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"# Geophysical Field Survey\n",
"\n",
"IN THE SPACE BELOW, WRITE OUT IN FULL AND THEN SIGN THE HONOR PLEDGE:\n",
"\n",
"“I pledge my honor that I have not violated the honor code during this examination.”\n",
"\n",
"**PRINT NAME**: \n",
"\n",
"If a fellow student has contributed significantly to this work, please acknowledge them here:\n",
"\n",
"**Peer(s)**: \n",
"\n",
"*Contribution:*\n",
"\n",
"\n",
"By uploading this assignment through Canvas, I sign off on the document below electronically.\n",
"\n",
"----"
]
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"Modern Geoscience uses a multitude of observations to make inferences about the Earth's past, present and future. Historically, observations in Geology were limited to surface observations such as fossil assemblages and rock formations. Students of geology develop skills to visualize the process within the Earth from the obervations. Modern Physics is a branch of study focused on describing various phenomena by formulation of mathematical expressions, often translated to computer code (such as the ones in this course!) for efficient calculations. Applying both visualization and mathematical formulation to study the Earth gives rise to geophysics. Geophysics is the application of the methods of physics to the study of the Earth. Geophysics 'sees' the Earth in terms of its physical properties such as density, which complement and often validate the usual types of geological information. "
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" \n",
"\n",
"*Figure: (a) A cross-section illustrating surface geology with no subsurface information. (b) Model of physical parameter. The presence of a burial magnetic dipole cause the magnetic field anomaly observed on the surface. (c) Observed the magnetic anomaly along with a model of subsurface magnetic susceptibility that might cause such a change. The model agrees with the observed surface geology.*"
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"Borehole drilling is the only way to directly measure the physical properties of rocks. However such artifical, invasive procesures are expensive and damage the environment. Nevertheless, they are sometimes done to a depth of few hundred feet before construction of major projects (e.g. geothermal plant at Princeton) or for understanding regional stratigraphy. These barely scratch the skin of the Earth, which has an average radius of 6371 km. Kola Superdeep Borehole SG-3 retains the world record at 12.262 km (40,230 ft) reached in 1989 and is still the deepest artificial point on Earth. Borehole drilling has only been done at a few locations. Therefore, our vast understanding of the Earth's inner workings comes from geophysical measurements made from the Earth's surface or through remote sensing from orbiting satellites. We will focus on the geophysical measurements that can be made by human beings on land using different kinds of instruments (Table 1). A field survey is the method of collecting data for making inferences about the physical properties of the Earth's interior. "
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"|Instrument| LaCoste and Romberg Gravimeter | Superconducting Gravimeter | Accelerometer | Broadband Seismometer | Magnetometer | GPS | Radar |\n",
"|----------|--------------|---------------|-------------|--------------|-----|-------|---|\n",
"| Property Measured at the Earth's Surface | gravitational acceleration | gravitational acceleration | acceleration | ground motion | magnetic field intensity | position | electro-magnetic field |\n",
"| Property Investigated within Earth | density | density | seismic velocity, density, and attenuation | seismic velocity, density, and attenuation | magnetic susceptibility and remanent magnetization | density, viscosity | electrical conductivity | \n",
"| Governing Equation | Newton law of gravity | Newton law of gravity | Wave equation | Wave equation | Maxwell's Equations | General Relativity | Maxwell's Equations |\n",
"| Frequency Range | 0-1 Hz | 0-1 Hz | 0-100 Hz | 0.001-100 Hz | < 100 Hz | < 1 Hz | 25-1000 MHz |\n",
"\n",
"*Table 1: comparison of geophysical instruments on measured quantities, governing equation, and working frequency ranges. A frequency of 0 Hz means the instrument can measure a value at the steady-state.*"
]
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"Geophysical *signals* exist in a variety of forms, ranging from natural sources (e.g. mineral deposits) to anthropogenic noise (e.g. cars on a road), and manifest themselves as changes in various properties. These *signals* can vary either in their pattern or strength/amplitude depending on the time and location of measurement. For instance, the magnetic field at any location on Earth changes with time and we may want to record this temporal variation to understand the geodynamo in the core that creates this field. Alternatively, a buried drum or pipe may have a magnetic field that varies with location, which would be of interest to a civil and environmental engineer. Several categories of geophysical signals can indeed vary *both with time and location*. Seismic and ground penetrating radar signals fall into this category; these signals inform our understanding of both the current state and evolution of physical properties in the subsurface.\n",
"\n",
"An important aspect of the variation in geophysical *signals* pertains to its wavelength in time or space ($T$), and its inverse, frequency ($f$ = 1/$T$). As we shall see, various sources of signals manifest at different frequencies. For example, a shallow and small metallic object buried a few meters deep might give rise to high-frequency signals localized in space. On the other hand, a subducting slab that is a few hundreds of meters wide will give rise to signals that are longer in spatial wavelength (or lower in spatial frequency). One can also think of frequency range of geophysical *signals*; a transient vibration from a local earthquake will be high in its temporal frequency but deformation in the solid Earth due to tides will operate at lower frequencies. Depending on what the signal of interest, a decision about the primary geophysical instrument is made by the practitioner (Table 1). "
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"source": [
"## Part I: Geophysical Instruments"
]
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"Here is a summary of various intruments that are widely used in a geophysical survey. Gravimeters probe the gravity field, seismometers probe the ground movement, magnetometer probe the magnetic field, and ground penetrating radar can infer the burried structure.\n",
"\n",
"### Gravimeter\n",
"\n",
"A gravimeter is a sensitive instrument that can measure differences much less than a millionth of the surface gravity, $g$. This measurement can be done in three major ways. One way is to time the fall of an object, though this can be done very accurately in the laboratory but is rather inconvenient for measurements in the field. A second way is to use a pendulum, since its period depends upon the value of $g$ as well as its dimensions. This has been used widely in the past, but requires a bulky apparatus and takes considerable time. It has been largely superseded by the third way, which uses a spring balance, shown schematically in Figure 2. The pull of gravity on the mass, $m$, extends the spring, so that the spring has a slightly greater extension at places where $g$ is larger. A spring balance measures the *weight* of a body, the pull of gravity upon its mass, $m$, equal to $mg$. In contrast, a pair of scales compares *masses*, and if two masses are equal they will balance everywhere. Thus the mass of $m$ is constant but its weight varies from place to place, as we know from the near-weightlessness of objects in space.\n",
"\n",
"Modern gravity meters or **gravimeters** can detect changes in $g$ as small as a hundredth of a mGal or about 10$^{\\text{–8}} g$, and some extra-sensitive instruments can do considerably better. Such differences are much smaller than those measured in other branches of geophysics, so a gravimeter is an instrument of choice for many applications. To take a reading, the instrument is accurately levelled on a firm surface, and if it has a thermostat (to prevent the length of the spring varying due to internal temperature changes), the temperature is checked. Next, the mass is restored to a standard position by means of a screw and the number of turns of the screw is the reading. A practised operator can carry out the whole operation in a few minutes. Some instruments are fitted with electronic readouts that provide a number that can be fed into a computer, ready for data processing.\n",
"\n",
" \n",
"\n",
"*Figure: Gravimeters need careful handling and are usually transported inside a protective box. Source: Looking Into the Earth: An Introduction to Geological Geophysics*"
]
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"#### LaCoste and Romberg Gravimeter\n",
"\n",
"LaCoste and Romberg gravimeters rely on a mass, supported by some kind of spring, responding to the pull of the Earth’s gravity. Because the changes to be measured are so small, the spring is arranged to amplify the effect (Figure below). Initially, the beam is at rest in position (i), with the pull of the spring balancing the pull of gravity on the mass. When the gravimeter is moved to where g is larger, the beam rotates to a new balance (ii), where the extra pull of the extended spring balances the extra pull of gravity.\n",
"\n",
"\n",
" \n",
"\n",
"*Figure: LaCoste and Romberg Gravimeter. Source: Looking Into the Earth: An Introduction to Geological Geophysics*"
]
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"#### Superconducting Gravimeter\n",
"\n",
"Other relative gravimeters and seismometers are based on a test mass that is suspended by a spring attached to the instrument support. A change in gravity or motion of the ground moves the test mass and this motion generates a voltage that becomes the output signal (velocity or acceleration). Even in a thermally well-regulated environment the mechanical aspects of a spring suspension causes erratic drift that is difficult to remove by post processing. The superconducting gravimeter solves the drift problem by replacing the mechanical spring with the levitation of a test mass using a magnetic suspension.\n",
"\n",
"The levitation force is produced by the interaction between the magnetic field from the coils and the currents induced on the surface of the superconducting sphere. The current in the coils can be precisely adjusted to balance the force of gravity on the sphere at the center of the displacement transducer. As a result, a very small change in gravity (acceleration) gives a large displacement of the test mass. This allows for the instrument to achieve very high sensitivity. Because the levitation is magnetic, changes in the Earth’s magnetic field would seriously degrade its stability. A superconducting shield is used to exclude the earth’s magnetic field from entering the space where the sensor is housed.\n",
"\n",
" \n",
"\n",
"*Figure: The inner workings of a superconducting gravimeter. Source: [Operating Principles of the Superconducting Gravity Meter](https://www.gwrinstruments.com/pdf/principles-of-operation.pdf)*"
]
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"### Seismometer\n",
"\n",
"Seismometers record ground motions ranging from large high-frequency accelerations near an earthquake to small ultra-long-period normal mode signals. Because no single seismograph can do this, different instruments have evolved to handle different *dynamic ranges* (amplitude) and *frequency ranges* of seismic waves."
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"#### Accelerometer\n",
"\n",
"An accelerometer is a type of inertial sensor which is configured to detect accelerations down to zero frequency. Unlike a gravimeter, they are typically configured to read peak accelerations on the order of 1 $g$ or larger without clipping and thus must have relatively low sensitivities. They can be used to detect static accelerations, for the purpose of integrating them to obtain position as in an inertial guidance system, or they can be used to detect strong seismic motions. Like a gravimeter they have a flat response to acceleration down to zero frequency, but the upper corner of their low-pass response will be at a much higher frequency.\n",
"\n",
" \n",
"\n",
"*Figure: (left) Accelerometer chip (right) An example of accelerometer application. Source: [Adafruit](https://www.adafruit.com/product/163) and Apple App Store.*"
]
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"#### Broadband seismometer\n",
"\n",
"A broadband seismometer can record a very broad frequency range (0.001-100 Hz) but not down to zero frequency of ground motion: displacement, velocity, or acceleration. It has a higher sensitivity and therefore measures much smaller motions than an accelerometer.\n",
"\n",
" \n",
"\n",
"*Figure: a broadband seismometer. Source: [essearth.com](https://www.essearth.com/product/broadband-seismometer/)*"
]
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"### GPS\n",
"\n",
"GPS is fully operational and meets the criteria established in the 1960s for an optimum positioning system. The system provides accurate, continuous, world-wide, three-dimensional position and velocity information to users with the appropriate receiving equipment. GPS also disseminates a form of Coordinated Universal Time (UTC). The satellite constellation nominally consists of 24 satellites arranged in 6 orbital planes with 4 satellites per plane. The system utilizes the concept of one-way time of arrival (TOA) ranging. Satellite transmissions are referenced to highly accurate atomic frequency standards onboard the satellites, which are in synchronism with a GPS time base. This technique requires that the user receiver also contain a clock. Utilizing this technique to measure the receiver’s three-dimensional location requires that TOA ranging measurements be made to four satellites. If the receiver clock were synchronized with the satellite clocks, only three range measurements would be required. However, a crystal clock is usually employed in navigation receivers to minimize the cost, complexity, and size of the receiver. Thus, four measurements are required to determine user latitude, longitude, height, and receiver clock offset from internal system time. If either system time or height is accurately known, less than four satellites are required."
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"### Ground Penetrating Radar (GPR)\n",
"\n",
"Ground-penetrating radar, GPR, has by far the highest frequency of any electro-magnetic method and displays the wave aspect most clearly. It depends on reflection of pulses of waves, and so resembles seismic reflection. A pulse of electro-magnetic waves is transmitted downwards, reflects off interfaces, and is received back at the surface and the reflection time (two-way time, TWT) is used as a measure of the distance to the target. The transmitter has an antenna (or aerial), producing an extremely short pulse of waves, lasting only a few nanoseconds (a nanosecond, ns, is a thousandth of a millionth, or 10$^{–9}$, seconds). These pulses contain frequencies in the range 25 to 1000 MHz, and the shorter the pulse the higher its frequency. Such short pulses are needed because electro-magnetic waves travel so fast that the TWTs, for interfaces that may be less than a meter deep, are extremely small.\n",
"\n",
"GPR is increasingly used in situations where its high resolution is a great advantage, and its limited penetration is sufficient. Uses include hydrogeology (particularly for finding the position of the water table), environmental geophysical surveying (polluted ground), site engineering (faulting, fractures, cavities, and buried metal structures), mineral exploration, and archaeology. It can also be used for mapping Quaternary soils, such as showing the structure of fluvial sediments, or to investigate the detailed structures of oil reservoir rocks, including its use in boreholes."
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"### Magnetometer\n",
"\n",
"Magnetometers used for magnetic surveying differ from the types used to measure the magnetisation of rock samples in the laboratory because they need to measure the strength of the field rather than the strength of magnetisation of a sample, and they have to be portable. There are two main types. The proton precession magnetometer, usually abbreviated to **proton magnetometer** measures the total strength of the magnetic field but not its direction and so shows a total field anomaly (also called a total intensity anomaly), while the **fluxgate magnetometer** measures the component of the field along the axis of the sensor; for land surveying the sensor is usually aligned vertically for this is easy to do, giving a vertical component anomaly, but in aircraft, ships, and satellites it is kept aligned along the field and so measures the total field and also gives its direction. The sensor of a proton precession magnetometer need not be oriented (except roughly), and its readings do not ‘drift’ with time, in contrast to that of a fluxgate magnetometer, which has to be kept aligned and does drift. However, proton precession magnetometers take a few seconds to make a reading and are best kept stationary while this is being done, whereas fluxgates give a continuous reading, which can result in quicker surveying when readings are taken at short intervals. Both types can measure the field to 1 nT or less, which is more than sufficient for most anomalies. In practice, proton magnetometers are used for most ground surveys, except that fluxgates are usually chosen for detailed gradiometer surveys and in boreholes, for a variety of reasons. Both types are used in aerial surveys. A third type, the **caesium vapor magnetometer**, is more expensive but is sometimes used when higher sensitivity is needed. Caesium vapor oscillates continuously in the presence of the ambient magnetic field. The frequency of oscillation is proportional to the ambient magnetic field. Modern magnetic processors have a resolution of 0.001 nT and read 10 times each second or faster.\n",
"\n",
"Magnetic surveying can be carried out on the ground, from aircraft, and from ships. Commonly used instruments are the proton (precession) magnetometer, which measures the total field, and the fluxgate magnetometer, which measures a component of the field; for ground surveys this component is usually the vertical one, but in ships and aircraft it is along the field and so effectively measures the total field and its direction. Gradiometers use a pair of sensors, usually fluxgates.\n",
"\n",
" \n",
"\n",
"*Figure: A caesium vapor magnetometer. Source: [Geometrics](https://www.geometrics.com/wp-content/uploads/2018/10/858Manual_D2.pdf)*"
]
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" \n",
" \n",
"\n",
"*Figure: The frequency ranges depends on the sensitivity of the instruments at any given frequency. Source: [Principles of Broadband Seismometry, Encyclopedia of Earthquake Engineering](https://www.researchgate.net/profile/Nick_Ackerley/publication/273343086_Principles_of_Broadband_Seismometry/links/54fef5cf0cf2eaf210b4724c.pdf)*"
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"**Question 1** Comment on which instrument(s) would be appropriate for each of these applications. Assume that there is no budgetary limitation.\n",
"\n",
"- Prospecting for gold\n",
"- Finding a skeleton\n",
"- Exploration of oil and gas\n",
"- Thickness of a glacier\n",
"- Monitor volcanic activity"
]
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"source": [
"**Answer**"
]
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"source": [
" \n",
" "
]
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"source": [
"----\n",
"## Part II: Designing a Field Survey"
]
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"### Data acquisition\n",
"\n",
"Most geophysical measurements are made at the Earth’s surface, either to save the expense and time of drilling, or because it is not feasible to go deep enough. Therefore the first actual step, after planning, to carry out a geophysical survey, is data acquisition, a set of measurements made with a geophysical instrument. Often the instrumental readings are taken along a line or traverse. Usually, readings are not taken continuously along the traverse but are taken at intervals, usually regular, and each place where a reading is taken is called a station. When the readings are plotted – often after calculations – they form a profile.\n",
"\n",
"The presence of a target is often revealed by an anomaly. In everyday language an 'anomaly' is something out of the ordinary, but in geophysics it is very common, for an anomaly is simply that part of a profile, or contour map, that is above or below the surrounding average.\n",
"\n",
"\n",
"#### Signal and Noise\n",
"\n",
"The profile may not reveal the presence of the target as clearly as one would like, because of noise, the unwanted variations or fluctuations in the quantities being measured. What is noise and signal may depend on the purpose of the survey; when searching for a weak magnetic anomaly of a granite intrusion the strong anomalies of basaltic dykes would be noise, whereas to a person looking for dykes they are the signal."
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"The noise level is charcterized by the power. The power of the noise is the variance of the noise:\n",
"$$ P_{\\text{noise}} = \\frac{\\sum_{i=1}^N (x_i - \\bar{x})^2}{N - 1} $$\n",
"The noise power can be represented in the logarithmic decibel (dB):\n",
"$$ P_{\\text{noise, dB}} = 10 \\log_{10} (P_{\\text{noise}}) $$"
]
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"The figure shows an example of random noise. Each sample is drawn from a normal distribution with a population mean of 0 and a population variance of 100. You can see that the actual noise power is different from the variance of the distribution by a bit due to the nature of randomness."
]
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"execution_count": 1,
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"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
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"cell_type": "code",
"execution_count": 2,
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"source": [
"# creating random noise: normal distribution, mean = 2, std = 1\n",
"t = np.linspace(0,10,201)\n",
"x_noise = 10 * np.random.normal(0,1,size=np.shape(t))\n",
"\n",
"# noise level\n",
"P_noise = np.var(x_noise)\n",
"P_noise_dB = 10 * np.log10(P_noise)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "0d67b350-f9a0-4889-a55e-93eb91c582fc",
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{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=[6,3], dpi=120)\n",
"plt.plot(t,x_noise)\n",
"plt.grid()\n",
"plt.xlabel('t')\n",
"plt.ylabel('x(t)')\n",
"plt.title('Noise: P = %.2f (%.2f dB)' % (P_noise, P_noise_dB))\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "01bdf1c0-df80-49f9-95f7-b6e6f11ee426",
"metadata": {},
"source": [
"The noise level on its own may not indicate whether it is \"loud\" or not unless we have something to compare. The common way is to compare with the level of the signal. Such quantity is called the *signal-to-noise ratio* (SNR):\n",
"$$ \\text{SNR} = \\frac{P_{\\text{signal}}}{P_{\\text{noise}}} = \\frac{\\text{Var} (x_{\\text{signal}})}{\\text{Var} (x_{\\text{noise}})} $$\n",
"and in decibel,\n",
"$$ \\text{SNR}_{\\text{dB}} = 10 \\log_{10} (\\text{SNR}) = P_{\\text{signal, dB}} - P_{\\text{noise, dB}} $$\n",
"\n",
"Here is an example of a sinusoidal signal with an amplitude of 50 with a random noise with a variance of 100."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "716f2b13-e62f-4fd6-810e-11511de6ab60",
"metadata": {},
"outputs": [],
"source": [
"t = np.linspace(0,10,201)\n",
"x_noise = 10 * np.random.normal(0,1,size=np.shape(t))\n",
"\n",
"# noise level\n",
"P_noise = np.var(x_noise)\n",
"P_noise_dB = 10 * np.log10(P_noise)\n",
"\n",
"# now add a sinusoidal wave with an amplitude of 5 (smaller than the noise)\n",
"x_signal = 50 * np.sin(2*np.pi/2*t)\n",
"\n",
"# signal level\n",
"P_signal = np.var(x_signal)\n",
"P_signal_dB = 10 * np.log10(P_signal)\n",
"\n",
"# SNR\n",
"snr = P_signal / P_noise\n",
"snr_dB = P_signal_dB - P_noise_dB\n",
"\n",
"# the sum of signal and noise\n",
"x_all = x_signal + x_noise"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "98c44d6d-2bac-4f84-bcf7-4485eddbfbed",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Signal : P = 1243.78 (30.95 dB)\n",
"Noise : P = 102.64 (20.11 dB)\n",
"SNR : 12.12 (10.83 dB)\n"
]
}
],
"source": [
"plt.figure(figsize=[6,3], dpi=120)\n",
"plt.plot(t,x_all)\n",
"plt.grid()\n",
"plt.xlabel('t')\n",
"plt.ylabel('x(t)')\n",
"plt.title('SNR = %.2f (%.2f dB)' % (snr, snr_dB))\n",
"plt.show()\n",
"\n",
"print('Signal : P = %.2f (%.2f dB)' % (P_signal, P_signal_dB))\n",
"print('Noise : P = %.2f (%.2f dB)' % (P_noise, P_noise_dB))\n",
"print('SNR : %.2f (%.2f dB)' % (snr, snr_dB))"
]
},
{
"cell_type": "markdown",
"id": "354de82f-96a7-4f08-a8dd-23f2add401d7",
"metadata": {},
"source": [
"Let's look at an example of a sinusoidal signal with an amplitude of 5 embeded in a random noise with a variance of 100."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "3101748a-a56c-44aa-9314-6f3ad0f3b28b",
"metadata": {},
"outputs": [],
"source": [
"t = np.linspace(0,10,201)\n",
"x_noise = 10 * np.random.normal(0,1,size=np.shape(t))\n",
"\n",
"# noise level\n",
"P_noise = np.var(x_noise)\n",
"P_noise_dB = 10 * np.log10(P_noise)\n",
"\n",
"# now add a sinusoidal wave with an amplitude of 5 (smaller than the noise)\n",
"x_signal = 5 * np.sin(2*np.pi/2*t)\n",
"\n",
"# signal level\n",
"P_signal = np.var(x_signal)\n",
"P_signal_dB = 10 * np.log10(P_signal)\n",
"\n",
"# SNR\n",
"snr = P_signal / P_noise\n",
"snr_dB = P_signal_dB - P_noise_dB\n",
"\n",
"# the sum of signal and noise\n",
"x_all = x_signal + x_noise"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "e9b5b82e-49a8-4951-b5b6-6bdf4cb300bc",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Signal : P = 12.44 (10.95 dB)\n",
"Noise : P = 98.82 (19.95 dB)\n",
"SNR : 0.13 (-9.00 dB)\n"
]
}
],
"source": [
"plt.figure(figsize=[6,3], dpi=120)\n",
"plt.plot(t,x_all)\n",
"plt.grid()\n",
"plt.xlabel('t')\n",
"plt.ylabel('x(t)')\n",
"plt.title('SNR = %.2f (%.2f dB)' % (snr, snr_dB))\n",
"plt.show()\n",
"\n",
"print('Signal : P = %.2f (%.2f dB)' % (P_signal, P_signal_dB))\n",
"print('Noise : P = %.2f (%.2f dB)' % (P_noise, P_noise_dB))\n",
"print('SNR : %.2f (%.2f dB)' % (snr, snr_dB))"
]
},
{
"cell_type": "markdown",
"id": "0f0bf5cf-f459-4311-aa95-438f11d4b19a",
"metadata": {},
"source": [
"Notice that the signal is not clear in this time-series data. As you can see, the signal-to-noise ratio is below 1. The general way to make the signal clearer is to use *signal processing* which will be discussed later on."
]
},
{
"cell_type": "markdown",
"id": "c912ea57-69b8-4e43-b211-a6dea1d03e04",
"metadata": {},
"source": [
"#### Modeling\n",
"\n",
"A model in geophysical usage is a body or structure described by physical properties such as depth, size, density etc. that could account for the data measured. The model is almost always simpler than the actual Earth by several reasons. First, the observation is often blurred compared to the causative body. For example, the profile has extended tails to both sides while the target body has sharp edges. Second, the observations are taken at intervals not continuously. We can do our best by improving the resolution when it is possible. Third, the noise and the measurement errors make it difficult to determine the shape and size of anomaly. There are two main ways to determine the model from the observations. One way is deducing the model directly from the observations. This is called **inverse modeling**. On the other hand, we may need to guess the model and compare the predictions from the model with the observations, and then modify the model until the prictions match the observations. This process is called **forward modeling**. \n",
"\n",
"#### Geological interpretation\n",
"\n",
"Finally, the physical model has to be translated into geological terms; a large, roughly cylindrical mass with density less than its surroundings may be interpreted as a granite pluton; an elongated anomaly of low electrical resistance as a galena vein, and so on. This stage in the interpretation needs to take account of all available information, from the general geological context within which the survey was carried out, to information from outcrops, boreholes, and any other geophysical surveys. To neglect the other available information, either geophysical or geological, is like relying only on your hearing when you can see as well. Such information may allow you to choose between different physical models that match the geophysical observations."
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"### Data processing\n",
"\n",
"Even after the results of a survey have been acquired and displayed, the targets of interest may not be obvious. There may be a need for further stages of processing that will enhance the features. Signals in time or space are continuous. Consider the magnetic field, barometric pressure, ground motion, or wind speed at any location. Each of these quantities varies continually with time. Most instruments are electromechanical devices that produce a continuous waveform as a function of time. If this waveform were recorded directly then we would have an analogue signal. (e.g. a barometric pressure chart, ground motion measured with a pen on a rotating drum). Prior to the age of digital recorders analogue records were the only form of data collection. Today most signals are digitally sampled so they can be stored on computers, processed and plotted. Before looking at sampling we consider the simplest and most fundamental of all signals, sinusoids.\n",
"\n",
"#### Harmonic analysis\n",
"\n",
"\n",
"\n",
"Sinusoids can be written as:\n",
"\n",
"$$ \\sin \\omega t, \\cos \\omega t, \\sin (\\omega t + \\phi), \\cos (\\omega t + \\phi) $$\n",
"\n",
"These are the harmonic continous waveforms. (Note the symbols assume you have a \"symbols\" font on your computer - likely for Windows machines, unlikely for Unix machines).\n",
"\n",
"$\\omega$ is the angular frequency expressed in radians/sec.\n",
"$\\phi$ is the phase (in radians),\n",
"$\\omega = 2\\pi f$ where $f$ is the linear frequency measured in Hz (hertz) or cycles per second. So we could write each of the above sinusoids like $\\sin(2\\pi f t)$.\n",
"Any signal can be constructed as a linear combination of sinusoids with each sinusoid having its own frequency, amplitude and phase. The mathematics related to this is \"Fourier analysis\". We will refer to the results but we will not consider the details.\n",
"\n",
"Sinusoids are widely used in data processing for two major reasons. First, many natural signals are made up of such a series. For instance, oscillations of musical instruments, such as a vibrating string of a guitar, can be analysed into harmonics that correspond to an exact number of half-wavelengths fitting into the length of the string. It is the different proportions of the harmonics that make a guitar sound different from another type of instrument playing the same note, and a trained musician can hear the individual harmonics. Second, the amount of each harmonic can be calculated independently due to the property called *orthogonality*. For example, to calculate the amount of the third harmonic, it is not necessary to know the amounts of the first, second, and fourth harmonics, and so on. So it is necessary only to calculate the amplitudes of relevant harmonics and not every one down to the extremely short wavelengths that may be present.\n",
"\n",
"#### Digital data, Sampling Interval, Nyquist Frequency, Aliasing\n",
"\n",
"Analogue data are difficult to work with. Much greater flexibility in processing data is obtained by working with digital data. Effectively, a signal is \"sampled\" at uniform intervals ($\\Delta t$ for a time domain signal, $\\Delta x$ for a spatial signal). Consider the example below. The continuous sinusoid at the top is sampled at 12 equispaced intervals. These samples are the only knowledge that we have of the signal. If we plotted out the points and connected them, we would obtain a reasonable picture of the initial signal. However, as you sample this signal with fewer and fewer points, your ability to recover the information in the original signal will progressively deteriorate. Imagine trying to represent this waveform with a single sample value!"
]
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"t = np.linspace(0,1,121)\n",
"x = np.sin(2*np.pi*t)\n",
"\n",
"fig = plt.figure(figsize=[5,5], dpi=100)\n",
"gs = fig.add_gridspec(7, 1)\n",
"plt.subplot(gs[0:3, :])\n",
"plt.plot(t,x)\n",
"plt.xlabel('t')\n",
"plt.ylabel('f(t)')\n",
"plt.title('signal')\n",
"\n",
"plt.subplot(gs[4:, :])\n",
"plt.stem(t[np.arange(0,121,10)],x[np.arange(0,121,10)])\n",
"plt.xlabel('t')\n",
"plt.ylabel('f(t)')\n",
"plt.title('sampled version')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "4b45b38a-e13c-4c9a-b162-980256aa9964",
"metadata": {
"tags": []
},
"source": [
"This is effectively illustrated in a second example below. The top curve is an analogue signal and the dots represent the sampling points. The sampled time series is shown in the middle, and the reconstructed signal, obtained by joining the dots in (b) is given at the bottom. Notice how much information is lost."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "7160ac76-a054-457c-9e3e-a92a2360b537",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from scipy.interpolate import pchip_interpolate\n",
"\n",
"t = np.linspace(0,10,1261)\n",
"F = np.sqrt(np.linspace(0.04,5,10))\n",
"A = np.array([0.5, 0.64, -0.95, -0.34, 0.2, 0.15, 0.1, 0.28, -0.31, 0.18])\n",
"w = A * np.arange(1,11) * 19.12\n",
"\n",
"# construct original signal\n",
"x = t * 0\n",
"for ii in range(len(F)):\n",
" x = x + A[ii] * np.sin(2*np.pi*F[ii]*t + w[ii])\n",
" \n",
"# sample\n",
"t_sample = t[np.arange(0, 1261, 63)]\n",
"x_sample = x[np.arange(0, 1261, 63)]\n",
"\n",
"# reconstructed signal\n",
"x_reconstruct = pchip_interpolate(t_sample, x_sample, t)\n",
"\n",
"fig = plt.figure(figsize=[7,6], dpi=100)\n",
"gs = fig.add_gridspec(8, 1)\n",
"plt.subplot(gs[0:2, :])\n",
"plt.scatter(t_sample, x_sample)\n",
"plt.plot(t, x)\n",
"plt.grid()\n",
"plt.ylim(-3,3)\n",
"plt.title('(a) original signal')\n",
"\n",
"plt.subplot(gs[3:5, :])\n",
"plt.scatter(t_sample, x_sample)\n",
"plt.grid()\n",
"plt.ylim(-3,3)\n",
"plt.title('(b) samples')\n",
"\n",
"plt.subplot(gs[6:, :])\n",
"plt.plot(t, x, color=\"navajowhite\", label='original')\n",
"plt.plot(t, x_reconstruct, label='reconstructed')\n",
"plt.scatter(t_sample, x_sample)\n",
"plt.grid()\n",
"plt.ylim(-3,3)\n",
"#plt.legend(loc='upper left')\n",
"plt.title('(c) reconstructed signal via cubic interpolation')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "7a0eaf60-1206-4c9f-909a-0a5001e8e2f2",
"metadata": {
"tags": []
},
"source": [
"In order to retain all of the information that is in the initial signal, it is necessary to sample so that you have at least two samples per cycle for the highest frequency that is present in your data. If you sample a sinusoid with frequency of 50 Hz then your sampling interval must be less than or equal to 0.01 seconds - in other words, a 50 Hz sinusoid must be sampled at least 100 times per second. If you sample a complicated signal made up of many frequencies, say from 50 hz out to 300 hz (like a typical seismic signal), you must sample this signal with at least 600 samples per second in order to recover the signal accurately.\n",
"\n",
"If you have a fixed sampling interval (for example, you only took measurements every 5 meters along a line), what is the highest signal frequency you could recover from the data? The question is so important that there is a name for the highest frequency sinusoid that can be recovered: it is called the Nyquist frequency and its formula is\n",
"\n",
"$$ f_N = \\frac{1}{2\\Delta t} $$\n",
"\n",
"where $\\Delta t$ is the sampling interval. If the frequency of a signal in your data exceeds the Nyquist frequency (or equivalently if your sample interval is too large and you have fewer than two samples per cycle) then you will in fact recover a sinusoid that has a lower frequency than the real signal. The phenomenon is called \"aliasing\". The next figure illustrates why it happens:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "75dde4de-a674-4847-b2b5-0f01732224fe",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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aVK8ZxmHvaX+7L/gc3D05du4iv/21gJTsXEx5v6Gz1zJYciIBADcBn/ZtyYOD7qRWSCCkJyOSEyE1CYHE1LQrxntH501iwmPSY+Dmjqx1A7JeM2RUS2TtaHB3RaN8xdi1axf9+/cnKSmJevXq0a1bN3Jycvj7778BaNSoEZs3byY4OLjSc1ny9+nMfPbZZ7zxxhsANGzYkFtuuYXTp0+zatUqAJ544gm+/PJLh89id6bz+cEHHzBhwgQAoqOjueOOO1iyZAmnTp0C4OOPP2b06NH2FNHuWPJ8GgwGnn76aX777TcA+vXrR1RUFMuXLyc2NhYhBFOnTuXZZ5+1hOglkpKSQnh4OFhZ8UNK6TQfQAKDSllnPfB5gWX3AAbAs4zzBAEyOTlZWoucnBy5YMECmZOTU6lxTCaTvO222yQgIyIi5H///ad9d+HCBdm+fXsJSH9/f3n69OlKSu3EmExSxp+Rcv08KVfPyv/dZ09JOW6QlBPuk/LbV6T85yspty2R8uQeKa8mFBoqIyNDO64lfby8vGRqamr+jQ05Ul6+KOXlC9eXJSVI+d59igzmnw+GSDlznJR7Vlv8cDgb+/btk0FBQRKQXbt2lUlJSdp3K1askHXq1JGAfOSRRywyn6V+n87M1q1bpbu7uwTkU089le9a/vbbb2Xei7h85pln7Chl2XCW8zlnzhzt/vHVV19Jk8kkpZTSaDTKTz/9VAJSCCH/+ecfO0tqXyx5Ph977DEJSHd3dzljxgxt+bVr17TvPD095d69eys9V2kkJyer5z9IWlOXsubgFhe2bIrfJ8DhAsumAVvKMY/TKH4//vijBKS3t7c8cuRIoe9TU1Nl9+7dJSDvuuuuSs3ldBiNUsYelXLFTCk/f/a6QvXRQ1Iac6+vd/qAlHGnFKWsFEwmkxw2bJgEZEBAgMwrMZRP4TP/+7HHHiubrIYcRYZtS6Wc86mUnzx6Xd5Vv19fLydLynPHlH2rIphMJu0avummm2RKSkqhdTZv3qwpKbNnz670nM6iKFiL9PR02bhxYwnIoUOHFrnOn3/+qV3nW7ZssbGE5cMZzufu3bulj4+PBOTo0aMLfW8ymeTTTz+tvcgfOnTIDlI6BpY6n6tXr5aAdHNzkwsXLiz0vclkknfffbcEZOvWrWVWVlal5isNXfG7roQFAG3zPhJ4Oe//9fK+nwj8YrZ+AyAdmAI0Ax4HcoB7yzGnUyh+586dk8HBwRKQn376abHrHT58WHp4eEig6rwpbl4o5aQR+S1oE+6T8rf3pdy6RMqc7AoNu3LlSu3tcPXq1fKvv/6SdevWzaf4RUZGygkTJmgK4O7du8s/kckkZcJZKbculvLSuevLj2xV9mXKk4pCePlihfbDmZg1a5YEpJ+fnzx37lyx640bN04CMjg4WJ49e7ZSczqDomBNRo4cKQFZq1YteeXKlWLXGz58uARkhw4dZG5ubrHr2RtnOJ+9e/eWgOzfv3+xxzInJ0fecsstEpADBgywsYSOgyXOZ05OjmzRooUE5HPPPVfsegkJCTI8PFwCcsyYMRWeryzoit91JaxXMa60GXnfzwDWFtimJ7AbyAZOA8+Uc06nUPwGDRokAdmlS5dSb7pvvPGGBGT9+vVlenp6hed0WDLT8lvs1vyhKEgfDpVy7iQpD2yUMiujUlOYW55GjhypLc/NzZUrV66Uo0ePlitXrtTOxUMPPaTdyC3GtqVSfvhgfoX2xzFS7lopZabrnde0tDRNsf7ggw9KXDcnJ0d26dKlfJbWEsZydEXBWuzdu1e7zy5durTEdePj4zUX/Pfff28jCcuPo5/PVatWaeEhsbGxJa57/Phxzbq9efNmG0noWFjifE6dOlUCMiwsrMSXGyml/OuvvzTLoDWPua742VfZdHjF79ChQ5pb8eDBg6Wun5aWJiMjIyUgJ0yYUKE5HZKEWCkXfiPl+w9IecjsB3ktUfm7DO7bsrJixQoJSB8fH3nxYn5LW1Hn88SJE5qldcOGDRaTQ+ZkSbl/vZS/vifl+MHXFcAPH1TiBV2Id999VwIyKipKZmSUrrhv27ZNAtLDw6NE62BpOLqiYE0eeeQRCcgHHnigTOubP0DNYy8dCUc+n+YvlC+88EKZtnn88cclIPv06WNl6RyTyp7PS5culfuFZdiwYbJXr15WjZXXFT9d8SuRJ598UgLynnvuKfM2v//+u5YEkp1dMVenQ2A0Snlsp5S/jM9v+Vr0rdWmNJlMslu3bhKQo0aNKvR9cedTjcnp0aOHFqhtUZIvS7nhLym/eF7K715VXMQqiefz/+1kpKSkyICAAAnIuXPnlnm7nj17FhsnVVYcWVGwJrGxsdrLys6dO8u0jcFgkM2aNZOA/Oyzz6wrYAVx5PO5dOnSYl8oi+P06dPS09NTAnLt2rVWltDxqOz5/PDDDyUg27ZtW+YQhfT0dGm0cmy1rvjpil+xXLp0SXp7e5fbkpSdnS1r1aplsQB4m2M0Srl3jaLkaArfPVLOnqgkaFhRyfn3339LvDkXdz7Pnz+vnas1a9ZYTT5pMkmZmnT974w0KT94UMqvX1Lc3EbHjb8qjmnTpklANmnSpFxKs/ogDQgIkFevXq3Q3I6sKFiTV155RQKyd+/e5dru22+/lYBs1KiR1R+OFcFRz6fJZJKdOnWSgHzllVfKte2zzz4rAdmzZ0/rCOfAVOZ8GgwGzfv1yy+/WEG6imMrxc/hW7bpFGbatGlkZ2fTqVMnbrzxxjJv5+XlxdNPPw3AV199ZS3xrIcQsGUhXLkA3n7Q7S54aRo8+CZEtbRq8eOpU6cC8Mwzz1CrVq0yb1enTh0ee+wxAH788UdriKYgBASEXP87/pSy7NJZmDcJvnkJ9q0FJ2khJ6Vk2rRpgHLMy1Ow9vbbb6dly5akpaXx7bffWktElyM5OZnvv/8egFdfLV+Hy4cffpjAwEBOnDih1fjTKZ09e/awY8cOvL29ef3118u17VtvvYW7uzvr1q3jyJEjVpLQ9ViyZAnnzp0jLCyM+++/397i2AVd8XMysrKy+PrrrwEYPXp0uSu4P/XUU3h4eLBp0yb27NljDREth9EIu/+D7EzlbyHg1oehzzAY/QPc9n9QrabVxYiLi+Pff/8FqFARzxEjRgAwb968fB0nrEqDVvDy99DrQfDxh8sX4O/P4asXYO8aMDm2Arh161b279+Pj48Pjz76aLm2FUJoD9EvvviC3Nxca4jockyfPp3U1FSaN2/OHXfcUa5tAwICtBecb775xhriuSQzZswAYNCgQdSoUaNc29atW5f+/fsDMHPmTEuL5rKo1+eIESPw8fGxszT2QVf8nIy///6bS5cuUbduXe69995yb1+rVi1tO1WBdDikhKPbFCvVwq9hx/Lr3zXqAD0Gg7ftWnP9/vvvmEwmunfvTuPGjcu9fadOnWjRogVZWVn88ccfVpCwGHwDoNcQGPU93PqI0iM4KR7++QqSEmwnRwVQLXUPPvggoaGh5d7+wQcfJDw8nPj4eN0CVQaklPz0008AvPzyyxVqCfbcc88BsHDhQs6dO2dR+VyR7Oxsfv/9dwCGDx9eoTHU7X755Rf9BacMnDhxghUrViCE4JlnnrG3OHZDV/ycDFVxGD58eIVb1bzwwguAotCkpqZaTDaLcO4Y/Pw2/PGx4tL1DQS/QLuJI6XU3qZVi0Z5EULw+OOPA2gPV5vi4wc33QujvoM+j0L3uyGs9vXvryUWv60duHLlCnPmzAGo8M3Z09OTBx54AFB6buuUzIEDBzhy5Aje3t4Vdn81a9aM3r17YzKZNJexTvEsXryYq1evUrt2bfr27VuhMQYOHEhYWBhxcXGsXLnSwhK6HuoLZf/+/WnQoIGdpbEfuuLnRFy7do1ly5YBikWjotx44400atSIrKwsFi9ebCnxKse1RPjzf/DjmxB7BDy8FGXlpWnQvo/dxNqzZw8HDx7E29tbUyQqwiOPPIKHhwfbt2/n4MGDFpSwHHj5QI97oK+Z6zThLHz+DPz1GaRctY9cBfjjjz/Izs6mTZs2dO7cucLj5DU7Z/78+WRmZlpKPJdk9uzZgPJArEyvYzWGeNasWWqinE4x/PzzzwA8+uijFe517OXlxcMPP5xvPJ2iMZlM2nX+1FNP2Vka+6Irfk7EggULMBgMtGjRghYtWlR4HCGE9lY/b948S4lXOf79CQ5vBuEG7W6FF79W3JM+/nYVS7X2DRo0iJCQkAqPU6NGDe68807ATla/4jh9QHGtH1gPXz0PmxaA0b4uo/nz5wOKslwRl6NKt27dqF+/PmlpaY7zguOASCk1T8LQoUMrNdaAAQPw9fXl1KlT7Nu3zxLiuSRxcXEsX66EsFTUzavyf//3fwD8888/XL3qGC9vjsjWrVuJi4sjKCiI2267zd7i2BVd8XMi1JtzZax9Kvfddx8AS5cuJS0trdLjVQhzBaPPo9CwDTw9Ge5+AYLD7SOTGQaDQXMTVtTNa456g583b57jWEO6DoQnP4U6jSEnC1bOhGkvQ4x9HtqXL19m3bp1AAwePLhSY7m5uWmKjPqmr1OYbdu2cebMGQICAhgwYEClxgoICOD2228HHOil0gGZM2cORqORbt260aRJk0qN1bZtW9q0aUNOTo5+zEtAPTZ33nkn3t7edpbGvuiKn5Nw+fJl/vvvPwCGDBlS6fHatm3LDTfcQFZWFkuXLq30eOUi5aoSw7fYrNRGWC14dDxERNlWlhLYsGEDly9fpnr16hWOwTGnb9+++Pn5ce7cOcfKqK4TDSMmKgq3XxBcPg+/jlcSa2zMwoULMRqNtG3bloYNG1Z6PNXdu2TJEq5du1bp8VwRVSm+++678fPzq/R4avLYX3/9VemxXJWFCxcClrmXm4+jjquTHyml5kmoSFKkq6Erfk7CX3/9hdFopH379jRq1KjS4wkhNKvf3LlzKz1emZASdq2Er19Usnb3rYPky7aZuwIsWrQIUAKoPTw8Kj2er6+v5mJwuBu0m+pi/wa6DFBc7tXr2VwM9eZcWWufSqtWrWjZsiU5OTn8/fffFhnTlTAajfz5559A5d28KgMHDsTLy4ujR49y+PBhi4zpSiQlJbF+/XoALfyjstx1110A/Pfff6Snp1tkTFdi165dnD17Fn9/f80iXZXRFT8nQVXOLOHmVTF391r9ZnElDma+C4u+gewMqB0NT09yCJduUUgpNcXPUjdnUKwqoMTjOCS+/nDHE/DMFOjS//ryizFw7ZJVp05JSdEyEy35Vq5e53qcX2G2bdtGfHw81apVs4hVGyA4OFgbS3c9FmbZsmUYjUZatmxpEas2QPPmzWnYsCHZ2dl6dm8RqNdh//798fW1XSkwR0VX/JyA1NRU7Q3xnnvusdi4HTp0ICoqioyMDC1b2OKYjLD5H5g2Cs4cVLJ1+w2HJz6GmvWtM6cFOHr0KDExMXh5eVnsgQhK8Lubmxt79+7l7NmzFhvX4tSsD255mYaGbJg3Gb5+CbYvUyy3VmDJkiXk5OTQpEkTmjVrZrFx1bi1lStXkpOTY7FxXQE1zOO2227Dy8vLYuPq7t7iUa39qpXOEgghtPEczptgZ6SU2nWou3kVdMXPCVi1ahUGg4Ho6Giio6MtNq4QQvshWM0akpEKG/6C3Bylm8Rznyt15NwqVr7AVqg3z1tuuYWAgACLjRseHk6PHj3yzeHwZKVDYDUwZMHS7+G39yHlisWnMY/BqUw2b0Hat29PjRo1SE1NZePGjRYb1xVQX/jUDhCW4u6778bDw4P9+/cTExNj0bGdmZycHO2YW1LxMx9v8eLFGJ2kNaMtOHToECdPnsTb29vi17mzoit+ToB6o7BGbII65ooVK6yTaRoQAnc9DwOfhUffg9AIy89hBazh5lVxujfzwFB47H3FBezhBTF74JtRcGCDxaYwGAxaW7xBgwZZbFxQsnvVFmQ2T2RyYOLi4ti9ezeAxctbhIaGan3EV6xYYdGxnZl169aRkpJCzZo16dSpk0XH7tGjByEhISQmJrJt2zaLju3MqPeVW265hcBA+zUDcCR0xc/BkVJqil95+2eWhR49euDr60tcXBwHDhyo/IDpyTDnEziy9fqyZl2gYz+l164TkJiYyJYtWwAlUN3SqHF+a9eudZ5MUzc3Jenj6clKfGZWGvw1RXEB52RXevht27aRmppKWFgYHTp0sIDA+VHdvbridx21jlynTp3K3Se2LPTr1w/QFT9z1Je9gQMH4uZm2cevp6en9oxwmpdKG6Bef+r1qKMrfg7P4cOHOXfuHN7e3vTq1cvi4/v4+GjjVvoGfWq/UgPuyFZYOh1yDZUX0A4sXboUk8lEmzZtqFfP8pmt0dHRNGvWjNzcXFavXm3x8a1K9bpK6ZdeDyqZv1np4FGx1oHmqAHpffr0sfgDEZRSOu7u7hw5coTTp09bfHxnxJovlHD9QauGqlR1pJRaSI01PAlw3ZugeiyqOpmZmVp8vK74XUdX/Bwc9a28V69eFqmxVRSqm0c1iZcboxFWz4JfxkNaEoTXhYfetohCYA/U42ANa59Knz5KGzq1NqNT4e4BvYYoCTqDRirWQABDjpLMUwGs/VYeEhKiuR6tlsjkROTm5mrH3FpxT+3btycsLIzU1FTd9QicOnWKM2fO4OHhwa233mqVOfr164cQgsOHDxMXF2eVOZyJDRs2kJWVRd26dS2aMObs6Iqfg2PN+D4VVfHbsGEDGRkZ5ds4+TLMHAvr5wJS6av71CSoZZkyBbZGSqlZ4VTlzBqoY69atcpqc1idOo2UGE6Vpd/Dr+9BavnaRiUlJbF9+3YAi2ZQF0RVcJYsWWK1OZyFLVu2kJycTFhYGB07drTKHG5ubtr51N2913/rXbt2tWjCmDmhoaG0a9cOwPm8CVbA/IXSkgljzo6u+DkwaWlpbNigBNBbyx0D0KRJE+rVq0d2drbWLqtMpCbBty9D7BHw8oV7RyuJHF7O2w7n8OHDJCQk4OPjQ7du3aw2T8+ePXFzc+P48eOcO3fOavPYjKRLcHCj0vt32ssQs7fMm65evRqTyUTTpk2JjIy0mojqb2jNmjVVvqyL+Qulu7v1MuxVC26FvQkuhKr4Wcvap6KO79QvlRZCve50N29+dMXPgVm3bh05OTlERUXRuHFjq80jhKiYuzewGjTvrgT7PzMZWt1kJQlth/qW3KNHD6v2cwwODqZz586Ai9ygq9VQLL01oyAjRSn5suEvMJlK3VSN77P2zblVq1ZUr16dzMxMzcJYVVGvc2taWOH6Od2xYwdXr5bPEuxKmEwm7ZjbSvH777//HKcnuB24ePEiBw8eRAhhVe+NM6Irfg7M2rVrAeWHbG0zdZkVv4wUSE+5/vftI+DxjyC0lhWlsx22eis3n8Mp4/yKonpdeOITaNcHpAlW/aZkeGcV3xVGSmmzt3IhhJbIpP62qiKpqans3LkTgN69e1t1rjp16tCiRQuklK7xglNBDhw4wOXLl/Hz86NLly5WnatHjx54enpy7tw5Tp48adW5HBn1hbJjx46EhYXZWRrHQlf8HBjV7WqNbN6CqMrl0aNHiw8KvhgD37+mlPBQC4R6ejltEkdBjEajphDccsstVp/PPM7PZd7MPb3g7ufhzueUJJBj2+G3CcV2+4iJieHMmTN4enrSs2dPq4un/pbWrFlj9bkclY0bN2I0GmnYsKFVstYLopd1uf5CefPNN1u0Q0pR+Pv7a2EqVVnZtpUnwRnRFT8HJSUlhV27dgHY5IEYEhJCmzZtALT093zsWQ0/vaX0a72WoGTvuhi7d+8mOTmZ4OBg2rdvb/X5unXrhq+vL/Hx8a7XzL5DX8USHFIjr/RL0RZrVQGzZsC7OaqFa/PmzWRnV77+oDOivtzY4oUSrr9EFXlfqSLY0pNgPk9VVfyklDZ9iXc2dMXPQdm4cSMmk4kbbrjBqgHv5qgKZr4bdK4BFn8L/3yptF1r1EGJ5QoOt4lMtkSNwenZsyceHh5Wn8/b25ubblLiIl3G3WtOnUbwwlcQ3e76soSzYMzV/lSvNVspIU2bNqVmzZpkZWVV2RIjtlb8brzxRoQQHD9+nPj4eJvM6UgYDAbtOre14rdmzRpMZYizdTXOnDnDhQsX8PDwoGvXrvYWx+FwCsVPCPGcEOK0ECJLCLFLCFFsFoEQopcQQhbxaWpLmSuLenO2hbVPRZ1Ly+xNvQoz3oGd/wJCsdwMfQt8rW+ZsQe2fis3n8tlSy+YhwFcjYOf34ZfxmlxouoD8eabb7aJOOZxflXR3WtrTwJAtWrVaN26NYBWpaAqsX37dtLS0ggLC9O8Ktamc+fOBAQEcOXKFfbt22eTOR0J9b7SqVMnq9W/dWYcXvETQgwBpgIfAu2ADcAyIURpwSlNgFpmnxNWFNPi2PqtHNCsT4cOHeLy5cswdzKcPw4+/vDw20rRXit0VXAEcnJy2LhxI2Bb14D68N20aZPrv5knXVKyfM8ehh9e5+K+bcTGxuLh4WHV0jkFUd29VVHx27Rpk03j+1QKvVRWIcyt2tboSlMUnp6e2v28KrrY1evMloYTZ8IZnuKjgR+llD9IKY9IKUcB54BnS9nukpQy3uxTsZYCdiAlJUVrnm7LCzc8PJwWLVoAeW/mA55S3HVP/k9x8bowu3fvJjMzk7CwMO0Y2IJ27drh6+vLlStXOHr0qM3mtQs3tFG6fYTUhKQEwv+ZxO3RNWjfvj3+/v42E0N9mdq6dStZWVk2m9cRUJVdW75QwnWLblVUQtQXSlURsxXqfOr8VQlbexKcDesHMlUCIYQX0AH4uMBXK4DupWy+RwjhAxwGPpBSFvt6L4TwBsyLtgWCEpthrR6T6rhFjb9u3TrtrbxWrVq263MpJQ/27srYQ4dYs2aN0rLssQ+UwHwX77Wp3ii6detGbm5uKWsXpqTzWRJCCLp06cLatWtZt24djRo1KvfcTkW1WvB/H+I+bzJe546weGg3FuWEY8jJKTYBxNI0aNCAWrVqERcXx4YNG4pUgip6Ph0dVfHr0aOHTfdNjbM6cOAACQkJhIaG2mxusN/5NBqNbNq0CVCOgT2O+YYNG8jJyXGpzhUlnc8LFy4QExODm5sbnTp1cqrfsK1kdWjFDwgH3IGEAssTgIhitokDngJ2oShzw4BVQoheUsriXjfHAOMKLlyxYoXV4wPUlHNzZs6cCSgPqKVLl1p1fhU3Uy5tYzfzZugVVtQLY/HixTaNdbM38+fPByAsLKxSx7yo81kaNWrUAGDOnDnUrl27wnM7EyK0I+n/rWdok+oM8rnC7t++5FxYtM3mj46OJi4ujp9//rnENoUVOZ+OSmZmpuZJMBqNNru3qNStW5fz58/zxRdfaMXLbY2tz+eZM2dITk7Gx8eHCxcu2DS5JScnBw8PDxISEvjpp5+oVcs1aq2aU9T5VONIo6KiNKXbWSh3y9QK4uiKn0rBImCiiGXKilIeA46ZLdoihIgEXgWKU/wmAlPM/g4Ezvfr14+goKCKSVwKBoOBlStX0rdvXzw989fB+/hjxcA5dOhQqzVQz0faNdznTcIt6RTSzY0bQv3ZuO8M3bt3JyQkxPrz2xkpJU888QQAI0aMqFAWWEnnszS8vLz4888/OXv2rG3OtwOQkJBA5OBN7OwWzcTHBtFq6LO0smE9yDNnzrBhwwYuX75c5DGvzPl0VP777z9MJhNRUVE89thjNp//9ttv54cffiAjI8Pm17m9zue3334LKBbWO++802bzqnTq1IktW7bg6enpUveWks6n+kIzcOBAp9vnlJSU0leyAI6u+F0GjBS27tWgsBWwJLYCjxT3pZQyG9CKeqkmcU9PT6vfJArOkZWVpb2V9+rVy/o3qYSzMOtDSE4EH3/E/a+x6ff7kVKybds2xd3r4hw7dozLly/j4+ND586dK3XMK3LN9OjRAzc3N86cOUNCQgJ169at8PzOwtatWwH4L92PyU9+DG55/WJNJiWb3MrlgtTYn23btuHm5lZsv1pb3ANshdqmrnv37nbZp169evHDDz+wceNGux1TW5/PLVu2AEq8nT32+eabb2bLli1s2bKFESNG2Hx+a1PU+VRjGm3y/LQwtpLXoZM7pJQ5KC7bgg0l+wKbyzFUOxQXsMOza9cucnJyqFGjBg0bNrTuZKf2K0WZkxOVlmtPfAI3tNEeilUlKFjdz86dO1u1P29xBAYG0q6dUuuuqpS7yBd87WamdK36Db4dDbHWTXRp1aoVAQEBpKSkcOjQIavO5Shs3qzcMm+88Ua7zK/eV3bv3k1qaqpdZLAlUkrt99yjRw+7yKDOW1XuK5cvX9aK4ds6mcaZcGjFL48pwBNCiMeFEM2EEJ8B9YBvAYQQE4UQv6grCyFGCSEGCSEaCSFaCCEmAvcCX9lF+nJifnO2ajDuxRj47X3IzoD6zRWlL7wOoFgE4PrbqqujKn72ujmbz11VlG31QZTv5mzIhjMHITNVqfV32HrXn3lhV2eLA6oIRqNR+z2rv29bExkZSb169TCZTJr10ZWJjY3l/PnzuLu7W70/b3Go5/r48eNcunTJLjLYEvUab9q0KeHhrtdkwFI4vOInpZwDjALeBfYCNwP9pZRn81aphaIIqngBk4D9KDX/egADpJTzbSRypVAVP6vfnCMaQIvu0OJGeGQc+AVqX6lz79ixw6kyoiqKIyl+VeHNPC0tjf379wMFrnNPb3hsAjTupHSJ+fN/sHWR1eRQLV9VQfE7dOgQqampBAQE0LJlS7vJUZVeKtX7iq3LFZkTGhqqlaeqCte5vV9unAWHV/wApJTfSCmjpJTeUsoO5tm5UsrhUspeZn9/KqWMllL6SilDpZQ3SSltm75WQaSU1lX8jEYw5Cj/d3ODu1+Ae0eDZ/6m4Y0bN6ZatWpkZma6fNX3+Ph4Tp48iRDCpkWEC6IqfgcPHiQpyfX6IJuzY8cOTCYTdevWLRzP6OUDD74BHW8HJCz/SflYobi1qvipvzlXxrykiC3aERaH+hurCsfcXvX7ClKV6vmp15U97+XOgFMoflWFmJgYLl26hJeXF+3bt7fs4DlZMOdj+Hvq9Yeoh2eRnTjc3NyqzA1afSC2bNnSrhnMERERNGzYECmly7vBSn0rd3NXiof3Gab8vXUR/P25xeXo0qULbm5unD59mrg4pwgBrjA28ySUgnpf2bp1q8t3qlHvLfaKqVSpKmEkubm57NixA7CC4mcyKjHxLoKu+DkQ6s25Q4cO+Pj4WG7gtGswYywc3wnHd8Gls6Vuov5wXN0lo+6fvW/OgBYHtG3bNjtLYl3UY17izVkI6DEYBr8M7p7QpJPF5QgKCqJVq1aA67vBHEUJadu2Lb6+viQlJXH8+HG7ymJNUlNTOXjwIGB/65May7p3716ys7NLWdt52b9/PxkZGQQHB9OsWTPLDr59mRJ3fNA1lGdd8XMgrJJ1dzUOfnwTLp4E30B47D0lvq8Uqorip1rX7BV8bY56g3ZlxU9KqZVyKdMDsfXN8NI0aGkWfymLLOFZIaqCuzcuLo7Tp09rXWLsiaenJx07dgRc+96ye/dupJTUrVvX7oWTGzZsSHh4ODk5Oezdu9euslgT9Xrq2rWr5Xsid7wNGnfMX4HAidEVPwfC4u6YuNPw41uQlADVasKIiRDZtEybdu7cGTc3N86ePcvFixctI4+DkZuby65duwDHUPzMLX7SgsqNI3Hy5EkuX76Mt7e3VsKmVILCrv8/5Qr8/A4knreIPFUhwUN9ILZq1Yrg4GA7S1M14vzUlzdHuK8IIbROKa78Umnx+L70lPxhUUPfguauETuoK34OQnJysmVdA2cPw4x3IP0a1IyCxydq5VrKQmBgoOYGc9U380OHDpGRkUFgYCBNmjSxtzi0bdsWLy8vrly5wqlTp+wtjlVQr6UOHTrg5eVVytpFsOwHiD2s1J+8cKLS8qi/NVd2gzlKfJ9KVfAmqJ4Ee7WmK0hVCCOxaEbvlYsw/TUlsUx9CXehXse64ucg7NixAyklDRo0ICKiuDbE5UBKMOZCveYw/AMIrFbuIdQfkKu+mas3506dOlneNVABvL29adu2LeC6N+gyxfeVxMBnoHa0UutvxrsQU7ms86ioKM0N5qoZ7Op1XpFWhNZAPfeHDx8mOTnZztJYB13xsy0JCQmWC2eIO6W8WF67BCd3Q1a6ZYR0IOz/tNMBrOAaiGoBj74Hw94F34rVkHJ1l4wjxfepuPoNutKKn3+wUuuvQWswZMGsD+BQxa9P8weFKx5z83AGR1FCatasqWWwu+Ixj4uL49y5c7i5uWnxjPZGPfcxMTFcvnzZztJYHvW+0qJFC4KCgio+0JlDSiJkerISC//4R+AbYCEpHQdd8XMQLPKGuG2p0ntXpV5TpShuBVEfzrt37yYnJ6ficjko6kPHUR6I4NqKX2pqKgcOHAAqGc7g7QsPv6PE2xhzYe4k2PlvhYdTz78rltFxtHAGFVd+qVSvo+bNmxMQ4BhKQ7Vq1WjcuDHgmte5Rdy8R7fDbxOud7Ma/j4EhFhGQAdDV/wcAPM33wopIVLCf7/Csunw63uQkWIRuW644QZCQ0PJycnROi24CmlpaVqPVkdU/Pbs2eNyMWc7d+7EZDJRr149ateuXbnBPDzhvleUbDskbFsCuRXrMuPKip+jhTOoqG5nVz7mjnRfAdd+qay0x2zvGpjzidIxqHEneORd8LFPtxVb4Dh3girM+fPnSUhIwN3dvfyFm01GWPQNbMzrSNdlgFK2xQKYZ4O52g169+7dmEwm6tSpU3klxILccMMNhIWFuWTMmcVd627uMOBp6Dccho1TlMEKoF7jx48fd7muKY4YzgDX5dm+fbvLZbA7wzF3JYxGY+XDGbzy6ua26QVD3qiUp8wZ0BU/B0D9IbZu3RpfX9+yb2jIUdxcu/8D4QZ3Pgs33WvR7CNXVfwc9ebsyqUXrGIJEQK6352/5EvM3nJZ/0JDQ4mOjgbQKv+7Co5qfWrdurWWwX769Gl7i2MxTCaTwx5z83u5KynbR48eJS0tDX9//4oXbm7eDR7/EO5+Edxdo1ZfSeiKnwNQoRtFdibM+hCObAV3D7j/VejQz+KyuaoS4ojxfSqu6pKxyQPxwAb4dYLitjGU3VXuii84aWlpWokoR7vOzTPYXemYHz9+nJSUFHx9fWnRooW9xclHmzZt8Pb25urVq5w8edLe4lgM9frp2LEj7mVV2kxGWPUbXEu8viyyaZEtTF2RqrGXDk6FHohrZsPp/YqJ+uGxVissqcp09OhRlyq94Khv5eCail9cXBznz5/Hzc3N8n2ozfHxU1y+J3bB7x8oL0hlwBWPuaOGM6i44kulel9p3749np4VCz2wFl5eXlrRdFc85mW+lxtzYf7nsOEv+P195e8qhq742Rmj0cjOnTuBciohvR6EG9rBsPHQsLV1hAOqV69OgwZKizdVTmcnPj6e2NhYhBB06NDB3uIUQr0OTp48yZUrV+wsjWVQXahWz3Rs1EEJzPbyhTMHlWSnzNLrcLmiG8xRwxlUXDHmzFmOeZVV/Aw58Of/4OAGJUa41xDFY1bF0BU/O3PkyJGyxyeYWy98/JQafZHWL9Hgam4wcyWkUjWfrERoaCiNGjUCXOeY29TCGtVC6UntEwDnj8HMvLpcJdC2bVs8PT25dOkSsbGx1pfRBjiyVRuuy7V7924MhoplZDsajhxCAq6n+GVmZmoVJ0o95jlZMPsjOLYd3D3hwTehxY02kNLx0BU/O6Na0UqNT7iWCN+9cj1714a4muLn6DdnuF7uwlVu0DZXQuo0Uupw+QdD/Gmlv29WRrGr+/j40KZNG8B1jrmjX+fR0dGEhISQlZWlxSI6M1lZWVomvqMec1Xx27t3L1lZWXaWpvLs27eP3NxcatSoQWRkZPErZqUrNfpO7QNPH3hkLDR2jOLa9kBX/OyMan0q0TVwJQ5+fhuuxsHOFWWOW7IU5rE4ruAGc3RLCLjWm7nJZNKuc5se84go+L8PISgcGndQCj+XgCu94Dh6OAOAm5sbnTp1AlzjOt+3bx8Gg4Hq1asTFRVlb3GKpEGDBoSHh2MwGNi7d6+9xak05mFSoqRqFst+gNgj4O0Hj46DBq1sJKFjoit+dqbUB+KlWEXpS06EsNrwfx+U+gCzNO3bt8fd3Z24uDguXLhg07ktjd2UkHLiSnXOTp48ybVr1/Dx8aFly5a2nTy8Djw9Cfo+VmqZI1eKOXP0cAYVV1K2zS2sJSohdsTVWhSW+V7e51Ela3f4+8q/VRxd8bMj2dnZWgurIi/cizGKiyotCWpGKdaL4HDbCgn4+fnRqpXyhuTsN2hzJUTdJ0ekdevWLlN6Qb05t2vXzj6Zjv7B15U+Qw7Mm6K4fwug/gZ37dpFbq5zZ/o5g1UbXEvZdrZj7vKKn3k5p8BqSt/dWg1tJJljoyt+duT06dMYjUYiIiKoW7du/i/PHYWZ70JmKtSOVhrT27FvoKu8mas3O0cst2COl5eXVvZk69atdpamcjjUA3HNbCWjb8ZYOH8831eNGzcmODiYjIwMrZ2fs+Lo8X0qqqv38OHDpKam2lmayuHoGb0qrqL4paamai/F6nWkceUifD0S9q6+vsxBrbD2QFf87Mjx48qDp0jXQNxppVl0vebw6HvgZ5k2bBXFVRQ/h1JCSsFVbtAOdcxvvk9x9WSlwy/j4PT1pALzmDNnLl3kLOEMABEREdSrVw8ppdZ2yxm5evUqJ06cAIpQQhwM9Zo4deoUiYmJpaztuKhKX3R0NKGhode/SDireMquXYKNf1e4h7croyt+dkS9URR5c+58h9KE/pF3ldItdkaVcefOnRiNRjtLU3EcSgkpBVdQ/HJyctizZw/gIA9EH3+lr2+D1kp5h9/fh+PXFQ5XeMFxlnAGFVco5Kwq2oWUEAckJCSEJk2UMmDOfJ0XqWhfjIEZeeFRNeorMX0V7OHtyuiKnx1RLX6aa+DELsgwc3e07AFejtEsunnz5vj7+5OamsrRo0ftLU6FyM7O1jLZHN0dA9dl3Ldvn9OWXjhw4ADZ2dmEhIRo/XDtjpcPPPQ2NO4EuTnwx8dwaDNwXQlx5p69zhLOoOIKyrYzvVCCa8RWqhY/7ZjHHskLj0pTwqOGv2/X8ChHRlf87IDRaGThwoUkJCQAStA7e9fArI8UC4SNy7WUBXd3d60shLPeLPbt20dOTg5hYWFaNxJHJioqiurVq2MwGLT6YM6GucvRoTIdPb1gyOvKy5UpFxZ/C1np2kPk0KFD/Pfff6xbt87pLNy6EmJ7nCW+T8WZvQlGo5G1a9dqtR87dOgAp/YrXXqyM6C+Y4RHOTJOofgJIZ4TQpwWQmQJIXYJIW4qZf2eeetlCSFOCSGesZWspTF//nyioqK47777tGWTH+wLC74AaYIa9ZSHkgPi7Ddo8weiQykhxSCE0NwYrnDMHQ53Dxg8Cjr3h4feAh9/tmzZgru7O1JKvvrqK/r27UtUVBTz59u+cHpFcehjXgTt27fHzc2N8+fPc/HiRXuLU26klE6TTKNibtl2pnJR6vOzX79+ZGQoBdmHDh3KkeXzlCzeG9rBw44RHuXIOLziJ4QYAkwFPgTaARuAZUKIesWs3wBYmrdeO+Aj4AshxL02EbgE5s+fz3333cf58+e1ZaO7RfPRjfUBOBnWBO58Tukh6IA4u0vG2R6I4PyuR4c/5m7u0P9JiGyq/T6r++bv3XnhwgXuu+8+p1D+nC2cASAgIIAWLVoAznmdnz17lsTERDw9PWnbtq29xSkTrVu3xsvLi6tXr3Lq1Cl7i1Mminp+Aly8eJEWL3zArrrdYOgYhwmPcmQcXvEDRgM/Sil/kFIekVKOAs4Bzxaz/jNArJRyVN76PwA/Aa/aRtyiMRqNvPTSS/nert7t2YTJ/ZSCthM3HueW/83C6MBvX+rDe//+/WRmOp47ujSczR0Dzq1sp6amcvjwYcBBEjtKQP19tq0ZxNHn+/DOzdd7YKu/2VGjRjm829fZwhlUnDnBQ/1ttmnTBh8fHztLUza8vLw0JdUZ7i1FPT9vu6EGPh5u2rJ7JnyFUTiDSmN/PEpfxX4IIbyADsDHBb5aAXQvZrNued+b8y8wQgjhKaUslNsthPAGzF8TAgEMBoPFmoevW7cu35vKmz0a8V6vZgC8teowEzcqiR5r1qyhZ8+eFpnT0kRERFCzZk0SEhLYsWMH3bp1s7dIZSYpKYljx44B0LZtW4s3hVfHs/S46s352LFjJCYmEhISYtHxrYna4i8yMpKwsDCLHxtLov4+7+96A8E+nrzfuxn+nu6MWaUorlJKzp0759C/T4AtW7YAiqLtTEWoO3TowI8//si2bduscp1Y6/cJ1+tsduzY0aGv8YJ07NiR7du3s3Xr1nyhR45Iwefnk+3r8+3Atiw/mcCgP7ZhMDnH77M0bHX9OLTiB4QD7kBCgeUJQEQx20QUs75H3nhxRWwzBhhXcOGKFSvw87NMrMD69evz/f3X4YuM7HwDH286zhfbrpvaly1bRnp6ukXmtAb16tUjISGBmTNnkpSUZG9xyozq/qpZs6ZV33BXrlxp8TFVZXvatGm0adPG4uNbi7///huAunXrsnTpUjtLUzLq7/OzrTFI4LPbWvFmj8b4e3nw0rL9qHYGR/99LliwAIDg4GCHP+bmZGcrXRa2bt3K4sWLcXOzjuXGGr/P5cuXA4oVzZmOuZrxvXLlSoeX2/z5ObJLQz6/vTUAMUkZ5JquWwEd/fdZGmrcorVxdMVPpaD/UxSxrLT1i1quMhGYYvZ3IHC+X79+Futz6e/vz5Qp16c4cTWdpl//R0p2/rfyO+64w6HfWPbt28eOHTtIT0+nf//+9hanzKhZsT179rSK3AaDgZUrV9K3b1+Ll9C4+eabmTt3Lm5ubk51zH/55RcA7rzzToeX2/z3OXVrDBkGI9MGtOHFzg3x93TnyUV7MEnH/32+/vrrADz88MPcfvvtdpam7OTm5vLWW2+RkZFBdHQ0TZtatp+qtX6fubm5DB06FIARI0bQrFkzi41tbRo2bMjnn3/OmTNnrHLfsiTq73NMj8Z8dGtzAD7ZdJw3/zucbz1H/32WRkpKik3mcXTF7zJgpLB1rwaFrXoq8cWsnwtcKWoDKWU2oDX2UzM+PT09LfZj6N27N3Xr1uXChQtaTIK50ieEoG7duvTu3Rt3d8dM7gA09+7OnTsd+kZRELUrQLdu3awqtyWvGZUuXbowd+5cdu/e7VTHXO1+0bVrV4eXu+Dv8/tdZ8gwGJlxd3seb1cfX0933t6R4NC/z2vXrmm1Qa19nVsaT09POnTowMaNG9mzZ4/VCk9b+vd5+PBhMjMzCQoKomXLllazVFqDFi1aEBQUREpKCsePH3foxJTevXrx+d2dGdm2NgDvrjnC++uPad87y/OzNGz1m3Xoq1RKmQPsAvoW+KovsLmYzbYUsX4/YGdR8X22wt3dnc8//xygUCkR9e+pU6c6/EXbsWNHAGJiYrhypUg92uFwxnIL5jhjgkdCQgKxsbEIIbT6j45MUb/P3/afY8i8HRiMJsJ8vZgyebJD/z5VRbthw4aEh4fbWZry44wJHqqsnTp1ciqlD/K3KHT0bGr39X9qSt+rKw4WUvrAOZ6fjoKjW/xAccH+KoTYiaLUPQXUA74FEEJMBOpIKR/NW/9b4AUhxBRgOkqyxwhgqKUFMxqN5QrG7N+/PwsWLOCjjz4iPj5eW16rVi3GjBlDv379HL5Dg6+vL7169eL06dPs2rWLm2++2d4ilcrFixfx8fHhhhtuoHnz5lY5xgaDAQ8PD7Kysiye+dmiRQsaNGiAyWQiNjaWGjVqWHR8a7B7927q169PdHQ0Xl5eDn9dQ9G/z50Z8PzuVAY+/hKD7r3fzhKWjMOXzikFZ3zBcfZj3qlTJ1atWsX27dt58skn7S1O8TTuCNuWsDesJV/sXJLvq7p16zJ16lQGDx5sJ+GcD+EMxRuFEM8BrwO1gIPAy1LK9XnfzQCipJS9zNbvCXwGtAAuAp9IKb8tx3xBQHJycnKRMX5SSuLj47l27VqF9kdKSXZ2NpmZmfj6+uLt7e0UBYVVLl++THp6OsHBwU6RZZqRkUFiYiJeXl7UqlXLKnNIKbXzaY1zefHiRQwGA9WrV7dYwpE1uXbtGsnJyQQEBBAWFmZvccqFlJKsrCwuXboEQO3atfH09CQkJISImjURu1ZA657g7WtnSfMzaNAg/vnnH6ZMmcLLL79sb3HKzZkzZ2jQoAGenp6kpKRYtDSKwWBg6dKl9O/f36LutNatW3PgwAEWLFjA3XffbbFxbcXff//N4MGDad26teN3B0pPJtPNi8DAQIxGI0888QRDhgxxeveuOSkpKQQHBwMESymtFvDnDBY/pJTfAN8U893wIpatA9pbSx5V6atRowZ+fn4VetCbTCbS0tIICAhwOhdBYGAg8fHxBAQEEBUVZW9xSiU+Ph4pJdWqVaNOnTpWmcPa59PLy4ukpCTCw8OpWbOmxce3NKdPn8bT05NatWo5neIHyvn08PAgJyeH6tWr4+XlpSiCZw5S69/vYO9qeORd8A2wt6iA84czANSvX5/q1auTmJjIvn37HL7eZlpaGocOHQKc95ibtyhMT0/H39/fzhLlkWuAJd9Bx9ugTiNlmX8wezZvxmg0UrNmTQYMGEDPnj1dRumzJU6h+DkSRqNRU/oq80AzmUzk5OTg4+PjdIpftWrViI+PJysryymslaqbMTg42GoFVq19PoOCgkhKSiI7O9vhi8SqFjNQrhVHl7coTCYTvr6+5OTkYDAYNEvxpVwDNQJCcb9wAmaMhWHjHKIR/IULF4iPj8fd3V3p/e2ECCHo3LkzS5YsYfv27Q6v+O3atQuTyUTdunWt5kmwNnXq1KF27dpcvHiRPXv20KNHD3uLBIYcmPs/OL4TTuyGkdO0bhzmMZWO/txxZJxL43AA1Jg+Z3C3WQvVnZmbm0tOTo69xSkRKaVWG8lh3mYrgCp7enq6w/fWVOMc3dzcnFLpU1FlV+uC+fn5gYcnhgffhoBqkHAGZrwDKfZPclJjzVq1auXU9yZnSvBwxk5AReFQ/cBzsmD2R4rS5+EFg17M14LNXPHTqTi64ldBqvLbhpubm/ZwcfRimZmZmZhMJpdQQoQQGI1Grdito2KuKDmbNdscb2/lgZORkYHJZLr+mw+vDf/3AQSFw+UL8PPbkHTJjpI6f5KBijMleLjaMbd7Zm9WBvw2AU7tA08feHgsROe3XrvKMbc3zntX1rEZ48ePL1TjydwCVRS9evVi1KhRVpejNFT5kpKScHNz0zp4OAJnzpxBCFGiTGvXrkUIQUpKSpmV7Yoc+4yMDO69916CgoIQQlQ4cclcPme2sIJSU8vDw0NL3MlHWG14/EOoFgFJCYrlL8d+Crmzx/epqPKfOHGCq1ev2lmaknG1Y25XZTsjFX4ZB7FHwNsPHh0PDVrmWyUxMZHTp08D18uK6VQMXfHTKZVXX32VVatW5VtWmhIyf/583n//favLVhqqfNHR0cTFxdGyZctStrAdkZGR5ZKpNGW7MsycOZMNGzawefNm4uLi1MyycvHhhx/SvXt3mjZtSu/evUtV/AwGA2+88QatWrXC39+f2rVr8+ijj3Lx4sV86/Xq1QshRL7Pgw8+WOLYw4cPZ9CgQYWWq4p0WRRbIUTJ13lIDfi/D6F6JPR8IJ9LypYYjUathp+zKyGhoaFER0cD1+sSOiJxcXGcO3fOaepUloSqRJ06dcp+tVnX/QkXT4JvIDw2ASKbFFpFVUybNm1aofuTznV0xU+nWKSU5ObmFlmSIyBAyWZU3WAFCQ0NJTAw0CZyloT6wA4KCiIiIgIPD8fJZ3J3dy+XTNZU/GJiYmjWrBktW7YkIiKiQqEMOTk53Hfffdx7771A6Ra/jIwMdu/ezdixY9m9ezfz58/n+PHj3HXXXYXWffLJJ4mLi9M+3333XbnlqwilHvOgUHh6MrTvc32ZjWMwjx49SlpaGv7+/jRv3tymc1sDh7BAlYLqFm3RooVD3OcqQ0hICI0bNwbs6O699RFo0QOGvw+1byhyFdXC6uwxlY6ArvhVIbKzsxk5ciQ1atTAx8eHHj165Puhq9aQf//9l44dO+Lt7c2GDRsKuVhzc3N57bXX6N27N7fccguvvvoqjz32WD4LS0F3Y1RUFB999BGPP/44gYGB1KtXj++//z6ffG+88QaNGzfGz8+Phg0bMnbs2HIVyE5KSuLhhx+mevXq+Pr60qhRI+bMmQMobgJzt6q6r6tWraJjx474+fnRvXt3jh27XhG+KKvRqFGj6NWrl/b3vHnzNItVw4YN6devn6YkmEwmJkyYQN26dfH29qZt27ZaQ3co2tW7dOlSGjdujK+vL7179+bMmTPad/7+/ly7do1Ro0ZRt25d/Pz8aNWqFbNnzy7zMSqKXr16MXnyZNavX48QIt/+lYf33nuPp556ihtuUG7cXl5eJa4fHBzMypUreeCBB2jSpAldu3blyy+/ZNeuXcTGxuZb18/Pj4iICO1jqTf+oqyJQgjtuJfJve5hVhcu7Rr88KbisrIRqoLUsWNHlyht4QwJHq4Wa2YXZTvt2vWXJC9vuP8VqFm/2NVd7ZjbE13xswBSStLT0+3yKU+G5+uvv85ff/3FzJkz2b17N9HR0dx2222FYmlef/11Jk6cyJEjR2jdunWhcT755BNmzZrFxx9/zA8//MDVq1dZsGBBqfNPnjyZjh07smfPHp577jmeffZZjh49qn0fGBjIjBkzOHz4MJ9//jnTp0/ns88+K/P+jR07lsOHD7Ns2TKOHDnC5MmTCQkJwdPTs1gl5O2332by5Mns3LkTDw8PHn/88TLPFxcXx9ChQ3n88cc5dOgQixYt4p577tHOyeeff87kyZOZNGkS+/fv57bbbuOuu+7ixIkTRY537tw5Bg8eTP/+/dm7dy9PPPEEb775pva9t7c3RqORpk2bMnfuXA4ePMhTTz3FsGHDSnxIjh8/vsR6i/Pnz+fJJ5+kW7duxMXFMX/+fACeeeYZAgICSvwUVNBUBUlVoMpLcnIyQohChcF///13wsPDadGiBa+++iqpqanlHrso5s+fn8+SOHjwYJo0aaLVSlQtfllZWeTm5pY0lMLaP+DCcfj1PTi13yIyloarPRDNlRBHzWB3lfg+FZu3bos/DdNGwerfy7S6lNJlsqgdAcfxezkxGRkZmuvT1qguntJIT09n2rRpzJgxgzvuuAOA6dOns3LlSn788Udee+01bd0JEybQt2/BdsfX+fLLLxkzZgyDBg0iLi6OsWPHsmbNmlJl6N+/P8899xygWPc+++wz1q5dS9OmTQF45513tHWjoqJ45ZVXmDNnDq+//nqpYwPExsbSrl07LWbFx8eH2rVrl3h8PvzwQ3r27AnAm2++yYABA8jKyipTBnBcXBy5ubkMHjyYyMhIQkND6datm5bJOmnSJN544w0tHu2TTz5hzZo1TJ06la+//rrQeNOmTaNhw4Z89tlnCCFo0qQJBw4c4JNPPgEUZapBgwYMGzZMK3b74osvsnz5cubOnVvsDTE8PFyzwhVFaGgofn5+eHl5ERERoS2fMGECr776aonHoHbt2vn+Nlf8yktWVhZvvvkmDz30UL6OOQ8//DANGjQgIiKCgwcPMmbMGPbt28fKlStLHG/x4sWFfpcF2+mFhoZq///ss89YvXo127Ztw9fXV2vD5+XlRU5OTtnazvX7PyXDN2YP/P4BPPAaNLFu6QlXU/zatWuHh4cHly5dIjY2lvr1i7cC2QOTyaQpSK6ihBRUtq1atSL2iPLbyM5Q6vTddH+p8bEnTpwgKSkJb29vWrVqZT3Zqgi64ldFiImJwWAwcOONN2rLPD096dy5M0eO5HdLlZQxlZycTEJCAp07d85nDenQoUORsX7mmFsPhRBERERobbFAcZtOnTqVkydPkpaWRm5ubpEt84rj2Wef5d5772X37t3069ePTp060aBBA/z9/YstgWIuk1ak99Il6tWrV+p8bdq04dZbb6VVq1b069ePm266iUceeYSwsDBSUlK4ePFivuMNcOONNxbbGunIkSN07do13023W7du+dbx8fFh6tSprF69msTERLKzs8nOzi5RuX3hhRd44YUXSt2fgtSoUaPcfYErqvgZDAYefPBBTCYT33yTv0mPeQ/Rli1b0qhRIzp27Mju3btp3774Bj29e/dm2rRp+ZZt27aNRx55pNC6y5Yt480332TRokU0btw437Xs7+9PTk6OVg+yRLy8YegYmDcZjm6DOZ/AoJHQ2jo9rTMzM9m/X7Esuori5+PjQ5s2bdi1axfbt293OMXvxIkTJCcn4+vrS4sWLewtjkVo27atbZTtk3vgj48hNwfqNYOhb5cpKUp9uWnfvj1eXl7lCgHSKYzu6rUAfn5+pKWlleuTkpLC+fPnSUlJKfe25p+yFmtVXSYFH8hFvd2VxYJonvGo1sorjYI9MoUQ2nZbt27lwQcf5I477mDx4sXs2bOHt99+u1wFou+44w7Onj3LqFGjuHjxIsOGDWPq1Kkl7o+5TOpxUGVyc3Mr5Goyv+G4u7uzcuVKli1bRvPmzfn+++9p1qyZVnLAfEyVkt6my+LW+vnnn5k1axbDhw9n9erV7N27l9tuu80qhbTL6+o1GAwVqjFoMBh44IEHOH36NCtXrixV2W/fvj2enp7FusxV/P39iY6OzvcpqmXf4cOHefDBB/n444/p169fkeMAhUu6FIeHJ9z/KrS6GUxGmP8ZbFtS+nYVYO/eveTm5lKzZk0iIyOtMoc9cOQED9XNq16HroCPj4/2Emw1d++hzTDrI0Xpi24Hj4wD37KVfHI117q90RU/CyCEwN/f3y6fslpWoqOj8fLyYuPGjdoyg8HAzp07adasWZn3NTg4mJo1a7J9+3a8vLzw8vLCaDSyZ8+ech83czZt2kT9+vV5++236dixI40aNeLs2bPlHqd69eoMHz6cn3/+mdGjR7NgwYIKdzKoXr06cXFx+ZYVrLknhODGG29k/PjxrF+/Hi8vL/7++2+CgoKoXbt2vuMNsHnz5mKPd/Pmzdm6dWu+ZQX/3r59Oz179qRPnz60bNmShg0blqoAVZQJEyawd+/eEj/mrl7V2leeh6Gq9J04cYL//vuvTG0QDx06lK+NWmW4cuUKd955J4MHD+bll18ucp1yK34A7h5wz0vQeYDy99bFSlcCC2Pu5nWlovKOnODhqrFmVj3mu/9TrOCmXGhxIzw4plzlj1z1mNsL3dVbRfD39+fZZ5/ltddeIzQ0lHr16vHpp5+SkZHBiBEjyjXWiy++yMSJE4mOjsbPz4/p06eTlJRUqQdPdHQ0sbGx/PHHH3Tq1IklS5bw999/l2uMd999lw4dOtCiRQsSExPZsGEDDRs2rHAJl1tuuYX//e9//PLLL3Tr1o3ffvuNgwcPar1Qt23bxqpVq+jXrx/h4eGsXbuWxMRETbF77bXXGDduHDfccANt27bl559/Zu/evfz+e9EBzc888wyTJ09m9OjRPP300+zatYsZM2bkW6dx48b88ccf7Nu3Dykl33//PfHx8SUq71999RV///13oVqMpVFeV+/x48c5ceIEV65cwWg0akpydHS0FmvXtGlTJk6cyD333ENubi733Xcfu3fvZvHixRiNRuLj4wEl9s7Ly4uYmBh+//13+vfvT3h4OIcPH+aVV16hXbt2hdzoFWHw4MH4+voyfvx4bW4gnwKqvjjk5uaWL2vWzQ3uGAEh1aFpF/CyfOcYV4vvU1H3Z9euXeTm5jpUGSb1ZcwVj/m3335rHcXPzR2kCdr3hYFPK3+XkezsbO1eoit+lsFxfk06Vufjjz/GZDIxbNgwUlNT6dixI//++y/VqlUr1zhvvPEG8fHxPProo7i5uXHXXXfRo0ePSrVEu/vuu3n55Zd54YUXyM7OZsCAAYwdO5bx48eXeQwvLy/GjBnDmTNn8Pb2pk2bNnz11VcVlum2225j7NixvP7662RlZfH444/z6KOPcuDAAUCpDbh+/XqmTp1KSkoKkZGRTJo0SUueGTlyJCkpKbzyyitcunSJ5s2bs3DhQho1alTkfPXq1eOvv/7i5Zdf5ptvvqFz585aCRyVsWPHcvDgQUaOHImfnx/PPPMMgwYNIjk5udj9uHz5MjExMRU+DmXl448/zqesqwrymjVrtBIxx44d02Q9f/48CxcuBCjUkUXdxsvLi1WrVvH555+TlpZGZGQkAwYMYNy4cRYpXbJ+/XqAQlnPMTExWuKHu7s7vr6+ZGZmlt+lLgR0vzv/stMHlQK1HpV3E7qq4te0aVMCAwNJTU3l8OHDRVYXsAcZGRlajG7B+FtnR92fnTt3YjAYLOvGbtsbqtVU4vrKaSDYt28fOTk5hIeH06BBA8vJVJWRUuqfAh8gCJDJycmyIJmZmfLw4cMyMzOz0HflwWg0yqSkJGk0Gis1jr1JSUmR27Ztk/Xr15fvvPOOvcXROHr0qNyxY4e8dOmSTeaz5fmMj4+XO3bskMePH7f6XGXFZDLJ3bt3yx07dsi0tDR7i1NpCp7P06dPyx07dshNmzZV7rd/ZJuU4wdL+ct4KbMrdw+5cuWKBCQgr1y5UqmxHJFbbrlFAnL69OmVHisnJ0cuWLBA5uTkVGqc9evXS0DWqlVLmkymSsvlSBiNRhkSEiIBuXPnzkoOlivlmj+kTLlaabm++OILCcj+/ftryyx1Ph2N5ORk9TcdJK2o4+gxfjrl5uzZs0yfPp3jx48TExPDxx9/zIULF7jvvvvsLRpwva4iOH+/2KIw7yYhHaTOWXZ2NkajESEEvr6+9hbH4qjHvNJJNB6eyidmL8wcBxkpFR5KDcJv1KhRvrI0roIjxvlt2bIFUKxjrhRTCUoyW9euXYHr+1khDDkwd7JS0/K3CWAsQ/3LEtATOyyPrvjplBs3NzdmzJhBp06duPnmmzl16hRff/21w5RdULOM3dzcXFIJ8fPzQwhBbm5uhbJorYGqaPv5+Wl1DF0JVfHLzs4uWyHn4ohuB4++Bz4BSqHnn9+B5MsVGkp9OLvqA9ERM3vV+D5Xc/OqqPtVMKmszGSmK8rekS1KgtNN9yn/VgI9scPyuN4dWsfqREZGsmnTJpKTk0lJSWHBggW0b9/eKj1kK0JaWhqg9BN2tbdyUBTvMrUSsyGubGEF8PX11cr7VDqLOrIJPP4hBIZB4jn46S24fKHcw2zevBnAIkkujoiq+B08eNAhrnMppaZsq5YxV6NSFr+Uq/Dz23D2EHj5wiPvQsvKXZtXr17Vfm9qdxGdyqMrfjqVRn3YqwqXvXF1JQTQsmQd4YEIrn/MzV3YlS1dBECNejDiIwirDcmJivKXcqXMmxuNRs0q071798rL44DUqVOHOnXqYDKZ2L17t73F4ezZs8THx+Ph4UGHDh3sLY5V6NKlC0IITp06la+4fqkknocf34RLZyGgGvzfh9Cg8h021HCG6OjoMpV60ikbuuKnU2kcLeZMVULs1UbPFjiSsm0ymbSuFlXhmFtE8QMIqaE8IGvdAM27Q2DZ4/QOHTpEamoqAQEBtGzZ0jLyOCCq1a/CrkcLosrQtm1blwwhAaVOq1oaqszHXEpYNE15gQmtBSMmQi3LZN+qMuhuXsuiK346lcbX1xd3d3dMJlP5itxagdzcXK2nqqtan+C6gpWRkVGo/6ytycjIQEqp9bV1VSxq8VMJCIH/+wDueOJ6mYsyBMOrbt6uXbtapKyNo6JaMzdt2mRnSfIndrgy6v6V2d0rBAwepdSqHDFRKdtiIdQC+K5q1bYXuuKnU2nUziVgfwuUOr+Pj49DFX21NJ6enlqdrTL1kLUirh5TqaIqfufPn89X7LnSePmAqrwZc2H2R7DyFyihDaKq+Ln6A1GNX9y0aZPdvQm64leABLPOSiHV4cE3wT/YYnLk5uZqFj9XjWO1F7rip2MRVAuUvRU/V481UxFCOMwxN1f8XBkPDw9N2a5UuYuSiNmrNLLf9Df8/TnkFt2Mvqoofu3bt8fHx4fLly9z/Phxu8mRmZmpWXpdNbFDRd2/HTt2FJ3BbjLBipkw7WU4Yj0X/IEDB0hLSyMoKMilwxnsga746VgEXQmxPY5wzKWUVeqYe3sr/UVVxcviNO4Ig15UWlodWK+UxsjMn8CTkJBATEwMQgiXj33y9vbWsjnt6e7duXMnubm51KxZs1CXF1ejWbNmBAcH5+tSomHIhnmTYPMCQFYoG72sqOe7W7duLh3OYA90xU/HIpgXuC1vkdvhw4czaNCgSstgMpnKnNhx9OhRunbtio+PT6F2Yc6CueJnLzdYVlYWubm5CCG0EjOujKr4Wc3iB9D2Fnj4HaUkxpmD8NMYuHY9w1Kdu0WLFoSEhFhPDgehR48ewPV4L3uwYcMGAG666SaXDmcApVyU6lpV9xuAtGsw8104vAXcPOCel+Cme60mh3q+1fOvYzkcWvETQlQTQvwqhEjO+/wqhAgpZZsZQghZ4GP/lLAiMBqNrF27ltmzZ7N27Vq7B+lXBnd3d+3Bby8LlFq42cPDo9S+wePGjcPf359jx46xatUqQHGf+vj4cPbs2XzrDho0iOHDh1tLbABiY2O588478ff3Jzw8nJEjR5aqQA8YMIBOnTrRvn173NzcEELw4IMP5lsnKSmJYcOGERwcTHBwMMOGDePatWsljturVy9GjRpVaPmMGTMKKRrm1j5XLNxcEFXx27lzp3WLZ9/QNq/WX6hS62/663BecXVWFTevinmcn70wV/yqAup+aopf4nn44U3lGvQJgEfHQZteVpVBPd96fJ/lcfQ79SygLXB73qct8GsZtlsO1DL79LeOeBVn/vz5tG7dmltvvZWHHnqI3r17ExUVxfz58+0tWoWxt+sxNTVVk6O0t/KYmBh69OhB/fr189WHEkLw7rvvWlXOghiNRgYMGEB6ejobN27kjz/+4K+//uKVV14pddsHHniAZcuWceDAAeLi4vjuu+/yff/QQw+xd+9eli9fzvLly9m7dy/Dhg2zmOxVyc0LSlJNaGgo2dnZ7Nq1y7qTRTSAJz5R/s3JBg8lY7qqKX5qssHx48dJTEy0+fxGo1FTQqqi4ieTL8OPY+BagpKxO2IiRFk35i42Npbz58/j7u7usp1p7InDKn5CiGYoyt4TUsotUsotwJPAQCFEk1I2z5ZSxpt9rlpd4HIwf/58HnjgAS5evJhvudrv1lrK37x582jVqhW+vr6EhYXRp08fzTW6Y8cO+vbtS3h4OMHBwfTs2bNQ0VQhBN999x0DBw7Ez8+PZs2asWXLFk6ePEmvXr1o1qwZjz/+OIcPH9a2GT9+PG3btuW7774jMjISPz8/7r///hKtTlJKPv30Uxo2bIivry9t2rRh3rx52vdJSUk8/PDDVK9eHV9fXxo1asTPP/+cT/ErCSEEu3btYsKECQghGD9+vPbdiy++yG+//caBAwfKelgrzYoVKzh8+DC//fYb7dq1o0+fPkyePJnp06eTklJyL9fAwEDCw8Px8/MjIiKC4ODrWXVHjhxh+fLl/PDDD3Tr1o1u3boxffp0Fi9ezLFjxyotd1RUFA0bNqRTp07UrVsXIYTLu8EAOnbsCMC6deusP1lwuFLr79FxEBFFRkaGVtS2qlhCQkNDadGiBWAfq9++fftITU0lKCiI1q1b23x+e9CxY0e8vb1JTEzkWNxlxbpXt7HyIlK9rtXnV9287du3d/lEPXvgyPUuugHJUkqtQ7eUcqsQIhnoDpT05OolhLgEXAPWAW9LKYstQy6E8Aa8zRYFAhgMBgyG/Fl1BoMBKSUmkwlTCeUWisNoNPLSSy8VGZMlpUQIwahRo7jzzjstGtAaFxfH0KFD+eSTTxg0aBCpqals3LgRo9GIyWQiOTmZYcOGMXXqVACmTJlC//79OXbsGIGBgdo477//PpMmTWLSpEm8+eabPPTQQzRs2JA33niD2rVrM2zYMCZMmECfPn20FlcnT57kzz//5J9//iElJYUnn3yS5557jt9++03bb/WYArzzzjv8/ffffP311zRq1Ij169fzyCOPEBYWRs+ePXnnnXc4fPgwS5YsITw8nJMnT5KZmalZn+6//34aNmzIzz//XOSxuHDhAv369eO2227jlVdeISAgQJu7a9euDBgwgDfffJNFixYVKV9BYmNjS806e/jhh5k2bVqR323evJmWLVsSERGhzdG3b1+ys7PZsWMHvXv3LnbcBQsWMG/ePMLCwhg0aBDvvvuudr42bdpEcHAwnTp10sbt3LkzwcHBbNy4kUaNGhU7blH7q/6t/rtp0yZNQW7atClDhw7F09OzQr8LR0P9fZofB5PJhJSS9u3bA7B27VpeffVV6wvj5gERN4DBwMaNG+lQI4DXeragXkSNQvcnV6Vbt24cOnSIDRs2MGDAgHJvrx6nihyvtWvXAoqFtaL3fWfDDUnvbl1YvnY9a9eu5Yb/+z+l1JCnF9jgmlNdzN26dSvynFXmfDoyttofR1b8IoCilLVLed8VxzJgLnAWaAC8D6wWQnSQUhYXlDMGGFdw4YoVKwoFrHt4eBAREUFaWlq5kxhAeZM5f/58sd9LKTl37hz//vuvRYNaT548SW5uLn369CE0NJTQ0FDq16+PyWQiJSVFs2KofPrpp8ydO5dly5Zx++23a8uHDh2q/f3888/Tr18/XnnlFc0d89BDDzF+/HguXbqEn58f2dnZZGVl8cUXX1CnTh0AJk6cyJAhQxg3bhw1a9bEYDCQm5tLSkoK6enpfPbZZ/zzzz+aiX/w4MGsXbuWr7/+mnbt2nHq1ClatGhB48aNAUWZyc7O5ty5cwghqFOnDqGhocVay/z8/BBC4OnpiZ+fn3YMQIkTfOutt+jRowfLly+ne/fu5ObmYjAYih0vICCA9evXl3j8AwMDi93+3LlzhIWF5fve3d0dLy8vTp8+XWx7qHvuuYeRI0diMBiIiYnhu+++Y/fu3fz999+A0mIqPDy80Lzh4eGcPXu2WHlyc3OZNm0aP/74Y6Hl3t7e2nZSSsLDw/Hy8uLjjz/mwoULrF69ulQrpTOhWpFBSVzKzMzUrJrr169n0aJFNs04nPvHLObc15HIYD+ufT2abQ1vIcvL9S0iqtVnyZIl3HzzzRUeZ+XKleXeRvU2hIeHs3Tp0grP7Sx45mbT8cw6/tcxjP/WC+bMmUOtWrVsKsPy5csBpR5rSce8IufTkbFVTVabK35CiPEUoWQVQO3GXFSqoihmubKBlHPM/jwohNiJogQOAIrzoU4Eppj9HQic79evH0FBQflWzMrK4ty5cwQEBJSaQFAUycnJZV6v4NyVoXv37tx666306NGDfv360bdvX+677z6qVasGwKVLlxg3bhxr1qwhISEBo9FIRkYGV65cySdHx44dtb8bNmwIKM2z1WX16tUjOzub5ORkIiIi8Pb2pl69elobIIBbb70Vk8nExYsXadSoEZ6ennh4eBAUFMSxY8fIyspi8ODB+eTPycmhXbt2BAUF8cILL3D//fdz8OBB+vbty913361ZrwICApg1a1apx8Pd3R1vb+9Cx9jX15fOnTszbNgwPvjgAzZu3KjVbyvpfFSrVo3U1FQCAwPL7e40339zpJT4+fkVO++LL74IwLFjx7jhhhvo0qULffr04eTJk1r9M3d390Lbq31nixvXw8ODhx56iLfeeivf8r///puJEydq26kK3pIlS/jtt9/YsGGDdk04O1LKQuczKysLX19fhg4dypgxY0hKSiIiIsKmzeOnTJnC0E0HWTniVkIyr9Dv7H8Y738NWTvaZjLYg2bNmvH5558TExPDzTffXO6YUoPBwMqVK+nbt69Wi7EsSCl56qmnABgxYoTru9cTz+Ex91NEagKhgR60rhnEmTNn6N/fdmHyV69e1RLsXnjhBSIiCtt5Kno+HR1bvTTbw+L3FfBHKeucAVoDRfV+qQ4klHUyKWWcEOIsUKxfK88SqFkD1Ru9eXcEFaPRiBACNze3CmUxqlavsqxnySxJNzc3Vq5cyebNm1mxYgVff/01Y8eOZdu2bTRo0IDHH3+cxMREpk6dSv369fH29tbM7OZyeHt7a3+rlg7zZeqbeUpKipZpqs6vom7n7u6uraMeU5UlS5YUOlbqPAMGDODs2bMsWbKE//77j759+/Lwww/zzDPPEBgYWObjVnBOVU43NzcmTJhA48aNWbhwYZHymRMbG0vz5s1LnOuRRx7h22+/LfK7WrVqsX379nzjJyUlYTAYqFWrVqn7ExgYSHp6Og0bNsTT05OYmBg6duxIrVq1SEhIKLR9YmIiERERJY4bEhKiWVRVatZUfo7qdqmpqezatYvx48cze/Zs2rVrV6KczoTqzjM/7+q16uXlxU033cTChQvZtGmTzZIssrKy2LZtG9nZ2cTdOZqGW2YhEs/h8cs4GPAUtO9jEznsQePGjalfvz5nz55l+/bt3HbbbRUap6h7ekkcO3aMS5cuafdDV1IyCnFsB/w1BXKyIKQG2XeNZO978zGZkomPjycyMtImYmzevBkpJc2aNSt1zvKeT0fHVvti8+QOKeVlKeXRUj5ZwBYgWAihpfQIIboAwUCZq6cKIcKASCDO0vtSEW666SYtEL4ohBBERkZaJXtMCMGNN97Ie++9x549e/Dy8tLcghs2bGDkyJH079+fFi1a4O3tzeXLl8s9h9rWyryHbGxsbL5Eli1btuDm5lZIsQBo3rw53t7exMbGEh0dne9jfhOoXr06w4cP57fffuOzzz7jjz+UdwnzeMTKEBkZyQsvvMBbb71Vapmd2rVrs3v3btavX8/u3bvZu3dvoc+ECROK3b5bt24cPHiQuLjrl+iKFSvw9vYu1s1rjmr92Lt3r6YsquMmJyezfft2bd1t27aRnJxcaWXFYDBw/Phx3njjDd54441CFlpXp2fPnoCNEjzyUJW+iIgIGrTrAiM+hiadwGiAhV/DomngxCWhSuOWW24BYPXq1TabU40169Kli1bKx+WQEtbPg9kTFaWvfgt48n/4N2yhvczlq+dnZdTzq55vHcvjsFm9UsojKGVZpgshugohugLTgcVSSi2xQwhxVAhxT97/A4QQk4QQ3YQQUUKIXsAi4DLwt813ogjc3d35/PPPAQopf+rfU6dOtXjc0LZt2/joo4/YuXMnsbGxzJ8/n8TERM0FGx0dza+//sqRI0fYtm0bDz/8sKbElQcvLy/t/+Z9cx977DH27dunKZgPPPBAkSb8wMBAXn31VV5++WVmzpxJTEwMe/bs4euvv2bmzJkAvPvuu/zzzz+cPHmSQ4cOsWjRIqKiorSewY8++ihjxoypyGHKx5gxY7h48SL//fdfiet5eHgQHR1Nw4YNCymr6qdGjRrFbt+vXz+aN2/OsGHD2LNnD6tWreLVV1/lySef1NyqFy5coGnTppoSFxMTw4QJE9i5cyeXL19m06ZNjB49mrZt22ruqGbNmnH77bfz5JNPsnXrVrZu3cqTTz7JwIEDadKktMT4krl06RKjR4+madOmPPvss8THx2ufqoCq+G3YsMFm9TdVJbNXr17KvcLHD4a8Cb0fAgRkZYAL11JUk5zWrFljsznV2F2XLuPy36+w+ndAQqfb4dHx4K/cd9T9tuULjnp+S0pq06kcjn6XeBg4AKzI++wHChYha4JiBQQwAq2Af4DjwMy8f7tJKVNxEAYPHsyff/5ZKGC2bt26zJs3zyrWk6CgINavX0///v1p3Lgx77zzDpMnT+aOO+4A4KeffiIpKYl27doxbNgwRo4cWaKyUhbUeIXo6GgGDx5M//796devHy1btuSbb74pdrv333+fd999l4kTJ9KsWTNuu+02Fi1aRIMGDQBFuRwzZgytW7fm5ptvxmQy8eGHH+Lv74+bmxuxsbH5rGcVJTQ0lDfeeIOsrKxKj1US7u7uLFmyBB8fH2688UYeeOABBg0axKRJk7R1DAYDx44d04J/vby8WLVqFbfddhstWrRg8uTJdOnShblz5+Z7afj9999p1aoV/fr1o1+/frRu3Zpffy1LKcySOX36NGfOnGHbtm3Url2bWrVqaZ+qQNu2bQkKCiIlJaVwWysroWaXqkonoCh6Pe9XHtZ3PQfqy6SdOrlYE1UR2LVrV5ljpSuDlFJ76XNp61Pb3kpR5oHPwoCnwf16BJi632qRe2uTkJDAoUOHAOUFR8dKqKUq9M/1DxAEyOTkZFmQzMxMefjwYZmZmVnou/JgNBrl5cuX5apVq+SsWbPkmjVrZG5ubqXGdBQuX74sd+zYIQ8dOiTHjRsn27RpY9X5Tp48KXfs2CEvXLhg1XlKwmg0yqSkJGk0Gu0y/7lz5+SOHTvkqVOnbDLfgQMH5I4dO2RSUpJN5rM1RZ3Pgr/9/v37S0BOmTLF6vJkZWVJHx8fCcjDhw+XvLLJJOWf/5Ny0wLl/y5Eo0aNJCAXLlxYru1ycnLkggULZE5OTpm3OXjwoASkj49Ppe/3Dkfi+fx/Z6YVuVpKSop0d3eXgE3uLX/88YcESn1mVOR8OgPJyckSJXk1SFpRx3F0i59L4+7uTq9evRg6dCi9evVymUbUapxdRkaG1WteybzsS8CiWdDOhnmmrbSytScnJ0ezglaVjh1FoVokbGEN2bFjB1lZWdSoUYOmTZuWvPLxnXBoE6yYAXMnKS5gF8GWcX6qte/mm2+uUAUHhyTXAEunw9cj4cyh68t9ii4JFBgYSNeuXQFKDXmxBHp8n23QFT8di+Pl5aXdKCtS67A8ZGRkkJubi7u7e5Wu8K62qTMYDFZ3TauKtr+/Px4ejlwK1Lr07dsXUGKSrNq3FyXZBxR3Z6nlghp3hP5Pgps7HN4M370CF05aVT5bYcs4P7VGXJ8+LpItfTUefn4bti8FaYILJ8q0mXqd26Jmnh7fZxt0xU/HKqhWv+eff569e/dabR41jrAi9fNcCTc3N+2YW7sWlKr4WSqD2llp06YNERERZGRkWL2V2LJlywC0mNwSEQI694f/+wCCq0NSvNJrdcsip4/9U62s+/btq1DVgbJiMBi0mEpV8XFqDmzIewE4ocTzPfQ23DioTJuqiu+qVaus6sE5f/48J06cwM3NrVJFunVKR1f8dKyCqhRYOwhbVXKqsptXRT3m5t0mLI2UMp+yXZURQtCvXz8A/v33X6vNc+nSJXbu3AmgzVcmIpvCM1OgaRcw5cK/P8GS760kpW2oWbOm1h7Rmu7erVu3kp6eTvXq1Z27P29OFvzzlVKfLzsD6jVTronGHUvfNo/OnTsTGBjI1atX2bNnj9VEVUMmOnTokK/nuI7l0RU/HaugKmJZWVlWc4MZjUatZIyu+Nkmzi8rK4ucnByEEFU6vk9FbV+otpiyBqqLrW3btuXPmvYNgCFvKK5fLx9o08vyAtoYtXizNdunqfFst956q0UL6duco9tgzypAQM8H4LH3IaR6uYbw9PTUXK/WjPNbsmQJQL4WoTrWwYmvaB1HxsPDw+pWv7S0NKSUeHl5uW5x1XLg5+eHh4cHJpOJ9PR0q8yhnsvAwECXSUaqDH379kUIwf79+/MVKbckqlJZ4Qei6vod9T1EmtVvPHMQDNaNTbQGAwYMABTFz1quR1XZdno3b6ublXP/2AToPRQq+JtV3b3WivMzGAya1Vw9vzrWQ1f8dKyGaq6/du2aVcY3d/NW5fg+FSGE1ZVt9VyGhIRYZXxnIzw8nI4dFbeZmoBhSUwmk/ZArLQlxM/MNX/pHPw6QYn7uhhTuXFtTI8ePQgKCiIxMZEdO3ZYfPxr165phdKdLrHjShzM+RQyFU8IQijW3gYtKzWsqgBv3LjRKi+VGzduJCUlherVq9u093VVRVf8dKyGqvilpqZavLuBlFJTbnQ373VUhcwaynZubq7mWtdjcK6juh6tEee3e/duEhMTCQwMpFu3bpYbOCNFcQNfvgA/vAHr5oIx13LjWxFPT09NCV68eLHFx1+yZAlGo5HmzZtTr149i49vFaSEHcvh25fhyBZYOdOiwzdp0oQGDRqQnZ1tlRcc9TwOGDDAuV3rToJ+hHWsho+PD15eXvlq7VmKrKwssrKyEELoSogZ6rHIzMy0eFkXVdH29fXVXetmqErIihUrLP6Co7p5b7311nztECtNVAt4dio06wYmI6yZBd+/5jTWP9UdaA3FT+1ffs8991h8bKtwNR5+fQ+WfKe47hu0gpsfsOgUQggGDRoEXD8+lsRc8dOxPrrip6Nx5swZhBBa+ZW1a9cihKiw9UgIoVmgKup6LCiTSlJSEqBY+0qKNevVqxejRo2q0NzWoiwyRUVFMXXq1DKPOWPGDEJCQvLFVpblvH3//fdERkbi5uZW6nzqOdQV7fx06dKFkJAQrl69avGyLmrAe5nKuJQX/yB44DUYPAp8AyHhDEx/HdbMtvxcFuaOO+7Q7gsXLlyw2LiZmZmasu3wip/RCJsWwDcvwal94OEFtz8Ow8aXO4GjLKjHY/HixRgMBouNe+LECY4fP46Hh0f5stZ1Koyu+OkUS/fu3YmLi6vUg17dNjk52aKZpmWNNZs/fz7vv/++xea1BNaWqazu3pSUFF544QXeeOMNLly4wFNPPVXsuiaTSVP8Ch7zb775hgYNGuDj40OHDh3YsGFDifPOnz+fvn37Ur16dYKCgujWrVshN+mMGTMQQhT6lGTFLOlFpbyKdHnw8PDQrCFz58612Ljnzp1j69atCCEYOHCgxcbNhxDQuic8/wW07KEU9vWwoGXRSlSvXl3rKKEqx5bgv//+Iz09ncjISNq3b2+xca3ChnmKSzc3R7HyPTsVut6p9G+2At27d6d69eokJSWxfv16i42rnr+ePXvqYTs2Qlf8dIrFy8uLiIiISiVOBAYG4ubmRk5ODhkZlmkdlZ2drY1VmuIXGhrqcPXmrC2TekzS0tJKfDOPjY3FYDAwYMAAatWqhZ+fX7HrpqenYzQa8fDwyNchZc6cOYwaNYq3336bPXv2cNNNN3HHHXcQGxtb7Fjr16+nb9++LF26lF27dtG7d2/uvPPOQjXCgoKCiIuLy/dx1NZZ999/PwDz5s2zmLtXVSJvuukmateubZExiyUgBO57BYaNg+53X18efwZSr1p37gqiugUXLVpksTFVN+agQYMcP2Gsc38IrwN3PQ+Pvgdh5Sz1U07c3d256667AMu6e9Xzp7t5bYeu+FUhli9fTo8ePQgJCSEsLIyBAwcSE1N8TE9BC8qVK1cYOnQodevWxc/Pj1atWjF7dn630Lx582jVqhW+vr6EhYXRr18/PD09Abh69So///wzzZo1w8fHh6ZNm/LNN9/k23779u20a9cOHx8fOnbsWGTBUFWewMBAPD09+eabb2jUqBE+Pj7UrFmT++67T1u3oFs1KiqKjz76iMcff5zAwEDq1avH999fL2pblNVo7969CCE4c+YMAGfPnuXOO++kWrVq+Pv706JFi3w1xdatW0fnzp3x9vamVq1avPnmm+TmXg+cLyjTpUuXuPPOO/H19aVBgwb8/vvvhfZ5ypQptGrVCn9/fyIjI3nuuee0RIuCeHt7a0pccS72GTNm0KpVKwAaNmyYb/+KQnWtBwcH53sgTpkyhREjRvDEE0/QrFkzpk6dSmRkJNOmTSt2rKlTp/L666/TqVMnGjVqxEcffUSjRo0KPcCFEEREROT7WILirInjx4+v8Jh9+vQhJCSE+Ph4i7l758yZA8ADD1g2XqtEbmgL7nlt+Iy5MG8yfPmC0vXDwvGLleXuuxUF9d9//+Xq1corp7m5uSxcuBBAs+A6DCYT7F0Df312vfuKXyA89zm076NYbm2AelwWLFhgEQ9OXFyc1iFFVSp1rI+u+FmSnKziP4acwusasotZN7ts45aT9PR0Ro8ezY4dO1i1ahVubm7cc889Za6FlZWVRYcOHVi8eDEHDx7kqaeeYtiwYWzbtg1QfsRDhw7l8ccf58iRI6xdu5bBgwdTrVo1AKZPn87bb7/Nhx9+yJEjR/joo48YO3YsM2fO1OQbOHAgTZo0YdeuXYwfP55XX321kByqEhISEsLOnTsZOXIkEyZM4NixYyxfvrzUdj+TJ0/WlMrnnnuOZ599lqNHj5b5OD7//PNkZ2ezfv16Dhw4wCeffKIVM75w4QL9+/enU6dO7Nu3j2nTpvHjjz/ywQcfFDve8OHDOXPmDKtXr2bevHl88803XLp0Kd86bm5ufPHFFxw8eJCZM2eyevVqXn/99WLHTE1NpVOnTsUWFh4yZIhWjHX79u3ExcURGRnJhg0bCAgIKPRp2rQpN998M61ateKjjz4ClD7Mu3btKhSX069fPzZv3lz6gczDZDKRmppKaGhovuVpaWnUr1+funXrMnDgQIt1DRgyZEg+K+Ls2bPx8PDgxhtvrPCYXl5e2kPxzz//rLSMZ86cYfv27bi5uXHvvfdWerwKkZ6sFH3OyVS6fnz3Cpw+aB9ZiqBly5a0adMGg8FgERf7pk2buHLlCqGhoY7VMizulNJjd8EXcGA9HN95/Ts329bS7NOnDwEBAVy4cEHrJlMZ/vjjD0wmE926deOGG26wgIQ6ZaHqdli3Bh8NLf67Rh3g4Xe0P8Xkxwkprnhq/RZKn02VqU8r5RcKMr585vaCD5Aff/yRGjVqcPjwYa0NUknUqVMnnyL24osvsnz5cubOnUuXLl2Ii4sjNzeXwYMHU79+fQBatWqFyWQiMTGR77//no8++ojBgwcD0KBBAw4fPsx3333HY489xu+//47RaOSnn37Cz8+PFi1acP78eZ599lltToPBoFm6QkJC2LRpE/7+/gwcOJDAwEDq169Pu3btStyP/v3789xzzwHwxhtv8Nlnn7F27VqaNm1ahqOouEjvvffefBYzk8lESkoK06ZNIzIykq+++gohBE2bNuXixYu88cYbvPvuu4VKFRw/fpxly5axdetWunTpAijnpVmzZvnWM7cQNmjQgPfff59nn322kMVUJSwsjPr162M0GjEYDJrVVUW1yIISL6Va0zp27FgokSYlJYWzZ8/i4eFB06ZNte0uX76M0WikZs2a+davWbMm8fHxpR1GjcmTJ5Oenp7PstW0aVPNKpmSksLnn3/OjTfeyL59+2jUqFGJ49WtW7fQMvMwA19fX3x9fQGIiYnhhRde4KOPPqp0sd4HHniAGTNm8Ndff/H5559XqsC1qjz27NnTYpbOchMUBk98Anv+g/9+hUtnYeZYaNwJ+gyDGpH2kcuMRx55hH379vHrr7/y9NNPV2os9ZgPHDgQDw8HeDQmX4a1f8Ce1YAETx/oeb9ilbUTPj4+3HHHHcydO5c///yz0jX3fv31V0A5jzq2Q7f4VSFiYmJ46KGHaNiwIUFBQTRo0ACgxHgsc4xGIx9++CGtW7cmLCyMgIAAVqxYoW3fpk0bbr31Vlq1asX999/P9OnTSUpKws3NDSklCQkJPP/88/ksSR988IHmbj5y5Aht2rTJF2tWsHaZ2pjd398fb29v+vbtS/369WnYsCHDhg3j999/LzWW0Lz3pupOLGhhK4mRI0fywQcfcOONNzJu3Dj279+vfXfkyBG6deuWzx164403kpaWxvnz5wuNdeTIETw8PLQiwKAoPQVjF9esWUPfvn2pU6cOgYGBPProo1y5cqXYYqrR0dEsXbqUFi1alMsN5uvrS3R0dL5PcHAwkZGRtG3blkaNGhWyzBWMhZJSljk+avbs2YwfP545c+ZQo0YNbXnXrl155JFHaNOmDTfddBN//vknjRs35ssvvyx1zA0bNrB37958n6Ji5JKTkxk4cCB33HEHr732WpnkLYlbb71Vc/du3LixUmOpSsiQIUMqLVelcHODDv3gxa+h0+0g3OD4Dpg2Son/szMPPfQQQgg2bdrEqVOnKjxORkaGFmJhdyXEkA0rf4Evn89rtyah5U3w4lfQYzB4eJY6hDV5+OGHAZg5cyY5OTmlrF08hw4dYs+ePXh4eNj/Oq9iOMBrjQvxVgllEER+HVu+8hPJqakE5SU/5F+3wENz1HcWEe/OO+8kMjKS6dOnU7t2bUwmEy1btizzj3fy5Ml89tlnTJ06VYs3GzVqlLa9u7s7K1euZPPmzaxYsYIvv/ySt99+m23btmnZve+88w73339/vn1WLSOlxYxIKTXFr3p1pVxBYGAgu3fvZu3ataxYsYJ3332X8ePHs2PHjmITPwpav4QQmrtblctcloIJEk888QS33XYbS5YsYcWKFUycOJFJkybx6KOPFqn0qGMVpQyV9J3K2bNn6d+/P8888wzvv/8+oaGhbNy4kREjRpSYvBEeHk5sbCyJiYnUqFGjTMrYhg0bCpUOKXhs3nrrLd566y3Cw8Nxd3cvZN27dOlSIStgUcyZM4cRI0Ywd+7cUjskuLm50alTJ06cOFHquA0aNCh07gtacIxGI0OGDCEoKIjp06eXOmZZUN29M2bM4LfffqNnz54VGufEiRPs2rULd3d3zTpud/yCYMDT0GWgYv3LSoea9a9/b8y9HhtoQ2rXrs2tt97Kf//9x6xZs3jnnXdK36gI5s2bR3JyMg0aNODWW2+1sJTlxM1Dcefm5kC95tD30fyt9uyMmgwWFxfHwoUL88VUlwdV0e7fv7/mRdCxDbrFz5J4+RT/8fQqvK6ndzHrepdt3HJw5coVjhw5wjvvvMOtt95Ks2bNtFi5srJhwwbuvvtuzRLTsGHDQg9iIQQ33ngj7733Hnv27MHLy4u///6bhg0bUqNGDc6dO0d4eHg+i5JqeWzevDn79u0jMzNTG2/r1q3a/1NTU8nOzsbd3V2LGwTlod6nTx8+/fRT9u/fr8XLVQRVoYyLi9OWFXR9AkRGRvLMM88wf/58XnnlFX744QdtHzZv3pxPcdy8eTOBgYHUqVOn0DjNmjUjNzc3X7zMsWPH8iWX7Ny5k9zcXCZPnkzXrl1p3LhxmfrChoaG4ubmRlZWVpnbLKmuXvWzatUqfv/9d/766y/27NnD3r17eeaZZwBF0enQoUOh/p0rV66ke/fuJc4ze/Zshg8fzqxZs8qUzSelZO/evdSqZZnMxZdffpkDBw7w999/WzRT+PHHHweUh1pFEw7UxJh+/fpp16PDEF4HHnxTCVtRXyQyUuCzpxSFML2IkBQro1rofv311wonHKjK/4gRI2zfOSI7E7YsvB637e4O/Z+Ch95WQn4cSOkD5X77f//3fwAVfmkymUyOY2GtguiKXxWhWrVqhIWF8f3333Py5ElWr17N6NGjyzVGdHS0ZtE7cuQITz/9dD5rz7Zt2/joo4/YuXMnsbGxzJ8/n8TERJo1a4YQgldffZUZM2YwefJkjh8/zoEDB/j555+ZMmUKoLht3NzcGDFiBIcPH2bp0qVMmjRJGz8xMRFQFBrVSrh48WK++OIL9u7dy9mzZ/nll18wmUw0aVKxm2V0dDSRkZGMHz+e48ePs2TJEiZPnpxvnVGjRvHvv/9y+vRpdu/ezerVq7X4wGeffZZz587x4osvcvToUf755x/GjRvH6NGji3ygNGnShNtvv50nn3ySbdu2sWvXLp544gktBg3ghhtuIDc3ly+//JJTp07x66+/8u2335a4HxcuXKBly5aaG161lJZGQVev6uZt164djRo1Ijo6Op+rd/To0fzwww/89NNPHDlyhJdffpnY2FhNOQQYM2YMjz76qPb37NmzefTRRzVFNj4+nvj4+HwZyO+99x7//vsvp06dYu/evYwYMSKf0lkZfv75Z7755hu+/fZb3NzctPmLy5IuDz169KBt27ZkZmby448/lnv7lJQU7SVi5MiRlZbHapi/nO5fD2lJsHG+Eo+8Yiaklu+lsjIMHjwYX19fjh8/zpYtW8q9/ZEjR9i4cSPu7u6aQmMTMtNh3Z8w9Sn492fYZdYKrUFLaNzRZtm65WXEiBGA8pJ3+vTpcm+/evVqYmNjCQoK4s4777S0eDqloCt+VQQ3Nzf++OMPdu3aRcuWLXn55Zf53//+V64xxo4dS/v27bntttvo1asXERER+coeBAUFsX79evr370/jxo155513mDx5suY6HDlyJO+8845W8qVnz57MmDFDs/gFBASwaNEiDh8+TLt27Xj77bf55JNPAMXdqlrBzK0gISEhzJ8/n1tuuYVmzZrx7bffMnv2bFq0aFGh4+Tp6cns2bM5evQobdq04ZNPPimUkWs0Gnn++edp1qwZt99+O02aNOHrr78GlASYpUuXsn37dtq0acMzzzzDiBEjSnRB/fzzz0RGRtKzZ08GDx7MU089lS/erW3btkyZMoVPPvmEli1b8vvvvzNx4sQS98NgMHDs2DGtzdfVq1fLXV8uLS2NtLQ0hBCF4vpUhgwZwtSpU5kwYQJt27Zl/fr1LF26VEvuAcV6ah5H+t1335Gbm8vzzz9PrVq1tM9LL72krXPt2jWeeuopmjVrRr9+/bhw4QLr16+nc+fO5dqHoli3bh1Go5G77ror3/zmLxkVRQihKWxfffVVvjI+ZWHGjBmkpqbStGlT5+li0GUADH0Lat0AhizYvEBRZv7+AuLKrxSUl8DAQB588EEAPv7443Jvr1qtBgwYYP16iQBX4mD5T8oxWjMbMtMgrDYEO5h1twQaNmxInz59kFJW6AVHPU/Dhg1z2NqcroywZDcFV0EIEQQkJycnF6oknpWVxenTp7VOBRVFzQINCgqqUk2pT58+zZUrV6hWrVq50vfj4uK4cOEC/v7+hTJeHQFHPZ9SSg4ePEh2djaRkZFlir1TOXHiBMnJyYSHhxMVFWU9IR2Qos5nWX/7mZmZREZGcuXKFebPn1/m1l9Go5EmTZoQExPDtGnTLGLdtClSwoldsH4enD+mLHP3gFd+UmrOWZFjx47RrFkzpJTs27cvXwIXKC9CS5cupX///vlifFNTU4mKiuLq1assWrTIeh1SQKnFN+cTOLYDyHvu1qgHN98PzbvZvDRLZfnzzz8ZMmQIERERnDp1Kp+XoiS2bdtG165d8fDw4OTJk/leEstKcefT2UlJSVHj4YOllFaLm3CcJ5ROlUAtTZGUlJQvlq8kcnNzNZeyw8U8OThq1jKgldspC+np6Zrr1W7lRJwUX19frf3d559/XubtlixZQkxMDNWqVWPYsGHWEs96CKG4J5/4WCkD0/ImaNMrv9K3bQlcKT0+tbw0adJE656i1pksC//73/+4evUq0dHR3H777RaXi3SzAupubkr8HhKi28PDY+GZz5RWeU6m9IFSzDkyMpL4+PhyXecffvghoMT2VUTp06k8uuKnY1N8fX21jMuEhIQybRMXF4fRaMxXe06n7ISHh+Pj40Nubm65jjko9QB1V0z5efbZZ/Hw8GDdunVl6iWbm5vLe++9B8BTTz2Vry2eU1K3Mdw3Gu587vqyhLOw7AelTMlPb8Hu/5Q4Nwvx1ltvAYol6tixY6Wuf/HiRS1+9+OPP7Zc7b6cbCXu8df3YNLjcPnC9e9ueRhe+AoeGQuN2lutr64t8PLy0pS4iRMnlimOeN++fSxatAghBGPGjLG2iDrF4LxXnY7TolqQSqpDp5KVlaXV2Ktbt67j9890QIQQWkZxQkJCqeV70tPTtXhKS2XRVjUiIyN5+eWXAXjuuedKvc6nTp3K7t27CQkJyVes2+kx/72aTEohe+EGsUdg4dfwv8fg1wmwc0WlM4LbtGnDwIEDkVIyduzYUjN8x40bR0ZGBt26dat82ZzMNNi/Dv78FCYNh/mfQcxekCY4feD6euF1lI+L8PDDD9O2bVtSUlJ4//33S1xXSqnFOj/wwAM0btzYFiLqFIFDK35CiLeFEJuFEBlCiGtl3EYIIcYLIS4KITKFEGuFEBWL9NexCgEBAYSEhCCl5PTp0yUmHZw/fx4pJcHBwVotQJ3yExISgr+/PyaTiQsXLhT7UMzNzdUK4YaGhurWvkowbtw46tevT2xsLOPGjSt2vZiYGN59911AqZXpsq71Wg2UMjAvfw+3PgLVI8FkhJg9sHgaXDArDZWVXqHewOPHj8fd3Z25c+fy008/AUrs5Lp161i/fr2W2LNv3z7t+0mTJlXuhfL8cfjfcJg/FQ5vUcqyhNSAng/AyG+Uwtcuipubm5Yk+M0335Roaf3qq69YvHgxnp6eFa63qGMZHL2AsxcwF9gCjCjjNq8Do4HhwHHgHWClEKKJlDLVGkLqlJ+oqCgOHz5MVlYWsbGxWmavORcvXtQsT0W14dIpO0II6taty7Fjx7hy5Qre3t6FMhillJw5c4bs7Gy8vLyIjLR/Sy5nxt/fn2+++YYBAwYwdepU7rnnnkL9gHNzc3nyySfJzMzklltusW05EXsRFAY33at8Es/D0W1wcg80NEvIWDtHcQXXbw4NWkGdRhDRALxLTiDo0KED77//Pm+99RYvvPACKSkpTJkyReuaM2XKFCIiIjAYDJhMJgYPHlxqzUkAcg1wKVaxVJ45CNXrKsorKHJ5eEFwODTtDE06Q+1op3bjloc+ffpwxx13sGzZMu644w42bNhQqGbpzp07eeWVVwAlrrIsLUJ1rIdTZPUKIYYDU6WUIaWsJ4CLeet+krfMG0gA3pBSlqkFRlmyeqOiosqcxVQUjpoFaktSU1O1N8SIiAhq1aql1ee7ePGiVqS4bt26Dm8FcZbzmZCQwLlz5wCoX7++lixjNBq5ePEiCQkJWo9hp48zqwRFnc/MzEzOnDlT7oz+IUOG8Oeff+Lj48OPP/7IQw89BEB8fDxDhgxh/fr1+Pr6cuDAAb1RvcrPb8PZwwUWCgirpZSNuWfk9U4huYZ8bcxMJhMDBw5k2bJlJU5Rp04d9uzZU3TCmJSwdRHEnYL400qcnsnMAlk9Ep7/4vrf6cngX3U9EnFxcdx0003ExMTQtGlT1q9frx3XLVu28NBDD3HmzBkGDx7MvHnzKh2yo2f1Vg5Ht/iVlwZABKBVwpRSZgsh1gHdgUr3PlMvsoyMjEopfjpK/a3atWtz8eJF4uPjuXr1KkFBQaSnp2sZv86g9DkTNWvWJDc3l7i4OM6ePUtCQgKBgYEkJSVpGb/16tWr0kpfcag9oMv7oJk+fTrp6eksWbKEhx9+mF9//ZWQkBDWrl1LfHw8gYGB/Pbbb7rSZ85j70PCGSU+7uxhRQFLuaxkBBty8reH+3W8YjkMDgffQNx8A5n3f32ZmnOW2GsZfLfrjLbqQ63qUjfIl2BvD2qHhhC27lfIyVQKTvv4w2NKgg1CwM5/82cg+wZA7UYQ1QKiClisqrDSB0os8KpVq+jRowdHjx4lOjqanj17IoRg4cKFgFL778cff9TjtB0AV1P8VA2hYOpiAlBs3nieVdC8T1ogKG8VRfVCDQwMJCEhAZPJhJ+fX4UuZCklOTk5ZGZmVukfQkhICG5ublrSgXlmWI0aNQgKCtIeuI6MM53PatWqkZOTw9WrV8nKyiIrS2kV5eXlRfXq1fH393eKY25NzM8nKEpfYmIiQUFBmEwmrX9xWfD19WXevHmMHTuWSZMmsXz5cu275s2bM2fOHJo0aVJi3+UqSXik8unUX/k7PRkRfxpyspBmx8rjajwiI0VpHZeHH/BWj8acvJqWT/F7pVs07WuFXJ/j4Abtv9LHn1yzcd3a9QFDDrJmfWTNKAgMzZ+sop+vfNSuXZvly5czcOBAzpw5w6JFiwAlDvCxxx5j/Pjx+Pv7W+Q6V8dwtd+MrfbH5q5eIcR4oPhIZ4VOUkqteWk5XL3dgU1AbSllnNny6UCklLLIKNviZJo1axZ+fn5FzhUYGEhgYKBDu/WcCSklWVlZmEwmPDw88PT01I+tlVGVG4PBgIeHh57IUQImk4nU1FRSUysXJnz48GFiY2PJzc3F29ubm266ST/ulcTDmINfdhq+hnQ8jTl45WYTd+o4R/fuIsNgZMyq6y7jD29pRu1AX5KzDSRnGWjbpTuRjZqS4+FDhlcAKb7VHLZNmrNgNBo5ffo0+/fv59q1a/Tp04d69erZWyynICMjQw0Fsaqr1x6KXzgQXspqZ6SUWWbbDKdsil9DIAZoL6XcY7b8H+CalPKxYrYryuJ3/vLly4Vi/MwxGo3k5uZWqDF4bm4umzdvpnv37parH6VjN/Tz6VqYn09PT088PDy0+FMdx2fdunX07du31PVWrlxJz549bSCRjiUxGAysXLmSvn37ulyMX3h4OLhajJ+U8jJQto7x5ec0EA/0BfYACCG8gJ7AGyXIlA1kq3+rrjpPT88SL6rKXHAGg4Hc3FwCAgJc6sKtqujn07XQz6dz07t3b+rWrVts6SI1y7137966Qu/ElPaMdjZstS8O7UsTQtQTQrQF6gHuQoi2eZ8As3WOCiHuAZDKL3wq8JYQ4h4hREtgBpABzLK1/Do6Ojo6tsfd3V1rI1Yw5lb9e+rUqbrSp1MlcWjFD5iAYrl7DwjI+/8eoKPZOk0A85SqT1GUv2+AnUAdoJ9ew09HR0en6qCWDilYU65u3brMmzev8t06dHScFIcORpJSDkcpxFzSOqLA3xIYn/fR0dHR0amiDB48mLvvvps1a9ZoBYZ1965OVcehFT97k5JitdhKDAYDGRkZpKSkuFSMQlVFP5+uhX4+XYt27dqRmJhIu3btSu2brOP4uOrv05o6hzlO0bnD1ggh6gDn7S2Hjo6Ojo6OTpWjrpTygrUG1xW/Ishr/VYbsGZcYCD/3959h0lVnQ8c/75bYOm9K6JiEBtNEIgFe+/GLgI20KjEaCyxYCwYf9EYCxBEpKiIosGGXYxGmoAgKhYUEEQ6LMsu29/fH+cuDsPM7szs9Hk/zzPP7tw59973zLnvzJlbznWdyz1ivB4TH9ae6cXaM71Ye6aXdG7PRsAajWHnzA71BuC94THrbcMuV5oVxHK8HhMf1p7pxdozvVh7ppc0b8+Y1yfZr+o1xhhjjDFRYh0/Y4wxxpgMYR2/xCnBjU9YUlNBkxKsPdOLtWd6sfZML9aetWAXdxhjjDHGZAjb42eMMcYYkyGs42eMMcYYkyGs42eMMcYYkyGs42eMMcYYkyGs45cAInKtiCwXkWIRWSAiRyQ6JhMZETlSRN4QkTUioiJyVqJjMpETkdtF5HMRKRCR9SIyXUS6JDouExkRGSYiX4rINu8xW0ROTnRcpva8XFUReSzRsaQa6/jFmYhcADwGPAD0AD4F3haRjomMy0SsAbAY+GOiAzFRcRTwFNAXOB53d6P3RKRBQqMykVoN3AYc6j0+Al4TkQMTGpWpFRHpDVwNfJnoWFKRDecSZyIyF1ioqsN8pi0Fpqvq7YmLzNSWiChwtqpOT3QsJjpEpBWwHjhKVT9JdDym9kRkM3CLqj6T6FhM+ESkIbAQuBa4E1ikqsMTGlSKsT1+cSQidYBewHt+L70H9I9/RMaYGjTx/m5OaBSm1kQkW0QuxO2ln53oeEzEngLeUtUPEh1IqspJdAAZpiWQDazzm74OaBv/cIwxwYi7E/yjwP9U9atEx2MiIyIH4zp6ecB23F75bxIblYmE13HvCfROdCypzDp+ieF/fF0CTDPGJNaTwCHA4YkOxNTKd0B3oClwLjBRRI6yzl9qEZE9gX8BJ6hqcaLjSWXW8YuvjUAFu+/da83uewGNMQkiIk8AZwBHqurqRMdjIqeqpcAy7+l878KAG4FrEheViUAv3HflArczHnBH0I4UkT8CdVW1IlHBpRI7xy+OvA+gBbirBX0dD8yKf0TGGF/iPAmcAxyjqssTHZOJOgHqJjoIE7YPgYNxe2+rHvOB54Hu1ukLne3xi79HgckiMh933snVQEdgTEKjMhHxrjDr7DNpbxHpDmxW1Z8TE5WphaeAi4EzgQIRqdo7n6+qOxIXlomEiDwIvA2sAhoBFwIDgJMSGJaJgKoWALucaysihcAmOwc3PNbxizNVnSoiLYC7gXa4DfkUVV2Z2MhMhA4FZvo8f9T7OxEYFPdoTG1VDbP0sd/0wcCEuEZioqENMBn3WZuPG/ftJFV9P6FRGZNANo6fMcYYY0yGsHP8jDHGGGMyhHX8jDHGGGMyhHX8jDHGGGMyhHX8jDHGGGMyhHX8jDHGGGMyhHX8jDHGGGMyhHX8jDHGGGMyhHX8jDHGGGMyhHX8jDHGGGMyhHX8jDHGGGMyhHX8jDHGGGMyhHX8jDHGGGMyhHX8jDHGGGMyhHX8jDHGGGMyhHX8jDHGGGMyhHX8jDHGGGMyhHX8jDHGGGMyhHX8jDHGGGMyhHX8jDHGGGMyhHX8jDHGGGMyhHX8jDHGGGMyhHX8jDHGGGMyhHX80pCIXCsig+K0rvoiMkJEBoQ53xEiUiIie0WwzhEion7TPhaRj8NdVryIyAoRmeDz/FgR2S4iHcJYxvUiskxESkVERaRpLGI1yUlEeojIf0Uk32v/4QmMpb2Xh90DvLZbfiYbEakjImNE5FcRqRCRRdWUnSAiK+IXXfVE5ADvPe4UxjwXiMjXIrLD23a6xy5Ck+xyEh2AiYlrgY3AhDisqz5wj/f/x6HMICICPAY8raoroxTHtVFaTlyo6ociMg94ELi8pvLeB/XjwDhgIlAOFMQyRpN0xgMNgAuBLcCKBMbSHpf3K4BFfq+NA96JczzhGgZcA1wPLAC2V1P2PuBf8QgqRAfg3vuPCWEbEJFWwGRcm1wLlADfxy48k+ys42cS4SSgJ3BxtBaoqt9Ea1lx9BQwVUTuVNVVNZQ90Pv7tKrOq66giNRX1aKoRGiSyUG49n870YFUR1VXA6sTHUcNDgJ2qOqTNRVU1R/jEE8s/Q7IBZ5T1f9WV9A+OzKEqtojwQ/gcOBD3B6cImAWcKpfmRGuuXabdxCgQCfv+Qrvue9jhffaAO/5pcCjwFpgB/BfoIffcj8GPg6wvgk+y+sUYF0KTKihvq8D8wJMvwB4D/jVi2sp8BDQoKb3IlC8uF/Fc4HNwDZgIXAFIH7ljvHm3+St92fgFaC+T5k6wJ3At7hfzBuAZ4FWfsvKBR723tsi4H9AH69dJviVrQNsBf5Ww/v1cbD32HvtK+BIb7spAl70XmsM/ANYDpQCv+D2tPq/n42Bp736b8ftGfidt54Rgdo+hPYQ3N6FRd57ugWYBuwToG5fAb2BT734fwJuA7L8yjYFHvFeLwHWAzOA/b31/QC8GyC+hkA+8FQN7/N1wCfecguBJcBfgFy/cj2AN71yJcAa4C1gjxqWfzzwGq5TVAwsA/4NtKxhvkEB2l/D+Vzw+Wx4E/fDa6HXLt8CQwLM3wEYC6zytp01Xvu14bfPEf/HiGq2hyzvvazKn/XAJP/3LJztIch7lQeMZNdt/imgqU+ZQLEPqmaZE/Db7r15ngQuw31OFQGLgdMC5Ya3zbyK+xzKB55j98+OXfLNr92q8j3gthAsfi92/7If+7y2HTgY97lbAMyOxeddoG0i2HbqTb8AmI3Lw+3Au+z+HVUVf2fc58B23Pb6CFDXr2xd4G6vrYpxn3Uzgf7e6x96dfX/bhBcnr5V07aXSg87xy/BROQo4COgCa5TchEuAd8QkQsiWOTZuA/KL4B+3uNsvzIPAvsAV3qP9sDHIrJPmOv6FfclAvCMz/ruCzaDiNQBjsMlnb/9cAl8hbfcx4DzgTfCjKtKJ9wX6/nAObgP3ieAu3zi6YT70i4FhnjrvQ33gVPHK5OF+8K+DXgBONX7/3jc+1bPZ51PAzfjvtTOxHUgXwWa+QenqqV4nfwa6nEtcL/3/2B2f4/b4b5IXgBOAUaJSH1ch/5y3CHik4G/4z5oX/cOt1cddp+O+wJ7BLetzAFqu1fp37j2+wA4y6vDgcAsEWnjV7Yt8LxXhzO8dY/E/UDBi7MR7kvlGtwX0OnAUNwhq3bqPqWfAI4Xkf38lj8Q17l9qoaY98W9h5cBp+G26Vu8ulTF0QB4H9cBug63DQzH/VhoFMLyZ+MOM54A/A04DPifiORWM99buDYH1/nq5/M8XN1w7fxP3Pb5JfCMiBxZVcA77/Rz3LbwKG7bGY7rsDTDdRoHe8Xv94lnXDXrHY3b/t7HtfFduFybJSIt/crWuD0E4rMt34w7tHmqF//lwEciUtcr2g/3ObPDJ/a3qlt2EKcCf8R1KM7F/cD8T5DP0f/gOhDn4TpBZwHv1tDugbwF3OH9fx01x3+fVw5vvn7selpMHdwP8Y9w28M9sfq8C5WI3AFMAb7BfXZfhsutT0XkAL/iuV78H3rrHw/8CbjVZ3k5uG3oLtwPn7Nxn4OzgI5esX8BXYBj/ZZ/Mi5va/rsSC2J7nlm+gP3RbAOaOgzLRu3t2EV3i8Qwvtl/xWB99YN8MouwOeXDbAXruPztM+0j4MsYwI+v36BlgT5pRqkvn288hfUUE5wpyIc6ZU/xOe13d6LYPH6vJ7lLe8u3PmPVe/rud7yu1Uz74VemXP8ph/qTR/mPd/fe/6oX7mLCbInFPfFWYHfXrhq2vnQAPVW4Bi/6bd5y/UvX1Xfk73nJ3nPb/Ard4d/u/q3fbD2APp6897kV24P3F6BvweIv49f2a+Bd3ye3+WVO66a96gRbo/KYwGW9VEo22eA7eUy3PmUzbzpvbw4zgxnedVs3x295Z0RwjwKPFndex9ge/H9XFiB6+x09JmWh9v7McZn2jO4z4Ou1cRSte0PCmF7qMqLp/zKVX0WPBDu9hAkphO9eW/xm36+N/0qv215e4httdt27y1vLdDIZ1obXM7d5v9eEPwz4RK/ZY4IsP4V7Lr37Dyv7IAQ4x/glT8vQL0UGOw3Peqfd6Fup8CeQBnwuF+5hrgdDVMDxP8Hv7JvAd/6PL/MK3dlNe9RFvAjMN1v+gxch12CzZuKD9vjl0De3oPDgGmquvPkYlWtwP1i3QP3KyTaXlBvq/bWtxL36+foGKzLX3vv73r/F0RkHxF5QUTW4j5Ay3B7rQC6hrsiETlGRD4QkXyf5f0NaAG09ootwn3JjRWRy4P8Wj8Nd0j2DRHJqXp4867FfbDCb+/f837zv4TrPASyHveh0zasyu1qi6p+FCDmr4BFfjG/i/elUUPML9QintO8dTznt+61uMNhA/zKr9Xdz1v8EveDpMrJwPeq+kGwlapqAW5v4CAvtxCRY3Anw9d4Lpd31ezrIrKJ37aXSbgfYr/zii3DHbb+u4gMDbAHorrlt/auJF2F2x7KgKqLm8LeviO0SFV/rnqiqsW4vab+7/VMVV0apXVWbWMTfCd6bb6U3feyhLI9BHJMoPUAL+P24Puvp7ZmetscAKq6DpfPgeIM9pkQj8/cmrzi9zyWn3c1ORH3g2iS37qLcd8FA/zKK7sfEQr02VGM2xsYkKpW4j4jThORjgAisi/uh/Eo3+/LdGAdv8Rqhvvl/2uA19Z4f1vEYL1rg0yLxbr8VR0mKPadKCINcef0HIY7t2QA7jyfc/zmC4mI9MGdtwJwFfB7b3kP+C5P3Ynbx+E+sJ8CfhSRH0XkRp/FtcGdX1aK+7L2fbTF7fWE396/Xd5fVS3H7VUJpOp9CKt+fgJtP22AQwLEW4Db5nxjLldV//gCbSOhauOtY12A9ff1WXeVQO9NCbu+J60I7YKBJ3B7/i7xnv/Rm++16mbyPuw/xZ3bdiNwBG57qTpMVrW95ANH4b4EHwS+FpE1InJvdYftvMNn7+G254dxnZA+uPdj5/LjIJrvdaiq8iLY55z/504oMQZbT7mqbvCd6H1px+LzLZw4g30mxOMztzpFqrrNb1osP+9qUnUayOcB1n0Bu392FHk/XnyV4PZkV2kFrPE6d9UZj9sjPtR7fp33PGiHMVXZVb2JtQWoxJ2j5a9qz9hG728xgIjUVdUSn3L+iRCKQHuX2rJrshbjzjv0F8n6fFXVp7nf9GNwdR6gPlee1WKsugtxHxan+X4wiMhZ/gVV9VPc+SPZuMMZ1wOPicg6VX3Ri3kTv53P6K/qV3/V+9cWd1J51TpzCP4BX/U+bAzyeigC/RrdiPvQGhJknqr1bQJyRKSFX+cv0DZSjDtJ2p//NrHRi+kI3Iewv0DTarIBtwe8Wqq6TETeBq7z/p4B3OPtRa/OWbihUs5RnyGGAo13pqpLgAu9c8oOwR2uuhv3fj8UZPkH4c6vG6SqE32W37mmOtUgmp8LVUJ6r8NQtV21Y/cOZXtqt+37rydHRFr5dv68dmqL60wkSrDPBN+cKyFwfsWycxjssyPan3ehbqdV28J5/LY3vLY2AIeLSFZ1nT9VzReRicCVIvIP3HmsL6jq1ijFkTRsj18CqWoh7qrTc3xPmPX2DlyK+5CsGm9phff3EL/FnB5g0TX9Or6o6uR+b317Af3ZdRy+FcDvfE6IRkRaeOX810UN6/NVdfhoX7/pVR9A/p2Ca0Jcrj/FHW7Y+YXvvceXBZ1BtUJV5/LbXp6e3t83cR9k2ao6P8DjO6/cx97fS9jV+QT/kbUP7gN0XWjVCtmbuPd4U5CYV3jlZgaJOdBQOyuA1r4XZ3gX65wYYN0CdAiy7iUR1Odt3PZ4TI0l3Ynah+DGO6zAnYBek922Py9Hrgo6g7NYVf+EOzTWM1jZQMv3RLp9V1nh/Q3lcyFUbwNHi0h1p5mEk/dVpyHscnGGiPTGHeL+MOwIA6tajv9FIOfiOvXRWk8kgn0mfOwzbQV+7eht7w395g33Mzdcsfi8W+H9rWk7fRf3ub1vkHXPj6A+b+P2AA4KoezjuM7oNNxezxpPEUlFtscv8W7HXek20/uVUYq76uog4CKfcwtm4K4ae0ZE7sYlxyDcybD+qvZIXIC7wrfY78u2Ne7qs6dxe/Xuxf0iG+lTZjLuS+k5r1wL3HAMuxwWUNUCEVkJnCkiH3oxbvTpWOBXfrWI/IQ7xPW4z0uzcHtAx4jIvbi9dZfg9pJE4i3gJuAFERnrxX8zfl+8IjIUt7fxLdyVmXn8tpes6nyyF71YZojIv4B5Xnx74M5zeU1V/6OqS0XkOWC4iJR58x/krdf/cEqVvsB/Y3AOyWO4L7xPROSfuPNesnAXE5wAPOJ1ct/DDWHysHde3HzcYfFAHeSpuHMkXxSR/8O9VzfgzoHbSVU/897zZ0XkUG/5hbg9PocDS1R1dAT1uQB4TUQewrVBPdxh1zdVtaoDi6q+LyLf4NrmOVXd7XzSAN7H5d4UEXnYq9sw/K5OFJHTcPk5HZdbgjt829RbRjDf4k4ef8jrUG7GfekdH0Js1QnncyFUd+POi/pERB7EfZ40xe0BelRVq+qyA7hERJbihtJYo6pr/Bemqt9528P1IlKJ+yLuhLvidBXuCuNoeB/Xcfi7iDQGPsN1NO7FjXIwOUrricQ5IlKOi/FAXN0X486HqzIZuE9E/oY7n+0A3KkK+X7L+sr7e7WIFOA+u5cHOF0jUrH4vAtpO1XVFd7rD3jnW7+D+15ogzs1olBV7wmzPlNwe+/GeD9mZuI+Cw8DlnpHdarW/72IvIPb/v+nqovDXFdqqO7KD3vE58Fv4/htx131OBu/8aC8cr1xH2bbcXsDR+CGPvG/em8v3AfgNu+1Fd70Ad7zS3F7RdbjPjQ+AXoFWN9A3CX1O3BX1Z1P4CvcjsUN8VBMkKtX/cr/Dfch4D/WUj9cB7DQi+1p3PhXu1w9SOjj+A3GfeEW476obsN16nyvIuuLG35ghVduo7es0/2WlQP8md/GpSvA7b0cA3T2KVcHN3beOq/cbG8dK/zfF9weud2ungvyng0i+FW9XwWZpwHuC6ZqLK6tuA7go0Abn3JNcFdybvHe+/dwFxXtdpUh7gPxC9x2+iNu7+hu7eHz/s/ht+16GW4vXK+a4g+ynTXFdQBX4jpp63B7J7oEmP8eL/7DwsjD03zadzXuXLyqq54HeGW64C58WebVaStur/3lISy/q/febsNt/y/hvvgCXs0ZYH7F76reMD8XVuA6yf7zf8zuubOHt038ym/j4U0FWvuUuRCXA6W+dQi0PfDbOH7feeU34F3AFsr2HGh7CPIe5eEOt6/gt/EHR+Ezjp/P8mp7VW+gtlhBgKtZcXuDX8d9bmzztqHWfvPWwQ1587O3bX2M++G7yzK9sjfifniUU/M4hAMIflVvwPeA2HzehbSdemXPxO0pzsd9Lq/AXaRzbE3xB9n+8nA/AL7HfRZuxH3n9gsw/+WEMPJEKj+qhrQwGUDc/XRn4i5/n5bAONrjBlgdqKpTExVHoonIfbjO9b7qTohOKuLut3qvqo5IdCzhEpH5uA//3omOxWQuERmB+xHSSlWjdS5j0hN3b+OPVXVQgkMJm4i8guu8dlLVskTHEwt2qNfEnaquEZHHgL+KyMta89VWace7aOU64Ppk7PSlIu/w3kG4PXe92H3gcmOM2Y13LntP3OHks3FjkKZlpw+s42cS537c4YwOuPN8Ms3euHMqazNentlVT9we7U24PZXTExuOMSZFtMOdZrQNd6eeJxIbTmzZoV5jjDHGmAxhw7kYY4wxxmQI6/gZY4wxxmQI6/gZY4wxxmQIu7gjAG+A1fb8dmsaY4wxxphYa4QbDD1mF2BYxy+w9kT3JuXGGGOMMaHYA5/7H0ebdfwCKwBYvnw5zZs3T3QsUVVWVsZ7773HCSecQG5ubqLDiRqrV2pJ13pB+tbN6pVa0rVekL5127x5M3vvvTfE+Gijdfyq0ahRIxo3bpzoMKKqrKyM+vXr07hx47RKGKtXaknXekH61s3qlVrStV6QvnUrK4vPmNF2cYcxxhhjTIYIa4+fiDTB3c7kCKATUB93s+0vgHdVdVa0AzTGGGOMMdER0h4/EWknIk8DvwJ3Aw2ARcCHuIsgjgbeF5FvROSCGMVqjDHGGGNqIdQ9fouBSUAfVf0qUAERqQecBdwkInuq6j9CWbCIXAvcgrtX3tfAcFX9NEjZCcDlAV76RlUP9MoMAp4NUKaeqhaHEpMxxhhjTDoKteN3oKpuqK6Aqu4ApgBTRKRVKAv19g4+BlwLfAZcA7wtIgeo6s8BZrkRuM3neQ6uU/qyX7ltQBe/+KzTZ4wxxpiMFtKh3po6fbUofxPwjKqOU9WlqjocWAUMC7LcfFVdW/UADgWasfsePvUt55U1xhhjjMloYQ/nIiIVwCfAuaq62Wd6G9xo09khLqcO0At4yO+l94D+IYZzBfCBqq70m95QRFYC2bhzEe9S1S+qiaUuUNdnUiNwl1bH6/LqeKmqj9UrNVi9Uk+61s3qlVrStV6QvnWLV30k3LuCiEglMAdoC5xRdc6f1/H7VVVDvWCkPW5k6t/7Xg0sIncAl6tql6Azu3LtcHsHL1bVl3ym9wU6A0uAxrjDw6cA3VT1hyDLGgHc4z/9hRdeoH79+qFUxxhjjDEmYkVFRVx88cUATVR1W6zWE8kAzgqcizvXbpaIXKaqr/m8FsnyfEmIyxkEbAWm77Iw1Tm4jqlbmMhnwELgeuCGIMsaCTzq87wRsProo4+mRYsWIYSSOsrKynj//fc5/vjj027gS6tX6kjXekH61s3qlVrStV6QvnXbtGlTXNYTScdPgApVvVFEvgamisj9wLgwl7MRqMDtOfTVGlhXbQAiAgwBJqtqaXVlVbVSRD4H9qumTAlQ4rN8AHJzc9Nqo/KVrnWzeqWWdK0XpG/drF6pJV3rBelXt3jVpVZ37lDVscBJwHBgcpjzlgILgOP9XjoeqGkg6KNwh3OfqWk9XiexO24MQmOMMcaYjBXJHr+VuD11AKjqx955dW9EsKxHgckiMh+YDVwNdATGAIjISKCDqg70m+8KYG6gMQVF5B7cod4fcOf43YDr+F0XQXzGGGOMMWkj7I6fqu4dYNoyEekBtAlzWVNFpAXubiDtgK+AU3yu0m2H6wju5N027lzcRRuBNAXG4g4h5+NuJ3ekqs4LJzZjjDHGmHQTyR6/gLwBkv2HVQllvlHAqCCvDQowLR93j+Bgy/sT8Kdw4zDGGGOMSXchn+MnIltEZHNNj1gGazJPQUEBf/nLXzjhhBNo1aoVIsKIESPCXs727du56qqr6NChAzk5Oeyzzz7RD9bw0UcfMWTIEPbff38aNGhAhw4dOPPMM1mwYEFYy7H2ip9FixZx6qmn0rFjR+rVq0fz5s3p168fzz33XFjLsTZLjHHjxiEiNGzYMKz5rL0yVzh7/Ib7/C/AaNwh2vXRDMgYX5s2bWLs2LF069aNs846i3Hjwr143Lnpppt45ZVXGDVqFHvttRdNmjSJcqQGYPTo0WzatIkbb7yRAw44gA0bNvDII4/Qt29f3n33XY455piQlmPtFT9bt25lzz335KKLLqJDhw4UFhby/PPPc9lll7FixQruvPPOkJZjbRZ/v/zyCzfffDPt27cnPz8/rHmtvTJXyB0/VZ3o+1xEngBeUdWfoh6VMZ699tqLLVu2ICJs3Lgxoo5faWkpU6ZMYdiwYVx44YUxiNJUeeqpp2jduvUu00466SQ6d+7Mgw8+GFLHz9orvgYMGMCAAQN2mXbaaaexfPlyxo4dG1LHz9osMYYOHcqRRx5J8+bNmTZtWsjzWXtltloN52JMrInIznEVIzF48GDq1q3L9u3b+b//+z9EhL59+0YxQuPLv9MH0LBhQw444ABWrVpV4/zWXsmjZcuW5OTUvG/A2iwxnnvuOf773/8yalTAU+SDsvYyUbu4w5hkdOutt9KuXTtGjhzJ66+/TqtWrdLubizJLj8/n4ULF4a0t8/aK3EqKyuprKxky5YtvPzyy7z77rs8+eSTNc5nbRZ/69evZ/jw4Tz00EPsscceYc1r7WVsj59Ja/vvvz/bt2+nWbNmnH766fTt25fc3FxEhPPPP3+Xst27d+e1114LsiQTqeuuu47CwkL++te/1ljW2itxrr32WnJzc2ndujV/+tOfePzxx7nmmmtqnM/aLP6uvfZaunTpwrBhw8Ke19rLhLzHT0Qe9ZtUB/iriOxyRqmq3hSNwIyJlgULFtCrV6+dzxcvXkynTp344IMPKC0tpU6dOpSVlbF06VK6deuWwEjTz1133cXzzz/PE088sUsbVMfaKzHuuOMOrrzyStavX88bb7zBH//4RwoLC7n55ptrnNfaLH5eeeUV3njjDb744ouIT4Ox9sps4ezx6+H3mAXs4zete5TjM6ZWKioqWLRo0W4fckcddRQHHXQQH3/8MQBLly4lLy+PTp06JSbQNHTvvfdy//3388ADD/DHP/4xpHmsvRKnY8eOHHrooZxyyimMHj2aq6++mttvv50NGzZUO5+1Wfxs376d6667juuvv5727duzdetWtm7dSmmpu2X91q1bKSwsrHYZ1l4m5I6fqh4dwiO0sRqMiZOlS5dSVFS024dct27dOP3003njjTd2mWai495772XEiBGMGDGCO+64I+T5rL2SR58+fSgvL+enn6ofuMHaLH42btzIunXreOSRR2jWrNnOx5QpUygsLKRZs2Zccskl1S7D2svYOX4mrc2fPx/APuTi6L777mPEiBHceeed3HPPPWHNa+2VPGbOnElWVlaNA/tam8VP27ZtmTlz5m6PE088kby8PGbOnMn9999f7TKsvUxI5/iJyG3AE6pa/T5kV/YwoKWqvlXb4IwBePvttyksLKSgoACAb775ZueYVaeccgr16we9gx8LFiygadOmO7+8tm/fzk8//US3bt1o0aIFderUYfHixSxevJgLLrgg9pVJc4888gh33303J510Eqeeeipz5szZ5fWaho2w9oq/q6++msaNG9OnTx/atGnDxo0befnll5k6dSq33HILrVq1qnZ+a7P4ycvL223MRYAJEyaQnZ0d8DV/1l4m1Is7DgBWisjLwOvAfFXdACAiOd7rhwOXAu2AgTGI1WSoYcOGsXLlb7eBfvnll3n55ZcBWL58ebXnoCxYsICePXvufP7ll1/Svn37ncMXnH766bz++ussXryYBx98MDYVyCBVewveeecd3nnnnd1eV9Vq57f2ir9+/frx7LPPMnHiRLZu3UrDhg3p1q0bkydP5tJLL61xfmuz1GLtZULq+KnqQBE5BLgOeB5oIiIVQAlQtbvlC2AsMFFVS2IRrMlMK1asiHjeWbNm7fLc//DF6aefzqBBg9i8eTMHHXRQxOsxTtWJ4ZGy9oq/wYMHM3jw4IjntzZLvAkTJjBhwoSQylp7mXBu2fYlcI2IDAUOAToB9YCNwCJV3RiTCI2JosWLF3PIIYfsfH744Yezbds29ttvP+rVq5fAyEwg1l6px9ostVh7ZZ6w79yh7ljNYu9hTEoZM2bMLs9zcnLYvHlzgqIxNbH2Sj3WZqnF2ivz2FW9xhhjjDEZwjp+xhhjjDEZwjp+xhhjjDEZwjp+xhhjjDEZIuyOn4gMEpHgI+YaY4wxxpikFMkev5HAWhF5RkT6RzsgY4wxxhgTG5F0/PbA3aGjGTBTRL4VkVtFpG10QzPGGGOMMdEUyTh+Fbjbtr0uIq1xncBBwH0i8g7wDPCGqlZGM1BjgiksLKRhw4YAbNmyhaZNmyY2IFMta6/UY22WWqy9THVqdXGHqq4HPgNmA5XAwcAE4EcRGVDL2IwxxhhjTBRF1PETkTYicrOIfA18DDQGTlPVvYH2wKvAxKhFaYwxxhhjai3sQ70i8gZwIvA98DQwSVV33t9FVXeIyCPAn6IWpTHGGGOMqbWwO37AeuAoVZ1dTZlfgb0jC8kYY4wxxsRCJBd3XBFCGQVWRhSRMcYYY4yJiUgGcH5cRG4IMP2PIvJYVKIyxhhjjDFRF8mh3nOBMwJMnwXcBgyvTUDGhCsnJ4ehQ4eycuVKcnIi2aRNPFl7pR5rs9Ri7WWqE8kW0QLIDzB9G9CyduEYE766devy+OOPM2PGDOrWrZvocEwNrL1Sj7VZarH2MtWJZDiXZcBJAaafDPxUu3CMMcYYY0ysRLLH71HgSRFpBXzkTTsW+DN2mNckgKqyYcMG8vPzcdcVmWRm7ZV6rM1Si7WXqU4kV/WOF5G6wF+Bu7zJK4BhqjopirEZE5KioiI6dOgAwBlnnEGdOnUSHJGpjrVX6rE2Sy3WXqY6EZ31qaqjgdHeXr8dqro9umEZY4wxxphoq9XlPqq6IVqBGGOMMcaY2IpkHL82IjJZRNaISLmIVPg+YhGkMcYYY4ypvUj2+E0AOgL34W7NZmeOGmOMMcakgEiGczkcuERVR6vqdFV9zfcR7sJE5FoRWS4ixSKyQESOqKbsABHRAI/9/cqdKyLfiEiJ9/fsCOppjDHGGJNWIun4rQIkGisXkQuAx4AHgB7Ap8DbItKxhlm7AO18Hj/4LLMfMBWYDHTz/r4kIodFI2ZjjDHGmFQVyaHe4cBDInKNqq6o5fpvAp5R1XFVyxaRE4FhwO3VzLdeVbdWE9/7qjrSez5SRI7ypl9Uy3hNEsrJyeHCiy9l3a+/2O2JUkBOTg6XXXYZq1evtvZKEZZjqcVyLDXNXb45LuuJZIuYCtQHfhSRIqDM90VVbR7KQkSkDtALeMjvpfeA/jXM/oWI5AHfAPer6kyf1/oB//Qr/y7VDC7tjUvoe1+bRgBlZWWUlZUFnilFVdUnner1+pdrWdDpYtrsX8GmojLq1k2fuqVje2VlZTFmzBjef/99srKy0qpukJ5tZjmWWizHUs9/vljDbVMXx2VdEu6o3iJyeXWvq+rEEJfTHvgF+L2qzvKZfgdwuap2CTBPF+BIYAGuo3YZMBQYoKqfeGVKgUGq+oLPfBcDz6pqwJsWisgI4B7/6S+88AL169cPpTomAVThozXC6z9n75zWoq4ytGsFreslMDBj0oTlmDGx5ZtjlSVFrHrsfIAmqrotVuuM5M4dIXXswlmk33MJMK1q3d8B3/lMmi0iewI3A59EskzPSNyt6Ko0AlYfffTRtGjRoprZUk9ZWRnvv/8+xx9/PLm5uYkOJ2KVlcpD737P6z+vRFU5+6DmfPzNGjYW5zH6h3qMu6wnB3dokugway1d2suXqpKfn89HH33EaaedlnZ3FUiXNrMcS12WY6mhslIZ+c53vP7zzwBc0rvDbodAYyGig/8isi8wGNgXuFFV14vIScAqVf06xMVsBCqAtn7TWwPrwghnDnCpz/O14S5TVUuAkqrnIu7aldzc3JTeqKqTynUrLa/kllcX8/riNQDcckwnrj/pYABOePgdvttUxqXj5zPm0l4c+btWiQw1alK5vfwVFhbSunVrALZs2UKDBg0SHFFspHKbWY6lNsux5OefY389pSvnHNgkLh2/SAZwPgpYAhwGnAM09F46BLg31OWoainukO3xfi8dD8zafY6geuDGE6wyO8AyTwhzmSZJbS8pZ8iEz3l98RpysoTHLujO4MP33vn6MwN7cXjnlhSVVjBkwudM/+KXBEZrTOqxHDMmtgLl2FVH7hO39UcynMtDwJ2qejxQ6jN9Ju7CinA8ClwpIkNEpKuI/BM3OPQYABEZKSKTqgqLyHAROUtE9hORA0VkJHAu8KTPMv8FnCAit4rI/iJyK3AcbtgYk8I2FJRw4djZ/G/ZRurXyWb8oN6c1aPDLmUa1s1h/KDenNGtPeWVyvCpi3j6k58SFLExqcVyzJjYCiXHYi2SQ70HAxcHmL4BCOuEOFWdKiItgLtx4/F9BZyiqiu9Iu1wHcEqdYB/AB2AHcDXwKmqOsNnmbNE5ELgftzdRX4ELlDVueHEZpLLio2FDBw/j583F9GiQR2eHdybQ/ZoGrBsnZwsHrugOy0b1mX8Z8t5YMZS1hcUc/vJXcnKisoQlMakHcsxY2IrnByLpUg6fltxHbLlftN74K7SDYuqjgJGBXltkN/zh4GHQ1jmNGBauLGY5LRkdT6DJ8xj4/ZSOjavz6QhfejUsvpzVrKyhLtO60qbxnUZ+fa3PP3pcjYUlPDwed2okxPJjm5j0pflmDGxFUmOxUok2fkC8HcRaYu7UjZLRH6P2xM3qdo5jQnTpz9s4MKxs9m4vZQD2zdm2rB+ISeLiHDNUfvy6PndyMkSpi9awxUTP6ewpDzGURuTOizHjIkt3xw7oF14ORYLkXT8/gr8jNu71xA3iPInuIsn7o9eaCbTvbboF4ZM+JzC0gp+37kFL17dl9aN8sJezjk992Dc5YdSLzebT3/YyEVPz2Hj9pKaZzQmzVmOGRNbvjnWf98WTL0mshyLprA7fqpapqqXAL8DzscNpbK/ql6mqhXRDtBkpnGf/sSNLy6irEI5vVt7xg/qTaO8wJftZ2dnc84559C/f3+ys7MDlhnQpTVTru5L8wZ1+HJ1PueNnsXPm4piWQUTRCjtZWLPcix9WY4lB98cO+2Qdjw7OHiOxVPEN/FT1R9xF04YEzWVlcpD73zLWO8qwSG/35s7T63+hPG8vDxefPFFZsyYQV5e8F9S3fdsyrSh/Rg4fh4rNhVxzuhZTBjcm4PSYBDaVBJqe5nYsBxLf5ZjieWfY4N/34m7Tj0gaS58imQcv/HVPWIRpMkMZRWV/PnlxTuT5baT9+eu06J7leA+rRry6rD+dG3XmI3bS7hw7Bw+W7Yxass3JplZjhkTW/45dutJ+3P3acnT6YPIzvFr5vdoDRyDG8y5adQiMxmlsKScKybO5z9f/EJ2lvCPP3Rj6FH77ryLSjS1bpzH1Gv60nef5mwvKWfQs/N2jp5uTLqyHDMmtgLl2LABscmx2ojkXr1n+08TkSzckCw2iqcJ26btJQyZ8DmLV+dTLzebUZf25OgurUOev7CwkIYN3Q1ktmzZQtOmTWucp3FeLhOH9OGmqYt5a8mv3DDlCzYWlDDE5w4FJjYiaS9TO5ZjmcVyLP42ejn2ZYQ5Fk9RGWxJVSuBfwJ/isbyTOZYtbmI88bMZvHqfJrVz+WFqw6LW7LUzcnm8Yt6cHm/vQD425vf8NDb36KqcVm/MfFgOWZMbP28qYjzRs/iywTkWCSiOcrmvtTiYhGTeb5ek885o2exfGMhHZrWY9qw/vTo2CyuMWRnCSPOOJBbTuwCwJj//sifX15MWUVlXOMwJhYsx4yJraocW7GpKGE5Fq6wO2oi8qj/JNydPE4FJkYjKJP+Zi3byNWTF7C9pJz92zZi4pA+tGmcmKvPRITrju5Mq0Z1uf3VJby68Bc2F5Yy6pKe1K9jv2VMarIcMya2kinHwhHJHr8efo9DvOl/BoZHJyyTzt78cg2Dnv2c7SXl9N2nOS8N7ZcUyXL+oXsy9rJe5OVm8fF3G7j46blsLixNdFjGhM1yzJjYStYcC0UkAzgf7fc4VlUvVNWxqmr36THVmvDZcq6f8gWlFZWccnBbJgzuQ+MkGNCyyrFd2/D8lX1pWj+XRau2ct7oWazabIPQmtRhOWZMbCV7jtXE7qRt4kJVefidbxnxxjeowsB+e/HERT3Jy02+UeV77dWMaUP70aFpPX7aWMi5o2ex9NdtiQ7LmGpZjhkTW6mUY9WJ5By/L4CQLslS1Z5hR2TSTllFJbe/uoRpC1YDcPMJv+O6oztHbWyj7OxsTj75ZNavXx+12xN1bt2IV4b15/Lx8/huXQHnj5nN2IGH0m/fFlFZfiaLRXtlOssx48tyLPpinWPxFMlZte8A1wLfALO9aX2BA4HRwI7ohGbSQVFpOdc9v5CZ320gO0sYefbBnN97z6iuIy8vj9deey3qtydq2ySPl4b246pJ85m3fDOXj5/HYxd255SD20VtHZkoVu2VqSzHjD/LseiKR47FUySHelsBj6tqP1W9yXv0Bx4DWqvqvVWPqEZqUs7mwlIufnouM7/bQF5uFmMv65VyydKkXi6ThvThpAPbUlpRyXUvLGTy7BWJDssYwHLMmFhLhxzzF0nH7w/ApADTnwPOrV04Jl2s3lLEeWNmsWjVVprWz+X5K/tybNc2iQ4rInm52Tx1SU8uOawjqnDXa1/zj3e/s0FoTUJZjhkTW+mUY74iOdS7Azgc+MFv+uFAca0jMilv6a/buHz8PNYXlNC+SR6TruhD59aNYra+wsJCWrduTUVFBWvXro3J7Ymys4T7zzqINo3zePT973ly5jI2FJTwwNkHkZNt10iFIx7tle4sx0x1LMdqL945Fk+RdPweA0aLSC9gjjetLzAE+FuU4jIpas5Pm7hq0nwKisv5XZuGTBzSh3ZN6sV8vUVFsR8OQkS44dj9aNmwLndOX8LU+avYVFjCExf1pF4dO4E6HPFor3RlOWZCYTkWuUTlWLxEMo7fQ8BA3ODNj3uPHsAg7zWTod5e8isDx8+joLic3p2a8fI1/dMqWapcfFhHRl/ai7o5WXywdD2XjJvDFhuE1sSB5ZgxsZUJORbR/nNVfUlVf6+qzb3H71X1pWgHZ1LH5DkrufaFhZSWV3LCAW2YfMVhNKmfOgNahuvEA9vy3JWH0Tgvh4U/b+UP/57NL1vtgnYTO5ZjlmMmtjIlxyLq+IlIUxG5UkQeFJHm3rSeItIhuuGZZKeqPPLed9w1/StUf/ulnmoDWkaid6fmTBvWn3ZN8li2fjvnjprFd2sLEh2WSTOWY5ZjJrYyLcfC7viJyCHA98CtwC1AU++ls4GRUYvMJL1yb0DLJz5aBsDw4/bjgbMOIjsr9Qa0jNTv2rhBaDu3bsjabcX8Ycws5i3fnOiwTJqwHLMcM7GViTkWyR6/R4EJqrofu17F+zZwZFSiMklvR2kFQ59byIufryJL4IGzD2L4cb9LyVHMa6t903pMG9qPXns1Y1txOZc+M5d3v16b6LBMirMc+43lmImFTM2xSDp+vYF/B5j+C9C2duGYVLC1qJRLn5nLB0vXUScni9GX9uKSw/ZKWDxZWVkceeSRHHjggWRlJWbYh6b16/D8lYdxXNc2lJZXMuy5BTw/d2VCYkl2ydBeyc5ybHeWY6FLhvZKdsmWY/EUyXAuxUDjANO7ABtqF45Jdmu27mDg+HksW7+dxnk5PDOoN707NU9oTPXq1eODDz5gxowZ1KuXuKuv8nKzGXNpT+6c/hUvfr6Kv/7nK9ZvK2H4cful/S/IcCRLeyUry7HgLMdCkyztlaySMcfiKZKfAq8Bd4tI1aUuKiIdgYeAV6IWmUk6368r4JxRs1i2fjttG+fx8tD+GZUsocjJzmLkOQdzwzGdAfjXhz9wx3++oqLS7kBgamY5VjPLMVMblmORdfxuxt2vdz1QD/gvsAwoAP4avdBMMvl8xWbOGz2LtduK6dy6Ia9c258ubdNjFPNoExFuOqEL9511ECIwZd7PDHtuAcVlFYkOzSQxy7HQWY6ZSFiOOWEf6lXVbcDhInIM0BPXeVyoqh9EOziTHN79ei03TPmCkvJKenZsyvhBvWlav06iw9qpsLCQTp06UVpaysqVK5Pm9kSX9d2Llg3qcOOLi3jvm3Vc9sxcxg3snZbjQoUjWdsrkSzHImM5FliytlciJXuOxVNYe/xEJEdEykXkIFX9SFX/oaoPW6cvfb0w1/2SLimv5Nj9W/P8lX2TMlk2btzItm3bEh3Gbk4+uB2TruhDo7o5fL5iC3/49yx+zbdBaJO1vRLBcqx2LMcCS9b2SoRUybF4Cavjp6rlwEogPUc1NDupKo998D13/GcJlQrnH7oH/76sl90vMwJ992nBS0P70bpRXb5f5wah/WGdDUKb6SzHosdyzARiORZYJOf43Q+MrLpjh0k/FZXKndO/4rEPfgDg+mM68/dzDyEn24YFiFTXdo159dr+7NOqAWvyizlvzGwWrLRBaDOV5Vj0WY4ZX5ZjwUXyDtwAHAGsEZHvRGSh7yPK8Zk4Ky6r4NrnF/D83J8Rgb+deSB/PqGLDZUQBXs0q8+0of3pvmdT8neUccm4uXzwzbpEh2WiqbAQmjRx/xcVBSxiORY7lmMGLMdqEknHbzrwD9zt2V7ADe/i+zApKn9HGQOfmce7X6+jTnYWT13ck4H9OiU6rLTSvEEdXrjqMI7u0oriskqueW4BUz//OdFhmTixHIs9y7HMZjlWs5Cu6hWRG4CxqloMPAusVtXKmEZm4mptfjGXj5/Hd+sKaFQ3h7EDD6Xfvi0SHVZaql/Hvb+3v7qEaQtWc+srS9hQUMJ1R3e2X6RpzHIsfizHMpPlWGhCHc7lUeBF3F07lgPtcOP4mTSwbH0BA5+Zx5r8Ylo3qsuEwX04oH2gm7Mkp6ysLHr16kV+fn7K3J4oNzuL/zvvEFo3qsuoj3/kH+99z/qCEu45/cC0vjk4pGZ71ZblWPxZjqVWe9VWqudYPIXa8VsDnCsiMwAB9hCRvEAFVdX2qaeQBSu3cMXEz9laVMY+LRswcUgf9mxeP9FhhaVevXrMnj075W5PJCL85aT9ad2oLve++Q2TZq9k4/YSHj2/O3m56XvVWaq2V6QsxxLHciy12itS6ZBj8RTqT4H7gceAnwAFPsft+fN9rPD+hkVErhWR5SJSLCILROSIasqeIyLvi8gGEdkmIrNF5ES/MoNERAM8AnZUM9mHS9dxybg5bC0qo9ueTZk2rL8lSwIM+v3ePHFRD+pkZzFjyVouHz+PbcVliQ7LRIHlWHKwHEtflmPhC6njp6pjgZZAN9wev+Nxd+3wffTw/oZMRC7AdSgf8Ob/FHjbu/dvIEcC7wOnAL2AmcAbItLDr9w23OHonQ/v/ETjeXnBL1w9eQHFZZUM6NKKKVcdRvMGmTugZaKddkh7JgzuTcO6Ocxdvpnzx8xm3TbbZFPZy4vXWo4lEcux9GPfY5EJ+ZZtqloAfCUig4HPVLUkCuu/CXhGVcd5z4d7e/CGAbcHiGG436Q7RORM4HTgi12L6tooxJd2VJX3Vgtvzf4agHN77sFD5x5MbgqPbVRUVMQBBxxAUVERP/zwA02qhtNIMf07t2TqNX0Z9OznfLvW3Uh8/MCwfkulhHRpr2AUvBxbBliOJRPLsfSQjt9j8RT2u6SqE6PR6ROROri9du/5vfQe0D/EZWQBjQD/UTobishKEVktIm8G2COYkSoqlb+99S1vrXLntgwbsC//+MMhKZ8sqsrKlSvZsGEDqprocGrlwPZNeHVYf/Zu2YBftu7gwnHzWJFmNyBI6fYqLKz2UVGwnb8ddcVvOda/I/84ZV9yi3cEnidFpHSb+bEcS23p+j0WTyHv8YuBlrhbv/mPrrkOaBviMv4MNABe8pn2LTAIWAI0Bm4EPhORbqr6Q6CFiEhdoK7PpEYAZWVllJWlx3kgJeWV3DxtCe98vQ5Bue3E3zHk8L0pLy9PdGi15ttG6dBmbRvlMuXK3lw9eSFf/rKNp77Jpss3azn2gFDTIrmldHu1ahX0pZLsHG4+4Qbe6XaSy7FZzzHk8depNsPy86MeYiykdJsFYDmWmtL5ewyIWzslsuNXxf/niASYthsRuQgYAZypqjuHllHVOcAcn3KfAQuB63F3HQnkduAe/4kzZ86kfv3UP0l0RzmM+y6LZduyyBbl0s6VtN22lBkzliY6tKgoLv7tPJ2PPvqIvLz0uI7n0g4wfnsW3+Znce2UxVy07xf0aZ36v95Tur2mTAk4OWCO9buIGVxU/fJmzIhBkNGX0m1WDcux1JHu32PgDtHHgyRqN7B3qLcI+IOq/sdn+r+A7qp6VDXzXoAbSPoPqvpWCOt6GthDVU8O8nqgPX6rf/31V1q0SO3BH9cXlHDFpIV8u7aABnWzeeL8gylYNp/jjz+e3NzcRIcXFYWFhTRr1gyA9evX07Rp08QGFEVFxSVc+e+ZfL7RHca4+fj9uPqITik9CG1Kt1eAD+b120u5YurXfLu+kAa5WTwx/QEK7r+F43v2JLdxDeOIpcgPy5RusxpYjiW/TPgeA9i0aRPt2rUDaKKq22K1nrD3+InI3cA/VLXIb3o94BZV/Vsoy1HVUhFZgLtC+D8+Lx1PNbd+8/b0jQcuCrHTJ0B33KHfYLGUACU+8wCQm5ub0hvVTxu2M3D8PFZv2UHLhnWZMLg3XVrXZ8ay1K+bL996pFO9AOoDF3eupNv++zDufyv4x/s/sKmojLtOPYCsFB2ENqXby+8k+Z82bGfgc0t+y7ELD6LLIwuZAeQ2bkxumpxUn9JtVgPLseSWKd9jQNzqEsnZkPcADQNMr0+Aw6U1eBS4UkSGiEhXEfkn0BEYAyAiI0VkUlVhr9M3CXdu3xwRaes9mviUuUdEThSRfUSkO/AMruM3JszYUtqiVVs5b8xsVm/ZQacW9Xl1WH8O6pAeX0KZJkvg1hN/x52ndgXg2c9WcMOLX1BSXpHgyDJbwBxr1yjRYZkIWI4lJ/sei41IzvELdg5eN3a/urZaqjpVRFoAd+PG2/sKOEVVV3pF2uE6glWuwcX8lPeoMhF3QQdAU2As7gKRfNwwL0eq6rxwYktlM79bz7XPLWRHWQWH7NGE8YN607Jh3ZpnTFEiQteuXdm+fXtKH56pyZVH7EOrRnW5+eXFvPnlr2wpKmXMpb1olJdav3jTob2C5lgKXakbjnRos1BYjiWPTPsei6eQO34isgXX4VPgexHx7fxl4/YChr1XTVVHAaOCvDbI7/mAEJb3J+BP4caRLl5ZsJpbX/mS8krliP1aMubSXjSomwzX8MRO/fr1Wbx4MTNmzEiLi3Gqc2b3DjRvUIehkxfw2bJNXDh2Ds8O7k3rRqlz8naqt5flWOq1WTgsxxIvE3MsnsI51DscN+Cy4A7p/snnMRQ4XFWvi3aAJjSqypj//sifX15MeaVyVvf2PHN5b0uWNHTEfq148ep+tGhQh6/XbOPc0bNYvjE99zQlE8uxzGE5lhiWY/ERcsfPG7h5AnA0MNp7XvWYoqqzYxalqVZlpXLfm0t56O1vAbjqiL159Pzu1MmxAS3T1cF7NOGVYf3p2Lw+qzbv4LzRs/hy9dZEh5W2LMcyj+VYfFmOxU8k7+hyoJ2IdAz0iHaApnql5ZUMn7qI8Z8tB+Cvp3Tlryl8NVokioqK6NatG9dff33cxkFKBp1aNuCVYf05qENjNhWWcuHYOXzy/YZEh1WjVGsvy7HUa7NosRyLD8ux+Iqk47cC1/kL9jBxUlBcxuAJ83h98RpysoTHLujOVUfuk+iw4k5VWbp0KatWrUq72xPVpFWjurx4dT8O79ySotIKhkz4nOlf/JLosKqVSu1lOeakUptFm+VYbFmOxV8kHb8eQE+fx2G4c/y+B/4QvdBMdTYUlHDh2Dl8tmwT9etkM35Qb87q0SHRYZkEaFg3h/GDenNGt/aUVyrDpy7i6U9+SnRYKS+iHGvQ4LfbsKXgSfUmMMux2LDvscQI+4xJVV0cYPJ8EVkD3AK8WuuoTLVWbCxk4Ph5/Ly5iBYN6vDs4N4cskfTRIdlEqhOThaPXdCdlg3rMv6z5TwwYynrC4q5/eSudrgkApZjxp/lWHRZjiVONM+a/B7oHcXlmQCWrM7nvDGz+HlzER2b1+eVYf0tWQwAWVnCXad15faT9wfg6U+Xc9NLiygtr0xwZKnFcswEYzkWHZZjiRXJLdv8bz4puIGWRwA/RCEmE8SnP2xg6OQFFJZWcGD7xik3tpSJPRHhmqP2pVWjuvxl2pdMX7SGTYWlNg5WiCzHTE0sx2rHcizxItnjtxXY4vPYDHwD9AOGRS0ys4vXFv3CkAmfU1hawe87t+DFq/taspigzum5B+MuP5R6udl8+sNGLnp6Dhu3l9Q8YwazHDPhsBwLn+VYcoik43c0cIzPYwBwALCvjeUXG+M+/YkbX1xEWYVyerf2jB/UO+VuIRRLIsJee+1Fq1atUvb2RLEwoEtrplzdl+YN6vDl6nzOGz2LnzclfmiHZGwvy7HqJWObJQPLsdBZjiWPsDt+qvpfv8enqvqtqpbHIsBMVlmpPDhjKfe/tRSAIb/fm39d0J26OdkJjiy51K9fnx9++IGnn346JW9PFEvd92zKtKH92KNZPVZsKuKc0bP46pf8hMaUTO1lORaaZGqzZGM5Vj3LseQT0cUdItJFRJ4UkQ9F5APv//2jHVwmK6uo5M8vL2asN2TAbSfvz12n2dVjJnz7tGrIq8P607VdYzZurxo+YWOiw0o4yzETLZZjgVmOJaewO34ich7wFdALWAx8iRvPb4mI2Dh+UVBYUs4VE+fzny9+ITtLeOQP3Rh61L5Js8vepJ7WjfOYek1f+u3Tgu0l5Qx61g2Ymqksx0y0WY7tynIseUVyCdLDwEhVvdt3oojcC/wdeDkagWWqjdtLGDLhc75cnU+93GxGXdqTo7u0TnRYSW3Hjh0cccQR5Ofnc/TRR5Oba+eNBNI4L5cJQ3pz09TFvLXkV26Y8gUbC0oYcvjecY0j0e1lORa+RLdZqrAccyzHklskHb+2wKQA05/DDeBsIrRqcxGXPTOXFZuKaFY/l/GDetOjY7NEh5X0KisrWbBgwc7/TXB1c7J5/KIetGxYh4mzV/K3N79hw/YS/nJil7j9Ek9ke1mORcZyLHSWY5ZjyS6Sc/w+Bo4IMP1w4NNaRZPBvl6TzzmjZ7FiUxEdmtZj2rD+liwmJrKzhBFnHMgtJ3YBYPTHP3Lzy19SVpHeX+iWYyZeLMcsx5JZJHv8Xgf+LiK9gDnetL64+/TeIyJnVBVU1ddrH2L6m7VsI1dPXsD2knL2b9uIiUP60KaxjW1kYkdEuO7ozrRqVJfbX13CKwtXs7mwhKcu6Un9Ouk3CK3lmIk3yzHLsWQVydY3yvt7rfcI9BqAAna9dg3e/HINN01dTGlFJX33ac7YgYfS2MY2MnFy/qF70qJBHa57YSEzv9vAxU/PZfyg3jRvUCfRoUWN5ZhJJMsxk2wiGccvK8SHdfpqMOGz5Vw/5QtKKyo55eC2TBjcx5LFxN2xXdvw/JV9aVo/l0WrtnLemFms2pz4QWijwXLMJAPLMZNMIhnOZaCI1A0wvY6IDIxOWOlNVXn4nW8Z8cY3qMLAfnvxxEU9ycu1vrJJjF57NWPa0H50aFqPnzYUcu7oWSz9dVuiw4qY5ZhJNpZjJllEcnHHs0CTANMbea+ZapRVVHLLtC8Z9fGPANxyYhfuPeNAsm1Ay1pp2bIljRs3TnQYKa1z60a8Mqw/Xdo0Yn1BCeePmc3sHzfFZF2xbC/LsdiwHKs9yzGTDCLp+Anu/D1/ewCJvU9NkisqLefqSfOZtmA12VnCw+cewnVHd7YBLWupQYMGrFmzhkmTJtGgQYNEh5PS2jbJ46Wh/eizd3MKSsq5fPw8Ziz5NarriGV7WY7FhuVY9FiOmUQLueMnIl+IyEJcp+9DEVno81iMG8rlg1gFmuo2F5Zyybi5zPxuA3m5WYy9rBfn994z0WEZs5sm9XKZNKQPJx3YltKKSq57YSGTZ69IdFg1shwzqcJyzCRSOFf1Tvf+dgfeBbb7vFYKrABeiUZQ6Wb1liIGjp/HTxsKaVLPDWjZay8b28gkr7zcbJ66pCd3v/YVz8/9mbte+5p120r48wm/S8pf9pZjJtVYjplECbnjp6r3AojICmCqqhbHKqh0svTXbVw+fh7rC0po3ySPSVf0oXPrRokOK63s2LGDk046iU2bNtntpKIoO0u4/6yDaN0oj39+8D1PzlzGhoISHjj7IHKyIzlLxIl2e1mOxZ7lWGxYjplECHscP1WdGItA0tGcnzZx1aT5FBSX87s2DZk4pA/tmtRLdFhpp7Kykk8++WTn/yZ6RIQbj9uPVo3qcuf0JUydv4pNhSU8cVFP6tWJ7Oq9aLaX5Vh8WI7FjuWYibdIhnOpFJGKYI9YBJmK3vnqVwaOn0dBcTm9OzXj5Wv6W7KYlHXxYR0ZfWkv6uZk8cHS9Vwybg5bi0oTGpPlmEknlmMmXiLZl3yO3+MC4CHgV+Dq6IWWuibPWcmw5xdSWl7JCQe0YfIVh9Gkvh0aMantxAPb8tyVh9E4L4eFP2/lvDGzWbN1R0JisRwz6chyzMRDJHfumK6qr/k8pqnqX4G/AGfUNH86U1Uefe877pr+Faq//YKzAS1NuujdqTnThvWnXZM8lq3fzjmjZvH9uoK4rd9yzKQ7yzETa5GfPbq7ucBxUVxeSimvqOSO/yzh8Y+WATD8uP144KyDbEBLk3Z+18YNQtu5dUPWbivmvNGz+HzF5piv13LMZArLMRNLUen4iUg94HpgdTSWl2qKyyoY+txCpsxbRZbAA2cfxPDjkvOSfGOioX3Tekwb2o9eezVjW3E5l46by7tfr43Z+izHTKaxHDOxEsnFHVtEZLPPYwtQAAwBbol6hElua5Eb0PKDpeuok5PF6Et7cclheyU6rIxTv3596tbd7RbSJoaa1q/D81cexnFd21BSXsmw5xbwwtyfQ5o3nPayHEsOlmPxZzlmYiHs4VyA4X7PK4ENwFxV3VLriFLImq07uHz8PH5Yv53GeTk8M6g3vTs1T3RYGadBgwZs3bqVGTNm2O2k4iwvN5sxl/bkzulf8eLnq7jjP0tYX1DMjcfuF3RPQTjtZTmWHCzHEsdyzESbjeMXoe/XFXD5+Hn8ml9M28Z5TBzShy5tbUBLk3lysrMYec7BtG5Ul8c/WsZjH/zA+oIS7juzducGWY4Z41iOmWiKZI8fItIUuALoirt37zfAeFXNj15oyWv+is0MmfA524rL6dzaDWjZoamNbWQyl4hw0wldaNU4j7tf+4oX5v7MxoISHr+oR0RXA1qOGbMryzETLZGc43co8CPwJ6A50BK4CfhRRHpGN7zk897Xa7lk3Fy2FZfTs2NTpg3tZ8mSYMXFxZx55pncd999FBfbnQQT6bK+ezH6kp7UycnivW/WMfCZeeQXle1Spqb2shxLPpZjycNyzNRWJFf1/hN4Heikqueo6tnA3sCbwGNRjC3pTJn3M0OfW0BJeSXHdW3N81f2pWn9OokOK+NVVFTw9ttvs2DBAioq7OYxiXbSQe2YNKQPjfJymLdiM+f/eza/5v82CG117WU5lpwsx5KL5ZipjUg6focCf1fV8qoJ3v8Pe6+lHVXlXx/8wO2vLqFS4YJD92TMpb0ivo+iMemu7z4teHloP9o0rst36wo4d9Qslq0PPgit5Zgx4bEcM5GKpOO3DegYYPqeuGFdwiIi14rIchEpFpEFInJEDeWP8soVi8hPIjI0QJlzReQbESnx/p4dblxVKiqVO6d/xT8/+B6A64/pzEPnHkxOdjTHvjYm/ezftjGvDOvPPq0asCa/mHNHz2bByt0HobUcMyYylmMmEpG0+lTgGRG5QET2FJE9RORCYBwwJZwFicgFuMPDDwA9gE+Bt0UkUMcSEdkbmOGV6wE8CDwuIuf6lOnnxTgZ6Ob9fUlEDgurlkBJWQXXPr+A5+f+jAjcd+aB/PmELjagpTEh2qNZfV4Z2p8eHZuSv6OMS8bN5aOl63a+bjlmTO1YjplwRdLxuxl4FZgErABWAhOAacCtYS7rJuAZVR2nqktVdTiwChgWpPxQ4GdVHe6VHweM92KqMhx4X1VHquq3qjoS+JDdxx+s0bAXFvHu1+uok53FqIt7clm/TuEuwpiM16yBG4T2mP1bU1xWyQ0vLtr52jXPf2E5ZkwtWY6ZcITd8VPVUlW9EWgGdMfteWuuqn9S1ZJQlyMidYBewHt+L70H9A8yW78A5d8FDhWR3BrKBFtmUF+syqdR3RwmXdGHkw9uF+7sxhhP/To5/PuyXvyh1x5UVOrO6Qt/thwzJhosx0yoIhrHD0BVi4AltVh3SyAbWOc3fR3QNsg8bYOUz/GW92s1ZYItExGpC/je26YRQLOcMsZc0IX9msCmTZuC1ySFlJWVUVRUxKZNm8jNza15hhRQWFi48//Nmzen1VWH6dZetx7dgTolW3jQe94s13IsFViOpQ7LsdS1efPu52fGgqhqzaVisWKR9sAvQH9Vne0z/a/AZaq6f4B5vgee9Q7fVk37PfA/oJ2qrhWRUuByVZ3iU+YS3CHlvCCxjADuiU7NjDHGGGMitreqrojVwiPe4xcFG4EKdt8T15rd99hVWRukfDmwqYYywZYJMBJ41Od5I2A1sAcRXKmc5NK1blav1JKu9YL0rZvVK7Wka70gfetWVa+Y7vpLWMdPVUtFZAFwPPAfn5eOB14LMtts4HS/aScA81W1zKfM8biBpn3LzKomlhJg5/mJPlc7FajqtuprklrStW5Wr9SSrvWC9K2b1Su1pGu9IH3rFq8rrRO5xw/cXrbJIjIf12G7GjdG4BgAERkJdFDVgV75McAfReRR4GnchRxXABf5LPNfwCciciuuA3kmcBxweOyrY4wxxhiTvBLa8VPVqSLSArgbaAd8BZyiqiu9Iu3wGSxaVZeLyCm4vXnXAWuAG1T1FZ8ys7xxBe8H7sPdV/gCVZ0bjzoZY4wxxiSrRO/xQ1VHAaOCvDYowLT/Aj1rWOY03LiCkSoB7sXn8G8aSde6Wb1SS7rWC9K3blav1JKu9YL0rVtc6pWwq3qNMcYYY0x82Y36jDHGGGMyhHX8jDHGGGMyhHX8jDHGGGMyhHX8jDHGGGMyRMZ0/ETkWhFZLiLFIrJARI6oofxRXrliEflJRIYGKHOuiHwjIiXe37NjV4OgcYZcLxE5R0TeF5ENIrJNRGaLyIl+ZQaJiAZ4BLzdXayEWa8BQWLe369cqrXXhCD1+tqnTMLbS0SOFJE3RGSNt+6zQpgnVfIrrLqlSo5FUK+UyLEI6pUqOXa7iHwuIgUisl5EpotIlxDmS+o8i6ReqZBjEdYrbjmWER0/EbkAeAx4AOgBfAq8LSIdg5TfG5jhlesBPAg8LiLn+pTpB0wFJgPdvL8vichhsavJbnGGVS/gSOB94BSgFzATeENEeviV24YbQ3HnQ1WLo16BICKoV5Uu7Br3Dz7LTMX2upFd67Mn7lY+L/uVS2h7AQ2AxcAfQymcKvnlCatupEiOEX69qiR1jhF+vVIlx44CngL64u5MlQO8JyINgs2QInkWdr1IjRyLpF5VYp9jqpr2D2AuMNpv2lJgZJDyfweW+k0bA8z2eT4VeNuvzDvAlGStV5BlfA3c7fN8ELA1xdprAKBA02qWmfLtBZwFVAJ7JVN7+cWowFk1lEmJ/IqkbkHmS7oci6DNUiLHatteqZBjXkytvPodWU2ZlMuzUOoVZL5kz7FQ2ituOZb2e/xEpA7uV8F7fi+9B/QPMlu/AOXfBQ4VkdwaygRbZlRFWC//ZWThbgrtf0PohiKyUkRWi8ibAX5JxUwt6/WFiPwqIh+KyNF+r6V8e+FuT/iB/nZnmyoJa68IJX1+RUsy5lgtJW2ORUmq5FgT76//duUrFfMslHrtIkVyLJx6xTzH0r7jB7QEsoF1ftPXAW2DzNM2SPkcb3nVlQm2zGiLpF7+/ow7NPKSz7Rvcb+WzsDdA7kY+ExE9qtNsGGIpF6/4u7zfC5wDvAd8KGIHOlTJqXbS0TaAScD4/xeSnR7RSIV8itakjHHIpEKOVYrqZJjIiK4+9z/T1W/qqZoSuVZGPXyl9Q5Fka94pZjCb9lWxz536JEAkyrqbz/9HCXGQsRxSAiFwEjgDNVdf3OhanOAeb4lPsMWAhcD9wQhXhDFXK9VPU7XJJUmS0iewI3A59EsswYijSGQcBWYPouC0ue9gpXquRXxFIgx0KWYjkWqUGkRo49CRwCHB5C2VTKs3DqBaRMjoVUr3jmWCbs8dsIVLB7j7g1u/ecq6wNUr4c2FRDmWDLjLZI6gXsvMjgGeB8Vf2gurKqWgl8DsTrl1LE9fIzh11jTuX2EmAIMFlVS6srm4D2ikQq5FetJHmORUuy5VjEUiXHROQJ3F6so1V1dQ3FUybPwqxX1TxJn2OR1MtPTHIs7Tt+XhIvwF1Z4+t4YFaQ2WYHKH8CMF9Vy2ooE2yZURVhvap+IU0ALlbVt2paj/eB2B23GzrmIq1XAD3YNeaUbC/PUUBn3IdcteLdXhFK+vyqjWTPsShKqhyrpaTOMXGexB0CPEZVl4cwW9LnWYT1Svoci7ReAcQmxxJ9tUucrqi5ACjF/aLrCvwT2I535RYwEpjkU35voBB3XL6rN18pcK5Pmf64X063Avt7f8uAw5K4Xhd5MV6L+9VQ9WjiU+Ye4ERgH1yijPfm6ZPE9RqOuxpvP+BA73UFzknl9vKZbzIwJ8gyk6G9Gnrr7u6973/y/u8YpL1SIr8irFuq5Fi49UqVHAurXj7zJXuOjcIdhj7Kb7uq51Mm5fIswnolfY5FWK+45VhcNtpkeHgbyQqgBLfn5Uif1yYAH/uVPwp3TkAJsBwYGmCZ5+FOIi3FDctxTizrUNt6AR97G5L/Y4JPmX8CK73lrcddMdQvyev1F2AZsAN31dSnwCmp3l7etCZAEXBVkOUlvL34bRiCgNtViudXWHVLlRyLoF4pkWMRboupkGOB6qTAIJ8yKZdnkdQrFXIswnrFLcfEW5AxxhhjjElzaX+OnzHGGGOMcazjZ4wxxhiTIazjZ4wxxhiTIazjZ4wxxhiTIazjZ4wxxhiTIazjZ4wxxhiTIazjZ4wxxhiTIazjZ4yJiIh8LCKPJTqO6ojICBFZJyIqImclOp5kJiKfiMjFUV7mwSKyWkQaRHO5xpjIWcfPGBOpc4C74r1SrzO3KIRyXXG3broGaAe8HePQUpaInIa7pdSLPtNWiMjwAGVDev8BVHUJMA936zRjTBKwjp8xJiKqullVCxIdRzX29f6+pqprVbXEv4CI1IlzTMnqBuBZVa2MwbKfBYaJSHYMlm2MCZN1/IwxEfE/1OvtIbpDRMaLSIGI/CwiV/u83sk75HqhiMwSkWIR+VpEBviUGSQiW/3Wc5aIaNXruL143bxlqTfNP7YRwBve00qf+SeIyHQRuV1E1gDfe9M7iMhUEdkiIptE5DUR6eSzvGwReVREtnqvPywiE0Vkul/9h/vFsciLpep5ExEZKyLrRWSbiHwkIt184/bmucxbXr6IvCgijXzKZInIrSKyTERKvPf5r95rH4nIk34xtPDKHeP/PnmvtwSOA14P9HpNfNrB97HCp8i7QAvcfWONMQlmHT9jTDT9GZgP9ABGAaNFZH+/Mv8HPOKVmQW8LiItQlz+VG/er3GHb9t50/z9Axjs/V9VrsqxQFfgeOA0EakPzAS2A0cCh3v/v+OzR/DPwBDgCu/15sDZIcYMgIgI8BbukOopQC9gIfChiDT3KbovcBZwmvc4CrjN5/WRwK3AfcABwMXAOu+1ccDFIlLXp/wlwBqvjoEcDhThbvgeiXY+j864G81/UvWiqpYCi4EjIly+MSaKrONnjImmGao6SlWXAX8HNgID/Mo8qaqvqOpSYBiQj+tQ1UhVd+A6ZeXe4du13jT/ctuBrd7/a1V1rc/LhcCVqvq1qn4FXAhUetOWeHENBjr6xD4cGOkT91Av7nAcDRwM/EFV56vqD6p6sxfneT7lsoBBqvqVqn4KTMZ1VvH2/N0I/EVVJ6rqj6r6P1Ud5837CqDAmT7LGwxMUFUNElcnYF2Qw7x/F5Htvg/gDt8CPu/vOlynPh93XqWvX7z1GGMSLCfRARhj0sqXVf+oqorIWqC1X5nZPmXKRWQ+bg9cvCzx9kJV6YXbU1XgdsrtlAfsKyJNcHuzAsW9yww16AU0BDb5racev52PCLDC79zJX/ntPewK1AU+DLQCVS0RkedweydfEpHuQDfcHsRg6gHFQV77P2CC37QbcHtG/T0I9AN6B+iM7wDqVxODMSZOrONnjImmMr/nSmhHFqr2RlWye2cqt7ZB+Sn0e54FLMAdEvW3IYzl1hR7Fq4TNyDAvFt9/q/uPdxt72YA44BFIrIHrgP4oaqurKb8RqBZsNe8vbc7ichm/0Iicinuyt0Bqro6wHKaAz+GELsxJsbsUK8xJt76Vv0jIjm4PWHfepM2AI38xn3r7jd/KRDNK0QXAvsB61V1md8jX1XzcR22QHH72oDPuYQi0hjY2289bXGHqf3XszHEWH/Adf6ODVbAG0JlPnAV7vy/8TUs8wugrYgE6/xVS0T64Tqb16jqnCDFDvLWY4xJMOv4GWPi7ToROdu76OMp3N6mqs7JXNyFBg+KSGdvQOFBfvOvAPYWke4i0tLvQoZIPI/b6/WaiBwhInuLyFEi8i9vrxnAv4DbfOIeBTT1W85HwGXeMg4CJgIVPq9/gDtcPF1ETvSucu4vIveLyKGhBKqqxbhzJx8WkYEisq+I9BUR/3Mkx+EuCMkG/lPDYr/AdVp/H0oMvkSkrbf8F4F3RaSt92jlU6YT0AFXf2NMglnHzxgTb7fhrkqtutLzzKo9Xqq6GbgUd9XrEuAiYITf/K8A7+CuUt3glYmYqhbhzln7GXgVd3XreNy5b9u8Yo8Ak3Dnu80GCti9QzUSdzXrm8AMYDo+hze9iytO8cqMxw0l8yLexRVhhHyfF8/fvFinsvt5lFOAcuAFr7MYlKpWePEEOtRdk/2BNsDluL2iVY/PfcpcBLxXw+FmY0ycSPALvYwxJnq8PT/LgR6quiix0dSeiEwAmqrqWQkOZTcisiduz2hvVV0YQvk2uCFyekWzg+btjf0BuEhVP4vWco0xkbM9fsYYkyZEJFdEOuIOB88JpdMHoKrrcEPqdIxySHsBD1inz5jkYVf1GmNM+vg97hD49+w6NmCNVPW1aAejqt97sRhjkoQd6jXGGGOMyRB2qNcYY4wxJkNYx88YY4wxJkNYx88YY4wxJkNYx88YY4wxJkNYx88YY4wxJkNYx88YY4wxJkNYx88YY4wxJkNYx88YY4wxJkNYx88YY4wxJkP8P+4IsfE/BvcNAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"def aliasing(f_input, f_Nyquist):\n",
" '''\n",
" Determine aliased frequency and the sign of the aliased signal\n",
" \n",
" Input Parameters:\n",
" ----------------\n",
" \n",
" f_input: original frequency\n",
" f_Nyquist: Nyquist frequency of the samples\n",
" \n",
" Return:\n",
" ------\n",
" \n",
" f_output: aliased frequency\n",
" sign: sign of the aliased signal\n",
" \n",
" '''\n",
" f_aliased = np.abs(np.mod(f_original + f_Nyquist, 2*f_Nyquist) - f_Nyquist)\n",
" sign = np.sign(np.mod(f_original + f_Nyquist, 2*f_Nyquist) - f_Nyquist)\n",
" return f_aliased, sign\n",
"\n",
"# time\n",
"t = np.linspace(0,4.25,201)\n",
"\n",
"# original sinusoidal\n",
"f_original = 1.25 # Hz\n",
"x = np.sin(2*np.pi*f_original * t)\n",
"\n",
"# Nyquist frequency of the samples\n",
"fN = 0.5 # Hz\n",
"# sample points\n",
"t_sample = np.arange(0,4.25, 1/(2*fN))\n",
"x_sample = np.sin(2*np.pi*f_original * t_sample)\n",
"\n",
"# aliased sinusoidal\n",
"f_aliased, sign = aliasing(f_original, fN)\n",
"xa = sign * np.sin(2*np.pi*f_aliased * t)\n",
"\n",
"# input freq\n",
"f_input = np.arange(0,2.6,0.1)\n",
"f_output = np.abs(np.mod(f_input + fN, 2*fN) - fN)\n",
"\n",
"fig = plt.figure(figsize=[7,5], dpi=100)\n",
"gs = fig.add_gridspec(7,1)\n",
"plt.subplot(gs[0:3, :])\n",
"plt.plot(t,x,'-',color='k',label='original sinusoidal: f=%.2f Hz' % f_original)\n",
"plt.plot(t_sample,x_sample,'o',color='k',label='samples: fN = %.2f Hz' % fN)\n",
"plt.plot(t,xa,'--',color='coral',label='aliased sinusoidal: f=%.2f Hz' % f_aliased)\n",
"plt.legend()\n",
"plt.grid()\n",
"plt.title('original signal and aliased signal')\n",
"\n",
"plt.subplot(gs[4:, :])\n",
"plt.plot(f_input,f_output)\n",
"plt.vlines(fN*np.arange(1,5),0,0.6,linestyles='dashed',color='black')\n",
"plt.scatter(f_original,f_aliased,marker='+',s=200,color='r')\n",
"for ii in range(1,5):\n",
" plt.text(fN*ii-0.06,0.65,\"$%d\\ f_N$\" % ii,fontsize=12)\n",
"plt.xlabel('input frequency (Hz)')\n",
"plt.ylabel('output frequency (Hz)')\n",
"plt.xlim(0,2.5)\n",
"plt.ylim(0,0.8)\n",
"plt.xticks(np.arange(0,2.6,0.25))\n",
"plt.yticks(np.arange(0,0.8,0.25))\n",
"plt.grid()\n",
"plt.title('output (aliased) frequency as a function of input frequency')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "7bdec87f-8576-4001-9821-360909951d2c",
"metadata": {
"tags": []
},
"source": [
"Aliasing can have disastrous consequences when interpreting geophysical data, and it should be guarded against whenever possible. Proper observation begins by knowing the highest frequency (or wavenumber for spatial signals) in the signal and choosing a sampling interval accordingly. This is generally possible in time-recordings, but it is more difficult in the spatial domain because earth structure near the surface can give rise to high frequency (or more correctly, high wavenumber) signals.\n",
"\n",
"#### Signals depicted in time or frequency\n",
"\n",
"Here is one more example of aliasing. This figure introduces a new kind of graph - the spectrum. Normal plots of data show signal strength versus time or position. A spectrum plots the signal strength versus frequency. The x-axis has units of Hertz (cycles per second). The spectrum of a signal that is a combination of two sinusoids will look like two spikes (as shown below)."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "74b2838c-863b-4d2b-8b14-4195c23b4291",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"f = lambda t: 5*np.cos(2*np.pi*12.5*t) + 2*np.sin(2*np.pi*75*t)\n",
"t2ms = np.linspace(0,1,int(1/0.002)+1)\n",
"t4ms = np.linspace(0,1,int(1/0.004)+1)\n",
"t8ms = np.linspace(0,1,int(1/0.008)+1)\n",
"\n",
"x2ms = f(t2ms)\n",
"x4ms = f(t4ms)\n",
"x8ms = f(t8ms)\n",
"\n",
"F2ms = np.fft.rfft(x2ms)\n",
"F4ms = np.fft.rfft(x4ms)\n",
"F8ms = np.fft.rfft(x8ms)\n",
"\n",
"# compute spectral density\n",
"p = lambda z: (abs(np.real(z))/(np.size(z)/2),abs(np.imag(z))/(np.size(z)/2))\n",
"\n",
"p2ms = p(F2ms)\n",
"p4ms = p(F4ms)\n",
"p8ms = p(F8ms)\n",
"\n",
"fig = plt.figure(figsize=[8,6], dpi=100)\n",
"gs = fig.add_gridspec(8, 9)\n",
"plt.subplot(gs[0:2, 0:5])\n",
"plt.plot(t2ms,x2ms)\n",
"plt.xlim(0,1)\n",
"plt.ylim(-7,7)\n",
"plt.xlabel('t (s)')\n",
"plt.title('sampling rate = 2 ms')\n",
"\n",
"plt.subplot(gs[0:2, 6:])\n",
"plt.plot(abs(F2ms)/(np.size(x2ms)/2))\n",
"plt.xlim(0,250)\n",
"plt.ylim(0,4)\n",
"plt.xticks(np.arange(0,300,50))\n",
"plt.xlabel('frequency (Hz)')\n",
"plt.ylabel('amplitude spectra')\n",
"\n",
"plt.subplot(gs[3:5, 0:5])\n",
"plt.plot(t4ms,x4ms)\n",
"plt.xlim(0,1)\n",
"plt.ylim(-7,7)\n",
"plt.xlabel('t (s)')\n",
"plt.title('sampling rate = 4 ms')\n",
"\n",
"plt.subplot(gs[3:5, 6:])\n",
"plt.plot(abs(F4ms)/(np.size(x4ms)/2))\n",
"plt.xlim(0,250)\n",
"plt.ylim(0,4)\n",
"plt.xticks(np.arange(0,300,50))\n",
"plt.xlabel('frequency (Hz)')\n",
"plt.ylabel('amplitude spectra')\n",
"\n",
"plt.subplot(gs[6:, 0:5])\n",
"plt.plot(t8ms,x8ms)\n",
"plt.xlim(0,1)\n",
"plt.ylim(-7,7)\n",
"plt.xlabel('t (s)')\n",
"plt.title('sampling rate = 8 ms')\n",
"\n",
"plt.subplot(gs[6:, 6:])\n",
"plt.plot(abs(F8ms)/(np.size(x8ms)/2))\n",
"plt.xlim(0,250)\n",
"plt.ylim(0,4)\n",
"plt.xticks(np.arange(0,300,50))\n",
"plt.xlabel('frequency (Hz)')\n",
"plt.ylabel('amplitude spectra')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "dfc8f2fe-83ab-4f8a-a27c-268f4e1b1506",
"metadata": {},
"source": [
"*Figure: A time series syntesized from two sinusoids at 12.5 and 75 Hz at 2-ms sampling rate remains unchanged when resampled at 4 ms. However, at 8 ms, its high frequency component shifts from 75 to 50 Hz, while its low-frequency component remains the same.*"
]
},
{
"cell_type": "markdown",
"id": "5997e870-b5bf-4f81-80d0-9726e18eb85d",
"metadata": {},
"source": [
"#### Signal processing\n",
"\n",
"The signal is not clear in the plot when the noise level is comparable or larger then the signal. A general method to make the wanted signal clearer is to use signal processing. One common method to improve the signal-to-noise ratio is to repeat readings and take their average: The signal parts of each reading add, whereas the noise, usually being random, tends to cancel. This is called *stacking*.\n",
"\n",
"In the example below, the same signal from the previous SNR example is generated 100 times with different random noises. Then, the 100 signals are summed together. Notice how much the signal-to-noise ratio improves.\n",
"\n",
"**Previous SNR Example:**"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "3d776965-25cc-4c1e-96f7-1224fecad812",
"metadata": {},
"outputs": [],
"source": [
"t = np.linspace(0,10,201)\n",
"x_noise = 10 * np.random.normal(0,1,size=np.shape(t))\n",
"\n",
"# noise level\n",
"P_noise = np.var(x_noise)\n",
"P_noise_dB = 10 * np.log10(P_noise)\n",
"\n",
"# now add a sinusoidal wave with an amplitude of 5 (smaller than the noise)\n",
"x_signal = 5 * np.sin(2*np.pi/2*t)\n",
"\n",
"# signal level\n",
"P_signal = np.var(x_signal)\n",
"P_signal_dB = 10 * np.log10(P_signal)\n",
"\n",
"# SNR\n",
"snr = P_signal / P_noise\n",
"snr_dB = P_signal_dB - P_noise_dB\n",
"\n",
"# the sum of signal and noise\n",
"x_all = x_signal + x_noise"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "1ad35c52-cff6-4370-bf0b-034fdd4aba4d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ZCG18aMxayMZHvlnMhzY+NDQ0ZiG08dGCYIzhs3dvwrcf29nsprQ0vG4XrfnQ0NDQaBS08dGCODSaxo+f24dvPLSj2U1paUxk3JTqjQy1tbTbRUNDY5ZDGx8tiFSOV2DN5S0dqjkNeJiPBiYZy2vBqYaGxiyHNj5aEOmcW/4910B3wakGj+bD4v24Z2gK7/v+Wjy3e7huv1uwLOn/2vjQ0NCYfYg2uwEalSNtusaHWWBI6LtYFbzRLtwIeHDzUTy5YwjzuhK49sy5dfld2V7UxoeGhsZshGY+WhCy8aGrsVaPyayk+bAtgqzJ/2akPq418pr50NDQmOXQxkcLIpPTxkctMOkTaqsaIfWADrXV0NCY7dDGRwvC63bRxke1kN0uQjsj/mbraNRp40NDQ2O2QxsfLQjZ+KjnInmqYyJbLDgVTFI93S46vbqGhsZshzY+WhBytItmPqqHp7BcnhsBjWA+5FDbRmZW1dDQ4MiYhbpuMDTKQxsfLYiMFpzWBBOy4NRmPkS+j2w+eGLaNzyFnccnqv5dSzI+LM18aGg0FAWL4ZZvPIGBf3rS8yxqNBY6SLMFoTUftcGkT2E58TcTIDhljOFd33kG6VwBL35mJdriRsW/62E+9OSnodFQTGbz2DucAgBk8gW0x/Uy2Axo5qMFkc65C6NmPqoDY8y3sJzrdvFnPrJ5C0OTOUzlChiazFb127LmQ++8NDQaC3nDZmq3Z9OgjY8WhEdwqpmPqpDNWx7WQUxCOVv7EaT5kENwx9Km7zHloKNdNDSaB13YcWagZYwPIvokEb1ARBNEdJyI7iaic5VjiIjuIKLDRJQmoseI6MJmtblekDUfjaxJcipBZj0AP7dLEPPhvq+eIyy08aGh0TzIzIec8E+jsWgZ4wPAjQC+BeBaACvB9SqriahDOuavAHwUwIcBXA3gKIA1RNTV4LbWFbq2y/QhV7QFgHzBG2qbDSjaJzMi6jnCQheW09BoHjzGh3a7NA0tY3wwxm5hjP2QMbaZMfYKgD8AsAzAlQBnPQD8OYDPM8Z+xRjbBOD9ANoBvLdJza4LtOB0+hAVbYn4a1PJcMqYv2EnMx/jCvNxfCKD/37xQMlIGcBrcGjBqYZGY5HXzOOMQCvLfHvsvyP23zMALASwWhzAGMsS0eMArgfwr34nIaIEgIT0VhcAmKYJ06xuZ6tCnKdW50vl3EUvna1dO1sFtejP0akMAKC3LYaTKROmZSGXy3kMh6l0FpFkzPO9yXTOcw65DV99cBt+/uIh5AsF/NYVSwJ/O2fmPf+fCfev1mN0tkP3Z+1Rqz5NZ91nOJPLwTRjJY4+tVGPcRr2XC1pfNgsx9cAPGUzHAA3PADgmHL4MQCnlzjdJwHcrr65evVqtLe3T7epHqxZs6Ym5zl6wgDAt+wvvbIRHcc21OS8rYbp9OcrwwTAQMzKASAwBvzP4P0YPun27X0PrEF33Pu9PROAeGxe2rgF805udj7bsisCIIJHnt+I9qOvBP72xsP8twHg+RdeRGbXzNl91WqManDo/qw9ptun+yYB8Qw/8ujjWFjbab4lUctxmkqlQh3XksYHgDsBXALgdT6fqTM5+bwn4wvghoxAF4CDq1atQnd397QaKWCaJtasWYOVK1ciFpu+lf3PO58GpqYAAOecdwEGri9lW516qEV/Zl4+BGzfjKXz5+D4/lEAwMpVb8adO58DUrxvX3fjTThtTpvne8/uHgY2rQMALFx6JgZudTXPvxp+CTg5hK75p2Fg4KLA3z781F5g33YAwGWXX4FbLlxQ1TXUErUeo7Mduj9rj1r16bp9J4GNLwAArn/d63HewlNKElgR6jFOx8fHQx3XcsYHEf0zgLcBuIExdlD66Kj9dyGAI9L781HMhjhgjGUBOAkbyBYBxGKxmk8atTpnRhI9FhjN2sltOv2ZNrk9OqfD9bixiOFkOgWAAiJF5y8wVyY1lbM8nwuJyInJXMl2MSE0AQAq/o1moh7jfjZD92ftMd0+ZeQmBqSIoe8PajtOw56nZQSndhjtnQDeCeCNjLE9yiF7wA2QldJ34uBRMs80rKENQEYLTqcNESY7p919UPIF5tR4AfwTjXkFp17fprgXx8YzJX9bp1fX0Gge5PBaPX82D63EfHwLPGrl7QAmiEhoPMYYY2nGGCOibwD4FBHtALADwKcApADc1YwG1wueUFud56MqiGiXnrYYIgRYjIfbypORX4p1+b2gXCHHxktnPtWF5TQ0mgf5GdfRLs1DKxkfH7L/Pqa8/wcAfmj//x8BtAH4NoA5ANYCWMUYq74K2AwDY0yH2tYAIky2KxlD1Iggl7eQK1geY64c86Hm+RDhumNpExmzgGTMv+5LQef50NBoGuSU6jrUvXloGeODMUYhjmEA7rD/nZLIFSzIz0s9S7+fyhDMR2cyirhtfOQLzJPbw69v5ffUPB+yIXh8PItlc/1l9DrDqYZG8yCzjZp5bB5aRvOhwZHJeRdEneG0OkzarEVXIoqowe1aU3G7ZH1SrGc9bhd/zQcAHJsI1n1o40NDo3nQ6dVnBrTx0WJIKwuiru1SHSYct0sUMYM/BhmzPKski32LmQ/3y6VEp3ktONXQaBq05mNmoGXcLhocqvGhmY/qINwuHYkoYhHOfEzlvMZE1kdwKhskubzl0XZ4mI8SotOCFpxqaDQNftWsZyOe2H4Cz+48gcJJwkATfl8zHy0GOdIF0ILTaiFrPmJR/hiofZspIzgFvBEv8kR2vATzUdDMh4ZG06CZD45ndw/jO0/swatjZeWUdYE2PloMRcyHdrtUhSlhfCSiiFbJfADeXB9e5iOc20Wr7TU0+Gbg7pcPFeXOqQe80S6zd/4U81usObaHNj5aDRnF+NDRLtVhUjI+hOYjlVWYjzKCU0BlPsK5XawWEJzev/EI/vXxXc1uhsYswX8+tw9//vP1+MFTau7I2iMvC05nsdslV+DzWzTSnD7Qmo8Wg3a7TB/ZfMHZ/XRIxkcR8+EnOC1yu7g7NXkiKxXt0golvT9z9yYMT+UwcPEiLO3Tlbc06ouhCW6sD02WTtBXC2i3C4fDfDSJgtDMR4tBu12mjymJ4eiIG06obSqnskrlmY/xNDdYGPPmCDleUnA68yc/QX+rfaIxc2BZDN99YjfW7RtpdlNCY8PBUfxi3cGi94VB4OfqrDV0kjEOsbmKauNDIwyE8SFqk81mtXa1mLRdJW0xA1Ej4rpdFObDL716seCUL9LqJDaZzTuuHRXyLZuJxgdPM8/bpZm1mYv1B0fx+cGtuOM3W5rdlND4q19swMf++xW8etSbdFoY7o1wI8s6j1mt+bDnsqjWfGiEgdAhdCW4x0wzH5VDDrMFgJjNfExlQzAfzm6Bf0doPuRFWnwWFPHiYT5mYLSLXDVZh3LPXIyluOEbZOTORIzabVYF2Tm7oKPfM1drmDrDKQB3LtNuF41QEJqPHrsa60xZHO5aux9rdw83uxmh4IpNeX6OIOajVJKxuZ1xAK57Qp7QFve2AQgWncoT3kxkPjxVk6dh3B48mcL+4VQtmqThA3GfWomdEkyDWpSxkcyH1nxwaM2HRkUQbpeeNtv4mAHMx64Tk/jUrzfir365odlNCYUpKccHAEQjQnAaItrF7u95XQkA/szH4t4kAOB4gOhUzu0xEyc/j/FR5c6wYDG8/c6ncds/PzkjxmijMJXNY8PBUbAGMFpC/DwTx1AQxFgoKk1gv9+IsSIb/6Z2u2jNh0Y4COOjOzlzmI/hyRwAXs21FeC4XeLc+IjbTs9Utjzz4Rgfndz4GE8L5sPeRRiEhd3c+AjK9THTo11krUu1u+qpXB7DUzmMZ/JFC82pjM/evQlvu/NpPL/3ZN1/S9ynVtJ9ibGvuoqaxny0UN/VGqLPdZ4PjVDI5LzMx0ygXEWIaqvscOUcH4DLfBRFu5QQnArmQ9R3MW2fdcyIYL5tfARFvMz0wnJe5qO6e5qR+nI25aLZfpwLKY+MBYda1wriPrWSaFKwDkEVoRuu+ZiBz1+jIOY3zXxohEIR8zEDJnaRnGsmtCUMVLeLq/kIkV7dfmD7O4XbxWY+LFeI2tfB9SAjqZzv73uMjxkoOJUXgGp31XJI+GwyPgQL2IhFTTAfrbJ7l8PRVTZMjJFGhNo2Otrl5FQO//ncvoZkb60ErnheJxnTCIG0/XAKwemMYD7sxTxvMRQsBiPSJB4vJAKjXWwGhwhgzH8iFLtNYXyMK5qPeDSCvnZufJyc8jc+PG6XGbhw1MLtIhsfftqZUxGMMdf4aMB9dQSnLcJ8yEa3Kjg1m+R2qbeRaBYs/MEPX8D6A6OYyubxwRvPquvvVQKxydCCU41QSBe5XZgnXXczIGcGbQX2Q+T5EOHKTpIxm8HptLUgpUJtXcGpzXxIbpc5DvPhv9OZ6cyHnEW3Wk1RugZuF8YY/u2JXbhn/aGqvt9oTGTzTn8VGmAQiH5tlXDRvMf48D4bYt5otNul3sb/Nx/egfUHRgEAwwGbkWbBYT605kMjDDKO28UlrZotOpXdFWIS+dSvN+J3v/ecp47CTIEwllzmw5tevcvuWzXJGGMsONrFspxz9XVwwzCI+Zgpmo90roA/veulosU9k5++5sPjdqmS+Xhw81H8w+A2fOKXGxoSPTJdCNYDaJTbRWg+mNM/PEHczHvmAO9YKhKc5hvHfORLMB/Dk1ms2XKsJs/l2t3DuPPRnc7rap+DekGH2mpUBEfzYTMfQLgFYngyi8/evQmbD4/VvE3yRJK1ixX94sWDeHrnMPYOT9X896aLSZvhUI0PYUR12XoadSKUjTyZ+WCMOaGCUYMwp4zbZaYYH8/vHcF9G47gXx7f7Xnf43apcjHITFPzUbAYvrp6u9MeVaA4EzEs1SWZjvFxz/pD+OjP15d1V8ksQcE2QN5659O45RtPzEghs8w4BLpdGp5e3ft7f3/fVvzxf7yIh7cem/bv/Mdz+8AYkLRX95mmfRLzmRacaoSCoLNl4yOMq+PXLx/Cj5/bh+8/WfuqkXKIai5vwbJcYdlMDL+dtCnfLkXzISZsIURVKWB5URaaD4vx/CBiQosbEUdwOpHN+96bmRJqK+5buiitfA0Epzn3uquZdO9Zfwg7jk86r4MMuZmEIZn5mAad/6X7t+FXLx/Cun2lw3Xl8Zi3GDKmha1HxrHrxJQTAj6TIDMORUnGJLdLvVmuUknG9tmbpf0j00+OJ+7BWfM6Acws4yNfsJxr18yHRiiIhaEjHnXSeIdZIETOiXqkYp5S3C4yQ3ByauZNglMK8yFCbQWE20XdhQljhIi7vUT/j6dNKc9HBN3JGITmdtQn4sWaIcaHcK+o7iXZ+Kha8+FhPiqjm3N5C19/aLvnvZnmL/fDiNTGau/raCqHw3aY7lSZZ1W+T3mLeYSn6kJ3fCKDe9Yfqpkmq5rcLWYpzYc9h1ms/i4r+fzq3DlqGwyjAXotFYwxvO/7a/E7//pskfZO1ec1Qs8SFvL40JoPjVAQk3pbzEDc5svCTChiV5apg/UtT5K5guUZ2KM12oHVcjfkRrvw9OrxqGp8uAnc5AlFGCPJqAEictiniUzeMT6iBiEScV0vfuG23lC/Jhof9vWolZLl+1ftDt6r+ahszG08NIYDI2n0tMWwYj7fNbYC8+F1u1T3nG05Mu78X70vKjzGR8Hy3Ct1TvjS/a/iz362Hmu2TN+dcOcjO3Dp36zGs7sqK6cgu/CKmY9i3Vi9UIr5EPVyRtPhxttUroAndwxh7Z4RHBpNez4Txn2vHZnYCJdSWHiMD818aISBY3zE3WqsuUJ5i3rInhjrIXpSmQ/Zwvfb+VeKD9/1Em7+2uM1C9kUxkeXk17da/p3SWJe+SEV/0/YPGV7nBsvqVze2UGJe+JEvPgsmvKEZzVRSCn6U+3XZicZE8bs4t42LJnD6+T49eNMg8zOVGtUbj3iVnstt1jJ/WoWmMetoe6yj4zxhXFo0j/xXSXYdGgcFkPF+rG8wszklPbLn9UTQUnGGGPOZulkSOZDrgd1QHHVuMwHnwtmktvFCbM1CM3KjKCNjxaDGNBJD/NRfqI7MWEbH3V4AFTNhzyp1ELzsWbLMew+MYV9NSpSNlWU58Pf7QJ4J3Hx/4Td7+JvNu9GGMTtc7m5PoqvXw6vnQnMRzbvZXhqYXxMJ8+H+G4y5upnWsHtIi/s1bpdthyukvmwvO5O9TkXBnctWIVqc3KoLg7Z9ZIrYTjVGp5oFyUCR9y3sbDGh1QJ+8BJ7/wknq8Z6XYx3bxEzYI2PloIluWGerbFDGehC+OXFxNjPRI+TSrGh8ftEvIhDkJecuOoVWerhVrbRQhOBdpihpMoTb4WMZkkoobnr2x8iHPNscNt/dwucm6BZuZoCcpCmq655qOyc2Qk16JjxNWAQas35FDbao2PrRW5XbzusXwJ9sAxPmoQhuvUYalwLlENWeF6KdjJCQXq7Z4ISjImz1Vh3S5ymoEDI4rbxVTcLjOK+RBzmTY+QoGIbiCie4noMBExInqH8jkR0R3252kieoyILmxSc2sOOf9CW9xlPsrtTgsWc2jrevhT5QcwW7A8k8d0NR+yS0dNf14NTMmYcdwuCvMRMyLOQ5nxEU6K0DknhM50o13Eufo6eDSMn1ZBnvCaWZdDXjy8TEUNMpzmivstLDKmy+71ddrMx2QLGB9TLvNRTZRQLm9hx3HX7VJuoyDPB3mLecaS+pyLxHq1WABrxXwIg0gdY410u8hGj8zShhXKe9wuCvMhnqlem/mYSZl+c3nvRqoZaCnjA0AHgFcAfDjg878C8FH786sBHAWwhoi6GtO8+kKe0JNRifko87AOT2UhnrG6uF2UDKfy7mq6mg9ZzFoL40M+X5DbJRGNIBlzWQ2BrPLAir8ZP7eLYD58jA9Z59HMzNhBuTg8bpcQLr1Kzh3uuy67N5uYj10nJj0LYznmI+thPizPd1WGo7ZuF/47lS6masJBUetEbWvd3S6Wv3EtMx9h3cXy5kgOz2WMOf3jul1mEvPhdSE3Ay1lfDDG7meMfYYx9iv1MyIiAH8O4POMsV8xxjYBeD+AdgDvbWxL6wMxGSWiEUQihJgdI1WOSh2acCfFhrhdpN+YrtvFa3xM3+0i2hqPuoJd1e0iMx/yBJ913C625sPDfChulxKLpifPR4DgdGgyi1+/fLCuuyWZ4ZAN21rXdqmURhfXnGghzUfBYp57XY2WR3a5AF7Rrh/UUFuP20X6rGAxx3BvpuZD7RPhdlHbVItFupQBkw9gPmRXy2RAjh4VaY/g1HW75AqWs+HrmcHRLnFDGx+1wBkAFgJYLd5gjGUBPA7g+mY1qpZwfOF2lEVY5kMWwtXa+i7YyY0EijQfIX2nQZisMfPhRLokXFGpynzEo5LbxU9wGvMTnKpuFzfaxSxY+NajO7HpEI8OKASo7WV88+Ed+Iufv4LfrD9czWWGgnxtftcJ1Kq2S7WCUwNzO0tni50pGE3lIN/KatxpQmxKti1cWaitN8+HfN88tZdCRMaVg5hvKjWM1bE0kQlwu0xzkV6z5Rguuv1B/GLdwbLtCNJ8AOHYjylJcDo0mXXGfUZKsjcjBafKXNYMnEpVbRfaf9VA9mMATg/6EhElACSkt7oAwDRNmGZtclSI80z3fBP2zioZjcA0TWeXnc6WbuvRUZcOzOYLNbsuoDheP50zkcq4TMJoanr9OJ5yDaeJdM5zX6o575jtl2+PG873iXknuwgsx7CYyuSc46ZsmjgWIZimibhTkM5Exp7gDeLt6k7w749MZTH4yiF8+cFX8czOIfzwA1d62I5CwfK9jqEJnmjqyGiqpvdLhhylNGkbiaZpenZzuSrHi8xSpXP5is6RyvJjEwahK877cXgqW7d+qAWOjXr9/Wa+ACQqG6Nb7NDVFfM6sf34JFLZ0v3mEQnncp5FPJVxn5PRyYzzfiY3/edfGB+V3tdsVlncU/yeTmW8huVUNud73rDP/bM7T8AsMLywZxhvv2RB0eey+8eUxveI1E8AcGI8hd5k6cV5Iu0NXd5zYhwr5ndiIs3PZUQISVtWkc37P+vNgDyXAdNfm2SEPdepZHwIqFtJ8nlPxicB3K6+uXr1arS3t9eyXVizZs20vr91lAAYgJnB4OAgxkYiACJ48aWXQQeCL/GpQ/b3wP21/3PfYM1iu0ezgDyMXn5lI7ricH5vIpPHvfcNwqjy9zaMuG1fv2kLBkc3O59V05+iD61sCoODgwCALSfd3wCAzRs3ID0ZAUB4+rnnMfYq79uXjvLjRoeOY3BwEMeP8P7fsHkLcgUCEMHhg/sxOLgX+yYBIIrDQ+O458n1ACI4eGwIg4ODyJkG+LAETo6OOe2QcfAwP/fGbdsxmNpW8XWGwQH7NwDg6bUv4Nwe3qfHhtz2HTpy1Ld95XD4mHuOvfsPYnBwf+jvbtvD23Vw3x6sM3cBiGIqW8Bv/mewaQmRymHHmHcMHTx0BDinsjG68QDvs7kYBxDBvoOHMTjov3svMCBvuc/dU08/gzxz27Bu/StIHFkPADiaAsQzumf/AQwO7gt/YT4Yn+DtPHC4srGxftjbR+s2bEb/yCZP+wDguedfRGZX8HxWrk837eTjZ88+/iyqyOXdsTk8Mupcw8t73ecBAB545Ans6C59TS8d8l7T3WuexIVzGE6k+TVFycLTTzwGIIpMLl/Vs1QPvHiCt3tynKfwn+7aJCOVCpcS4VQyPo7afxcCOCK9Px/FbIiMLwD4mvS6C8DBVatWobu7zMgLCdM0sWbNGqxcuRKxWKz8FwJw9Om9wNbtuPSMBRgYuAz3jLyMbWMncP6FF2PgqtMCv7fhgVeB/e6E88aVq9Aer82t331iCnjpaef1ivPOx9yOOLB9k/Pea9/wJscNUSly6w8Dr/Jznbb8LAysOmda/UmbjgJbN2DRvDkYGLgGANCzaxj/um2dc8w1V16BLbl92D81iosvvRy3XsRJtaNP7wX2bMfpS5dgYOBiPH/vVqw9cQDLz1zBqdxDe3H2mWdg4NZzceBkCl/b+BQyzEC6rRfACNo7uzEwcB0+unYNYLMfHZ1dGBgo9greM/IyMHICS5Ytx8DAeSWv6RcvHULciOBtly6qqC/+88gLwBiffC68+DLk97+MlStX4p93Pg9M8RoXc+bOw8DAlRWdFwD+bd+zwASP3OibtwADA5eH/u7Td28Gjh7CReedg3fecAY+s+4hFCyGa254IxZ2JytuSyNw38ajwJYNzuv++QsAHKlojH7s+TUAGK675Bw8+9BOdPcF9/1kNg8894jz+uprruVjcMtLAIBzzr8QA9cuAwC8fGAUeOV5AMD8BYswMHBp5Rco4YtbngCyGfT09WNg4KrQ3ytsOAJs3+i8XrTsTAzcci7P6vrKc877F15yGQZ8xnLY5/7XP34JODGEeQsXY2DgEs9njDH82bPuQtvZzZ9JAHji15uAI66b8/xLr8Kbzp9f8pp2PLwT2L/beb3gLN7vrx6dANY/i85kAgNvfi0+t+5RWCCsevMtRdF1zcDUuoPAzi1YPH8egGPTXptkjI+Plz8Ip5bxsQfcAFkJ4GUAIKI4gBsBfCLoS7YuxOHOyHa4xmKxmt0Mgemec8cJblGet6gHsVgMCTsiwwKVPO+wEjZmwajZteUsL6VRYGTvwFxMmgwLqvy9jBRtkc0zT7ur6U/hJepKut9Nxr3naEvE0GYbZ3nm9q24rrZ4FLGYe4zJ+HUDQCLGP5vf0wEASJsWXjnI6XTTYohGo96qtoz5XoMghnMF/88Fjk9k8Mlfb0bciOAdVyx18pOEgawVEtcWi8U8KfjzVunfD4JHB2ShonNkbU1MRzKGRCKOOe1xDE1mMZ61sLTGz2StMJr2uh8ZKptH5GiV/i6e1TVXsAK/W8h6XYWMIh56t8DcPpc9o2aF98IPop3lxqYKpkgMUya/PkbecE+57X4o16dj9gX7jV1VX1KQ+mM849VkTOSC+18go0SDHR7LIhaLwXTmCgOdba5X3yIDsVjzl10xXyVFrqMarndhz9P8XqgARNQJ4GzprTOI6DIAI4yx/UT0DQCfIqIdAHYA+BSAFIC7Gt3WemD7Mb6TPG8hjxyOS4LHUhhSciRkaih8UgvVqWmTgelFvExKgq6pGghOJ+z2diYlI8Y3zwefEE9MZDHwT0/ipvPmIWIbpkIP4oTjmpYTPit0IB1xHgqdK1iOUNaUFPACQUERQpFfTmT76lE+JnIF3u9CjBwGnmgXs4A2n/errWqb8UQJVZ/nA+Bhy0OT2RlZpFBAhFQnohFk81bFglPZ4BNh2qUEp6rYs6Dk+ZBFm2rtpelCLOAVh9oqfVKvaBcx3/hWlFbGs9wmkdVU3MMwaQJSdh/0d8YxNJlzUqx7anBJ80s2b6EjUXyeRkMnGascV4GzGi/br79m//9v7df/COAbAL4N4EUASwCsYoxNoMVRsJhjfJwrjI+QGU7Veg61DPlSw1+z+UKRqntsGhEvXuFi7fJ8dCbcRVoNtY1HI44KfPWWY9hyZBw/f+Gg88CKRdGNdpFDbfl7RORkORUwfRaloEVKvF/umoXxAVS+sHijXfyNhZqE2laZ58M1PkS47fTrktQLQ7bxscB2C1VakE+McyK3Fkipe69WIjYLllMZFvCOhYmsV0A8XdQuvXp9ol1EyLPf86C+5xdqu3wuZy3DbJqEaFvMyQdO8nDbrDSGIxFy5uqZEvHihNpq4yMcGGOPMcbI598H7M8ZY+wOxtgixliSMXajne+j5XFgJIWMyaMwTrcfjpjIcFomEZSo6yJQy3BblY3geT5qyXy4E+dUDfJ8TCmp1QF/5iNpMx8bDo4C4AacqEVRnOejONQWcHN9COQKrCipWNAGWUyK5cItZeOjUkNB3rl6/l+DCqPpaRSWk2u7AMDcEtliZwpERVuhSak0yZgIzWyLGQ57pRoYMtRFjOf5KE6IB7jZTYHa5vmolPlQE/GJ56mY+ah+gS5YzAmR9Wc+VKOtONT29Lk80CBMcTnBTJ67gOsDD46kwBjzMB8ApIzJMyPXR1bKGdUstJTxMZuxzV5kVizodPz68RBVbfMFy6kv4pcyfLpIKW4XNcMpMD3jo9YZTl23i2x8eJmPhMR8yJPT3iFOqQqtjZwFVU0yBqBIZGsWwjMfYbNICjZMnL8S+CUWK1jMc82mZ0EL1//y5FvJ95zjlYl7TolssTMFIrvp/G5uKFWaZCxl8nHZHjec6y517/2YD5ltkRfeWrpdGHPHR8VJxuzvifvpuF1qmF59PG0KLbe/8aHcF2EkyhVtz+jnm7swjK2Yk85Z0AmAzy+jKdOTKE/+O9OYD218aJSF2OEKCxuAVNsleKIbSeXAGBAhYGEP35XVkvlQNR9qkjFgeinW5SQ+tchw6rpdSjMffg/lniEeAVJc1dZ1u8g05hwf40PdEQetBeK4UgaXZTFsPzbpvK50Vyu7WsRkqS54Ymx98+EduOSO1U6itFJQ73+lNHq6SPPBF/SZnOVUGPjzunhbK2U+5GrVwvgoxXqpOpqC5U0y5mE+srVjPuS5puLCcnb7BCMYlPJ9OvOTXMjR7zzqbwljJGO6WjXBLPtpjCyL4V8e34UX9o4AcNnYvo44+u2EeEfGMj7Mh6sPmwnQbheN0HD1Hp3Oe2EynAqXS19HwnkQaml9q4tjrmAVTUrTKS4nu1pqWdulQzI+igvLkbPwyTg6zhMHJZQJhU9cttsl4p6rT3W75P2MjyDmw9Z8lJjgD55Mez6vhPmwLOYZN47xoU7O9jmf3zOCbN7Ci/akWwqqVqHywnKK5sNOTz2T67uI0uq9tl7DrFBwKvqsLWY47qa0WQALSL+visaLq9q6n0/U1PiQxkylmg/7GRFZa4M1H9U/5/JGx4/lKWY++DFC7xEzCIt7k/Z7xfPWywdO4ov3b8Pn7uH5hsR9a49H0W2L2Cezefd+xlV92MwyPnRhOY2y2HaUx06fu7CY+ShFpYpIl/7OuDOZ19LvKIwDpy2S22WOvWjUzO2Snb7xISY8L/PhIzgtsSPwYz6E+0Q+l2A++jtdKl5lqYJ2yOL9UvU9Xj3m1VHnKigCp06CaXtMqBN/TnH/hHF9qAZTtbVdxCLcZ/ffTK5sK1g5USm5YubDFIuYgaS9YDEW/GwXuV0sy7OIB7pdprn4qa6dIOPI97v2M9IrMR8FxQgGprdAy2xFGM2HuB4xR/W0xR1mZszH2BXHnbAzEIv5rz1hOK7ciYzpitPtxT0enWluF6350AiBjFnA3mE7x4etqgZcd0GpCWXIZj7mdSU8i2WtICY2scuXBadC+T8d5mOy1m6XnI/xEfE+BnEp1BYopiaLQm3lqrbSsWfavuPXnj3XeU91awStUWEEp9tV46MC5kNthzA60j5aAsDdaQ9VY3xUKTgVTN3cjplf2Va0WSxAhYqjXYrdLoC3RogMv1Bbj0skSHBaZei0+/3qDQXRPpkRnMzmi5mP6RgfMvPh53ZRjQ/La3z0tsekopDF85a4T6MpE4wxZ0PUEY86hqcv8xHTbhcV2vhoAew6MYmCxdDTFsP8LjdIXGYbgnDCVuHP60zU5QFw6Gab5cgVXM3HfNv48NtBhIUqOK1kp+V/Pnuy8LhdiqvaJqWCSzesmOf5XBgmcuVbQSnL+pG3XroYd/3Ra/DZ2y5w3iuiy4PcLvb7pVxNcqQLUJnbRTUQ0oGaDxHZwP+OhGAfxMQrWKBcwYJVAROQVdwuYjGYqYJTU0oQJqh3cxrMR8yIIGqLyoOMz2LBqTfaRZ4TahlqO52wWNG+9oThzF2T2XyRsTEddkZmWX3dLvZ9Ern4hJEvxKW9bTGnCm3aLBQ9D+J+5C2GyWzeeT7b44azoRnP5IsFpzPN7aJU6G4GtPHRAhBCxxXzO50MrIAsOA0e0HtO8O/O63aZj1omGRNMglggsnnLYVYW2IbStDQf0sSZt5hnQjkylsG3Ht1ZUQjmpKP5kPN8+FW1dT8fuHih53NVwZ7JFxxjISplGDUihOvP7veE3Kp6iMBQWymiIGjhVpkPs4KJTZ1Uhf9e3RGpYZVhcm2I+y/yVQDhWZmCdI+F8eFUtk2ZFRkxjYJsIHZX63ZRdspJSXRqWQx7hqY8hndRqG3B8hg88ue1jHZR55pK5hInIiwScfppImMWuSKnw8yOlGE+hLEv+lc8tzLz0Z2MOhGFamVb+fkdmcp5jMYuofnI5IvYu2Qd9HbTgXa7aISCoE0FuyAgsmkG7RTMgoUHt/CSNzesmOfJyFkrCCZBhJXK0S4i7FA2Dl7efxJ/8pN1TibAsudXXC3yw/+9p/biyw++ip+9cCB0ezPKpACUjnZZ0tuGS07r9XyedJgPtz+didXnYTYi5Exm6k42mPlwJ2S/Cd4sWNh1gke6zJFYp7BQd85qtItYHMwCA2PMOT6M7iKdE759d7yGHXOyUdSmMB8Fi+HYRMb3e82EGJNGhBy9RqWhtu5ixfs9KYXb/usTu3HTVx7D3esPOcer90/N8yHPCbWNdqme+RBjOmZEnIV6IpN32tQed92Y1WK0nNvFZijF2GKMi6/FBqmnLQ4iQk+bv15Nfn6PjLljsT0edZiPiYwZmOdjxjAfOtRWIwxSzq7Imw2/nOD0qR1DGE2Z6O9M4Noz59blARDGgeN2kYwPofkYz+SdneBPn9+PwY1H8ZtXDvuczYt8wSqaZOWkZiKS53gFC5Lz0EnGhxEhT5XfmEG4aEkP2mIGbrtkkaN+FxCMR1KK3Rdul3hA0SjhgvDTfPi5kuSds1+my/0jKZgFho644YQGVrKwqAaN6GfBgMiaGLPAHE1ImHBXR/+QiDr9GnbHJ0/uYrzGoxFcurQXAPDw1uOhztNICC1Se8xw9EOqsLEcXOYj4vmbNguO2HzncTesWh1H+QLzGDxBmg+LVd42GaqouZKdvPjdqEGehVoYNOK96WyOZMFp3mJFTJnKfIjjZOZD/qvqjGSW65CdzZSIzwXdkuZDdR26LtqZwnxozYdGCDjUnhL+WU5weq+9wN92ySIYEapTkjF+LrE79Wg+JH3KuL2zEJ+NZ8q7YmRDQ+yK0hITMmafYyxkNA1jrrJeNRJEuG3ciICIcO7CLrxy+yp8cuB8tMejDrsAyNEuxYLTaEBhN3GvBCsg/74fRS/vMP10HyJqZ05HPFS+FxVBglPxt0uqfWNK93QsbZbVlngiN2KV7WYdX3k0gojUl7dcyF1fD24+6vu9ZsLZ5cYNRz9UfbSLzXyIMO5cwVkY05L41E87FBTtUpSLZxrGR5HbpRLmoyCYD3LEmROZvNMe8d50XBOqsVAkMLXbIGu68pZbx6XXZjx6A5gP+bk5PMqNj454FEQkRbsUu12csPwZwnzkHOZDh9pqlIDYWalFw0rVdsmYBazecgwA8Fa7PHWlC0EYiIltjuR2cWlUl4oUtKZ4+Ccy5SNXhK86GiFnMpCTjolzhNWUyP2UiHmHvuhLOVRW3hUs6mlz/q8KTjNmwTm3n9tFPr+YlORzF8owH37GopweORFC+1P8fe+xIspFLCZdUgbYrJK1tpzGJiPlrKjU4FVzfAjcchE3Pp7dNTytpHX1QFoSHQrjs2K3ixTtArjPeiZfcHQHadN9ZtT7x8O43ffEM+6X9G86rpfiyJTKNR/RSMQxslK5gtMeYfBOz+3inQuKrt1ugzyX+jEfYjOljjU54u7wWNpzrs6E60py7qcT7eKK02cCtOZDIxRSihhNoJTg9NFtxzGZzWNJbxsuXzoHAOoSaptyMvzJbhd3YAvfqdiRiLZOVmB8dCSiaE+4k5WAmJRVUVgQ5Em3mPmwU9YHPIyLe13jI+kITvn9sJi7uAa7XbyLsPzQ++2S5cXLL+JBThIUJuRahcxOAO5OWnaZCKj3Sq2SHHTuZNzwsENh4KfJAXjK6/MWdiFvMTzk43rZNzyFj//3K/jOY7uwQxHi1huyW9So0vhI5bzX7QhOc5bDGnrT4RcLTv3Sq09li5+z6Rgf6kanEuZDtC8WjTiFHaeyfsxH9e0bUZmPoqR5Xs0HwMXdIslYj210iIgX9Xwy+3TwpGA+DE/7JzKm8zwlfXICzQQII0i7XTRKwtlZxQKYD5+H9Z71tsvl0kUOfS1n5KwVhGukV3a7iDAuT5EsN0QNcItKhTl3ZyLqPODyzsNhPkLuhOVJTbX4Yw7zEWR8uLoPlfmQ2xL0/bjCAMTLGR9l3C6udiXiCWkNC9EOwSiJ1+K8bXG3FLjqIisX8SJTzpXWtFATjMl4s+16eWBTsevlp88fwH+vO4gvPbANK7/+BL77xO5Qv1cLyOGW4v5XXFhOMQblFOuC2ZPHgSoYNAvePB9iLAhmMhGNSBql6TAf09B8iER8EXI2E1PZghOl5RgfVbqFGWNFc0FxXg930RWBg6ZlYSzN+0lslkRlWzWcXWafhNtFaPE6S+X5qNAIrze04FQjFMozH94JYWQqh4e3cZfL/7p8ifN+ssbFjcyC62KRk4yJBz4RdfMViB2HqUyKpTAlhcW2OcYHbztjXMgKhGc+ZJGVHLIM8AkRKGV8SG4XJXZfPreaM8Q5v/2+mJRKGR+WxTzJx/yZD5dBidsTWyVuF2GACqPREZyKxT9qOG1WXWTl8m2kfdwuYelmta6LjFvtkOcndpwoGj9CCyQW7Sd2nAj1e7WAWJDaYsY0mA9v++UU667bpZj5EAxV3vIWLRQLuOinrmTUGduVFiCUoYpVK9nIiARnUSPi2UyI+cIRnFa5QE/lCm516Yh/JKB4LedSKVjMGT/C+Lt8WS8A4KX9Jz3fl9mnw6Nc6C6uxSM4FRlOi6JdZgjzod0uGmHg7qy80S5BdPvdLx+CWWC4eEkPzpPSsdc62kVOdz7Hk+HUXWBFG8XEWInmY1Jyu3Q4PmL+XrYgJwgyQyUfc0RWPgaGEJwGPYyLemTmgx9DREW0ZTm3S9rHPaMaH+rC5Zdi3U0S5BoJFUW72O0QFUazect2H4lJM+LoV1SWqpzbxXGdVOV28dd8AMC5C7qwuCeJXN7ClsPjns/Ewnbp0h4AbiRCIyBvDuQFrRLIolXANUKGJ7Nutlsft4tIllewvLVdVOajMxF1xm0tBafVRLvEDHLaLWc4na7mQ2iREtEIuttcN7CnDZZbgynqRCaxonToly3tBRFwYCTtRNUBXvbJcV3a1+Kn+XAEpzNO86GZD40QUClZgaBQ2/9edxAA8O6rTvO872Y4rY317dR1MSJot324uYLlKLoT0YjDBIgdiTBCKhGcdsSjRcxHSroEs8CKXBPP7R7G0TFvCK5j7ftQ+mIBD2I+ltjMB5HXcEgGuG9UiHslJiw5vLe42Jz3dWnNR8RpT0XMR97rLgOAvOX2UTJmOJOzeq+GJ8O5XZIy81FhqK2f24WIcOY8Xlhx3/CU5zOxsJ3Rzz8/NJqedjbcsJAFp4ZkfFTy8+piJcb7sXF3DKc8xoeXLeBuF/f+mwUeZiob8GEKUZaDmp69EkPB0XwYEWkz4QpOxbVU2z4hGp3THg+8VtkAksXBakbSrmQM58zvAsBzEwn4CaeFO9xJry5FuyRjM8/tIkf9aeNDoyQCo1180qtvOjSGrUfGETcieNuliz3H18LnK0MYB3K6ZLk9iaic90AYH5VrPjoShmeyAoC0YrvIES+vHp3Ae/7tOfx/P3vZc0xQmC3gGg1BAqzT53bAiBD6OxMel01C2aEHu128mo+o4SYeU6Nd1MRj/poPMVkakhFaSait7XZpc0Nqc5b7fiJmOEns1HtVkdulwjEXJDgVWDa3HQCKktSJcbW0rw0R4r93ooyRVCvImg+5QnIl5IcqABaLlWxAywufMB6FziBfsIqMz1zBcsTCnYloqHIM5aBm0a0kbF9skqIRL/Mhxq1YvCtNxy8gxKG97THpmfC2LycZQIYTFu3mE0pKoaeu62XUec/vWRQbr06p/eKZSRalV2++20XerMZ1qK1GKciTmww/6/4XNuux8sIFnl0t4M3IWQs4xkE86rugx6MRxKJid+F1u0xm82V3pnK0S5siOFWNDznXx6FRvjCJtPQCfgnGBFzBqb/xMK8rgR/9wTX4/vuv8rwfJFwtPr9IMsbbYEQinl2yjLxiRPiG2ko7l2p8+TKb5jAnlruoyW4XVV8RNtqlLRZxJvOwYy5bQvMBAMv6uPGxTzE+xLW3xQwstJPbNcr14kaqRD15Xiqp4SZHCAHuRuPouD/lrzIfeYsVueuypuXRfNTE+JhGEThHcBqNOOUNUrm8U29GDu+uxjUkxKZz2t3cN2r75ERngtkzC0xi/Nzn94plPEpQZj78WEgxL3dKbnFxK4rTq4e7ru8+sRsf/PGL09LnBEFug4520SgJdVck4BdqKwRSb7l4UdF5al3bJSUJQv2MDy449YpiRVstVrpoGuAaH52JqHPtIs9HquA1EkSoHOCGw41M5Tw7qFJUY7SM2wUAXreivyjVunquIM2H2GEI48kgwKAA40N1u+QKGJ7M4q9/ucGZCOXCUNWE2makRV5MuDLzkZRCeIsFp6UZBY/mI1bZmFOTM6k43TY+9gcYHzEjgtPm8GMONsj4kMWKhmR8VMR8qG6XmJ/bRc7zoQhOFbcLAGQLBY8B7yzINU0yVonmw2YdIq7bZTLrikSFZgKoboMkNB9zOmLBbhfLbYMwFDNmwblXCR/mY8PBMcdo8cs2LK4lEiFPiDrgl+E03HV976ndeHDzMWxWtE21gNyGeMBmqxHQxkcLQN5ZyXDFnG4aYeH3XNCdgIpa13aR8xtEIlTEGvCFUUS7WE5bBcpFvIjP2+NRh6YVD3+qBPMhJumCxTxhomJ342ftl3O7BEHdoQe5XcRDLpJ5RSNuBs9i48N7f9JmAfdtPIKfvXAA33tyj+daElHXPVIN88GND1Fky/u+Y3zY90EsrOVSrHs1H5WNOdnt44elwvgYVtwuUvbMJXO4PqdRxocsOJWNV5n5SOcK+MqDr3pCN6ey+SIxqTCyhUEou7jkyBKxe+2Qo11UPYZpOYZj5wzQfJgS6yBcFamst7ZLpen4ZZyUNR8BLI8T7RJ13Z7yPCTrwc6a14nuZNROcc/vmz/z4c7LMnsDFBsfYY1wca/Hp1GUMwhypIsa9ddIaOOjBaBOTAIenYX9YIuwvO6ktwgdUHu/oxNSK6Uml9tGJFGb9iQrh+qV0324zIfh7ASngtwu0kMqTxDyQlmqjLQwkoKYiyCo5yqXXj0jCU6DIiPURSSVKziKezFRynk+wlQ3ViFHlQiK35SZj1hE0nzw3xTujHLF5XxDbWvEfAjNx/BUzrNomFIUw2m28SHcb/VGSmIm5dsv3417XzmMOx/dif/3n+uQL1jYNzyF1//jo/i9760FY8w5h8p8yMgVLOf5cUNt3UJ2pjKOcgXX7dJZL7dLVenVXeZjSjI+5GrS1ejS/NwuQXk+ohF3YyRnTZaf50iEcJnkemGMlXS7AN7kfPGo61pNVLjxE89LGGF+pZgJkS6ANj5mPBhjZdOrA65IS+z0e9r8jI/aJhlzK7kWZwcVBklUYT7knCTlHixXcBp1fMRpR3Cqul1k5sOdIOSdo5iIasl8yDStqAvjBz/jI1hwWqz5EEaUmPzk3Ys4dyUTtpzMS+gychY5522TmQ97TImIn8lsviTdLtgdHmpbneDUL9oF4Ea1qLMji06FEDJqkGN8NIr5yEibA25wC6PSPeagnZBqz9AUfvXyIXz+vq0YmcrhxX0jyOYtJzKmzWE+/I0vcf9d44P3Rb7AinJwZE3LNeDj0arccyqKBKfTDLXluTlcl1mlSelkiDmgtz3mhhUHZDiNSYJv0Ud+TMClp/HQ7S1Hxj33Sa7YLFgcwBWdAt5IuEqMcMbc0N8wwvxKkS3DLjYKVRkfRJQgotcT0fuI6INE9E4iOqPWjZuteOXAKN7/g+fx6tEJJ/8CUGx8yA9QOlfARDbvPBzdPsZHrZOMyQl7AMX4iEU8n+WVUFsghPHhEZyKycpmPpRLGE35Gx/yLl3OjaFCMDSlNB9+kGnaILGqfF4/40NlOgo+bpcR+zrcAnBSRJEjOA0vMnBcI1HDETmaBS8jomo+5nUlnGsURh1jDNuOjnsjMTwZTmuX50NgmZ19cp/kenEyVxoRLOmtv+ZjeDLr7LTFeBNtFga3fMXHJe3G5+/b6tRdMgvMk0dCDbVVIYxvp/pwUoTa+ke7TEjMRzU1gFSo7EpFzIfETsmC06yH+RDPSeVtFOO0Oxms+chJho545gU75Dfm5tnFMUdTpkfvIdd6kpkPuSCjfA8rMcLNghumHTYfUiVh5XISyGaiol8nouuJ6KcARgE8BuAbAD4L4D8B7CSiHUT0cSLqqnE7ZxV++vx+PL79BO5ef8gz4NX06kTkqb4o/IM8lXLxg1TrWHOZRgUU48P+LbELNJVoF6C85kMWnIosgqrmo8veQY15BKfueWXmQwjt/ENtywtO/SCH5kVLfDceFZoPO9Q2Qo7g1CrDfKRzBec6XObDnUAct0sF91Uu+S12aLLmI+GTZCwZM9BnFxAURt2zu4ZxyzeexB2/2exprzi+0lLi5UJtATfixcN8SNkzHbfLycpyfVgWw5Gx8gZLNl/Ayq8/gYF/ehKWxSS3Cx+LYlGTb6MsHFUz8h44ya8jbkScMZQMCIFM2UyBcNXJbhfViM3lA0Jtleq3P3x6D3Yenyx73YBruAjDuRLmw/RhPswCczYUMYOmNUeJ+c8T2RNQ1TZquDmIxO/7sW2CQR5Lm859jkcjmNvhRhJ6NB+S20Uew5Vcl7w5LFf9+7ndw7jy79Z4nr+y5/epL9UMhP51IroHwC8AHALwZgBdjLG5jLHTGGPtAFYA+HsANwPYTkQr69Hg2YDDdmz/aEoa8NLEJEPQfyNTOWdS83O5AO4uPWMWapKAyVQWc1XzAbgLsppeHShPKU5mXTpb7CKmFONDCBDHAt0u7q4yKy2sKqp2u3iYjxLGh8hwakfiRCLk5BlQjQ11EUmbBaeeitgRygnTSlU3DoIcUiv6Nme5O+pkzHBSzovdVzIWwdwOvhMU7dl0eAwAsFsKa5azddba7QK4ES/7RtzflMWMi3qTILIZozLiWBnfeHgHrvvCI1hjsxJBGJnKYWQqh8NjGTubpTc1t+tOc79zzA6ZveGceQD4c9vfyRcwERIsX3Mg82EWPCyT43axmGPgC2TzBY8B78cGPL79BO64dwu+eP/WktcsIAxcJxV6NYXljIhnIzUmbZqmo0tzmI+2WKC+Ra4vE1XcLn4bNqGdG8+YHu1dj+R26QgQnMrnczOclr8u+VkpxXyYBQufvXsTsnnLk4sk7PmbmeMDqIz5WA1gOWPsY4yxJxhjHjUXY2w3Y+xHjLFbALyppq2cZThi+4flAR80Gcmln8fLGB9iN2WxymtP+MFUNBTyYBaTSKlol3KUotC6dErp1R3Nhx1qe7otQJTdLjJb5BGchgi1rTT0TD5Xqe8WJRmTmY8QobbBzIfhaG6qjnYRtWEsKc+G5M6ZzLiT89xOL/NxxDaU5TBQWTRaaX6DUrVdBJY54bYuSyEWtrjBRYvzbbr80Ggaj28/EWpn/+yuIQAoe6wsUBxJ5YpqL0V9jI/jtmvlY6vOwSdvPQ/f+/2rsEQJCZaf8aDrT+UKnr4UBo9c1VaIXnN5y9k5dyVjvrkvhHEe1khzU6GLOiyVMx9RgxA1XEND7INkzUc1uhT3Wl1DSx13ubxbWdeJdsm4mg8V3RLzIQup57T7u1dkwanH+KjACJePKcV8/PjZfdhhj1W/6sXlzt8yzAdj7FuMsVAjlDG2mTG2pvpmTQ9E9CdEtIeIMkS0johe36y2hMHGg2P43pO7nUVITOjjaTMw0kVAJBI7mTJDMx9AbVwvOYlGBVS3i818RMSuXES7VCA4lTQfTp4PJdpFLERBmg+P4DTvNZZkiMmqYrdLLJzbRbgw0n6ajyLmw3tvJrN5R0yXKdJ8VJvnozjaxct8SEnGcjLzYRsf9qIlMnCKBblguamb5WiXsPkgMmGMj7ki3FZiPpwoBt6nItfHvz6xG+//wfP4MyXbrQrGGLYf4xN5uQU1pbj11GfU0XzYt9UsWE5/Le5twwdvPAtXLe9z+vKQvdmQ6fsg5icjMR/yvc9LVW2FSyObt5w5wZP1UxonjoYkJIORc3JyVM58yMJS+RwC04128Wg+yjAf0Qg5z+tULnjM9bTZbt2U6WH05kgJHDskwams+ZDvoXxd5VhnmR0ZV8P6bAxNZvH1h7Y7r8MU6nTOPwOKygHVC053E9Fcn/d7iWj39JtVPYjod8C1KJ8HcDmAJwHcT0TLmtmuUvjcbzbh7+/biid3DmEiYzoDaTxtBka6CPTZhcFOply3i5/YFPC6RSpJDhQEM+/SqIC3YJt42FTmQ6aGw+b56ExEneJNanp1X7eL6W98yGyBiqiPARUG8gMcRnAqfPWy8VGO+Tg6nnF2h47xIVe1nUaG02TMLbVenOeDt0/8djJqYIEdbisM5COO8ZH3nBeorrCcEykTgvk4eDLt9Ke7q+bXInQf92044mlnEIYm3eenXFtl5mNUYj7aY17Nh7CzhyazYIwveH3SoiX0MwdtzYe8+KnXL5iGVK7gMRydaDKpqq1cI0UY5T1tMcQN28iUxol4VsJqN0Q/dztF4MJ9T67ULJ4FOUpEvB/EWJRDQapjE0bzIVe1ddwuPvOCmEsnsnnnuLaY4dngyW4XOdqlzcft4tcmFV63iz/zcd+GI5jI5B1BbEXMRytHuwBYDsCv5QkAS3zebyQ+CuD7jLHvMca2Msb+HMABAB9qbrOCccQuzbzj2IRnkpRFTkHMh7DAT4bQfEQi5Eu9VgtRN8FPL+FqPtzdvaUU2yql+cgX3HoL7XHD8RHn8jzXgSgst8zH+MgERLuUYj6uOWMu2mIGrlo+p9QlF0E2ZEprPryGCTc+xCJVurCczOqYdkilnCo+pky0Gw+O4afP7y+5w5LdG45rpEDO7jkZK85am4wZjrEnxJ5CSCkmPzkPQiJaeehkufTqAM83EjciyFsMh23WQHa7AG5YsIDMVvhhx3E3+Ve53bx8ruHJXFFFWseotLtf6D3mdyWcxHIAfJgPyfhQnneRYyWVy3sMR7k4mtBjiPOMpU1nnAQxH+JZCctgCONDLLJhGRN50yHmhI64D/NRgTZCxqTEonaVYD5k9kVNMuanBRNGFmNwopLaFeajzRPtEvV9XzZsys29OY/x4T9uxXN37ZmcA5jKFYo2MX9z72Z8+K6XiuaTmRLtEi1/iAsiepv08s1ENCa9NsDFpntr0K6qQERxAFcC+KLy0WoA1wd8JwFuNAl0AYBpmjDN2sRYi/P4nY8x5lCyu09M4Iy57qQ5ljYxkeKfJaMR3+932buH4aksxFjqTBiBbU9EI8jlLYxNZfCVB7fhymW9+B2l+m1YZJxU4QymaUIeyzGDX28EfOBnzTxSWa/Xbjwd3McirXDMICQNgMF9gIYm0jAtPnEs7uGTwGQ2j1Qmi5gRwVTOPefwZNb5jbT9foyK78WtF8zDyk/fhKjh389B8F4zBX43Qt4JICK9l815+yGTcwV4fhPVRDrrhuzCcqiJnGnBNE184pevYMuRCZwzrx2X2HkKVDjaE1iIC2Gp1PQoLKhETizCsLib9/f+4RTSmayjZUiZBWSzOYyn+KSYjEWQz+dh2Pctkys417jt6AT+Z8NRfOjGMxwXgYBwA0TJKnkfTpuTxO6hFHYfH8fCrpjL+jD+O4uUDL8Z00Imm/OkP5fx6hF3KkvnSj/74ylXxHxQEr3G7DaLMWExPs4O28f0d8U95+1p48+u2Hwkou74icI7XuZ3JbDj+CSmMjlMZdzS8WA2o5i3nFBWERl21E6yZkQIiQiDQeJe5J3fmcraz4aZDzXuhVHQEXfdaWG+l5Z35oUCTLN4Q0VWwRE5p7L8HmTzFv7Pj9bhymW9+MgblvNr9fm94UnBHkVArABbBuW5VsA1gkka35P2Jiju8/wacJ/DQyf5fUxEI+hMSBste/4DgLaoO77iEel8jIGIP6qTqSzaSpAO4v4CXPPhd70nJviYOa3XHedjqYzDejHG8MNn9oIx4A+vPx0XLel2jkvZ91xuX63WukrOVZHxAeBu+y8D8CP1N8ENj7+s8Jy1RD/4eFHl6scALAz4zicB3K6+uXr1arS3t9e0cWvWFMtg0nnALPDb8OKr+2EN7YMglcZSOax98WUABqbGRjA4OFj0/YPHCICB7XsP4ngcACI4fnAvBgcDvF8FAwDh+/c+iV/vNfDIpkPoOr6hquvZsScCIIL9e/dgcHAXRob4awA4eeI4BgcHsfsgb9+effsxeP9eyENu78EjGBw85Hvun+/i57q4t4CHVj8AxoAIDFgg3LP6cQBREBg2PPOYc85f/88D6IwBJ0b4NQLA0GQG9903CCJg115+zj27tmMw82pV16xiz2F+fQAwMTbme48AYOcR9zgAOHTwACamCABh7QsvYmqnu9hsOsmPjVEBWRQvlvc9sBqj4/wa1z3/nE3vRzE6PoHBwUEcHuafDT72DA72FbMfFnPH3FOPP4oD9hjaPc5/qy/B8OhDD+LgAfd+AsCrWzfD7GIAotg7NIH/+s0DKFhisgPuue9+DGV4W2IoYHBwEJvtazk+fNLpm39/NYL1IxHs3b0LA8u8xtXohLiuZ3GsVPRglh/32DPPY/RVhlSGv37mqSexux3IpoF4xMClcxleOMGv4Z777kcyYNJ/eLd7rbv27sfg4N7An37umHsv127a4Xzv0YdWI0JAaoq3xWKENWvW4Kmj/Hg2NeoZHweP8/edSs8jQ87n3AbjfRuPMKRGTwCI4MX1G3GwHQAMmOkU1j77NIAoplJpmHkAIKQnRgFE8NLWXQAiSEYs3H///dhrP4u79u7D4CBP07/Nvu6pdC5w7Mo4eJgfP3LsMIAIRienQn1vynSv56E1D8IgIDXmHV8PrX4Qw8f5e+s3bkLv0EbsnwSe3xvFxgMjOM/cAcB/Hj04xc8ft8ed37UCwNFj/PybN27A8DABiODo0CgAwsiJY77XkiADWRBe2Mzv9fjICWxdfwxiDnpkzYMQucleHXXHxvGjhzA4eMA5T5QMmIzwwJqHMTcZ3FfbpHOMjKd827TVvm8jB3YigggsEH4zuBrCFjEtgDHe3z958Gm8fqE7D7xyyH4mjx3GmjUHA/u0WqRS4TILV2R8MMYiAEBEewBczRgbqrxpDYE645LPewJfAPA16XUXgIOrVq1Cd3d3wFcqg2maWLNmDVauXIlYzOsS2TecAl54CgAwRe3oX7YY2M0NBwuExWedB+zagWWLF2Jg4LKic8e2HMfPdq9HrHMOenvagGNHceXF52Pg+tN92/LlrU9gYjSD9gXLgb0HkLIiuPXWVVXl+H/uN1uAowdx/jkrMPDGs7BmcgM2jBwFACw7bQkGBi7Goaf24L4DO7Bo8RK88U3nAc8/6nw/0TUHAwOvKTrvRCaPT657HEABH337NXjNGX0AgM+ufwQTmTyWX3A5sHEjupIxvPW2N+P2V/j7V11/I86c14EvbH4cyPDdaYERbrh5JbqSMaz5rw3AiaO4+MILAvunUoys3Y979m0DAMzv78PAwNW+x40+fwC/2uuGM56xfBkyRyawf2oMl19+JVZeMN/5LLrlGLDtFfR3d2ByuPhBfu0NN+Gbrz4PZLO46YbXI1ew8M3NaxFLtmFg4Abcvv5RACbOOv9iDFxZzGqlcnnguUcAAG+5ZRXGXziIwQPbMZTlY+C6cxZhYOASbHpwOx4/stf53tVXXIZVFyzAP7zyEHIWYcH5VwEvrXc+f90bbubVZje8gLndHRgYeB3m7B7Gv21bh2RHJwYGXgsA+MmRF4CRk9iS6sA/3/o6z9j73PpHADOPm99wI86a1xHY7z879iJ2T4zg4ksvw8Ali/CpdQ8DKODmm97gRED97jssGBHCubevAWO8fSIKRsVdP3gBAC/aN2/hYgwMXBL428ee2Qfs5sar0dUPnBhBIhrBbW8ZAAB8Z8+zOJqeQIEBK1euxKuP7wP27MYlK07HwMD5znnaXj2Bu3a5QtjTT3N/lzGGjz/PF4S+ziTOPH0uXh4+jDNXnIcVCzqBLS9jXl8Pbnz9hfjyhmcRicXB7B3nssULsGP8BBK984ATw5jfw+/F4af24r4D27FwEX82AeCxX24Ejh1BHhEMDLw58JoFfjm0Djg5jAtWnImnj+1FJBrHwMBNZb83NJkFXnwcAHDbwK0gIgyOrce2seO8HyOE294ygKd+vQkvDR/GWSvOw8ANZ2DtnhFg44tIFwg33nQzHn/0Yd95dO2eEWDDi+jv4eNMXOuCRUvwxpUX4DP3bMHN581D79EDwNhJXH3F5Tix6Sg2njwOircB6QyWLzsNAwMXFbX9mzufxviJKSR65wPHhrD8tCV4+5vOxjc2PYne9jje8hb3+pccHMO3t64FAJx71hkYuPVc57PPrX8EY+k8rn996bGd2HYc2LoeAJBl/vPzDw6sBU6O4cbXXIn7D2/CeCaP17zOPe9Y2gTW8rm20HOac78BYPeju4D9u3Dm6cuwcuWKwLWpWoyPj4c6rlLmAwDAGJup2UyHABRQzHLMRzEbAgBgjGUBODyquMmxWKxmN0PA75xjknjt8FgGB0a9wrgTk3xC6Uj6t6e/m7tpxtJ5dLfxc/V1JgPbLkRGe+0wRbPAkLXIo9IOCyGoS8SjiMViSMZlfyd/L2G3o8AIiHi3nVO5gm8771t3GKlcAWfN68BrV8x37kl73MBEJo+hKVdYG4vF0Nsew0Qmj0mTIRaLOaJFgfEsQ19XzKGl2xO1u7ftUiXORMwIPG9b3Pt+PBp1xJEUiXi/R7yfgoTDBZBbWKwtDsOmws0Cv36hE5rIWr7tKeRcO7yrPYlO5d5ftbzPvnfe6aEjGUdnWwILu5M4MpbBywe9k0zWIqRtEbK4Nx1J7qbJ2W0D3OiCAyfT2HR0yildDriC0672RMl7JMK6LfC+E/e2LRl3vie+3hGPYjKbh2lR4Dl3nZBzhrCSv53Ju/0ncvK0x917L/QGBcaf+SFb9Lyot81z3vk9Xma1U3nG22IG0mYBve1xdNjjLFtg/FkCkIxFkUzw/pW1F+JZPj7Bf7e3g/eJyBJs2u0S5wNsnVHEKBvtJZ75nnb3d0M9SxE3kVg8Hrev19VNxI2It40Wb2NOepTH7XHrN4+mTGa3K+Y5T94C1h0Yxz2vHMGWIxPOM5WIxxC3x7ecJM7vWnhE4ZTTnx3JGM6Y342/e/uFWNTjvadzOl1Koz3hPR/Xh+WRZ4T1hyZw/qLuoogfACgw9x4ULAaTRTA0kcXgxqP4/etOR0ciihE7u+6C3jZ0JqIYz+SRLbj3tSClgH7l0LinHWL4tknXW8v1Lux5Kkky9p4Kjl1KRK8Ne3ytYIcCrwOgJjhbCeCZRrcnDIYkQSRjwNrdI57PRShjkPpfxJvL0S5BglPAFUjuliZbWdBYCUxF5OefXl1S4yvJs/wEp4wx/OS5fQCA333N6R6LXwjUjoxxW7HbFneJ6xV5ToRuQPy2yPVRSnBaLWTBaVBROcCtfyMQoRKhtrY4TxXkCaRzVmC0ixzqOhpQEVPoPeK26E5VvV9uGwPqQiREoEvtMNYX9njH6lQ276miyttni1mlxVGOcrrnZdftZkltT5a5R6qg0Kkb4nMP2pQwbRUjUznPc1g22kU6j2t8uPcqUHDa7eXa5SyZQLHIVkQhdbfFnGtI5QrO+E7E3OJostBXRIYNTfLfFVmQhcHmF2qrniMIIsLNCbXNh0tYqEbG8XPIYm27AJsSHZWWrI9SBQ3HMyLSxXutcrjx4dG0p75MmCRjgDu/CJGnmIvfd91yvOmCBZ5jgzKcAu6c+Oi243j3vzyLd//Ls75Rh6o4eyKTx9fWbMeXHtiGX9vPiyi3MLcj4dbJkZ4r+XnbfWLKU/XbjXZpnVDbDxHRNiL6BBGdr35IRD1ENEBEd4EbAH01a2Vl+BqAPyKi/0NE5xPR1wEsA/AvTWpPSajJfY6OZ3xfl8vzMZY2cdI+V3cymNASE9phKY10JVkgZaiF2uKeUFtvng+zwIpCQSd9lNy7h6aw7egE4tEI3nWF12WwvJ9Timu2cqpWTAq9bXaitXQO+YLltGuxHfEgrq8eyXWSITOcqp9Fpbo8FmP4xwe24S3ffBKpXN4NB4xGfPM9pM2CJ2zYrWrLPJOZqD3i933AnXzkSTIejeCCRd3273sXcmEQnNbH+3XDwTHP57LxIVT/ov1yKKc8Sd674YgzLuRjgkLLnXYqBpdY6P1yraip+QX+64UD+Oh/rcdL+0563lcn/2y+gL+5dzOe2sG9zCmJrXRymsSLjdCCY3zwZ1h1+YiEbQLqNYv70tsWc/6fNgs4KVVv9RPQCsNAGN1ijvDN8+FTk6cUck6SMf7shU1YqOZhAVwjibeNX5+a4dQTWSRlK1YhNjJi7pNDbYWxO5UrOIyBHO0iNlFB84I4pzBQ2+LBz3lnQIZTfn7++pldwwCArUfG8aUHthWdQzV+xzMm9tvRZQdGUkjnCg57OLcz7hgfslGvhk6/cnC06Px+KQcaiUqSjN0I4GMA3ghgExGN27VcNhLRQQDDAL4PLjq9iDF2bz0aHKKdPwfw5wA+B2A9gBsADDDG9jWjPeUwPOn/QIkB71jbAbtgkV6dMThhh3LqXxViwMmblZGARQooPSGJ0D4nz0epUNuCVTRJTeUKRWFg4iE7s7+j6DrecvEiAG4qb7HAiePkdPSAm+tBZHHM1eGh84TaljBq1LBVOdQ2X2D49cuHsPnwOLYcHnf6JBohX8ZrImM694/vft1FJe0xPkozH2JylCfJCxd1+RqT8nGC+VDvZypXkIwPm972YT7EMXEjgpGpnLOoy66DoNomAvJCKhu1frlW3KKE3rF856M78auXDuEvfr4egMtYqJP/fRuO4N+f3ouvrH7VPk+x0dzuMT5420T3iBDNBQrz0R6PeoxLtXaTKPjX0xZzzp/OuRWO53bGfQ1eMWbEGOlxmI/gJGNAuHBbNdQWCGe0yPk1BDzl5xXmQ7RRHs9DpZiPtMp8iGsteDY5h223dtSgorFSjvkQaA+YiwHe92IcFRsfvE2iJAEA/PvTe/HotuOe49Qw44mMiWM2w3Z4LOMYYXEjgs5E1JkH5XGp3pNXDow6/8/VYRNWDSr6dcbY/zDG3gyuofh9AHcC+AmAOwC8BsASxtinGGPHg89SfzDGvs0YW84YSzDGrmSMPdHM9pSCmEjUDcx5C/nu87gUW+6HmBFxBp9YDEq6XXx20icDmI/P37cFl/7NauyUciDIkAtFAf6F5WJSng9BecrXMjyVxdfWbMf2Y/w3hAGl5mkAgFUXLvA8MC7z4RofYjKNELDQ1sMM15H58KZXL8F8KL9pEDmhfgXGnEk2l7c8u0S/iU7OaeLJcFqwPIvJyQCj0k1SVcx8XL60121zgPEhcquomMzmMWmH8bluF3cnyxh3q4j7sNKmrNfa7hvHHRSNePJh+EGMq5xi1Potxi7z4TUaMo42hr+/Yn4nb6uyCAtXqGDQ/BI6yX0oZzjN5S1n/KnGBwCnVg5QzHwIA6xHZj5yBYlyjxe5+qIRKnrGHePDpwZQpcyHk15dMhzCVWoVSeAk5kO6XjF3uHlh+PFytuJSxofDfNgZSeU6NnKuDGHYy8yHQFBWWVV7VSoHDRE5Y7/I7eIUauTtEeGvX37QG3mn9udY2nTWgSOjacf9NLczDiJy3LOykaXmX1lvGx8FizksSCmGvBGodha+nDF2N2PsnxhjX7QTeq1jjFlE9MGatvAUhxhIwtgAuI5jvp2nQDwsQcYHP95L35YyPvx2lEFul+d2jyCbt7Dx0Jjv56rbJeExPlS3i+XQm+1xNwPhdx7bhW8+vANfup/Tj6LI1pI5xcZHVzKGm893o0JUzceYJx191KG1nXL0dUgrLOslSmk+SjEfBYs57c5JFUujBnkmRHG9MqMRNyIeo0+uBRHEfMj1WwDvpHvZUjcvSLHxwV8vVYwP0f+pXF5Kce3VfAh6Xl64z1vYBcBlBpzEZyHuT0xyu8jVfP3ugaP5yHoXV5W5uXAxv3bV7bJ2D6fJRd+mcsWLtPx8yoXlhO4iZpCnHohAn6T7KHK72K97210BZUoqMtjXkShyM8WMSBGzJ9hRUVk52O0SxoiwdV5SNeVKjBZ5TMk5XlT21M/4KOUeHnfcLoJxK3a7yOAZTr19F8SIFjMfpVk51+Xo73YR+NgqHgkjMtwKqMbHnqGUM1aPjGWcfhDzm+t2KTYkxVhcf2AUjDH8/IUD2HZ0At3JKG67ZHHJ66g3qp2F7yOir9pJvQAARDSPiO4FD13VUJC3gN/57vP4619u8LwvJpIrT3cV/wt72oqs7VLppuVJLWb4U/UCfsxH0CI1mhY7PXdQi4UCKBaR+WU4ddOrM7eipEHO4vTgJh6au/MEr6shmI/FPswHALztUveBERNNr+N28Rb5EhP7SF0Fp5Lmo8R5izQfEYJ4S85Yyt0Iwu0S8SxIohCZXAWUiDyGjcyKqKXbBYQ/WJxbniQv8zAf/rT00j7vvRHhfZNZ1+0iaHm1ntCkI+6LYEEPZwLEAh2mrouAx+1ijysi+GogOqSFW4YwWv7iTefgLZcswjsuX+y0U+DYeAZ77XDn8bQJxpgv8yEzVFFJcHpsQmQ3TfqGs3uMD+W6xWuv2yXvcbsUMR8GFY1vx/gQ6dU9bhcp22mILLTiu1Ej4hiJYZiPvFXsdpEF1aLNyZh7nfJfoBzz4TV65fHhlyU0KlW1FQhkPpLh52LANVbU9PHys9ARN3DxEm7sjmfynnuiGr8y83xsPIPjdoIxwZoJ4a5HcGqf75wFXYgZhOGpHO58ZCe+arsO//xN52COInhuNKqdhW8A8FYALxDRhUT0FgCbAHQCuLRWjTuVcDgFvLR/1FErCwjmQ07rvbgnWZGfUR5EPW2xkjk7/Hb9QZoPoZAWg/qX6w7i6s8/hJ+s5fKZnLKb8QpO+QPhMB8WcyagqOFSkyJa4ODJNMyC5aSa9nO7AMAbzp3vfFcUfZKL66VNt7x5n1METXW71E7zIU9YJd0uykIekWq7yFoEznxIbhcp3HVJL1+sZeNDPbdciKqs28Xuh0U9ScQMwoI2hkU9rmtAXcTE8Qu6ks61EgFnzuPuipRHcOql+gHOuLjRMDHM6+STpzBohfFRTmwqn9eUqrnGIhHfsS8W7pRiNAij5Z1XLMG33nuFM5nLi+laKaLHYnYmXR/mo81H81Fgst7DP7+IHPGi7qivO2suOuIGrjy9zyM4HZbdLsq4iknVYgWEINuv3km6hE7AD7KrVbB+lXzPKziVo11421TxpNzXwyGYj2LNh+W4AmXEjAiMkJqPoo1gmfH5kTeejXdesQTX2anPBeT7cvb8TsxpjzvudvlZVd1+O465VZbzFsO2o9wYEWPHV3Bq35OetijeajMcX12zHcNTOZw5rwPvu642eY6mg6qMD8bYWvCibRvAI1t+DeCrAN7IGDtQ6ruzFcMZV8wm5+AXD9RZ8zodum5hT7LI2g7rdgnKDSHg94D5aT4KFnPC18TiKIRSr9qDv1jz4Z7bcbvYn5l57yKh5hUpWAyHTqYdQVgQ85GMGXj/dctgEMNVNlskrt/DfMQM5+FUmY9ahpiFDrX1ZT74e/KOJZe3PEaaEB12xA1PeW/AdflEjYgziclul4xp+S4McqgmAMztTGDwI9fj/7vQe2wRLW0fH4mQI+ad25FwNDeTubzjexcGYiRCnmJhcvEvURTLZT68RlEp+AlO1YVYQCxyqtGgiiD96oqs3T3s+c54Ju8I++TbLe+GDUnzcVxiPvwgMx/qs/mnN52NV25fhQsWd3tCbV3aPYFYpHhcqcZHT3vxggzwsPbK3S42e2i4kVjhNB9lBKd229xdPG+XrGEKEucDEvNRRvMhEDWKmY+wbpdyzMctFy3C1377Mp/Qaff1igVdiETIuf9D0rWp/bnj+KTn9eZD4wCK3S5TPsZHImrgy+++FF/+rUuwuCeJaIRwx1svrLh6dz0wHcXJuQCuBnAQwGIA5wFoBzBV6kuzFUPSc5PJF9Aej8KymLPw93cmcEZ/BzYcHMPi3rbiAV/C+OiV3C6l9B6A1/ru74xjaDLn60sdlyh7MaiFoElY5vJEBATl+bAjOizLEZzKzIeMXScmndDi03w0HwJ/9sazcFZmO861NQNuZV/TrTAaNzDX3lmLSUs81KUYikohGzKl3C7qgmBEXMGpvGORd/JGJII2+/x9nXFn0hMhtN6Kurz+xLjiahlLm0WToFMITXp/+dwObFGGjsyoEHl/77S+duwemsKinqRbcThb8BgX8rXnbNeSLEjtF/dnKgfLcsOEkyGYD1dkyyQ3VYDxIdwu0i6fMS8TJ9oJBDMfAGcDRajtop4236JwcqitYCn6u/wp7r7OYLcLb5tXFDyWcqte93XEEYmQUzME8FaGFegNEJzmChZk2UulUSt+kUzB3/NuVABFcCqYj7h3IQ3NfKQDmI8AzUfcT/MRKDj1zlXlNB9BkJ+fcxZwtnBuR6JoDhZul5jBCz2q7tMtR4TxwZ8f32gXkS8nxoW1775qKd5+2RKMZ0znuWs2qpqFieivATwLYA2Ai8CNkMsBbCCi62rXvFMHgvkA3AdqPGM6E+CcjpiTRvzypb0VDXgP81EmU6ls3QuBnR89P+ZjfIjBLR4OU8pHASiaD0MITl3Nh2m5WgZ5cRJrxto9IyhYDDGDHEreDyRFigCy2yXnEZz2Se4Yud31Yj4qyfNhhGE+pFDbvo6EY0SobhfA7W91ovK7t6prJLDNioBYdmkstY3DhT1Jj89ZzfMByIJPbxIysXMrWAwnJdaqUsGp0BIFaXna48XMhyklvHPFjvZimrfAGMPQZBY77V2nYNHGM+7iL4ui/dwuFnMNvSC3qdftErwXFNcgFmBZNyWzH1GjRLSLwnxkcl6joZI8H7Go694JoxVxDMQyzEeR20Vq00jKhMWArUcm8MxOb2UPV/PhvdZs3vLNJ+THfAQxbuqGLowmyQ/yXLFiPt84iWfAr/p20BwoG5+Aa7DJDI9fdeh4NDJjDA+ges3HnwF4B2PsI4yxDGNsM4BrAPwKwGO1atyphGGJ+RALpBBQdSWjSEQNfPLW87H2Uzfj+rP7K1JYq5qPUpA1Chcu5hE2I1PFPlE5O6Zwu4jBLYsjgQDNhz3oxQJmSsxHzCBPnoCbzuURLE/bE8qinrayoZYyhPE1kXFp/2TMcBbAtFnwCDlrynzI7EPJDKfBglNZ0JvNexkiEeXQ1+6GW446xkdxjhGV+fATEwv2oatMqJ2fhkdACFMvXNztLJpTubzEfEgppyXjUFxrZzKKmBFxxNJDkzknp828gPornrZJC2leEuj6wd/4KM4NIi/auYKFF/dy1uPcBV1OhM/JqZwz/mV2zo/5sOA+K0EGlTfUNnhcqsxnX0fcMQZldxNnPrzHijkhoRgfakbTTCj3ifsMi4UtFPNh+TEfcrQLf79TcSHImpSCxTBpAu//4Yv4ve+vddgCxpik+Sh2u4z7Ck79NB9BzEdl0S5BkOeKFTbzUcrt0q88B71KtFR/CbeLO+5qp2+rNaqdhS9mjN0vv8EYMxljHwewavrNOvUgMx/ioR+RXC4A94+LXABFCutSgtOK3C7uYLzIVluPpnJFKZJ9mY+s1/hQ3S5+obYxKZGWvPsR1zevK4E32uGzgk5c3Fui5KMPuMiW/1+utSEbOHJ2RDWd+HQQPtrFO9EZkYjDfEzIzIccalvEfHgNjISP2FWdaP2ynE76sBP+bXbPr07M77riNDzw56/Hh286W1owCo7xJ597juQWcwwf+zti7A9NZnHQDrM+bU75atIiKZUpZbQN1Hz4uF3yvsyHJI7NWzhk649WLOh0nqsjY24GYrmd8vMpFrWC5eoogsacx+1SJnmV53uS0SJH+Kh5ProSbg0hVXCaUvKeqMmtVMiZZOOSsFUwipbFcEhKYS7DL9S20yfDqbOQ5gqwLFak09k9QThpMyBy5mIxt3SrhlbB8i3jwN0u4TQfnfGoV99TrfFh35f2uIHFPdxwFePf63bhfaWm35cj0fjnItrFff4E3Mix5ms7glCt4DSwmi1j7PHqm3NqwixYOOnDfAgtQp9PyFMlIifZ7VLW+PBhPvIW8yyAgHfRcjQf9l+xc3LzfBQnGVMznJpSqG00Qo4Vf/1Zc3HGXB6qKeyfJb3lFx8ZRoQcY+aw5IOPGRGn34Ym3OupJfNB5Ar8SrldivN8QGI+vG4X2UgTFVrPXdjp7DQFm+E1fHg/q24XP+ZDrb8SBNlgUqnmSIRw3sJuRI2IxyUg2i6fW4zvk1M5x/ARhmG/FPEi8h2oobx+8GM+gu6rH/MhR3yIRcgbmWM5u+6OeNRZ1I7YZQmiEfJEsMjZSQUDZjEqGz48t0SorfcavPeqXzJa5HGnaj56PGH4/P2CxXhuGZX5KGN8eNmiiHNNx8Yz+Ph/v4KrP/8QXvvFR/DZezb7fLdYl5OMRZxNg8p8ANzloqbE33LS/b5orzDGI+QmlBPjgzF3MZcZNe528Y6XoIU6EiEP+9EeK/3cBEEYNyvmdzrMrrj/w5PFmg/VRXL50jme167glJ/XL9qllhutWqO5Kc5mCY6MZWChWPMhql2qFi5QGdVXieA0KWUeXTqnHe1xA6lcASench62xcN85BTBqdB8qG4XP+bDp7BczIjgt69aiuHJHD7w2uVFk+6SCpkPgLM/Y2nTMT7E7qS7LYq0WcCQzXwQ+afgng4SUS72jJc4b7HmwxW8TSmCUznU9veuPR2XL+vF+Yu68fMXeCCZ0IT46U2KjA+fXB/C0OyshPkoQd+KBUO4TYi8ORyEcTwylXN+W+xw+7uqYz7krK750MyHu5DJbgDhvhCGZDbPC/fJOWOEcXdEYtaCwmSd5HEALEn454f+zgSiEUKEyFlE/KAKluUNi7ygq5oPeW6Qn89cvjgSqly0i8dgM1yj+xsP7fD07WYpfbhA3kfzIbJzTmbzzrmEQLJgMUxm3LDmzgQ/buuoe61iHpKLyol76af/WTG/0wl9jhpUNF5KaTm6kzHHkE+WcI+Vgqjtc8lpvc57gvmSmVnhxlLdLpct6/W8LmI+PGHTpd19MwHa+GgADpxMe16Lh95Jk+wjApJT36qRBir6KtB8iIlpYU8SkQhhTnscqVwaI1M5nG4zEAA8VRAFnTdZ5HZRkoyVyPORlwrLRQ3C4t42/N07LgLA6dp4NOIwKn7ZTcuhtz0ODKecUF2xGHQlYzg2nsWQPemowslaIBEzgEzet6iZgDoZigUH8O5YZMGpYecCEZNVUK0IQHK7hBKceiMDwrS5FH0rol0EddwZj3o0Ow7zIQmCxYQp5/o4YNf1KRXpJCALTh23SxnNh8fIy/vrRFzjw/JETgH8HML46EhEHaEzoAhORaitBZhKNlkVHYko7nzv5fZvBy9+EdsFJ9iKIOMjFvEyHyLHB+B9PnN5y5NgDAjBfEiakFjEZT5SuQKIgA/deBa+/dgu3zwoqotWoCNhYDKbd+4nN0gMjGfydk4Vfs9Om9OGbUcnMG7KzAc/p6r38PudZCxi1yQadtqvJqQrNceKedWIUNXM6TsuX4KuZAyvPdvN/yEMiGEft4ssOG2LGTh3QZfzuj1uOGNObCKmsnkwxkBELcF8zFyz6BTCgRGv8SEeTmHt+jEfUSPiUIjtMaPkgllJno+Ftqbk3AXc5SIvDDJGFc0HY8w1PkweDVCUZMwvvbrkm5ejOGREIoTTpZTdQTk+SkHoXtwqwPyBFBOSEPfW0uUikFTCiv3gd82ib4qMD5+cCIBfiW6vkh1wmQ/RprGUiWPjGfzw6T2O0eGIQsu4XeQ2l5rEOpUdu6olkZkPNRRXhKDuOD7pCJuDEszJ8HO7BGluBKMguxlMHwEk4F5n1rScha8jEXUWn6OS8dEXEKnipFeHHPIY3H+3XLQIt1y0KPBz9zfcc8iUvGz0RqXkX4DqdpFYg0KhSPNRLmpFdp1ElHwi77riNLz5woUAipO58e/6s1OCIZOfS1l0Ku6ZmtIfkGrzKJEu/HciHp1GVzKGhXYCPcNuv5ojpSTz0ebWa6l285KMGXjLJYs8Rmu/T7SL43aRmI+FPUnM60o4Y0uuiCxYRLPAHMMlG2LcNRva+GgADii5+8UDNazk6FchJrxSQjSADzCx2KghuiquOaMPP/7Da/CFd14MwI2UUSNeRlNe4yNjujkBsvmCpy6Gb54PRQchF5bz26Eu73dZlzCLjwqxwAmxplioxe5eqMnrsRNQi+j5QU2DLjMfU4rgVGY+ZKjsg5rnA3CNj0W2oG00ZeLLD76KO+7dgl+sOwigWsFpeD2C6s6RDVxhfHQqglNR+Gp+VyLUhOlmOJXS9gdEG7XFigV5fgJIwFsIT05YJ4x6Ydx2xA2P0S8bBq7mwxVx1qKekNwvHuajKNpF0nxImxEiN/W6WfDTfJR2u6h9JtrTFjPw8Tef62prfBiUvOXPNImFUzYcxXujadMxePyKGTrMR9o/ekuej7oSUSd7rzCqq2E+qhWbBsHJwuwX7SKtCwu6ueGxwDZI5Cgp2cUp5pJTVnCqURlU5kMI2UoJTgGXxQgT2rXcdpksLeMvJyK8fsU8R3w1R6qLIkPWDqTMgkcxnlXLmAvBqa/bRSj/GXKO37d4kVg+d3rMR69SXM91uwjmwy1DXWuEEZzyz93rNqRQWznnRC7vFebKCKqSKZ9bTFxioj2ZyuF5O1GW2LWr9VeC4HG7lJiYOxQGRXXnyAauKnYV41C4bPx2uKXalstbJccVb5/NfPhEu6jfkRONpSW3i1h83EKPUY+eQjYMDCm9ultBePqLljwPyGypvIOPKbVdehUmNCGFoBZrPkozH7mCly26wBasf3TlOVjQLSWb83G75BVxunpN8nMpxtOQVEdqqY8rroj5UK9VcmN1JqMO8+HkIJLufTRCJd2mglUpl920UgiX+1Su4FyP0Hx0J2POvRSM9aJekVnYvf+GFBUnDGyHcZvBobZa89EACM1HVzKKiYxLJTrZDwMSv1RifPzb+67C4bF06MlbQKbEZYyl3ddMShMN2MZHvnSootCWyA+0eLj8FmmhN+nvjFc1UYsspwKO4NReYEVf1zLBmMCinjZsPjzuWzJdRiwaAeyJ2SA3yZgMnnXS3z2lsjby5BpXJhnBfOw6MeUYXoLNmlDYh8D2hmQ+OpTxqZ7XSfY2lXMMHvFXTaQURu8ht80syPlj/O9tm7QjFz7xYOaDH5uTNB9tcaMo9L0jwaOpzl/UjUMnU56aOI7mg7mujFrsQOVdt8yWekNtvbVd1NwQ8WgEyArNR2XMhxNVZJ//t69aipvPm+8soCLiJ2fnqpGf/VxALhYxVmSDSbx3wh63RoScRdfTXkdwWp756ExEnQ2amFfltpSbc3oqmIsrQXcy6mQyHZ7KYUlvm6f6dncyhqHJrFOEURhQKlvekeDC+kmF+ajHfFcraOOjARBul3MXdOLFfaPOpCZ0FkHMRyVU37K57Vg2tzLDQ/7tIs2HEqIpKikCnEr2C1XsbouhI24gGTOc3YXHz2w/EH5psEWFx/MWdld8DUAx8yF2At2q26UOO4EvvutivHp0Oa5Q1Ogq5IXOMAiGj+84ly+AIJJHldN8yIJT77kWKRVjAX6Ps/mCI+wtm+HUE2pbQs9i53zIOudVNB+2YSgXMOxK8PdUwzu88cHblisEa2QEBC3NbCaiLW741hoBpPouectxH7THo4GFHn/9J9cja1oe9keualtL33ubx+3i9pt8n6IGBQpOAS9jlHI2A2TrBcKF2sp9Jovl5XkqZRbQLR0XFJHkV35eMFUiMqU9ZnjGiWivMJYEK6saiHI/dCWjWN7fgW/8zmWOoF022soZh8JgqbWGgogwtyOBo+MZDE9mbePDLYDZnYxiaDLrMB8r5vPkZHJwAMB1V0OTUhbqMkLnmQBtfNQZY2kTY3al0bPnc+NDMB/jAXShgHiYam1ty3Ap8WC3CwAcG1eYD4dGdaNHkjEDv/7T1yJmRJxoB3l3IYwuP3rz0qW9+K8PXocz53UUfRbqOorcLqrgNOu0t9bo70yg/+wQWTkVzYefmyCXt5xJsVzJbz/Nh8DCnmIWZjRtelJN14r5APjOK5sXGXu941kYuLm85dwHwXyoO7hybkMBT2G5ADeVgLxoT+XyaIsbvrVGAK/mQ7hp2uNGkZZKLJBcb+XtG0dwylwKvZ7Mh/w8iWcvbvB6Oj0K8+GGKBeQsZ/H3vY4TkxkK3C7+F9LIuqGyaZzBY8xIDQfqtvzfdctR4EBt1600HlPGHLC+GiLGx79w4WLu7H+wJiU50MITr33KOFhPnhb3nH5Euc9j6C6zCJdCQtdKfo64tz4UKtvxyJ8fh6acpjMP3r9mThzXiduPm++5xzieVIjEmey4FQbH3WGCB/sijGHfk7nCp4daNAi4DAfVSa1CQOXEneNDcaYE+0iilYdlTI75qUERepkco4UDgZ4J/e0tNPywzV2bZtqMKfd3+0iFkLxYNdC+FctZMPHIFdwKsMsMAiHliqIUxkwr9vFe11+WWJHJcFnR9woOr+KyowPAyN2SUmV+WiLGQ4zIhYhsXiLFOui/k6YHB+ALDi1ivLNqJDDVIWrISg8Vy6WJvznvm6XEiJwmfnIOBR67TQfMYM8kUpqhlOAj4dcwSrSfMg1T8TzOKc9ZhsfZQSneX+DTYCI0B4zMJHNe0TUgJuYUDW4rzx9Dq483Zs8q1MxPtrjBo/26IzDMrM4f2EX1h8Yc3b3DvMRcK2Av7habks598Rlp/UiGiFcqmQZrQXk+i55KcNxIhrBX648Bw9tPY6bzpsHgPfN2y5dXHQOMR7F5qIVBKfa+KgzRF6AuQl38kjnCh7lfZDxIXZb9WU+ROprl/nImJYzWczvSuDYeNbjdgHcQV4uYRcRubshx+1S+weinOBUZE9tpvGhCk79duq83/0FrCqFWor5EMmr5Kik0ZQZWmwq2ijuXbl+kxdjNYSXiJcOl1OTC7eLaKtrfIRzu8hRG+IaS43F9jg3PgQtHRSem/BZnDvi0aLFq70EaySYiFoLTsUmRK7rAnivW1xPT1sMk9k85is6JLnmiWt88GenfIbT0u4tgBtqE9l8kejUFVGXf/46FM1HW5zXvnrwz16Lh9aswat2XwpR5XhA9JafjkSGR/NRxji8+LQevHL7qrrMxf1S9W25onI8GsH1Z/fj+rP7y55DrYlTy3FXL8xcs+gUwcoLFmDDZ2/G/zm34FihcvRIe4kd6DXL+xCPRnD1NBiBcvDTfAiXixEhzO/ik5fsdgFceq9chAfg7sYyZZiP6WBOh+qT9zIfAs01PiS3i0G+xfOyUpXWssxHLNj4aI8bjkEm+n80ZTrivHIuF6edEdelVgqy5sHPsJHdYkaEPDsyEfFCFD7SKSYton4VU1W0J7wp1h39QoCol4faum6XqBHx9JkqspUh+kxef2vjduHnkMMs+e9J48D+7S+96xL83Tsuwhn9XjemR/ORU4wPSfNhFix88lcb8YlfbHDqPgWJdGWIcaCG8api1VLwYz4A/iwnDJdFEvOJG75dWvOhQn6+wggzOxLRmicoBNw5eEQqWghUFpmnVgPOSKLVmYqZ27JTCG1xAz1x9yHK5Aq+pcdVXH92Pzbd8Wa879rT69a2PinaRfjBR+1Il962WFHqbIFKjA/xEKUdzUcdjA9VcKowHwL1EJyGhdxXEQpmPlwBZek8BPK1qJ8lY4YT6XD1cm685gqWM6GXE5sK+BUN9IO8I/Q7tyyq7lQmcbHzW9idDK3JkYukmQH6DU/7bNYgZTOOphUgOLXPmzYLzu5RjCVZdFqK+RCLWqYQXlMQBkLHpOpkvOnVeftft6Lfd96Q+00s3sJwF9fLGMPtv9mMnz6/Hz9/8YAT6aaG2vrBDfn0ul38arsEQRh2YhOksg3CkBPtT3sy0RZfK+BvEHsE1U2cF8T9HJrMue6pMqG/KtzKtnaobZmaQjMB2vhoIMRAkEOiyu1A6yGQlNHfmUAiGoHF4KQmF5EuPe0xxzdfxHzYxlOY9gljo55uFznRGuBO1EUK+GZqPjyC04gv8yFnglVDcYm8jIFfng+Btpjh+Ptft6Lf+e2DUth3GAgav9wkJo9jvzE9RzE+ZAjjI6zLBfAaDa6WqDzzIdwuZoAGQfSpXF5AdeEBpZkP0Y6MvfmP1KiekLgHanRcVIl2KYWE465yQ217FbfL95/ag7vW7ne+I+aDMMyH7FqW4WY4De92EVCjvJIOO+Wtzqsyg+XcLpVEu9QT/U6K9awnzLYSiLE5lePZqGXR6kzFzG3ZKQgRB5/KFaTqnuF2oPVCJEJO5dS9w1wxKHYcPW0xZyKQCx8BMvNRflIVE07aLB2VMF3I7Ieb4TRYAd9oeASnJTQfQnDmt5DIRkApzUdb3MDbL1+CM/s78LZLFztRD44AOqzxYYRzu8hZTtWoAwDokwTB6m+L0Mcz+ztDtQnwGnIinXcpo1ZdFIVrS6W2BUMhuyHFrlhmPtQFUoZY1ISsKzmNlNwy3njefJzZ34HbLvEKDj3RLmUMez/Nh2A/s6aF0VQOX7x/m+c6RAJCOcItCEGJxvIB6ez9UKSvKRJae5kP8VuqCFi+t+omBKgsz0c94ed2qTQTsyM4zeaRK1iOxm0mMx9acNpAJIXbRWI+ytXXaASW9XVg+7FJ7LMXJrHr65WMD8a836nE7SL80JkSoba1QG87FzWKkD9gZjEfRRlOffN8uG4EP+OkLWZgFPz+yBOUnzj1fdee7lDvIqJB5JwJq/lwU2mX7je5vouf26UU8/Huq05DLm/hrZeWr28iIN9HUROmtODUW/nTDMpwal+nEMC2xQyHoZKjKcJEu8jGRy1w2dJePPKxNwT+HlD+eZQ1H2IzINxzuYKF/SMp5C2G/s4Elva14eX9o07kWxjBqbvB4v38s+f3o6ctFuq7AkXMh9LXrttFMB9uVJLftQL+bhdPtEsT5wU52kWEZlfaHsFQT2bynqglnedDA4CX+ZioUPhXT4jU5vuGOPPhaD7a44H08kSmAsGpw3zUT3AKuFlO5Z2SOunMFMGpKG6lIieF2vkJkYOYD7UCrXpukWxKpPpXxXlBELvHcpNYOcGp7CpQF5fuZAwfesNZodojYEQIEeLhrOlcebdLh8J8lKvtctIOzZbHklfzEdwfruaDv653WXN5B1/O7SKul6eP58+wzBgeHuXjY15Xwnl/rMjtUjqqCOBz3PBkFn/9q42IGxFctXyO3dYQmo9EaeYjqQhOQ2k+fKNdZLdL8xZp4XYcmsxWLRSVo11ECDLVyN1XL7SM24WIPk1EzxBRiohGA45ZRkT3EtEUEQ0R0TeJyD99aBMgaz4msuUFp43C6bYifu+wzXz4uF1UCOMpjCK7WPNRnwdC+K5lH7ERIY8B1VTBqTShREu4XfIBYkighPEhHetXf0K4XcTiEnbciftfrlqyPE78zi0vcGHCfMNALC6CzSi18IrdsxDkBWVFVd0uspEhs2ilmA9xTgvhXFbThSfUtsxiIwtO04rgFHA1Qf2dcUczJDYj5fKpAFIq+1zBya2TK1jYeXyy7HcFVEOhyO0imA+bJRRC2CD3jN85AVXz0Xy3SzZvOUZvpfOUHO3ihNlGa+Puqxeav/KFRxzAfwN4FsAfqh8SkQHgPgAnALwOwFwAPwJAAD7SuGYGQ/Y7T1aQb6HeEOXs99tZohzBaVsscJIVbpcwbgzhh66320UkGlPp1+62mEPNzxTBaSnmIyjUFoAiOJXdLu6xfsaH6Bth2IQ1Pj41cD6e2z1clAhKhWzg+U30MvNRK1djzIggY1pOBEsY5iNl8nEbFLkhFizxDLRLCf7kLKel8j0UVUut88LmLZBWgdslJxbtqJMR9ZBtnM7tiDsGqys4Le866XA0H3lPlmQRMVOd2yVAcGoWPNoStbpyOc2H3JZmMqLtcS6Wz5iWszmoVCjqMB+5fE3rCdUTzV/5QoIxdjsAENEHAg5ZBeACAEsZY4ftY/8SwA+J6NOMsfGGNLQExGBIm1Ko7Yxwu3DmY99wCpblZjftbY8FWuBhk4wB7uQoHop6UYFid61OQl3JKI6M8f+3QpIxZ1fus5DIhoWntot0n/xqAalJ2MK6+647ay6uO2tu2eOE0DBuRHx3kR7mo0ZjXiwuDvNRglFz3AEK86EawqJPxTPQFuB2KSU4LZcWv9aIKlVtS0EswiNTOcdt0R43kIjZxofNfPR1JJzrFfqXSkJtU7mCU+re09YQz36n8vy2q9EukuDUCd+PUNHGQn7d4eMm8+b5aB7zIeq7HBpN47CdiK9it0vSZfayLZBgDGght0sIXAdgkzA8bDwIIAHgyuY0yQsxARYs5hTZmgnMx+LeJKIRQjZv4dhExpk0uNtFYRHs9k5UkmTMSYXtX9myVnDcLsriKwsgm8p8KG4Xv/TqgOvLrkTz4WE+fI0P784vbJ6PsBAGRdB49uT5qLHbJYzmQ43CCEwyFnWfUcDLcHjcLiU0H0UGTd01H8V5PoJwll07acexSTdEVapP4zAfnXFnzIgK15WG2qr1ofh3w2g+vH2rbiZEWzOmFRhmC7jjoy1m+PaLV/PR3KVQiE4d5qNCt4sYm6OpnMR8zGzjo/krX+2wEMAx+Q3G2Ekiytmf+YKIEuAGikAXAJimCdMsfniqgTiPAVeFfGyMD7K2aKRmvzMdLOltw76RFHYdG3f8jp3xiFPeXaCvI47xTB4T9sQSjaBs+6PKfEOwpnXN4rvqOZb08Ad4YVfC81mnNDFFqXx76wV53rUKeYD5p7MWLiJYhaK2JmT2ROrHCNz7lPQZU13K5NwW9fZDUJ+GhVgvOhOG7zk6JVunPVabMS8WD5HQKlJiXIn2TWZyME0TWdv9YijjIUre8S73ZUecnN8lqwAzqBaK5b2vCaO+z3hEanOpPgCA5X08Y/HWI+MQmfejZDkGkmA+5rQZHvGtaZrI5vz7TEbCftgnMiZGJjNFnxNjofpCrpIcN7zzsZhHM2YB4ym38q16XvGoBI1JJt2nZs4LgOsWPWRHo8WMytrTnbDDotOm0ycJg8qeY7rPfalzlkNTjQ8iugPA7WUOu5ox9mLIUzKf9yjgfYFP+rVh9erVaG+vvER9KTz2yMMwyECBEfYeOwmAsHPrRgye2FDT36kG7VYEQAT3PLoWe45HABC2rn8BpkUA3IWLclMACMdPjvO/R49gcPBQyXOPjfJzC2x8ZT2Mgy9Pu81r1qzxvLYY8MfnEZbHD2Bw8IDz/sSI+/vbtjSvvw/sc9vxyMMPY++k27cRYrCYnZbbnnSffuoJ7FDybg0dd8/x+CMPQ8gQNg2755ocHcHg4KDne7uHvfdx40vPY2JHcRvVPg2LCRPojBo4PTZV9NsCiYiBrEXY/eoWDI5urup3ZOQyBgDCWCoDgLB1y2YMDm/yPXbncX79+w8fxeDgILbv5f24b+8eDA7uco7bNOLtp9GhY8717BoHgChiZOH+++8PbNe+SX6cwMnh44F9Ugvs3e+OiU0bNiB55JXAY3kB2KjjVgKAxx5ag7zdl+L9PVs32ou3gf1HhzE4OIhX7T47uG8vBgd3+55/xwnefwcOH4UxcQRyXwLAuheex/j2UtMxRwwGsrZgd/OGl0EH3O+88NwzAKKYyubwyBNPAYiCmZmiPt5ziLeF8lnf/k/ZfQEAO2s0JqtF+iTv293HRgEQTp6obMxwUjkKxoA1T70AwEB6aiL0Oap97v2QSqVCHdds5uNOAD8rc8zekOc6CuA18htENAdADAojouALAL4mve4CcHDVqlXo7u4O+dOlYZom1qxZg5UrV6L95ScxkckjbUUBFPD6a6/CjefMq8nvTAcvWluxde0BvDjehal8CvM64/jj33oTth2dwJ1b1jrHnbVkPvZsOwHLiAMwsXzZUgwMXFjy3P91fB12jg87r6+56kq86fz5Jb5RGnJ/xmJe98FtPsc/m9+Cl4YPAgCuvuJyDFwcSITVFdse2oFHDu8BANzy5lVYf3AU/7btJQA89HUqV3DofgB4401vwLI+rwH83G+24IUT/FpuG7jF2Z0mth3Hv29fDwBYunghBgYu83yvb/cI/n27a8OvvOkGrJjvJvUq1adh8VtvZSUr5X556xM4OJrB9Vdf7imhXi2+s+dZHEtPwGQRAAxXXHYJBqSS6TJo01H8ZNcGdPT0YWDgGrzwP1uBIwdw3jlnY+Dms53junYM4XuvvuS8Pmu5O75PTGTxnW1P4JxFPRgYeE3RbwhsOTKOr218znm9/LQlGBi4eJpXG4xdj+zC6kPcgLr6yvJ9+/VXH3cyFscMwltvG8APDjyHo2lXFrfqxutARPiXbWvBYm0YGLgB6+7bBhzZj3NXnIWBlSt8zx3ZfAw/2fkKOnr6sGBJN3Bwv+fz111/bVnxMgB8ZduTmLRZmBuuew2uPbPPGaNvuulG/O3LT8O0CJdccTWw+WX0z+nGwMB1nnMce2Yf7t3/KhbO7cHAwLVFvzGVzeOTLzwCALjqsksxcHlxtdhGYeOD2/H8ib2YMPnzs6yKMfN3Gx7FyZSJ/mUrgN27saC/DwMDV5f8Ti2eexXj4+HklU01PhhjQwCGanS6ZwF8mogWMcaO2O+tApAFsK5EG7L2MQDghCbFYrGa3QyBWCyG9riBiUzeodZ7O5I1/51qsHxeFwBgjx1u+79fczrakwn0dLg7JCKgz45JF+1PxIyy7Vd1Fsl4bfo27D3qbXe9au2J2t/XsEhKv5tMxJCQXrfFDZgFhrREBbcl4kVtbZfyc3Qk3eqmbQlvHg31e3O7vBTKnE7/cTedcV/uW8v7O3FwNIOlcztrcg+E4SUMtlLjqtseA2nTQiwWs3eKQCLm7av2pCLMTbrnXNwXwyN/+Qb0tJfuo2RcqbDscz9qiYSkiUiEeLZWzO9yjI+k/fyqmomFvR1Ov46lTW+fxYOvR/RzyrQwkS12K/qNaT/wzM92WHh7wvOdzja3fydzvFF+Y77Nfla62vz7pI3ceak92bx5AYBTfVjsPdpK9HEQ+jriOJkycXQiV/E5arnehT1Ps5mP0CCiZQD6ACwDYBDRZfZHOxljkwBWA9gC4MdE9HH72K8A+O5MiHQRUMMgZ4LgFHATjQFc6Pi/r1kKoLhmhxAx5ULE/Auox5TaHdcDclhpUzOcSuIXQxGctsUMpHMFyBq9oAynAF94g8qq+4nv1Kq/tRachsGX330Jth2ZwGVLe2tyPvVelk6vrgpOSxeWc7/n7culfeVdser4rrfwT/69MILOs+d34qmdfM8nxpPaxr6OuCMwncoVlIKHYQSneYyn80Wfhy0qKWfMLc7f4b4emXIXWhUihcBZ8/zT9nvSqzc5E6haqbiamixzOxLYdWLKEa02W0RbDjNj5QuHvwXwfum1EA3cBOAxxliBiN4C4NsAngY3m+8C8LGGtrIM1IdkJmQ4BYDT57qlt990/nws6uE75XYlf4M6OYfK86FMVvWoalsKcq2RZiYZUwvLyf2QjBl2uKw7Yfsp9MWEUlzhVs5w6hPtIu0WiYrDFxuBRT1tzriqBdRxFS7zJu/ffGCej9KRFmGgGo31Lu7liXYJEUl2luRuE/0iX3cyFkF73IDFDBDx0gpjaTNUhlO/UNuz53dWlGQM8IYyqxu2mOFmtxXJ4PwyMb9+RT9W/8UNTioBFfJtanZkiFqpuJoIKRFR5hofOtqlJmCMfQDAB8ocsx/+bv8ZgzZlImrGDtQPS/vaYEQIBYvhfdcud96XJ19ufBRPBOWgGhthJ6BaYSaG2kYIXuYjbhRNOKVCbdW8BHKf+iXASsYiiEcjyOUtdCaivgnOWg3qvQyzIxd5PgKZD+X59EvYVg7qeK/3rlq+hjDPlqz1STrMh/u9uR0JEBEM4iGcY2kTY+mclOcjTJIxN9T2ymVzHOMjbHZjeVOmMnm8urPhyaLqx/YREc5Z0BX4G0SEmEEwC6zp1V+LmI8qxkyfCNetMldIozGzW3cKQt1JzRTmIxE1cMfbLsSf3bwC10tJpYwIORNwhx/zYZR/SNTdWL3Sqwehy8N8NDPJGP9tI0Ig8iYZS0YNHzdCCeOjxMLrt2ASkRPONxMS29UClTBqjtvF9Ob5KCosV8btEgbqeK/3DlS+hrBuFwGxaMtt7Jd24b1SltNK8nzIGU6vXO4KTMNuPOR50d+YttPg+9TgqQTCwG+626UGzMdcm/kQLnHNfGh4IA+I9rjRcP1DKYgKqCo6ElGkzQK6ktGiHUJMTeLhA3VCbCbz0Uw/qGx8yH8Bvgio/eS3mAYZH/EybheAu16OjWdnjM5oulDrCpVyOQiDrGAxmAWrRGE5JR9KFYtaUXr1GZRkDOCLVG97DKMpU9J8SMxHp7sL722LYR+E8cHZolL1nER/WYwXSgOAy5f2Om6SsAui7HbxMwxEltMRx/iobkzzMWM1XR8hJ+EDqnPVqefQxoeGB6qGohXQmTAwNMmLaamTcyWF5YJe1xtyTY4wTE29IIyLqJ/xEfNjPor71hWcBt+HoAVT7GJniqtvuihOpx08ruTJPGMWpOJ9pfUZ1Sxq6jnrznzIVW1DbGaICCvmd+KFvSed+Uhe4OdKi1iPnTV4VNZ8lOhnWUsk+nh+VxK3v/VCnJjIYl5XIuirHgjjoy1m+LoIRZ86NXiqZD5WXbAAW46MY9nc2uZ0qhTJmIHORNSpmVWN20U2GoH6V1OeLlpj9TuFIFPirbIDFRNwZ7LY7RIqvXqR26V5zEczfbui7wwqNj6SMcNjQBD5az4W9/KQvEU9Sc/75TQfgGt8tIrRWw5FTFGJcSWP24xpBUZrqePbT8hYDsXRLnVmPjxul3C/dbZtfLiaD/c6+2S3i6hsm8qFinCLGq62SKAzGcX7r18eql3Od+xol6CxLDRPw9N0u3ztdy4DY2xGVH+d2xmXjI/q3S4CzaxXEwYz2zQ6BSHvSltlB+rU7Uj4uF1Chdqqbpcmhto22OUjw3G7GH5ul0hR7Rc/XLa0Fz/942vxpd+6RDm3l0Xxg4h4CVvRdqajiCkqMa6IyJnQZeZDNVjU8VGN26Xhmg+Z+Qj5bF2xjOswTpvDd/yygdQviR/d+i4mMiHD69s9c1y0Kteyw3wE9L9or4h28Qu1DYuZYHgAXuNBu100ag6P8dEiO9B2exdSfbSLukg0mPlIRPHas+cil7c8lUkbDTFpO24XUt0ubt8GTdhE5FtlNpTmo0O4XVpj3JWDugiWMyyTMQPZvIVsvhAYNiqMFFFXpKpQ2yK3S+OYj7DG9TuvOA1n9HfgoiU9ALxjZq4P8zE0mcP2oxMAgDP6/UNXBTriUccdUu3zJjY8QYxGUi0AOMMX2jDok4y+qtwuKvOh3S4aMuSHpFXob7EL8Y12CZPnQ1lI1df1BhHhP//wNc7/mwWxWEZ83C5tMQNxmT6v0DVVLtoFAN584UI8uu04br1oUUXnnqkoEpyWNT4iGEtzt0tQqC0Axfiowu2ijLH6h9rKgtNw49uIEK5a3ue8TniMD3cRFJqPtXuGHdH52QFJuwTkDVa1xscCO+Pn/K6k7+eqQVeqynCrQI4yqsZwmKOZD41SkB/MVtF8vP3SxdhzYgo3nz8fx8ezns9CaT6azHwAM4NaFYJIP8FpQhGcGhW6puIezYf/uLpi2Rys/osbKzrvTEaY0GQZbin2gpNkzG+xTsQMIBNcqr0cIhE3CZZzvjrC8AhOq3u2ZHGivIMWzMfuE1MAuNuvXI6Y9hoYH9cs78NX330prgioA6MurNNxu8wUyIxTNfmIYkYE3ckoxu2x2+wInnJo/TvWYmhrwWiXVRcuxKoLebGqsbS3XHI448M7Wc2k8OJGYllfB+LRiJNhspj5qH4RiUR43pC8xdAWn9mTTq1Q5HYpM2ELBoIzH6Jcuz/zIVCtkDFqRKR8C/W9HzKTWK2eypvno1jzISC0IqUgM2/dVeraIhHCu648LfBz1fio9j7NJEzX7QJw1soxPpqcu6QcWmP1O4XgfTBbr/urc7uoItXZaXzM60rguU/e7Bidap6PMILTcuc/MZEtypZ4qqJy5sMVnAq3ix8L50lVX+UEHo0Qcs756p1kLOL7/0ogL+ZyHaAi4yNERVo5R0e9NFaqQVdNJtqZhum6XQDOWu0Z4iyVdrtoeNDegm4XGdUITisJiTzVISvSVcFpzLOIVG58/PsfXI3RlFnk+z1VUZzhtPS4Eu6PTAnBKeCO8fa4f46JMPCGUdd3vMu/VW32YNHGrqRXVN7T5h1LYYoCejQf7fUxPtR5qKNFWORSkDcN1aYE6JtmxEwj0fp3rMWQ9AhOWyPUVkZxevXKNR+zlflQIes6krHpMx/nLeyuSbtaBcW1XcJpPrKmJSUZ82E+7El7OlS+J3V+nXegsSryfKgQyb+WKVV7ZeZjxfzOUEyGLKqvF/NRnAxuZu/yw8BjOFTtdnHPod0uGh54CrW1IPNRSTEv9xh3chR1TTQU5kNxu8xWXUwliBfljymn+bDdLvkCzBI5K4SBXY3YVKCRxodgEiMBienC4LyF3fjO717hqfsCeI2HMHoPwMtCdNfL7VKDNPgzDbVwu8gGjBacangg+yZbJc+HjOlmOG10UbmZDA81H40gUWF10tmOIrdLmbHluF1MC6ZlBX7HcbvEqn8+1XtbTzhp+6c5Zm69uDgEO2ZEnLTfV4bQewBeQ6BeurYiwekM1zeEwZyOOBLRCMyCVfXGVBatas2HhgdtSva/VoMaNliqnoZANemfZwOKC8tp5qMSqG6qcoyaw3xIglM/wXQtmY9ohOoeWi4WmXqJLs+a34kth8d8k9v5oRFuF3lXH49GmhK+X2vEjAjufO8VSOXyVUcJTTdLaiPReqtfi6MV83zIqIb5mK6Q8lRFcYbT6UctzCbEKmSK5DwfBSe9ekCeD0xT82G3pxELwGlz2vCnN52F0/tKZx6tFj/6g6sxPJXD0r5wxdfaGxLt4q0Ofqpg5QULpvV9j+ZDMx8aMloxw6mMqJJAKZzbRVbj60VVIBIhEAGM1UZwOtvgNdbK95fYLU/YeRAAIFaC+ZjOoiaYq0aI/ogIH3/zeXU7f297HL3t4SOoapFkrBxk5uNUcLnUCl7R6syea2d2605BtMUNiHWlXmKseoLXvnAf9kqZDx3p4sVFi3swvyuB+d0JLTitEPEqmQ9RORTwT2PvGh/Vbw6E8TjTRX/1gGx8NEJweiqITWsFkZY+GYs0tYhmGLTe1rvFkYwZ+PRbLkC+YFXt12s2ErEI0mYBQNhQ28prT8wW/PJD16NgMSSihrKY6n4qh0qNWmF8TGTcLL3l8nxUCzHOZ/rusx6QjbZGuF1OhRwftUJ/ZwJffOfF6ErGZnxUob5rTcAfvu6MZjdhWpAn1DAZTqM1qD1xqiIe0JeG7qey8LqpyveXGLcy8+HHMHW38WmxEleDCnHeemc3nYkQRlu7IqKuJWQtzamQ3bSWeM81y5rdhFDQxodGxfC6XSrLcKq1DMHwMB+6n8rCm1yrEuYj73zHb3f43muWgTHgPdcsrbptwhiajW4XwXb01THT7qkqOJ1N0MaHRsUQO0gKmdSoFrUnZgO05qMyJCqMDnI0H47x4f+d+d1J/MXKc6bVNkdwOgt35Rcs6saHbzobl4ZIxV4tZM3HdLQ5Gs2DvmsaFUNQnjEjEsqvKLMdWssQDNn40PlQyqPyUFs72sV2u9SThYtFZq/mIxIhfOzN59b1NzzRLpr5aEnMvidDY9oQbpewampPng+9ow+ETjJWGSoVnIpxK5iPMHqlajGbmY9GQLtdWh/a+NCoGGI3F5bF8Gg+9I4+EDrPR2WotL/EbllEatVT/Ozm+dDjvR6QGaU27XZpSegnQ6NiuMZH5cyHdrsEI64zwVaEajOcOt8JURqgWsScDKd6V14PaOaj9dESxgcRLSei7xPRHiJKE9EuIvobIoorxy0jonuJaIqIhojom+oxGtOHoK/DGh+ePB86hDQQCR1qWxESFWpk1GyjfgnGagVjFms+GgFtfLQ+WoWvOg/cUPoggJ0ALgLwXQAdAD4GAERkALgPwAkArwMwF8CPABCAjzS+yacuhOA0rM9cNjg08xEMzRBVhkprBqlhr/UU9RqzOMNpI2BECDGDYBaYjnZpUbTEXWOMPQDgAemt3UR0LoAPwTY+AKwCcAGApYyxwwBARH8J4IdE9GnG2Hgj23wqQ+zmwgtONfMRBjrUtjIYUp2hatwu9XRtxRpY22W2Ihk1YBbymvloUbSE8RGAHgAj0uvrAGwShoeNBwEkAFwJ4FG/kxBRwj5GoAsATNOEaZp+X6kY4jy1Ol+zIdbIqBHumphVcP5v0PT74VTrT4EIc/spAtbQ62vVPo1HI8iYVqhxZcDyvI5GqG7XO7eDJ9qa1xlruT6dqVDHaCIWwUQWiEdab9zOFNTjuQ97rpY0PojoLHBXyl9Kby8EcEw+jjF2kohy9mdB+CSA29U3V69ejfb2cCWkw2LNmjU1PV+zcPhABEAEU+PjGBwcLHu8aQFiqB07ehiDgwdr0o5TpT8F0nlA9NO+PXswOLir4W1otT4lywBAOH70CAYHD5U8Vu5fAJgYGw01fqvBOQXgg+cR2o9vwuDgprr8xmyFGKOWye/9pvXrYO5lzW1Ui6OWz30qlQp1XFONDyK6Az4Lv4KrGWMvSt9ZDO6C+W/G2PeUY/1GIAW8L/AFAF+TXncBOLhq1Sp0d3eXaVo4mKaJNWvWYOXKlYjFWrOYnIyta3bgsSN7MK+/DwMDV5c9vmAxfGwtH9zLlp6GgYGLpvX7p1p/CmTNAv76hYcBAOesOBsDbzq7Yb/dqn36txseQ3oqh9OXLsHAwMUlj83lLfz1Cw85rxfMm4uBgavq0q5W7c+ZDLVP7xtbj8e2D+F/33YDFtrVXDUqQz3G6fh4OIVDs5mPOwH8rMwxe8V/bMPjUQDPAvi/ynFHAbxGfoOI5gCIQWFEZDDGsgCy0ncAALFYrOaTRj3O2Qy0xfk1JKJGqOuJgadiZ4yHHtaqD06V/hQwDPdxTMSiTbm2VutToZMJ01/RKHPGIQDEQo7f6aDV+rMVIPr0O793FSaz+bpVzp1NqOU4DXuephofjLEhAENhjiWiJeCGxzoAf8AYs5RDngXwaSJaxBg7Yr+3CtywWFejJmtATq8eXrAXi0SQK1hacFoCkQghGiHkLabzfISEEJqG6S8iQjJqOEnGdPG+1oYRIW14tDBaYiWwGY/HABwAj26ZR0QLiUjWcqwGsAXAj4nociK6GcBXAHxXR7rUFpUmGQPcxUEvqqUhdvI6w2k4uP0VbizKoa+6fo6GRvPQbLdLWKwCcLb9T1UrEgAwxgpE9BYA3wbwNIA0gLvghuJq1AhXnj4HXckoXnt2f+jviMVUT/ilEY9GkMoVdKhtSIjxFDbnDA+35Wp8bQhraDQPLWF8MMZ+COCHIY7bD+C2erdntuOS03rxyudWIVLBAunQ43pRLQndT5WhUqZIzvURNk+NhoZG7aGfPo2qUInhAci+eT3kSiGu+6kixB13Xrj+ktOda+ZDQ6N50DOcRkMgJnot8iuNhNZ8VATH7RLSkJCZD+0C1NBoHvTTp9EQaOYjHBw3gu6nUKi0v7TgVENjZkA/fRoNgSs41Tv6UtCaj8pQaX95mQ/dxxoazYI2PjQagqheVENBuF10tEs49HcmPH/Lwav50NOfhkaz0BLRLhqtD7HLNPSEXxJvv2wxJrN5XHNGX7Ob0hL4y1Xn4Noz+3DLRaXKN7nQmg8NjZkBbXxoNASO20Xv6Evifdctx/uuW97sZrQM+jsTePtlS0IfL5e412NRQ6N50Ka/RkMQ1YJTjRkAj+A0ZGIyDQ2N2kM/fRoNQV97HAAwp13XYtBoHmS3i9YfaWg0D9rtotEQfGrgfLzxvPm44Zx5zW6KxixGQs5wqpkPDY2mQRsfGg3BsrntWDa3vdnN0JjlkN0uusKyhkbzoJ8+DQ2NWQNZcKrTq2toNA/a+NDQ0Jg10IXlNDRmBvTTp6GhMWvgcbto5kNDo2nQxoeGhsasQSKqk4xpaMwE6KdPQ0Nj1sBbWE4zHxoazYI2PjQ0NGYNdHp1DY2ZAf30aWhozBroUFsNjZkB/fRpaGjMGsiaj3hUu100NJoFbXxoaGjMGnjTq+vpT0OjWdBPn4aGxqyBV3Cqpz8NjWZBP30aGhqzBl7BqXa7aGg0C9r40NDQmDXQ0S4aGjMD+unT0NCYNUhEdYZTDY2ZAG18aGhozBrEjAjmtMcQjRC6krFmN0dDY9Yi2uwGaGhoaDQSP/jA1ZjM5tHTpo0PDY1moWWYDyL6DRHtJ6IMER0hoh8T0WLlmGVEdC8RTRHREBF9k4jizWqzhobGzMPly+bg9SvmNbsZGhqzGi1jfAB4FMBvAzgXwLsAnAXgF+JDIjIA3AegA8DrALzHPu6rDW+phoaGhoaGRiBaxu3CGPu69HIfEX0RwN1EFGOMmQBWAbgAwFLG2GEAIKK/BPBDIvo0Y2y88a3W0NDQ0NDQUNEyxocMIuoD8LsAnrENDwC4DsAmYXjYeBBAAsCV4MyJ37kS9jECXQBgmiZM0/T7SsUQ56nV+WY7dH/WHrpPawvdn7WH7tPaox59GvZcxBir2Y/WG0T0JQAfBtAO4DkAtzHGhu3P/g3AcsbYKuU7WQAfYIz9NOCcdwC4XX3/rrvuQnt7e20vQENDQ0ND4xRGKpXCe9/7XgDoKeVxaKrxEbTwK7iaMfaifXw/gD4Ap9vfGwM3QJhtfJzOGHuz8hs5AL/PGPtZQBv8mI+DQ0ND6O7uruKqimGaJtasWYOVK1ciFtMK++lC92ftofu0ttD9WXvoPq096tGn4+Pj6O/vB8oYH812u9wJwNcokLBX/IcxNgRgCMB2ItoK4ACAawE8C+AogNfIXySiOQBiAI4FnZwxlgWQlb4DAIjFYjUf4PU452yG7s/aQ/dpbaH7s/bQfVp71LJPw56nqcaHZExUA5GeULAWzwL4NBEtYowdsd9bBW5YrKu+lRoaGhoaGhq1RLOZj1AgomsAXAPgKQAnAZwJ4G8B7AI3OgBgNYAtAH5MRB8Hd898BcB3q4l0GR+vXXCMaZpIpVIYHx/XFnsNoPuz9tB9Wlvo/qw9dJ/WHvXo07BrZ0sYHwDSAN4J4G/A83gcAfAAgPfYbhMwxgpE9BYA3wbwtP2duwB8rMLf6gKApUuX1qblGhoaGhoasw9dAGam4HQmgrjoYzGAiRqetgvAQQCn1fi8sxW6P2sP3ae1he7P2kP3ae1Rrz7tAnCYlTAwWoX5aBjszjpUy3MKESuACZ3sbPrQ/Vl76D6tLXR/1h66T2uPOvZp2XO1Unp1DQ0NDQ0NjVMA2vjQ0NDQ0NDQaCi08dEYZMHFstlyB2qEgu7P2kP3aW2h+7P20H1aezStT7XgVENDQ0NDQ6Oh0MyHhoaGhoaGRkOhjQ8NDQ0NDQ2NhkIbHxoaGhoaGhoNhTY+NDQ0NDQ0NBoKbXzUGUT0J0S0h4gyRLSOiF7f7Da1Kojok0T0AhFNENFxIrqbiM5tdrtOFdj9y4joG81uSyuDiJYQ0X8S0TARpYhoPRFd2ex2tSqIKEpEf2/Po2ki2k1EnyMivX6FABHdQET3EtFh+/l+h/I5EdEd9udpInqMiC6sd7v0zasjiOh3AHwDwOcBXA7gSQD3E9GyZrarhXEjgG8BuBbASvAMvauJqKOprToFQERXA/i/ADY0uy2tDCKaA15bygRwK4ALAPwlgNEmNqvV8QkA/w/AhwGcD+CvAHwcwEea2agWQgeAV8D7zw9/BeCj9udXAzgKYA0RddWzUTrUto4gorUAXmKMfUh6byuAuxljn2xey04NENE8AMcB3MgYe6LZ7WlVEFEngJcA/AmAzwBYzxj786Y2qkVBRF8E8FrGmGY4awQi+h8Axxhjfyi990sAKcbY+5rXstYDETEA/4sxdrf9mgAcBvANxtiX7PcSAI4B+ARj7F/r1RbNfNQJRBQHcCWA1cpHqwFc3/gWnZLosf+ONLUVrY9vAbiPMfZQsxtyCuBtAF4kov+2XYMvE9EfN7tRLY6nANxMROcAABFdCuB1AAab2qpTA2cAWAhpnbIrxT+OOq9TurBc/dAPwAC3IGUcA7/ZGtOAbbF/DcBTjLFNzW5Pq4KI3gPgCnC6VWP6OBPAh8DH5j8AuAbAN4koyxj7j6a2rHXxJfCNxjYiKoDPq59mjP20uc06JSDWIr916vR6/rA2PuoP1a9FPu9pVI47AVwCvgPSqAJEtBTAPwFYxRjLNLs9pwgiAF5kjH3Kfv2yLd77EABtfFSH3wHwewDeC2AzgMsAfIOIDjPGftTMhp1CaPg6pY2P+mEIQAHFLMd8FFuZGhWAiP4ZnN6+gTF2sNntaWFcCT4e10mltQ0ANxDRhwEkGGOFZjWuRXEEwBblva0A3tWEtpwq+DKALzLGfma/3khEpwP4JABtfEwPR+2/C8HHrkDd1ymt+agTGGM5AOvAozJkrATwTONb1PqwQ8LuBPBOAG9kjO1pdptaHA8DuBh8Jyn+vQjgJwAu04ZHVXgagBr+fQ6AfU1oy6mCdgCW8l4Bev2qBfaAGyDOOmXrFW9EndcpzXzUF18D8GMiehHAs+ChjMsA/EtTW9W6+BY49fp2ABNEJFilMcZYunnNak0wxiYAePQyRDQFYFjraKrG1wE8Q0SfAvBf4JqP/2v/06gO9wL4NBHtB3e7XA4eGvqDpraqRWBHs50tvXUGEV0GYIQxtt/O6/MpItoBYAeATwFIAbirru3Sobb1BRH9CXgc9SLwif4vdFhodbDDxPzwB4yxHzayLacqiOgx6FDbaYGIbgPwBQArwHeWX2OMfbe5rWpd2Pkm/g7A/wJ3BxwG8FMAf2szzBolQERvAPCoz0c/Yox9wBbv3w7ggwDmAFgL4E/rvQHRxoeGhoaGhoZGQ6F9ZhoaGhoaGhoNhTY+NDQ0NDQ0NBoKbXxoaGhoaGhoNBTa+NDQ0NDQ0NBoKLTxoaGhoaGhodFQaONDQ0NDQ0NDo6HQxoeGhoaGhoZGQ6GNDw0NDQ0NDY2GQhsfGhoaLQMiesxOB62hodHC0MaHhoaGhoaGRkOh06traGi0BIjohwDer7x9BmNsb+Nbo6GhMR1o40NDQ6MlQEQ9AO4HL9D4OfvtE4yxQvNapaGhUQ2izW6AhoaGRhgwxsaIKAcgxRg72uz2aGhoVA+t+dDQ0NDQ0NBoKLTxoaGhoaGhodFQaONDQ0OjlZADYDS7ERoaGtODNj40NDRaCXsBvIaIlhNRPxHpOUxDowWhH1wNDY1WwlcAFABsAXACwLLmNkdDQ6Ma6FBbDQ0NDQ0NjYZCMx8aGhoaGhoaDYU2PjQ0NDQ0NDQaCm18aGhoaGhoaDQU2vjQ0NDQ0NDQaCi08aGhoaGhoaHRUGjjQ0NDQ0NDQ6Oh0MaHhoaGhoaGRkOhjQ8NDQ0NDQ2NhkIbHxoaGhoaGhoNhTY+NDQ0NDQ0NBoKbXxoaGhoaGhoNBTa+NDQ0NDQ0NBoKP5/Ofwhl1eGMrMAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Signal : P = 12.44 (10.95 dB)\n",
"Noise : P = 98.24 (19.92 dB)\n",
"SNR : 0.13 (-8.98 dB)\n"
]
}
],
"source": [
"plt.figure(figsize=[6,3], dpi=100)\n",
"plt.plot(t,x_all)\n",
"plt.grid()\n",
"plt.xlabel('t')\n",
"plt.ylabel('x(t)')\n",
"plt.title('SNR = %.2f (%.2f dB)' % (snr, snr_dB))\n",
"plt.show()\n",
"\n",
"print('Signal : P = %.2f (%.2f dB)' % (P_signal, P_signal_dB))\n",
"print('Noise : P = %.2f (%.2f dB)' % (P_noise, P_noise_dB))\n",
"print('SNR : %.2f (%.2f dB)' % (snr, snr_dB))"
]
},
{
"cell_type": "markdown",
"id": "892df9d6-31e1-4a05-b2e1-859b78fc127c",
"metadata": {},
"source": [
"**Stacking example:**"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "7f1cd986-04b1-4ad9-b556-889de86a488a",
"metadata": {},
"outputs": [],
"source": [
"# we can reduce the noise level by perform stacking\n",
"t = np.linspace(0,10,201)\n",
"x_individuals = np.zeros((100, np.size(t)))\n",
"x_noises = np.zeros((100, np.size(t)))\n",
"x_signals = np.zeros((100, np.size(t)))\n",
"for ii in range(100):\n",
" x_noises[ii,:] = 10 * np.random.normal(0,1,size=np.shape(t))\n",
" x_signals[ii,:] = 5 * np.sin(2*np.pi/2*t)\n",
" \n",
"x_individuals = x_noises + x_signals\n",
"x_all100 = np.sum(x_individuals, axis=0)\n",
"\n",
"# in this example, we know that the total signal is the sum of individual signals\n",
"x_signal100 = 100 * (5 * np.sin(2*np.pi/2*t))\n",
"\n",
"# thus, the noise is the total time-series data subtracted by the signal\n",
"x_noise100 = x_all100 - x_signal100\n",
"\n",
"# noise level\n",
"P_noise100 = np.var(x_noise100)\n",
"P_noise100_dB = 10 * np.log10(P_noise100)\n",
"\n",
"# signal level\n",
"P_signal100 = np.var(x_signal100)\n",
"P_signal100_dB = 10 * np.log10(P_signal100)\n",
"\n",
"# SNR\n",
"snr100 = P_signal100 / P_noise100\n",
"snr100_dB = P_signal100_dB - P_noise100_dB\n",
"\n",
"####################################################################\n",
"# stats for the individual trace\n",
"trace_no =23\n",
"\n",
"# noise level \n",
"P_noise_individual = np.var(x_noises[trace_no,:])\n",
"P_noise_individual_dB = 10 * np.log10(P_noise_individual)\n",
"\n",
"# signal level\n",
"P_signal_individual = np.var(x_signals[trace_no,:])\n",
"P_signal_individual_dB = 10 * np.log10(P_signal_individual)\n",
"\n",
"# SNR\n",
"snr_individual = P_signal_individual / P_noise_individual\n",
"snr_individual_dB = P_signal_individual_dB - P_noise_individual_dB"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "85a39e94-9da8-4f9a-8dd2-3c42e2e1c322",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Signal : P = 124378.11 (50.95 dB)\n",
"Noise : P = 9686.01 (39.86 dB)\n",
"SNR : 12.84 (11.09 dB)\n"
]
}
],
"source": [
"plt.figure(figsize=[6,5], dpi=100)\n",
"plt.subplot(2,1,1)\n",
"plt.plot(t,x_individuals[23,:])\n",
"plt.tick_params(\n",
" axis='x', # changes apply to the x-axis\n",
" which='both', # both major and minor ticks are affected\n",
" bottom=False, # ticks along the bottom edge are off\n",
" top=False, # ticks along the top edge are off\n",
" labelbottom=False) # labels along the bottom edge are off\n",
"plt.ylabel('x(t)')\n",
"plt.grid()\n",
"plt.title('An example of individual time-series: SNR = %.2f (%.2f dB)' % (snr_individual, snr_individual_dB))\n",
"\n",
"plt.subplot(2,1,2)\n",
"plt.plot(t,x_all100)\n",
"plt.grid()\n",
"plt.xlabel('t')\n",
"plt.ylabel('x(t)')\n",
"plt.title('Stacked times-series: SNR = %.2f (%.2f dB)' % (snr100, snr100_dB))\n",
"plt.show()\n",
"\n",
"print('Signal : P = %.2f (%.2f dB)' % (P_signal100, P_signal100_dB))\n",
"print('Noise : P = %.2f (%.2f dB)' % (P_noise100, P_noise100_dB))\n",
"print('SNR : %.2f (%.2f dB)' % (snr100, snr100_dB))"
]
},
{
"cell_type": "markdown",
"id": "3ab2ea62-caa1-4692-aec0-a5dcebf7eb12",
"metadata": {},
"source": [
"Another way to remove the noise is applying moving-average. The moving-average acts as a low-pass filter allowing the low-frequency sinusoidalsk to pass while filtering out the high-frequency ones. note that the random noise is a combination of sinusoidal waves with a wide rage of frequencies including the very high-frequency ones. "
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "ef1d0958-efae-4f97-a407-dbb92e185c70",
"metadata": {},
"outputs": [],
"source": [
"# the same example of the noise and the signal\n",
"# the sample rate is 20 Hz\n",
"t = np.linspace(0,10,201)\n",
"x_noise = 10 * np.random.normal(0,1,size=np.shape(t))\n",
"\n",
"# now add a sinusoidal wave with an amplitude of 5 (smaller than the noise)\n",
"x_signal = 5 * np.sin(2*np.pi/2*t)\n",
"\n",
"# the sum of signal and noise\n",
"x_all = x_signal + x_noise\n",
"\n",
"# running average of 10 samples (~1 s or 1 Hz)\n",
"length_average = 20\n",
"\n",
"# A trick to do moving average without using loops!\n",
"# It uses the concept of convolution which is useful for signal (image) \n",
"# processing. You are not suppose to know how it works yet. You can just use \n",
"# a couple lines of code below. All you need to change is the length of the \n",
"# moving average.\n",
"v = np.ones(length_average) / length_average\n",
"x_all_moving = np.convolve(x_all, v, 'same')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "68dfac73-9ccf-452d-a78a-1f4d20ba2382",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=[6,5], dpi=100)\n",
"plt.subplot(2,1,1)\n",
"plt.plot(t, x_signal)\n",
"plt.grid()\n",
"plt.ylim(-30,30)\n",
"plt.ylabel('x(t)')\n",
"plt.title('clean signal')\n",
"\n",
"plt.subplot(2,1,2)\n",
"plt.plot(t, x_all, color='orange', linewidth=1, label=\"original data\")\n",
"plt.plot(t, x_all_moving, '--b', linewidth=2, label=\"moving average: length = %d\" % length_average)\n",
"plt.grid()\n",
"plt.xlabel('t')\n",
"plt.ylabel('x(t)')\n",
"plt.ylim(-30,30)\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "db408cb8-c2d3-4ab0-a315-92d132d8ba58",
"metadata": {},
"source": [
"The appropriage running length of the moving average depends on the target frequency of the signal we want to have. The rule of thumb is the frequency above the $1 / (n \\Delta t)$ is going to be filtered by the moving avarage when $n$ is the running length, and $\\Delta t$ is the sampling interval."
]
},
{
"cell_type": "markdown",
"id": "8896d391-eece-429f-939d-c40d087d2a0f",
"metadata": {},
"source": [
"**Question 2** You are in charge of surveying a 10x10 km area for finding a really strong 10x10 m target anomaly at a depth of 10-100 m. How will you decide on the sampling of your measurements in space and time to optimize the use of your resources (i.e. time and money)?"
]
},
{
"cell_type": "markdown",
"id": "440ef49b-ba19-43c8-b226-ffba595312e3",
"metadata": {},
"source": [
"**Answer**"
]
},
{
"cell_type": "markdown",
"id": "6ee71b5c-2efa-4ab9-ae91-1fd122f372a3",
"metadata": {
"tags": []
},
"source": [
" \n",
" "
]
},
{
"cell_type": "markdown",
"id": "e3a5e9d0-db5a-40a7-b6d0-5d01b2d73e7b",
"metadata": {
"tags": []
},
"source": [
"----\n",
"## Part III: Magnetometer Survey near Princeton\n",
"\n",
"The exercise will be a magnetometer survey along the towpath that follows the Delaware-Raritan canal (see map below). Somewhere north of the Blackwells Mills road parking lot is a *target* beneath the footpath. The goal of this survey is to find it, delineate its size, and to subsequently interpret the nature of the anomalous rock formation. The survey will be performed by teams of 2 people, each using a magnetometer. A key challenge of the survey will be designing the measurement line (i.e. how often to measure, where, etc), and in keeping careful records of locations and values of individual measurements. The latter part is essential for successful inverse modeling of the observed data."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "7b0d4a09-cb23-4f68-bcaa-74da1487074a",
"metadata": {
"tags": [
"remove-input"
]
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import IFrame\n",
"IFrame(\"https://www.google.com/maps/embed?pb=!1m18!1m12!1m3!1d4154.6022170342585!2d-74.57470830890793!3d40.475479371014!2m3!1f0!2f0!3f0!3m2!1i1024!2i768!4f13.1!3m3!1m2!1s0x89c3c2192ba672a5%3A0xec1bb5e7ab26a06d!2sBlackwells%20Mills%20Park%20Parking%20Lot!5e1!3m2!1sen!2sus!4v1666209626677!5m2!1sen!2sus\", width=600, height=450)"
]
},
{
"cell_type": "markdown",
"id": "b4452b60-f4d8-4eff-b628-bd6039be71b5",
"metadata": {
"tags": [
"remove-input"
]
},
"source": [
"### Practical considerations:\n",
"\n",
"The Geophysics Field Day will run from 9 AM - 2 PM. We will travel about 25 minutes from campus to the field site on the Delaware-Raritan Canal along the border of Hillsborough and Franklin Townships. \n",
"\n",
"- You will work outside for a couple of hours. Please dress accordingly! Wear comfortable clothes and sturdy shoes.\n",
"- You will work through the normal lunch hour – bring a sandwich! Bring a water bottle or whatever else you need to drink for the day.\n",
"- Do NOT wear belts, jewelry or bring any other metallic objects/electronics except a smartphone/laptop.\n",
"\n",
"\n",
"### Equipment:\n",
"\n",
"**For each participant**:\n",
"- Bring your laptop, something to write with and a pad of paper or notebook. We'll provide clipboards. \n",
"- On your laptop, install Anaconda to run Jupyter notebooks without internet access: [Installation Link](https://docs.anaconda.com/anaconda/install/index.html)\n",
"- Make sure you have the Gauges app loaded onto your smart phone. See links below - upgrade to paid version so that you can record the data. \n",
" - For iphone: [Installation Link](https://apps.apple.com/us/app/gauges/id1056649790)\n",
" - For android phones: [Installation Link](https://play.google.com/store/apps/details?id=com.mobytestudio.gauges)\n",
"- In the Gauges app settings, turn OFF the *CSV Options* that asks to *include metadata \"Sep=\"*. This makes your data easier to load in Pandas. \n",
"- Make sure you have a Stopwatch app that can record time intervals.\n",
"\n",
"**For teams**: \n",
"- Select your Smartphone; newer ones tend to have better hardware. \n",
"- Select your Laptop; you will need to sync data from your Smartphone so compatibility helps (e.g. Mac with iPhone).\n",
"- Your *Casing*:\n",
" - Wooden Ice Hockey Stick\n",
" - Wooden Toy truck\n",
"- 2 Tape measures (unless markers are already in place)\n",
"- 24 Wooden Stakes or Flags (unless markers are already in place)\n",
"\n",
"### Instrument Assembly \n",
"\n",
"- Operators of magnetometers should leave anything strongly magnetic in the van (e.g. belts, earrings).\n",
"- Magnetometer crew needs to have 2 people: \n",
" 1) One holds the *magnetometer* \n",
" 2) Another follows atleast 5 meters behind with the laptop. \n",
"- Assemble your magnetometer by removing any smartphone case and attaching the phone to the *casing* with zipties. \n",
"\n",
"### Survey Logs\n",
"\n",
"After your *magnetometer* has been assembled, it is a good time to take a pause to admire the beautiful scenery! Delaware and Raritan Canal first opened in 1834 and provided a direct transportation link between the cities of Philadelphia and New York City. For nearly a century, the D&R Canal was one of America’s busiest navigation canals. What was once a thoroughfare for mule-powered canal boats, steam-powered vessels and pleasure boats of all kinds, is today central New Jersey's most popular recreational corridor offering a serene and surprising respite from the commotion of major cities and expressways. "
]
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" \n",
"\n",
"*Figure: Snapshots of the Delaware and Raritan Canal. Source: [New Jersey State Park Service](https://nj.gov/dep/parksandforests/parks/drcanalstatepark.html)*"
]
},
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"source": [
"#### TO DO\n",
"\n",
"**Question 3.1**: Write down all relevant details of this survey such as the time, team members, date, address and GPS coordinates where your survey began from the Gauges app."
]
},
{
"cell_type": "markdown",
"id": "0fccd403-4be2-4a8c-a5ad-249ca720ee6e",
"metadata": {},
"source": [
"**Answer**"
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"id": "570cd673-bb45-4441-b84d-5d5d6bf9bae4",
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"source": [
" \n",
" "
]
},
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"cell_type": "markdown",
"id": "72febdf3-62dc-4d1e-acb4-edfcb5d88f44",
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"source": [
"**Question 3.2**: List typical values of all gauges reported by the Gauges app (e.g. altimeter, barometer) while your *instrument* is standing still. These should be at the bottom of the app window and look like the snapshot below:\n",
"\n",
" "
]
},
{
"cell_type": "markdown",
"id": "3f64ab82-14d2-4728-8a0c-bf8d128094ff",
"metadata": {},
"source": [
"**Answer**"
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"source": [
" \n",
" "
]
},
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"source": [
"**Question 3.3**: Describe in 1 or 2 lines each what property of the Earth or your surrounding each gauge on the Gauges app measures. "
]
},
{
"cell_type": "markdown",
"id": "5bea7e61-1afd-4230-a926-84ec9df56d83",
"metadata": {},
"source": [
"**Answer**"
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" \n",
" "
]
},
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"source": [
"**Question 3.4**: 1) Take any good photo for memory with your camera and 2) Make a map-view sketch of the target and survey region (if you discover one). Upload a scanned copy with this assignment and geotag both by reporting their GPS coordinates below. *Note*: You can wait till you have explored the survey area before sitting down to make a sketch!"
]
},
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"id": "bb645e69-baa1-4e86-9147-181abcb5b7d8",
"metadata": {},
"source": [
"**Answer**"
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"source": [
" \n",
" "
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"source": [
"### Phase I: Noise Calibration\n",
"- Upon arrival at the field site carry your *magnetometer* onto the towpath, and walk with it around 50 m North of the entry gate.\n",
"- Mark the position where the survey will begin with GPS, reporting in in Question 3.1 above. An alternative strategy is sometimes to find a good landmark that may be tagged to a Google Earth image at a later time.\n",
"- Change the settings on the Gauges app to have an *update interval* of 100 ms (i.e. 10 samples every second). This is our default sampling interval for our time domain signal ($\\Delta t$). We might need to adjust this later based on your survey design!\n",
"- Press the record button on the Gauges app, walk along the tow path slowly with your *magnetometer* (1 step every second) for a few meters in front of you (longer the better).\n",
"- Stop recording, open the file folder on the Gauges app and transfer the file to your computer. Rename the file as **calibration-CASING-PUID.csv** where CASING is the *casing* is either *truck* or *hockey*. \n",
"- Redo this recording for both types of *casing* and perform the following calculations. Make sure to walk at a similar pace when doing both types, in order to facilitate comparisons."
]
},
{
"cell_type": "markdown",
"id": "7eae7228-e8f3-42a0-9a8c-dd2ea90741cb",
"metadata": {},
"source": [
"#### TO DO\n",
"\n",
"**Question 4**: 1) Report the Nyquist frequency of your time domain signal. 2) We will treat the results from this phase where are simply calibrating our *magnetometer* at the beginning of the survey as representing the noise level. Report the noise level of your two types of *casing* for magnetometers in dB. Which *casing* is noisier? Speculate on the possible reasons. "
]
},
{
"cell_type": "markdown",
"id": "9e5b62d2-b359-4d78-a4e5-da0462e91357",
"metadata": {},
"source": [
"**Answer**"
]
},
{
"cell_type": "markdown",
"id": "59becb60-dacc-419c-a569-403ddba87e3f",
"metadata": {},
"source": [
" \n",
" "
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"source": [
"### Phase II: Prior Information\n",
"\n",
"When geophysicists head out to the field, they are never completely in the dark about the target! There are often prior observations or historical knowledge that inform the survey design such as the choice of instruments. Two major sources of information are available for this area of Central New Jersey. \n",
"\n",
"#### Typical Rocks and Geological Maps\n",
"\n",
"Princeton and adjoining areas are part of the Piedmont physiographic province and the Newark basin. The rocks of the Piedmont are of Late Triassic and Early Jurassic age (230 to 190 Ma). They rest on a large, elongate crustal block\n",
"that dropped downward in the initial stages of the opening of the Atlantic\n",
"Ocean, one of a series of such blocks in eastern North America. These downdropped blocks formed valleys known as rift basins. Sediment eroded from adjacent uplands was deposited along rivers and in lakes within the basins.\n",
"These sediments became compacted and cemented to form conglomerate,\n",
"sandstone, siltstone, and shale. \n",
"\n",
"In the course of rifting, the rock layers of the Piedmont became tilted\n",
"northwestward, gently folded, and cut by several major faults. The Newark basin is perhaps the most extensively studied of the early Mesozoic basins of eastern North America that formed during the breakup of Pangea. The basin is around 190 km long and a maximum of 50 km wide. Volcanic\n",
"activity was also associated with the rifting, as indicated by the basalt and\n",
"diabase interlayered with sandstone and shale. Diabase is a rock formed by\n",
"the cooling of magma at some depth in the crust; basalt is formed by cooling\n",
"of an identical magma that has been extruded onto the surface as lava. \n",
"\n",
" \n"
]
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"#### Magnetic Properties of Rocks\n",
"\n",
"Before considering magnetic anomalies as a way to detect a target, we consider the topic of magnetic susceptibility and to review several other considerations\n",
"relevant to computation of magnetic intensities. Recall that we elected\n",
"to use the cgs system of units in this chapter. Although susceptibility is dimensionless,\n",
"values normally are expressed as cgs or emu (electromagnetic units) to call\n",
"attention to the fact that cgs units are in use rather than SI units. The susceptibility\n",
"values given here can be converted to SI units by multiplying by 4$\\pi$.\n",
"Although several familiar minerals have high susceptibilities (magnetite,\n",
"ilmenite, and pyrrhotite), magnetite is by far the most common. Rock susceptibility\n",
"almost always is directly related to the percentage of magnetite present.\n",
"The true susceptibility of magnetite varies from 0.1 to 1.0 emu depending on\n",
"grain size, shape, and impurities. Average susceptibility as quoted in several\n",
"sources ranges from 0.2 to 0. 5 emu, so we will adopt a value of k = 0.35 emu for\n",
"our computation. Representative values for a selection\n",
"of common rocks and minerals are presented in Telford, Geldart, and Sheriff\n",
"(1990, 74). For our discussions of anomaly interpretation, it is enough to concentrate on average\n",
"susceptibilities for common rock groups."
]
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"| Rock type | Susceptibility (emu=SI/4$\\pi$) |\n",
"|----------|--------------|\n",
"|Sedimentary rocks | 0.00005 emu| \n",
"|Metamorphic rocks |0.0003 emu|\n",
"|Granites and rhyolites |0.0005 emu|\n",
"|Gabbros and basalts |0.006 emu|\n",
"|Ultrabasic rocks |0.012 emu|"
]
},
{
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"id": "199e24fa-0068-4f41-a508-1a428024612e",
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"source": [
"#### TO DO\n",
"\n",
"**Question 5**: Based on the two types of prior information outlined above, what are the major types and ages of rocks in our field survey area? Based on the magnetic susceptibilities, what kind of common rock type as targets will create strong magnetic *anomalies*?"
]
},
{
"cell_type": "markdown",
"id": "33b8a20e-ee70-4a23-a801-35735450a374",
"metadata": {},
"source": [
"**Answer**"
]
},
{
"cell_type": "markdown",
"id": "1252a62f-ad36-4999-91e8-5866353ee59a",
"metadata": {},
"source": [
" \n",
" "
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},
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"source": [
"### Phase III: Prospecting"
]
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"Start walking at a slow pace along the towpath northwards, recording your measurements on the Gauges app. You are welcome to go as far as you want from the starting point for this first pass of prospecting for the target. However, a distance of 500 m should be appropriate to start. At the end of this first pass, download the Gauges data to your computer and name the file as **Gauges_Prospecting-PUID.csv**, which should be similar to [Magnetic_reading_example.csv](Files/Magnetic_reading_example.csv)."
]
},
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"source": [
"#### TO DO\n",
"\n",
"**Question 6**: Make a profile of the magnetic field intensity in nanoTeslas (nT) as a function of time elapsed along your prospecting profile. Do you see any signal that could correspond to a target of interest? If yes, note down the range in time where it is detected. What is the shape of this signal and how large is the signal amplitude in nT? You may modify the code provided below."
]
},
{
"cell_type": "markdown",
"id": "80d4411b-de2e-429f-80b5-d35a670dc382",
"metadata": {},
"source": [
"**Answer**"
]
},
{
"cell_type": "markdown",
"id": "d3a8f352-68bf-40fc-a9e9-39cc997ec96b",
"metadata": {},
"source": [
" \n",
" "
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},
{
"cell_type": "markdown",
"id": "9bfe4afa-f3c1-4e1a-aacd-b4375c380868",
"metadata": {},
"source": [
"**Modify the code below** "
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "734a3eeb-f298-4875-8097-aabbf8ea5e68",
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"source": [
"############## USER DEFINED ###################\n",
"gauges_file = 'Files/Magnetic_reading_example.csv'\n",
"####################################################"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "023c59b5-6133-481a-aa56-ae7652c35016",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from scipy.interpolate import interp1d\n",
"from scipy.signal import detrend\n",
"from pathlib import Path"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "d83de20f-9300-4f04-a4cc-dd733468589c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['Date', 'Speed', 'Altitude', 'Pressure', 'X', 'Y', 'Z', 'G', 'Latitude',\n",
" 'Longitude', 'Heading', 'Magnetic Field', 'Sound Level', 'Luminance',\n",
" 'Heart Rate'],\n",
" dtype='object')"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_forward = pd.read_csv(gauges_file)\n",
"data_forward.columns"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "ba0c0808-558c-43b6-a8a8-f35bd7a47554",
"metadata": {},
"outputs": [],
"source": [
"data_forward['Date'] = pd.to_datetime(data_forward['Date'])\n",
"data_forward['Difference'] = data_forward['Date']-data_forward['Date'][0]\n",
"Time_seconds = []\n",
"for val in data_forward['Difference']: Time_seconds.append(val.total_seconds())\n",
"data_forward['Time_seconds'] = Time_seconds\n",
"data_forward['Magnetic_Field_nT'] = data_forward['Magnetic Field']*1000"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "6ae06f68-7500-40f4-a68a-88a1508edba0",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=[6,2], dpi=150)\n",
"plt.plot(data_forward['Time_seconds'],data_forward['Magnetic_Field_nT'])\n",
"plt.grid()\n",
"plt.xlabel('Time along profile (s)')\n",
"plt.ylabel('magnetic field intensity (nT)')\n",
"plt.title('Prospect Profile in Time Domain')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "6789dd5b-502d-4705-9789-b0a21ccd6093",
"metadata": {},
"source": [
"### Phase IV: Data Acquistion"
]
},
{
"cell_type": "markdown",
"id": "7a2ba75f-ddae-42e5-9039-a4bfd76a8330",
"metadata": {},
"source": [
"Note that the X-axis of the profile is in terms of time elapsed, while you are interested in the spatial extent (e.g. size, depth) of a target. A conversion to distance along the profile is needed for each reading. GPS is widely used for finding (approximate) locations, but the uncertainties of these values can be large depending on various factors such as the number of satellites used for triangulation. We will go the old-fashioned way instead! \n",
"\n",
"Use tape measure and flags (or wooden stakes) to mark locations every 20 meters where measurements will be made. The profile that you plan should ideally be centered on the target that you may have detected while prospecting. The footpath is made of gravel and people might be running or biking, so marking along the grass is a decent strategy.\n",
"\n",
"**IMPORTANT** once you find the anomaly, make sure you establish its entire shape by making the measurements on both direction away from the anomaly. You should find that the field will eventually return to the value similar to that at the start of the survey.\n",
"\n",
"In Microsoft excel, create a CSV file called **Stakes_Run_1-PUID.csv**, which should be similar to [Stakes_example.csv](Files/Stakes_example.csv). Download the Gauges data to your computer and name the file as **Gauges_Run_1-PUID.csv**, which should be similar to [Magnetic_reading_example.csv](Files/Magnetic_reading_example.csv). We will use the helper function below to convert from time to distance domain along the profile. **Since we walked at an uneven pace (because we are human after all!), we took readings unevenly spaced in distance even though we adopted a uniform sampling interval in time!** We therefore find the nearest readings through interpolation to create a profile evenly spaced in distance. A uniform sampling interval makes signal processing way easier, especially for stacking or a running moving average!\n",
"\n",
"**DO NOT modify the code below** "
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "32a05198-97ef-401f-a32c-c5746993661a",
"metadata": {},
"outputs": [],
"source": [
"def read_gauges_data(gauges_file):\n",
" '''\n",
" Reads CSV file from Gauges app and adds some field\n",
" \n",
" Input Parameters:\n",
" ----------------\n",
" \n",
" gauges_file: CSV file output from Gauges\n",
" \n",
" Return:\n",
" ------\n",
" \n",
" df: Pandas Dataframe with Time_seconds and Magnetic_Field_nT columns\n",
" '''\n",
"\n",
" data_forward = pd.read_csv(gauges_file)\n",
" data_forward['Date'] = pd.to_datetime(data_forward['Date'])\n",
" data_forward['Difference'] = data_forward['Date']-data_forward['Date'][0]\n",
" Time_seconds = []\n",
" for val in data_forward['Difference']: Time_seconds.append(val.total_seconds())\n",
" data_forward['Time_seconds'] = Time_seconds\n",
" data_forward['Magnetic_Field_nT'] = data_forward['Magnetic Field']*1000\n",
" return data_forward\n",
"\n",
"def get_uniform_profile(df_reading, df_stake, dx):\n",
" '''\n",
" Calculate the magnetic field along a profile with a uniform spacing\n",
" \n",
" Input Parameters:\n",
" ----------------\n",
" \n",
" df_reading: Pandas Dataframe containing reading\n",
" df_stake: Pandas Dataframe containing stakes\n",
" dx: distance interval spacing for the output\n",
" \n",
" Return:\n",
" ------\n",
" \n",
" x_uniform: locations along the profile\n",
" B_uniform: magnetic field along the profile\n",
" \n",
" '''\n",
"\n",
" #t_reading: reading time of the observation\n",
" #B_reading: magnetic field at t_reading\n",
" t_reading = np.array(df_reading['Time_seconds'])\n",
" B_reading = np.array(df_reading['Magnetic_Field_nT'])\n",
" \n",
" #t_stakes: time when the instrument is at a stake\n",
" #x_stakes: location of the stakes along the profile\n",
" t_stakes = np.array(df_stake['Time_seconds'])\n",
" x_stakes = np.array(df_stake['Location_m'])\n",
"\n",
" # convert to time from reading to distance assuming the constant speed between 2 stakes\n",
" t_reading_to_x_reading = interp1d(t_stakes, x_stakes, 'linear', fill_value=\"extrapolate\")\n",
" x_reading = t_reading_to_x_reading(t_reading)\n",
" \n",
" # resampling for uniform sampling interval\n",
" x_uniform = np.arange(x_stakes[0], x_stakes[-1], dx)\n",
" \n",
" # interpolate the magnetic field from the reading locations to the uniform intervals\n",
" B_reading_to_B_uniform = interp1d(x_reading, B_reading, 'nearest')\n",
" B_uniform = B_reading_to_B_uniform(x_uniform)\n",
" \n",
" return x_uniform, B_uniform"
]
},
{
"cell_type": "markdown",
"id": "9c937b40-5526-4d6b-b5f1-cd084617807a",
"metadata": {
"tags": []
},
"source": [
"#### TO DO\n",
"\n",
"**Question 7**: Make a profile of the magnetic field intensity in nanoTeslas (nT) as a function of location in meters along your prospecting profile. What is the Nyquist frequency of the time series evenly sampled in location? How broad is the anomaly in meters? Adjust your sampling rate (i.e. walking faster or slower) for future runs based on the detectability with your current parameters."
]
},
{
"cell_type": "markdown",
"id": "33064c39-7385-44f6-aff4-03445f24baad",
"metadata": {},
"source": [
"**Answer**"
]
},
{
"cell_type": "markdown",
"id": "f851bf96-b3ad-40ad-8375-0c51ec88b1fe",
"metadata": {},
"source": [
" \n",
" "
]
},
{
"cell_type": "markdown",
"id": "8b2527d7-d6e8-4aaf-9874-ac331c501b2e",
"metadata": {
"jp-MarkdownHeadingCollapsed": true,
"tags": []
},
"source": [
"Modify the code below "
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "0170ee75-666c-49ee-8731-adba6b15c0dc",
"metadata": {},
"outputs": [],
"source": [
"############## USER DEFINED ###################\n",
"stake_fname = 'Files/Stakes_example.csv'\n",
"reading_fname = 'Files/Magnetic_reading_example.csv'\n",
"sampling_interval = 1 # sampling interval in m\n",
"####################################################\n",
"\n",
"df_reading = read_gauges_data(reading_fname)\n",
"df_stake = pd.read_csv(stake_fname)\n",
"\n",
"# resampling for uniform sampling interval\n",
"x_uniform, B_uniform = get_uniform_profile(df_reading, df_stake, sampling_interval)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "e731ad75-e305-453d-8c98-adf4ed5c58ab",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=[6,8], dpi=100)\n",
"plt.subplot(3,1,1)\n",
"plt.plot(df_stake.Time_seconds,df_stake.Location_m, '-o')\n",
"plt.xlabel('t (s)')\n",
"plt.ylabel('x (m)')\n",
"plt.grid()\n",
"plt.title('Time at each stake')\n",
"\n",
"plt.subplot(3,1,2)\n",
"plt.plot(df_reading.Time_seconds, df_reading.Magnetic_Field_nT)\n",
"plt.xlabel('t (s)')\n",
"plt.ylabel('Magnetic anomaly (nT)')\n",
"plt.grid()\n",
"plt.title('Reading profile (raw)')\n",
"\n",
"plt.subplot(3,1,3)\n",
"plt.plot(x_uniform, B_uniform)\n",
"plt.grid()\n",
"plt.xlabel('x (m)')\n",
"plt.ylabel('Magnetic anomaly (nT)')\n",
"plt.title('Uniform profile (processed)')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "57cc57c1-11f1-422e-88a4-d4827e5a906d",
"metadata": {
"tags": []
},
"source": [
"### Phase V: Signal Processing"
]
},
{
"cell_type": "markdown",
"id": "1ca3bf63-ac33-47b6-8a29-05ac35490066",
"metadata": {},
"source": [
"In order to accentuate the signal from the noise, some processing is required on the fly. Try out the options below."
]
},
{
"cell_type": "markdown",
"id": "934244c2-8a18-46ed-89a8-ede2352d8655",
"metadata": {
"tags": []
},
"source": [
"#### TO DO\n",
"\n",
"**Question 8.1**: Based on experimentation with a range of values with the code below and guideline discussed in the text above, what length of the running window is appropriate for your survey? "
]
},
{
"cell_type": "markdown",
"id": "56bf57c2-7098-4196-86fe-54dd469fcff7",
"metadata": {},
"source": [
"**Answer**"
]
},
{
"cell_type": "markdown",
"id": "6f20a3ac-b18d-42e7-b44a-15d44c97ec2d",
"metadata": {},
"source": [
" \n",
" "
]
},
{
"cell_type": "markdown",
"id": "57087b31-edbf-4833-b6e6-784a306ca93a",
"metadata": {
"tags": []
},
"source": [
"**Question 8.2**: Calculate the signal power of the target in dB for a single profile, moving average and stacking of multiple runs. What is the SNR for each case if noise dB is the value from Question 4. "
]
},
{
"cell_type": "markdown",
"id": "ffbcacb4-0c2a-4de8-9761-bbb7a2dbd821",
"metadata": {},
"source": [
"**Answer**"
]
},
{
"cell_type": "markdown",
"id": "6c747689-dbc7-4d99-b209-7e004a7eabc2",
"metadata": {},
"source": [
" \n",
" "
]
},
{
"cell_type": "markdown",
"id": "ef9d501b-237e-46b1-a60b-3d5e5421398a",
"metadata": {},
"source": [
"**Moving average** "
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "0cb5287a-31a4-45c6-a116-7f08ef5bb0f1",
"metadata": {},
"outputs": [],
"source": [
"############## USER DEFINED ###################\n",
"length_average = 5 # number of samples to average in a running window\n",
"#####################################################\n",
"v = np.ones(length_average) / length_average\n",
"B_uniform_moving = np.convolve(B_uniform, v, 'same')"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "81a0bd7b-5d55-49dc-a5c4-fa89178d4d41",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=[6,3], dpi=100)\n",
"plt.plot(x_uniform, B_uniform, color='orange', linewidth=1, label=\"original data\")\n",
"plt.plot(x_uniform, B_uniform_moving, '--b', linewidth=2, label=\"moving average: length = %d\" % length_average)\n",
"plt.grid()\n",
"plt.xlabel('x (m)')\n",
"plt.ylabel('Magnetic anomaly (nT)')\n",
"plt.legend()\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "d94b70ba-0704-4deb-9937-0b2ce1239019",
"metadata": {
"tags": []
},
"source": [
"**Stacking** "
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "bb21f40c-5f79-4a9f-93d6-b327908ea64f",
"metadata": {},
"outputs": [],
"source": [
"############## USER DEFINED ###################\n",
"# list of files to interpolate and stack\n",
"files_to_stack = ['Files/Magnetic_reading_example.csv'] \n",
"stakes_fnames = ['Files/Stakes_example.csv']\n",
"reading_fnames = ['Files/Magnetic_reading_example.csv']\n",
"sampling_interval = 1 # sampling interval in m\n",
"####################################################\n",
"\n",
"num_profiles=len(files_to_stack)\n",
"num_stacks=len(stakes_fnames)\n",
"assert(num_profiles==num_stacks)\n",
"\n",
"df_reading = read_gauges_data(reading_fnames[0])\n",
"df_stake = pd.read_csv(stakes_fnames[0])\n",
"\n",
"# resampling for uniform sampling interval\n",
"x1, B1 = get_uniform_profile(df_reading, df_stake, sampling_interval)\n",
"\n",
"x_all = np.empty((num_profiles, len(x1)))\n",
"B_all = np.empty((num_profiles, len(B1)))\n",
"\n",
"x_all[0] = x1\n",
"B_all[0] = B1\n",
"\n",
"if num_profiles>1:\n",
" for ii,reading in enumerate(reading_fnames):\n",
" df_reading = read_gauges_data(reading)\n",
" df_stake = pd.read_csv(stakes_fnames[ii]) \n",
" x_all[ii], B_all[ii] = get_uniform_profile(df_reading, df_stake, sampling_interval)\n",
" \n",
"# stack all measurements together\n",
"B_sum = np.sum(B_all, axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "3a16bb2c-e178-41e1-b585-a1f7c6045aaf",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
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],
"source": [
"plt.figure(figsize=[6,5], dpi=100)\n",
"plt.subplot(2,1,1)\n",
"plt.plot(x1, B1, '-')\n",
"plt.tick_params(\n",
" axis='x', # changes apply to the x-axis\n",
" which='both', # both major and minor ticks are affected\n",
" bottom=False, # ticks along the bottom edge are off\n",
" top=False, # ticks along the top edge are off\n",
" labelbottom=False) # labels along the bottom edge are off\n",
"plt.ylabel('Magnetic anomaly (nT)')\n",
"plt.grid()\n",
"plt.title('One profile')\n",
"\n",
"plt.subplot(2,1,2)\n",
"plt.plot(x1, B_sum, '-')\n",
"plt.grid()\n",
"plt.xlabel('x (m)')\n",
"plt.ylabel('Magnetic anomaly (nT)')\n",
"plt.title('Stacked %d profiles' % num_profiles)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "8bb8df27-e3b8-4a4f-ba09-1d1d41a63c3a",
"metadata": {},
"source": [
"### Phase VI: Modeling"
]
},
{
"cell_type": "markdown",
"id": "4d5828d8-0ead-43da-9836-12c9b147a450",
"metadata": {},
"source": [
"Several reductions or corrections are usually applied to the acquired data before the magnetic anomaly can be modeled in terms of interior structure. We will ignore both of these corrections since our survey duration and area is small enough. \n",
"\n",
"**Correction 1: Diurnal variations.** The strength of the Earth's field changes over the course of a day, called diurnal variation. Variation seldom reaches as much as\n",
"100 nT over 24 hrs, but during occasional *magnetic storms* it can exceed 1000 nT. As the diurnal variation changes smoothly (unlike storms), it can\n",
"be measured by returning periodically to the base station. Figures below show examples of diurnal variations in Princeton (Hargroves Hall) and in Cyprus. Note that there is a lot of airconditioner noise in Princeton. If the anomaly is large or the time spent recording it is short, correcting for diurnal variation may\n",
"make little difference to the anomaly, but recording it provides a sanity check that the instrument is functioning correctly and that there are no magnetic storms.\n",
"\n",
" \n",
"\n",
"**Correction 2: Subtracting the global field.** The magnetic field varies a lot over the Earth’s\n",
"surface, being roughly twice as strong at the Earth’s\n",
"magnetic poles as the equator. This variation does\n",
"not matter for surveys of small areas, but is corrected\n",
"during regional survey. The field subtracted is\n",
"the IGRF – International Geomagnetic Reference\n",
"Field, which is revised every 5 years. This field expressed as sum of spherical harmonic series (a.k.a. 2-dimensional sinusoids), and matches the actual field measured at\n",
"observatories around the Earth by the fields of a\n",
"series of fictitious magnets at the Earth’s centre. A decent\n",
"fit is provided by a single dipole arising from the geodynamo, but\n",
"progressively smaller magnets with various orientations\n",
"are used to improve the match to about 1 nT on average.\n",
"\n",
"\n",
"**Finding the depth of the body** As a general rule, shallower anomalies tend to have sharper anomalies and shorter wavelengths, and this can be used to deduce the depth of the target. However, the shapes of anomalies also depend on the direction of magnetisation,\n",
"and often have both positive and negative parts. We will use Peter’s\n",
"half-slope method for quick calculations of anomaly depth in the field. The slope of the steepest part of the anomaly is drawn; then a\n",
"line half as steep is drawn. Next, positions\n",
"A and B, either side of the steepest part, are\n",
"found with the slope of line 2, and their horizontal\n",
"separation, S, measured. The depth, d, to the top\n",
"of the body is given approximately by depth,\n",
"d ~ 1.6 S. This relationship works best for dykes\n",
"or sheets aligned N–S (near-symmetric anomalies),\n",
"and at high latitudes. \n",
"\n",
" \n",
"\n",
"*Figure: Peter’s half-slope method for estimating approximate depth of a targent.*"
]
},
{
"cell_type": "markdown",
"id": "b725acbb-63d6-45d3-ad4d-7776e50cb0b7",
"metadata": {
"tags": []
},
"source": [
"#### TO DO\n",
"\n",
"**Question 9**: Deduce the depth of your target. Speculate on its orientation based on the anomaly shape."
]
},
{
"cell_type": "markdown",
"id": "15e96bca-eb29-4f0f-992d-24046870aaff",
"metadata": {},
"source": [
"**Answer**"
]
},
{
"cell_type": "markdown",
"id": "7eb93d3c-d244-437b-862f-f5dc05b5863f",
"metadata": {},
"source": [
" \n",
" "
]
},
{
"cell_type": "markdown",
"id": "a1c5224d-00f7-4c9e-9009-91a427b96044",
"metadata": {},
"source": [
"### Phase VII: Geological interpretation"
]
},
{
"cell_type": "markdown",
"id": "5881d2ae-9c8c-40fc-9a7c-64bedc097341",
"metadata": {},
"source": [
"A database of geologic units and structural features in New Jersey, with lithology, age, data structure, and format written and arranged just like the other states is available from the [United States Geological Survey](https://mrdata.usgs.gov/geology/state/state.php?state=NJ). The information is provided in terms of shapefiles, a commonly used format for sharing geometry data. Geometry of a given feature is stored as a set of vector coordinates. We first probe the columns and types of polygons representing various types of rock formations in New Jersey. Here is an example of what the shapefile [NJ_geol_poly.shp](Files/NJ/NJ_geol_poly.shp) contains. Next, we choose the polygons that outline the general type of rock type called 'Igneous, intrusive' and plot the outline of these rock formations."
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "d3c19970-b318-4b52-8ab1-64e2bf81a7e0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Columns are : Index(['STATE', 'ORIG_LABEL', 'SGMC_LABEL', 'UNIT_LINK', 'REF_ID',\n",
" 'GENERALIZE', 'SRC_URL', 'URL', 'geometry'],\n",
" dtype='object')\n",
"General types are : ['Metamorphic, sedimentary clastic' 'Sedimentary, carbonate'\n",
" 'Metamorphic, undifferentiated' 'Metamorphic, serpentinite'\n",
" 'Sedimentary, undifferentiated' 'Sedimentary, clastic'\n",
" 'Igneous, intrusive' 'Igneous, volcanic'\n",
" 'Unconsolidated, undifferentiated'\n",
" 'Metamorphic and Sedimentary, undifferentiated' 'Water'\n",
" 'Metamorphic, amphibolite' 'Metamorphic, gneiss' 'Metamorphic, carbonate']\n"
]
}
],
"source": [
"import geopandas as gpd\n",
"import json\n",
"\n",
"geojson = 'Files/NJ/NJ_geol_poly_instrusive.json'\n",
"\n",
"NJ_geol_poly = gpd.read_file('Files/NJ/NJ_geol_poly.shp')\n",
"print('Columns are : ',NJ_geol_poly.columns)\n",
"print('General types are : ',NJ_geol_poly.GENERALIZE.unique())\n",
"\n",
"# Choose intrusive igenous formations\n",
"NJ_geol_poly[NJ_geol_poly.GENERALIZE=='Igneous, intrusive'].to_file(geojson, driver = \"GeoJSON\")\n",
"with open(geojson) as geofile: j_file = json.load(geofile)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "5164804f-775a-4ea1-8355-01f90bed9f63",
"metadata": {
"tags": [
"remove-input"
]
},
"outputs": [
{
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",
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import plotly.express as px\n",
"\n",
"i=1\n",
"for feature in j_file[\"features\"]:\n",
" feature ['id'] = str(i).zfill(2)\n",
" i += 1\n",
" \n",
"df = px.data.election()\n",
"geo_df = gpd.GeoDataFrame.from_features(j_file[\"features\"])\n",
"\n",
"fig = px.choropleth_mapbox(geo_df,\n",
" geojson=geo_df.geometry,\n",
" locations=geo_df.index,\n",
" color=\"GENERALIZE\",\n",
" center={\"lat\": 40.476322, \"lon\":-74.572742},\n",
" mapbox_style=\"open-street-map\")\n",
"fig.update_layout(margin={\"r\":0,\"t\":0,\"l\":0,\"b\":0})\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"id": "d4c1763d-b4aa-4007-a4a3-caf721d391a5",
"metadata": {
"tags": []
},
"source": [
"#### TO DO\n",
"\n",
"**Question 10**: Become a detective! Based on your understanding of the tectonic history of the eastern United States, figure out the type of geological feature that is the target beneath your feet? \n",
"\n",
"*Hints*: Exploring the rock formations along the Hudson river with the choropleth map above may hold a clue. Another clue could be exposed in the roadcut on the opposite side of the canal, although it could be hidden by vegetation. Identify the rock type of the exposure to explain the history of your target anomaly."
]
},
{
"cell_type": "markdown",
"id": "2ecd7fe5-a2c8-467e-b75b-46f18426cff9",
"metadata": {},
"source": [
"**Answer**"
]
},
{
"cell_type": "markdown",
"id": "3deebb7d-ebad-411c-b107-16f761f9d214",
"metadata": {},
"source": [
" \n",
" "
]
}
],
"metadata": {
"kernelspec": {
"display_name": "fall2022 [~/opt/export/course/geo203/anaconda3/envs/fall2022/]",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}