{
"cells": [
{
"cell_type": "markdown",
"id": "633e398d-28e7-4586-97e2-18e5910393d3",
"metadata": {},
"source": [
"# Spectrograms\n",
"\n",
"This tutorial demonstrates how to use OpenSoundscape to create spectrograms from audio files, inspect spectrogram properties, and modify spectrograms.\n",
"\n",
"## Run this tutorial\n",
"\n",
"This tutorial is more than a reference! It's a Jupyter Notebook which you can run and modify on Google Colab or your own computer.\n",
"\n",
"|Link to tutorial|How to run tutorial|\n",
"| :- | :- |\n",
"| [](https://colab.research.google.com/github/kitzeslab/opensoundscape/blob/master/docs/tutorials/spectrogram.ipynb) | The link opens the tutorial in Google Colab. Uncomment the \"installation\" line in the first cell to install OpenSoundscape. |\n",
"| [](https://minhaskamal.github.io/DownGit/#/home?url=https://github.com/kitzeslab/opensoundscape/blob/master/docs/tutorials/spectrogram.ipynb) | The link downloads the tutorial file to your computer. Follow the [Jupyter installation instructions](https://opensoundscape.org/en/latest/installation/jupyter.html), then open the tutorial file in Jupyter. |"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2a9604a8-91e8-4a67-8a7f-781e83a23bf3",
"metadata": {},
"outputs": [],
"source": [
"# if this is a Google Colab notebook, install opensoundscape in the runtime environment\n",
"if 'google.colab' in str(get_ipython()):\n",
" %pip install \"opensoundscape==0.12.1\" \"jupyter-client<8,>=5.3.4\" \"ipykernel==6.17.1\""
]
},
{
"cell_type": "markdown",
"id": "9bf7a103-b112-4316-9b75-41a4ebcdc037",
"metadata": {},
"source": [
"## Quick start\n",
"\n",
"The \"quick start\" code below demonstrates a basic pipeline for downloading an audio file, loading it into OpenSoundscape, and creating a spectrogram from it"
]
},
{
"cell_type": "markdown",
"id": "9bc9d695-cde6-4179-baee-d409023f7c2f",
"metadata": {
"tags": []
},
"source": [
"### Import needed classes\n",
"\n",
"Import the `Audio` and `Spectrogram` classes from OpenSoundscape. \n",
"\n",
"(For more information about Python imports, review [this](https://medium.com/code-85/a-beginners-guide-to-importing-in-python-bb3adbbacc2b) article.)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a5e77714-9f88-4bbb-b344-ac2de374baba",
"metadata": {},
"outputs": [],
"source": [
"# Import Audio and Spectrogram classes from OpenSoundscape\n",
"from opensoundscape import Audio, Spectrogram\n",
"\n",
"# other utilities\n",
"from pathlib import Path"
]
},
{
"cell_type": "markdown",
"id": "2a555e9e-b33b-4446-a9d8-b0647324153c",
"metadata": {},
"source": [
"### Get an example audio file\n",
"\n",
"Here we download an example birdsong soundscape recorded by an AudioMoth autonomous recorder in Pennsylvania, USA."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1795b9cf-24f6-4597-836f-bc31f141bc0b",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" Your browser does not support the audio element.\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"audio_object = Audio.from_url(\"https://tinyurl.com/birds60s\")\n",
"# or load a local file:\n",
"# a = Audio.from_file('/local/file/path')\n",
"audio_object"
]
},
{
"cell_type": "markdown",
"id": "e0a88abc-ac12-49d1-8cfc-b788f50f5161",
"metadata": {
"tags": []
},
"source": [
"## Create and plot spectrograms\n",
"\n",
"\n",
"Spectrograms are images where the horizontal axis represents time and the vertical axis represents frequencies. \n",
"\n",
"### Create spectrogram\n",
"\n",
"Spectrograms can be created from `Audio` objects using the `Spectrogram` class. \n",
"\n",
"For more information about loading and modifying audio files, see the Audio tutorial.\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "60796756-2b3d-4c86-8cb0-cdb210168ac9",
"metadata": {},
"outputs": [],
"source": [
"spectrogram_object = Spectrogram.from_audio(audio_object)"
]
},
{
"cell_type": "markdown",
"id": "bed7aeca-1aa8-46d6-a25f-1f178ed4f179",
"metadata": {},
"source": [
"### Plot spectrogram\n",
"\n",
"A `Spectrogram` object can be visualized using its `plot()` method."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "61820177-27de-4eea-aa53-2e4eeb312da6",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"spectrogram_object.plot()"
]
},
{
"cell_type": "markdown",
"id": "2fc74ee0-24d5-4a2e-966a-0b0dbe8af81b",
"metadata": {},
"source": [
"## Customize spectrograms\n",
"\n",
"While the code above shows how to create a spectrogram with default parameters, most applications require carefully selecting spectrogram parameters that best fit your application. \n",
"\n",
"Spectrograms can be customized both as you create a spectrogram and after you create a spectrogram. When you **create** a spectrogram, you can customize the following parameters:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "f0562d9b-7cba-4239-a2dd-b4c236e2f230",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[0;31mSignature:\u001b[0m\n",
"\u001b[0mSpectrogram\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfrom_audio\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0maudio\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mwindow_type\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'hann'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mwindow_samples\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mwindow_length_sec\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0moverlap_samples\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0moverlap_fraction\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mfft_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mdB_scale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mscaling\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'spectrum'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mDocstring:\u001b[0m\n",
"create a Spectrogram object from an Audio object\n",
"\n",
"Args:\n",
" audio: Audio object\n",
" window_type=\"hann\": see scipy.signal.spectrogram docs\n",
" window_samples: number of audio samples per spectrogram window (pixel)\n",
" - Defaults to 512 if window_samples and window_length_sec are None\n",
" - Note: cannot specify both window_samples and window_length_sec\n",
" window_length_sec: length of a single window in seconds\n",
" - Note: cannot specify both window_samples and window_length_sec\n",
" - Warning: specifying this parameter often results in less efficient\n",
" spectrogram computation because window_samples will not be\n",
" a power of 2.\n",
" overlap_samples: number of samples shared by consecutive windows\n",
" - Note: must not specify both overlap_samples and overlap_fraction\n",
" overlap_fraction: fractional temporal overlap between consecutive windows\n",
" - Defaults to 0.5 if overlap_samples and overlap_fraction are None\n",
" - Note: cannot specify both overlap_samples and overlap_fraction\n",
" fft_size: see scipy.signal.spectrogram's `nfft` parameter\n",
" dB_scale: If True, rescales values to decibels, x=10*log10(x)\n",
" scaling: (\"spectrum\" (V^2/Hz) or \"density\" (V^2))\n",
" see scipy.signal.spectrogram docs; Note that [default: \"spectrum\"] is different\n",
" from scipy.signal.spectrogram's default\n",
"\n",
" **kwargs: kwargs are passed to scipy.signal.spectrogram()\n",
"\n",
"Returns:\n",
" opensoundscape.spectrogram.Spectrogram object\n",
"\u001b[0;31mFile:\u001b[0m ~/opensoundscape/opensoundscape/spectrogram.py\n",
"\u001b[0;31mType:\u001b[0m method"
]
}
],
"source": [
"# View the documentation about this method\n",
"Spectrogram.from_audio?"
]
},
{
"cell_type": "markdown",
"id": "f30314bc-0d99-4687-8002-f0fb24815283",
"metadata": {
"tags": []
},
"source": [
"### Window parameters, explained\n",
"\n",
"Spectrograms are created using **windows**. A window is a subset of consecutive samples of the original audio that is analyzed to create one pixel in the horizontal direction (one \"column\") on the resulting spectrogram. \n",
"\n",
"The appearance of a spectrogram depends on two parameters that control the size and spacing of these windows, the samples per window and the overlap of consecutive windows.\n",
"\n",
"#### Samples per window, `window_samples`\n",
"This parameter is the length (in audio samples) of each spectrogram window. \n",
"\n",
"Choosing the value for `window_samples` represents a trade-off between frequency resolution and time resolution:\n",
"* Larger value for `window_samples` --> higher frequency resolution (more rows in a single spectrogram column)\n",
"* Smaller value for `window_samples` --> higher time resolution (more columns in the spectrogram per second)\n",
"\n",
"As an alternative to specifying window size using `window_samples`, you can instead specify size using `window_length_sec`, the window length in seconds (equivalent to `window_samples` divided by the audio's sample rate).\n",
"\n",
"#### Overlap of consecutive windows, `overlap_samples`\n",
"`overlap_samples`: this is the number of audio samples that will be re-used (overlap) between two consecutive Specrogram windows.\n",
"\n",
"It must be less than `window_samples` and greater than or equal to zero. Zero means no overlap between windows, while a value of `window_samples`/2 would give 50% overlap between consecutive windows. \n",
"\n",
"Using higher overlap percentages can sometimes yield better time resolution in a spectrogram, but will take more computational time to generate. \n",
"\n",
"As an alternative to specifying window overlap using `overlap_samples`, you can instead specify overlap using `overlap_fraction`.\n",
"\n",
"#### Spectrogram parameter tradeoffs\n",
"\n",
"When there is zero overlap between windows, the number of columns per second is equal to the size in Hz of each spectrogram row. Consider the relationship between time resolution (columns in the spectrogram per second) and frequency resolution (rows in a given frequency range) in the following example:\n",
"\n",
"* Let `sample_rate=48000`, `window_samples=480`, and `overlap_samples=0`\n",
"\n",
"* Each window (\"spectrogram column\") represents `480/48000 = 1/100 = 0.01` seconds of audio\n",
"\n",
"* There will be `1/(length of window in seconds) = 1/0.01` = 100 columns in the spectrogram per second.\n",
"\n",
"* Each pixel will span 100 Hz in the frequency dimension, i.e., the lowest pixel spans 0-100 Hz, the next lowest 100-200 Hz, then 200-300 Hz, etc.\n",
"\n",
"If `window_samples=4800`, then the spectrogram would have better time resolution (each window represents only 4800/48000 = 0.001s of audio) but worse frequency resolution (each row of the spectrogram would represent 1000 Hz in the frequency range)."
]
},
{
"cell_type": "markdown",
"id": "b467f48a-dc9a-4190-bba5-0d37a746a8c9",
"metadata": {},
"source": [
"### Time and frequency resolution\n",
"\n",
"By modifying the window parameters explained above, we can adjust the time and frequency resolution of spectrograms.\n",
"\n",
"As an example, let's create two spectrograms, one with high time resolution and another with high frequency resolution.\n",
"\n",
"#### Spectrogram with high time resolution\n",
"\n",
"Using `window_samples=55` and `overlap_samples=0` gives 55/22000 = 0.0025 seconds of audio per window, or 1/0.0025 = 400 windows per second. Each spectrogram pixel spans 400 Hz."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a76a81b2-7ece-4101-9d70-ffcd1620f843",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Load audio\n",
"audio = audio_object.resample(22000).trim(0, 5)\n",
"\n",
"spec = Spectrogram.from_audio(audio, window_samples=55, overlap_samples=0)\n",
"spec.plot()"
]
},
{
"cell_type": "markdown",
"id": "80aa9c5b-bfe4-49d5-98f6-bdf56cc4be9a",
"metadata": {},
"source": [
"#### Spectrogram with high frequency resolution\n",
"\n",
"Using `window_samples=1100` and `overlap_samples=0` gives 1100/22000 = 0.05 seconds of audio per window, or 1/0.05 = 20 windows per second. Each spectrogram pixel spans 20 Hz."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e4239429-7fb7-45ce-a87a-811eb969226c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"spec = Spectrogram.from_audio(audio, window_samples=1100, overlap_samples=0)\n",
"spec.plot()"
]
},
{
"cell_type": "markdown",
"id": "581536fc-217e-4993-be2b-8ad9732fada4",
"metadata": {},
"source": [
"### Window type and FFT size\n",
"\n",
"The other window parameters OpenSoundscape allows you to modify are:\n",
"\n",
"* `window_type`: see scipy.signal.spectrogram docs\n",
"* `fft_size`: see scipy.signal.spectrogram's `nfft` parameter"
]
},
{
"cell_type": "markdown",
"id": "6f5bcbb5-5f71-470d-bb8e-d7a2f4595f18",
"metadata": {},
"source": [
"### Decibel parameters\n",
"\n",
"Spectrogram.plot also allows you to limit the decibel values of a spectrogram. This can be useful for removing low-amplitude sounds in the background, giving the impression of removing background noise. The default plotting range is -100 dB to -20 dB."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f634df00-3024-48ec-90ba-e44671998083",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"spec.plot(range=(-80, -20))"
]
},
{
"cell_type": "markdown",
"id": "6d0287c3-dc68-4df8-a2f4-0656e2b90f09",
"metadata": {
"tags": []
},
"source": [
"### Mel spectrograms\n",
"\n",
"In addition to creating linear frequency scale spectrograms, OpenSoundscape also allows users to create \"mel\" frequency scale spectrograms using the `MelSpectrogram` class.\n",
"\n",
"A mel spectrogram is a spectrogram with pseudo-logarithmically spaced frequency bins (see literature) rather than linearly spaced bins. This frequency scale has often been used in language processing and other domains."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "50617759-eac8-47f9-b599-7bf12c71365b",
"metadata": {},
"outputs": [],
"source": [
"from opensoundscape.spectrogram import MelSpectrogram"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "054e0503-463a-4bf3-ab83-087f4289095c",
"metadata": {},
"outputs": [],
"source": [
"melspec = MelSpectrogram.from_audio(\n",
" audio_object.trim(0, 20), window_samples=2048, n_mels=400\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b0232626-3a22-45d7-a583-ebc707016ad6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib import pyplot as plt\n",
"\n",
"melspec.plot()"
]
},
{
"cell_type": "markdown",
"id": "13999c6e-42e7-415b-8c7f-8942c510f1f0",
"metadata": {
"tags": []
},
"source": [
"### Trim spectrogram\n",
"\n",
"Spectrograms can be trimmed in time using `trim()`. Trim the above spectrogram to zoom in on one vocalization."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "2b17c3cd-20f3-471e-9ff1-e36776ed8f40",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"spec_trimmed = spec.trim(1.7, 3.9)\n",
"spec_trimmed.plot()"
]
},
{
"cell_type": "markdown",
"id": "a0e39ec7-e4f2-4602-b990-c50cbed74863",
"metadata": {},
"source": [
"You can accomplish a similar thing by trimming the underlying audio and creating a spectrogram solely from that. Notice that the time-axis is different."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3b294588-b9da-4900-8f33-d527803b9a05",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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uvaZK1ZHYNL1jxNWbib/beOONU8b0LwJnmxKhsqVkJJOG9uskbVTKPVcoFAqFQqEQQDFNU0az7MZZDZFgM1G9osNlGWar68q1lQnGi0J0u1wesnjklpH1LwYjEtQoV65cEldddVVqDMTiiI6PrHVl/MglkS2aKDZOTJeCuCMsjO4hBkIWstaqyi7IdSUGIhKIrbUa6dmZYdMUaK69oF6WEVey3lFsnEISNAbKas6WmonIVYVu6DciLsK5nhkzUUrTlNGUgnGKgRZNJIZAC0sLRzStNne2BlIky0J0uBS7bDdtjWG2xlGEbpfSIZeE3DJS2nRYa54jqejZmCW5z+SWUeyZlCqto0j5D42BDsOskaQ4Eyl+08gQlNtFyqueUftVSpO+Hwk50H7QfpdyrOtaBzqbNEb3CJQckPtNcl+xpjrbhtywkZZHI5R7rlAoFAqFQiGAYpqmjGaBj7PCI5WiZZ2q/k2keGSGJs5m04hmjlCl2SrKekZZRGqqHGFZ9A6rrbZaqnBjtiCgrH89f2Stq3ilxlGspbKu5LIQyyPrXXMUYZqy2XEaAzFF03CJqFejZJ5YVbFt2YK92gtiRCP30FrT98W2aZ1lk18eAhYo8huSSQqml0waYs8nqdNUStOU0Q7kcZs0ImCyh1k2I0mCXgJCB1FEoZAA0WGZPfB1ECmDMQIJes2DritmSTFTas8hxTOiMGieNU868KUwZLO2pFBEMop0oOuwmyQWYy7KuVyYkaroWTes3lEyJetOzxpxkZIDmgetZbnHZAhm5fafB9pjSfnVM0peaAyG9pr24UyU0jRltA06bpNF/P+aeC0cLe5s64dsS4RpBIJnIaspU44/WnJAyq3icZTGrWdUTJLYOiUERJAtfyHrWt+//vrrU8qz9kKEbdM6yPYoXHfddVP3l8ITieeRTJNSIwNA35fym63WHTEQJPfEtulQV9mDbAkTjeHPAr0mM0xQZK0qTnOITaqK4IVCoVAoFApTRjFNU0ZjgsaxQZG0TNG0YorEZokmVnae4hOyNHHEwhfLot/QPChFWlR5xPoWIyerKVugU/Msl4mYpkjvuUg2aSYmKpuGnW3MHGHj5NZQ0UG5z7KVpoVIhf9svI6YphtuuGFeC/JmC71GnkFMksbo5ptvnteSBiotsd5663WC3lGMndZapl9mlRxYTgPBIwqDJj7rnxcFKgGhbtnZiuTTCMCVABDNKyGsWlqRujJyv0k5Vmf2bGCn5kBum0hrCSnYUm7lUlDgqN5Rh7UUjkiVYY2T0vUl7DVPis/LttuJKG5ys2qedF2HrQ7zbFmHyFqVgi5Xr9aBjCAp3zLS7sA6nUZbI8k8rdUhuV8VwQuFQqFQKBSmjGKalqJ7ThZRhOkRS6KAws0222zw+k033ZRy78kiiWRZyHITWyWGQta9XJA33njj4PVIlqTGOdvDTyyJrH8xCNlMlwgdr7WkdxDDIBYmmwItNjHidtF1jYHGMPv7kcwxrVWx33INab/JNaYx0lqPFHaUqzYbEiCmJJvBKBbol4HQk0c96lGpcjnab3rHob0S8YCMUErTlNEO5HGbOOK2kVtGCoUEhGhUZdtoYWezMCLp7BIQqlGkDXLxxRen5iCSiaGDRIpd9rCTkNMc6LCMtJbQM0pQS9Bnq21n3cCRg0RGksYoqxBE9mMW2g/aj4pdk8zR78s1JoVn00037QS5QXVd8yx5orWo+ytm6fLLL+8EnR3ab9kuB0MGe8TIG6Hcc4VCoVAoFAoBFNM0ZTSraZxlo4KBkawjadNiKEQly+LR/bO1NiI9xbLF8DSGYigUlBkJKpRllw1ulRtVTJEsUzUlVmBpxO2hcVZ1eiUtKEtT+1XPF6l+LyZIv6HrYgy1jrRXIhmQGmexJNrPkilinuUqFwNy++23d4Lkpp5Rcln7WWEb2dpz/w/FciP7IdusXs2nh94xwgqPUErTlNHo9HELTF3dI35bCRj5xrPZOJGK3pmqsJHfyMayqElpNp4nW0A0Uqwu29BXh63iuuQyiVTYXWeddQavX3nllSm3STbdXspz1pUdMQAkMyTsdVBlq11HUrUniReZj+r2UhiybVQiZRe037Rftd+kmMqIktImA+JPAm5erdVsNwqN4ZCLMZIFuuiz4U8WCoVCoVAorMQopmnKaFbJOMo9YnHJPXfdddelipzJqlLNFNHEcttEWslkWw7IpTBJn6H5aHUTqbclNkyZWXL7iEVRxpLGQEzVNOZJ7rlsixIxVbKMI/V75JIQk6NnFMOhQHStZTEgEaZILIjkpgLB9Q5iaZTUoDGMyN1sU+FsUoOy88RE/QX2YsSVqzEQa6p1MlQUeZIir6U0TRlNKRgnCCPpuUpn1z2U0i8aUgfJJDTmXHsU6cCPKF7zGZclIR/JntM7iPLXgS0hq8Mu2/dNim30MxkhqcNQiqOEuOZZxfimobxKIZELUwe+Dlv9fmQtSeYoZEEHvpQqKe/Zfp8RBV6/IZmkd5DyrLAP7aUfwciL7Cetk2wm6NDZNcm5VkrTlNEEwDghEPH/a2Fp82WtXwlRlU1QAHCk5YAOZD1D1mJRQKG+LwETEZLZFOKI5ZexCvX7EcVRn5EQ1IGtw1TrRNan1mHkIJHil63MrvuLMdQ7RsqoaByz46zr2Wra2u+RWFW1fpKCLYZfh772s/aSjKw/DbCqOruyZVg0z0OKZYQtHKFimgqFQqFQKBQCKKZpymhU7TgLOWJ9y/KTRaAMAmUsiQrPWhMR15osCll+anqczYaZRsNeWdeaZzEMur9YFmWqaI4isS5ym+gZVZoiGwcySRryXCtFa5wVS5LNYszG80RCDvSOGueHPOQhXQZiWTRPYjAiZRe0X8RKrrnmmik3brZQrJisX0CmTqPfZbbp8ZB7T66/5UZpOv/887t3vvOd3RVXXNFvzlNPPbXbbbfdlvjZV73qVd3f//3fd+95z3u6Aw44YFZ69/7779+ddtpp/cTuscce3fHHHz+Lsr322mu7fffdt7vsssv6w6h9/uCDD551/5NPPrk7/PDDe/dSUyyOPfbY7qlPferE7zR0WEVqFGkDS6nRwhFNrJgouUy0eSKtJVT3REqR/PvC9ddfnxKSCoaPuFGzSo8ElA4CuTyknEcUBh0kUsBVt0WKp/ajxkBGUOSwV8yRxlFrUW4T7XfNc0SmyfWRreyebSEiSOZFDEG5SaU0yYWodaJ1oL2kdfZngbILWivZyvBSLIdiKCdRmpape65tplaC/oMf/ODg55oydckllyyxds0LX/jCviv9WWed1Z1++um9IvbKV75yVuDxLrvs0vuMm3LWlLQjjzyy+/CHP7zoMxdddFG31157dfvss0931VVX9Ypb+6PDs1AoFAqFwsqDZco0PeUpT+n/iFlpzNDXv/717mlPe9ofVHI944wzegZpyy237P/t/e9/f88Q/d3f/V2vZH3mM5/pLZGPf/zjPV3fij9effXV3bvf/e5FylVjpp785Cd3b3zjG/u/H3XUUb0S9oEPfKA78cQTp9awN5ItJLpcLIpYjmyguKh0FZqLuChlkcjtIstVlqlYnKzbaBoBvNlgeM2TGJBsRlTkGWXBiwWR60jrQK5sua4ia13MrHp+SabI+lbihliWiBv2EY94ROoe2u/KyBVrK5knmSuWJvIbgphhyXWVANFa1n6/byAhIJugI7kecRHe7WOaGiX5ohe9qFdmllTpujVWbbTgSGFq2HnnnXs33be//e1u99137z+z/fbbz9p4u+66a+9+a5uhKSntMwceeOCse7fPfOlLXxp0f8x0gYw27lBMU6SJabZFiLIsJARFpWf90up0HaGCswIk27pi4403HrzeWNH5biEi15aUWx2WOmiU4RjJRpGQ0ztm95LWSbbdTqQum2KWVFU8q9ToMJfbJ+LWyDaPluKoNijZNiz6fiT2TdmsUhg0zlLQ1VJIYyAja5XAOtA4SeZJJun+QzJrksbVy3X2XFNs2kC+9rWvHSv0Fo8baJ9vfvqRQGz/XXzCR3/XZ4aE6tFHH91bsqM/SlMvFAqFQqGwYmO5ZZpa/FFzm7X+U5MEaS0tHHroobPYqcY0NcWpsSTjLNBIQKKoXo1FlsqW5SltP1ssL/IO2aBEuZ7UOy7LtkXcsKKyZRlmM/zEkog9iLAs+oysZ7miNcZKilAgudiDSBNTsSR6Bq1VrXVZ2Nprcv9FGD25SbXW5BrSO4qR1BhEGFE9gxg9sSiSeWKGFVKgXpg/CbhpJRe1DsTGaQyGZOokXSKWW6XpW9/6Vr/hZ2ZKNaXjoIMO6t773vf27oVWVGxxodAEcRMko4Jj7b+LZyaM/q7PDBUta5tgSRuhDf64CYgofypyJpdB1q2SrcYtpSyiOK6//vqD1xWgn82yuOaaa1KHeURpkpDMVuhVY2YJev2+BJgaR0cOU7kwNQ/ZVjA6LLOu8kjcleK2FKuidaD9KJeJquNHDiSNgQwxvYOKT0p512GsDMTIb2TLY2SLoGaLKv8+ULhZz6h7ZNtfDcmsScqLLLdKU4tlavFJi8cZtX9/6Utf2v99m2226TdtY6W22GKL/t/OOeecfvC33nrrRZ95y1ve0gvY0aS1IO/mJx8dPO0zZ5999qxSBu0z7d8nRRMy4wRNJC1T1m+2grC+n62zJKtPlnEk/VZCSoedDhK94zQ6v2ucdRjpMJVyLKVH86jni9SqUqB1KxWSgQ5LGQhifcU0RRI/VJZAzGymdURkDCRPIj27spWgtZb1jJI5UgzF9kXWupQWzYP2q+ZBMlNnUzYeKWLESOZkexAOKaaTxDQtU6WpTfTMmjx33nlnn9nWJrgxTIsLpbY5miAcBQZusMEGfdbbK17xij7LrSlG++23X7fnnnsuohNf8IIXdG9729v6cgKHHHJIz1I0t1+r9zTC6173um6HHXbo3vWud/UZeieddFJ3+eWXzypLUCgUCoVCYeXGMlWammKy0047Lfr7KEZo77337j75yU+G7tFKCjRF6YlPfOKi4pbve9/7ZrECZ555Zl/csrFRzWo54ogjZtVy2nbbbbvPfvaz3WGHHda9+c1v7i3gljm30UYbTfxOzeoYZ/koUyYCZUHI7SKXhiwWWUQzMxmXhFtvvbUTZOGLrpdFki0IKIZBxTkj1rFcR3JBii3TPIstE3sQqZIsRlF0vOY5W5IgG3MVcSdoLcsNq2cQ06R1or0QKS2hmCSxFJpHQc+o3xdDEiktISZD7jmFbbQM8MwzZpsa3ytQ4FNrSXFV2guSaUOxa5E5HGGVhVlHYWFRLE8Twi1wfRzNGGk5oABeCVm5PBRHIqpZQZNZt0/E9aMx0JKWkJSQ1fVI3RbR3VkXpJRbCRgp+FqnkTiPbCq63G9S/KRQZJMmIi2JNE5y6+ggybrjpbxHDptsGRWVapEBojHSOtA8Rlw7MmazDXMlcx73uMel9rPm4D4B5VlrMVtDMBNa0uRhI3CaXJUCuVyXHCgUCoVCoVBYXrDcBoKvqGja9DiNWq61abAkYmlksSggUAyFLM9IloJ6y91yyy0pqjtbzE5M17rrrtsJegdZ+LLeNU9iPeWC1DxH0u3FslxwwQWptapnFIujOZB1HnHH6zcUxKy1qLUuZjlbkiDCCCpgXmtR75Dt56nf1/tFmCbJ7aw7XyEDkhdZNm8aWc2S6yoEO63ilqU0TRlt8U/iH10cLb4qs8FFcUopy/res/EHkcUvAaGDQgqDXIyaX2VARqhkzaOKqUaymjJ0v55fCkVEIZBSo4NGh5nWajbNO3KYSunRPGazsuTymEajVq2lbCPXSdLF56N1VETmSamQzNE6kVyOzFPm+e+8807eI1tGRXtB62TIGI5kPI9Q7rlCoVAoFAqFAIppmjKa5TfO+osEx1544YWD17PtWuT6UlCkrEZp7JFAcFnPusfDH/7wlNUmtk0skKzGCOUvRjHrdskyjtkipxHGUPMsBkDucK0zjcE01roKYKpGkZ4h6/4To6hmvJH9IDZL85TtALBgwYLUOook+Ehuq2CvoP2oDEDJE63T3wWKFmutKvQk4gqeazB7pFfmCKU0TRkt1mScsJRCMo1y+lp4WhzKaFKchpQqvV9kA4uKViq7xlBCUGOsgy7yDDpws1WWs8UrtQ6mUdhRQlZ0fLYKsw5b3V/rcBoZQTKCrrvuupQLUVlTkcNG4yzFS/MgSO7qHZRNFcmW1VqQy18Gt+SJsvPkYpRSdE/M8TSylqXgS54MKY6TKE3lnisUCoVCoVAIoJimKaO5hsZlNkWy57I1TWT9Zt1rmSD3aBE0ub/EomQty2zPswiblg2wzbrvtA60DkX3R7JR9IzZOk5iaTSPWidayxF3fLaYrNygWTfuNFyQGmexmpJpYkHE/Kpwo/azGI4Iy6J5lrzQWs82Yhcb+LOAO179KFX4WIkXkplDa3mSxJlSmqaMljk1TpBENpfocAliCXJtLgkYUdWiUCN9miRkFSMhpUeprSoHsPbaa6eEcEQQ6x01jhrDrBCV4hpxTQmi/JXCrHfU/XUYa51FsqqysWXKUtQ6UCq85EnEiJIRJBdhthq19pJiILXOpNxHFHztZyldWqvZLEspxz8PuLdEGkySwTYXxXLoHSap8V1K05TRNtC4BRhJjdXCyaZZZ+t93HXXXV0GEaVJipmuS4jpHXRQSYhHAhY1D9rEo/6Lc40DkeLXKtvPZ8XxyGGmvaDDUu+odSK2TYphJDhW8ySlJssYag5UcyzSgFsyRWtdMqP1IB3CNddck9rv6rJw8803d4LmUTGAmmel60up0Rxpr/0usNY1z9l4XmFIHkSYshEqpqlQKBQKhUIhgGKapowWQzCOBoykoouG1XVZBNL2s81wZS0oiyNiwWdjVfSMYlE0jxqjyDs87GEPS1n4imWRZaX4gGyPwoh1rXlaf/31U6ys2DB9X67ySIFPWehay2JJNMZiQCQvIlmSklliUeQGlTtdvy9G88Ybb0zvd8kUMUWSidqv+n62YvnvA641lVmRG1TudIUMDMVMVUzTMkRzj407MBSvFFn88i3L9SQBpMNOm0sxURE6XwJGglzf1+bSQSb3nBSeiBCSYqZ3VF0YCVEdxno+xY1FnkEGQNbNKteYlCIJWnWmj9wjq9wKanejtR75fa117WfFgn7/+99P7XcZGHK3K3YuohBkG/pKIdFeU8hD1pieRsB9tq7a0P0niWkq91yhUCgUCoVCAMU0TRmNyRnH5kSKW853cUoxSQpQVjCerPeIVabCibLKlA6vedA7rrXWWmmrS24XzYMsR/WCWmONNVL9/2SZRYLhlbWUrcScTcOWy0H3V1mIiFvmUY961OB1sdd6B31fYzyNbFixkqpGLXkgNi1b2DHL9kXYNDG7knlZ96DcsH8ZaE6ttaL9JOZZMmeIiYrI7BFKaVqKbVRUpyLSjVoLY+ONN075/yUgtLAlwCIZENqgUvykFEmx1Oa84447UgrPNFq9qBK01okqRWfbqERqVekg0FqTQiDXlgwUrRO9Y2QMNI9SfrXWdFDpsNAYRGJB5ObUWpXLP5tVpXWgdRRpoyKlQq5muRBlxGgMpXRpnf4+ENOk2DXNo+S69sJQTFSkovmi5wh/slAoFAqFQmElRjFNU0bTuMdp3aoXMo1eVCokp4A/WY5ikhSQGKkULRZElp9cGmKyFEQty1RzMI1idpqnbDVtJRzIMo2wqnoHsVmyPGVdi80TQ6LAVrk8ogUwM24X7VftR+21SHFLyTQxcnoGvYPWSTbgP1L5XRl4GiONs+Su7i8WKNJfTxCrmW3oq7NxKCGhsueWIZoQGyfIIgXAtMGVmSXXlbI4tHCVxaH4AyltESGoccwW07v22mvnVQhHDjsJwSydnxVAUgikVEXGSWtRSo/GUPeXUqS9FukAoNgxKX4qa5Atjql1GmlOrd/QM2qetJ+VsSuFQq61yIGr/ZTN6M1Wz5eBonf8v0A5HX0mm7mtvTAkLyZp2FtK05TRBO04q0AViiOLUwqBlCrdX0HOUii08CNCNhtLohgJVdO+/PLLUwIqElQoQa8+TILmQWngEvKPecxjUuskshZ1XQHECiTPts/QYRtRHBWHISNDrKlkzk033TSvaeDTUBjE/OqwFKsr5VZsYCRdXTIjW/1eTJQUR7Hz2ZIFkXWg6zJWxY5PEuw9+BxTuUuhUCgUCoXC3RzFNC1nvedkEcitIotD1ntrODyfsTiRGAhBKcRiGEQTy/KdRkZRNn1W4yzLNtugU25YucYi1queUW4fWa7aj9lCrRrDyFoTk6S1JsZS+1Hp9JFmtbLwJ3GNzIVpEnuu4pjTYJblLo+Uo8kwVWI0xarq+X4emMNsWIXeQYzk0F6QrJmJUpqmjFYFeJxrJNJWIZKmnNk8Oijk8pCQzMbKRAS56HIFISseSHFbUsoiAcASQtmyC1IMRac/4hGPSB3GanI6jbYJWmsaI60zHXRyz0XSmDVPcv1I+dZ+1XUpjhHlWDJNe0FyU9+XUiSZuGDBgpShOY2mxDrUFZahYHopJNpr9w0YCDJytJb1jFLchuTBJEpTuecKhUKhUCgUAiimacpoAbbj6NpIVpVcFtL4xSBkXRpZhiNC40rrl2Uoy1JQyQDRzBE3rN5Ra0XzLDZNQdBiksSmqUhrJBtG0FrVGMm9pt5xYg+UfRdh9DTOqsAveSLrXSxRZD/rHeWKzmZ+SSbpHZU0od+fhqtYGcXZpsRi6/SO/40xiqzlbKN1Mb9D60DjN+uz4U8WQmiunXGKhQTcNGJNdKArfTYbwyD/fqR6blYxy/rGszFPkZgmbXAJKR34EpKqNK13lJCPCCHNQzaOQvOo+yuzTHMUqW0j5VLKrdaaDlsplprHSBsVxb9pHuQClOtJblYpNHLXR2KaNE7Z5tFSLDUGOney2bgRI0Nnl9a6zsahdyz3XKFQKBQKhcKUUUzTUqwIruDeSI8fUZiqDSOLRUySXCoKfo3UrpHlqTGSRZINLBWTJasuco9sRW/Nk6xjMWFiQMQuTCPQW2ybWJYMnR9hbSPuOa0DyYxsj0CNgVzVYiAi76DsNrnvVGdJa1Gsqn4/0mtSjZE1jpJpYl01RmJFNYb3DQSCax2ob+qVV16ZkplDcrkqgi9DNCEzbgIiLotss1lRoFK6JEQjxeyy2TY60LXBRRVrHvT72TTtSRtEzuUdJcg1DxLCWmcR11RWMVOKsdaqhLjWQbblUKT4pGLTJC/kutL3Nc8RmaZ7SCmR60TzJAMjW2A0ojBIuZWCrt/IGtN6Pt3/AYGwC93j6quvTo2BjKih2LpJYprKPVcoFAqFQqEQQDFNU0bThsdRrXIrTaPHj6wyBQhnn0+uqUjDXlnoYlk0BrJ85cLM3n8axSk1ztmAfLkwIzXHBK3lSOLEfPbfy/YwjKx1sWFiQeR+U5Bzth+YapZF1lq255hYFM2jiuWqLpwY02kEQYsxFBumeRYLpHX448BezXox5MbVPA+5mss9twzR6O5xlHdkYWniJQSzNLAOWx3mer5I8U5tYAlRpbbqwNdhms2+i6SCK007Wy1bB43eQW4lUeWRrCSNkVyMWouaRx3mcpVH0vG11nTYyr2mMVasjbKyIq5ovaMOU8XTyBDUdSkcmUaw0fg2xRxJpmm/yhUtubw0ihbfA8+gUjLaC0MZjJHnH6GUpimjLd5xkx9Jz9UG1+LNNiEVpJRNI9ZFCoMsVymn+n62qnpkA+qwkWWZbaSajU0TwxBpl/Mv//Iv88oU6TDMVoqWgREZYymXegatVe1HKZ7Z2jiRd9CBLpmhZ8iWrlhjjTXSzbVVWV0KeLY8h9aJ5JHG6D6B5BfJRRnDWYa/Sg4UCoVCoVAoLEUU0zRlNBZjHK0fYSAUryOaVkyQNGr5dmWZKsNB7oAIIyfLVZapXIyi0jWPkbgxvYNiVXRdLIfWSdbylGUdmWc9g1iabBxIthJ0JB1frh+xKGK7MgX/ImUV5EKdhqtZ86C1pvtrP0tmRfZ7toG2mCjtFbnTxdrefPPN6bCLB8NVLMZRsWc6u4bGcJKer8tUaTr//PO7d77znd0VV1zRL8xTTz2122233RbR+4cddlj31a9+tW+I2JSRnXfeuTvmmGNmNSdsgnP//ffvTjvttJ6i3GOPPbrjjz9+lrC49tpru3333be77LLL+olrnz/44INnPcvJJ5/cHX744X2Kb2s2euyxx3ZPfepT5+SeG7cAIy4LLf75bk6ZdRtp4UcETKSe1XwGeusdpZTpoInEIEip0WGoedZa1EGigzASv7fRRhvNa2sJNVKV0iOXg4T4dddd1wkygjQGUo71DlJ+9fuRAFpVVlc8j8ZZiqNcWwr0lsIjmRxR/LSfJNe1jvR9yX0p738cqFUlxU+/oXnSOlhvvfXmLPOXG/dc27Cbbrpp98EPfnCJA9yKWTVFpv33lFNO6W655Zbumc985qzPvfCFL+xuuOGG7qyzzupOP/30XhF75StfOWswdtlll76PVFPOmpJ25JFHdh/+8IcXfeaiiy7q9tprr26fffbprrrqql5xa3+uv/76eR6BQqFQKBQKKwpWWRjJj14KaPTkTKZpSWhM0VZbbdVnU7T0/WbBLFiwoP/3Lbfcsv/MGWec0TNELTuoMVIf+tCHure85S19uuHIYnjTm97UfelLX1pEOT7/+c/vFbimdI3w2Mc+tttss826E088MfT8TTlrbFhT8MbR8iriFnF/ZbVxuQxkWYohmUY/Lt1DDIPYLLEoosplWU6jiKnSa+UWkeUkNuy2225LWZZbbLFFJ4iNEp3fjKjMWle1a82j7h9J/FDihuZBwbMS79mSAxHmWHJP4ywWReMsNkwyVaxupLDjHXfckWJ+1TxaclX3n+m9mUvIwn0DBT6VhCSZJA9EpoF3G7/GfLe1yn6M3QqE9kLtQBtRiRdffHH//yOFqaG58NqB9O1vf7vbfffd+89sv/32syjWXXfdtXe/tYXQNmT7zIEHHjjrt9pnmmI1tFFnbtbRIdXo8HGUuOjJabgk5N8XHZ9tEaLNpwrHESr7oQ996LyWBNAYy50QaeCpzyg7TYeh7i+lS+tANcd0SERcAlkhqZinbJyJDutI1XcdJFrLcs/pGeSq1l6JlBzQPbKtmTQG2fhAvWPEGNY7ar9nFXyNofa7lOefB8ouSG5qjKT8aq8MKceR0JkVLnuuKROHHHJI70YbaYJtIS0+EW3xNEEwWmTtv4v7xEd/12eGFurRRx/dWxijP2rpUCgUCoVCYcXGCsE0NS3wec97Xm9dN3fb8oBDDz10FjvVmKamODW34Dg2JlLLIltETAxDNiNIVp2YJN0/8oyyesSiZF0aKrYXsVrElukZZDlmKxCLbdM8R1yUYoJE12dZ0WyVZDFNkdovmSajkXGWC1SMYTazLSKTdF3zlC1imq0jJfdhxF0uV7T2u9xjGmOtk2xR48haklwVmyUX5tA83q0qgo8Upjag55xzzix/Yzt4Fp/stjiaMB4dSu2/ix+io7/rM0MHWztUlnSwNCE2bpNGWk9o80hQa2HpsMxmUWTjTBrkU1YMgQSUNrgOKh0UkTBBCSHR8dmMIq2ToUyTSEZUBFqL2c7tUkikFEmpkys6UhlezygjI+OSiPy+Yu8iCoPibbRfNA+PetSjUnGeG264YSrzLLLfJVNkIEgpksIhQ1Fnk9y4fxoocprNrJbM1F4ZcqPebZSmkcLUgiHPPffcPwiS3mabbfoDrGXFjQJPm2LVBn/rrbde9JkWCN7uNRIwLdOuHQqjDd8+c/bZZ3cHHHDAonu3z7R/nxTN+h1nAUcWlg78bAsRQffPtjiJdH7XOEmhUFyXrCqxLAwUDLAs2QNdzyCFRNa1qnVLYYgE/MtA0GGXZWVV6VnKsZiuSGybjAjtBRlRYjS1DsREqazDNOJtJBN1f+0FtRTKsnkRuSflVDGCkvtSSCSPVOfpJ4FOEzIipFiKqZKHYWiMIiUTlouYpqbdXX311f2fhjvvvLP//xYU1w6N5zznOd3ll1/efeYzn+kXfjss25+RMNxggw26Jz/5yd0rXvGK7tJLL+0uvPDCbr/99uv23HPPRUL9BS94Qb8pWzmBVprg85//fF/HaaZr7XWve12fdfeud72rz6hrJQna77Z7FQqFQqFQKCzzkgPnnXdet9NOO/3Bv++999694rLmmmsu8XuNddpxxx0XUbdNuZlZ3PJ973vf2OKWjYVoxS1bUPnixS1bMc1RccvjjjtuouKWo5IDjbEapzErvbjh9ttvT7EoSlXPZrKIKhfDELG+5XaRZZi9v6x3zUGEZREdnmVJxES17NIMAxKJzxMkemQd6xnFMGgtZ/t1RdxzKjGi/ajMLa1lMRySWZECnnLtZOdJsSxiKJS5JnkR2e/aj2JutV+ViKR1kM00fWDAw5EtBSOInR8aozaHTd+IlBxYbuo0regYKU0XXHDBWP9zpLWEXBKK5xHNqMUvmjYrhCPLLds+Q5tH8yABoPvL5RGpe6JxzAZyi05XhWK5LCJB0Ipx0FrLHsZyv2kOFGcSqdMkF5/Wkg50KWWKG5NCECkhsv7666dknpRPxQNpv6uIsdZZpFaV5J7icTRGG2+8cer7WoeSufcLxKrqbNJakzKjeRjaK+38boZoRGlaYUoOFAqFQqFQKCxLLNeB4CsimvtpnAtKWRgRq0YWvGhe0fliomT5ThJQN1cWJmud6x3lOlNgqjLPIm4XZcNkC/Jl07DFskSodjEEWgdiBOXq1u9rr2ivRtLxtRbFsmieNA9ydcsNG2FZxMyKFdX3NQ8aI7H3un+kaXG2MrsSAsQca6+I5VHSxv8EXJTZvqaSWXrGof0YcaWPUErTlNEOk3EHSqTkQLb6rbKesjWQtPCzKcwRt0Zrb5Px/8slka1ZEulZ2Nr/zKf7S4elDjsdJDIAdBBGfkOp5GoxonnSOtAY6fuRxs1SDLMxTdqP+r5+P1IRXHGMciEKWSMpW5k+4pqS4ieFQIZitqaY5EU2fnAa5XC0lnW2Df1+pFvHCOWeKxQKhUKhUAigmKYpY6hIVsQqk9tDbJWYHNG8sv5F88r6jzBNCsS79dZbUzStGIRsMH2Eqo64bjLIsiSaZ1m+kcrvKign61fjrGB2jZHqgWkOI+tAaylbnFKMnxhNuaam4Y6XaymbrapnlLzRPEdqzwmS6/oNubaUVS03rcb4PoFsWgWja61mQ0eGGM9IVvcIpTRNGW0DjlN8It2wdVBoYYniFM0qmlfuPymGkTFQCrDGSAe+BIyEtA77iACRoNaBre8rhkLKq9aBFNOIyyKbuSWlRy4JHaZ6BwnpyDrIFq/UWlWshty8Umgih42UV82zrktB1zvK/SbFUvIk4gbdaKONUs+oWFbJba0TGUkPhjyIyE0VYpXczxAGd8uGvYVCoVAoFArLEsU0TRmNSRlnoUayLGQ1ZZkmWYbZJqTS9kXRRqyebFFE3V9jJKtRfeEizyAqOpsFKYYjW6RUlmkEWstaB9k6TJrHbAbjNNyoYnGUlKD9LLdQpBaV2GWtRc2TGD+5GBWML8ZwEpZirs+gcdYzar9qHWgt/xuY8UgRUs2zrmdq301SWLOUpimjCfpxwj5CZauyq+J5so0V5zsrK5JBqGwa/YYOU9HEmoNsDEbkHnIx6jDVGIjOVwahXBKRCsHZd8i6GLUXss8nl0pEedY7ZBv+tlZUmcbMkcw39U3L9tvUGGSVXyllkZgm/YbkYtZQzDZ2zsbSTsMFqHWSKeirvT4TpTRNGU1QjrMKIsGxaoApiyN7XQJA2rysykhqqhQ3xfNIQChGQSyLhHCkMbMUaF3XGEgIiIXRPGcZiohCoCrEErJi2/T7Wqs6KMQGThqAOpd3GNeKaoRbbrkldVhHYte01rI1irQXsgkDmscIS6G1qHGWcqoxVsxRdp5/H6jXJeVW85AtqzB0LkSarI9QMU2FQqFQKBQKARTTNGU0q2mcBRwp+JetgiwKUxZBlsEQmyZrIjJOYiDkHttwww1TrilBmSoR61nzuO6666ZixyaxrOZieUbi9+a79INYT7kcVP5DiFQZFlsmliQbz6O9pliZSFFAvaPmWb+heRKbJ3f9NMqDaL9ls1G137LMteZgtdVW6wQ9o+Su1qrOpqExjngHRiilacpogz9uAiI1TSRoVSVZEIWpeh0SUHJpRKhsCTFBm0ubVwJCAiyikEip0WElxUx0u9airkfoeEEVs1XzSweNhLAUfL2j5jkSDK/DSsqzlCpVbtczSvGMKE06sLVfs+U15E5X7JmeP6Ic6x00D1lDLhsbpzH4j0D8ntycqiUlQiHTHmuSM6fcc4VCoVAoFAoBFNO0FCFNOcIwyLIUHS9tXyzMQx7ykMHrojkjqanZAN9IJkfmHcSmRSpBy82qeVKGn1gSWZ4aQ7EsEQZCLEi2eKWse7m2xPJoHUaKHmbXulgOsThiaXQ9ktihtZLtt6m9IBYh6/6LME2S6zobsiVGJumtNh/Ze5H9kK0YHlmL00ApTVNGm9hxkxtJRZeAydauUVZTtg2LXFeRkgNS/LJUtlxPOoyzcxQRcnJjKhVca03vqINGAiyiOGqt6B1UO+b2229PGQCKkZDiGal+r/2gGEAp3zqIJA8mScWeq3IqpUTlObTf9Y7ZmmKRDEh1OVCcpeKqtNaybl4pRfeEPJvG2SN3eia7rrLnCoVCoVAoFKaMYpqmjGY9j7OgIxRptl6HrDpp83JpSJuXZRrpxyWWRQHAskxl2WaLJk6jFpXe8V//9V/ntT+fmCa5E7SOIxk3ss6zVdWzVc3FiEZcFmKaNM6y3rMB+5JZEVd41rWj/apsWs2zfl97IZJlKbl81113pZhdrYOsh0Jj8KCAF0UFda+77rqU3M0wWZOEdJTSNGU0ITNO2EYmRhtcMUHKrlN2nJQmbT4J2QiNmy1roO9n03+llEUK/kmpyWaKaJ5E1y9YsGDw+jXXXJNuISLXkVyIKrugMVZMld5B6yCisGitSTHUdY2h9pLcPpFsWP1GNvtNBYF1f8ksycSI0pSVScpOyxqCUjiy7vqIYiiZJcVTipuU6yhKaVqKiARBZxkKCRAt/oc//OHzmmYdiXXRO958882pzZeNx9H3I0pTtsVHNjhVQvzOO+9MPV+2DlTkwFfSgg78LFOVLeswjer2egcpNWLLslXZI88o5VIHuhRPjWE2bitS+V3GrMZZ+ym7H7VONIb/EqhNp9/QfpM80BgO/f4kvecqpqlQKBQKhUIhgGKapowWszMubieSTSONV1ZXtimirL5JNPK53D9iuck6l/WczeYRIkyTGi9n4zjkEsmm42fZwoj1KveY1lI2HV8uTLmNZBlHXHza74oRFBuWLbIa2c9ZmaO1qriwbOV5ybxI2IX2k+ZJWZQRBj+z1qdREfzh8GLIS6JxFlM1tJcmif0rpWnKaDToOCpUh/no+5lAcMWa6DDN0rQ6LCNUthZ/9qCQm1RNThWgLNdb5EDXOGdrUUkhUbzP6quvni4tITeq3C5SKBQsL6UnG8cRWQeKYdRhpjGUPFEqe7Zq+jSClOX60VrTOpJCoFiZSJ2mbEVvJW7Ixag50DxrjP4rUINQRoTOHu0VnT1DZ2ck1naEcs8VCoVCoVAoBFBM05TRrMtxFmakv42sVzFNosKzQdDZQnER15fuIatGTFQ20FwWk+YoYjmKlRRDoHnKNnZWEHYkCFq/IRek3DZiWbQW9XxiHGW9T6ORqizkCAOQYYbVPzDimpI7W2tdTJWuSx7oerY4ZuQeYtu0lvUOYtfF3v9RgPnWM2Qrx0vmDTG/EVZ4hFKaliIiFKAEzA033JDaPPKNy723xhprpA6SiOKYrSWlw1Z0vRRHbf5IaqueQQdutiO4vq/DUIdpJPbtoQ99aOoecrNms6ay8YGRsgsqAaKDIJsuL6VK8iiSEaxYTv1GNtNUe0FtWDSPMiCm0YBbY6B51jpRSQMZgj8LtAzSPGXrMGWyNCMu1hHKPVcoFAqFQqEQQDFNU0ZjIcYxEREKUxaBmBpZ77JsswHColhlEUXcItmq59nrCgyNsGlis2S5ie2SSyNLt8ulEgn412f0G2KSNMZifpXZpoyhSPZc9h3mu4mpxihS4yhbWV0siBgIsTjaz2LjIq5oySytNTFVkheTuJ/m4r77b8ibyDxJJmmMJBOHamVFmLIRSmmaMtpBME5QSaGJbC65LOQa0sIUTanvSwBGaFCNkwovSkhnGjtGXGcR5VhUtZRT0eU6zKSQSIjooIg0MZUrWQq4XIxyRcutonnWXtMhEfkNKT1aa1mlSwpDpIyK9mP2utaivi+ZKnkRiWnKZs9pHUiu6h2kHGsd/Trgjs9W5JY80F4aMmYnKXBa7rlCoVAoFAqFAIppmjIaAzDOio9QgNkMA2n82SJrsiyz7sUIFawxEFOkIGeNwSQ1PeYrS1EMQ9Y6F1OkdabedRHGUGOgvaJeV3oHMWFi+/R+EXe49otcV2LbxICI4YgwTbLi5drRflWdJq3F7DqMFIKVXFQzW62DbP08yTzN0X0CjdjFWuodJfdVPHOIbauGvcsQ3/3ud8cK20iVZB3Iuq7JFx0vAfCQhzwkVek6EmOhWBe5tiRARBNrjDWPERek7iH3Wba0hHphaR3ItRUpbplN9dY867DTOtAYSGGJIKuga6+owKfuv9Zaaw1ej8g0rVUZk9mQAlWazioUkQKf2YK9MmKyvSqzTY3vEXBRSiZlK/hLHgzt50li/0ppmjLaxI2bvEipe8UEyTet61qYCopUSQEJh0hVdB242jzZw1i/v9VWW6UtT71DJCYoIwRvv/321DqaRsVyWY56B42RBLlYGFm+CkyN1GnK1qbRYZtNJdc7qt5YpExJMzQzSonWicp7iJHUgSqFZRqNkbMNurXOxAZqry3EHETWitaJ5kGG3NAYRzwgI1RMU6FQKBQKhUIAxTRNGc3HP861ErE8s1hnnXUGr99yyy0pq0ksjOj8SCq6rBZZ17LaFPOkMVAMRKTqudwmgqxnWZ7ZmCm9o9K8I78hFmS99dYbvH7HHXcMXp+koN18sW1iHBXzJIZAFnS2MnxkrYtJUrasMknFgmT760leROJ5tBayhR3FZEneKL5PjOdvAiUNxDRpnjSG2gtD7zBJnOrESlM7ML71rW/1G6H5OZvw3nzzzbttttkmRFPOxPnnn9+9853v7K644op+Uk899dRut912m3V4vvWtb+0+8pGP9AO63XbbdR/60IdmKQbtgNx///270047rR/UPfbYozv++ONnbeZrr72223fffbvLLrusf972+YMPPnjWs5x88snd4Ycf3lO17f7HHnts99SnPnXS4ekX37hNpjiV7MRHg08zFGjWrRTx/0uISfHKBqtLCMr9FvHvZ9ucZAMztRZ12Op6ZJ7VMFdKjVxPegZd117cdNNNU9X7I++og0LzoP2odZJVriNrWXGSkknZIGgpfjJEFccZkRmaJ73jD3/4w3ltfyW5/++BGEbJbe03nQsKLRlah5PUsQq75z7zmc/0sRwtgPSQQw7pvvSlL/XK00c/+tHuyU9+ci8AX/Oa19CqWHyQmuD54Ac/uMTrxx13XPe+972vO/HEE7tvf/vb/QbfddddZy3AF77whb1wOuuss7rTTz+9V8Re+cpXzhqoXXbZpe/K3pSzpqQdeeSR3Yc//OFFn7nooou6vfbaq9tnn326q666qlfc2p/rr78+/C6FQqFQKBTu3lhlYSCCqzFJjeHYe++9u2c84xl/0KunMSsXX3xxd9JJJ3Vf/OIXuxNOOKF77nOfO9mDrLLKLKapPVZLwzzooIO6N7zhDYs01aacffKTn+z23HPP7qabburTSRuDtOWWW/afOeOMM3qGqFW+bt9vzNRb3vKWvkfSiKV505ve1Ct9o8asz3/+83sFrildIzz2sY/tNttss15hi6ApZ43haM8yznKJROivu+66KSZJLIpcGkoLFcMh95wsooj1LctRdLosS1m+GiMFXUYsS82jvp/NzpPllX3+SIqw1pp6hikwVPMod4KYqkjBPzE1GmdZ30o+kZt3GhXHZUirxIj2q7ocZAs3ai9EegyKRdFa0m9oHsQkaR3Ji/SjQP89yWWxaZoHBZIPNWJvjO2OO+7Y6xhsBN4FcMwxx/QMz9DGaj/Y/vzN3/wNsxEiaMpBU3R23nnnRf/WlJKtt966V9Ca0tT+2xbTSGFqaJ9vgqgxU7vvvnv/me23337Wxmnv0txvTWg2wdg+c+CBB876/faZplgNLYCZi2BE/bXFN44KjWQY6LDR5tDmEpWsg0JCXhsjkm2TdRFqDOUu0P2nkYIsqlp1W/SOOrAloHT/rGIZcVloHnQQaJ6yjZcVRxJRKLJNSKWgr7322vO6F5RNGzmQdV2/IcVSh6AUmmwLk4gxqcbHUhiyTcg1BpL7DwzIdSm3MuS0F/QOkfi7qbnnhhSmJQVvbrHFFl0Wo0W0eNxD+/voWvvv4sK7CZEmzGZ+Zkn3mPkb4z4ztJCPPvroXokb/ZHVWygUCoVCYcXGxIHgT3jCE7oddtihD9Be3LJsQdjnnHNOtzLg0EMPncVONWujKU6NxhxHZUZq78h9JQZAwbXZXlOyrlXXJcLCZDNFZHHouqw6WUQRi0bWqbJdZP1m6fpshmIkG0XuN7Ft+n7WjZqtnh/Jls1mcmo/q+K31qr2sxjHCPut38gmn2QbfGudRLLnxCTpHmKKJFcl07KJHb8LsKrZ7HGxWdrvQ4HiWmMppem8887rrrvuuj5gugWHjya7uQO++c1vdtPCKA21+UpnltFvf2+xRqPPLC4U2gZqAn30/fbfxf2to7/rM0OpsG2QJxnoqHsuK2SldGlzSiFRhoKEdITG1bjqHfV9ua6ktClTJFIoTYeNxnG11VZLxb5J4dAYSIhGYpqy95ikM/lclDLNgfZzJKZJLkIpt1prqvze4kIz7xg5LPUZHegqSaBCrVI4sh0AIlXR5Y7XftM8S7nW/ZWJKsXxfwKFmxVPK8UyG783pFxPUtxyTnWavvGNb3R//dd/3QdLt1R/BWDNBS04sG2Ws88+e5GS1IRki1V69atf3f+9lTlowr9lxY1cgo3pasK4xT6NPtMCwdvGHMVxtEy7NoGjA7x9pv3OAQccsOj322fav0+K9tvjDoNISQYJEB0Usro0V6qJIqtQsTKRoEnV+Mm2z5CQ1EEly1TxBdNoGSABkS3LkE3zjlRFlyDWWsnGsmivZWvfRIwqMT1ZlkXxQJHyGFmFQWtdBoTGWWtRa1nyQus0Ms/ZXpF6h2yPQBkI2gu/D3gQxPBrnWiMMnWgIvIqVRG8MT+NVdp44427xzzmMT37NBc07e7qq6/u/4ys4/b/baO3zdiUmHe84x3dl7/85Z7devGLX9xbh6MMuw022KAvd/CKV7yiu/TSS7sLL7yw22+//fog8ZEV+YIXvKA/JFs5gVaa4POf/3xfx2mma+11r3tdn3X3rne9q4+wbyUJLr/88v5ehUKhUCgUCnNimkaWRdOuP/vZz/ZKTVNcWu2mSdEUk5122mnR30eKTCtt0MoKtAKUTTttdZealvi4xz2uV25mMjbNRdiUmyc+8YmLilu22k4zNewzzzyzL27Z2KjmXjriiCNm1XLadttt+3c57LDDuje/+c19MbOWObfRRhtN/E7tOcdZf7J8p9GsVu4zsTiiaaXNi0IVBTuN6rj6vuK+FK8jyzNC9cry0zsqxVcMgBgKveM0qmHLupMbVAyF5kExEGIQtBcjxWy138QoysWod5C80ffFHkTGWWspez3bN00hEZExEGuazQTNZhRnQyL+ckYIzVzHQHshyygO/f4kjGuoTtPiwnDxrLVWm6kpOo1em6Rb8N0JozpNl1xyyVjKPXKQ6DCVa0l0vw7TEes3V5o2m0IdeUYpPVLMWqHTTPuNbPXcCJ2dTfGVAJIQVe0cCdGIwqDPDNVViShNUmqyzWilnEfc8d/5zndSrl7JW7njVR5G7xAxgnTYqV2OxjlbOkLPp7INkcrvkut6B8Ugap6z5TdkbN8bcj8itxUDKBeiZOrQGLXzuxkgU6vTNBPNhbY4m9HYnRYj1GKLCoVCoVAoFO6OmFhpGmelN1fWXNxZdzc0FmIcExGxPOXektU0jSrF81n4MZKKrnfQGMlylNtGrik9X+QdZTWJylZCgL4v612F6MQOiOmKuIaybhetVVn/crtkXSrTYJLkOtJaF+MoBiISAKzsNzGGMsa1FgWNsdzEkWB4rYVJsrfmo9httkdhBFl3uOZZSUxDbNm8ZM89+9nPDn3ulFNO6VZmDClNOigjh1kktTMj5LRwFYeizaUYjAgVHCnZn8nGycY86bCfRnsMjbMEvd5Rc6BDIKIwaJykfOr72QrCUqqyFcsjB7YOAq0THVQy5DQHEbeMIHe41rpcV1JMtU6kcEgpjMj1bLaq9puMrGws6nooJxCJt1WmZ1YmDbndIorvxErT4gKkBU63PnSR2IVCoVAoFAqFFR0TB4KP0JSla665hj11VrZA8GYZjtNoIwGDsqqyAcTSqLNZUyq6KJYmYpUpgFcWjSxHWZ6iiSNUtqwmMQDZjB4xCPp9uf8irmgxr9mAeyVFZIvpaS9GXFcKOlWRUs2D9oLcsJpH7dXIWlTjZs2Dgtl1/9tuu23e17ogmaKmx9l5ytYHvHeAcRTjp7NFfVPFDA/dv7nnWt3JeQkEL3SkisdRrdq80zjQtfizSpF8v6LKIxmEWSpaLkwdpnJBaozlGosc+JpnXY/EVWXiTKR8R2wxHUZZN6zSoKU0ZQt4RjKJZURku9tLOc/G70kpi8gMKcdSrnVYSuHIFr+MVL/XWpIhmHWTSilTFqc8Sj/B80+jMbL2s55hqDr+JN095lTcslAoFAqFQmFlQzFNU0ZjIcYxERHXlNyd2eBVWXWymrJZIKrzFHFJzHcTVNXnyTYAjQaLZyxLrZNHPOIR89r3TbWwIiyIXL0KktY6ELSWtQ4ijZvF2MnCl0zRPGate2VARlgOyRTtJzHL+r7GWPePFC2Wi1FrKdtiRPtVweyqmXb/wBhoP2mdiBWV+29or8xL9lxrZbI4bdv6tV1//fWz/v2Zz3xmtzKjbY5xGySSTSMhlK1em40TyVayjmQp6BmzLgUpLNkMw0hTYlHJOnCl+Omg0DqTEMlmfUXuoQzDrAGQLfCZLcYXMSK01qX0aIx0XeskItOyv6H9putS/LKZY5G4LslNZfRme8vp3JABky0HEFmrWWNX8zBkKE7S/DusNI36vc1Ea9q7+IG4slYEjxw2kWa12UBwMQxSavT7mU7SDZH1ofRVWWWKhZFCIoVGAiRSoyir1Ej5VKyJGAopBFmmKyIENY6aBzEIekcdZLp/JBBcB7b2k9aRlC7Nk/brggULOkGp5HpGMY4KENb9FUgubLjhhl0WGudHPvKRKSNHe0n3l1L0nwEvimSGjIxsuZ2h788L0xQRAIVCoVAoFAp3V1RM05TRrJpx7p9pWN+ySGS5iioXiyPLVxRrJDVVBfnEFImlEV2vTBVR3RGXRbbwolhLWU4ygsRkZecoslazzWpl/WbdPmKqIhk5WXd6NhZGLIyyYSPWv/aT9quy3zSGYp7Vt017SSULIjJDxWY1RtnK8XJBSh6tHohhlEzRflJWsljXIZkZiUOdSGlqTWhbDYMIWpxAC+SdBmW5IqIJ6nGTH/F9K5hNkFsm2/RQAYOigSNjIBdhtpWM6HgpJBoDxQdEDlQJCI3jJEJgLgedYgCkXEcObEExSXKfySUhxVBjHBkDvUMmTiPiYtRalqs6YiBkDzsdptnyGlIMpbBEkluyMivbLkdKm+L3pFT9Z8A9JwVb+1VGlgyEoXeYxPUXkqwvetGLul133bU7+eSTx2qcN954Y/fmN7+5r4VQjXsLhUKhUCjc3RAy9ZpC9KEPfag77LDDuhe84AXduuuu21PjzZXUrLGWjtg03d13370788wzu4033rhbWdFo0nEWZiRzTNq0LApdl8UimlVZUbIaI24bBY4OFSmLWO/Z4Fq5CyLxf7KedV3Wr55BlqfcPip+GckgzLZgkstAe0lsmZgwMRyRhACNczYdXu+orCulkkcCaLXfxHZli2NqnvR82b0YCQkQU6N1kG1CnmUU/zzAtkkm6Rn0G5LbQ2MUCZ2ZcxuVyy+/vLvgggv6g6PRYc0dtPnmm3c77bRTaODu7m1ULr300rGKQcQdITpeCoEOK1Hl+r6uy/0XifOQW0QCREIy67oSnS+FIiIgpNyuv/76qXkWla3fV4ZjhK6XINaB/sMf/jCVdZWtCK4K/83YFLQWJVN1YGseVBdOeymSDSulQ3JRiqUOY91fxqz2SkRxlNzMxq5J8ZSbNqtURaC1rNizDTbYINUSaOgd2xxuueWW89NGpd24/SkUCoVCoVBYmVDZc1NGs07HWWdyKzXccccdKSo5W9hRTFC2t12kT5PuIZeEgunFosj6FhMWoXo1DwrMlJtUWYpaRwowllUYCfiX+0wkuFy9cvMq4SDr3osw75onWfhiQZRhqKSHbI2lCJuW7W+ntSz2W3Mgti3SoFv7QWyXmCixmsoQzCaW/CpQfT/bPy9b+HlorUYSGhbdJ/zJQght8Y/bADfccAO/LyEkt4gyw+Rbz2YETaOel4RkNuNIG0QCQAeNDrJptIaQ0iWXiNwqGkPNc6Tzu8Ygm1WleczGJInGl8skMk5qpKq1qHWU3a/TqPCv63KHTxhhMvE8SybLwIi4juSKzjavlptW+13FLf8jEL8nmaVx1FrVGA39/iRFuathb6FQKBQKhUIAxTRNGY2yH6cRR5q0iqJU8Gu2OaWCY+USkdUXCQSXeysb6C3rWBaNrqtQXSR4VIyeGENl+InhEJuntRwJhlewutwq2SDlbMKB7h/JqtI8iYXJ1jRTtmw2gDiy5yfJXJrL/bOuLzGaWkeRe8jVK7ZNMilbFFl79Y+TDcin0edQMnVIJkXCCeasNDW6WDEfKzNalsO4yZ2G/18LR4Jei19ZGtmSArp/5B2lmOkg0WE8326hiNKiWBYJCB0UEhISohqDSLaN5jkbU6SDQrFv2kt6x0isiwqhKiZJ8yC3j+SBZFakhIgOfK1luUHn2wDQOpiGO177VTGMa6+9dsp1pTFUyMS9sFenUdZAa1kybUg5j8TazllpapOzww47dPvss0/3nOc8JxS7sDKhCZFxgiTiN5W2rQ2u35AAytbvkfUfsUgUC3LTTTcNXteaVJyH3kFCMlLSQGyUGEcdlrI8tQ6yjWAja11CUha8lFMdRFqLUso0RhEGQvtN76D9qJgnKTRS/KR0Re6htarvay9onrOM4zTaJmmeFTOUNSCUEa93vCvQ9FjsufaCZJbWwZDiOAnbOXFM05VXXtltsskm3YEHHtgfbn/913/d1yYqFAqFQqFQuDtj4uKWM7XGL3/5y90nP/nJ7owzzuirhL/sZS/rW65k+6etyMUtm1I5jmmSJhxhQcRQiCURDSmGQ5arMgQjjR1lkdx+++2pLAzdX1SzGI4I+yrrVQyALCOxdYp1yTJdkb5r882WaYzFMGSbZ0esVzEQcjmox6dKBoiF0V6IuDXEFGkMtE5UZFRrXftZ6zDiopQHQe/47W9/O/WOKoar59M6+30gC1NsmdaSekVmSku0vfrsZz97fopbLvriqqv2P/K0pz2tO+GEE7pDDz20e8Mb3tD3n3ve857XHXvssQxWvTuiLd5xmzAS4yDKX35dHQRZpUkLPxunMo2gR20e2Ql6h2YgZGMcsq4jzaOEoNwqElByC0WqJCteR/OkMcgGv+r7Ukxvu+22TlDAvPab6rpl2+lkWlNMq82JrisuTPWyssp1pGGw1orWogLysxX+FW8k5fvBAaJEcllxUwr4z8T3TRLIPueSA62dymte85peMXr3u9/dK0xtA5911ll9hteznvWsud66UCgUCoVCYbnDxExTU5A+8YlPdLfcckv31Kc+tfv0pz/d/3dkkbRKxs1lpwqkd1c0q2OcRiyWKOISkOWZde8JYhj0/JEgaVmOsm6zhRs1RhoDMWVLY5yzGYL6fVnGkSBoWXdZ11W2n5dYGjFJovkj1rMC7rONn1W0UIiEHGitSC6KBdEYaT/KvaezLJL0oFIujYTIsFmaR3UYyLJp9wl4UbQfFVahMcxkSU7CNE2sNH3oQx/qY5de8pKXjHW/Ncr5Yx/7WLcyorkcxtG9kYNEiz+b6SHft9wyEkBqTBlxXUkQ6x112MklosNUAmIand/lUtAmzzaClVIm9+I0lKas4pit3C4hnK3aHjlwNY8tKSfTXkOKpw7LSN01jbN+Q/JALkbtR13PtnWKuMeySsvWW289eP3MM89MucZ0/ccw0iJnm/a7ZI7k8pBSFpnDOStNET99m+C999570lsXCoVCoVAoLLeYWGlqrrmWLfDc5z531r+ffPLJvWW2sitLjUEYxyIoyDpila2zzjqD15vbNMPCiEnKZpZFmCaNkywKVVmWZSkGQ32kxLZNw7LMMoZiMHR/sX0RN7AsS1mmCk6V9asx0hxorUeqDE9SiXguHQLEqsrloSbjkUKuWSiIWutAaz3bgSDCUijDLluI9Zprrkm5xvR8cpH+RcDNq/0uRk/MrVjXoVpSk9RpmlhpOvroo7u///u/X+LmfOUrX7nSK00tK2mcYqBJjVR+VbyPILeMNq82l7KyIg0+I7EgmWeU2yV7GEbitnQPCRgpLVIYJKCUfSelL5IlmW2Ho4NAh5niA7UOlP0nxTPqys2sI72D3GvaK5GsqWxTYK01xcLIyNFem8Za1zhKuZXclLtfxqqyMKcxxz+HYqLYMrlhtReGxihSImXOSlPT6pcUVNbq70jjXxnQlJJxB1qkaqo2lzR6LSwt7myV5myn6kjJf8WqSAjeeuutKTZPFk/EatEmlVKjw05jIMVUz6fvR5gmsZpSOqR0KQ5DQlbfv/POO1OtLSLzpHnIxkSJSZI8iih92g9aS1IYsl0UModttCK4ZH/WSNJ1MZJi57UXfhrosygFXlXN9X2N4VBs3CSM78QlB5pGfO211y6RHsxmYhQKhUKhUCgsr5iYadprr7261772tb1mu/322/f/9s1vfrN73ete1+25557dyo6mzY7TaCNpmVmqONvUUEyVrEb5viNMk7JlNI5yQcpyjJSGyDYlFpMk6zvbEVwMgsZQ8xgZAxW/lataDIRi4+Tq1vfFdOn5I0yQWJLsWpU8yBaOjLhJs/E+khdipiUP9PyTxMPMVaZJXixYsCC1FrOFXH8RqAwvUuU73/nOvJZdGHrHSNmIOStNRx11VE81PvGJT1w0kU2AvvjFL+7+9m//tpsm2osceeSR3T/+4z/2AYsthqCVOjjssMMWCcx2yL/1rW/tPvKRj/R0/3bbbdeXRZjpYmk0//7779+ddtppvZDaY489uuOPP37WZm3s2b777ttddtllvZ++ff7ggw+e+Jnb/ccJwgiFKQEiClNCVHS6BIQOYwnhSEyTBISoaMWqSEBp86622mqD1yP+8WyLDim3aldz1VVXpdw2mudI0oNiQTSOmsds7JniQCSkI/GHShrQGOkg0RjKRap1FqnTpLUsmSOZpmfUXrv55ptTimsk8UOfkVxU0oLOFu1nxUBm4/sirVwUlqGq6KqnNRSWMYl7bmKlqW3Sz3/+873y1FxybVNvvPHGoZ5ik6K1YmkK0Kc+9am+900rAPbSl76030SN7Wo47rjjuve97339Z1qs1eGHH97tuuuufX2S0WZ54Qtf2A94q1beBqfdowWtf/azn12kiOyyyy7dzjvv3J144onddddd19eiahZK+1yhUCgUCoXCnBv2Lg08/elP7wNKZxbKbCxRU9Qa+9QevWm4Bx10UN/GZaRxt++0quTNXXjTTTf11GVjkLbccsv+M63BcKti3rIq2vebYvaWt7ylZ7NGltub3vSm7ktf+hKtkCU17B3HhETS7WUViQrOuq7kXpNlKyZLTFmkeq2WrKwipVkroSGbgTiNgH5ZrlonmgdZ17Isp9F/T/eQCzNrHWsvaK1rHUfc7WLs5BbROyqzTMxyJFNUbJTmSdcVpKy9IJkrNm6ttdbqBLEkkgdiDMWuCxdeeGFqDh796EfzNzQP8rKoRmQjS+b6+43t3HzzzeenYW87EJpCcvbZZ/eU3uKxDeecc043LWy77bbdhz/84Z5Wa01SG7N1wQUX9K1cRtkr7QBsDNEITXFp1VEvvvjiXmlq/22M0Uhhamifb5u9dY7efffd+8+0+KyZCkGbgMZ0NaG2pAOqLaKZC2l0CLXxGbfAI1kWoqpF0+rAVyyKXGPKisrGF0QEhKhoue/kn29MY+Yw1xxFSjMo3kfKq7JhJKQl4ESlT6PkgISo1omu68CXQiLFNlK/J+ua0l7ItJaIzOM0SohIKVF8XNaI0n7WO0ZcO7qH3kFjoLNF2bZK95e8+lnAGNZa1zrQOmqExVyN3Xmt09QCvpvS9LSnPa3baKONQptmrmhsT5uM5gtti6IpJH/zN3/Tu9tmMgaLH+Tt76Nr7b+L18BoikEbwJmfWdwqHN2zXVuS0tTqVb3tbW+b6vsWCoVCoVBYfjGx0nTSSSd1X/jCF3r31nyj/c5nPvOZPvaoxTRdffXV3QEHHNBTzsu6iOahhx7aHXjggYv+3pS7xjA0xW6ce0Y0coQul4WvYDjV65B7T9aCmKRIBqGsZ7ksNAaqmi6mSu431XmKBJuL0ZukV9JcXBJiOMRoRrz+YvzkcpDBpneU5SrXlgoCRqpli5lVrSqxZXqGLBsnZjpixWu/aS2KPReblpUnLQREUPFK7WcxRXLXax2ovp6eb/VATLOY4yuuuCKdqblcFrdslHqkaNs08MY3vrFnm0alDFrAeXM7NJanKU0jodsUiZnujPb3zTbbrP//9pnFMwPaADVhNPp+++/iysjo7+MEe1vES1rIbYOPEwKRg0STl62FlS34pzgOfT/S4FMxRxJyUrokxCVARJUruy5yWOo3JEA0BhKyOqw1jxFXdLYqug5TKbdSXHXQSGGIjIHiniQP9IxaJ/q+FM9plBDJrnXFnkk5Vjq+fj+Sbq+1IrmqtSQDQs8oI03y4IcwxiPnn/aCrksmDSllk3jMJi5u2YKuW7r+0ogfbxO9uKXTFs9oo7ZBbEpNi6+ayfi0WKVtttmm/3v7b/OVzhywFnfV7jHqDN0+c/75588S4i3Tbr311gulkxYKhUKhULj7Y+LsuRY4fe655/bad3OZLU59nnLKKVN7uFaT6Rvf+Ebf6679Vqst00oAtHIALUi7of33mGOOmVVyoNVcmlly4ClPeUrPHLVyAqOSAy0wfFRyoFnlTUFqZQcOOeSQ7vrrr+9/4z3veU+45MAoe64Fp49jmiJ1mhQM1+LIMt9XYKcC+rJMVMQyVYCwrAJZdbJ89Y6y+iItRBR8qm0pN6fWgYwBjaHYuojlpndQnSNZlnLLKLhV61BMV4SB0DyLGZaFr2cU06S9Egk5kEzQWs26fbSWxaJoP0fmWayn1prCHvR91WGSTMu264mcLdk+iEqeGXqH5n5sZ+u8ZM+1yWuK09LA+9///l4Jes1rXtNPeosx+Ou//uvuiCOOWPSZVoCyCfCm3LTN97jHPa4vKTCTVm5xUfvtt19fkHNU3LLVdpopWM4888y+uOUWW2zRC4L2G3Op0dSeZdwCivhNNWFyXWnzZAv+aWE2ZTWbji9BLCEnISkBpM2rPlIS4pF30D2kEChORC6HJbVKmkT5joyBBLlcQ4o1kVKk+2svSfGNxDRprWVjjvSM2XeM2NzZLEnF0zSDN+OGVciD9lKkwKeUkmwZE50LGiMZs1JYfh0YA41jttyN7j8UyzpJ4+zluk7TioQR09TYsHGTF4nn0cSrSegolmscbrjhhlR8gZguBapHmCYdyBKCG2ywQcrikWKohr+aw8iBqnvoMJWAkcKgOA/dfxqW5yabbJJSXqVYagx0UOj5ZQBNo92N5iHL5imAWYd15Bk0Btl3FHQE6vo0YpqyLIzqfSkeSN+fRmzbryDzNM7ZpIchpayRHa0iQIRpmjimaSSwR26zkRXQaOJJtLVCoVAoFAqFFQkTu+da9tqTn/zkPuW4aXZPetKTequ4xRa1v7e4oZUZTSMfp5VHgsrFJMliyVrf0taVri+qW1bjNFLN9Y6KociyOBEXpKwm0d26rneQ5ap3zGYkRday3Hdys6p8h95R+1XWeWQdyC0zjSzFjGtMLEpEpikmSGtFbhtd1zpTNq7WeqRpstaKoN+Qh0DyQm7YbPZe5DN6x2yZlaG9NK8lB1pxyxZE3apzzzwgW5zTK17xim5lR1tc4xaY4lgiglyVW0WXZ6nybNBmpPKqhFymm/U04rr0fBGqWlT0JF235/oMmYNE9488v1w/OgzlwpSQlRs34mLM1pXJNrPNurayCkOkRpFCAhTM3hqoZ0p8yN2vFidZAyWy1lX3THJX60BKm84VzdE9A8awFHS5ilXXTft1aK9NIi8nVpq+9a1vdRdddNEfDFILyox09S4UCoVCoVBYETGx0tQ0siVpbI0KjwTA3t3RqOZxbE4kYFBWkzKCxORIoxYDooBA0cRyuUQsErFlYvQiVlHGaozE9sny0xiofIXcOtlU82xGVIPkhdaifkP3134UC6MxiOx3sRTab/q+XJgydOW2iTDHStwQo6i9IpYmGzIgFifSd03zoDGYpDfaXNaRxljr7CGQiRFGT+47yTx5AFr/2mm4/iZWmloto/e+9719I93Ri7ZD4q1vfetSaa2yvKMJynGTH3FtqRy97qHNpcWhdP/sYRxJ1swqPTrwtTn1fY1hxC0jIaTDSrEkEsLZCsJSKCJjoLWitSy3i9ay1mI2HV8lESLZpponjeHtt9+e2s8ao2mUUclWr5chNnRYRuJI9fuaw4jSIpkjA0BjkD1XtA4fFKjXJRef1tI0GidPAxMrTe9617u6XXfdtVuwYEHPKrzgBS/obrvttn7QPve5z83PUxYKhUKhUCgsY0ysNLW+XC0IvDXubQXwGsu0zz77dC984Qtp+a0MaBkAEdfEXN1vstpEFYtqlnWfZZpEU0fcW1nrWJatGrUq4FBzGHGTyjLVGOkZlWGo55OLNOICFVMjNkuWpbIwJa+ylm8kxlMsiLJVtZ81RlkWKNILU24TyQxl3+n7GiNlbUkmRpoWSy7rGTQPCpLO7qXMmRatfycGX+8gmTjEfkfmcNFnw59c7Af+6q/+ai5fvdujCdJxwjRCYWqDZjO7JCRFE+v5JKB0WEfGSffIunUiBfuy/v2sS0IKhw5j0fkSwlJIItlzUn6zFYSl/Or3s8UrI53fFY+jtSzlVXuptYzKFBhVvFLkHddaa62UASGZI+VXmWM6rLUXI0aIlCb9huYpG7clefS7wH6XwSwjRIqbZNZQ2Me8xjR9+tOfHrz+4he/uFuZ0ayiccI+YnlmFQIJSR0E+n0tbG2MSP89xcNI6dFhKiGaTeOOxHlokyrNWvOkMRAbJ8tzGvEDCj6VoNYYaQyk3EpIy4CJCGLtB61FWdeKI9F1KZ6RVG0ppxpnKS1imqTga51pjNZff/0uG6ep69kyK5LbGmPt1T+ZQrcLyVXV85KRMnT+TlKYe051mhYXni1otL1wG/iVXWkqFAqFQqFw98TEStOSNM4WCP7qV7+6e+Mb39it7GhW0ziNOhLzJetUdLwYCDEMsjhUUkDXIxaJ3kGWY7ZpsSxXjVGkKKLmUc+otSTGr1X2z7gDxFhG+oHpHbOMnqxvWfei+8USRUoOyPWktSQGQGneYrIiMUuCrHi5w8Uoig2TTNJekTyIsBTZxsdZD8KjHvWo1F6SvPmfAKsqtkv3UOhJJItxGphTTNPiWGeddbpjjjmmj3O6+eabu5UZrULuOLpZmz8SU6TNoyBk3T/r8pCAinR+V8CgDisdxhJQOigiHb0FKV460OXC1IEtxVRjKIUkErsmQa4DX4I8G+sid7rGOOK60jjNt1KjWBi1oonUD1Igt4wg7QWN83rrrTevsWuRIGK5ACXTJC90XU3Gs31jfx2QiSp/IUNLblDF1w0ZKJOEG+T6BCy2cOT7LRQKhUKhUFhRMTHT9OUvf/kPrPZmEX7gAx/otttuu25lR7PAx1mwkcKOgpggZapsuummqT5RyvJQUGfEMpXLIevWydLAcplE3lFByGLbxNipcbMsX7lRZd1HUpTF5Og3RPdrHsU0aR7l1olY77KuxeyKpdlwww0Hr1933XWpdRppRKv9mmV2xXpmv6+9EGlWm20ure/Lw6MxEJuW7aIwDea3lTgags7XIXkQcaUvuk83IXbbbbc/WDDtIH/CE57QF75c2THUsDf6/flsyHvHHXekBJwWtgSM4kQi/n8pLRLCur+EqFyQilOJUMkSUnJNZRvq6h2lFEVqVUnI6aBQLIsMiOwYyEUaSUXXWsm2kpERpHeQPIm0Rco2vM02FZYHJBsnGoGUW8k0KUVZmSm5LaXigTDCGh75yEcOXr/xxhvnda8MZddFWuGkes8VCoVCoVAorGyYSiB44f9HY93GZc9Fgs2yGUOqhSGLRC6FbD+uSJaF3Cqy/LIBunJ9TSMAWCyHrKqsy0NjrHmUmzjSZzH7jmKS5EqWS0Ssb0v6GEKkmG12P4pl0RiLxdFei2RJimGQTNA7ZJvZZufo0Y9+NO8hxi8bcpB1VWu/ikn6dSAQXIkdOru0jhRoPuSlmdfilgceeGD4s+9+97u7lQ3Nxz9uA0RKDujAFY0oIZilwrONXiNjkK16nhWiOuw0BhG3jH4j6//XYSohIaVLbt5IuxytZa0VKZ66v1wSq622WiojSYdEJHZN8kDjLPed3HOKaYqsdY2z7pEtEaKih9nCkFK+I89w6aWXpuZBSo1czVkj6/cBQ1EyT2VQ5GbVuTGNmOI5KU1XXXVV/6ct5FEqZxMeTcjP1LgjwXGFQqFQKBQKKwomVpqe8Yxn9DTapz71qUXabWNXXvrSl3aPf/zju4MOOqhbmdGUyXFUZaQ/T7b+jrTpbICv6HoFhkZqVYmmlVUjqljvqPuLKo/UbVFAfCsYm2Gisq0l5NoSInR9Njh1kuDN+aiVpZ5lEaYp20pGiSGSJ6oPJPdgJOlF86SAfr2jGEmtRRn4WqcRtk2yX/tVrmjJLLGmej7J5H8PJH5IpmmcVbxy7bXXnvMzTlKnaWKlqWXInXnmmbM2c/v/d7zjHd0uu+yy0itNjYIct8CUBh5RKkTHS2mSkNPmkNKlgyh70EUOGrmm9A6Rit5DiKSvimrOuqbkftM76iDR82mMIweFBL0Uv+xhqjgPKXWR6vdSSh7xiEfMaxFSzYGuRw4bKZe6h4pjqiyDoLgsKc8RQzArlyXTtF8VsiB5oXXwp4GMYcmEDTbYYPD6Nddck9qvQ3J5XksOtENvSRpb+7dJgqnurmga/zhBFaldE7l/hukRC6JUeMVgyGqMCDj5vmVxaIMrHkiKaZbpihyWOnCzDXezwfQSgJE0bY3jnXfemToosu1wpHRpDiJrPdsKRmMkxVOHqRSCiHIsZJvBah60DmRA6PuRpIdsnKbeUYpflknS2f7nYDQj+1UyUex8JqZpEkN5YpN69913711xp5xySh8A1/588Ytf7PbZZ5/u2c9+9qS3KxQKhUKhUFghMDHTdOKJJ3ZveMMbuhe84AWLrNmmJTel6Z3vfGe3sqNZTeOYhog2qzgIWceKtxGNKqtJ/cJU5TmSwaBUbtH1cgFqjOSfl/UdcVkofVYsjKxzMT1aB/p9MQyRmCi5bZRCrJ5iegdlPWmMssX4Imvp+uuvT61lsTRiRcWyTKNStMZAMUMLFiwYvH7llVfOa5mXafSiFOOnzDLtR+01ZeeJff9PuDAjTJJkmlyYYtOG1tm8xjS1Q/uEE07oFaRR2nE7SCP1OlYGNBpznLCOKAwSctrAamqooEr9vpSiaRym2jwSstnUUx0UUqoiZRUkZESX6x21TkSVSzmXGzjSmPn73/9+yiVw3nnnpdayyiZkq3FrDCNxWUoF11pUHIjWwTTcc1nFSvLglltuSRkQUsq0DrTXIge6FAqFPUjmyP0nxU9hGw8K1CTLlj2QzNQYDq2DSRoWzznitTEi7c8666zTK0zTqoFQKBQKhUKhsDxiYqapWUbPe97zunPPPbe3Uloa4VprrdW751oW3cref65Zt5GsmfmyyuTey2Zx6LruL3YhYhkqEFzjL6tCQY2yfJXxFGFq5NqR1aZUclnXYlFE10dSkOV6kgUv61rvoHWgMWoGY8al0iCGXlmW2Z5gWqti46bhmlp33XXntY+iXC9y52cziiP3EOMnFkbZdYJc1RkWJ7qflTiRLbczJBMnKYg8sdL0+te/vh+gVjdiZorg85///L5a+MquNLVYlXEbJOKyyGYtSUDosJMAyTarjQiYLbfcMhXzlM2G0WGpwzoyz3LdZNukiMrWGCm2TQJKDUYjzyBonLfYYouUwqJ1poMi0sRUCrrcInJ3y72medIYReZQ85St7ab9KoVFB6bWeiR2TXJXxrLOBcmDSWJ25qK4PjCw1iX7s90qNA9Dium8xjS1Gk1f//rX/8BCaVZXxLIqFAqFQqFQWBExsdLUtPIlaXzNss24pe4uaO6xcWxNpHqurBrRuAosFQMhy1caebYGUqRyrCxDWT2yzsW2yXJWdl8kMyxbNyXrDpDVJvdbpEqyMjHlYpSbtrV7yli+qjAsxjGyDvQOLfQhIy8iPcGGMI3ackpOUa0pyRwFScudLgZDbFqEbZNMEWupbFsxVVqrGmN9/6GooRRJItLZIHkgmTa0FyaJyZ5YaWqtUj796U93Rx111KIHbQ9z3HHHdTvttFO3sqMJmXGCJnKQiGbV5IrO12EqhUKK33XXXZc6BCKKlzJBtMGlGEpAyaUhxXUaFb8l5FSEVM+YTddXinPkN1SYUfE0Wutay4r3mUaBT7mesu5u7WcZGJojlX2IlGbQWtUzSinSGGUNRa2zSMzRRRddlHLPaQwkd6V46vd/HogJksyR0qP9LtJmSOZGWpzNWWlqytETn/jE7vLLL+9f4uCDD+5uuOGGnsG48MILu5UdTciNm5yIEFVJAAlBLX6lhorByFYAjpSr1+LXGIhN0+aTYqp5jPjHs9Vx9Q4aZymeWodaJ5HSElIY9I6bbbbZvJZl0GEoxjFymGqt6KDRga+1LHmgdRTZz6oBJDZL8XVSqjTGYpq03yMyUYyi5IHivqTga62KCZMx/6tAHKfmQWMgIyfTISDy/CNMHIm50UYbdbfeemv3uMc9rnvWs57Va5itEnijwkW3FwqFQqFQKKyomIhpaprik5/85L4q+Fve8pb5e6oVnGkaR6nLpzuNBply+8itIm1dcRryO0diLGR5qmyBnlGWoViUbCPYiNWk3xAdrlR1sXkaI8UwiMmKvIPWipgk3V9joLUsVlflPyJrJRIHmXHvSZ5oHiOZY4LeMVtgU/JE60AsTySWNxtSIOgZ11hjjdT3tRdWDex3zYPGQOtEa3lIHkzCNE2kNDWa8tprr+2WJpqiccghh3Rf+9rXeiq4BWd+4hOfWJSW3ujnt771rd1HPvKRnsbdbrvtug996EOzaqg0d83+++/fnXbaab2g3WOPPbrjjz9+1iS299p33327yy67rN+k7fPN9TgpmlIyLk030thx9dVXTx0k2Y7cEuJSWBTMFxEwotsb0zmESfzTS8Kmm246eF3zGBGA2uASUlkBowNfynVjmodw1113dULW7aK1rnWgmCm5KFVXJmIgyL3V5FkmoUAKRVZpi8g0QWUNstWytZeyAcaRatiaZ42BxlkKiSrDK5Bcz7cKxmgazaml2ChubEhezKt77q/+6q+6j33sY93SQAtua0KjKWtNaWoBha0O1Exh2mKs3ve+9/Xs17e//e1+cnfddddZwuKFL3xhH3d11llndaeffnp3/vnnd6985Stn+XN32WWXXmG54oor+hYxRx55ZPfhD394qbxnoVAoFAqF5R8TB4I3bfHjH/94941vfKMvHre4Bvrud797ag937LHH9plMjVkaYc0111z0/41leu9739sddthhfXxVQ8vsa+6ZL33pS92ee+7ZF6g744wzegZpxE69//3v75761Kd2f/d3f9dbKZ/5zGd6i6u9V9O4N9xww+7qq6/u32WmchVBswjGWW+RQPCZ77ckiOmT1aSgRwVtKgNQ2n4kaFKupWxAoKhk1RtTporYwkjKvsZJlp9YFLEkslzF8kTGQEyM9kvWxalMU7meFOgdqdIsF6P6qmm/ai9kS4hEWF3Nk2SKmCYFu+u6gqCzSRvTcBFqLWUbuev7WTdxZK0pLCK734cYyUl6z02sNLXWB49+9KOX6CaJUHST4Mtf/nLPGj33uc/tvvnNb/ZpzK95zWu6V7ziFYvqezQKfeedd56VtbP11lt3F198ca80tf82l9HMKtPt801YNWZq99137z+z/fbbz1pY7Xeb0tYOyCW5CRqdN5PSG228trjHHWiRjCJlWUhISdBLYZBCoM0rhUNZGNOoOZLNwsj6ziNUr5SibBVjKUVS2lSjSIqtDqJIWQIpZtl0etUD0zqYRvbcxhtvnHJFax1EYk0yimukWa0UAik1WZmXrR+Y7cIQMWb1jJJpMpKyLlAptn+JshERV7CMqGzLniHFdV7qNDWrrLEgrefc0kL7zRaf1NqzvPnNb+7Zote+9rX9obr33nsvijlYPPC3/X10rf13cWusCZKWqjvzM4szPKN7tmtLEr5HH31097a3vW3Kb1woFAqFQmF5RVhpaoHVLRtkpIC0XnMtlihS9XauaJpnY4j+9m//tv/75ptv3jNdLX6pKU3LEoceemivzM20rJsrsTEp4zTaCAWo8ZQ23lyLmYweWddiwsQSRTR63SPbkFdWmxgCWd+R4FgVm1MBzWy9rewcaJ1EXFOTBF/OBcoI0jtkGc+I60rMrtx3quOkxAwxRSr0GskQVA2hrKtY+03yQutQmaIRua53lHus9XrNND3WOtF1yZP7B/a7xkDvoOSUTNbzvBS3XPyw++pXv9qzLfOJRvktWLBg1r+1JsFf/OIXZy3mdpDPpAfb30eF79pnFheeTVA06n/0/fbfxZWB0d/HbZi2EZe0GYeKW0Yqgjc2LXNYZilM0fkSsorJirhtJAR12MlloQ0iISkXY6QiuOj6rGtIRQ/1+1Ju5Q6QWylyoMvtIUGtjCUpJNpLuh5pGaT9oHmQ20XrSN/PypNImxTNowxJuXEls+R+02EfCbvQWpNiqLND2apyA+v7GuPb4OqOIFtORxgKSYhUNB8h12Z8ntEy5xYPhGzCeBRk2g7odsCdffbZs4RQi1XaZptt+r+3/7ZDuGXFjXDOOef0jE2LfRp9pmXUzZy0lmnXWgREujcXCoVCoVC4+yPMNDWXxuJujWkHfi+O17/+9d22227bu+ee97zndZdeemlfBmBUCqD9/gEHHNC94x3v6N2HTYk6/PDD+yj53XbbbREz1QpytuDx5tZritF+++3XB4mPoulf8IIX9PFJ++yzT18TqrkAWx2n97znPRM/c7PgxzEZqpEUyZYRhSnrWparLIpsJolo6IjWL6tLbFc22F5Woe4fmSdlRcmFqGeQizFbAynitlcweaT+TWataZ1pjLJFUKeR6SkmSayoWF0xmpGMYI2T3KByYYrpEYsiti3LSEZk/yWXXJL6Dc1jyyLPBHJrHfw8wNSI/VbNMckDMYpD50bECzQn99xLXvKSRS6pRmm+6lWv+oMFd8opp3TTwmMe85ju1FNP7eOH3v72t/eHYSsx0OoujdAKULYJa6UB2sJpRfdaiYGZGRWtpEBTlFrPvFFxyxaPNXPTnXnmmX1xy1ZGoU3OEUccMXG5gdHCGHegKcU5klE038XqpFRpcWnhRuJ9stlpcg3pIJKQn0a2jg6CbEaRIJeI5lnXI53fFesiN2fWzSqlTc+nGIvIOtA8KMtRyq32ktaZYpoiUEFcyTSNkWLXsnG32S4NEZmi/STlVBW/ZYRJZur+9wiUJNB+VciAjFW949AYTlJyYJWFwVy7l770paEbzqyptDKhuQWb8nXSSSeNtXDlV45sUC0sKU068GWdNxYuYw2IBZpGnIeEcLbuiyzbSFmFO+64IzVOYpq0DrTOdFhKodFhP414Gs2zrHsF18o1r3UiIR45TLOtZsTiaAxndlaYyxhG1qoOU42R9ltWaVK8TuQIleJ30UUXpeSu+r5qL0juS178ScBAyNam09midTAUm9aY/1baqJ2vmqsw07SyKkOFQqFQKBQKDbnKZ4UlWqfjLGj5bBuk5cr61W/Idy2LQXEa+n6kabEsQ1HZsmzlQtTvKx4pkkovul2/oVgYuf80j7L6dD0S66IYB7m/xJqKocgWPcwyKNPI9BSDoHlWMVrFxkXcGtkef9pP2isKCdBeESMa2e8KCRAjqN/QOsn289Re+wXmIPKZSBeBzDwNMV3zUtyyEENzKYw7MCLVeSWE5NeVQiAhqINEsSpKz41sDAl60byqgaRgegXjiwaOlFWQEJNiKCEmpUWuLwkRrdOI0qSYIjVO1lpWDSEpbVK6JomDmGvcleJl5CbVO8rlIfdfJLFDJQckF7PtdrJxoFoHkfg9fUYxQVLQJXMUCK79Lnnz80AguBoray9I7kseDBESk7SJWa5LDhQKhUKhUCgsLyimacpogWTjrMNW/iAbICxtO9ILaj4LiMkiUabLNDLH9BuyXLNZHBG3jCx0MQCyzhWsrndUVpas94jlKTpdhV4VaK37i0FQ9pxcGpG9JAZCDIIYCLl1tF+zPcsivyGmKJtZprUYKUKacS9GfkPu9lG/17k+g5hteRgkT34TyCBU2EM2a1kYkhfz2rC3YCE4ThBGDhIpDKIRJYSVlaXDVHR/tiljRABo8yjFOZthqPtHqF4JKY2TBIyUHill2a7qikeahqtZQljzoNo4inWZRgVjKfiKx5HSpMNA8kDyJOKG1YErt4oUjmz5Dbnb1dIoEnahmCWFFHzrW99KyRMpTZIHN954YypuLRK6oWeQkaS9NGTkRGKyRij3XKFQKBQKhUIAxTRNGY2JGUdpi8WJWATZCsHXXXddis4XO6DAVNV9iTAMCvDNBnbKjXrttdcOXo9UflcwulgMBXbK+pZ7TcgGjkbYND2j3DZi27I9DOVSiWRVZatRZ7Mcs3WgIuEAYsu0X8Vqai2K5VGtKcncCEuhquS6h1hPnRvZ4ppige7C+0VYUTF+YrvEaA7Jg3mpCF6IoR1W4w4spftHlA4dRhIgotOlkLSK6UO46qqr0pllOih00GjzSYBIiEshiRyWrT9iRkjpwNdhlnWj6vdVbC/i9simkmsvbbTRRikhrUNA6yxyIEuYywUot49+X2s54pqS8qq1pnUgmah5kjEr5ThiIMg1JWNUyq/2u0IKVMxW7rcfB2JVsyEFOtsU1jG0ziJhIyOU0rQUEelRpMUvhiGb2qqYJaWJy+LR5o0IOQkQvYMElGrX6B11/4h1q4NCh6UYBCmWWidSSCKHqQ5kPaMMAB1mYgx1UOgwjbAwOkyV+KE4D6X7a4ymkWouuSfFcKuttkolz+gZdT3CHAvaD1lGcZKU+bkYy8JaUM4j+0XKa9YYHmLrIoHsI1RMU6FQKBQKhUIAxTRNGS1bZRzVFykEJ7+sKmorZkhNgxVrI2tA2n6k8mrWPSaaVkXUxIAo4yhitYgpUhyG1pIYDLlJswxEhFWVq1dxElnWU5llcv/JBan4wUhmmNwGYqLEkohhkDyKxMbJnS4GQoxgNoNQa1Xfj8TDqLCjZIaYZzFNcvffcMMNKVf2TfCARMZZ+1WMoOZpKCM4wowv+mz4k4UQmqAdd+hGGkdKiGrzSQhKadFhKoVFmzNbEyWi1GRTW7NtG5SuH3GrSABIOdVBpcNYv//whz88HRx7+eWXpyj/+e6aLqVJimtEEEvBz8ZNyYUp5VwKTUQ51lrMNhHPJgxoLyqdPxLDqP0k15Pk9pVXXplyccqVrL26amCtSy5rP2stS8EfMlSrInihUCgUCoXClFFM05TRLL9xWrvSRiNsVJaK1nVZHKJIxYRFxkAuBQVRZ1kUWZb6fsQ9p2B1sSRiBJWpmWUUlekSqbAr95Z6AMry1DtkA7n1fHI/Nnz5y1+e17Us61vueGUQRix0rRWtA+0FMRhi07LySDIvIrPE3IoVlatawfJi4zSGD55CsLzmOetqHuplGekfOEIpTVNGc82MowEjdZpUHVeCPOtyEKQQ6PkjlaJ1DymOOmh0XRtIVHrkHeXW0DxLKcrWYco2UY0IoWx9HClNega5UTVHGuPIXpO7WkbUxRdfnFpH2s9SPDfccMNO0IGtTEwpfpqn7F7RPEYqkkvpkItPRpZS/rPZrlKOfzaFJuWbbLJJqpxNJmxiEqWp3HOFQqFQKBQKARTTNGU0q2Zc4KMYlEhdlW222WZe+zDtuOOOg9e/9rWvpWjiSPacWAxZjrLaxFDIqtLzye0TsZ6zNU2yVZQVnDuNvmtZJkjPECkuOYTVV189VXMs0pdNDIJYVa0TMQhiKPQOkWa1cl/JvaZ5FoujxA/tZ7l9xKBExlFslzJ+dW5IHuj59Pv/FQi7kCtYa1kuTO3HoeuT9J4rpWnKaBM/bvIlACOK1fXXX5+i47feeuvB62eccca8laqPLPwItMBVlDAb66LDOFJaQoJYB3a23U52DPSOkTTsbNdyHaYaA72DDnul+ytrLHLgT1KpeD5KQ2Qrz0fWktayxlljKPfgIx7xiJQLNaIwaK1Kru68886p+Dopjtor66+/frrkwPq4h8oe6B1kCA4ZcpPss3LPFQqFQqFQKARQTNOU0azLccHYEdeUrBpZxwpCvu2227oMZNXJaouwbfoNWW3ZVjLKEJT1HgmKVMB+tn6O1pqYpiwDomD5CCspl4X6ZWXdc9orWsuyjKdRj0vrQMVwd9lll1Qx3Eg4QLbelYLh5WLUOpK8ELMdGQPtd7mixbbJfbZgwYLUXpTMfWDARal50tmnMdL3h2pZVcPeZYi2uMcdupGF9ZjHPCblnpNCkFU4dBhK4YgsTlH+ekcJAM1DNi4sQvVKiIryl1IjxU0CSDFTElAS8hHFTqUfFAsjyDUl95zcCZF1pANZ86zYMbmB5brSOo1kBGvPywhRDKOUZ1WWlzzQ80VcU9kMPinXMlb1+5LrUp4333zzTlDclVyUOlskd4fkxSTZxqU0TRntMBkXyxDpBC2rSgqFap5IgMi3LaVL1yPNbPWMOmzVSiarGGarMEcYAh00Ukr0DGJBpFBonUbS7aWUKMhYSonWiQSlFBbFLEUYRx3ISmrQM2ZTxaVQRAxBySzJxayhp3R7Hcaqpq3SGRHlOLufNM/yQGgdKU70/wLG8BprrJFSwCWzZCwPyYtJDOWKaSoUCoVCoVAIoJimKaPFEIzz0Ucq0ypOQlaTLEdVVRVDoSakcqlEGAhljomBUByHaGDNgRiGSKE0Ucmi2y+99NKU5ap30DoQOyC2r+G73/1uynrN9gRTNo8sV1nGkb5s6q+XdbNqL2getZYjPce037QXtFYlU5Sxq3kWqxuJVRU7LTerSlNor4g9z2bD/iKQsi82R2MgNk1rdUgmVkzTMkSLRRlH+0sZiMQsyaWQrfArQa+FLQEW8R3rGaRQ3H777amgSf2+3lENQCOKnwS5FDsJcsUoSGmSEFb8QuQzUvwUU6QKw4pFydYci7hp57Nze+SwljyQwhJJLFEQctbQ0jxKaZLb6NZbb02XzpArWsqt5inr/pP7TgbCvQJ12bLNoxWXJcVn6PuT1Gkq91yhUCgUCoVCAMU0zUMg+DiqM2KRiGLMVmoWFa5MFFmFct9FXJSyWmR9qx+WLFcxgiokF8koktUlt0c2/VbPqEB1zUGk+r1+Q++g7DmxIGIUdV3PF2GW1RA3a+FnA8mn4YIUqyqZIjZOMlPvIJk5DWZZ7nS5MPWOui7WVPOYLbIaca+JbVNGsRjNodCWSJP1EUppmjJazNA4SltupYhbRnS5BIximnTYyfct11ekgrB+QzStqGa1ohmq5xFRWCJUb6Z6beT72abF2VT4yBiorYKyKPUOyuzKxsJoDLQXG7bbbrtU2yKtEynfShU/66yz0tlzchFqHrMtPnT/bM20iOKotSAFW0pPNuNX35fr6/8CMUGKIVTsmH5DWYxD8XuTxDSVe65QKBQKhUIhgGKapozGgoyzXGQtTCNYTllLCiAWlS0aWUxVJBBcbJhcDnJhRtiu+WRhIuMsC15Mk9gwrUW5TNZee+1UQkPE+lbwqixTsbaqaSaGQoxmpPaLsuPkLtd+EzMt15nWWaTAqN5BriW5grOFI5WQoOeLyLQsOy3XllhT1TiSTFxzzTXT+/3mm29Oubs1D5InQ2frJGdCKU1TRvO7jqNrtbmnUchNcRw6iLS5lCau70cyinTYyX2n719++eWpZ5QA0yERKR0hISrFUIepXAo6bPX8EbfNpptumspakgEgIap1IoUhW+g1YiBoLWktax6zRlKkVY2UHiluKssgeaD7a6897nGPG7x+1VVXdcKznvWswetf/epXB68rtENjrLgrlZ7Qfr9voGix9pPk6gYbbJCKDxwKB4i40kcopWnKaCzIuDiCiFUmjV6LW9axYhyynef1+0q9jWweCWqNs/z3sv6lcEQUQ0EshhhFjZEOU0FjFKldowNf1rme4bGPfezg9W9/+9uD13fcccf0YSlIWOvA11qWYqj7ay1rjiIyQcysFEvFA0lmKp5FrGxkL5133nmpcZY8yDKSim0799xzU8xzpGWP5lmlZMS2DdW6isSljVAxTYVCoVAoFAoBFNM0ZTQLe5yVHakULfeXrB5l/EijluUrq0pWpSzbSDyNqGJZrnKbyGrSHETS7TWOSq+V+0s+etHp2UyViOWmmB89g1zNYkHEaKrZrWIwIr3nNt5448Hrl1xySYq5zcYkKTvvGc94Riecc845KTer1tJFF13UzSf0+4qxjDD82o+Sy5I5+n3FB+r3LwrMgRg/uSCzZ9NQ3NXdtiL4Mccc0x166KHd6173uu69733voiC8gw46qDvppJP6xbvrrrt2J5xwwiyB2gT8q1/96p5ibItz77337o4++uhZC6nRpwceeGBfZbhRnYcddlj3kpe8ZOJnbIrROOVIVHq0O3xGSOqwzdZE0UEVaW4p37UEvfz3UkiklMk1FnFxKlZEgjhbb0uxLJpHKRQRF6UOZClVOmgU4yB3gA5Lub622GKLTtA4ygBQDOGWW245eP1LX/pSSim7+OKLO0EyQ+Osw1YKgeZJe0ktTCLuOckUKY4yJLNhGzo3JFOvCriq9Yxyh0sx22yzzQavf+UrX0kpviuce+6yyy7r/v7v//4PWiO8/vWv70477bTu5JNP7r75zW/2LMCzn/3sWYL3aU97Wr8x26B/6lOf6j75yU92RxxxxKzsifaZnXbaqbv66qu7Aw44oHv5y1/eff3rX1+q71goFAqFQmH5xQrBNLXMgBe+8IXdRz7yke4d73jHLGv5Yx/7WPfZz362e8ITntD/2yc+8YmeqWi0dgsEPfPMM3uL8xvf+EbPPjVt9KijjuoOOeSQ7sgjj+wtuRNPPLEPwH7Xu97V36N9/4ILLuje85739MzVJGiU/zjaP2J9y6pRsJu0eVmOsspWW221FIMRGQNlgsj6zlYUl2tLVHjkHRXwL6ZIzxgpb5FZJ3JNRQKExUCIEVTWkxhBzaOYLrn3FLgaeQYxkmKq5IrWO4iNi8yznlFrWSxItrCjWB65bhSkHVnr2dIRmgfJPGVdi2n6dcAdr2dsZ/QQHv/4x6f6aQ5lWUZCZ1YopWnfffftmaCdd955ltJ0xRVX9EKh/fvMqqPtYG+0cVOa2n9b3MBMd11ThJq7rrniWtZA+8zMe4w+0xinITpvJqU3il9oNOg4KlTCI6IQZGlW0cRSeuRek5CXOyHyDnIh6iDQYaj6PXKhRloOZLvLKzZMLUpE96tVjJT7SejuuUIlPFQ7Rsqtxkjfj7hplS4veZBtv6HvK+Mp0kJEIQFSGKTAz3dLIikUkXR1GUnK9FR7Ko2B5kAhDyr7sArkTSTeVvG8GoNMN4y7VUxTi1VqbS2ae25JB0cTKotbvU1BGh0q7b+LB4yO/q7PNEWoDeaSmIsWE/W2t71tCm9YKBQKhUJhRcByrTR9//vf74O+W/+jbP2gaaMFpLfA8RGagtVcKs1qGRegKpYn0o9LVHC2KGKW6t5oo40Gr0dqVYmul+Uol4Qq+Ood5f6LFHqT1aW1IutY35fbRWOg5pqRath6B7Ek6k0nZneNNdZIMVk33XRTyr0YYSBkPWutq/6O2DjNc4RlEesoZnm+e9fp+2IcI/OsZzj//PNT7nAx12pinpV5f4bni8jFbKN1jfHQuXK3qQje3G9tMTz60Y+eJYzbAvvABz7QB2o3X2obzJmT1ujeURPH9t/FO0yP6OCZn1mcIm5/b0J93GJpG2lJm2moIngEOgjk3pLvWhSomtkqI0kHiWKiInS9FEt9X4exBJBcUxHFUGtEdHdWiOkwFLJxJpG4LbmGdBhLEKoiueZIz9/c/4LcAnKfKdO0ydDMWtYcRGJBdNhJsdNhK7eNGvrK0FTMk+JAIwe6ymdorUuxU3ydlN+WIJVtHfUbKPiSmxqDTJPzSDHeFSJ77olPfGK/IdqEjf60FNoWFD76/7YYzz777FmxGC3uZnT4t/+2e8w8CBtz1RSiBQsWLPrMzHuMPiMFolAoFAqFwsqD5Zppahr+4u6elkXQrNjRv++zzz69m6xZTE0R2n///XtlZxRYt8suu/TK0Yte9KLuuOOO6+OXWg2mFlw+0s5f9apX9czVwQcf3L3sZS/ri7F94QtfGKzrMKRNj9OoFfQZYQgiQcYZbV5uHWnzQqRXlSw/WW1yq2iM1V5D8xhxJUfcVxlGUfMkFkauMyUMyDqPZPiJxZDlqowjtYYQAyKWKMLCKGlBrKnmSSyPmCztJTHjkXmSlZ+tQSSZo+vZdRZ5R7nLNQZi8NWySC5GraNVETIRGQPJRLnTJU+mxTQt10pTBK0sQBNOe+yxx6ziljOF0umnn95nyzVlqi3wVtzy7W9/+6y4gqYgtZpPxx9/fF+Z9KMf/ejE5QZGi38cnRzx/2sD67DTBlZapiC3kahwbf5plAzQ97NlFYRIJkm2P50ObF3XOtFhKQElZSACKZ96B8WuKQtS60xzGGncLLeM3Gt6RylFMgAWr4u3pLjTrExTXJVcvdkYR4U8SGZFjGEZgnIxSjGU60p7RWeTlKY/gXswEsep68oYlpEyJBO1j2ZilYWTqFiFsWiB4E1AtTiGcVZ2JNYp0mYkkwIsFqWVbBiC3kGbJ7K5dJjJupYQE9smq09zpPTeiJCSUqI0bMUYSLHLPl9E8dSBrt+QASHFrWXlDmG99dZLBa4qvi+iEGgexJpK+ZViqP3e6uAJOnClHIu1lJGkYHspdZJZkfg9MfjZxsxSvrUXFH937bXXpmLrIsqrmCbFsl5zzTVzjo1rClWr3dgYdCaoDF4tFAqFQqFQKNw93HPLG4Yst0gDT7EcYhCUDaP7i+ZdffXVU9p+1vUVoVJl0YjOV1kHjVHELSPLLuLKzVimWSpcazkSsyULP5NCHGGydH/FbYk9iDAQcqOKNdVeUMyRmKZsnEmErdI4yrUlNk3rRHOgdRLJntN+0X7MxkAq6zniZs30OIw0bpbTS8yt9soQux4JqRihlKYpo23wcb5VCagIVa0NLpeGlKZbb701dRBp4U+jKrrGQEJULkwFTUrpkutsGo1YJQRbP8WMAMrWRYuUXZArWGtZyrGUHrksdFhrjCMBworDkEIh15E6x2svSXmPpJrrMNN+UUiBxllBzhojrQO5xiKyX65glX6QC1T7UetALs7rEZcWcSXL/bZ4hvukzzikuE6ilJZ7rlAoFAqFQiGAYpqmjEazjgtcjDBNYoIUZKwiZNnsPL2DmqRGqqKLZVFhRjEMmSJoERZG/fkirhu9Q7ZCsBgEuX1aP8fM9yNuUK1FuaI1Bgr4zPYwjCR+yN2d7VGoeVC2q9g0sTSRtapnFJsmmSZmWPMk15mYsIatt956XjM1s9ltWgdi538Z2O9iJVV4WftV9x8aw7tNRfAVEe2wGydMI+01JKgjNGhm80mIyz0n916kzpSEnA4rCRAJAM2ThKh+P6L86jCUYpmNXZMQ1P0jNYrkNlHj5GzMkpRjKa76fmQMpBTpMFM8jVyYmgMpPDrIImtd4yy3i1z+MuRkwCibNwK5+KQ0ZbNhtU5UXkelan6d6IIRleuq4K8xHlrrk9Q/LPdcoVAoFAqFQgDFNE0ZLdhsnMYsdiBiMYhGVE0TBWWKgZDVJddVJMA427BXbJ0CN8UkXXXVVenquHIRikWRW0QsiLKqFEyvStWR8m+aJzEAYjAUIKwMQbk0xBJFCnzKxSjWUkyQ1qLkhVjZSMiBmFu57MXYydUs951YFDFVkWB4fUZyUWtdxTF1ruj7Wid/HCjWm00q0H4Wq1rZc8sp2sSPE7aRFiISQtpc+r6u67BTpouUrggNqs/oINDmU7q/7p9tvhnx36s0g76vA1sKQbbFibJxIuOsZ5TSo3Wg69lYF7kTIo1U5SbVOpFym61MH3HPZbPXtE70jlI8dV0xlJEDV/MoA0EKulycWusyVLVOfhzo9KB7aAxUjFbnxtA7TuJeLPdcoVAoFAqFQgDFNE0ZQw17IxaJaFAVSctmVYlJUsaTLBoxUZGS/LKKxEAo4FAWixiGCJumZ8i6acXSiFHU72ueI+45uYoVvJptv6HA0Wy7HmWeRdwuYkEUKJ5td6N6XpEG3lrrYiW1FsVUSeZk96KSZ6bRaF0JNtn+e9qvCi35IdZZJKBfjF62ft8QmzQJ01RK05Qx5LdVnEpEkMuvm02XlwtRB4UOc23eCN2uitvaADoMpXAorivSey5bWiKrXEvIKpZFjWQf+9jHdoKUW1Up1l6Qy0IHmWJZtE4j2bI60LUWFZumDMSbb755Xt1KEZmWLUL6xCc+cfD6GWeckVIcpfyq0Gxkv+ls0H7edtttB69fcMEFKYVEY7BBoPec1qqgsyObLRtFKU1TRpuYcZMTURhk1URasWTaHkjh0OaS5as2KxEBow2crcOkd1SMRoRNk/IqhkEsjASIApBVa0rWfWSepbyKNdUYqMKwlCatAymuESGt/SzFS8G1YlF0WCtIO1J3TXGUWot6x4svvjh1oEvp2WyzzQav33bbbZ2gity6LsVRMkcGhq5L4VllgkDquRqKMlbF+A0Z9FLsZ6JimgqFQqFQKBQCKKZpymi+33HWYSTTRNatfNuyGLJZU9nmlfr9iIUuq0sMgFgesW2yiCJZkrKes9lpYuvkdskWjoyk2ys2TP22NI/KMJR1rDEWQxLpQai1omfUWtf9s+7+abg8tJ/ECGbjLMWqSiZGXFOaB72j5jlbPkPySOEEqwbKrGRDR7bbbrvU2TO0DiZpkF5K05TRFve4BR5pYqoYgWwjVQkYbQ4dJKLrtfkjdL5cFto8cvtIYRCVq7ivyFrQOpCgl1Kkw1LvqPtHqmFn21/osFXSgwJT1ZJIglZ7LeI+0xjJvacYQ8kTKRyRNipy7USMjIxCIHmi72uOtE4i75hNLtEzSp5I7msvbYy2ShE3quZB3TC01of2SqREygjlnisUCoVCoVAIoJimKaOlTY6z4iNNAaXxyiIRlaz7i4GQ60oMRSRFOVtoTTSwvp9Ns1Y17YhlGGFq5vP7ShgQwxFp4Km1mG0erbWoKshiJMV0RbKFxJqKCVJSglyEYkWVBh7ps6i1rgBfsSBiu6699tpUwoDkyWWXXdYJStkXQ6950jyLadJaFat6B1zpkXWg/a79mCnkWg17l9M6TRG3jWJBsnEWOkj0+zqMs5VnpxE3pWwXHTTKcpSQ1f0jVcN1GOmw1TxISEv5lvIcySCUgq5xlMtDazmbPSflWYdExCWhcdb3tU6kFOkdIrWoNI9SsLWWNM/az9prkrkRF6Uyu6TYSXHU2SIFX10SVN3+lwEjSY2VBb2jrg/t50gM5gjlnisUCoVCoVAIoJimKaMVkxsX7BypmqogZPWqEoWpOkqiotdff/3B65dccsng9YhGLypZFosCcPUOoqrV4DNS1DDrehJTJfeZ2Dy5ExQYGqmwmw0yFsshVlT3j7ieso1cJRO0X+U2ybrrZb0rayvCVukdJJP0DGKaJE+0FxcsWNBlEz+U9KD9vN5666WyrsWaitX9dWC/62zL9jWVl2VoL5R7bhmiHSbjXGCRjuBym2hzafJF8+oZI66n7EGiw05Kid5B2S5y22RjpiICQkqJ5lnrRMqrKn7rHVVRPFIAU++oeZBCoGrY2fi+yF7Jln6QAZBtViuFI+KG1Z7PFrPVPGudSCGQ0hdpVqvfUOya9oLWshS7s88+OxWn+ZDAftdauuWWW1KdIHS2DRUhnSR7rpSmKaMJ2nHCNlLTRMGpCgSXgFJrCh2G2WC9yOLM+q4loLIlDXQ90mdKJQMkqGW5ah2IgdBhKqsuUrclq4BrHmQ9q32HFBodApFq2VkDQr+h9hpf//rX57V6fiQGMTtPWaVM8kDzrLiwCGREKRZV37/00ktTSpvk0X8F9vJGG200eP3cc89NJQxkCIVI/OEIFdNUKBQKhUKhEEAxTVNG86+PY5oifePEUogBkGU63xWAJ8lCmKtLQpadGq0qU0XzlO0IPo3mk1nXVdbFuNZaa6VLHmS6kkcbI8+nm1fPH7FexZrK5aDYNrlAFTMV6ZcpaC2JPVdvNzUlFgMh9l0Mh1jXCCOoQquKu5LMVGV5uXn1/X8LxLaJzdp8881TbloVTh46myYp0VJK05TRgpDH0c2RYLNI+mpmYcp9Jipc76CDTgGLkUBubWAJmGw1a7n/Ii4LHbh6BglJPaMOax0EmmcdNBGlJVI9PmNg6P5yG6ktUqTStfaTDAApFFJYFCcihSNSn0dKkWSCxkhGimReNukiEnIg95mUU8kUGdsycoSIu11Qgo3OLp2Nuv+QvKmSA4VCoVAoFApTRjFNU0ZLlx9nxUeKW6oSs4qQyXoWA5BlMGR9R2hcBT0qoFB0u+ZBmSCyLCNWS4SNyjA9mge5IFU0UWUhIsHwYtOUii4WRdaxGBAxmrKMI4kf6qelzCyxdWJVsy7ISANurUUxSWuvvfa8NvQVEyV5JCZqGsyv1nq216TWgc6FVQNMVHYt6R21F4b2s/b6TJTSNGWsttpqYydPrq9pNGYUzStBLt+7DjIpfSp1H3lH1UnSM2bdb6oI/t3vfrcTFMMgpUbKr8Yw26Q0e1BGnkHvKEEnIap51n5Vk1IZOBEFOxs/p/i/7GEbiQVRpqfGQAd6tmmxDnwZOJF0e8kklW7QWpZiqL0mpS1S8TvropTyqbIKeofI2RNBuecKhUKhUCgUAiimacpolt84F5nqlUTca3KLyGKRSyFrfateR8Rto2eU5SeLQ1aZxjAS4CtkmktOg+pWkLPmUXR9JFM0a73qHXRdmWkKLJXrLOK62mCDDQavX3nllSmWRPJERQu138WgRJgeBexLHojVlPtNzLXkTYTB0FqUC1CMn84FMZZy94vVXTXgntMz6HwU+51hDCfJEi2lacpo7q1xh26kvYYOZFV2VVqmBLmEpA5rZa5JgE2js7voco2BDgK5PCIbUIJYAkJumWw6v4SksqYiadhSrDQPWicSwtl0ejVhjWQQai3LdSV50cIFMoe5iqBGKoJrP2qta56FSGxZprRFJB5Ga1FuThmbmkcZklLasq1uIm5axRgKKj0xNMYav1n3meipCoVCoVAoFFZSFNM0ZTTLcZwVryDpiMUhC19MjlwiWatPlnGEaRLdrXsomF0sTZbFibidZBVpDDRPeka51zSPsjwjdH3WJaF3nO82KmLrIm4bvYOCZ8V6igGQC1IsSiQjWG5QZdTqHTSPYj2z6ywyBln3luSu9pLGUC7UbMhEhNkVGye5n8k0nYSNLKVpKSKSPReJg5jPVHYdNIrBkICJ9ONSHIYOfLk8JMAUT6SDTGnkka7jUlo0TxJQcplIQKmoYqSI6be//e3UYaR1oFgVuQPk6tZankZxS1Xszrph5V6TPInIG82D9pMMBLmu9I5ys0r5jZQc0DzKGNahrtAPuYqzxu4vA4aiSAPdIxI/N9fzVxmaK5TSdPTRR3ennHJKn27YDorWgPLYY4+dJZTbYB900EHdSSed1G+QXXfdtTvhhBNmLebWIPXVr3513xSwLbC99967v/dMDf+8887rDjzwwD5VuFXKPeyww7qXvOQlEz1v+81xh34kCFobXFZbtmO3DhJZplJ4Ium5UnokxCTItUF0kGnzynKNMIoqSdDWamYe9IzqOK4xuPDCCzshy2ZJqVEFYZWGkFKm/RxhIKSg6x31DNlWLzrsZd1PwxAUA6G6bFrrYmm0DiKGoOYpW29LcVd6Ro3RFltskTKAImtR+1UxUZm1frdq2PvNb36z23fffbtLLrmkO+uss3oLepdddpklUF//+td3p512WnfyySf3n2/Bi89+9rNnDcjTnva03uq66KKLuk996lPdJz/5ye6II46YJZzaZ3baaafu6quv7g444IDu5S9/ObuAFwqFQqFQWDmwysJsasFSRqMZG1vRlKPtt9++p9wa+/LZz362e85zntN/prFSzY108cUXd4997GO7r33ta93Tn/70XpkasU8nnnhid8ghh/T3a8xE+/+vfOUrs1wre+65Z58Oe8YZZ4QygZpF0pS7cVaDrMoIk5NlMETXZ5uYZvt5RdxnsgzF1il+QGMkBiHCMMhqyvZ6ElMl611jqOuao0hml8ZIjKTiMMTiqO+b9sqGG27YCSopoLWUZT1lYSuVPeLWEEuitaSK4M3DkHEtqS+bxjDimsq6z/QbGiMxgtmeoXdiL0WYZTGSYuu0F4Zi29o6fsITntDrEyphsdy758b5JUcDcMUVV/Ts08477zyrY3MTyCOlqf23Ve+d6a5rLrzmrmuuuNZduX1m5j1Gn2mM07iNPnOzj9Kn27OMiyeJuG2kdEjA6Dd0EGnzyH8vIR+p36N7SDGUe03xPhoDuf8iDTz1jLJl9AxSvjUGUlx1PaIwZIOQpYBnkx5UPkMKReQgUY2ibBsUHQA6TKV4RpqQ6zc0BqoErTFSyIIC0bVOItXv9YyS+zIQJBMVN6a4s5tuuil1rkRixxTzq3fUMwwZchEjb9FzdCsQmqbZlJjttttuUf+xtuDbAbK4NdEO99FmaP9d/LAf/V2faYf8kg7BFg/VmKXRH3ULLxQKhUKhsGJjhWKaWmxTc59dcMEFy/pRukMPPbQPGh+hKVdNcWoWwzirIVLsToHe2X5a2d51sq6VIRFp2Ksg5OaWzVj4CgAWTSyrL1LYUVS1GENZ+GIgdP9sCrSCcyNMUbb/nZIO9A5imvR8kcwyrTUF+GodSB5kA5AjBXslU7TWxLpKJmmvyQ2rtRwpbjnfxSn1fQVZS2aKBbpHoEm5gtG1DrRXtBeGrkcY0xVOadpvv/26008/vTv//PNnLYCW3dHcKY3inck2tQyrUeZH+++ll166xAysmZ9ZPCur/b1Rr0takG0ClzSJjeYbRyNGBIwEfbaybDbdXgeNNlckBkLP0DIhM4eZDqJsBmMkbmvElI6DFGwdRBpDZQTJXaDDNJIxpRYeUrClEGieleadzTyLxLoorkv7JWtkZTPbIiGxWkti6VXCY5JqznNZB5qjiHIvmaK1pixGyV0ZScqalkJzr8AcSDHRGOkZdf+h2niTlBxY7t1zbVM2henUU0/tzjnnnD8IcG2pkO2AOPvss2cxFe1g3Wabbfq/t/9ed911s3zrLROvKUSjtiTtMzPvMfrM6B6FQqFQKBRWbqy6IrjkWmbcP//zP/cWy8j6bJZy027bf/fZZ5/eVdbcIk0R2n///XtlpwWBN7QSBU05etGLXtQdd9xx/T1aDaZ275Gl9apXvar7wAc+0B188MHdy172sl5B+8IXvtBn1E2CRqOO0+ojFYIjweKZ78u1JKtQRRlVTTtikYhtU9DeJFTrXL4vqy9ShE2Uv5gk0fWyysQQaJ4UdBlhVSOu2sxaV0C/5kAuFbG2keKWekYh24tSrqkbb7wxzbKIzRLrqnWSTW7RPGqMIvtdzyCmQ6ypMgT1+0rQUQLQrwPrWAHzuoe8KBqDIS/J3aph74c+9KH+vzvuuOOsf//EJz6xqPDke97znn5A99hjj1nFLWf6W5trr2XLNWWqCdtW3PLtb3/7os80BqspSK3m0/HHH9+7AD/60Y/295oETYiMO3SVJRJZWHJpSDGTAFMchw5b0cyRxSkhlo3HURNS+ed1PRLLIjen/P+KUchmRenAF5UeOUylmGmtStBrnrUWs7FtkSzKaaSzZw4ixffJgIhkHenAl1Ik99hVV12VkidycUqmRopbbrXVVoPXFaer/ap2OpJZcu9prz0A7v5IyIDctOpCIENypakIHvGZtwX1wQ9+sP8zlO741a9+dfA+TTHTBhTaYTPumSMsiwSxrF8xRToMtbkkAGX1RZg0CbmsUqM1JaUrO4YRBVrPIJZEAkpKjX4/G6QdYSXnO2BfBoiUHu2FiEIhQS8FXPJA86h1KMUyIp8zh1nDD37wg3mNwxSDkS1RElGsJLfFdslIypZjzFYkj8yT9rvmIdta6m4T01QoFAqFQqGwPGC5Z5pWNDTLcJx1KJdKxCKQ/1wMgKwqfV/WgiymSCE4WYZ6BlldWfee5iASU7XZZpsNXm+JCxmXhaAszOwcRJiobCanYt8UzyOmSZS99lIEio+TPMg2etVaFZMltjASD6OQADFRkquaJzGS2Q4BEXZ63XXXTe0FPaP2Y7b8x88DcV1aq4LYLI3x0DtGykaMUErTlNGEyDjFQTEWERpUQlAtAVT5VUJcSpEOokitKrkk5D/XOGuDaAykcERiHOTGlICQ60jvqHUmF6NqUUXi9zQGWgei26Wgax3poJByPpTiHD3sdF1jkO1Or4QCuY0arr322lTLn9a1YT7LY2RLR0SakGfb1UQ6KcxnLSwpnquj2ndEbsqdLZmidTBkqE4yvuWeKxQKhUKhUAigmKYpozEA47T6SCC4mBjR4bJ+xSC0vn2ZDIZpQFaRMkVEdd9+++0p15TmqDWLFpQxpLWSbaibdcPKZRJxH8q601rVOhADIAYh2y8sUhlezKzctHJ9yf2WLXIa6TmWdTEqqyqbgai9IPY+4o7XftJekDzQXhFjKUZSY3Q/rJPIPGTZNs3DJZdcknIvjlBK05TR6PJxCzSyueQfVyNUUdnaXPILy2WSjZGIxDjoHaQUqXmlFE9R1fr9SEyT4nH0DFIYVH8n2zRZGU8NW265ZUopErTWtI5koMg1JsU1YoRI+dR+035V3TUpRTJwplGiQ0pTVsHXYS7lVx0KInFXUgiycZhSXJWJqjn674A7Ppv9pndUWMXQXpuktEe55wqFQqFQKBQCKKZpymgWwzgLN1L0UFaVNHpZ1wqOFcsijVwByJFeV7JMZVnKwtcYZXsgRQL+77rrrtQYiE6Wi1HzJKZJVLreL5KUkM3EFKMo6z3bmy6SVaXMLdWukXtNGYBiQLTXImygWEkxemLT5C6XzNHzaZ4j7LmCnLUWNY9y0+oZNc8KJ3gwCoRG3kHr4Oabb+4yGGKqIozpos+mnqKwxPYR41pIRNKwdRhmu5brGSQgtLlVPTcS56HPaPPpGaUw6LqUqkgBT7kMpJRI0GsdaZ1kW5BEFAYp6JoHKU3aK3KNSfFcY401Ut+PKI5S/LKFWvWMyniSkRdZ61Io5LqSzJI8kREkQzFiDGstKvvspptuSu2FbIah5MF/BDKGNc7ZGEU9w5DiGFF8Ryj3XKFQKBQKhUIAxTRNGc2tMs61EskoEhWtQG8xEMrsUgCyMI0sC42B7iHLVIHmegddjzBNYqvEIMitIiYoW8BT7IHcBRGXgJimbONmMZaaA7lhI/2s5F7L9hwTg5F1dUfac2Rrium6Mr+yzLGSGpTUEQkW128oSFouSslMrQMxWfcKZIZrrcsdrncQGzbECN6tGvauaGh09rhNqIMmIiQj3eMzC1NCVr7t7EEVeQa5DCQEpRBIgChGItJ7Tgq0nkGxMFpHcilI8dTzRZB1DenA1jrQO8ito/0cyZZVyQEp4LouhUVuGa31SNaRDlS9g/ar5kmuYsWJylUeiWHMyhQZOTr0dV3GthSWewRknmS/5jHbjWIoHGAS91wpTVNGE+TjhHmkged6662XYoKkVEmIympTdd9JytHPlSXRBlf8gL6vd1DAYiQIWlaR/PdSeiSgNM/ZNiqRwFDNs6qizzcjmD2IIgaOFC/tVzF6YiCk2EnhiCR2qGyBYlF0mEq5zrbT0V6IpNsLmmfJC8k0zWO2Ztl/BGKaFJ+ntZiVy0PKbcTAGaFimgqFQqFQKBQCKKZpymja7jgLUwxIhOqVRiyXhLRxZWnIohE7EEntlPWdzRiSxSIGQta1fPeRecxWMZZ1rMw1Ud1iWSJuG7FRckGKjdM6kPUut4wQWetyg4oRzDZezlaWj8g0MTnZeB7tBTH8+r7eMbLfJbPEVokpypZR0Rhor/wysN8l8yT3td8VNzY0TxH34gilNE0Z7TAZd6BEuqLrMNMGzQo5bT69g9xGkbiubOVYHRRyF0jAZVsiRAK5RXfrGaUYap1JiMstFHFF6zNy32Vr32S/r3UWCY6VYqjDUutELpFs5/lI0oOeUTJNMU0yYrJuVsm0SHyf5llyVeOcdXFKHklp+nmgDYmMCI2BlG+V75hWnaZyzxUKhUKhUCgEUEzTlNEsgnHuOQX7Rajq+W6oO0nq5XwUSYuwZXKbiEkS2yYXoyzPiNWiSs9iGMRiiAoXHS3rPctETcNloDRoWb9iOLROtFciQdJiBNXHUO47FZvVGG2yySapddyw5pprpsZZ7LQC7sWyaC8pqUIZxdOoii6ZIg9B1gWpvXqPgHtL+0HzqLNNSQ9Djdwj59IIpTRNGW2DjhPmkTLwUqxEQWbbb0gpk8sk2yQ14jZRNowEjMZYlWtFx0eqYQuRZq+Zg0LrQFS4lONIaYlsqxY16FSMgw5jHWQStBG3jVx8ekYdhop5kuIp953cTtOo4C93t2SK5IGyXVUCJbJXsxl2Un6lcOgd5d6Tcv77QMq+DLlsCRGdG0MyLxJOMEK55wqFQqFQKBQCKKZpymjZZ+Msp0hFcFmGsvBlvculIKp57bXXHrx+3XXXzWtxzojVJrZMLhExCPr9CMOgZ9A6UHab3GPZAGGts8gYyHJUtoxYFgW7i4EYovMjbmBVno/sh0myeubCAExS1G+uFf4l9+SCFAugquhai9rv2ouRmmSSGVpLYvSyddu0zvSOqwZCErTfdQ/JNJ1tQ6zuJHWaSmmaMtriGzf5Ef+/Fm+2hUi20nTWdx4R0tmUf7nfNIa6vw5jxURFYgiyDTglRG+55ZbU9yPNpwX9hlyI2bWmeZJrTAdhhPKX8qoYR8kLxdLoGddZZ510NWwpRdqvOrA1D3Kzai/KhapYmshakvtLCoUUEq11Ke/TMBQflIzbklIkpWpIMSqlaTntPRfxfWvhqGL4ZZddlhKi2UrS8ktHguH1jAos1eaSUiarb5KgwbkKKf2Ggld1GEqIS8gqiDoSw6E4CgkyKVVSPNdYY43UXpDSt9FGG3WClCLtBY2BlDLJG8VQRvZztuVOtrK7lB4ZmmL3I6Vk9BntZykEklmS21K+NYf/HdjvistSHKYYxUztuUjJhBEqpqlQKBQKhUIhgGKapoxmeY2zKrLxCdNgUWQR6P5y38lyjVSOlWWpZ5TVJRZGWVliIPT7ESjmSe45uYLlgtQYyfKNZBCKTdM8ay3Lcr3yyitTsThap5HyH2KOL7zwwnnt1yXXklwqkV6T2WrSui73ndg8vUO2n2eE9dQ9NM96RskszbPYuAcEqqJLLuoZ5UbVPA6dv1URfBmiCdJxwjRSA0mLVwG6ohkV1CjosBWNGxkDbVAdyFLssq0jFCsTURiyVZIVZCwhkHWvZdt3RFy5ipfRWlcguYSsfl97IRL3JZeCyi5oLcqlIbeQFJ5IyIHKlGgcNU96Ryld2XY5kWa1CxYsSO3Xiy66KFVPS/Okd9Beu0+gMrwMMZ0dcjHq3Bgag0lKvJR7rlAoFAqFQiGAYpqWYiB4xDUlBkEshrR5adTS5mVRiEKdJOBuvqrbynpWgG+2N13kHqLrZX0r8DTbzFbWvVxjkSDliOsnw3bJ/XbxxRcPXt9pp50Gr5999tmd8OhHPzrFwogNk/WtpAqt5UgvyWwQtNZqtqCv9rtYVcnMyH7WPM53BX+x8yr4+4tApqjcqNkm5ApJ2GKLLVKNp0copWnKaHT5OMo8QmEqxiBbH0cLb5LFMx/pwREXpeJ5JIQlJCUgVF1X7oiGDTbYIHXQtHpgmXlW5li2oW9krWucNAaPetSjUq5guba0Dq6//vq0gaB4G8XCZDO7tJfktom4oocOq8iBrbIHmkdlbSlTVGs5ojjqHaVUrbXWWql3zJ4b2ks/D6x1zZNCBhSaorPn1ltvHXutKoIXCoVCoVAoTBnFNC3FQPAIZNWIAZBFIYtFGQzK0hBLFGGa5JZRVlKkuGSm1pUYjkjBv2xGjyw/fV/rSEHUYvMiCQdiUQSxomIU5YLUGIrNU/++hquvvjo1D9msJ0FMU2QO1XNT+1VrXbWkNE/ai1onYo0j7/i1r30txWrK1awx1F6Se3CVgCtdzLK6TajnqJimodCXSAbkCKU0TRnN/z7OBx+hMLXBFZOkw0xKleh8tUnR80faqEjpkEtCNHC2cKRcY5GWAhpnvYO+L9eSlFfNgQ7LSOX3bPyc1kG2EazGSPFAiluLfEbjrLZHGgPFgWiMZIRNYz/ruuZJ7jONsQwMKefTaAEipUWHvtaB5IXk9neguEbuobNF7yAX29Bei+zVEco9VygUCoVCoRBAMU1Txve+972xbI6CbyMBeSq8KCbqxhtvHLy++uqrp7T5HXbYYfD6tdde2803xCSJilbgqawqWZURNkrjLLpfveWydL7Yg0iAsCx4MX6qryO3ULbxszJdI/2sxLbJ+tYYyE2qvaAA4wh7Lnf2Ix7xiMHr55577uB1hUOIqWoyewiTuG7m6poSC6N50lpUdp2uSx6si+bWEcZPaynb1HhIZur9Z6KUpimjTew4F5UEUCSmSErVIx/5yBQd/5SnPCV1GP7TP/1TOqtK0GGkDa7NqywO3V++98hvSMjKpaB0fimvOoy1TiNKk2LTdA/FeWiv6DCV60vZPJGYJrldtF8U86RMT0HvEMkUldzbcMMNU/tdiqHcqBojGShSuiLzJAVfCsXGG2+ckklys0pxvOCCCzpBa1kuMhmSyjwfckFWTFMCH/zgB7t3vvOdvcDcdNNNu/e///3dVlttFf5+E4LjWIRINWyxJArM3HnnnVOC/vjjj08xWRIOkTGQgFDQoSxPjeHnPve51P233HLLTrjmmmu6DLJ1VTRPW2+99eD1r3zlK+lg/GwatpQiMRi33357iq3LNvSNMAg6aHRQ6Bk1xhqDSPNq1ezSO2i/67AVO69A8CzLE4lBVCyolNOhdPpp1HWTzPzjQG06KW5i6KX8irkeYqoiNRRHqJimGfj85z/fHXjggd1b3/rWvi9VU5p23XVXTkahUCgUCoW7P4ppmoF3v/vd3Ste8YrupS99af/3E088sbeoP/7xj3dvetObQvdovt1x1mHEPSfLT5bdqaeemopZEtWsrKjHPvaxg9fPP//8br4zyzKpp5GMIbnGloblKZeErDrF0vzzP/9zig2MMGmaRzEEiqNQs9tsPy6NoeY4st9lAYvRy/Zd0xhFegzKFa13UPV5MXpiFLMlCSKxawoJ0FpSzI3ur5gpvaNk4uo4V6bRt1QyR4zm0PcnyZ4rpWmGMnLFFVd0hx566Cyh19xdS2qn0ITJTIEyWlSt+u24QzUSbHbSSScNXm/MV4bGzbZhUQxGJhgv6sLTM8qlsdlmm81rEHUkDVtCLlLPKuOakpCWW0d40pOexM+oCalajMgI2W233Qavn3HGGal1JoUjsta33377lGtI7nYlHCjYXbFxkVgQ/Yb24+WXX54yUiRP5KqWTIvE78mlr9gxJUUowUeV36V4Sim6f6Be1zbbbJNSzOS+e/zjHz/ns7HJu6OOOqqLoJSmGf7OtrAXn5j29yUF6R199NHd2972tomEXERpkhDSYZapVTGNtgyyBiJCVkJOz6gx0DPIutb3IxlF2WfMjoGsuuwYRZSu7FrXOGfjebLrIMLCZN9xvteJrkdiQfQOOiz1fT1jthCs3nESlmK+3lFrdZKYnfnoZRkxuPWOGiMZGEN7bXTvyFyW0jRHNEaqxT/NpJAXLFjQ/ykUCoVCobBioSlecieX0jSjHUHThBen/NvflxRb0VijmcxR8xk3+q/RoNnu7IW5o1mtrexCm4tsm47CdFBzsnyi5mX5RM3L0kdjmJrCJHd0QylNM3y6LR7p7LPPXhQL0QJV29/322+/EH2pOJLC0kMTNiVwli/UnCyfqHlZPlHzsnQhhmmEUppmoLnb9t57777OTqvN9N73vrf3dY6y6QqFQqFQKKy8KKVpBp7//Of3hdaOOOKIvrhly+poGTaRthiFQqFQKBTu3iilaTE0V1zEHVdYPtHizFpx0kl6CRXmFzUnyydqXpZP1Lws31hl4TTyJQuFQqFQKBTu5qg2KoVCoVAoFAoBlNJUKBQKhUKhEEApTYVCoVAoFAoBlNJUKBQKhUKhEEApTYUVDh/84Ae7NdZYo+/ttfXWW3eXXnrp2M/ecMMN3R577NF/vlVqb7W3Cst2Tj7ykY/0zTVbQ9v2pzXFHvp8YenMyymnnNLXqGvNnFvT61Zy5R/+4R+W6vOuLJhkXhZv6N7kmJpRF+YPpTQVVih8/vOf74uQtpTcK6+8stt00027XXfdtfvxj388tgnkWmut1R1zzDFLbIdTWPpzct5553V77bVXd+6553YXX3xx3zJil1126fs3FpbdvPz5n/9595a3vKWfk2uvvbYv6tv+fP3rX1/qz353xqTzMsJdd93VveENb+gNjsIyRCs5UCisKNhqq60W7rvvvov+/rvf/W7hwx72sIVHH300v7v66qsvfM973jPPT7jyITMnDb/97W8X3u9+91v4qU99ah6fcuVDdl4aNt9884WHHXbYPD3hyom5zEvbI9tuu+3Cj370owv33nvvhc961rOW0tMWFkcxTYUVBr/+9a+7K664onfnzOz51/7erOPCijknjQ38zW9+0zMdheVjXlr5vtZ385Zbbum23377eX7alQdznZe3v/3t3UMe8pBun332WUpPWhiHqgheWGHwk5/8pPvd7373B21t2t9vvvnmZfZcKzOmMSeHHHJI31185kFSWDbz8tOf/rR7+MMf3v3qV7/q7nGPe3QnnHBC96QnPWkpPPHKgbnMywUXXNB97GMf666++uql9JSFIZTSVCgUlhlarFkLbm1xTi0otrBscb/73a8/nP/3f/+3Z5pa7E2LCdxxxx2X9aOtlPif//mf7kUvelGfPPGgBz1oWT9OoZSmwoqEJjSa9fujH/1o1r+3v1eQ94o3J3/3d3/XK03f+MY3uk022WSen3TlwlznpbmK1l577f7/W/bcTTfd1B199NGlNC2jebnjjjv6APBnPOMZi/7t97//ff/fVVddtXefPupRj1oKT14YoWKaCisM7nnPe3ZbbLFFbwHPFCDt79tss80yfbaVFXOdk+OOO6476qijujPOOKNPcy8sn3ulfae56grLZl7WX3/97rrrruvZv9GfZz7zmd1OO+3U/3/LPC0sXRTTVFih0NwFe++9d3/QbrXVVn3dpZ///Od9anTDi1/84j4mo1nHo8DLG2+8cdH/t7T2Jmzue9/7LrKoC0t3To499tjuiCOO6D772c/2tWr+7d/+rf/3NiftT2HZzEv7b/tsYy6aovTVr361r9P0oQ99aBm/yco7L81lvdFGG836fquj1bD4vxeWDkppKqxQeP7zn9/9+7//e3/otsO2uRAaWzEKrPze977XuxhG+OEPf9htvvnms1xC7c8OO+zQx9EUlv6ctEO4KbDPec5zZt2n1a058sgjl/rz310x6by0g/s1r3lN94Mf/KC7173u1bMc//iP/9jfp7Ds5qWwfGGVVndgWT9EoVAoFAqFwvKOUmcLhUKhUCgUAiilqVAoFAqFQiGAUpoKhUKhUCgUAiilqVAoFAqFQiGAUpoKhUKhUCgUAiilqVAoFAqFQiGAUpoKhUKhUCgUAiilqVAoFAqFQiGAUpoKhcIKi5e85CXdbrvttsx+v3Wg/9u//dul8ltvetObuv3333+p/FahUFgyqiJ4oVBYLrHKKqsMXm9tV17/+td3TYSN+nEtTVxzzTXdE57whO673/3uUumZ95Of/KRba621+t6J7b+FQmHpo5SmQqGwXGLUyLfh85//fN+r65Zbbln0b8u6we/LX/7ybtVVV+1OPPHEpfabz33uc/smx+985zuX2m8WCoX/H+WeKxQKyyUe+tCHLvrzgAc8oGeeZv5bU5gWd8/tuOOOvQvrgAMO6B74wAf2TVA/8pGPLOoif7/73a9be+21u6997Wuzfuv666/vnvKUp/T3bN9pbrfG7IzD7373u+6f/umfumc84xmz/v2EE07o1llnnb47fbvPzKbEv//97/vO9WuuuWbfEHfTTTft7zETN9xwQ/f0pz+9u//9798/6+Mf//jujjvuWHS9/d5JJ52UGtdCoTB3lNJUKBTuVvjUpz7VPehBD+ouvfTSXoF69atf3TM02267bXfllVd2u+yyS68U/eIXv+g//9///d+9m23zzTfvLr/88r7j/I9+9KPuec973tjfuPbaa7uf/vSn3ZZbbrno39p3X/va13Zvf/vbe0as3Wf77bdfdL0pTJ/+9Kd7ZqopR821+Fd/9VfdN7/5zf76v/zLv/Sf/5M/+ZPunHPO6a644oruZS97Wffb3/520T222mqr7gc/+EF31113zdPoFQqFQTT3XKFQKCzP+MQnPrHwAQ94wB/8+957773wWc961qK/77DDDgsf97jHLfr7b3/724X3uc99Fr7oRS9a9G//+q//2kISFl588cX934866qiFu+yyy6z7fv/73+8/c8sttyzxeU499dSF97jHPRb+/ve/X/RvX/ziFxfe//73X/izn/3sDz7/y1/+cuG9733vhRdddNGsf99nn30W7rXXXv3/H3rooQvXXHPNhb/+9a/HjsNPf/rT/rnOO++8sZ8pFArzh1WHVapCoVBYsbDJJpss+v973OMe3V/8xV90G2+88aJ/a26zhh//+MeLArrPPffcJcZHNdfYuuuu+wf//n//9389IzQzWP1JT3pSt/rqq/dB2k9+8pP7P7vvvnt373vfu7v99tt7Zqt9ZiZ+/etf9wxXQwvwbu64P/7jPx77bs2t1zBiyQqFwtJFKU2FQuFuhcWVjqbYzPy3kaLTYowa/vd//7ePFTr22GP/4F5/+Zd/ucTfaO6/prg0peee97xn/28tBqm5/84777zuzDPP7APXjzzyyO6yyy7rf6PhK1/5Svfwhz981r2a8jVTIRrCf/7nf/b/ffCDH8zPFgqF6aOUpkKhsFLj0Y9+dPfFL36xz0pr2XARbLbZZv1/b7zxxkX/39C+v/POO/d/WkmEVgqhxSc1hqkpR9/73ve6HXbYYSxD1uKxfvOb34xlm1rAeru24YYbzuldC4VCDhUIXigUVmrsu+++PYOz11579axQc8l9/etf77PtWpbcktCYnqZsXXDBBYv+7fTTT+/e97739W62VrupBX03Nmu99dbrWag3vOENffB3U4zabzRW6v3vf3//94b99tuv+9nPftbtueeefVD5bbfd1v3DP/zDrDIL3/rWt3oXXoSVKhQK00cpTYVCYaXGwx72sO7CCy/sFaSWWdfin1rJgsYS/dEf/dFgnabPfOYzi/7ePn/KKaf0mXgbbLBBnyX3uc99bhErdNRRR3WHH354n0XXrreYp+auayUIGlrsVWOlmiuvsVFbbLFFXy5hJuvUyg284hWvmNfxKBQK41HFLQuFQmEOaMHgjUVqhTe32Wabef+9VlvqoIMO6ssdRN2IhUJhuiimqVAoFOaA5iJrLrihIpjTRCvQ+YlPfKIUpkJhGaKYpkKhUCgUCoUAimkqFAqFQqFQCKCUpkKhUCgUCoUASmkqFAqFQqFQCKCUpkKhUCgUCoUASmkqFAqFQqFQCKCUpkKhUCgUCoUASmkqFAqFQqFQCKCUpkKhUCgUCoUASmkqFAqFQqFQ6Iz/DxyO9KJnQj5EAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"spec = Spectrogram.from_audio(audio_object.trim(1.7, 2.2))\n",
"spec.plot()"
]
},
{
"cell_type": "markdown",
"id": "7046c8f3-38ce-4ee6-a637-c162f2cca07c",
"metadata": {},
"source": [
"### Bandpass spectrogram"
]
},
{
"cell_type": "markdown",
"id": "cbea9e8b-26cf-4194-9160-737144205d0f",
"metadata": {},
"source": [
"Spectrograms can be trimmed in frequency using `bandpass()`. This simply subsets the Spectrogram array rather than performing an audio-domain filter.\n",
"\n",
"For instance, the vocalization zoomed in on above is the song of a Black-and-white Warbler (*Mniotilta varia*), one of the highest-frequency bird songs in our area. Set its approximate frequency range."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "89f7d869-bc4a-4bda-9130-e168274703e5",
"metadata": {},
"outputs": [],
"source": [
"baww_low_freq = 5500\n",
"baww_high_freq = 9500"
]
},
{
"cell_type": "markdown",
"id": "61c935dc-0bc4-41f8-bce1-b44189310a38",
"metadata": {},
"source": [
"Bandpass the above time-trimmed spectrogram in frequency as well to limit the spectrogram view to the vocalization of interest."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "9abc022a-6d95-4a0e-96eb-2dd1a2313c49",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"spec_bandpassed = spec_trimmed.bandpass(baww_low_freq, baww_high_freq)\n",
"spec_bandpassed.plot()"
]
},
{
"cell_type": "markdown",
"id": "5ee683bf-7350-4217-86e3-9c73cd767a3f",
"metadata": {},
"source": [
"Unlike trimming in time, you cannot create the same bandpassed spectrogram by modifying the audio, although you can bandpass audio:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6699acc4-e06b-42d7-bb60-9569754759d7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Lt99+mxkwYECmWbNmmebNm2eOOeaYzA8//FDqd6ZOnZrZbbfdMk2aNMlssMEGmREjRqx0Lg8//HBmyy23zDRu3Diz1VZbZZ5++umCrmXBggXx3OwvAAAA1A4K6b9rTJ6m2g55mgAAAGofdTZPEwAAAEB1gWgCAAAAcIBoAgAAAHCAaAIAAABwgGgCAAAAcIBoAgAAAHCAaAIAAABwgGgCAAAAcIBoAgAAAHCAaAIAAABwgGgCAAAAcIBoAgAAAHCAaAIAAABwgGgCAAAAcIBoAgAAAHCAaAIAAABwgGgCAAAAcIBoAgAAAHCAaAIAAABwgGgCAAAAcIBoAgAAAHCAaAIAAABwgGgCAAAAcIBoAgAAAHCAaAIAAABwgGgCAAAAcIBoAgAAAHCAaAIAAABwgGgCAAAAcIBoAgAAAHCAaAIAAABwgGgCAAAAcIBoAgAAAHCAaAIAAABwgGgCAAAAqArRNGvWrHDvvfeGK664IgwZMiRcd911Yfz48WHRokWFHiq88sorYb/99gvt2rULDRo0CI8//nip7ZlMJgwbNiz86le/CmussUbo3bt3+Oijj0rt891334UjjjgiNG/ePKyzzjph0KBB4ccffyy1z3vvvRd233330LRp07DRRhuFkSNHrnQujzzySOjUqVPcZ5tttgnPPPNMwdcDAAAAdRe3aLrvvvvCTjvtFDbbbLMwePDgKHBeffXV8Le//S3svffeoU2bNuGUU04Jn332mfvHf/rpp9C1a9dwyy23lLvdxM1NN90URo0aFd58882w1lprhb59+5YSaCaYpk+fHl544YXw1FNPRSF2wgkn5LYvXLgw9OnTJ3To0CFMnjw5XHPNNeHSSy8Nt99+e26fCRMmhAEDBkTB9e6774Z+/frF17Rp09zXAgAAAHWcjINu3bpldtppp8wtt9yS+fzzz1favmjRosz48eMzJ554YmbdddfNPPzww5lCsVMZPXp07v2KFSsybdu2zVxzzTW5z+bPn59p0qRJ5oEHHojvP/jgg/i9t956K7fPs88+m2nQoEHmyy+/jO9vvfXWTMuWLTOLFy/O7TN48OBMx44dc+8PPfTQzD777FPqfHr06BGvx8uCBQviudhfAAAAqB0U0n+7LE0jRoyIlh6zJJl7qyxNmjQJv/71r6NFaMaMGWHTTTdNFnPmBpwzZ050yWVp0aJF6NGjR5g4cWJ8b3/NJde9e/fcPrZ/w4YN4/lm9+nVq1do3Lhxbh+zVs2cOTN8//33uX1K/k52n+zvlMfixYujFavkCwAAAOouLtFkAsJL69atww477BBSMcFkmNuvJPY+u83+rr/++qW2N2rUKLRq1arUPuUdo+RvVLRPdnt5DB8+PIq47Ks8MQkAAAD1OBD8N7/5TbjssstW+tysNratvmBB8AsWLMi9Zs+eXd2nBAAAAFVIo0K/8NJLL4X3338/BkxbcLgFZxtLliwJL7/8ctFOrG3btvHv3Llz4+y5LPa+W7duuX3mzZtX6nvLli2LM+qy37e/9p2SZN+rfbLby8NckvYCAACA+kGl8jS9+OKL0XW18847h08//bT4ZxVC2GSTTaJoGTt2bO4zixuyWKWePXvG9/Z3/vz5cVZclnHjxoUVK1bE2KfsPjajbunSpbl9bKZdx44dQ8uWLXP7lPyd7D7Z3wEAAAColGgyy49ZlSyf0Y477hitT5XB8ilNmTIlvrLB3/b/zz//POZtOuuss8KVV14ZnnjiiWjdOuqoo2JOJ0sHYHTu3DmmOzj++OPDpEmTwuuvvx5OO+200L9//7ifcfjhh8cgcEsnYKkJHnrooXDjjTeGc845J3ceZ555ZhgzZky49tprYyC7pSR4++2347EAAAAAIoVOzWvYsGFm7ty5ufdXXHFFTAMwbNiwuK0QLE2BnULZ18CBA3NpB4YOHZpp06ZN/I299torM3PmzFLH+PbbbzMDBgzINGvWLNO8efPMMccck/nhhx9K7TN16tTMbrvtFo+xwQYbZEaMGLHSuViahC233DLTuHHjzFZbbZV5+umnC7qWupJyYNmyZXlfUDtYvnx53hf8/+1LvteqYMmSJXlfdYH6cI11/R7W9X5hQQH9dwP7pxD9aNP5y85ae/TRR8PAgQPDL7/8EpYvX14v5ai5Dm0WncVYWXbyiu6dYvXVVw/ViUqdUNG1efEUN7MypqDK4GqrrZZ3u6WTyIfN0Ew9f3UfVFlJvUcWg5iPkik6qouff/457/Y111wz6fjqGaTeY2+C33xkY0arqqyXDFuoTHukzt+wVRZSzjG1rJZdIaLQ56yewQ8//BAUqqxaLG7Kc2rWrFmoStTvN3DUFdVuKtQ9UtvzlcNs/22TulQfV/BVmAtt3XXXLfXZwQcfHGOESsYWAQAAANQlChZNthxJeWy99dbxVd8xRV6RKvcobTWyU5YgNapTqFGdWRPzoa7Rcw/UOobqGpUFQY1IlJVH3QPPqC+bWLUibNSTYmFQ99kmS6Rco60FmTK691gY1DmmWknU8dX2YlgDVVlWVgxV1pWVRD1nVc7U94thEUxt81Itiur7Huu5sl6r7eocVZuZ2uapa1xN1GUPqs1S56DKSb72wmMtLFg0HXTQQa79HnvssVCfsYa2osb2v//9r/x+agOgtquOQFUuJapU5fF0JOocUzsS1cCojkbhWbxadTbqHJRLQokyZYK2tB0pjazHTa/KmrpG9X2Fci2plCKqLHsGMOoa1HNU5US5OAuMzqhUfVb3WZUVdR+VQM/Okq7s99U9tFUpFKluVPWc1PGVoFC/b26ryhhTCmkz1Dl+/fXXSdeQT5SpAVip43h3LDvyvf/++8N+++0X1l57bfePAQAAANRWCg4Ez2JiaerUqUVZZ64u4Akk++ijj+Rx1KhKjUxTg1dTR9f5EoJ6zaDKmmW5ufJRNuau0FGZGnmqkaUnmF9dgxo1KWuWuodq1KdcjMpS5bGyKCuKclkoF6Ea0KmRq3IrpVo0PfXt22+/TXoO6h6UTQ5caFn2WBSVpWaDDTZIKqv5lrvKLu2VD0txk9KeeFDtpipr33zzTZWGZai6pp6hh/XWWy/Jw6DKqrqH+SzX1i916dKlagLBIT9fffVVhcLAM/NMiaJU91pqrIsSFKoT8Pi+VUOtrlF1NEoQqHugOkPP4s3qOahGqqpn+KmYKiUYPLEuCnWN6jmpa0gVlur8PLNllVtAdQSqPiq3SqooKrv2Z3l88sknSb+hxK2qz0oUqXKgzk9933Of1WBS1WfV7ioXZWqS6u/FAMhzjap/VKJLieey68tWdmZfpZJbAgAAANQ3sDQVGRuVVDQyKbu+XXlsuOGGSSNHZY5Xo19l4VBWHjWaaNWqVfCktUixkqRa29Q9VPfIY2FIHZmqkaWyQKhRmypn6jkrl4vHIphvZOipT6kWBGUtU8dX7kOP5VUFeitLlSqr6veVa0pNGPDUp1SLn7JEqe+nzgT1xPWmBuyrYHp1Deo5KYvhhx9+mDxj+IfEvkG16+r7+e5xIe5Ht2iypUzKmsZtvbZp06aV+nz//fcP9RlrhCpqiDyuqdTZLqpyqXNQM5aUCTU1GZ/nHFPdd0o0Kfeb+n3PbBolGJQoUttVOVENmOoo1D3+4osvQlUnzFPblehR17jRRhsl3QMVh+Jxm6gOPzUGUR1fiWePW0OVRRXfp+J11D1QHboSHKquKjetp11UZUXdQ3UNqhxYWEnKc24hXOGe56jKgaorKizCln8rRlJpt2jKrvdWkhNPPHGlB1NfM4KXFD0VNUSeEUlq5lglulTlSrVgqAbEUz5sseaUkWlqwKBqwNQ98nSWqhFTDYgSZqqBUSNPJRzVPfSM3FRZVBYE1dCp+qbKqrJkqQGEJyWC6kiqWliq+qzixjp16hQUs2fPThokKaulmmCjypk6PyVYLIBYoZ6Dahfbt2+fVN9UfVcDBNUefO+IaVIDctVuF5JLqdBBlGfSRsGiSVUeAAAAgLoMMU1FxqxMFY2cPOs0KStGaiI4ZY5PncqeaqHwjCiUqVu5FFRaBDUiSl03znOfVFlRliZlQVDlSI2M1cjSE+OQumZYu3btqtQFqs5PPUPP+n2pM/CUC1Kdo3K7KKupZ/SvLILqGtTsN3UPVVJhZdlW1/jxxx+HVFRMkbIUpc74Ve45ZclqLyxhnjZF9S3K8qyOn8/yXEjmJZdoeuONN8LOO+/sOqDdXAvk3WqrrUJ9xDqTikzqnqmpKvBSPVz1fVXwVAOkgnNVR+XJvJoaY6AEgZpeqwSJEl2qAfJ02MpUnRo8W9XL+XhcU6kLeCphqdxzyu2jhKG6x557oK5B1RflVlGCQdXn1CzMnmOkLkejyqpqM9VzVq5yz+SWVNGj6nvqKgkqo3fZ2OXKTAhQ56jqqzIIKGGYLyVBIa4/V8t65JFHhr59+4ZHHnmkwkr+wQcfhD/96U9hs802Y+FeAAAAqHO4hnomiG677bZw8cUXh8MPPzxsueWW0TRuys9U+owZM6Ip/cADDwzPP/982GabbUJ9xUaXFY0OPaP/1OmvartS4xtvvHGSqVxdoycYXv2GCfMUU7KyRKlr+Oyzz5Lj/9TIUW1XLkh1DqnZrFXKAhWI7nXhVeU0bGUtU5Yw5X5TFlHPfVbB5uoaVDlRx1ezojwLMyuLm7Lcqt9InRGsrHmqLnqS2eabueWx1Kh2MzU5piqr6vutHNY21Sapc0idPZevHHlCZyq9jMrbb78dXnvttdhxmC/a3EHbbbdd2HPPPV03rq4vozJp0qQKOwOPOyI174oqWMpUrr6vtiu3knJLeczlqgFRjWSqO0CdnydLsooVUQ21mrWknoOKI1Fu2o4dOyab61Vnpzps5QZVcRYqg7By+yj3ng02FaosqjZViSJVVlU8j6pLntmwqiynpgBRnXFqdvzU1BWedjN12SQlPJWbNjW2zYMqy2q2aufOnZPSnOS7RnuG3bt3r5plVOzA9gIAAACoTzB7rsjY6LSi0ZlyKxVjnSY16krNNK0sYalrqnmOoUzRynWkrChqEWplRfGYetVzUBYA5cJMzfelMtOrUWExAv6VETx1zTE1CzPVveexvKfmDFNWEDXDUE16UPfQYz1X1jTVZqnJLaosK+u6es7K2qbKUTHybSlLlLJqqrALdX6p6zB67qOqC6q+qfYiX1n1TGjIHce9J7iwwl9RBZg+fbr8vmqELJ4sZWaY8q2nzggqRj4v1Ugq4aUaAFVBVAOgOhrPYrXqPithqERX6hIi6h6q5+xZdV3dA7VdXaN6jqkxScqMr1wmnvv0n//8J6ksqo4mNRmx6uw99U1tV7PXVGeptqfG86gBhsd1pFzRniW4UgZ6qr63bt06OX5vddFmqfuo2pwUd3sh9YAFewEAAAAcYGkqMjayq0gRe9a3USZKFfyaOntNqXXlElGjOk8guHJvVXWgtxrRqO0q900x1nZTFkM1w09ZOJQ1T5VlTzC8cpuoYPbUIOXUCQfq+CpI2/OclJVDuYaUhUHl50kNIPbU+UJmLlXm+KmuL2XR9CwhkjoDT1nbVJukympVL2nkQdUX9ZxUOcrXJnnCCSotmsxcrGI+6jM2y6Gih1sM/78qOKqhV4VfzdJQ56dElWeNH3WNSpipjkR1xlXtFvKIFhXLokSX6ihUI6EaUXUPPLNt1HNOjSlSHYWKfVN1SV2jJ9blyy+/TIpJUs9BuX1Ue6DaLE/aCNXhq7Ks3KBVPQBQ5aAY7nhVX9X6eJtvvnmSe0/dQxUysYaoq576kjqbVtWFfKLKE2tbadFkD2ePPfYIgwYNCocccogrdqE+YY1IRQ2Jx2+q1Laq4Oo3VAOUmr9Hjf49IxIVC/Lhhx/m3a7KpIoXUtegGklPPi5ljVIWR9VAqJGnKgfqGlRn6inrqpFUI3glTlMzSStRpu6RxwKh6pu6BlUfVcyTEjRK+CnR5TmGKqvq+6ouqOecanH0BBGrNkM9ZxUzlDqAUDPi1TV+KmJpPdZzVRdUm6XKQT7hWIi1s+CYpnfeeSdsu+224Zxzzomd24knnhhzEwEAAADUZQpObllSNT7xxBPh7rvvDmPGjImzuo499ti45Ioye9fl5JYmKiuyNHnWnlNWEGWhUFYSZYZUFg41clUzBFUMhWdEohbIVLMw1PGVqVlZODzWVzV6VRYANTJS1joV65Jq6fKsu1bV1jJ1j5WFQT1HNXr3jF6VBUK5UdUanyplgLLCqLrgcWsoS5G6B6qcqCSjqqyr+qzKocdFqTwI6hrffPPNpGtUyXDV+alytsIxa1pZy1RZUussqrCLfG2a1dWDDjqoapJb5r7YqFH8kX322SfceuutYciQIeG8886L688deuih4eqrr5bBqnURK7wVVUJPjIMy+Su/ruoIUkWTKvipcSrFCHpUlUeNE9Q1qLQPnhiHVNeReo6qEVRuFdVAKbeQJ0uyitdRzyl1uRxVFtX3lTD96KOPgkIFzKv6pvK6pS6no9ojz3NOXeZEbVdxYSpfVqq4VufnKSuqLKqA/NQM/yreSInv9RyGEtUuq7gpFfCfEt9XSCB7pVMO2HIqp5xyShRG1113XRRMVoFfeOGFOMPrgAMOqOyhAQAAAGocBVuaTCDdddddYebMmeH3v/99uPfee+Pf7IjEMhmby05lIK2r2KijIkWsrEQel4Aaeaa69xTKwqDO3xMkrUaOanSbmrhR3SN1D5SlbFXc59QZgur31cjYEwStRneprqvU9byUlUZZkpSZ3zN6VgH3qQs/q6SFCk/IgSorql1UVhB1j1R9VO49lZ3f44pWqVzMCJFizVLPUV1DqjVtLYcXRdVHFVah7mHKLMlCLE0Fi6bbbrstxi4dffTRFbrfzOR85513hvqIuRwqMvd6OhJV+FNneijft3LLqAZILUzpcV2phlhdo+rslEtEdaaqgSjGyu/KpaAqeepCsEqUpS5q7LmGVOGYmrldNcKpWds9Al89R5uUk7K8hhKeqrP05F1T91n9hmoPlItR1Ue1PXVZJ497LFW09OjRI+/2559/Psk1prbPE4M0T9+m6rtqc1S7nE+UeZ5hpUWTx09vD3jgwIGFHhoAAACgxlKwaDLXnM0W+MMf/lDq80ceeSSOzOq7WDILQkVWBBVk7RmVbbHFFnm3m9s0xQqjLEmpM8s8liZ1n9SIQmVZViNLZcFQ60gpa1sxRpapFkNlwVDHV9Y+jxtYjSzVyFQFp6rRr7pH6hmosu7JMlxIJuLKrBCgrKrK5aEWGfckck1FBVGrcqDKeuoKBB4rhZphl5qIderUqUmuMXV+ykXa2uHmVfVdWfSU5VZZXfPlkiokT1PBomn48OHhr3/9a7mV84QTTqj3oslmJVUkDNRD9WR+VfE+CuWWUZVXVS41K8uzwKcnFiTlHJXbJbUz9MRtqWOoBkaJFiUYVAOlZt8p0eeZJZm6HI7qCFRnpuIDVTlQs/+U8PS6clPKkboG5V5TdcUzayp1EW9V1lQsjBrkqLpWjLKu7qMSt6rdVO5+NVhVszCL8Yx/EsJExZYpN6yqC/nukScurdKiyVR9eUFlln9HKf76gImSijo0T9ZUVbmUolcFSxXu1CzNqStVe1L+q1gV1Qj++9//TrLmqRGPZ9SiKqkSNaqzU/dACVN1fur7HkuTsmoq0aFEl4rDUI2s+v6sWbOSlrbwPCf1HFJjopQlSbVHHtGn6oMqS0owpK6ikNLZejOCq7Y/dZCktiuLpLLOq7qwwLHOohLwKqu5+r66h/li4wqx+BaccsAU8XvvvVeueTB1JgYAAABATaVgS9OAAQPCGWecEZVtr1694mcvv/xyOPPMM0P//v1DfcfUbEWK1jMtM9VUrKbvKkWtLFVq1Kh83x5Lk5oto+6jckGqkaMnNUTqosTKkqRG36krgisLgrqH6jl67oFKfqtc1coCoWLjlKtbfV9ZutT5eyxBykqSWlZVe5CaONLjJk2N91HthbJMq/ZAnX8h8TCVbdNUe9GlS5ekspiayPVnR2Z4ZVT5z3/+U6VpF/Jdo2etzEqLpiuuuCKaGvfaa6/cg7QG9KijjgpXXXVVKCZ2IZdeemn45z//GQMWLYbAUh1cfPHFuQbTOvlLLrkk3HHHHdHcv+uuu8a0CCVdLGbmP/3008OTTz4ZG6mDDz443HjjjaUqq1nPTj311PDWW29FP73tf8EFFxR8znb8ihpCjwlTNSDKhKkaUWVOVw2E6oxVI+yJaVINhDJFq1gV1UCpytu+ffu82z3+8dQlOpS4VcvVvPvuu0luG/WcPZMeVCyIuo/qOabGnqk4ENVIe+IP1aQBdY9UR6LuoXKRqnLmydOkyrJqc1Sbps5R1bUZM2YkCVfPxA+1j2oX1aQF1beo+qxiIFPj+zxLuaiwDJUVXeWGzBeWUYh7rmDRZJX0oYceiuLJXHJWqbfZZhvXmmKFYkuxmAC655574to3lgDsmGOOiZXIrF3GyJEjw0033RT3sViroUOHhr59+8b8JNnKcsQRR8QbbtnK7ebYMSxo/f77788JkT59+oTevXuHUaNGhffffz/morIRiu0HAAAAUOkFe1cF++67bwwoLZko06xEJtTM+mSnbgr33HPPjcu4ZBW3fceykpu78MMPP4ymS7Mgde/ePe5jCwxbFnObVWHfN2F20UUXRWtWduR24YUXhscff1yOQspbsLciS4hnur0aFSlTcKrrSrnX1MhWWbKUpcyTvVYVWTUqUtOs1YSG1BmIxQjoVyNXVU7Uc1CjazWyLMb6e+oYyoWZOjpWdUGVdVWOPe52ZbFTbhF1jWpmmbIse2aKKmuUek5quwpSVnVBtbnKGrfpppsGhbKSqPZAWQyVdV3x+uuvJz2D7bffXv6Geg7Ky6JyRJqxpLK/b9bO7bbbrmoW7LUOwQTJ2LFjo0mvbGzDuHHjQrHYZZddwu233x7NarZIqlm2XnvttbiUS3b2inWAZiHKYsLFsqNOnDgxiib7axajrGAybH+r7LZy9IEHHhj3sfiskoLAHoBZuqxRK6+DskJUsiBlOyG7PxUVcM8sC2WqVmZa1eGrWBTlGlOzolLjCzwNhDJFK/ed8s+bpTGlM1fPyJOaQcX7KPGqZsOoRlo1cMqUXoyUA6oRVeVEbVcdvhIkSth68vekuqZUXUhZWsLzHIuRQkSJEhUflzqIUvVZXaPHtaOOoa5B3QPVt6jZtmq6v2qvFjoGw6qsq3KgypEZLCo72K3SPE0W8G2iaZ999glbb721q9JUFrP22MMwX6gVChMk//M//xPdbSUtBmU7cnuf3WZ/y+bAMGFgN7DkPmVHhdlj2rbyRJPlq7rsssuKer0AAABQcylYND344IPh4Ycfju6tqsZ+57777ouxRxbTNGXKlHDWWWdFk3N1J9EcMmRIOOecc3LvTdyZhcGEXUXuGWVG9pjL1QhfBcOpfB3KvadGC8qS5JlBqEbPymWh7oHKmq4sVcr9pvI8eYLNlUWvkLWSKuOSUBYOZdH0eP2VxU+5HNSATV2jGrkq15ZKCOjJlq0ssypXlbKWqXNItcYpy7RnFK/qmyqLynqurGmp7YmFgChU8kpVn5WlSLnrVTlQ+fXU+XVwxDQry/HkyZOTZ2rWyOSWZlL3JG0rBueff360NmVTGVjAubkdzMpjoinb6JqQKOnOsPfdunWL/7d9ys4MsBtkjVH2+/a3rBjJvq+oYbdCXF5BtgpeUSPg6UjUw0vNhZWa8E/Fcajvexb4VDFHqpFToks14qoBUaZyNbvO01mq31ANiLoHqpFVnbV6jh5XdGpWdNWZKnGrhKvqaJRg8NwDFfek2gN1jqqcqO8r4VmMFCKpZV3FnilxrKbjq9/3TLdXZUW1q6osqQGEOkc1SFPtwVdiMO7p/1RdUNtVm5RPlBXiMSs4uaUFXdt0/VURP24PuuxIxwpPtqLaTTRRY/FVJS0+FqvUs2fP+N7+mq+05A2zuCs7RnZlaNvnlVdeKdWI20y7jh07uqaTAgAAQN2n4NlzFjg9fvz4qL7NZVbW9PnYY48V7eQsJ9OLL74Y17qz37LcMpYCwNIBWJC2YX9HjBhRKuWA5VwqmXLgd7/7XbQcWTqBbMoBCwzPphywUbkJJEs7MHjw4DBt2rT4G9dff7075UB29pwFp1dkafLkaVLBcBZHlvJ9FdipAvpSLVGekakKEFajAjWqUyNfdY1q1OdZQkQFn6pqqdycqhyowYC6h8pa5xm5qWtQeY7UyFK5ZVRwqyqHytLlsUCo56wsw2qEr85RWZpUXfGEHKg2QZXVVLePKsvKiqLqs+c5K6unKmsq7EF9X+VhUm1a6nI9nr4ldR1ENXkm3zWY+9H61iqZPWcPz4TTquAvf/lLFEGnnHJKfOgWY3DiiSeGYcOG5faxBJTWgJu4scq32267xZQCJc3KFhd12mmnxYSc2eSWltupZMPy/PPPx+SWO+ywQ2wI7Dcqk6PJzqWiAuTxm6oHplxXqvKkJvxTBdPEaup0fNUQq0ZONZKqAVKVV60jpRpxzzWoYyhBoOJElMuhvKWSChHfnnugGnLlGlKxJkoUqeOruqSEryemSZW11JgjdY6p1+gZc6fOklTxNDbgTXHDqpAHVZc8CT6VKElNY6L6BXWP1GBWCZYljnug7mNquht1/HyxrIUsnF2j8zTVJrKWJrOGVfTwPPE86sGrRUKzsVwVMX369KT4AmXpUoHqHkuT6pBVI9i5c+ekEY8ShmrBX/UMPR2qOobqTFUDowSDivNQxy/GyHPbbbdNEq9KWKp7oDoKdf5qAFSM5W7Uc0i15qkAZtVZe85B3YPUa1SoLlBtL0ZMU6oVRuX7UvFA6vvFiG1bLNo8dZ9TJz3kE2Vm7LCMAB5LU8ExTdkGO+s2y44CzExciFoDAAAAqE0U7J6z2Wt77713nHJsyu63v/1tHBVbbJG9t7ih+owp8opUuSeoXFmS1IgldfSt1Lqarq9M3WrUWIyp5uoaVQxFqhXH44JUoyZl7lbb1TWokau6xtQZSZ6yrNx3ys2q0neoa1T1VY3OPeVAuWWKMUsxxTWmrCieNk3FBKmyotw2arsqZ2o2rirrnkWTVVlRqN9QHgLVXig3bOrsPc8+6hpT06zkq0tVmnLAkltaELVl5y7ZQVqc0/HHHx/qO1a4KipgKo7F05CrzK3KXJ5qKk8N2vRkXlWNXMpq1sWI61Ln5zFVK1N0IatuV/YcUjoSdXzP+SvXj+oMlQtTNbLKjetxMabmlUldzDbVtZUqGDw5ilRIgApmtwXUU1J8KHe/WuIkdYDiKesq75lqd1U5UKJN9SvqGTV2DIaVQFeuYpXXTdXXfHWtkPayYNH06quvhgkTJqx0kywo07OqNwAAAEBtpGDRZIqsPMVmpnBPAGxdx0zNFVlzPAGDatSkZgQpS45S1MoCogIClZlYuVw8IxJlLVMWPc+oKGXU6IntUyM/dQ9U+grl1kmdap46I8pQ7YUqi+o31PFVfVRWGHUPPPVdWSlUfVPfVy5MNdBVbhuP5VhN3FAWRVVXlJUmNWRAWXE8666p56DuQSFro1WmHKl7rMrZ+qJN9Fj0lPtOtXnKA2Dr1xbD9VewaLJcRjfccENcSDd7odZJXHLJJatkaZWajjWUFT18j2tLpaNXx1CVSxUONd0/tTP2TNZMFT2qw1eVU31f3UOPW0Y1QqqzUrEkqhFOzSCsBIXnHqiyosqycruosqzKYup0fJUSwTPbVD0ndQ8//vjjpPqs7lEx0qikZq9XA7F8naUnjlT9vnqGHtGi2hw1AFD3ILVfUeVwXUe+LuXiU2WpGAsnF4OCRdO1114b+vbtG7p06RKtCocffnj46KOP4k174IEHquYsAQAAAKqZgkWTrctlQeC2cK8lwDMr06BBg8IRRxwhR371AZsB4HFNVNb9pkZtylSsTM1qdJ9qaVJmao97K3V0rEa2aqFWFXConqHHTapGpuoeqXNUMwzV+SkXqccFqiw1ypqlRpZqFqZqr1JHvp4YT2UFUbNVVX1W9yjVCuRZC1O5TVSboWbfqe+re6Rmbak20bNosWqX1Tmo56CCpFPrUkqf5s1/pyz46hpUm5jP+u15hrl93XuW+YE//vGPlflqncca0ooaU48JU1XQ1JldqpFUZmJ1fqqBUp215z6pY6S6dTwJ+1L9+6kuCSU4VGeszPmqEVaCxDN7Tonf1AzCSvyq309NXulZ+V3F46iyrMSrqku2ZFRKglEVr+S5xk033TRpAKHaHCV+1cwx1VmruugZhCjRpH5DPafUuC3VHi131Hc1YFaDECXcVJuVL+yjSmOa7r333rzbjzrqqFCfsVFRRY29Z+SZKghUI6k6AvX7qmCriuFZf0/FwyjRozpT1YimTuP2xHmoSqqmWavnpO6BssapkWcx4gdU8KlqqNU9UvdAiVvVSKsBjKchVvVBlUU1ulZxJGq7Ep6eqdpKnKr7rESLsjQpga/KmbpHnTp1Cqlxmmp7apoV1W6re6zqapMirHah2lWVz0sNUvL1v4Uk5q5UnqayjacFjdoF242v76IJAAAA6iYFi6byFKcFgp988snh/PPPD/UdGzVVpKg9MV9qdKrM8coCoSwMasShUgqo7Z4RiboGNXJMXbRYjVzVPfIkRVTPUZ2jKkvK4meZ/VPcAcpi6VkPTF1jqkVPjb7V6F6Z+5WVyJNyQLmeVFlSFgA1zVtZsjwxSwo1ilfucGVRVNYw1SapuqLaA4+VInXh41QPwmabbZZUl1R784PDqqqsXeoYKvTEM4uxGFQqpqksW2yxRRgxYkSMc5oxY0aoz1iG3IrMzarye2KKVOVRQcjq+KkuD9VAeVZ+VwGDqrNSnbFqoFRH4VnRW6GEl+rQlQtTddhKmKp7qASJJ3ZNNeSqw1cNeWqsi3Knq3vscV2p+1TVokbFwqilaDz5g1QgtxoEqbqg7nPHjh2rNHbNE0SsXICqTVPthdquFhlPXTd2iaNNVOkv1EBLuUFVfF2+AUoh4QZp6wSUKTjK9wsAAABQWynY0vTEE0+sNGq3EeHNN98cdt1111DfsRF4RSNYT2JHhbIEqZkqXbt2TVonSs3yUEGdnpGpcjmkunVSzcDKZeK5RhWErKxtymKnFm5WI1/lRlWje88UZWXJUb+hzP3qOSpLk3qOyq3jGb2r0bWy7CorzVZbbZV3+/vvv59UTj0L0ar6mmrZVVbP1O+ruuBZrDZ1cWn1feXhUfdAWdNSV1EohuXXUhzlQ/Wv+doDjys9d5xQIP369VupwFhH/pvf/CYmvqzv5Fuw1/v9qlyQ95NPPklq4FTBVg2MihPx+P+VaFGNsDq+akSVC1LFqXhMyaqRUq6p1AV11TUqUeTJVaUaOdVRqFgWNYBIvQfKReqZiq7KSupSMmoQpK5BtSeeZZFSF7xNXVRYeUBS40Q9KHGr2jQlilLbTNVuK1HRUgzCjI022ijv9g8++KBK60q+2XWepXCS1p4DAAAAqG8UJRAc/g+zulU0e84TbJY6Y0jlwlAjEuVSSF2PyzPLQrlV1MgvNUBXub6KEQCsrBxqVJXq8lD3WD1H5Sb2rLOYeo3KkqRcycoloqy+NukjH55ktqn1UVlZ1D1WVhxV1zyzJJWFQbUJ6hpSF7NNfUbbb7+9PIay+KWGHKS6qlV9VZakJY5AcDWxQ/VdqhypQPN8XpoqTW55zjnnuPe97rrrQn3DfPwVVQBPygHV4SozomoEU03hqQu9eu5Batbz1EZUdXbqHnjcMuo3Uv3/qjNVjYQSXcrN61kuR5VlVVaU8FTHVy6J9u3bJ81IUp2EJ3ZNtQfqPiv3nXLPqZgmT1lX91kdIzVFiEp6mJoYUolvzzlMmjQp6TkoUaNczamDrBWOgaJq81QaFOVmVf1GMWKKKyWa3n333fiygpydymmNhzXyJRW3JzgOAAAAoLZQsGjab7/9ohntnnvuyalbs64cc8wxYffddw/nnntuqM+YmKzIVOlZnyc1/45S06kBvspcrwJDPbmqlJlWjWqUqVhdozq+MpV78raogHhLGJtiiUpdWkK5thQec31qcGohwZtVkStLrVnmsTSlLiWjJoao9kTlB1LuQc+kF/WcVEC/ukZlkVRlUQ3wVTn1WNtU26/qq3JFqzZLWU3V+ak2+WvHxA/Vpqn7rJJXbr755pU+x0LyNBUsmmyG3PPPP1+qMtv/r7zyytCnT596L5rMBFlRAVPTwD2iQpnjlWhSjZyqHEp0qY4otaPzdDTKNaWuwZPROx+e6avK1JzqmlLuN3WNqiNR56fusaejUA29En6pnamK81CizpP9XomSDTfcsEqTkKpnoLZ7OhslLtUxVHJMlZZBoeKylHj2DART22XVpqn6qkIWVHuhykFTx4xh1SZ07tw57/apU6cm1dd87XKVphywTq88xWafFRJMVVcxxV9RQ+XJXeM5foqlR1lB1FR4FYOhRo2eBk75vtWIQ1VwFQ+khGmqpcvTWaoON3XB3dRgetUAeqZpq/s4a9aspI4idTkcJbrUM/CU9dSlYNQ9UsJTdaZKEHjEsSJ1MVj1HFQ5UAMI9X3PpIfUOE11jUr4pVqSVN/eSlg0PfVVtYnKOp8S01TIQLngIfWBBx4YXXGPPfZYDICz16OPPhoGDRoUDjrooEIPBwAAAFArKNjSNGrUqHDeeeeFww8/PDeaNZVsoumaa64J9R0bNVVkafCoWRUHoUbHKt5GmVHVqEmtF6ayPHtmMKip3Mpcr1yA6h4p/7wafXtcFmr6rLLCqNG5svSocqB+X1kYPDFRym2jphCrNcXUNahZT+oepSbj85SladOmJZVlZaVRVlFlZSlGpmh1D1TMUJcuXfJuf+edd6o0zUsx1qJUFj81s0zVR1XX1Ow8ZX3/TrgwPZYk1aYpF6aypuUrZ1Ua02Sd9q233hoFUnbasXWknnwd9QEzY1bUWHsEg2rkVAVWixqqoEr1+0oUFaMzVZVHNbKpU09VR6FElSetgmpklLlcXaMqJ8pUrsS5cgN7FmaePXt2kkvgpZdeSirLKm1CajZudQ89cVlqKrgqiyoORJWDYrjnUoWVag9mzpyZNIBQokyVA1XXPB26EhQq7EG1Ocr9p4SfCttY15GTLDXtgWoz1T3MVw4KWbC40hGvZhGx1xZbbBEFU7FyIAAAAADURAq2NNnI6NBDDw3jx4+PoxSbRrjppptG95zNoqvv68/Z6NYza6aqRmXKvZc6i0NtV8dX1gXPyFAFgqv7r0YVKqhRjXzVjCePpUa5dtSoTU0lV6NrZUVR5nrPFGTlelIjeDW6VtegyoG6RzZgTHGpGMpCr2ZZpq4JpsqqssYVwzW15ZZbVuk6isr1otz5qTOKPcdQFj9lhVGz6xTKVZ1ixfHWZzVxIjXdTr42sZCEyAWLprPPPjveIMsbUXKK4GGHHRazhdd30WSxKhVVEI/LInXWkmogVGenGpDUxWo9DUz37t2TYp5SZ8OozlJ11p7nrFw3qcukKFO2ukcqtk01UGqBUc85KNR93mGHHZIEiypnqqPwLGKqBLpyiyh3t3Kvqeek7pHnGarnlJrbTdVXJVhUh6nKuid2TbW7arCs+gXVHhQSs1MZ4drSUdZV25+6WoV6DvmEaZXGNFmOpueee26lEYqNujwjKwAAAIDaSMGiyVR5eYrPRrYpbqm6grnHKrLWeLLnqlGNMuOqwFJlgVAjX6XIU3MgeTLHqpGhGvWo0bmytqmRs5rd55kZlpo3JdUdoEZtyv3myZKsZmIqF6Ny09pyTykjX5VhWFkcPeVAXYOFPqS0F541wfJRjNxyanKKyjWl2hwVJK3c6cqCoaxpHmubalOU1VLNtlWWKlVW1T1W328rcih5JhGpvkG1B6pNy1cXConJLlg02VIp9957b7jiiityJ2onM3LkyLDnnnuG+o41MhU1NJ6ORJlZ1cNV5nzVmSpBoYTf+++/n9QJeISXmgmiKrgShqqBUi4NJVyLkfFbNXIqCak6x9Tp+mqKs+c3VGJGFU+jyroqyyrepxgJPpXrKdXdneqOV89IpX3wpGZQZVUNgpQoUvcodaCoypkn5mjChAlJ7jl1D1S7q4Sn+v2fHDFBqs1RokfVd2W0ySeOCxlcFCyaTBzttdde4e23344XccEFF4Tp06dHC8brr78e6jvWyFXUIXoaUZUSQIkaVfjV1FBlwUjNAOxJV68Kv7oHypqmKp8Spuo5evzjqdlx1TWo+6yEpyqHqpx4UksowaCusVu3blWalkF1hsri6OlMVVlRHY3q8FVnoNoDVY489VnlAFLWLBVfp0SVusfK0qTqu6dNVBZF1R6ouC8l8FVZVeJZlbPFjjhO9RzUPVCDHPX9fM+pkH6t4EjMrbfeOvz73/8Ou+22WzjggAOiwrRM4GYKV+Z2AAAAgNpKQZYmU4p77713zAp+0UUXVd1Z1XJLU0UmdeXTLcYCmcrto9wqSq2rOA3ld/aYQdXIU6UtUOeoRhXKipK6EKxn1KR+Q5nD1VR1Zc1T90jFMChLlucaVFlRliR1fHUPVFlWVl2V/sNTVjxxkCnuPdWeqOfomTmmUNeYmmBTtSeqHCgrjyeWNzWkQKHOceONN076vrJENXLUd/Uc1D1Q5USV5XztgcdSVinRZGbK9957L6xKTGgMHjw4PPvss9EUbMGZd911V25aurlSLrnkknDHHXdEM+6uu+4abrvttlI5VMxdc/rpp4cnn3wyNrQHH3xwuPHGG0s9RLuuU089Nbz11luxktr+5nosFBMlFU3T9Szs2KFDh6SOJHVFbtWIK8GiYig8DYwyt5ulMyUeSNG1a9e829Vz9DSAqoKrDju1gVEdvhLXZmnOx6effhoUqW4XVdZVOVAxU8pFqfLKeAYIyr1l7VnKhAIlKFJFm6dNU6i0BqnZslVdSg0w9mTDVs9Z3QN1n5UgUZnhVSC5Or8G4h4VY3FqJWxU3Fi+9qIQ0VSwe+6Pf/xjuPPOO8OqwILbrNEwsWaiyQIKLQ9UycbUYqxuuummaP16880348Pt27dvqcbiiCOOiHFXL7zwQnjqqafCK6+8Ek444YRSKrpPnz5RsEyePDkuEXPppZeG22+/fZVcJwAAANR8Cg4EN7X497//Pbz44osxeVxZBXrdddcV7eSuvvrqOJPJLEtZNtlkk9z/zcp0ww03hIsvvjjGVxk2s8/cM48//njo379/TFA3ZsyYaEHKWqf+8pe/hN///vfhz3/+cxyl3HfffXHEZddlinurrbYKU6ZMiddSUlx5sBFBRaM3TyB4yesrD2XpU6MmFfSogjbVDECl9j0Bd8q1lBoQqEzJKt+YmqmirIUeK4W6z2rkp6wo6vfVyFVZeTz3QFliVH1JdXGqmabK9aQCvT1ZmpWLUa2rpuqrqgupKUQ8Vl31nFRZV5YmNXFDbVeup9RJG8VwEaqylLqQu/p+qpvYU9ZUWERqfc9nkSxk7bmCRZMtfbD99tuX6ybxmOgK4YknnohWoz/84Q/h5ZdfjtOYTznllHD88cfn8nuYCb13796lZu306NEjTJw4MYom+2suo5JZpm1/a6zMMnXggQfGfXr16lWqYNnvmmizDrI8N4GZ80qa9LIVzwp3RR2aZ0aRmmWhGinV0CvBoASBqrxKcKiUCsXIOZI6CyPVd+4x9VZ1FmMlilSeJZWjSMXrqI7Ik5ZACTNVn5R7T+UDU+WgGLPnbGJNVeYs88SapAhXz2K1ShAoUZPa5qXmD0xdhcEzmFXnqNo0NUhKdYGq9upXIm2ExxWsBlGpS/bkE65VkqfJRmVmBbE151YV9psWn2TLs/zpT3+K1qIzzjgjdqoDBw7MxRyUDfy199lt9rfsaMwaEptCWXKfshae7DFtW3mN7/Dhw8Nll11W5CsGAACAmopbNFlgtY0uswLE1pqzWCJP1tvKYsrTLERXXXVVfL/ddttFS5fFL5loqk6GDBkSxVzJkbW5Es2SUpGi9ZgA1awkpcbNtZhiIVCjazXLQlmJPIpeHUONygpZfLEyFgI1+vYEx6pkcyqBZmq+rdRnoMqJxzVVSPBlZVBlVV1DqkvDEwiuyopy36k8TmpihrIUqUSvnhmC6hjK6pmax0m1F6ocqjbZ064ry68qS7bWa8qix6qcqO2qPWnuqO/qHqhrULPPU2Y9FzJ5yC2aynZ2zzzzTLS2VCVm8uvSpUupz2yR4EcffbRUYTaXVknzoL3PJr6zfco2ntZQmOk/+337W9Ytln1fUYWxilheZcyX3NKTEdysaSmdZaoJMzVxo4rJUmZqTyOoOrvUqeyqkVQuRk9GcHUfUl1DKhmd5zmkdIRqhqPHfabKsmqo1YwlJUjU76tn4FkySLkx1SBDuV1UOVLfT13o1RM7pp6jqo+qvqkOUbnfVGfvCbtQZU0N1FTfoWarqhnB6vvKVf6RcCN7UAI+NS1DPnFeyEA7bZnxKsZmzpUNhLTGOBtkah20VaixY8eWaoQsVqlnz57xvf21TthmxWUZN25c7Dgt9im7j82oK9lA2Ew7WyLAs3ozAAAA1H3cliYLRCsbjFbswO+ynH322WGXXXaJ7rlDDz00TJo0KaYByKYCsN8/66yzwpVXXhndhyaihg4dGqPk+/Xrl7NMWUJOCx43t54Jo9NOOy0GiWej6Q8//PAYnzRo0KCYE8pcgJbH6frrry/4nE20VWTJUDNdPLNlVICuGl2rkasatakRkzJVKzO0R/WrkaHKTK9cCmpkqtwFKpjfM3JUbm91Dso1pQKEU3Mgedz26jl4Jg2klDVVzpTVVbkDPGVdtaGpMwjVPVRW3WKsr6faBOU+U2VRWfTUgsDK2qbaPI81TtWHN954I8nqqSyWqev/Kavqz47ldJQB4pNPPkmynqdYFAtZRqUg99zRRx+dK+D2IyeddNJKBe6xxx4LxWLHHXcMo0ePjvFDl19+eRRFlmLA8i5lsQSU1vhZagBrACzpnqUYKDmjwlIKmFCyNfOyyS0tHqukefX555+PyS0tjYK5wIYNG1ZwuoGsMKrI1OpxWagZRaryqAqcOnVUVR7l+vK4hZSZVhVwdZ+VYFDxA6qR92RJVrMUq3r1+tTUEKmuL09SQtWhq3ugOiqVvFLNSFKJXj2ztpRbRrmGVDlSdUndQ8/CywoVi6LKmnJ/qQGCKgepC8V6RJMSfqo+qfg6leJDCQ7lQlUZxVdz9CtK1KQm8FTPOV99LCTlQIOMc67dMccc4zpgyZxK9QlT+la5//Wvf1U4wjSrV1VnilbfVw25GnVZktCUyqlinrzT1VMa4dS8L6oR91hI1OhXddiqAUmN41CNsLKmeeK6lCUmNaZIZb9X6TFSF8P1WNtUWVTb1XNWna26x8pqq4SjRximLH/hqW9qu3qOqpx4ulBVXy3tTT4s32DKxBJVF1S7r+paU8dAMTXYXF2Dqq/5fj+7hq71r2pA6bY01VcxBAAAAGCkZT6DlciX3LIYozLlF1auJeW7VjMU1IhEWQ+UKb0YC3SmJuRTI1M1MvaY69U5KguCshAod4CyOKpRn7qHnlgXZbFT1ixlRVEuDzU6Tp155on5VOeYOtNTuaKV60xZBzyxLMpqqtoEVZ9SM4or672yPHhmRat2UdXH1DUClZtVxTypujZHuLo9FsMNN9wwqSynrD1XSHw2oqnI2IP1dBiVFQRK9KiHr1xfqnKqyq8aEM/ilql5kJQLUE2XV424Eq4e/7i6D+o+qgZENXIq5kg9Z9WZeoKglTBTriHlMlANuXKfqfNTbhkVb+QR6Ko+qw5fHV+5NNQ1erKee3I5pQgCJX5TM46re+yJ31PiUg1WVbC7KqvKvafugTq/xY6ca0q4qZAANRBU9S3fIK2QWN8anXIAAAAAoKaApanImNuiInOymoHgceEpl4VSzGpUlLoum9ruWatKnaOysqhRnbKCKGufSh3hSTCqLEFqZKlM0er4alFkNbpWI1OPi1Kdo3IdqXukrCDqGtTsPnV+HmubChBWZVl9X5VFZYlSdU2VI4+1zHOfUuqCssKoe6DaA09iRBlcLO6zzSSvynUalbVOZeueOnVqUKhgdWWh9wSbV9ZyXcjkI0RTkTHXUkWdgYqB8BQM1cAoUaLiC1KXQVGV31M4U5dFUN9XjbgyRatp4B5UI6rOQYkS5ZpSLsYUF7O3I1HnoFyU6h4q8a1mRanvq3vkWSxXxSypjiT1Hqr2ohiCR7milVslNcGwai9SZ3F6MlUrAa8EuqrPaiCnYt9UOVAZvzs7ZoYrga3qs1rcWmU1/+KLL4qScgD3HAAAAIADLE1FxkYMFY0qlAnVE5ipRk1qZKjM/coto6xl6vvKzFuM2TSpmerVqE+NmDwWRTWqUm5ONfr1WDlS7qEaOSuLpecclfstdZakshAoq6r6vnKdFSMAV11jqpVElUOPG9Yzwy7F0qTugboGVdZVm+upa8rFp9oD5QpW56jKsrK2qXs437FIuZoVrZ6zsgyrdjd1EfMsiKYiY4W3IhebEkTFyI6rXAqpjaz6fVU5PfE+ytSsXHyqgqcmBFSV07Pid2pDrxq51I4gdXkPT/yBugepKQPU8ZXbSM0IUnXBIyhUR6GeQ+osyFQ8z1ndh9QEnKosq7Kq2lx1jao9KcY1qHvkaXNSylmqi9WDGoipdl89h3zP0RNrmwXRVGRs5FbR6M0zIlGVJzVbthIkyhqmRs+p6315Cr/6jdQcSEr4qXvgmb6qGlFViVOD5T2WoJSO0BMTpe6zx2KXcg6qo/BYiqpyqZtilEV1Dp7p8vnwtGmFdEiVXY4mhdT0HB5UbJkSZsoiqARHal411eY2KkL8nhqkqAGGJ+1BMSCmCQAAAMABlqYqGLVUNHLxjFhSYwiUGVVZejzJJ1NGNJ4RidpHjVhS/fepcSbFQJWV1NQRqaTOrivWMarzHiiKYaFQdaGqs+Or3/e4ppSlKNUSVROekyK1zVCWKGVpUq5kFaep2txGRbA0qe2p1q587QHuuWrETP6pgcipGXir0uWRaupOdQt58DTk1d3ZpgZqK1bFfYaqp6rrayrFqCtVLZ7rAkowKNeUcg+mxoUtccSqpsbLpsaBpsZ9ZcE9BwAAAOAAS1MtszRBzXfLAKwqlCuatqhuoKwwaoKQCqJOncHY1DGLMjUQvKonBHhBNAEA1FIQRfWD1Oz3KhZWhQukLmGyKtJfrCpwzwEAAAA4wNIEAABQi0MO1ISB1Nm48H8gmgAAAGoxVT0bF/4P5CUAAACAA0QTAAAAgANEEwAAAIADRBMAAACAA0QTAAAAgANEEwAAAIADRBMAAACAA0QTAAAAgANEEwAAAIADRBMAAACAA0QTAAAAgANEEwAAAIADRBMAAACAA0QTAAAAgANEEwAAAIADRBMAAABAXRNNI0aMCA0aNAhnnXVW7rNFixaFU089NbRu3To0a9YsHHzwwWHu3Lmlvvf555+HffbZJ6y55pph/fXXD+eff35YtmxZqX1eeumlsP3224cmTZqEzTffPNx9992r7LoAAACg5lNrRNNbb70V/vrXv4Ztt9221Odnn312ePLJJ8MjjzwSXn755fDVV1+Fgw46KLd9+fLlUTAtWbIkTJgwIdxzzz1REA0bNiy3z6xZs+I+e+65Z5gyZUoUZccdd1x47rnnVuk1AgAAQM2lQSaTyYQazo8//hitQLfeemu48sorQ7du3cINN9wQFixYENZbb71w//33h0MOOSTuO2PGjNC5c+cwceLEsPPOO4dnn3027LvvvlFMtWnTJu4zatSoMHjw4PD111+Hxo0bx/8//fTTYdq0abnf7N+/f5g/f34YM2aM6xwXLlwYWrRoEc+pefPmVXQnAAAAoJgU0n/XCkuTud/MEtS7d+9Sn0+ePDksXbq01OedOnUK7du3j6LJsL/bbLNNTjAZffv2jTdp+vTpuX3KHtv2yR6jPBYvXhyPUfIFAAAAdZdGoYbz4IMPhnfeeSe658oyZ86caClaZ511Sn1uAsm2ZfcpKZiy27Pb8u1jQuiXX34Ja6yxxkq/PXz48HDZZZcV4QoBAACgNlCjLU2zZ88OZ555ZrjvvvtC06ZNQ01iyJAh0ZSXfdm5AgAAQN2lRosmc7/NmzcvxjM1atQovizY+6abbor/N2uQBXhb7FFJbPZc27Zt4//tb9nZdNn3ah/zbZZnZTJslp1tL/kCAACAukuNFk177bVXeP/99+OMtuyre/fu4Ygjjsj9f/XVVw9jx47NfWfmzJkxxUDPnj3je/trxzDxleWFF16IIqdLly65fUoeI7tP9hgAAAAANTqmae211w5bb711qc/WWmutmJMp+/mgQYPCOeecE1q1ahWF0Omnnx7Fjs2cM/r06RPF0ZFHHhlGjhwZ45cuvvjiGFxu1iLjpJNOCjfffHO44IILwrHHHhvGjRsXHn744TijDgAAAKDGiyYP119/fWjYsGFMamkz2mzWm6UmyLLaaquFp556Kpx88slRTJnoGjhwYLj88stz+2yyySZRIFnOpxtvvDFsuOGG4W9/+1s8FgAAAECtydNUGyBPEwAAQO2jzuVpAgAAAKhuEE0AAAAADhBNAAAAAA4QTQAAAAAOEE0AAAAADhBNAAAAAA4QTQAAAAAOEE0AAAAADhBNAAAAAA4QTQAAAAAOEE0AAAAADhBNAAAAAA4QTQAAAAAOEE0AAAAADhBNAAAAAA4QTQAAAAAOEE0AAAAADhBNAAAAAA4QTQAAAAAOEE0AAAAADhBNAAAAAA4QTQAAAAAOEE0AAAAADhBNAAAAAA4QTQAAAAAOEE0AAAAADhBNAAAAAA4QTQAAAAAOEE0AAAAADhBNAAAAAA4QTQAAAAAOEE0AAAAADhBNAAAAAA4QTQAAAAAOEE0AAAAAdUE0DR8+POy4445h7bXXDuuvv37o169fmDlzZql9Fi1aFE499dTQunXr0KxZs3DwwQeHuXPnltrn888/D/vss09Yc80143HOP//8sGzZslL7vPTSS2H77bcPTZo0CZtvvnm4++67V8k1AgAAQM2nxouml19+OQqiN954I7zwwgth6dKloU+fPuGnn37K7XP22WeHJ598MjzyyCNx/6+++iocdNBBue3Lly+PgmnJkiVhwoQJ4Z577omCaNiwYbl9Zs2aFffZc889w5QpU8JZZ50VjjvuuPDcc8+t8msGAACAmkeDTCaTCbWIr7/+OlqKTBz16tUrLFiwIKy33nrh/vvvD4ccckjcZ8aMGaFz585h4sSJYeeddw7PPvts2HfffaOYatOmTdxn1KhRYfDgwfF4jRs3jv9/+umnw7Rp03K/1b9//zB//vwwZswYeV4LFy4MLVq0iOfTvHnzKrwDAAAAUCwK6b9rvKWpLHZRRqtWreLfyZMnR+tT7969c/t06tQptG/fPoomw/5us802OcFk9O3bN96o6dOn5/YpeYzsPtljlGXx4sXx+yVfAAAAUHepVaJpxYoV0W226667hq233jp+NmfOnGgpWmeddUrtawLJtmX3KSmYstuz2/LtY2Lol19+KTfWypRp9rXRRhsV+WoBAACgJlGrRJPFNpn77MEHH6zuUwlDhgyJVq/sa/bs2dV9SgAAAFCFNAq1hNNOOy089dRT4ZVXXgkbbrhh7vO2bdvGAG+LPSppbbLZc7Ytu8+kSZNKHS87u67kPmVn3Nl782+uscYaK52PzbCzFwAAANQParylyeLUTTCNHj06jBs3LmyyySaltu+www5h9dVXD2PHjs19ZikJLMVAz54943v7+/7774d58+bl9rGZeCaIunTpktun5DGy+2SPAQAAAPWbGj977pRTTokz4/7f//t/oWPHjrnPLY4oawE6+eSTwzPPPBPTCJgQOv300+Pnll4gm3KgW7duoV27dmHkyJExfunII4+MKQWuuuqqXMoBi5MyF+Cxxx4bBdoZZ5wRZ9RZQLiC2XMAAAC1j0L67xovmho0aFDu53fddVc4+uijc8ktzz333PDAAw/EWW0mcm699dac68347LPPoriyBJZrrbVWGDhwYBgxYkRo1Oj/PJS2zXI+ffDBB9EFOHTo0NxvKBBNAAAAtY86JZpqC4gmAACA2kedztMEAAAAUB0gmgAAAAAcIJoAAAAAHCCaAAAAABwgmgAAAAAcIJoAAAAAHCCaAAAAABwgmgAAAAAcIJoAAAAAHCCaAAAAABwgmgAAAAAcIJoAAAAAHCCaAAAAABwgmgAAAAAcIJoAAAAAHCCaAAAAABwgmgAAAAAcIJoAAAAAHCCaAAAAABwgmgAAAAAcIJoAAAAAHCCaAAAAABwgmgAAAAAcIJoAAAAAHCCaAAAAABwgmgAAAAAcIJoAAAAAHCCaAAAAABwgmgAAAAAcIJoAAAAAHCCaAAAAABwgmgAAAAAcIJoAAAAAHCCaAAAAABwgmgAAAAAcIJrKcMstt4SNN944NG3aNPTo0SNMmjSpuk8JAAAAagCIphI89NBD4ZxzzgmXXHJJeOedd0LXrl1D3759w7x586r71AAAAKCaaZDJZDLVfRI1BbMs7bjjjuHmm2+O71esWBE22mijcPrpp4cLL7ww73cXLlwYWrRoERYsWBCaN2++is4YAAAgP8uWLcu7vVGjRnm3L1++PO/21VZbLdRmCum/89+pesSSJUvC5MmTw5AhQ3KfNWzYMPTu3TtMnDhxpf0XL14cXyVvOgAAQKHYAD0f1heliJpU0aS+v1otF02FgGj6X7755ptY8Nq0aVPqc3s/Y8aMlfYfPnx4uOyyy1b6HPEEAAA1STQtXbpUGg3yUdJAUB5NmjQJtZlsv+1xvCGaKolZpCz+KcuXX34ZunTpEt15AAAAULv44YcfopsuH4im/2XdddeNJsa5c+eW+tzet23btlxlXVJdN2vWLMyePTusvfbaoUGDBqvknKH8EYMJV3sWxJbVDHgmNROeS82E57LqMQuTCaZ27drJfRFN/0vjxo3DDjvsEMaOHRv69euXM5na+9NOO01+38ynG2644So4U/BgjQ0NTs2CZ1Iz4bnUTHguqxZlYcqCaCqBudsGDhwYunfvHnbaaadwww03hJ9++ikcc8wx1X1qAAAAUM0gmkpw2GGHha+//joMGzYszJkzJ3Tr1i2MGTNmpeBwAAAAqH8gmspgrjiPOw5qJhZnZslJa/tsjroEz6RmwnOpmfBcajYktwQAAABwwDIqAAAAAA4QTQAAAAAOEE0AAAAADhBNAAAAAA4QTVDruOWWW8LGG28cmjZtGnr06BEmTZpU4b7Tp08PBx98cNzfMrVb7i2o3mdyxx13hN133z20bNkyvmxR7Hz7w6p5Lo899ljMUbfOOuuEtdZaK6Zc+cc//rFKz7e+UMhzKcmDDz4Y27FsAmZY9SCaoFbx0EMPxSSkNiX3nXfeCV27dg19+/YN8+bNK3f/n3/+OWy66aZhxIgR5S6HA6v+mbz00kthwIABYfz48WHixIlxyYg+ffrE9Ruh+p5Lq1atwkUXXRSfyXvvvReT+trrueeeW+XnXpcp9Llk+fTTT8N5550XBxxQjVjKAYDawk477ZQ59dRTc++XL1+eadeuXWb48OHyux06dMhcf/31VXyG9Y+UZ2IsW7Yss/baa2fuueeeKjzL+kfqczG22267zMUXX1xFZ1g/qcxzsTqyyy67ZP72t79lBg4cmDnggANW0dlCWbA0Qa1hyZIlYfLkydGdU3LNP3tvo2Oonc/ErIFLly6Nlg6oGc/F0vfZupszZ84MvXr1quKzrT9U9rlcfvnlYf311w+DBg1aRWcKFUFGcKg1fPPNN2H58uUrLWtj72fMmFFt51WfKcYzGTx4cFxdvGRHAtXzXBYsWBA22GCDsHjx4rDaaquFW2+9Nfz2t79dBWdcP6jMc3nttdfCnXfeGaZMmbKKzhLygWgCgGrDYs0suNXinCwoFqqXtddeO3bOP/74Y7Q0WeyNxQT++te/ru5Tq5f88MMP4cgjj4yTJ9Zdd93qPh1ANEFtwhoNG/3OnTu31Of2niDv2vdM/vznP0fR9OKLL4Ztt922is+0flHZ52Kuos033zz+32bPffjhh2H48OGIpmp6Lp988kkMAN9vv/1yn61YsSL+bdSoUXSfbrbZZqvgzCELMU1Qa2jcuHHYYYcd4gi4ZANi73v27Fmt51ZfqewzGTlyZLjiiivCmDFj4jR3qJl1xb5jrjqonufSqVOn8P7770frX/a1//77hz333DP+32aewqoFSxPUKsxdMHDgwNjR7rTTTjHv0k8//RSnRhtHHXVUjMmw0XE28PKDDz7I/d+mtVtj06xZs9yIGlbtM7n66qvDsGHDwv333x9z1cyZMyd+bs/EXlA9z8X+2r5muTCh9Mwzz8Q8Tbfddls1X0n9fS7mst56661Lfd/yaBllP4dVA6IJahWHHXZY+Prrr2Ona52tuRDMWpENrPz888+jiyHLV199FbbbbrtSLiF77bHHHjGOBlb9M7FO2ATsIYccUuo4lrfm0ksvXeXnX1cp9LlYx33KKaeEL774IqyxxhrRyvHPf/4zHgeq77lAzaKB5R2o7pMAAAAAqOkgZwEAAAAcIJoAAAAAHCCaAAAAABwgmgAAAAAcIJoAAAAAHCCaAAAAABwgmgAAAAAcIJoAAAAAHCCaAKDWcvTRR4d+/fpV2+/bCvRXXXXVKvmtCy+8MJx++umr5LcAoHzICA4ANZIGDRrk3W7Lrpx99tnBmrDselyrkqlTp4bf/OY34bPPPlsla+Z98803YdNNN41rJ9pfAFj1IJoAoEaSXcjXeOihh+JaXTNnzsx9Vt0L/B533HGhUaNGYdSoUavsN//whz/ERY6vueaaVfabAPB/4J4DgBpJ27Ztc68WLVpEy1PJz0wwlXXP/frXv44urLPOOiu0bNkyLoJ6xx135FaRX3vttcPmm28enn322VK/NW3atPC73/0uHtO+Y243s+xUxPLly8O//vWvsN9++5X6/NZbbw1bbLFFXJ3ejlNyUeIVK1bEles32WSTuCBu165d4zFKMn369LDvvvuG5s2bx3PdfffdwyeffJLbbr/34IMPJt1XAKg8iCYAqFPcc889Yd111w2TJk2KAurkk0+OFppddtklvPPOO6FPnz5RFP38889x//nz50c323bbbRfefvvtuOL83Llzw6GHHlrhb7z33nthwYIFoXv37rnP7LtnnHFGuPzyy6NFzI7Tq1ev3HYTTPfee2+0TJk4MtfiH//4x/Dyyy/H7V9++WXcv0mTJmHcuHFh8uTJ4dhjjw3Lli3LHWOnnXYKX3zxRfj000+r6O4BQF7MPQcAUJO56667Mi1atFjp84EDB2YOOOCA3Ps99tgjs9tuu+XeL1u2LLPWWmtljjzyyNxn//3vfy0kITNx4sT4/oorrsj06dOn1HFnz54d95k5c2a55zN69OjMaqutllmxYkXus0cffTTTvHnzzMKFC1faf9GiRZk111wzM2HChFKfDxo0KDNgwID4/yFDhmQ22WSTzJIlSyq8DwsWLIjn9dJLL1W4DwBUHY3ySyoAgNrFtttum/v/aqutFlq3bh222Wab3GfmNjPmzZuXC+geP358ufFR5hrbcsstV/r8l19+iRahksHqv/3tb0OHDh1ikPbee+8dXwceeGBYc801w8cffxwtW7ZPSZYsWRItXIYFeJs7bvXVV6/w2sytZ2StZACwakE0AUCdoqzoMGFT8rOs0LEYI+PHH3+MsUJXX331Ssf61a9+Ve5vmPvPhIuJnsaNG8fPLAbJ3H8vvfRSeP7552Pg+qWXXhreeuut+BvG008/HTbYYINSxzLxVVIQ5eO7776Lf9dbbz25LwAUH0QTANRrtt9++/Doo4/GWWk2G85Dt27d4t8PPvgg93/Dvt+7d+/4spQIlgrB4pPMwmTi6PPPPw977LFHhRYyi8daunRphdYmC1i3bVtttVWlrhUA0iAQHADqNaeeemq04AwYMCBahcwl99xzz8XZdjZLrjzM0mNi67XXXst99tRTT4Wbbroputksd5MFfZs1q2PHjtEKdd5558XgbxNG9htmlfrLX/4S3xunnXZaWLhwYejfv38MKv/oo4/CP/7xj1JpFl599dXowvNYpQCg+CCaAKBe065du/D6669HgWQz6yz+yVIWmJWoYcOGefM03Xfffbn3tv9jjz0WZ+J17tw5zpJ74IEHclahK664IgwdOjTOorPtFvNk7jpLQWBY7JVZpcyVZ9aoHXbYIaZLKGl1snQDxx9/fJXeDwCoGJJbAgBUAgsGNyuSJd7s2bNnlf+e5ZY699xzY7oDrxsRAIoLliYAgEpgLjJzweVLgllMLEHnXXfdhWACqEawNAEAAAA4wNIEAAAA4ADRBAAAAOAA0QQAAADgANEEAAAA4ADRBAAAAOAA0QQAAADgANEEAAAA4ADRBAAAAOAA0QQAAAAQNP8f4qOz+hyZ0aAAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"aud = audio_object.trim(1.7, 2.2).bandpass(baww_low_freq, baww_high_freq, order=10)\n",
"spec = Spectrogram.from_audio(aud)\n",
"spec.plot()"
]
},
{
"cell_type": "markdown",
"id": "2003a81b-74a3-4afe-8aca-b0e5d3492242",
"metadata": {},
"source": [
"## Inspect spectrograms\n",
"\n",
"To learn more about the properties of spectrograms, we can inspect them."
]
},
{
"cell_type": "markdown",
"id": "7ff27970-a7ce-42d2-b5fa-d168ebc08ba1",
"metadata": {},
"source": [
"### Spectrogram properties \n",
"To inspect the axes of a spectrogram, you can look at its `times` and `frequencies` attributes. \n",
"* The `times` attribute is the list of the spectrogram windows' centers' times in seconds relative to the beginning of the audio. \n",
"* The `frequencies` attribute is the list of frequencies represented by each row of the spectrogram.\n",
"\n",
"These are not the actual values of the spectrogram — just the values of the steps of each axis."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1b3bc236-0374-43cb-829c-aa11b0d8d81d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The first few times: [0.008 0.016 0.024 0.032 0.04 ]\n",
"The first few frequencies: [ 0. 62.5 125. 187.5 250. ]\n"
]
}
],
"source": [
"spec = Spectrogram.from_audio(audio_object)\n",
"print(f\"The first few times: {spec.times[0:5]}\")\n",
"print(f\"The first few frequencies: {spec.frequencies[0:5]}\")"
]
},
{
"cell_type": "markdown",
"id": "8cb07374-e5bf-4847-a52a-fbc1398b2c76",
"metadata": {},
"source": [
"To view the actual values of the spectrogram, look at its `spectrogram` attribute:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "6804fbc1-c51d-479b-b9ea-f6974ad9bbad",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Spectrogram shape (# freq bins, # time bins): (257, 7499)\n"
]
},
{
"data": {
"text/plain": [
"array([[-58.38818073, -53.94657135, -76.73751354, ..., -59.38414097,\n",
" -55.68588257, -55.95675945],\n",
" [-48.64973068, -51.48958206, -53.39539528, ..., -50.24297237,\n",
" -51.89252377, -52.18490601],\n",
" [-46.81248188, -53.32777977, -51.88463211, ..., -51.72378063,\n",
" -58.68028164, -60.68970203],\n",
" ...,\n",
" [-88.5986042 , -85.61808586, -80.46681404, ..., -79.06273365,\n",
" -73.5153389 , -74.68874454],\n",
" [-78.34392071, -81.92497253, -76.84250355, ..., -78.30162048,\n",
" -70.83772182, -88.2362175 ],\n",
" [-90.27135849, -94.44991112, -80.84282875, ..., -88.39132309,\n",
" -73.99300098, -81.72528267]])"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print(\"Spectrogram shape (# freq bins, # time bins):\", spec.spectrogram.shape)\n",
"spec.spectrogram"
]
},
{
"cell_type": "markdown",
"id": "d761bdfa-ebcd-47c1-8f7b-ac0df4cf7342",
"metadata": {},
"source": [
"### Sum the columns of a spectrogram"
]
},
{
"cell_type": "markdown",
"id": "31b2f371-fb36-40de-8552-ff125b77b9eb",
"metadata": {},
"source": [
"The `.amplitude()` method sums the columns of the spectrogram to create a one-dimensional amplitude versus time vector. \n",
"\n",
"Note: the amplitude of the Spectrogram (and FFT) has units of power (V**2) over frequency (Hz) on a logarithmic scale"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f74672de-a3f9-46f1-894d-5a029dee0531",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# calculate amplitude signal\n",
"high_freq_amplitude = spec_trimmed.amplitude()\n",
"\n",
"# plot\n",
"from matplotlib import pyplot as plt\n",
"\n",
"plt.plot(spec_trimmed.times, high_freq_amplitude)\n",
"plt.xlabel(\"time (sec)\")\n",
"plt.ylabel(\"amplitude\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "d2bc18ea-acf1-44a0-9ea5-34b25c2375bf",
"metadata": {},
"source": [
"It is also possible to get the amplitude signal from a restricted range of frequencies, for instance, to look at the amplitude in the frequency range of a species of interest. For example, get the amplitude signal from the 8000 Hz to 8500 Hz range of the audio (displayed below):"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "da788a4e-0d7c-4fc7-8ce0-440a140967fc",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"spec_bandpassed = spec_trimmed.bandpass(8000, 8500)\n",
"spec_bandpassed.plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "82df44df-20e2-4015-9a0f-ff30d5c98762",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Get amplitude signal\n",
"high_freq_amplitude = spec_trimmed.amplitude(freq_range=[8000, 8500])\n",
"\n",
"# Get amplitude signal\n",
"high_freq_amplitude = spec_trimmed.amplitude(freq_range=[8000, 8500])\n",
"\n",
"# Plot signal\n",
"plt.plot(spec_trimmed.times, high_freq_amplitude)\n",
"plt.xlabel(\"time (sec)\")\n",
"plt.ylabel(\"amplitude\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "c33e2c1d-fa60-4856-8919-a2b2e85deab1",
"metadata": {},
"source": [
"Amplitude signals like these can be used to identify periodic calls, like those by many species of frogs. A pulsing-call identification pipeline called [RIBBIT](RIBBIT_pulse_rate_demo.html) is implemented in OpenSoundscape.\n",
"\n",
"Amplitude signals may not be the most reliable method of identification for species like birds. In this case, it is possible to create a machine learning algorithm to identify calls based on their appearance on spectrograms. \n",
"\n",
"The developers of OpenSoundscape have trained machine learning models for over 500 common North American bird species; for examples of how to download demonstration models, see the [Prediction with pre-trained CNNs](predict_with_pretrained_cnn.html) tutorial."
]
},
{
"cell_type": "markdown",
"id": "48f785fd-9e30-4218-9475-f2021916cf97",
"metadata": {},
"source": [
"## Save spectrograms\n",
"\n",
"OpenSoundscape can save high-resolution spectrograms directly. It can also be used to create nice spectrogram figures."
]
},
{
"cell_type": "markdown",
"id": "fe6bd61f-18c0-445c-ae35-86e11957816e",
"metadata": {},
"source": [
"### Save basic spectrogram\n",
"To save the created spectrogram, first convert it to an image. It will no longer be an OpenSoundscape `Spectrogram` object, but instead a Python Image Library (PIL) `Image` object."
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "c1ad67a9-d103-441f-b2c4-8418cec25006",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Type of `spectrogram_audio` (before conversion):\n",
" \n",
"\n",
"Type of `spectrogram_image` (after conversion):\n",
" \n"
]
}
],
"source": [
"print(\"Type of `spectrogram_audio` (before conversion):\\n\", type(spectrogram_object))\n",
"spectrogram_image = spectrogram_object.to_image()\n",
"print(\"\\nType of `spectrogram_image` (after conversion):\\n\", type(spectrogram_image))"
]
},
{
"cell_type": "markdown",
"id": "5328d538-be5c-499e-8a3a-17d97fd2cbf0",
"metadata": {},
"source": [
"Save the PIL Image using its `save()` method, supplying the filename at which you want to save the image."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "06e1f4e4-bed7-4b48-9426-8d95c0d096c9",
"metadata": {},
"outputs": [],
"source": [
"image_path = Path(\"./saved_spectrogram.png\")\n",
"spectrogram_image.save(image_path)"
]
},
{
"cell_type": "markdown",
"id": "9423582b-3592-4ee3-b8d1-4908ba08cdf9",
"metadata": {},
"source": [
"To save the spectrogram at a desired size, specify the image shape when converting the `Spectrogram` to a PIL `Image`."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b29e7f80-4baf-4598-a7d9-b5f41dcb8d6e",
"metadata": {},
"outputs": [],
"source": [
"image_shape = (512, 512)\n",
"large_image_path = Path(\"./saved_spectrogram_large.png\")\n",
"spectrogram_image = spectrogram_object.to_image(shape=image_shape)\n",
"spectrogram_image.save(large_image_path)"
]
},
{
"cell_type": "markdown",
"id": "68be0380-6945-4a26-b1bf-35a00af45e59",
"metadata": {
"tags": []
},
"source": [
"### Create spectrogram figure\n",
"\n",
"To create a nice spectrogram figure, e.g. for a presentation or publication, you can modify the spectrogram using `matplotlib.pyplot` functionality.\n",
"\n",
"Here we can pick out the delightful flutelike sound of a Wood Thrush. Give it a listen."
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "a1792eee-4c47-4d97-816f-8ed0e40b71af",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" Your browser does not support the audio element.\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"woodthrush_audio = audio_object.trim(9.5, 11.25)\n",
"woodthrush_audio.show_widget(normalize=True)"
]
},
{
"cell_type": "markdown",
"id": "39388ff8-226c-439a-b817-e72e26282031",
"metadata": {},
"source": [
"Create a spectrogram:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "c701007d-d83e-4c5d-aea6-48750aad725b",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"woodthrush_spec = Spectrogram.from_audio(woodthrush_audio)\n",
"woodthrush_spec.plot()"
]
},
{
"cell_type": "markdown",
"id": "45977b57-88a1-42e0-8402-8baa9ea982e3",
"metadata": {},
"source": [
"The code block below does the following:\n",
"* Remove the noise in the lower frequencies in the audio file\n",
"* Crop the spectrogram to the most salient features by bandpassing out the upper frequencies\n",
"* Gets the spectrogram axes so we can modify the plot appearance itself\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ba040803-c17e-4747-9edc-98fddb48c473",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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VHV3jZsLZ+hQZk3nhd5lStkDHZZWsBdMXcsWm0kNZUJfYThuv3ySfMGV/cNqP9TWP2GHZ1JmOoGVbS+YVUyufUGvLKskuPXi2c1wbtaO/n71wfCYKvZZspmnLli1btmzZsuU6ZDNNlywHMllFCsxEhod4zncQAuQ+kcGMTLM7nonnithn9F5RBRSJmYAiipQgBO0uirua39MqVb2+lumBGiANPhpFugT6aP+1bSagbB3Qo2cbWTURmnqL1D2jnI4HFDx9Oxo9ye/l53/+56/oGxSr3frW6D9t4/dQnx6ITt/Uu4qQo9uyoJChdojsanJFtmRM61On38YWclslisOeXss3ij5rv/PC3vbNZ/qE6aiNGzdzahUZNu2oz5hj02+t48Ze2Gj9NmYC1urf/JsRnqvoV/W2/2yDbWEoVhdur1jQecWJNjbCdzKFlRnRurpyZ0aPtv1scupvdSm2sV352002omzW9PPs3ORLJopReZ2jc941+o9o97xAfHXhbVkguvC89neOTxarvkX0h/E17l0/Jmvd9c86j33Uj7bRv83p3xOmUp/om/2WaaRL75VFVbbfFs/29w+zqP7VZebzEvn2X9lOCsqCkeP91UX0V5PNNG3ZsmXLli1btlyHbKbpkuXY7ffceZ6XF4VAsRAjxqZIi08HNqjIYV6iuEKqdtZQRX0yoC7IeEZhtD5/u4vHukADUF19Oq6FQqGPef1AmSrMBDTT96e/wSrCYkaPrJiGmcOlZ+raiAWqT8Vtb3vbC9E+qzwh7373uy/0qShysoCTeayO+V+t/OUwBmys/Z+XQhepQsbTb61XrdAXm2SP9YmYvjWYj+pk+j/0+enbtfLpUk5zmKnH+/papodtrPydzBd+Lis2Tln62Pdvf/vbX6ifHZSpYb/KKdKFfs3t6aPTz1YiapVtYoXqd2NNucMd7nAhN9Jq/WF/rXNGH3VszBPPT+ZtxaJ1bZvjvbow3L8xlc3hw6bmpdyt31iwn/qEmXfatroqZ+Zee+c733n+nTmt/9pf+5n5f2qb5qQ+Gb+ycfo0r5ppP9kYO+78U7ax7SkInczLgFdXRfns3+UUYvqyri4Mp/8VizyvpjK3uv6w7Rlh3Ocni9r6J/vVkx66Od5b+UpdTTbTtGXLli1btmzZch2ymaZLlmPX3wgN6HVeKtsdNfS5yto7fTHKgkyfHLvlItV5GWyRDxQzo/e6m9fuVQ6UGRGhPUUTfAAg3qJIqLP6qs6KmqHKojgC6dBR0ZTcO95vZMU8w5/5Yqq3a6Fg5WhHo3+MrTYVqUNtmCLIq0zRzNNTFg7S9Bk010s9+aDNXFZtC18YdTXCU5mTzaltsWnlYKD6HqRYROf9GX1YvyltwuqUqStq7/xZ2d+83LSMgjnhb9+fOWTudKc7XYGClamu+o2wCfOm/Wfn5oG6Vn4v6uh3xmlGpjVCki6xYJ0b6jWP2d0q6za/mSJ1toSh1bbamDWObls//WOR6KNrzGSoy7j4Tr301wjTGWHZsrG3+m3dXDH11pGf/dmfPf/OmmBOrDL6zzxrq9sW6HTmy2r91or+Nuiv+lenGfOi4bJYbMp7K6ZIW3z27zN/ZkTbyu9M+9lP7XdeGKyPXaPnZd79/VLP9Hts/9mYOd3fD/Uen82s8teSzTRt2bJly5YtW7Zch2ym6ZLlQGn1KYAwZhRBz8vtkCH1RmhB06u7w8g8026E2UQvZarU5ywbc1GfAKhVuxtZAmFOX54+o//KXJ0dQ+PeK1LELMzz96KP+gBNNAHprDK+Qi30AJWs7s4zJmUhvO9sHIqFYIv0V3dXQTr6BO3U74y/y+qeMG2adlS/EfWzmyJd3/HtWLGhM3fKtaJ/ZrlFpquMzHPcMGQdPz449aWYdjOzZa/uF5t+W23LnKON3lGmcau/nv4rE2NQNuaOd7zjBaZnlSfH3Jx3ga38xcq08F0pYp668u9VRujJotJD9c/e1VXbZAt0vPK/MkdWtxVMH74Vm8He2Xjv7jMm9E1H1b8yjVGj38wTvmUrv0Fl0V/X9plnbvpv9Znpt1Wx3rG/Mk0zS37n72T4zYOOsfq0sT5hGFF9m1F0ZXMwPn/rV8eh7BGmk/10jpl35tTKJ9McYz/1G50nHGWx2JL+03X1P7PeNweiNh31Xst3cMpmmrZs2bJly5YtW65DNtN0yTKRBL8D6GGFtKApCKG7+XkTfFHAzNIKOfWZmQm10W925hPFlg3SH2xC82QoU72rXCLQqDbVX2b6lEBjRZPQ38onxHvav8q6rH7oZ4XCoH8MU6OftFe/m23buGFqMH5lY7Qb4mn01MzkjFWo344xodtVDpaZdb6oaeYg6vgp0/hhJVa5eaoTArUq2/tF43QCzTfPF5uaUVtFqrXl2X7vz/xI9VuZua9W/dDGmbepfYLCV5F59K5vbSM0v4qMnAwb35L6+GG2Vj5p2jl9icpUzLsH2zbv8zuSib9sGGTOJsoCmYv0wJevTOe8u7DjSbc+m1FsLWsy7u3L9LtZrT/0XxYSU+Iz9db+1St32crfynvWg85x//ZedTvvWrPWN5fUvHVgle2dTuizbPT0E+zYzHk8fQvbfuP3b7P+YGro3fzp+sWWnVis7mWkx7kedYzVsbIt7OcqF6EyzbG2jW6P/nbNfl+ymaYtW7Zs2bJly5brkM00XbIc59JFQzJC+6zn7Xb0du8rvxPIDnpo9BamxS7Zzrk+KRMNFinPnb1ni4ZnnpZGT/kMizLztbRvE41UJkJsGycarG60l06n/0R1gbFqZJn6oKBVng+6UXZRPBaDHiDtjv+MUCmKnlmivdcz/YnYipT4dND3KnpSfd5b3T02oyiL1PhUrM78pw8Q5qJsoLLe+973XsFC0dtkZ1e5YOi/uvWeOwuxMmWKZkbszj++FHSjjiJ1drNCohgazIT21MbYD1sri9HnOu/qU0XMiWZUlzNr3svWtur3zIVVezX+c663/ZOxXEUvafcqT5R537KnD5O21f71ja5qK9PfSDs6ftq9uvtR27DJbLVs6Lwzrj4xxoK9r+at98zDRjayCXNy5X85s923jnkDwIppnHeGrtbf6W9aNkd/V0zbbxoZuWdm7+polafPZ3RsjWkuNt9Z67r+09vMLL/K7s0nrycd5ChzR89t2bJly5YtW7Zcsmym6ZLl2BmXqbHTtvvuTndmSYZ0V/eTQXG9AXvedWS3XKYG0vFZy77aDeJFY5PFKuMAWThT1o62ceaQ6Zn4jDqZ7SkKXUVPqG/eL1e/De+vImumn9iKTYNaIJwiLefz3odcq3/Pq7e6IXPciga1caLq9tOYznwltT/vFYVDtto0fUP6PF+uVUb5qatmDcca6WORsjGhPzoumwLp6mOZmqmbFVOpbKi0SHX6uyiv9dPF6n22TG9Y0bKJ5i39199mjvvMKdM2somOLf3PTNir6C023ffNTXNk1X7fre4e006Mmzoa/apP2tboUWXNKLyyEerH0KzuHpt+bx0/+tfv6n/eVqDdLc932LOyUDPqmS9q5/jMRN0ceNNPC6vUNs78aLUNtkgn3mv/jaV5WPv1+6G/2Lyu0dp4PTn8PmjkXWrbVjmwtG3Oo0aoTja1/Z9+qjPSsDJz6bW+o/3bp2nLli1btmzZsuWWxDS99rWvPfvar/3as5/6qZ867eB/4Ad+4Oyxj33sBZT3pV/6pWff9m3fdkKoD3jAA86+5Vu+5dyHAfL8rM/6rLMf/uEfPu1iH//4x5895znPuSLXy2d+5meevfWtbz35MRzPf97nfd6Ftnzv937v2Rd/8Ref0MJR/td8zdecfezHfuwN9+nY9a7u14GwZhbj7n69J9Ko+V0glb7fs9/e1t366WHmQunuG3qHAupTom0TDRUF2tlPVqZochW1Me+Vwyq0jUVds2ysHcYOclnd0g0NNweTsjBU2IyyIfq9yqFD/1gYSKf605dVZM68lxBiK1KafmdFsd7nLzT9N1YosraBvaDjeVt77Xbej9iy5v1ejVCid2O98knjW6MfZdqmL83KJ4NOtbH6YyPKKdM472o0no1enWNSfyl2wm7YRsd4smlF2jP6jh5+5md+5or+m0f11zDO3sOqNEJpzs3OJ+31nbrKJuobvZWFxTrQuxxIfWZG5NbfxljOdaBsONah7Bcxz7ARKzbWM8osCyNKd0aPfsRHfMT5M+xdn9o2TK2/xmgVYch/ruNnLTVu8y7Elu3ZVdkzP1TniPb63ejYTJ+imdl81acPDlPD/j0/GcdVfsD2f5WlfT5j/VnNv5ll3fj1N4pNaeOKqT50s8rj9wHJNB3Kuctd7nL2V/7KX1l+/8xnPvPsG7/xG8+e97znnb35zW8+KewRj3jEBcN5whOecFpkXvnKV5699KUvPW3EPv3TP/38+2MiPfzhDz9N6GNzdmzSvuzLvuzsW7/1W8+fecMb3nD2J//knzx70pOedAq7PTZux3/vec973s8a2LJly5YtW7bcXOQ3lGn6mI/5mNN/Kzl2v9/wDd9w9kVf9EVnj3nMY06fveAFLzidLf/gD/7g2Sd+4iee7gF6+ctffmKQ7nnPe56e+aZv+qYTQ/R1X/d1p53vC1/4wtNO9Du+4ztOu97jtu+f/umfPnv2s599vrk6mKlHPvKRZ0996lNP//8VX/EVp03Yc5/73NOGbcuWLVu2bNmy5QPWEfwIcTyOXR72sIddoBrvc5/7nL3xjW88bZqOvwd9aMN0yPH8QbUdzNTjHve40zMPfvCDL9DCB1t1HL8dtOxB3x/PPOUpT7lQ//HMsTm7mszU66jh4zhodQ3JDOteOW6ighty7MhKXX0fLYkmnUnKSr2iLnu8h8ZHWaOQm5xNHejx0uToWGWu6GEUrKOkOlnOy2AdnU26tmVXtzNVgn6UwvXedMjtc46TenQz20+3PWbU3hky3z56H2VcJ1ftVa+jpB5hzeSiTTngWGYmx6vMa2xqGzPEmz56vKi9jjJqG+p1TDOdRqtbjrQt23PKdCzU48V55NrjAbqZSVo7L2c4c8cYY61tjhW6VtCbNvY7Y8ImzJ/avznmmGnlJMw2hHWvjqdXF75OJ1/vVf+OOozN6nheu+m2NuY79Tblg745QtHvzjHfcangblB7u1YgjCMUx0S1X3r3nXY3WEQfjVvHxnizX31sWoCZMmDlZD1dLlYJHGdak1VyRvNwdYS9Si5MF9P1os76+k9XtV+/Lfq0mr/zUvJ/kuN5Mte26pj9rq4B0l76p6Mer6m3p0vTfrR/zqf2iQN/bcP7xzredt1sHcFNgOb88P++O/7WQBnV8QPdZ1ZltI6rPdPFY8oznvGM0+T2n8iTLVu2bNmyZcstUz5gmaYPdHna0552gZ06EOyxcTp21qtLFVfh7AQysCsvGsHGYBVWIcszOVqRz0wfX4c3KMjuGyuwSk5mc7rakWuHv20/hNyU9cRGExpVV5HSTCrZ+vVlhg6XaaK/6fS7ck6nt9WlnBBekd5EZhB/0YxnVigOwp7pEMrm6S+mpywk9DSTSq4SmM72lEXQbjbSZ7BfmJqyOBMFrxw5jdt0lm1ZkOlMfVF90XtTdhhTNqK8tof9sd/qdtqrcgrEtIlO+r76ppNu2ZDpgF3dQNhzjegcX10fMds2L+Ut08O5nXN5dTPHn60ULE72r2sbW5ypRjBm/c741/7Nd6kT7nznO18RiGBOrK5Iom/tmJdLr4IDVmzs1GOfUb9yOrbTOZk9rFI+eH+VJNZvgnrLZvls5eTONrD402m6z9BVL+y1/qtPXa2DjbDJfx/Ghy7mSUN/P2Yam9U1QMZ7rodt72SlKtZBdtQ2+t207lS32nTUUQbuZss0zftkyPH/vjv+Nu8HQzh+KPvMqozWcbVnGkUy5TCiYwD735YtW7Zs2bLllisfsEzTgayPTctP/MRPnN31rnc9320fvkqf8Rmfcfr/+93vfqed7BEVd4973OP02ate9arT7v7wffLMF37hF552wXayh5P3bW5zm3PUejxz1PM5n/M55/Ufzxyf36gc9XSnD0Xb1TbkcaaBF+rakOcZ1t0zZcjKLnmV3A97tEo5QB/zipXu9NVbhDnfh0acSReNQX2r8NJ5tYhnqqOJfq513u+ZFRqio343rzEoQ0aguFVyv+lDYayrf/qGFFs/RsOGW78bcnzYdnVVRDTHRF/LZrBx7VglR5zh3LURfakvCtEW9WFcmvJhskerC6vpVtv6/mQzevWIeTIZx76vPm2czFv7ax6UzfS+Od3xmz5hK58ibcHCrC7DVrZUIz/3cz93/gyboKMmJ51XJLH/AkDrhbbWto5AmupvXkC7Shxbn7TJ8Ep5UjZWWeovizUZ1mNtP+R2t7vd+TP0PROgdpym303tF5tNxx3byRDSZ/s4L8y21q1SFWjHKq3CdAlpX+Y8qv7nmtz+z2tfpv9Zy56sVNtiHFc2Pi96/r1heucl1NazJgA1JuZB5+a8WmV1Kb3fxpW/Ld1KOWGNah8xpKvEm8bv0PvNxqfpaOgRyXb8h9Y9/n04Zh2dPDYxT3/6089e8pKXnL373e8+e+ITn3hyPpbL6ZhcR9Tbp33ap5295S1vOXv9619/9uQnP/nkJM5J+ZM+6ZNOhnOkEzgo6u/5nu85Rcv1aO2zP/uzT1F4z3rWs04T/0hJ8La3ve1U1pYtW7Zs2bJly28403RsTD76oz/6/P9tZD75kz/57PnPf/4pAeWxCzxSAxxo7oEPfOBpc1Pv/COlwLG5eehDH3qe3PLI7USO89VXvOIVp+SWBxt1IL4v+ZIvuZDL6f73v//Zi170olN6gy/4gi84RXockXN3vOMdb7hPBxOx8mmCmI+UB8TO2C7e/xcpzTPpHgPa0UNTq+gFKFQdqwsv7fAhhUYv+c77q2sw/F35bWiT78o0OP6cKKRthDBEHxXFQRTYtFUdM6ldkf5EL6trPJpqf6LQGTXjmVWE0kxyueovNNoEnPMy0VVkofFeRZjRMfuZx9Bt04wUa/+v5dMw/b5WV/W4uLpMqee13xwpGzSvSCkLCx2aE9pdn6AZ2bNiEehoFamDYYF4j7xyTZpbvwvtqE+MXG/K7vjPxHtsvGM8fYJ6YSw7py/9KVJvJNH0N1L/ZANav3q1sbal7Ml41m9Gm1aX0eoLm7RWdYzYn752bI2pOrBoddlQ5kzS2nZad7WtbMhkuGsb87tVAkd9YRv1l8TMY0+tY7URdWh/9W/9m1GsqwuX2aREvO2LcfRe13+fTVapYzIvBa/MNfJaLNbqqi46Xa1bM7myPtandfqbtv2rS6g/4DdNH/VRH3VFuHbl6OCXf/mXn/67mhyGc2x4riWHg+FNN910zWc+/uM//vTfli1btmzZsmXLzcqn6eYqx468SGmec68ufJzXaawuzIQGGkUDEanDjr1obvqLlKmaCAnyKXKEBqDCtm0yMxB72QBt8WzbNqNV1FU0CGHNS1WrG8jE//d8ejIM9Uma0YreL5r1PDRT/dHpZKGK9KFIbWoOGIgOisd8FVXxhdHvld8V/WGleo0JhD+vXGg7Z9RVmQLPHz6Ak6nQp+lLVb8PzOT0mysjBbHSR3MZzfwsqzxL+j9zUrVtM1/P6oJe/S/yFH3DpmvbdKpefSxSN7Zso7Y1/XTooT4ZnjH/G31rTmqT9aB9nD4d/W76GbLxBsAYP2XX/qxF1gRzo2M088StcnhNf8FGiM5ULmVB2Y8+aU/nKBux7rT+yZRgReu3Mxm2sljmichWjFXrmJfo1jaVqU/6U6bF+GlrmUYy15+OkbKm/1l96H7hF37hgo11jaBLevi5+Nt5zgnFyidq/kZ0bGZ+Ln3tGq9Mn/W3Sd+sF/PKmNVF1e1b50YZqJtt9NyWLVu2bNmyZcsHkmym6ZLlONeFTrv75x/V++xEy0E4EEqRxrwMtOftLsi0e//bf/tvX8FGQQ923/X3sdOHflZ5d6a/Q30k/Bsyn/0oaps5QVofxgKbcTj9E8gK4ljlyVld1EoEBGB4iuJnugpoqmgcCtT++otBLXQ7M/wWfc5cRK1/5lmq/rXFs2Uqpr9HdUvUx5dolcNpsjFFg96DRqsbUSsz2+7K/4C/zgppTzTfNs4LequbVbTgIasjf7beHEzH9Uu1iVX0pb6w9erGeGFIZqTatdi02ib0PJnj6lS9HeOZV0s7ynSrXx1l8fi3zBw2ZYqsMRiGzj/1aDc9rqL31Ltam6YvWdc/uqC36nb6C5p39QnEVOlHfXqsO9OXaxX9uPLpMzbqY5sdvxm1VZ++eQm2/y/TQserPE++w3ixx7Z/Zt2v/WON2daKjVefOf7LmZvWW2zk6lJm/Td+tS3fsQNrQ/uPjZx+i/2M/mZdq+jNzp9Gjd5sLuzdsmXLli1btmy5uchmmi5ZDkTRnfKMbClSnSwC5qln+nbN/vZ9zBI2BlIoGpp3Fq3u9ZnZhhv9NP0mytTY9c9cKt21zwi9nh1DhtMXYOW3g3FoDifodfqyFOnNXCSN/oMi6VQbqz//xhSsoucmY1CfKuh1RiFWtNf79eOgv5VPFYTFbthRdWRs6ah5jrRt3tlXv7ur5aspwp5sYHWEaVwxZZ7Tb/V3jGYm8vpLTT8hbSzS1Ed227ll/Pg9rNhE40XvZWqnv8yKaZjzr22jZ3OCHbX/M2qyLJo+GRP20PmH9RG1W6Q+80StbHNm9K/+1cN+VlmzrRvGqO2nJ217+9vffkU7zN/JSrYvfIqwmbVR46WcRlaxX2Uazz4zExzXtvV73ktYpodNWpvKFGG/Z7b6sjHGXf/1dcUCm2vu+StTs8qzZ5zMiTvd6U5X9N93q5OG3zx84YxnmSoZ6em6a7v39Fd7On4zT19ZLOyhcVdv2TDvmePWyvbtRmUzTVu2bNmyZcuWLdchm2m6ZDkQadEIZLHys3jnO9954f9XuUQgRTv2VUZlu2k77FXWY2im5/128dCUcooUZ4Rdd/GTKVhlZPYdNFcWhn+BM3ltW90SLgdLozemv4uy+3nH4mo5qCab0Xe0xfh1HPUNszMZj/ZtheZnZBmkuPJpMCZlkSB95Xi2Y6Qtq2zV2q9+dgC5rfw8imJlgIaQV/cqqheLUt3SiTHWjlX0DKn+ZiZ20vljvvDfKNPmfe2H3MuGzair6tZ3+riKcJwRop0bULt5v5p/xnv6XU1brv5aB/vFSpcF0G4MwSrr98w23r5pv+dnFGHtz7NlMbAgmJJV1u/JMKxY9Hl3YNdI9bGbzk26UDbmp3P8WjmQZl4hY9WM5pNNbNnaPedP2Txl0l9/M6yJxm+V9V5/p29svzN+WMHOMf65xvYfh6n03czs3/Ez71Y5keYNCqvxm7cM1H5nXrfV3YF+P9lRI4vZ29G21enG1WQzTVu2bNmyZcuWLdchm2m6ZDl2wt0p281C8fUXgQLtuO2Ku+u9VrZnO3SMDRTRc1vn7r7rTn+ec/MRamZXyEg72rZ53g4hQbVFgzOnS3UzfQlWaNZnZQroCwqHylY3kc/suW33jMwrGzOzrBeFG1OIjT7KAEw/j1WeLShWXbURrAek2Ii/maVYec06PNnAIl1tUS+mpfqnI2WX6ZrM4irrvPrpryzObDdbWUXvGJtVhKTP6LpME/tZoVj1Tp/A1mFOuKft9re//fl3f+Nv/I0L85D9N0KKv8aKKTIms0/VEV2ufDrUi2mczEvfY6NlembUKd3Ub2XeQL+6EcDYYio6f7AA/BabA2xGC5sH733ve8+fkYFd36pbuvEZhqE2ai7pU32UZkSVvs4s1n2/fjDY08k4Ys5qE+ZG3583AGh328gmV/6q9D9Z3K7fnp+Mf4UPpXHoGjXn9K9kbs+8YP52jZ+RvbUt/VU/Vqo2wl4xRPq6apPfgzJt00+0Y6Oew7Zrs+9LNtO0ZcuWLVu2bNlyHbKZpkuWY7dfBgfCdF5epgIKsPvHPJVN4MtE6jey8rOYaFbZEGJR7MyArJxGaPnO+XXznMzIBsihSGVGNKz8rWaEUHf9yoJYVnfnQR+rfE3O4CGdRhZBehCyvjZ6cOYAqm60ZbJRZbr0VztW94KxEai4SK3IvjoqMlTfKuvuvPuvLNjUu3La/pn7pe/T08wv1farV/+LFGcmZvOm9szG9K3j77mZEbwRnlgLOaWqP8i2Wdonmtc2ZZcpUC8b1Z7qb0borW6JN16r+73kLuPL0rbNHExsrfav/auM8OzVuK3YUEjfs2UB2Ksy2WPZvOOqrLIf9YnDsJhj2LDOOf0WNdb1a0arYrhXTA3GpCyMPmmvsW0f2RKmrPaP4TIm1u2OsX+zw/rbTD8tesdgrvI8dfxddI+FsZ5Vf9diitmJz5xQNOs9/dHpB+ekY0Y901tPGtiGsjvX9MUaZx7UJw8zZBxatvFThzWi82dGCHf9NzcP+6nNvi/ZTNOWLVu2bNmyZct1yGaaLlkOZLHyabJ7Lgqy+513QJXpsIu2Qy8Kx/74Dios02U3DlXUX2RmovUMVF5mCYoq0tInfkaQbpGCPkIazciqftEm8w6u1sc3YBVZgzGA4qq/ybQ0MmXeyg0pF41AsVBUo0d85pnV3V1yz/hsFX0zkX6RIoRN/83obNynL8eK6YRCocPmOaEHzNfqJvnV3YUzWo5tVa/eY7eNXtE27fdeM+rTkXlU/WnbnD/1e8Fmre6VM1/YLeayaHrmp1rdvcimZntW96NVfzNL/byDrNGidFukPZlBbVtFaOnTtTJym3f1+5t+i42+nTmosBJlo7EJ97jHPU5/3/a2t51/Z05oL3tqhJu2sIn2n975pLltofNvZlmvzfpu5llb5bLTj9ofhoQdGb8yTe94xzsu1I857FhYR2akXcsyDmVqZg6qu971rlfcD2n8zf/V/NG3FVNDJ/7+x9i2z9i2OV42feptdS+dfluP+hvnmZVPrHlubk7/2/bFdx1btnX0aUfPbdmyZcuWLVu2XLLsTdOWLVu2bNmyZct1yD6eu2Q5aL7SsyjgVSI+z6G1+x5B3aNc68g6ry9BM9eRHHXtvV6m6b3p0NqQd1TpKuUBWlaZjhXq7KmNylxdccHZT7K2PjPTCdTJdyZHQy+XHvY83dQREnXL2f7nf/7nrzjCQeE6sip1rd+oX8cKPV6cxzulp6cDraO3On9LNOnZ1i9wwLES6np1ZcIqnHnS8TMwYRXGXt2w23mEUWdX9Wprjz4dZzhm0e8egbKRD/3QD70iHB3Vro7VNSDzyLhHT66N8B37v/Od73z+DFukq44NPTtyYQ/to+M4/W/i0NlH86nHczNUvLpV9nSEpauOrfWjgRhzvI3j6nh7HiW33TMQoHXMpIo9BnEcI0kq2+zx6rWSi6p/XnjcS9G5DhjbHv06alSfcVwd4Rmbpjwx77TReDTlh7aw8bouWCes1+yudqxtjvBav6M/NmEdXSVAZfe9ooktWjdWgRzG0hHkL0f/M3EoG2n/zU222bVlXsOyupR3upesLlO2DljH68hOX8aq7+vLvrB3y5YtW7Zs2bLl/SCbabpkOZBdmYZ5GWy/s/u3U4ZwmpaA46wddx2BIZT5fh0phdHOS1FXSR1nCHF34/Nyz6KnWW+djaEJdaxCO5U9E5nVAXblpKpMaGJVNqSFoSiigH6wJ9ioOpvOUOU68kJRM1S2zu7677s6SX/Yh33Yhf5P5qj6nukNZj1l1Tr+dAQpF8V7bjJUTaCo3eotU6dvxs2zZbqmI34dWX2HvcFKdIzZ2Lz4tfUrhx0WTc+riWr/0xF1pgepbsyDsjDsdCZHLJo1fqt0AET/sQllIzA0xuqOd7zjVdMJ+FsbE0iwShyqn9qP6e36Q2/zqp6KPtFR2RD10UlZKHrXb3O0bIQ2Wfdq//PC8ck8zaCWyeIYS/VjvLqOsD92U/vxHsbG/9cRXv36VNsm1h/r5t3vfvcr+i8NQVkk72HsVhee0z8Wq0wtO3PCMdNLdNzNg19M+yd7uPqNY3/KqW0Ttmk+dY7PdAZdG627MyCoa/wMAGg6iaZcqV7fl2ymacuWLVu2bNmy5TpkM02XLAezUzRiZw6Fdac+E6+tLtzEDNgVdxfPX2GyMas08qsLN2cyRs8UnUE4duxlISBaSGWVQG+GitenZl4i6r3VpajzctC2aSY5rN8J1AKhrEJOZwK7jhHWAqpf+auobxWWrk9lKAiEzwdAHWUT+V3QUftG7/7OJI21Cbqpbuf1B55ZsaH0WPvx2fRFKJuCPVtdZqteNjJ988oUzoujyzBM3dYnYra7TIPn6P9nfuZnrvDJm2xifbrMU75MbKtMC2Tv/Y6Rvk3GrkyROlY+idpC39gE/VglbCwLOX0o2X8T6mLqZnqBttczbL1s1rywuvY3r/jQ1pXfCjana+P0c+ST1DVi+t31Gg3v0SM7qN8Y+2Ur9UnUJ99ZR/s+psVaV39Na+FP/dRPXWCeyyB7j466tsw+Go8yrcZEIsz6RJrb1kbflWkyt2Yi0M6pmfKkrM282qqXsc+LgqePVPXtva6N84J1uqmOjA29l8ViS8ffzov3JZtp2rJly5YtW7ZsuQ7ZTNMly7GzLdOEGbCTLYrynJ26v02jD3VAhUWhEIVnvN9zX7t26LfROz7zzLzyY+Xvs0J6k01pAj1thDDLQqifTuijEXKi/yCtIgU+CJ5XdvUP4fANaGQM9KJselhFUvisiGT6Kai3aEjZ3m/bIE0oSNlFs1AbFmMVvWYcipymzAR2ZSbYy7wypPpjG2URZvSatrb/nmd3vUyaT8u8oqX2x6a1vyyI/rOtld/FTPxY3WJIZlLCskHKnlcFtd1scl5OWx1hUYqCp27nxduryMKOH3ufLHLrwEytkhtqt/lj3s6re/pe7X/6ielH2QTPzytjyuhhQaaPZXXBRuuTYvynHldMNYak68dch0TP1sboRDmra7C8v/KpU6+1sWvz9A9j63e7293OP3vzm998YWzL9IgENP7GsUy/571f/dOXPtJ/md7J1Py2sFBsarK4XX/mFU+1X22ZJyYdvxVDStTreWO78rtbnQLo77FerCJvryabadqyZcuWLVu2bLkO2UzTJcuxk11FSKwiiyAy6HXl90KgiaLweWEk5Fs0MXNhFGmKVvA8xNid+rwwskwZ3yd+N6t+ex5S6DUCM0/KKk8NFOS9n/3Zn73CX2CihPp0qXdGGhXFYzxW+ve+unpFAfQFMdPn6sJWTEuZJoxE/bwm07WKaCOQmTGFAldsmDa1/1DotdgAZWO4Vjmc2PYKTXtv5rRZ+bAZx44nZMiOyvRgtGYusSJl7TdWzdODUWIvkHPzlJkLqzwv5u/U/7Wu5qltYiTe/e53X9B72RBjg7Hq/J9Mtf6scinRTee/9/XbPCxToS2rC78xG76bedNqU8qsvximGLPjyqG23/ivctnRl3lchpSo17N3uMMdzr/D/tHb6sJw42et69yac2Pma+p30/+mUXLawW5vuumm82eMrbGqT+a8xNocr/2KrNPH1YXF7NhaW6aQvc11eBX9rf+9qoou5+XQtZPb3va2F37H+jvCbpVZnzS2oX7v9aTDWHh2FZl36G0V1Xo12UzTli1btmzZsmXLdchmmi5Zjp1tGQvoB0Lqee+8aHRe4Li6cLAshs/soiHF7qan305RpPp8Ny+HbVt81jwxkKL3p/9I2RRIof5akIE6Jipsvd5bXaYLKdN1z/39WxuLVOkfUpmMRf8twqUoTDsxI1BZfXq0TRTMCsXN/D6rCBnosUwF1AiFQmplriDdmfV3FVlIirTnZZr1t1HWjF4sGtc3vmkdG/PEuF/LbwRSLVPHNmYuoPqtYUOMdZkaupy+ZfXbYtPmyspfzfjrW9G4C3fVtco2rW9ss3OUGKN73/ve55818/HVInTpazLObS8badQX8R1bX912gCnCptbGZ/TuKocXndBR/d6wWCLLqj9t0u7pW9Y1zXf16WR/M+t68yyxhclqlulhr1MPHS/rV1nUd73rXReeYWO1f+vtG9/4xivsn/5kgMd0l5Wec6vzd0bkYgE7f63b2LB/lbVCmdbvFdNDt9aPjt9kMVcnJWxMvY3MUy+deqY2Zk5rU/1lMb0He7ViKa8mm2nasmXLli1btmy5DtlM0yXLgeSa54jfDjRbnww7c8hosgJFUdCbHX/Rj903NqNoUv2eKQqFGmcOmCK1GZlTFDXPm+3c3Ym0ivAqUoJUZrbnMm0TBRYFQSZ0AlWuop+UXRYJ66BNyi4bM5m2ojhlYxO8V6Q1c1AV6RlbfcTG1O9g+hk1B5Dn2At/qzIlM2t1kdrMq6T9rb/3M/X/ixrpzziUKcHirZDizO/j2SLNmZG+SPdqzExRI1vmy9SM6GxqsrD1TZp3H7b/WCi68X7ZNPOeba0ie/Rj3vO3ysjO/6kRoeY4OyjTjSmcmeH7mT7pT9t4u9vd7kKEW9ko9eiv8jpG9GfcyzRMZtk6srqfc/ZxFVFKf6us9fRXFlC0HKZj3qHXNqmrc1s71W+OVccYJnZ4+9vf/vw79Zo397///U9/3/CGN5w/oz71lwVWDzbfb0R1NH3iOv9mfrRr3Z1YhobMqMFVniW24JnOv7K2Hevaz1w32zd96Zy8Wp7CGWnXsTnK7rr8vmQzTVu2bNmyZcuWLdchm2m6ZDl26fUJslNf5VCxC56MR9EEmfcrVbBHdvhlGmYm66Ig9duZzyiYFXoqCnaWrv3ex5gUKc8oilVE1kT+rXeVZ8e/6Q3DVL8LyMZnRRoTxUDRZTpm1FPHDyKf2ZLLfMwIx/qkYbHobeZ06nh7ryjsakxNbURfVih4RoRhY5pLZbIHHX/C3iDmPgNNruqf7B9dlQ2l95nLq/3EeLzzne+88GyRNh23/skUsNvqf+Y5Wt3LB0WbD2U6sHh00vf9e7J4q1vq6bFInb1hnFZs5mSTOv/oX30rNk92cYxZ74Wkd/r2/43wUscqMm8yrdiMRjhq98x+3vdJdUOwL1ilMs2T6cKwlgHxDD10/NgEG2X//HdW0Wcrpkf02BzrVZb/rh9Yq5e97GUXdN3xZyNsu/3Xbkw526iO2TaG7u/lpMN8m9GnrZ8taHfrt37pr7LLdM57PStsm02aR7UfLOgqOq43Muw8TVu2bNmyZcuWLZcsm2m6ZDmQRHfaV2MjurOfCKNI3fsQU3fR0weBT099OrAZq8gm6Mdufvqv9HlIZRXZ4xm+XGWKsBD62r5BXdM3o2wCXWKKiuK9N/MNlamARjxTFk4/p79Z/RZ8t8rhAv1AWFBl+6/9qxxQEBqkpN/VP78BvinVP13SrXEsUzDvnlvdy6RPkFd9yuh0dS8VnahD+1f3O7Gt+vtok/Fit6uM5Oy/c8tzM4dV+2hOQez9jv7VD43WRmYOqVWUjflnjGp/dDtzGrXsa909qL+receXZearafTatJuyQPPuS3W1fkzbKvoWU2COYIPaR7mHVv4nM7LYvBOVW/ZulQOLbczM7J1rM3qyvjn65jv/X/1hr8rwTNumU/1YRUhqY/1t6AILNlmZ9on+V9m6Z9Rgbdx84++6OumYTGfXH2sJP9XflPXPfGE/xqiM37yXtOv/XBPZVp/RFmW3fs9px1xr+rvFVlenGMc6tJpfV5PNNG3ZsmXLli1btlyHbKbpkuXYtfasHeqakTaru5ZmpEv/Dam17OmvYIdfVGY3PrOGN9pt3vLdm9SxF1DQyicA0oBcywboN8aiSMl3MyN60YD2YqHKYnifHn1X1KCP0F+/mxmoIY/qCHqDUIsC9XMizjIN0PTMl9Pn1LeK3poszopFwwxBnqs+lr0j+jt9isqGsp+VTxrbgOL0tUh93mtV3ZoL7I/+6n/g3/RQFDvvTltF+mDP5v2Eq/xOKx1ro7pWkUUzW/WKaVbvKlu0cfP/tX9jwX5XPnnmlPXDXGm7jWOZZraojdaW5rJiI8a2LKT+WuOMX33ipt9Q706cOXS0pzqefpJlIUSLKntmv2+0obWleeLYlDxJMwpuFWHWuTVvGXAKUJ9WTJkI4ZZtnLHJWJ2O8V3vetcLNyGUqcJQW7fpqEwznbDJ+iTNO0/ZQRmgmdH8l9M284f+2fhqjTTGXb+nn6o8Uf39mdGTZYHpcuY7W91TN210rukrJvFqspmmLVu2bNmyZcuW65AP+pUbOczbclU5dvfHDv3wnaj3P/VC30Xach5BD6tcNnbWq/vpIDXITNlF+hO9OdsuQrLLnvlaGgnivbYf6oQe+Fj0/Rn9UBQ+2Q9ll+nQ7+k/1M8INF6mAVKC5oqifQaxYaV6Sz19Qz9FOtPPaZWLii1Mv6OOHxuBnMqGeF4dRdqYBT4oM/ty36eHIr2ZAd3/d4yVKUtzs1BDqMZ0+sa1b6RMEaRp3LRt5fc37zDsvJntr/48w/7rk+Tfk6Hq/MVGKLvfaS/0qm/N08be9GnFgmGKsADtP3uzVqzuzmJvWKH6FGEf6Lg+Zeavdls3ylRMFN/1Z85pdfQZ81VkWpkO8005q6zVPmNrtZ+Z+8ozq1xa+rpa/+585ztfaGOZRrbEjsuUYUGMo/pXuZT0u0wt+9f/FVPu+Y7p9Omcdyj2WWNq3Gv/88459fdGAawZm/ytsb/JsBm32s9kEbtmz4g1+quNep5OGhntfTZhHnaO0r8xrb8e2zj+HnUeTNcxll2jV7KZpi1btmzZsmXLluuQ7dN0yXLs+rtTlVEW4uxOeeY+stNeoTnPFCnY2dth+9tbrqGxibhX2VLVW6Ri1z7veSsKm9myW4cy7eqL1OY5uf7UbwKKnmxYUQw0rv+rXE76tIpsgficm7eNM6Kx0XtYA2XOcewzxm2V7Vmf6Ko+ETNCriiUnicaLtM0I8QqEKL2q7docmZZr7/dZF9mFFTbb2xWTMfMKFymjk5kpK5PAkSMhZmM3yp6rkwhRGy89bXtn3fGVbczL9Lq7q3pZ9G5NaM99XsVfTkj7Yq09Y2t9Zb5yYJU/8bZ3FJvdTxZ8DJ9MxOzfnT+GJvJqrY+ZbOjtp9od+e2+YMNn/qoTrSt849O1G+NbtZ9bWJbZdF9p37/X/2xG+NWFmbeveZ+vbJh+qhvq4z8MwdabVxZd7rTna6YGzOi1e9WdazMVWTlvx13fc57IvuMnFL1V5qRcdqzujtvda/gjOicvlUd79WBmueOeleZ+q8mm2nasmXLli1btmy5Dtmbpi1btmzZsmXLluuQfTx3yXLQkaUwOReiHkvPes5nwlMlO+txAOr2Pe95zxXvo2fRnHV2RmvOY7p+Ny9VLVU5L7Gt895MrjaPi9rv1WWQaPjpQN0jBO/7W93SjfrpocebnkHltv1o4NY3qVy0vGOp1RUj3l85Gzuq4PRa3c4w9NU1Kvris9U1CDOB3ioBo+OJHi/1GKDHaz0e0l40d+t3VEGnjqWaVsLxzOoaD8cS+kHvPUJVZp0253fK1v4eITmqYKvVDbtnP8LRezyoTZy7O7foydELO6j+pnPy6sJpf9lKj5Doi95rfzO54Op4az7Tvs3rT9TRZ2bCzg/5kA+5ouw5Rj2e8h49rtwD5kWtPQKewTLVjedmHT0eV6Y+cZ5umdaBX/iFX7jQrx450V9dB7xn/ZqXO9e2tKNr00xRoK/tP51a/9/73vdeNR3ITES7so0evZO5blzrypJ/nqNnx5j0xu5q49oy07N03MyfpsqY85f+Vik/lKP+Hu9py+oydjZxo7Fwm2nasmXLli1btmy5DtlM0/tByiZM5+QixXmJpXDuonG7aMnNinSgJuhjdSnsTLjYkGcsGBQBTZd5meitTuaQIvSyCvnHJqyuIcF0QFF/82/+zSscGSGbVcg5PUF2q7B6yFjbikL1fyZ5LNKbl9DWyV+9M+S5Ttf0r45eeGqclD0TQfY9DEfD2Sd7BzmvkkPqW9s/E4/SX/U/Ex7WNrWXA7VUDUVuxp1OykLo2wxIqP1qGxRZR1h2arz1tUgTesd+lamY196ot+Pn39PGOhexBxiTzp8ZHNC+zesrJuPSMda3skjKnolfVwkktbG2oW/zouRrXapbdnImlfVM2YQ5tp1bbIFuV9eg0LG6ypRiCiYbal73/VVyTmWxA/9fNlIdWKGeAsyLeumta9xMLlrbMG7Gn/47x6zp2ri6YsecXqUsMBfopIEE5q9n2GZ1PK+h+Ydx5J6X4a6SG89LuVv/DLzRt+qI/v1uNkjGfFkFABD10VGZMv0+fhtWCTGvJptp2rJly5YtW7ZsuQ7ZTNMly4HSe+5vF4xhKNKfV3NALN3pz7QCDVl+05vedAGZQShlU+b5dJHevMZl5XcwUXC/g4ymL1SZtskw1KdIfZ6ZFxC3bfqxukaATqHIMg0ztX9R5LzodHVhLJ1CP22bxIHGZJUcciKYMh3TF2gix6JwOl6hMLpZXYo6L9ptckDITr3sse8bGzZWpMYWoGDldIyMxQqFCkPGArL/2igdQ7hFqvpi3KHR1VUt9FYUj7XBkN3mNre5wE51jJTT8aNb9a6uCsG00MkqHNv41ReKGFN/O34+m3awGuPVNR6zT/SxSitByhTOFCHYjLLR0246N+mLbthI/Tann1ATL06fqulbdMjd737309+3vOUtF+qoTfhLnyufTGx+WRzPGW9rZP2OOhcmC07/Mzlx65DOoElBZ3JKY2wd6hydVxOVxZzrvnLqkzUv2v1NmVvWhplqpn00f1bpUJyUmAfa2N9P9U7GqWOjvey3TPFMK9K1vazdjchmmrZs2bJly5YtW65DNtN0yXLsXssG2OnbMTe5pecg1tWlrvOqivqbQBa+47exSiA3o2j6nL8uwFwlEFslboM6ZtRN2ajpt1M0DUVhGry3ekaERlHEvGRxRkqt/DyKlGafVsn96MZ3q8ss9RtyLhsIza381WZkoLYWaUHvq4iW6Uug/yvGYqLaa0XfFamzLXpYMXWzjto/pgjjVv2T+klUD7V/rGL1p03KNm/6jPpmFOXKNpXTOcbe9LVl09P0TaxdXusal5l41fwt0zEvGl1dxqxNfDpWTKUxqW1PFlcbVwkYfdf3fWZuzkSiUxdX078yjbXyVkxjy5v+QvMC70Pe8IY3XLV++jZG73znO6/oozLpvT5l2oTxecc73nEFOzd1W/u/4x3veGGO8xdrHWxy9fvhOSzaKkLVmu7Z1RUt0++2TOmMGv5ti/XLuPmua/RkX7t+YnStn/raq5rolh03MndeMbPym52XOXdtwsgdfVytr1eTzTRt2bJly5YtW7Zch2ym6ZLlQDJF8873IYSyEFCPHbYd/yoXiBwykNf0ryjy6W5+Ri/0TJjY2UPO3alDGqIW6lOA4YA4IIZVLqTVZapQNxSivOPixNn+2Z5VZNaMhupnUw99D+LAePFt6XfYh9ZPl3Si3/Xb0bdV9CLUp2woqD4JylRv/VWMybz+oGicLRnTvq8+SJHfRJEmmWxW2z/9zWr/M/qy48mXyPvKrv1OP6WyUvMy6hWLNa9qKAtDf3RLb71Gg77M0frkaJux5aNRnx6yunBWWSKzRI8WTRv/GWHW+r0/maeOJbvr3JzX96wuhZ7XWFTHMx+YdWR1DYo+df1TpjFl940QxZTQX9s/fSFXPjVschU9qL0zF1SZfuyZutpnZWKK2G+Z+smG1t9U32bUYO3fuCmn/Xe1kHVXG+9whzucP/Oud71rGSFcveuvtaLrB1sS6XanX72O5ZB3v/vdS9+4MpX6rd1dW4y3vs3fis6X6RvZeqe/U+ePtuhT5682HW1cXTN1NdlM05YtW7Zs2bJly3XIZpouWY6dfHfKM7/IKgfP9Ffo+3bKKxSAUZmXcXY3zReEn0xRpDJnfpbu5rEX2t/3PWfHr97WPxmKIs2Zg2WeUbcs768yCk8U0fr9e9V+9U2/nSJ1KFA5RbHqhZhWaFx7V0jXuM1LiYvUIEPjt7rwkt8XxFumkv5XTKM2Td+qImVIcZU1F8M20Wj1p4/aXaZHfdMOVvY3I32aZZ29sOPayIwsbBTSjJ6cGZ5X/S4inZcoYy46R/1bv8s0GPfJTJXN0H6frXwip0/cKnpyxQI3503nE7223lW2ef2+y13ucvr72te+9qrRv6s8TZjdGWGKgSx7p93NFm8spt/Xqg7sVf1lJlM1s++3L3TascVi0w07Lhs7I3xnNF3byzbmCULf6/zVfvWZN31mxbAT/dQ2rE6ZQnmp6OHvxF+N/bNfNtb3Z9b+tmNmSV9FD7JJpw+dv/o5I0zrt4SpM7dra2zj0O2Kpb6abKZpy5YtW7Zs2bLlOmQzTZcsB+op0wEh2FXXp8WOGLITPVE0CvXaRRcp2tlDOKustW3XRKHKdAbMb2rFhtih914q/xbhQNpGZa1YHEh3Rg0V6c/cPf1O22YUV9EwNKbs+oR5v8zWZHqmn06ZEuM8o6c6xjNqrGMLqc6onxVTssrILWeRemc0XPuyiuxS38whtMpF5Nn6i82IlNXdcfPOv/aNTiYK7XgayxVTO/NamT9FqvqG6ep3+snPQtv6jLYZ0yJVdjMzE9f+oH+23vH33YzCLOql/5mLqmVpEz10/s177cqCQPgzT06R+vRzKtPqu5/6qZ+6cHcm36w+T3/8eNo3c1Ibm9F7Rv1V/9pvHMyHsiGz3rKY9GX90p4yfzPL++qkgI3NOyRXa1N9ejC19Mh/qvZn3q/yfJkTM8/X6v2+R9iUMVLeiqlja/9ywXTNCMky3Z7RRr8x7TebXN3oMP08Ozf8Fnhfv7tGsw023shk+cCOOnZG8C1btmzZsmXLlkuWzTRdshw7+jJNM0t0mR47+mv5JNgBO5MvUrfTnufmqwgBCKk79ZmRexXhN++FK1KD0LBB7iBbZY2GYoq0oRjRK1BhkYayvN/ItHlL/bxtfYWw65MC2SuHbtrHmfV5lSdKn+i4aJSOIaayUNAPZNvvrnaTdxGjdipb+8sUeA9SbfQjRA+Zz8zoq3vtGtmDYfMeNFmka7zoum1T5uxb32djxrhMhefZv2dWt8RD4UWh9IchYY8rpmUV/TRvjvds8/xMhNwcYtMHT3/K5moTNqYszrRpNlr9QdYr3zTs0WQqVz590zeu79Otcej6oy9sqiymsrCAdFOfGGuROuovpU3G1DiWzbGWssPVvaAyeGPqyxTNqOFmK7cmW79Wdx+qDwtWFhYzOv3NOkaTKe/6598YKrpdMWUr/Rnb6VPXOeYUQF3/LEy/9z2D1a6N80X6mZ/5mSv6pm1sw1gZh9qUcbjtbW97/h17tyapv36f9EbHKxb0WCN2nqYtW7Zs2bJly5ZbE9N07Dy/7Mu+7Oy7vuu7Tqj42NF+yqd8ytkXfdEXXcjU+qVf+qVn3/Zt33ZCJQ94wAPOvuVbvuVCrp9jd/xZn/VZZz/8wz98Qs6Pf/zjz57znOdcQIRHPovP/MzPPHvrW996QjrH85/3eZ93w20+dq+rrL/qKosE2U02qVEtUNSMYmlZdslQSZHaRDPNgTIzwEI6IlYaybKKXoMo7Oa1u3rVN+8VqWiTcrAKRaMzW3eRFl3IqzNvKy9qxuL0TH6ycBBLkZfnPVP/LZmLMRur/Eb6qN1l0Saz4tkV0vRZ/T30m47VURujdzZR/c/M4dNHbsUCtv8YRm1c3T03fanqL2acjcMqz4sxWd1LR9/KhubLJrAJddQ2py/FjFQrGp6+GYdYYzBuM8N/WQffdfzpSx10vIoexVi1/fqpvZ4tGzoZ7lX0kPGe2Z9XvpQzN1PfN/8b4UcXyu76Md/HcNTv6mp23PlHt29729uuGCP9XmX7n3nC2F31Z77NfG21rXmv2ar9mKqymFgULKK2rXwCMf6re+HUOzN797NV9KI2YdqsJx1/NnWt6NV//as25W/XCLmcsGE9hTC3tdd6WL8n9bL1smBsc/rbrnwKMcQdW/P3WO9XtyjcLJmmr/marzltgJ773Oee/ezP/uzp/5/5zGeefdM3fdP5M8f/f+M3fuPZ8573vLM3v/nNJ8U94hGPuGA4T3jCE0704Ctf+cqzl770pafQ2E//9E8///6YLA9/+MNPoduHU+PXfu3XnjZr3/qt3/qfvM9btmzZsmXLlg9M+YBmmo57gx7zmMecPepRjzo/n/+rf/Wvnt+1c+x6v+EbvuHEPB3PHfKCF7zghDh/8Ad/8OwTP/ETT5utl7/85ScG6Z73vOfpmWPT9bEf+7FnX/d1X3dir174wheedprf8R3fcdpZHxlVj2yrz372sy9srirHjnV1m/LBSJTp8G+Iq7vwGT0FsRSN2Ol7r0yDnbldMlS5ut8JCoduVrfbT9+EtkXZjT6AsO3w511QRYjzfrDKvN+taBhSnLddF0XMu+uKNNW3yoHleeNIR2UK5p1jzfPifXpY5WKBOrWxLIr6oEf9WUUfTsapvkjqgPDLlNGXZ+sTcMyNvqevtbFVJndCz3Rj3Dov5JCikyJlNjUzChfwqHfeL9YyiflTpEw3yixSnVnK6b86Nqb8JGp/xt13fDHKBvs3ndanTDuxJ2yk9jvzpK18GiF2fV1FaM58b53b0zerTNHM/dX5a0zYFltZ+aRhGNq3O9/5zqe/r3nNay7ouuvHjL6sv4uM2MYdc1Q2XZk/93M/d8XN9voyI0zrkzRZ9PrEYXEwg8ajTMdHfdRHXWBsq3/+UXPdbv3adhAC0+b1Zd4dWaaS/mdm+ept+iuVqTWn9f+3hill/8ZWHT0pYWPaWKaPnqwf0ze1z3u/6ze7n765ZdN8NiNF27aj/7eYjOD3v//9z37iJ37iPIT+uFDxda973dnHfMzHnC+Ax6R+2MMedv7OoZz73Oc+Z2984xtP/3/8PRYTG6ZDjuePxYchHs88+MEPvmCsB1t1TLQOYOUZz3jGqS7/NSHcli1btmzZsuWWJx/QTNP//D//z6ed9oGOj130scv8yq/8ytNxW1EQxE6O//fd8XeVR+hgV/qMyK+W4bsiL/K0pz3t7ClPecr5/x/tPDZOx461EUbzJvHu9H02sxYXTU9foG7iIEttnZmRuwufaKpIA0KZ+Tq6G/dsWajJFPj/th+LBX0UKU2EAfEUqeuLz1Y5bCZD0GfU79n6REwfIIi54z2ZllX02szXUt8mrA+EXKQzfdJWTAfbpYdu7Gcm+HkXUz8T4bJiGmeEYZkuYEC/ZxbpMlZzPFo2+10hTW2cc6W60O/qDzOjjebzKheZZ1eMGWZjNcYz+qrtn/bj/1f3y638tdQHFE5b7RjTaSOTlMlefXetPEtl8aafx4oNmHf3dW2TAZ5NsNXOPyyc9tc2D/a/n2El20bv+ez1r3/9Ffq7293uduGetWv5zfW7mVF7dWuAtdW62/WXToyXdaw2xl/Idx0bemYvyuscnyxUf+uMxZyTZVowq8amc4O/65xrZUP5W1nHPii2Oe/VMw/rk0WXfpv6O6ttntG2tn/6Hbb93jMm6m/0HGZPX2u/XX9mrqmb7abpxS9+8eno7EUvetH5kdnnfM7nnH4APvmTP/k3tG3HJJiXyW7ZsmXLli1bbrnyAb1peupTn3pimw7fJDcsH2fDx9HYsWmyIz52ls30fPz/Xe9619O/j2fmTvxAVAfy9f7xt7tTZfhuy5YtW7Zs2bLlA3rTdNBnM0T1oCvRcgfVd2xqDr8nm6SDfj18lT7jMz7j9P/3u9/9TtTgERV3j3vc4/TZq171qlMZh++TZ77wC7/wghP3EWl3m9vcZnk0dy052ld6G606Lyftxsx3KMg6cvp3KX/CKXE6IpYB0x/taAJFjqjz+o2Vs60yV4kPfYeW7fuOhVCuPZ5THwrWxhel3TrmEUzpdZQ7mr/HO/OKgdrTpP7R4j0emI7rq8Sl8/qRlSOupGp1ZJ3X2LCHHm9o94r6n1dzqKsUNH3pU8Oh59Uwq0t16Ui9ddJnC9PZsvqjk3lMVHsXXDCPedqmmYi0ZTlyVF7f9542tm/z2hR/VxfWmrd1Mkb5s+l5OXHrn8+s6l1d1eFYaSbA7b+n/a8u9fa3x2NzTqirjsQzKW6DTMyFa12jwTn7QQ960IU+drwci/v/HqHTjTb2eM1Yes986lppbs01apUagI4b8j4TZta2P+IjPuLCkZlx7/ESm9a26vb2t7/96S/f2pnIsuuXftT1gv3RCdtaBbKs0oEYi5mOQ+qBXpHj6PSXczw2Ew8rrzZuLMzVjs1cmxEUK0d4z/Tof17bZBw6Ruqry8HqMu0bOZ77gHYEf/SjH33yYfqRH/mRU9TSD/zAD5wi2h73uMedvj86ehzXPf3pTz97yUtecsoJ8cQnPvFkYI997GNPz9zudrc7e+QjH3n2aZ/2aaeou+NM/MlPfvKJvWKIn/RJn3QaqCc96Umn1ATf8z3fc8rjVJ+lLVu2bNmyZcutWz6gmaYjNcAXf/EXn/2Fv/AXTjv2Y5Pz5/7cnzv7ki/5kvNnjgSUBwo4UgMcu/gHPvCBpxQDdeY8/KKOjdJDH/rQ8+SWR24nciDkV7ziFafklgcbdYRyHnVcLd3AteTYyZedmAipSPdqYY7d9UK6dso2et3p6+sqcRzUAL10pw/RQWHTaby7/xVSUyb0sQo5Xl2tcTUWRdnVywzrXel21nGtS2lXjrDzMuOyKcpcMWXagrGbySZbv/Fr37xvHI8N/nTWnn0sitVuodsQct+H8FYXzk5kCsUVTRqjlZOqtgl95ix6MLREfasgA2Wzt5msr23UtjJ1WLTJGJSNulaQw0yRoW9lA2ZahaYzmO/pT9lpzI4yW7YxmfOn9qv+lZO/f5s35mrdEeiC/dWRec4btsXBu/pjt0X6ysQwrhI4mi9H5PPV5p8xUUfZyNnHlf3MdABlmo2Xv6tTgJmAtvqfbGLb7/2ZzmDFRk/Gr8wU+6W32rP5w6Zq/xh546ffXaOsSat0CMqmm1UgkjKN7V//63/9/Dtl+m4VSDDbVNs0/jPxcH+jZtLJzr95Nc3qVIb+2WqDdOj00EPt+ma9aTqUcORhOv67mhwD/OVf/uWn/64mx6AczuTXkuOH56abbvp1tXfLli1btmzZcsuVD+hN081Rjl122QBoYqYXKNMzr99Y7YbtmItioZ550WV343bqduNFQZDdPItesTneK9Kdl8FiVYoOsAjTb6iIgA8KhNuwWijGd/X34QszGbeyKfP6krJoEJU+rpKLzkt0q1tjAqVgeMr4+Tf0WH+jycII3W8f6Rb6XjEtrpPQ//pE0Lc2FkUaS/rT1/ZfWd5r+6cP3PSNOsRcWKXD8Dw7mKlDqmN9K9Opb/QITbb9vqNTvhmra1j0rfZjbFbJ9a524W3ZCPay8teZ7K/+d46wG20sUtcWNra6VBrqN7ZF1NMnkT3Vb2oynSt/KXoz1mWzlDUvF5cLr3NS31ZsGL+nBuZYr6wNq5QXfF1d51EWZzJcfCr5MXVOspuuzWx6XqPS973Hpsr0aLf2yiWory3bs6srWtgde5BIs+zX6sJk8x9DPC/ebdl80/7RgimSOsBYr9ZIvoBlMa3f2Dy21vXTmN7xjnc8/X37299+/p2+0PdM71KbpJOuX+bZMQ9XqUhulj5NW7Zs2bJly5YtHyiymaZLluNi0UYPzAiDRn9BlvOKjCLFGeHk4tLVNRKrCBcslDKLguz6J9NVNKL9kNKKqSCQ2orpWfk2qUc/lFekiLXw7IrFgaboSLLAlrmqfya8xGKUXcJwaFNZIDL9ZdpGfYNwqluMCGQGRa6YDmUWqc/kcp6d49L+V7dQOxRqrNpGOvK3Pjl0AeGx5+poXvGwSg45/bWKdIk2rnySlL1iOiBd7xVRqn8mRe28mpfQdm7NC0Lprc9MNrlMs/Z6nm77PvtbMT3TF0nfykaY98a6yTG9h9mgz0ZPmX/atLoMeEbWdv5gKOZVOYcctzu0nMmKVu/mSpk+7Z+2sbqqadU272O6fefi37YFU7G6YkXCRr5NImU7N9nBigWlP7bWZ+jbmJSpmYmHPVv70W5l1/5FNGKq/TaVDaUj7/9y9G9svGcdE6Xe8efTVhbTukGnmOIytdNfs7+t2Mtr+SRqo8/KgjWysGvu+5LNNG3ZsmXLli1btlyHbKbpkuVAOSu/B1IUBTVACFDk6qqRme+pz3sGUiqbZWcOqfbCUp/Zjcuv0nNrKAzD0Tw1UCsUCeH3Ukz91acVU2T3j42pT4w+/tE/+kevaJv2Q08rvx3fYaH6HfThmQ//8A+/gunwzIxCan3K9v/to/GHisp0FVFdzSeAjUBRbRudQHMziqv1a2OjSiG9qcfmOTKm2t3oT32CTDEGZbqUDQ3Xp0A71Tv936rTyarU3qdv3ir6xzwoq6pef+eVRdWfMsui0ZNxYyvt/8zvU6Q/c1dBu03Uqyx2UJ9G/cWsYJHr02K8V/OXL4ky6XGVp4xOujYZd+uNsSpT4r173/veF/pYXawuyiXqsza1fvZrTiqvbAZd6GP7r93zUuP6zbE3a1rH3/vWBm2sbx7Wyndd//VFvyfz1bVgtX6zDb5B7K9MjxxQ7LdM55ve9KYLnxmHjr9cUuz432T+0JO+aWvX7z/2x/7Y6e8P/dAPXTE2M3eU+dw8Wf5N76vouXma0jqsMas8TBjZQ2/Vy/uSzTRt2bJly5YtW7Zch2ym6ZLlQLRlg6AgHv2r6AvIAkIr0pi5cxoZIOoG4oMc63fgGQxBUSCEq00ze3PRFPRbFOY9ZUMORbqYBX0q0oTsoQBta/36r29FEfrmM0itPg3Knrk8Vpm4+YuVKTB+yunYHAlX6y+xutTW+9P/pugVUlV/2YSZO6tMC/3PqLkVG0mPZaFmXq0ZKdX3Se1novD6y5DpZ1E2AQuhHcaoTIs+sc2OjfGfEZJlc7SN/urTMvPb6E+ZwhlVU38h/WVvqwtHZ/Rdv/MZnZhHjRAz/6Yd9n1Inz3WxicbtWJqle3/V353dLViKrXf364/xp2usKOdd+xY247rsoi8QCufOLZgjcHGfdiHfdj5M9okB1r9jXw3c8hVx+yHTrA6nVP0v7rU11hiU47bJ6b+2MRxv+q8SHdGeNY2+TmxMbpZ5XnDQrZv1mn1e79sHH83Y3qPsFj6SQ/8j44k0kQaHzr2TG3LPGZ/q1xYqwvXrbuTse0c94z3O3/Nk2OOzxOha8lmmrZs2bJly5YtW65DNtP0fpBV9M/M2ruKfoBUi/TtuqGAIn07dN9BM91N26nbjZfpsPv2vrraRswQpFimCMKajFGRwow6WqF4CJuO+j4UuWJKoAP9nVEYrQN6KtKmv5mReXV3n353bHwHzdDbKk/NKocS9Kbf2l00Ben5rj4d+t+7vqaoV11l4fgEYCig0WbUnX5btW22xH5XuVjYhGeqW+jTmM7s762X3dQ2Zg4m/alPH9uYd1itMkG7c65+W5N9bP+nL8i8g6s2NfNtVbTRs42QNe7KLtPCbtg0+2//sana1PexpmWPp47MP2NSFI8p8sxkLqobZb7rXe86/06f6JGN8rWpvazuHjP+2AssUpkWrJP3OjcxNdh7GbY7R6ZNlkU3NtqmPDmhapuryLiZn+utb33rBb02u751o5GNxoJO73Wve13Rf36a3u/YKMv462Pbrw72/9eTEVxZ+rg6KZi+nMd1Z9M26XhGwa7y+/X3Z955ubrfUmQj36j6RGnTMe9m5vFryWaatmzZsmXLli1brkM203TJcuxki8bsou1+i5RntIvddNkMqHeV0XWiViiqaESZ0EdZKMgWU6EdZWomQ9Xzf89BRpBDz80hPAh9lVF4Ptv6izqmT5jnZn6P1U3uGJuVTxc2ZuYkan/1v347ylYOhN8IMW2BkIpip5/Nyu9Ee2f27J7JK1td7b+yjW3Hj08F21Jv0Rj7pZOVv4BnVnm/MCx0XH8btjlvh++Yzwirolifsd/VXY4zW36Zot49Vd2WDXWTPTRef7FZ//Txqd4g/pW/HzaFHlqHsjxT+1v5ULXO6n1127tx0n9trN8P9tA4lAUj7J+tlimcPlHVv3arV56jPqPf/Jze8Y53XFH/9AVs9CP7U2Z1a52V1836UZ8eZa2YRjqx7uq3iLOyV8quT+r0iaL31qFtdFyfSszUzOFWGzGnV5HBbGLerFA2mP3N7PMr9pQdlfmeEar9/aMv9up3q+sH/Zv39fe07pj3q/sRrdHa1vazyZ0RfMuWLVu2bNmy5f0gm2m6ZDl2rEXTdtZQeVHYvOUd8qrfCtRvJ1yk7zvISNRFz+3V0dxJBOrEkKzul4Ow1dH2z+glO/z65Mxsx0XF81b7ld8W4S/00z/90+ef0TMUAjn2fieoaeZE6ndk5ZMy73VaZZs1fhBS0ZDvtLEsFH2p13g2QgkKg97KzqnPvUyQetlEKFw/isIJvfmuSM94zTvgOl4zl9MKzU+/h7JnU8d9Rn3GtHNrRn15v6hxZqsuCjWWM+qufhP+vcr3ot0YphXzA9l6v0yjfs58NWUD2YR+r+onninjNm8bWPnkGW/5vloHHVsTynRaL/Rfe8pG6SMWrfZD797H6slQXWbGWHX+0LO+Td+w9nHeAdl+i6zT7upfe9Vb3eqv9s7s2X3eXKm/kr45cZCDqUwlfydzs+OnnfPOwq6/9KYuum5Z18qoPtfI35r/nyclqzXCfONTVBbOejX9pcqmubuP3XX89IVup29h9b3Ks2feHbaxyuN0NdlM05YtW7Zs2bJly3XIZpouWY7de5EuhGCHWz8ku9/pU9Od+sx22vNqyMJZOORTND1vCS9Sh57suCGWFRsA8a5ygEBY+limx+5fvUVx2u957VkxLaszZ7qcPhX1e1HmKk/Q9Neiq557z4jCeU9fRbtbv7Zhnzo22uY7fS1SnlnTi5SIe53UXzRL3xBikeIsa3V3oTKxSc2hhNn0HoTY8VMHVFgUiMXkUwGx1ydv9qOM4cyPNe8A7HuerR3NiM55l9zqmfqk/OzP/uyFecx+VtGPqxwy05fL+2WQ6JbdrCJj2eTq7jx98Vl1M33A6LFMM7ubY1Vm6lr2oz5l3/Oe9zz/DvtgTNS18olhf3e/+92vWJte+9rXXni2TAX9m1v3ve99r8jWbY3mN9V+WS8mq1xbkIvIODZ6VPSWMsuUYTFFv7HfMtV0OdeK1S0Lxq2/EaLvsGhlVJSpHWyz0aNOKPhm/euwsNYCc9JY9/33vOc9F9paFta/MU7zhoPOX5GtK59WNu7EhM7L+pmTXb/Y39G2mavrWrKZpi1btmzZsmXLluuQzTRdshxIsEjLzt6uukhjsgCQUtkcCA37UKYCCrLTV3aZEuwLFFKmCfqAEJRXpDLRa8/U/RtDNX08ioxmFE/fv1ZGYe2dOZlWN8jTe5Gq+tVbpAURKdsYtf0EimlGY89BaKtz8xk9V6ZD24y3/1/dRA+FF2kpe6L5+l1pE5uobWA6+Kuxsdqv59lo/eXYxio/F5lZ5st0TJ+YmdOmaJ4dF+lOpkz9RY3TV6H617eZGb1zbGZLrr+N95W58tuit1XZ2MuZC61sls+M7crfzl/tKNO08rOZ7xsj77cO/Ybm66+kL54xN2sHGCp+L7UffcIMYTPK1Bm/FdM+x43dd456xlzBSq3ujDR+rR+zhFVtTquZ58v7nWPqZ/e1xzk2nu0ah9mz/jSy0XPYE2PT+un2Z37mZ86mmD9+N/Sxc5S9s41/kvX7arkEVz5xsp13bVcvHbORMp3qxQZ2bZu571a53Hzn2bKAHb9V5O3VZDNNW7Zs2bJly5Yt1yGbabpkOXbbPffurn2iY6jJjtdOuT4pM4dGkQ5ENPPjrLIOYzH6PvR4rYzSdu2ryD5t0m796Zk2ZOCznsmLFoEi7PYb6ccnASppRuOJdPVtdT5dXxJCX3xooKiOGd1A32UBfWYcvNeMzFg4TFFR1CxHv+t3hYXQp74/x8+zRXqTjSoKhXDnvXhlE6ZPU/XPNuhPeSs2Tztqm+rVbmO8miN01PcxZPRQForQqe9W9/JBo5jPtv9qfm9lNIw3hq4+Ud6zJpRp1v+pt7Ipxn36LVUn0xexbE5z0cz2e87c1sbOUe2d9+N1blsT9FsUXO8h09f6lLAzZU7mst+Z650byjYO1or2kb3zP6v90Lt1ByvT/mM/jG3th08Me5VZv3ffmT/TN7FCJ3x7aseve93rLvgmYWy6Xln3/G7URry/YuFn9Jy1beVTJsLwX4TpsaYYm5kTrp+Rtu0jP/IjL/gwiYyujtQ3IwT7nTL5q/U3bupmtf4e9raj57Zs2bJly5YtWy5Z9qZpy5YtW7Zs2bLlOmQfz12ylBov9YpKbXJBz/oOLVqqENWJnrxWOoPVEYKrTcjqigrvccjtM+hoberRyXRER/PWkdHzq2tU5kW/qOzqaCYMbN9mOLLjmh6PqQMVX33MNAJocbouvbvqP70ZP2Pd9jte0NbS244KZgLE0vMc4VeOyPSFJldH20hfjkeqv3nFybzAuHqbdTQMGK2vPz3e9L6jjx49K4sdGY8egdKJI5TS+96fRye1MfXTY4/O1Mt+1N9gCf9mI3e5y12uCKeeKQeqP3bPDurIPxPPzmPqHm+sLizVf/1djRExJ+uIzu5m6pGmfKA/7a/9atO88LUpJ5TpCK2OzNrNJuiDQ3JtWZ96YSw9zctoe7yp36vEm/e4xz0uHAut0lLMI9+6DlhnuFBwtm77/XvlJM2tgm71tW3UR78D7Rt7net+26//3uvxvLLnOtJAEL9J3v+QpJxgy5Jcst+Ov3/Pq57aT/2fl0u3fq4cPTr1nDocwXaNmMk5Kz3q29eobNmyZcuWLVu2XLJspumS5XC8XO2GoYAiTc9BLHbcdRbF/qwSz0GNGA5On3Wkg+KgiLIQUMi8TqKO1N6blysWhc/Q24Y3z4sWOUsectvb3vbCLl85RerQCxajLA5kqY5VAjlIH6poyCxkCVlpf1MOQKirKwrUi6mg97I5dGqsVkwZZoveVo6s7Kht8961kjNqNxsri6i/Kxbnas7OtS1toiNoskjT8/ReFDmTWELeDaSYaTRqm9otRN/4F03T5Splhc+wANB0nd3ZGz02dJud+k7bymayDc/WMVbZM61D55j14lrXgPirjrIhxkSfqlufmdurBK7KXCWn9dkMZOgcVwf76djMS6jNh6Zc0N6ZFqW6VDbdtI8zEKLMg+fMI+X1qiZ98myTc77iFa+4MG/Vv0p54W9tY16NMtOjdL1mR10bjBO9rS68fcxjHnP6+/znP/8K27bu6bf50PcxPdjEX1qkI7GOsLUytfRubq0uY/eZ/6+OrAl0u0q8y259t2KalN2+SWZ61LEKnrqabKZpy5YtW7Zs2bLlOmQzTZcsB6LobtgufDIODU2FQlZn6r6DortTt9Ofl5EW6dvpQ4xlcTwP4cwz7iINieeackCfpt9P0ZwdPDRbpDOT00FYZdNmyPXqGhTsD3+J1gEhzra2Hu1eXUPh39rW8YPQjDeEvPLJMqZlweZ4K2/FJvrbtkG47IgenP8XqWlbmSIMJaRujOqT9FM/9VMX/Jfafz5k9L1KjgjhrdiseUEv217ZOKTZtkHWmI3VNR50A6nXX2helKve1lH/kj67ukQYC9CQ65nwsD4pQvPZ5Opyafai7FXizJkktO03b3xW/RvveUVL9e8987hMK3+defFw/Z6wSdiA1RU12ri6lHoyZb3wVbuNqbEqUzWTypYp8p72v/vd7z6b8uEf/uEXrioq0zh9UM3bFZvxkz/5k6e/9773vc+/89zP//zPX7j+o2ykdYfeytQZ95nWpGPM7w5jXJ9bjA7boneX5HZuPeQhDzn9fetb33qF/emH8ehvDGE/ZVE7zquTgz7DflZMvefN9Xe84x3nzzzgAQ+4ws+V9DftRpimG940HQvycdfOsTAcA3lMorvd7W5n97vf/S782G7ZsmXLli1bttyS5Lo3TS984QvPnvOc55wuOTx2tscu9dgZHqj6YEGODdMTnvCEs8///M+/sFO9tcmx+21yMOyHz3rebYc+z+bLNPn3KsX+RCOQR5HKfL8yk9JN35S+p+wiHUgfwpjRUCuGCTtRhD0v7i3SUIeosfqLadu86LMIZibuK1MwL2OFsMuUYY2mjors1ct/rEwXNKvsJgdUr2e0tWhw+quUxYIU5xUX1b/nsSHVDb1NxC4apgn8pv9Ex897q0gV9op9af+xFvP6mTJtxk1bWz/9Q5/svjrSxslmtSyf0U3rN0Z0VBZDvdPfpOPH3icbUxZwRjGWDdMXba3+lOW7+bc2tboGx/szCq72Wx+4trkslPbPRKDVKcZsRhe3Dr8b9dubSVEbmTZZCP1pHdYLtiHZY1mrmVyyPjVsVPvrbyT6DlNkbS+b9OY3v/lCX0V4tW/Tl7BsirmIFSkxoZ3G1vrT97X/7W9/+4U6Vz5J09Y6fzFMvzfrr/etOxiv+pQpi03Vtiezbx0tK2QstYOu+zw7WDG1+m38etLgs2NurxLj/ro2TQeTdEysT/mUTzn7vu/7vnOqnhyKeOMb33j23d/93Sf685u/+ZvPPv7jP/66G7Fly5YtW7Zs2fKBLte1afrqr/7qs0c84hFX/f7Y4X3UR33U6b+v/MqvvBA9cWuTY9fcPDMQ0rwqpTt7O+NVinfoBaprDiHsi3Pi1VUH86qTeclpWQzvFQ3YxUMDZbqwEN7Tj9WlwqRIEdJQnzb2HVcjqLdIATKFVPl9lVWDzETB9H3sBfS0ynMzL9ys+GzmICk6Vx+mp+Ov//o7cxpVl9fyl9HG1VUD3l9FBqpnsoll0+5617teeK9I07h5f0aq9d8rG/eefhvPIk0MzSp6DIuJRaDr2v+cP40sw5pAnMaxPjnaNPM9VbdYuJnvpnMcm7FiuvQNK12/N2OEBSnTwM6wH/RQv6fJYpcFUJY+6X+ZCnV03k77m/bf/rMXvkBl6vh0veQlL7kwHp0jxst3ZepnZOnd737309+Xvexl589YG+m0awP7nRGimKtDXvWqV13wN6pPlucxPtbjsiHYHzbZuc029BEbU79DtrViYbWf3azylP34j//4hc/KIiq79la9rta93xX799tiHrCV/v6xeyxQ+6ZedVjr73//+58/80M/9EMX+ti+eY/960+fYcvTN686Pd6vH9qlbJqutWGaclBm17rLbMuWLVu2bNmy5eYoN+wIfnjRHxftfemXfumFz49d5+Mf//jznfmtVQ700PwzdrqrjNiQpl2wnXqZmhl1sIrMgl4wBUXKdtNQ5SoyZTI+rX9eOFkUq351rPytIAvv9/x+nqlPxqM6Wl3Cq50QH131fWVD3D271jfn/pBT0fj0BSpShaKxP6usy1PqE6FP0J/3qqM5/mUB6d14Q6xFhxNhtf1FlEV+jb7TNu+XhfDZ7EeFTqffUG3DM9q6YjpX2YLpyRhhg1ZZj2Uyrk/JZBZnTpqO7SqjNJuaUUMFjepnd23bjNabzFPZU2tDx5b9TsayaFpZbLptU6bxw7DURiZ672W07EQ7sEFdo0SPYSpX2bK1exX9yKasqZ2b+sJ+2P/qwmHllKnRFxGi6m8blT0v9+5cEBHZeuf4021tS5n0PzPrr/rY77BY1ji2If9dM6gbo55UTIaYPZd18W/z73dmjmuvspVTNhXDZExrv2WE6//X30jva2vHf+rYyUeZcnNqdRm8dh/2dyMZwW940/Sa17zmFJp5hPUdzuGM8FCKsMotW7Zs2bJly5Zbmvya8jQd56R/7s/9ubP73ve+Zz/8wz984T6aW7vMPE1QMFTdXbRz8plLpGhonikXxflu5jDq/V6QwWQMigygGW3sub3vPFumxo5+otkiDQgB0ipSmD5BcqKIFOl70HyRwoyWEGlSpk27VxmJJ8MzEW8RFsahEWLz7iuIsc8ImtCm9h/Sn1F89Qmcd5eV6YHsjRHGrM+wNzoqUsTMzMzYHb95P9qKhVIHpm3lk8GmVz459GYcyiZhUY1fWRD1zzuvykoay1VG+5klGAtQxpRN0Gnbj2HQJv46M7dTdVwW0trgO++XjTD+/H/6vnb6yw5a/7TJRtbqt/qxGV1/6GgVWTvzXGl/o9f4+dQXhtApNorfU9kc827ej1fdmKNHMNJkc43NZHzKlGg/5qn327EfdlNG4ja3uc3p77ve9a4LTEnn+Mxv1vlHl/S/ij6evlz1P8Js8QXyftd/9XvG39XcWkW96z+foj+UsdFua5N2d/3Tpq5JxDjp27wns2PLp6/9N17aKCfVEbhGZmRjbZudHt+tTjIuNSP44dx1sEqHsd/rXvc6sU9btmzZsmXLli23ZLlhpqlZn1/0ohedPf3pTz975CMfecrPtOX/hyS6m8XaXCvb8MyM2qy3dt8z63FREzQCha3YJOO2ip7DDGAqiuZW96kRqFs/REpUvDdzylQ3WADldNdPNxAOH4/6ScwostahT9BUz7uhP3WsMiJD/XTayLh5hq89RUPQLBag77MT46j/Zfqmn0vHZmaA19bWQSf8NBqZxhaVDQUXqUPo7Kf2O/2k+BQUKftO2WWR2Na18jRhsTFcZVrn+GE6mkvIeGtrx4a9YjNm3qqVT1tZHEhde33X9+l2skm1F+OPuaqvx4werG6bXbz6LxtG/zNCtH2avlBl8+Z9YtWtz/RjjnXZrAc96EGnv0diZGK+YT/oEatQHbPD293uduffsRf9nutoy8RC1/5n7i05fTr/p79m7RcjZb2SbfzlL3/5+TPT7qpb89XYTv+lCp3W38hcEDX4pje96aq3Bqzsn51gc9hI+z8Z2l+KjtXDprS7fnPKmjnpVlGvpOu/Nq3mBjuZa1PZ0Okn1+8wg4dPW9fcS980TRrri77oi06G/Mmf/Mk3WtSWLVu2bNmyZcvNRn5N16jUr+SQI2ruON8VhXBrlgO9FM1hCuz0V5FR/toNN8+FsmxWG/0wz8DnGX931qs8RZOpgupWfjvTt6aMxIy66zMzl0ZZBOgNGtLW+shBdnwjViyUMjEFK7+vlU8H9kJ7IZZVLg+sUn0CfKfMoqir5bIpCtNOLNDMsNyx9X6R6rxPTDtWfgurPCT05ZlVRnS64CdR/UOqUNrMvt6y1F+fspnl3lj3/ZmLrCyasvVf29rGydSt7pjyvrFZ+cQZh1X068zB1TqMpb41Msv7UPQqz5qyZhRr57L5rt31yfK8dpSFpad5L2X1Z25pfxln7Z1Ma9k4zNArX/nKK/zd/NvaxMa6Rhlvdb32ta89/44PjvbOaMLa3SrPD91qt/lbNoovGYb7sY997Pl3b3nLWy7o5sUvfvGF8spmGOPe3afd2GN66Po1GcZm63/9619/+ut313woUzTvhWvfZvSqO9v4atUWV3nKfvFX9WUdnlGo1c3q7tU5N+bNEis/q7Lg9OU3cXVSYm1TR39/+KIdOp6RxJe6abraFSl3vOMdT/9t2bJly5YtW7bcEuW6N00f93Efd13Pff/3f//ZrVmOnW132nbGqxuc7XrtsOet4z3T9VlR7PQ3gLTq0wAZTlRZ9KNtM6fU9GGbLAiZ0U9FIzPLeFE8RAAh8DEpmoAA/G1kiLZgzLzX/kNI+tj+z3utrpXnZpWn6j73uc8FZL3K+ospmb5VZQgwQ/TYOmYm3zIt/g2ZNe8IoVO3tDeXjHHyGV2VSeZf5/2e/cukrI/svu3Xp5lTqXpW/8onZebnWWVL5+9Hn+2/52fW4L7vGfV3/PXFOJQFNV9qr9P+sCare+XoGTOhHWVjsInstvrXTnNqxbSwkRlFWfvvZ5NpnP4m9VeafiqrGw34i3mmLBb9Y9/ov+vfvE+u/TfvMKz6WDZsMiSNrJoMJx+ZMh0zv54M2+0Le6PrjrHPJuPXduu36MHaONZo6qrt1MbV/W7XuvuPbv31Xu1v+gT+nbDY5uZkcVq/fvut6diyU+1f5elj29ivn/7pnz7/zrpvTqq3Opq/W6scVMc6dul3z61SrR9O4I9+9KOXoaRbtmzZsmXLli23NLnuTdN3fud3Xvj/v/bX/trZM5/5zHO0ueXsHAnVp2n6ixSNYR3mTdCrPB0+Kxq3U56RFaus0RiaMi3+DfHMG9H7jHEu0vA8xAxxFKlACiumTdQKfwGIu0wF9mJ13g8pqgPTUKYMGvRZx0aejyNZa9td/Xtv+m+0XnVAo0Xn05egKNZ38wb1skkQHsRWkKKseQdax1/foDHIu595DxosUqcTdtD62YIxWrXR+/pU24BU9QMr1vrpzVg3enLmKTNWfZ9NebYo3jiZUzNDc/PczHxfLZMY//rNsWX6K9PAlma+sKJe8251r6P6tV85bZf1xtjWp0f9WFDj2ag8fZmZ3VfZ/mfeptoiv5OOjfmPKWSPb37zm8+fYRMi5OpvM31C1cF/qf2lk1X0G2EbZbPoVjs6f9XLNmWb7/z13cqX7qM/+qMv+CSpt3P03ve+94V8Q9U//yZsnnnXZ9gEm+ZjVb2zEWtz+0gnxu1f5KTA+mke01XX6Jk7ruPPp5SNmb+dfzOXYNc2c0o/JitZG5v+g7XTQ1+rqPJLzdO0ZcuWLVu2bNlya5O9adqyZcuWLVu2bHl/XaOy5epyUNVNGYAyRb2unNRQjqvjDVQjmrTUJ8dPtOZMklaqF/1Ymng6gKOu6wg8j5x6PMDxGWWLAl9d6oo6r9Op9uoHmrYUqn/rf8OxHZkpUxtL76rXMU2PJxx9zotiV1ctKKeOhDM5nbb1CIAuV2n6tWU6lNaR2L+VuaKu2dFMUlkKXNk9nmWL2qGuHs9OWr+O+D5TzjxKbFn00Atz2bljAfqsjd/hDne4UEfH39xQh/9fXdi8ugbFv9XHIb2O3fMItrpVr+fpsccr05G2889YKMdxV4/w1a/9K93O/+9Rg3Zbf9p/tuxYhW5X1+iY9z36m87NdN0jWHPa/OvRD5t2PO0ajCb3Ne7WtB6PzouKHd02ya6jTraxSjzr/dWF5Xe+850vHIG5+qr2OtOhtA5rzHRzOOS4gqzHW/Re+5fWYK6Vq+N07wulb9lstPP/AQ94wIWkmPrd9Vu0vDXx7+a3TVnsfuVeQaeuyOrRrednAEN//4z/wx72sNPfH/uxHzv/jp05AmV/XSPVYa3qd9py2MYqJcuve9P0kpe85ML/H5P/J37iJ84NnfzxP/7Hr7vyLVu2bNmyZcuWm4tc96apSb3IcWlv5dhxdid7a5QigUNmKGMduTk12k1Ph94Vii6Kw740mV3LK7KD9OuI7d/QIzRVNDARalHAvHBSW4uU1Q/plMXhsAmZQU5Fo9MBvkhb29hcEeJ0RIQ0ehkuFAah0EOZinkNTPuvLfo7GbuyFxMNVv8+W4WcT+f0MhUQ+ez3ytmRTTXlABSGzVF2naXf9ra3LdtapM0Obnvb217RRs9gMfqddkKzqwSY2j/TA6wuCmY3dXbl3Kz9nZ+ex+bMJJWrhI918mW37NAYt4/qXV3DMy8spYeZwuB9hezrE13VWZaOfXYth9dVsIT++2zlJMxGMTxlg+hklTiTTRuj+93vfheYj9qEdt/1rnc9/47DOH1NxqEMsfQEZZqtKcaErXaNZLee7dySuNPa/JEf+ZFXhMVj2rBHb3jDG86/o0sJNEnHyJjMRL7VpbHhLN72q9f637UFI2VNoFvpReqAT48fFP0pi/2xhz6jLWxilXiSrGxU27CIXb/MO+0QtNHfr5lqpPVjDY/5fyOO4Nf95Mr7f8uWLVu2bNmy5dYi26fpkuXY/Tbk2E7fZ/VDsHu2Q4b8i8ac5fuuPhWQygzLLts30+jXX2km3Ju+PW0LVFgWzI4e0+C7FdKwk286APVDequQZaifn0hZAKgLQ6D+snsQGjah+pt9nL41/YzUp0Zf5vUfverGWKx0o23Gb14H0j7SUcEL/6D73ve+F3S0YoNWIbvzgtuZSLUCzZVFwwzwm1JOw8IhfIzVyn6xf8a9PhXYSDpp3+hW35QDcbdPxqZIffpgKW914TGpbrxvbvuuIevau/Jpm/PO+HWMsFnq6NzQTzrVx77P3szfskjWIvOO/VX/xki9td/JrGElWgd7wTB3Ppmn9O8y37IhxstfV4e0fmWa42UarZvayFZX/oL0gTEq62JOdxwx8/r71re+9UI5fX6yirUNPlHWiDLdcy7WttzAwc/I70mv0fL+6jJqvxf8FK+1furjH4lPV9N/lCmtT622mUddP9g0xsk6WDZ4splY8UNe/epXX9CjftenjU1YG7o292qzuc7/uqPnSpe+LzkGVWbTLVu2bNmyZcuWWxXT9Kf/9J8+ef1/6qd+6tnHfuzHLtPlv/e97z37ru/6rlMSzK/5mq+5sCO8tUmTa9nN2g0XBULB01+iTIfv5pUfZT3mxY+rCB1SpDGj7/j49MLNeW1Kz4Tn9QFQQd/3DFRTFAORTaalPlr6DTEUEUCo/JbouH2efidFOr7TRsi1bMi8aLiRUdDXvD6h4zcZxuoPaqfjGcXTOny38kmDwiDFIk06YpP8MFbXF6irEXIzwq8sDBZCH1cJ8IjvGlkEtWJjjU3ZRDbFplfXMGjjZIyqS20qU2KczUN6rM3ro7nW8VO2saGjtn++VxaFLtmtZ8o0mKPa3/mj/TPqtH2cdrOKEmKbUHh9qmZywfbfc/prjrX/ElYa487teVHtKsIOi2z+lcWZvoCYzjL9M4HjKjJxMmzHb9kc47Jvs233vOc9L/S/yTl9Z65Vf04YMFT8hl/+8pefP8OWscKdW5JzGlM+hbWf6QtU216tSZMp9JuwujD6l3+1bXRj3esaqV7rT31a50W/1vFGGGJT529d26IfdNw1Zl4mXhaKLo7fn0uPnjuM6Fu+5VvOvuiLvujskz7pk06Oa8fCfCjyUMYxeMdkftzjHnf2ile84uxOd7rTdTdgy5YtW7Zs2bLl5iDXtWk6dp7/0//0P53+O3wTXve6153Ocw/Ud5e73OXscz/3c08p4bvDv7XKsRPuTt9ufJVDCEKaZ9lFNZAFNFakaWc90awde+ufVz50F+67VYSJXbt6i/SgNuhZH+t3Mv0Gel49r5iYf1d5nire1/5VhCDRp/aN3udVAY2Q0V911acAUoFiMDw966eL1XUKypp6bITIvAajLBg96e8qlxRmiW9BWcDppzCvTGnf/IVm+7wxndFI1be1oUwfn5D5bPP0QKEYizI1M7+LvjZCEjOlTUWh5ouxMZ/KdKiDTspUzEu0jXUjZOeF0bX/6a+yirA07qs7Po2z6DNt6/zH4vpulcPJusMeVxf+isjtPJzM2rxypWXe4x73uGL8oH7tN9dqP3TCtw1zs/IhMo/rtzSZto4/psycMo4Yr/bXnKz+sCDWRvZXnx76146uLS4I1jYM0+rCdTZan1SMMNswRhisrknGRN6pzsV73etep78ve9nLrmCj2L258cHpv9+dyVC3/95nI/39MxbWAfOuudzMJe3v+GPa/O4or/oTmYgx5P/Z/h9j0zl/6Y7gR6Pb8C1btmzZsmXLlluD7Oi5S5Zj11qmaEbGlIWCsGZkyypCi5Rp6Nlxd9grNmLlbzCzlc+Lg4tQfVcWZEbmQGpltWbUXJHeZJbUUf2pYxVZAuHN9lcv86y6/Z8ZgCGWMqaQMfReFmFGD0IuK6ZwNbbqgTi1f8XUqKMoEFMC2dFN+zhz/vR9Y4l94m9QvxMM1cyXUoSsbexmFeFo/Ns3qJO+XEBav415CW+ZPvVhFth/2Qx9EdlTpK+dbGR1YTV7ZVNFytM2V34f7GXFdLIF+lf2io307OrC4ZlnbK4Z1UnnJvsX7Wgcq3+6YJurtvnO+DUXkXqxMr3w2/N0qx+N0MKesFtRmH0eY6X9qwujrTH8njo2MzKz77MfY1z7c2EtZuonf/Inr5j//q1tXT/YCf17tkyXSED224zc2oQ94ksl03fZK+tATyrM5c7JuUazMf3+LYtTFOOnjbU/Y2QdaJCYcWNv1uH6HdERG5MhvfqnE7ZZnzK+YMbUBeYt+2ATZz7Fa8m+e27Lli1btmzZsuWWwDQdu8jP//zPP523HrvdY3d5ROg5IjxQwpd+6Zeefdu3fdtpx3rssg+ndXfdiNz4rM/6rNNdP8fu8vGPf/zZc57znAuMypEd9TM/8zNP5+QHq3A8/3mf93k33N5jR1w0Oe9lklujO3SMg3P7nhs7U4cwV5FZdtjYgKKhuasu0pw+DOqo34lzanWUKdEnetTv3p2EvYCwijRnZBs0sELzkEbPy6GnGYXR/ntf2UUUzrvlSfFe8wzpIzRUFgJrwdZWGdWN5bxDrN8ZE+91/I3bRFzVO7sRdeL/q0sIsf4OEOH0jSlS1LYVCzHvE+Q/0YzQkPpk7Fa5x9ha+29M2FGZQ+9NNrH/b05od/0d5l2B/r82Mv2OyrQoi42xw7JB5pZxa6SS8Zp3oHVdmhGdZSF8xiZXWY9n9G39lXyGfZmRin1mZj1vvcb4R37kRy70tbo17p2bPnvHO95xoa6ucXRiHFq2+WK9Ybedo+xOnxpZShfyS2Fsaj+TKe76LcrO+Ik0K1NrbfFd/b2mL6X1o35LmDZtqr/h8Tt2yEtf+tILunrxi198/gwWyXtluvxbHfRfpnTeb/n7E/2mn29/+9sv2F1vpPAbNVm55sPSfuPR8eMndlzZNttm/Z6McdkwvzHWlNoWWzh8IFe/mTdLpukwsGMTdBjssWk6jPRZz3rWhSOiZz7zmWff+I3fePa85z3vRMsdA/+IRzziwsLxhCc84UQLvvKVrzwN0Gtf+9qzT//0Tz///phsD3/4w0/04k/91E+dfe3Xfu3Zl33Zl51967d+63/yPm/ZsmXLli1bbiFM04Fim0fh/SlHvqcDGR/MEul594GivuEbvuGUCuExj3nM6bMXvOAFJwT8gz/4g2ef+ImfePLEP851DwYJO/VN3/RNp3xTX/d1X3fabb7whS887bq/4zu+47RLPXJMHfcHPfvZz76wuaoc/gDNpwPlHDvxFVK341/l+bEbXt19BnVA7z1/9u9GAUzxHaRVn455V4/ddvvl386GV9nKp99GkfrMxN3vbGwnUmgdkM4qW7nP1AGFVg/6tqofQlQf5qB5ioyNOopCISPPr6L/Zu6o1q/9UCi76Zk+hA19FSlq/7x7rUyhz+RNg3w7fhA/pFs2D1LURoivUWqemf5HRdb6WhaDTemH98omiNbT7yLFaZvGpmyKz6DSIkpzgf0pp3Vor/pXPmWen755naNsrMyV+oHAlU8f3c4o1q4Jnln5NBpL49D6pw+UeVM2jv1aK8o06pv3/a3+2Sa/vWbbZksYDmNVNlQfjVGzfbM/baSH1d2Rk5Vv/42bqK0yHcZY9Oaqb9Y9TG2ZImOKzVvdvcf+jW1PA7T77ne/++nvcVpCjt+tPr+aIwRD1OhZ7abH1f2e/JT8bv2tRKZi+mcOqDJt1ha+SP39wjB1vZn2K0JulQPN2FjvjFF90rB52K/V3XlH2auM/ZfGNB0025Fe4EhkOZNiXba85CUvOW10Pv7jP/7U+bvd7W6nYzhyOIAek+phD3vY+WfH4nKf+9zn7I1vfOPp/4+/xyA24u94/lA+h7HjmQc/+MEXJtvBVh0TvXRq5RnPeMapLv91om/ZsmXLli1bbnlyw0zTcX55MD9PecpTzp785Cef/Yk/8SfOnvSkJ53d+973vvTGHazW4Z901PUFX/AFJ7boyBV1bG4++ZM/+RyFzBw+x//77vg7b1M+kMmxg+8zZbBa5vFdjwPJ0572tFO7yIGyjo3TgTZEhRSZHfmsrha9AWnYYa9ycUBIq7vLZi6NsjEThZUpsSOfLFbRNGQOaXQXD0XNqB+Ivef++tTItMmQzZw6/be+lmlRP6S18rvQf6i+Pll0CenMaLyWtYre0k/gYTJ/RdHXip5yzk/vHSP1qaP+PvqvTAxB7ZVNsLsiNb5b05eueW5mDq6iSDoBLOZdgtXpvB+tvmDQ6wpNzpvbV4iQ3ai/SF1ZIoVWd09NX6ayEZNF7fibC/S2ymhv/mv3qn4sEjtoLihzGQtY+yfq1deyQZNN69qibH+nb1THyxratWGywPP/qzd9BWZrv1gQ60CZHm3BeBTEznspJVVunh+6obcy7XP8+d3UH/bHf/zHL4xfI7OM+8wWXv1ZC+ihLIo5xbfGuLc89iYKbuWTxn5mFGZ1ZNxqP/TMJ8z/9/fD3Xva//sWv02T4SpTOaPv2v+ZO4uNlw01NuZU5wb7MQ4zX1zrt471lAwzeNjf+zV67q53vevJifoYoOM465joD3zgA08OcsdxVo3y1yuHUR+05Fd91VedWKbjqOzTPu3TTv5Lv9FyGNgxoP1vy5YtW7Zs2XLLlV9z9Nyxu/u4j/u4s0c96lFn3/zN33xiXv7SX/pLJ0boEz7hE07+SPXN+LXI8X6zA/Om/77v+74LCOXY8bau4/+PzZ1nZj6jYyd/7K69f/ytH4syWsf1yrGjbqZjLIb8FEUKdv92zM7rRXN096wdjYyCIuYddmUz/BtCq57oBVMFaRSpaO+KKSii6DONnppRX/X3mJFd/GZ6Jg+pQRPNwTOj98pQTNQ3/aaK+iG0FdKaWdaLdGd+F39XPhE+KwsAvatPe2qLdIzVqL+UI2EofJVRHnpeRR9hn9TP/sqUTYTYvrHfqfcyXdq9yiF1RKzWJuc9idXXjCJcMWwr374ZvVYUqywoE/BpO6b9d/zolr0qr0wVm2A3bT9Ghm3R5+ruO5+1/ZhC81g/WgfdeL/zl715j49K2Uy6wEasWAAM2Sr6D0NgrqwiGzED7K/Rt8bYODQjPRZE/7Vj5Te6YrHp1vzh71emVRvN1c7Nmd8N89z1ly8Nhr260U/vNbKYHK4mhxw+trP92jtzaK0AvDGu/juXO35dYzFL97///a84Kflbv8oQz+jpnrTI2YUF7EmFtvi90I/OP8/4He3Y0qnv5nxa+Vl2bTLOh25u5O65X3P03JFk7C/8hb9wWvAOhunYMB0U+BGhdvwIccz+9cgROceBsHQ9Iz+O1I7NRJ1TDyUdFOr97ne/0/8ff4+F7oiKI6961atOBsYgj2eOiLr+oBz9OBal1dHcli1btmzZsuXWJzfMNB0bpMOn6djMHBFoR7Ta8Re6OTYyz3/+88892X89ctxpd+xwj+O5g706PPCPNABSARw728/5nM85e/rTn346hz7q/uIv/uLTGbEbow9m6pGPfOT5sd6xMTp8sY7IOmfJxyXEf/kv/+WTb9aRE+o973nP6Qjy67/+62+4zcfuvUgPwlxle4Y0fObZIn0IEZrpea0d9kQWrX9G2BQpQybqgBT6jPPmVQ4oSAsasZtvFmpsiM/q7wE1YBqgslX0nD4VxUHEUNTMbNtntLvsmKNkeqD/1d1XkEjRmXHiA8E3rXVAbcpptl391bd5l1rP8DFW1U0ZjaLRI30GoRt9bf2TaZx5h4o+vVekqMzpU1M07T1Ma+1X++l2RupVzJWyaGzJd8ajdUz2bxW8oh3m6CojMqa3tm1u0ZuxKVJXlrlSfx/sBf1ra5lOZXqveYZmlnLtKJuMtV7ZVlmDq7VxssfVPz1PHTeXkb4BqD/0Qz90oc4+42/rsO4Y67Lw+j3ZxPZx3itXEGz+Wb9Wfpts8/hNmNm2+clN37CyUXRiTnVtmT6M6u/8Ue/0La3MOxCRCh03+qtuZ+4o7aj9qPdNb3rThX7090cf6VGkajNwzwjnjoW5Zd70pMb6NaP4Viy88egctyZYR5snir4Oe1ndV3ppm6bDMfvP/tk/e/Ypn/IpVz1+OxaDb//2bz/79cpxkeAP/MAPnI7+vvzLv/y0KTpSDBx5l8iRgPIY7MPf6RiYw7/qcJrrD9cRmnlslB760IeeJ7c8cjt1YXvFK15xSm55XCx5DP6XfMmXXDXdwJYtW7Zs2bLl1ic3vGlqnperiei2y5A/9sf+2Om/q8mx8z02VMd/V5MDwb7oRS+6Zj1HNtibbrrp19XWLVu2bNmyZcstV25403QczR304ZE7qfK93/u9JyrvsjZLN1c5aL5SmChnlHfD8WcYOFqxjqxoRRTs6ugDtYh6Lb2MnnWE0aMDZdfxtOWtjvVav2NBYeEcS8vyoazV1eMteprXofT9mdSxuvFvbUN99wgQvYvKL3Wr/fqkHW3jTMrYkFd0NN1qT50K1aevPXoxXto9Hdv7mb89kuPAPlM/9AgV1c0Omk9MX7R/dWEx3Tpy6JEOGn4V6jvpefVy/u44VSfzUlJHP3TN1lZh1KsLb9myI4geb2LKzS19rY3NS61rG8oUrELHTSBIR/M6lJkosO2ojTm6oOM6KXtu2miDRejYOtSjf+uO77St48FuV+kwtIluptN7j1P4lDZk3XsznUr7T2/GpGub+TuvOunxqj5pR21UmY7ArF91d2Bv5p8rQ9p+rijGvfrTXn3q8RJ9GffVhcPGht66NhrL40SmjvFd4zuXq6tVihjHbb0GRb3myi+mb/NY3dpQG5NDURqIpvYxFvSmb012qY0cuutkbr5x/DY3O0eMpXq7trDpo47p6nCpjuBHUscafo/kDt+jLVu2bNmyZcuWW6LcMNN07CZnIkiOWtOx8NYox+65jtj+bTfeJFp2+HbMEFKdBaEG75dFsUOHpjiWNqwYUrOrrpMnRHO1JHdtP/TYkF8hshADxNSQT+hhOqS27OnI2pDnyUJU6GtePNs+Yhpc/FikiGGBMOflskWj2tGxmU6ZUFDRuL5MxFuEyjlxJkJcsY8Nx53XWEgw25DtibCOgAryute97gJTpY9FmvMS5PbfZ5MhrLPuvCizLM503Fd/mU9lcwR1rcKKhVw5ckO9k/Ft++l4lUBzpiXod+rj5M7u20fRv8LpaxvzGphVsl5zXJ9atnZ7H3PV9cec9GxRvM845JYhIGySbsqCGNMjh94hr3/96y+09RAInv7LYpuT0xF5FYjBjto381TqB/osqDcmGM/mEeScfkSCl7ERJt/65uW6XZPZHz1IiNk5MdnI6namRemF4Zyb2d+KBfeMOdL1y/MzAWf1RCfmXddcTOlk81cBQGVuiLaZN3WSN/+sUd6rjfr3yn79/rAtFy4LiFldyl37MX5Hu1dXkF0a03QYTyl2clCD8w6ZLVu2bNmyZcuWWy3T9Cf/5J88XWVyII7jvrZDfvInf/Lssz/7s09h/Ld2OXbpRbMz4Vt9auy67dTtnFfJJVcXvnoPspjMQ9+fCeSKgiAL5TRkVRv5G7gWpZfAekb99enSJ23txhoj4rx/5WM1w/KLtOb1FXTda3MwO5BmUbx2Q89QfduPTfBMv4MQMUbGpqhOu7WtSHuGI6980vRxXpnT56FpKLZI8yEPeciF8OLmPZs2qY7qyGf8vYoi2dm8+LQ2jsXwbFkI9jd9waoj9fJTaLLZycKt2EBjAlU2OaM2dUzb5+qNThsyjZnEsK8uJfYZ9q3+MvRPD9pYplAfVykfZlJNyH3FtK6YBvrWR/qrT9y84qhjY2z5K1lbOkbYV3OrpxHSJ+gH5qI2Pv02az/+bR7RZ5PjYpZXiQ+1ZV5qbF0re2ZNXIWm0625VTbdeM8EjodIwMw26LNM71x3Vkw9e7V+1sb4NHq//Z/srfI6fux+XlW1uqDaWtWUIdpmTrRscxtTig2qjfgtZFudv/rrGfaL8ev8n9cB1V5WvpiXumn6iq/4ihMNfITvU9KhkCc+8Ynbp2nLli1btmzZcouVG940Hcjje77ne06bp+NI7kB1R4r0shO3Zjl24kVDduZQXc+L7ZpnFE+jbyAbSKUo0g5d1MQqOZznIZb61KjX83bszqErEGcjY+ZlwmR1VYH6i6JFVGlTvyPQ97z4s8jI5l0dTY7m+VVk20SYBQFknvNXt54zNlD16sJe6LfRU8ab3j3b8fe8sS0rol79kA6kfm+if6BPjFvr16eJWFfX36z8JY7cZvWbKppuJMv0ifP8Ix7xiNNfx/5NQDftuLrBTEwWrUzFvManTOW8Pse87RylY890/rFXNipqrfnrpo47N9ir8VdH26+PfErK1Fob9GP2tf/2Xe13RtQZ/65fZa2n/U1/MUle67cyk/rWNs07fbSelc2YSWn7XedS9VH7ne3oha3sxWXqdNw1UntX/qYiwrAg6m+EKqbw0Y9+9Onvy172sivWD8/PtaK2QTerxKN0IwqwbIw1Tdk9acC6OA245z3veQWbyV9P/z8o4+8za4L2rG7RWF1mjnWyRuhrr06bSZ2rf3rjG1d/MaK+VSLoeQrzfr977nAQa+bPLVu2bNmyZcuWW7Lc8KbpQBXHNSnHfW/HjnyyDMe9brdmOXb29cSHRu3Qu4uHQiCu1TMiGyAlu+p+N8+WOybKXF3m6d926DNSbuVLUZ8qu3h16HeZKmgCQlyxKNCQfhQpOvde5Xki84qMVYQUhF0WYUZGrfLUeAZ665k4FATpQaj16YFwZhRS2+Yzz3T8tHvmoul3kB4dra66UGbHX5mijzB0Rdre80yDQKYvnvLqdzGvf+ncYD/KXF0RQbA4tT/2ro4ZBbjyBSlSpnffra6q8W99q22uLmiebCb9e6bjP6+vmWPd+bO6DHj6ks1rRcqUrnIA0ZP3zPUyXZ6ZV1bUXjyzYlOVhbEqC+cz1/5gQevTqD7zr/521gY2pbz6zWC9+PKUhaM/c3TOo/6b3ZQpw3ooUztcbnvIW9/61guRjWWh5ntspPXTBRav9fN9Yjfm6GoezbW2/cU+0Ufn77zq5JdjG5MZ5NtZNsn4KbPXEM35o64VU7aav1hD68+Mgm2flNO5iXU6bGrmKrzUTdPh8H1smh71qEed7hiaTpRbtmzZsmXLli23RLnhTdN3f/d3n734xS8+XdK75Uo5/BvqE4Bpsnvud3a/dvzz4tPulCHW+nvw5bBjVvYqzw+/i6JibfMMxFg0A0XYiRdpQjgz223RiDrU2x39vExX2fWj8Iw2tv10Qm+r6CH+Ehiu9o3enKl7v8fOM9t5QcLMXQTFlOmZDFn9PWb0H/3XJ2D6u/RMXvTRjCypjqBYZTYjLl143t9VRnpMRZlOyJL9rvIsae+09SL86YtTNo/9sO1G5kym1DNFk1Cv9jfHnHqMqfebqdvYsKnm+dE3441F6BxRFhspU1RGqWi6bJr36LT+ep6nt1X0XZmFyfTObOvmWH1q5qXYHVtzYtZb+5tRv2WB2PZkuuu3NC+FLYulvqv5hvV9zzajNF2YG/TQMZpsfv1mzAVMh/nYjOyYNc+WaWGnosVE0zXP0MyovbqMetpW/Qb5bdFRWRj/Nu4zw3rXCDb2h8OUzZORmfer+jYPysLrL8ZsFWHr3+rv2j4vkWYbZaqMyWT8q8tjjPqbe+l5mo4FFQ24ZcuWLVu2bNlya5EbZpr+4l/8i2fPec5zzp773Ofuo7mFHLv9+gSJBIAemidjnkmT1f1q0MQqI/XMrNzdPKQAaRWFyA/iGQivkZAiMqCSVbbymdm1O31t9ExZhJnnB9LrmTyEABWUqYBep9/IKmswFNXzeuhx+uu0/oleymJAdv7STdEcZAONlynSfu+tfLowQzMKpn3Tbv0omyL6ZZUtG8I1DnTTNuobGynTol66UUfb6Dt+HvWJgsKhb0xB/U74ckDaHX9zSfQepqsZyTEj5lqRsnFiNxiD1f1ebLP1ayfGzTzu/GeL/q4yqqsXi9b5j7Vgh10/MCXKweKs/OasCe3bvLOwKH7OP+NefxXrBDbW+51/7Ifdre4+w2xhBRpxubqzj7DTmcm9faRvNiFSs+wHPWJs20dz1Jh0rfZvPlnqWDF11qh+x/59Zt1pnqF3vOMdF9bNru30Pe+XK1PJtuWesp5XX3ONq6710W/9By1y2M0I7bZRDih1dW3x3WT4Wj/dmNur6HFrpHVntUab/12btPOwt+rs0jdNx9ULr371q0+hk8dAzIn2/d///Tda5JYtW7Zs2bJlywe83PCm6UCcj3vc494/rbkFyLFL7kZyRkRAlav7xGbeiyJ8/gP1SZl5TlZ5WtTrO9l7V7dsQ1plWmZ+pKLgeaYNjUIA7b+d/ip6BTLkr1U0jiGbbFrfJ6u7w2bW6yIN+ptIqWwMpDVZoaJ4dRij+pTo27zJvfX6bpV12fPGr0fjf+2v/bULdbCbZm1XJjtaMQ3E2NbvBAqHvovitGlGb5Vp0Jc3velNVzCdfBL4ebG/oj4ME8aoPiVX8wWr3wdkS8cdG+/Pe73qk4SFU2/vNWM/2r/K82T8VpF98z425a3YXP1fRS9pm7Eu0ztZiNqfMufdffVbMu7TjsswqcOzq/fZxMq2Z76p+q1Ziyar237O6N36Dc1bCspCer7sz1xX9A1Dhg2r3bBtc7M2xibYSPtvvM0bd0ey+VVEb9cv7002veOv/yKaywJZr2ZkcW3GWmJu/IFEP86M4tb/zh/2qh/VLbuzpqij+ptZ42v/9K//bGPl00nvPenwW3qM7fuVafrO7/zOG31ly5YtW7Zs2bLlZi+/puSWx870Na95zWn3+kmf9EmnneWBEo6d7urs+dYkx464O20Mix1zfULsjCE8u92e+0IG3isLMvMM2YU3Qkz0BIRSdgGimL5Fq/vdsEB8TCraCyE0ws/78362IhtoAJpr9BpkqN1FoZACPUC4jVCDLPSxLB6EQzdHCo0pxk+9ZTEgWshO++sTpm0d99k2SI0eygZhE/Qfui96NueMZ20EwipDSe573/teEa3UfnSMoNJGYxnnBzzgARcykhdN0ymk2++UiWGYUWitQ731KfEZPUDeZWqMxUT19dfRR/OxY8ymzKnaNtQ9fYI6/9m7svt+o3f6Xn16vMf+Gpmlb9qoj23/HNvKjIyi20Y/zTxpZRFnlnV11e/KHJv3BFbk21nZz7yXseNnnvirbWXzzHe6LdOhT9YGbatPEdZHvavbFqy7dNX5Y05qx0d91Eedf/fmN7/5wjjy9ytTN5muMi0z+pauV7m89LFM1WQGJ/NUmePQ3xZtZHfNWq8t2ti5wZbpfcV00qkx7jpKF9jfOY7ViWfZWH+3jnZP1v1SN01HyOsjH/nIkxPpYZz/w//wP5wU8TVf8zWn/3/e8553o0Vu2bJly5YtW7Z8wMuvKbnlcUfNcd9Zd5SHn9Onfdqnnd3a5WAdVreM29UXxc07o2akXFmTVRSJnfLMetxzd+9Dg/3O7to4YiOK9KBGSKm7+HnXE4TXXbu2YWzKgkDGE0UWTRcNVI9TF0W6RcN0ot5VDhjt0P/2EYsk0qwsoPfpwdiWTYBwIK7axrzXC/IvmjRu3m/9ytJeOi6bRkd86Xqvk2zF7G2VS2nmCSvT57sf+7Efu/B+mTJIXZ6a3n0Hoaofqqzfk7HEOJZpmAwj+6v9Yua0qbqV84j+jHXbT1/61vazJTpRf22U3tRRFmBGG9F7mUrtx+LWZuZ9iOZqb4mf9lMUj+m0RtBnfYK0jZ9bWSz1sTv/X6ZlRg327re3ve1tF+qYjEnHe5V93drieXO881e9xrQsGPsz7+nYvOj88bcsPkaQHmcUcPumrq4/dDrvLqyNTKZuFbEuWpb/V+evtmBvy8LrC30Z27LJ+qZNvz/+jqIPPa8fnX/e0/6eNMyoPe91jNjy6vcLQ69e63H76NRiRnG33ce4zXxml7ppuummm87e8IY3XEGzHscvqyOALVu2bNmyZcuWW4Lc8Kbp2DkWrZEDyfa88tYqx45a3pjueleRRVCQz/g2rLJmz8zARZqTqWrWYGMC/fbuppnDZXWTtH/bzReFQ5SQ9uruK8hIP5rDRl+0f5XLxTNYnEa6aJP2Q+FFYzP3x+peMUyZcopGID26rU+A8aKTmdl4dU7f+iF6/dbGlU8WnTayZerUWNWnQ58mm9E++QxiLfih9+k31HroCHLtGHlPnrIyBfQ0c8CUqYEmV3mK1Dv9JVZ376mrTJ/2ep7eizqxKNPvou/RP/vr/IHMjXXbNm8AmJGmtRtzYhW9OiMka3+YSePWuVFGqrZdHbGblb/g9AUzHu3/zMTcPF0zk/3M/r9iusu0av/Mk1YdY+20rSxw16l5CkBm1ODq7k5jYh7Xfqaf6Coymk5vc5vbXLD5lkWPbb/6zRe22TH2W82mViz8vPWh858vqrXt7yWj/LwJwf83+m36vXX+G2ftN1a1scl0l2mdGc0nY14bxbjVJ0qZN+qHfcMZwY9EXt/wDd9w/v/HAB2U25d+6Zfuq1W2bNmyZcuWLbdYuWGm6VnPetYpq+px1n/s8I7oucMj/djJ/dW/+lfPbu1y7N6LFAmk0PN6iMgO2blrd8rNuXFI2bwZGQNVrPxuRA2UJYSMoAdIY5ULxO6/TBNEA4VAY23jvLOoeapmlmVl129gRp8VFfApgEbprc9AI9DPtfIU0fUqz5aowfq0GD9ojG7b/xm9Ud36DBqCnBuhiKEwph0//WQ3GI9VHdokiu2QO93pTqe/7HXmjepYQINFkau8Sn2nuWvorSyEMrFnxqN1TDb1wQ9+8BXZksustZzaHd2UxVTPve51rwsMWXO5iBDik1X9my/8dNRbNKwO9a/unmMj6m1/jLH3yxTQn7E1H+tToy3mcVnAov6rZbQ3p9TVtWlG62JcyhSab77r3NIW32GsVxHGylz5G/JzsR6WDfW+NabjR9+TjazQ+4rFm3nu6HMV4WZMuzYZG/Wv2ERzyxrXPG3W3clwtw5s+Gr8pi/hao02Rtafvx+ma/o7Gbeusf6tj9XNjH6cNzz0N2oV/cpOrZf00BsR/O65A6+/meo9+rHKA3hpm6YjBPpwAj8u7j2o1qOjT3rSk86e8IQn3FDFW7Zs2bJly5Ytt/g8Tcdu9U/9qT91+a3ZsmXLli1btmy5pWyaXvCCF1zz+yc+8Ylnt2Y5KPLVhYHzcsYKhm46xpXy9V2dvFHGqGe0Zh0pUa3zOokei6BcUb+tYzrblt51LDCPuUqvOh5EnZa6Vaa2Tcfi9mVeHNn3HYFoT49gtLf9vto1IPMC35btCKy69TzqWPv7zDx66tGN7+axbI9nfKZvpe7ZlONV9Hj7yn4cpTnS6nEgPbKnFWOsr+2by4Ad8wmZXqXMkKTTUWbD6bXfsVKPpNmS8e8VE+h8DrzTsX9eGzQd6dWjjplss9/pR49e2SKdOnpqsMYMjujxwjyemdfBvC8n3+kcbax7PK9Mz/Z4yZGPOqwDrX8GO7T/jnXYhvo7fsZUvxuI4qhYm9hj+6gs5XRtmBfG0mPt3zPe69GVz7w/HfNrr2y1Y+vf2svpv47c00l/dfQ4r79aXSprHejx0ryGxlg3FZD1Qv0rR2o6MR59fx4r/oes9fOidP/ftAQ+YzfSFKzWJr9VPd5X/6psetNuttXjRX2UsqS6Vfaxfr9fr1E58jRVDiUeA3kMzmFEt/ZN05YtW7Zs2bLllik3vGlqyHidrT7jMz7j7KlPferZrV2OnW3RkB26XXFR2GSKoKkiJTtsaKhIwy7a+xLxlc2C0KHBOmJCz5iB97znPVdcyjgRS5ES9AlF2q23Dm1jN3Vyns6xdv5lWqBe/SgKgvRmH8t0TefmokiOjJg1aK5oDBpasRjQkzExHq1f+C5U375xcpxovPZDx1B9dSsJJGQ1Q3dbljqaXFRbhDrf9a53vQJNQnF0vHKkZ9NQYPXHSVffyrS4fuXI+9axLVMy01FU6Fn9bHQVVr1KDmv8ZlqJMh2TaWly0Le//e0XylYefdbJnpNtES3bmAxr2RztVUeZDrrFVGJYq6tVmUS988LbrlEzHUlZXGOpjeZGHdEFa3imjsTzMmM67oXfHPG1rZeJzxQBsz+dN6vknvo2meZVclHj17VVm8z/17/+9Vesnxh2uqoj9GTIrB9d/z2P8b7DHe5w/p3PjLH1q5da07skj2x21Tdju7pUHIv8wTlp0E7vmb9lao0lhqnJKX1njVFef+PoZpWOxJzw17pTNmraTdcfejvWm67Zl55yYCXHD+FXf/VXX8FCbdmyZcuWLVu23KodwZcFffAHX9hh3lrlQHll46AfrE530XbWk8Up0razttMu0zETJwqvLNKcqf3btpmw0d+GfCvLrrzth17nVQm9amP62RSpadsMpy6C1CZ6KNKFiNUHxVZHTZXfdhRpaRPmb+W3Mq96aH+1aZWKX1/aJkLP2uTZomlIc/a1/z5ypxXVr1JOkPvc5z7n/6YTbZsh4PU3gObKQmHPfKecpjXA1K1YKHNiXvVQNIi10aciTf4m9D6v3OgzdFwWZPrL6H/ZCBcOQ6K9MFl/2cQqASEfKmxmx4b+jLG51fbPa1DKYihTvViV1YWp3ltdY4HxYg9lOn3GVst0shM+gBiOJpdkC+oq00Lvnje2Tdky0wq0bONt/aD3+q3Ny8jbf7asbca/a9S8cHZ1RctM61D9WRvYStef2bbpo9X6VvNHP/WfL1VtDAtNp/Up4x9oHq4uZaYvdvhPF6cY2K958Xbbi0Xs3JgXnuvjTLpa+y2LZp6am/RfHWGzVpdZW28PHa8ukr60TdNLXvKSC/9/NPRQxHOf+9xzun3Lli1btmzZsuWWJje8aXrsYx974f8PJH4gpoc85CGnxJe3djnQUtG4HfZMJLeKrFpdIzBTw5cFWUXETDTlfWiiKBQimhEmZaqwHt5r29QDqamr0Xd2/8rsTh8LAGFCWEWj2rbyV9JvdUAeq/cbKfG+rrHpVQeQGcaskWF8wOalwh2jmVzvWtEvEFfHc6LYsoAQmTKPi7SvdtUG9NfzfsyUPmlrfUowK8a4SJluJptapEvmVRmVGf1VpMomZoRcbQpi9Ux9clpW9dG+TIZlxeaUfSKrq42m/bHteXFpkT02D+PT8owtO15dg6P/xqh16BumQV21s1lH/b70UV3Vv+eNOxaiOjcXzI273/3uV7AwGA+20fXLZ6Kf6lNp/Xjzm998QZ9lKrwv4WEjs974xjde6Jvrr1z50/5qa5lOTCF70+/OP/PVvJv22DqMUX3ijA07XK3txpj+O8cxM97r+nff+9739PfVr371Mklq+726Iuaf/Krdvfa1r70wxr3qyO+ftebe9773FSzkjILuGmvcV5GF5rvxlmS2TDd7mde51CYOvZcdfL/cPbdly5YtW7Zs2XJrk0vzadpydo66i9REOEFj3cVD6Ha/qzwbdsh29UUaEAbEZbfcc+fpr9LoJ2UVvR7S9kM66ipSglRtpGe+oqIXPgnNs4PFmld1rK6qgMZWeXack6+uYdAWZbb/UDeko5wybTO/UlkYnxW9tl+rsan+pi/OvFann2lHfbrm2PAJqt8O9Oa9XsYJ0Sqb/ou6sC7Tt6U2DVnra/WvL3wr7nznO59/pz5/PVs20XxhvwVt7NTcWPlEzMt86+/geWXOC0zbt5VPIURtHq1y6ZjLbLU+cdptHs2cZn1P2bUtc0p/PVu/lfe+970XUDm/x/bb2NJn5++MvhRFtbqE3Li97nWvO38G67WKfpsRadrT+T992ap/TK8xXV2Ka0yVWRbIOFm3XvziFy8v8q3fzipPlbnFDsr00ZE2rS7s1Q4RZmVK2d0DH/jAC7rqXKYb9ZfpF62s7NqW52YUXNuPjeEvdYdE7831mx5XueyMUfOmzcvU+ca1j97XbjbTq5nU57e2v5/0zaa7Vmv/YTc3Ej13w5umpzzlKdf97LOf/ewbLX7Lli1btmzZsuUDUm5403Rkvz3+O9AppHr4PRy7855Xl1G5NcmBvh/1qEed/78dPhRQFsMuGGKE6soG2D077y4LhCGwS7ZDX11qaMfe81679pnno+f2mB0Mw4oFglQhlfpkzKiLvj9399AwBFc7mr5dLVMdRbFXy5pcfzPtxTg4d++5P4St/rbfRa8QzypCDsJZXYaMIdDvmf22qElfy0Jpm37L0F2fBvVCdZ2XUPfMV9Txw3Rhj4riZn4f0TNlo7SX3WKnVr5c7L59NG/oWh9X/kJYkNr/zLZ8LZ++lU8NZpGOyjSwKc9P5Nz5P6Og+ty8OLtM1bxEt7rBFEDxq6z1xpLfiYuH225sopxIZVPpckbxdbzYgbmxmr/sqPN3Musziq/z1zrUtck8NQ7m02r+YkrqrzTXr9UaRzf6tIqM9L5nan/Kstb0O88rxzO1MZ/ddNNNF/It1V7mKULreNvb3nZh3an+6c0cUU71Z25Mv83a72SYy5SxG31asVC+Y3+9MFu93isLOn0R+V/WJ1H75xrVk4Zjvr1fM4I/+tGPPnXyf/vf/rfzxf5Q8p/5M3/m7EEPetDZX/yLf/FGi9yyZcuWLVu2bPmAlxveNB0Rcq94xSsu5NI5/v30pz/9lC/m1r5pOnbWqzwjkBYP/57vQggz++4qh0aRsrL9nVFk/W7l7wG1ykXD76QRBtCHNq0yck82qe/PyLzaDdRKN3b7jR7rufPVMmprGzRRpDIzcvdeIrqFWGaG9r6vTe2b7LrQm360/doGVZbpokuIi46aNdf7fAvqL+R9ejTGRXO1t+kTNf28VvY38xzVtorI2/8+A+l79kM/9EOv6lOxyhOEYcEwFSl7HptB70WN6qe3lb8Km5IJWsRO200n9ekxlnwxZmb/6ht7VJ8a+i77O+3X2PDfWUUvKdtc791n6lv5m2jb9A1r9KP3MDxlEX1Gp/RXv0H2M7O2t2zPQ/61UW0yD8vCGRvtpbcyXeY7WylTh73UtpnTZ+VnVv1pL/ZCHZ2/6p/rWOcLX8x5F2ffW/n0mWfWLX/r04TF0baedLBpzMy8A7W6cVvAvxz+r+3jym9MHauTghmRaB63Dr8Xq/WX3bLJeU/kIXe7290u/NZ2/S2zWLu69IzgBxXchZscn5U63bJly5YtW7ZsuVUzTY973ONOR3EH4yTnwpEn47h37uM+7uPObu1Sf4aif7ta57bd0UMxEG+Rml33zLe0uo8LqihSgbrt6nvea/MLGcwolLZxlSfDzt5mGVJrhJJ+r7JtQ4RYIOW1DiiGXtu2ecs1FFOmD4JY+RTMvCTKKxvyzne+88I4rjLSaq+xKtKakTVl6iDNGeFX8KG/+lHboLeZdbxs3NRjbWNmOWZP17rJvIhMfZghbVtFiNJ1M2rP3F+r6Cn+HsbmWnm21DvvJKv+2zZ9gsIh9M4RfaxNEbbEF24V/aZP/tYny5xgI7MfHRvvl0WZGek9W/1N9q+RddYSn/G/qk+R8cbirCIL1cH+e3ebccc41V/zoQ996IVoO3bUMeZ3OW8dKPuC2Zv5etona0PXZ+OPhVD/Xe5yl/Nn2Kb2l0XFSLIDrEYjtLRbG+tTY5ytkRjLMm3TllfzTxv9Hv/4j//4FdFz5nF1O9lP9Xb8tE0f/3Ci19761rde0I150zZOP9vaH4bNvKO32i/70caeFBgLbJg5XhsRra3MRl/3d2uVR/HSNk3Pe97zzv7SX/pLZ5/0SZ90wYHySU960tnXfu3X3mhxW7Zs2bJly5YtNwu54U3Tsbv75m/+5tMGCcI/kPkqcujWKMeutT4tE/VDE6u8RqtcQjMTcL/z75mDprtx7IFdeFEkFOM9aKzRD9MHZBUZo2wIY5U1GNIp0pwMiXas7sfrOfvsG/QDOfTcfNplma7Z7uYHIfPOKv5fq7wqEE59UozbzGlT/c1cKNWfNmGVygLNu5f0bcU0zZxaRdZTtyI2a0urjN6z35BibWSiybKjUOzMhF/UZ2xEDa1y8Ex/lfpETaanLID3tcMY10aUZUwa/YapmVF4RdozB1Kjr/TT2Oh/kTb/GHqrPbN3/TAeZUoxGyKby/RhITBFt7/97a+YB5jJ6b+2ivqij46xOe67zg0+gXyLfuzHfuxCnav3y8Kpx2er9ct4z8zm7RO900PXH7bBJsoCzXsdyYqpNX/rU8qWrImYt/okzXvY6q+n39ZNrIqbAToXsUedG/RFjxjSzl/9nlnL+5ln2HN/o3xnHen8mwyrcWhGcc/TY9+f9+KZY52/c03p/DEXD53cSEbwG/ZpaoXHf8fEOxrShX7Lli1btmzZsuXs1s40HSjkEz7hE0731Rw73SPD7HGGfBzPHajg1n7/3OEn1DPhmcOkkS2QCvQzs3eX6YEGygrYHWMW1FWmQdkrFDAzMEOu3QB7xmdFOpgOSAEKaPQI1OX8v8yVPkFz+la/AagTKinSm7eq9yybzMiURj/RDWS6ymWkL6uM2jMvivP6Rp/N+7w6fsaJT4wx6vszsq/RSxAx2/JMke7MQVSmafqS0UP9LmaEY8fW8zMHV+3Hv+m6iG76VKzYnHm/WecWm5psTsdv+nLV326O/4yCbFn8NpoLbPr7Ka9zxL/prUjXe/LdsbGOsc+MbZmqqS+sRPuvfrpq+80NfpZ8gbp+0AmbqL+XebrKwUWgfmPdOTrZI34/tRH6UsfqRIMeVjcC8DPS775v/Oa9im3j9Hsr03r/+9//Qp4289gddquM1qvoTWNrbaqNY33oqD5BbGFG7a6YTqx45++MVuWT2vXD3LBG/M74hJlT80aDjp85YRy0Y8XsGpvab1nDq+X5mkx1fQqxmPTYtVV9R7tXdwJeGtP0uZ/7uSdlHxO0P25/4k/8ibOXv/zlN1rcli1btmzZsmXLLZNpOnI0HWfPzRp7yHFM17PYW6scSKI77Rl1Vn8NTIVdbpOFTpnZj7trhhggjVVGWrvytg3TM8+U67cDzSinvg0QsfdnTp2WCU2tbvCeuZSKtK+Wy2kVEbPy2/EMX476dNHfzEFUpGPcVizWzGu1ylNFMBwFGjNaTPuLBukG0l/5ZMw7rIoUZy6bIl39h8LZY59hk+qoj4X2Wwvoo6jN+BuH+hvM+wSn/1DL0o8yJeYEZA/F9n39Vk7bBn0aL/3uHNFvY1ufqhkpi0Xu+M/8SLV//iHGbd4B1jqg5/oLzXUC41Q2ytjQX1lsY6Ec63fXdmzQzDdX/ckyjmmpjbqrbBW9hP3ynjnSiDE+UKu7wyazKpdVfaJmJuqOn/ewZ+ZD5/+d7nSnC22r/dPzzNPUOtRPj7WZmYndWtM1lr28613vusKPylxQpv5Uf5NF7dqKWVQO39A+oy3z9oqVnxh/3R/90R89m35z7jys/bBlPnjW6DJl7EU/yhRq77yDsONPJ+xndYpyjFt/Fy6daToWlC785FD0jYTtbdmyZcuWLVu23JzkhjdNx1UpL3jBC87//9iVHwjpmc985tlHf/RHX3b7tmzZsmXLli1bbp7Hc8fm6AiNPC4CPOjMz/u8zzsdxxxM0+tf//r3TytvZtIjpHk8UOoULe5YhgNjn0FBo3DL5vluXjhZZ+8ZKlzqUztnygGOjYdgFWd4cWlh1O3qeAwFq611BLzasUIpbJS5ctp/lC0de6/HFqh/NG3DWWdSwFXIMp2ihas/xziOdfS/zrKO1xyvlN52vKFsbWtYr/6jlXv0xqYcU6GrewTjWMKRA2fZtnte0bCiqumxKRPoi/0ob3VVjPZX/yhzqUuMY4832K+6qn92zqb8fx2BJ71fJ1vHyByQ9b/OonQzddV2GofpUN+yHX1VN/TsvZkksvNP/9s2etdv7W//tWU6bde2H/awh53+/sRP/MSFJImHfMd3fMeFOjq3ONkKdZ/X+dS52Vi/973vPf/OnJ5rS21kpgNo38wTz9NR7VeqinnM3aM/7ZjJYjtvHWF1bI2lYx7vNa2M+uitR5fWdEdw1oOOP52qd5Wc1ZxWduuwNtBt2zZ/b1ZtFABh/v/9HP3O5LZ+/6u/6YDf41m/CfOKnB7hk1Vy55nM1nu18XkNUr/z/KHj/mZdOtN0+LscZ48PfOADzx7zmMecFHZkAn/HO95xIT/Ili1btmzZsmXLrZZpOnbWj3zkI09Zwb/wC7/w/deqm7EciKjOmnbDkNLKSXc64DYBHIQB4defbCa3g/CKVOzQV1ecQFGQxcoRUP3zcs/576sxZViXGVa/Yk+g0fZR2+imZWvnvIx3ddULFFqkpkxjoz1NC9DnW15ZBIyd8noB63TSL1Kmixkq27BifVxdYzKTiUKqkmW2TFKkvUq4OZlK709n/46/+rAp1R8bdblpkep0gJ/9aMLFaSPVE6ZJ2zpmbMk86NjMxK9YwLIp7F/ZtV8sinnH6dm1HIdAsOqo/bBbDrDK7vh5no7qCM/OtfsNb3jDhT63LONQFgFrdlyD1bn6gz/4g+fPaBPGpkyRNcHYCCsvG+Pfxq31T0aBjdQRH5tk3dKO2iamAlNZZ2lOyfRY+zV/Z3LP2p/5qo9937/pGytTNn1ejVNGg/2zI8/URuhrpq5p/z/yIz/ywtiUqRbU42qVrtlz/psjTavitwSr+PNJjmpM2Za1bqWj1YXr5uLVGKM+z9YbCEDv8/qWjh8dWf/rCG78j9+m91tyy0MpvPi3bNmyZcuWLVtuTXLDPk1/6k/9qbNv//ZvP/vqr/7q90+LbuZyIIPulO1+V+Gsdr1285DKym9iJvIq+rFLhhiudY1IUcC8WmX6b/QZZdYnxHfahmGoT4EQXXooUp9XlEAMZcM8o+wyTVAYNAjVtn7Iio7K9GDf6NizfWYmZSzSmUzVvLi2zAqEWaRDl5ChZ8oU0i1WoiG7s37Iq/ojq8R32quP7LZodl4iXRTsfX1UR/Wvv0KOi3SNu/Z7b5WAcDKG7ef0d4IgK2yjTIe20Rumss9A38Kzf+RHfuT8O3PZvJFywDwu+4YVK9MwkxKSsnF8QFY+efPCanOjTDcbodOyCMLBzVGsZuf/ZB9q22yDvn/6p3/6AvNR3eh/38cIqJf+yxTpi2fvfOc7X/E+uzGOqwS60hv0iiBj6voW7iVl+vkd0UPXdn3DLHlvdWEzHfV9DM1d73rXC3ooU0vv2Mwm550Jd7GKxqFry7yU/ZD73Oc+F9pR5oXQqfn7wZl/xnKmiuj6qUy20rlBTzPxZm18ptphs/1OOZjGzn+2vbpGx3dHn9qvS980HRP9cA486L4jP8r8UX72s599o0Vu2bJly5YtW7Z8wMsNb5qORFKryx9X/h+3RjmQYZGG3TiGpef9M/plXm648uUo0r9aAr4izZ7vTqQramMmTqxPh7bZ1RdFQHTzb8+t9VHfaiOQ0kzHv0LK0Hd1O9Gf/tenYzIMPbuePlDa2kSW3oMCy/Ro94xQo6uV307130jEjnWZB/VBk/zOVtGX6i1SmwlIaz/KnldFrHzi6LT+bjPx4LwypfaHYWpkFfRPVn4vdLyKupx+OsZ25RNBf/xuip5n3rmyieqonwiBaI0jfXT+TP3Vp5FNsz/zUTRa/WzYcRMI66c6Vgn8sFASgHZtoRMskCSBjbBiL1jg9o2+y8y0HW0jm+r7k32fUYjVsT7yzVn5sPH3KlNfZnzOuXl9j2jKMq3TF7J9tW56H0OzuqpK38q0YEZFhKl3Ff3Gl6vrn+eU432+YZ33M5Fl5586zLESIearNv7BxRVZM4qvv3GzT53H84qWrjtk/rbUfuaF8Z4p0zR/I/r71TF9v1yjctCCh3Ecd85d7b9XvepVZ+9POY4Ej45+zud8zvlnxw/WZ37mZ54o3WNhfvzjH3/FHUgHDfeoRz3qtHAdCnrqU596hZJe85rXnDaDhwEci8bzn//892tftmzZsmXLli23UKbpOEs8kJGd9nHX3Dd+4zdeiPR5f8pb3/rWs//lf/lfLpxpuwvv8DP43u/93hND8eQnP/mUAkHOiGOne2yYjh3zEV1y9OGJT3ziCVV/1Vd91TlCOJ7583/+z5+98IUvPOUr+dRP/dQTunrEIx5xQ+082IruxqEuCMGOvwwFFOeZIkX6Vc4qh42d+uqqDKwDhqNI1+YSUvFe80ypw059hSJnvWVT/Fs7ivQmMva3SIW+sAL1iZoXxDpT77n9vAy0LNa88Nh5edHczMWyYmGIcSjS9P7Kp0Zfiv6mT4Nn9GNGw/UZLFQjxCBNY1UWjL74kKijfZyX2Na25gWnmKrWQRfQ66r9ypw+ahV11SdLPXxRoNCiWTZiHKobdj6jlhphOC9YLQvh+XnVRNnAIxVL7f5IDkwwG7PeAjo2yrem7dFunymnbBQdGcfaLD2rY5WnTJnmYQEpXRr3VX6dGZlV3WJd+JYYx7LB9ObZ1s/fSxsxdb3GyXy/3/3ud8Vcu+mmmy7YqLa2/3SMKe36Y02z/viuPln6jcWrYB+9Zx19y1vecv7MjHpuWh/1WNvYf68RwbphjMpCmyfziqdVzqLJKq0iKjFXrtWpLa6u4VIfZle9/Y1Rn7FetW1Gnfaqm+l3VZ8ovynHuE+/wmvJdT/ZH3KhnDcSpvfrkWNxe8ITnnD2bd/2bRccgY9F6nBKP/yoHvKQh5wo6O/8zu88bY7e9KY3nd+Vdwzqd33Xd50c7j7mYz7m7Cu+4ivO/spf+Svnk+1IoXAo/FnPetZpwI+N1//4P/6PZ1//9V//n6R/W7Zs2bJly5ZboE/Tb4Qcx28HE3Rkrn36059+/vmRD+XYActoKzriONN94xvfeHbf+9739Pe4dLGM2MEefcZnfMYJkRw+DsczLcMzPQaccuyGV747x2eNUIFUPFsWZJ4BQ9plY+zCobiyQBCeM2x+F91Y2ulDI93o2qHPyzybNZpPis+K1OjUZ9qzipBa5dmZfjLeb4QLNIupKCKAsCfDUTZp1lUWZ/qUYDFW7aeroml6w74a6/rtaAsU2CgN44xZgEqLprRbOdXfZAig8ProzGzdRYr6MsspUjb++lQ/JLqZTFPZIOgPQKm/iT4Zf22tT8X0u6pPA11A1myjdZg/xqrzT9nKob+yMTPPVvME6X/9vNrXVQ6arg3mrfe1tWzMZJhr297TDnZbpmRGjxX86ptoN8xD2Wi2YR2p/bETeZ7orf5fc4w7tzDy0tjoRy81ntnpa5vWH761xy0VLfeQd77znVf1KdIm7bZGlilli/52/Zi5tzAsXb8ni9T1k21ox5/+03/6QpurP2PS99mP+aaPZbrpWx1lqrw3GbbqnE3q078MC833ruz51fyutL+2ZU2ambxXt05YE8sUGy96NLdWl8pjfzv/ymz3d/XSNk1Hw6aj938Kx+/v/u7vPnv7299+Op6bcgzO0fE6bppMBu74O48Q/f/7euZYYA9DWt1w/4xnPOPsL//lv3wJPdyyZcuWLVu23BzkujdNB0L5lE/5lAtZjA8foJly4Pu///svrXEHYvnsz/7ss1e+8pUXds8fCPK0pz3t7ClPecr5/x8brGM3e+xae248705bZQS2ebMJLVLHhszj0e7CZ2RPd+reM07NAWN3LcJk+l8Vtc07oIrI9Gmi+rIXqxwsyqIbdawykiu7SAdSmHc2dRMN2SizelS/eiGusjGYDTptZMZkKvStPiXa79m+P9GN8a/fGzRn/Br9JNsv9kRf6xM0fYHK1GERMFNQ7CqXEBaiqFK/Z56oVZ4n39X+Z2QLXReMmfd0W6aJ/U/foLIBdMLGyuL07qm2tfMPM0FXzZOjLfwtAK/e3aiN2l8WaN4dKM9TmWLZxem9LNpkYYxf7WqOSZkKdk5/2lodYTMwVaL52l76xhyUzZt5lupvgyEyxtamMqWTzev6Yb5brzC+XaOsBSufFeseZsd8kr+oetfX6sY8Nd+1u35X3mcbnZvsjf3xf5t+dFe7exGzJtpR/f1NVgf91X6N20d91Edd8Lta+b0at98dpnP6YjqNKFPneTaxWv/naUztX3+r97l+mIdsvEyj9ZJuZjQ5PZRBvbRN0yd/8idfkeTy/S3HgnEMjBQHFPPa17727LnPfe4pKdmxUB4/aP2hPAbaccLxt451vvedvzPi7vj/w1BWLJMFpz+uW7Zs2bJly5Zbtlz3pulwsP5PLQ996EMvoLZD/syf+TMnn5fP//zPPzE7B9o6ot2OVAOiTA7vedESx9+v/MqvPG2+IJGDuTo2RFDT8Yw7isjxjDJuRI5dc9G4XTTfjmZbXUUkHbLKTuq8vOfd3oPUIC/ReEWmUNzq7ruZL6psgJ26M+GiOO/NO/AqEPoq+sl4QEH6XaZDmZBAb8nWfmgUmixTBeloY1EMZCnaQlvLVBhL/e4xLhZImd5bRQ96ZhWZNDO599zepn11dxnUOpmm2hO7gzDrU0Kn2ISVT8u8ibxAAaLVR+MxgzU6jrUfQIW9zii06gZSrE8ZpAtpanftXx10tYr+8961cnk9+tGPPv39X//X//WKuUUn2Ii2/573vOcF/ZeFwTTrGzZzlcuLL0p9Mgj28gEPeMD52kW0Rb21H75D5gHfoo6R9YuORfGV4Zg3AZRNoCN9KjtmLZg3Eaxyuc0IwepNe1dsuvesA51/GKoZ4db+W/fYSNuP4TdvV3ny2J8+iYYrU2T+sbXayGRhJ7hvf1dMr/mrT2Uq6ca4z2i+9put/uuwmPQ9Gf7+fk2/2a4txoJt+/+eBnjeZ/V3Nd9mhPgqlyCmqoxSo4fLjt2sHcEPgzGhO1BHJ33+pCc96XRMdvyYHhuhz/qszzptdg4n8EMe/vCHnzZHh5PdM5/5zNNE+aIv+qKTc7kBPY4ZD+bq8z7v887+7J/9s6d8Uy9+8YsvXJmwZcuWLVu2bLl1ywf0pul65EgLcKDRg2k6dpFH1Ns3f/M3X9hpvvSlLz1Fyx2bqWPTdRw1fvmXf/kFNH5skI6cT895znNOaOBAlDeao8k5eZGijdkqey70CQVgAYp0ICs+Bd0pe37m16lP0nR6b4ZcKA4LADEWzStz3vbe9yEO7W7/p09JfQugD8hAOWVDZp6gijZBgxijokG6UU59YtQPqSivqINO6L3+Y9CPcrzXI131XiuzNYHQO36YNW0rijM28wb0Ru/NyMayQNoLaSq7aN7zk3ErsjRu+l00b2zZSuufujVXqj+fQchlIdgixoId129s3odXFOt9/Z6Rcn3+f//f//cr7IcujMMqX5GytamRqfTOhwYQLFOkzBlh17mF8VRvmQp9of/qzzzFXulHdYT9wN51bvDB+diP/djT3+/7vu+7Ik/P1M0d7nCH8+/qX3O1CFG2ZB7U30lfpm9XbdTz7K4spLnM/YMeVjY+IzXrk6Vt5lp9itimZ8riqAfThGEuY+95uimLyd9u5pkq0zIj4mqbbHn6GzbPGIaGTf1yWKzOhdbR9+d6V9ukJ3rT1hXT5nezJzXWpOnLWJ9i7Z25COv7dKy3q5s2bjGbpiNzd+UwmCPn0vHf1eTYKMzjtymHM5xFYMuWLVu2bNmy5Wa/afpAl2O3XZ8mCG/ewVaBgpwXF00pa4U07JTt5qGSnhvPG+973g+ZQFOrM2Wsz8zl0539vLurSE2Z8tsUeUAkok+OfFoTgUINM7N2kSY0BM01ehDCV8fK72pGltUnA7Kmx6Iot4lDKZB72zijdvgYVX/Tt6z2wyZWTIHvJsKqT44y6aH+WlAXvUHTRe7G1md9f2YSpqsyhVizlW1D7fqmHatcYnRb21KPuXH/+9//CgQswmnmgml+IX2jvz5j/LAQMydNbYpvRucYH8QVCzmZTYxRUa+5SSeNIuIfQyfXk0m9PoEYofq5tM/t98yFU51ixthx/S6NP4anwJRPlECdyZxXX8oxxh2LyYaWzZ/sYfXneUyH+ps1Gptk3lbHxsS9fnyU6vcz8+yt7iVlB54pm8OWMJSrHEoYqlWEm2gxubha//SpNJ/7zPSJ+u2xX3bDDum2bN6MzO380U9rCh/jl7/85VfU7zep649TFJ+x8bKh7J9u61Or/8dvS38z35dcf+7wLVu2bNmyZcuWW7FspumS5WApmksHel+dv0NEdr8QU5GCXbOdcn2SIGq7cbv5nukqc94TVdbIe9rT/Bt24M7PVz5NENfq7jtthNCKNLQJMoFi20b9h7TqUzTZj5l9tmVqU/0NIA3fYfHqd6L9xqS6gRRXUSfzfdI8Icqa90IVzRojaLA+QRAq2/LMKvqQTsoU+m7moKpPiTbyqan+tEX/sYgrnzJllwVkb+xnFU3qPei9LKiyZtTQKhcOhFz789mMTFvdL7fyl/A8+6X3+lRNf422X7tnJvSi+VXUGMGMqA9DUpvDBugTducQCYO9v8ozRIxN7Qcji0XGUNTGp09VfbL4p9ANe2r76csa2WhqDIcxXvnk8AU1f8s0WFMnG9w8a+pf+ZvqJ93S3+p+wJkTbmWT6uDjdMhxJVj7uFrbrDszUqz6ft3rXnehj+03++0pBjHvtemfZ2zmeJn3baO+GePOH/OU/fk9qI34vRO12TXWWFobMH7tv7bNtaY2eaN5mjbTtGXLli1btmzZch2yN01btmzZsmXLli3XIft47pLloAxLwaMl0Yp1zJ7HSasLE9GjqOTS4+hNNDW6txT0pP7r5KqemYZ+lXLA0UvfV9901i6FPZ0de7zjOGNS5w3rRaHOS41XIf/a2gSU88iyR6coZzpCpa/CsrW7Tqb6y7kW9d4jtJl9fnX04Xl0eXWEanY8WidjZdL3pPk7tsZhdTwxL5NeUej0UCdL789j5dqvz1zV0aMvgQz6vToCcuSzuozZODkeevWrX33FNTTeo4deBusYRnvZWI9r6J9uGySgzGlbPd7RFvO49itU/8d//McvBEJ0jXCExSb6vrbRqeSMvZSVrFJumBvmmLKr/xmyXzH+HOo90/Zb96YLQY9e1OfZOlJPt4Yeo0jZ4FjKd50j7N6caMg6+3P049L2BqIom47afrox7ne9612v0LF/r+yHq8FMrMj5vGsZ21xdUcSOjpsy2tfVRe9NR+IzY7O6S1YCydWFw79jJLe1HvYIzBqr36trnOhGO7rG6q++NjnovKLJ2DbYYTr7V2ZS5euVzTRt2bJly5YtW7Zch2ym6ZLlYDu608c+SOrWKzIg65kqoI6EM4FekZb3IB0oomyC97SpqMZnECKn0TJN6sfqlEXwnV38Xe5ylyuQ1mRq+h3HTe3lgC1JZZkFfaxuoZ+ZVqFthHBWlyH7tzHiQFqkCv14tle0zJBZjpl1Vp8h02Xh6F3b6KNIbTpSFg3OFAWQYx06IdVVOC5dQuP61pQJxo2tFSlyhJ0h09XRtRzR67DefnSMZiBFdWOcsWGerf3SMaarLBD9KZONt12eoau2H4pWh3D6tlFYP73XEd6NA5Ayuy/Twn78bcoMOhUObx5KXdC1hK76vr7QLRa06w/7n6HvHferXQe0mr8V3+kH5qyslvomG1EWhL7oqGktlG1udv302by+qGweva3WXzbB/rS7TPlM2Nn1y1pAt34j6uw+r3Ep02Se3HTTTae/9773vS8wrl2L2HZ/f9imeTwvd2+fzOkPyvozA2nov2kpZlqSrtXKwtTOwKbW6/0GeWivfrvcumNkLupH559/H+1eJU++mmymacuWLVu2bNmy5TpkM02XLMeuXehj2Ru76Cb+gjCm30+R3twhl6mBMCEju/CiGajZ7rsoTlmYkhWa1zYooijeTt/z/hbNzx18y4aUnGFDPKsEZNpfFAt1QaOrS4khREil4dwz4aj62+Z5YWiRivqxMPTYNkKddLUK+fee0Nsml4PC1NuxVeZMp1CfOvanHUWK0weBjsp0aK96i+KFc2MYtKNMzWQPatvzihN67Pirlx20b/qEoeHLUL8ntogVatnzMuUZHr/Sf/WHBWA3mIK3v/3t58/85E/+5IV+t//6dK973euCrsoUShFgrJpyZCYzNf5lmtioK1rKNEhRwN5mCodD7nznO5/+vv71r79ibph31i12XJ8yTIExqW1M9tW6Wf3xYVnZr/6yV7bCx63sn7Z2/LF/fMDYSvtvjqq/32k/3yjj0PQQ2sRuGw7P3q3bxqZ9tEaz7a5fbIG/Kd+yrrFsFOPOD6zMormBlSob6Tt9/R1hodipsaXjMs3Tl7ZMk99Cz9BN62cbnq1P6DyZoeMy5fOzslDGqT6c1yObadqyZcuWLVu2bLkO2UzTJcuBZMp0QOoQVq8smBfcTlaiKNxOvSjYrh0KsQsvG0GgjzJVfKAwHJ4p0tX+eSlkkSX0s0Kq8xqZ+gtAfXb8UHF9kqYvTVkQKFz9UMQqek/Zq8g8fj/+v2hY21bJEX03rxhYJSeclzJXt/pLR/UbgULZRCNLoCfjvorQYW++K6qafhqQa+1PX+ik+qdTyBhirE8XFD6TlFZ/xgjSr9+Gvqi/32lL+1u9VLdsu9FD7FfbjBFWZkZbHdK57RodviHm1spvCytcFoi+ZlLQvj/Hr0h9Xu3jmdq4skRkVf/8vFwYzO+obHRZn8niSY6pDr4otXGsw+qKnOlvNZNFdt6vEuc+4AEPuJC4ka2WTWEbWMAy5ZgZOlZ254iIOHbQkwJzkx3Naz1qL/NS4dVFueZBmSb992y/m9cwqaNj7L3VFUnszzowf6s6l7TtNy+SI5s3KzbK8/6KAq7vE1+8lU8k1tKa1LVVm1zbw0bKRhlLbCK/p9r5UXbXvPclm2nasmXLli1btmy5DtlM0yXLgVa6a7Ubtiuv9z+EiHGZlzv2nBtSKlPkeUhjFf0DBWjH6kx6Io0iLWh+lSfKGbRzb0xNz6S9p93NswEZT9+Wvq9+KK6Rbf69ym81dQxN9hmIGLJZ5QnSRvWvfKLo33tlAyElz5SpgBrVr61lymbUSP0lIM154XLHX3u1rSwgu5ts3sp+tL99M7bQIzRb+8Ee0V+ZVqwDxhDTUP2zTe1YXdGgfuNRpIrp4tvS+jGsfKLYQ+cYFkq9WKUiZAwNFqJ+E/Qv0qtMgXHDNLmwtPbvfePeKza0zTww/8sGzxxqzVejne9973svMC29qsIYaUeZN/Zj/DCVZcPm9TNlAcqa1v77jM+wYu0/posdaneZNqwLHden6Gp+m22XsaX/lb8TvRv/+nT6TDll6h70oAddeF7f+r4xMtb1ybpaZGHHf66b1Y212JzGvPQaIN+Zk/8+LNr0M7NGlKmko3mpefsyTwo6R43/PHHpmojFnDnlun6wn7vd7W7n38nHdbR7laPqarKZpi1btmzZsmXLluuQzTRdshzItmyA3TyE1x0thACpQFgrNsKuuEyHHf28lLaibCisLAbUg6HwXXP5zEyw3elDNOqYl2u2bHUVBc0zfP1endt7r0xV8zkVIRbp6gsUU38JqLH5OtquVfRe+4bRgObor32cDFuRPl2yg3m5b3VhbGsbmBlju7owGDPSqKnZf31c5dLRb6i2NqYtyqGP2og26XdR4LQtaLJMlTqMbZkCemP/qwgtz7OJssBYAAj/bW972xV2hT1RR3PQYH99xl9q5VPGJto3emJ3bLNZy/lr8Mno3PT8zHpcNhkzZIxqv3TBfumvbWQbbK1Mg/GC9PlrPfShD73CfvhU1TZmRmlrnMzoZcH0sXMTi0APdNT+0/8qo/30RTRGXSPmM2VBZgb+mVOo7aXHrm0YJWw0XTX6zzOrC6t/4Rd+YZn1u2wSvcuhV6aUT96c412/5inEL+W3Tb3sQN+6jqhPP+pvSOh25i1czdvV2ExfwkYfe8+YdP00bkf/94W9W7Zs2bJly5YtlyybabpkOZBI7z6b96kVKYgymhFWZRx8B+E1T8sUzFPvnpq5bCp27ZA2VFE2a97L052+M/Tpd9KMrpCCMrvTvxrjVjQyIzrq0zQzyq7YhOnvVBQ171qbd0mt0E/9LWb02MyM3GdWLJKysSjO5MsGYC88UxaAnwx7U1fvzpooukwRZOovXdfGoGf3czX6bGbUXulIv/kW1SfKmE5fqkZvzjpqj8YZC6KcsmqYBe/1XiqIVP9XPhHs1dg2elCeKnPM+6usx5hG77Sf7J/fTZmCmcm5kVF0ySYwXKus+xiP6nb6FK7YWDqaz3Seszc6rv2yW4xHme4ZGepv2SDzlt2V6eHLhmETodhnlIV9ag4pDKHxNkb1KeLfQ++yb1fPGJfp21NfOvmuyrRpmzHR/9rPzMjdtcXaNu+grMzoya6txolu1NtnZp7A3xamz2/SzHfX92cOuFVkpDq0tb8RM79dbUu7zX9MaZlG6592dG5ry7Emrk5priabadqyZcuWLVu2bLkO2UzTJcux+67fA2TBf6IsjjNpyHLumIueoNDuwu3wfaYukQLd4a+i5yCFmW+oaHreQN/IPv4i87b6Ig07+HkH0EQNq7wfLVP7V9miZy6pVfSb94o0PI99cEt80XTzMs3zdmWt/BVmn4xVkeKMTJv3zLVtEP8qo/b0uyjTpux5h1zfYyPsoUyF57W/TNHMBI9hKhsFIa++m74I7K4+Pe7hmqxMWYPJGNTG9VH267LA5smM8CrSnzep1za1CZuCVej7WFxRO2UBH/e4x53+vvCFL7zQt85/DAcd803prfZswxrTOWb8MFyrjOb0x56a52jmIKpt3fa2t73Qb+PW/psb5mpZoJmJec7j2gT9d25jT9gBPZTNwFRpR3U7owUn49r32X3XX/NUv9lT31fvG97whiuYTuPNbunN70BZX2WufFoxfjPSrn3T1pW/rDLZ84qpMVZ/e3GvpvZqf9coY+HZfmdNpofpG1X7W92rak3RNsyjKNT5W9i6OpeP+nb03JYtW7Zs2bJlyyXLZpouWQ5EVKQEmUHcjT5xXm43Do0VDdu92wnXJwFDNfOM9JnpJ9KdNhTT52f0wbXyfEz0B80UKUHhEEKRtvqhOEipuTSgJvorUpl3t/HpqE+Stq0yvkJq87b25mmZKGiVUVfbIL6yOT7jU1amSV+wd9pdpEdvUHB9upSt3eypTOFEmh1rdofN5Muxyqg+27zKcs9G6xPiBvKXvvSlZ1NmXiH2hEFY3atWpmv6yRjPRviwZW2qbc45iTFd3R1I19X/9POhj949iY19xStecYHdOeRHfuRHLjBE+rG6nwx6XmVbF7U273IsCucTVdvEOmDDVnnKsCj8hpotncjT9OAHP/hCXbVFLEDtZzILMwp1lWepcwNrY900f8rG6L/3y24ZW+OvvPpkTl/Krp/6Yk6xh7IWtdc5NvR8rVsPJnvftumLCEl3GJYpNMeV05MCc4vdmD9tP9vG6vxiWPj6h1VHzfPk92uV0d34+03QtrJhnjdXy8JrJ51aYzvHp79aIxNlBz9+N3ZG8C1btmzZsmXLlkuWzTRdshx3FRUpzXPmlb8IFADFFGnYdUMl9QlwzgtN22FDoCs01zNhSB1isdvuuTs0Aims8rxAAdpaNkpZIvqc7be9UAB9lI2aER1FehAihAQNlWnwbyim5/0QERQNofJ/qW5JURDWwPtQZaPP1AcN198Cimq02URz0BPdtG9QN6ZghbSgMJ81Iz30D4WvsoZPP5EifX2b+Wrq04fh0dciRfpmr2yrbWRb6i1TyzbZ4YwCav8907nJbswR47jKmrxC+tMHBStSNgr7uWLxpk+Jv81FZr6zkdovfWED5cThY9S1hC9PWZiZAw1TU6YBi8Emm4Oq49R52899po3VLUZKfebTKkJ2skG1KfbPVlfRt8a6tsFejan1lB9d5wIb7fzHMM08adXRjKwtU+0772Fuuh5ok7nd34Zpk+Zd24hFtjaV+Zq535RTGzFG5tYvZm3Sf7a18tukd+Nf+zUn9eme97znFX2cPqX1SfWdv9rW9s8I8fo4adthd7WL9yWbadqyZcuWLVu2bLkO2UzTJcsP//APXzg3xjrYYTcj9MyBBKEUaUFDK38NiAhS4QtRNsr73utO3+3m7nCaOTGKItRRFmHmzpEhufdTQYja0fNuqFMmZghl5VOyyoGkn9CTNpYNgaZW0Tszv5T36zcC2awiU+ZdafTXXDzK1I72zWfKhrAaISVrLzZwxUIad6iqbIzxWt3PZ/zoFlKv34t/K7PjP+/cW+Xiwb5gfDo3sAZ0OnXVcYP4y4LNDPJso+OPIYDei7TVrz7f1VcDM8wOO7ZYAPWKJpM/q7rQ/zKX1gbjQDddI/TR/G//PccnCivQ6Dll02OZYuhfv6HxzhH2Qg/1F6QTdehbb7I3RyabUUaK/VgHDraeaJt1qCyOtmAJ6Lg+PcZ/+v2tfNmwgWUz2JbPevcdnfhrHpcpnHeulQWb/pLGs300382jjg37pSPl1P6xyOZWfXcmC8anrDZKR7K0v/dXM7S3rOmTu4reW+XQm2ui/ld/bFrfyuKb0+plz11/2Cj7KQtnLA876rr6vmQzTVu2bNmyZcuWLdchm2m6ZIG6CGRuF9+d7mRP7JiLRrw//Z/6GWRlF1+kYvcO4RVpi96xi/de22g3D82WaYCe9A2qLJq108eGOGNv2fM+ouZSmVnH6xOkL+rwTNGg823oZ+VToj7vN3pxos/qBqIzbhBnfUJm9GNZnBkRBnmtkO7MadW+YB/U1Yg36Beaq271V7biN77xjVf4jRhTtlGmU3vpiy9NbRRrikXp/NCnyYaUTZlZhvudcddeKLhIlf17v0zXvCtsFb0zc+ms8pxpv2ic+u3M6LXaH6ZEhNrM0FzUb6w6V4wbZtR717ofsD4p2As2zjbM9UbGve51r7uCRVDmjMx8zWtec/6Msui2TBNb8td4lM3A5rHfrl8zWtd4lM2dequ/n/VS29Tb+T/HUW696nlm2y8bpL2rtd14W69mNOvVch8RNmW+Y9q6/tAFfzHMU3XjvZkTr/bj2Q+Pv6eypi9R1zhrIrtfRc9Nn8bqb9pG1xYy71ws0+o9z5Tpwi4d7NX2adqyZcuWLVu2bLlk2ZumLVu2bNmyZcuW65B9PHfJclCDvSoCHYkCrZMu6hOtyIG6RxDocLRuqX+foVPRoqUnUaCOGVo/GpTjpaO3tn+Gqpb61k59m0kG2399rZOh4wAOtDN0exVyXkdOtLDjDcdDpZdnwrgVPevIwBFMjyC07Z3vfOcFffZ4kW4dRZSCdixprFr/vDZiJtsr5U23q8Sp6Hg6bgI9oo1tm884Lktc2OSUyqSrHl2g7AUScOztEZQ6UPA9HpoX3WrbKoHpdKjtv+fxZueP+tldj+fU73lHD9VfjzMOedjDHnb+b/18/etff6GuhjzTH7tpcst5CapnV1flcK7u8RT9K9P7DSSZ1+fUfubxrCOM9nnaX4/u1OcZR7gzTUftv+/Pi7LVu0oAOZ2mqydlWyu6fil7dQ2K9r7lLW+56vHoTPnS9c9z0gHo2+qqEmtd3Qvm9S3ea8oG/fVsL/zVp66Jc45or3b06G6mQXC8XPv1b/PmH6dt+uJoawZ2VEfsuCl3PCfwwlrZ+eu3hI67ttCX34uZ+qZr6by4e14mvR3Bt2zZsmXLli1bLlk203TJcrAWdUS1a7b7b8ikHbHv7Iq7U4ZQIK06wtnFQ6HKriMdR04ork6GdtpQDDRRpDVR4eoaEG2EXJqqXhgxVFcWBeqFeDFebT9kseobhM0RFnOwYuPqnEjoWR11UiUQjr52bCfS0w+JPIvM2EGdrKdzsvpXYdkQYpkCDsgciifz1jbOi0uL+ibiLRuGfcFC9ooPbYN+MRVNSIe10rYyTT/3cz93oX7zoP3HPmrrH//jf/z8u1e96lUXUjQou2Hxri+BmBuO7roTiBlSbQK8yRRVf3NO0Z9yqouZALF6Nl8EZtRZ+CM/8iOveg2I+SuBJDssGmevmNKuLXSCKcAilg2Zl2CXhZhXXJjbXT/m+lf7mYEQni0bgYVQb1k07OVMvDsvAq5uOn70770Z+t80KpiKVSDPvJS8a6S2Tcasa4HxkwKmyTXV52qpOtkrm24w32Xq9MW6Oa9F6thof9lkc8oa/++zfms3psc6VjZ0pqwo0zXnxuo3TnvN8bKY2m2NMG9qvzNhaut3/dDxWcf1fclmmrZs2bJly5YtW65DPuhXbuSmui1XlQOtHbvxI2y7587QgLDSohi7drt5/99zeztkO+YidTt7O22Io0jNe3boq/NuiM2uvgn85lUP9cmYyciE47b/EBo0VqQ3kyNCGvWJmr5APS/3HDaD3spUQEH6XRaCniB9TEHDT+elvEXaPsM0QHpFOvP6luoGI6BMiBc72O+EQ/d9LNi8uLhIbfqCFEV6j4797bm/8denXvj7spe97EI/ZnqMon59KlLlS/PqV7/6QnvKFNDxDI9fXVi8uuoFw8JWy/TOa2/MVQxYL8ql0/p0zAuHofGm5cBw6FPTgWCPjBEWpvr3HvawtskHErPJVtr+mUC3LBQWxfz/0R/90SvGb87J6tZ89zz98wNcMQwrnzLtVUfZKM/QY68Y0W7fea82Pi9Bbsg8X7R5nU/XaGzQTHLadk/9N+UJG2O3K58yOp3XAVW31s8yLS7oxZhYv3qN1rwUvH3zu4HNWzHF7M1c+10ZP+sPHzJrTG3Ud2yjc4MP2GSYmhaC3RiH+h6ZS56nm66RM6lybavPHOUe+jzGpGO8ks00bdmyZcuWLVu2XIdsn6ZLluNsVBRS/SOgylVkRZmluVO3Q/ZMfWom0sOmtDw7c2nwe8XDTJipbd2pK9OzTU4IWb/nPe+5gLS6U5/n5W0bFOh5SGsVPQShFAXN9yHVslEQDqRYFOcz/Z4X5658OlZXVKhDe+qTgimYV7a0LfSNVSmaMl6e6WXGUJP3IEy+OtUF+yvSmn1aXfVCt+popI7PsHera3CwQPpf+8OU0CP/nSY35OeCca2/BJtWP9+21m8uQfplAdmrMrW1SFdkIKRbphXCn0xB2ThoGIpv2dqmXnZYv0Nl0lv9pdgZO+YTWB0pWzvaNtGmN9100wU7WEUfea/rj7awcWuEpIttE4auSVq1f0YulQ2c9l+mXFnWBvO389h8s+7UtmZEof9v/+dFsy5Fru8RHWOYOkeVyX5q/+bb9Jdq/R/90R99IfEs36ZDfuiHfugCs+b3pGNsvtND9Tejr2cUd8dmXrlU8R3Gqms8Ng5T1fWXvt7+9rcvGdeO8eqkA9NljdDv+tTqi7WhTGOjjquX9yWbadqyZcuWLVu2bLkO2UzTJcux6y/TUR+kq/m72Jn7//p9QPrOf12K2udmfphGT9lhQwxlcbTN+1BE8yRhs6ZvVNutjRBS/U4mmisKnjk8VleVqANSavTZvAwY4umZPp3OCLMia4iL/urmp97VZbB3v/vdL6DXVYQRhAUxtX5jMpmKRgjpI93UJwBCo1MIre97T/TMKk/OvM6meVL4HUHIZXGudtFwfeKgYPpfXbFDt9iwMnV0rI6yEvLKsAm6ut/97nf+zMyvtcohQ+90VdQ57bc+TXSBxVFekTYdmxOd2/7NRtXRPpbZnHNDv7FXGN/mKTJftbH9nxclK7vrBzaM3bX9k1kUxdsI13nh6ipPEntbRYjOS7gb/aQtnvdd2XDrLfaq9ZvbbFS7G31mLJSzuvB2zvs+g2Fcsbjq75o47Q/TaRywgrOf1ePqUnH1d/zUb/6vThP031z/oOh/rs3z96RladvqMvLJeLV+7V9dIzavhqL3N7/5zefPTPZtlWfwYJ/mac+1ZDNNW7Zs2bJly5Yt1yGbabpkOZB0I7Rm1ufJPBX9QAGN/uA3ADEWxUCEGAZMUSMcIF1tKooX0QT9QziNvpuMU1Eg9DLfL5sG4fmsKNpnM5dQz60hdKi0/edfM/N0FOlCGtpWFghDBUXPiys7NvpdFDijR7AQHeOZp6lIDXrGDEFTq6y9xrTZmo3pfKZID9JnW2Wa1MMHQ3uKRl/5ylde0MMqTxgfHP4D1ZGxYIdl6qBnvhD6X58WPhEPfvCDr0Ch7B6yxlzJzVQUij0t08B+Z76b1YXRxrj+huyF3bHH6u+e97znBaRbnxB2Mtt2rVxIZZFEqdG7eVCfjnkjwCd8widc4ZPju9XlsJgutlJ/R5/NqKeO/2SYurZZG+nNetDoSfPfvBcxdsiP/diPXWCW2WHZWPbSqEWCYaE/uu38se5qU8u2Jsz8UvX7YxtsvPozf/mJ+a5rpLbQVdc2dqr/5n99Sucl1k4eaovKNlY9aaCjFdP3e351bli/Jqve91b+Sub7rL/rP7uh/+qWvbA3z5QN5gOGlV+dYhzjsDOCb9myZcuWLVu2XLJspumS5UAf3WlD9hBKcwh5rui9n6/Oi+tvInoHssDYNKPxzLOzurtt5gspmtfeGWlWRKD9EE8jhLQFUuT3UBYEQpo5UYpCtHWV50S93lvd7wZpFsVDevPuuT4DfepTmQKIXH0rNoreV/fKzdwvylnd3aav1e3MwaSv9ZGYmZBXd+dNv522f2Z5Xvk0QbzsoPYzs50XRU4WyvhjNcs6QahF6vPONsxr2ThziY20bfqm/5jXzlH9ZSudf6J/tM37ZUrm/XJl2vSXHumqEWpQPN+yFYt6//vf/0L2/c5xNmodkpuojII2YpoavTfZsNqGeuiU/06Zbv1lv2VxyMzoXTacLtjNKnqQTvSj+pu5iMpCkOlT2vVXvZ5p/7UFe4Z5LtNsbviuY8O25xpdptBaYG1oDi55tub9kF0/Hve4x12w0frIabe1gS9imV7/Nm4fFKYJC/cxH/MxF1iszhFrnDnR9/17+raWjZy3U3RtNn+N1+pGCLahH3wk+94RRTr9w64lm2nasmXLli1btmy5DtlM0yXLsdsv0pgRAo1sgD6hYDtvqGQlq+gxu2S76hVTgGnp2e28wR3Sqk8ShAMxNaOsSD7IFAoqGzVzJzWHCmQITfCtKRqBUFZ3l0EPWAB1FDXUB2XqxnNFxjP6T3u1o0yRds98OUVqkO70u2pZUJzy6lMirwj2pSgS+p+ZeIu0jCXEXPuBFNmhMa7+pr9Fc8BgCuVLMtZsvrptRBIRSYNNWUU/EnbX9ms3PRir+m3Rm/w6nVvmgmg7PjJtKx8aKLq2bW4YI/rA/JT9MdZlEdiL9hqPRv/wyfB+maaZw0of63ejjaIIy9SyN3/nrfWVyYavMvIrp/5D5jJd19+T3fNXYzed/5gZfkeN7NMmjI95VzZp3ppQFls95gYWoxnRZ0Rp1x/99Rl9dP00Nt7v3DSm2m9synQZP+xnmaoZvae8ZmSnU3Or9Rtnc1v/y0bro7n1oblXk/6N/8qnad7r2PZfLTK5+pv+smVxPTfv/itT7KTAb4uI2/ncjchmmrZs2bJly5YtW65DNtN0yXLsdouUumuegqGBhu24Vz4t0MzqBmiIwTNls5SFIWhkkLPseW5cpgPqgKKKFGcm7ZlTaBVR1nuZ6EmbnLv33Np3+lh/pZnfY+XTBOGtsnVDJvqr3rIJE2GXaZk+EPrTXFbGj05W2c6Ng77WfiBVfSsKZj/1c5pIUf/ZYfsDNdID3RSBQe8YmqJ4ZalP29rG6SdVnyh9gnS9V58GfnvzDrf2DQslE39vgp/3EXb82LI6sFj1WzOW6qr+tBtjOu/wqy1pR20D68TvT/+rf3rH3qzmv/k3sz8f8qAHPej090d+5EcutLn2a0xX98N1LWk/Zj6wMoSNvvLMjEKtTRgT9a98wvS7Gb3ZPzta3Ygw8yOVaZl3xa1y+Zgb2Mcy5TOv0bxncnW/Wn8PJkM1maNVfrf2rWtx21M2Zd7S0LGlW+OvHbXRmXvs76RO9mZu0t9qjZ4nHh0/Jx50WxvR72kr/U2gL2Pd9cNvq+86N4zTMf7Tzq8lm2nasmXLli1btmy5DtlM0yXLgQx6bjuz1RZFQmEzamDeTF5fhu7ClQVpQxVFuvMG6TIdkLnd/8yJVF8ESKX1z1veZxTEKuquKASi1A/tX0XYQPqNjFE2fWFFiga1ZXX3FmbHOGhPdQS9rXwaoBPMhLb1TP9qOW2KeqC/VZ4rAuEVhbvXiy+Nv9UfNKdNZaX43kCm9NH61QuFNjLTeM/7vVo/vfP7abZwulQH/4PeD0WMSfO80Lu/vlvlwvKZiKP64M3IvI4x1E03ZWr4DrHpVfSjsqDi3l3GJ9DcwDy1fjZhHtb+rQn6Rm9y0rRv9NexZQvmdH3BJhup/upff0UNsr9Gb5Z1rM3WTwkboK6yGTNqru2fedX0scy5srSx9u99+jfGZR2mL19ZSGuiPq7YXGvbKs+Z540fpq7RZ51v0ydr3lmnHfVbnUxRmSZrAnvFOJXp50PmRoB/EBZq+pSt8gSab2yja7P6rGn8jqoj9q8ftT/jpb3q760ZWES/bavoz2Nsd56mLVu2bNmyZcuWS5bNNL0fpEgB0oCCGrFmFw4xQjP1CZhIsZExUNi8+6s3aUMj3m9khZ09xAjxtA67ee1u9BJEPM+Uu2vH/kAoqzwd6qCrIg0IHcIu0oFo6UE5ZZOcpWt32zYR2goNqmOyCWX0lO275iKCsKD5Rp9geLA4EFuZhjk2ZWFm9Bg7KhuhbdjIItWf+ImfuMBw8s2oT9fM3VWmVH4WTB0UWf1pk/prW8R4PfKRj7zgf1P2xb1qZRFmtmD1V3+YHfqr/dGfCLV3vetdV8wRcxl6LYuiHvYDxb72ta89f0ZeGDrqd8rWJ/46ZTPoht7rU6Yt2Dy6bi4jCFtby4JB4dox7zkrGjduqxxk2BuIv2zO9JcsizQjq7SjWc+nL2NZTH2audA6R9kInXb9Ui+7mcx5y7S2lWm3tljj1FFfr8kat/30xSb1te9oi3pX/oJsxNjUbwubxg46/4yTNWn673WN0sZ/Ftuy3vo7WelD3vSmN13oR6OvzVvttcZ0jlnLyv4TbaJ3zFnX/+kT1chY/S2zdj2ymaYtW7Zs2bJly5brkL1p2rJly5YtW7ZsuQ7Zx3OXLEe6/lKJjsccYa0uM53h5D1CQh2uQu7RkqjPeeXF6jNHcnX8nKHjdYScF96u6E39Rav2CMARliOrOgI6FuLsyOmyjoR0hGavkz2qGOWL+u4R0ryouO/T9wynb1oElC/qeOXIjg5Wdi/FpD/j2GsQOFnOkOWOv/cdwTU5ovbTg7b2CFi/J4XdYwDHCeyh42e82ESPFxw1TYfMOkuzDTbW5IySShojx4W1P0fNdNwrPhw5aL92NAGp+m5/+9tfUT97d7WI8XRMtUq413Bm7aQv49bjNe1/4AMfePr7gz/4g1dNbjiTnNY2ZgLDzokZTt7kpI4n5hj3OHLaXY/XOJVzpO7RGb31OLd19vqX46qK1lHbmsdUDRaYR24tm/3PC4N7vOaoyVj3O7Y5Lyqujc1rUHr0Rm8c2VcJcGeQTOeWeWLcHR2uUs6wu7afndEDHXWMtNsxV+cWnVg/Z+qP/jaxqd8xjlt7HDevA6puVykXHAs6MlR27cnxujnZozT9V6b+9Ah+2ma/06bjt2mnHNiyZcuWLVu2bLlk2UzTJcuxs6+zIaQ/w1KLnu30oYnu5iELO26IrcgKC6ScIh3MBPZj5eRopz9T1hdFvPvd775i545pmtfAdDevLTMsv4gSe+WZsmEzcWV1A9HM6zPKZnlen4ri6Guip6JZ7S1DQehrOiBWx/QHoZbFonfoCVItGwQBQb9FROqhB2NTpgGLgUUrC3Lve9/7wrUdWIFe6vqQhzzk9PdlL3vZhbYect/73vdCsAJUWfuD3mdYclmYeX1PmaqZ8qJX3PhsXtjaBIDV97RtfcEmsOM6u9LlTOC3chxWr4CMJs40V5tc1r+1n92VDcUwaVtZRHND2fRYNpS9aFt1YywmQ9iUJerAkJZpgdS9z4G+zt4zjUltm96Mu/lYpp5Nd02Z7Z8sepnmeVHyKhBBP2Yi4Y6/daMsDFvyvLaWjTUW+tj1ZzK7K6bcum3969yaLBxWrWu0z1aXoWvTZLi6fszL4P9IWDj1GK9VAl8pJlZMG7udaXG6HgukmUl6Ww+b9hvZNcL8sTZ1/VHmMaduMSkHnvGMZ5zufjoWg+OH9bGPfeyF4w1G9Jmf+ZmnSXlM+sc//vEXfjRtZB71qEedlHSU89SnPvXC4MkifES6HJPioKKf//zn/yfp45YtW7Zs2bLl5iEf0EzTT/7kT542RMfG6djkfMEXfMHZwx/+8FNort3o537u555ClL/3e7/3hNye/OQnn33cx33cOVo+dqbHhuk4533DG95wQkpPfOITT7vTr/qqrzpPsnY88+f//J8/e+ELX3jyrfjUT/3UExJ4xCMecUNtPtBSN2R2uBBKkSb0b2cPaRXN6ifE2stMoU4I0c6/CeSwABBWUay22eFDTL1w9hiDoqIm3vS+M/SVT9O8fqI+FRNhCU8tUsL0QO8uHl2l6F8loJtn+asLV+lPf3qpq7Y5fy8KnewBPcyLkFcXX67CkVftN17T76Uyw2o7RuxOmQ2Zpj9jg/lZ2e/qigdMoc/0HzpsmzAUqysuMGxYoSanm5f3FgU/4AEPOP19+ctffqHdnWMQJIRcfwu+dJgS9tA2QuFY4NqPOUWnq7BqfVR251/n2YoVar0YmqZDwPQaIyxCE6DOtB5l3rAImF76K6uj/8a0LLq5rW+eqf2oY168XT3NxJurq2pWl1Grh25815QtM2S/TA279by1smwkXRi3pgyxTkw2sHXMpJxl2tiP76zbZTox1daGsjDaiZkyjk05Q0fmf8fG2sAOnSasLiX+kA/5kCva9tt+VadzHVuxuXTVC5fplo3zsSvTzEbYWJmu6YNKnxjzvu+3qfOXLR/lrBIS3yw3TRZDcrA/h2EcuSOOm7EPQ/r2b//2sxe96EXnxwjf+Z3feaLpjh/g4/jgFa94xWmT9eM//uOnwTkM8yu+4ivOPv/zP//sy77sy04/Qs973vNOg/GsZz3rVMbx/ute97qzr//6r7/hTdOWLVu2bNmy5ZYpH9Cbpil223aIx+bp2Dk+7GEPO3/mQGLHzvONb3zjadN0/L3Tne50Ierl2Ah9xmd8xglpHontjmdahmc+53M+56ptOXbj3ZEXkReN2c1DH00cZtcLqdi5d9c7k0LOSzJXl5L23B4KUG9ZjBl94f23vOUt58+IDBH95uqDvs+HQT96Jq9eDEtZBG3z2crvBjOA8WriPSwCNFbkMNkEiKk+QdCTcaD3PjMvVa5PwLzM2NFxkb62qKv+HurT35VPEoGii5SUjeFhP+qqvqC32h/d6gcWoz4J/EQwhO0bPxW2Scdls4wxm+gVPdA7hAwNFmmat/x+Wv9MWDgvUG3ZxnRebrzSUdtIX8a4SF397B4LWDTs+SL0icIxDBjKvk/YVpkW44QpMEe7/tx0000X2ihisfajXrqtjowlGysLPplKa1ztRx+xD2VxJ9M4r/PoVU8iNav/6W9ID51jxlKfGv1LT1g4dtP+sxtrfVks7+s3VqP+Mb4zx+oTOG3COFTHk/1r4lzMGDs0Hv1dUhbbLgukvyIk5+XiLdM8/qWszfNqLG1t9J4+Ghv+k+3LXJs6fnSsriY3thZbW+qLRybDXRbQOB31ts83a5+mytGpYxNzUPIm0qHAY6D7I22hpdzjbzdMvvfdtZ45FtPVQPC3Oiab/2rMW7Zs2bJly5ZbntxsmKbDt+m4SuE4NvtAkKc97WlnT3nKU87//9hgHRunYwNXvwW7d2imKADSh2agoqIxKNg57Wqn7SwdcqtPh/NtO/ZuAiFz6Me1Ls1Tgw3hv1KfELt3G85V9Mo8S29kQ303qoee20O681LdlqmN0Mgst0xXkTrU4T1oqtcAqNd7RcHYFwgTGiwbBc2sLkydDIVngIKizxWKhI5mPxrpN/MklcWBEOmU/u95z3ueP8OHTBvr76ItxgtT1D6qzxjVfrCW+sj+CmCMsX7UfiFS88a4Fw1PWyi6n+1XV+s3/uZd7Q961ibjURvRNmNdFhmjoRxX5GA1i77N1Y6/MfEePdanauauatnTF8X41acIG7HKE+d939Fj0fzV/JZqr8aE/sumYqGVWaaZLSpb3zrm+mRNattczeO76aPVsZyXUred2DvX4KzW2BXTTc9sg93WRr2nj2XBAHX+rsru+j9ZwIr1i460o2vEvJrpX4dFM0/MQ78xHWP27jdtlUPNesm2V36f2lafPCwafemrceiY+h2pbXnvWJNWvxk3603T4dz90pe+9ETRNmT9oAEPQzsGvT/Uh9JRhMffHjf53nf+zoi74/+PH8qr3UtzTIZ5g/eWLVu2bNmy5ZYrH9CbpmPH/1mf9VlnP/ADP3BKCTDP+u9xj3ucdohHtNuRasDZ/7Grtfs//n7lV37lCfE4z37lK1952hDJEnw886M/+qMXyj6e6fn/9cqxSy9SsZtWd1GIXS+EYFfdCCmowS56lZF4RmYVqShzRpgd8qAHPegCUsAmdaNoB85PqjpR9rz4sBtY6HsV/QW1q78IZzJlEEZZBDmooC99q08LpL/a4NKJNk7fro4XHfc77JM+raKvIB1t7HfQK8RHR/ywysxAY/UXwojxs1j5zU0EVaSoLLYpMqg24lLeI5CifexzkKr2tE59+YRP+IQr/BW8N/0m5FtZRZiucugAP+ZT+0jvwFaZMv02bzBdq6z76i0LOX162FGRtnqNX5mG4/aA2hG/pbbfWGIaOkeg78mUVv9sc+aradswBCsbtd7wn2lGeuPnPb50E4CufHvaXm3C0K8idKffWv9tTP6/7Z0LtOdT+f8/fuNejEpCShgkt5kxZpZB7pQSrSWi5G4VaiGJcldILauSy8q9kkvuiwzK3WDMuIbkElJoUUgUw/e/9mf1Ov/Xec4+M98ZB+ccz3utmXPO93PZez/72fu7n/d+nmejKx6jsPAwHp5/kU3M+u8I38iQmoXjd6K+6EeP0XiorJkO7qeOsHKef9lhgKG3bvFO9DUyVi4Pmdh3Jx4GTR+5/ci/lqfqX//TZdpLP3j+ZY6nTmaaaT8sVM1vzuMtsriMDcqjLLeR9vOZ50bKKe32vDKkF01lS65Exl1yySWtsPlyLguJoljl584779xuk5VBVTqhLLLKFzuJ90qKgrI42m677ZpjjjmmfceBBx7YvhsFKKkGfvaznzX77bdfs9NOOzXXXHNNc9555/U6bT2RSCQSicS7G4N60XTiiSe2P9ddd91en5e0AjvssEP7e0kLUFb8hWkqq8US9XbCCSf03FsstLK1V6LlymKqMAbbb799c/jhh/fcUxisskAqOZ9+8pOftBbYKaecMlvpBoolY58SVu/szdtSZNWMhYul6egdGI5ang4sOyxTrBqv9GP0iq1orEesP67ZGgC800wRFmXJceWs0bU8RTGXj5kVLJVapBHlUb4tLeqNNYHF4j39yAbZCosWN1aoo49g2GAKzPRRDnKjjg4KwArnPfap4jksTBbxjhCKkWVmIbDCok+A75k4cWIvvwdHD+EDgt7Q77b0sCZpt8/VwzAhSz3vcRkwS0Q/lVQhsXx0k+eL0QJK5Ktl7bGFbsdzo2ypM17QDcsff6Uo2xn55OEH48+oG1asI1wZC7yzlgMHH0LqYaYiZr12/Rm/zBfogaMno0+d5x/uj5npPf4Zi7CZZoroN5iSmDfIz1GGWSSYJdqBbMxm33XXXb3GL/pgXaT/GQ/Wf+ZY5Ofxz3hD72ir2bianxag32d0vhptQm6ePxn3yI1rdkFh/qD/auea0qbo/xbbG33y0NOY2Zv+cBtjLjPPdzHrutsfo/88VrmP3E2QIv6OiP6GHhvILZ45aB1F3yjL/sITJkzo8a2sZZwfkosmd1B/KEI8/vjj23/9oThaxu23iLIw8xEliUQikUgkEkNm0TQUUSybWi6cmhXJSh0WgHsd/YKFgxVVex7Gp+bTECN7fA0LKTIWjvDhGlaALW3qduGFF/ayULwPTWRPzN5dsyxiFJgtHNpoK4r2IhNk7LO/KCNmVrbVQ/lYw44wwvqib8wCxUzcvNt+OzHLu+UPQxB9E9x+2Mfof+P7ojVZO18Ki8vZurHiaAeysoyx5jmnztGPMYMyFiN5X9xurH+ziMgLGcMq2FKlPPwsrD/0O3qMz6PHSDxB3YYY91E3tw0gG+Tn6CX6knfT124jOuk+iZGJ9COWsuUf/bWsW+utt177s+SZczssP3JAkefMLDSMFFGvzEPOVI5M8U0zixMjqhjjHiMw7OiomRZkAptBvYv/KoC1pd9Lbr4I5Aar5TrSf/R77exLfOhqflf0LX3qsYn+wt6hG/YJoo2w19Y/WEPaT92cC4+2MFc5egwWDZnWTiSI0du1bOO8m34zG4iOMNY7qj/sDPJnHNeyrsfvQes545c6ej6L3wneRYjnuvJdYaaQz3iP5wbGa5FbZKuHRZ6mRCKRSCQSiXcSyTQNMGKeJiydGlPBZ1h/rOq978oKG4vP2b6JvsHCwSrxeV0wBbAB+E+5HO6PJ3qb4WD1byuAd2JNsao304T1gcVjKwrri1U+DJ3rTxtJG2FLFfYoZqTGgrT8sVDMFGDZcT/1sU8Pbar5e+BfE7O225qlvViVtuJoGxY+crTfCWwU1qNZTKw+Z7Z1Xc0i0Cb7y9G3WKzRx6OWpRk/ptrZbe5bgNVO3XwPFqojkmL70XtYKDOFtAn9mTp1ah8ZxbO3aqCO8Qy+Gnvr/qNPyaQOm2NQX36aBeFd0d/FfnOMsdq5brgccH/N/wZmhrLMwsKoIu+Yt8rnkdWiz5Bz7cxJgE4hW/vUMP+g9zAlzkUH04pOWrejvyJME2dYGsyt9olD7tSD95jNpb7xfE/LNLKI9mnjOcoyC0gkIiwOz5kpiRFi1u3YDupjn0pkif7XmFLaTV09x3IPc9pf9f2DvjBvUsfadwQy9bvRCfqE+ttvK/rrmuniXTB76KZ9KvmMd/uav3dnJU9TMk2JRCKRSCQSXSCZpgFGWZHb4mI1XTv7DYuOVTD32KeAlXIteiIyO7yvlrUVq8D+UjBiMTO59+RZjcMweO8XiwY2o5bLiPrXIquoN3Wq5bKKUYdmsbACuR9LzWwAzErNpyuygNHHyZYle+G2QmPUIXW0pU+bSV7obwAAOz5JREFU6Ftfg9GIUWvWH+Qfo+gs75ivxtYozM7YsWP7WMVR7liRZnPQRcpwsET0RaHfiUqxDw79bxaVd8ds09ZfWLjoP2KmBH8r7nX/YcXzvFlgmAlYHNg0W+O0mzr5ed4ds7abjaSPqZOZji222KJXnp+aTwyyiedLuv34YsEGWEdoG1FnRDFaF9ZZZ51e48ZsJH5X2267bZ/TAng3jA++QZ7j6P94PpnbgtyRn9kIxgQ6VmN6aDdMo/1eeDdZoj03MDczD/C39R/ZUlezyPQ//QZDXosQ492+FncaaicaOFo19i0y5Z0wbORbs/4iW/v0xLM2o49SbW7/j+av6G9khgwwXuIZnN49QDdh/CPz7DLMoqFbzCnolscfukT9XUd0q/jpes6ZGZJpSiQSiUQikegCyTQNMMrqG18VW6Gs8J2tFIsChiBaxbZeatnCsZCIWsLyrGXN5Z22YuKZT/y0NQSbw/PO4YHVz08sd1vq+FBhVZgFwSKNe9pm2uKZc5ZfZFq41z5RyKuWUR3rZdSoUb36asyYMT33TJ48uZdVYp8KmBraGDNE1zJ6u/1YarSDd9fybGEJuW/5jDJgM+w3BAuAjO1vATMAmwfDUDvfjTrVLDL65MYbb+xTRyx0yjULwWfIhvdYflio+Db5eaxwfKvoa0cP0W7GpJka7kdGWPEugzEWIxw9XrgHfTIbGXPnmGm6+OKLe92DHOgPv5NybelTX/QdFtB+M7wbpsUsHH37q1/9qv1ZDkMvuPTSS/vMEVdeeWUf3WSeoE7MDWZzYD3oK+sP/jZEhDEP4iNWcNttt7U/N9hgg/bnqaee2nMtZlmvzbGMH2TiyNh49hu6YTaGvkTG1KfGnsHU2m+LzyjfLBj6j0yINDYbi2xrfmPMu8jv5ptv7pNnLs5VZnpiRn7a6lxiMdv4vJIN8zxjg/c4lxhlsEOCj5zfDcPE+8x0xog6y595E53ku811jBGaZtq9C2K9nhmSaUokEolEIpHoArloSiQSiUQikegCuT03wCg0oinoGM5ccxKOh9l6ewI6kS0Yb89BfUKd8m5vj7AdAL1sehcam/pCa9rZnLpECtnlsJ2G06TLh/KFSvbWH+VRBjSzt0CgmnEA9NYR1Dvt53nLKB7GaUde2k+dcBIkzNnlI2uHY8eEg9Dy7mOoZurhrQtkiuMvcvMWaExYaOobOps+5gBmO4+yPcNWiGloEpVS39rWG21EV923yI/yoz4a9LG3J2IYee1QWT5je8HpEBhbUPdxHPh+JwUEHNiNAzHPWUfYlq0dw4P+Ui5jq+asTJtqjsjInfZ4e4TPmCO8vc44ZVuLraBaAkXGjZNj0n/UrRaqj94xJrz1EVMO0DYHa6CLcQvHQCdxOvb2MnU799xz+zwXw9AZm96CjqlSvL1O25ib4nEmlh9zm3WL9sdjgAxvFcbtUWRKPSjD4zCmynAZ6E9M+eItKMYrOulrtDNuq7lM5i/avfz/XEE8t/PdVHMBiSlLrD+MM57jml0okAXzTy1lTfzec/kxAbC/W52qwd95M0MyTYlEIpFIJBJdIJmmAUZZydoRE8sAS9lMBSvsmADObA6WGtaQLSUsPCytWlh7dHa0pUlyNRxnWeHbkZHfYTVsBUfrG4vR1hB1w4qxFcW7seZhw2KYreXnumHFxIN6nZwS2WINuW+QDdYI9XZYO/WmLCfewzqJYeFmE2AI3O+A+3FkxpHebYQFo222ovuzIs2qoGOwKnbSRxdg8bjm8qMjtZPbIS/kQD3syElfIGs7+SMn9Ij+N+OBTteSG6L/kanyPegmz1v/CPXHWZnn3P+kaoAVsJM3DCFO6jCEZppiOLv1h/7jHvrBbCxzAaH/PkSc5JZY3NTHukbfoL8OMsHSd3tjAlx0JCYJLFhppZV6OVfH1Ce+n3JrLCAO2DU2OrJJ1m36i+fj4eauI3pr3UTutG2VVVbp1R7LlH63kzXlMsaRtWXE87TNTH9kCmlPjU1iHJgFY5zGlCm15LS0mznf12gbZZiNiQcVPyP9hxlCfrTDbCL6yzuta6RvgIViHjXTRZAObWOO9PhnjiZxq4+KQm/4aaab8so4MIM+MyTTlEgkEolEItEF5uh4Azwx2yir1rKKLVYy1o2t2Rje7NU/XYDF4tV4tHC8R47VhWVBcj9balgzWDG2gqO/C/Uxm8S7ec5MAxYp5dFGsxnUEavE4dSRxcKqd8g4daRc+0vQJix8ynD9CV+mjNoRBTGpnC3l6PdhnyD6kndjBdUOrMR6sqUXDzrFQrY1jWxhfGxFYqlxjb52AlH8dWiTr+HThEwJR4b5qoX82lKn/TCDWJP220B/a8fIIHf0Jibrs4xqyV2RM/LHKjXTAJCp9RdQHofbWv+oN0yJmcrog8S9toZhiBi/TrxHXWLiUrNhXKPdZhoph3kD3ayxITBlZrqcGsV9XfPJQ6Y1pjmmCsE3yXNZ7cBp9Bb942/LiDYxbsxCwKxGXzbrCOO2dpgv5eBLRF2dFoSxiU5b/sgPfUEfzGZQHrpe01/8hOKxVh4TzO3jxo3ruYacox66j5gjGf9mgdBp+pb52O2PR8SMVNvisVswtmZ6IptcY3QoH+bTdWS8UZaTW5JGIybudfv5nTFufynmraK35XoZ/6Uu/o6uIZmmRCKRSCQSiS6QPk0DjLKStaXMqhXrz0wBFg7WAPeaDYHpYDVuSytaVlgBTrUf/SYcvRDLw1J0hAIrfepopoH9eupBG9mjtmVGPWxpxGNMsEK978/z3GMWCOuDOsWDa/0ZbbQVi/VHebVDNZE/P22FxOgN2mO/EXyJ8JNw4jrqBEOC3MxmwaJQbxPD3E99YRxsTcO01fyd8FehT9AbyyhG1Fh/KQ+doh5meuiL6P9leaFbtK12KCusjI8YQV84RgWmwjLiXdTJiRNhXWIUp9mw6FNmK5bxwnvod7MRWMYxkayZDcqlH8z0xKSW1v+Y3A99NtMEG1JjodBp3kNZHqOwQLAfHJxsq513wyY4egldQledXJQ+QQ7omNn0ODd4/qI8+oh2uI+QN7ptFhBGgySv+E2ajUdvYUHMQlJ/WKgaU0Sb4ljxfVxDfz3HolMk3IVdsWwYk+xwWP+5Hx21/NFfEk7yHpfPmKZuo/43V3n+QCbxu8bsE98ptehDxhvMjyP0eDfj2MeA0X7mO2TtMRbndM+t6Etpdy3ysT8k05RIJBKJRCLRBZJpGmCUFb33XbEisZSJtKkd9AqrYKaD1TsWgv2FsFqwVFh5O/qJd3OPLU1W/VgW+Ab5HlbmWEVmCjiMFOuN8mvWJNccPYX1g2UX0/rXIppqhwHHw1RtqfI7svZhlvibYLFiVXofH+stHhngforWjMvHCqaOtoLi0Rq01fpT89MA9DPHEPBuMwV8Rr3t00M/IxusSOepwgKLrIbbGY8TcV2RJf1X8xcD+L3YUqWPa/526A3vho2w1cg7YX/sb0P5yJE+sqUOswUrXIuMBERfTZs2recz3h2jwCwn2kj/Wy4xsuuOO+7o0/6oG2Z6aC/j0OXDntEnWP5mivkdHfXcFPNxMZ5dH+pCO8zCwiJSJ+41U4qO0u/2aUROjBHGtiOEuUZZ7jPeSdtqefKQMXJ325iv4qHe1j/GXYy0M7OCjtEey4jP6Ae/G9aYd+KLWItQZIxatugEdWNuN5vFnEq/3yd/R/qGfnPUIYBhikeFeWxQN/TQPlF8FvXI72T8x8PB3e+0wyyi/YyTaUokEolEIpEYYCTT9BbAPkWsgrEezNRgtbBPG/M12fozQwFiXiKseq+msRCwMLxfDWtAPairLUgsJbMP/WXb5m+iGWyh1bId2/fL5bv+MReRrWDYLyIUYRMsK3J3IBsfmIp1QRnRt8Pvoo21a1iYsGlmc7AUqb8jy6IPDfIgUsbXqL+j37if+lM3+/3QXqxJywafFJgqdM3Rm1iD9L8tMuSFbmH52W+DsQB75uipCRMm9LJsebetSRg+2mSmD0sXNiUyF7XDdM3ioUvIFDnU2AT61vpL33IN/wuzMfQRz5lFQm4wJNSxllEdXyLn6bHvnuVnNoExWYs+ZEyiI8jT78VCjxGatWjfWoQTOgEr7fmHa3H+M1MKaxLzBVm2MHTUrcY0xghXtx+dRLdcfoyaNNMF6JOY/dr1xk/HLFL0hWRuMNONvjBWHb0Go0k7GCOe4/iMMVFj4SNT7vk3nhbxsurP/BWjiGvfMTWfMPSH/ou+sZYNfeT5M0bLxUjl2piwTyNyKnWqnYbQH5JpSiQSiUQikegCyTQNMMqKuhZ9VcvIi2UUM2k7QgsLgXfaCoVhcrRRLIPVNBaXI5u4D8agFiHFu6m/I0OwGmDPYDNgfmyh0A4zbVhNWAy1PB3UG6umdvYQlj4Wov1uKA/r2ZFhWI3IFqbK1jT75FhFzsHFtZh11kwL9UdWZhEpl/vpBzNwWIG1jMBY6Fj61NsRelj9yNhWNLKgj2GTHGGHhVc714r6opO0o5bRGvbNYwNLGT3AQncf8W761P46cWxxr3368EWiDPtUIFPGRIwCc32xcM2U0U70iPHk8Yv+IfdaZA96TxST6887GZu+ZtbL73MfwVAwpi3/mEmdMsw0MCYiq+i64adYO98OeUcZWf6UW/MJhH3gHsuf9iJT5jozDbSNMeLoK+oSz47z8+gC93iuZS7kGvOedRTdot6ev3kX+dZiZnXPO8wttRxkyJ2f7mPastpqq/Xy4/T91CnKynrLO/8p3WJM4MvGGPMcg/zw36qdC0cf13z6iP6M/n8uB9mio55jY0Sq85TR30XeNXa3PyTTlEgkEolEItEFkmkaYJRVsvff2eeN+X5s0ces4bamWAHXos/uvPPOXpmcsQJtKbMyhwUyC8Gqn/pi+dkawwpmFV87wR2GgbZ5pc9nWC8+V4628DzXaI+tR+5x22Bx8GnBGrM1DnuAVeToQ9offYuiBV+7131CGbTVVgv+ScjP/m7s/dNHlOustfQJrIZZHFgM3h0zdJuZ4znyRtkKpR3I2j4p6BSWpn0qAO2lPTGLsO+xFQ0LQT/WTiLH3wc5uG0xWhC9dYQl+lLLiB+zBdO22iEJXLO/SMwSTxmWEbKAFfXYYkygN7TDbaRvaIfrHxla7jUbEaM2LX8+4930h+WPTqG3nr9qfor9Zb3mHrPYMeqMv2u5qBgjHv+Rma2dPQhTgy/Lbbfd1nMNOSET+tERtrwb/ff45Rp5nmiH7wHojZkW6h9zmHn+AvHUAN8Xy7VPWvTX804BzFbMk2WmiXchm5HSbVhI5I5ueIzwHQf7aBaZttiHqT+ms8bU0W70OEajm8VDfowVv7M8b3ZxZkimKZFIJBKJRKILJNM0wCgWlXNxYFnECAFHlGBx1JiamO3X78ayiJmhvadM+bWzf1ipY42yirelTX1r/hJYETyPNenVPFYzK337dNAmVvk8Z0stnl1mKxKmjefM0AHqhlVjSzfmt8GqsjWNLKi3fQKwmmgHZbj/aFvsY7cTa4i62u8jng/lvoknd2Opuo30MQyj/U2wkCmD9mCV1vLbuG9iRB66YWuaOmLh2qJDTvysMSX0EVa9/cW4nzrC6rmORA/xmVk8/J1gyCjD9ad8xljN94F7GGP2+0Ff8aVwZCNji/MYkVWNzeWdtWzhvBsZm42hj+ib2in1ML7c43FBtBkMmWUTIxPpR4/RyDA7eg0/N55jjHiOilGj1p/IjDI27ZNHHdEpvxu9YfwwNmpMOWPE4w/5MV4ic+vf6Tf7G/EZ3wNcs08cckMPzMKh0+T+Y/yvvPLKfc6XZE7w3IC+UA/60UxRnH8+IhYa1j76xFl++HLS79ZtykX+fNd5p4HnkbuZUsYyOhl908y0o4fO1s84KWPbfrAzQzJNiUQikUgkEl0gmaYBRrEIbQ2ymmXf1pYeVhCnq2NxOBcPK2MsRj8f8wqxwq+dvQVTYEsLq4GoHayJmKnZ9belSX4drGfebTaM8rGKzELFyBIsfluT1AUWyJYKFlH0CbGljYxreTiw6HjPiiuu2IdNwuqmHY7+QxbUqRa9BwuDVeSsudQTK55+t6WHFUff2lKl/jAk1LUWfYauWDbIJPotEWljNoB3mmmJ/mL0u/sPvY1+P7YII+Nopgi946czEhOZx7jBYjUbBXuA3tn/BlkgG+61T0T0c/LYiNeQA/Xp7zxJwGfx7DkzPbXztKJsGEf0n08diGOyFr3JtRrTG3M4uW+pP0wXz3v+Q3+oh5lqWAzGPT46ZgOJsORej40YWRfPsnN/wVjA6nreiXnq3MfoZm1sxvM441l+ljfjwBnpYfiiHpgNjqc+ePwhkzjunFF7RnqI/qO/8Sw3z3HMMc+p/egJcqffahnNkfVyyy3Xcw29oR8pA3bMdcMX0/kC2b3gnbBKHj/IlO9R55CibuX+2okL/SGZpkQikUgkEokukEzTAKOsfh1hwHlesAlmgbBeYmZXR3jFSB4zLVgqMVu1oyeiL5IjM4iWiSfB13wKajmEqAsWP1mLve+MZUK5ZhooHwuvZk2zF075tmKxDqgHVoQtHWSC9VQ7+446YY2YqcCyox7OQYVsseKw3G21xKzF3m+P5wJyzW2ENahd43dkSz3MdGHZjhs3rk+2cvycaAdy89lpWJ8xQs/tjAyldRS9jznB3CfoSGRM7EuETtnShj3g3ViV1v+Yi8o+DTFqk+fNNNBe2uG6RWYFFsxMj2URQZ/C4tCPfoa2wVTY0o/RljAHzkUDIpvhiDIYg9qJApEFhI21TyH38NNsBmMaNsD6i57SX4wDM9UzahN9CuNQi9DleepvFoW6wRCim2bD0HHureVAiudzmo1Dp2OkoPs25qvz/IX+xzP4av5uwDqCbOnj2tmPjBHKNxvDdxT+f/+UbJA7c2zN34/5Fr891w050d+0235/1Jfy/R0Rfcrof7Pp3F/L88T9s3LuXEEyTYlEIpFIJBJdIJmmAUaxFh29MHny5F6WovfbIxuBVWtrjM9YVftazLOCFeA8Nbw77q17hR7Lr52vhlVgFoz7eQ+Whvfk+QwLw2cHxQzOWGy2KmMODltK8QTueJacLSWsMfv7YP3EM7js98C7a2dvUQ576fxtGVNffJnMQnJ/tAbNBvAcmXFrLACWNdFwtjyRCfW3VcV9WLE1n5qYbduWNv1G+Tzne2C2aKOtyJjluHbKPHWE6bH+oGe8m/rX/New2O2TR9tq/nKxDKxyv5sxAdODFetcaDF60iwgfRGjkJxLJ7KhZvr6ixAzmxzz0/hcNHyv4pxkNhi9oQy3LTJz3GP9p4+Ztzy30H6YBtptNhDWjnFgfyfYR/QOGXuOYrzDalv+sMfIAf3x+WSwh+wYmKmN0baMA4+x6G9oFp75mjpyj9kodJT3OHoNPyH75kQdp72WW6wbqJ39xtmhMVLYehIjO2vjiL7x3IpuM19Qhn3q4mkZlh/vhKGiHmb66EvGgb8/GRNl3GVG8EQikUgkEokBRi6aEolEIpFIJLpAbs8NMArl6u0pKF8oz9oxCNCp0JSmy6GsoZxNs/IctDx0pZMDxvT3OM+aqoxJLX0oLffXjsaAauVaLTkfjoBQrqa3kQ3ygl6upcqnHqZncTiNR1R4CwjqPzr9equD+lJH07skyqs5Kcdw6toxONQXGdkRHbDlRPl2doRCJy2Etx6RUww99hYE/V4LREAmbKtAt3t7Blkg45tuuqlPveP2orcX+Gy99dZrf956660916IDOu+z/JFfdAivbSejD96CRSbohA/sJYkeY4ytGDuLxkAAp8xg64o+ot7enmLc0idO7hi359iW8hYc5aF/TtzoJKTuR29vRP23/sQt7ziOPTaRkWXDeOWdlO8tdOYy+sbb0/GgcMam9ScGV7huyIT+pgy2qb29hI556zmmHADeHka3SZzquYn2xqOe3H7qhBxq20AxOanBuKPd7r94NFDNvYI+jalnLD9kzHNOi8AYpdwFNLaYU+JRT9aRGCyES4Qdzu0c7vf5ncyt1o14NA/bc+5PtpO51+OPdpa21Y5O6g/JNCUSiUQikUh0gWSaBhjFarIjICt1QiadIj46krJyt7McicqwOL2KxmrAmiABmB0hQe0wX5wsuR9r3mH10RHT9YdpiUn+zMZgKbDS94qe57C+YL4c8o2FhKVmKw4rJloJtiawMLnXIbsx7T5luP5YQbUDi7Go6BP605YSdYN9MFNBf2PxwrSYqcSyg30yU8U1rGD0wNYoMkWOli2/U0fuseVHiDk64QNnSYIZdcsyQha33357L1kZ3M9Y8fiJyRX9bpz8qb+taIAsotOpZcMYo9yasz/31lgo6oj8zGaiUzBNtQNfGVMwTWbaqC+BAA6SoHzqS/3NVKETtYS19Btt5H2WMXXhHjuSMyb4CatiR25YHxg+M30wK7SJdjjkvca+R0YoHkZMYIafr4G+ZEzRVuZq9xHtN9PBZ8iLMW6mFqajllYFvUU3aL/nD/Sed3puoE/HjBnTJ6kqQBecxiDKBt1G7p5jaRNJJRcTi+/vEpdlphudQI5mqpA35SMj30Mf11h80lgwfnGS9/jh99oRN25HbMuMkExTIpFIJBKJRBdIpmmAUaxl79tjPeN/YH+jeEAiq2FbSjyPFW2mhJV9TH9vS4cyYiJEWxTs7cZkZ05pjzVsSyem9scqqR2Dwmdm0bDIaSOWji0VrC7YoxoLghUFY+ajSpB3LfElMsHSpB1mCrAmsXgc8ov1FVkgJ/ejvsjP78YKv/rqq3uVYeYsslk+IgFmAX3DcrSMsT6Ro5kudDKGelt/aCN9axYL1imGysN81Y6asU8H12gvrIjrGC1NGBfXnzqha7YakQV67LGJLlAPWAQ/j4xriR8j00G9zSbANDCm/G76Fh2ljzz+YHPpW8tv9dVX7zVfUK7HCLJl3NsPChaDvnU4NmDcELpNCpU4F7l8z3HoD5+ZqYtH8yBPj9HIMNlfLPYf8jObxWeMSbOItDcmBzbTQr3RjdphyrAo6L/bT5viod7WLe6hj3xPTNVgmXMN9o9rtSTByMpHdFEO9ztVQX8Hxr9eSTlCH3Gslv3umFNoq+cWrvG9RV+ZKY0Jl91/0ZeX5zxG8KHiMx/DwjtL3WYlwWUyTYlEIpFIJBJdIJmmAUZZmXOcSLSa+4s+wQrA8qolt2TFb0sf6wnrgb/NNPAcFppX6uzdY+lQV9cZ1gDrwdZIjJaLSTL9Llb8Tg7I/ji+CEQvedVP/bnX/hJY1PGIFPtdYH1hfTpxG7JknxwWydZUTGDnyBKej1EsthSRF31j2RLZA7CG7Lfkwytj9CT9N378+F5+R2a6YApok30C6CcsNfTPfcxzRC/aUqW++OmgW9YxmBXrPbBF3989tBddmzJlSs81LFz0HT2oHbWC/pvpidFONaYRoKP2KYL9RO+Rm5+HjUPvarKBhaV8+x9F9sb9z9iMSUFXWWWVnntgXRkrTtwI68QYQTftU0TbGFP26aH9cR6x/OMc4WvRB6/mV8K4jX5v1hcYD+po+VE+7/bY5p08R7vtt4luxwgz921M/FjzaYXh9NxO/ZEp9TCbhm4w71lG8dgRdN31p28o3z516FI8zNdzBH1Du+dV/zNPMSciI/uUUj51tWyoN/Mneug5hu9S+riWHJT21hJ5Ij/6ocbiljp5d2NmSKYpkUgkEolEogsk0zTAKCtWW0OsrFmp+1rMa8M9tWMksDBs6fA7fkZY3M6FxAofpshMS9xv5n2OvqMukU2oRb1h+Zvpobx4HIx9MbDMbUX0FyFoS8Gsm62ayGAY9gmIB2XSDltzyAirqBb9BRsFG2A2jXbTDrMpyILnsVx9vAF1qh0xQVtg8ZCNZYTVjfV6/fXX91zDsuadyyyzTK/3WcbxcFPrS4z6sY7HXGDuf8pH/9AxMwXIBDmaxYtH3HCP9Y/7sX7dNzE/FPW2jsTDgD3+4mG2tQNXYy4sj01kgt47MhEgU+RopiAemIocnYsN2VBGLYcO9WA82G8xHqpqfyn6KR7fZEs/5heyTwuyQP68zz5xkSGsjW3qjd56HuE5xpR92uLxS/SR/V54jnfWDrylvbAVLj9GP3oXAmbHfqaxjKhbzpfHfbDRzL9miqJPnr9bGPfIhDHi8cdz9NEy/5sjfGAzcuM99ptjLqJc1y36AqKPU6dO7SM/xoZ9Gj2W/Lz9PpEJ7TAL7++9GsvdH5JpSiQSiUQikegCyTQNMIplaZ+eGJFgpoJVL6t4rEmvxmN+IL8PK4oVM3/bUsDCw2KxpY0VGA9OdR3x86mVHzNqY+F7NU9dYtZoI+ZJqjF1WA/OmhvzDNUOtcTC4D1mAbBiIothGcWs22ZxsLpj1JHlRxlYWmZBYAaRTbTY/C7a5siYeNAwvgBmA2g3viFuW4z2wnIjKtE+MfjCOBcSbSODfMypZAsxHsrpumHl8beZDqz2Wp4X5Eb/U3/7zaCb/LRuwMjQ/9OmTesjf55Dto4MRRb0LXVcfvnle+6BtaWOtchSdIu/ndEaNgA5WtfQDfoPpqN2YCvt9oG7ETC19u9ANsjEPilm/dxG++25L2PdkC1zVIymtC4hN7MLsHjUg/Fjppi5FB0z04Xcxo0b14vhMlPH3IxuWzciM4+Pj9kcZIFuWbYxS3fN74r5H1bW8yd1od3U1T51PI/eOAcU8zTyR38t/+iT+WdFdkdfPtrm/qe+tcPM0XvKY2xbr1ZeeeU+EdEAOaHbfEf4+2/06NG9GD7vTiCLUo9a5GB/SKYpkUgkEolEogsk0zTAKFlKzSZgoWCheaUbz1rjHlvqrKajxWsrFH8lyrU1FCNS7C+DpUN5tdU4K3DeY6YGKzTmOzEbgNXGO+3vEHN30Fb7lERfCFtqyASLgXbbJysydbWMvDBcWDPOxTJq1Kgqq+B2Y1lh4ZlpjOyf+wPrmbYRBWKfDmRJH7n/aFv0LbH8I0NmFibKG/k5szCWOuVbNygXhoK62W8pnrVlSzn6UNA3ZsOiv5SZDtoWfdPsIwKbF33T3E+wITWfNvobpsLRjDAL1Jex4jxBsd9rZ5ehW5zPd+WVV/bcg25F35hanirKrTEFtTxvMYM7z9dyWdVYiDh/cc1MZ9RJ++vQF8xplO82Mja5Zv3j93gGZM0nEN1y++k3WCCe9xyHLCIbaNYEFpD510wRpzTAgjiyDDlFv8EaUxx96zxvcA997P7j3Xzmd/MZ98Ts9QWRgXlRuwi0M343ePwybmtnB/Ju2hRzMrm+tNXfrTzP+K2xyTCrtYzuyLvcb52ZGZJpSiQSiUQikegCyTQNMEquIUcYwXqwqvdKFyuY1TSrcM57M1PDOx090d8ZarZ0sKzwU7GlTHlxNe7nIwtWy6iL9YGlYb8BrBZ8kWp5amIUj3PhYHVGvy3X38yQPzebQLn2iUD+WOywYGajIntnKwrrOfpN2e8kZoJ29BuMCPcT/WP5IVPkaP2h3BhhZesQ9qumf8gNC5O/bemjP7zTkUHRiqf/nCeM9sbMyH4u9r/ZGBge9N9MVdQX5GlLGfYuMiZuG/3Pvfa7oI601WODNiGb2jlfMbLNTBl+KowfGEY/H891c2QSsoDximeg2XrnXo8N3h3P5+JML8soysO6wD0x0s7yqvmrwAjQtngGm5lOrq255pp9dDv6BNXy9KD3NaYbHatldOdaTX/jPcyfjoIkhxHvNgtKveMZdp4/0Mm7776737mBNsZoVo8N+tpM06abbtr+vOaaa/q0G0QW6lmx+NyPbOhjjzHmfdrka7D4MPzMrWbTkBcyNtPFuIunXdTYaPR/2WWX7bnGnFj0yPP6zJBMUyKRSCQSiUQXSKZpgFFW+V7pxhwotkKwNFkpsyp29FzMhOoTuLFCWIXHU9fNQtQiC6KFWDtfDGui5i8QT1XHQrA1xD28x1Z0tN6wHB3hYf+QWLdYPvfaYkJ+WCX2CXMkiPvBZychNywcW4HUs9Y2YKs7WvrR3w0dcYTg7bff3suKq0U20m78JWpsTIxQtPVd89cA+DJRV+cz4X6sNPSHM6j8PH1tFpbyqSORLmZTsGzxW3CeGOoCm4Fuuo3oFmPN/RGjL4Ej3LDQKcv+IvxOu3mfLWXKg+Gw/OLJ6+ixmUJkxDsj82M2mjnCY4TP6KPauW7oMfpkppc60Q8em/G8LvTWMsZvCcbWz/AZ9WBseo6J86fzHEV/Mcahs/aTHZ3P/G7GeWSTVl111Z57YP9qLAzjjP5n/rL+xeg3yyb6+8WxEtsb5wb6hPth49zHMbLNTNttt93WS35jxozpk6eNd8Fqz105lzHWzW1EJvSV53PGLXMa48BMNWMkZk/3XIyOwlzByrlc6u3vX/S8yK82rvpDMk2JRCKRSCQSXSCZpgFGYVlqfhussH2uE1YAjJEtbADDgVVjK4Z385MVe80nCQvLK2rKZxXP87amsTBqe8pYWFyLFp+tAMq3v0nMfYMVa0sLSwcrzNYZ78JfC/8Zyx8WIfrP1LKtU1Yto2zN0oRR4ycsIBEztmywkGrnQiFT+sZtxJqLjIefj/1gawpmh3ZYttxHGcjfTCcMEzKyTwoWOdFHtbO/YBpg9cyicD96h4VoaxaZ1PxFaC9loPfWX6xe6mT95b6YSbzGxnJvLfoRnWKMmg3D0o6+KW4TFjblOsIsnjnp/qffsbiZW8yUkfOJPvK1eB4adaydnQicg4pxEt9jNpS2IXdHBse8aOi9fbLQTdgHMy/IBh8smAPLiPtjhF+NPYOxc04g6sJz9ve64YYberHZ6J/ZOLN2kSnBdzDO+x6j6EL0P61lIkdWnuPQ1+j3ZZ1iHE+ePLlPhF88c+9FjR/ajRyZK3xPPE/RbYvjlXY4t1eM/vbf6CZzAmPVEXa8Gz9h6wb9XXS0Nr/3h2SaEolEIpFIJLpAMk0DjLIiN5sA+1FjEWJG39pJ4NwTTyI3e0P0DCt+5+mBBWH1X4sSiBarrdEYEVbLNkx9axnJYZMiq1E7wRw2hL1pWx1YSrWMtpwVhVXh+mMNYVW4/Vha0W/C1ij9Rz+MHTu25xrt5N087/YjL/rN2YaR6eqrr97+vOWWW3rJ1TLBQjILgdxmFCGCZYdM/G4s/Xg+lO+J0U+WLSxkLRM0sH+Jy7TeR2vSPjmwQLy7dnZfHFu1XGgwFZY/YyNmJLdPIGMDmdinjbbgN4SsXAZ1gSGwbsXy6U/Lgz5lHNWy7aPj+Oi4/mBGLBx9i0+T9Tfmx7G/XHwONtFWO/qCHJirrLf33HNPv0wz/VebP2AYmUeoq2XMeI+RygZtilHALgP5+RrlxXxtZtpihJzbRr3RY/rRflfoP/pn/We+px7MDfFMTsvNTBdyivm9arnc0PF/a25g/Md8Xc5TR93QacsG1o6IZnTFOyXoEuPQ8zfzHPWHefP4o73Mo56/zL67X2aGZJoSiUQikUgkukAumgKOP/74likqK9QJEyY0U6ZMeaerlEgkEolEYhAgt+eEc889t9lnn32ak046qV0w/fjHP2422WSTdvvHoeozQqGqTW9DmUL/OWQUehPKEHrXjnw4TkaHYlPFMfTU24NsIXCvqU8oT2h26HE728bEh7WtM8rDMdkJ3KDDoWxriTd5N/X39gT0OJS1j8GAKo7tNj3L9hBys/x5PoZ+m4Km/6JDsylrdIOtD4f1QqfX3h0P2GTronZUDfWoPc81tgIs45h4z7LF4RP5I2Pfw++01dtT9C0yrW0hxuODHIhAv6FTMUmotwyQv2UTEw2yPWCqHRnVjvihTnFbwm2k3ZTl7QHKQe7U29tD6CQycfvjIdZxu8O6yTavt6e5n/mGLUC3Hydj+shjk/vp49o2K/WtHaYddTKGkPudPOd0FHHrhLrVEjjyHs/DjA36DUd4l4+zOnWzkznlocfU0VvIrovvtW5QHjriPnZ5LtPjLeqhneW91eUya0fUoAduP22hXOtmTFxZO2qJ8njuw3ISj+lk4jaddSQmovSWL9tsyNZjPCZsdiAUz6MTfA862Coe3+L+YFu5uGBkcsvZxLHHHtvsuuuuzY477thGQJXFU5mkTjvttHe6aolEIpFIJN5hzNGJmd3epSgWXVkgnX/++c0WW2zR8/n222/fWoKXXHJJr/uLNWGLojgRlpVrYSJsqbH6xaow0xGdC1lFe9UbD1G0FUJoOF3Iir2WgPLee+/t9zBTLA6YIzNlkWmwFQajQogu77N1BvvENR9jguPq1KlTezkG1sLiawfeUhesb0K9zUDA4hDea3Xn3fH4lxpTSF/XGMd4DITLj4eA1o7ooE2U5ZBbmApYAR9GSd/CpsUkgZY3VqR1K6YxoB3W0XgMiuuP/AhrJ1mekwMif/rfjuFYn/HgT8sfqxVdqzlSI29k7eR6jBcYwtoxQMiBupkp5H7ucch37NvaodyAcWdHVPQfOSJrs0noFIkHLb+Y3JN0AH6eRIXor8cmusU7HU4P0AkYD7ef+vMZzJHZUPqS8s00ME/CXtSOqonsqR3ZuR8WMgbNWN95j3Ub2fAZ/e4UAOgfbbNuxf6uBVLEw9TNFEVmJ851ZkrRMc+/tJP6w9R4/Ec20SwOz3GNucI7FfQ/3ynvU/3RV/oPWZsdo9+QnwMZYgAUba3NUXyPuPyom8itFmwSk7zGMVneVZj+8mxk9yJye06Lm9LBnjALyt8+9R0cddRRzWGHHdbn86Jc/mJH2egsL2jiookvBHcsn8VItfiumoJ7YNfOLuP+mO27tmhiQvK7mYCpL+/zooH7a3WLEX387UVTrJNly3PIsZvy/aXLNeTPAHP7eXc8w8qIUTcun+dqp5Tz7rh4qMkotsN9G0+gdx3jtVpkHF8+sR/8We3swXg/7649X4vejO3mb/cR5dUio5BzXDTV8sQgB9efLx36m/rXtuBi9nOXG6PvaueT0SdeNMW+5d3WvyhTlx8XTdzj6DXup62+1t/4M+JnM9JN2l1bNNFuL5pif9UWTbybzzx+4qK3tmiKfVrTTcpAx2oZyWvbs/Q3baNuXphEGdW2LqOOuv9ZAM/o7MRYRm38M286+o7nuFabY6KOjFD94/3u9/7mT7+ba8iWtlrGcU6slQ+Qmz+P52LWoqdL3eI8OSPkomk2ccABB7T+T6Cs0suWHmn7E4lEIpFIDB2UxZPZzBpy0SSquKxinQ25oPzt87K8SjUNX7ZGylZEoVzjmTzDAWw/ljbOjL4cqsg2Dh+8G9qZbRweyDa+8ygMU1kwefu2P+Si6X8oFOVqq63W/P73v+/xaSp0X/l7zz33nOnzhZr1QYPDFUXhB6PSDySyjcMH74Z2ZhuHB7KN7yxmxjCBXDQJZbutOH6PGzeuGT9+fJtyoOzTlmi6RCKRSCQS727koknYeuut2yiHgw8+uD1ocfTo0c2kSZP6OIcnEolEIpF49yEXTQFlK66b7bh3G4r/1iGHHFINpx4uyDYOH7wb2pltHB7INg4tZJ6mRCKRSCQSiS6QGcETiUQikUgkukAumhKJRCKRSCS6QC6aEolEIpFIJLpALpoSiUQikUgkukAumhI9OP7449vDGsvZRRMmTGimTJnS770nn3xys/baa7cHIZZ/G2644QzvH4ptNM4555w207sPcx4ubSwHUu+xxx7twacluqUc3Prb3/62GU5tLDnXyoG25Xyxkpl477337nUO2mDDDTfc0Gy22WZthuKidxdffPFMn7nuuuuasWPHtn04atSo5owzzmgGM2a1jRdeeGGz0UYbtQetlgSJa6yxRnPllVc2gx2z05fg5ptvbs9NK+lvhlsb//vf/zbf/e5324Nyi86W8Xzaaac1gx25aEq0OPfcc9vkniUs9I477mhPqt9kk016Tt6uTdDbbLNNc+211za33HJL+0W08cYb95yUPRzaCB577LFm3333bReJgx2z2sZyWGX5IiptPP/885sHH3ywXRBzcvlwaOOvf/3rZv/992/vf+CBB5pTTz21fcd3vvOdZrCiJNUt7SqLw27w5z//ufnMZz7TrLfees1dd93V7LXXXs0uu+wyqBcVs9rG8sVcdLUs6KdNm9a2tXxR33nnnc1gxqy208bMV77ylWaDDTZoBjv+PRtt3GqrrdoTN8p4LPPO2Wef3Ro2gx4l5UAiMX78+M4ee+zR8/frr7/eWXzxxTtHHXVUV89Pnz69s8ACC3TOPPPMznBqY2nXxIkTO6ecckpn++2372y++eadwYxZbeOJJ57YWXrppTuvvvpqZ6hgVttY7l1//fV7fbbPPvt01lxzzc5QQJmmL7roohnes99++3VWXHHFXp9tvfXWnU022aQzXNpYwyc+8YnOYYcd1hkqmJV2lv478MADO4ccckhn1VVX7QynNl5xxRWdkSNHdp577rnOUEMyTYmWbSiWW9li81l65e/CInWDl19+uXnttdea97///c1wauPhhx/eLLLIIs3OO+/cDHbMThsvvfTSdpujbM+VzPcrrbRSc+SRRzavv/56M1zaOHHixPYZtvAeffTRlq3YdNNNm+GC0nbLpKCwb92O36GIcjZoOWR1sM45bwann356q6eFHR2OuPTSS9vjyo455piW1S4uAYXNf+WVV5rBjswInmieffbZ9ksyHhdT/v7jH//Y1Tu+/e1vt/vZceIeym286aabWuq4bHcMBcxOG8vEfM011zRf+tKX2oXEww8/3Oy+++7tAngwTtiz08Ztt922fW6ttdZqTzOfPn1689WvfnVQb8/NKsqxTzWZlNPlyxdR8eUabvjRj37UvPTSS+02z3DCQw891G4n33jjja0/03DEo48+2s6vxSfxoosuasdnmXeee+65dsE4mJFMU+JN4+ijj24dpYvyl0EwHFAs2O22267171l44YWb4WytFybt5z//ebPaaqu15y8W58yTTjqpGS4o/neFPTvhhBNaH6jiUHz55Zc3RxxxxDtdtcRsovipHXbYYc15553X6u9wQTEIyiK/tK2wL8N53pljjjmas846qxk/fnzL+h577LHNmWeeOejZpuG5jE3MEsqiYMSIEc0zzzzT6/Py96KLLjpTa68smn73u981q6yySjNc2vjII4+0ztHF0dQDvaBYf8VxcZlllmmGej+WiLm55pqrfQ6ssMIKLXNRtsLmnnvuZqi38aCDDmoXwMUxumDllVduHVd32223doFYtveGOkrbazIpUWbDjWUqBlrpy9/85jeDltl+M8ba1KlTW+d2zkAt805hSMu8c9VVVzXrr79+M9Sx2GKLtdtyI0eO7DXvlHY++eSTzbLLLtsMVgz92SLxplG+GAvLUCIZQBmo5e/i79Ifyn50sdYnTZrU7k8PpzZ+/OMfb+699952a45/n/vc53qik0q04HDoxzXXXLPdkmNBWPCnP/2pndQG24JpdttY/O3iwohF4nA5erO03TIpuPrqq2c4fociSoTVjjvu2P4s0YLDDWWRG+edspVcosrK7yW9xnDAmmuu2fztb39rt1c975RxusQSSzSDGu+0J3picOCcc87pzDPPPJ0zzjijc//993d22223zkILLdR5+umn2+vbbbddZ//99++5/+ijj+7MPffcnfPPP7/z1FNP9fz717/+1RkubYwYCtFzs9rGJ554oo163HPPPTsPPvhg57LLLussssgine9973ud4dLGEn1U2nj22Wd3Hn300c5VV13VWWaZZTpbbbVVZ7CijKM777yz/Vem6WOPPbb9/fHHH2+vl/aVdoLSrvnnn7/zrW99q/PAAw90jj/++M6IESM6kyZN6gyXNp511lmdOeecs22b55znn3++M5gxq+2MGArRc/+axTaW+5dYYonOlltu2bnvvvs6119/fWfZZZft7LLLLp3Bjlw0JXpw3HHHdT760Y+2i6ES1n3rrbf2XFtnnXXaRQNYcskl28ER/5UBPlzaOBQXTbPTxsmTJ3cmTJjQLkRK+oHvf//7baqF4dLG1157rXPooYe2C6V5552385GPfKSz++67d/75z392Biuuvfba6viiXeVnaWd8ZvTo0a1MSj+efvrpncGMWW1j+X1G9w+nvhxqi6ZrZ6ONZXG/4YYbduabb752AVXSgLz88sudwY45yn/vNNuVSCQSiUQiMdiRPk2JRCKRSCQSXSAXTYlEIpFIJBJdIBdNiUQikUgkEl0gF02JRCKRSCQSXSAXTYlEIpFIJBJdIBdNiUQikUgkEl0gF02JRCKRSCQSXSAXTYlEIpFIJBJdIBdNiURiyGKHHXZotthii3es/HIQ8JFHHvm2lLX//vs3X//619+WshKJRB2ZETyRSAxKzDHHHDO8fsghhzR77713e+juQgst1LzduPvuu9sT5x9//PHmve9971te3rPPPtssvfTS7cGt5WcikXj7kYumRCIxKPH000/3/H7uuec2Bx98cPPggw/2fFYWKm/HYqU/7LLLLs2cc87ZnHTSSW9bmV/4wheaj33sY80Pf/jDt63MRCLx/5Hbc4lEYlBi0UUX7fk3cuTIlnnyZ2XBFLfn1l133XYLa6+99mre9773NR/60Ieak08+ufn3v//d7Ljjjs0CCyzQjBo1qrniiit6lfWHP/yh+fSnP92+szxTtt0Ks9MfXn/99eb8889vNttss16fn3DCCc2yyy7bzDvvvO17ttxyy55rb7zxRnPUUUc1Sy21VDPffPM1q666avsO47777ms++9nPNgsuuGBb17XXXrt55JFHeq6X8s4555w3JddEIjH7yEVTIpEYVjjzzDObhRdeuJkyZUq7gPra177WMjQTJ05s7rjjjmbjjTduF0Uvv/xye//zzz/fbrONGTOmmTp1ajNp0qTmmWeeabbaaqt+y7jnnnuaF154oRk3blzPZ+XZb3zjG83hhx/eMmLlPZ/85Cd7rpcF0y9+8YuWmSqLo7K1+OUvf7m5/vrr2+t//etf2/vnmWee5pprrmmmTZvW7LTTTs306dN73jF+/PjmySefbB577LG3SHqJRGKGKNtziUQiMZhx+umnd0aOHNnn8+23376z+eab9/y9zjrrdNZaa62ev6dPn955z3ve09luu+16PnvqqaeKS0Lnlltuaf8+4ogjOhtvvHGv9/7lL39p73nwwQer9bnooos6I0aM6Lzxxhs9n11wwQWdBRdcsPPiiy/2uf8///lPZ/755+9Mnjy51+c777xzZ5tttml/P+CAAzpLLbVU59VXX+1XDi+88EJbr+uuu67fexKJxFuHOWe8pEokEomhhVVWWaXn9xEjRjQf+MAHmpVXXrnns7JtVvD3v/+9x6H72muvrfpHla2x5ZZbrs/nr7zySssI2Vl9o402apZccsnWSftTn/pU++/zn/98M//88zcPP/xwy2yVe4xXX321ZbgKioN32Y6ba665+m1b2dYrgCVLJBJvL3LRlEgkhhXioqMsbPwZC53iY1Tw0ksvtb5CP/jBD/q8a7HFFquWUbb/ysKlLHrmnnvu9rPig1S2/6677rrmqquuah3XDz300Ob2229vyyi4/PLLmw9/+MO93lUWX14QzQj/+Mc/2p8f/OAHZ3pvIpEYeOSiKZFIvKsxduzY5oILLmij0ko0XDcYPXp0+/P+++/v+b2gPL/hhhu2/0pKhJIKofgnFYapLI6eeOKJZp111umXISv+WK+99lq/bFNxWC/XVlxxxdlqayKReHNIR/BEIvGuxh577NEyONtss03LCpUtuSuvvLKNtitRcjUUpqcstm666aaezy677LLmpz/9abvNVnI3FafvwmYtv/zyLQu17777ts7fZWFUyiis1HHHHdf+XbDnnns2L774YvPFL36xdSp/6KGHml/+8pe90izceOON7RZeN6xUIpEYeOSiKZFIvKux+OKLNzfffHO7QCqRdcX/qaQsKCzR//3f/80wT9NZZ53V83e5/8ILL2wj8VZYYYU2Su7ss8/uYYWOOOKI5qCDDmqj6Mr14vNUtutKCoKC4ntVWKmylVfYqNVWW61Nl2DWqaQb2HXXXd9SeSQSif6RyS0TiURiNlCcwQuLVBJvrrHGGm95eSW31De/+c023UG324iJRGJgkUxTIpFIzAbKFlnZgptREsyBREnQefrpp+eCKZF4B5FMUyKRSCQSiUQXSKYpkUgkEolEogvkoimRSCQSiUSiC+SiKZFIJBKJRKIL5KIpkUgkEolEogvkoimRSCQSiUSiC+SiKZFIJBKJRKIL5KIpkUgkEolEogvkoimRSCQSiUSiC+SiKZFIJBKJRKKZOf4fwHr5cLmeFyMAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"woodthrush_audio = audio_object.trim(9.5, 11.25)\n",
"\n",
"# Bandpass the audio with a low-order bandpass\n",
"woodthrush_audio = woodthrush_audio.bandpass(300, 12000, order=1)\n",
"\n",
"# Create a spectrogram without the higher frequencies\n",
"woodthrush_spec = Spectrogram.from_audio(woodthrush_audio)\n",
"woodthrush_spec = woodthrush_spec.bandpass(0, 11025)\n",
"\n",
"# Use matplotlib to get the plot axes\n",
"woth_axes = plt.gca()\n",
"woodthrush_spec.plot()"
]
},
{
"cell_type": "markdown",
"id": "7b787ab6-492d-4b96-b4fc-25609d0eead1",
"metadata": {},
"source": [
"Next suppose we want to:\n",
"* Change the axis scales and axis labels\n",
"* Give the plot a title\n",
"\n",
"In order to modify the plot itself, we have to set the axes to the axes that we just identified. Then we can modify the spectrogram."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "7a285d6a-6771-41d6-bff3-0a77830a83c7",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/d8/265wdp1n0bn_r85dh3pp95fh0000gq/T/ipykernel_58032/2304364394.py:12: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
" woth_axes.set_yticklabels(y_axis_kHz)\n",
"/var/folders/d8/265wdp1n0bn_r85dh3pp95fh0000gq/T/ipykernel_58032/2304364394.py:13: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
" woth_axes.set_xticklabels(x_axis_ms)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.sca(woth_axes)\n",
"\n",
"# Get the x and y tick labels for the plot\n",
"y_axis_kHz = woth_axes.get_yticks() / 100\n",
"x_axis_ms = woth_axes.get_xticks() * 1000\n",
"\n",
"# Turn tick labels into strings\n",
"y_axis_kHz = [str(f\"{int(y)}\") for y in y_axis_kHz]\n",
"x_axis_ms = [str(f\"{int(x)}\") for x in x_axis_ms]\n",
"\n",
"# Set the new tick labels\n",
"woth_axes.set_yticklabels(y_axis_kHz)\n",
"woth_axes.set_xticklabels(x_axis_ms)\n",
"\n",
"# Set the new axis labels\n",
"plt.xlabel(\"Time (ms)\")\n",
"plt.ylabel(\"Frequency (kHz)\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "5092dd4a-cbc7-4a76-a655-f339888af30b",
"metadata": {},
"source": [
"And finally save the plot."
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "ec5eb1fb-7109-4732-b271-997ae52f2d84",
"metadata": {},
"outputs": [],
"source": [
"# Get the axes back again\n",
"plt.sca(woth_axes)\n",
"\n",
"# Save the figure\n",
"woth_path = Path(\"WOTH_plot.png\")\n",
"plt.savefig(woth_path)"
]
},
{
"cell_type": "markdown",
"id": "7b616da1-782a-4878-bccd-300282ada77a",
"metadata": {
"tags": []
},
"source": [
"### Basic audio to image pipeline example\n",
"\n",
"The code below demonstrates a basic pipeline:\n",
"* Load an audio file\n",
"* Generate a spectrogram with default parameters\n",
"* Create a 224px x 224px sized image of the spectrogram\n",
"* Save the image to a file"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e298c17a-0ada-4b84-81c9-d421dadeecdb",
"metadata": {},
"outputs": [],
"source": [
"from pathlib import Path\n",
"\n",
"# Settings\n",
"image_shape = (224, 224) # (height, width) not (width, height)\n",
"url = \"https://tinyurl.com/birds60s\"\n",
"image_save_path = Path(\"./saved_spectrogram.png\")\n",
"\n",
"# Load audio file as Audio object\n",
"audio = Audio.from_url(url)\n",
"\n",
"# Create Spectrogram object from Audio object\n",
"spectrogram = Spectrogram.from_audio(audio)\n",
"\n",
"# Convert Spectrogram object to Python Imaging Library (PIL) Image\n",
"image = spectrogram.to_image(shape=image_shape, invert=True)\n",
"\n",
"# Save image to file\n",
"image.save(image_save_path)"
]
},
{
"cell_type": "markdown",
"id": "ef45b98b-a1f6-4d54-af84-6dc4b0fda623",
"metadata": {},
"source": [
"The above function calls could even be condensed to a single line:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ebd40a45-4271-4962-86be-f091b8f95830",
"metadata": {},
"outputs": [],
"source": [
"Spectrogram.from_audio(Audio.from_url(url)).to_image(\n",
" shape=image_shape, invert=True\n",
").save(image_save_path)"
]
},
{
"cell_type": "markdown",
"id": "4227de61-ba17-48b8-a7d7-7f777ad0c770",
"metadata": {
"tags": []
},
"source": [
"**Clean up**: Run the following cell to delete the downloaded audio file and saved spectrograms."
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "ef26d3e3-9306-47c3-9cf2-99b786d10d32",
"metadata": {},
"outputs": [],
"source": [
"# Delete the spectrograms we saved\n",
"image_path.unlink()\n",
"large_image_path.unlink()\n",
"woth_path.unlink()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "opso_dev",
"language": "python",
"name": "opso_dev"
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"language_info": {
"codemirror_mode": {
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"file_extension": ".py",
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