF6e6775batWubfdHR0abFISQkxK2shgg9ZpVxDRXWcetYRmU0fFy9elUuXrxoulR5KnPkyBGv65JaYmKi2Sx6PQAAAKAgyjMtFjrW4uDBg7Js2TIpKHRweqlSpZxbpUqVcrtKAAAAQMENFoMGDZK1a9fKF198IRUrVnTuDwsLM92UYmNj3crrTEx6zCqTemYm631mZYKDg6VYsWISGhoqhQoV8ljG9RyZ1SW10aNHm+5d1nbq1Kks3xsAAAAgP8jVYOFwOEyoWLVqlWzdutUMsHbVsGFDKVy4sGzZssW5T6ej1ellmzVrZt7r64EDB9xmb9IZpjQ01KpVy1nG9RxWGesc2sVJr+VaRrtm6XurjDd1SU2nttV6uG4AAABAQRSQ292fdJal//73v2YtC2usgnYb0pYEfe3bt6+ZBlYHdOuD+eDBg82DvDULk05PqwGiR48eMmXKFHOOMWPGmHPrg7167rnnZM6cOTJy5Ejp06ePCTErVqwwsz5Z9Bq9evWSRo0aSePGjWXmzJlm2ltrlihv6gIAAAD4qlwNFvPmzTOv999/v9t+ncb1H//4h/lZp4TVGZp0MTodCK2zOb399tvOstqFSbtRDRgwwDzkBwUFmYAwceJEZxltCdEQoetQzJo1y3S3WrBggXOqWdWlSxeJiYkx619oONFpa3U6XNcB3ZnVBQAAAPBVAbndFSozugq2roitW3oiIiJk/fr1GZ5Hw8uPP/6YYRntlqWbnboAAAAAvihPDN4GAAAAkL8RLAAAAADYRrAAAAAAYBvBAgAAAIBtBAsAAAAAthEsAAAAANhGsAAAAABgG8ECAAAAgG0ECwAAAAC2ESwAAAAA2EawAAAAAGAbwQIAAACAbQQLAAAAALYRLAAAAADYFmD/FAAAZCw6OlpiY2MzLHP8+HG5fv06txIA8imCBQAgx0NFuw6PSfzlKxmWS0pMkPMXYiU5OZm/CADkQwQLAECO0pYKDRWRD/SU4NDwdMtF/bxPYtYspNUCAPIpggUA4KbQUFE6PCLd43ExUfwlACAfY/A2AAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAADyd7D46quvpH379lKhQgXx8/OTTz/91O24w+GQsWPHSnh4uBQrVkxat24tx44dcytz4cIF6d69uwQHB0tISIj07dtXLl++7FZm//79cu+990rRokWlUqVKMmXKlDR1WblypURGRpoyderUkfXr12e5LgAAAICvytVgceXKFalXr57MnTvX43ENALNnz5b58+fL999/L0FBQdK2bVtJSEhwltFQcejQIdm8ebOsXbvWhJVnnnnGeTw+Pl7atGkjERERsnv3bpk6daqMHz9e3n33XWeZ7du3S7du3Uwo+fHHH6Vjx45mO3jwYJbqAgAAAPiqgNy8+EMPPWQ2T7SFYObMmTJmzBh59NFHzb4PPvhAypcvb1o2unbtKj/99JNs2LBBfvjhB2nUqJEp89Zbb8nDDz8sb775pmkJ+eijjyQpKUkWLlwogYGBcuedd8revXtl+vTpzgAya9YsefDBB2XEiBHm/aRJk0xQmTNnjgkS3tQFAAAA8GV5dozFiRMnJDo62nQ5spQqVUqaNGkiO3bsMO/1Vbs/WaFCaXl/f3/TqmCVue+++0yosGhLw9GjR+XixYvOMq7XscpY1/GmLp4kJiaaFhPXDQAAACiI8myw0Ad5pa0CrvS9dUxfy5Ur53Y8ICBAypQp41bG0zlcr5FeGdfjmdXFk8mTJ5sAYm06vgMAAAAoiPJssCgIRo8eLXFxcc7t1KlTuV0lAAAAwLeCRVhYmHk9c+aM2359bx3T17Nnz7odT05ONjNFuZbxdA7Xa6RXxvV4ZnXxpEiRIma2KtcNAAAAKIjybLCoWrWqeWjfsmWLc5+OUdCxE82aNTPv9TU2NtbM9mTZunWrpKSkmPEPVhmdKeratWvOMjowu0aNGlK6dGlnGdfrWGWs63hTFwDwNdoV9MiRI5lux48fl+vXr+d2dQEABXlWKF1v4pdffnG+10HSOmOTjpGoXLmyDB06VF577TWpXr26ebh/9dVXzUxPOhWsqlmzppnNqX///mb2Jg0PgwYNMrM0aTn11FNPyYQJE8xUsi+99JKZQlZngZoxY4bzukOGDJG///3vMm3aNGnXrp0sW7ZMdu3a5ZySVtfYyKwuAOBroaJdh8ck/vKVTMsmJSbI+QuxpkUZAFBw5Wqw0If3Fi1aON8PHz7cvPbq1UsWL14sI0eONGtd6LSw2jJxzz33mOlldRE7i04nq2GiVatWZjaozp07m/UmLDpoetOmTTJw4EBp2LChhIaGmoXuXNe6aN68uSxdutRMJ/vyyy+b8KDTyNauXdtZxpu6AICv0P8OaqiIfKCnBIeGZ1g26ud9ErNmIa0WAFDA5WqwuP/++80aEenRloKJEyeaLT3auqGhICN169aVr7/+OsMyTzzxhNns1AUAfI2GitLhERmWiYuJumn1AQD4aLAAACCvSU6+ZsaFeEPXUspoEg8A8CUECwAA/n9XL8XKmehoeX7Ii1K4cOFM70twiSBZt3oV4QIACBYAAPyfpIS/RPwLSY3WPSS0QsZdvOLPnZYjmz8w401otQAAWiwAAEijZNmwTMeOAADyyToWAAAAAPIPggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwLYA+6cAABQU0dHREhsbm2m548ePy/Xr129KnQAA+QPBAgDgDBXtOjwm8ZevZHpHkhIT5PyFWElOTubuAQAMggUAwNCWCg0VkQ/0lODQ8AzvStTP+yRmzUJaLQAATgQLAIAbDRWlwyMyvCtxMVHcNQCAGwZvAwAAALCNYAEAAADANoIFAAAAANsYYwEAwA1KTr5mpt71RkhIiISFhXGvARRYBAsAAG7A1UuxciY6Wp4f8qIULlw40/LBJYJk3epVhAsABRbBAgCAG5CU8JeIfyGp0bqHhFbIeBat+HOn5cjmD8yUvrRaACioCBYAANhQsmxYptPzAoAvYPB2Fs2dO1eqVKkiRYsWlSZNmsjOnTtz5i8DAAAA5CO0WGTB8uXLZfjw4TJ//nwTKmbOnClt27aVo0ePSrly5XLurwQANkRHR5suOJnRQcjXr1/nXgMAbgjBIgumT58u/fv3l969e5v3GjDWrVsnCxculFGjRt3YXwAAcjhUtOvwmMRfvpJp2aTEBDl/IVaSk5P5m+QAZpACUNARLLyUlJQku3fvltGjRzv3+fv7S+vWrWXHjh0eP5OYmGg2S1xcnHmNj4+Xguz8+fNm84afn584HI5sLZsT56Rs3rkPuX39/Fb2t99+kwsXY+XWBq2kWHCZDMteOPWrnN3xmZz741dxJCdlWDbuzB/icKTIxdO/ib/jeraUzYlz5pWyMad+kejTp+W5wUOlcEDmM0gVKxIob06ZLKGhoXn+31huX5+yOXsf8tvfoWzZsmZD9rGeW7369+Lw9i/l46KiouTWW2+V7du3S7NmzZz7R44cKdu2bZPvv/8+zWfGjx8vEyZMuMk1BQAAALLXqVOnpGLFihmWocUiB2nrho7JsKSkpMiFCxdMktb0jayl5UqVKpl/1MHBwdy6HMb9vrm439zvgop/29zvgsxX/n07HA65dOmSVKhQIdOyBAsvaXN0oUKF5MyZM2779X16c5IXKVLEbKlXXsWN0//hFuT/8eY13G/ud0HGv2/udUHFv23ud3YrVaqUV+WYbtZLgYGB0rBhQ9myZYtbC4S+d+0aBQAAAPgiWiyyQLs19erVSxo1aiSNGzc2081euXLFOUsUAAAA4KsIFlnQpUsXiYmJkbFjx5opHOvXry8bNmyQ8uXL59xfCIZ2KRs3blyarmXIGdzvm4v7zf0uqPi3zf0uyPj3nRazQgEAAACwjTEWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAEA+5ufnJ+PHj8+Rc//222/m/IsXL5acptcZNGhQpuW0LlpW6wYAyFsIFgBwE3To0EGKFy8uly5dSrdM9+7dJTAwUM6fP59n/ybr16/PsSCTU/766y9T5y+//DK3q5In/eMf/zBhrW7duuJwOG449AEAwQIAbgINDVevXpVVq1al+/D73//+Vx588EEpW7ZsnvibREREmDr36NHDLVhMmDAh1+qkddE6ad28pfdW60ywyNiBAwfkk08+sf03AuC7CBYAcJNaLEqWLClLly71eFxDxZUrV0wAySv0m+qiRYtKoUKFJK/QumidtG75RUpKiiQkJEheVqxYMbnjjjtk4sSJHlstAMAbBAsAuEkPbp06dZItW7bI2bNn0xzXwKHBQwOIio2NlaFDh0qlSpWkSJEiUq1aNXnjjTfMQ2pmfvzxR3nooYckODhYSpQoIa1atZLvvvsuTTm9xrBhw6RKlSrmGhUrVpSePXvKuXPnPI6x0C4zc+fONT/rfmvTB1E9x6OPPprmGvpAXapUKXn22We9uk+ffvqp1K5d29TnzjvvlA0bNmQ6xmLXrl3Stm1bCQ0NNfe5atWq0qdPH+fvcMstt5iftdXCqrNrd66tW7fKvffeK0FBQRISEmJ+j59++ilN3bTFo1GjRibY3H777fLOO++Y86QOOVbXoY8++sj8Dvq7WL/Hm2++Kc2bNzetUlrXhg0byn/+858017LOsXLlSqlVq5Yp26xZM9OqoPTa+m9C63L//fenGXOirTRHjhxx/i0z4+/vL2PGjJH9+/en26oGAJkJyLQEACBbaGvEkiVLZMWKFW591i9cuCAbN26Ubt26mQdIfSj8+9//Ln/++ad5IK9cubJs375dRo8eLadPn5aZM2eme41Dhw6Zh2QNFSNHjpTChQubh1B9+Ny2bZs0adLElLt8+bIppw/Q+hDeoEED8xC6evVq+eOPP8xDempal6ioKNm8ebP8z//8j9tD8NNPPy1Tpkwxv0uZMmWcx9asWSPx8fHmeGa++eYb0xXn+eefNyFr9uzZ0rlzZzl58mS63cM0pLVp08aEh1GjRplgoA/ZVpce3T9v3jwZMGCAPPbYYybcKR1PoD7//HMTwm677TYTErSb1VtvvSV333237NmzxwQmK6xpN7Xw8HATUK5fv26+3bdCS2oaVqy/s95L6zyzZs0y4VH/LSQlJcmyZcvkiSeekLVr10q7du3czvH111+bv8fAgQPN+8mTJ8sjjzxi/q5vv/22uU8XL140913/hnpNy86dO6VFixYybtw4r8fEPPXUUzJp0iTze+m9yk+tQgDyCAcA4KZITk52hIeHO5o1a+a2f/78+dr3xLFx40bzftKkSY6goCDHzz//7FZu1KhRjkKFCjlOnjzp3KefGzdunPN9x44dHYGBgY5ff/3VuS8qKspRsmRJx3333efcN3bsWPPZTz75JE09U1JSzOuJEydMmUWLFjmPDRw40OxL7ejRo2b/vHnz3PZ36NDBUaVKFec506Of1Xr/8ssvzn379u0z+9966y3nPq2L7tO6qVWrVpn3P/zwQ7rnjomJSXOfLPXr13eUK1fOcf78ebfr+vv7O3r27Onc1759e0fx4sUdf/75p3PfsWPHHAEBAWnuh77Xzx86dCjN9f766y+390lJSY7atWs7WrZsmeYcRYoUcf6e6p133jH7w8LCHPHx8c79o0ePdrsn6osvvkj3d06tV69e5t+bWrJkSZp/F/pe/+4AkBm6QgHATRwf0LVrV9mxY4db1xXtBlW+fHnTZUlp9xdtTShdurRpRbC21q1bm2/Kv/rqK4/n12ObNm2Sjh07mm/gLfotu34brS0C2nqg/vd//1fq1atnvplO7Ua+qdb++doaot1/LNp68dlnn5lv5705p/5+2sXIoq0K2vJy/PjxdD+jLRRKv/G/du1aluqsrT979+41XbxcW1n0ug888IAZqG7dV23Z0PtaoUIFZzntiqStHZ5oi5N2YUpNW6Qs2toQFxdn/tbaOpKa/nuwWjqU1dqkrTjaopN6v+t90hYqzQRZncFL/1bVq1dnrAWAG0KwAICbyBqcbQ3i1m5H2uVFA4c1SPrYsWOmT752s3Hd9MFbeRqjoWJiYkw3qho1aqQ5VrNmTTM+49SpU+b9r7/+asYyZCcdn/Htt9/K77//7gxI+rDvOqtURrTLV2oarvQBPD36AK8P2to9Sbsc6fiIRYsWSWJiYqbXs+qZ3v3SMKcD6vV+axcpDRKpedqndJyHJxqAmjZtasZGaJixumppwMjsfuhYFaXjbjztz+g+eUv/DepYCw1cOt4FALKCYAEAN5EO1o2MjJSPP/7YvNdX/WbZdTYoDQD6jbmOZfC06YN0XqThSMd0WK0WH374oRns7OnB3ZP0Zp/KaJYibQnRwc/aCqTjGXRcio430Pus40hyi2vLhEUDpI6v0FChYyS0RUT/ntqa5Ol3TO9+3Mh9ygr9t6iBiRmiAGQVg7cB4CbTB7dXX33VzMCjLRfa9eSuu+5yHtfuQPpQbLVQeEu//dZF+I4ePZrmmM4QpDP/WN926zUOHjyY5bpn1KVJv4HXAcgaLPR31NaLjAaaZydtBdDtX//6l7mnen0dGN2vX79062ythZHe/dIWEJ0pSoOAbr/88kuacp72pUe7n+l5dKC+zhRl0RaWvMRqtdAuYjoNMgB4ixYLALjJrNaJsWPHmi4nqdeuePLJJ8038PoA6mmK2OTk5HQfCHWGJH0YdB3DcebMGfOwfc8995gxC0pbPfbt2+dxatGMvvnWB22rHp5ot6fDhw/LiBEjnGNKcpJ2/0ld3/r165tXqzuUhi1PddaxJ1pWZ+pyPaaBS8eqPPzww+a9/h4a8rRrkM6K5RoqdAyJt/Q8GnJ0zIZF/0450eUoq9PNpqazeGmrRW4uhggg/6HFAgBuMu1/r2sZWN8Gpw4W+lCu04zq1KL6rbF269G+/rqGgXb70YdRT9PBqtdee810r9EQodORBgQEmOlm9SFbpyV1vYaeS6c6tboO6WBrve78+fPNwG5PtJx64YUXzNoRqcODtljo1LA6vkIHNpcrV05ykoYC7Vakg9C1FebSpUvy3nvvmQBlBQPtlqQDqZcvX24GmWvLio4v0W3q1KmmnrpGRN++fZ3Tzeq4BdeBz/qzhg2dhlanrtVwMGfOHHMODYfe0Hszffp0M22tdn/SsRu6Log+wGvrVXa6kelmXenf9ZVXXpHevXtna70AFGy0WABALrDCROPGjdMMANZv2HXNCX3410XZhgwZIq+//roZ1K3fIFuDdT3RBdm0L78+8Oq6B1peu/x88cUXztmDlC6cp+X0IVn7+mtQ0Ad0HQ+hC+WlR9eBGDx4sBlcrq0TuvaGq8DAQOnSpYv52dtB23bo4G0dx6HdnvR30PCkXct0TQfXAdQLFiyQW2+91SwIqHW2FqXTlgj9XTQMaQuSLmCnXaq0G5fr5zVQaeuEDibXbmzvv/++GYOgMzdp9yZvtGzZ0nwuOjraLH6o42t00UNPM3PlBdpq4TpLFwBkxk/nnM20FAAAXtKHd+sB2uqGVFDpFLS6KKGGPgDwdbRYAACyTUJCgpkNSsdwFLRQod2kXGmY0NYeXTMCAMAYCwBANtDxArqInHYxOn/+vOm+VdDoooM65kVfdQ0MXX9Cu36NHDkyt6sGAHkCg7cBALbpTFA6bkQHa8+ePds5M1NBooOudVyEdvHS6WJ1wPe///1vM6YDAMAYCwAAAADZgDEWAAAAAGwjWAAAAACwjTEWN1FKSopZtbVkyZJm9VUAAAAgL9OVKXTx0QoVKoi/f8ZtEgSLm0hDRaVKlW7mJQEAAADbTp06leECqopgcRNpS4X1hwkODr6ZlwYAAACyLD4+3nwxbj3HZoRgcRNZ3Z80VBAsAAAAkF94042fwdsAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA21rEAAADZLjo6WmJjY7P0mZCQEAkLC+OvAeRTBAsAAJDtoaJdh8ck/vKVLH0uuESQrFu9inAB5FMECwAAkK20pUJDReQDPSU4NNyrz8SfOy1HNn9gPkurBZA/ESwAAECO0FBROjyCuwv4CAZvAwAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAACB/B4uvvvpK2rdvLxUqVBA/Pz/59NNPnceuXbsmL730ktSpU0eCgoJMmZ49e0pUVJTbOS5cuCDdu3eX4OBgs2Jn37595fLly25l9u/fL/fee68ULVpUKlWqJFOmTElTl5UrV0pkZKQpo9dcv36923GHwyFjx46V8PBwKVasmLRu3VqOHTuW7fcEAAAAyI9yNVhcuXJF6tWrJ3Pnzk1z7K+//pI9e/bIq6++al4/+eQTOXr0qHTo0MGtnIaKQ4cOyebNm2Xt2rUmrDzzzDPO4/Hx8dKmTRuJiIiQ3bt3y9SpU2X8+PHy7rvvOsts375dunXrZkLJjz/+KB07djTbwYMHnWU0jMyePVvmz58v33//vQk7bdu2lYSEhBy7PwAAAEB+4efQr+LzAG2xWLVqlXmgT88PP/wgjRs3lt9//10qV64sP/30k9SqVcvsb9SokSmzYcMGefjhh+WPP/4wrRzz5s2TV155RaKjoyUwMNCUGTVqlGkdOXLkiHnfpUsXE3I0mFiaNm0q9evXN0FCb5Ge68UXX5R//vOf5nhcXJyUL19eFi9eLF27dvXqd9SQU6pUKfNZbWEBAKAg0v//2r7Tk9K420teL5B38fTvsvPjN2TNJytMDwIAeUNWnl/z1RgL/YU0gGiXJ7Vjxw7zsxUqlHZR8vf3N60KVpn77rvPGSqUtjRo68fFixedZfRzrrSM7lcnTpwwwcS1jN7gJk2aOMsAAAAAvixA8gntcqRjLrTLkpWW9GG/XLlybuUCAgKkTJky5phVpmrVqm5ltKXBOla6dGnzau1zLeN6DtfPeSrjSWJiotlcEx8AAABQEOWLFgsdyP3kk0+aLknatSm/mDx5smnZsDYdOA4AAAAURP75JVTouAodoO3atyssLEzOnj3rVj45OdnMFKXHrDJnzpxxK2O9z6yM63HXz3kq48no0aNN9y1rO3Xq1A3dAwAAACCv888PoUKndf3888+lbNmybsebNWsmsbGxZrYny9atWyUlJcWMf7DK6ExRei6LBpQaNWqYblBWmS1btridW8vofqVdqTRAuJbRbk06jsMq40mRIkVMEHLdAAAAgIIoV4OFrjexd+9es1mDpPXnkydPmiDw+OOPy65du+Sjjz6S69evm/EMuiUlJZnyNWvWlAcffFD69+8vO3fulG+//VYGDRpkZmnSWZzUU089ZQZu61SyOi3t8uXLZdasWTJ8+HBnPYYMGWJmk5o2bZqZyUKno9Xr6rmUDhgfOnSovPbaa7J69Wo5cOCAWVNDr5HRLFYAAACAr8jVwdv68N6iRQvne+thv1evXubhXh/ilU776uqLL76Q+++/3/ysoUMDQKtWrcxsUJ07dzbrTVh0bMOmTZtk4MCB0rBhQwkNDTUL3bmuddG8eXNZunSpjBkzRl5++WWpXr26mY62du3azjIjR440U9Lq57SV5J577jFhRBfUAwAAAHxdnlnHwhewjgUAwBewjgVQcBTYdSwAAAAA5E0ECwAAAAC2ESwAAAAA2EawAAAAAJC/Z4UCAAD5g073rrMieuP48eNmmngAvoVgAQAAMg0V7To8JvGXr3h1p5ISE+T8hVhJTk7mzgI+hGABAAAypC0VGioiH+gpwaHhmd6tqJ/3ScyahbRaAD6GYAEAALyioaJ0eESm5eJiorijgA9i8DYAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wLsnwIAkFOio6MlNjbW6/IhISESFhbGHwQAcNMRLAAgD4eKdh0ek/jLV7z+THCJIFm3ehXhAgBw0xEsACCP0pYKDRWRD/SU4NDwTMvHnzstRzZ/YD5HqwUA4GYjWABAHqehonR4RG5XA8hxycnX5Pjx416Xp+sfkLcQLAAAQK67eilWzkRHy/NDXpTChQt79Rm6/gF5S67OCvXVV19J+/btpUKFCuLn5yeffvqp23GHwyFjx46V8PBwKVasmLRu3VqOHTvmVubChQvSvXt3CQ4ONt9c9O3bVy5fvuxWZv/+/XLvvfdK0aJFpVKlSjJlypQ0dVm5cqVERkaaMnXq1JH169dnuS4AAODGJCX8JeJfSGq07iGNu72U6aZdBLWrYFYmNwBQgIPFlStXpF69ejJ37lyPxzUAzJ49W+bPny/ff/+9BAUFSdu2bSUhIcFZRkPFoUOHZPPmzbJ27VoTVp555hnn8fj4eGnTpo1ERETI7t27ZerUqTJ+/Hh59913nWW2b98u3bp1M6Hkxx9/lI4dO5rt4MGDWaoLAACwp2TZMNP1L7PNm3FHAHyoK9RDDz1kNk+0hWDmzJkyZswYefTRR82+Dz74QMqXL29aNrp27So//fSTbNiwQX744Qdp1KiRKfPWW2/Jww8/LG+++aZpCfnoo48kKSlJFi5cKIGBgXLnnXfK3r17Zfr06c4AMmvWLHnwwQdlxIgR5v2kSZNMUJkzZ44JEt7UBQAAAPBleXaBvBMnTpipFrXLkaVUqVLSpEkT2bFjh3mvr9r9yQoVSsv7+/ubVgWrzH333WdChUVbGo4ePSoXL150lnG9jlXGuo43dfEkMTHRtJi4bgAAAEBBlGeDhT7IK20VcKXvrWP6Wq5cObfjAQEBUqZMGbcyns7heo30yrgez6wunkyePNkEEGvT8R0AAABAQZRng0VBMHr0aImLi3Nup06dyu0qAQAAAL4VLKzFnc6cOeO2X99bx/T17NmzbseTk5PNTFGuZTydw/Ua6ZVxPZ5ZXTwpUqSIma3KdQMAAAAKojwbLKpWrWoe2rds2eLcp2MUdOxEs2bNzHt91WnmdLYny9atWyUlJcWMf7DK6ExR165dc5bRgdk1atSQ0qVLO8u4XscqY13Hm7oAAAAAvixXg4WuN6EzNOlmDZLWn0+ePGnWtRg6dKi89tprsnr1ajlw4ID07NnTzPSkU8GqmjVrmtmc+vfvLzt37pRvv/1WBg0aZGZp0nLqqaeeMgO3dSpZnZZ2+fLlZhao4cOHO+sxZMgQM7vUtGnT5MiRI2Y62l27dplzKW/qAgAAAPiyXJ1uVh/eW7Ro4XxvPez36tVLFi9eLCNHjjRrXei0sNoycc8995gAoIvYWXQ6WQ0ArVq1MrNBde7c2aw3YdFB05s2bZKBAwdKw4YNJTQ01Cx057rWRfPmzWXp0qVmOtmXX35ZqlevbqaRrV27trOMN3UBAAAAfFWuBov777/frBGRHm0pmDhxotnSozNAaSjISN26deXrr7/OsMwTTzxhNjt1AQAAAHxVrgYLAPAlOj21tnh66/jx43L9+vUcrRMAANmFYAEANylUtOvwmMRfvuL1Z5ISE+T8hVgz2x0AAHkdwQIAbgJtqdBQEflATwkODffqM1E/75OYNQtptQAA5AsECwC4iTRUlA6P8KpsXExUjtcHAIACv44FAAAAgPyDFgsAKECSk6+ZQd9ZERISYhYBBQDADoIFABQQVy/FypnoaHl+yItSuHBhrz8XXCJI1q1eRbgAANhCsACAAiIp4S8R/0JSo3UPCa3g3TiO+HOn5cjmD8zgclotfAdTHwPICQQLAChgSpYN83qAOPL/Q39Wu7Mx9TGAnEKwAAAgj7iRh/6sdmdj6mMAOYVgAQBAHnEjD/032p2NqY8BZDeCBQAAeUxWHvoBIK9gHQsAAAAAthEsAAAAANhGsAAAAABgG8ECAAAAgG0ECwAAAAC2ESwAAAAA2EawAAAAAGAb61gAgI1VknVRMm8cP35crl+/zr0GABRYBAsAuMFQ0a7DY2aVZG8kJSbI+QuxkpyczP0GABRIBAsAuAHaUqGhIvKBnmaV5MxE/bxPYtYspNXCx2SlVUvRsgUgPyNYAIANGipKh0dkWi4uJor77GOy2qqlaNkCkJ8RLAAAyAOtWoqWLQD5GcECAIA80KqlaNkCkJ/l6elmdQaVV199VapWrSrFihWT22+/XSZNmiQOh8NZRn8eO3ashIeHmzKtW7eWY8eOuZ3nwoUL0r17dwkODpaQkBDp27evXL582a3M/v375d5775WiRYtKpUqVZMqUKWnqs3LlSomMjDRl6tSpI+vXr8/B3x4AAADIP/J0sHjjjTdk3rx5MmfOHPnpp5/Me33gf+utt5xl9P3s2bNl/vz58v3330tQUJC0bdtWEhISnGU0VBw6dEg2b94sa9eula+++kqeeeYZ5/H4+Hhp06aNREREyO7du2Xq1Kkyfvx4effdd51ltm/fLt26dTOh5Mcff5SOHTua7eDBgzfxjgAAAAB5U54OFvow/+ijj0q7du2kSpUq8vjjj5sAsHPnTmdrxcyZM2XMmDGmXN26deWDDz6QqKgo+fTTT00ZDSQbNmyQBQsWSJMmTeSee+4xwWTZsmWmnProo48kKSlJFi5cKHfeead07dpVXnjhBZk+fbqzLrNmzZIHH3xQRowYITVr1jQtJw0aNDChBwAAAPB1eTpYNG/eXLZs2SI///yzeb9v3z755ptv5KGHHjLvT5w4YWbd0O5PllKlSpkAsWPHDvNeX7X7U6NGjZxltLy/v79p4bDK3HfffRIYGOgso60eR48elYsXLzrLuF7HKmNdx5PExETTGuK6AQAAAAVRnh68PWrUKPMwruMaChUqZMZc/Otf/zJdm5SGClW+fHm3z+l765i+litXzu14QECAlClTxq2MjuNIfQ7rWOnSpc1rRtfxZPLkyTJhwgQbdwAAAADIH/J0i8WKFStMN6WlS5fKnj17ZMmSJfLmm2+a1/xg9OjREhcX59xOnTqV21UCAAAAfK/FQsczaKuFjnlQOhPT77//bloCevXqJWFhYWb/mTNnzKxQFn1fv35987OWOXv2rNt5k5OTzUxR1uf1VT/jynqfWRnruCdFihQxGwAAAFDQ5elg8ddff5mxEK60S1RKSor5Wbsv6YO9jsOwgoR2ndKxEwMGDDDvmzVrZhYp0tmeGjZsaPZt3brVnEPHYlhlXnnlFbl27ZoULlzY7NMZpGrUqGG6QVll9DpDhw511kXL6H4AQMa026j+t9hbOjYuoy9uAAB5T54OFu3btzdjKipXrmxma9JpXnWmpj59+pjjfn5+5kH/tddek+rVq5ugoeteVKhQwUwFq3QGJ53NqX///mZKWg0PgwYNMq0gWk499dRTZiyETiX70ksvmSlkdRaoGTNmOOsyZMgQ+fvf/y7Tpk0zs1TprFK7du1ym5IWAOA5VLTr8JhZhdpbwSWCZN3qVYQLACjoweK2226TH374QcqWLeu2X7+N0ilYjx8/ni2V02lhNSg8//zzpjuTBoFnn33WLIhnGTlypFy5csWsS6HX1+lkdXpZXcTOouM0NEy0atXKtIB07tzZrH3hOpPUpk2bZODAgaZVIzQ01FzDda0LnaFKx3ro1LYvv/yyCTI6pW3t2rWz5XcFgIJK/9usoSLygZ5mFerMxJ87LUc2f2A+R6sFABTwYPHbb7+ZGZo8Ta/6559/SnYpWbKkWadCt/Roq8XEiRPNlh6dAUpDQUZ0DYyvv/46wzJPPPGE2QAAWaehonR4BLcOAAqoLAWL1atXO3/euHGj+abfokFDxyDoQnYAAAAAfEuWgoU1bkFbCXRWJlc66FlDhY5BAAAAAOBbshQsXGdj0jEWOhYBAAAAAG5ojMWJEye4cwAAAADsTzer4yl009marJYMy8KFC2/0tAAAAAB8JVjomg86C1OjRo3Mitc65gIAAACA77qhYKELzS1evFh69OiR/TUCAAAAkO/438iHkpKSzIJxAAAAAHDDwaJfv36ZLjgHAAAAwHfcUFeohIQEeffdd+Xzzz83K1brGhaupk+fnl31AwAAAFBQg8X+/fulfv365ueDBw+6HWMgNwDkL8nJ1+T48eNelw8JCZGwsLAcrRMAwEeCxRdffJH9NQEA3HRXL8XKmehoeX7Ii2lan9MTXCJI1q1eRbgAAGTPOhYAgPwvKeEvEf9CUqN1DwmtEJFp+fhzp+XI5g8kNjaWYAEAsB8sWrRokWGXp61bt97IaQEAuaRk2TApHZ55sED+786m5a5fv57jdQLge24oWFjjKyzXrl2TvXv3mvEWvXr1yq66AQCAbO7OlpSYIOcvxEpycjL3FkDuB4sZM2Z43D9+/Hi5fPmy3ToBAIAc6s4W9fM+iVmzkFYLAHl7jMXTTz8tjRs3ljfffDM7TwsAALKpO1tcTBT3EkDeWSAvPTt27JCiRYtm5ykBAAAAFNQWi06dOrm9dzgccvr0adm1a5e8+uqr2VU3AEABWPeCwcIA4BtuKFiUKlXK7b2/v7/UqFFDJk6cKG3atMmuugEACsC6FwwWBgDfcEPBYtGiRdlfEwBAgRsorBgsDAC+wdbg7d27d8tPP/1kfr7zzjvlb3/7W3bVCwBQQNa9YLAwAPiGGwoWZ8+ela5du8qXX34pISEhZp+uwqoL5y1btkxuueWW7K4nAAAAgIIWLAYPHiyXLl2SQ4cOSc2aNc2+w4cPm8XxXnjhBfn444+zu54AkKOio6PNFyTeYkAyAADZECw2bNggn3/+uTNUqFq1asncuXMZvA0gX4aKdh0ek/jLV7z+DAOSAQDIhnUsUlJSPM4Govv0WHb6888/zcJ7ZcuWlWLFikmdOnXMtLauU92OHTtWwsPDzfHWrVvLsWPH3M5x4cIF6d69uwQHB5uuW3379k2zQvj+/fvl3nvvNetwVKpUSaZMmZKmLitXrpTIyEhTRuuxfv36bP1dAeQObanQUBH5QE9p3O0lr7bbmneUFEcKqxcDAGAnWLRs2VKGDBkiUVFRbgFg2LBh0qpVK8kuFy9elLvvvtsEls8++8x0t5o2bZqULl3aWUYDwOzZs2X+/Pny/fffS1BQkLRt21YSEhKcZTRUaLetzZs3y9q1a+Wrr76SZ555xnk8Pj7etLRERESYAelTp06V8ePHy7vvvusss337dunWrZsJJT/++KN07NjRbAcPHsy23xdA7goODTcDkr3ZgkozlgwAANtdoebMmSMdOnSQKlWqmG/31alTp6R27dry4YcfSnZ54403zPldp7etWrWqW2vFzJkzZcyYMfLoo4+afR988IGUL19ePv30UzPAXGet0q5bP/zwgzRq1MiUeeutt+Thhx+WN998UypUqCAfffSRJCUlycKFCyUwMNDMcLV3716ZPn26M4DMmjVLHnzwQRkxYoR5P2nSJBNU9F5oqAEAAAB82Q21WOjD/p49e2TdunUydOhQs2m3IN1XsWLFbKvc6tWrTRh44oknpFy5cmY62/fee895/MSJE6ZvtHZ/cl28r0mTJrJjxw7zXl+1+5MVKpSW10X9tIXDKnPfffeZUGHRVo+jR4+aVhOrjOt1rDLWdTxJTEw0rSGuGwAAACC+Hiy2bt1qBmnrA7Kfn5888MADZoYo3e666y7zTf/XX3+dbZXTWVfmzZsn1atXl40bN8qAAQPMrFNLliwxxzVUKG2hcKXvrWP6qqHEVUBAgJQpU8atjKdzuF4jvTLWcU8mT55sgo61Wa07AAAAgE8HC+121L9/fzMIOjV9cH722WdN96HsogPBGzRoIP/+979Na4V2S9Lr55euR6NHj5a4uDjnpt3FAAAAAPH1YLFv3z4zziA9OgBaBz9nF53pSVtIXOkUtydPnjQ/h4WFmdczZ864ldH31jF91QX9XCUnJ5uZolzLeDqH6zXSK2Md96RIkSImhLluAAAAgPh6sNAHaU/TzLp2MYqJicmOehk6I5SOc3D1888/m9mbrIHc+mC/ZcsW53HtpqVjJ5o1a2be66tOJekaeLRLl7aG6FgMq4zOFHXt2jVnGR2YXaNGDecMVFrG9TpWGes6AAAAgC/LUrC49dZbM5xeVdeC0FaG7KLT13733XemK9Qvv/wiS5cuNVPADhw40BzXcR46cPy1114zA70PHDggPXv2NDM96VSwVguHtrJoF6qdO3fKt99+K4MGDTIzRmk59dRTT5mB2zqVrE5Lu3z5cjML1PDhw5110el1dXYpne72yJEjZjpaXU9DzwUAAAD4uiwFC52i9dVXX3VbI8Jy9epVGTdunDzyyCPZVjkdEL5q1Sr5+OOPzVS2OsWrjvPQdSksI0eONIPHdfyFlteF7zQA6CJ2Fp1OVhe20zU29He455573Nao0PEhmzZtMrNMNWzYUF588UWz6J7rWhfNmzd3Bpt69erJf/7zHzOlrdYLAAAA8HVZWsdC14v45JNP5I477jDf1GtXIaXf4M+dO9esQPvKK69kawU1qGQUVrTVYuLEiWZLj84ApaEgI3Xr1s10Riud9lY3AAAAADaChU6vqitQ67SvOuORLlBnPdzrmg4aLlJPyQoAAACg4Mvyyts6cFoXw9OF43Tcg4YLXWfCGuQMAAAAwPdkOVhYNEjomAYAALJbcvI1s0hqVoSEhGQ4BTgAII8GCwAAcsLVS7FyJjpanh/yYoZTnKcWXCJI1q1eRbgAgFxCsAAA5ClJCX+J+BeSGq17SGiF/7duUWbiz52WI5s/MOsW0WoBALmDYAEAyJNKlg2T0uHeBQsAQD5bxwIAAAAAPCFYAAAAALCNrlAAACBfYvYwIG8hWAAAgHyH2cOAvIdgAQAA8h1mDwPyHoIFAADIt5g9DMg7GLwNAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwLeCxeuvvy5+fn4ydOhQ576EhAQZOHCglC1bVkqUKCGdO3eWM2fOuH3u5MmT0q5dOylevLiUK1dORowYIcnJyW5lvvzyS2nQoIEUKVJEqlWrJosXL05z/blz50qVKlWkaNGi0qRJE9m5c2cO/rYAAABA/pFvgsUPP/wg77zzjtStW9dt/7Bhw2TNmjWycuVK2bZtm0RFRUmnTp2cx69fv25CRVJSkmzfvl2WLFliQsPYsWOdZU6cOGHKtGjRQvbu3WuCS79+/WTjxo3OMsuXL5fhw4fLuHHjZM+ePVKvXj1p27atnD179ibdAQAAACDvyhfB4vLly9K9e3d57733pHTp0s79cXFx8v7778v06dOlZcuW0rBhQ1m0aJEJEN99950ps2nTJjl8+LB8+OGHUr9+fXnooYdk0qRJpvVBw4aaP3++VK1aVaZNmyY1a9aUQYMGyeOPPy4zZsxwXkuv0b9/f+ndu7fUqlXLfEZbQBYuXJgLdwQAAADIW/JFsNCuTtqi0Lp1a7f9u3fvlmvXrrntj4yMlMqVK8uOHTvMe32tU6eOlC9f3llGWxri4+Pl0KFDzjKpz61lrHNoANFruZbx9/c3760yniQmJprruG4AAABAQRQgedyyZctM1yPtCpVadHS0BAYGSkhIiNt+DRF6zCrjGiqs49axjMpoELh69apcvHjRdKnyVObIkSPp1n3y5MkyYcKELP/OAAAAQH6Tp1ssTp06JUOGDJGPPvrIDJjOb0aPHm26a1mb/j4AAABAQZSng4V2P9LB0TpbU0BAgNl0gPbs2bPNz9pioN2UYmNj3T6ns0KFhYWZn/U19SxR1vvMygQHB0uxYsUkNDRUChUq5LGMdQ5PdIYpPYfrBgAAABREeTpYtGrVSg4cOGBmarK2Ro0amYHc1s+FCxeWLVu2OD9z9OhRM71ss2bNzHt91XO4zt60efNm85Cvg7CtMq7nsMpY59DuVjow3LVMSkqKeW+VAQAAAHxZnh5jUbJkSaldu7bbvqCgILNmhbW/b9++ZhrYMmXKmLAwePBg87DftGlTc7xNmzYmQPTo0UOmTJlixlOMGTPGDAjXFgX13HPPyZw5c2TkyJHSp08f2bp1q6xYsULWrVvnvK5eo1evXibMNG7cWGbOnClXrlwxs0QBAAAAvi5PBwtv6JSwOkOTLoynszDpbE5vv/2287h2YVq7dq0MGDDABA4NJhoQJk6c6CyjU81qiNA1MWbNmiUVK1aUBQsWmHNZunTpIjExMWb9Cw0nOnXthg0b0gzoBgAAAHxRvgsWukK2Kx3UrWtS6JaeiIgIWb9+fYbnvf/+++XHH3/MsIyub6EbAAAAgHw0xgIAAABA/kCwAAAAAGAbwQIAAACAbQQLAAAAALYRLAAAAADYRrAAAAAAYBvBAgAAAIBtBAsAAAAAthEsAAAAANhGsAAAAABgG8ECAAAAgG0ECwAAAAC2ESwAAAAA2BZg/xQAAPiG6OhoiY2N9ars8ePH5fr16zleJwDIKwgWAAB4GSradXhM4i9f8ep+JSUmyPkLsZKcnMz9BeATCBYAAHhBWyo0VEQ+0FOCQ8MzLR/18z6JWbOQVgsAPoNgAQBAFmioKB0ekWm5uJgo7isAn8LgbQAAAAC2ESwAAAAA2EawAAAAAGAbwQIAAACAbQQLAAAAALYRLAAAAADYRrAAAAAAYBvBAgAAAEDBDhaTJ0+Wu+66S0qWLCnlypWTjh07ytGjR93KJCQkyMCBA6Vs2bJSokQJ6dy5s5w5c8atzMmTJ6Vdu3ZSvHhxc54RI0ZIcnKyW5kvv/xSGjRoIEWKFJFq1arJ4sWL09Rn7ty5UqVKFSlatKg0adJEdu7cmUO/OQAAAJC/5OlgsW3bNhMavvvuO9m8ebNcu3ZN2rRpI1euXHGWGTZsmKxZs0ZWrlxpykdFRUmnTp2cx69fv25CRVJSkmzfvl2WLFliQsPYsWOdZU6cOGHKtGjRQvbu3StDhw6Vfv36ycaNG51lli9fLsOHD5dx48bJnj17pF69etK2bVs5e/bsTbwjAAAAQN4UIHnYhg0b3N5rINAWh927d8t9990ncXFx8v7778vSpUulZcuWpsyiRYukZs2aJow0bdpUNm3aJIcPH5bPP/9cypcvL/Xr15dJkybJSy+9JOPHj5fAwECZP3++VK1aVaZNm2bOoZ//5ptvZMaMGSY8qOnTp0v//v2ld+/e5r1+Zt26dbJw4UIZNWrUTb83AAAAQF6Sp1ssUtMgocqUKWNeNWBoK0br1q2dZSIjI6Vy5cqyY8cO815f69SpY0KFRcNCfHy8HDp0yFnG9RxWGesc2tqh13It4+/vb95bZQAAAABflqdbLFylpKSYLkp333231K5d2+yLjo42LQ4hISFuZTVE6DGrjGuosI5bxzIqo+Hj6tWrcvHiRdOlylOZI0eOpFvnxMREs1n0fAAAAEBBlG+ChY61OHjwoOmilF/o4PMJEybkdjUAn6RfGMTGxnpV9vjx4+bLAwAAUMCDxaBBg2Tt2rXy1VdfScWKFZ37w8LCTDclfXhwbbXQWaH0mFUm9exN1qxRrmVSzySl74ODg6VYsWJSqFAhs3kqY53Dk9GjR5sB364tFpUqVbrBuwAgK6GiXYfHJP7y/030kJGkxAQ5fyE2zWxxAACggAQLh8MhgwcPllWrVpnpYHWAtauGDRtK4cKFZcuWLWaaWaXT0er0ss2aNTPv9fVf//qXmb1JB34rnWFKQ0OtWrWcZdavX+92bi1jnUO7W+m19Do65a3VNUvfa+hJj05dqxuAm0u/bNBQEflATwkODc+0fNTP+yRmzUJaLQAAKKjBQrs/6YxP//3vf81aFtaYiFKlSpmWBH3t27evaRXQAd0aFjSIaCDQGaGUTk+rAaJHjx4yZcoUc44xY8aYc1sP/c8995zMmTNHRo4cKX369JGtW7fKihUrzKxPFr1Gr169pFGjRtK4cWOZOXOmmfbWmiUKQN6joaJ0eESm5eJiom5KfQAAKMjydLCYN2+eeb3//vvd9uuUsv/4xz/MzzolrM7QpC0WOlBaZ3N6++23nWW1C5N2oxowYIAJHEFBQSYgTJw40VlGW0I0ROiaGLNmzTLdrRYsWOCcalZ16dJFYmJizPoXGk502lqdDjf1gG4AAADAF+X5rlCZ0VWwdUVs3dITERGRpqtTahpefvzxxwzLaLenjLo+AQAAAL4qTwcLAAC8lZx8zczw5S2d9COjCTgAAFlDsAAA5HtXL8XKmehoeX7Ii2ZSD28ElwiSdatXES58DAEUyDkECwBAvpeU8JeIfyGp0bqHhFbIfMB+/LnTcmTzB2YGMVotfAcBFMhZBAsAQIFRsmyYVzOBwTcRQIGcRbAAAPikrHaJYYX2goMACuQMggUAwOfcSJcYVmgHgIwRLAAAPierXWIUK7QDQMYIFgAAn5WVLjGs0A4AGfPP5DgAAAAAZIpgAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMC2APunAICcFR0dLbGxsV6XP378uFy/fj1H6wQAANwRLADk+VDRrsNjEn/5itefSUpMkPMXYiU5OTlH6wYAAP4PwQJAnqYtFRoqIh/oKcGh4V59JurnfRKzZiGtFgBsS06+ZlpBsyIkJETCwsK4+/A5BIssmjt3rkydOtV8i1qvXj156623pHHjxjnz1wHgpKGidHiEV3ckLiaKOwfAtquXYuVMdLQ8P+RFKVy4sNefCy4RJOtWryJcwOcQLLJg+fLlMnz4cJk/f740adJEZs6cKW3btpWjR49KuXLlcu6vBAAAbrqkhL9E/AtJjdY9JLSCd19sxJ87LUc2f2BaW2m1gK8hWGTB9OnTpX///tK7d2/zXgPGunXrZOHChTJq1Kic+hsBPj0Ym4HYAHJbybJhXreYAr6MYOGlpKQk2b17t4wePdq5z9/fX1q3bi07duzIqb8PkOdnYNL/bQQGBnpdPiYmRgYNGSZ/JSR5d34GYgMo4OMyGJOBgoJg4aVz586ZgaDly5d326/vjxw54vEziYmJZrPExcWZ1/j4eMkN58+fN1tW+Pn5icPhyLHyXCNv3Sv9dz5i1Mvy19X/+3eb2f/zPH/unITeUk4KFSrk1WeSkhLkwsU4qdv6CSlR+pZMy1849auc3fGZnPvjV3EkexdG4s78IQ5Hilw8/Zv4O65ne3muwb3KK/+u+LeY9+5VzKlfJPr0aXlu8FApHODduIxiRQLlzSmTJTQ0VLzF/38Wn7tXZcuWNdvNZj23elNfP0dWfysfFRUVJbfeeqts375dmjVr5tw/cuRI2bZtm3z//fdpPjN+/HiZMGHCTa4pAAAAkL1OnTolFStWzLAMLRZe0m8R9BvZM2fOuO3X9+kNztJuUzrY25KSkiIXLlwwaVOTKrKWlitVqmT+UQcHB3Prchj3++bifnO/Cyr+bXO/CzJf+fftcDjk0qVLUqFChUzLEiy8pH3IGzZsKFu2bJGOHTs6g4K+HzRokMfPFClSxGyp+1Hixun/cAvy/3jzGu4397sg498397qg4t829zu7lSpVyqtyBIss0NaHXr16SaNGjczaFTrd7JUrV5yzRAEAAAC+imCRBV26dDEz2owdO9bMnFO/fn3ZsGFDmgHdAAAAgK8hWGSRdntKr+sTco52KRs3blyarmXgfhcE/PvmfhdU/Nvmfhdk/PtOi1mhAAAAANjmb/8UAAAAAHwdwQIAAACAbQQLAAAAALYRLAAAAADYRrAAAAAAYBvBAgAAAIBtBAsAAAAAthEsAAAAANhGsAAAAABgG8ECAAAAgG0ECwAAAAC2ESwAAAAA2EawAAAAAGAbwQIAAACAbQQLAAAAALYRLAAAAADYRrAAgHzCz89Pxo8fnyPn/u2338z5Fy9eLDlNrzNo0KBMy2ldtKzWDQCQ9xEsACCbdejQQYoXLy6XLl1Kt0z37t0lMDBQzp8/n2fv//r163MsyOSUv/76y9T5yy+/zO2q5En333+/1K5d2+Oxc+fOpQmvly9flnHjxsmDDz4oZcqUuWnhE0D+RLAAgGymoeHq1auyatWqdB9+//vf/5qHtbJly+aJ+x8REWHq3KNHD7dgMWHChFyrk9ZF66R185beW60zwSJ7aNiYOHGi/PTTT1KvXr1sOiuAgopgAQA50GJRsmRJWbp0qcfjGiquXLliAkheod9EFy1aVAoVKiR5hdZF66R1yy9SUlIkISFBCorw8HA5ffq0/P777zJ16tTcrg6API5gAQDZrFixYtKpUyfZsmWLnD17Ns1xDRwaPDSAqNjYWBk6dKhUqlRJihQpItWqVZM33njDPKRm5scff5SHHnpIgoODpUSJEtKqVSv57rvv0pTTawwbNkyqVKlirlGxYkXp2bOn+Uba0xiLf/zjHzJ37lzzs+63NofDYc7x6KOPprmGPlCXKlVKnn32Wa/u06effmq65Wh97rzzTtmwYUOmYyx27dolbdu2ldDQUHOfq1atKn369HH+Drfccov5WVstrDq7du3ZunWr3HvvvRIUFCQhISHm99Bv41PTFo9GjRqZYHP77bfLO++8Y86TOuRY40U++ugj8zvo72L9Hm+++aY0b97ctEppXRs2bCj/+c9/0lzLOsfKlSulVq1apmyzZs3kwIED5rheW/9NaF20K1PqMSfaSnPkyBHn3zI76e8TFhaW7ecFUDAF5HYFAKAg0taIJUuWyIoVK9wGKl+4cEE2btwo3bp1Mw+Q+lD497//Xf7880/zQF65cmXZvn27jB492nxTPHPmzHSvcejQIfOQrKFi5MiRUrhwYfMQqg+f27ZtkyZNmjj7yWs5fYDWh/AGDRqYh9DVq1fLH3/8YR7SU9O6REVFyebNm+V//ud/3B6Cn376aZkyZYr5XbTfvWXNmjUSHx9vjmfmm2++kU8++USef/55E7Jmz54tnTt3lpMnT6bbPUxDWps2bUx4GDVqlAkG+pCt51G6f968eTJgwAB57LHHTLhTdevWNa+ff/65CWG33XabCQnazeqtt96Su+++W/bs2WMCkxXWtJuafluvAeX69eumO5AVWlLTsGL9nfVeWueZNWuWCY/6byEpKUmWLVsmTzzxhKxdu1batWvndo6vv/7a/D0GDhxo3k+ePFkeeeQR83d9++23zX26ePGiue/6N9RrWnbu3CktWrQwYyHy25gYAAWMAwCQ7ZKTkx3h4eGOZs2aue2fP3++Q//Tu3HjRvN+0qRJjqCgIMfPP//sVm7UqFGOQoUKOU6ePOncp58bN26c833Hjh0dgYGBjl9//dW5LyoqylGyZEnHfffd59w3duxY89lPPvkkTT1TUlLM64kTJ0yZRYsWOY8NHDjQ7Evt6NGjZv+8efPc9nfo0MFRpUoV5znTo5/Vev/yyy/Offv27TP733rrLec+rYvu07qpVatWmfc//PBDuueOiYlJc58s9evXd5QrV85x/vx5t+v6+/s7evbs6dzXvn17R/HixR1//vmnc9+xY8ccAQEBae6HvtfPHzp0KM31/vrrL7f3SUlJjtq1aztatmyZ5hxFihRx/p7qnXfeMfvDwsIc8fHxzv2jR492uyfqiy++SPd3Tu3vf/+7484778zyvVN631P/GwEAV3SFAoAcGh/QtWtX2bFjh1vXFe0GVb58edNlSWn3F21NKF26tGlFsLbWrVubb8q/+uorj+fXY5s2bZKOHTuab+At+i37U089ZVoEtPVA/e///q8ZeKvf4qd2I+MX7rjjDtMaot1/LNp68dlnn5lv5705p/5+2sXIoq0K2vJy/PjxdD+jLRRKv/G/du1aluqsrT979+41XbxcW1n0ug888IAZqG7dV23Z0PtaoUIFZzntiqStHZ5oi5N2YUpNW6Qs2toQFxdn/tbaOpKa/nuwWjqU1dqkrTjaopN6v+t90hYqzSe0VgDIbQQLAMgh1uBsaxC3djvSLi8aOKxB0seOHTN98rWbjeumD97K0xgNFRMTY7pR1ahRI82xmjVrmvEZp06dMu9//fXXdKcYvVE6PuPbb781g3qtgKQP+66zSmVEu3ylpuFKH8DTow/w+qCt3ZO0y5GOj1i0aJEkJiZmej2rnundLw1zOqBe77d2kdIgkZqnfUrHeXiiAahp06ZmbISGGaurlgaMzO6HjlVROu7G0/6M7pNd+WmwPIC8hWABADlEB+tGRkbKxx9/bN7rq36z7DoblAYA/cZcxzJ42vRBOi/ScKRjOqxWiw8//NAMdvb04O5JerNP/b+eQek/8OrgZ20F0vEMOi5FxxvofdZxJLnFtWXCogFSx1doqNAxEtoion9PbU3y9Dumdz9u5D5lROujwckTDapWGQC4EQzeBoAcpCHi1Vdflf3795uWi+rVq8tdd93lPK7dgfSh2Gqh8JZ++62L8B09ejTNMZ0hyN/f3/ltt17j4MGD2frNtX4DrwOQNVjo76itFxkNNM9O2gqg27/+9S9zT/X6OjC6X79+6dbZWgsjvfulLSA6U5Q+VOv2yy+/pCnnaV96tPuZnkcH6uvMShZtYclNeh904LeGi9SByLo3WVk3BABc0WIBADnIap0YO3as6eOfeu2KJ5980nwDrw+gnqaITU5OTvebbJ0hSdfEcB3DcebMGfOwfc8995gxC0pbPfbt2+dxwb6MvvnWB22rHp5ot6fDhw/LiBEjnGNKcpJ2/0ld3/r165tXqzuUhi1PddaxJ1pWZ+pyPaaBS8eqPPzww+a9/h4a8nQqXJ0VyzVU6BgSb+l5NOTomA2L/p30vNktK9PN6u+pXdZ09jBX2nKm3bR0NXhr/A8AZBUtFgCQg7T/va5loAFApQ4W+lCu04zq1KI6sFi79Whff13DQLv96MOop+lg1WuvvWa612iI0OlIAwICzAOjPmTrtKSu19Bz6VSnVtchHWyt150/f366KyprOfXCCy+YtSNShwdtsdCpYXV8hQ5sLleunOQkDQXarUgHoWsrzKVLl+S9994zAcoKBvotvA6kXr58uRlkri0rOr5EN13gTeupa0T07dvXOd2sjltwHfisP2vY0GlodepaDQdz5swx59Bw6A29N9OnTzfT1mr3Jx27oeuC6DgNbb3KTlmZbrZ9+/YmkOqaJvo5/bepwUT/LWirk/6bSj2trv7uGsasoKXTCut4ITV48GDnuA8AYLpZAMhhc+fONdN0Nm7c2OPxS5cumWlEq1WrZqZhDQ0NdTRv3tzx5ptvmilKLZ6mAt2zZ4+jbdu2jhIlSpgpUlu0aOHYvn17mmvoFKuDBg1y3HrrreYaFStWdPTq1ctx7ty5dKeb1SlzBw8e7Ljlllscfn5+Hqeeff75583+pUuXen0/tLxOZZtaRESEqVN6083q79qtWzdH5cqVzfSsOnXsI4884ti1a5fbefT3b9iwofk9U9+zzz//3HH33Xc7ihUr5ggODjZTyx4+fDhNXbZs2eL429/+Zs5x++23OxYsWOB48cUXHUWLFvXqd1Hvv/++o3r16qaukZGR5vfRuniasjb1Oay/x9SpU932W1PLrly58oamm1UJCQmO8ePHmzpp3XS646ZNmzo+/PBDj+X176Ln97S5TnsLAH56C8hXAIAbod98v//++xIdHe3shlRQ6RS0uiihzuQFAEiLMRYAgBuSkJBgZoPSMRwFLVSknjlJw4TO7KRrRgAAPGOMBQAgS3S8gC4ip+M2zp8/L0OGDClwd1AXHdQxL/qqa2BYA5tHjhyZ21UDgDyLYAEAyBKdCUoHoetg7dmzZztnZipIdNC1rjuiXbx0ulgd8P3vf//bTBcMAPCMMRYAAAAAbGOMBQAAAADbCBYAAAAAbGOMxU2kK5vqAkMlS5Y0K7ICAAAAeZmuTKELklaoUEH8/TNukyBY3EQaKipVqnQzLwkAAADYdurUKalYsWKGZQgWN5G2VFh/mODg4Jt5aQAAACDL4uPjzRfj1nNsRggWN5HV/UlDBcECAAAA+YU33fgZvA0AAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjQXyAAA+Jzo6WmJjY932hYSESFhYWK7VCQDyO4IFAMDnQkW7Do9J/OUrbvuDSwTJutWrCBcAcIMIFgAAn6ItFRoqIh/oKcGh4WZf/LnTcmTzB+YYrRYAcGMIFgAAn6ShonR4RG5XAwAKDAZvAwAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAIP8Hiz///FOefvppKVu2rBQrVkzq1Kkju3btch53OBwyduxYCQ8PN8dbt24tx44dczvHhQsXpHv37hIcHCwhISHSt29fuXz5sluZ/fv3y7333itFixaVSpUqyZQpU9LUZeXKlRIZGWnKaD3Wr1/vdtybugAAAAC+KFeDxcWLF+Xuu++WwoULy2effSaHDx+WadOmSenSpZ1lNADMnj1b5s+fL99//70EBQVJ27ZtJSEhwVlGQ8WhQ4dk8+bNsnbtWvnqq6/kmWeecR6Pj4+XNm3aSEREhOzevVumTp0q48ePl3fffddZZvv27dKtWzcTSn788Ufp2LGj2Q4ePJilugAAAAC+yM+hX8PnklGjRsm3334rX3/9tcfjWrUKFSrIiy++KP/85z/Nvri4OClfvrwsXrxYunbtKj/99JPUqlVLfvjhB2nUqJEps2HDBnn44Yfljz/+MJ+fN2+evPLKKxIdHS2BgYHOa3/66ady5MgR875Lly5y5coVE0wsTZs2lfr165sg4U1dMqMBp1SpUuZz2roCALj59L/77Ts9KY27vSSlwyPMvounf5edH78haz5ZYVquAQBZf37N1RaL1atXmzDwxBNPSLly5eRvf/ubvPfee87jJ06cMGFAuxxZ9Bdr0qSJ7Nixw7zXV+3+ZIUKpeX9/f1Nq4JV5r777nOGCqUtDUePHjWtJlYZ1+tYZazreFMXAAAAwFflarA4fvy4aU2oXr26bNy4UQYMGCAvvPCCLFmyxBzXB3mlrQKu9L11TF81lLgKCAiQMmXKuJXxdA7Xa6RXxvV4ZnVJLTEx0aQ81w0AAAAoiAJy8+IpKSmmpeHf//63ea8tFjqmQbse9erVS/K7yZMny4QJE3K7GgAAAEDBbrHQ2ZV0fISrmjVrysmTJ83PYWFh5vXMmTNuZfS9dUxfz54963Y8OTnZzBTlWsbTOVyvkV4Z1+OZ1SW10aNHm/5o1nbq1Cmv7gsAAACQ3+RqsNAZoXScg6uff/7ZzN6kqlatah7at2zZ4jyu3Yl07ESzZs3Me32NjY01sz1Ztm7dalpDdPyDVUZnirp27ZqzjM4gVaNGDecMVFrG9TpWGes63tQltSJFiphBLq4bAAAAUBDlarAYNmyYfPfdd6Yr1C+//CJLly41U8AOHDjQHPfz85OhQ4fKa6+9ZgZ6HzhwQHr27GlmZ9KpYK0WjgcffFD69+8vO3fuNLNMDRo0yMzSpOXUU089ZQZu61SyOi3t8uXLZdasWTJ8+HBnXYYMGWJmk9LpbnXGEJ2OVtfT0HN5WxcAAADAV+XqGIu77rpLVq1aZboMTZw40bQKzJw506xLYRk5cqSZBlbXpdCWiXvuuccEAF3EzvLRRx+ZANCqVSszG1Tnzp3NehOuszdt2rTJBJaGDRtKaGioWejOda2L5s2bm2AzZswYefnll82Acp2Otnbt2lmqCwAg79DJNfS/16knDrl+/Xqu1QkACqpcXcfC17COBQDc3FDRrsNjEn/5itv+pMQEOX8hVtq9MFVuqXS72cc6FgBg//k1V1ssAADIKdpSoaEi8oGeEhwa7twf9fM+iVmzkFYLAMhmBAsAQIGmocJaYVvFxUTlan0AoKDK1cHbAAAAAAoGggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAADyd7AYP368+Pn5uW2RkZHO4wkJCTJw4EApW7aslChRQjp37ixnzpxxO8fJkyelXbt2Urx4cSlXrpyMGDFCkpOT3cp8+eWX0qBBAylSpIhUq1ZNFi9enKYuc+fOlSpVqkjRokWlSZMmsnPnTrfj3tQFAAAA8FW53mJx5513yunTp53bN9984zw2bNgwWbNmjaxcuVK2bdsmUVFR0qlTJ+fx69evm1CRlJQk27dvlyVLlpjQMHbsWGeZEydOmDItWrSQvXv3ytChQ6Vfv36yceNGZ5nly5fL8OHDZdy4cbJnzx6pV6+etG3bVs6ePet1XQAAAABfluvBIiAgQMLCwpxbaGio2R8XFyfvv/++TJ8+XVq2bCkNGzaURYsWmQDx3XffmTKbNm2Sw4cPy4cffij169eXhx56SCZNmmRaHzRsqPnz50vVqlVl2rRpUrNmTRk0aJA8/vjjMmPGDGcd9Br9+/eX3r17S61atcxntAVk4cKFXtcFAAAA8GW5HiyOHTsmFSpUkNtuu026d+9uujap3bt3y7Vr16R169bOstpNqnLlyrJjxw7zXl/r1Kkj5cuXd5bRlob4+Hg5dOiQs4zrOawy1jk0gOi1XMv4+/ub91YZb+riSWJioqmL6wYAAAAURLkaLHQsg3Zd2rBhg8ybN890W7r33nvl0qVLEh0dLYGBgRISEuL2GQ0Rekzpq2uosI5bxzIqow/5V69elXPnzpkuVZ7KuJ4js7p4MnnyZClVqpRzq1Sp0g3cJQAAACDvC8jNi2vXJUvdunVN0IiIiJAVK1ZIsWLFJL8bPXq0Gbth0TBDuAAAAEBBlOtdoVxpi8Add9whv/zyixlvod2UYmNj3croTEx6TOlr6pmZrPeZlQkODjbhRcd0FCpUyGMZ13NkVhdPdBYqvY7rBgAAABREeSpYXL58WX799VcJDw83A6QLFy4sW7ZscR4/evSoGYPRrFkz815fDxw44DZ70+bNm80DvA7Ctsq4nsMqY51DuzjptVzLpKSkmPdWGW/qAgAAAPiyXO0K9c9//lPat29vuj/p9K063au2HnTr1s2MSejbt6/pSlSmTBkTFgYPHmwe5Js2bWo+36ZNGxMgevToIVOmTDHjHcaMGWPWm9DWAvXcc8/JnDlzZOTIkdKnTx/ZunWr6Wq1bt06Zz30Gr169ZJGjRpJ48aNZebMmXLlyhUzS5Typi4AAACAL8vVYPHHH3+YEHH+/Hm55ZZb5J577jHTt+rPSqeE1RmadDE6nWFJZ3N6++23nZ/XELJ27VoZMGCAecgPCgoyAWHixInOMjrVrIYIXYdi1qxZUrFiRVmwYIE5l6VLly4SExNj1r/QcKJT1+qActcB3ZnVBQAAAPBlfg6Hw5HblfAVOnhbWz90XQzGWwBAzjpy5Ii07/SkNO72kpQOj3Du/23/Dtn6wRvy8KApElblDrPv4unfZefHb8iaT1aY6cQBAFl/fs1TYywAAAAA5E8ECwAAAAC2ESwAAAAA2EawAAAAAGAbwQIAAACAbQQLAAAAALYRLAAAAADYRrAAAAAAYBvBAgAAAIBtBAsAAAAAthEsAAAAANhGsAAAAABgG8ECAAAAgG0ECwAAAAC2ESwAAAAA2EawAAAAAGAbwQIAAACAbQQLAAAAALYRLAAAAADYRrAAAAAAYBvBAgAAAIBtBAsAAAAAthEsAAAAANhGsAAAAABQcILF66+/Ln5+fjJ06FDnvoSEBBk4cKCULVtWSpQoIZ07d5YzZ864fe7kyZPSrl07KV68uJQrV05GjBghycnJbmW+/PJLadCggRQpUkSqVasmixcvTnP9uXPnSpUqVaRo0aLSpEkT2blzp9txb+oCAAAA+Ko8ESx++OEHeeedd6Ru3bpu+4cNGyZr1qyRlStXyrZt2yQqKko6derkPH79+nUTKpKSkmT79u2yZMkSExrGjh3rLHPixAlTpkWLFrJ3714TXPr16ycbN250llm+fLkMHz5cxo0bJ3v27JF69epJ27Zt5ezZs17XBQAAAPBluR4sLl++LN27d5f33ntPSpcu7dwfFxcn77//vkyfPl1atmwpDRs2lEWLFpkA8d1335kymzZtksOHD8uHH34o9evXl4ceekgmTZpkWh80bKj58+dL1apVZdq0aVKzZk0ZNGiQPP744zJjxgzntfQa/fv3l969e0utWrXMZ7QFZOHChV7XBQAAAPBluR4stHuRtii0bt3abf/u3bvl2rVrbvsjIyOlcuXKsmPHDvNeX+vUqSPly5d3ltGWhvj4eDl06JCzTOpzaxnrHBpA9FquZfz9/c17q4w3dfEkMTHR1MV1AwAAAAqigNy8+LJly0zXI+0KlVp0dLQEBgZKSEiI234NEXrMKuMaKqzj1rGMyuhD/tWrV+XixYumS5WnMkeOHPG6Lp5MnjxZJkyY4NW9AAAAAPKzXGuxOHXqlAwZMkQ++ugjM2C6IBo9erTpRmVt+jsDAAAABVGuBQvtXqSDo3W2poCAALPpoOjZs2ebn7U1QLspxcbGun1OZ2IKCwszP+tr6pmZrPeZlQkODpZixYpJaGioFCpUyGMZ13NkVhdPdBYqvY7rBgAAABRENxQsbrvtNjl//nya/frgrce80apVKzlw4ICZqcnaGjVqZAZyWz8XLlxYtmzZ4vzM0aNHzfSyzZo1M+/1Vc/hOnvT5s2bzQO8DsK2yriewypjnUO7OOlgbNcyKSkp5r1VRo9nVhcAAADAl93QGIvffvvNjEvwNFj5zz//9OocJUuWlNq1a7vtCwoKMutEWPv79u1rpoEtU6aMCQuDBw82D/JNmzY1x9u0aWMCRI8ePWTKlClmvMOYMWPMgHBtLVDPPfeczJkzR0aOHCl9+vSRrVu3yooVK2TdunXO6+o1evXqZcJM48aNZebMmXLlyhUzS5QqVapUpnUBAAAAfFmWgsXq1audP+s6EPrAbdGgod/o6yJz2UWnhNUZmnQxOg0tOpvT22+/7TyuXZjWrl0rAwYMMA/5Gkw0IEycONFZRqea1RCh61DMmjVLKlasKAsWLDDnsnTp0kViYmLM+hcaTnTq2g0bNrgN6M6sLgAAAIAv83M4HA5vC+uDtfmQn5+k/ph2FdJQoetFPPLII9lf0wJAZ6LSMKYDuRlvAQA5S2f2a9/pSWnc7SUpHR7h3P/b/h2y9YM35OFBUySsyh1m38XTv8vOj9+QNZ+sMNOJAwCy/vyapRYLHXtgtQLoFLE68BkAAAAAbmiMxYkTJ7hzAAAAAOwvkKfjKXTTGZmslgzLwoULb/S0AAAAAHwlWOhq0jpAWmdRCg8PN2MuAAAAAPiuGwoW8+fPl8WLF5tpXgEAAADghhbI01Womzdvzt0DAAAAcOPBol+/frJ06dIb+SgAAACAAuiGukIlJCTIu+++K59//rnUrVvXrGHhavr06dlVPwAAAAAFNVjs37/frE6tDh486HaMgdwAAACA77mhYPHFF19kf00AAAAA+NYYCwAAAACw3WLRokWLDLs8bd269UZOCwAAAMCXgoU1vsJy7do12bt3rxlv0atXr+yqGwAAAICCHCxmzJjhcf/48ePl8uXLdusEAAAAwJfHWDz99NOycOHC7DwlAAAAAF8LFjt27JCiRYtm5ykBAAAAFNSuUJ06dXJ773A45PTp07Jr1y559dVXs6tuAAAAAApysChVqpTbe39/f6lRo4ZMnDhR2rRpk111AwAAAFCQg8WiRYuyvyYAAAAAfCtYWHbv3i0//fST+fnOO++Uv/3tb9lVLwAAAAAFPVicPXtWunbtKl9++aWEhISYfbGxsWbhvGXLlsktt9yS3fUEAAAAUNBmhRo8eLBcunRJDh06JBcuXDCbLo4XHx8vL7zwQvbXEgAAAEDBa7HYsGGDfP7551KzZk3nvlq1asncuXMZvA0AAAD4oBtqsUhJSZHChQun2a/79BgAAAAA33JDwaJly5YyZMgQiYqKcu77888/ZdiwYdKqVSuvzzNv3jypW7euBAcHm61Zs2by2WefOY8nJCTIwIEDpWzZslKiRAnp3LmznDlzxu0cJ0+elHbt2knx4sWlXLlyMmLECElOTnYro2NBGjRoIEWKFJFq1arJ4sWL09RFW1uqVKliFvhr0qSJ7Ny50+24N3UBAAAAfNUNBYs5c+aY8RT6IH777bebrWrVqmbfW2+95fV5KlasKK+//rqZXUoX19PA8uijj5qxG0qDypo1a2TlypWybds2E2RcF+e7fv26CRVJSUmyfft2WbJkiQkNY8eOdZY5ceKEKaMDy/fu3StDhw6Vfv36ycaNG51lli9fLsOHD5dx48bJnj17pF69etK2bVszSN2SWV0AAAAAX+bn0GWzb4B+TMdZHDlyxLzX8RatW7e2XaEyZcrI1KlT5fHHHzezSy1dutT8rPRaep0dO3ZI06ZNTevGI488Yh7yy5cvb8rMnz9fXnrpJYmJiZHAwEDz87p168zgcovOaKWzWOlYEaUtFHfddZcJTEq7c1WqVMkMUh81apTExcVlWhdvaPDSxQX1fNpCAwDIOfrf6fadnpTG3V6S0uERzv2/7d8hWz94Qx4eNEXCqtxh9l08/bvs/PgNWfPJComMjOTPAgA38PyapRaLrVu3mkHaegE/Pz954IEHzMO3bvpgrmtZfP3113IjtPVBp6q9cuWK6RKlrRjXrl1zCyv6H/vKlSubh3mlr3Xq1HGGCqUtDVo/q9VDy6QOPFrGOoe2dui1XMvoSuL63irjTV0AAAAAX5alYDFz5kzp37+/x7SiSebZZ5+V6dOnZ6kCBw4cMGMWdPzDc889J6tWrTLhJTo62rQ4WOtkWDRE6DGlr66hwjpuHcuojIaPq1evyrlz50yo8VTG9RyZ1cWTxMREcx3XDQAAABBfDxb79u2TBx98MN3jbdq0Md/uZ0WNGjXM2Ifvv/9eBgwYIL169ZLDhw9LQTB58mQTuKxNu1cBAAAA4uvBQmdB8jTNrCUgIMCMbcgKbQnQmZoaNmxoHsR14PSsWbMkLCzMdFPSsRCp66DHlL6mnpnJep9ZGW11KVasmISGhkqhQoU8lnE9R2Z18WT06NGmP5q1nTp1Kkv3BgAAACiQweLWW291GwSd2v79+yU8PNxWhXTgtHYh0qChIWbLli3OY0ePHjXTy+oYDKWv2pXKdfamzZs3m9Cg3amsMq7nsMpY59Bgo9dyLaN10PdWGW/q4ol277Km0rU2AAAAQHx95e2HH35YXn31VdMdStd7cKXjFXS6Vp2lyVv6jf5DDz1kBkFfunTJzLqka07oVLDadahv375mGlidKUofynWQuD7IW7MwadcrDRA9evSQKVOmmPEOY8aMMetN6EO90nEbOtvTyJEjpU+fPmYA+ooVK8xMURa9hnbBatSokTRu3NiMJdFB5L179zbHvakLAAAA4MuyFCz0of2TTz6RO+64QwYNGmTGR1hT+ukCczoI+pVXXvH6fNrS0LNnTzl9+rR5eNfF8jRU6GxTasaMGWaGJl2MTlsxdDant99+2/l57cK0du1aMzZDH/KDgoJMQJg4caKzjK6voSFC16HQLla6dsaCBQvMuSxdunQxXbh0/QsNJ/Xr1zdT0boO6M6sLgAAAIAvy/I6Fr///rt5kNcAYH1Up57VB20NF/ogD89YxwIAbh7WsQCAm/v8mqUWCxURESHr16+Xixcvyi+//GLCRfXq1aV06dJ26gwAAAAgH8tysLBokNBF8QAAAAAgS7NCAQAAAIAnBAsAAAAAthEsAAAAANhGsAAAAABgG8ECAAAAgG0ECwAAAAC2ESwAAAAA2EawAAAAAGAbwQIAAACAbQQLAAAAALYRLAAAAADYRrAAAAAAYBvBAgAAAIBtBAsAAAAAthEsAAAAANhGsAAAAABgG8ECAAAAgG0ECwAAAAC2ESwAAAAA2EawAAAAAGAbwQIAAACAbQQLAAAAALYRLAAAAADk72AxefJkueuuu6RkyZJSrlw56dixoxw9etStTEJCggwcOFDKli0rJUqUkM6dO8uZM2fcypw8eVLatWsnxYsXN+cZMWKEJCcnu5X58ssvpUGDBlKkSBGpVq2aLF68OE195s6dK1WqVJGiRYtKkyZNZOfOnVmuCwAAAOCLcjVYbNu2zTyof/fdd7J582a5du2atGnTRq5cueIsM2zYMFmzZo2sXLnSlI+KipJOnTo5j1+/ft2EiqSkJNm+fbssWbLEhIaxY8c6y5w4ccKUadGihezdu1eGDh0q/fr1k40bNzrLLF++XIYPHy7jxo2TPXv2SL169aRt27Zy9uxZr+sCAAAA+Co/h8PhkDwiJibGtDjoQ/t9990ncXFxcsstt8jSpUvl8ccfN2WOHDkiNWvWlB07dkjTpk3ls88+k0ceecQ85JcvX96UmT9/vrz00kvmfIGBgebndevWycGDB53X6tq1q8TGxsqGDRvMe22h0NaTOXPmmPcpKSlSqVIlGTx4sIwaNcqrumQmPj5eSpUqZc4VHBycI/cQACDO/0a37/SkNO72kpQOj3Delt/275CtH7whDw+aImFV7jD7Lp7+XXZ+/Ias+WSFREZGcgsB4AaeX/PUGAutsCpTpox53b17t2nFaN26tbOM/ge/cuXK5mFe6WudOnWcoUJpS4PehEOHDjnLuJ7DKmOdQ1s79FquZfz9/c17q4w3dUktMTHR1MN1AwAAAAqiPBMstIVAuyjdfffdUrt2bbMvOjratDiEhIS4ldUQocesMq6hwjpuHcuojD7oX716Vc6dO2e6VHkq43qOzOriaQyJJjxr0xYQAAAAoCDKM8FCx1poV6Vly5ZJQTF69GjTCmNtp06dyu0qAQAAADkiQPKAQYMGydq1a+Wrr76SihUrOveHhYWZbko6FsK1pUBnYtJjVpnUszdZMzW5lkk9e5O+135ixYoVk0KFCpnNUxnXc2RWl9R0BirdAAAAgIIuV1ssdNy4hopVq1bJ1q1bpWrVqm7HGzZsKIULF5YtW7Y49+l0tDq9bLNmzcx7fT1w4IDb7E06w5SGhlq1ajnLuJ7DKmOdQ7s46bVcy2jXLH1vlfGmLgAAAICvCsjt7k86y9J///tfs5aFNVZBxyNoS4K+9u3b10wDqwO6NSzoLE36IG/NwqTT02qA6NGjh0yZMsWcY8yYMebcVmvBc889Z2Z7GjlypPTp08eEmBUrVpiZoix6jV69ekmjRo2kcePGMnPmTDPtbe/evZ11yqwuAAAAgK/K1WAxb94883r//fe77V+0aJH84x//MD/PmDHDzNCki9HpLEs6m9Pbb7/tLKtdmLQb1YABA8xDflBQkAkIEydOdJbRlhANEboOxaxZs0x3qwULFphzWbp06WKmp9X1LzSc1K9f30xF6zqgO7O6AAAAAL4qT61jUdCxjgUA3DysYwEAPryOBQAAAID8iWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMC2APunAAAg/0tOvibHjx9Psz8kJETCwsJypU4AkJ8QLAAAPu/qpVg5Ex0tzw95UQoXLux2P4JLBMm61asIFwCQCYIFAMDnJSX8JeJfSGq07iGhFSKc9yP+3Gk5svkDiY2NJVgAQCYIFgAA/P9Klg2T0uH/FywAAN5j8DYAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAADyd7D46quvpH379lKhQgXx8/OTTz/91O24w+GQsWPHSnh4uBQrVkxat24tx44dcytz4cIF6d69uwQHB0tISIj07dtXLl++7FZm//79cu+990rRokWlUqVKMmXKlDR1WblypURGRpoyderUkfXr12e5LgAAAICvytVgceXKFalXr57MnTvX43ENALNnz5b58+fL999/L0FBQdK2bVtJSEhwltFQcejQIdm8ebOsXbvWhJVnnnnGeTw+Pl7atGkjERERsnv3bpk6daqMHz9e3n33XWeZ7du3S7du3Uwo+fHHH6Vjx45mO3jwYJbqAgDIHdHR0XLkyBG37fjx43L9+nX+JABwkwRILnrooYfM5om2EMycOVPGjBkjjz76qNn3wQcfSPny5U3LRteuXeWnn36SDRs2yA8//CCNGjUyZd566y15+OGH5c033zQtIR999JEkJSXJwoULJTAwUO68807Zu3evTJ8+3RlAZs2aJQ8++KCMGDHCvJ80aZIJKnPmzDFBwpu6AAByL1S06/CYxF++4rY/KTFBzl+IleTkZP40AODLYyxOnDhh/p+FdjmylCpVSpo0aSI7duww7/VVuz9ZoUJpeX9/f9OqYJW57777TKiwaEvD0aNH5eLFi84yrtexyljX8aYuAIDcERsba0JF5AM9pXG3l5zbbc07SoojhVYLAPCFFouM6IO80lYBV/reOqav5cqVczseEBAgZcqUcStTtWrVNOewjpUuXdq8ZnadzOriSWJiotlcu2UBAHJGcGi4lA6PcL6Pi4niVgPATZRnWywKgsmTJ5uWDWvTgeMAAABAQZRng0VYWJh5PXPmjNt+fW8d09ezZ8+6Hde+tDpTlGsZT+dwvUZ6ZVyPZ1YXT0aPHi1xcXHO7dSpU1m6BwAAAEB+kWeDhXZf0of2LVu2uHUl0rETzZo1M+/1VfvW6mxPlq1bt0pKSooZ/2CV0Zmirl275iyjA7Nr1KhhukFZZVyvY5WxruNNXTwpUqSImQbXdQMAAAAKolwNFrrehM7QpJs1SFp/PnnypFnXYujQofLaa6/J6tWr5cCBA9KzZ08z05NOBatq1qxpZnPq37+/7Ny5U7799lsZNGiQmaVJy6mnnnrKDNzWqWR1Wtrly5ebWaCGDx/urMeQIUPM7FLTpk0zUxTqdLS7du0y51Le1AUAAADwZbk6eFsf3lu0aOF8bz3s9+rVSxYvXiwjR440a13otLDaMnHPPfeYAKCL2Fl0OlkNAK1atTKzQXXu3NmsN2HRsQ2bNm2SgQMHSsOGDSU0NNQsdOe61kXz5s1l6dKlZjrZl19+WapXr26mka1du7azjDd1AQAAAHxVrgaL+++/36wRkR5tKZg4caLZ0qMzQGkoyEjdunXl66+/zrDME088YTY7dQEAAAB8VZ4dYwEAAAAg/yBYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wgWAAAAAGwjWAAAAACwjWABAAAAwDaCBQAAAADbCBYAAAAAbCNYAAAAALCNYAEAAADANoIFAAAAANsIFgAAAABsI1gAAAAAsI1gAQAAAMA2ggUAAAAA2wLsnwIAgIIrOfmaHD9+PM3+kJAQCQsLy5U6AUBeRLAAACAdVy/FypnoaHl+yItSuHBht2PBJYJk3epVhAsA+P8RLAAA+UZ0dLTExsa67dPWhOvXr+fI9ZIS/hLxLyQ1WveQ0AoRzv3x507Lkc0fmLrQagEA/w/BAgCQb0JFuw6PSfzlK277kxIT5PyFWElOTs6xa5csGyalw/8vWAAA0iJYAADyBW0d0FAR+UBPCQ4Nd+6P+nmfxKxZmGOtFgAA7zArVBbNnTtXqlSpIkWLFpUmTZrIzp07s3oKAIANGiq09cDagkrfwv0EgDyAYJEFy5cvl+HDh8u4ceNkz549Uq9ePWnbtq2cPXs25/5CAAAAQD5AV6gsmD59uvTv31969+5t3s+fP1/WrVsnCxculFGjRuXU3wgAfFLqgdo5OUj7RjANLQC4I1h4KSkpSXbv3i2jR4927vP395fWrVvLjh07PH4mMTHRbJa4uDjzGh8f7+1lgQLn/PnzZkvNz89PHA5Hpvtyen9+PXdB+33OnTsnI0a9LH9d/b//hiYlJciFi3Fy9tQxuaazNf3/4s78IQ5Hilw8/Zv4O67f0P6sniPm1C8Sffq0PDd4qBQOcJ+GtliRQHlzymQJDQ29Kfcqvf359dw5fc2yZcuaDYB3rOdWT/97Ss3P4U0pSFRUlNx6662yfft2adasmfOOjBw5UrZt2ybff/99mrs0fvx4mTBhAncPAAAA+dqpU6ekYsWK/1979wEeRbn+ffxOAqEnlACBAwQEDkVAlI6KIghYUBQVESEqIiKogIKgUkQ9KAJSBRvlqCigovQWEAsgVXoRAemdUA0hZP7X/bzv7NlNNqRMwpLd7+e69mxm5tmZZ2dXzvz2KXPVMrRYZCFt3dAxGbbExEQ5deqU+aVEf0lB+tJy6dKlzZc6LCyMU5fFON/XFueb8+2v+G5zvv1ZoHy/LcuSc+fOScmSJVMtS7BII23SDgkJkaNHj3qs1+WUbo6UK1cu83BXsGDBtB4SXuh/uP78H+/1hvPN+fZnfL851/6K7zbnO7OFh4enqRyzQqVRaGio1KpVS2JiYjxaIHTZvWsUAAAAEIhosUgH7dYUHR0ttWvXlrp168qIESPkwoULrlmiAAAAgEBFsEiHNm3ayPHjx6V///5mGsSaNWvK/PnzpXjx4ln3CcHQLmV6/5CkXcuQNTjf1xbnm/Ptr/huc779Gd/v5JgVCgAAAIBjjLEAAAAA4BjBAgAAAIBjBAsAAAAAjhEsAAAAADhGsAAAAADgGMECAAAAgGMECwAAAACOESwAAAAAOEawAAAAAOAYwQIAAACAYwQLAAAAAI4RLAAAAAA4RrAAAAAA4BjBAgAAAIBjBAsAAAAAjhEsAAAAADhGsAAAAADgGMECALKJoKAgGThwYJbse+/evWb/kyZNkqymx+nWrVuq5bQuWlbrBgC4/hEsACCTPfDAA5I3b145d+5cimXatWsnoaGhcvLkyev2/M+dOzfLgkxWuXjxoqnzTz/95OuqXJfuvPNOqVatmtdtJ06cSBZeV69ebULgjTfeKPny5ZMyZcrIY489Jjt37ryGtQaQXRAsACCTaWj4559/ZMaMGSle/P7444/SokULKVKkyHVx/qOiokyd27dv7xEs3nrrLZ/VSeuiddK6pZWeW60zwSJzvP/++/Ldd99JkyZNZOTIkfLcc8/Jzz//LLfccots3rw5k44CwF/k8HUFAMAfWywKFCggU6ZMkQ4dOiTbrqHiwoULJoBcL/SX6ty5c8v1JCQkxDyyk8TERImPj7/uzmVG9ezZ03yPtXXN1qZNG6levbq899578uWXX/q0fgCuL7RYAEAmy5Mnjzz88MMSExMjx44dS7ZdL9Q0eGgAUbGxsdK9e3cpXbq05MqVSypUqGB+KdaL1NSsX79e7rnnHgkLC5P8+fObX5ZXrlyZrJweo0ePHlK2bFlzjFKlSpnQo91fvI2xeOqpp2Ts2LHmb11vPyzLMvt48MEHkx0jLi5OwsPDpXPnzmk6Tz/88IPplqP10a428+fPT3WMxZo1a6R58+YSERFhznO5cuXkmWeecb2HokWLmr+11cKus3vXniVLlsjtt99uuvUULFjQvI9t27Ylq5u2eNSuXdsEhPLly8vHH39s9qP78zZe5KuvvjLvQd+L/T6GDh0qDRs2NK1SWtdatWrJt99+m+xY9j6mT58uVatWNWUbNGggmzZtMtv12Pqd0LpoV6akY060lWb79u2uzzIzaf3dQ4WqWLGiea/ezhuAwEaLBQBkAW2NmDx5skybNs1joPKpU6dkwYIF0rZtW3MBqReFd9xxhxw8eNBckGsf9uXLl0vfvn3l8OHDMmLEiBSPsWXLFnORrKGid+/ekjNnTnMRqhefy5Ytk3r16ply58+fN+X0QlAvwrUbi16Ezpw5Uw4cOGAu0pPSuhw6dEgWLVokX3zxhcdF8JNPPilDhgwx76Vw4cKubbNmzZKzZ8+a7an59ddf5fvvv5cXXnjBhKxRo0ZJ69atZd++fSl2D9OQ1qxZMxMe+vTpY4KBXmTrfpSuHzdunHTp0kUeeughE+5UjRo1zPPixYtNCLvhhhtMSNBuVqNHj5Zbb71V1q1bZwKTHda0m1qJEiVMQLly5YoMGjTIFVqS0rBif856Lu39aNchDY/6XdBWjG+++UYeffRRmT17ttx3330e+/jll1/M59G1a1ezPHjwYLn//vvN5/rRRx+Z83T69Glz3vUz1GPaVq1aJY0bN5YBAwZckzExGi6PHj1qwgUAeLAAAJkuISHBKlGihNWgQQOP9ePHj7f0n94FCxaY5bffftvKly+ftXPnTo9yffr0sUJCQqx9+/a51unrBgwY4Fpu1aqVFRoaav3111+udYcOHbIKFChgNWrUyLWuf//+5rXff/99snomJiaa5z179pgyEydOdG3r2rWrWZfUjh07zPpx48Z5rH/ggQessmXLuvaZEn2t1nvXrl2udRs2bDDrR48e7VqnddF1Wjc1Y8YMs7x69eoU9338+PFk58lWs2ZNq1ixYtbJkyc9jhscHGx16NDBta5ly5ZW3rx5rYMHD7rW/fnnn1aOHDmSnQ9d1tdv2bIl2fEuXrzosRwfH29Vq1bNuuuuu5LtI1euXK73qT7++GOzPjIy0jp79qxrfd++fT3OiVq6dGmK7zmpO+64w7rxxhvTfe7cffHFF6bc559/nurxAAQWukIBQBbQsQGPP/64rFixwqPrinaDKl68uOmypLT7i7YmFCpUyLQi2I+mTZuaX8p1oKw3um3hwoXSqlUr8wu8TX9lf+KJJ0yLgLYeKB18e9NNN5lf8ZNK2rUnLf7973+b1hDt/mPT1ot58+aZX+fTsk99f9rFyKatCtrysnv37hRfoy0USn/xv3z5crrqrK0/f/zxh+ni5d7Kose9++67zUB1+7xqy4ae15IlS7rKaVckbe3wRluctAtTUtoiZdPWhjNnzpjPWltHktLvg93SoezWJm3F0RadpOvdz5O2UGk+uRatFdrlSltVtKtWdHR0lh8PQPZCsACALGIPztYwobTbkXZ50cBhD0r+888/TZ987Wbj/tALb+VtjIY6fvy46UZVqVKlZNuqVKlixmfs37/fLP/1118pTjGaUTo+47fffpO///7bFZD0Yt99Vqmr0S5fSWm40gvwlOgFvF5oa/ck7XKk4yMmTpwoly5dSvV4dj1TOl8a5nRAvZ5v7SKlQSIpb+uUjvPwRgNQ/fr1zdgIDTN2Vy0NGKmdDx2ronTcjbf1VztPTqUUDI8cOWK6cGkddKxIdhtYDyDrESwAIIvoYN3KlSvL119/bZb1WX9Zdp8NSgOA/mKuYxm8PfRC+nqk4UjHdNitFjo7kA529nbh7k1KF6X/r2dQyhe8ekGrrUA6nkHHpeh4Az3POo7EV9xbJmwaIHV8hYYKHSOhLSL6eWprkrf3mNL5yMh5uhqtjwYnbzSo2mWS0jCkLTY6CYAGYffWHACwMXgbALKQhoh+/frJxo0bTcuFzqhTp04d13btDqQXxXYLRVrpr996E74dO3Z47a4SHBzs+rVbj5GRew5crUuT/gKvv15rsND3qK0XVxtonpm0FUAf7777rjmnenwdGP3ss8+mWGf7XhgpnS9tAdGZovSiWh+7du1KVs7bupRo9zPdjw7U15mibNrC4kt6HnTgt4aLpIHIPjdJ7xuis321bNnS3BRPu4l56/YFAIoWCwDIQnbrRP/+/U0f/6T3rtC7GOsv8HoBmpT+OpyQkJDiL9k6Q5LeE8N9DIfO1qMX27fddpsZs6C01WPDhg1eb9h3tV++9ULbroc32u1p69at0qtXL9eYkqyk3X+S1rdmzZrm2e4OpWHLW5117ImW1Zm63Ldp4NKxKvfee69Z1vehIU+nwtVZsdxDhY4hSSvdj4YcHbNh089J95vZ0jPdrL5P7bKms4e505Yz7aalU8va43+U1l/vW6HfUe3upmMrACAltFgAQBbS/vd6LwANACppsNCLcp1mVKcW1YHF2q1H+/rrPQy0249ejHqbDla98847pnuNhgidjjRHjhzmglEvsnVaUvdj6L50qlO765AOttbjjh8/3gzs9kbLqZdeesncOyJpeNAWC50aVi84tZtMsWLFJCtpKNBuRToIXVthzp07J59++qkJUHYw0F/h9Rf1qVOnmkHm2rKi40v08cEHH5h66sVxx44dXdPN6pgB94HP+reGDZ2GVqeu1YvrMWPGmH1oOEwLPTfDhw8309Zq9ycdu6H3BdFxGtp6lZnSM92stjxoINV7mujr9LupwUS/C9rqpN8p92l1X3nlFbNNX6ffmaQ3xEvL1MIAAoivp6UCAH83duxYMz1n3bp1vW4/d+6cmUa0QoUKZhrWiIgIq2HDhtbQoUPNFKU2b1OBrlu3zmrevLmVP39+M0Vq48aNreXLlyc7hk6x2q1bN+tf//qXOUapUqWs6Oho68SJEylON6tT5r744otW0aJFraCgIK9Tz77wwgtm/ZQpU9J8PrS8TmWbVFRUlKlTStPN6ntt27atVaZMGTM9q04de//991tr1qzx2I++/1q1apn3mfScLV682Lr11lutPHnyWGFhYWZq2a1btyarS0xMjHXzzTebfZQvX9767LPPrFdeecXKnTt3mt6L0ulYK1asaOpauXJl8360Lt6mrE26D/vz+OCDDzzW21PLTp8+PUPTzaq4uDhr4MCBpk5aN53uuH79+taXX37pdXpa3XdKDwBwF6T/4+twAwDInvSX788//9zMGGR3Q/JXOgWt3pRQZ/ICACTHGAsAQIbooF7tGqNjOPwtVCSdOUnDhM7spPeMAAB4xxgLAEC66HgBnR1Ix22cPHlSXn75Zb87g3rTQR3zos96Dwx7YHPv3r19XTUAuG4RLAAA6aIzQekgdB2sPWrUKNfMTP5EB13rfUe0i5dOF6sDvv/zn/+Y6YIBAN4xxgIAAACAY4yxAAAAAOAYwQIAAACAY4yxuIb0zqZ6J9cCBQqYO7ICAAAA1zO9M4XekLRkyZISHHz1NgmCxTWkoaJ06dLX8pAAAACAY/v375dSpUpdtQzB4hrSlgr7gwkLC7uWhwYAAADS7ezZs+aHcfs69moIFteQ3f1JQwXBAgAAANlFWrrxM3gbAAAAgGMECwAAAACOESwAAAAAOEawAAAAAOAYwQIAAACAYwQLAAAAAI4RLAAAAAA4RrAAAAAA4Bg3yAMABIQjR45IbGys120FCxaUyMjIa14nAPAnBAsAQECEivseeEjOnr/gdXtY/nwyZ+YMwgUAOECwAAD4PW2p0FBR+e4OEhZRwmPb2ROHZfui/5oytFoAQMYRLAAAAUNDRaESUb6uBgD4JQZvAwAAAHCMYAEAAAAgeweLK1euSL9+/aRcuXKSJ08eKV++vLz99ttiWZarjP7dv39/KVGihCnTtGlT+fPPPz32c+rUKWnXrp2EhYWZmT06duwo58+f9yizceNGuf322yV37txSunRpGTJkSLL6TJ8+XSpXrmzKVK9eXebOneuxPS11AQAAAAKRT4PF+++/L+PGjZMxY8bItm3bzLJe8I8ePdpVRpdHjRol48ePl99//13y5csnzZs3l7i4OFcZDRVbtmyRRYsWyezZs+Xnn3+W5557zrX97Nmz0qxZM4mKipK1a9fKBx98IAMHDpRPPvnEVWb58uXStm1bE0rWr18vrVq1Mo/Nmzenqy4AAABAIAqy3JsHrrH7779fihcvLp9//rlrXevWrU1rwJdffmlaCEqWLCmvvPKKvPrqq2b7mTNnzGsmTZokjz/+uAkkVatWldWrV0vt2rVNmfnz58u9994rBw4cMK/X8PLGG2+Y6QZDQ0NNmT59+sgPP/wg27dvN8tt2rSRCxcumGBiq1+/vtSsWdMEibTUJTUacMLDw83rtHUFAHBt6L/1LR9+TOq2fS3Z4O3Th/+WVV+/L7O+n2ZarQEAGbt+9WmLRcOGDSUmJkZ27txpljds2CC//vqr3HPPPWZ5z549JgxolyObvrF69erJihUrzLI+a/cnO1QoLR8cHGxaFewyjRo1coUKpS0NO3bskNOnT7vKuB/HLmMfJy11SerSpUvmw3B/AAAAAP7Ip9PNaquBXmzrL0QhISFmzMW7775rujYpvZBX2irgTpftbfpcrFgxj+05cuSQwoULe5TRcRxJ92FvK1SokHlO7Tip1SWpwYMHy1tvvZXu8wIAAABkNz5tsZg2bZp89dVXMmXKFFm3bp1MnjxZhg4dap79Qd++fU2zkf3Yv3+/r6sEAAAA+F+LRa9evUyrhT0+QWdi+vvvv80v/dHR0a47oB49etTMxGTTZR37oLTMsWPHPPabkJBgZoqyX6/P+hp39nJqZdy3p1aXpHLlymUeAAAAgL/zaYvFxYsXzVgId9olKjEx0fyt3Zf0gl7HYdi065SOnWjQoIFZ1ufY2Fgz25NtyZIlZh86/sEuozNFXb582VVGZ5CqVKmS6QZll3E/jl3GPk5a6gIAAAAEKp8Gi5YtW5oxFXPmzJG9e/fKjBkzZPjw4fLQQw+Z7UFBQdK9e3d55513ZObMmbJp0ybp0KGDmZ1Jp4JVVapUkRYtWkinTp1k1apV8ttvv0m3bt1MK4iWU0888YQZuK1Tyeq0tFOnTpWRI0dKz549XXV5+eWXzWxSw4YNM7OH6HS0a9asMftKa10AAACAQOXTrlB6vwq9Qd4LL7xgujPpRXrnzp3NTehsvXv3NtPA6n0ptGXitttuMwFAb2Jn03EaGgCaNGliWkB0ylq934T77E0LFy6Url27Sq1atSQiIsIcw/1eFzpDlY71ePPNN+X111+XihUrmuloq1Wrlq66AAAAAIHIp/exCDTcxwIAfIP7WACAn9/HAgAAAIB/IFgAAAAAcIxgAQAAAMAxggUAAAAAxwgWAAAAABwjWAAAAABwjGABAAAAwDGCBQAAAADHCBYAAAAAHCNYAAAAAHCMYAEAAADAMYIFAAAAAMcIFgAAAAAcI1gAAAAAcIxgAQAAAMAxggUAAAAAxwgWAAAAABwjWAAAAABwjGABAAAAwDGCBQAAAADHCBYAAAAAHCNYAAAAAHCMYAEAAADAMYIFAAAAAMcIFgAAAAAcI1gAAAAAcIxgAQAAAMAxggUAAAAAxwgWAAAAABwjWAAAAABwjGABAAAAwDGCBQAAAADHCBYAAAAAHCNYAAAAAHCMYAEAAADAMYIFAAAAAMcIFgAAAAAcI1gAAAAAcIxgAQAAAMAxggUAAAAAxwgWAAAAABwjWAAAAABwjGABAAAAwDGCBQAAAIDsHywOHjwoTz75pBQpUkTy5Mkj1atXlzVr1ri2W5Yl/fv3lxIlSpjtTZs2lT///NNjH6dOnZJ27dpJWFiYFCxYUDp27Cjnz5/3KLNx40a5/fbbJXfu3FK6dGkZMmRIsrpMnz5dKleubMpoPebOneuxPS11AQAAAAKRT4PF6dOn5dZbb5WcOXPKvHnzZOvWrTJs2DApVKiQq4wGgFGjRsn48ePl999/l3z58knz5s0lLi7OVUZDxZYtW2TRokUye/Zs+fnnn+W5555zbT979qw0a9ZMoqKiZO3atfLBBx/IwIED5ZNPPnGVWb58ubRt29aEkvXr10urVq3MY/PmzemqCwAAABCIgiz9Gd5H+vTpI7/99pv88ssvXrdr1UqWLCmvvPKKvPrqq2bdmTNnpHjx4jJp0iR5/PHHZdu2bVK1alVZvXq11K5d25SZP3++3HvvvXLgwAHz+nHjxskbb7whR44ckdDQUNexf/jhB9m+fbtZbtOmjVy4cMEEE1v9+vWlZs2aJkikpS6p0YATHh5uXqetKwCAa0P/rW/58GNSt+1rUqhElMe204f/llVfvy+zvp9mWq0BABm7fvVpi8XMmTNNGHj00UelWLFicvPNN8unn37q2r5nzx4TBrTLkU3fWL169WTFihVmWZ+1+5MdKpSWDw4ONq0KdplGjRq5QoXSloYdO3aYVhO7jPtx7DL2cdJSl6QuXbpkPgz3BwAAAOCPfBosdu/ebVoTKlasKAsWLJAuXbrISy+9JJMnTzbb9UJeaauAO122t+mzhhJ3OXLkkMKFC3uU8bYP92OkVMZ9e2p1SWrw4MEmfNgPHdsBAAAA+COfBovExES55ZZb5D//+Y9prdBxEZ06dTJdj/xB3759TbOR/di/f7+vqwQAAAD4X7DQ2ZV0fIS7KlWqyL59+8zfkZGR5vno0aMeZXTZ3qbPx44d89iekJBgZopyL+NtH+7HSKmM+/bU6pJUrly5TF809wcAAADgj3waLHRGKB3n4G7nzp1m9iZVrlw5c9EeExPj2q7jFHTsRIMGDcyyPsfGxprZnmxLliwxrSE6/sEuozNFXb582VVGZ5CqVKmSawYqLeN+HLuMfZy01AUAAAAIVD4NFj169JCVK1earlC7du2SKVOmmClgu3btarYHBQVJ9+7d5Z133jEDvTdt2iQdOnQwszPpVLB2C0eLFi1MF6pVq1aZWaa6detmZmnScuqJJ54wA7d1Klmdlnbq1KkycuRI6dmzp6suL7/8splNSqe71dlDdDpavZ+G7iutdQEAAAACVQ5fHrxOnToyY8YMMxZh0KBBplVgxIgR5r4Utt69e5tpYHX8hbZM3HbbbSYA6E3sbF999ZUJAE2aNDGzQbVu3drcb8KmA6cXLlxoAkutWrUkIiLC3OjO/V4XDRs2NMHmzTfflNdff90MKNfpaKtVq5auugAAAACByKf3sQg03McCAHyD+1gAgJ/fxwIAAACAfyBYAAAAAHCMYAEAAADAMYIFAAAAAMcIFgAAAAAcI1gAAAAAcIxgAQAAAMAxggUAAAAAxwgWAAAAABwjWAAAAABwjGABAAAAwDGCBQAAAADHCBYAAAAAHCNYAAAAAHCMYAEAAADAMYIFAAAAAMcIFgAAAAAcI1gAAAAAcIxgAQAAAMA3weKGG26QkydPJlsfGxtrtgEAAAAILBkKFnv37pUrV64kW3/p0iU5ePBgZtQLAAAAQDaSIz2FZ86c6fp7wYIFEh4e7lrWoBETEyNly5bN3BoCAAAA8K9g0apVK/McFBQk0dHRHtty5sxpQsWwYcMyt4YAAAAA/CtYJCYmmudy5crJ6tWrJSIiIqvqBQAAAMBfg4Vtz549mV8TAAAAAIEVLJSOp9DHsWPHXC0ZtgkTJmRG3QAAAAD4c7B46623ZNCgQVK7dm0pUaKEGXMBAAAAIHBlKFiMHz9eJk2aJO3bt8/8GgEAAAAIjPtYxMfHS8OGDTO/NgAAAAACJ1g8++yzMmXKlMyvDQAAAIDA6QoVFxcnn3zyiSxevFhq1Khh7mHhbvjw4ZlVPwAAAAD+Giw2btwoNWvWNH9v3rzZYxsDuQEAAIDAk6FgsXTp0syvCQAAAIDAGmMBAAAAAI5bLBo3bnzVLk9LlizJyG4BAAAABFKwsMdX2C5fvix//PGHGW8RHR2dWXUDAAAA4M/B4sMPP/S6fuDAgXL+/HmndQIAAAAQyGMsnnzySZkwYUJm7hIAAABAoAWLFStWSO7cuTNzlwAAAAD8tSvUww8/7LFsWZYcPnxY1qxZI/369cusugEAAADw52ARHh7usRwcHCyVKlWSQYMGSbNmzTKrbgAAAAD8OVhMnDgx82sCAAAAILCChW3t2rWybds28/eNN94oN998c2bVCwAAAIC/B4tjx47J448/Lj/99JMULFjQrIuNjTU3zvvmm2+kaNGimV1PAAAAAP42K9SLL74o586dky1btsipU6fMQ2+Od/bsWXnppZcyVJH33nvP3M27e/furnVxcXHStWtXKVKkiOTPn19at24tR48e9Xjdvn375L777pO8efNKsWLFpFevXpKQkOBRRgPQLbfcIrly5ZIKFSrIpEmTkh1/7NixUrZsWTOrVb169WTVqlUe29NSFwAAACBQZShYzJ8/Xz766COpUqWKa13VqlXNxfm8efPSvb/Vq1fLxx9/LDVq1PBY36NHD5k1a5ZMnz5dli1bJocOHfKYkerKlSsmVMTHx8vy5ctl8uTJJjT079/fVWbPnj2mjLam6N3BNbg8++yzsmDBAleZqVOnSs+ePWXAgAGybt06uemmm6R58+amZSatdQEAAAACWYaCRWJiouTMmTPZel2n29JD79Tdrl07+fTTT6VQoUKu9WfOnJHPP/9chg8fLnfddZfUqlXLDBrXALFy5UpTZuHChbJ161b58ssvpWbNmnLPPffI22+/bQKOhg01fvx4KVeunAwbNswEoW7duskjjzzicfdwPUanTp3k6aefNgFJX6MtIPbN/tJSFwAAACCQZShY6MX1yy+/bH61tx08eND8qt+kSZN07Uu7F2mLQtOmTZMNDL98+bLH+sqVK0uZMmXMjfiUPlevXl2KFy/uKqMtDdolS7tp2WWS7lvL2PvQAKLHci+j0+fqsl0mLXXx5tKlS6Yu7g8AAADAH2UoWIwZM8ZcJOuYhPLly5uHtgroutGjR6d5PzrQW7seDR48ONm2I0eOSGhoqGtwuE1DhG6zy7iHCnu7ve1qZbSu//zzj5w4ccJ0qfJWxn0fqdXFG31fes8P+1G6dOk0nRcAAAAgIGaF0gtkDQSLFy+W7du3m3XazShpy8DV7N+/37R6LFq0yAyY9kd9+/Y1YzdsGmYIFwAAAJBAb7FYsmSJGYOgF8g6g9Pdd99tZojSR506dcy9LH755Zc07Uu7F+ngaJ2tKUeOHOahg6JHjRpl/tbWAO2mpNPYutOZmCIjI83f+px0ZiZ7ObUyYWFhkidPHomIiJCQkBCvZdz3kVpdvNFZqPQ47g8AAABAAj1YjBgxwgxy9naBrF19OnfubAY4p4WOxdi0aZOZqcl+1K5d2wzktv/WweAxMTGu1+zYscNML9ugQQOzrM+6D/fZm7QFROunAcgu474Pu4y9D+3ipIOx3cvoAHRdtsvo9tTqAgAAAASydHWF2rBhg7z//vspbm/WrJkMHTo0TfsqUKCAVKtWzWNdvnz5zH0i7PUdO3Y0XYkKFy5swoK2jOiFfP369V3H0wDRvn17GTJkiBnv8Oabb5oB4dpaoJ5//nkzJqR3797yzDPPmFaXadOmyZw5c1zH1WNER0ebMFO3bl0ToC5cuGBmibJDU2p1AQAAAAJZuoKFdv3xNs2sa2c5csjx48cls+iUsDpDk96MTmdY0tmc9P4ZNu3CNHv2bOnSpYu5yNdgogFh0KBBrjI6qFxDhM5YNXLkSClVqpR89tlnZl+2Nm3amHrr/S80nOjUtXqvDvcB3anVBQAAAAhkQZZlWWktrLM/6f0gWrVq5XX7999/L6+++qrs3r07M+voN3RsirZ+6H0xGG8BANeOTjTS8uHHpG7b16RQiSiPbacP/y2rvn5fZn0/zUwlDgDI2PVrusZY3HvvvdKvXz+Ji4tLtk2nbtU7V99///3p2SUAAACAQOsKpeMXtFXi3//+t7mDdaVKlVy/BOndrvV+EG+88UZW1RUAAACAPwQLHXOwfPlyM6ZB79Fg96LSqWd1zIGGi6Q3mgMAAADg/9J9g7yoqCiZO3eunD59Wnbt2mXCRcWKFaVQoUJZU0MAAAAA/nnnbaVBQm+KBwDA9URn90t6Q1OdVES76wIArsNgAQDA9Rgq7nvgITl7/oLH+vhLcXLyVKwkJCT4rG4A4O8IFgAAv6EtFRoqKt/dQcIiSrjWH9q5QY7PmkCrBQBkIYIFAMDvaKhwv1/FmeOHfFofAAgE6bqPBQAAAAB4Q7AAAAAA4BjBAgAAAIBjBAsAAAAAjhEsAAAAADhGsAAAAABAsAAAAADge7RYAAAAAHCMYAEAAADAMYIFAAAAAMcIFgAAAAAcI1gAAAAAcIxgAQAAAMAxggUAAAAAxwgWAAAAABwjWAAAAABwjGABAAAAwDGCBQAAAADHCBYAAAAAHCNYAAAAAHCMYAEAAADAMYIFAAAAAMcIFgAAAAAcI1gAAAAAcIxgAQAAAMCxHM53AQBA9paQcFl2796dbH3BggUlMjLSJ3UCgOyGYAEACGj/nIuVo0eOyAsvvyI5c+b02BaWP5/MmTmDcAEAaUCwAAAEtPi4iyLBIVKpaXuJKBnlWn/2xGHZvui/EhsbS7AAgDQgWAAAICIFikRKoRL/CxYAgPRh8DYAAAAAxwgWAAAAABwjWAAAAABwjGABAAAAwDGCBQAAAADHCBYAAAAAHCNYAAAAAMjewWLw4MFSp04dKVCggBQrVkxatWolO3bs8CgTFxcnXbt2lSJFikj+/PmldevWcvToUY8y+/btk/vuu0/y5s1r9tOrVy9JSEjwKPPTTz/JLbfcIrly5ZIKFSrIpEmTktVn7NixUrZsWcmdO7fUq1dPVq1ale66AAAAAIHIp8Fi2bJl5kJ95cqVsmjRIrl8+bI0a9ZMLly44CrTo0cPmTVrlkyfPt2UP3TokDz88MOu7VeuXDGhIj4+XpYvXy6TJ082oaF///6uMnv27DFlGjduLH/88Yd0795dnn32WVmwYIGrzNSpU6Vnz54yYMAAWbdundx0003SvHlzOXbsWJrrAgAAAAQqn955e/78+R7LGgi0xWHt2rXSqFEjOXPmjHz++ecyZcoUueuuu0yZiRMnSpUqVUwYqV+/vixcuFC2bt0qixcvluLFi0vNmjXl7bffltdee00GDhwooaGhMn78eClXrpwMGzbM7ENf/+uvv8qHH35owoMaPny4dOrUSZ5++mmzrK+ZM2eOTJgwQfr06ZOmugAAAACB6roaY6EX76pw4cLmWQOGtmI0bdrUVaZy5cpSpkwZWbFihVnW5+rVq5tQYdOwcPbsWdmyZYurjPs+7DL2PrS1Q4/lXiY4ONgs22XSUhcAAAAgUPm0xcJdYmKi6aJ06623SrVq1cy6I0eOmBaHggULepTVEKHb7DLuocLebm+7WhkNH//884+cPn3adKnyVmb79u1prktSly5dMg+bHg8AAADwR9dNi4WOtdi8ebN888034i90cHp4eLjrUbp0aV9XCQAAAPDfYNGtWzeZPXu2LF26VEqVKuVaHxkZabopxcbGepTXmZh0m10m6cxM9nJqZcLCwiRPnjwSEREhISEhXsu47yO1uiTVt29f073Lfuzfvz/d5wYAAADIDnwaLCzLMqFixowZsmTJEjPA2l2tWrUkZ86cEhMT41qn09Hq9LINGjQwy/q8adMmj9mbdIYpDQ1Vq1Z1lXHfh13G3od2cdJjuZfRrlm6bJdJS12S0qlttR7uDwAAAMAf5fB19yedZenHH38097KwxypotyFtSdDnjh07mmlgdUC3Xpi/+OKL5kLenoVJp6fVANG+fXsZMmSI2cebb75p9q0X9ur555+XMWPGSO/eveWZZ54xIWbatGlm1iebHiM6Olpq164tdevWlREjRphpb+1ZotJSFwAAACBQ+TRYjBs3zjzfeeedHut1GtennnrK/K1TwuoMTXozOh0IrbM5ffTRR66y2oVJu1F16dLFXOTny5fPBIRBgwa5ymhLiIYIvQ/FyJEjTXerzz77zDXVrGrTpo0cP37c3P9Cw4lOW6vT4boP6E6tLgAAAECgyuHrrlCp0btg6x2x9ZGSqKgomTt37lX3o+Fl/fr1Vy2j3bL04aQuAAAAQCC6LgZvAwAAAMjeCBYAAAAAHCNYAAAAAHCMYAEAAADAMYIFAAAAAMcIFgAAAAAcI1gAAAAAcIxgAQAAAMAxggUAAAAAxwgWAAAAABwjWAAAAABwjGABAAAAwDGCBQAAAADHCBYAAAAAHCNYAAAAAHCMYAEAAADAMYIFAAAAAMcIFgAAAAAcI1gAAAAAcIxgAQAAAMAxggUAAAAAxwgWAAAAABwjWAAAAABwjGABAAAAwDGCBQAAAADHCBYAAAAAHCNYAAAAAHCMYAEAAADAMYIFAAAAAMcIFgAAAAAcI1gAAAAAcIxgAQAAAMAxggUAAAAAxwgWAAAAABwjWAAAAABwjGABAAAAwLEczncBAMC1d+TIEYmNjfVYt3v3brly5QofBwD4AMECAJAtQ8V9DzwkZ89f8FgffylOTp6KlYSEhEw5TkLCZRNWkipYsKBERkZmyjEAwF8QLAAA2Y62VGioqHx3BwmLKOFaf2jnBjk+a0KmtFr8cy5Wjh45Ii+8/IrkzJnTY1tY/nwyZ+YMwgUAuCFYAACyLQ0VhUpEuZbPHD+UafuOj7soEhwilZq2l4iS/zvG2ROHZfui/5pwQ6sFAPwPwQIAgKsoUCTSI7wAALxjVigAAAAAjhEsAAAAADhGsAAAAADgGMEincaOHStly5aV3LlzS7169WTVqlXOPwUAAAAgmyNYpMPUqVOlZ8+eMmDAAFm3bp3cdNNN0rx5czl27FjWfUIAAABANsCsUOkwfPhw6dSpkzz99NNmefz48TJnzhyZMGGC9OnTJ6s+IwAIaNfjHbZTunGe4uZ5AAIVwSKN4uPjZe3atdK3b1/XuuDgYGnatKmsWLEiqz4fAAjY8KCOHz8u3V7uIRfj4rP0DtuZdeM8lSdXThk7aoQULVrUYz2BA4C/I1ik0YkTJ8yvY8WLF/dYr8vbt2/3+ppLly6Zh+3MmTPm+ezZsxn/xIAAcPLkSfNIKigoSCzL8vqalLZl1vrsdozsVF/997VXn9fl4j//+/fSFh8fJ6dOn5EaTR+V/IX+d6F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    " ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "vel = ds[\"vel\"]\n", + "\n", + "vel_dim = [d for d in vel.dims if d in (\"dir\", \"earth\", \"inst\", \"beam\")][0]\n", + "labels = vel.coords[vel_dim].values\n", + "\n", + "fig, axes = plt.subplots(len(labels), 1, figsize=(8, 3 * len(labels)), sharex=True)\n", + "\n", + "if len(labels) == 1:\n", + " axes = [axes]\n", + "\n", + "for ax_i, label in zip(axes, labels):\n", + " values = vel.sel({vel_dim: label}).values.ravel()\n", + " values = values[np.isfinite(values)]\n", + "\n", + " ax_i.hist(values, bins=50, color=\"steelblue\", edgecolor=\"black\", alpha=0.8)\n", + " ax_i.set_title(f\"Velocity histogram: {label}\")\n", + " ax_i.set_ylabel(\"Count\")\n", + "\n", + "axes[-1].set_xlabel(\"Velocity [m/s]\")\n", + "plt.tight_layout()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Initial Steps for Data Quality Control (QC)\n", + "\n", + "### 2.1: Set the Deployment Height\n", + "\n", + "When using Nortek instruments, the deployment software does not factor in the deployment height. The deployment height represents the position of the Acoustic Doppler Current Profiler (ADCP) within the water column. \n", + "\n", + "In this context, the center of the first depth bin is situated at a distance that is the sum of three elements: \n", + "1. Deployment height (the ADCP's position in the water column)\n", + "2. Blanking distance (the minimum distance from the ADCP to the first measurement point)\n", + "3. Cell size (the vertical distance of each measurement bin in the water column)\n", + "\n", + "To ensure accurate readings, it is critical to calibrate the 'range' coordinate to make '0' correspond to either the seafloor or sea surface. This calibration can be achieved using the `set_range_offset` function. \n", + "\n", + "For those using a Teledyne RDI ADCP, the TRDI deployment software will prompt you to specify the deployment height/depth during setup in order to automatically calculate water depth. If there's a need for calibration post-deployment, the `set_range_offset` function can be utilized in the same way as described above to override the initially specified value." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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    <xarray.Dataset> Size: 379kB\n",
    -              "Dimensions:         (time: 183, dirIMU: 3, dir: 4, range: 28, beam: 4,\n",
    -              "                     earth: 3, inst: 3, q: 4, time_b5: 183, range_b5: 28)\n",
    -              "Coordinates:\n",
    -              "  * time            (time) datetime64[ns] 1kB 2020-08-15T00:22:30.001030683 ....\n",
    -              "  * dirIMU          (dirIMU) <U10 120B 'streamwise' 'x-stream' 'vert'\n",
    -              "  * dir             (dir) <U10 160B 'streamwise' 'x-stream' 'vert1' 'vert2'\n",
    -              "  * range           (range) float64 224B 1.2 1.7 2.2 2.7 ... 13.2 13.7 14.2 14.7\n",
    -              "  * beam            (beam) int32 16B 1 2 3 4\n",
    -              "  * earth           (earth) <U1 12B 'E' 'N' 'U'\n",
    -              "  * inst            (inst) <U1 12B 'X' 'Y' 'Z'\n",
    -              "  * q               (q) <U1 16B 'w' 'x' 'y' 'z'\n",
    -              "  * time_b5         (time_b5) datetime64[ns] 1kB 2020-08-15T00:22:29.93849515...\n",
    -              "  * range_b5        (range_b5) float64 224B 1.2 1.7 2.2 2.7 ... 13.7 14.2 14.7\n",
    -              "Data variables: (12/38)\n",
    -              "    c_sound         (time) float32 732B 1.502e+03 1.502e+03 ... 1.498e+03\n",
    -              "    temp            (time) float32 732B 14.49 14.59 14.54 ... 13.62 13.56 13.5\n",
    -              "    pressure        (time) float32 732B 9.712 9.699 9.685 ... 9.58 9.584 9.591\n",
    -              "    mag             (dirIMU, time) float32 2kB 3.534 3.565 ... -197.1 -197.1\n",
    -              "    accel           (dirIMU, time) float32 2kB -1.261 -1.263 ... 9.714 9.712\n",
    -              "    batt            (time) float32 732B 16.48 16.48 16.48 ... 16.25 16.26 16.26\n",
    -              "    ...              ...\n",
    -              "    heading         (time) float32 732B 3.287 3.261 3.337 ... 3.331 3.352 3.352\n",
    -              "    pitch           (time) float32 732B -0.05523 -0.07217 ... -0.04288 -0.0429\n",
    -              "    roll            (time) float32 732B -7.414 -7.424 -7.404 ... -6.433 -6.436\n",
    -              "    water_density   (time) float32 732B 1.023e+03 1.023e+03 ... 1.023e+03\n",
    -              "    depth           (time) float32 732B 10.28 10.26 10.25 ... 10.14 10.15 10.15\n",
    -              "    U_std           (range, time) float32 20kB 0.04232 0.04293 ... nan nan\n",
    -              "Attributes: (12/41)\n",
    -              "    fs:                        1\n",
    -              "    n_bin:                     300\n",
    -              "    n_fft:                     300\n",
    -              "    description:               Binned averages calculated from ensembles of s...\n",
    -              "    filehead_config:           {"CLOCKSTR": {"TIME": "\\"2020-08-13 13:56:21\\"...\n",
    -              "    inst_model:                Signature1000\n",
    -              "    ...                        ...\n",
    -              "    has_imu:                   1\n",
    -              "    beam_angle:                25\n",
    -              "    range_offset:              0.6\n",
    -              "    declination:               15.8\n",
    -              "    declination_in_orientmat:  1\n",
    -              "    principal_heading:         11.1898
    " - ], - "text/plain": [ - " Size: 379kB\n", - "Dimensions: (time: 183, dirIMU: 3, dir: 4, range: 28, beam: 4,\n", - " earth: 3, inst: 3, q: 4, time_b5: 183, range_b5: 28)\n", - "Coordinates:\n", - " * time (time) datetime64[ns] 1kB 2020-08-15T00:22:30.001030683 ....\n", - " * dirIMU (dirIMU) " ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", + "\n", + "for i, ax in enumerate(axes):\n", + " ds[\"vel\"][i].plot(ax=ax)\n", + " ax.set_title(ds[\"vel\"].coords[\"dir\"].values[i])\n", + " ax.tick_params(axis=\"x\", labelrotation=45)\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# The ADCP transducers were measured to be 0.6 m from the feet of the lander\n", + "api.clean.set_range_offset(ds, 0.6)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So, the center of bin 1 is located at 1.2 m, with a constant a 0.5m bin size. " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "vel = ds_avg[\"vel\"]\n", - "\n", - "vel_dim = [d for d in vel.dims if d in (\"dir\", \"earth\", \"inst\", \"beam\")][0]\n", - "labels = vel.coords[vel_dim].values\n", - "\n", - "fig, axes = plt.subplots(len(labels), 1, figsize=(8, 3 * len(labels)), sharex=True)\n", - "\n", - "if len(labels) == 1:\n", - " axes = [axes]\n", - "\n", - "for ax_i, label in zip(axes, labels):\n", - " values = vel.sel({vel_dim: label}).values.ravel()\n", - " values = values[np.isfinite(values)]\n", - "\n", - " ax_i.hist(values, bins=50, color=\"steelblue\", edgecolor=\"black\", alpha=0.8)\n", - " ax_i.set_title(f\"Velocity histogram: {label}\")\n", - " ax_i.set_ylabel(\"Count\")\n", - "\n", - "axes[-1].set_xlabel(\"Velocity [m/s]\")\n", - "plt.tight_layout()" - ] + "name": "stdout", + "output_type": "stream", + "text": [ + " Statistic Value\n", + "0 min 1.2\n", + "1 max 14.7\n", + "2 mean spacing 0.5\n", + "3 max spacing 0.5\n", + "4 min spacing 0.5\n" + ] }, { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
    <xarray.DataArray 'range' (range: 28)> Size: 224B\n",
    +       "array([ 1.2,  1.7,  2.2,  2.7,  3.2,  3.7,  4.2,  4.7,  5.2,  5.7,  6.2,  6.7,\n",
    +       "        7.2,  7.7,  8.2,  8.7,  9.2,  9.7, 10.2, 10.7, 11.2, 11.7, 12.2, 12.7,\n",
    +       "       13.2, 13.7, 14.2, 14.7])\n",
    +       "Coordinates:\n",
    +       "  * range    (range) float64 224B 1.2 1.7 2.2 2.7 3.2 ... 13.2 13.7 14.2 14.7\n",
    +       "Attributes:\n",
    +       "    coverage_content_type:  coordinate\n",
    +       "    units:                  m\n",
    +       "    long_name:              Profile Range\n",
    +       "    description:            Distance to the center of each depth bin
    " ], - "source": [ - "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", - "\n", - "for i, ax in enumerate(axes):\n", - " ds_avg[\"vel\"][i].plot(ax=ax)\n", - " ax.set_title(ds_avg[\"vel\"].coords[\"dir\"].values[i])\n", - " ax.tick_params(axis=\"x\", labelrotation=45)\n", - "\n", - "plt.tight_layout()" + "text/plain": [ + " Size: 224B\n", + "array([ 1.2, 1.7, 2.2, 2.7, 3.2, 3.7, 4.2, 4.7, 5.2, 5.7, 6.2, 6.7,\n", + " 7.2, 7.7, 8.2, 8.7, 9.2, 9.7, 10.2, 10.7, 11.2, 11.7, 12.2, 12.7,\n", + " 13.2, 13.7, 14.2, 14.7])\n", + "Coordinates:\n", + " * range (range) float64 224B 1.2 1.7 2.2 2.7 3.2 ... 13.2 13.7 14.2 14.7\n", + "Attributes:\n", + " coverage_content_type: coordinate\n", + " units: m\n", + " long_name: Profile Range\n", + " description: Distance to the center of each depth bin" ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 4. Calculate Speed and Direction\n", - "\n", - "Two additional variables that might be of interest, which are not automatically provided, are the magnitude of the horizontal velocity (referred to as `U_mag` or speed) and its direction (`U_dir`). These can be accessed via \"shortcut\" functions through the keyword `velds`, as demonstrated in the subsequent code block.\n", - "\n", - "For a comprehensive list of these \"shortcut\" functions, you can refer to the [DOLfYN documentation](https://dolfyn.readthedocs.io/en/latest/apidoc/dolfyn.shortcuts.html)." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "ds_avg[\"U_mag\"] = ds_avg.velds.U_mag\n", - "ds_avg[\"U_dir\"] = ds_avg.velds.U_dir" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Plotting" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plotting can be accomplished through the user's preferred package. Matplotlib is shown here for simplicity, and flow speed and direction are plotted below with a blue line delineating the water surface level." - ] - }, + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "range_da = ds[\"range\"]\n", + "spacing = range_da.diff(\"range\")\n", + "\n", + "range_stats = pd.DataFrame(\n", + " {\n", + " \"Statistic\": [\"min\", \"max\", \"mean spacing\", \"max spacing\", \"min spacing\"],\n", + " \"Value\": [\n", + " float(range_da.min().values),\n", + " float(range_da.max().values),\n", + " float(spacing.mean().values),\n", + " float(spacing.max().values),\n", + " float(spacing.min().values),\n", + " ],\n", + " }\n", + ")\n", + "\n", + "print(range_stats)\n", + "ds.range" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.2. Discard Data Above Surface Level and Surface Interference\n", + "\n", + "To reduce computational load, we can exclude all data at or above the water surface level, including that affected by surface interference. Since the instrument was oriented upwards, we can utilize the pressure sensor data along with the function `water_depth_from_pressure` to find the water depth. However, this approach necessitates that the pressure sensor was calibrated or 'zeroed' prior to deployment. If the instrument is facing downwards or doesn't include pressure data, the function `water_depth_from_amplitude` can be used to detect the seabed or water surface.\n", + "\n", + "It's important to note that Acoustic Doppler Current Profilers (ADCPs) do not measure water salinity, so you'll need to supply this information to the function. If `water_depth_from_pressure` is called after `set_range_offset`, \"depth\" represents the distance from the water surface to the seafloor. Otherwise, it indicates the distance to the ADCP pressure sensor.\n", + "\n", + "After determining the \"depth\", you can use the `remove_surface_interference` function to discard data in depth bins at or above the actual water surface. Be aware that this function will generate a new dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "api.clean.water_depth_from_pressure(ds, salinity=31)\n", + "ds = api.clean.remove_surface_interference(ds)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
    <xarray.Dataset> Size: 84MB\n",
    +       "Dimensions:              (time: 55000, time_b5: 55000, range: 28, range_b5: 28,\n",
    +       "                          beam: 4, dir: 4, dirIMU: 3, earth: 3, inst: 3, q: 4,\n",
    +       "                          x1: 4, x2: 4)\n",
    +       "Coordinates:\n",
    +       "  * time                 (time) datetime64[ns] 440kB 2020-08-15T00:20:00.5009...\n",
    +       "  * time_b5              (time_b5) datetime64[ns] 440kB 2020-08-15T00:20:00.4...\n",
    +       "  * range                (range) float64 224B 1.2 1.7 2.2 2.7 ... 13.7 14.2 14.7\n",
    +       "  * range_b5             (range_b5) float64 224B 1.2 1.7 2.2 ... 13.7 14.2 14.7\n",
    +       "  * beam                 (beam) int32 16B 1 2 3 4\n",
    +       "  * dir                  (dir) <U2 32B 'E' 'N' 'U1' 'U2'\n",
    +       "  * dirIMU               (dirIMU) <U1 12B 'E' 'N' 'U'\n",
    +       "  * earth                (earth) <U1 12B 'E' 'N' 'U'\n",
    +       "  * inst                 (inst) <U1 12B 'X' 'Y' 'Z'\n",
    +       "  * q                    (q) <U1 16B 'w' 'x' 'y' 'z'\n",
    +       "  * x1                   (x1) int32 16B 1 2 3 4\n",
    +       "  * x2                   (x2) int32 16B 1 2 3 4\n",
    +       "Data variables: (12/40)\n",
    +       "    c_sound              (time) float32 220kB 1.502e+03 1.502e+03 ... 1.498e+03\n",
    +       "    temp                 (time) float32 220kB 14.55 14.55 14.55 ... 13.47 13.47\n",
    +       "    pressure             (time) float32 220kB 9.713 9.718 9.718 ... 9.594 9.596\n",
    +       "    mag                  (dirIMU, time) float32 660kB 72.5 72.7 ... -195.7\n",
    +       "    accel                (dirIMU, time) float32 660kB -0.00479 ... 9.729\n",
    +       "    batt                 (time) float32 220kB 16.6 16.6 16.6 ... 16.4 16.4 15.2\n",
    +       "    ...                   ...\n",
    +       "    heading              (time) float32 220kB -12.52 -12.51 ... -12.52 -12.5\n",
    +       "    pitch                (time) float32 220kB -0.065 -0.06 -0.06 ... -0.05 -0.05\n",
    +       "    roll                 (time) float32 220kB -7.425 -7.42 -7.42 ... -6.45 -6.45\n",
    +       "    beam2inst_orientmat  (x1, x2) float32 64B 1.183 0.0 -1.183 ... 0.0 0.5518\n",
    +       "    water_density        (time) float32 220kB 1.023e+03 1.023e+03 ... 1.023e+03\n",
    +       "    depth                (time) float32 220kB 10.28 10.28 10.28 ... 10.16 10.16\n",
    +       "Attributes: (12/35)\n",
    +       "    filehead_config:       {"CLOCKSTR": {"TIME": "\\"2020-08-13 13:56:21\\""}, ...\n",
    +       "    inst_model:            Signature1000\n",
    +       "    inst_make:             Nortek\n",
    +       "    inst_type:             ADCP\n",
    +       "    burst_config:          {"press_valid": true, "temp_valid": true, "compass...\n",
    +       "    n_cells:               28\n",
    +       "    ...                    ...\n",
    +       "    rotate_vars:           ['vel', 'accel', 'accel_b5', 'angrt', 'angrt_b5', ...\n",
    +       "    coord_sys:             earth\n",
    +       "    fs:                    1\n",
    +       "    has_imu:               1\n",
    +       "    beam_angle:            25\n",
    +       "    range_offset:          0.6
    " ], - "source": [ - "%matplotlib inline\n", - "from matplotlib import pyplot as plt\n", - "import matplotlib.dates as dt\n", - "\n", - "ax = plt.figure(figsize=(10, 6)).add_axes([0.14, 0.14, 0.8, 0.74])\n", - "# Plot flow speed\n", - "t = dolfyn.time.dt642date(ds_avg[\"time\"])\n", - "plt.pcolormesh(t, ds_avg[\"range\"], ds_avg[\"U_mag\"], cmap=\"Blues\", shading=\"nearest\")\n", - "# Plot the water surface\n", - "ax.plot(t, ds_avg[\"depth\"])\n", - "\n", - "# Set up time on x-axis\n", - "ax.set_xlabel(\"Time\")\n", - "ax.xaxis.set_major_formatter(dt.DateFormatter(\"%H:%M\"))\n", - "ax.lines[-1].set_label(\"Water surface\")\n", - "ax.legend(loc=\"upper right\")\n", - "ax.set_ylabel(\"Altitude [m]\")\n", - "ax.set_ylim([0, 12])\n", - "plt.colorbar(label=\"Speed [m/s]\")" + "text/plain": [ + " Size: 84MB\n", + "Dimensions: (time: 55000, time_b5: 55000, range: 28, range_b5: 28,\n", + " beam: 4, dir: 4, dirIMU: 3, earth: 3, inst: 3, q: 4,\n", + " x1: 4, x2: 4)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 440kB 2020-08-15T00:20:00.5009...\n", + " * time_b5 (time_b5) datetime64[ns] 440kB 2020-08-15T00:20:00.4...\n", + " * range (range) float64 224B 1.2 1.7 2.2 2.7 ... 13.7 14.2 14.7\n", + " * range_b5 (range_b5) float64 224B 1.2 1.7 2.2 ... 13.7 14.2 14.7\n", + " * beam (beam) int32 16B 1 2 3 4\n", + " * dir (dir) " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = plt.figure(figsize=(10, 6)).add_axes([0.14, 0.14, 0.8, 0.74])\n", - "# Plot flow direction\n", - "plt.pcolormesh(t, ds_avg[\"range\"], ds_avg[\"U_dir\"], cmap=\"twilight\", shading=\"nearest\")\n", - "# Plot the water surface\n", - "ax.plot(t, ds_avg[\"depth\"])\n", - "\n", - "# set up time on x-axis\n", - "ax.set_xlabel(\"Time\")\n", - "ax.xaxis.set_major_formatter(dt.DateFormatter(\"%H:%M\"))\n", - "\n", - "ax.set_ylabel(\"Altitude [m]\")\n", - "ax.set_ylim([0, 12])\n", - "plt.colorbar(label=\"Horizontal Vel Dir [deg CW from true N]\");" + "data": { + "text/plain": [ + "[]" ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" }, { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Saving and Loading DOLfYN datasets\n", - "Datasets can be saved and reloaded using the `save` and `load` functions. Xarray is saved natively in netCDF format, hence the \".nc\" extension.\n", - "\n", - "Note: DOLfYN datasets cannot be saved using xarray's native `ds.to_netcdf`; however, DOLfYN datasets can be opened using `xarray.open_dataset`." + "data": { + "image/png": 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", + "text/plain": [ + "
    " ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ds[\"depth\"].plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Updated water velocity plots with data above the surface removed. " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "# Uncomment these lines to save and load to your current working directory\n", - "# dolfyn.save(ds, 'your_data.nc')\n", - "# ds_saved = dolfyn.load('your_data.nc')" + "data": { + "image/png": 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", + "text/plain": [ + "
    " ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", + "\n", + "for i, ax in enumerate(axes):\n", + " ds[\"vel\"][i].plot(ax=ax)\n", + " ax.set_title(ds[\"vel\"].coords[\"dir\"].values[i])\n", + " ax.tick_params(axis=\"x\", labelrotation=45)\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.3: Apply an Acoustic Signal Correlation Filter\n", + "\n", + "After removing data from bins at or above the water surface, we typically apply a filter based on acoustic signal correlation to the ADCP data. This helps to eliminate erroneous velocity data points, which can be caused by factors such as bubbles, kelp, fish, etc., moving through one or multiple beams.\n", + "\n", + "You can quickly inspect the data to determine an appropriate correlation value by using the built-in plotting feature of xarray. In the following example, we use xarray's slicing capabilities to display data from beam 1 within a range of 0 to 10 m from the ADCP.\n", + "\n", + "It's important to note that not all ADCPs provide acoustic signal correlation data, which serves as a quantitative measure of signal quality. Older ADCPs may not offer this feature, in which case you can skip this step when using such instruments." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 7. Turbulence Statistics\n", - "\n", - "The next section of this jupyter notebook will run through the turbulence analysis of the data presented here. There was no intention of measuring turbulence in the deployment that collected this data, so results depicted here are not the highest quality. The quality of turbulence measurements from an ADCP depend heavily on the quality of the deployment setup and data collection, particularly instrument frequency, samping frequency and depth bin size.\n", - "\n", - "Read more on proper ADCP setup for turbulence measurements in: Thomson, Jim, et al. \"Measurements of turbulence at two tidal energy sites in Puget Sound, WA.\" IEEE Journal of Oceanic Engineering 37.3 (2012): 363-374.\n", - "\n", - "Most functions related to turbulence statistics in MHKiT-DOLfYN have the papers they originate from referenced in their docstrings.\n", - "\n", - "### 7.1 Turbulence Intensity\n", - "For most users, turbulence intensity (TI), the ratio of the ensemble standard deviation to ensemble flow speed given as a percent, is all most will need. In MHKiT, this can be simply calculated as `.velds.I`, but be aware that this will be a conservative estimate. Another function, `turbulence_intensity`, is capable of subtracting instrument noise from this parameter and is discussed below. The noise-subtracted TI is more accurate and typically 1-2% lower than the non-noise-subtracted estimation.\n", - "\n" + "data": { + "image/png": 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+ "text/plain": [ + "
    " ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "fig, axes = plt.subplots(2, 2, figsize=(12, 8), sharex=True, sharey=True)\n", + "\n", + "for i, ax in enumerate(axes.ravel()):\n", + " ds[\"corr\"].isel(beam=i).sel(range=slice(0, 10)).plot(ax=ax)\n", + " ax.set_title(f\"Beam {int(ds['beam'].isel(beam=i).values)}\")\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It's beneficial to also review data from the other beams. A significant portion of this data is of high quality. To avoid discarding valuable data with lower correlations, which could be due to natural variations, we can use the `correlation_filter`. This function assigns a value of NaN (not a number) to velocity values corresponding to correlations below 50%.\n", + "\n", + "However, it's important to note that the correlation threshold is dependent on the specifics of the deployment environment and the instrument used. It's not unusual to set a threshold as low as 30%, or even to forgo the use of this function entirely." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "ds = api.clean.correlation_filter(ds, thresh=50)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Updated velocity plots filtered for beam correlation. " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Turbulence Intensity\n", - "ds_avg[\"TI\"] = ds_avg.velds.I\n", - "ds_avg[\"TI\"].plot(cmap=\"Reds\", ylim=(0, 11))" + "data": { + "image/png": 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", + "text/plain": [ + "
    " ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", + "\n", + "for i, ax in enumerate(axes):\n", + " ds[\"vel\"][i].plot(ax=ax)\n", + " ax.set_title(ds[\"vel\"].coords[\"dir\"].values[i])\n", + " ax.tick_params(axis=\"x\", labelrotation=45)\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.4 Rotate Data Coordinate System\n", + "\n", + "After cleaning the data, the next step is to rotate the velocity data into accurate East, North, Up (ENU) coordinates.\n", + "\n", + "ADCPs utilize an internal compass or magnetometer to determine magnetic ENU directions. You can use the set_declination function to adjust the velocity data according to the magnetic declination specific to your geographical coordinates. This declination can be looked up online for specific coordinates.\n", + "\n", + "Instruments save vector data in the coordinate system defined in the deployment configuration file. To make this data meaningful, it must be transformed through various coordinate systems (\"beam\"<->\"inst\"<->\"earth\"<->\"principal\"). This transformation is accomplished using the `rotate2` function. If the \"earth\" (ENU) coordinate system is specified, DOLfYN will automatically rotate the dataset through the required coordinate systems to reach the \"earth\" coordinates. Setting `inplace` to true will modify the input dataset directly, meaning it will not create a new dataset.\n", + "\n", + "In this case, since the ADCP data is already in the \"earth\" coordinate system, the `rotate2` function will return the input dataset without modifications. The `set_declination` function will work no matter the coordinate system." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 7.2 Power Spectral Densities (Auto-Spectra)\n", - "\n", - "Other turbulence parameters include the TKE power- and cross-spectral densities (i.e the power spectra), turbulent kinetic energy (TKE, i.e. the variances of velocity vector components), Reynolds stress vector (i.e. the co-variances of velocity vector components), TKE dissipation rate, and TKE production rate. These quantities are primarily used to inform and verify hydrodynamic and coastal models, which take some or all of these quantities as input.\n", - "\n", - "The TKE production rate is the rate at which kinetic energy (KE) transitions from a useful state (able to do \"work\" in the physics sense) to turbulent; TKE is the actual amount of turbulent KE in the water; and TKE dissipation rate is the rate at which turbulent KE is lost to non-motion forms of energy (heat, sound, etc) due to viscosity. The power spectra are used to depict and quantify this energy in the frequency domain, and creating them are the first step in turbulence analysis.\n", - "\n", - "We'll start by looking at the power spectra, specifically the auto-spectra from the vertical beam (\"auto\" meaning the variance of a single vector direction, e.g. $\\overline{u'^2}$, vs \"cross\", meaning the covariance of two directions, e.g. $\\overline{u'w'}$). This can be done using the `power_spectral_density` function from the `ADPBinner` we created (\"avg_tool\"). We'll create spectra at the middle water column, at a depth of 5 m, and use a number of FFT's equal to 1/3 the bin size." - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "Data is already in the earth coordinate system\n" + ] + } + ], + "source": [ + "dolfyn.set_declination(ds, 15.8, inplace=True) # 15.8 deg East\n", + "dolfyn.rotate2(ds, \"earth\", inplace=True)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To rotate into the principal frame of reference (streamwise, cross-stream, vertical), if desired, we must first calculate the depth-averaged principal flow heading and add it to the dataset attributes. Then the dataset can be rotated using the same `rotate2` function. We use `inplace=False` because we do not want to alter the input dataset here." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "ds.attrs[\"principal_heading\"] = dolfyn.calc_principal_heading(ds[\"vel\"].mean(\"range\"))\n", + "ds = dolfyn.rotate2(ds, \"principal\", inplace=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Updated velocity histograms and contour plots for rotated velocity. " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [], - "source": [ - "rng = 5 # m\n", - "vel_up = ds[\"vel_b5\"].sel(range_b5=rng, method=\"nearest\") # vertical velocity\n", - "U = ds_avg[\"U_mag\"].sel(\n", - " range=5, method=\"nearest\"\n", - ") # flow speed, for plotting in the next block\n", - "\n", - "ds_avg[\"auto_spectra_5m\"] = avg_tool.power_spectral_density(\n", - " vel_up, freq_units=\"Hz\", n_fft=ds_avg.n_bin // 2\n", - ")" + "data": { + "image/png": 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", + "text/plain": [ + "
    " ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "vel = ds[\"vel\"]\n", + "\n", + "vel_dim = [d for d in vel.dims if d in (\"dir\", \"earth\", \"inst\", \"beam\")][0]\n", + "labels = vel.coords[vel_dim].values\n", + "\n", + "fig, axes = plt.subplots(len(labels), 1, figsize=(8, 3 * len(labels)), sharex=True)\n", + "\n", + "if len(labels) == 1:\n", + " axes = [axes]\n", + "\n", + "for ax_i, label in zip(axes, labels):\n", + " values = vel.sel({vel_dim: label}).values.ravel()\n", + " values = values[np.isfinite(values)]\n", + "\n", + " ax_i.hist(values, bins=50, color=\"steelblue\", edgecolor=\"black\", alpha=0.8)\n", + " ax_i.set_title(f\"Velocity histogram: {label}\")\n", + " ax_i.set_ylabel(\"Count\")\n", + "\n", + "axes[-1].set_xlabel(\"Velocity [m/s]\")\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In the auto-spectra, we're primarly looking for three components: the energy-producing region, the isotropic turbulence region (so-called \"red noise\"), and the instrument noise floor (termed \"white noise\"). \n", - "\n", - "The block below organizes and plots the power spectra by the corresponding ensemble speed, averaging them by 0.1 m/s velocity bins. Note that if an ensemble is missing data that wasn't filled in, a power spectrum will not be calculated for that ensemble timestamp." + "data": { + "image/png": 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", + "text/plain": [ + "
    " ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", + "\n", + "for i, ax in enumerate(axes):\n", + " ds[\"vel\"][i].plot(ax=ax)\n", + " ax.set_title(ds[\"vel\"].coords[\"dir\"].values[i])\n", + " ax.tick_params(axis=\"x\", labelrotation=45)\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Average the Data\n", + "\n", + "As this deployment was configured in \"burst mode\", a standard step in the analysis process is to average the velocity data into time bins. \n", + "\n", + "However, if the instrument was set up in an \"averaging mode\" (where a specific profile and/or average interval was set, for instance, averaging 5 minutes of data every 30 minutes), this step would have been performed within the ADCP during deployment and can thus be skipped.\n", + "\n", + "To average the data into time bins (also known as ensembles), you should first initialize the binning tool `ADPBinner`. The parameter \"n_bin\" represents the number of data points in each ensemble. In this case, we're dealing with 300 seconds' worth of data. The \"fs\" parameter stands for the sampling frequency, which for this deployment is 1 Hz. Once the binning tool is initialized, you can use the `bin_average` function to average the data into ensembles." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "avg_tool = api.ADPBinner(n_bin=ds.fs * 300, fs=ds.fs)\n", + "ds_avg = avg_tool.bin_average(ds)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Dateframe, velocity histogram, and contour plot for 5 minute averaged velocity. " + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[Text(0.5, 0, 'Frequency [Hz]'),\n", - " Text(0, 0.5, 'PSD [m2 s-2 Hz-1]'),\n", - " (0.01, 1),\n", - " (0.0005, 0.1)]" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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    <xarray.Dataset> Size: 379kB\n",
    +       "Dimensions:         (time: 183, dirIMU: 3, dir: 4, range: 28, beam: 4,\n",
    +       "                     earth: 3, inst: 3, q: 4, time_b5: 183, range_b5: 28)\n",
    +       "Coordinates:\n",
    +       "  * time            (time) datetime64[ns] 1kB 2020-08-15T00:22:30.001030683 ....\n",
    +       "  * dirIMU          (dirIMU) <U10 120B 'streamwise' 'x-stream' 'vert'\n",
    +       "  * dir             (dir) <U10 160B 'streamwise' 'x-stream' 'vert1' 'vert2'\n",
    +       "  * range           (range) float64 224B 1.2 1.7 2.2 2.7 ... 13.2 13.7 14.2 14.7\n",
    +       "  * beam            (beam) int32 16B 1 2 3 4\n",
    +       "  * earth           (earth) <U1 12B 'E' 'N' 'U'\n",
    +       "  * inst            (inst) <U1 12B 'X' 'Y' 'Z'\n",
    +       "  * q               (q) <U1 16B 'w' 'x' 'y' 'z'\n",
    +       "  * time_b5         (time_b5) datetime64[ns] 1kB 2020-08-15T00:22:29.93849515...\n",
    +       "  * range_b5        (range_b5) float64 224B 1.2 1.7 2.2 2.7 ... 13.7 14.2 14.7\n",
    +       "Data variables: (12/38)\n",
    +       "    c_sound         (time) float32 732B 1.502e+03 1.502e+03 ... 1.498e+03\n",
    +       "    temp            (time) float32 732B 14.49 14.59 14.54 ... 13.62 13.56 13.5\n",
    +       "    pressure        (time) float32 732B 9.712 9.699 9.685 ... 9.58 9.584 9.591\n",
    +       "    mag             (dirIMU, time) float32 2kB 3.534 3.565 ... -197.1 -197.1\n",
    +       "    accel           (dirIMU, time) float32 2kB -1.261 -1.263 ... 9.714 9.712\n",
    +       "    batt            (time) float32 732B 16.48 16.48 16.48 ... 16.25 16.26 16.26\n",
    +       "    ...              ...\n",
    +       "    heading         (time) float32 732B 3.287 3.261 3.337 ... 3.331 3.352 3.352\n",
    +       "    pitch           (time) float32 732B -0.05523 -0.07217 ... -0.04288 -0.0429\n",
    +       "    roll            (time) float32 732B -7.414 -7.424 -7.404 ... -6.433 -6.436\n",
    +       "    water_density   (time) float32 732B 1.023e+03 1.023e+03 ... 1.023e+03\n",
    +       "    depth           (time) float32 732B 10.28 10.26 10.25 ... 10.14 10.15 10.15\n",
    +       "    U_std           (range, time) float32 20kB 0.04232 0.04293 ... nan nan\n",
    +       "Attributes: (12/41)\n",
    +       "    fs:                        1\n",
    +       "    n_bin:                     300\n",
    +       "    n_fft:                     300\n",
    +       "    description:               Binned averages calculated from ensembles of s...\n",
    +       "    filehead_config:           {"CLOCKSTR": {"TIME": "\\"2020-08-13 13:56:21\\"...\n",
    +       "    inst_model:                Signature1000\n",
    +       "    ...                        ...\n",
    +       "    has_imu:                   1\n",
    +       "    beam_angle:                25\n",
    +       "    range_offset:              0.6\n",
    +       "    declination:               15.8\n",
    +       "    declination_in_orientmat:  1\n",
    +       "    principal_heading:         11.1898
    " ], - "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib as mpl\n", - "\n", - "plt.rcParams.update({\"font.size\": 18, \"font.family\": \"Times New Roman\"})\n", - "\n", - "\n", - "def plot_spectra_by_color(auto_spectra, U_mag, ax, fig, cbar_max=4.0):\n", - " U = U_mag.values\n", - " U_max = U_mag.max().values\n", - "\n", - " # Average spectra into 0.1 m/s velocity bins\n", - " speed_bins = np.arange(0.5, U_max, 0.1)\n", - " time = [t for t in auto_spectra.dims if \"time\" in t][0]\n", - " S_group = auto_spectra.assign_coords({time: U}).rename({time: \"speed\"})\n", - " group = S_group.groupby_bins(\"speed\", speed_bins)\n", - " count = group.count().values\n", - " S = group.mean()\n", - "\n", - " # define the colormap\n", - " cmap = plt.cm.turbo\n", - " # define the bins and normalize\n", - " bounds = np.arange(0.5, cbar_max, 0.1)\n", - " norm = mpl.colors.BoundaryNorm(bounds, cmap.N)\n", - " colors = cmap(norm(speed_bins))\n", - "\n", - " # plot\n", - " for i in range(len(speed_bins) - 1):\n", - " ax.loglog(auto_spectra[\"freq\"], S[i], c=colors[i])\n", - " ax.grid()\n", - "\n", - " # create a second axes for the colorbar\n", - " cax = fig.add_axes([0.8, 0.07, 0.03, 0.88])\n", - " # cax, _ = mpl.colorbar.make_axes(fig.gca())\n", - " sm = mpl.colorbar.ColorbarBase(\n", - " cax,\n", - " cmap=cmap,\n", - " norm=norm,\n", - " spacing=\"proportional\",\n", - " ticks=bounds,\n", - " boundaries=bounds,\n", - " format=\"%1.1f\",\n", - " label=\"Velocity [m/s]\",\n", - " )\n", - "\n", - " # Add -5/3 slope line\n", - " m = -5 / 3\n", - " x = np.logspace(-1, 0.5)\n", - " y = 10 ** (-3) * x**m\n", - " ax.loglog(x, y, \"--\", c=\"black\", label=\"$f^{-5/3}$\")\n", - " ax.legend()\n", - "\n", - " return ax, sm\n", - "\n", - "\n", - "# Set up figure\n", - "fig, ax = plt.subplots(1, 1, figsize=(6, 5))\n", - "fig.subplots_adjust(left=0.2, right=0.75, top=0.95, bottom=0.1)\n", - "\n", - "# Plot spectra by color\n", - "plot_spectra_by_color(ds_avg[\"auto_spectra_5m\"], U, ax, fig, cbar_max=2.0)\n", - "# Set axes\n", - "ax.set(\n", - " xlabel=\"Frequency [Hz]\",\n", - " ylabel=\"PSD [m2 s-2 Hz-1]\",\n", - " xlim=(0.01, 1),\n", - " ylim=(0.0005, 0.1),\n", - ")" + "text/plain": [ + " Size: 379kB\n", + "Dimensions: (time: 183, dirIMU: 3, dir: 4, range: 28, beam: 4,\n", + " earth: 3, inst: 3, q: 4, time_b5: 183, range_b5: 28)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 1kB 2020-08-15T00:22:30.001030683 ....\n", + " * dirIMU (dirIMU) " ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "vel = ds_avg[\"vel\"]\n", + "\n", + "vel_dim = [d for d in vel.dims if d in (\"dir\", \"earth\", \"inst\", \"beam\")][0]\n", + "labels = vel.coords[vel_dim].values\n", + "\n", + "fig, axes = plt.subplots(len(labels), 1, figsize=(8, 3 * len(labels)), sharex=True)\n", + "\n", + "if len(labels) == 1:\n", + " axes = [axes]\n", + "\n", + "for ax_i, label in zip(axes, labels):\n", + " values = vel.sel({vel_dim: label}).values.ravel()\n", + " values = values[np.isfinite(values)]\n", + "\n", + " ax_i.hist(values, bins=50, color=\"steelblue\", edgecolor=\"black\", alpha=0.8)\n", + " ax_i.set_title(f\"Velocity histogram: {label}\")\n", + " ax_i.set_ylabel(\"Count\")\n", + "\n", + "axes[-1].set_xlabel(\"Velocity [m/s]\")\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "ds_avg[\"noise_5m\"] = avg_tool.doppler_noise_level(ds_avg[\"auto_spectra_5m\"], pct_fN=0.9)" + "data": { + "image/png": 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+ "text/plain": [ + "
    " ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", + "\n", + "for i, ax in enumerate(axes):\n", + " ds_avg[\"vel\"][i].plot(ax=ax)\n", + " ax.set_title(ds_avg[\"vel\"].coords[\"dir\"].values[i])\n", + " ax.tick_params(axis=\"x\", labelrotation=45)\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Calculate Speed and Direction\n", + "\n", + "Two additional variables that might be of interest, which are not automatically provided, are the magnitude of the horizontal velocity (referred to as `U_mag` or speed) and its direction (`U_dir`). These can be accessed via \"shortcut\" functions through the keyword `velds`, as demonstrated in the subsequent code block.\n", + "\n", + "For a comprehensive list of these \"shortcut\" functions, you can refer to the [DOLfYN documentation](https://dolfyn.readthedocs.io/en/latest/apidoc/dolfyn.shortcuts.html)." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "ds_avg[\"U_mag\"] = ds_avg.velds.U_mag\n", + "ds_avg[\"U_dir\"] = ds_avg.velds.U_dir" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plotting" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plotting can be accomplished through the user's preferred package. Matplotlib is shown here for simplicity, and flow speed and direction are plotted below with a blue line delineating the water surface level." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 7.4 TKE Dissipation Rate\n", - "\n", - "Because we can see the isotropic turbulence cascade (0.2 - 0.5 Hz) at this depth bin (5 m altitude), we can calculate the TKE dissipation rate at this location from the spectra itself. This can be done using `dissipation_rate_LT83`, whose inputs are the power spectra, the ensemble speed, the frequency range of the isotropic cascade, and the instrument's noise." + "data": { + "text/plain": [ + "" ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" }, { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [], - "source": [ - "# Frequency range of isotropic turubulence cascade in same units as PSD frequency vector\n", - "f_rng = [0.1, 0.5]\n", - "# Dissipation rate\n", - "ds_avg[\"dissipation_rate_5m\"] = avg_tool.dissipation_rate_LT83(\n", - " ds_avg[\"auto_spectra_5m\"], U, freq_range=f_rng, noise=ds_avg['noise_5m']\n", - ")" + "data": { + "image/png": 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OhrEAAABIO5qcpUbOBDR/f+Nz8YbWNY0H/V7pV1Yg/boUSv8uBTKwvEj2Li+SQeVF0qkgmNayAgAAAGidnAlozhrdV1Zv98gXG2tk+aYaqQ9H5dN128zg1q04ZIIbE+B0L276u0tRKC1lBwAAQMdDDU1q5ExAM/n4oVJSUmL+DkeismpLrXyxqVo+31gjn2+olsXrtplh5Zbtsn5rnRneWrLRsY7OBQHZu7xYBnXfEeDo33t3L5Ly4lBqc4gDAAAAaJWcCWhsfp9X+nYpMMPhezunbasLy5Iva24+XbdVFq/d8ffyzTWyuaZBZn2+yQy24jy/I8DRZmt7dy+WXqV5BDoAAAB7UG1DRCLRWFYcc2poUiMnA5pkikJ+GVHRyQy27fURWbJ+Ry2OBjqfrt3x9xebamRrbVjmLttiBlth0GeCm0FfBjqNQU+fzvkkJAAAAGhFcKKtZtZW1co6698tNfXmu9n2hojU1EdkS02DbKquN4O+9tSFo7Li2BLQpAYBTSvlB32yX+9SM9jqwhH5fEONI8jRv5duqJbq+oi8t6LSDLa8gFcG9yiR/XqVyL69dJ0lsk/3YskL+FL0tgIAAGQe/d60cVu9bNhWt2PYWi/rv/xbX9+yvUEqtzdI1fYG2bitTqpqw+3azubq+pSXHZmLgGYXhfw+Gdyj2Ay2hkjUJCBY/GWg05iAQGt5ahui8t7yLWZoeiO8HtNMbd9eOwIdDZyG9iyRwhBvEQAAyFyxWMwEIY19kNc1/VvrGNfARWtS2irk90r3kjzTZ7m8JCTlxXlSVhiUgqDP/OCcH/BJp4KAlBWGpKwgKGVFQYnUVktW4MGaKZHWb8uvvfaa/O53v5M5c+bI6tWr5cknn5STTz7ZcYFce+21cu+998qWLVvksMMOk7vuukv23tvV8SUDBXzeL5ubFcnX94u/rm06v9hYLR+trpIPVlbJh6sq5YOVlaZ/zserq8zwnzk75tU8A3t1LZSRFZ1lZN9OMqqikwmcdN0AAAB7gmaGXbap2iRUMjUoNfWysbre/HD72fpt8tn6atla1/qalIDPI10KQ9K1OChdi0LWEJTOBUEpzQ9ISb4GKAHpVpwnJXn+NvdJrqojWVMuSWtAU11dLSNGjJDzzz9fTjnllGbTb775ZvnjH/8oDzzwgAwYMECuvvpqGT9+vHz00UeSl5cn2cjn9che3YrM8I39ezUFbqsqa+XDlZXywaqqL/+tlLVVdbJkfbUZHp+7oqm52vDepTKyopOM6ttZDurXWcpLsvNYAACAzFFZ0yAL127dEaRsqDZJkvTfZZtqWtXJXgMRrUXRx180/rvj77ymv7sVhUxtCtlhd6APTQcIaI477jgztES/5N92221y1VVXyUknnWRee/DBB6V79+7y1FNPyRlnnCEd6WTu3SnfDMfu26Ppda2efX/FFpm/PD5oAoJ3P99sBpGlZr5+XQrkoH5lcujALnL43l0JcAAAQMLvV9pxXpMa6XP5tB/wR6sr5cNVVbJi8/aER00THVWUFZgaFA1IdOjTuUAGdis0P9L2LSugLzDSJmM7aCxdulTWrFkj48aNa3qttLRURo8eLTNnzkwY0NTV1ZmhUVVVlWQr/SXja0O7m0FFozHzS8m8ZZtNcDPni83mlxSt8tWhsRZncPdi+ereXU1wM3pAF9O+FAAA5B7tx/L+8kp5f2WlLFixRRasrJQN2xJ3mNcfVweWFzUFKgO77vi3ewnP3NsdtCVdSmurPJKTMjag0WBGaY2MTccbp7Vk6tSpMmXKFOmIvF5PU7+cbx9UYV6rqm2QuV9slllLN8kbizeYG5UGOTr87Y2lEvR55aD+neXwvbuZAGdYzxJSRgMA0AFpx/wFJrvqFtPC4/0VlbK6srbZfPr9uUdJnqlV0UH752rW1WG9SkyzMew5Hv0vpQ9n90guytiApr0mT54skyZNctTQVFTs+PLfEZXkBeSoweVmuPzLNIVvLtkgb3y6QV7/dIOs3LJd3lqy0Qw3TROTFeSwQTtqb3ToWZqf7l0AAADtSH+8I3ipbApe9JERbvpdeVC3Itm/TyfZv0+pGTSLKo+KQEeSsQFNjx47+pKsXbtWevbs2fS6jo8cOTLhcqFQyAy5qnNh0CQb0EHbyWoTtR3BzXqZuWSjaTf73/dWmUGZLGz79pCTR/UyDwAFAACZSZ/L8urC9fLyR2vN57o+786toizfBC8jTPDSyTwGQh8ajsxEUoDUyNgzXLOaaVAzffr0pgBGa1veeecd+dGPfpTu4mXNRTJQ2792K5KJh/Y3z8aZt2yLvPHpennt0w3mFx19EOgd6xbLHa8uNs/AmTCil3xtSLkJdMhAAgBA+uhjHt7+bKPpM6uDZj21aZpjzXoar33pZFpiALkmrQHNtm3bZPHixY5EAPPnz5eysjLp27evXHrppfLrX//aPHemMW1zr169HM+qQevp82sOGVBmhknHDjbpGWcsWifPzF8l/1u03mQ40eHGFz4xnQLHDukmx+3XU76yVxeTbhoAAOw+NfVh01z8tUXrzb+aLtlNf3zUZEHHDO0u+/Uu4cfHbMeDNbM/oJk9e7aMHTu2abyx78vEiRPl/vvvl8svv9w8q+bCCy80D9b86le/KtOmTcvaZ9BkmtKCgJw0srcZtCnacwtWy0sfrTW/Bmnfm3++vcwMmkveNGMb0VNG9OlEcAMAQIpo39fpn6yTFz9cYwKZunDU8QDKURWdTXKfA/t1Ns+fowYGaM4T044WHZg2U9N0z5WVlVJSUpLu4mTNL0Ta30aDmxc+WGOypjTSG+mR+3STowZ3k7FDyk1SAgAA0HraeV/7wbz08VqZ/fkmsZ9ZqX1gjh5cLkfs001G79WF/i8d9PtfY/k6n/k38QYLUrbeaH2NbH7oexm73znXhwbpUxD0Nz3/5vqT9jO/GD393iqZ8ck6U5Pz5LyVZtCU0HrD/cb+PWXcsO7cdAEAaEEkGpO5yzbLyx+vNYGMuy/MkB7F5sHamqRnaM9impHlkFQnBfCkNAV09iCgQVJBv9cEKzpoUgHtlPjqwnVNN2Rzc/54rZlv7OBucsL+O5IKFJJRBQCQw6rrtD/Mennpo3Xmc1N/EGzk93pM/9RxQ8vNj4cVZan7hR7IRQQ0aFNSAb0B63Dl14fIorXb5Ln3V8mz76826aFf/HCtGfICXjl6SLnpdzN2cLnkB30cZQBAh7e6crtM/3id+aHvrcUbpT4S7w9Tkuc3n40awBw5uBtNtmFQQ5MaBDRo9wWoTxYe3GOwXHbMPvLx6q3y3IIdwc0XG2vk+QVrzFAQ9Jmb9wnDe5p+NzzICwDQkWgSneffXy3PLlgt7y3f4pjWr0uBjBva3QzasV9/GASQegQ0SElwM6xXiRl+fuxgk/r5v++vkufeXy0rNm9vepBnYdAnxwzrbpqlHbFPVwn5qbkBAGRnTYz+aKetFOYuiwcx2n3hgL6dvwxieKYbWoG0zSlBQIOUBzf6VGIdtFnaeysqzQ1fg5tVlbXy1PxVZigO+eWYfbvLhP17yWGDupo+OAAAZKq1VbXywoLV5hEH736+2RHEHNK/zCTIGb9fDykv5tESaD2anKUGAQ1260WqTzDWYfJxQ2Xe8i0msHl+wWpZU1UrT8xdaQZtVzx+3x7yjRG95NCBXaiSBwBkhPVb62TaB6vlv+9rELNJ7AddHNy/s2lOffzwnlJeQhADpBMBDfYIr9djHgqmw1UnDJU5yzab4EZ/6dIPjMfmrDBD54KAfH2/HnLC8F7ylb3KxE97YwDAHrRxW51M+3CNPPveanln6UbHM2IO6NvJJLw5bngP6Vmaz/uCXUYNTWoQ0CAtwc3B/cvMcPU3hplfvZ59f5W8sGCNbKyul4dmLTdDt+KQnH5QhZw5uq/07sQHBwBg99hcXW+CGP2hbeZnG81zYxqNqOgkE/bvKccN78lnEZChCGiQVr4vc/HrcN2EfWXW0k2mal+r+LXm5o5XF8ufZyw2qS6/dWCFjB3SjWQCAIBdVlnTIC9qTcyC1fLm4g2OIGb/PqVNzcl4Rgx2J2poUoOABhlDm5cdOqirGa4/aV956aO18s+3v5C3lmyUl01e/3VSmh+QE/bvKd8c1VsO7NvZ1PYAANAaGrS8tmi9PDRrmXnYZUMkHsTs26vEfL5oINOvSyEHFMgiBDTISJqrX38Z02HJ+m3yyLvL5en5K2VtVZ38+51lZujTOV9OHtlbTh7VWwaVF6W7yACADBSLxeSj1VXmwc//mb3cZNxsNKRHsclOpp81e3XjcwR7HjU0qUFAg4w3sFuR/PL4oXLF14fI259tlCfnrZRpH6wxz7jRJmk6DO9damptJozoZfreAAByO4jRJsz6sOfpH691BDGdCgJyyqg+csYhFbJP9+K0lhPgOTSpQUCDrOpvo8+s0eGGk/aTlz9eK0/NWyn/W7ReFqysNMNvnv9Yjti7q5w9pp8cuU+5WQYAkBu07+Xjc1eYWv2lG6qbXs8LeOWrg7rJhBE9zWMC8gI82BnoSAhokJXygz5TG6ODptjU9M9aczNv2RZ5deF6M1SU5ct3R/czNTc8IwAAOnC/mE/XyyOzlpsfusJfdu4vDPpMnxh9FMChA7sSxCAj0eQsNQhokPW6FIXknDH9zfDZ+m2ms6f+Ord803aZ+sIncuO0T+TgfmVy/PAeJu1mdx6ABgBZb+WW7fLou8vlMVe/GH2Y85mHVJjnxRSG+JoD5AKudHQo2qnzVycMk0nHDJZn3ltpnmczf/kWmfX5JjNc/+xHctTgcjntoAqTCjro96a7yACAVqptiMgrn6wzP1pprUzsyyRlmgFTa+O1X8yQHiUcT2QNamhSg4AGHbZJ2ukH9zWD/or3woLVplmaNknTD0MduhQG5ZQDesvpB1fIoHI6hgJAJqoLR+S1RRvkufdXmXT+1fWRpmlj9upighj6xQC5jYAGHV7vTvny/cP3MoOmgH509nJ5fM5K2bCtTu59fakZDujbSb59UIVJ3am/9AEA0uvj1VXmfq3JXzbXNDS93qs0T04cuePHqAFdeV4Mshs1NKlBQIOcSwE9+bih8vNjB8uMhevNh6XW1sxdtsUM1z79oWmKps+2oUkaAOxZ2+rC8sz8VfLwu8vk/RWVTa93LwnJCcN7yTdG9JSRfTrxUGV0HJqMNZUJWT2SkwhokLMP7jxmWHczrNtaK0/MXSlPzl0pC9dulWkfrjGDNkk79cA+csbBFTxwDQB24zNjNHjRhC7PvLdKar5sUhbweWTc0O5y2sEVcsTe3UjDDyAhAhrkvPLiPPnhkQPNoE0ctHmDpoBet7VO7nntMzOMHlAmZx7S16T/5PkFALDrqmob5Ol5O5K3fLS6qun1vboWmvut9nHULJZAR0aTs9QgoAEsQ3uWmOEX4webZ9k8PGuZvLpwnbyzdJMZOv13RyYd/bDlCdMA0PbaGG3eq7Uxz76/SmobouZ1zTh5/H49zL31kAFl5kseALQWAQ3Q0oVhNUlbXanPOlhh+ttoxrS/v/m5GTSRgH746rMONKsaAKBllTUN8sS8FfLwrOWmaW+jvcuLmmpjOhUEOXzIOdTQpAYBDbATPUvz5afj9pZLjh5knnugtTYvfxxPJHD9fz+Sk0b1Mh/K+/Yq5XgCwJe1Me9+vtncMzVtfl14R21MXsBrOvh/Z3SFHNC3M7UxAHYZAQ3QSj6vR8YOLjfDuqpaeWzOCvNwt2WbauSfby8zw/59SmXimP4yYUQvHtoJICdtrq6Xx+euMM3Klqyvbnp9SI9i+c7ovnLSyN6kxwe+5NH/UtjE0pOjac4IaIB2KC/Jk4vHDpIfHTlQZn620Xxwv/jhGpOp52ePvSc3v/iJnHvoAPnOIX2ltIDn2gDo+LUxei/UJmXTPlgj9ZEdtTEFQZ9M2L+XnDm6r4zoU0ptDOBCk7PUIKABdoHX65HDBnU1w8ZtdfLwu8vlgbc+l7VVdXLTtE/k9umLzMM6Tz+ogo6uADocfUDx43NWmHvf0g3x2pjhvUvljEMq5MQRvaQ4jx91AOxeBDRAimh6Ua21+f7hA+S/762Wv77+mXyyZqt5xo0O+kTrcw/tL6cdVEESAQBZKxqNyZtLNpjamP/7aI00RGLm9aKQX04c2UvOPLivDO9Df0KgVXiwZkoQ0AApFvL75FsH9pFTD+gt85ZvkUffXS7/fW+V+fXy2mc+lNunf2r62Zwzpp90LiSrD4Ds0Nh38OF3l8nyTdubXh9R0Um+c0iFyfhYGOJrBYA9jzsPsBvbxWoGHx2u/sYweWLuCrnn9c/MF4FbX14kd85YbNJCa/Bz+KCuJlU0AGSS+nDUPItLm5VN/2SdRKI7amOK8/zmmVxnHNxXhvUqSXcxgaxFH5rUIKAB9gD91fLsMf1NaufnP1gjf/nfEvlwVZU89/5qM5QXh0z2n7O/0o8nYwNIuwUrKuWxOTtqlzfXNDS9fmC/zuY+dsLwnjSdBVKAgCY1ciagmfdFlRQVi0RjO35dahT5su2vavjyl6dG4VjUmhb/W9mrCSdZzq3x162W1um10vZ9e2SvZLuDLKW1MNpJdsL+PU1A8585K+Tp+Stl3dY6ue3lT+WuGUvk1AP7yPmH9ZdB5cXpLi6AHFJV2yBPz19lnhuj96dG+oPLyaN6m9rkfbpzX0Jyby/Z0uJ3HhX0x1si+L3OVgn6fKKm+ay/VX4g/vDqZt/jrK9SIWv9W6vigTgSe+211+R3v/udzJkzR1avXi1PPvmknHzyyUmWEJkxY4ZMmjRJPvzwQ6moqJCrrrpKzj33XEmnnAlogEz7RWa/3qVm+OXxQ2Xah2tMEgFN+/zvd5aZYVTfTuYLhLZLL80nSxCA3ZNuWR8QrKnntbZ4e0Ok6Yvn1/ftYe5BmsVRn8MFIPX0t+wUPoZG2rqu6upqGTFihJx//vlyyimn7HT+pUuXygknnCA//OEP5V//+pdMnz5dvv/970vPnj1l/Pjxki4ENECa6ReHxlqbWUs3yV/fWCqvfLJO5i3bYoYp//1IvjG8p3x3TD8ZVdGJ5zgA2GVbaupN9kXt4L9o7bam1/cuLzJNyrR/DElLgI7vuOOOM0Nr3X333TJgwAD5wx/+YMaHDh0qb7zxhtx6660ENAB21NqM3quLGdZtrZWn560ybdj1y8YT81aaYVjPEjnrK33lG8N78cBOAG1Ot/zO0k3yyLvLTF8+7fDf2NRHa4LPPKTCJDFJ5VPLAbSmhiZ115zny1VVVcWbjapQKGSGXTVz5kwZN26c4zWtmbn00kslnaihATJQeXGeXHDEXuaZNvOXb5F/vr1M/vv+KvlodZX86skPTK3NuKHlcsqoPnLk4G4SIEMagAQWrd0qT81bafrHrNwST7c8tGeJSbd84sjeNGsFOpiKigrH+LXXXivXXXfdLq93zZo10r17d8drOq4B1Pbt2yU/P1/SgYAGyGD6q82ovp3NcNUJQ00SAR0Wrt0qzy9YY4YuhUGZMKKXnHJAb/N0bn5dBbC2qlaemb9Knpy30vwQ0qg45JdvjOhp0i3v34f7BZB2Ke5DI1+ua/ny5VJSEk+pnoramUxGQANkCW3P3lhro19QtP27/uK6YVud3P/W52YYVF5kApuTR/aWXp3S8ysJgPTYWtsgL3641tTGvLlkQ1M2zoDPI0cNLjf3ha8NLZc8K2MUgI6ZtrmkpMQR0KRKjx49ZO3atY7XdFy3la7aGUVAA2QZvVnt26vUDJOPGyKvL95ggpv/+3CNLF63TW6etlB+9+JCGbNXFznlgD7y9f16SBFP7wY6pIZIVF5btF6emr9KXvpojdQ2xHPYHtSvs0m3rM+MoYM/gFQYM2aMPP/8847XXnrpJfN6OhHQAFn+XJuxg8vNoM+QmLZgjTw+d4Xp+PvWko1muPqpD2T8vt1NcEP6VaBjdO6ft3yLeYbVs++vlk3V9U3T9upWKN8c2VtOGtlb+nYpSGs5AWR+2uZt27bJ4sWLHWmZ58+fL2VlZdK3b1+ZPHmyrFy5Uh588EEzXdM133HHHXL55ZebVM+vvPKKPProo/Lcc89JOhHQAB1ESV5ATju4wgzLN9WYLztac/PZhmrz660O3UtCptnJNw/oLUN6pL4qGsDuEY5ETVp3fWbVix+ukbVVdU3TuhaFTOp3TbW8X+8S+tEBaLXZs2fL2LFjm8b1gZlq4sSJcv/995uHbS5btqxpuqZs1uDlsssuk9tvv1369Okjf/3rX9Oasll5YvpUrQ5Msy6UlpbKjPeXS1FxSfMnzEbi4w2uJ9qGY/Gq+4Zo1PUwMmu+JMu52U/Nda/Ta4XV3x7ZK9luAa2il7dmSdPARrOkbamJPzlZU0Brf5sTR/YyWdUAZJ6PTX+5FeYHifVb40GMNiPVTIff1JrXgV1MbS2QCd5esqXF7zyNz11r5Pc6z1lNH940n/W3yrf6fTX7Hmd9lQpZ699aVSX79O0qlZWVu6UvSaq+n+4z6QnxhQpTtt5IXbUsuuWUjN3v3YUaGiBHsqRd/Y1h8urCdebLkT64UxMLfPRclUx94RMZO7ibnHfYADl0YBd+3QXSTJ9DpRnKHp+70gQ0jToVBOTYYd1Nv7hDB3alcz8AfImABsgR+svY+H17mGFzdb08u2C1CW7mLdsiL3+8zgyDuxfLeYf1N7U2BUFuD8CezFA2/eN1pqnoa59uaPplWzOUfW2I9oHrbTKV2b9wA8h+6e5D01HwjQXIQZrx6Oyv9DODZkb7x8zP5bEvn29z5RML5IZnP5Ljh/eUUw/sI4f0LxOvN0fvkMAeCGK0Y/9rn66X+nC87cyovp1MIo8J+/eUTgVB3gegg9pdaZtzDQENkOP02TVTTtpPJh07WB59d7n84+0vZNmmGhPg6FBRli+njOojpx7Qh6xJwG4MYgZ2KzQpljXV8l7dijjWANBKBDQAjNL8QNODO9/9fLM8PmeFPLdgtSzftF1un/6pGQ4ZUCbfOrCPqb3h2TZA62gTz5c+WisvfLBa3ly8UeojriBm/14mkNmne1HO/roK5CqanKUGAQ0AB/1CpYGLDteduK9JEavPtnlj8QaTNlaHa5/+UI7br4d866A+5gGefAkDmnfs/78PdwQxb3+2yZHtSWtF9UcBghgASA0CGgAJ5Qd9pvmLDqu2bJcn5600NTf6bJsn5q00gz7I76zR/eTUA3rT1h85Ta+RaR+sMcO7X2xypPfXNOn6I8Bxw3vIoPLidBYTQAahD01q5ExAo5X4piLf/dSdJLX79oeRxzWjOw96KoStdT44e7ljmv2MnAY76bqIVNfHx7fWRRzTasOxhNPqGyIJn6VTUxdu+nu79bfZnjVeYz3XxKzHag+el+c8vbqUxp91snW7czl7PfX1znKGQvH8829dfoRjGvacXp3y5eKxg+Siowaap5Q/NnuFPDN/pXy2vtokEbh52idy+N5d5WtDu8vXhpRLeQnPtkHH98XGannhgzVmeG95/PkbamRFJxPEaJrlfl1S95wJpFb+KX+L/12Y75hmP6ovr8B5T/NYyVLc04LB+OdWQ4PzMztgPWMlPz/gmOa3sti5k7GUloTiy7myUJYUxNfj/nqiSWAaFVufp6bcVll6lzqTTxRZz34J+ZzL5fvj44UBZ1lC9jOR3N+xWvnVyb0P9leU5tPiL8Sk5b/R8eVMQAMgdb8mHdC3sxl+dcJQeWreSvnn21/IJ2u2NqV/ViP6lJrgZtzQ7jK0ZzHN0tAh1DZEZM4Xm+XNxRvk1YXrHc+J0bbwB/crMwGMDvojAAAkQw1NahDQAGg3TQzw3a/0k7NG95WPV2+V6R+vlZc/WWd+qX5vRaUZbnlpkfQqzdsR3AzrLl/Zq0xC1q97QCYLR6Ly/spKeWvxBtOhf86yzY7MZD6vx/Qj0wDm2H27S3kxNZMAWo+kAKlBQAMgJb8wDetVYoYff21vWVdVK698orU1a00ygVWVtSYdtA6FQZ8cvnc3E9yMHdxNuhTFm1EA6RaNxmTRuq0meNEg5p2lm2Sbq9lt95KQHDawqxw2qKscPaTc0aQHALDnEdAASDntP3PGIX3NsL0+YprnTP9krXn+xrqtdTLtwzVm0F+mtOnaEXt3k6/u3UVG9Okkfrv9NbCbaR8Jfe7SW0s2mvN05pKNsrG6vllKc62FOWxQFzl0UFfZq2shTSgBpIT20U7pgzUlN1O/E9AA2O2Z0rQ2Rgf99XvBysodTdM+Xicfra4y/RF0uPVl7bDql0MHdTH9bvSXb2pvsDtoDeLMz3YEMFoTs3LLduc5G/DJwQPK5LCBGsR0laE9S0zTMgBAZiKgAbDHaNaeERWdzDDp2MHmi+SMheuavlhWbm+QFz9cawa79kZ/GddlAtTeoB30PHvns43mGUrahGzphmrH9IDPI6MqOsuYLwMYzU4WtLJNAcDuQh+a1CCgAZA2vTvlm2fY6KAPHvxwVaXpe6NPVf9wlbP2RvvejDbNfrTvQhcZ3J3MaWjZ2qpa+d+i9fL2ko0mgHHXwOgXCH0ujJ5Lhw7sYh4iW+BKgwsAewJZzlKDOziAjKBNevbv08kMl47bxzyk8NWF6+Qt7Zy9ZINsrmkwwY4OqmtRyHwZ/ap+KR3URfp0Lkj3LiBNNlfXm0xk7y7dZM4ZDYbd59bw3qUyekCZjN6rTA7sV2b6xQAAOgYCGgAZqZdVe6N9b7S/jQY2byzeaL64bthWJ8+8t8oMZv7SvB2Z1nqWmD4P+ndF54JmD6dDdtOMYx+srJT3V+xIDa7/Lt/UvAZGA+PDB3U1AYw2XSwM8XEHIPPQ5Cw1uMMDyHgalOzXu9QMFx4xUOrCEZm3bItJq6tpofWLraaG1qHxwZ6Nz8kZ0qNY9u1VIsNN7U+pDOxWRAfvLAtgNIDVYFY78mvti/tJ4WpA10LzMNcj9ulmBq3BAwDkBgIaAFlHH8z5lb26mEGTC+iX3o9WVclHqypNTY4Oi9ZsM6/P/mKzGUS+aMpgtSPAKTXNkDTIGdCVICcTVNeFTcCimfAaa2E+21DdLIDR2jitgdH3UFN96/tYWkATMgDZhz40qUFAAyDraU2MduzWoVFDJCqfra+Wj1brl+MqWbCiUj5YVSk19REryNmhIOiT/XqVNgU5+u+ALoU0V9sN9H1ZvaVWlm+ukeWbasy/yzZtl49XV8mS9dtarH2pKMs3D7LULGQaxHYvydsdRQMAZKmMDmgikYhcd9118s9//lPWrFkjvXr1knPPPVeuuuoqHmoGIClN8Ty4R7EZvjnqy3tKNCZLN2yT91dUmloADXK0RkCDnFmfbzKDHSTpsgO7Fcpe3YpMkybNytazNE/KCoPcg1pR26LBigYqWnv28eqtJl3y6srtEm0haGnUoyTPNC3c/8vgUv/uVkzzMQAdE31ociCguemmm+Suu+6SBx54QPbdd1+ZPXu2nHfeeVJaWio/+clP0l08AFlGs10NKi82wykH9GkKcrRmwAQ5K7aYQEeDHG2u1pg22k2fUdKvrKAp+YD20+nTOd/UHBTn5U7Tp9qGiDl2C9ds3TGs3SorNm+XtZW1srUunHA5PX56vDRpg9a+6L97dy8ywUt5MbUvAHIHTc5yIKB566235KSTTpITTjjBjPfv318eeughmTVrVrqLBqADBTn7dC82w7cO3BHkhCNRWbx+myxau00+W69DtXy+UWsXamX91jqpD0fl03XbzNCYZc2u2eleEpIepXnSoyRfepTq3/mm5kFrdzTo6VIYzPjmbBroaVCnQ2VNg3m2i+6/1rA0BjGfb6wx8yVSnOeXoT0061yxCfw0IUNFWYF0Kwpl/P4DALJHRgc0hx56qNxzzz2yaNEi2WeffeS9996TN954Q2655ZaEy9TV1ZmhUVWV83kEALAzfp9XhvTQmpeSZtM0mNEv94vXbWtKQPDp2q3my/7W2h0BwLb1YVmy3vk0eveT6bUmQptSBX1e0+RAA6u8gM8EARoUaU1P/G+/qdXwiCfeROHLf/Wv+LhHfF59CKnfpCnW5dT2hohsr49IbUPU1Ko0jmvqa33ez8ottbJua61sqw2bmhVtLqbN8FqjU0HAPOS0sXlf/y6FJmjTgE7LDgBIQu/fqfx9x5ObRzujP22uvPJKE5AMGTJEfD6f6VPzm9/8Rs4666yEy0ydOlWmTJmyR8sJIHdoYKG1DDqMHVLumKaBwJqqWtPkSgMc8/eXNRv67xqt4dlWJw2RmHl6vfsJ9plIAy4NjLp/WcPUs1Oe9CsrbApgyotD9CcCAKRVRgc0jz76qPzrX/+Sf//736YPzfz58+XSSy81yQEmTpzY4jKTJ0+WSZMmNY1rQFRRUbEHSw0gV2mtiDar0iFZli9ttqZBjtaQaJOtaCxm/tXaE63laazp2Vrb0DReH4mKfNm6K6b/xXaMxmKxL//dMR6JRqWmLmKW1wBLa23yAl5T+6ODpq1uHNfkBvoAU012oE3iSvIDplbFDHlay+MzKbIBALsHfWhyIKD5xS9+YWppzjjjDDM+fPhw+eKLL0wtTKKAJhQKmaEZ0x6j+cstpQhtmtb47aEFEWvBZPO5168nbkt/u2dOUqykGYKaldOa2bsHaijtXXLvXzgSL0s4HHVMi+iXtRb+VlVV8c7Fg6940TGtvj4+Ldzg7IQcs/Y9GnWu0z2vc0G7XM5mN1GrbPbf7nkj9fUJVx/Ic3Z6rnr4nMRlQYfMvqZBhA5ANsr/yhXxkVChc+J2q5l3qMA5zWt95Yi67sFB675YX+ucZq+nwXVvzbd+PPAHndMC1jojDU1/+vKc157X6014z7c/D9yfI17rU9X+vNkxr/V5Hks8LRx2bs/ni39uujbn+Ax1912z1+nun+ZaTUL6w0ri7yvOeVvdRMo9X5LlYkm+O9nH0P0dyJ430d/o+DI6oKmpqXHcaJQ2PXPfVAAAAIBsQ9rmHAhoJkyYYPrM9O3b1zQ5mzdvnkkIcP7556e7aAAAAMAuoclZDgQ0f/rTn+Tqq6+Wiy66SNatW2f6zvzgBz+Qa665Jt1FAwAAAJABMjqgKS4ulttuu80MAAAAQEdCk7PUSNZPHAAAAAAyWkbX0AAAAAAdFX1oUoMaGgAAAABZixoaAAAAIA2ooUkNAhoAAAAgDUgKkBo0OQMAAACQtaihAQAAANKAJmepQQ0NAAAAgKxFDQ0AAACQBvShSQ0CGgAAACANaHKWGjQ5AwAAAJC1qKEBAAAA0sDzZbOzVK4vF1FDAwAAACBr5UwNjefL/8QTa/UykVh8XrNsK3mteSPS+u0lY0fvVrGMaKzlv832rReiSdbf3lJ6vZ6EMbL7F4dINF6CSMRZmkgklnBafX2k6e+oawcj4UiLf+8oW+vi9ZhrnTHrALvXac8bDoddK0qykUh83oZtVY5J+eN/bxXa51wuam2/oc45zT7A7rL4fInXGWlIPM1WX+scD+a1anvbX/lV4nUCHdCIa6cnnGbfT9z3M7fa7da16RK17p/VldWOaTXbaqyVbHOt1BoPNyS+v0SSTAvXO6f5AomXi0UTLxfwtrx+9z3F/SHXYK0nGk68Pftv9/ataVHXZ4xzfa5x6zbrXk77PrT0/uwY9yY8B+zRZp/n1meM+yPMXk/MVVD7s94ul3ud7j2P2ut0lcWT4HvNTr8TWZM8MU+rPyftsjSfZq/CdTytcXtKar597X5ej8cMqVxfLqKGBgAAAEDWypkaGgAAACCTkLY5NQhoAAAAgDQgbXNq0OQMAAAAQNaihgYAAABIA82t1Cy/0i6uLxdRQwMAAAAga1FDAwAAAKSDPlGEJ2vuMmpoAAAAAGQtamgAAACANCBtc2oQ0AAAAABp4Pnyv1SuLxfR5AwAAABA1qKGBgAAAEgD0janBjU0AAAAADp2DU1VVVWbV1xSUtKe8gAAAAA5QVM2pzJtsyeVKaA7WkDTqVOnNh0gnXfRokWy11577UrZAAAAAGSxsrKyNs2vccTcuXOlX79+qe9D85///KdVBYrFYnL88ce3ugAAAABALsqFtM1btmyR2267TUpLS1sVR1x00UUSiUTatI1WBTQaIR1xxBHSpUuXVq1Ua2YCgUCbCgIAAADkEq/HY4ZUri8TnXHGGVJeXt6qeX/84x/vnqQAS5cubXUwoz744AOpqKhoc2EAAAAA7Fl33nmn9O/fX/Ly8mT06NEya9aspPNrjcvgwYMlPz/ffOe/7LLLpLa2tsV5o9Foq4MZtXXr1jZ3W8mZtM2tSYuXLKiNSSxl5Ug4zS6La5ovSeF81oKRqLOc4Wj876hrWizJLkWtia7Fmq3HURZf4nKGI/HlIhF3WaztuffB2oloJOpcLklZ9AJKtJz9dtrzudfZbLkE62i2HvfBjTTYG3AtmKRataHOWkck8TqTnrzu7Vlli9QnnjcSdk6rr23V/uUfcZ1zmt+qrfW5bjk+a1ogz7Vc0JrNuZzdpy+YF2z1tPzC/Pjq/c7fc/z++HKBgM8xraAgXs7CAuc6g4H4evJcyxXmxZcrynPuQ4k1Xl7knFaWHx/vkhdyTOtRmNfitt3bD7n3z7o2y4qc+7C9PtLideq+F7j3b8Wm7U1/19s3GxHZtD1+bq2rcX7Ifba5NuG9bc3W+Lm0pcZ5fvqtG+iWaue06rr4+VpW5Dxm2+vDCU/dsHXd1lrHwX2fsu9Rqt6a130u2fcsd/9TezUR1/3FfS9yLpe4LI5r1X29OzbguofY83rcv29GWvlh4V5nLPG0aJJ1Ou49Da3fnr3v7ntINNzi/sVcx9njbV3CV/fngd91X3Ks037fY214L1sp2edwso+DtqS2ta9N96/+9ncZT9IHO7rK6Tgszmkeq3Tt/c5lH5dkxyiTZEKTs0ceeUQmTZokd999twlmNFgZP368LFy4sMVA5N///rdceeWVct9998mhhx5q+s2fe+655ry/5ZZbJB3aFdC8++678uqrr8q6deua3YDTtSMAAAAA2ka/u19wwQVy3nnnmXENbJ577jkTsGjg4vbWW2/JYYcdJt/5znfMuNbsnHnmmfLOO+/sdFsPPPCAdO3aVU444QQzfvnll8s999wjw4YNk4ceeqhNiQB26Tk0v/3tb0309ve//11mz54t8+bNaxrmz5/frkIAAAAAuZq2OZVD4yNX7KGuzmrxYamvr5c5c+bIuHHjml7zer1mfObMmS0uo7Uyukxjs7TPPvtMnn/++VYlBdM4QpupKV2/NnW7+eabTZCjzdb2WA3N7bffbiI2rVoCAAAAkFkqXH3Zr732WrnuOleTcBHZsGGDySjWvXt3x+s6/sknn7S4bq2Z0eW++tWvmmaT4XBYfvjDH8ovf/nLnZZr+fLlMmjQIPP3U089JaeeeqpceOGFpsbnqKOOkvZqcw2NRm26UQAAAAC73ocmlUNj4FBZWdk0TJ48WVJlxowZpqblz3/+s3lezBNPPGGaqN1www07XbaoqEg2btxo/v6///s/OeaYY8zfmoxg+/Z4v8zdXkOj1UFaPaQdhgAAAABkVtrmkpISM+yMNvXy+Xyydu1ax+s63qNHjxaXufrqq+Xss8+W73//+2Z8+PDhUl1dbWpafvWrX5nKj0Q0gNHlRo0aZZIJNDZT+/DDD01fnD0W0Pz85z83HXkGDhxoOvC4nzejURoAAACAzBYMBuXAAw+U6dOny8knn2xe04RfOn7JJZe0uExNTU2zoEWDotZk7tNKkauuusrUID3++ONNj4XRPjmaWGCPBTQ/+clPTIazsWPHmkK4U1ICAAAA2Dn9Fp3Kb9KediyjKZsnTpwoBx10kBxyyCGmFZbWuDRmPTvnnHOkd+/eMnXqVDM+YcIEkxlNa1k0UdjixYtNrY2+3hjYuGn/+xNPPNHUCN1xxx3Npk+ZMkV2RZsDGk23phFVY7o1AAAAANnp9NNPl/Xr18s111wja9askZEjR8q0adOaEgUsW7bMUSOjNSxaoaH/rly5Urp162aCmd/85jcJt/HPf/5TLrroIjnggAPkpJNOMsOQIUNStg9tDmjKyspMczMAAAAA7WenWk4FTzvXpc3LEjUx0yQANr/fb7Km6dBar7zyimzevNkkD3jmmWdM8KMBk9baaHCjGdOS9b3ZmTYvqSnfdAe0/RwAAACAdn4R96R+yFSdO3eW7373u/Loo4+atM9/+tOfTGazs846S8rLy03Ttv/85z+mudtur6H54x//KEuWLDFRlWYjcCcF0PRtAAAAAJAoGcHXv/51M2j659mzZ5uaG039/PHHH5s+Obs1oGnMgAAAAAAg+5ucpZsmJNDh+uuvl4aGhjYv3+aApi3t5QAAAACgMa2zNivTjMnr1q0zKaLtYEwTj7lbf+2WgAYAAABAamRppUq7XHrppfKXv/zFPP5Fu6+kqkbJ39rMZvo0T80d3Rp9+/aV119/Xfr167er5QMAAADQAfzjH/+QJ554Qo4//viUrrdVAc2WLVvkhRdekNLS0latdOPGjRKJRHa1bAAAAECHlWt9aEpLS2WvvfZK+Xpb3eRMnyAKAAAAIDVSnWrZm9nxjHn8y5QpU+S+++6T/Pz8PRvQ2B12sp1HnO+0R2LW34nnjVnzmWnWzDHnJIm65rV5rXV63VG0Ne6LJl5HsuDbXRbtfNUoHGn9+2ivx73vidavkj0Uyd5+xFWWSCS+noYG57SYdSzc56KjJtBdzFZe1Pb63fvkcd0Zom04hq4F7Q0mni9c7xy39y8aTrxOr885zd6Gu7LUXi5ZORtqXesMJl7O4028fz6rbHXbndOC1rH3uW5H0fhykbDrurUugnC987h4fd6E71ckHEl47sZi3oTXkd8fnxYIJD5+PtfFWdcQnzdolUtt9cSnFQad0/L88XKH/M79q7P3yXWO+6zz1f7bPe7eP5t7kj1v2LpO3ZuPuq4jv7W9gGvf86zj6X4fkrHn9Pmc++f3Jd53v31ONLvePS3Op5K1NLDL7d6H1v5A2rwsjhtvq7bdjPteYI83K5i9v+7rNpD4vmSv032929twlyXph5d9XnsT35eSrcMus/selmQx+37ivufbn2nN3uck3xwdxfQkvp+05dd0RzldyyWfJgmvjYDrOrLZ31Hc9zZPsu8yjnVIwuXc38ccknyXSTavfUl1nG+uHctpp50mDz30kHnuTCof/0JSAAAAACANcq3J2cSJE2XOnDnmAZt7PCkAAAAAAOyK5557Tl588UX56le/KqlEQAMAAACkgdZPpLJOxSOZraKiQkpKSlK+3sQdHgAAAAAgRf7whz/I5ZdfLp9//rmkEjU0AAAAQBpoUoVkiRXas75Mpn1nampqZODAgVJQUNAsKcCmTZv2XECzZMkS+fvf/27+vf32202mAn1OjT5Qc999921XQQAAAIBcovFHKmMQT2bHM3LbbbftlvW2OaD53//+J8cdd5wcdthh8tprr8lvfvMbE9C899578re//U3+85//7JaCAgAAAMheE3fTcy3b3IfmyiuvlF//+tfy0ksvSTAYfy7F0UcfLW+//XaqywcAAAB06LTNqRwyTVVVVZvm37p16+4PaBYsWCDf/OY3m72utTQbNmxocwEAAAAAdEydO3eWdevWtXr+3r17y2effbZ7m5x16tRJVq9eLQMGDHC8Pm/ePFMAAAAAADuXC31oYrGY/PWvf5WioqJWzd/Q0NDmbbQ5oDnjjDPkiiuukMcee8xUa0WjUXnzzTfl5z//uZxzzjltLgAAAACAjqlv375y7733tnr+Hj16NMt+lvKA5re//a1cfPHF5sE4kUhEhg0bZv79zne+I1dddVVbVwcAAADkpFxI2/x5ip85k5I+NJoIQKMsTdn87LPPyj//+U/55JNP5B//+If4fL6UF3DlypUmZ3WXLl0kPz9fhg8fLrNnz075dgAAAIB0NDlL5ZCL/LtSfaTD7rR582aTHnrs2LHmOTfdunWTTz/91HQuAgAAAIBWBTSTJk1q9ZG65ZZbUnZUb7rpJtO0TR/i2cidjAAAAADIRqlOtezJ0SqaVgU0msHMNnfuXAmHwzJ48GAzvmjRItPc7MADD0xp4Z555hkZP368fPvb3zYP9NQsahdddJFccMEFCZepq6szQ3tzXwMAAADoYAHNq6++6qiBKS4ulgceeKCp6Zc2DTvvvPPk8MMPT2nhNAf1XXfdZWqIfvnLX8q7774rP/nJT0w/nkRPGp06dapMmTIlpeUAAAAAdkdndm+K15eL2tyH5g9/+IP83//9n6Mfi/7961//Wo499lj52c9+lrLCaUrogw46yGRWU6NGjZIPPvhA7r777oQBzeTJkx1N5LSGRputAQAAAJkkF5qcvf/++62ed//9998zAY0GCOvXr2/2ur62detWSaWePXuatNC2oUOHyuOPP55wmVAoZIZE3O+z/ca3Jar1Sny5qMQc03zWOiOuaXY6PXs+N7838TT3JHte9yrD0fj2I9bfLT30KNF4OOKelnA14k1S7oi1Hvc6IpFoq8vmnOgMgBO9t0nXkUTMdczc23AI11sLurZnvzHu98FrZQeMhJ3TItbDpWKubUcj8b99/sTLuXm8LZfZrdmbFE5cFnsf7PWbbTQk3r9AMPH27P1zbS9mbS8cdp5zvlh8WtR1XkXC8XVqunlXYeK74LqQGhri6wmHXWWJJT7//b74vLUNzu3Z89aHnfsesVZa79qHOqvcQZ/zWNunZ9R9TdvzNbveHaPOdVrTGpJcp3aZ3dsIucpZGPS2eI9SfmvWqGuavb8hvzOrZr31HjV7H6zxBlc57Xn9Pudy9Y5RT8Ll3OeL19oH9zR71F1Oe173vcZr7bvX3oCbz/XsBvve4HdNa6hPvFyy+0QglPjksceDBdJq9vbs+0mz+VyfMda8Htf+xRpqW94/9/tlHVt3tlZ7mn3/2LEa6/PcdT76rRPZ/uxTgYA3yfnhSXI/saa598GT+PuDvc6gP/FntM+1nP0dxX3K2dtv/r0q/rf71mJPS7ZcW9jbsD/r2/u5j9QbOXKkOQ/1PdlZwNX8s3k31Ux985vfNM3LnnjiCVmxYoUZNMD43ve+J6eccoqkkmY4W7hwoeM17a/Tr1+/lG4HAAAA2NP0+703hYMn8ypoZOnSpaYbif6rMYMm+Przn/9s+ujroH8PHDgwaYVFymtotLnXz3/+c/MgzYaGHb+8+v1+E9D87ne/k1S67LLL5NBDDzVNzk477TSZNWuW3HPPPWYAAAAAkNnsighN9PXHP/5Rjj/+eEczM+0ecvXVV8vJJ5+8ZwKagoICE0lp8KIP11QaVRUWFkqqHXzwwfLkk0+afjHXX3+9iehuu+02Oeuss1K+LQAAAGBPaqxZSeX6MtmCBQtafASLvvbRRx/t+QdragDT3o47bfGNb3zDDAAAAACy19ChQ01G4r/+9a8ma7Gqr683r+m0PRbQjB07NmmHnldeeaXdhQEAAAByRS5kOXN3XZkwYYL06dOnqWJEs6Bpuf/73//KHgtoNFOBTfvRzJ8/36RTTpRKGQAAAEBuNzk75JBDTIKAf/3rX/LJJ5+Y104//XTTN39Xuq+0OaC59dZbW3z9uuuuk23btrW7IAAAAAA6tsLCQrnwwgtTus6UPVD0u9/9rtx3332pWh0AAADQoWkLsVQPme4f//iHfPWrX5VevXrJF1980VRh8vTTT6c/oJk5c6bk5eWlanUAAAAAOpC77rpLJk2aJMcdd5xs3ry56UGanTt3NpmM91iTM/fDM/Wpn6tXr5bZs2eb/NEAAAAAds7r8ZghVbwZXkXzpz/9Se69917zvJkbb7yx6fWDDjrIPOdyjwU0JSUljgwKXq9XBg8ebJ4Tc+yxx7a7IAAAAAA6rqVLl8qoUaOavR4KhaS6unrPBTT3339/uzcGAAAAIN73I2X9PyS169od9AGamh25X79+jtenTZu2Z59Ds9dee8m7774rXbp0cby+ZcsWOeCAA0wqNgAAAADJpbojvyezW5yZ/jMXX3yx1NbWmm4rs2bNkoceeqjpYZt7LKD5/PPPmzrw2Orq6mTlypXtLggAAACAjuv73/++5Ofny1VXXSU1NTXm+TOa7ez222+XM844Y/cHNM8880zT3y+++KKUlpY2jWuAM336dOnfv3+7CwIAAADkEq+kOCmAZHgVjYicddZZZtCARp9hWV5evsvrbHVAo9kIlCYEmDhxomNaIBAwwcwf/vCHXS4QAAAAgI4pHA7LjBkzZMmSJaaGRq1atcokHisqKtq9AU00Gm3qzKN9aLp27dquDQIAAADIvT40X3zxhXz961+XZcuWme4qxxxzjBQXF8tNN91kxu++++4904dG061lJX2Dd3LSuKv8vNZoOOpanTXNE/MknBaLOZfzWyuNupZz8PkSTgr6nX2YorF44QK+xOuMugtjCUec0yLR+HiDa+ej1jQ7hbd7XDt7OdYZiba4jrZwr9Med09LVpZk7OWS7V8kHHYtaOUWidS5C554g/Y0d/806711rD/ZOtzjXte5FLW24b4g7OXsbZuyJSmLvVy0wTnNH7TW0ZC4LG72vPY6XNuLuc6lmDc+Hgk7199S/7+mTfjjt8Ow65wPW+tpfu7G5w3bx8ilwTXNnrfBtc4G63qMuN7bcJJrx77Gk57ybbj87Gsn7FrOvh7c5fJYzR4CXuf5khfwJrz3+OwbbxIBvzfheMg1zV5lpC7ZzruWsxZ0fz6Ew/FxX7P7rn3vcU6x543FEl/T7nuPz/pM8LiPkc+fcLmYfR25C2O/Z8GQqwBW2cKu+1mowFqn65wPWNdqMN85LVxvrd91TdvlTPL51+x+FoiX2+d3Tgtb83rtcjU7fL6E67DH3Z8jXl/8GAUCzuXs8YjrHA+F/AnvJ/b54U9yjgeTTHNfGyFrnQHXuWOPuj8O7Os26DruPmtm9zVrr8fXhuZPyea0D1Oyjy1kvp/+9KfmmTPvvfeeI8HYN7/5Tbngggvavd5WBTR//OMf5cILL5S8vDzzdzI/+clP2l0YAAAAIFdoPNjK33Favb5M9vrrr8tbb70lwaDzRw3turIrycVaFdDceuutpvOOBjT6dyL6yxABDQAAALBzWuOUyqQAngwPaLQLS0utJVasWGGanu3WgMZuZpa1Tc4AAAAApM2xxx4rt912m9xzzz1NlSGa6ezaa6+V448/fs89UPT66683adbctm/fbqYBAAAAaH1SgFQOmUwzIr/55psybNgw83BNzXLW2NxMEwPssYBmypQpJpJy0yBHpwEAAACAW58+fUxCgF/+8pdy2WWXyahRo+TGG2+UefPm7dLzaNqc5UyzfLizqCgtXFlZWbsLAgAAAOSSXEsK0JhV9Lvf/a6kUqsDms6dO5tARod99tnHmb42EjG1Nj/84Q9TWjgAAACgo9IU93aa+1SsL9MtXLhQ/vSnP8nHH39sxocOHSqXXHKJDBkyZPcHNNqBR2tnzj//fNO0rLS0tGmapl7T9m9jxoxpd0EAAAAAdFyPP/64nHHGGeZZNI1xw9tvvy3Dhw+Xhx9+WE499dTdG9BMnDjR/DtgwAA59NBDJRAItGuDAAAAAHKvydnll18ukydPbpZITLOc6bT2BjStSgpQVVXVNGjnHc1oZr9mDwAAAADgtnr1ajnnnHOava59anRae7WqhqZTp04tJgJoKVlASw/LAQAAAJDbNTRHHXWUvP766zJo0CDH62+88YYcfvjhuzegefXVV9u9AQAAAAA48cQT5YorrpA5c+bIV77ylaY+NI899pjpo//MM8845k1pQHPkkUe2amUffPAB7xQAAADQCo0ZhFPFk+FP1rzooovMv3/+85/N0NI01dZWX21+sKbb1q1b5Z577pFDDjlERowYsaurAwAAAHKqyVkqh0wWjUZbNbS1C0u7A5rXXnvNZD7r2bOn/P73v5ejjz7aVBkBAAAAwJ7SpoBmzZo1cuONN8ree+8t3/72t6WkpETq6urkqaeeMq8ffPDBu6+kAAAAQAeiLcRSPWSimTNnyrPPPut47cEHHzSPgykvL5cLL7zQxBS7PaCZMGGCDB48WN5//33zkM1Vq1aZp3wCAAAAyF533nmn9O/fX/Ly8mT06NEya9aspPNv2bJFLr74YtNSKxQKyT777CPPP/98wvn1uTMffvhh0/iCBQvke9/7nowbN06uvPJK+e9//ytTp05td/lb/WDNF154QX7yk5/Ij370I1NDAwAAAKD9vB6PGVLF2451PfLIIzJp0iS5++67TTCjFRfjx4+XhQsXmtoTt/r6ejnmmGPMtP/85z/Su3dv+eKLL8xjXhKZP3++3HDDDU3jDz/8sNnWvffea8YrKirMwzWvu+462a0BjeaH/tvf/iYHHnigDB06VM4++2w544wzJNu432ivJxb/29WTytMQH/dY87n53Ou06r284t5efDzoc1aQxaxNeO2RL6skm5azN6DzBuJ/FwSc0/zWPoUjsWbPDmpUH4k6ptnz2vO1NJ6onO7ZotHE6wyHndtvj7aU035b3PPZGUKSriPS4Fqndeyjrs5s9rjX55zWUGsVJslxcE9zrydR2dxlsZdzr8M9b6Jp/iTbdh+zZPtkd/pLuu+udUbi1dIx1z7EYvH3QTsWJl6nexPxF6Ku60HE1+J57F7OLdnnir1Ug+vadK7fOW5fq9Ek2252/dkvuMpl35d8rmkNSdZp3zKTlcW+D6mQdQ+Lud73oFUA9z05aN3fIq73IWDdTwN+b8JrusF1rwlb9/ag37m97fXx89PnKks4ED8nIq73zy63+/zwWeV0f67U2cfFNc1rLWf/rfyB+Ee5z3Vt1kUL4iOBPMc0xzUXKnRO8wcT3+tCBUlOtEjiddr3Ol8g8TT3fci+kNzLBeNlCeZZZdZih+PTAqFAwuvbXs4+lmZzPvvady7n98fnDYWcxz1gnavRqPP9ysvzJzx3fI7z37lcyHpvg65zPGSdj4VBZ1nsefNc3xHs69bvumEFrLIEXOe//b3H/R3IHo+57idJbkPtZm/evi24bhFI4pZbbpELLrhAzjvvPDOugc1zzz0n9913n6k9cdPXN23aJG+99ZYEAjuuLa3dSWbz5s3SvXv3pvH//e9/ctxxxzWNa7eV5cuXy25vcqa5ojWK0qd4/uAHPzCRVa9evcwF/tJLL5lsZwAAAADSm+WsqqrKMSTqn6K1LfpMGG361VQmr9eMa7+XluizYsaMGWOanGmQst9++8lvf/vbpJnJdL6lS5c2bXPu3LlNz6FRGkc0Bkft0eYsZ4WFhXL++eebGhtt//azn/3MJATQaqe2PAAHAAAAyGmpTgjgkaYmXKWlpU1Dov4pGzZsMIGIXXuidFyTgbXks88+M03NdDntN3P11VfLH/7wB/n1r3+dcDePP/54U9vz+uuvy+TJk6WgoEAOP/zwpunaR3/gwIHtO4ZtaXLWEk0ScPPNN5uDpJ15tAoKAAAAQPosX77cZCNupB33U0VbZ2lFhj6HUptlaneUlStXyu9+9zvTD6Yl2n/mlFNOkSOPPFKKiorkgQcekGAw3txTY4hjjz02PQFNI92Zk08+2QwAAAAAdk77Wrv7W+8K75fr0mDGDmgS6dq1q/kev3btWsfrOt6jR48Wl9HMZto8zO5jpv3rtUZHm5PZgYq9HX2GZWVlpQlo7GXVY489Zl5vr3Y/WBMAAABA9goGg6aGZfr06Y4aGB3XfjItOeyww2Tx4sWORBmLFi0ygU5LwYxNm7+5gxlVVla202WTIaABAAAAcvTBmpMmTTKJv7QZ2Mcff2we0VJdXd2U9eycc84x/V4a6XTNcvbTn/7UBDKaEU2TAmiSgHRJSZMzAAAAANnn9NNPl/Xr18s111xjmo2NHDlSpk2b1pQoYNmyZY404ppw4MUXX5TLLrtM9t9/f/McGg1urrjiirTtAwENAAAAkAZ2quVUra89LrnkEjO0ZMaMGc1e0+Zob7/9tmQKAhoAAAAgDfTBxu6Hvu/q+nIRfWgAAAAAZC1qaAAAAIA0aG9H/mTry0XU0AAAAADIWtTQAAAAAOl6sGYq+9BIblbRENAAAAAAaUCTs9SgyRkAAACArEUNDQAAAJCmmoVU1i54JTfl6n4DAAAA6AByrobG3e/KY73gcz1e1W+Nx6LOaR6r01XYG3Uu54nHiRFvLPE6Y4k7bkVizuXsogV9zjg0YE0sCjnLkh+Mz1u53bm9uob4vA1h53INkfh4JOIsS7Lj6XXsn3NaxFqne5o97p7m3J5zg9GoVW7Xco5pScRcG7S34Z7m4PVJu7gPWjTS8t872549b7IOhe5pscTHTKxz1/G3kaSc9jnpnmYfw6T74NpepCHxcvY0e39c75/7HPB649uIWudjW86JZIc6WcdO95T2dtuM2m9aktMz5ppo37PcyzmK3ewe6Vipa6JVLvc1bc3s2LaIhPzx9zPsOtZ5AW+L90uVH4gvV++6ZwX88eXyrL9Vgye+jXrXNK9VcLtcqrq2IeG9R0L+hPdIe1b3LSQvL75c1HXQtm8PSyIB67gEggHHtHAwvlwg5JwWs7bhPq8bGvLjyxWVOPfBOvb1Yde0UEHCddo77HeX0xffd6/rcyzqD1oz1jvXaV3/3kDQeeux3rNQXsgxLRKO31+CoWDCMofy48v5fL6E63cLBOPT8vOd++p3nWeO7VnnTrKPGHc5C61zx+86foVWWey/lT1rnt95Hkes7zYB1zrt+5n7e4djPtd1mux7gH1fcC/n4P7Yctz33N/HspveW5rdX3ZxfbmIGhoAAAAAWSvnamgAAACATKD1KamsU/FIbiKgAQAAANJAm/al9Dk0ntwMaWhyBgAAACBrUUMDAAAApElu1qmkFjU0AAAAALIWNTQAAABAGmiXl1R2e/HkaHUPNTQAAAAAshY1NAAAAEAa8GDN1CCgAQAAANLUVCqVzaW8kptydb8BAAAAdADU0AAAAABpQJOzHKyhufHGG80bf+mll6a7KAAAAAAyQNbU0Lz77rvyl7/8Rfbff/90FwUAAADYZZplOZWZlj2Sm7Kihmbbtm1y1llnyb333iudO3dOd3EAAAAAZIisCGguvvhiOeGEE2TcuHE7nbeurk6qqqocAwAAAJCpfWhSOeSijG9y9vDDD8vcuXNNk7PWmDp1qkyZMmW3lwsAAADYFaRtzoEamuXLl8tPf/pT+de//iV5eXmtWmby5MlSWVnZNOg6AAAAAHRMGV1DM2fOHFm3bp0ccMABTa9FIhF57bXX5I477jDNy3w+n2OZUChkBjevx2OGZq97Y455bAFvK+O9qHM+ez3udXqtUXe1YEysssQSTwv5XNuzuoCFQ/H5VKe8SNPfm7Y1OKbV1IXjuxB1LtcQjlrT4n8rvz9+zGMx53L2/kY9zmmO/XEtZx8Kd1ls0Ug04Xrc64wlWY997JvNZx1e974753Oee2Jv3+M6d+wddJXTMa97nUk2n3R79np8Addy1kojYddyniRlibT8twq07geHZjyt3J772vUHEy7ndV0fzs3ZF2DiaR77OJhz3tvi3ypsXSt+nyfhOn2uddrjrknO+VzTfPa5m3ixZqeZ+/qwBaxjFo253lt7HZL4ek82zS6zyrO2Vx9xTbOObyjgfG8LAt6Ex6y6Lv5CvjWf8vviZasL+xIel/yg8yMxFHSdk451elq8X7qnRZLchyKu+1ko5Et4ygesY1FXa53/rntYMM85zWt9jkXCzvc2Eilu+ju/KD/hcu57pC/JZ4A9byjf+VkcbggnvE7t5cLhUMJpgVAgYTnd+67fF1qc5npLCgrj9y+/333tx/e12vWeFBXF1xl0nSv2uM+1r8X5rnuyJRyJFy7i+vwpyku8XKG1vcJg4ntggeuaqrPOQb/rpAtax9af5L7q/p5j39uafZ7b91nXcq1tKtV8NnudyebLTKRtzoGA5mtf+5osWLDA8dp5550nQ4YMkSuuuKJZMAMAAAAgt2R0QFNcXCz77bef47XCwkLp0qVLs9cBAACAbELa5hzoQwMAAAAAWVtD05IZM2akuwgAAADALtO+Pqns7+PJkr5DkusBDQAAANARaGInO7lTKtaXi2hyBgAAACBrUUMDAAAApAFNzlKDGhoAAAAAWYsaGgAAACANPF/+l8r15SICGgAAACANaHKWGjQ5AwAAAJC1qKEBAAAA0kCbiKUy1bInR5ucUUMDAAAAIGtRQwMAAACkAX1oUoMaGgAAAABZixoaAAAAIA2ooUkNAhoAAAAgDXgOTWrkTEDj93rMEI25X4+3uvO6EkP4rBciMedET5KGez4Nt7/k2pxjOa81345t2NOcy9nlzvf7JJHCmPMt7ZQfbvo7GPAm3D83u2he6xjtGLeX8yScFm1w7n3U2omY68D4fPHl6uudE2PWzPbfZp2RqFXmxPvjXs7ep2brjEYT7rtjne6TyX7fva73KBqRVvG5lovFyyJefxuWC1rlcu2DJ5C4XHa5AyHnNHte1/XgWM6TZJq1O832yd5X5Y/vg8fn3Hf7yPtc14PPOhb2e7ljRS3P557mPMed437X9iLWhRvwJb7G3OsMBnwJr0W/vZzreNrj7jPefV05piWe5LjfuLdnr7PZ4fQkzqxj3wfdp4R9D9sedp6DBdZ9Kt91zyoOxcddh1q2WcezIOicWBeO70RB0Pn+2ZdxaZ5z2pagP+F9wh4N2zdvPQ/83hbvezvKbd3rws4DmpcX357PtYMB61jU1ye+n+QXBFyXX3y5iOtYO7ZdkOdcLsm9z16nfQ92H6dQvvMe0lDfkPD6s69V9701EomXOxAMJNxeYVEw4Trz8p3TbEXWcu7r1D7u7nOgsDC+XF7IeY/Kt88z16200DWvLWLte4Pr2Lqvh0TTSlzncb11fobc9yjr4rS/D5lp1rFw36Mc3xE8ie9f8W8gO9iHMNl3kGT3vebfneIrTfztBB1dzgQ0AAAAQCbRuC5JbNeu9eUikgIAAAAAyFrU0AAAAABpQB+a1KCGBgAAAEDWooYGAAAASAPSNqcGAQ0AAACQBp4WskTu6vpyEU3OAAAAAGQtamgAAACANCBtc2pQQwMAAAAga1FDAwAAAKQBaZtTgxoaAAAAAFmLGhoAAAAgDUjbnBoENAAAAEDa0jandn25iCZnAAAAALIWNTQAAABAGnjFI15td5bC9eUiamgAAACAHHbnnXdK//79JS8vT0aPHi2zZs1q1XIPP/yweDweOfnkkyWdCGgAAACANPahSeXQVo888ohMmjRJrr32Wpk7d66MGDFCxo8fL+vWrUu63Oeffy4///nP5fDDD5d0I6ABAAAAcjSiueWWW+SCCy6Q8847T4YNGyZ33323FBQUyH333ZdwmUgkImeddZZMmTJF9tprL0m3nOlD4/V6zCDRmOP1mPXGm+kWu0mj3zXN5rNXYhZsXxn91oKRWKzZg5ca5fl8jmn2LkWdk6QkFH+LC4POiZXWPml1oaMsvnis627b6ffFx+vDUce0mFXuqOtYJ2Mfe3sdO9YTTTjNLrd7WizJ9u15vda+Kp/r+CZapzfobXZxN/0dyEu4jhZWGv/b4/qNwVtrF9o5LRC05nOV2R5PNi0adpXF2kbQtQ/h+sRlcVwswcTlDDc4p9nH2uu6HVnrcZ+f3mAw4fvlD8bXEwnH3xP3enx+13LWuM86x3eMx9+XYMD9vsfHA37ntIC1XMi1vYB1ztt/m+1Z5Ux275E2TLIPofvKcB9fmz1vTBLfl+wyu/fJfT8LWe+Ze7lC67oqCjmPWUle4muzc37ie53PE7/G3IfTvk0Uu7ZXnB9o+ruu3n0uxf9uiDjvgwXWfbfBdY+0l8t3XSrbtze0eD6qPKtstbXhhPfPgoJ4mVUgEF+uoSHx9VBY5CqMvQ7X8bTfTvd91+Z3XQ/2NeeeZq/G/VlcXx9ucX/cyxUVhRzT7PXY17BbcXEo4eeWfdzdu1piHTP39W3fQ/Kte5IKWmVx32vs7de5zp0865gF/c7l8gLx8SLX+1VrrSfPVc4669x134fs+5f9ua+S9flw75PNPrxe91sSa939y71pX4J7ZLL7Wi6oqqpyjIdCITO41dfXy5w5c2Ty5MlNr3m9Xhk3bpzMnDkz4fqvv/56KS8vl+9973vy+uuvS7pRQwMAAACkgWc3/KcqKiqktLS0aZg6daq0ZMOGDeYH2e7duzte1/E1a9a0uMwbb7whf/vb3+Tee++VTJEzNTQAAABALli+fLmUlJQ0jbdUO9MeW7dulbPPPtsEM127dpVMQUADAAAApIOneTO6XV2f0mDGDmgS0aBEm26vXbvW8bqO9+jRo9n8S5YsMckAJkyY0KxrgN/vl4ULF8rAgQNlT6PJGQAAAJCDgsGgHHjggTJ9+nRHgKLjY8aMaTb/kCFDZMGCBTJ//vym4cQTT5SxY8eav7WpWzpQQwMAAACkQXtTLSdbX1tpyuaJEyfKQQcdJIcccojcdtttUl1dbbKeqXPOOUd69+5t+uHoc2r2228/x/KdOnUy/7pf35MIaAAAAIAcjWhOP/10Wb9+vVxzzTUmEcDIkSNl2rRpTYkCli1bZjKfZTICGgAAACCHXXLJJWZoyYwZM5Iue//990u6EdAAAAAAaWCnWk7V+nJRZtcfAQAAAEAS1NAAAAAAaeBJcdpmT25W0FBDAwAAACB7UUMDAAAA5GaSsw6BgAYAAABIByKalCApAAAAAICsRQ0NAAAAkAakbU4NamgAAAAAZC1qaAAAAIA0IG1zauRMQOP1esTn9Ugsljhft3ua15ro8TrzRkStmT2ueq5o1FqnxBKv01XGaJKqM3s9fvcGE5RLFfh9TX93zne+3Ru2xaf5GyKOaaFYfBvhaCzhMfP7nGWJWvPaf5t9sEZj7oNt8Xqd6/RYG4y5y2K9L56Y84hGYpEW1+FezueLHwflD8aPkyfsXM7evvuc8DRY67SOuwpb4+59iNnvp9e5nONgR53vkQTykkwLWetwnS/2NtzvQ6QhcVlChfG/w/WuaQWJl8srstYfTlwWf9C1C8GE75/XOu/sv01R8uL7HrUvRhEJhgLxv4POcvp8noTbCwTi2wi63ttIMJZwWtAfXy5g/W22Z50/+db6VZ69Pdf56bXuHO4nQjtOSdcNJtm9x95du1zNrmP3PdKb+NkHjuMZ9bR6e/nWMSwOOfe9yLo2XZeRQ2HQeTwD1jbsY+vmKop0yotvv9o1Mej3JLxHFoXi5azzOc9B+zwIR5zTCgvi57zfOn5mWl783N1e67yOgsH49Z+fH0g4rb4+kvB9KCnJS/i+u+/XDQ3RFt/nHeu0ryPHJNm+PX5/CVnHyL3OfNdnVU1N4uXscpYUhxJet/Yu6PcBW5m13LZa6x6o67TeE/d9oawolPA8tq+3Iuu921GWeGHyXeeqXc5q1/tVZF0PBa7l7HO+IOA8Rj5PfD0F/sTT7GvPfQ763fvnvljs5Ryf4c5z3Gu/D67jGbbv1+77ieO8cn0uu29MjetPWEJ0RDkT0AAAAACZhCRnqUFAAwAAAKQDEU1KUCMHAAAAIGtRQwMAAACkAWmbU4MaGgAAAABZixoaAAAAIA1I25waBDQAAABAGpATIDVocgYAAAAga1FDAwAAAKQDVTQpQQ0NAAAAgKxFDQ0AAACQBqRtTg1qaAAAAABkrYwOaKZOnSoHH3ywFBcXS3l5uZx88smycOHCdBcLAAAASFna5lQOuSijA5r//e9/cvHFF8vbb78tL730kjQ0NMixxx4r1dXV6S4aAAAAkJKcAKkcclFG96GZNm2aY/z+++83NTVz5syRI444Im3lAgAAAJAZMjqgcausrDT/lpWVJZynrq7ODI2qqqr2SNkAAACANiFtc8dvcmaLRqNy6aWXymGHHSb77bdf0n43paWlTUNFRcUeLScAAACAPSdrAhrtS/PBBx/Iww8/nHS+yZMnm5qcxmH58uV7rIwAAABAW9M2p/K/XJQVTc4uueQSefbZZ+W1116TPn36JJ03FAqZwc3r8ZjB44k5XrezQUSjiafpsrZoJD5vwOeMC+tj0fg6kpxYHtc6vXbZoomX83md02LWYvl+n2NaQzT+Fncrcr7dK6vi4/UNkcRlc02zD5OjzGZ7znFnOWOtOtZ+v/N4RiPxfYr4kpSzhVq9RsFQ0DHNa71nUX98PrP9YPy4hBvCrp1oeR2mbOFIwnLV19UnnFZb40s4LRIItrg/yme91/a23dOikcTLRYN5jmnRWivhRjDfMU0C2+J/h+P702zeqLMs/uJOCY+nXRa3vEJn2RzL+axj5roe8gtDCY9nKBRfLhBwbts+79ynVV5eIL5+ax0qaC1XGHJeY6FgfN4813ldEIiP5wWcG8yzzi37b+X1Jr4XeK1xn2snHGNJPu/c+24fw5h9AbhWE3SV0y6ba5LjOnLfs7zWWotDDY5pBda8yT6yC13vbb71ttS7ryNr/+pd10ona8GQ6z5RGIzvVH3YeVyKrXOkpsG5XIP12dHg2l5ZcXw8at/YRaTIOgfDpc5ro6Yufl0VuM7B7fXx6zEUct3r7HO3wHmPjCa5X4fD8fWUFDmXq7W259oFx7lU5Fqupib+XncqcX6GB617ss/n+iy2ylaY59x3+1jUWp9j+dZ1qboUhxIe986FwYTXRpcieznntIBVTvtcURFr5jzrPqDsS9p9zyjN87V4jim/taD7nhGwprmvN/uaLvA7j5/futm4j7v93cZ1G3Jc+7GY6/uKJ9l3GU+L2zbb8Cbenn03cHw/aT4jOrCMDmj0C/CPf/xjefLJJ2XGjBkyYMCAdBcJAAAASIlUp1r25Ggc58/0Zmb//ve/5emnnzbPolmzZo15XfvG5Oe7fj0GAAAAsgg5AXKgD81dd91l+sEcddRR0rNnz6bhkUceSXfRAAAAAGSAjK6hsftcAAAAAB0KVTQdv4YGAAAAALK2hgYAAADoqFKdatmTo2mbqaEBAAAAkLWooQEAAADSIcVpmyU3K2gIaAAAAIB0ICdAatDkDAAAAEDWoskZAAAAkA5U0aQENTQAAAAAshY1NAAAAEAakLY5NQhoAAAAgDTwpDjLmSdHs5zR5AwAAABA1qKGBgAAAEgDcgKkBjU0AAAAALJWztTQBLweCfg8EnM9QjUWi/8d9cScy/ji8V7UnlEj6mj8b7/Xuc6GVrZf1PI4ymKVLSzO7XmtUY+7gaQncYRaEgw0/V1eEHJM617U0PR3NOrc3rbaxNPqw9GEZYm5jpPNZx1Pv985n98fnxYIOKeFQr6mv2tqEsfgXtf7sL0mvlwwFEy4zrC1Pyo/P37M6urCCcvp5l6Pra7Oeewd6wzEL0OPax9i1rGPRp3r93rjZYmEI45pPr+vVdO81nuiarbGj1Mwz3nMwg0F8bJEognXaZdZFZTEl6urqXNMs7cRbnAe66LSwoTnWSAQL3ddnXP/Skvz4uVyXWP2ORIMOm9/+dY54doFKSmInxOdC53vZW1DfPsFIec6S/Pi63RftgXWPpTmOZcrsM6JkC++DpVnjftd+2ePu6+HZO2q7fub1zWjfYq4TiXxW+dg0HVt2KtxrzNiHeB8n3PfPRLfSOe8+HFXhdZxCVjb3lGW+DbyrPPRzd628lnL1bh2UD83Gm2td04rDMa3Ueu69oPWQcu33mezfetYV9dHE37mNLiusbKC+L77XMezOhi/dkKu7eUFIi1uW223roFC1zlov2dh172nwdrfToXO+8S2Wud17CiLdcxKrPusqrTOn7Ii5zWWb5XTfR6HI/F9KikIJnwfttfHy1Xk2nbXwkDC86Oic17C+1CvkvhytWHnckHrWnR/1jdYZS4MOd8v+72tDTiPu32fKHbdv2wF/sTT8gOJrw33NWzfT+xzU9mnkmuS677kXi7W4rVnplkrch8ze173/cS+f9llca8jY1FFkxLU0AAAAADIWjlTQwMAAABkEtI2pwYBDQAAAJCuFmepTNssuYkmZwAAAACyFjU0AAAAQBqQEyA1qKEBAAAAkLWooQEAAADSQPvPpLQPjUdyEjU0AAAAALIWNTQAAABAWtCLJhUIaAAAAIA0oMlZatDkDAAAAEDWooYGAAAASAManKUGNTQAAAAAshY1NAAAAEAa0IcmNaihAQAAAHLYnXfeKf3795e8vDwZPXq0zJo1K+G89957rxx++OHSuXNnM4wbNy7p/HsCAQ0AAACQBp7d8F9bPfLIIzJp0iS59tprZe7cuTJixAgZP368rFu3rsX5Z8yYIWeeeaa8+uqrMnPmTKmoqJBjjz1WVq5cKelCQAMAAACkMytAKoc2uuWWW+SCCy6Q8847T4YNGyZ33323FBQUyH333dfi/P/617/koosukpEjR8qQIUPkr3/9q0SjUZk+fbqkCwENAAAA0IFUVVU5hrq6uhbnq6+vlzlz5phmY428Xq8Z19qX1qipqZGGhgYpKyuTdMmZpAB9ykJSUhJKdzEyyknD010CAJmuMNi6+2a/LtxfAWSOvFhAcjltc0VFheN1bU523XXXNZt/w4YNEolEpHv37o7XdfyTTz5p1TavuOIK6dWrlyMo2tNyJqABAAAAcsHy5culpKSkaTwU2j0/Ot14443y8MMPm341mlAgXQhoAAAAgA6UtrmkpMQR0CTStWtX8fl8snbtWsfrOt6jR4+ky/7+9783Ac3LL78s+++/v6QTfWgAAACAHBQMBuXAAw90dOhv7OA/ZsyYhMvdfPPNcsMNN8i0adPkoIMOknSjhgYAAABIg/amWk62vrbSlM0TJ040gckhhxwit912m1RXV5usZ+qcc86R3r17y9SpU834TTfdJNdcc438+9//Ns+uWbNmjXm9qKjIDOlAQAMAAAB0pKwAbXD66afL+vXrTZCiwYmmY9aal8ZEAcuWLTOZzxrdddddJjvat771rVYlHtgTPLFYLCYdmKaqKy0tlcrKyla1JQQAAEB2y/Tvf43lW7JyoxSnsHxbq6pkYO8uGbvfuws1NAAAAEBuVtB0CCQFAAAAAJC1qKEBAAAAOlDa5lxDQAMAAACkRWqznEmONjqjyRkAAACArEUNDQAAAJAGNDlLDWpoAAAAAGQtAhoAAAAAWYuABgAAAEDWog8NAAAAkAb0oUkNAhoAAAAgbUmbU5dq2UPaZgAAAADILtTQAAAAAGlAk7PUICkAAAAAgKxFDQ0AAACQBtp7JnU9aCRHe9BQQwMAAAAgi1FDAwAAAKQDVTQpQUADAAAApAFpm1ODpAAAAAAAshY1NAAAAEAakLY5NaihAQAAAJC1qKEBAAAA0oCcAKlBDQ0AAACArEUNDQAAAJAOVNHkTg3NnXfeKf3795e8vDwZPXq0zJo1K91FAgAAAFKStjmV/+WijA9oHnnkEZk0aZJce+21MnfuXBkxYoSMHz9e1q1bl+6iAQAAAEizjA9obrnlFrngggvkvPPOk2HDhsndd98tBQUFct9996W7aAAAAMAup21O5ZCLMroPTX19vcyZM0cmT57c9JrX65Vx48bJzJkzW1ymrq7ODI0qKyvNv1VVVXugxAAAAEi3xu99sVhMMlmqv59W5ej33YwOaDZs2CCRSES6d+/ueF3HP/nkkxaXmTp1qkyZMqXZ6xUVFbutnAAAAMg8W7duldLSUsk0wWBQevToIXsPSP330x49epj155KMDmjaQ2tztM9No2g0Kps2bZIuXbqIJ1fr4RJE8BrkLV++XEpKStJdnKzH8eR4ZjLOT45nJuP85FjuDlozo8FMr169JBNpoqulS5ea1kipFgwGzfpzSUYHNF27dhWfzydr1651vK7jGn22JBQKmcHWqVOn3VrObKbBDAENxzNTcX5yPDMZ5yfHM1Nxbu6QiTUzNg06ci3wyMmkABphHnjggTJ9+nRHjYuOjxkzJq1lAwAAAJB+GV1Do7T52MSJE+Wggw6SQw45RG677Taprq42Wc8AAAAA5LaMD2hOP/10Wb9+vVxzzTWyZs0aGTlypEybNq1ZogC0jTbL02f7uJvnoX04nqnF8eR4ZjLOT45npuLcRK7yxDI9nx0AAAAAZGMfGgAAAABIhoAGAAAAQNYioAEAAACQtQhoAAAAAGQtAposdeedd0r//v3NA5lGjx4ts2bNMq9v2rRJfvzjH8vgwYMlPz9f+vbtKz/5yU+ksrJyp+t87LHHZMiQIWadw4cPl+eff94xXfNHaLa5nj17mnWPGzdOPv30U+nIx9O9/8cdd5x4PB556qmndrpOjmfi4zlz5kw5+uijpbCw0DwA7ogjjpDt27cnPZ4zZsyQAw44wGTxGTRokNx///3teh+zUbL90uyPZ599tnnYsB5PPUaPP/74TteZi8fztddekwkTJpgnh7d0Hbf3HpeLx3Jnx7OhoUGuuOIK81mi56XOc84558iqVat2ul6OZ8vnp+2HP/yhmUcfZcHxBHbcwJFlHn744VgwGIzdd999sQ8//DB2wQUXxDp16hRbu3ZtbMGCBbFTTjkl9swzz8QWL14cmz59emzvvfeOnXrqqUnX+eabb8Z8Pl/s5ptvjn300Uexq666KhYIBMz6Gt14442x0tLS2FNPPRV77733YieeeGJswIABse3bt8c66vG03XLLLbHjjjtOswLGnnzyyaTr5HgmPp5vvfVWrKSkJDZ16tTYBx98EPvkk09ijzzySKy2tjbh8fzss89iBQUFsUmTJpnz809/+pM5X6dNm9bm9zHb7Gy/jjnmmNjBBx8ce+edd2JLliyJ3XDDDTGv1xubO3duwnXm6vF8/vnnY7/61a9iTzzxRIvXcXvucbl6LHd2PLds2RIbN26cubb1Gp85c2bskEMOiR144IFJ18nxTHx+NtLpI0aMiPXq1St26623cjwB/TWKo5B99EPh4osvbhqPRCLmxqZfEFvy6KOPmg/ThoaGhOs87bTTYieccILjtdGjR8d+8IMfmL+j0WisR48esd/97neOD6xQKBR76KGHYh39eM6bNy/Wu3fv2OrVq1sV0HA8Ex9PPa80YG6Lyy+/PLbvvvs6Xjv99NNj48ePb9P7mI12tl+FhYWxBx980LFMWVlZ7N577024zlw+no3c13F773Ecy5aPZ0tmzZpl5vviiy84nm08PxutWLHCfBbpj0H9+vXbaUDD+YlcQZOzLFNfXy9z5swxTSEaeb1eM67NeFqizc20WY/fH3+OqjZ9uO6665rGdVl7nWr8+PFN61y6dKlp2mLPU1paappOJNpuRzmeNTU18p3vfMc0GdFmPS3heLbueK5bt07eeecdKS8vl0MPPdQ8IPfII4+UN954w3E8jzrqKDn33HNbfX6257rIBq3ZLz2OjzzyiGluGo1G5eGHH5ba2lpzDBtxPHeutfc4jmX76WeRNpPq1KkTx7Md9PrW5qW/+MUvZN99921xHs5P5CoCmiyzYcMGiUQi5ougTcf1w7il+W+44Qa58MILHa8PHDhQunbt2jSuyyZbZ+O/rd1uRzqel112mfnSeNJJJyVcD8ezdcfzs88+M+MaTF9wwQUybdo00/fga1/7mqOvgvb90n4MOzs/q6qqTN+btl4X2aI1+/Xoo4+a/gpdunQxfTh+8IMfyJNPPmn6cjTieO5ca+9xHMv20SBb+9SceeaZ5gc2jmfb3XTTTeaHSe0XmwjnJ3JV/Cd7dDj6Ze+EE06QYcOGOWpj1PTp09NWrmzyzDPPyCuvvCLz5s1LOh/Hs/W/MCr90n3eeeeZv0eNGmWO33333SdTp041rz344IO7+M7ljquvvlq2bNkiL7/8svmRQjsSn3baafL666+bDtmK45k6HMu204Bbz0ltSXXXXXdxPNtBa2pvv/12mTt3rqnl4vwEnKihyTL6hcXn88natWsdr+u43Rxq69at8vWvf12Ki4vNr7WBQCDpenXZZOts/Hdn2+1ox1ODmSVLlpgmEvrLWGOzvVNPPdXRpMeN49ny8WysddEg2zZ06FBZtmxZm4+n/tKr2ahae11km53tl56bd9xxhwkGtZZrxIgRcu2118pBBx1kmkgmkqvHM5n23uM4lq0LZr744gt56aWXHLUzHM/W0x8otMmu1sA0fhbpMf3Zz35mmjxzPJHrCGiyTDAYlAMPPNBRI6C/euv4mDFjmmpmjj32WDOv1jBomtCd0WXdtQz64dO4zgEDBpgPbnse3Y72h2icpyMezyuvvFLef/99mT9/ftOgbr31Vvn73/+ecL0cz5aPp37wavrWhQsXOo7XokWLpF+/fu0+nq25LrLRzvZL+3c19quxaTDSWBvWklw9nsm09x7Hsdx5MKPNSbUGUZtF7gzHs2Xad8b9WaT3Uu1P8+KLL3I8gXRnJUDbaQpQzbxz//33mzShF154oUkBumbNmlhlZaXJIjV8+HCTtlmzcjUO4XC4aR1HH320SS9qpxn2+/2x3//+97GPP/44du2117aYtlm38/TTT8fef//92EknndRh0jYnOp6tzT7D8Wz98dSsPJq2+bHHHot9+umnJuNZXl6eOV8bnX322bErr7yyWSrXX/ziF+b8vPPOO1tMjduW9zFbJNuv+vr62KBBg2KHH364Sdusx1CvYY/HE3vuueea1sHx3GHr1q0mY6EOeh1rKnb9uzHrVmvucRzL1h1PPTc17XWfPn1i8+fPd3wW1dXVcTzbcX66tZTljPMTuYqAJktpMNK3b1+TjlnTq7799tvm9VdffdXcCFsali5d6rgRatDiTu+8zz77mHVqSlf7C1FjWtOrr7461r17d/MF62tf+1ps4cKFsY58PFsb0HA823Y8NfWvftHRIGXMmDGx119/3TH9yCOPjE2cONHxmp7bI0eONOvca6+9Yn//+9936X3MJsn2a9GiRebZU+Xl5eZ47r///s3SOHM8Y0nvj43nWmvucRzL1h1P/bxJ9Fmky3E8235+tiag4fxErvLo/6inAgAAAJCN6EMDAAAAIGsR0AAAAADIWgQ0AAAAALIWAQ0AAACArEVAAwAAACBrEdAAAAAAyFoENAAAAACyFgENAAAAgKxFQAMAWezcc8+Vk08+Od3FAAAgbfzp2zQAIBmPx5N0+rXXXiu33367xGIxDiQAIGcR0ABAhlq9enXT34888ohcc801snDhwqbXioqKzAAAQC6jyRkAZKgePXo0DaWlpabGxn5Ngxl3k7OjjjpKfvzjH8ull14qnTt3lu7du8u9994r1dXVct5550lxcbEMGjRIXnjhBce2PvjgAznuuOPMOnWZs88+WzZs2JCGvQYAoG0IaACgg3nggQeka9euMmvWLBPc/OhHP5Jvf/vbcuihh8rcuXPl2GOPNQFLTU2NmX/Lli1y9NFHy6hRo2T27Nkybdo0Wbt2rZx22mnp3hUAAHaKgAYAOpgRI0bIVVddJXvvvbdMnjxZ8vLyTIBzwQUXmNe06drGjRvl/fffN/PfcccdJpj57W9/K0OGDDF/33ffffLqq6/KokWL0r07AAAkRR8aAOhg9t9//6a/fT6fdOnSRYYPH970mjYpU+vWrTP/vvfeeyZ4aak/zpIlS2SfffbZI+UGAKA9CGgAoIMJBAKOce17Y7/WmD0tGo2af7dt2yYTJkyQm266qdm6evbsudvLCwDAriCgAYAcd8ABB8jjjz8u/fv3F7+fjwUAQHahDw0A5LiLL75YNm3aJGeeeaa8++67ppnZiy++aLKiRSKRdBcPAICkCGgAIMf16tVL3nzzTRO8aAY07W+jaZ87deokXi8fEwCAzOaJ8YhpAAAAAFmKn94AAAAAZC0CGgAAAABZi4AGAAAAQNYioAEAAACQtQhoAAAAAGQtAhoAAAAAWYuABgAAAEDWIqABAAAAkLUIaAAAAABkLQIaAAAAAFmLgAYAAACAZKv/B7/U7pxtstAHAAAAAElFTkSuQmCC", + "text/plain": [ + "
    " ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "from matplotlib import pyplot as plt\n", + "import matplotlib.dates as dt\n", + "\n", + "ax = plt.figure(figsize=(10, 6)).add_axes([0.14, 0.14, 0.8, 0.74])\n", + "# Plot flow speed\n", + "t = dolfyn.time.dt642date(ds_avg[\"time\"])\n", + "plt.pcolormesh(t, ds_avg[\"range\"], ds_avg[\"U_mag\"], cmap=\"Blues\", shading=\"nearest\")\n", + "# Plot the water surface\n", + "ax.plot(t, ds_avg[\"depth\"])\n", + "\n", + "# Set up time on x-axis\n", + "ax.set_xlabel(\"Time\")\n", + "ax.xaxis.set_major_formatter(dt.DateFormatter(\"%H:%M\"))\n", + "ax.lines[-1].set_label(\"Water surface\")\n", + "ax.legend(loc=\"upper right\")\n", + "ax.set_ylabel(\"Altitude [m]\")\n", + "ax.set_ylim([0, 12])\n", + "plt.colorbar(label=\"Speed [m/s]\")" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "scrolled": false + }, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We have just found the spectra and dissipation rate from a single depth bin at an altitude of 5 m from the seafloor, but typically we want the spectra and dissipation rates from the entire measurement profile. If we want to look at the spectra and dissipation rates from all depth bins, we can set up a \"for\" loop on the range coordinate and merge them together:" + "data": { + "image/png": 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+ "text/plain": [ + "
    " ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.figure(figsize=(10, 6)).add_axes([0.14, 0.14, 0.8, 0.74])\n", + "# Plot flow direction\n", + "plt.pcolormesh(t, ds_avg[\"range\"], ds_avg[\"U_dir\"], cmap=\"twilight\", shading=\"nearest\")\n", + "# Plot the water surface\n", + "ax.plot(t, ds_avg[\"depth\"])\n", + "\n", + "# set up time on x-axis\n", + "ax.set_xlabel(\"Time\")\n", + "ax.xaxis.set_major_formatter(dt.DateFormatter(\"%H:%M\"))\n", + "\n", + "ax.set_ylabel(\"Altitude [m]\")\n", + "ax.set_ylim([0, 12])\n", + "plt.colorbar(label=\"Horizontal Vel Dir [deg CW from true N]\");" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Saving and Loading DOLfYN datasets\n", + "Datasets can be saved and reloaded using the `save` and `load` functions. Xarray is saved natively in netCDF format, hence the \".nc\" extension.\n", + "\n", + "Note: DOLfYN datasets cannot be saved using xarray's native `ds.to_netcdf`; however, DOLfYN datasets can be opened using `xarray.open_dataset`." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "# Uncomment these lines to save and load to your current working directory\n", + "# dolfyn.save(ds, 'your_data.nc')\n", + "# ds_saved = dolfyn.load('your_data.nc')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 7. Turbulence Statistics\n", + "\n", + "The next section of this jupyter notebook will run through the turbulence analysis of the data presented here. There was no intention of measuring turbulence in the deployment that collected this data, so results depicted here are not the highest quality. The quality of turbulence measurements from an ADCP depend heavily on the quality of the deployment setup and data collection, particularly instrument frequency, samping frequency and depth bin size.\n", + "\n", + "Read more on proper ADCP setup for turbulence measurements in: Thomson, Jim, et al. \"Measurements of turbulence at two tidal energy sites in Puget Sound, WA.\" IEEE Journal of Oceanic Engineering 37.3 (2012): 363-374.\n", + "\n", + "Most functions related to turbulence statistics in MHKiT-DOLfYN have the papers they originate from referenced in their docstrings.\n", + "\n", + "### 7.1 Turbulence Intensity\n", + "For most users, turbulence intensity (TI), the ratio of the ensemble standard deviation to ensemble flow speed given as a percent, is all most will need. In MHKiT, this can be simply calculated as `.velds.I`, but be aware that this will be a conservative estimate. Another function, `turbulence_intensity`, is capable of subtracting instrument noise from this parameter and is discussed below. The noise-subtracted TI is more accurate and typically 1-2% lower than the non-noise-subtracted estimation.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [], - "source": [ - "import xarray as xr\n", - "\n", - "spec = [None] * len(ds.range)\n", - "e = [None] * len(ds.range)\n", - "n = [None] * len(ds.range)\n", - "\n", - "for r in range(len(ds[\"range\"])):\n", - " # Calc spectra from each depth bin using the 5th beam\n", - " spec[r] = avg_tool.power_spectral_density(\n", - " ds[\"vel_b5\"].isel(range_b5=r), freq_units=\"Hz\"\n", - " )\n", - " \n", - " # Calculate doppler noise from spectra from each depth bin\n", - " n[r] = avg_tool.doppler_noise_level(spec[r], pct_fN=0.9)\n", - " \n", - " # Calc dissipation rate from each spectra\n", - " e[r] = avg_tool.dissipation_rate_LT83(\n", - " spec[r], ds_avg.velds.U_mag.isel(range=r), freq_range=f_rng, noise=n[r]\n", - " )\n", - "\n", - "ds_avg[\"auto_spectra\"] = xr.concat(spec, dim=\"range\")\n", - "ds_avg[\"noise\"] = xr.concat(n, dim=\"range\")\n", - "ds_avg[\"dissipation_rate\"] = xr.concat(e, dim=\"range\")\n", - "\n", - "del spec, n, e # save memory" + "data": { + "text/plain": [ + "" ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" }, { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now that we have a profile timeseries of dissipation rate, we need apply some quality control (QC). Since we can't look at each individual spectrum to ensure we can see the isotropic turbulence cascade, we want to QC the output from `dissipation_rate_LT83` to make sure what was calculated actually falls on a f^(-5/3) slope. We can do this using the function `check_turbulence_cascade_slope`, which uses linear regression on the log-transformed LT83 equation (ref. to Lumley and Terray, 1983, see docstring) to calculate the spectral slope for the given frequency range. \n", - "\n", - "In our case, we're calculating the slope of each spectrum between 0.2 and 0.5 Hz. We'll use a cutoff of 20% for the error, but this can be lowered if there still appear to be erroneous estimations from visual inspection of the spectra." + "data": { + "image/png": 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", + "text/plain": [ + "
    " ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Turbulence Intensity\n", + "ds_avg[\"TI\"] = ds_avg.velds.I\n", + "ds_avg[\"TI\"].plot(cmap=\"Reds\", ylim=(0, 11))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 7.2 Power Spectral Densities (Auto-Spectra)\n", + "\n", + "Other turbulence parameters include the TKE power- and cross-spectral densities (i.e the power spectra), turbulent kinetic energy (TKE, i.e. the variances of velocity vector components), Reynolds stress vector (i.e. the co-variances of velocity vector components), TKE dissipation rate, and TKE production rate. These quantities are primarily used to inform and verify hydrodynamic and coastal models, which take some or all of these quantities as input.\n", + "\n", + "The TKE production rate is the rate at which kinetic energy (KE) transitions from a useful state (able to do \"work\" in the physics sense) to turbulent; TKE is the actual amount of turbulent KE in the water; and TKE dissipation rate is the rate at which turbulent KE is lost to non-motion forms of energy (heat, sound, etc) due to viscosity. The power spectra are used to depict and quantify this energy in the frequency domain, and creating them are the first step in turbulence analysis.\n", + "\n", + "We'll start by looking at the power spectra, specifically the auto-spectra from the vertical beam (\"auto\" meaning the variance of a single vector direction, e.g. $\\overline{u'^2}$, vs \"cross\", meaning the covariance of two directions, e.g. $\\overline{u'w'}$). This can be done using the `power_spectral_density` function from the `ADPBinner` we created (\"avg_tool\"). We'll create spectra at the middle water column, at a depth of 5 m, and use a number of FFT's equal to 1/3 the bin size." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "rng = 5 # m\n", + "vel_up = ds[\"vel_b5\"].sel(range_b5=rng, method=\"nearest\") # vertical velocity\n", + "U = ds_avg[\"U_mag\"].sel(\n", + " range=5, method=\"nearest\"\n", + ") # flow speed, for plotting in the next block\n", + "\n", + "ds_avg[\"auto_spectra_5m\"] = avg_tool.power_spectral_density(\n", + " vel_up, freq_units=\"Hz\", n_fft=ds_avg.n_bin // 2\n", + ")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the auto-spectra, we're primarly looking for three components: the energy-producing region, the isotropic turbulence region (so-called \"red noise\"), and the instrument noise floor (termed \"white noise\"). \n", + "\n", + "The block below organizes and plots the power spectra by the corresponding ensemble speed, averaging them by 0.1 m/s velocity bins. Note that if an ensemble is missing data that wasn't filled in, a power spectrum will not be calculated for that ensemble timestamp." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [], - "source": [ - "# Quality control dissipation rate estimation\n", - "slope = avg_tool.check_turbulence_cascade_slope(\n", - " ds_avg[\"auto_spectra\"], freq_range=f_rng\n", - ")\n", - "\n", - "# Check that percent difference from -5/3 is not greater than 20%\n", - "mask = abs((slope[0].values - (-5 / 3)) / (-5 / 3)) <= 0.20\n", - "\n", - "# Keep good data\n", - "ds_avg[\"dissipation_rate\"] = ds_avg[\"dissipation_rate\"].where(mask)" + "data": { + "text/plain": [ + "[Text(0.5, 0, 'Frequency [Hz]'),\n", + " Text(0, 0.5, 'PSD [m2 s-2 Hz-1]'),\n", + " (0.01, 1),\n", + " (0.0005, 0.1)]" ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" }, { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If we plot the dissipation rate below in a colormap, we can see that the profile map has a lot of missing data. One of the reasons is that the 1 Hz sampling rate doesn't provide enough information needed to make dissipation rate estimations, and the other part is that turbulence measurements push the boundaries of what ADCPs are capable of.\n", - "\n", - "Also, 1x10^-4 to 3x10^-4 $m^2/s^3$ is reasonable for a dissipation rate estimate for the 1 - 1.5 m/s current speeds measured here. They can be a magnitude greater for faster flow speeds, typically increase closer to the seafloor, and depend heavily on bathymetry and regional hydrodynamics." + "data": { + "image/png": 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    " ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib as mpl\n", + "\n", + "plt.rcParams.update({\"font.size\": 18, \"font.family\": \"Times New Roman\"})\n", + "\n", + "\n", + "def plot_spectra_by_color(auto_spectra, U_mag, ax, fig, cbar_max=4.0):\n", + " U = U_mag.values\n", + " U_max = U_mag.max().values\n", + "\n", + " # Average spectra into 0.1 m/s velocity bins\n", + " speed_bins = np.arange(0.5, U_max, 0.1)\n", + " time = [t for t in auto_spectra.dims if \"time\" in t][0]\n", + " S_group = auto_spectra.assign_coords({time: U}).rename({time: \"speed\"})\n", + " group = S_group.groupby_bins(\"speed\", speed_bins)\n", + " count = group.count().values\n", + " S = group.mean()\n", + "\n", + " # define the colormap\n", + " cmap = plt.cm.turbo\n", + " # define the bins and normalize\n", + " bounds = np.arange(0.5, cbar_max, 0.1)\n", + " norm = mpl.colors.BoundaryNorm(bounds, cmap.N)\n", + " colors = cmap(norm(speed_bins))\n", + "\n", + " # plot\n", + " for i in range(len(speed_bins) - 1):\n", + " ax.loglog(auto_spectra[\"freq\"], S[i], c=colors[i])\n", + " ax.grid()\n", + "\n", + " # create a second axes for the colorbar\n", + " cax = fig.add_axes([0.8, 0.07, 0.03, 0.88])\n", + " # cax, _ = mpl.colorbar.make_axes(fig.gca())\n", + " sm = mpl.colorbar.ColorbarBase(\n", + " cax,\n", + " cmap=cmap,\n", + " norm=norm,\n", + " spacing=\"proportional\",\n", + " ticks=bounds,\n", + " boundaries=bounds,\n", + " format=\"%1.1f\",\n", + " label=\"Velocity [m/s]\",\n", + " )\n", + "\n", + " # Add -5/3 slope line\n", + " m = -5 / 3\n", + " x = np.logspace(-1, 0.5)\n", + " y = 10 ** (-3) * x**m\n", + " ax.loglog(x, y, \"--\", c=\"black\", label=\"$f^{-5/3}$\")\n", + " ax.legend()\n", + "\n", + " return ax, sm\n", + "\n", + "\n", + "# Set up figure\n", + "fig, ax = plt.subplots(1, 1, figsize=(6, 5))\n", + "fig.subplots_adjust(left=0.2, right=0.75, top=0.95, bottom=0.1)\n", + "\n", + "# Plot spectra by color\n", + "plot_spectra_by_color(ds_avg[\"auto_spectra_5m\"], U, ax, fig, cbar_max=2.0)\n", + "# Set axes\n", + "ax.set(\n", + " xlabel=\"Frequency [Hz]\",\n", + " ylabel=\"PSD [m2 s-2 Hz-1]\",\n", + " xlim=(0.01, 1),\n", + " ylim=(0.0005, 0.1),\n", + ")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the figure above, we can see the energy-producing turbulent structures below a frequency of 0.2 Hz (one tick to the right of \"10^-1\"). The isotropic turbulence cascade, seen by the dashed f^(-5/3) slope (from Kolmogorov's theory of turbulence) begins at around 0.2 Hz and continues until we reach the Nyquist frequency at 0.5 Hz (1/2 the instrument's sampling frequency, 1 Hz). The instrument's noise floor can't be seen here, but will show up as the flattened part of the spectra at the highest frequencies. For this instrument (Nortek Signature1000), the noise floor typically varies around 10^-3, depending on flow speed and range distance." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 7.3 Instrument Noise\n", + "\n", + "The next thing we want to do is calculate the instrument's Doppler noise floor from the spectrum we calculated above. (We are making the assumption that the noise floor of the vertical beam is the same as the noise floor of the other 4 beams). This gives us a timeseries of the noise floor, which varies by instrument and with flow speed, at that depth bin.\n", + "\n", + "We can do this using the `doppler_noise_level` function. The two inputs for this function are the power spectra and \"pct_fN\", the percent of the Nyquist frequency that the noise floor exists. Because in this particularly dataset we can't see the noise floor, we'll just use 90% or pct_fN=0.9 as an example. If the noise floor began at 0.4 Hz and ran til our maximum frequency of 0.5 Hz, we'd use pct_fN = 0.4 Hz / 0.5 Hz = 0.8." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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    " ], - "source": [ - "ds_avg[\"dissipation_rate\"].plot(cmap=\"turbo\", ylim=(0, 11))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 7.5 Noise-Corrected Turbulence Intensity\n", - "\n", - "Now that we've calculated the noise floor for each ping, we can recalculate TI and include subtracting instrument noise using the `turbulence_intensity` function. If we subtract this from the non-noise corrected function, we can see there's a large difference\n", - "at slower slow speeds, but the average difference is about 0.008 (0.8%). Notice this will also remove measurements where noise is \n", - "high." + "text/plain": [ + " Statistic Value\n", + "0 mean 0.024059\n", + "1 std 0.007032\n", + "2 min 0.013010\n", + "3 max 0.046780" ] - }, + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds_avg[\"noise_5m\"] = avg_tool.doppler_noise_level(ds_avg[\"auto_spectra_5m\"], pct_fN=0.9)\n", + "\n", + "noise_stats = pd.DataFrame({\n", + " \"Statistic\": [\"mean\", \"std\", \"min\", \"max\"],\n", + " \"Value\": [\n", + " float(ds_avg[\"noise_5m\"].mean().values),\n", + " float(ds_avg[\"noise_5m\"].std().values),\n", + " float(ds_avg[\"noise_5m\"].min().values),\n", + " float(ds_avg[\"noise_5m\"].max().values),\n", + " ]\n", + "})\n", + "\n", + "noise_stats\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 7.4 TKE Dissipation Rate\n", + "\n", + "Because we can see the isotropic turbulence cascade (0.2 - 0.5 Hz) at this depth bin (5 m altitude), we can calculate the TKE dissipation rate at this location from the spectra itself. This can be done using `dissipation_rate_LT83`, whose inputs are the power spectra, the ensemble speed, the frequency range of the isotropic cascade, and the instrument's noise." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "# Frequency range of isotropic turubulence cascade in same units as PSD frequency vector\n", + "f_rng = [0.1, 0.5]\n", + "# Dissipation rate\n", + "ds_avg[\"dissipation_rate_5m\"] = avg_tool.dissipation_rate_LT83(\n", + " ds_avg[\"auto_spectra_5m\"], U, freq_range=f_rng, noise=ds_avg['noise_5m']\n", + ")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We have just found the spectra and dissipation rate from a single depth bin at an altitude of 5 m from the seafloor, but typically we want the spectra and dissipation rates from the entire measurement profile. If we want to look at the spectra and dissipation rates from all depth bins, we can set up a \"for\" loop on the range coordinate and merge them together:" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "\n", + "spec = [None] * len(ds.range)\n", + "e = [None] * len(ds.range)\n", + "n = [None] * len(ds.range)\n", + "\n", + "for r in range(len(ds[\"range\"])):\n", + " # Calc spectra from each depth bin using the 5th beam\n", + " spec[r] = avg_tool.power_spectral_density(\n", + " ds[\"vel_b5\"].isel(range_b5=r), freq_units=\"Hz\"\n", + " )\n", + " \n", + " # Calculate doppler noise from spectra from each depth bin\n", + " n[r] = avg_tool.doppler_noise_level(spec[r], pct_fN=0.9)\n", + " \n", + " # Calc dissipation rate from each spectra\n", + " e[r] = avg_tool.dissipation_rate_LT83(\n", + " spec[r], ds_avg.velds.U_mag.isel(range=r), freq_range=f_rng, noise=n[r]\n", + " )\n", + "\n", + "ds_avg[\"auto_spectra\"] = xr.concat(spec, dim=\"range\")\n", + "ds_avg[\"noise\"] = xr.concat(n, dim=\"range\")\n", + "ds_avg[\"dissipation_rate\"] = xr.concat(e, dim=\"range\")\n", + "\n", + "del spec, n, e # save memory" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we have a profile timeseries of dissipation rate, we need apply some quality control (QC). Since we can't look at each individual spectrum to ensure we can see the isotropic turbulence cascade, we want to QC the output from `dissipation_rate_LT83` to make sure what was calculated actually falls on a f^(-5/3) slope. We can do this using the function `check_turbulence_cascade_slope`, which uses linear regression on the log-transformed LT83 equation (ref. to Lumley and Terray, 1983, see docstring) to calculate the spectral slope for the given frequency range. \n", + "\n", + "In our case, we're calculating the slope of each spectrum between 0.2 and 0.5 Hz. We'll use a cutoff of 20% for the error, but this can be lowered if there still appear to be erroneous estimations from visual inspection of the spectra." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "# Quality control dissipation rate estimation\n", + "slope = avg_tool.check_turbulence_cascade_slope(\n", + " ds_avg[\"auto_spectra\"], freq_range=f_rng\n", + ")\n", + "\n", + "# Check that percent difference from -5/3 is not greater than 20%\n", + "mask = abs((slope[0].values - (-5 / 3)) / (-5 / 3)) <= 0.20\n", + "\n", + "# Keep good data\n", + "ds_avg[\"dissipation_rate\"] = ds_avg[\"dissipation_rate\"].where(mask)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we plot the dissipation rate below in a colormap, we can see that the profile map has a lot of missing data. One of the reasons is that the 1 Hz sampling rate doesn't provide enough information needed to make dissipation rate estimations, and the other part is that turbulence measurements push the boundaries of what ADCPs are capable of.\n", + "\n", + "Also, 1x10^-4 to 3x10^-4 $m^2/s^3$ is reasonable for a dissipation rate estimate for the 1 - 1.5 m/s current speeds measured here. They can be a magnitude greater for faster flow speeds, typically increase closer to the seafloor, and depend heavily on bathymetry and regional hydrodynamics." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'TI Difference')" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ds_avg[\"turbulence_intensity\"] = avg_tool.turbulence_intensity(ds.velds.U_mag, noise=ds_avg[\"noise\"])\n", - "\n", - "(ds_avg[\"TI\"] - ds_avg[\"turbulence_intensity\"]).plot(cmap=\"Greens\", ylim=(0, 11))\n", - "plt.title(\"TI Difference\")" + "data": { + "text/plain": [ + "" ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" }, { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 7.6 Reynolds Stress Components\n", - "\n", - "The next parameters we'll find here are the Reynolds normal and shear stresses (-$\\overline{u_iu_j}$). Since we're using the vertical beam on the ADCP, we can directly measure the vertical TKE component from the along-beam velocity using the `turbulent_kinetic_energy` function. This function is capable of calculating TKE for any along-beam velocity.\n", - "\n", - "We can also use the so-called \"beam-variance\" equations to estimate the Reynolds stress tensor components (i.e. $\\overline{u'^2}$, $\\overline{v'^2}$, $\\overline{w'^2}$, $\\overline{u'v'}$, $\\overline{u'w'^2}$, $\\overline{v'w'^2}$), which define the normal and shear stresses acting on an element of water. These equations are built into the functions `stress_tensor_5beam` and `stress_tensor4beam`. \n", - "\n", - "Both of these functions will give comparable results, but `stress_tensor_5beam` takes into account instrument tilt, and `stress_tensor_4beam` does not. Both will throw a tilt warning if tilt is greater than 5 degrees.\n", - "\n", - "#### Quick 5-beam ADCP lesson before we dive in:\n", - "\n", - "There are a couple caveats to calculating Reynolds stress tensor components:\n", - " 1. Because this instrument only has 5 beams, we can only find 5 of the 6 components (6 unknowns, 5 knowns)\n", - " 2. Because the ADCP's instrument (XYZ) axes weren't aligned with the flow during deployment, we don't know what direction these components are aligned to (i.e. the 'u' direction is not necessarily the streamwise direction)\n", - " 3. It is possible to rotate the tensor, but we'd need to know all 6 components to do so properly (\"coupled ADCPs\")\n", - " 4. Measurements close to the seafloor can be suspect due to increased vertical flow. ADCPs operate under the \"assumption of homogeneity\", which means that they can only accurate measure consistent horizontal currents with relatively little vertical motion.\n" + "data": { + "image/png": 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", + "text/plain": [ + "
    " ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ds_avg[\"dissipation_rate\"].plot(cmap=\"turbo\", ylim=(0, 11))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 7.5 Noise-Corrected Turbulence Intensity\n", + "\n", + "Now that we've calculated the noise floor for each ping, we can recalculate TI and include subtracting instrument noise using the `turbulence_intensity` function. If we subtract this from the non-noise corrected function, we can see there's a large difference\n", + "at slower slow speeds, but the average difference is about 0.008 (0.8%). Notice this will also remove measurements where noise is \n", + "high." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As an example, we'll calculate the Reynolds stresses from the `stress_tensor_5beam` function, which calculates the individual Reynolds stress tensor components and takes the same inputs: the raw dataset in \"beam\" coordinates, the instrument Doppler noise, the ADCP's orientation and its beam angle. It outputs both the normal stress (\"tke_vec\") and the shear stress (\"stress_vec\") vector. Note, this function will drop at least one warning every time it's run, primarily the coordinate system warning. This function also requires the input raw data to be in beam coordinates, so we'll create a copy of the raw data and rotate it to 'beam'. If you do not, this function will do so automatically." + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'TI Difference')" ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" }, { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\Users\\ashly\\anaconda3\\envs\\Updated_MHKiT\\Lib\\site-packages\\mhkit\\dolfyn\\adp\\turbulence.py:407: UserWarning: The beam-variance algorithms assume the instrument's (XYZ) coordinate system is aligned with the principal flow directions.\n", - " warnings.warn(\n" - ] - } - ], - "source": [ - "dolfyn.rotate2(ds, \"beam\", inplace=True)\n", - "ds_avg[\"tke_vec\"], ds_avg[\"stress_vec\"] = avg_tool.stress_tensor_5beam(\n", - " ds, noise=ds_avg[\"noise\"], orientation=\"up\", beam_angle=25\n", - ")" + "data": { + "image/png": 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", + "text/plain": [ + "
    " ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ds_avg[\"turbulence_intensity\"] = avg_tool.turbulence_intensity(ds.velds.U_mag, noise=ds_avg[\"noise\"])\n", + "\n", + "(ds_avg[\"TI\"] - ds_avg[\"turbulence_intensity\"]).plot(cmap=\"Greens\", ylim=(0, 11))\n", + "plt.title(\"TI Difference\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 7.6 Reynolds Stress Components\n", + "\n", + "The next parameters we'll find here are the Reynolds normal and shear stresses (-$\\overline{u_iu_j}$). Since we're using the vertical beam on the ADCP, we can directly measure the vertical TKE component from the along-beam velocity using the `turbulent_kinetic_energy` function. This function is capable of calculating TKE for any along-beam velocity.\n", + "\n", + "We can also use the so-called \"beam-variance\" equations to estimate the Reynolds stress tensor components (i.e. $\\overline{u'^2}$, $\\overline{v'^2}$, $\\overline{w'^2}$, $\\overline{u'v'}$, $\\overline{u'w'^2}$, $\\overline{v'w'^2}$), which define the normal and shear stresses acting on an element of water. These equations are built into the functions `stress_tensor_5beam` and `stress_tensor4beam`. \n", + "\n", + "Both of these functions will give comparable results, but `stress_tensor_5beam` takes into account instrument tilt, and `stress_tensor_4beam` does not. Both will throw a tilt warning if tilt is greater than 5 degrees.\n", + "\n", + "#### Quick 5-beam ADCP lesson before we dive in:\n", + "\n", + "There are a couple caveats to calculating Reynolds stress tensor components:\n", + " 1. Because this instrument only has 5 beams, we can only find 5 of the 6 components (6 unknowns, 5 knowns)\n", + " 2. Because the ADCP's instrument (XYZ) axes weren't aligned with the flow during deployment, we don't know what direction these components are aligned to (i.e. the 'u' direction is not necessarily the streamwise direction)\n", + " 3. It is possible to rotate the tensor, but we'd need to know all 6 components to do so properly (\"coupled ADCPs\")\n", + " 4. Measurements close to the seafloor can be suspect due to increased vertical flow. ADCPs operate under the \"assumption of homogeneity\", which means that they can only accurate measure consistent horizontal currents with relatively little vertical motion.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As an example, we'll calculate the Reynolds stresses from the `stress_tensor_5beam` function, which calculates the individual Reynolds stress tensor components and takes the same inputs: the raw dataset in \"beam\" coordinates, the instrument Doppler noise, the ADCP's orientation and its beam angle. It outputs both the normal stress (\"tke_vec\") and the shear stress (\"stress_vec\") vector. Note, this function will drop at least one warning every time it's run, primarily the coordinate system warning. This function also requires the input raw data to be in beam coordinates, so we'll create a copy of the raw data and rotate it to 'beam'. If you do not, this function will do so automatically." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "There is one other important thing to note on Reynolds stress measurements by ADCPs: the minimum turbulence length scale that the ADCP is capable of measuring increases with range from the instrument. This means the instrument is only capable of measuring the stress transported by larger and larger turbulent structures as the beams travel farther and farther from the instrument head. One of the benefits of calculating w'w' from the vertical beam is that it isn't limited by this beam spread issue, though on its own it may not be particularly useful." - ] - }, + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\ashly\\anaconda3\\envs\\Updated_MHKiT\\Lib\\site-packages\\mhkit\\dolfyn\\adp\\turbulence.py:407: UserWarning: The beam-variance algorithms assume the instrument's (XYZ) coordinate system is aligned with the principal flow directions.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "dolfyn.rotate2(ds, \"beam\", inplace=True)\n", + "ds_avg[\"tke_vec\"], ds_avg[\"stress_vec\"] = avg_tool.stress_tensor_5beam(\n", + " ds, noise=ds_avg[\"noise\"], orientation=\"up\", beam_angle=25\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There is one other important thing to note on Reynolds stress measurements by ADCPs: the minimum turbulence length scale that the ADCP is capable of measuring increases with range from the instrument. This means the instrument is only capable of measuring the stress transported by larger and larger turbulent structures as the beams travel farther and farther from the instrument head. One of the benefits of calculating w'w' from the vertical beam is that it isn't limited by this beam spread issue, though on its own it may not be particularly useful." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 7.7 TKE Production\n", + "\n", + "Though it can't be found from this deployment, we'll go over how to estimate the TKE shear production rate. Note that we're assuming here that the buoyancy production is negligible and we're in a well-mixed tidal channel. There isn't a specific function in MHKiT-DOLfYN for production, but all the necessary variables are. \n", + "\n", + "It is possible to estimate production rates from either an ADV or an ADCP aligned with the flow direction (so \"X\" would align with the principal flow direction). The following estimation for shear production rates takes into account both along- and cross-stream shear:\n", + "\n", + "$P = -\\overline{u'w'}\\frac{du}{dz} - \\overline{v'w'}\\frac{dv}{dz}$\n", + "\n", + "Note that the signs can get tricky but are important here. We found the Reynolds shear stresses -$\\overline{u'w'}$ and -$\\overline{v'w'}$ above using the Reynolds stress equations. If ADV data is available, those estimations are preferred because the ADV's point measurement does not have the assumptions that ADCP measurements have.\n", + "\n", + "The velocity shear components can be found from the aptly named functions `dudz` and `dvdz` in ADPBinner. These functions, which are useful alone in their own right, approximate the shear in the velocity vector between respective depth bins. There is always correlation between velocity measurements in adjacent depth bins, based on ADCP operation principles, which is why \"approximate\" is also used here for velocity shear.\n", + "\n", + "The velocity shear functions operate on the raw velocity vector in the principal reference frame and need to be ensemble-averaged here. This can be done by nesting the `d*dz` function within the ADPBinner's `mean` function. With the ensemble shear known, we can put all the components together to get a production estimation. If using ADV data, take the mean again of the \"range\" dimension." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 7.7 TKE Production\n", - "\n", - "Though it can't be found from this deployment, we'll go over how to estimate the TKE shear production rate. Note that we're assuming here that the buoyancy production is negligible and we're in a well-mixed tidal channel. There isn't a specific function in MHKiT-DOLfYN for production, but all the necessary variables are. \n", - "\n", - "It is possible to estimate production rates from either an ADV or an ADCP aligned with the flow direction (so \"X\" would align with the principal flow direction). The following estimation for shear production rates takes into account both along- and cross-stream shear:\n", - "\n", - "$P = -\\overline{u'w'}\\frac{du}{dz} - \\overline{v'w'}\\frac{dv}{dz}$\n", - "\n", - "Note that the signs can get tricky but are important here. We found the Reynolds shear stresses -$\\overline{u'w'}$ and -$\\overline{v'w'}$ above using the Reynolds stress equations. If ADV data is available, those estimations are preferred because the ADV's point measurement does not have the assumptions that ADCP measurements have.\n", - "\n", - "The velocity shear components can be found from the aptly named functions `dudz` and `dvdz` in ADPBinner. These functions, which are useful alone in their own right, approximate the shear in the velocity vector between respective depth bins. There is always correlation between velocity measurements in adjacent depth bins, based on ADCP operation principles, which is why \"approximate\" is also used here for velocity shear.\n", - "\n", - "The velocity shear functions operate on the raw velocity vector in the principal reference frame and need to be ensemble-averaged here. This can be done by nesting the `d*dz` function within the ADPBinner's `mean` function. With the ensemble shear known, we can put all the components together to get a production estimation. If using ADV data, take the mean again of the \"range\" dimension." - ] - }, + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\ashly\\anaconda3\\envs\\Updated_MHKiT\\Lib\\site-packages\\mhkit\\dolfyn\\rotate\\api.py:72: UserWarning: You are attempting to rotate into the 'principal' coordinate system, but the dataset is in the inst coordinate system. Be sure that 'principal_heading' is defined based on the earth coordinate system.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "# Vertical shear gradients\n", + "upwp_ = ds_avg[\"stress_vec\"][1]\n", + "vpwp_ = ds_avg[\"stress_vec\"][2]\n", + "\n", + "# Find shear velocity and and ensemble-average it\n", + "ds.velds.rotate2(\"principal\", inplace=True)\n", + "dudz_raw = avg_tool.dudz(ds[\"vel\"], orientation=\"up\")\n", + "dudz = avg_tool.mean(dudz_raw.values)\n", + "\n", + "dvdz_raw = avg_tool.dvdz(ds[\"vel\"], orientation=\"up\")\n", + "dvdz = avg_tool.mean(dvdz_raw.values)\n", + "\n", + "# Calculate Production\n", + "P = -upwp_ * dudz - vpwp_ * dvdz\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 7.8 TKE Balance \n", + "We can plot the production rates and the ratio of production rates to dissipation rates to get an understanding of the TKE balance.We always expect production to be greater than 0, though negative values can give us an indication of uncertainty. In a well mixed coastal environment, we expect production and dissipation to be approximately equal. Our production estimates are possibly high because our stress components aren't aligned with the flow (1.3x10^-3 $m^2/s^3$ is quite large), but if this weren't the case, we would conclude that TKE is produced (kinetic energy is lost to turbulence) but not dissipated (turbulent energy is lost to entropy) here." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\Users\\ashly\\anaconda3\\envs\\Updated_MHKiT\\Lib\\site-packages\\mhkit\\dolfyn\\rotate\\api.py:72: UserWarning: You are attempting to rotate into the 'principal' coordinate system, but the dataset is in the inst coordinate system. Be sure that 'principal_heading' is defined based on the earth coordinate system.\n", - " warnings.warn(\n" - ] - } - ], - "source": [ - "# Vertical shear gradients\n", - "upwp_ = ds_avg[\"stress_vec\"][1]\n", - "vpwp_ = ds_avg[\"stress_vec\"][2]\n", - "\n", - "# Find shear velocity and and ensemble-average it\n", - "ds.velds.rotate2(\"principal\", inplace=True)\n", - "dudz_raw = avg_tool.dudz(ds[\"vel\"], orientation=\"up\")\n", - "dudz = avg_tool.mean(dudz_raw.values)\n", - "\n", - "dvdz_raw = avg_tool.dvdz(ds[\"vel\"], orientation=\"up\")\n", - "dvdz = avg_tool.mean(dvdz_raw.values)\n", - "\n", - "# Calculate Production\n", - "P = -upwp_ * dudz - vpwp_ * dvdz\n" + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'TKE Balance')" ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" }, { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 7.8 TKE Balance \n", - "We can plot the production rates and the ratio of production rates to dissipation rates to get an understanding of the TKE balance.We always expect production to be greater than 0, though negative values can give us an indication of uncertainty. In a well mixed coastal environment, we expect production and dissipation to be approximately equal. Our production estimates are possibly high because our stress components aren't aligned with the flow (1.3x10^-3 $m^2/s^3$ is quite large), but if this weren't the case, we would conclude that TKE is produced (kinetic energy is lost to turbulence) but not dissipated (turbulent energy is lost to entropy) here." + "data": { + "image/png": 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", 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    " ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'TKE Balance')" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Remove estimations below 0\n", - "P = P.where(P > 0)\n", - "# Plot production rate\n", - "P.plot(cmap=\"turbo\", ylim=(0, 11))\n", - "plt.title(\"TKE Production\") # remove bogus title\n", - "\n", - "\n", - "# Plot difference between production and dissipation rate\n", - "plt.figure()\n", - "balance = P - ds_avg[\"dissipation_rate\"].values\n", - "balance.plot(ylim=(0, 11))\n", - "plt.title(\"TKE Balance\")" + "data": { + "image/png": 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", + "text/plain": [ + "
    " ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Updated_MHKiT", - "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": "3.12.12" + }, + "metadata": {}, + "output_type": "display_data" } + ], + "source": [ + "# Remove estimations below 0\n", + "P = P.where(P > 0)\n", + "# Plot production rate\n", + "P.plot(cmap=\"turbo\", ylim=(0, 11))\n", + "plt.title(\"TKE Production\") # remove bogus title\n", + "\n", + "\n", + "# Plot difference between production and dissipation rate\n", + "plt.figure()\n", + "balance = P - ds_avg[\"dissipation_rate\"].values\n", + "balance.plot(ylim=(0, 11))\n", + "plt.title(\"TKE Balance\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Updated_MHKiT", + "language": "python", + "name": "python3" }, - "nbformat": 4, - "nbformat_minor": 4 + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.12" + } + }, + "nbformat": 4, + "nbformat_minor": 4 } From 63bf266c7eca24c9ae84c10f913a0a1fdba42bce Mon Sep 17 00:00:00 2001 From: Emily Browning Date: Fri, 19 Jun 2026 09:38:23 -0800 Subject: [PATCH 05/12] updated discriptions --- examples/ADCP_Delft3D_TRTS_example.ipynb | 273 ++++++++++++++--------- 1 file changed, 166 insertions(+), 107 deletions(-) diff --git a/examples/ADCP_Delft3D_TRTS_example.ipynb b/examples/ADCP_Delft3D_TRTS_example.ipynb index 6347594ff..fcd1ab43a 100644 --- a/examples/ADCP_Delft3D_TRTS_example.ipynb +++ b/examples/ADCP_Delft3D_TRTS_example.ipynb @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "447c788c-a042-4649-81c6-532fcd464c0e", "metadata": {}, "outputs": [], @@ -81,6 +81,88 @@ "Reading file data/river/ADCP_transect/tanana_transects_08_10_10_0_003_10-08-10_143335.PD0 ...\n" ] }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for join will change from join='outer' to join='exact'. This change will result in the following ValueError: cannot be aligned with join='exact' because index/labels/sizes are not equal along these coordinates (dimensions): 'time' ('time',) The recommendation is to set join explicitly for this case.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for join will change from join='outer' to join='exact'. This change will result in the following ValueError: cannot be aligned with join='exact' because index/labels/sizes are not equal along these coordinates (dimensions): 'time_gps' ('time_gps',) The recommendation is to set join explicitly for this case.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n", + "C:\\Users\\ashly\\AppData\\Local\\Temp\\ipykernel_37088\\3829104822.py:9: FutureWarning: In a future version of xarray the default value for compat will change from compat='no_conflicts' to compat='override'. This is likely to lead to different results when combining overlapping variables with the same name. To opt in to new defaults and get rid of these warnings now use `set_options(use_new_combine_kwarg_defaults=True) or set compat explicitly.\n", + " transect_1_2 = xr.merge([transect_1_raw, transect_2_raw])\n" + ] + }, { "data": { "text/html": [ @@ -99,9 +181,7 @@ "\n", "\n", "\n", - "