{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Spectrum"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Colour](http://en.wikipedia.org/wiki/Colour) is defined as the characteristic of visual perception that can be described by attributes of hue, brightness (or lightness) and colourfulness (or saturation or chroma).\n",
"\n",
"When necessary, to avoid confusion between other meanings of the word, the term \"perceived colour\" may be used.\n",
"\n",
"Perceived colour depends on the spectral distribution of the colour stimulus, on the size, shape, structure and surround of the stimulus area, on the state of adaptation of the observer's visual system, and on the observer's experience of the prevailing and similar situations of observation. [1] \n",
"\n",
"[Light](http://en.wikipedia.org/wiki/Light) is the electromagnetic radiation that is considered from the point of view of its ability to excite the human visual system. [2] \n",
"\n",
"The portion of the electromatic radiation frequencies perceived in the approximate wavelength range 360-780 nanometres (nm) is called the [visible spectrum](http://en.wikipedia.org/wiki/Visible_spectrum)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import colour\n",
"\n",
"from colour.plotting import *"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"colour_style();"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plotting the visible spectrum.\n",
"plot_visible_spectrum();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The spectrum is defined as the display or specification of the monochromatic components of the radiation considered. [3] \n",
"\n",
"At the core of [Colour](https://github.com/colour-science/colour/) is the `colour.colorimetry` sub-package, it defines the objects needed for spectral related computations and many others:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['SpectralShape',\n",
" 'DEFAULT_SPECTRAL_SHAPE',\n",
" 'SpectralDistribution',\n",
" 'MultiSpectralDistributions',\n",
" 'sds_and_multi_sds_to_sds',\n",
" 'sd_blackbody',\n",
" 'blackbody_spectral_radiance',\n",
" 'planck_law',\n",
" 'LMS_ConeFundamentals',\n",
" 'RGB_ColourMatchingFunctions',\n",
" 'XYZ_ColourMatchingFunctions',\n",
" 'CMFS',\n",
" 'LMS_CMFS',\n",
" 'RGB_CMFS',\n",
" 'STANDARD_OBSERVERS_CMFS',\n",
" 'ILLUMINANTS',\n",
" 'D_ILLUMINANTS_S_SDS',\n",
" 'HUNTERLAB_ILLUMINANTS',\n",
" 'ILLUMINANTS_SDS',\n",
" 'LIGHT_SOURCES',\n",
" 'LIGHT_SOURCES_SDS',\n",
" 'LEFS',\n",
" 'PHOTOPIC_LEFS',\n",
" 'SCOTOPIC_LEFS',\n",
" 'sd_constant',\n",
" 'sd_zeros',\n",
" 'sd_ones',\n",
" 'SD_GAUSSIAN_METHODS',\n",
" 'sd_gaussian',\n",
" 'sd_gaussian_normal',\n",
" 'sd_gaussian_fwhm',\n",
" 'SD_SINGLE_LED_METHODS',\n",
" 'sd_single_led',\n",
" 'sd_single_led_Ohno2005',\n",
" 'SD_MULTI_LEDS_METHODS',\n",
" 'sd_multi_leds',\n",
" 'sd_multi_leds_Ohno2005',\n",
" 'SD_TO_XYZ_METHODS',\n",
" 'MULTI_SD_TO_XYZ_METHODS',\n",
" 'sd_to_XYZ',\n",
" 'multi_sds_to_XYZ',\n",
" 'ASTME308_PRACTISE_SHAPE',\n",
" 'lagrange_coefficients_ASTME2022',\n",
" 'tristimulus_weighting_factors_ASTME2022',\n",
" 'adjust_tristimulus_weighting_factors_ASTME308',\n",
" 'sd_to_XYZ_integration',\n",
" 'sd_to_XYZ_tristimulus_weighting_factors_ASTME308',\n",
" 'sd_to_XYZ_ASTME308',\n",
" 'multi_sds_to_XYZ_integration',\n",
" 'multi_sds_to_XYZ_ASTME308',\n",
" 'wavelength_to_XYZ',\n",
" 'BANDPASS_CORRECTION_METHODS',\n",
" 'bandpass_correction',\n",
" 'bandpass_correction_Stearns1988',\n",
" 'sd_CIE_standard_illuminant_A',\n",
" 'sd_CIE_illuminant_D_series',\n",
" 'daylight_locus_function',\n",
" 'sd_mesopic_luminous_efficiency_function',\n",
" 'mesopic_weighting_function',\n",
" 'LIGHTNESS_METHODS',\n",
" 'lightness',\n",
" 'lightness_Glasser1958',\n",
" 'lightness_Wyszecki1963',\n",
" 'lightness_CIE1976',\n",
" 'lightness_Fairchild2010',\n",
" 'lightness_Fairchild2011',\n",
" 'intermediate_lightness_function_CIE1976',\n",
" 'LUMINANCE_METHODS',\n",
" 'luminance',\n",
" 'luminance_Newhall1943',\n",
" 'luminance_ASTMD1535',\n",
" 'luminance_CIE1976',\n",
" 'luminance_Fairchild2010',\n",
" 'luminance_Fairchild2011',\n",
" 'intermediate_luminance_function_CIE1976',\n",
" 'dominant_wavelength',\n",
" 'complementary_wavelength',\n",
" 'excitation_purity',\n",
" 'colorimetric_purity',\n",
" 'luminous_flux',\n",
" 'luminous_efficiency',\n",
" 'luminous_efficacy',\n",
" 'RGB_10_degree_cmfs_to_LMS_10_degree_cmfs',\n",
" 'RGB_2_degree_cmfs_to_XYZ_2_degree_cmfs',\n",
" 'RGB_10_degree_cmfs_to_XYZ_10_degree_cmfs',\n",
" 'LMS_2_degree_cmfs_to_XYZ_2_degree_cmfs',\n",
" 'LMS_10_degree_cmfs_to_XYZ_10_degree_cmfs',\n",
" 'WHITENESS_METHODS',\n",
" 'whiteness',\n",
" 'whiteness_Berger1959',\n",
" 'whiteness_Taube1960',\n",
" 'whiteness_Stensby1968',\n",
" 'whiteness_ASTME313',\n",
" 'whiteness_Ganz1979',\n",
" 'whiteness_CIE2004',\n",
" 'YELLOWNESS_METHODS',\n",
" 'yellowness',\n",
" 'yellowness_ASTMD1925',\n",
" 'yellowness_ASTME313']\n"
]
}
],
"source": [
"from pprint import pprint\n",
"\n",
"import colour.colorimetry as colorimetry\n",
"\n",
"pprint(colorimetry.__all__)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> Note: `colour.colorimetry` sub-package public API is directly available from `colour` namespace."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Colour](https://github.com/colour-science/colour/) computations are based on a comprehensive dataset available in pretty much each sub-packages, for example `colour.colorimetry.dataset` defines the following data:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['CMFS',\n",
" 'LMS_CMFS',\n",
" 'RGB_CMFS',\n",
" 'STANDARD_OBSERVERS_CMFS',\n",
" 'ILLUMINANTS',\n",
" 'D_ILLUMINANTS_S_SDS',\n",
" 'HUNTERLAB_ILLUMINANTS',\n",
" 'ILLUMINANTS_SDS',\n",
" 'LIGHT_SOURCES',\n",
" 'LIGHT_SOURCES_SDS',\n",
" 'LEFS',\n",
" 'PHOTOPIC_LEFS',\n",
" 'SCOTOPIC_LEFS']\n"
]
}
],
"source": [
"import colour.colorimetry.datasets as datasets\n",
"\n",
"pprint(datasets.__all__)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> Note: `colour.colorimetry.dataset` sub-package public API is directly available from `colour` namespace."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Spectral Distribution"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Whether it be a sample spectral distribution, colour matching functions or illuminants, spectral data is manipulated using an object built with the `colour.SpectralDistribution` class or based on it:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 3.80000000e+02 4.80000000e-02]\n",
" [ 3.85000000e+02 5.10000000e-02]\n",
" [ 3.90000000e+02 5.50000000e-02]\n",
" [ 3.95000000e+02 6.00000000e-02]\n",
" [ 4.00000000e+02 6.50000000e-02]\n",
" [ 4.05000000e+02 6.80000000e-02]\n",
" [ 4.10000000e+02 6.80000000e-02]\n",
" [ 4.15000000e+02 6.70000000e-02]\n",
" [ 4.20000000e+02 6.40000000e-02]\n",
" [ 4.25000000e+02 6.20000000e-02]\n",
" [ 4.30000000e+02 5.90000000e-02]\n",
" [ 4.35000000e+02 5.70000000e-02]\n",
" [ 4.40000000e+02 5.50000000e-02]\n",
" [ 4.45000000e+02 5.40000000e-02]\n",
" [ 4.50000000e+02 5.30000000e-02]\n",
" [ 4.55000000e+02 5.30000000e-02]\n",
" [ 4.60000000e+02 5.20000000e-02]\n",
" [ 4.65000000e+02 5.20000000e-02]\n",
" [ 4.70000000e+02 5.20000000e-02]\n",
" [ 4.75000000e+02 5.30000000e-02]\n",
" [ 4.80000000e+02 5.40000000e-02]\n",
" [ 4.85000000e+02 5.50000000e-02]\n",
" [ 4.90000000e+02 5.70000000e-02]\n",
" [ 4.95000000e+02 5.90000000e-02]\n",
" [ 5.00000000e+02 6.10000000e-02]\n",
" [ 5.05000000e+02 6.20000000e-02]\n",
" [ 5.10000000e+02 6.50000000e-02]\n",
" [ 5.15000000e+02 6.70000000e-02]\n",
" [ 5.20000000e+02 7.00000000e-02]\n",
" [ 5.25000000e+02 7.20000000e-02]\n",
" [ 5.30000000e+02 7.40000000e-02]\n",
" [ 5.35000000e+02 7.50000000e-02]\n",
" [ 5.40000000e+02 7.60000000e-02]\n",
" [ 5.45000000e+02 7.80000000e-02]\n",
" [ 5.50000000e+02 7.90000000e-02]\n",
" [ 5.55000000e+02 8.20000000e-02]\n",
" [ 5.60000000e+02 8.70000000e-02]\n",
" [ 5.65000000e+02 9.20000000e-02]\n",
" [ 5.70000000e+02 1.00000000e-01]\n",
" [ 5.75000000e+02 1.07000000e-01]\n",
" [ 5.80000000e+02 1.15000000e-01]\n",
" [ 5.85000000e+02 1.22000000e-01]\n",
" [ 5.90000000e+02 1.29000000e-01]\n",
" [ 5.95000000e+02 1.34000000e-01]\n",
" [ 6.00000000e+02 1.38000000e-01]\n",
" [ 6.05000000e+02 1.42000000e-01]\n",
" [ 6.10000000e+02 1.46000000e-01]\n",
" [ 6.15000000e+02 1.50000000e-01]\n",
" [ 6.20000000e+02 1.54000000e-01]\n",
" [ 6.25000000e+02 1.58000000e-01]\n",
" [ 6.30000000e+02 1.63000000e-01]\n",
" [ 6.35000000e+02 1.67000000e-01]\n",
" [ 6.40000000e+02 1.73000000e-01]\n",
" [ 6.45000000e+02 1.80000000e-01]\n",
" [ 6.50000000e+02 1.88000000e-01]\n",
" [ 6.55000000e+02 1.96000000e-01]\n",
" [ 6.60000000e+02 2.04000000e-01]\n",
" [ 6.65000000e+02 2.13000000e-01]\n",
" [ 6.70000000e+02 2.22000000e-01]\n",
" [ 6.75000000e+02 2.31000000e-01]\n",
" [ 6.80000000e+02 2.42000000e-01]\n",
" [ 6.85000000e+02 2.51000000e-01]\n",
" [ 6.90000000e+02 2.61000000e-01]\n",
" [ 6.95000000e+02 2.71000000e-01]\n",
" [ 7.00000000e+02 2.82000000e-01]\n",
" [ 7.05000000e+02 2.94000000e-01]\n",
" [ 7.10000000e+02 3.05000000e-01]\n",
" [ 7.15000000e+02 3.18000000e-01]\n",
" [ 7.20000000e+02 3.34000000e-01]\n",
" [ 7.25000000e+02 3.54000000e-01]\n",
" [ 7.30000000e+02 3.72000000e-01]\n",
" [ 7.35000000e+02 3.92000000e-01]\n",
" [ 7.40000000e+02 4.09000000e-01]\n",
" [ 7.45000000e+02 4.20000000e-01]\n",
" [ 7.50000000e+02 4.36000000e-01]\n",
" [ 7.55000000e+02 4.50000000e-01]\n",
" [ 7.60000000e+02 4.62000000e-01]\n",
" [ 7.65000000e+02 4.65000000e-01]\n",
" [ 7.70000000e+02 4.48000000e-01]\n",
" [ 7.75000000e+02 4.32000000e-01]\n",
" [ 7.80000000e+02 4.21000000e-01]]\n"
]
}
],
"source": [
"import colour\n",
"\n",
"# Defining a sample spectral distribution data.\n",
"sample_sd_data = {\n",
" 380: 0.048,\n",
" 385: 0.051,\n",
" 390: 0.055,\n",
" 395: 0.06,\n",
" 400: 0.065,\n",
" 405: 0.068,\n",
" 410: 0.068,\n",
" 415: 0.067,\n",
" 420: 0.064,\n",
" 425: 0.062,\n",
" 430: 0.059,\n",
" 435: 0.057,\n",
" 440: 0.055,\n",
" 445: 0.054,\n",
" 450: 0.053,\n",
" 455: 0.053,\n",
" 460: 0.052,\n",
" 465: 0.052,\n",
" 470: 0.052,\n",
" 475: 0.053,\n",
" 480: 0.054,\n",
" 485: 0.055,\n",
" 490: 0.057,\n",
" 495: 0.059,\n",
" 500: 0.061,\n",
" 505: 0.062,\n",
" 510: 0.065,\n",
" 515: 0.067,\n",
" 520: 0.070,\n",
" 525: 0.072,\n",
" 530: 0.074,\n",
" 535: 0.075,\n",
" 540: 0.076,\n",
" 545: 0.078,\n",
" 550: 0.079,\n",
" 555: 0.082,\n",
" 560: 0.087,\n",
" 565: 0.092,\n",
" 570: 0.100,\n",
" 575: 0.107,\n",
" 580: 0.115,\n",
" 585: 0.122,\n",
" 590: 0.129,\n",
" 595: 0.134,\n",
" 600: 0.138,\n",
" 605: 0.142,\n",
" 610: 0.146,\n",
" 615: 0.150,\n",
" 620: 0.154,\n",
" 625: 0.158,\n",
" 630: 0.163,\n",
" 635: 0.167,\n",
" 640: 0.173,\n",
" 645: 0.180,\n",
" 650: 0.188,\n",
" 655: 0.196,\n",
" 660: 0.204,\n",
" 665: 0.213,\n",
" 670: 0.222,\n",
" 675: 0.231,\n",
" 680: 0.242,\n",
" 685: 0.251,\n",
" 690: 0.261,\n",
" 695: 0.271,\n",
" 700: 0.282,\n",
" 705: 0.294,\n",
" 710: 0.305,\n",
" 715: 0.318,\n",
" 720: 0.334,\n",
" 725: 0.354,\n",
" 730: 0.372,\n",
" 735: 0.392,\n",
" 740: 0.409,\n",
" 745: 0.420,\n",
" 750: 0.436,\n",
" 755: 0.450,\n",
" 760: 0.462,\n",
" 765: 0.465,\n",
" 770: 0.448,\n",
" 775: 0.432,\n",
" 780: 0.421}\n",
"\n",
"sd = colour.SpectralDistribution(sample_sd_data, name='Sample')\n",
"print(sd)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The sample spectral distribution can be easily plotted against the visible spectrum:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plotting the sample spectral distribution.\n",
"plot_single_sd(sd);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With the sample spectral distribution defined, we can retrieve its shape: "
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(380.0, 780.0, 5.0)\n"
]
}
],
"source": [
"# Displaying the sample spectral distribution shape.\n",
"print(sd.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The shape returned is an instance of `colour.SpectralShape` class:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'SpectralShape(380.0, 780.0, 5.0)'"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"repr(sd.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `colour.SpectralShape` class is used throughout [Colour](https://github.com/colour-science/colour/) to define spectral dimensions and is instantiated as follows:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.0\n",
"1.0\n",
"2.0\n",
"3.0\n",
"4.0\n",
"5.0\n",
"6.0\n",
"7.0\n",
"8.0\n",
"9.0\n",
"10.0\n"
]
},
{
"data": {
"text/plain": [
"array([ 0. , 0.5, 1. , 1.5, 2. , 2.5, 3. , 3.5, 4. ,\n",
" 4.5, 5. , 5.5, 6. , 6.5, 7. , 7.5, 8. , 8.5,\n",
" 9. , 9.5, 10. ])"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Using *colour.SpectralShape* with iteration.\n",
"shape = colour.SpectralShape(start=0, end=10, interval=1)\n",
"for wavelength in shape:\n",
" print(wavelength)\n",
"\n",
"# *colour.SpectralShape.range* method is providing the complete range of values. \n",
"shape = colour.SpectralShape(0, 10, 0.5)\n",
"shape.range()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Colour](https://github.com/colour-science/colour/) defines three convenient objects to create constant spectral distributions:\n",
"\n",
"* `colour.sd_constant`\n",
"* `colour.sd_zeros`\n",
"* `colour.sd_ones`"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\"Constant Spectral Distribution\"\n",
"(360.0, 780.0, 1.0)\n",
"100.0\n",
"\n",
"\"Zeros Filled Spectral Distribution\"\n",
"(360.0, 780.0, 1.0)\n",
"0.0\n",
"\n",
"\"Ones Filled Spectral Distribution\"\n",
"(360.0, 780.0, 1.0)\n",
"1.0\n"
]
}
],
"source": [
"# Defining a constant spectral distribution.\n",
"constant_sd = colour.sd_constant(100)\n",
"print('\"Constant Spectral Distribution\"')\n",
"print(constant_sd.shape)\n",
"print(constant_sd[400])\n",
"\n",
"# Defining a zeros filled spectral distribution.\n",
"print('\\n\"Zeros Filled Spectral Distribution\"')\n",
"zeros_sd = colour.sd_zeros()\n",
"print(zeros_sd.shape)\n",
"print(zeros_sd[400])\n",
"\n",
"# Defining a ones filled spectral distribution.\n",
"print('\\n\"Ones Filled Spectral Distribution\"')\n",
"ones_sd = colour.sd_ones()\n",
"print(ones_sd.shape)\n",
"print(ones_sd[400])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By default the shape used by `colour.sd_constant`, `colour.sd_zeros` and `colour.sd_ones` is the one defined by `colour.DEFAULT_SPECTRAL_SHAPE` attribute using the *CIE 1931 2° Standard Observer* shape."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SpectralShape(360, 780, 1)\n"
]
}
],
"source": [
"print(repr(colour.DEFAULT_SPECTRAL_SHAPE))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A custom shape can be passed to construct a constant spectral distribution with tailored dimensions:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.0"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"colour.sd_ones(colour.SpectralShape(400, 700, 5))[450]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Often interpolation of the spectral distribution is needed, this is achieved with the `colour.SpectralDistribution.interpolate` method. Depending on the wavelengths uniformity, the default interpolation method will differ. Following *CIE 167:2005* recommendation: The method developed by Sprague (1880) should be used for interpolating functions having a uniformly spaced independent variable and a *Cubic Spline* method for non-uniformly spaced independent variable. [4] \n",
"\n",
"We can check the uniformity of the sample spectral distribution:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"True\n"
]
}
],
"source": [
"# Checking the sample spectral distribution uniformity.\n",
"print(sd.is_uniform())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Since the sample spectral distribution is uniform the interpolation will be using the `colour.SpragueInterpolator` interpolator.\n",
"\n",
"> Note: Interpolation happens in place and may alter your original data, use the `colour.SpectralDistribution.copy` method to produce a copy of your spectral distribution before interpolation."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.065809599999999996"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Copying the sample spectral distribution.\n",
"sd_copy = sd.copy()\n",
"\n",
"# Interpolating the copied sample spectral distribution.\n",
"sd_copy.interpolate(colour.SpectralShape(400, 770, 1))\n",
"sd_copy[401]"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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7efrpp3nssccuXOZ2uxkcHKSlpWUez/r6UGNPRKrWwMAAjY2NlS5DRK5AGRVxPuVUxPmUU3mralfUcOdf91zzx3izNm3axN13382RI0f40pe+xLZt2/jWt75FIBDgwQcfxBhz1fX09vbS0dEBQF9fH2vWrHndMc3NzXz+85/n/vvvv+rHuR7U2BORqvVW3uhF5NpTRkWcTzkVcT7lVN4qT8A9r9F019rRo0f5xS9+wXvf+16ampo4fvw4P/vZz3j/+9/PM888QyQSwe/3s2vXLn7+85+zatWqq36snTt3XhgB+Mwzz/Dggw++7pgPfehDfOYzn2H79u10d3eTTqfZtWsXd91111t5mgtOjT0RqVrBYLDSJYjIHJRREedTTkWcTzmVahEOh3nppZd4/PHHyWQyxONx7rnnHj7+8Y/T09PDF77wBR599FFuv/127rzzzqt+HLfbzaZNm9ixYwc+n48//dM/nTWtd9rWrVv54z/+Yz73uc9x9uxZotEo9957r+Mae5a6+29eT0/PTcCLTzzxBOvWrat0OSJyBblcDr/fX+kyROQKlFER51NORZxPOZX5yufz9Pb20tjYiM/nq3Q5FXHmzBnuuOMOjh07tuD3nc/nGRgYoLW1ddbre/jwYR544AGArbt3735poR9Xy+eISNVKp9OVLkFE5qCMijifcirifMqpyNKmxp6IiIiIiIiIiMgipMaeiFStWCxW6RJEZA7KqIjzKacizqecisxfR0fHNZmGW0lq7IlI1crlcpUuQUTmoIyKOJ9yKuJ8yqnI0qbG3jxYltViWdZN01t/f39XpWsSkTc2OTlZ6RJEZA7KqIjzKacizqeciixtnkoXsEh8FPjy9E4ymaSpqamC5YjIfFiWVekSRGQOyqiI8ymnIs6nnIosbWrszc/jwA+ndxKJRBfwZOXKEZH5aGxsrHQJIjIHZVTE+ZRTEedTTuXNKhaLlS6hKlXqdVVjbx6MMX1A3/R+T09PBasRkfkaHBykoaGh0mWIyBUooyLOp5yKOJ9yKvPlcrlwuVwMDw9XupSqNf0aX09q7IlI1SqXy5UuQUTmoIyKOJ9yKuJ8yqnMl8fjobW1VT8z15DL5cLjub6tNjX2RKRqBQKBSpcgInNQRkWcTzkVcT7lVN6M6910kmtP/0dFpGoFg8FKlyAic1BGRZxPOX09YwzlgsGUzdQFs6+7sG+m9pm5f+HAC8eZGfcxfby3xoM74NKiCDIvyqnI0qbGnohUrVQqpRWsRRxMGRVxvmrMqTGG4kSJ/FiRwljB/popXtzPFClcuGzq+jH7+8LUdeWieeMHeotcPhf+iAdf1Isv4r3w1R+1v/dfuMwza99T41ZDcImpxpyKyPypsSciIiIiIouSMYbCWJHJoRyTQ3myyRyTQzmyQ3ly6cKF5tzMxl0hU8Rc4fRSLq+FL+LFW+vBF/biDXvwR7yE24L4aqcv99jNM5cF0/2zqa8zG2qWNf0f+/pZvbapHWvm7WdcXxwvkR8tkBspkB8tkB8pkh8tMHpifGrfvvxyz8Nygy/sxh+y8IXAFzT4AmX8/hI+X4FAnY/wjSsI39BBqClgPw8REVm01NgTkaoVjUYrXYKIzEEZFXG+SuW0VCiTTdqNuuxQ3m7WJWc07wanvibzlPOzu1uekJtgwo8/ZjfigvV+IitD+MIevLVefLUevGGP/XV6f6ph5/a7F/y5mHIZ8jnIZiGXg1x2xjZ9+WW+z03at7OyEMiClbO/xuzrTTZLYaJMftJFvuAhVw6SLwfJlwP219EAubS9nykHGS4Hp47xYv7fU8ApXK4y4boytctChLsaqF0eJtxRQ21HDTVNflye67uyo1wdfZ6KLG1q7IlI1SoUCjqZsIiDKaMizrfQOS0XykwO5pjozzIxkGNycGqEXTI/62s+XZh1O8sF/jofgYSfYL2PyKoQTdvqCNb7CNT7CSamvtb78QTn35wzxkA+bzfTRrOYXA6ykxcbcK9rxs28/DLXXe7yfH5+xbhcEAiC3w/+wNQ29X0gALW1UN9w4XLLH8AXCOCbeYw/AD7/xe/9/ov36fNjeTwUh0cZ//V+Mi+eYOzwIJneHJn9EXpfiZMpxTDGbua5PBahtiC1HTWEO6a/1lDbEaSmJYjbq6afU+jzVGRpU2NPRKrWxMQEtbW1lS5DRK5AGRVxvjeT03KxzORQnsn+LBP9Wcb7s0yczzE5YO9PnM8ymczPWmzCHXARrPdPNeV8RFaE7P2Ej0C9j2DMRSBs8AfLuIq5qebZpD2aLZe62EQ7m4WjUyPZ5hoRd7nL58Oyppps0403/+wmXDAEsboZDbYZzTbfJY03/yWNt+n79Hiuy7nxPHURou+5jeh7bgPAlEpw8hgc3Ed5/y4mXjnF2GCZTDFOJtvB2Mk2zh+OcDTlolycejlcUNMSpLYjeGGE33Tzr3Z5CJdb03uvJ32eiixtauyJiIiIiMicTNkwmcwx2W+Pths/n2Wib5KJ8xNMnLdH32WHZ5+7zuODmqghGCkRCRVpXpOnZnOWGt8ENb5xgu4xvOVxrPxUw20iC6kc7J/RfCtf4WR4l3rdKLUA+GZ8H4nObqhdaVTbpSPlpq/zeqt2QQrL7YbOtdC5Fve991ELhAcH4NA+OLQfDj4Dx49S9hkm/U1kmrcwVttJxhUkM2ExuCfNiX/opZS1/195atzUdUdIbIiS2BghsTFKTZNGk4mIXCtq7IlI1WpsbKx0CSIyB2VUxDlM2TBxfoLM/nOMHzxP5liKzLlJxlMWE5MBJnOBC1M0AdxWgRr3KEH3GLXuUZrcY9RERqlxT22eMbxW1l4couyFfABcASgHoOCH0owGWjh8STNtjlFtlxsR5/VhuTQtdCFZDY3Q8Ha4/e0AmOwkriOHCB3aT+jgPpoOfQfGM/b04VWrMe/YQLZtA6P+FQyfc5HcN8qpf+7j4HdOAhBs8JPYGKFuQ5TExiiJ7gjesP4pulD0eSqytOndVESqVjKZpL6+vtJliMgVKKMi11dhvEjm3CSZ02NkDp5n/GiKzLkJMoOG8YyPsrl4brqAu0w4ZAhGCzS056mJjlITg5qEi5p6L76YDysQA3/zG454s9wLvyCFXF9WIAibb7Q3phYEOXsKDu6Hg/uwXtpF8J+eJgg01TfC+g1wx0YmG9eRHEuQPDDG8L5RDvzVCYrjJbAgsjJkj+rbZI/ui60O49J5+66KPk9FljY19kSkapVKpUqXICJzUEZFFla5WGZiIMf4uUm7gXdylMzRYTJnJxgfLJGbvNhgc1t5wu404UCGljoIb/ATXhkjtL6J0A0r8bQ3YVkW/f39NDU1VfBZiRNZLhcsW2lv77oXAJNOTU3d3Wdvv36MYLFAuz9A+9r1cPtGyvd3MxZcxfDxIsl9IyT3jXDyx32YosHtdxHvqp1q9kVJbIgQagtW7RTohaTPU5GlTY29ebAsqwVomd5vb2/v0i84Is7n9/srXYKIzEEZFXnzyiXDeO8kY6cnGD05ztipCcZOjjJ+epzxoSKmPN0EMdS4Rwm500Q9adqieUJdfsIrIoS7mvB3LcNatgMrGpvz8ZRTmS8rFodb32ZvgCnk4eiRi82+n/wjrqe+SxSILlvByvUb4T9uoLhqA+mRMMn9oyT3jXDu3wY5/DenAfDHvCQ2RqnbYJ+rr35zFF+tt4LP0pmUU5GlTY29+fko8OXpnWQyqb9ciiwCoVCo0iWIyByUUZEry6XzjJ6aYOzUBKOnxhk7Oc7o8TEy57IXViZ1u0rU+lKErSHa3WlC0RHCDS7CKyLUrG7AvXI5dGyA9mVYNVeXN+VUrpbl9cH6jfb2u7+HMQb6eu1FOQ5OLczxL/+Exxjqo3Hq12+AmzfAH2wkW7eF1GuTJPfZzb4j3ztDfuQ4lgvi6yM0baujeVsd9TfE8AQ01Vs5FVna1Nibn8eBH07vJBKJLuDJypUjIvMxPDysJryIgymjstSVCmUyZy4270ZPTtgNvJMZ8qMXp9bV+CeodQ/RZA2wOjxMrX+ESLuPms56rGXTzbvl0NaB5fMtaI3KqSwUy7Kgtc3e3v4uAEwmA4cPTDX69sH3vgPZLAGPl5bVa2lZvxH+142YdZsZH/Mz8GKK87uGOf73vRz8q5O4fC7qN0ftRt/NddRtiODyLL3z9CmnIkubGnvzYIzpA/qm93t6eipYjYiIiIgsFsYYskP5qVF3U6PvTk0wejLDeG8WU7aP83iKRAKj1HKeZtcgkbphakNj1K6I4FnRBh0roP126FgOza1akEKqghUOw9Zt9gaYUglOHps6T99+ePbn8PT3sYBwSxvhrg2s+u2NmI9uYCRfz8DuNP27khz661O8+t+O4Qm5abwpTtPNdTRtqyO2Oozl0jn6RKS6qbEnIlUrEolUugQRmYMyKtXEGMPkUI6RY+OMHh9n5FiGkeP2VhizR99ZliEUyhLxJGkr9VIbGaLWM0wkliewsgGrY5ndwOu4zW7gJRrsRQoqSDmV68lyu6Fzrb3dex8AZnDAHs03fa6+Xz6DVS4TC4WIrdvA2ts2Uv6DblKmg/694/TvGublbxylnC/jj3vtJt9Uoy/cXp2LcSinIkubGnsiUrW0QpiIsymjshjNbOCNHMvYTbzjGUaOZShk7J9pl7tMJDRO1N1Pi3WWaGKIWk+ScKMb97IOWLYc2jfBVCPvjRawqCTlVCrNamiEhrfD7W8HwGQn4cihi42+HzyFazxDwuUisbKT7q0bKX5oA0mziv7Dhv5dw+z+s4OYMoRaAjRtq7vQ7As2VMeiE8qpyNKmxp6IVK3x8XHC4XClyxCRK1BGxcnm3cCrGSPq6qfF1Us0MUjUN0yoNYBr+XJoXwYdt9tf25dhhRbfz7tyKk5jBYKw+UZ7A0y5DGdP2VN3D+6DF3fh+cenaQKa6htg00by793AYGkV/acD9O9Oc/zvewGIrArRPNXoa+yJL9oVd5VTkaVNjT0RERERWbIu28A7lmHk+BiFjH0CPLe7TG1wlKh1nlZXH5HEENFAitCyWlzLltnTZtvfYX+9BgtYiMiVWS4XLFtpb++6FwCTTl0c0XdwH75fP0dbsUCbPwBr15N9xyb6S2vo76vh3LNDHPneGSwX1G2I0nJrguZb60hsjOLyLr2FOERk8VFjT0SqVkNDQ6VLEJE5KKNyvRXGi4wczZCe3l4bZeS1MfJjFxt4kcAIEauPVlc/0cQQkdAYoZVRu4HXvhw6blxSC1gop7IYWbE43Po2ewNMIQ9Hj1xo9gWe+weWj6RYDrB8BZntN9Jv1nH+fJkj3z/NvieO4wm5abq5juZbErTcVke4o8ax5+dTTkWWNjX2RKRqpVIpEolEpcsQkStQRuVaKRfKjJ6aIH10jJHXMqSPjDJyZITxwYuLWNQGRohafTR5BoglBonGJgmtiuHqmBqB56AFLCpJOZVqYHl9sH6jvf3u72GMgb5ee1GOg/sIH9pL+PQP6DSGcnucVNMtnDddnD/v4qU/H8KUDKGWAM23Jmi+LUHTzXX4o86ZtquciixtauyJSNUqFouVLkFE5qCMyltljGGiL0v6WMYeiXcwRfrwCGO9Bcole2RN0DtOzHWeDu8A0fggsYYCkVUR3Cvap1ag/S17JF405tjROJWknEo1siwLWtvs7e3vAsBkMnD4AK6D+0gc2kfiyC/YkM1SaKthIH4r/XRx/lc5jj19DixIbIjQfEuC5lsTJDZHcVdw2q5yKrK0qbEnIlXLp3MciTiaMipvRn60QPq1DOmjY6T3Jxk5lGbkTIFCzm7GeV05op4B6r2DrK4dJNpUJro6jH9VKyxbAe2/tWgXsKgk5VSWCischq3b7A0wpRKcPIb34D7aDu6n7eDfgneA8eZa+gM3cX5sPa/9jxH2/+UJPEE3jT1xWm5L0HxLgtoV13farnIqsrQ5srFnWdYngf8MNAMvAw8aY3bN43b/M/A/gL83xnxgxuXfBv7DJYf/xBhz94IVLSKOU1tbW+kSRGQOyqhcTrlYZuz0BOkjY6Rf7id9YJj0qTwTo/b57FyUqPUmiXkGaA0mia00RDtD1HS1YE2PwGvtwPL7K/tEqoRyKkuV5XZD51p7u/c+AMzgAKFD+1h1aD8kNAnGAAAgAElEQVSrDv4rpnyUVLiR8+V1nD+4nj2/ilMuWdQ0+WmeavI1b6vDH7+2jTflVGRpc1xjz7Ks3wP+AvgY8ALwGeAnlmWtM8YMzHG7FcCfA89e4ZB/Bv63Gfu5hahXRJwrmUzS1NRU6TJE5AqUUcmNFEgdSjPy4jlS+5OkT+QYHXRTKtlT2oKuMWK+fpYHhomuN8Q6Q9R2N+JesRzab4eWtiWxgEUlKaciF1kNjdDwdrj97fYF2Unqjhyi7tB+ug/uoXjgMAPDdfRPrOL8v6zj+A+iYEF8dZDmHU009cRpuDGOJ7iw71vKqcjS5rjGHvA54AljzF8BWJb1MeA9wEeA/3q5G1iW5QaeBL4M3A7ELnNYzhhz/ppULCIiIiJXVC6WGT2WJv3CKdKvDjFyfJLUeReTk/aoOhdFot5BYjUpVnSWiXUGiG1swL92GSzbseQXsBARZ7ICQdh8o70BnnKZ1rOnaD1or7478fJx+k8HOH9uJSf+n5Uc/HYIl9tQtyZA09taaL4lQWJTDLdP728icvUc1dizLMsHbAX+bPoyY0zZsqxngNvmuOmXgAFjzF9alnX7FY65w7KsASAF/CvwJ8aY5AKVLiIOpGkJIs6mjFanbG+K9K9P2NNoj02Q7oPRkRpKxv61M+geJVaTZkVrkdhKP7HuOmpv7MC1/FYtYOFAyqnI/FkuFyxbaW/vupcQsDKdYuWh/ZgD+xh78ST9h8v0n+rgtSNp9n8riNtdpn6tl8a3tdK8o5m67gguz5tr9CmnIkuboxp7QD3gBvovubwf6LrcDSzLehvwH4Etc9zvPwN/B5wAOoGvAj+2LOs2Y0zpMvfZArRc6c7a29u7NNRZxPmMMZUuQUTmoIwubqVcgbEXT5LedYr0gRTp0wXSqSCTBXtxChcQrckTqy+wYlOe2Po4sZ42/Otv0wIWi4hyKvLWWLE43Po2rFvfRvQjECnkWXP0CObgftLPH2Dg1Sz9Jxo5eGiCV584g8dbonG1i8btTTS9fQXxdREs19x/8FBORZY2pzX23hTLsmqB7wIPGGOGrnScMeZ7M3ZftSzrFeAYcAfws8vc5KPY03ova/ocBsPDw/T399PQ0EAqlaJYLOLz+aitrSWZtAcD1tbWYowhk8kAUF9fz8jICIVCAa/XSzQaZWjILj0cDmNZFmNjYwAkEgnGxsbI5/N4PB7i8TiDg4MAhEIh3G43o6OjANTV1TE+Pk4ul8PtdpNIJBgYsE9JWFNTg9frZWRkBIB4PM7k5CTZbBaXy0VDQwMDAwMYYwgGg/j9ftLpNACxWIxcLsfk5CSWZdHY2Mjg4CDlcplAIEAwGCSVSgEQjUYpFApMTEwA0NTUxNDQEKVSCb/fTygUYnh4GIBIJEKpVGJ8fBzgTb2GM4+93GsIXPb1vvQ1XMjXu76+nv7+/oq+3o2NjSSTyQV/vZ36Mzv9el/uNcxms2SzWfL5PKFQ6MLrHQgECAQCl329p39m9XrrPULvEdfvZ7ZQKFy4n0q8R0y/hnqPeOPXu5zKMfDz/YzvSzJ5ukC6z2J0vJby9Cg8r4dIrEDHpjzx9WXcayP4NrVR19I062c2MP0zmxnXe8QieY/I5XK4XK5F9zOr9whnvd76PeKS17uxhfi6bgo7BokbQ0dmFNfhIySf3UfqYJ7B43FePVRk718O4PPmaew01G4KEbmjg/oNjfh8vlmvdyqVIpPJLLnfI/QeUT2vd7W/R0w/7rViOam7PzUVdwL4n4wxP5hx+XeAmDHm/ZccvwXYA8wcdTc9brkMrDPGHLvCYw1iT8d9/DLXzWfE3pNPPPEE69atm9+TE5Hrrr+/XycSFnEwZdR5ysUyo/vOk37+BOl9Q6RP5EgnfUzmQwC4rQKRmjFizSViq0PEtjQT295JoKO+wpXLtaKcilx/JpOhtG8/yV8cpf+lEQbOBklmWyjjJuDL0riiQFNPnKZ7ugh3NzMwMKCcijjY4cOHeeCBBwC27t69+6WFvn9HjdgzxuQty3oReAfwAwDLslxT+9+4zE0OAZsuuewrQC3waeDM5R7Hsqx2IAH0XaGOvitdB9DT0zPn8xARZ6iv1z80RZxMGa2s7HDWXsxi91nSh0dJnyszMlpzcRSep0Q8lmdFd4n4ej/Rmzuo3bYGd42/wpXL9aScilx/VjiM59ZbaLr1FpoAUypRPPQaQz89TP9vUvSf8nLmSAjzN/uo8T3PijUjNP5eFNZ1w4pVWF5vpZ+CiFxHjmrsTfkL4DuWZe0GdgGfAULA9Cq5fw2cM8Z8wRiTBfbNvLFlWWkAY8y+qf0w9rTa/w84j32OvUeAo8BPrscTEpHKGBkZoa6urtJliMgVKKPXR7lQZvTYCKlfn2DklQHSxydJD7iZzAUBcFMgGpwg1lBk5Y1Fopsbid3WiX9Nu1aiFeVUxAEstxvvhi5aNnRdmFaWO9nH4I8P0P98Dmt0GP77k1AsgteL6VwLa9df3JqatTCRSBVzXGPPGPN9y7IagIeBZmAvcLcxZnpBjWXY02znqwRsBv4DEAN6gX8BHjLG5BascBFxnEKhUOkSRGQOyujCy6XyDO89z8hvzpA6kGLkTJGRdICycQNQ484Qi4yxcrVFbG2E2NY2wreswZ1Q40YuTzkVcSb/ihbaP95C+8ftKfPE/xMcPwpHDsCRg7DrV/DDv7UPjsYwMxt9a7u0iJFIFXFcYw/AGPMNLj/1FmPMHW9w2z+8ZH8SeNdC1SYii4dX0xBEHE0ZvXrlQpmRk+Okd58hvec8I0czpM67yGbtabJuq0DUlyKeyLGyy0tsQ4LYrSvxbbgdyx+ocPWymCinIs7n9XqxfD7o6ra3KWYkbTf5Dh+0v/7g+zC1WIBpX2Y3+dZ1219XrMJyuyv1FETkLXBkY09EZCFEo9FKlyAic1BG5yebypM6kCL9mzOk9ydJn8wzOuydMQpvhFhNilUdxl7Q4sZmwjdvwNXern+kyVumnIo435VyakVjcPNt9gaYchl6z8LhqVF9Rw7CL5+BUgl8fszqGVN4162H+kZN4RVZBNTYE5GqNTQ0pBXCRBxMGZ2tXCgzenKc1KtDpF86Zy9o0WvITvqAqVF43kHqouOsuslDbH2cWM8yfJu2YsU1lVauDeVUxPnmm1PL5YL2Zfb2jrsBMLkcHDtysdH3q1/CD56ybxCvmz2Fd00XVk3NtXwqInIV1NgTERERuc6yw3lSR0ZJ7+kj/cog6eOTjA55KBt7sYoa9wgx/yCrGovEOoPENjUSvnkVrlW/gxUIVrh6ERGpFpbfD92b7G2KSQ1fbPQdOQh/+zcwOQGWhelYPntU37KVGh0uUmFq7IlI1QqHdVJgESdbChktFcqMnRwndWiE9Eu9pA+mSZ8tkZ2wfwVzWwWingHqQmlWdbuIrYsQ62nD190DbR36x5JU3FLIqchit9A5teJ1cMsOewNMqQTnTl88V9+Rg/CvP4FyGQIBzOp1s5p9VqJhQesRkbmpsSciVUvnBBFxtmrLqD0Kb8w+D97eftLHxhkdsCiXp0fhpYl7B1gVnyR2g5/YpnrCNy7HtfpmqKuvutdDqoN+LkWc71rn1HK7YdlKe3vnuwEw2Uk4OmMK77/9DP7ue/Z1ifrZo/pWr9Noc5FrSI09EalaY2Nj1Og8ICKOtVgzWi6UGTkxTvq1MdIvD5A+MEz6VJ7suD26zm3liXkHqfMN0dlZJro6TGxLC74NXbDi3Vg1oQo/A5H5W6w5FVlKKpFTKxCEjTfY2xSTHJo9hff7fw3ZLLhcmGUrZjT7uqF9mUaliywQNfZERERErqAwUST9WobUgRFSe86TOjTKSK+hXLZHR4TcaWLeATpDaWJrvcS644S2LMfV+Vv2P1o8+lVLRESWBitRD7fdbm9MTeE9ffJio+/wAfjpj8AYCNZg1qyb1ezTQlAiV0e/bYpI1UokEpUuQUTm4LSM5lJ5hg+Pkdo3TOql86SOTjA2ZAEWLkpEvIPEvf2sbJsktipIbEsjvq5OWPVbUN+oKYtSlZyWUxF5Pafm1HK7YWWnvb3rXgDMxAQcPTz7XH1/+zf2dQ1NsLYL1nbbU3g712D5A5V8CiKLghp7IlK1xsbGiMfjlS5DRK6gUhk1xjDRl2X40CiplwdIvTxI6kSeyTF7SpDHyhHzDtDsH2D9mjLxdWEiW1pxr90EK34XS4sJyBKiz1IR51tMObVqamDzjfaG/ZnM0OCMUX0H4cn/DvmcPYV3RefFc/WtXW8vLOVyVfhZiDiLGnvzYFlWC9Ayvd/e3t7V1NRUwYpEZD7y+XylSxCROVyPjJZLhrFT4wwfGCH1Uh+p/SnSp0vkc3YTz+8aJ+7tZ0VomPgNLmLdMWq3LMfq/C3oWI7l9V7zGkWcTJ+lIs63mHNqWRY0NNrbjt8GwBSLcOrExWbf/pfhn39o3yAUwqxZP6vZZ0VjFXwGIpWnxt78fBT48vROMplEjT0R5/Po3FYijrbQGS0Xy4wcH2f4lSTDu3pJHR4j3Qulkv2X/ZA7Tdzbz9q6DPEVPuKbEwQ3rcRadQs0NWsqrchl6LNUxPmqLaeWxwOda+ztnvcBYMYz8NqMKbw/+Ud46rv2dU0ts1fhXbUGy+er5FMQua6q6x3g2nkc+OH0TiKR6AKerFw5IjIfi2VKgshS9VYyasqGsVMTDP2ml9Rvehk+PE6qz0Wp5AYMEU+SuO88HR0F4muCxLc04+vuhFXvwqqNLNyTEKly+iwVcb6lkFMrFIYtW+2NqSm8A/1w5MDFKbzPPwuFAng8r5/C29quP+BJ1VJjbx6MMX1A3/R+T09PBasRkfkaHBzU6FoRB5tvRo0xjJ0ZJ/WrUwzv7iN5eJJUv4di0f41ptaTJB4YpL2zRN26EPGeVrzrb4JlK/UXe5G3SJ+lIs63FHNqWRY0Ndvb7W8HwBQKcPL4xWbfyy/Cj35g36A2glnTdbHZt6YLKxKt4DMQWThq7ImIiIhjGGMYPzPK8L8dY/ilfoZfy5Lq95Ev2g26GneauvAwG9aWiXfXUndzO74Nt0Nzi06mLSIisoRZXi+sWWdv7/ldAExm7OL03SMH4Z+ehu99x76upW32qL6Vq3VuXVmU1NgTkaoVCoUqXYKIzCEUCjFxYpDhXx5leM8gw8dyDA/6yRWCAATdk9RF0qzthsSGKPFbOgjccLNOki1yHemzVMT5lNMrs8K1cNM2e2NqCu/53tmr8P77L6FYAI8Xs2r1xUbf2vXQ3KopvOJ4auyJSNVyu92VLkFEZsgnM6T+9QDJF3pJHpokORhgshAGwO8y1MVzrN6Yp26jm7rblhO88XYsf6DCVYssbfosFXE+5XT+LMuCljZ7++07ATCFPBw/erHZ95vn4R/+zr5BJIqZuTDHmvVY4XAFn4HI66mxJyJVa3R0lGAwWOkyRJakUr7I6K9fI/ncSZKvjjB81sXIRBSDC4/lpS6epbVrkuaeCHU7VlCzeTmuKlvVT6Qa6LNUxPmU07fG8vpgXbe9TTGjI7NH9f3wbyEzZl/X1jF7Cu+KTnslX5EK0U+fiIiIvGUTR8+T/Nlhki8OkDxeYjgdplj2A26iNW4S7SXWbCyTuH0ZkdvW4PZ56O/vX3In+xYRERHnsyJR6LnV3piawtt79mKj78hB+LefQakEPh9m1ZoZU3i7obFJU3jlulFjT0SqVl1dXaVLEKlKhZFxUj87SPL5cyQPTZDs9zNRqAUg4PGSaCzS/dtFErc0Uvf2Lnz1kcvejzIq4nzKqYjzKafXnmVZ0NZhb79zFwAmn4fjr001+g7Ar5+Dv/9b+wax+CVTeLuwanQuRLk21NgTkao1Pj5OLKaT7Iu8FeViibFdx0j+23GSr6ZJnrFIZ2IYXLgtL/GoxbKNJRI3eqj7nTXUrG/FNc/VaZVREedTTkWcTzmtDMvng64N9jbFpFOzp/D+3fdgYhwsC9O+bMYU3m5YvhJL50eUBaDGnohUrVwuV+kSRBadfO8QyWcOMvTCeYaOFkkmaylMTamNBD0kWot0vqNIYscKorevxe33XvVjKaMizqecijifcuocViwO27bbG2DKZTh3ZvYU3p//C5TL4A9gOtfOXoW3vkFTeOVNU2NPRKqWVggTmVs5m2XiN4cZ+uUJhl4dZeisl/RkHQYXXleQ+oYMXTsKJG6pp+4dXfibFnY0gDIq4nzKqYjzKafOZblc0LHc3t5xNwAml4VjU1N4Dx+AZ38OT3/fvkFdwp7Cu3I1tLZDWzu0tmsar8xJjT0RqVqJRKLSJYg4himXKZ8+Q/qXhxjc1c/Q0SJDwzEmS7VAiNoaQ/3yEqtvcFP/O6uJbF2Gyz2/KbVXSxkVcT7lVMT5lNPFxfIHoHuTvU0xw8nZo/p+/PeQTl28PhaH1o4LjT7aOuyvLa32qr6ypKmxJyJVa2BgQCtuypJlRkfI7znA0LMnp0bj+UhmGykZHy6rkbr6CZbf5qf+tnrq71xHsKHmuteojIo4n3Iq4nzK6eJn1SXg1rfZ2xQznoHec9B7Bs6dtb+eOArP/QImJ6ZuaGEamqYafjMaf60d0NCoc/gtEWrszYNlWS1Ay/R+e3t7l944RUTEKUwhjzn2GpnnjzD0m34GXyuSTNcxUmwA6vH7IzQsK7NpS4T63+mk7qZm3L5rOxpPRERERK6eFQrDmnX2NoMxxh7N13vWPn9f71l7e+Ul+Mk/QrFgH+jxYlpapxp9M0b5tXVALK5z+VURNfbm56PAl6d3ksmk/iIisgjU1Fz/EUgi15oxBvp6Ke0/QOrXJxl8dYyh3gBDuVZy5TAQIlqXo/7mAF3b26i/fTm1HTWO/OVNGRVxPuVUxPmU06XFsiyI19nbhs2zrjOlEgwNzh7ld+4s/OrfYLDfXrQDIFiDaW17/fTelnascLgCz0reCjX25udx4IfTO4lEogt4snLliMh8eL1Xv1qniFOYzBgcOUh2z2GGftPP0NESQ5kGhvMtlFmB210isczQuSVOw2+voP7GBL7axfGzr4yKOJ9yKuJ8yqlMs9xuaGq2txtvnnWdKeThfN/sUX7nzsC+vZAavnhcNA6tba8f5dfciuX3X++nJPOgxt48GGP6gL7p/Z6engpWIyLzNTIyQiAQqHQZIvNmCgU4eRxz6ACju08wuG+cof4ahvLtZIrNQDPB2iINNwRYdlsrDdtaiK0N4/Iszmm1yqiI8ymnIs6nnMp8WF7fxRV6L2EmxqHv3OxRfqdPwvPPwvj41B1YmIZGaGl//SIejc06n18FqbEnIiJSAcYY6D8PRw5S3H+I5IsDDB0vM5RtYSjfTqG8CcsyxNosWm6MU39bGw1b4oSa9Yu7iIiIiCwcqyYEnWvtbQZjDIyOXBzlN9342/8KPPNjyOftAz0eTPOM8/nNbPrVJRx5SphqosaeiFSteDxe6RJELjDjGXjtMBw5yMTe4wztG2MoHWcw10660IlhDV6/ob4rQNctLdTflCCxMYK3pno/qpVREedTTkWcTzmVa8WyLIjG7K1706zrTLkMycHZo/x6z8Lzz8HA+Yvn8wsEMK0dU9N7Z5/TzwrXVuBZVZ/q/deCiCx5k5OT+Hy+SpchS5ApleDkcThykPKhg6T3nmfojIehXBtDhQ4mircBEG6wqN9ex+qeRuq3xIiuCmG5ls5fNJVREedTTkWcTzmVSrBcLmhosrctW2ddZwoF6O+bPcqv9ywc2AfDQxePi0QvP8qvtQ3Lr1kq86XGnohUrWw2SzQarXQZUuWMMTA0AIcPYg4fZOKVkyQPT5KcaCBZaCNV2EypfBMutyG+JkhHTyMNW+LUb44SrF/aJyBWRkWcTzkVcT7lVJzG8nqhfZm9XcJMTtrn85u5cu/Z0/DCv8N45uJx9Y326L5Lz+nX2IzlUStrJr0aIlK1XK7FuaCAOJuZmICj9pTa/P4jDL8yTDJZy3C+lWSxnWxxNQA19S4St9TRvjlO/cYodd0R3H6dVHgmZVTE+ZRTEedTTmUxsYJBWLXa3mYwxsDY6MXVeqdH+x3aB//6E8jn7APd7hnn85ua3jvd9KtL2CMJlxg19kSkajU0NFS6BFnkTKlkrwg2Y0rt8GlI5lpIFtsZzW8HLLwBqOuuZdWWehKbIiQ2aDTefCijIs6nnIo4n3Iq1cCyLIhE7a1rw6zrTLkMw8mLDb/p0X6/eR7O/93F8/n5A5jWtouNvpa2C9N7rUj1jmpVY09EqlZ/fz9NTU2VLkMWEZMcvDCldvzlkwwfniA53kCy0EqqsJFSeQuWyxBbEaDxxnrWb4qR2BghsmJpnRtvoSijIs6nnIo4n3Iq1c5yuaC+wd5uuGnWdaZYtBfruHTl3n/9CQwNXjyuNnLJufymR/u1YQWC1/spLSg19kREZEky2Uk4esSeUrvvCMOvpkgO1pCcmlKbK64CpqbUbqujY0sdiY1R4utq8QQ1pVZEREREpNIsj+diw+4SJpeF3nOzp/f2noXdz9vTfqePS9TPXrF3emtqsc8X6HBq7IlI1QoGF/dfXmThmHIZzp7CHDrIxJ6jpF8dInUOUrlG0sVmxqdWqbWn1IZZfWMDiY1R6jZGCCY0pfZaUUZFnE85FXE+5VTk8ix/AFZ22tslzPT5/GaO8jt8EH7+U8hl7YNcLkxTy1TDr2PGiL92SDQ45nx+auyJSNXy+9WQWapMapjygf2MvnCM1KtDpE8VSU0mSBeayJfXA+ALGuJramjfXE/d+ijxrlpNqb3OlFER51NORZxPORV586zaCKzrtrcZjDEwPGSP9Js5yu/FF+CfnoZSyT7Q58NcumLv9Dn9IlH7nIHXiRp7IlK10um0zjeyBJhcjsK+Q6T/fWok3skCqdEII4UGyrQBbYRiJeIbg6y9sYm6DQniXbUEG/3X9QNXXk8ZFXE+5VTE+ZRTkYVjWRYkGuxt05ZZ15lSCfrPQ98lK/f+8mcw2H/xwFAYM3OUH9d2ZJ8aeyIismiUSyWy+06RevYIqVeGSJ/Kk0qFyBTrgAguK0wkUSB+U4CVN7UQu6mF+NpafLXOPzeGiIiIiIg4l+V2Ty260QZbb5l1ncnloO/cjOm9U42/Pb+BZOqa1qXG3jxYltUCtEzvt7e3d+kvIiLOF4vFKl2CXCVTKpE/0cfonjOMHBhi9MQ4I72GVKqGXKkGcON1x4nV52jdFiR+Yz2x21YSXRPB7XXGuS7kjSmjIs6nnIo4n3IqUnmW3w8rVtnbpfbugU99+po9thp78/NR4MvTO8lkUkOdRRaBbDarc444mDEG0ilyR04z+nIvI0fSjJ7OMzLoYjQTZrJUC4CFj3AgT6Quz+pbysRvDBH7rbWEVyc0lXaRU0ZFnE85FXE+5VTE4YI11/Tu1dibn8eBH07vJBKJLuDJypUjIvORzWaJRqOVLmPJM+MZ6D1H7shpRvYNMnI8w2hviZFhH6O5OrLlMODFIkE4NEm0ocTKG3xE1wWJ3NBK7Q3teEO+Sj8NuQaUURHnU05FnE85FVna1NibB2NMH9A3vd/T01PBakRkvjSa6/ox+TycP4c5e4bca72MHBpm9FSWkX6LkfFaRov15MohoAHLSlAbyRNdbtG5KkS0u57IljYiq2O4fZpGu5QooyLOp5yKOJ9yKrK0qbEnIlWrsbGx0iVUFVMqwWA/5uwZ8sfOkTk8xNjJMTL9BTIjPsaKccaKdeTLCSCBy1Wmtq5EpNtL05ookU1NxLoThDtqdB48AZRRkcVAORVxPuVUZGlTY09EqtbAwIB+0XmTjDGQGsacO0320DnGDg+RmW7epTyMFWJkijEKphawz4HnD5YIN1jULquhZU0d0e56YqvChNuDuNTAkzkooyLOp5yKOJ9yKrK0qbEnIlXLGFPpEhzLZDKUz55mcv85xg4PkDk1RqavQCblZiwfJVOMUTJ+oA2AYKhAbZNFvL2GjtVxatc1EF4Wora9Bm9YHyVydZRREedTTkWcTzkVWdr0rzERqVqBQKDSJVSUyeUoHDvD+P4zZI4MMX56jPHzBTIpF5lsmEwxRhkP0Ihl1VMT/v/Zu/P4yu76vv+vr3aNdl1Jd8aWjccLo/EG2EqI2UJYAnEJhLQpNEDSJKVOQ0q2X5MmJZiQFR55kI02cd2WkMS/NP01hJi0xEBTkpAQE9vxhrEBbxh7dCVd7Rrt+v7+uNJEDNK1dKXx+Vrn9Xw87gOfe84989Z56H1tPnOWFTqKdfQPtnL80h46Tg7QcbyTtvNaaWipz/rH0SGU945Kzwb2VEqfPZXyzcGepEMrD/+Rs3p6mfn7vsrcA08x//AE81+dZ350lbnpeuaX2lhe33y0ejf1de20dazQXgwcHWyl/ZJuOi4/RselPbQda/GyWT3j8tBR6dnOnkrps6dSvjnYk3RoTU1NUSwWs46xL+sr68yPLDD/UIm5L5SYf3SS+acWmRtfZ362kcWVI2e2DTRxpGWN9s5Vei6pZ3CwhfaLu2i7/DzaLuujta/Zp6YpKYeho9JhZ0+l9NlTKd8c7ElSxpZnV5h7YoHZL5WZ/cIoc49OM39qibkJWDjdRGTzTLpIa/0Cba0LdPSsc/TiJtourKf9sj7arjif1uceo77Jr3VJkiRJygv/H6CkQ6u7uzvrCEDlhsbLUyvMPnGa2UemmX1wlLlHppl7aom5cmBpqfHMtk11p2mvn6LtyAKFo9B2rIW253TSfmKAI1cOUj94PqGxscqfJj17pNJRSTuzp1L67KmUbw72JB1aS0tLNDc3PyN/VoyRxfHlyvDu8TnmHhxj7tFpZp9cZK4cWFn+x4dPtNTN0d4wSUfLHOedH2k/r5n2i7toP1mk+bIr4Nj5hNbWZyS3lKVnsqOSamNPpfTZUynfHOxJOrQWFhbo7Ow80H0uTi4z88gc04/OM/elMnOPTDH35BKz47C2+o8PnzhSP017wxQ9TdNceN7m8K6T9hNFGi95Lpw3SNs+yqYAACAASURBVOjsOtBs0rPNueiopINlT6X02VMp3xzsSdI2FieXmX54jukHxpm+f4yZR+eZfmqdpYXKmXeBdY7UT9PRMElf4xQXHVujY2N413aiSMNzLobzL4DeAqHOp81KkiRJkg6egz1Jh9Zung62OLnM9BcmmL77KaYfnGDmK4tMl+rO3PeujjU6GibobBznsq7TdA3V0XlxO+0n+6m/4AI4/0UwcJTQ4NeptFc+wU9Knz2V0mdPpXzz/4nuQgjhGHBsc3lwcHDIL08pfWNjY/T39wOwMDrPzF1PMH1viekvzzDz5CrT5UaWliv3IzkzwGud4rLz1+i6oJHOy7rouPIYdRe8EM47n9DckuWPIx06WzsqKU32VEqfPZXyzcHe7twA3Li5UC6X/VsRKVErc8tM/fUXmbz9ccoPTXNvuYHpqRaWVisPo6hjjY7GOTq7FrjsuZGui47QebJAx9UXUHfhiwgd3p9Eeqasr69nHUHS07CnUvrsqZRvDvZ25ybg1s2FQqEwBNySXRxJULmMdvLeMSb/5hEm759g8ol1ZufbgECgno7WBrp6V7jsmnW6Lqmn86oiHS94DnUDfYQQso4v5V5Li2fBSqmzp1L67KmUbw72diHGeAo4tbk8PDycYRopf2KMzD+1yMSDM0zddYrJe8aYfHyFhfnKffAawhLdLVMcPbbOyZORnhdeSOc3X8F6cz1NTU0Zp5e0k9bW1qwjSHoa9lRKnz2V8s3BnqSkrK+sM/PYPJMPzTLxwDRT944y+cgiK4uVJ8u21M3R01jiot4Feobb6PmG82l/yVWECy78urPwSqWSl81LCZucnLSjUuLsqZQ+eyrlm4M9SZlZXVhj6ouzTD5UeU18fpLpR06zvlpZ394wSU/jCEOt4/ScbKbn2mO0Dg/B0CsInV3ZhpckSZIkKWMO9iQ9I9ZX15l+ZJ7yfdOU76+8ph+ZhwghRLpaJ+nhCY63lejuW6D7qiJNzxuCoVfBxZcRGhv3/Gd2dTn8k1JmR6X02VMpffZUyjcHe5LOidOlRcr3TzO+Mcib/MIMqwvrlSFe5xx94XGe2/04vc2jdF7STv0Vl8PQ8+DkVTBQPJCHW6ysrHgzYSlhdlRKnz2V0mdPpXxzsCdp31ZOrzLxwEzlTLz7Kv+7MLYEwJH2FQqtJa5s/hK97V+lt3OahpPPhaEr4ORL4cRJwpG2c5Lr9OnTdHR0nJN9S9o/Oyqlz55K6bOnUr452JO0J+trkZlH5jYup51h/L5pZh6ZI65DQ1Okt2eGi+oeo1D4EoWmJ2k91gEnr4ST3wgnvx8uPE6or8/6x5AkSZIk6VnPwZ6kqk6PLZ45C698/zQTD8ywenqNEKCrb4VCywjP7fsChfA4nc2T1F16aWWQN/TdMHQFodCXWfaBgYHM/mxJT8+OSumzp1L67KmUbw72JJ0R1yPTj8wzdvckY/8wxdg/THF6ZBGA1i4o9ExzxcCjFObvp6fxFI1drRuX1L4Aht4Klw0Rmpsz/in+Ublcpq8vu8GipOrsqJQ+eyqlz55K+ZbkYC+E8A7g3wFHgXuAfxtj/NwuPvdm4A+BP40xfseW9wPwc8DbgW7gb4B/E2P80jmILz1rrC2vM/HATGWQd9cUY/dMsTK7SqiH3qOrXNA5Ql/T5ymsPMSR+jk4euHGIO9NlbPyzr/gQB5yca6sra1lHUFSFXZUSp89ldJnT6V8S26wF0J4E/AB4AeB24EfBW4LIZyIMY5W+dxFwK8Cf73N6p8E3gl8L/Ao8PMb+7w8xrh4oD+AlLDl2RXG75k6czZe+YEZ1pfXaWiGvuJpTgw8QX/73RTC4zQ018HxIRi6Ei7/p3DickJnV9Y/wp40J3T2oKSvZ0el9NlTKX32VMq35AZ7wI8DN8cYPwQQQvhB4J8A3w/8ynYfCCHUA7cANwIvpXJW3ua6QGU4+Asxxj/deO97gBLwHcB/P2c/iZSx+ZHFr7msdvrhOYjQ0hHp753i+ce+TN/CvXQ3jlLX3VsZ4p18TeVsvOOXEhobs/4R9qWt7dw8bVfSwbCjUvrsqZQ+eyrlW1KDvRBCE3At8Mub78UY10MInwKuq/LRdwOjMcb/GkJ46VnrjlO5pPdTW/Y5HUK4fWOfXzfYCyEcA47t9IcNDg4OFYvFXfxE0jOn2v3xOgur9LWPMnT0AfrjF2lrnCFceHzjIRc/ACevgoFi0pfV1mJiYgK7KqXLjkrps6dS+uyplG9JDfaAPqCeytl0W5WAoe0+EEJ4CfADwPN32OfRLfs4e59H2d4NVM7+21a5XKZYLDIxMUGpVKK/v5/JyUlWV1dpamqio6ODcrkMQEdHBzFG5ubmKj9gXx/T09OsrKzQ2NhIV1cX4+PjALS3txNCYHZ2FoBCocDs7CzLy8s0NDTQ09PD2NgYUPlbmfr6emZmZgDo7e1lfn6epaUl6uvrKRQKjI5Wrlw+cuQIjY2NTE9PA9DT08PCwgKLi4vU1dXR39/P6OgoMUZaW1tpbm5mamoKgO7ubpaWllhYWCCEwMDAAGNjY6yvr9PS0kJrayuTk5MAdHV1sbKywunTpwEoFouMj4+ztrZGc3MzbW1tTExMANDZ2cna2hrz8/MAezqGW7fd7hgC2x7vs4/hQR7vvr4+SqXSM3q8O9o6GL9vipE7ykx9fp6ZLyxU7o9XF+kuLHBBy1fp67+f/oav0NweWb/0BAsXXcrKpa+Cb/gmJpaWv/Z4b/y+PFt+ZzeP93bHcHFxkcXFRZaXlwHOHO+WlhZaWlq2Pd6bv7O7/f0eGBigXC4f+O93qsfb74hn33fEs+F3NsZ45rhk8R2xeQz9jvA7wu+InX9nN/d32H5n/Y7wO+IwfUesrKxQKpVy998RfkccnuN92L8jNv/ccyXEGM/pH7AXIYTzgCeBF8UYP7vl/fcD3xxjfOFZ23cA9wI/FGP8+MZ7vwt0bz48I4TwIioPyzgvxnhqy2f/BxBjjG/aJsduzti75eabb+bEiRM1/7zSXqytrDPx+RlG75xk9M4Jxu+ZZnVhjYamSF9hmj4epn/lQQpNT9JwrH/jIRdXwskr4MLjhPr6rH+EZ9zCwgKtra1Zx5C0Azsqpc+eSumzp1LaHnroId7+9rcDXHvHHXfcddD7T+2MvXFgDTj7POIiMLLN9pcAFwEf23IJYR1ACGEVOLHlc0Xg1JbPFoG7twuxMQA8td06gOHh4So/gnQw1pbXKd8/vTHIm2T8ninWltZpbFqnv3ucK9oeZKDjYXpax6m75NLKAO/k98GJKwgFH3cPPiFMSp0dldJnT6X02VMp35Ia7MUYl0MIdwKvBD4KEEKo21j+4DYfeRC46qz3fgHoAH4EeAJYoTLceyUbg7wQQifwQuC3D/6nkGqztrTG+H0bg7w7JinfN8XacqSxaY3+9hGuanmQga7H6e5doO7yKzbOyPsuuPQEwSdhbWt+fv7M6dCS0mNHpfTZUyl99lTKt6QGexs+AHw4hHAH8DkqT7RtAzafkvt7wJMxxp+OMS4C92/9cAhhCiDGeP+W934deFcI4UvAo8DPA0+xMTyUsrC6sDnIm2D0jgnK90+zvgJNTSv0t3yVq1u/zED3V+g63rIxyHtZ5dLa8y84dA+5kCRJkiRJe5fcYC/G+EchhH7gvVQebnE38NoY4+bDLy4E1ve42/dTGQ7+Z6Ab+MzGPhcPJrX09FYX1hi/d4rROyYpfW6MiQfmWF+DpsZlBhof4/lHHmOg/Sm6rugjXH4lnHwjnLic0NmVdfRnrf7+/qwjSKrCjkrps6dS+uyplG/JDfYAYowfZPtLb4kxvvxpPvsvt3kvAu/eeEnPiNWFNcbumWL07ycY/ewI5S8uENcDzQ2LDDQ+yvM7vsLAwDRdzzt/Y5D3Cjh+KaGxMevoh8bk5CSFQiHrGJJ2YEel9NlTKX32VMq3JAd70rPR5j3ySn83xujfnKL8pWXW1wPN9acZaHqMa7qeYOD4Op3XXkg4eQWc/OcwUPSy2nNodXU16wiSqrCjUvrsqZQ+eyrlm4M9qUZrK+tM3D/NyF89yejfjlB+ZI21tTqa6hYYaH6c5xdOUby8ic5vOE44+WI4cZJwpC3r2LnS1NSUdQRJVdhRKX32VEqfPZXyzcGetEvrq+tMfH6K0qceofR3Y4w/Flhbq6cxLNLf/BWuPjbJwPPa6H7hxYQrvg0uPE6or886dq51dHRkHUFSFXZUSp89ldJnT6V8c7An7WB9LTJ5zyijt32R0h2TjD3RyOpqAw1hif6Wr3LlRQsUr+mk+6WXUHf5mwm93tciNeVymWKxmHUMSTuwo1L67KmUPnsq5ZuDPWnD+to6U7c/xugnH2b07hlGv9rCyloT9WGFviNjnHzuKsVv6KH35SeoG3o1obk568iSJEmSJCnHHOwpt2KMzNz5GKU/e4DSXTOMnmpjea2VOlbp6zzNiavnGXhhP4VXX079Rd/mQy6ehbwsQUqbHZXSZ0+l9NlTKd8c7ClXTj82Tumj91L67Bilx5s4vdxOoIFCV+DSa5covriHwmuvpLG/J+uoOgAxxqwjSKrCjkrps6dS+uyplG8O9nSoLU2eZvTW+yj95VcpfRFmTncC0NUaGHzuEkdf2kv/dzyfpv6ujJPqXJibm6OtzScRS6myo1L67KmUPnsq5ZuDvV0IIRwDjm0uDw4ODnlz0jStLq4y/skHKX3yEUqfX2ZisoNIHW2NULxgkSteeITiG66i9bmDWUeVJEmSJEnaFwd7u3MDcOPmgk8dSsf6WmTi9q9Q+t8PUrprlvFSG2uxgea6yEBxgYuvr6d4/Qnav+mVhLq6rOPqGdbX15d1BElV2FEpffZUSp89lfLNwd7u3ATcurlQKBSGgFuyi5NfMUZmHpqgdOv9lG4vU/pKEytrzTSEVfq7T3PVi1cpvuo43a9+KXWtLVnHVcamp6fp7e3NOoakHdhRKX32VEqfPZXyzcHeLsQYTwGnNpeHh4czTJM/p0unKX3sAUb+8klKXw4sLLUSWKPQNs+Jq+Yovux8el93HQ19/stMX2tlZSXrCJKqsKNS+uyplD57KuWbgz0lZ2VhlfG/eJiR2x5m5L4lpqbbAehunufCCxcpXtdP/+uupvGS1xBCyDitUtbY2Jh1BElV2FEpffZUSp89lfLNwZ4yF2Nk6u4RRj72ACN/P83YU62sxQZa6pc4OjDJ0EtWOPq6IVqGX0Gor886rp5Furp82rGUMjsqpc+eSumzp1K+OdhTJk6fmqP00XsZ+esSI4/Us7jcSj0r9HfNctV1pzn6qovoevWLqPOx7dqH8fFxH3QjJcyOSumzp1L67KmUbw729IxYOb3C+CceZOSTjzLy+VWmZjoA6G5Z4KJLVzj6kib6X38tDef5LyRJkiRJkqTdcLCncyLGyNTfP1G5vPauWcZG2jcur13j6LFZhl5Rx9FvP0nL81/lffJ0zrS3t2cdQVIVdlRKnz2V0mdPpXxzsKcDc/qJqcrltX9TYuTRZhZXWqkP6wz0LHLVS9c5+urjdL3qZdQ1N2cdVTnh0FhKmx2V0mdPpfTZUynfHOypZqunlxn7X/cx8qmvMPKFNabmKjdt7W5d46KhWY6+rJ3+1w/T0N+TcVLl1ezsLEeOHMk6hqQd2FEpffZUSp89lfLNwZ52bX19nenPPszI/3qIkX+YZ2y0c+Py2sDRwUWGrm/l6OuvpOXkhf6tkSRJkiRJ0jnmYE9VLTw+xshH7mHkb8cZebyFxdU26kMd/b1rXPXy0xx97aV0fcsV1DX4q6T0FAqFrCNIqsKOSumzp1L67KmUb05j9DVWZxcY/7O7GfmLJxh5CCbnKpfRdh+p46Irlzj68j76Xn8djd3eoFXpm52dpafHS8GlVNlRKX32VEqfPZXyzcFezq2vrTHzmQcZ+d9fZOTuBUbHu1mLjTQ3NHP0ggWe++2Ro2+4iiPPPZZ1VGnPlpeXs44gqQo7KqXPnkrps6dSvjnYy6HFh5+k9Cf3MvJ3ZUa+coTTqx3U0UJ//zJXvnKVo9dfTPdLn0tdfV3WUaV9afAScSlpdlRKnz2V0mdPpXzzG2AXQgjHgDOnrA0ODg4Vi8UME+3N6tQM5Y/9AyOffpKRLwYm5gtAA51trVxwdeToK7ro//araexoyTqqdKC8JEFKmx2V0mdPpfTZUynfHOztzg3AjZsL5XKZlAd76ysrzP31/Yx8/EucumeR0XIvq7GZpoYOjl64yKXXNXL0jVfRdnFf1lGlc2psbCzprkp5Z0el9NlTKX32VMo3B3u7cxNw6+ZCoVAYAm7JLs7XijGy/OCjlG69j5Hbpxj5ahvzq13U0Ulffx2Xv7qOo//kEnpffJxQF7KOK0mSJEmSpAPgYG8XYoyngFOby8PDwxmmqVgrT1C+9U5G/uoUI1+qY+J0P5EjdLStc97z6jj6yn4Grj9JU2dz1lGlzLS1tWUdQVIVdlRKnz2V0mdPpXxzsPcsEZcWmfv03Yzc9jAj9y1RmuhnJbbQ1NBL8TnLXPziNo6+4Qraj3t/BWlTfX191hEkVWFHpfTZUyl99lTKNwd7iYrr6yzf/xCjH/s8I38/xchTncyt9hDoozAwz4nXtHDsdUP0vnCQunovr5W2MzMzQ2tra9YxJO3Ajkrps6dS+uyplG8O9hKy9tQpJv7sLkY+c4qRhxspLxwl0kV7WyNHX9DA0Vcdo/jaEzR1NGYdVZIkSZIkSRlzsJeh9ZlZpm+7k9L//QqlL6wyOjPAamymsf48isdXuPYlXRx9/eV0XNSZdVTpWam3tzfrCJKqsKNS+uyplD57KuWbg71nUFxZYe6v76P051+idO9pSuM9LK23URcG6Du2wMlvbuPo9UP0XlOkrqEu67jSs978/Dzd3d1Zx5C0Azsqpc+eSumzp1K+Odg7h2KMLNz7ZUY/9gClOycpPdnO/GoXgW56Co1c/LIWiq85Tv83H6ehxRueSgdtaWkp6wiSqrCjUvrsqZQ+eyrlm4O9A7b0lVHG/vQeSp8tUXq0kemlXuAIXe1rnP+CBorf0k//9ZfT3NmUdVTp0PMJYVLa7KiUPnsqpc+eSvnmYG+fVqfnGf/Y3ZT+8glKD0Um5nqJ1HGkuZ3iJWucfHEbxTdcxZHzOrKOKuVOoVDIOoKkKuyolD57KqXPnkr55mBvH/7+h27jnqlLWYuNNDccoTi4wMXX11N8/ZW0nywSQsg6opRro6OjFIvFrGNI2oEdldJnT6X02VMp3xzs7UN9Q+Dq16xT/Lbn0PWiS6mr94EXkiRJkiRJemY42NuHa37zWzlx4kTWMSTt4MiRI1lHkFSFHZXSZ0+l9NlTKd88xUzSodXY2Jh1BElV2FEpffZUSp89lfLNwd4uhBCOhRCu2XyVSqWhrDNJenrT09NZR5BUhR2V0mdPpfTZUynfvBR3d24AbtxcKJfL3pxUkiRJkiRJmXKwtzs3AbduLhQKhSHgluziSNqNnp6erCNIqsKOSumzp1L67KmUbw72diHGeAo4tbk8PDycYRpJu7WwsEBTU1PWMSTtwI5K6bOnUvrsqZRv3mNP0qG1uLiYdQRJVdhRKX32VEqfPZXyzcGepEOrrs6vOClldlRKnz2V0mdPpXzzG0DSodXf3591BElV2FEpffZUSp89lfLNwZ6kQ2t0dDTrCJKqsKNS+uyplD57KuWbgz1Jh1aMMesIkqqwo1L67KmUPnsq5ZuDPUmHVmtra9YRJFVhR6X02VMpffZUyjcHe5IOrebm5qwjSKrCjkrps6dS+uyplG8O9iQdWlNTU1lHkFSFHZXSZ0+l9NlTKd8c7EmSJEmSJEnPQg72JB1a3d3dWUeQVIUdldJnT6X02VMp3xzsSTq0lpaWso4gqQo7KqXPnkrps6dSvjnY24UQwrEQwjWbr1KpNJR1JklPb2FhIesIkqqwo1L67KmUPnsq5VtD1gGeJW4AbtxcKJfLFIvFDONI2o0QQtYRJFVhR6X02VMpffZUyjcHe7tzE3Dr5kKhUBgCbskujqTdGBgYyDqCpCrsqJQ+eyqlz55K+ealuLsQYzwVY7xr81UsFh/MOpOkpzc2NpZ1BElV2FEpffZUSp89lfLNwZ6kQ2t9fT3rCJKqsKNS+uyplD57KuWbgz1Jh1ZLS0vWESRVYUel9NlTKX32VMo3B3uSDq3W1tasI0iqwo5K6bOnUvrsqZRvDvYkHVqTk5NZR5BUhR2V0mdPpfTZUynfHOxJkiRJkiRJz0IO9iQdWl1dXVlHkFSFHZXSZ0+l9NlTKd8c7Ek6tFZWVrKOIKkKOyqlz55K6bOnUr452JN0aJ0+fTrrCJKqsKNS+uyplD57KuXbvgZ7IYTLQwivCyG8LYTwPWe/9rHfd4QQHgshLIYQbg8hfGOVbb8zhHBHCGEqhDAfQrg7hPC2s7b53RBCPOv157XmkyRJkiRJkrLWUMuHQgiXAH8AfCMQdtgsAr9Xw77fBHwA+EHgduBHgdtCCCdijKPbfGQC+EXgQWAZeB3woRDCaIzxti3b/TnwfVuWl/aaTdKzS7FYzDqCpCrsqJQ+eyqlz55K+VbrGXs3AVdRGbpdAxzf5nVxjfv+ceDmGOOHYowPUBnwnQa+f7uNY4yfjjH+SYzxCzHGh2OMvwHcC7zkrE2XYowjW14+E1w65MbHx7OOIKkKOyqlz55K6bOnUr7VdMYe8GLgl2KMv3WQYUIITcC1wC9vvhdjXA8hfAq4bhefD8ArgBPAT521+uUhhFFgEvgL4F0xxvJBZZeUnrW1tawjSKrCjkrps6dS+uyplG+1DvbGgemDDLKhD6gHSme9XwKGdvpQCKELeBJoBtaAH4oxfnLLJn8OfAR4FLgE+CXg4yGE62KMX/ctGEI4Bhzb6c8bHBwc8nRnKX3Nzc1ZR5BUhR2V0mdPpfTZUynfah3s/Q7w1hDCf9xuMJaBWeD5QDvwSuADIYRHYoyfBogx/vct294XQrgXeBh4OfB/ttnfDcCNO/1h5XKZYrHIxMQEpVKJ/v5+JicnWV1dpampiY6ODsrlysmAHR0dxBiZm5sDoK+vj+npaVZWVmhsbKSrq+vMqdPt7e2EEJidnQWgUCgwOzvL8vIyDQ0N9PT0MDY2BkBbWxv19fXMzMwA0Nvby/z8PEtLS9TX11MoFBgdrdyS8MiRIzQ2NjI9XZnF9vT0sLCwwOLiInV1dfT39zM6OkqMkdbWVpqbm5mamgKgu7ubpaUlFhYWCCEwMDDA2NgY6+vrtLS00NrayuRk5armrq4uVlZWzjyVqVgsMj4+ztraGs3NzbS1tTExMQFAZ2cna2trzM/PA+zpGG7ddrtjCGx7vM8+hgd5vPv6+iiVSpke74GBAcrl8oEf71R/ZzeP93bHcHFxkcXFxTOd3TzeLS0ttLS0bHu8N39nPd5+R/gd8cz9zra3t585Lll8R2weQ78j/I7wO2Ln39kYIwsLC4fud9bvCL8jDtN3xPr6OqVSKXf/HeF3xOE53of9O2Lzzz1XQoxx7x8K4buAf0/lDLn/BjxB5Uy5rxFj/Mge99tE5X56/yzG+NEt738Y6I4xvmGX+/kvwAUxxtdU2WaMyuW4N22zbjdn7N1y8803c+LEid1EkpSBUqnkzYSlhNlRKX32VEqfPZXS9tBDD/H2t78d4No77rjjroPef61n7P3Rln/+1R22iVQuq921GONyCOFOKmfdfRQghFC3sfzBPeyqjsrQcVshhEGgAJzaIcepndYBDA8P7yGKJEmSJEmSdPBqHex9y4Gm+FofAD4cQrgD+ByVJ++2AR8CCCH8HvBkjPGnN5Z/GriDyqW1zcD1wNuAf7Oxvp3KZbV/DIxQucfe+4EvA7edw59DUsY6OzuzjiCpCjsqpc+eSumzp1K+1TTYizH+5UEH2bLvPwoh9APvBY4CdwOvjTFuPlDjQmB9y0fagP8EDAILwIPAW2OMm2cVrgFXA98LdANPAZ8AfjbGuHSufg5J2fMJYVLa7KiUPnsqpc+eSvlW6xl7Z4QQLgees7H4eIzxgf3uM8b4QXa49DbG+PKzlt8FvKvKvhaAHe+1J+nwmp+fP3MDU0npsaNS+uyplD57KuVbzYO9EMIbqFw2e9FZ7z8K/HiM8db9RZMkSZIkSZK0k7paPhRCuJ7KPesAfgZ448brZ4AAfCSE8NoDSShJNerv7886gqQq7KiUPnsqpc+eSvlW02AP+FngXuDqGOP7Yoy3brzeR+V+dvdReWCFJGVmcnIy6wiSqrCjUvrsqZQ+eyrlW62DvauBD8cY589esfHe725sI0mZWV1dzTqCpCrsqJQ+eyqlz55K+VbrYG8R6K2yvndjG0nKTFNTU9YRJFVhR6X02VMpffZUyrdaB3t/AfxICOG6s1eEEF4IvBP41H6CSdJ+dXR0ZB1BUhV2VEqfPZXSZ0+lfKt1sPeTVM7I+0wI4bMhhN/deH0W+NuNdT91UCElqRblcjnrCJKqsKNS+uyplD57KuVbTYO9GOOjVO6h95tAD/CmjVcP8BvA82KMjx1QRkmSJEmSJElnaaj1gzHGUeDHNl6SlBwvS5DSZkel9NlTKX32VMq3mgd7eRJCOAYc21weHBwcKhaLGSaStBsxxqwjSKrCjkrps6dS+uyplG+7GuyFEP4bEIF/HWNc21h+OjHG+AP7SpeOG4AbNxfK5TIO9qT0zc3N0dbWlnUMSTuwo1L67KmUPnsq5dtuz9h7BbBO5Z58axvLT/fXAofprw1uAm7dXCgUCkPALdnFkSRJkiRJUt7tarAXY7yo2vJhF2M8BZzaXB4eHs4wjaTd6u/vzzqCpCrsqJQ+eyqlz55K+VbTU3FDCBeGEFqrrG8NIVxYeyxJ2r/JycmsI0iqwo5K6bOnUvrsqZRvNQ32gEeBN1ZZ//qNbSQpM6urq1lHkFSFHZXSZ0+l9NlTKd9qHeyFp1nfaqj92AAAIABJREFUSOWefJKUmcbGxqwjSKrCjkrps6dS+uyplG+7fXgGIYROoHvLW4UdLrftBt7MlnvSSVIWurq6so4gqQo7KqXPnkrps6dSvu3ljL0fo3J57aNUnnj761uWt77+Abge+J0DTSpJezQ+Pp51BElV2FEpffZUSp89lfJt12fsAZ8A5qhchvt+4A+Bu87aJgLzwJ0xxjsOJKEkSZIkSZKkr7PrwV6M8bPAZwFCCG3AR2KM952rYJK0X+3t7VlHkFSFHZXSZ0+l9NlTKd/2csbeGTHGnzvoIJIkSZIkSZJ2r6bBXgjh3bvYLMYYf76W/UvSQZibm6OtrS3rGJJ2YEel9NlTKX32VMq3mgZ7wHuqrItU7sMXAQd7kiRJkiRJ0jmwl6finhFjrDv7RWVIeAnwa8AdwMAB5pSkPevr68s6gqQq7KiUPnsqpc+eSvlW02BvOzHG9RjjozHG/wf4EvBbB7XvrIUQjoUQrtl8lUqloawzSXp609PTWUeQVIUdldJnT6X02VMp32q9FPfp/BXwvnO07yzcANy4uVAulykWixnGkbQbKysrWUeQVIUdldJnT6X02VMp387VYG8YWD9H+87CTcCtmwuFQmEIuCW7OJJ2o6HhXH3FSToIdlRKnz2V0mdPpXyr9am437PDqm7gZcB3Av+l1lCpiTGeAk5tLg8PD2eYRtJu9fT0ZB1BUhV2VEqfPZXSZ0+lfKt1tP+7VdaNA78CvLfGfUvSgRgbG/OyeSlhdlRKnz2V0mdPpXyrdbB3fJv3IjAZY5zdRx5JkiRJkiRJu1DTYC/G+PhBB5Gkg9be3p51BElV2FEpffZUSp89lfJtX3fZDCFcCVwPXLTx1mPAx2OM9+0vliTtXwgh6wiSqrCjUvrsqZQ+eyrlW60Pz2im8qTYtwGBf3wCbh3wyyGEW4B/FWNcPpCUklSD2dlZjhw5knUMSTuwo1L67KmUPnsq5VtdjZ97H/A9wG8DJ4EWoHnjn38HeCvw/oMIKEmSJEmSJOnr1Xop7luB348x/vBZ7z8EvCOE0LmxzY/uJ5wk7UehUMg6gqQq7KiUPnsqpc+eSvlW6xl7jcDfVVn/t+zz/n2StF+zsz6kW0qZHZXSZ0+l9NlTKd9qHezdBrymyvrXAp+ocd+SdCCWl73Np5QyOyqlz55K6bOnUr7t6qy6EELvWW/9LPA/QggfAf4j8OWN9y8D3gE8B3jTQYWUpFo0NHjisJQyOyqlz55K6bOnUr7t9htgHIhnvReAq4A3bPM+wOf3sH9JOnA9PT1ZR5BUhR2V0mdPpfTZUynfdjt4ey9fP9iTpKSNjY1RLBazjiFpB3ZUSp89ldJnT6V829VgL8b4nnOcI2khhGPAsc3lwcHBIb84JUmSJEmSlCUvld2dG4AbNxfK5bJ/IyI9C7S1tWUdQVIVdlRKnz2V0mdPpXzb7cMz3k3lUtxfjDGubyw/nRhj/Pl9pUvHTcCtmwuFQmEIuCW7OJJ2o76+PusIkqqwo1L67KmUPnsq5dtuz9h7D5XB3vuA5Y3lpxOBQzHYizGeAk5tLg8PD2eYRtJuzczM0NramnUMSTuwo1L67KmUPnsq5dtu77FXV21ZkiRJkiRJ0jNrzwO6EEJzCOH1IYSrz0UgSToovb29WUeQVIUdldJnT6X02VMp32o5824Z+P+AFx1wFkk6UPPz81lHkFSFHZXSZ0+l9NlTKd/2PNiLMUbgS0DfwceRpIOztLSUdQRJVdhRKX32VEqfPZXyrdZ75f0S8MMhhBMHGUaSDpJPCJPSZkel9NlTKX32VMq33T4V92zfBJSB+0MInwYeAxbO2ibGGH+k9miStD99fZ5YLKXMjkrps6dS+uyplG+1DvZ+eMs/v3KHbSLgYE9SZkqlEsViMesYknZgR6X02VMpffZUyreaBnsxxlov4ZUkSZIkSZJ0AGoa0IUQLgwhtFZZ3xpCuLD2WJK0f0eOHMk6gqQq7KiUPnsqpc+eSvlW65l3jwJvrLL+9RvbSFJmGhsbs44gqQo7KqXPnkrps6dSvtU62AtPs74RWK9x35J0IKanp7OOIKkKOyqlz55K6bOnUr7t+h57IYROoHvLW4UdLrftBt4MnNpnNkmSJEmSJEk72MvDM34MePfGP0fg1zde2wnAu/aRKykhhGPAsc3lwcHBIZ86JKWvp6cn6wiSqrCjUvrsqZQ+eyrl214Ge58A5qgM7d4P/CFw11nbRGAeuDPGeMeBJEzDDcCNmwvlctnHiUvPAgsLCzQ1NWUdQ9IO7KiUPnsqpc+eSvm268FejPGzwGcBQghtwEdijPedq2CJuQm4dXOhUCgMAbdkF0fSbiwuLtLV1ZV1DEk7sKNS+uyplD57KuXbXs7YOyPG+HPbvR9CaAIaY4zz+0qVmBjjKbbcM3B4eDjDNJJ2q66u1ucDSXom2FEpffZUSp89lfKtpm+AEMKbQwi/dtZ7N1K5VHcqhPAnIYT2gwgoSbXq7+/POoKkKuyolD57KqXPnkr5Vuto/yeAts2FEMKLqNyD7jbg14DXAv9h3+kkaR9GR0ezjiCpCjsqpc+eSumzp1K+1XQpLnAJ8OEty98NjABvjDGuhhDqgH8K/PQ+80lSzWKMWUeQVIUdldJnT6X02VMp32o9Y68ZWNyy/K3Ax2OMqxvLDwCD+wkmSfvV2tqadQRJVdhRKX32VEqfPZXyrdbB3qPAqwBCCMPApcCfb1lfpHK/PUnKTHNzc9YRJFVhR6X02VMpffZUyrdaB3s3Af88hHAv8Angq8CfbVn/YuDz+8wmSfsyNTWVdQRJVdhRKX32VEqfPZXyraZ77MUYfyuEsAhcD9wJvC/GuAAQQugFjgK/c2ApJUmSJEmSJH2NWh+eQYzxZuDmbd6fAIb3E0qSDkJ3d3fWESRVYUel9NlTKX32VMq3Wi/FPadCCO8IITwWQlgMIdweQvjGKtt+ZwjhjhDCVAhhPoRwdwjhbWdtE0II7w0hnAohLIQQPhVCuOzc/ySSsrS0tJR1BElV2FEpffZUSp89lfJtV2fshRD+L7AOvCbGuBpC+ItdfCzGGF+510AhhDcBHwB+ELgd+FHgthDCiRjj6DYfmQB+EXgQWAZeB3wohDAaY7xtY5ufBN4JfC+VB3/8/MY+L48xLm6zT0mHwMLCAp2dnVnHkLQDOyqlz55K6bOnUr7t9oy9cNa2dRvvVXvVejbgjwM3xxg/FGN8gMqA7zTw/dttHGP8dIzxT2KMX4gxPhxj/A3gXuAlUDlbj8pw8BdijH8aY7wX+B7gPOA7aswo6VmgUn9JqbKjUvrsqZQ+eyrl267O2Isxvrza8kEJITQB1wK/vOXPWg8hfAq4bhefD8ArgBPAT228fZzKwzw+tWWf0yGE2zf2+d8P7AeQlJSBgYGsI0iqwo5K6bOnUvrsqZRvNT884xzpA+qB0lnvl4ChnT4UQugCngSagTXgh2KMn9xYfXTLPs7e51G2EUI4Bhzb6c8bHBwcKhaLO62WlIixsTH6+/uzjiFpB3ZUSp89ldJnT6V8q2mwF0K4FHg1cAnQAcwCXwY+GWN8+ODi7dos8HygHXgl8IEQwiMxxk/XuL8bgBt3WlkulykWi0xMTFAqlejv72dycpLV1VWampro6OigXC4D0NHRQYyRubk5APr6+pienmZlZYXGxka6uroYHx8HoL29nRACs7OzABQKBWZnZ1leXqahoYGenh7GxsYAaGtro76+npmZGQB6e3uZn59naWmJ+vp6CoUCo6OVWxIeOXKExsZGpqenAejp6WFhYYHFxUXq6uro7+9ndHSUGCOtra00NzczNTUFVJ6wtLS0xMLCAiEEBgYGGBsbY319nZaWFlpbW5mcnASgq6uLlZUVTp8+DUCxWGR8fJy1tTWam5tpa2tjYmICgM7OTtbW1pifnwfY0zHcuu12xxDY9niffQwP8nj39fVRKpUyPd4DAwOUy+UDP96p/s5uHu/tjuHi4iKLi4ssLy8DnDneLS0ttLS0bHu8N39nPd5+R/gd8cz9zq6trZ05Lll8R2weQ78j/I7wO2Ln39nN/R2231m/I/yOOEzfEUtLS5RKpdz9d4TfEYfneB/274jNP/dcCTHG3W8cQjtwM/BdbH8PvXUql7beEGOc33OYyqW4p4F/FmP86Jb3Pwx0xxjfsMv9/Bfgghjja0IIFwMPAy+IMd69ZZu/BO6OMf7INp/fzRl7t9x8882cOHFitz+epGfY9PQ0XV1dWceQtAM7KqXPnkrps6dS2h566CHe/va3A1x7xx133HXQ+9/1GXsb96+7FXg58Ang94H7gTkqZ8pdSeWhFN8NFKmc0bcnMcblEMKdVM66++jGn1u3sfzBPeyqjspluVB5Cu7Ixj7u3thnJ/BC4Ld3yHEKOLXTzoeHh/cQRVJWWltbs44gqQo7KqXPnkrps6dSvu3lybVvpDLU+/cxxtfGGG+JMd6z8STaezaWXwP8DPCKEEKtT5z9APD2EML3hhBOUhm+tQEfAggh/F4I4czDNUIIPx1CeHUI4eIQwskQwk8AbwP+ACBWTkn8deBdIYTXhxCuAn4PeIqN4aGkw2nztGxJabKjUvrsqZQ+eyrl217usfcvgHtijO+vtlGM8VdCCG+mcubengdnMcY/CiH0A++l8nCLu4HXxhg3H35xIZVLfje1Af8JGAQWgAeBt8YY/2jLNu/f2O4/A93AZzb2ubjXfJIkSZIkSVIK9jLYuwa4ZZfb3gq8Ze9xKmKMH2SHS29jjC8/a/ldwLueZn8RePfGS1JOeK8RKW12VEqfPZXSZ0+lfNvLpbgDwOO73Pbxje0lKTMrKytZR5BUhR2V0mdPpfTZUynf9jLYa6NyqetuLAJH9h5Hkg7O5qPOJaXJjkrps6dS+uyplG97GewBxHOSQpIkSZIkSdKe7OUeewD/NYRw0znYryQduIEB7wggpcyOSumzp1L67KmUb3sZwH34nKWQpHOgXC7T19eXdQxJO7CjUvrsqZQ+eyrl264HezHG7zuXQSTpoK2trWUdQVIVdlRKnz2V0mdPpXzb6z32JOlZo7m5OesIkqqwo1L67KmUPnsq5ZuDPUmHVltbW9YRJFVhR6X02VMpffZUyjcHe7sQQjgWQrhm81UqlYayziTp6U1MTGQdQVIVdlRKnz2V0mdPpXzz6bW7cwNw4+ZCuVymWCxmGEeSJEmSJEl552Bvd24Cbt1cKBQKQ8At2cWRtBudnZ1ZR5BUhR2V0mdPpfTZUynfHOztQozxFHBqc3l4eDjDNJJ2yyeESWmzo1L67KmUPnsq5Zv32JN0aM3Pz2cdQVIVdlRKnz2V0mdPpXzb1Rl7IYR1IO5x3zHG6BmBkiRJkiRJ0jmw28Hbe9n7YE+SMtXf3591BElV2FEpffZUSp89lfJtV4O9GON7znEOSTpwk5OTFAqFrGNI2oEdldJnT6X02VMp37zHnqRDa3V1NesIkqqwo1L67KmUPnsq5du+7oEXQhgEXgB0sc2QMMb4e/vZvyTtR1NTU9YRJFVhR6X02VMpffZUyreaBnshhBbgw8A/pTLQi0DYWL31XnwO9iRlpqOjI+sIkqqwo1L67KmUPnsq5Vutl+L+EvCdwH8AXk5lqPe9wLcCHwfuAZ53APkkqWblcjnrCJKqsKNS+uyplD57KuVbrYO9fwZ8KMb4PuDzG+89GWP8VIzxdcAU8I6DCChJkiRJkiTp69U62BsAPrfxzwsb/9u2Zf0fUzmjT5Iy42UJUtrsqJQ+eyqlz55K+VbrYK8EFABijKeBSeDElvWdQMv+oknS/sQYn34jSZmxo1L67KmUPnsq5Vutg73bgZdsWf4Y8O9CCG8JIbwN+DHg7/YbTpL2Y25uLusIkqqwo1L67KmUPnsq5VtNT8UFfhP4rhBCc4xxCfhZ4Drg9zfWPwy88wDyJSGEcAw4trk8ODg4VCwWM0wkSZIkSZKkvKtpsBdj/AzwmS3LT4QQTgJXAWvAgzHG1YOJmIQbgBs3F8rlMg72pPT19fVlHUFSFXZUSp89ldJnT6V82/OluCGEIyGEj4QQ3rL1/Rjjeozxnhjj/YdsqAdwE3Dt5qtQKLzlabaXlIDp6emsI0iqwo5K6bOnUvrsqZRvez5jL8Z4OoTwKuDj5yBPkmKMp4BTm8vDw8MZppG0WysrK1lHkFSFHZXSZ0+l9NlTKd9qfXjGZ6jcU0+SktXY2Jh1BElV2FEpffZUSp89lfKt1sHeDwMvDSH8Qghh8CADSdJB6erqyjqCpCrsqJQ+eyqlz55K+VbrYO8eYBD4aeDxEMJSCGHmrJcX+kvK1Pj4eNYRJFVhR6X02VMpffZUyreanooL/DEQDzKIJEmSJEmSpN2rabAXY/yXB5xDkg5ce3t71hEkVWFHpfTZUyl99lTKt5ouxQ0hvDuEcGWV9VeEEN5deyxJ2r8QQtYRJFVhR6X02VMpffZUyrda77H3HuDqKuuvBG6scd+SdCBmZ2ezjiCpCjsqpc+eSumzp1K+1TrYezq9wPI52rckSZIkSZKUe7u+x14I4WXAy7e89Z0hhEu32bQbeBNw3/6iSdL+FAqFrCNIqsKOSumzp1L67KmUb3t5eMa38I+X10bgOzde23kA+Lf7yCVJ+zY7O0tPT0/WMSTtwI5K6bOnUvrsqZRvexnsvR/4IBCAUeAHgT8+a5sInI4xLh5MPEmq3fKydwSQUmZHpfTZUyl99lTKt10P9mKMC8ACQAjhODC68Z4kJamhYS9/dyHpmWZHpfTZUyl99lTKt1ofnlEHvGqnlSGEbw8hXFTjvpMTQjgWQrhm81UqlYayziTp6XlJgpQ2Oyqlz55K6bOnUr7VOtj7VeCdVda/A/iVGvedohuAOzdf5XL5lozzSNqFsbGxrCNIqsKOSumzp1L67KmUb7UO9q4DPlll/f8BXlrjvlN0E3Dt5qtQKLwl4zySJEmSJEnKuVovxu8BZqusnwMOzTO3Y4yngFOby8PDwxmmkbRbbW1tWUeQVIUdldJnT6X02VMp32o9Y+8rwIurrH8p8NUa9y1JB6K+vj7rCJKqsKNS+uyplD57KuVbrYO9PwT+RQjhnSGEM/sIIdSHEH4EeBPw/x5EQEmq1czMTNYRJFVhR6X02VMpffZUyrdaL8X9ZeAlwK8D/yGE8NDG+yeAfuDTwC/uO50kSZIkSZKkbdV0xl6McQn4VuAHgM8BfRuvzwHfD7xqYxtJykxvb2/WESRVYUel9NlTKX32VMq3Ws/YI8a4Dnxo4yVJyZmfn6e7uzvrGJJ2YEel9NlTKX32VMq3mgd7ACGEZuAaYAD4mxjj+IGkkqQDsLTkicNSyuyolD57KqXPnkr5VuvDMwghvBM4BfwN8BHg6o33+0II4yGE7z+YiJJUG58QJqXNjkrps6dS+uyplG81DfZCCN9H5cEZf07lnnphc93GWXt/Abz5IAJKUq0KhULWESRVYUel9NlTKX32VMq3Ws/Y+wngT2OM3w18bJv1dwJX1JxKkg7A6Oho1hEkVWFHpfTZUyl99lTKt1oHe5cCH6+yfgLwrw0kSZIkSZKkc6TWwd4U0Fdl/eXASI37lqQDceTIkawjSKrCjkrps6dS+uyplG+1Dvb+N/CvQwhf90ztEMIVwNuBW/cTLCUhhGMhhGs2X6VSaSjrTJKeXmNjY9YRJFVhR6X02VMpffZUyrdaB3vvAuqB+4FfACLwvSGEPwDuAEaB9x5IwjTcQOW+gXcCd5bL5VsyziNpF6anp7OOIKkKOyqlz55K6bOnUr7VNNiLMT4FXEvlqbhvovJU3LcB3w78IfBNG0/HPSxuovLzXgtcWygU3pJxHkmSJEmSJOVcQ60fjDGOAv8K+FchhH4qQ8KxGOP6QYVLRYzxFHBqc3l4eDjDNJJ2q6enJ+sIkqqwo1L67KmUPnsq5Vutl+KeEUIIVM7YixsvSUrCwsJC1hEkVWFHpfTZUyl99lTKt5oHeyGEy0MI/xOYoXI22ylgJoTwP0MIVx5UQEmq1eLiYtYRJFVhR6X02VMpffZUyreaLsUNIbwU+DiVweCfAl/cWHUCeD3wbSGE18YY//pAUkpSDerq9n1SsqRzyI5K6bOnUvrsqZRvtd5j79eoPPn2m2OMT2xdEUK4APgr4APAN+wvniTVrr+/P+sIkqqwo1L67KmUPnsq5Vuto/0rgP909lAPYOO9397YRpIyUyqVso4gqQo7KqXPnkrps6dSvtU62HscaK6yvgn4uqGfJEmSJEmSpINR62DvvcA7QwjPP3tFCOEFwL8F3rOPXJK0b62trVlHkFSFHZXSZ0+l9NlTKd9qvcfeNwEl4M4Qwt8CX954/zLgOuB+4LoQwnVbPhNjjD9Sc1JJ2qPm5monFkvKmh2V0mdPpfTZUynfah3s/fCWf37xxmurqzZeW0XAwZ6kZ8zU1BTF/7+9uw+P667vvP/+xpYtW7ZlW5YmJiblsXELZSFRoYFyNxS6pY8LW7a0zXZZoFnDUlrKnfLQBZIA3RZoubmvzbZNUwihzUKg9IawlIdNu1Bo0oATElogWSAEKDiyPJYdP0mW5d/9x5lJB0U6Htmyzm/mvF/XNdf4PM53TvSZkb75nXMajarLkLQIMyrlz5xK+TOnUr2d1qm4KaVzTuOxqtv9R8TLIuK+iJiOiNsi4skl614WEZ+JiKnW4+b560fEuyMizXt8/HTeuyRJkiRJkpSD073G3lkTEc8H3g5cBVwI3AV8IiLGFtnkEuC9wDMoTgP+NvDJiDhv3nofB7Z3PH552YuXlJXNmzdXXYKkEmZUyp85lfJnTqV6W5bGXkTsjIjXR8QfRcRvRsSmM9jdK4FrU0rXpZS+DLwEOAq8aKGVU0qXppT+KKV0Z0rpbuDXKN7XM+etOpNSur/jMXUGNUrqAdPT01WXIKmEGZXyZ06l/JlTqd66vsZeRPw68BvAU1NK+zrm/xzwAWBNx+ovj4gf6Vyvy9dYA1wE/F57XkrpZETcTDEarxvrgQFg/7z5l0TEXmAK+FvgdSml5iJ1tEf1LWjHjh07vYaBlL/p6WmGh4erLkPSIsyolD9zKuXPnEr1tpSbZ/w88PV5Tb3VwJ8Bc8ALgd3AzwC/C/wX4LeWWM82YBXFHXc7TQA7u9zHW4DvAjd3zPs48FfAN4BHA/8V+FhEXJxSmltgH7uAKxZ7gWazSaPRYP/+/UxMTDA6OsrU1BQnTpxgzZo1bNy4kWaz6Blu3LiRlBKHDx8u3uC2bRw8eJDZ2VkGBgYYHh5m377ikG7YsIGI4NChQwCMjIxw6NAhjh8/zurVq9myZQuTk5MADA0NsWrVKh544AEAtm7dypEjR5iZmWHVqlWMjIywd+9eANavX8/AwAAHDx4EYMuWLRw7dozp6WnOOeccRkdH2bt3Lykl1q1bx9q1azlw4ABQDOuemZnh2LFjRARjY2NMTk5y8uRJBgcHWbduHVNTxeDH4eFhZmdnOXr0KACNRoN9+/YxNzfH2rVrGRoaYv/+ot+6adMm5ubmOHLkCMCSjmHnugsdQ2DB4z3/GC7n8d62bRsTExOVHu+xsTGazeayH+9cf2bbx3uhYzg9Pc309DTHjx8HePB4Dw4OMjg4uODxbv/Merz9jPAzYuV+ZoEHj0sVnxHtY+hnhJ8RfkYs/jN7/Phxjh071nc/s35G+BnRT58RJ06cYGJiona/R/gZ0T/Hu98/I9qve7ZESqm7FSP+meIU2as65v0E8Angv6aUXtcx/wZgPKV0wZKKiXgY8B2KUYG3dsx/K/BjKaWnnGL71wCvAi5JKX2xZL1HAV8HnpVS+psFlnczYu+Ga6+9lgsuWNJblCRJkiRJUk3cc889XHbZZQAX7d69+47l3v9SrrE3QnFjik7PBBLw/82b//fA+adRzz6K0X/zz3NtAPeXbRgRlwOvAf51WVMPIKV0b+u1HrPI8j0ppTsWezQajbu7fUOSqtP+v0SS8mRGpfyZUyl/5lSqt6U09iaAc+fNezrFjS3umjf/eOuxJCml48DtdNz4IiLaN8K4dbHtIuJVwOuBZ6eUdp/qdSJiB0Wjcs9Sa5TUO7odkSypGmZUyp85lfJnTqV6W0pjbzfwgojYCBARjwOeDHwipXRi3ro7gX8+zZreDlwWES+IiB8A/hgYAq5rve57IuLBm2tExKuBN1HcNfe+iDi39djQWr4hIt4WET8SEY+IiGcCHwa+RnEasaQ+NTg4WHUJkkqYUSl/5lTKnzmV6m0pN8+4Cvg88NWI+BLF3WsTHXew7fBcijvPLllK6caIGAXeSDFC8E6KkXjtG2qcD5zs2OSlFHfk/csF6r2S4tTeJwAvADZT3Fjjk8DrU0ozp1OjpN7gLzlS3syolD9zKuXPnEr11nVjL6X0jxHx4xR3u30U8A/AH6SUbu9cLyIuoTg99wOnW1RK6Wrg6kWWXTJv+hGn2Ncx4CdPtxZJvevAgQM0GvMv2SkpF2ZUyp85lfJnTqV6W8qIPVJKtwA/c4p1PgX80BnUJEmSJEmSJOkUlnKNPUnqKZs3b666BEklzKiUP3Mq5c+cSvVmY09S35qZ8TKaUs7MqJQ/cyrlz5xK9WZjT1LfOnbsWNUlSCphRqX8mVMpf+ZUqjcbe5IkSZIkSVIPsrEnqW95dzApb2ZUyp85lfJnTqV6s7EnqW9NTk5WXYKkEmZUyp85lfJnTqV6s7EnqW+dPHmy6hIklTCjUv7MqZQ/cyrV2+qqC+gFEbEd2N6e3rFjx06HO0v5GxwcrLoESSXMqJQ/cyrlz5xK9WZjrzu7gCvaE81m0+sYSD1g3bp1VZcgqYQZlfJnTqX8mVOp3jwVtzvXABe1HyMjI5dWXI+kLkxNTVVdgqQSZlTKnzmV8mdOpXpzxF4XUkp7gD3t6fHx8QqrkSRJkiRJkhyxJ6mPDQ8PV12CpBJmVMqfOZXyZ05LsMB1AAAgAElEQVSlerOxJ6lvzc7OVl2CpBJmVMqfOZXyZ06lerOxJ6lvHT16tOoSJJUwo1L+zKmUP3Mq1ZuNPUmSJEmSJKkH2diT1LfGxsaqLkFSCTMq5c+cSvkzp1K92diT1LeazWbVJUgqYUal/JlTKX/mVKo3G3uS+tbc3FzVJUgqYUal/JlTKX/mVKo3G3uS+tbatWurLkFSCTMq5c+cSvkzp1K92diT1LeGhoaqLkFSCTMq5c+cSvkzp1K92diT1Lf2799fdQmSSphRKX/mVMqfOZXqzcaeJEmSJEmS1INs7EnqW5s2baq6BEklzKiUP3Mq5c+cSvW2uuoCekFEbAe2t6d37Nixs9FoVFiRpG54hzApb2ZUyp85lfJnTqV6c8Red3YBt7cfzWbzhorrkdSFI0eOVF2CpBJmVMqfOZXyZ06lenPEXneuAW5qT4yMjOwEbO5JkiRJkiSpMjb2upBS2gPsaU+Pj49XWI2kbo2OjlZdgqQSZlTKnzmV8mdOpXrzVFxJfWtqaqrqEiSVMKNS/syplD9zKtWbjT1JfevEiRNVlyCphBmV8mdOpfyZU6nebOxJ6ltr1qypugRJJcyolD9zKuXPnEr1ZmNPUt/auHFj1SVIKmFGpfyZUyl/5lSqNxt7kvpWs9msugRJJcyolD9zKuXPnEr1ZmNPkiRJkiRJ6kE29iT1LU9LkPJmRqX8mVMpf+ZUqjcbe5L6Vkqp6hIklTCjUv7MqZQ/cyrVm409SX3r8OHDVZcgqYQZlfJnTqX8mVOp3mzsSZIkSZIkST3Ixp6kvrVt27aqS5BUwoxK+TOnUv7MqVRvNva6EBHbI+LC9mNiYmJn1TVJOrWDBw9WXYKkEmZUyp85lfJnTqV6W111AT1iF3BFe6LZbNJoNCosR1I3Zmdnqy5BUgkzKuXPnEr5M6dSvdnY6841wE3tiZGRkZ3ADdWVI6kbAwMDVZcgqYQZlfJnTqX8mVOp3mzsdSGltAfY054eHx+vsBpJ3RoeHq66BEklzKiUP3Mq5c+cSvXmNfYk9a19+/ZVXYKkEmZUyp85lfJnTqV6s7EnSZIkSZIk9SAbe5L61oYNG6ouQVIJMyrlz5xK+TOnUr3Z2JPUtyKi6hIklTCjUv7MqZQ/cyrVm409SX3r0KFDVZcgqYQZlfJnTqX8mVOp3mzsSZIkSZIkST3Ixp6kvjUyMlJ1CZJKmFEpf+ZUyp85lerNxp6kvuVpCVLezKiUP3Mq5c+cSvVmY09S3zp+/HjVJUgqYUal/JlTKX/mVKo3G3uS+tbq1aurLkFSCTMq5c+cSvkzp1K92diT1Le2bNlSdQmSSphRKX/mVMqfOZXqzcaepL41OTlZdQmSSphRKX/mVMqfOZXqzTG7XYiI7cD29vSOHTt2NhqNCiuSJEmSJElS3dnY684u4Ir2RLPZxMaelL+hoaGqS5BUwoxK+TOnUv7MqVRvNva6cw1wU3tiZGRkJ3BDdeVI6saqVauqLkFSCTMq5c+cSvkzp1K9eY29LqSU9qSU7mg/Go3G3VXXJOnUHnjggapLkFTCjEr5M6dS/sypVG829iRJkiRJkqQeZGNPUt/aunVr1SVIKmFGpfyZUyl/5lSqNxt7kvrWkSNHqi5BUgkzKuXPnEr5M6dSvdnYk9S3ZmZmqi5BUgkzKuXPnEr5M6dSvdnYk9S3vEOYlDczKuXPnEr5M6dSvdnYk9S3RkZGqi5BUgkzKuXPnEr5M6dSvdnYk9S39u7dW3UJkkqYUSl/5lTKnzmV6s3GniRJkiRJktSDsmzsRcTLIuK+iJiOiNsi4skl614WEZ+JiKnW4+b560fhjRGxJyKOtdZ57Nl/J5KqtH79+qpLkFTCjEr5M6dS/sypVG/ZNfYi4vnA24GrgAuBu4BPRMTYIptcArwXeAZwMfBt4JMRcV7HOq8CfgN4CfAU4Ehrn4Nn4z1IysPAwEDVJUgqYUal/JlTKX/mVKq37Bp7wCuBa1NK16WUvkzRjDsKvGihlVNKl6aU/iildGdK6W7g1yje1zOhGK0HvAJ4c0rpwymlLwL/AXgY8Jyz/3YkVeXgwYNVlyCphBmV8mdOpfyZU6nesmrsRcQa4CLg5va8lNLJ1vTFXe5mPTAA7G9NPxI4d94+DwK3LWGfkiRJkiRJUlZWV13APNuAVcDEvPkTwM4u9/EW4Lv8SyPv3I59zN/nuSwgIrYD2xd7gR07duxsNBpdliOpKlu2bKm6BEklzKiUP3Mq5c+cSvWWW2PvjETEa4BfAi5JKU2fwa52AVcstrDZbNJoNNi/fz8TExOMjo4yNTXFiRMnWLNmDRs3bqTZbAKwceNGUkocPnwYgG3btnHw4EFmZ2cZGBhgeHiYffv2AbBhwwYigkOHDgEwMjLCoUOHOH78OKtXr2bLli1MTk4CMDQ0xKpVq3jggQcA2Lp1K0eOHGFmZoZVq1YxMjLy4G3P169fz8DAwINDtLds2cKxY8eYnp7mnHPOYXR0lL1795JSYt26daxdu5YDBw4AsHnzZmZmZjh27BgRwdjYGJOTk5w8eZLBwUHWrVvH1NQUAMPDw8zOznL06FEAGo0G+/btY25ujrVr1zI0NMT+/cVAyk2bNjE3N8eRI0cAlnQMO9dd6BgCCx7v+cdwOY/3tm3bmJiYqPR4j42N0Ww2l/145/oz2z7eCx3D6elppqenOXHiBOedd96Dx3twcJDBwcEFj3f7Z9bj7WeEnxEr9zO7atWqB+ut4jOifQz9jPAzws+IxX9mT5w4wdatW/vuZ9bPCD8j+ukzon2M6vZ7hJ8R/XO8+/0zov26Z0uklM7qCyxF61Tco8DzUkof6ph/PbA5pfRvSra9HHgd8KyU0u6O+Y8Cvg48KaV0Z8f8TwN3ppR+c4F9dTNi74Zrr72WCy64YEnvUdLKmZiYwNG1Ur7MqJQ/cyrlz5xKebvnnnu47LLLAC7avXv3Hcu9/6xG7KWUjkfE7RQ3vvgQQES0b4Rx9WLbRcSrgP8C/GRnU6/lG8D9rX3c2Vp/E8Xdcf94kTr2AHsWe73x8fEu35GkKp1zTlaXEZU0jxmV8mdOpfyZU6nesmrstbwduD4idgOfo7ij7RBwHUBEvAf4Tkrpta3pVwNvBH4FuC8i2tfNO5xSOpxSShHxDuB1EfFVikbfmyiuw/chJPWt0dHRqkuQVMKMSvkzp1L+zKlUb9m19lNKNwKXUzTr7gSeCDw7pdS++cX5fO9psi8F1gB/STHKrv24vGOdtwL/DfhT4PPAhtY+z+Q6fJIy176ug6Q8mVEpf+ZUyp85leotxxF7pJSuZpFTb1NKl8ybfkQX+0vAG1oPSTWR0zVEJT2UGZXyZ06l/JlTqd6yG7EnSctl3bp1VZcgqYQZlfJnTqX8mVOp3mzsSepba9eurboESSXMqJQ/cyrlz5xK9WZjT1LfOnDgQNUlSCphRqX8mVMpf+ZUqjcbe5IkSZIkSVIPsrEnqW9t3ry56hIklTCjUv7MqZQ/cyrVm409SX1rZmam6hIklTCjUv7MqZQ/cyrVm409SX3r2LFjVZcgqYQZlfJnTqX8mVOp3mzsSepbEVF1CZJKmFEpf+ZUyp85leptddUF9IKI2A5sb0/v2LFjZ6PRqLAiSd0YGxurugRJJcyolD9zKuXPnEr15oi97uwCbm8/ms3mDRXXI6kLk5OTVZcgqYQZlfJnTqX8mVOp3hyx151rgJvaEyMjIzsBm3tS5k6ePFl1CZJKmFEpf+ZUyp85lerNxl4XUkp7gD3t6fHx8QqrkdStwcHBqkuQVMKMSvkzp1L+zKlUb56KK6lvrVu3ruoSJJUwo1L+zKmUP3Mq1ZuNPUl9a2pqquoSJJUwo1L+zKmUP3Mq1ZuNPUmSJEmSJKkH2diT1LeGh4erLkFSCTMq5c+cSvkzp1K92diT1LdmZ2erLkFSCTMq5c+cSvkzp1K92diT1LeOHj1adQmSSphRKX/mVMqfOZXqzcaeJEmSJEmS1INs7EnqW41Go+oSJJUwo1L+zKmUP3Mq1ZuNPUl9a9++fVWXIKmEGZXyZ06l/JlTqd5s7EnqW3Nzc1WXIKmEGZXyZ06l/JlTqd5s7EnqW2vXrq26BEklzKiUP3Mq5c+cSvVmY09S3xoaGqq6BEklzKiUP3Mq5c+cSvVmY68LEbE9Ii5sPyYmJnZWXZOkU9u/f3/VJUgqYUal/JlTKX/mVKq31VUX0CN2AVe0J5rNpncekiRJkiRJUqVs7HXnGuCm9sTIyMhO4IbqypHUjU2bNlVdgqQSZlTKnzmV8mdOpXqzsdeFlNIeYE97enx8vMJqJHXLO4RJeTOjUv7MqZQ/cyrVm9fYk9S3jhw5UnUJkkqYUSl/5lTKnzmV6s3GniRJkiRJktSDbOxJ6lujo6NVlyCphBmV8mdOpfyZU6nebOxJ6ltTU1NVlyCphBmV8mdOpfyZU6nebOxJ6lsnTpyougRJJcyolD9zKuXPnEr1ZmNPUt9as2ZN1SVIKmFGpfyZUyl/5lSqNxt7kvrWxo0bqy5BUgkzKuXPnEr5M6dSvdnYk9S3ms1m1SVIKmFGpfyZUyl/5lSqNxt7kiRJkiRJUg+ysSepb3lagpQ3Myrlz5xK+TOnUr3Z2JPUt1JKVZcgqYQZlfJnTqX8mVOp3mzsSepbhw8frroESSXMqJQ/cyrlz5xK9ba66gJ6QURsB7a3p3fs2LGz0WhUWJEkSZIkSZLqzsZed3YBV7Qnms0mNvak/I2OjlZdgqQSZlTKnzmV8mdOpXrzVNzuXANc1H6MjIxcWnE9krowNTVVdQmSSphRKX/mVMqfOZXqzRF7XUgp7QH2tKfHx8crrEZSt06cOFF1CZJKmFEpf+ZUyp85lerNEXuS+tbAwEDVJUgqYUal/JlTKX/mVKo3G3uS+tbw8HDVJUgqYUal/JlTKX/mVKo3G3uS+ta+ffuqLkFSCTMq5c+cSvkzp1K92diTJEmSJEmSepCNPUl9a8OGDVWXIKmEGZXyZ06l/JlTqd5s7EmSJEmSJEk9yMaepL51+PDhqkuQVMKMSvkzp1L+zKlUbzb2JEmSJEmSpB5kY09S39q2bVvVJUgqYUal/JlTKX/mVKo3G3uS+tbBgwerLkFSCTMq5c+cSvkzp1K92diT1LdmZ2erLkFSCTMq5c+cSvkzp1K92diT1LdWr15ddQmSSphRKX/mVMqfOZXqzU+ALkTEdmB7e3rHjh07G41GhRVJ6saWLVuqLkFSCTMq5c+cSvkzp1K9OWKvO7uA29uPZrN5Q8X1SOrC5ORk1SVIKmFGpfyZUyl/5lSqN0fsdeca4Kb2xMjIyE7A5p4kSZIkSZIqY2OvCymlPcCe9vT4+HiF1Ujq1oYNG6ouQVIJMyrlz5xK+TOnUr15Kq6kvhURVZcgqYQZlfJnTqX8mVOp3mzsSepbhw4dqroESSXMqJQ/cyrlz5xK9WZjT5IkSZIkSepBNvYk9a2RkZGqS5BUwoxK+TOnUv7MqVRvNvYk9S1PS5DyZkal/JlTKX/mVKo3G3uS+tbx48erLkFSCTMq5c+cSvkzp1K92diT1LdWr15ddQmSSphRKX/mVMqfOZXqzcaepL61ZcuWqkuQVMKMSvkzp1L+zKlUb9k19iLiZRFxX0RMR8RtEfHkknUfFxEfbK2fIuIVC6xzZWtZ5+Pus/suJOVgcnKy6hIklTCjUv7MqZQ/cyrVW1aNvYh4PvB24CrgQuAu4BMRMbbIJuuBe4HXAPeX7PpLwPaOx48uV82SJEmSJElSFbJq7AGvBK5NKV2XUvoy8BLgKPCihVZOKX0+pfTbKaX3ATMl+z2RUrq/47Fv+UuXlJuhoaGqS5BUwoxK+TOnUv7MqVRv2VxlMyLWABcBv9eel1I6GRE3Axef4e4fGxHfBaaBW4HXppS+VVJLe2Tfgnbs2LGz0WicYUmSzrZVq1ZVXYKkEmZUyp85lfJnTqV6y6axB2wDVgET8+ZPADvPYL+3Af8RuIeiWXcF8JmIeHxK6dAi2+xqrbegZrNJo9Fg//79TExMMDo6ytTUFCdOnGDNmjVs3LiRZrMJwMaNG0kpcfjwYQC2bdvGwYMHmZ2dZWBggOHhYfbtKwYQbtiwgYjg0KGirJGREQ4dOsTx48dZvXo1W7ZsefD6CUNDQ6xatYoHHngAgK1bt3LkyBFmZmZYtWoVIyMj7N27F4D169czMDDAwYMHgeLiqseOHWN6eppzzjmH0dFR9u7dS0qJdevWsXbtWg4cOADA5s2bmZmZ4dixY0QEY2NjTE5OcvLkSQYHB1m3bh1TU1MADA8PMzs7y9GjRwFoNBrs27ePubk51q5dy9DQEPv37wdg06ZNzM3NceTIEYAlHcPOdRc6hsCCx3v+MVzO471t2zYmJiYqPd5jY2M0m81lP965/sy2j/dCx3B6eprp6WmOHz/Owx/+8AeP9+DgIIODgwse7/bPrMfbzwg/I1buZ3Z2dvbBY1bFZ0T7GPoZ4WeEnxGL/8zOzMwwOjradz+zfkb4GdFPnxHNZpOBgYHa/R7hZ0T/HO9+/4xov+7ZEimls/oC3YqIhwHfAZ6aUrq1Y/5bgR9LKT3lFNvfB7wjpfSOU6y3Gfgm8MqU0jsXWaebEXs3XHvttVxwwQVlLyepQhMTEzi6VsqXGZXyZ06l/JlTKW/33HMPl112GcBFu3fvvmO595/TiL19wBww/xOpQfmNMZYkpXQgIv4P8JiSdfYAexZbPj4+vlzlSDqLtm7dWnUJkkqYUSl/5lTKnzmV6i2bm2eklI4DtwPPbM+LiHNa07cutt1SRcQG4NGUNO4k9Yf20GpJeTKjUv7MqZQ/cyrVW04j9gDeDlwfEbuBzwGvAIaA6wAi4j3Ad1JKr21NrwF+sLXtGuC8iHgicDil9LXWOn8AfITi9NuHAVdRjAx870q9KUnVmJkpu1m2pKqZUSl/5lTKnzmV6i2rxl5K6caIGAXeCJwL3Ak8O6XUvqHG+cDJjk0eBnyhY/ry1uPTwCWteTsomngjwCTwWeBHUkqTZ+ltSMqEdwiT8mZGpfyZUyl/5lSqt6waewAppauBqxdZdsm86fuAOMX+fmm5apPUW7Zt21Z1CZJKmFEpf+ZUyp85leotm2vsSdJya9+mXlKezKiUP3Mq5c+cSvVmY0+SJEmSJEnqQTb2JPWt9evXV12CpBJmVMqfOZXyZ06lerOxJ6lvDQwMVF2CpBJmVMqfOZXyZ06lerOxJ6lvHTx4sOoSJJUwo1L+zKmUP3Mq1ZuNPUmSJEmSJKkH2diT1Le2bNlSdQmSSphRKX/mVMqfOZXqzcaepL517NixqkuQVMKMSvkzp1L+zKlUbzb2uhAR2yPiwvZjYmJiZ9U1STq16enpqkuQVMKMSvkzp1L+zKlUb6urLqBH7AKuaE80m00ajUaF5Ujqxjnn+P8upJyZUSl/5lTKnzmV6s3GXneuAW5qT4yMjOwEbqiuHEndGB0drboESSXMqJQ/cyrlz5xK9WZrvwsppT0ppTvaj0ajcXfVNUk6tb1791ZdgqQSZlTKnzmV8mdOpXqzsSepb6WUqi5BUgkzKuXPnEr5M6dSvdnYk9S31q1bV3UJkkqYUSl/5lTKnzmV6s3GnqS+tXbt2qpLkFTCjEr5M6dS/sypVG829iT1rQMHDlRdgqQSZlTKnzmV8mdOpXqzsSdJkiRJkiT1IBt7kvrW5s2bqy5BUgkzKuXPnEr5M6dSvdnYk9S3ZmZmqi5BUgkzKuXPnEr5M6dSvdnYk9S3jh07VnUJkkqYUSl/5lTKnzmV6s3GnqS+FRFVlyCphBmV8mdOpfyZU6nebOxJ6ltjY2NVlyCphBmV8mdOpfyZU6nebOxJ6luTk5NVlyCphBmV8mdOpfyZU6nebOxJ6lsnT56sugRJJcyolD9zKuXPnEr1trrqAnpBRGwHtrend+zYsbPRaFRYkaRuDA4OVl2CpBJmVMqfOZXyZ06lerOx151dwBXtiWaziY09KX/r1q2rugRJJcyolD9zKuXPnEr15qm43bkGuKj9GBkZubTieiR1YWpqquoSJJUwo1L+zKmUP3Mq1Zsj9rqQUtoD7GlPj4+PV1iNJEmSJEmS5Ig9SX1seHi46hIklTCjUv7MqZQ/cyrVm409SX1rdna26hIklTCjUv7MqZQ/cyrVm409SX3r6NGjVZcgqYQZlfJnTqX8mVOp3mzsSZIkSZIkST3Ixp6kvjU2NlZ1CZJKmFEpf+ZUyp85lerNxp6kvtVsNqsuQVIJMyrlz5xK+TOnUr3Z2JPUt+bm5qouQVIJMyrlz5xK+TOnUr3Z2JPUt9auXVt1CZJKmFEpf+ZUyp85lerNxp6kvjU0NFR1CZJKmFEpf+ZUyp85lerNxp6kvrV///6qS5BUwoxK+TOnUv7MqVRvNvYkSZIkSZKkHrS66gJ6QURsB7a3p3fs2LGz0WhUWJGkbmzatKnqEiSVMKNS/syplD9zKtWbjb3u7AKuaE80m01s7En58w5hUt7MqJQ/cyrlz5xK9eapuN25Brio/RgZGbm04nokdeHIkSNVlyCphBmV8mdOpfyZU6neHLHXhZTSHmBPe3p8fLzCaiRJkiRJkiRH7EnqY6Ojo1WXIKmEGZXyZ06l/JlTqd5s7EnqW1NTU1WXIKmEGZXyZ06l/JlTqd5s7EnqWydOnKi6BEklzKiUP3Mq5c+cSvVmY09S31qzZk3VJUgqYUal/JlTKX/mVKo3G3uS+tbGjRurLkFSCTMq5c+cSvkzp1K92diT1LeazWbVJUgqYUal/JlTKX/mVKo3G3uSJEmSJElSD7KxJ6lveVqClDczKuXPnEr5M6dSvdnYk9S3UkpVlyCphBmV8mdOpfyZU6nebOxJ6luHDx+uugRJJcyolD9zKuXPnEr1ZmNPkiRJkiRJ6kE29iT1rW3btlVdgqQSZlTKnzmV8mdOpXqzsdeFiNgeERe2HxMTEzurrknSqR08eLDqEiSVMKNS/syplD9zKtXb6qoL6BG7gCvaE81mk0ajUWE5kroxOztbdQmSSphRKX/mVMqfOZXqzcZed64BbmpPjIyM7ARuqK4cSd0YGBiougRJJcyolD9zKuXPnEr1ZmOvCymlPcCe9vT4+HiF1Ujq1vDwcNUlSCphRqX8mVMpf+ZUqjevsSepb+3bt6/qEiSVMKNS/syplD9zKtWbjT1JkiRJkiSpB9nYk9S3NmzYUHUJkkqYUSl/5lTKnzmV6s3GnqS+FRFVlyCphBmV8mdOpfyZU6nebOxJ6luHDh2qugRJJcyolD9zKuXPnEr1ZmNPkiRJkiRJ6kE29iT1rZGRkapLkFTCjEr5M6dS/sypVG829iT1LU9LkPJmRqX8mVMpf+ZUqrfsGnsR8bKIuC8ipiPitoh4csm6j4uID7bWTxHxijPdp6T+cfz48apLkFTCjEr5M6dS/sypVG9ZNfYi4vnA24GrgAuBu4BPRMTYIpusB+4FXgPcv0z7lNQnVq9eXXUJkkqYUSl/5lTKnzmV6i2rxh7wSuDalNJ1KaUvAy8BjgIvWmjllNLnU0q/nVJ6HzCzHPuU1D+2bNlSdQmSSphRKX/mVMqfOZXqLZvGXkSsAS4Cbm7PSymdbE1fnMs+JfWOycnJqkuQVMKMSvkzp1L+zKlUbzmN2d0GrAIm5s2fAHau5D4jYjuwfbHl559//hNGR0f55je/eZplSVoJ+/fv58CBA1WXIWkRZlTKnzmV8mdOpbx19I4Gz8b+c2rs5WQXcMViCw8dOsTo6ChvfvObV7AkSZIkSZIk9aLp6eknArcs935zauztA+aAxrz5DRa5McZZ3Oc1wE2LLZyenh6/9957r9m4ceMLR0dHv3iatVViYmJiZ7PZvGFkZOTSRqNxd9X1dKtX6wZrr0qv1t6rdYO1V6VXa+/VusHaq9Krtfdq3WDtVbH2lderdYO1V6VXa+/VuqG3a5+cnHzCoUOHrpubm/vK2dh/pJTOxn5PS0TcBnwupfTy1vQ5wLeAq1NKv3+Kbe8D3pFSesdy7bPktS4EbgcuSindcTr7qEqv1t6rdYO1V6VXa+/VusHaq9Krtfdq3WDtVenV2nu1brD2qlj7yuvVusHaq9Krtfdq3WDtZXIasQfwduD6iNgNfA54BTAEXAcQEe8BvpNSem1reg3wg61t1wDnRcQTgcMppa91s09JkiRJkiSpF2XV2Esp3RgRo8AbgXOBO4Fnp5TaN784HzjZscnDgC90TF/eenwauKTLfUqSJEmSJEk9J6vGHkBK6Wrg6kWWXTJv+j4gzmSfNbQHuKr13Et6tW6wdi1NLx9za69GL9feq3r5mFv7yuvVuntdLx93a195vVp3r+vl496rtfdq3dDbtZ9VWV1jr1f08rndUl2YUylvZlTKnzmV8mdOpfyd7Zyes9w7lCRJkiRJknT22diTJEmSJEmSepCNvdPjud1S/syplDczKuXPnEr5M6dS/s5qTr3GniRJkiRJktSDHLEnSZIkSZIk9SAbe5IkSZIkSVIPsrEnSZIkSZIk9SAbey0RcV9EpAUe/721/JqI+HpEHIuIyYj4cETsnLeP8yPioxFxNCL2RsTbImJ1Ne9I6j+nymnHehERH2ste868ZeZUOku6+C791ALL/mTePsyodBZ1810aERdHxN9GxJGIeCAi/i4i1nUs3xoRN7SWHYiId0bEhmrekdR/ynIaEY9YZFmKiH/XsQ+/T6WzqIvfe8+NiD+PiPtb36d3RMQvzNvHsnyfGux/8cPAqo7pxwP/C/hAa/p24AbgW8BW4ErgkxHxyJTSXESsAj4K3A88FdgOvAeYBX5nJd6AVAOnymnbK4CH3BnInEpnXTcZvRZ4Q8f00fY/zKi0IkpzGhEXAx8Hfg94OXAC+FfAyY5tbqDI508AA8B1wJ8Cv3KWa5fqoiyn36bIX6f/BPw28DHw+1RaIWDfOtQAAA40SURBVKf6vfc9wGbg54F9FN+R74+I8ZTSF1rrLMv3qXfFXUREvAP4WeCxaYGDFBFPAO4CHpNS+npE/BTwP4GHpZQmWuu8BHgLMJpSOr5y1Uv1sFBOI+KJFFkcp7id+HNTSh9qLTOn0gqan9GI+BRwZ0rpFYusb0alFbZATv8B+F8ppdcvsv4PAF8GfjiltLs179nAXwM7UkrfXaHSpdro4m/TLwB3pJRe3Jr2+1RaYQt8nx4GXppS+vOOdZrAq1NKf7ac36eeiruAiFgD/HvgXYt8cA4BLwS+QfF/TAAuBv6x/cHZ8glgE/C4s1uxVD8L5TQi1gP/A3hZSun+BTYzp9IKKfkuvTQi9kXEP0XE77Vy22ZGpRU0P6cRMQY8BdgbEbdExEREfDoifrRjs4uBA+0/QlpuphjR95QVK16qiS7+Nr0IeCLwzo7Zfp9KK2iRnN4CPL91uu05EfFLwCDwqdbyZfs+tbG3sOdQDJl8d+fMiPjPra7rYeCngJ/o+L8d5wKdH5x0TJ979kqVamuhnP4/wC0ppQ8vso05lVbOQhn9HxS/9DyD4jS/XwX+omO5GZVW1vycPqr1fCXFafPPBu4A/iYiHttadi6wt3MnKaUTwH7MqXQ2LPi3aYcXA19JKd3SMc/vU2llLZTTX6Q4vbYJzADXUJxN9rXW8mX7PvUaewt7MfCxBYY+3kBxzvR24HKK86OfllKaXukCJX1vTiPi54EfB55UaVWS2h7yXZpS+tOO5f8YEXsoGgaPTil9fcUrlDQ/p+3/6X9NSum61r+/EBHPBF4EvHalC5S06N+mtG5q8yvAm1a8KkmdFsrpmyiafc+iuMbecyh6SE9PKf3jcr64jb15IuL7KA78v52/LKV0EDgIfLV1/ZEp4LnAeykuTPrkeZs0Ws8LnRIo6TQtktMfBx4NHIiIztU/GBGfSSldgjmVVkTZd+k8t7WeHwN8HTMqrZhFcrqn9fzleat/BTi/9e/7gbF5+1pNcXM5cyotoy6+T58HrKe4SH8nv0+lFbJQTiPi0cCvA49PKX2pNfuuiHg68DLgJSzj96mn4j7UCymGQ370FOtF67G2NX0r8EOta5O0/QTwAA/95UjSmVkop78PPIHiGiPtB8BvtdYHcyqtlG6/S9s5bTcTzKi0chbK6X3Ad4EL5q37/cA3W/++Fdjcuq5X249T/F1xG5KW06m+T18M3JRSmpw33+9TaeUslNP2NaRPzlt3jn/pwy3b96kj9jpExDkU/1Gub53b3J7/KOD5wCeBSWAH8BrgGMUdS2gt+zLw5xHxKopzot8M/PeU0syKvQmpzy2W09bNMu6fty7At1JK32jNMqfSWVbyXfpoitOF/priWiNPoLgu5t+llL7YWs2MSiug5Ls0RcTbgKsi4i7gTuAFwE6KkUGklL4SER8Hrm3dZXMAuBp4n3fElZbPYjntWP4Y4P8CfnqBzf0+lVZASU7vBr4GXBMRl1P87vscigb7z8Lyfp/a2Ptez6I4zeBd8+ZPA08HXgFsobjw6N8BT00p7QVIKc1FxM8Cf0zReT0CXA+8YWVKl2pjsZyekjmVVsRiGT3eWvYKYIjirvIfpPhDAzCj0gpa9Ls0pfSOiBikaLxvBe6iuGFc53UwL6X44+NvKEYjfBD4jbNdtFQzp/qd90XAP1M08b6H36fSilkwpyml2Yj4aYqzyj4CbKBo9L0gpfTXHasuy/dpLHDHbEmSJEmSJEmZ8xp7kiRJkiRJUg+ysSdJkiRJkiT1IBt7kiRJkiRJUg+ysSdJkiRJkiT1IBt7kiRJkiRJUg+ysSdJkiRJkiT1IBt7kiRJkiRJUg+ysSdJkiRJkiT1IBt7kiRJkiRJUg+ysSdJkiRJkiT1IBt7kiRJfSIi/mNEpIh4RNW1nEpEXNmqddtpbj8YEbMRcSAirjzNfbwqIu6OiBX/nTgiXhIR34qItSv92pIkqX/Y2JMkSeoQEb/Yajg9d4Fld7WWPWOBZd+KiFtWpsreEBFPbTXwNp+F3a8Gfg34JvCGiBhbYm2bgFcDb0kpnTwL9Z3Ku4E1wK4KXluSJPUJG3uSJEnf67Ot5x/tnNlqBD0eOAE8bd6yhwMP79hWhacCVwDL3thLKR1OKV0PvBUI4AlL3MWLKJqD713u2rqRUpoGrgdeGRFRRQ2SJKn32diTJEnqkFL6LvAN5jX2gIspGkgfWGBZe9rG3sr7Uuv5B5a43QuBm1oNtqq8H/g+4CEjQCVJkrphY0+SJOmhPgs8KSLWdcx7GkUT6WPAj8y7LtvTgAT8PUBEfF9E/FFE3BMRxyKiGREf6Lz2XUQ8r3Va74/Nf/GI2NVa9viOeedFxLsiYiIiZiLiSxHxom7eTDfbdlzz7jER8e7WtesORsR1EbF+gX1eEhG7I2I6Ir7eqvnKiEjt/QFva63+jda+F7r+3+ZuXq/EYOv5B7vdICIeSTHC7+Z587s+Bh3rfn9E/EVrvcmIeFMUHh4RH46IByLi/oj4v+fXkVK6HdgP/JslvF9JkqQHra66AEmSpAx9FvhV4CnAp1rzngbc0noMU5yW+8WOZXenlJqt6R+mOA31fcA/A48AXgp8KiJ+MKV0FPgocBj4ReDT817/+cCXUkr/BBARDeAfKJqHVwOTwE8B74yITSmldyz2Rk5j2/dTjFh8LXAhxXXs9lJcj669zycBHwf2UJxquwp4Q2vfbX8FfD/wy8BvAfta8zvX6er1TuEPW89LGbH31NbzHYssX0pNNwJfAV4D/AzwOopm3S7gb1vbXAr8QUR8PqX0d/O2v4N5p3ZLkiR1y8aeJEnSQ3VeZ+9TEbGaosl3fUrp6xEx0Vr2xYjYCPwQ8K6O7T+aUvrLzh1GxEeAW4FfAP48pXSsNe95EfEbKaW51nrnAj8GXNmx+e9SNM9+qKN5+CcR8V7gyoi4JqV0bJH3stRtv5BSenFH3SPAi/neptZVwBzwtNapy0TE+ykaXACklL4YEXdQNPY+lFK6b5H6unm9BUXEv6do0u1laY29na3nbyxDTZ9LKe1qrfenwH0UzcbXppTe0pr/XuC7FNf1m9/Yu5eiiSxJkrRknoorSZL0UF8BmvzLtfP+FTBEMVqP1nN7lNXFFI2zB6+v19koi4iBVmPoa8ABihFgbTcCY8AlHfOeR/E72o2t7YOiGfiR1uS29gP4BMXowc59Pug0t/2TedOfAUZaNw8hIlYBz6Jo1n234z1/jeI05aUqfb3FRMQG4C2t13wPMBYRW7t8zRHgRErp8DLU9Gftf7Sas7sprsX4zo75B4B7gEctsP0UsG6Jpx9LkiQBNvYkSZIeIqWUKJp37WvpPQ3Y22pewfc29trPDzb2ImJdRLwxIr4NzFCchjpJcXfY4Y6X+jhwkOLU27bnA3emlP5Pa3q0td1/au2j83Fda52xRd7K6Wz7rXnTU63nLR3rr6NoVM630LxTOdXrLeZ3gG3AbwJfbs3r+jp7y1jT/HUPAtMppX0LzF9o+/YdcdOSKpQkScJTcSVJkhbzWeDnKE6zbV9fr+0W4G0RcR7FqL7vppTu7Vj+3yjuuvoOitNvD1I0bt5Hx/9YTSnNRMSHgOdGxH8GGq3X+p2OfbXX/wvg+kVq/eIi809n27lF1otF5p+pJb9eRDwaeCXwhymlr0ZEu2H2A3R3Z+ImsDoiNqaUDp1hTQutu5TttwBHS06lliRJWpSNPUmSpIV1XmfvaRRNurbbKUbiXUJx7b2/nrft8yiux/fgnVAjYpBi9Nx8NwIvAJ5J0ZiK1ry2SeAQsCqldPNDNy91JtsuZi8wDTxmgWXz552tUWhvp3hvv9uabl/br9sRe3e3nh/J4k3RlfJIOq5NKEmStBSeiitJkrSw3RQNrEuB8+gYsZdSmqG4m+nLKK69N3+U2BwPHZ31copr8c13M8VdVJ/fenwupfTgTR1a1237IPALEfH4+RtHxOhib+BMtj3FPm8GnhMRD+vY12Mo7rbb6UjreaGG5mmJiJ8Efh64PKV0pFXTIeDbdH8DjVtbz+PLVdcZuJDvHQ0qSZLUNUfsSZIkLSCldDwiPg88nWJ03u3zVrkFaI/Im9/Y+5/Ar0bEQYrrv11MccOJ5rz1SCnNRsRfAb9E0SS8fIFyXgM8A7gtIq5t7XMrRVPoWa1/L+ZMtl3MlcC/Bv4+Iv6YomH568A/AU/sWK99zH43It4HzAIfaTfklioiBihGTv7vlNKN8xZ/mS4beymleyPinyje/7tOtf7ZEhEXURz/D1dVgyRJ6m2O2JMkSVpcu2F3e2uUXqe/bz0fAu6at+w3Ke7Ueinwh8B2iibSYndhvRHY0Pr3++cvTClNAE+muOHFvwWubr3GVuDVZW/gTLYt2eftFKPzpoA3AS8G3gD8DcUox/Z6nwdeT3FX4XcD76W4ocfp+nWK031fvsCyLwEPb90ttxvvAn4uItadQT1n6t9R3HzjbyusQZIk9bAobvomSZIknZnWjUAel1J6bNW1nEpEDAP3Aq9KKb2zgtdfC9wH/H5K6f9d6deXJEn9wRF7kiRJWrL5I90i4rHATwOfqqSgJUopHQTeCvx2RFTxO/ELKU5N/pMKXluSJPUJR+xJkiRpySJiD8XptfcC3we8FFgLPCml9NUKS5MkSaoNb54hSZKk0/Fx4JeBcyluLnIr8Ds29SRJklaOI/YkSZIkSZKkHuQ19iRJkiRJkqQeZGNPkiRJkiRJ6kE29iRJkiRJkqQeZGNPkiRJkiRJ6kE29iRJkiRJkqQeZGNPkiRJkiRJ6kE29iRJkiRJkqQeZGNPkiRJkiRJ6kE29iRJkiRJkqQeZGNPkiRJkiRJ6kE29iRJkiRJkqQe9P8DnRBouPphOq8AAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Comparing the interpolated spectral distribution with the original one.\n",
"plot_multi_sds([sd, sd_copy], bounding_box=[730,780, 0.1, 0.5]);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Extrapolation although dangerous can be used to help aligning two spectral distributions together. *CIE 015:2004 Colorimetry, 3rd Edition* recommends that unmeasured values may be set equal to the nearest measured value of the appropriate quantity in truncation: [5] "
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.064999999999999947, 0.44800000000000018)"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Extrapolating the copied sample spectral distribution.\n",
"sd_copy.extrapolate(colour.SpectralShape(340, 830))\n",
"sd_copy[340], sd_copy[830]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The underlying interpolator can be swapped for any of the *Colour* interpolators."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['KernelInterpolator',\n",
" 'NearestNeighbourInterpolator',\n",
" 'LinearInterpolator',\n",
" 'SpragueInterpolator',\n",
" 'CubicSplineInterpolator',\n",
" 'PchipInterpolator',\n",
" 'NullInterpolator']\n"
]
}
],
"source": [
"pprint([\n",
" export for export in colour.algebra.interpolation.__all__\n",
" if 'Interpolator' in export\n",
"])"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"SpectralDistribution([[ 4.00000000e+02, 6.50000000e-02],\n",
" [ 4.10000000e+02, 6.80000000e-02],\n",
" [ 4.20000000e+02, 6.40000000e-02],\n",
" [ 4.30000000e+02, 5.90000000e-02],\n",
" [ 4.40000000e+02, 5.50000000e-02],\n",
" [ 4.50000000e+02, 5.30000000e-02],\n",
" [ 4.60000000e+02, 5.20000000e-02],\n",
" [ 4.70000000e+02, 5.20000000e-02],\n",
" [ 4.80000000e+02, 5.40000000e-02],\n",
" [ 4.90000000e+02, 5.70000000e-02],\n",
" [ 5.00000000e+02, 6.10000000e-02],\n",
" [ 5.10000000e+02, 6.50000000e-02],\n",
" [ 5.20000000e+02, 7.00000000e-02],\n",
" [ 5.30000000e+02, 7.40000000e-02],\n",
" [ 5.40000000e+02, 7.60000000e-02],\n",
" [ 5.50000000e+02, 7.90000000e-02],\n",
" [ 5.60000000e+02, 8.70000000e-02],\n",
" [ 5.70000000e+02, 1.00000000e-01],\n",
" [ 5.80000000e+02, 1.15000000e-01],\n",
" [ 5.90000000e+02, 1.29000000e-01],\n",
" [ 6.00000000e+02, 1.38000000e-01],\n",
" [ 6.10000000e+02, 1.46000000e-01],\n",
" [ 6.20000000e+02, 1.54000000e-01],\n",
" [ 6.30000000e+02, 1.63000000e-01],\n",
" [ 6.40000000e+02, 1.73000000e-01],\n",
" [ 6.50000000e+02, 1.88000000e-01],\n",
" [ 6.60000000e+02, 2.04000000e-01],\n",
" [ 6.70000000e+02, 2.22000000e-01],\n",
" [ 6.80000000e+02, 2.42000000e-01],\n",
" [ 6.90000000e+02, 2.61000000e-01],\n",
" [ 7.00000000e+02, 2.82000000e-01]],\n",
" interpolator=SpragueInterpolator,\n",
" interpolator_args={},\n",
" extrapolator=Extrapolator,\n",
" extrapolator_args={'method': 'Constant', 'left': None, 'right': None})"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Changing interpolator while trimming the copied spectral distribution.\n",
"sd_copy.interpolate(\n",
" colour.SpectralShape(400, 700, 10), interpolator=colour.LinearInterpolator)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The extrapolation behaviour can be changed for `Linear` method instead of the `Constant` default method or even use arbitrary constant `left` and `right` values:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.046999999999999341, 0.0)"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Extrapolating the copied sample spectral distribution with *Linear* method.\n",
"sd_copy.extrapolate(\n",
" colour.SpectralShape(340, 830),\n",
" extrapolator_args={'method': 'Linear',\n",
" 'right': 0})\n",
"sd_copy[340], sd_copy[830]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Aligning a spectral distribution is a convenient way to first interpolate the current data within its original bounds then if needed extrapolates any missing values to match the requested shape:"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.064999999999999974, 0.28199999999999986)"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Aligning the cloned sample spectral distribution.\n",
"# We first trim the spectral distribution as above.\n",
"sd_copy.interpolate(colour.SpectralShape(400, 700)) \n",
"sd_copy.align(colour.SpectralShape(340, 830, 5))\n",
"sd_copy[340], sd_copy[830]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `colour.SpectralDistribution` class also supports various arithmetic operations like *addition*, *subtraction*, *multiplication*, *division* or *exponentiation* with *numeric* and *array_like* variables or other `colour.SpectralDistribution` class instances:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 1.25 1.5 1.75 2. 1.75 1.5 1.25]\n",
"[ 0.5 1. 1.5 2. 1.5 1. 0.5]\n",
"[ 0.0875 0.775 0.5625 2.55 0.7125 0.325 0.0375]\n",
"[ 1.5 3. 4.5 6. 4.5 3. nan 1.5]\n"
]
}
],
"source": [
"sd = colour.SpectralDistribution({\n",
" 410: 0.25,\n",
" 420: 0.50,\n",
" 430: 0.75,\n",
" 440: 1.0,\n",
" 450: 0.75,\n",
" 460: 0.50,\n",
" 480: 0.25\n",
"})\n",
"\n",
"print((sd.copy() + 1).values)\n",
"print((sd.copy() * 2).values)\n",
"print((sd * [0.35, 1.55, 0.75, 2.55, 0.95, 0.65, 0.15]).values)\n",
"print((sd * colour.sd_constant(2, sd.shape) * colour.sd_constant(3, sd.shape)).values)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The spectral distribution can be normalised with an arbitrary factor:"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 0.25 0.5 0.75 1. 0.75 0.5 0.25]\n",
"[ 25. 50. 75. 100. 75. 50. 25.]\n"
]
}
],
"source": [
"print(sd.normalise().values)\n",
"print(sd.normalise(100).values)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Colour Matching Functions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the late 1920's, Wright (1928) and Guild (1931) independently conducted a series of colour matching experiments to quantify the colour ability of an average human observer which laid the foundation for the specification of the [CIE XYZ colourspace](http://en.wikipedia.org/wiki/CIE_color_space#Definition_of_the_CIE_XYZ_color_space). The results obtained were summarized by the *Wright & Guild 1931 2° RGB CMFs* $\\bar{r}(\\lambda)$,$\\bar{g}(\\lambda)$,$\\bar{b}(\\lambda)$ colour matching functions: they represent the amounts of three monochromatic primary colours $\\textbf{R}$,$\\textbf{G}$,$\\textbf{B}$ needed to match the test colour at a single wavelength of light.\n",
"\n",
"> See Also: The [Colour Matching Functions](cmfs.ipynb) notebook for in-depth information about the colour matching functions."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plotting *Wright & Guild 1931 2 Degree RGB CMFs* colour matching functions.\n",
"plot_single_cmfs('Wright & Guild 1931 2 Degree RGB CMFs');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With an RGB model of human vision based on *Wright & Guild 1931 2° RGB CMFs* $\\bar{r}(\\lambda)$,$\\bar{g}(\\lambda)$,$\\bar{b}(\\lambda)$ colour matching functions and for pragmatic reasons the *CIE* members developed a new colour space that would relate to the *CIE RGB* colourspace but for which all tristimulus values would be positive for real colours: *CIE XYZ* described with $\\bar{x}(\\lambda)$,$\\bar{y}(\\lambda)$,$\\bar{z}(\\lambda)$ colour matching functions."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plotting *CIE XYZ 1931 2 Degree Standard Observer* colour matching functions.\n",
"plot_single_cmfs('CIE 1931 2 Degree Standard Observer');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the 1960's it appeared that cones were present in a larger region of eye than the one initially covered by the experiments that lead to the *CIE 1931 2° Standard Observer* specification.\n",
"\n",
"As a result, colour computations done with the *CIE 1931 2° Standard Observer* do not always correlate to the visual observation.\n",
"\n",
"In 1964, the *CIE* defined an additional standard observer: the *CIE 1964 10° Standard Observer* derived from the work of Stiles and Burch (1959), and Speranskaya (1959). The *CIE 1964 10° Standard Observer* is believed to be a better representation of the human vision spectral response and recommended when dealing with a field of view of more than 4°.\n",
"\n",
"For example and as per *CIE* recommendation, the *CIE 1964 10° Standard Observer* is commonly used with spectrophotometers for colour measurements whereas colorimeters generally use the *CIE 1931 2° Standard Observer* for quality control and other colour evaluation applications."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## CIE XYZ Tristimulus Values"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The *CIE XYZ* tristimulus values specify a colour stimulus in terms of the visual system. Their values for colour of a surface with spectral reflectance $\\beta(\\lambda)$ under an illuminant of spectral $S(\\lambda)$ are calculated using the following equations: [6] \n",
"\n",
"$$\n",
"\\begin{equation}\n",
"X=k\\int_{\\lambda}\\beta(\\lambda)S(\\lambda)\\bar{x}(\\lambda)d\\lambda\\\\\n",
"Y=k\\int_{\\lambda}\\beta(\\lambda)S(\\lambda)\\bar{y}(\\lambda)d\\lambda\\\\\n",
"Z=k\\int_{\\lambda}\\beta(\\lambda)S(\\lambda)\\bar{z}(\\lambda)d\\lambda\n",
"\\end{equation}\n",
"$$\n",
"where\n",
"$$\n",
"\\begin{equation}\n",
"k=\\cfrac{100}{\\int_{\\lambda}S(\\lambda)\\bar{y}(\\lambda)d\\lambda}\n",
"\\end{equation}\n",
"$$\n",
"\n",
"However in virtually all practical computations of *CIE XYZ* tristimulus values, the integrals are replaced by summations:\n",
"\n",
"$$\n",
"\\begin{equation}\n",
"X=k\\sum\\limits_{\\lambda=\\lambda_a}^{\\lambda_b}\\beta(\\lambda)S(\\lambda)\\bar{x}(\\lambda)\\Delta\\lambda\\\\\n",
"Y=k\\sum\\limits_{\\lambda=\\lambda_a}^{\\lambda_b}\\beta(\\lambda)S(\\lambda)\\bar{y}(\\lambda)\\Delta\\lambda\\\\\n",
"Z=k\\sum\\limits_{\\lambda=\\lambda_a}^{\\lambda_b}\\beta(\\lambda)S(\\lambda)\\bar{z}(\\lambda)\\Delta\\lambda\\\\\n",
"\\end{equation}\n",
"$$\n",
"where\n",
"$$\n",
"\\begin{equation}\n",
"k=\\cfrac{100}{\\sum\\limits_{\\lambda=\\lambda_a}^{\\lambda_b}S(\\lambda)\\bar{y}(\\lambda)\\Delta\\lambda}\n",
"\\end{equation}\n",
"$$\n",
"\n",
"Calculating the *CIE XYZ* tristimulus values of a colour stimulus is done using the `colour.sd_to_XYZ` definition which follows *ASTM E2022–11* and *ASTM E308–15* practises computation method:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 14.78676625, 10.97815867, 1.99023459])"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sd = colour.SpectralDistribution(sample_sd_data, name='Sample')\n",
"cmfs = colour.STANDARD_OBSERVERS_CMFS['CIE 1931 2 Degree Standard Observer']\n",
"illuminant = colour.ILLUMINANTS_SDS['A']\n",
"\n",
"# Calculating the sample spectral distribution *CIE XYZ* tristimulus values.\n",
"colour.sd_to_XYZ(sd, cmfs, illuminant)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> Note: Output *CIE XYZ* colourspace matrix is in domain [0, 100].\n",
"\n",
"*CIE XYZ* tristimulus values can be plotted into the *CIE 1931 Chromaticity Diagram*:"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import pylab\n",
"\n",
"# Plotting the *CIE 1931 Chromaticity Diagram*.\n",
"# The argument *standalone=False* is passed so that the plot doesn't get displayed\n",
"# and can be used as a basis for other plots.\n",
"plot_chromaticity_diagram_CIE1931(standalone=False)\n",
"\n",
"# Calculating the *xy* chromaticity coordinates.\n",
"# The output domain of *colour.spectral_to_XYZ* is [0, 100] and \n",
"# the input domain of *colour.XYZ_to_sRGB* is [0, 1].\n",
"# We need to take it in account and rescale the input *CIE XYZ* colourspace matrix.\n",
"x, y = colour.XYZ_to_xy(colour.sd_to_XYZ(sd, cmfs, illuminant) / 100)\n",
"\n",
"# Plotting the *xy* chromaticity coordinates.\n",
"pylab.plot(x, y, 'o-', color='white')\n",
"\n",
"# Annotating the plot.\n",
"pylab.annotate(sd.name,\n",
" xy=(x, y),\n",
" xytext=(-50, 30),\n",
" textcoords='offset points',\n",
" arrowprops=dict(arrowstyle='->', connectionstyle='arc3, rad=-0.2'))\n",
"\n",
"# Displaying the plot.\n",
"render(standalone=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Retrieving the *CIE XYZ* tristimulus values of any wavelength from colour matching functions is done using the `colour.wavelength_to_XYZ` definition, if the value requested is not available, the colour matching functions will be interpolated following *CIE 167:2005* recommendation:"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 0.3755316 , 0.98444552, 0.01220285])"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"colour.wavelength_to_XYZ(546.1, colour.STANDARD_OBSERVERS_CMFS['CIE 1931 2 Degree Standard Observer'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Bibliography"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1. ^ CIE. (n.d.). 17-198 colour (perceived). Retrieved June 26, 2014, from http://eilv.cie.co.at/term/198\n",
"2. ^ CIE. (n.d.). 17-659 light. Retrieved June 26, 2014, from http://eilv.cie.co.at/term/659\n",
"3. ^ CIE. (n.d.). 17-1238 spectrum. Retrieved June 27, 2014, from http://eilv.cie.co.at/term/1238\n",
"4. ^ CIE TC 1-38. (2005). 9. INTERPOLATION. In CIE 167:2005 Recommended Practice for Tabulating Spectral Data for Use in Colour Computations (pp. 14–19). ISBN:978-3-901-90641-1\n",
"5. ^ CIE TC 1-48. (2004). CIE 015:2004 Colorimetry, 3rd Edition. CIE 015:2004 Colorimetry, 3rd Edition (pp. 1–82). ISBN:978-3-901-90633-6\n",
"6. ^ Wyszecki, G., & Stiles, W. S. (2000). Integration Replace by Summation. In *Color Science: Concepts and Methods, Quantitative Data and Formulae* (pp. 158–163). Wiley. ISBN:978-0471399186"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}