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Created October 21, 2017 04:52
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pretty_midi tutorial (draft)
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Tutorial.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# `pretty_midi` tutorial\n",
"\n",
"This tutorial goes over the functionality of [pretty_midi](http://github.com/craffel/pretty_midi), a Python library for creating, manipulating, and extracting information from MIDI files. For more information, check [the docs](http://craffel.github.io/pretty-midi/)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pretty_midi\n",
"import numpy as np\n",
"# For plotting\n",
"import mir_eval.display\n",
"import librosa.display\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"# For putting audio in the notebook\n",
"import IPython.display"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Building a MIDI file from scratch\n",
"\n",
"To start, we'll build a MIDI sequences from the ground up. More specifically, we'll build up a MIDI \"object\" using `pretty_midi`'s representation of MIDI (which we could ostensbily write out to a MIDI file later on). This representation is actually a little different than standard MIDI files (it's intended to be less ambiguous and a little easier to work with), but the two are mostly interchangeable. Relevant differences will be pointed out as we go.\n",
"\n",
"### The `PrettyMIDI` class\n",
"\n",
"The `PrettyMIDI` class is the main container in `pretty_midi`. It stores not only all of the events that constitute the piece, but also all of the timing information, meta-events (like key signature changes), and utility functions for manipulating, writing out, and inferring information about the MIDI data it contains."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Construct a PrettyMIDI object.\n",
"# We'll specify that it will have a tempo of 80bpm.\n",
"# You can also specify the MIDI resolution,\n",
"# which we can ignore for our purposes.\n",
"pm = pretty_midi.PrettyMIDI(initial_tempo=80)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The `Instrument` class\n",
"\n",
"One of the most important functions of the `PrettyMIDI` class is to hold a `list` of `Instrument` class instances. Each `Instrument` is able to store different events (for example, notes) which are meant to be played on a given general MIDI instrument (for example, instrument 42, \"Cello\"). The `Instrument` class also has functions for extracting useful information based solely on the events in that particular instrument."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[]\n"
]
}
],
"source": [
"# The instruments list from our PrettyMIDI instance starts empty\n",
"print pm.instruments"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Let's add a Cello instrument, which has program number 42\n",
"# pretty_midi also keeps track of whether each instrument is a \"drum\" instrument or not\n",
"# because drum/non-drum instruments share program numbers in MIDI.\n",
"# You can also optionally give the instrument a name,\n",
"# which corresponds to the MIDI \"instrument name\" meta-event.\n",
"inst = pretty_midi.Instrument(program=42, is_drum=False, name='my cello')\n",
"pm.instruments.append(inst)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Event containers\n",
"\n",
"At the bottom of the hierarchy are individual classes for holding MIDI events: `Note`, `PitchBend`, and `ControlChange`. These classes store information analogous to their corresponding MIDI events. The `Instrument` class has separate `list`s for each of these event types.\n",
"\n",
"#### Note\n",
"\n",
"The `Note` class represents a MIDI note, which has a pitch, a start time, and and end time. Notes have a pitch number from 0 to 127, representing the notes from C-1 to G9. In addition, notes have a velocity (volume) from 1 to 127, from quietest to loudest. The way `pretty_midi` stores notes is slightly different from standard MIDI, in the sense that in MIDI the note-on and note-off events are separate and their correspondences must be guessed from the MIDI stream. `pretty_midi` keeps the start and end times of a note coupled together, so things are less ambiguous. Furthermore, `pretty_midi` stores all times in terms of actual wall clock time from the start of the MIDI sequence, rather than in \"ticks\" (discussed further below). This is much easier to work with!"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[Note(start=0.200000, end=1.100000, pitch=60, velocity=100), Note(start=0.600000, end=1.700000, pitch=62, velocity=100), Note(start=1.000000, end=2.300000, pitch=64, velocity=100)]\n"
]
}
],
"source": [
"# Let's add a few notes to our instrument\n",
"velocity = 100\n",
"for pitch, start, end in zip([60, 62, 64], [0.2, 0.6, 1.0], [1.1, 1.7, 2.3]):\n",
" inst.notes.append(pretty_midi.Note(velocity, pitch, start, end))\n",
"print inst.notes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Pitch bends\n",
"\n",
"Since MIDI notes are all defined to have a specific integer pitch value, in order to represent arbitrary pitch frequencies we need to use pitch bends. A `PitchBend` class in `pretty_midi` holds a time (in seconds) and a pitch offset. The pitch offset is an integer in the range [-8192, 8191], which in General MIDI spans the range from -2 to +2 semitones. As with `Note`s, the `Instrument` class has a `list` for `PitchBend` class instances."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# We'll just do a 1-semitone pitch ramp up\n",
"n_steps = 512\n",
"bend_range = 8192/2\n",
"for time, pitch in zip(np.linspace(1.5, 2.3, n_steps),\n",
" range(0, bend_range, bend_range/n_steps)):\n",
" inst.pitch_bends.append(pretty_midi.PitchBend(pitch, time))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Control changes\n",
"\n",
"The `Instrument` class also holds control changes. Control changes include things like modulation, reverb, etc., which may or may not be supported by a given General MIDI synthesizer. As usual, they are stored in an `Instrument`'s `control_changes` `list`. We won't be covering them here."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Putting it all together\n",
"\n",
"To give you a taste of what sorts of analysis you can do (which we'll cover in the next section), here's an example of some simple analysis that we can do now that we've constructed a (simple) MIDI sequence.\n",
"\n",
"#### Plotting a piano roll\n",
"\n",
"A great way to visualize MIDI data is via a piano roll, which is a time-frequency matrix where each row is a different MIDI pitch and each column is a different slice in time. `pretty_midi` can produce piano roll matrices for each indivual instrument (via `Instrument.get_piano_roll`) or the entire `PrettyMIDI` object (summed across instruments, via `PrettyMIDI.get_piano_roll`). The spacing in time between subsequent columns of the matrix is determined by the `fs` parameter."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<matplotlib.figure.Figure at 0x11117afd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_piano_roll(pm, start_pitch, end_pitch, fs=100):\n",
" # Use librosa's specshow function for displaying the piano roll\n",
" librosa.display.specshow(pm.get_piano_roll(fs)[start_pitch:end_pitch],\n",
" hop_length=1, sr=fs, x_axis='time', y_axis='cqt_note',\n",
" fmin=pretty_midi.note_number_to_hz(start_pitch))\n",
"\n",
"plt.figure(figsize=(8, 4))\n",
"plot_piano_roll(pm, 56, 70)\n",
"# Note the blurry section between 2s and 2.5s - that's the pitch bending up!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Sonification\n",
"\n",
"`pretty_midi` has two main ways to sonify MIDI data: the `synthesize` and `fluidsynth` functions. `synthesize` is a simple and rudimentary method which just synthesizes each note as a sine wave. `fluidsynth` uses the Fluidsynth program along with a SoundFont file (a simple one is installed alongside `pretty_midi`) to create a General MIDI synthesis. Note that you must have the Fluidsynth program installed to use the `fluidsynth` function. Both the `Instrument` and `PrettyMIDI` classes have these methods; the `PrettyMIDI` versions just sum up the syntheses for all of the contained instruments."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
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K+gwZDVQOaI8Tz9SQaRCQkMqQ15C3kCvPtc7XThLNK0vjSr7JAYfvRgxEnQLmQSy/dH2CfBs6Qzj+9xI1wTSPM39yFPFR8Livyq+JL3TvDe9T74YwI7CqsVjybDNhNLT147dpuMK6qrwcvdS/jQFCgy/EkEZfh9nJeoq+S+GNIY47TuyPs1AOkLzQvhCSULmQNQ+GDy7OMQ0PzA4K7wl2x+jGScTeAymBcf+6/ck8YbqIuQJ3kzY+9IjztLJFMbywnXAo76CvRW9XL1YvgTAXcJdxfrILc3o0R/XxdzK4h3pru9q9kH9HgTwCqQRKRhsHl0k7CkJL6czuTc1OxE+RUDMQaFCwkIvQulA9D5VPBM5ODXNMN4reSasIIcaGxR4DbIG2v8D+T7yn+s35RffUdnz0wzPqsrXxqDDC8Egv+W9XL2HvWW+9b8xwhTFlsiuzFDRcNYA3PHhM+i17mX1MvwIA9cJixASF1odUyPtKBcuxjLqNns6bj26P1tBS0KIQhFC6EAQP408aDmnNVYxfywxJ3khZxsLFXYOuwfqABn6V/O37EzmJuBW2uzU98+Dy53HUMSkwaC/S76mvbW9d77pvwnC0MQ3yDTMvNDF1T/bHOFM57/tY/Qm+/UBwAhyD/sVSBxJIu0nJC3iMRk2vjnHPCw/5kDwQUlC70HiQCc/wTy3ORI22jEdLeUnQiJDHPcVcQ/BCPkBLvtu9M/tYOc04Vzb5tXj0F/MZsgDxUDCJMC0vvW96L2NvuO/5sGRxNzHvsst0B7VgtpL4Gnmzexk8x365ACqB1sO5RQ2Gz4h7CYwLP0wRjX/OB08mj5tQJJBBkLIQdhAOj/wPAI6eDZbMrYtlSgIIxsd4RZpEMUJBgNB/IX15e506EPiYtzi1tDRPM0xybrF4MKrwCK/R74fvqi+4b/HwVbEhcdNy6PPe9TJ2X7fiuXd62fyFfnW/5YGRQ3PEyUaMyDqJTsrFzBxND04cTsEPvE/MEG/QZ1BykBIPxs9STraNtcySi5BKckj8B3HF14RxgoRBFL9mvb774jpUuNp3d7Xv9Ibzv7JcsaCwzbBk7+evlq+xr7jv63BIMQzx+DKHc/d0xTZtN6u5PHqbfEQ+Mn+gwUwDLsSExkoH+gkRCovL5kzeDfCOmw9cT/KQHRBbkG3QFE/QT2LOjc3TjPbLukphyTCHqoYTxLECxkFYf6t9xDxm+pg5HDe29iw0/zOzcouxyjExMEIwPi+mb7qvuq/mMHuw+bGeMqbzkPTY9ju3dXjCOp28A73vv1yBBwLpxECGBwe5SNNKUUuwDKyNhA60TzuPmFAJkE7QaBAVj9iPcg6jzfBM2cvjSpAJY8fiRk+E78MHwZv/7/4JPKu62/leN/Z2aHU38+ey+zH0MRVwoDAV7/cvhG/9b+HwcHDncYVyh3OrdK21yzdAOMj6YLvDva1/GMDCQqUEPEWER3iIlQoWi3lMek1WzkyPGc+8z/TQANBhEBXP389ATvjNy807i8sK/YlWSBlGioUuA0iB3kA0Pk287/sfeaA4NjalNXD0HLMrMh7xenC/MC5vyO/Pb8FwHrBmMNZxrXJpM0b0g7Xbtwv4kDoke4R9a77VgL4CIIP4RUGHN4hWydtLAgxHTWkOJE73T2CP3xAyEBlQFM/lz01OzM4mTRyMMcrpyYfIT0bEhWuDiMIggHe+kf00e2L54jh19uI1qnRR81uySnGgMN7wR7Abr9svxnAcsF0wxnGW8kwzY7Rada022LhYeej7Rf0qvpLAegHcQ7SFPoa2iBhJoArKTBQNOo37TpQPQ4/IkCIQEFASz+rPWU7fjj/NPEwXixVJ+EhEhz3FaEPIQmJAuv7WPXh7pnokOLX3H3XkNIezjPK2sYbxP7BiMC9v6C/McBuwVTD3sUFycDMBdHJ1f7amOCG5rjsH/Oo+UEA2gZhDcMT7xnVH2YlkSpJL4EzLjdFOsA8lj7EP0VAGEA/P7s9kDvFOGA1azHxLP4nnyLjHNkWkRAdCo4D9/xm9vDvpumY49fdcth50/fO+8qNx7jEg8L1wBDA2L9OwG/BOcOnxbPIVMyA0CzVTNrS367l0esq8qn4O//OBVIMtBLkGNEeaiShKWcurzJvNpw5LTwbPmI//T/sPy4/xj23Owc5vTXhMYAtpChaI7Edtxd/ERcLkQQA/nT3//Cz6qDk2N5p2WPU0s/Ey0PIWcUNw2XBZ8AUwG7AdMEiw3XFZsjsywDQlNSe2Q/f2eTs6jjxq/c1/sMERAunEdoXzB1uI68ogy3cMa417ziWO5w9/D6yP7w/GT/NPdk7RDkVNlMyCi5FKRAkex6TGGkSDQyRBQj/gPgM8r/rqOXZ32DaTtWv0JDM+8j8xZnD2cHBwFTAk8B9wRDDR8UdyInLg88A1PTYUN4I5AvqSfCx9jL9uQM4CpoQzxbHHHEivSeeLAcx6zRAOP06Gj2TPmM/hz8AP8899zt9OWk2wTKQLuIpwyRBH2sZUBMBDY8GDACK+Rnzyuyw5trgWds61o3RXc22yaLGKMRRwh/BmMC8wIvBAsMexdjHK8sMz3DTTdiW3TrjLelc77n1MfyyAi0Jjg/GFcIbcyHKJrgrMDAlNI43YDqVPCY+ED9PP+M+zT0RPLI5uDYqMxIveypyJQQgPxo0FPINiwcQAZP6JPTV7bjn3OFS3CjXbdIsznPKSse7xMvCgcHgwOnAnMH4wvnEmMfRypjO5dKr197ccOJS6HPuw/Qy+6wBIwiDDrwUvRp2INYl0SpXL14z2jbBOQ08tj25PhI/wT7HPSY84zkDN48zkC8QKx0mwyAQGxUV4A6ECBECmvsu9d/uv+jd4kvdFthO0/7OMsv2x1DFScPnwSvBGsGywfPC2MRdx3vKKc5d0g3XK9yq4Xrnje3R8zX6qAAbB3kNtBO4GXgf4iToKX0ulDIjNh85gTtDPV8+0j6cPr09NzwPOko37zMJMKErxCZ+Id4b8hXMD3sJEQOg/Df26O/G6d/jRd4G2TDU0c/0y6PI6cXLw0/Ce8FPwczB8sK8xCbHKcq+zdrRc9Z82+fgpuap7ODyO/mo/xQGcQysErQYeR7sI/4ooS3JMWo1ejjzOsw8AD6OPnI+rj1DPDY6jDdMNH4wLixnJzUiqBzNFrUQbwoOBKP9Pvfx8Mzq4eQ/3/bZFNWm0LfMVMmExk/EvMLOwYjB6sH1wqTE88bcyVfNW9Hd1dDaKODV5cnr8/FD+Kj+DwVpC6QRsBd7HfYiEyjELPswrjTTN2E6UTyfPUY+RT6bPUw8WjrKN6M07zC3LAYo6SJuHaQXmhFhCwkFpf5E+Pjx0uvj5Trg59r51XzRfc0HyiLH18QswyXCxcENwvzCkMTExpPJ9czg0EvVKNps3wjl7OoI8U73qv0LBGMKnhCsFnwcACInJ+UrLDDxMyk3zTnUOzo9+j0TPoU9UDx5OgM49zRcMTstoSiZIzEeeBh9ElAMAgal/0n5/vLX7OTmNeHZ29/WVNJFzrzKw8dixZ/Df8IFwjPCB8OBxJrGT8mXzGrQvdSF2bTePuQS6iHwWvau/AkDXQmYD6gVfhsJITomBStbLzEzfTY1OVM70TyrPd49aj1QPJM6OThGNcQxvC04KUUk8R5JGV0TPQ35BqMATPoE9Nzt5ucw4szcx9cu0w/Pc8tmyO/FFcTdwkrCXcIXw3XEdMYPyT3M988z1OXYAN534zvpPO9q9bT7CQJaCJMOpRR/GhEgTSUjKogubzLONZs4zzplPFc9pD1LPUs8qjppOJE1KDI4Lssp7iStHxYaORQmDu0HnwFN+wj14O7n6Czjv92v2AnU2s8tzAzJgMaPxD7DksKLwivDbsRTxtPI6MuJz63TSdhQ3bTiZ+ha7nz0vfoLAVcHjw2iE4AZGR9eJEEptC2rMRw1/jdIOvU7AT1nPSg9Qzy8OpY42DWIMrAuWiqSJWUg4BoTFQ0P3wiZAk38C/bj7+fpJ+Sz3pjZ5tSn0OnMtckUxwzFo8Pewr7CQ8NsxDXGm8iWyx/PK9Ox16Pc9OGX53vtkfPI+Q8AVgaMDKASghghHm8jXSjeLOUwaTReN745gzumPCY9AT02PMo6vzgaNuQyJC/lKjMmGSGnG+kV8Q/OCZEDS/0M9+Xw6Ooj5affgtrD1XbRp81gyqrHjMUMxC7D9MJew23EHMZoyEnLuc6u0h3X+ts44cnmn+yo8tX4Ff9XBYsLnxGEFykdfyJ4JwYsHTCzM7w2MjkNO0g84TzWPCY81DrjOFg2OzOUL2wr0CbKIWocvRbTELsKhwRI/gz45/Hn6x7mm+Bt26LWR9Jnzg7LQ8gPxnjEgcMtw37DcsQHxjnIActXzjTSjdZV24DgAObF68Lx5Pcd/lkEigqfEIYWMRyPIZImLStUL/oyFzaiOJQ65zuZPKc8ETzZOgM5kjaOMwAw7ytoJ3ciKR2NF7ERpgt7BUL/C/nn8ufsGueQ4Vncg9cZ0yrPvsvfyJXG58TYw2vDosN8xPfFDsi8yvrNv9EB1rPay9855e/q3vD29ib9XQOLCZ8PiRU4G54grCVTKokuQDJwNQ84FzqCO008dDz4O9s6HjnINt0zZzBuLP0nISPmHVoYjRKNDGwGOgAJ+ubz5e0V6IXiRt1k2O3T7s9wzH7JHsdZxTLErMPKw4rE6sXnx3zKoc1O0XjVFtoa33bkHOr+7wr2MvxiAo0IoA6MFEAarR/EJHgpvC2EMcY0ejeYORo7/Ts+PNw72Do2Ofk2KDTKMOksjyjHI54eJBllE3INXAcxAQX75fTj7hDpe+Mz3kbZwtSz0CTNH8qqx87FkMTxw/XDm8TixcXHQMpMzeDQ9NR82WzetuNN6SDvIfU/+2kBkAeiDY8TRxm7HtwjmyjtLMUwGjTiNhU5rzqqOwM8uzvSOkk5JzdvNCoxYC0cKWkkVB/qGTsUVQ5ICCYC//vi9eDvCupw5CDfKdqZ1XvR283CyjnIR8bxxDrEJcSxxN3FpscIyvvMd9B01ObYwt364oDoRe479E/6cgCVBqUMkxJPGMkd8iK9Jx0sBTBsM0c2kDhAOlM7xTuXO8c6WTlQN7E0hTHTLaUpByUFIK0aDRU1DzMJGQP4/N723fAF62blDuAO23HWRNKTzmjLy8jDxlXFhsRYxMrE3cWMx9TJrswS0PjTVNgc3UHitudt7VbzYfl+/5sFqQuYEVcX1xwJIt4mSytDL7syqjUIOM45+TqEO247uDpkOXU38DTcMUEuKiqiJbMgbRvdFREQGwoKBO/92PfY8f7rW+b94PPbStcP007PEcxfyULHvcXWxI/E6MThxXbHpMllzLHPgNPG13nci+Hw5pjsdfJ2+Iv+ogSuCp0QXxblGx4h/yV4Kn8uCDIKNXw3WTmbOj87QjumOms5lTcqNS8yrC6sKjgmXiEpHKkW7BABC/kE5P7S+NPy+OxQ5+zh2Nwk2NzTC9C7zPbJw8coxinFycQJxejFZMd5ySHMVM8L0zzX2tva4C3mxuuW8Yz3mf2rA7UJow9oFfIaMyAeJaQpuS1TMWg07zbhODo69joSO486bjmyN2A1fTITLykryyYFIuIcchfDEeQL5QXX/8n5zPPw7UXo2+K/3QDZqtTJ0GjNkMpIyJbGgMUIxS7F9MVWx1HJ4Mv8zpvStdY/2yvgbeX36rrwpfaq/LYCvAiqDnEUABpIHzwkzijyLJwwwzNeNmY41jmpOt86dTptOcs3kjXIMnUvoytaJ6gimB04GJgSxQzPBsgAwPrF9OnuOunK46be3Nl51YrRF84sy8/ICMfaxUrFV8UExkzHLsmky6fOL9Iz1qfagN+x5Cvq4O/B9b37wwHFB7INehMNGVweWiP3Jyks4y8cM8o16DduOVo6pzpXOmk53zfANQ8z1C8YLOYnRyNKHvsYaROjDbgHuAG1+7z14O8v6rrkjt+62krWTNLJzsvLWsl8xzjGj8WExRfGRscPyWzLVs7H0bTVE9rZ3vjjYukK79/00frRAM8GuwyEEhsYcB12Ih8nXisoL3IyNTVnNwQ5BjpsOjU6YDnwN+k1UTMvMIosbSjjI/keuxk4FH4OnQimAqj8s/bX8CTrqeV24JjbHNcQ03zPbMznyfTHmMbYxbXFLsZEx/TIN8sKzmLROdWD2TXeQuOc6Dbu//Po+eL/2wXFC44RKReEHJMhRiaSKmsuxzGcNOM2ljiwOS46DzpTOf03DzaQM4Uw+CzxKHwkpB93GgMVVw+BCZIDmv2o98zxF+yZ5l7hd9zw19XTMtAPzXbKbsj8xiTG6cVKxkfH3MgHy8HNAtHC1PfYld2Q4trnZe0i8wH59P7oBM8KmhA3FpgbriBsJcUprS0ZMQE0XDYlOFY57DnlOUI5BTgxNsoz2DBhLXEpECVMIDEbzBUtEGIKewSK/pv4wfIL7YjnR+JX3cTYnNTp0LXNCcvsyGTHdMYgxmnGTMfJyNvKfM2m0E/Ubtj43OHhGueW7EfyHfgH/vYD2wmlD0UVqxrJH5Ek9ijtLGowZDPTNbE3+DimObg5LjkKOE42ADQmMcct7SmhJfAg5xuSFgARQQtjBXj/jvm18/7td+gx4zjemtlk1aLRXc6ey2zJzsfIxlzGi8ZWx7rIs8o8zU7Q4NPq11/cNeFe5svrb/E69x39BgPoCLIOVBS/GeQetSMmKCssuC/EMkc1OjeYOF05hzkWOQs4aDYzNHExKS5lKi4mkSGZHFQX0REdDEkGZAB/+qj08O5m6RrkGd9x2i7WXdIHzzXM78k7yB7Hm8ayxmTHr8iPyv/M+c9102nXytuN4KTlA+ua8Fr2NfwYAvcHwA1jE9IY/h3ZIlUnZysELyIyuDTANjQ4EDlSOfo4Bzh+NmE0tzGHLtkquCYuIkgdFBieEvcMLAdOAW77mvXi71XqBOX730nb+tYa07PPz8x1yqzIeMfdxtzGdceoyG/Kx8ypzw7T7NY42+jf7uQ+6sfvffVO+ysBBgfODHMS5hcYHfshgyaiKk4ufTEnNEM2zTfAOBo52jgAOJA2izT6MeEuSis+J8gi9B3QGGkTzg0NCDcCXfyL9tPwROvt5d3gIdzG19jTYdBrzf7KH8nVxyPHCseLx6TIU8qSzF3PqtJy1qraR9885Hvp9+6i9Gr6QQAXBt0LgxH5FjEcHSGvJdwply3XMJMzxDVjN2043zi3OPY3nTayNDgyNy+2K8AnXiOdHokZMRSiDuwIHgNJ/Xr3w/Ey7NfmwOH73JTYmNQR0QrOicuWyTXIbMc7x6THpcg7ymLMFM9L0v3VINqp3ozjvOgq7snziPlY/yoF7QqUEA0WSxs+INskFCneLC4w/TJBNfY2FzigOJA45zenNtQ0czKJLx8sPijwI0IfPxr2FHQPyQkDBDT+afiy8iDtweej4tXdY9la1cTRqs4XzA/Kmci5x3DHwcepyCbKNczQzu/Ri9WZ2Q/e4OIA6GDt8vKo+HH+PQT/CaUPIRVkGl8fBiRLKCMshC9kMrw0hja9N104ZTjVN6028zSpMtcvhCy4KH8k5B/yGrgVQxCjCuYEHf9W+aHzDe6q6IbjsN4z2h3WeNJNz6fMi8r/yAnIqcfhx7HIFsoNzI/OmNEd1RbZeN034kfnmewf8sr3jP1TAxEJtw42FH0Zfx4vI4AnZivXLskxNTQTNmA3Fzg3OL43sDYNNdwyITDlLC8pCiWCIKIbdxYQEXsLxwUEAEL6jvT67pTpauSL3wTb4dYt0/LPOs0Ky2nJXMjlxwXIvcgJyujLU85E0bPUl9jl3JLhkebU607x7/ao/GkCJQjKDUoTlhifHVgitSaoKiguLDGqM541ADfONwU4pTeuNiQ1CzNoMEItoimSJR0hThwzF9oRUAymBuoALPt79ebvfepO5Wjg1tun1+XTmtDPzYvL1smyyCTILcjMyAHKx8sazvTQTdQb2FXc8ODe5RLrf/AV9sb7ggE6B94MYBKvF78cgSHoJegpeC2MMB4zJTWdNoE3zzeHN6k2NzU2M6owmy0RKhYmtCH3HOwXoRIjDYIHzgEV/Gb20fBm6zLmROGp3G7YntRD0WbOD8xFygzJZ8hYyODI/Mmqy+XNqNDq06PXydtR4C7lU+qz7z/15/qcAFAG8wt1EckW3huoIBolJynFLOsvjjKqNDc2MTeXN2Y3oDZGNV0z6TDxLX0qliZIIp0dohhlE/QNXQiwAvz8UPe88U7sFuch4n3dN9lZ1e7RAM+WzLfKaMmtyIfI9sj7yZHLtM1g0IvTL9dB27bfgeSX6eruavQJ+rn/aAUJC4wQ4hX9Gs8fSyRlKBEsRy/9MSw0zTXeNlo3QTeTNlE1gDMkMUIu5SoTJ9giPx5VGSYUwg41CZAD4v06+KbyN+365//iUt4A2hXWm9KczyDNLcvIyfbIucgRyf3Je8uHzRvQMNO+1rzaHt/Y49/oI+6Y8y751v6ABB8Kow/8FBwa9R57I6EnXCuhLmkxqzNhNYg2GzcZN4M2WTWfM1oxkC5JK4wnZSPfHgUa5RSNDwsKbgTH/iH5j/Me7t7o3eMn38va09ZK0zrQq82kyyvKQ8nvyC/JBMpqy17N28/Z0lLWO9qJ3jLjKehf7cjyVfj2/ZsDNwm6DhYUOxkbHqoi3CakKvot0jAoM/I0LjbYNu02bjZdNbszjTHaLqkrAijuI3ofsRqhFVYQ3wpKBan/CPp39Abvwum75P3fltuS1/vT2tA6zh/MkcqTySjJUckOylzLOM2ez4bS6dW92fjdj+J2557s+/F+9xf9twJQCNMNMBNZGEEd2SEWJuspUC06MKIygTTSNZI2vjZXNl010zO9MSEvBSxzKHQkEyBbG1kWHBGwCyUGiQDt+l717O+m6pnl1OBj3FLYrdR90crOnMz6yubJZMl2yRvKUssXzWXPNtKD1UPZa93w4cbm4Osw8an2OvzUAWoH7AxLEngXZhwHIU4lMSmkLJ8vGTIMNHI1SDaLNjs2WTXnM+gxYy9eLOEo9iSoIAEcDxffEX8M/QZoAdH7RPbS8InreOar4THdFNlh1SHSXc8czWXLPMqkyZ/JLcpMy/nMMM/r0SLVzNjh3FThGeYl62jw1vVf+/MAhQYGDGYRlxaLGzQghiR1KPcrAi+OMZUzEDX7NVU2HDZSNfczEDKiL7MsTCl1JTkhpBzCF58SSw3TB0YCtPwq97jxbOxW54Pi/93X2RfWx9Lyz5/N1MuVyufJy8lCyknL38z/zqPRxNRZ2Frcu+Bw5Wzqo+8G9Yb6FACiBSELghC2Fa8aYB+8I7gnSCtjLgExGzOqNKw1HDb6NUc1AzQ0MtwvBC2yKfAlyCFEHXIYXRMVDqcIIQOU/Q34nPJP7TXoW+PO3pvaztZv04rQJM5FzPLKLsr7yVrKSsvJzNHOXtFp1OrX19sl4Mnkt+ng7jj0r/k3/8AEPQqeD9UU0xmMHvIi+SaXKsItcjCeMkI0WTXfNdQ1ODUMNFQyEzBSLRUqaCZSIuEdHhkYFNwOeAn7A3T+8PiA8zHuE+kz5J7fYduG1xnUI9GrzrnMUct3yi7KdspPy7bMp84e0RPUftdX25PfJuQE6SDubPPa+Fv+3wNaCbsO9BP4GLcdJyI6JuUpHy3gLx8y1zMDNZ81qzUmNRE0cDJHMJstdSrcJtoieh7IGdEUoQ9ICtMEUv/S+WP0E+/y6Qzlb+An3EDYxdS/0TXPL82zy8TKZcqWylfLp8yBzuHQwNMW19vaBN+G41ToY+2j8gf4gf0AA3gI2Q0UExwY4hxaIXklMSl7LEwvnTFpM6k0XDV+NRA1EzSJMnYw4S3QKkwnXiMQH28ahhVjEBULqAUtALL6RfX079Dq5OVA4e7c/Nhy1VzSwc+pzRjMFMueyrnKY8uczF/OqNBx07LWY9p43uniqOeo7NzxN/eo/CIClwf3DDQSQBcNHI4gtiR8KNQrti4ZMfgyTTQVNU419zQQNJ4yojAkLikruSfeI6MfEhs5FiMR4At8BgcBkfsm9tXwruu+5hLit9242SHW/NJQ0CXOgMxny9vK38pzy5TMQM5z0CbTUdbu2fDdT+L+5vDrGPFo9tL7RgG3BhcMVRFkFjcbwB/zI8UnLCseLpMwhTLuM8w0GzXaNAs0rzLKMGIufSsiKFskMiCzG+gW4BGoDE4H4AFu/Ab3tfGM7Jfn5OKA3nba0tad0+DQo87rzLzLG8sJy4bLkMwlzkHQ3tL01XzZbN254VfmO+tW8Jz1/vprANkFNwt2EIkVYRryHi8jDSeCKoMtCjAPMo0zfzTkNLo0ATS9Mu8wnS7OK4go1SS/IFAclRebEm4NHQi3Akv95feV8mntcOi240nfNduE10HUc9Ekz1jNFcxfyzbLnMuQzA7OE9Ca0pvVDtnq3CXhs+WI6pfv0vQr+pP//ARYCpgPrRSLGSMeaiJUJtYp5yx/L5YxKDMvNKo0ljT1M8cyEDHULhss6ihLJUch6hw/GFITMg7rCIwDJf7C+HPzRu5J6YnkFOD12zjY5tQI0qfPyM1xzKXLZ8u2y5PM+83pz1nSRdWk2GzcleAT5dnp2+4K9Fr5vP4gBHoJug7SE7QYVB2kIZklKSlJLPIuGzHBMt0zbTRvNOQzzTItMQgvZCxJKb4lzSGBHeYYBxTzDrYJXwT+/p/5UfQj7yLqXeXf4Lbc7diM1Z/bDOK+6JzvjvZ7/UsE6Ao8ETIXtxy6ISwmACosLagvbzF9MtMyczJjMakvTy1hKu0mAyOxHgwaJRUREOIKrQWFAH/7qvYa8t7tBOqZ5qjjO+FX3wLePd0K3WXdS962353h9uO25tDpNO3V8KH0ifh8/GcAPATrB2QLmA58EQIUIhbTFw8Z0RkXGt8ZLRkDGGgWYRT6ETsPMwztCHgF5AFB/p36CveX81TwT+2W6jfoPOaw5Jnj/+Lm4lDjPeSs5Zjn++nN7Abwl/N295P73v9GBLsIKw2DEbIVpxlPHZsgfSPmJcsnIiniKQYqiSlqKKomTCRWIdAdxBk+FU0QAAtqBZ7/rvmx87zt5edC4ufc6tdf01fP5MsUyfbGk8X1xCDFGMbex27Kxc3Z0Z/WC9wN4pLohu/T9mL+GQbgDZwVMh2IJIUrDzIOOGw9FEL0RfxIHktQTItMyksMSlNHpUMLP5E5RTM6LIUkPRx7E1sK+gB29+ztfuRJ223SCMo3whW7vLRCr7yqPKfQpIKjWqNcpIem2KlHrsmzTrrEwRbKKtPl3Crn2PHO/OkHBxMDHrkoBzPLPONFMk6bVQRcVmF/ZW5oGGp1aoBpPGerY9hezligUWJJLEAaNksr4B/7E8IHXfvx7qXiotYOyw7Ax7VZrOWjhpxVlmiR0I2bi9CKdouKjQmR6pUenJSjNazptZDAC8w22OzkBfJX/7oMAxoIJ58zoT/nSk1VsV71Zv5ttHMEeOF6PnwYfG56Q3ehcpVsMWWNXMFS7EcxPLIvmCIKFTQHQvld67PdbtC4w7m3mKx3oneZtJFIi0aGv4K+gEqAZIEKhDOI0o3XlCqdsqZSsei8T8lg1vTj3vH0/wcO7xt+KYk26UJ2TgxZimLSastxYHd+ext+LX+yfq18I3khdLdt+mUCXe1S2kfsO0svHSKMFMMG7/g468zd09B3xN24Kq5+pPebr5S8ji+KFod6hVyFvoaZieONjZOEmrCi+Ks7tlvBMc2Z2WrmfPOlAL0NmRoSJwEzQT6wSC1SnFrjYe9nrGwOcA1yo3LScZ5vD2w0Zx1h4FmVUVhIST6IMzgofhyAEGQEU/hv7N/gx9VKy4jBnbilsLip6KNGn9+bu5nemEeZ9JrbnfGhJqdorZ+0s7yHxf/O+thX4/TtrvhjA/ENNxgUImorHDQQPC5DYkmbTspS5VXlV8ZYilg0V8tUW1HyTKFHfEGaOhMzASuBIrAZqxCQB3/+kvXo7Jzkx9yC1ePO/Mjgw5u/OLzAuTi4oLf3tzi5XLtZviDCocbMy4zRzNdz3mvlm+zp8z37ewKPCWAQ2BbjHG0iZifAK28vaTKmNCQ24DbcNho2ojR8MrMvVCxtKBAkTh86GugUbA/bCUkEzP51+Vj0hu8Q6wTnb+Nb4NLd29t42q7Ze9nd2dDaTNxK3r/gn+Pd5mrqNu4w8kn2b/qR/p0ChgY6CqsNzRCTE/MV5RdiGWYa7hr5GokaoBlEGH0WUhTOEf0O6wuoCEAFwwFD/sz6bvc69Dzxg+4a7A3qZegr52PmE+Y95uHm/eeP6ZDr+u3C8N/zRPfj+q/+lgKLBnwKWQ4REpQV0hi9G0geZSALIjAjziPeI14jTCKrIH0eyBuUGOoU1xBnDKkHrwKL/Uz4CPPT7b/o4ONL3xDbQtfx0yvR/c5zzZTMacz0zDjOM9Dj0kDWQtrf3gjkr+nB7yz22/y1A6gKmRFwGBcfdCVwK/Yw8DVMOvY94kAAQ0ZErkQxRM9CiEBgPV45jTT7LrUo0CFgGnsSOgq4ARH5X/C/51DfLNdxzznIncG2u5m2WbIIr7KsY6siq/Sr2K3MsMm0xbm0v4PGIc511mff3Oi28tb8HAdoEZgbiyUhLzg4s0B1SGNPZFVkWk9eF2GxYhNjO2IoYN5cZljLUh1MbkTWO24yUiiiHX4SCgdq+8HvNeTr2AjOr8MCuiGxKak2omCcuZdVlD6SfpEakhGUX5f8m9qh6qgWsUa6X8RBz8va2eZG8+z/oAw+GZwlkjH7PLJHk1GAWltiCWl1boxyQHWHdlx2vnSxcTxtbmdWYAtYpk5DRAI5Bi10IHQTLgbN+HnrXN6g0W7F7Lk/r4il55x4lVKPiYoth0mF5IT/hZeIpYwdku6YAqFAqo20yL/Ny3fYn+Ub88AAZQ7eGwEppTWiQdJME1dDYEdoBW9odGB433rfe117WXncdfBwpWoPY0daZ1CQReQ5hy2hIFoT3QVU+Ojqxd0S0fnEnrklr66lVp03lmeQ9ovziGWHUIe0iIuLy49llUicXaSIra23qsJdzp/aS+c49DsBLg7oGkAnEDMzPohI7lFKWoFhf2cybI1vh3EccktxGW+Oa7hmp2BwWS1R90fuPTIz5icvHDMQFwQD+BvshuBn1eDKE8EduBmwHqlBo5KeHZvtmASYZZgKmuycAKE3pn2svLPcu8HETc5g2Nnilu10+E8DBw55GIQiCSzrNA89XUTASiZQf1TAV+NZ4lq/WntZH1e0U0pP70m6Q788GDXeLC8kKBvnEYoIMf/49f7sX+Q23JvUp81sx/7Ba72/uQS3PrVxtJu0uLXCt6+6cr76wjfIFc591FrbkeIJ6qrxWfn7AHkIug+lFiYdKSOaKGstjjH3NJ83fzmVOuE6ZTomOS03gjQ0MU8t5SgGJMcePBl4E5INngeyAeT7Rvbr8ObrRuca42/fT9zD2dLXftbJ1bTVOtZX1wTZNtvk3QHhfeRL6FrsmfD39GP5yv0bAkcGPgrxDVIRVhTzFh8Z1BoOHMgcBB3BHAMczxosGSIXvBQEEgkP1gt8CAgFiQER/q36a/da9IjxAO/N7Pjqi+mK6Prn3+c36APpP+rl6/DtV/AQ8w/2SPmt/DAAwgNUB9YKOQ5tEWUUExdpGV4b5hz6HZMerR5EHlgd6xv/GZoXwxSDEeYN9wnFBV8B1vw6+JzzD++l6m/mfuLk3rDb79iv1vvU3NNa03nTPNSl1bHXXNqf3XLhyuWZ6tLvYvU4+z8BZQeTDbQTshl3H+0kASqeLrMyLjYBOR47fTwTPd081zsCOl839TPML+8qbCVTH7YYqRFDCpsCy/rq8hXrZOPz29zUNs4byKDC2r3cubS2crQes8GyYLP6tI+3GbuQv+fEEMv60Y/ZuuFg6mnztvwpBqcPDxlCIiIrkTNyO6tCIknATnFTI1fIWVRbv1sHWylZKVYPUuRMuEabP6I35S5+JYobKBF4Bp37t/Dq5VnbJtFyx16+CLaLrgKog6Ihnu2a8pg6mMiYnpq4nQ2ik6c5ruy1lr4cyGHSR92r6Gn0XQBjDFMYByRbLyk6T0SsTSFWkl3nYwlp6Gx2b6lwe3Dsbv9rvGcvYmhbfFOCSpVA1DVgKl0e8BE/BXX4tuss3/7SVMdTvB2y06iUoHmZm5MMj9uLE4q7idWKXY1OkZqWMZ0BpfGt5Le9wlnOldpK51D0fQGrDq4bXyiUNCdA9UraVLhdc2XyayFx73RRdz54tXe2dUhydW1NZ+RfUFetTRpDtjenKxIfHhL2BML3qurZ3XfRqcWWul+wJKcDnxOYa5IajjCLs4mniQ2L340TkpuXZZ5cpmWvY7k2xLzP0NtM6Af12gGeDikbVCf6MvY9J0htUatZymCzZlVro26UcCRxUXAhbptqzGXFX5lYYlA6Rz89kjJVJ6wbvA+sA6L3w+s14BzVmcrOwNi306/VqPSiQJ7GmpCYoZf8l5yZe5yNoMOlCqxNs3O7YcT5zRrYpeJ27Wv4YAM0DsQY7yKWLJo14T1SRdhLXlHXVTVZcluIXHdcQlvvWIlVHFG7S3dFaT6nNk4ueSVFHNISPwmr/zP29+wU5KTbw9OIzAfGVcCBu5i3pLSrsrGxtrG2squ0jLdLu9u/KcUiy6/Rudgo4OHny+/L98X/nwdCD5MWfB3oI8Qp/S6FM1E3VTqMPPE9gz5DPjU9YjvROI81qjEyLTko0iIQHQoX1hCICjgE/f3p9xHyiuxk56/ie97T2sHXTdV901XS1NH50cHSJNQd1p/Yn9sP3+LiBudr6/7vr/Rs+SH+vQIwB2sLXQ/5EjQWAhlcGzkdlh5wH8YfmR/sHsUdKxwmGsAXBRUBEsMOWQvRBzsEpwAj/b75hvaI89Hwa+5g7Ljqeump6EnoW+jd6M3pJ+vk7PzuZvEX9AP3Hvpa/acA+gNBB3AKdw1JENkSGxUEF4wYqhlXGpEaUxqdGXEY0hbEFE4SeA9ODNoIKQVKAUv9PPkt9S/xUe2k6TjmHONd4AjeKNzI2u/Zo9np2cLaL9ws3rbgxuNT51Prue939H35uv4bBI8JAg9gFJUZjR42I3wnUCugLl8xgDP5NME10jUpNcUzpzHSLk8rJSdgIg4dQBcGEXQKoAOh/Iv1ee6B57vgQdoo1IjOdMkAxT3BPL4IvKy6MLqZuui7Hb4zwSPF48lnz57Vdtzc47fr8fNu/BMFxg1qFuEeECfcLig23DzhQiBIhkwCUIdSClSCVOxTRlKTT9lLIUd3Qe06lDODK9Eimhn5Dw0G9vvS8cPn6d1k1FPL1sIIuwS04a23qJakj6Gun/qeeJ8qoQykF6hArXmzsbrRwsLLaNWn317qbPWtAAEMQhdMIvwsLzfEQJxJmlGiWJ5eeWMiZ4tpq2p+agFpOGYqYuNccFbnTlxG6jyuMscnVxyBEGsEOvgV7CHghtRnyem+LbVTrHeks50cmMeTwJAUj8iO3o9TkiKWPpuZoR+purFPu8DF7dC03O/oePUoAtcOXhuVJ1Yzej7gSGVS7VpbYplokW01cXhzU3TEc8txbm65abljgVwoVMhKfkBrNbEpdR3eEBMEPfeC6gzeAtKIxsS717HgqPqgPprClJaQxo1cjFqMwY2MkLKUJJrRoKWohbFVu/bFR9Ej3WXp5vV9AgYPWBtNJ74yiT2MR6hQwljAX41lGWpWbTtvw2/tbr9sPml5ZH9eZFc/TyxGRzyxMYwm+xojDyoDN/dt6/Lf6tR3yrrAz7fSr9uo/6JOntaan5iwlwiYpZmBnI+gwqUIrEqzcLtfxPrNINiy4oztjfiPA3MOFBlSIw0tJzaEPgxGqExFUtNWRlqVXLtduF2NXEFa3lZxUglNvEaeP8k3Vy9kJg4ddRO2CfT/S/ba7MDjGNv+0onL0MTnvt65w7Whsn6wYK9Gry6wE7LqtKi4P72cwqzIWc+M1iveHeZG7ov20f77BvMOnBbgHack3ipyMFM1cznIPEk/8kDAQbNB0EAcP6E8aTmCNf0w6itdJmogKBqsEw0NYwbE/0b5/vIB7WLnM+KD3WDZ19Xv0rDQH88+zg3Oic6tz3LRztO31h/a+N0x4rrmgut08ID1kvqY/34ENgmuDdcRoxUHGfcbbB5eIMkhqyICI9EiGyLmIDgfGx2ZGr8XmRQ0EaEN7gkqBmUCsP4X+6r3dfSG8ebuoey+6kTpN+ib53Dntudr6InpDOvs7CDvnfFY9EX3V/p//bAA3AP0BusJtAxDD4oRghMfFVsWMBeYF5IXHRc5FukUMhMbEakO6AviCKMFNwKu/hX7evft837wO+0y6nDnBOX44lbhJ+By3z3fit9c4LLhiePd5afo3+t772/zrvcp/NAAkwVhCicP1BNVGJockCAoJFInAioqLMAtuy4VL8ku1S05LPgpFiebI5AfARv8FY4QywrEBI/+Pfjm8aDrf+Wb3wna3NQp0ALMd8iWxW3DBsJowZnBnMJvxBHHe8qmzoXTDNkq383l4exP9AH83APJC60TbhvxIh4q2jAPN6U8ikGqRfVIXkvbTGNN8kyGSyJJyUWFQWE8ajaxL0woTyDTF/IOyQV0/BDzvOmW4L3XTc9jxxvAi7nNs/SuEas0qGimtqUhpqynU6oQrtqypLhdv/LGTM9R2Ofh8OtM9toAfAsNFmwgeCoQNBU9aUXxTJJTN1nMXUBhh2OYZG5kBmNkYI9ckFd3UVNKPEJJOZUvPyVlGisPsgMg+JfsPeE21qXLrcFsuAKwiqgcos6cspjVlUKUAJQPlW+XGZsCoBumVK2VtcW+yciC083eieqQ9rwC6A7tGqUm7DGdPJdGuU/nVwZf/2TAaTltXW8ncJNvom1aasVl8V/vWNZQv0fGPQozrCfRG54POAPH9nLqX9600pbHKL2Ks9uqN6O0nGeXYpOvkFiPYY/JkIuTn5f4nISjLqvfs3q94sf10pHekOrM9iADZQ90GygnWzLsPLlGo0+QV2deFGSEaKxrgW0Abidt+mqBZ8hi3lzYVcxN1EQNO5cwkiUjGm4OlwLF9hvrv9/U1HvK1sAAuBawL6lgo7meSJsWmSmYgpgemvacAKEupm2sqbPJu7PESM5r2Pri0u3T+NcDvQ5jGagjay2ONvY+iUYxTdpSdVf0Wk9dgF6GXmJdG1u7V01T402OR2dAhDgAMPgmih3UE/cJEQBD9qvsZ+OU2k7SrcrJw7S9grhAtPmwtq57rUmtHq71r8ayhLYgu4vAr8Z3zczUlNy15BPtk/UZ/ogGxw67FkweYSXmK8cx8zZbO/Q+tUGYQ5lEuET4Q19C9T/EPNs4SDQdL24pTyPWHBoWMg83CD8BY/q381HtR+er4Y3c/dcJ1LnQGM4rzPbKecqyyp7LN81zz0nSq9WL2drdhuJ+567sBPJr99L8IwJOB0EM6xA9FSkZoxyiHxwiCyRsJTsmeiYqJlAl8SMVIsYfDx38GZsW+hIpDzgLNQcxAz3/Zvu890v0IfFJ7s3rtOkG6Mjm/OWk5cDlTOZG56boZ+p+7OLuiPFk9Gj3h/qz/d4A/AP9BtUJeAzbDvMQthIfFCUVxhX+FcwVMBUuFMgSBRHsDoYM3An6BuwDvwCB/T/6Bvfn8+3wJ+6h62fphOcA5uXkOOT+4zrk7uQZ5rjnx+lA7BvvT/LQ9ZP5if2jAdUFDAo5DksSMhbeGUEdSiDuIiAl1SYFKKcouCgzKBgnZyUkI1Mg/RwrGegUQRBFCwQGkAD8+ln1ve866uXk0t8T27vW29KCz77MnconyWXIXMgQyYPKsMyWzyzTatdD3Krhjufe7Yb0cPuHArMJ3RDtF8oeXSWOK0kxdzYFO+Q+AkJTRM1FaEYfRvBE3ELnPxg8eDcUMvwrQSX3HTYWEw6qBRX9bvTS617jLdta0wHMOsUcv765MrWKsdSuGq1mrLusG66FsPOzXLi0ve3D9cq20hnbBuRf7Qn35ADTCrUUah7TJ9IwSDkZQSxIaE64UwlYTFt0XXheU14EXY1a81ZAUoJMyUUoPrc1jyzMIowY7w0XAyX4O+194gzYC86ZxNW73LPIrLCmqaHFnRCblplamWGaqJwqoNuksKqWsXm5QcLTyxLW3uAV7JT3NwPbDloajyVYMJI6HETYTKpUeFssYbVlAmkJa8JrK2tEaRRmo2H+WzhVZE2bRPg6mjCgJSwaYw5pAmX2fOrS3o3T0Mi+vna1FK21pW6fVJp3luOToJKykhqU0pbRmg2gc6bvrWu2zL/zycDUE+DH67f3vQO1D3kb4ybQMR88rkVgThpWxFxKYptmqmlta+FrBWvaaGtlwWDsWv9TEUw7Q5k5Sy9wJC0Zow35AVL20+qg39zUqMokwW24nrDOqROkfZ8YnO+ZCJljmf6a053Xof2mM61jtHe8VMXdzvLYdONB7jf5MQQPD64Z7SOtLc42NT/JRnRNIFO/V0NbpF3aXuVexl2DWyVYuFNNTvZHykDfOFIwPifAHfkTBgoKACP2b+wP4x7auNH3yfPCv7xutw6zrK9Qrf+ru6uCrE+uGrHYtHq5774jxQLMctNb26PjLezd9Jf9Pwa6DuwWvB4SJtgs+TJjOAg92kDQQ+NFD0dSR7BGLEXQQqQ/tzsXN9cxCSzCJRkfJRj9ELoJdQJF+0H0gO0X5xrhnNut1lrSsc65y3zJ/Mc8xzzH+MdqyYzLUs6w0ZnV/dnK3u/jWOny7qj0Z/oZAK0FEAsvEPsUYxlaHdUgyyMyJgUoQSnlKfEpZylOKKwmiSTwIe0ejRveF+8T0Q+TC0YH+wLC/qn6wPYV87Tvqez96brn5uWG5JzjK+Mx46zjmOTv5arnv+kl7NHutfHG9Pb3Nvt6/rIB0gTNB5YKIg1nD1wR+BI2FBEVhhWUFTsVfBRdE+EREBDyDY8L9AgrBkADQQA7/Tr6TPd+9N3xde9Q7Xrr+unZ6B3oyefi52joWum26nnsne4Z8efz+vZJ+sb9YwETBckIcwwEEG0TnxaMGSgcZx49IKIhjSL5IuIiRCIgIXcfTB2lGooXAhQaEN4LXAeiAsP9zfjS8+buGep+5SbhI92F2VnWrtOQ0QjQIM/dzkLPU9AO0nDUdNcS20Hf9eMf6bDulvS/+hYBiAf+DWMUnxqfIEsmkStbMJk0OjgwO2096D6ZP3o/iT7HPDY63DbBMvAtdihlIs0bwhRcDa8F1/3q9QPuPOav3nbXqdBfyq/Erb9ru/q3Z7W8swOzP7NytJy2uLm+vaPCW8jUzvzVvd0A5qvuo/fMAAkKPRNJHBEleC1hNbI8U0MsSSlOOVJNVVhXUlg2WANXuFRdUflMmkdNQSY6OTKfKXIgzhbRDJoCS/gC7uDjBtqV0KrHYr/atymxZ6unpvmia6AFn8+ey5/2oUylw6lPr9+1YL28xdjOmdjg4o/tg/iZA7AOpRlUJJwuXDh0QchJPFG4VydddmGYZIJmLGeUZrpkpGFbXepXY1HZSWRBHTghLpAjihgxDaoBGfah6mbfjdQ3yobAl7eHr3CoaKKDndCZW5cslkeWrJdXmkCeWqOWqeCwIblAwiDMotak4QXtoPhRBPQPZRt+Jh0xIjttROBMYVTaWjVgY2RXZwdpcGmPaGlmBGNsXq9Y4VEWSmlB8zfULSwjHRjJDFMB4vWX6pffA9X9yqPBE7lnsbeqFaWVoEKdJptGmqWaQJwRnw2jKKhQrnG1c708xq/Pr9kc5NPus/mZBGQP8RkgJNAt5TZCP81GcU0YU7RXN1uXXc5e216/XX9bI1i6U1FO+0fPQOM4UzA7J7cd6BPsCeT/7/Us7Lrit9k+0WnJUMIHvKG2LrK5rkus6qqZqlWrG63ir6CzRbjCvQPE8sp40nva4OKM62P0R/0bBsUOKBcsH7YmsC0FNKI5eD55QppF1EciSYNJ+UiHRzVFDUIcPnE5HTQ0Lssn+CDTGXQS8wpqA/L7ovSR7dbmh+C12nLVz9DXzJXJEcdRxVjEJ8S5xAzGF8jQyi3OH9KW1oPb0eBu5kbsQ/JS+F7+UAQXCqAP2RSwGRgeBCJnJToodCoRLA4tbC0rLU8s3yrjKGMmbCMLIE0cQRj4E4MP8QpVBr8BQf3o+MX05fBX7STqWOf65BHjouGv4DrgQuDE4LvhIuPx5B7nn+lq7HDvpfL79WT50/w3AIYDsQasCWoM4w4MEd4SUxRkFREWVRYzFqwVwhR8E98R8w/BDVQLtgjzBRgDMABL/XP6tvcf9bvylPCz7iPt6esL64/qd+rF6njrjuwD7tPv9vFk9BX3/PkQ/UIAiAPTBhQKPw1GEBwTsxUBGPoZlRvJHI8d4x3AHSQdEByFGogYHBZJExkQlAzICMEEjQA8/Nz3ffMx7wfrEedc4/rf99xh2kPYp9aW1RfVLtXe1SfXB9l8237eB+IL5oDqWO+C9PD5j/9LBRQL1BB2FugbFiHsJVkqSy60MYU0sjYwOPo4CDlXOOg2uzTWMT8u/ykjJbkfzxl6E8sM2AW4/oH3S/At6UDim9tV1YTPPsqUxZjBWr7mu0e6hbmmuaq6krxav/vCbcejzI3SHNk74NXn0u8a+JEAHwmmEQwaNSIGKmUxOThqPuNDkUhjTEtPPFEwUh9SCVHvTtVLw0fEQuY8OjbULsomNB4uFdILPgKR+OnuZOUi3EDT28oQw/e7qbU7sL+rRqjcpYqkV6REpVGneKqxrvGzKLpDwS/J0dER29Hk8+5Y+d8DZw7PGPUiuiz+NaM+jUaiTctT9FgMXQRg0WFuYtdhDWAUXfVYvFN4TTxGHz45NaYrgyHvFg0M/QDk9ePqHeC01cnLfMLquS6yYqucpeygZJ0Pm/SZF5p4mxSe46HYpuas+LP5u9HEY86S2D7jRe6F+dkEIBA2G/clQjD3OfdCJktqUq1Y213jYblkVWayZs5lrWNVYNJbMlaGT+VHZT8jNjsszSH6FuMLrAB59Wvqpt9L1XvLVMLyuXCy5Ktjpv2hv56znN2bQZzcnaigmqSnqb2vybazvmHHudCb2unkge9C+goFtw8oGjwk1C3TNhs/lUYqTcVSV1fSWi1dYl5uXlJdFVu9V1hT9E2kR31AlzgLMPcmdh2oE60JpP+s9eXrbuJk2ePQBMngwY27G7acsRyuo6s5qt+plKpUrBiv1bJ9t/+8SMNDytfR7Nln4izrHvQh/RYG5A5tF5cfSSdrLuk0rjqqP89DE0dsSdZKTkvWSnJJKEcCRA5AWTv1NfUvbyl5IiobnBPnCyUEcPzf9Irtiub039vZUdRpzy7LrMftxPfCzcFxweHBGcMRxcLHHssZz6PTrNgg3uzj++k58I/26fwwA1EJOA/SFA0a2R4oI+4mICq1LKgu9S+aMJkw8y+vLtQsaSp8JxckSSAiHLEXBxM2Dk8JYwSH/8f6Nvbj8dvtLerj5gfkouG531HebN0L3S3dzt3q3nngdOLR5IXng+q/7Szxu/Rd+AX8o/8pA4wGvQmyDF8PuxG/E2MVohZ6F+kX7heMF8YWoBUhFFASNhDdDVELnAjLBeoCBQAs/Wf6xPdO9RHzFfFj7wLu+exL7P3rD+yB7FLtfu4B8NXx8fNN9uD4nvt8/m0BZgRaBzoK/AySD/ERDhTfFVsXehg1GYkZchnuGP4XohbfFLoSORBkDUYK6AZYA6P/1Pv89yn0avDN7GLpNuZX49Hgsd7/3MTbCNvR2iDb+dtb3UPfreGU5O/ntOvX7030Bvny/QEDIwhFDVQSPxf0G2EgdiQiKFYrBy4nMK0xkTLNMl4yQTF5Lwgt9ClEJgMiPR3/F1sSYAwiBrf/MPml8izs2eXE3wHapdTCz2zLssejxEvCtcDov+m/vMBhwtTEEMgNzMDQHdYT3JHig+nU8G34NgAWCPQPtxdEH4ImWi2zM3g5lT72Qo5GTEknSxZMFUwfSzhJYUaiQgY+mThqMosrEiQVHKwT8goBAvj48O8H51zeCdYpztjGLsBAuiS167CkrVyrG6roqcSqsKymr5+zj7hqvh3Flcy71HbdrOZA8BT6CAT/DdgXdCG0KnszrDsrQ+JJuU+cVHxYS1v+XI9d/FxDW2tYelR8T39JlkLVOlQyLSl9H2EV+QplAMn1Quv04P/Wg82dxGu8B7WIrgOpi6Quofie8J0ZnnWf/6GxpX6qWbAvt+y+d8e20I3a2+SC72D6UQU2EOsaTyVAL6A4UEE2STlQQ1Y/WyBf2GFeY69jyWKvYGdd/Fh8U/dMhEU5PTA0hipZIMkV+AoHABr1UerP37XVIsw1wwi7trNVrfinsaOLoJGex50xnsufkKJ3pnKrc7FkuDDAvsjy0a/b1eVG8N/6fwUFEFAaQSS3LZY2wj4iRqBMKFKqVhlaa1yaXaJdh1xMWvlWmlI+TfhG3D8BOIIveSYEHUETTwlQ/1/1n+st4ifZp9DKyKXBULvctVmx1K1Xq+epiKk5qvWrt65yshq3nrzrwuvJiNGo2TDiBesJ9CD9LAYSD7UX+x/JJwgvozWFO55A3kQ7SKxKK0y1TEtM8UquSIpFkkHVPGQ3UjG0KqEjMBx7FJwMqwTD/P30ce035mXfEdlN0yrOt8kBxhDD7MCavxu/br+QwHrCI8WAyITMH9FB1tfbzOEN6IPuGPW3+0kCugjzDuMUdRqZH0AkXCjhK8YuBTGXMnwzsTM7MxwyXDADLh0rtCfXI5Qf/hojFhcR6wuyBn4BYvxs97DyO+4c6mDmEuM84OXdEtzJ2gra1tkq2gLbWdwo3mXgB+MA5kXpyOx78E/0Nvgf/P3/wANdB8UK7Q3JEFETfRVFF6UYmRkhGjsa6xkyGRYYnRbPFLUSWRDFDQYLJwg1BT0CS/9s/Kv5FPex9I3ysPAh7+btBO1/7Ffsjuwh7Q3uUO/i8Lzy1/Qo96f5SPz+/r8BfgQwB8gJOgx7DoIQRBK5E9oUoRUKFhAWsxXzFNETURJ3EEoO0AsUCR8G/AK4/178/Pig9VfyL+807HXp/ebW5Azjp+Gu4CjgGeCE4GrhyeKg5OrmoOm77DHw+PMD+ET8rQAvBboJPQ6oEusW9Rq3HiEiJyW6J9EpYStiLM4soSzYK3QqdijjJcAiFx/yGlwWZBEZDIwGzwD1+hD1Ne946e3jp9662TfVMNGzzc/Kj8j+xiPGBMakxgTIIcr3zIDQsdSA2d/evuQK67Hxn/i8//EGKQ5LFUAc7yJEKSYvgzRGOWA9v0BYQyBFDkYdRktFmEMHQZ49ZjlqNLkuYyh8IRcaTBIzCuUBffkV8cjoseDr2JDRt8p5xOm+Hboktg6z5bCyr3yvRbANss+0hLgjvZ/C58jpz5HXxt9v6HLxs/oUBHgNwRbSH40o1zCTOKk/AEaFSyVQzlN1VhBYmFgKWGZWsVPxTzFLf0XrPoo3ci+8JoId4hP4CeX/yPW/6+3hb9hjz+jGGL8MuNuxmaxZqCelD6MYokeim6MRpqKpRK7ps3+68sEsyhPTi9x35rnwL/u4BTUQhBqEJBYuHTd6PxNH0k2fU2lYIFy4Xipgb2CIX3ZdQFrwVZRQPEr7Quo6IDK6KNUekBQLCmn/yPRM6hTgQtbzzEXEVLw3tQWv0amrpaGiuqD9n2ygBaLCpJqogq1oszu648FKylTT49zb5hzxhPv0BUoQZxorJHctLjY2PnVF1ktFUbJVEFlVW3tcf1xjWypZ3VWIUThM/0XzPio3vS7HJWYctxLYCOv+DfVd6/rhAdmO0LvIn8FQu+C1YbHerWGr8amQqT+q+au3rnCyFreYvOXC5smF0anZNuIR6x70P/1XBksP/RdTIDMohS8yNic8U0GmRRVJlkskTbtNXE0KTMtJqEauQus9bzhPMp8rdiTrHBgVFw0BBfL8AfVI7eDl395b2GfSFs11yJTEesEyv769I71fvW6+TMDwwk/GW8oFzz7U8NkK4HXmHO3o88P6lgFLCMwOBhXjGlQgRyWtKXstpjAlM/Q0DjZ0NiU2JzV+MzQxUS7jKvcmnCLiHdsYmRMvDq8ILQO8/W34UfN67vbp0+Uf4uPeKdz42VTYQdfA1s/WbNeS2DvaXdzv3ubhNeXO6KTsqPDJ9Pj4J/1FAUUFGAmxDAQQBxOvFfUX0hlBG0AczBznHJEc0BunGh0ZOxcKFZMS4g8DDQIK6wbMA7IAqv29+vr3avUX8wrxSu/e7cvsE+y5673rHuzZ7OrtTO/48ObyDfVj9975c/wV/7kBVQTcBkMJfwuGDU8P0RAHEukSdBOkE3gT8BIMEtEQQg9kDUAL3QhFBoEDnQCm/ab6qve/9PLxTu/f7LDqzOg75wbmMuXH5MbkM+UO5lbnCOkg65jtaPCH8+v2ifpT/jwCOAY2CigO/xGsFSEZTxwqH6UhtiNSJXImDyckJ68mrSUhJAwidR9gHNgY5hSWEPULEwf/Acv8hvdE8hbtEOhC47/el9rZ1pbT2dCuzh/NNMzyy13Mds09z63RwtRz2Lbcf+HA5mrsavKv+CP/sgVIDM4SLhlTHyglmCqQL/4z0zf/OnU9LD8cQD9Akz8WPsw7ujjnNF4wKyteJQgfOxgNEZQJ5wEg+lbyouoe4+PbCdWnztLIn8Mgv2S7e7hvtki1DbXAtWC37LlcvafBwsadzCjTT9r84RjqifI2+wIE0wyNFRIeSCYULlw1CTwDQjhHlEsJT4tRD1OPUwlTfVHtTmFL4kZ+QUM7RjSaLFcklxt1EgwJff/h9VrsBeMA2mjRWMnrwTi7VrVYsE6sR6lNp2emmKbip0KqsK0jso23370FxenMc9WJ3g7o5fHu+woGGxD/GZgjyCxwNXY9wUQ4S8dQXVXqWGJbvlz5XBJcC1rpVrhSg01bR1JAfzj6L94mRx1TEyEJ0/6G9FzqduDx1uzNhMXSve+28LDoq+en+aQoo3ii7aKDpDan/qrOr5a1RbzFw//L19Q03vXn/vEu/GUGhBBqGvojEy2cNXg9kETOSh9QclS8V/FZDFsKW+1Zt1dyVChQ50rBRMo9GDbELekkoxsQEk4IfP659CPr2eH32JjQ2MjMwYu7KLaysTauv6tRqvKpoKpZrBSvybJqt+i8MMMsysfR59lx4krrV/R5/ZIGig9BGJ0ghCjeL5U2lDzKQShGokktTMRNZE4MTr9Mg0piR2dDoD4eOfQyNyz+JGEdeBVeDS0FAP3v9BTtieVk3rvXo9EtzGnHZcMswMa9OLyGu6+7sbyGvibBhsSayFHNnNJo2KDeL+UA7PryCPoRAQAIvg43FVUbBiE6JuAq7C5RMgk1CzdTOOE4tDjQNzs2/DMcMaktrik8JWMgNBvBFR8QYAqYBNz+PPnL85zuvulA5THhm92J2gPYENay1O3TwNMp1CTVq9a32D3bM96N4TzlM+lj7bvxLPal+hf/cgOnB6gLaA/bEvUVrRj9GtwcRx47H7cfvB9MH2seHx1uG2IZBBdeFH0Raw43C+0HmwRNARH+8vr89zv1uPJ88I/u9+y569nqWOo36nXqD+sC7Eft2u6w8MPyCPV19//5m/w9/9gBZATVBh8JOAsZDbgODxAYEc4RLxI4EukRQxFJEP8OaQ2PC3kJLge4BCICeP/E/BD6a/fe9HbyPPA97oDsDuvv6SnpwOi46BPp0eny6nLsTe598PzywvXD+Pf7UP/DAkMGwwk1DYsQuBOvFmQZyhvYHYMfwyCSIeohxyEnIQogch5iHN4Z7habE+0P8gu1B0QDsP4F+lX1sfAp7M3nruPb32TcVdm71qHUEtMU0q3R4tG10iXUMNbR2APcvN/y45noo+0A85/4b/5cBFQKQhASFrEbCyENJqUqwi5WMlE1qTdTOUc6gTr8Obc4tjb7M44weCzDJ34iuByDFvAPFgkIAuD6sfOU7KHl7t6S2KPSNc1ayCXEpcDmvfO71rqTui27pbz4viDCFsbOyjvQTdby3BfkpOuE85z71AMSDDsUNhzoIzcrDTJSOPA91ULxRjNKkUwBTnxOAU6OTCdK0UaXQoI9pDcMMc8pAiK+GR0ROAgt/xf2Eu095LLbjtPry+HEiL70uDm0ZrCIraqr06oGq0Ssiq7SsRO2QLtKwR/Iqs/T14Lgm+kD85z8RwbnD10ZiyJVK50zSjtCQnFIwE0hUoNV21cjWVRZblh0VmpTWk9QSlxEkD0ANsUt+CS0GxYSPQhJ/lb0her04MPXDc/uxoC/27gSszquX6qQp9WlMqWrpT6n5qmarU+y9rd8vs/F1c131pnfHuno8tn80AavEFgarCONLOA0ijx1Q4tJuU7vUiBWQ1hSWUpZK1j6Vb5Sgk5TSURDZjzRNJ0s5CPBGlIRtAcH/mf09OrL4QjZx9AhyS3CAryxtkqy2q5srAWrqapYqw+tx693sxG4hr3Ew7fKR9Jc2tziq+uu9Mj92gbLD30Y1iC7KBQwyzbMPAVCZkbjSXNMDk6zTl9OFk3dSr1Hw0P6PnU5RzODLEElmB2iFXgNNAXz/Mz02uw25ffdNNcB0XDLksZ1wiS/qLwGu0O6XrpVuyO9wL8iwzvH/stY0TjXid025CjrSPKA+bUA1QfFDnIVxhutIRcn8isxMMgzrjbbOEo6+TrpOhs6lThfNoEzBzAALHkngyIwHZMXwBHJC8QFxf/e+SP0pu556avkS+Bm3AfZN9b901/SXtH80DjRDtJ503LV79fm2kreD+Il5n7qCe+183P4Mv3gAW4GzgrxDskSSxZsGSIcZx40IIYhWiKwIoki6CHSIE0fYh0YG3sYlRVzEiIPrwsnCJgEDwGb/Ub6Hvct9H7xGe8G7Uzr7+n06FvoJuhT6N/oyOkG65Tsau5/8MnyPvXT9336Mf3i/4QCDgV2B7AJtAt6DfoOLxAUEaYR4xHKEVwRmxCMDzIOlAy6CqoIbwYTBJ8BH/+c/CP6vvd59V3zdPHG713uP+1x7Pnr2esT7Kjslu3c7nXwW/KJ9Pf2m/ls/F//aAJ9BZAIlguBDkYR2RMuFjsY9xlZG1oc9BwjHeMcMxwUG4cZkBc0FXoSaQ8NDG8ImwSeAIj8ZPhD9DPwROyE6AHlyuHr3nHcZdrS2L/XMtcw17zX1dh82qzcYN+R4jfmR+q17nPzcfih/fECUAirDfESDxjyHIshxyWYKe4svS/5MZkzlDTmNIo0gDPIMWYvXyy7KIQkxh+PGu4U9g63CEcCuvsj9ZruNOgH4ibcptac0RfNKcngxUjDbcFVwAjAh8DUwezDy8Zqyr7OvNNV2XjfFOYT7WD05fuJAzUL0BJBGm8hRCipLoc0zDlkPkBCUkWPR+1IZkn4SKFHZEVIQlM+kTkRNOEtFSfAH/sX3A98B/j+Z/bn7ZHlgt3S1ZzO9cf2wbC8N7iatOSxIbBXr4mvuLDisgK2Drr7vrrEOstn0i3aceIc6xL0Nv1tBpkPnhhfIb8ppTH2OJw/gEWPSrpO8VEqVF5Vh1WlVLlSyU/eSwJHRkG6OnIzhSsMIyAa3hBjB879OfTG6pDhtthU0IPIXcH4umi1wLAPrV+quqglqKKoMKrJrGew/rR/utnA+cfIzy3YD+FQ6tXzgP0wB8oQLxpAI+Ir+jNuOydCEEgXTSxRQ1RSVlNXQ1ckVvhTx1CcTIRHj0HROl4zTyu+IsUZgRAQB4/9GvTS6tLhNtkZ0ZXJwcKxvHe3JbPGr2StBqywq2GsFq7KsHK0ArlrvpzEf8v+0gLbcOMu7B/1KP4qBwwQsBj8INUoJTDUNs48AkJgRtxJa0wHTqxOWk4TTd1KwEfHQwA/fDlNM4gsVS+QMSczCjQsNIYzDzLFL6ksvigOJKMejBjdEasKDwMl+wnz2uq54sfaJtP1y1XFZL8/uv61ubKCsGqve6+7sCyzzbaTu3XBX8g80PPYZeJx7PP2wwG6DK0XcyLfLMo2CUB4SPJPWFaNW3hfCGItY99iG2HkXUJZRFP9S4ZD/TmFL0QkZBgRDHz/0/JI5gvaTc48wwW5z6/Bp/ugmpuzl1mVlpRvleKX5ptvoWeotLA3usvESNCA3EXpZPaoA+AQ1h1XKjE2NkE5SxNUoFvCYWFma2nTapNqrmgrZRhgilmbUW1IIz7pMuomWhppDU4APfNr5gzaUs5tw4i5zbBdqVej057im4+a4JrRnFqgbKXwq8qz2rz4xvvRtN3x6X/2KQO7D/8bwyfVMgc9LkYlTslU/1mzXdRfWmBDX5VcW1imUpFLOUPBOVMvGiRHGAsMnf8v8/jmLNv9z5vFM7zus/CsVqc6o6+gvp9voL6io6YOrOqyGbt7xOfOM9ov5qjyav89DO4YRSUNMRM8KEYhT9VWIl3tYR9lqWaBZqdkIGH5W0RVHE2hQ/k4Ty3SILUTLQZz+L7qSN1J0PfDhrgmrgWlSJ0Sl36Soo+MjkKPxJEKlgacoKO+rDq37sKrzz7dc+sR+twImxcTJgg0QkGMTbRYjGLrarBxvHb8eWB74XqBeEZ0QG6GZjRdcFJhRjc5JCtgHCQNrP0y7vXeLtAZwuy02qgTnsCUBo0Ch8yCc4ABgHiB0IT8iemQepmOo/2um7s3yZzXkebf9UcFkhSDI+Mxez8XTIhXpWFIalJxqnY/egV8+Hsbenh2IXErarVh4lfZTMZA2jNIJkQYBArB+63tAODs0qDGS7sTsRyohqBomtaV25J/kcGRm5MAl96bHqKjqUuy8btuxpXROd0t6UL1RwESDXYYSSNlLaY27T4gRilM91B9VLZWoFc/V51VxlLOTspJ1EMLPY01fC38JDAcPhNKCnYB5fi28Abp7+GJ2+jVGtEtzSfKDcjfxpfGL8eayMvKsM000UPVxdmh3r/jBOlX7qLzy/i//WgCtwacCgoO+hBjE0QVmhZqF7cXiRfrFugVjxTtEhQREw/8DN8KzgjWBgYFawMQAv4AOwDM/7L/7f95AFMBcQLMA1YFBAfHCI8KTgzyDW0PrhCoEUwSkBJqEtERwRA2DzENtArEB2sEsgCo/Fv43vNE76LqDuag4W7dj9kZ1iHTvND7zu3Nns0azmbPhdF31DjYvtwA4u3nc+579e38rQSeDKIUlxxcJNEr1DJHOQo/AkQVSC5LOU0nTu5NiEz0STRGUUFYO1w0cSyzI0AaORDEBQj7LfBd5cPaidDaxt29uLWProGoqqMioPqdQZ3+nTOg3KPwqF+vFLf2v+XJvdRX4IjsIvnzBc0SfB/QK5Y3oULDTNRVrV0uZDtpvmymbulugm12asxllV/nV91OmERAOf8sBCCAEqgEsvbT6EPbNs7gwXO2G6wCo02bHJWGkKCNdowNjWSPc5MrmXWgNqlLs42+0crl15blr/P2ATQQMh61K4o4fUReTwNZRGEBaB9ti3A1chlyN3CWbEZnXWD1VzNOPEM+N2kq8RwND/UA4vIM5avX9sogv1i0yaqaouub15Zyk8mR4pG8k06XiJxWo5qrMrX2v7nLS9h35QjzxQB3DuYb2CgbNXxAy0rgU5VbzGFqZl5pnGogau1nC2SMXodXGk9nRZg62S5bIlMV9gd9+h3tD+CK07/H4rwds5qqe6PdndmZfZfUluCXnZr/nvOkYawqtSq/N8oj1r7i0u8r/Y8KyxelJOkwZTzqRkxQZFgRXzlkxWenadhpV2gqZV1gBlo9UiNJ3T6VM3gnuhqMDSYAv/KL5cLYlsw5wdm2oa21pTWfPJrcliSVGZW8lgWa555NpR6tOLZ4wLPLvddj5HTxu/4BDBMZvSXLMQ89W0eHUHBY9l4CZIBnY2mmaUloU2XRYNZafVPkSi5BgjYNK/0eghLNBRT5hexT4K7Uw8m8v7627K5iqDijf59EnY2cWJ2gn1qjcqjTrmC2+b55yLnSj93P6Ez01/9CC2MWDSEZK2A0wDwbRFhKYE8mU51VwFaQVhNVUlJeTktJMEMqPFo04CvhIoQZ7g9IBrj8Y/Nt6vnhJdoP087MeMccw8i/g71QvC68GL0Dv+HBosUwynPPUdWv223ib+mU8L/30P6qBTQMUxLxF/ocXCELJfwnKSqOKy4sCywuK6EpcSewJG4hwR2+GXoVDhGQDBYItwOJ/5z7AvjL9APytO/m7Zzs2OuY69jrkuy77UjvK/FV87b1PPjW+nD9+f9eApIEhAYnCHAJVQrPCtsKdgqjCWQIvwa/BG0C2f8P/SH6Ifci9Dbxcu7n66jpxudQ5lXl3uT25KLl5ubB6DLrM+658br1Jvrt/vkDNwmODucTKBk3HvoiWSc8K40uNzEoM1E0pjQfNLYyajA/LTopZyTUHpMYuhFiCqUCpPp88k/qQOJv2gHTFszNxUXAmbvitzO1nrMws/Cz4rUEuVC9usIyyaPQ9NgH4rvr7PVzACkL4xV2ILcqfDSbPe9FU02mU8tYqVwtX0dg7l8fXt1aLlYiUMxIRUCrNiAszCDYFHMIzfsV733iOdZ3ymm/PLUYrCWkhZ1UmKmUl5IpkmSTRZbGmtagYqhPsXu7wcb20uzfcu1T+1gJTRf5JCcyoj45SrxUAl7kZUJsAnEOdFp133Sccplu5WiTYcFYj04kQ602WSldG+8MSf6i7zbhPNPtxX25Ha77o0CbDZSAjrCKq4h7iCCKlI3Kkq2ZI6IJrDm3h8PB0LTeKO3j+6oKRRl5Jww1ykGATf9XHmG5aLJu8nJodQx22nTZcRVtomaaXh9VVUpqPo0x8iPQFWAH3Ph96n7cFs96wt22bKxSo7Gbp5VLka+O2o3QjouR/5UZnL+j0awpt57CAM8c3L3pq/euBY4TFCEHLjY6b0WFT1JYsl+JZcFpS2wdbTZsnGlZZYJfL1iAT5hFoTrJLkEiOxXuB5D6Ve104CHUjMjlvVW0AqwLpY2fmptCmYyYeZkDnB6gt6W3rP60ar7SyAzU6d847Mf4YQXVEfAdgSlbNFE+Pkf/TnVViVooXkVg3GDqX3hdkFlGVLFN7UUdPWYz8SjpHXwS2gYy+7LviuTl2e/PzcakvpO3s7Ebrdqp+qeBp22ot6pTri+zNblJwEzIHNGT2ojk0u5G+bkDAQ71F20hQypWMoc5uj/aRNVInkstTYBNmUx/SkBH7EKYPV43WjCsKHUg2hf+DggGHf1h9PjrA+Sh3O/VBdD5yt3GvsOkwZTAjcCMwYjDc8Y9ytPOHNQA2mLgJecr7lP1f/yPA2cK6hD+FooceSG6JT0p+CviLfkuOy+uLlgtRCt/KBwlLCHFHP8X8RK1DWQIFwPp/e/4QPTx7xPsuOjr5bfjIuIx4eTgOeEp4qzjt+U86Cvrcu798br1kflu/TwB5gRZCIILUQ64EKkSHBQJFWwVRBWUFF4TrBGGD/oMFgrqBooDBwB4/O/4gfVD8kjvouxh6pXoSeeI5ljmvua8507pcesc7kTx3PTU+Br9mAE6BuoKjw8QFFgYThzdH+8idCVZJ5IoEynVKNUnESaMI00gXxzNF6oSCQ0AB6kAH/p889/sZuYt4FPa9NQq0A7Mt8g2xp3E98NMxKLF9sdGy4fPrdSn2mDhvuim8Pn4lQFaCiETxhslJBksfzM2Oh5AHEUXSfpLtE06ToVNkktkSAREfz7nN1Qw4CerHtcUiwrw/y71cOrk37TVC8wRw+66xLOzrdioSqUao1aiBaMopbqosa39s4i7N8TqzXzYxuOc79D7MQiQFLogfiysNxdCk0v4UyNb9WBTZSloamkMaRBneGNSXq9Xpk9WRuE7bjArJEYX8Qli/M3uaOFo1APIarzLsVOoKaBumT+UspDXjriOV5Cvk7WYVp97pwOxy7upx2/U7OHp7zH+igy9GpAozjVAQrZNAVj3YHVoXG6Tcgp1tXWRdKJx82yVZqFeNlV4SpM+tDEOJNgVSAeb+AfqyNsXzijBMLVeqt2g0phekpqNmIpliQWKdoytkJqWJJ4up5SxLb3JyTfXQeWw80kC1RAZH9ws6DkLRhNR11owY/5pJm+WckB0H3Q1cotuL2k6YsZZ+E/2RO04DiyMHp4QewJc9HfmBdk5zEbAWrWgqz2jUJz1lj2TNpHlkEuSYJUVmlWgBagGsTK7YMZg0gHfEexa+acGxRN/IKMsAjhwQsZL31OfWuxftWPsZY1ml2USYwtflFnHUsFKpUGZN8gsXyGMFX8Jav188eXl0tpu0OLGUb7ctp6wrKsWqOmlKKXTpeSnTav+r+G12bzJxIzN/db04EfrzPVVALsK0hRzHngnvy8oN5g9+EI2R0VKHEy5TBxMTkpaR1FDRj5UOJUxKCowIs8ZKRFjCKT/DPfC7uXmlN/s2AbT983QyZ/GbcQ+wxPD58OyxWnI+stS0FzV/toc4ZvnW+4/9Sj89gKPCdYPsRUIG8gf3iM8J9cppyupLN4sSCzwKt8oIybNIvAeoRr2FQcR7QvABpsBlvzG90LzHu9s6zvomeWO4yLiWOEw4ajhuuJd5IbmJ+kw7JDvM/MF9/H64f7AAnoG/AkzDQ8QgBJ7FPYV6RZRFywXexZDFYsTXRHFDtALkQgYBXkByP0Y+n/2EfPh7wLthOp26OXm3OVi5X3lLeZz50rpq+uM7uLxnPWq+fj9cQIBB5ALCBBQFFMY+hszH+khDSSSJWsmkCb+JbEkrCL1H5MckxgDFPcOggm6A7v9nPd68XDrm+UW4PzaZtZr0iHPm8zmyhDKIcoeywXN1c+F0wrYU91P4+bp//B++EIALwgiEPgXkR/JJoItnDP6OII9H0G8Q0tFwEUVRUhDXUBbPE83STFfKqsiSRpbEQIIZv6r9Prqe+FW2LLPtceAwDa68rTNsNytL6zRq8asD6+osoO3k73BxPTMDNbo32HqTvWEANgLGhcdIrUstDbxP0VIjU+nVXpa7l3yX3xghV8OXR9Zw1MOTRdF/TvhMekmQRsWD5gC+PVp6RvdQ9EPxq67SrILqhSjgp1tmemWAZa8lhmZEp2Xopap9LGSu0zG99Fo3mzr0fhhBukTMSEELjA6gkXNT+hYrWD7Zrlr0246cOhv3G0eartkx11dVZ1LrEC2NOkneBqXDH7+Y/B/4gnVNcg4vEKxfacQnx+YxJIVjyKN8YyFjteR25Z8naGlKq/xucvFitL73+ntHfxeCnUYKiZGM5c/60oVVe9dVWUra1lv0XGJcn9xt24+aiZkh1yCUzlJ2D2KMYEk8hYTCRr7Pu2337nSeMYju+ew66dRoDaasZXTkqSRKZJdlDaYop2LpNOsWbb0wHrMvNiI5avy8f8jDRAahCZNMj89Lkf2T3RXjl0tYkJlwmaqZv1kxWESXfhWkk8AR2Y97TLAJw0cAhDSA673w+tD4FvVM8v0wcC5trLvrH+odaXao7Cj9aShp6Wr7bBht+W+V8eS0HDayORt7zX68wR+D6oZUCNKLHc0tzvwQQxH+kquTSBPUE9ATvlLiEgARHY+BTjKMOYoeyCuF6QOgwVy/JTzDusB447bz9TfztLJusWkwpjAmr+rv8TA3sLqxdfJks4C1A7amOCD57Du//VQ/YIEewsbEkkY7B3uIj4nyyqLLXYviDDBMCUwui6NLKopIiYJInUdfRg5E8MNNQiqAjv9/vcN83vuXOrB5rjjS+GD32Te790j3vveb+B04v3k++dd6w7v+/IO9zP7U/9YAzEHyAoMDu4QYBNWFckWshcPGN8XJRfmFSsU/hFtD4YMWQn6BXoC7v5p+//3w/TH8Rzv0uz16pLpsOhW6IfoROmK6lXsm+5T8XH04/eb+4T/igObB58Lgg8wE5IWlxktHEQezx/DIBchxiDOHzAe8BsVGakVuhFXDZMIggM8/tf4bPMU7unoBeR/32/b6tcE1c3SU9Gh0MDQstF40w/WcNmQ3WDiz+fJ7TX0+vr6ARsJPRBAFwcecSRiKr4vazRROF07fT2jPsg+5D35Owk5HTVAMIQq/CPCHPAUpgwDBC37RPJv6dPgldjZ0MDJasP0vXm5DbbDs6myxrIetLG2d7pkv2nFcMxg1BndfeZl8Kv6JgWsDxMaMCTYLeM2Kj+LRuRMGVISVrxYCVrwWW5YhlVAUapL2ETiPOYzBypoHzUUmAjB/NzwG+Ws2b/OgMQau7Oycatwpc2gnJ3sm8abLp0hoJWkfKq/sUS66sOOzgXaJOa78pj/hwxYGdUlzTEPPW5HwFDdWKVf+mTHaPpqiWtwarJnWGNyXRVWX01wQ244hSziH7kSOwWg9xzq5dwv0C7EEbkFrzKmvJ7BmFqUmJGHkC2RhpOMly2dVaTnrMK2v8G0zXDawud19VIDJBG0HssrNjjFQ0lOmFePXw1m+mpBbtdvtW/dbVVqLWV5XlRW30w/QqA2LyoeHaEP7QE59LvmqNkzzY3B5LZhrSqlXp4WmWaVXJP/kk6UQ5fRm+WhZakxsie8Hcfn0lbfN+xY+YMGhRMrIEIsnTcOQm1LllNsWtRfu2MUZthmBWaiY7pfX1qpU7RLo0KaOMMtSyJgFjMK9f3V8QXmstoJ0DLGVL2QtQOvxKnlpXOjdKLrotGkG6i6rJiym7mjwY/KONR33iDpCPQC/+IJfRSpHj8oGTEWORhABkbKSlZOnVCbUVBRwE/3TAJJ9UPpPfo2RS/uJhce5xSECxUCwviu7//m1t5T15PQrsq5xcXB374OvVW8tLwjvprACcReyITNYdPb2dPgKujA73T3Jf+yBv4N6hRaGzchaCbdKoUuVDFEM1A0dzS/My4y0S+0LOoohyShH1EasRTaDucI9QIe/Xn3IfIr7avotORT4Zbehdwl23jaf9oz24/ch94P4Rfkj+dh63vvxvMt+Jn89AApBSUJ1AwlEAoTdhVgF78YkBnQGYIZqRhNF3YVMROKEJMNWwr2BnYD8P91/Br58PUK83bwQ+5+7C/rXuoR6kjqA+s/7PbtH/Cv8pj1zPg6/M//dwMiB7kKKQ5eEUgU1BbzGJgauBtLHEkcsRuCGr8YbhaWE0QQhQxqCAUEav+u+uf1LvGY7D3oM+SR4GjdzNrL2HPXz9bk1rjXStmY25zeS+KZ5nbrz/CO9pz83wI8CZkP2BXcG4shyiZ+K5Ev7jKCNT43FzgEOAE3DzUwMm4u1ClyJFsephdtEM0I5ADT+Lnwu+j54JbZstJtzOLGLMJjvpi73Lk6ubm5W7sdvvjB38bDzI7TJ9ty40/sm/Ux/+sIohItHGYlJS5FNqI9HkSZSfxNMlEpU9ZTNFNAUQBOfknHQ/E8FDVNLL4iixjcDdsCtfeV7KjhGtcYzcvDWbvns5StfKi3pFaiZaHroemjWacwrF6yzLlewvXLa9aZ4VLtafmtBe8R/h2oKb80Fj+CSNxQA1jWXT9iKGWFZk9mg2QpYUpc+VVNTmNFXTtjMJ4kPRhwC2r+XvGA5APYGczxwLq2m626pTefLZqwltCUlZQBlg+Zs53do3WrXbRzvo/JhtUo4kTvpvwYCmcXXiTJMHY8OEfjUFJZY2D5Zf9pZWwhbS9slWldZZZfWVjBT/JFETtLL84iyxV3CAb7rO2f4BLUN8g8vUyzjqokoyuduZjglamUGJUrl9iaEKC9psSuBLhXwpTNjdkT5vTy/P/2DLIZ/CWkMX08XEYcT5pWvFxpYZJkK2YwZqNkjWH6XABXuE9BR709VTMyKIIccxA4BAD4/Ota4ErV9MqDwRm51rHVqyun6aMZosCh26JkpU+ph673tIG8BsVhzmzY/OLm7f/4FwQGD54ZtiMmLcs1hD00RMRJHk43UQNTgFOvUpdQQ03GSDNDpjw6NRAtTSQUG4wR3gcx/qz0dOuu4n3aANNTzI7GxsELvmi75LmBuT66Erzyvs7Ck8cqzXjTYdrF4YXpf/GQ+ZYBcgkCESoYyx7OJBwqoS5OMhg19zbnN+o3Ajc4NZkyNC8aK2EmISFyG28VNA/dCIYCS/xG9pHwQutv5irihN6J20LZttfo1tbWftfX2Nfact2Y4DfkPOiS7CLx1vWX+k7/5ANFCF0MGhBsE0UWmRhhGpYbNxxCHLsbqBoRGQEXhRSrEYYOJQudBwEEZADa/HT5RvZf88/wo+7l7J7r1eqM6sXqfuuz7Fzub/Dj8qj1sPjq+0P/qgIMBlYJdgxZD/ARKhT6FVYXNBiMGFwYohdeFpYUUBKVD3IM9AgtBS0BCf3U+KL0i/Ci7P3or+XK4mDgft4y3YXcf9wi3XHeaeAE4zvmAepJ7gHzFvhz/QADpghKDtQTKhkxHtMi9yaIKnQtqS8bMb4xjDGBMJ0u5CteKBckHB+BGVoTwAzNBZ3+Tff978zo2eFD2yjVpM/QysTGlMNTwQzAyr+RwGPCPMUVyeDNj9ML2j7hDOlY8f/53wLWC74Uch3NJast7DRuOxVBxkVrSfNLTk10TWFMFkqXRvFBMjxuNb8tQiUVHF4SQQjp/XvzJOkN32HVRszkw12807VisCOsKamEpzynVqjRqqWux7MjuqPBK8qb08/dn+jh82n/BwuRFtYhqCzcNkhAxEgvUGdWUlvbXvJgi2GjYDteWloPVWtOh0aDPX8zoygYHQ0RsAQz+MXrmt/i08vIgr4ytQCtDqZ4oFacuZmtmDeZWJsGnzak06rEsuq7I8ZG0Sfdmelp9mUDWxAXHWYpFzX8P+lJt1JDWm5gIGVFaNBpvWkJaLxk41+RWd5R6EjVPsoz8yeBG6MOjQFz9Ifn/toIz9XDkbllsHOo3aG6nB6ZGZewluSXspoLn+CkF6yTtDS+0Mg/1FLg2uyk+XwGMhOUH28rlTbcQBtKLlL3WFxeSGKuZIdlz2SLYsdeklkEUzZLSkJlOK4tUiJ9FmAKLP4P8jvm3doi0DTGOb1TtaCuOakwpZWibqG+oYGjrqY1qwOx/bcGwPzIutIX3ennA/M5/l4JRhTGHrUo7DFIOqpB9kcWTfhQj1PUVMVUZlO/UN9M10e/QbM60DI6KhQhhBezDcgD7flI8P7mNt4R1q7OKMiYwhC+oLpSuCy3LrdWuJm67L0+wnjHgs1C1JjbZeOH69vzP/yPBKoMcBTCG4IimSjuLW8yDja9OHg6OTsDO9o5yDfaNB4xqiySJ/Ah3ht3FdgOHwhpAdP6d/Rv7tXovuM932PbPtjW1TPUV9ND0/LTXdV51zraj91m4avlSeoo7zH0TPli/lkDHgicDL4QcxStF2AagRwLHvkeSh8AHyEetBzEGlwYixVjEvQOUQuOB78D+f9M/M34jfWb8gbw2u0h7OLqIurk6Sfq6Ooi7Mzt3e9J8gH19fcW+1L+lQHPBO0H3QqQDfYPABKkE9YUkBXNFYkVxBSCE8gRnA8KDR0K5AZuA8//FvxY+Kj0GvHC7bHq+eeq5dLjfuK24YHh5uHk4nvkpuZf6ZvsTvBo9Nn4jv1wAmsHaAxPEQkWfhqYHkMiaiX9J+wpKyuwK3Qrdiq0KDIm+CIQH4gacRXeD+QJnQMk/ZH2AfCS6WDjiN0j2EvTGc+gy/PIIsc4xj3GNccgyfrLu89X1L7Z3d+c5uPtlfWS/boF7g0KFuwdciV9LOsyojiHPYFBf0RvRkZH/kaTRQhDZD+wOv80ZC73JtMeGRbqDGoDwfkS8IbmRt121D3MvMQWvma4x7NNsAuuC61Wre2uzbHttUC7ssEuyZXRytqo5AnvxfmwBKAPaRrfJNcuKTitQEFIxE4ZVCpY5Fo6XCRcn1qxV2JTwE3iRt8+1zXsK0MhCBZlCor+o/Lg5nLbhdBHxt+8drQtrSOncqIsn2GdGp1ZnhqhVaX6qvOxJrpzw7jNy9iB5K3wHv2jCQsWJSLALa44w0LXS8ZTb1q3X4pj1mWSZrxlVWNmX/9ZNFMgS+NBoTeCLLIgYBS8B/r6Se7d4efVl8oZwJa2NK4Vp1OhB50/mgiZZplXm9Key6Msqtuxu7qoxHrPBdsd55DzLQDEDCEZFSVvMAU7q0Q9TZpUpVpIX3BiE2QsZLtix19eW5JVe042RuY8sTK+JzwcVxBABCb4Ouyp4KLVUMvbwWe5FLL9qzqn26PsoXOhbqLYpKaoxa0htJ27GcR0zYXXJOIm7V34nQO7DokZ3SOPLXk2ej5zRUtL7U9IU1NVB1ZlVXNTO1DMSztGoj8dOMsv0SZVHXwTcAla/2L1r+to4rHZq9F2yivE4b6rupe3rrX0tGi1BbfBuY69WMIJyIjOt9V23aXlIe7F9m//+gdGEDAYmR9mJnwsxjEvNqs5LTywPTE+sj06PNE5hzZsMpUtGCgRIpob0BTRDbwGrv/F+B3y0uv75bHgBdwL2M7UWdKz0N/P3M+m0DXSf9R11wjbJd+246Xo2u0987X4Kf6AA6UIgQ3/EQ0WnBmeHAkf1CD9IYAiXyKfIUcgYR75Gx4Z4BVREoMOjAp/BnACdf6f+gH3rPOw8Bru9OtI6hzpc+hP6K3oiune6qHsyO5G8Qz0Cfcu+mj9pQDUA+MGwglgDLAOpRAzElMT/hMwFOcTJRPuEUcQOA7NCxIJFAblApT/NPzV+Iz1avKA79/sl+q16EbnUubj5fvln+bO54Tpvetv7pDxE/Xo+P/8QwGjBQkKYA6SEooWNBp8HVEgoiJiJIQlACbPJfAkYCMlIUMexhq4FikSKw3TBzUCbPyN9rPw+ep55UvgidtK16PTp9Bmzu3MSMx9zI7NfM9C0tnVNdpG3/rkPOv08Qf5VwDJBz0PkxarHWgkrCpZMFY1iznlPFA/wUAsQY1A4j4vPHs40TNCLuInxyANGdIQNghb/2T2du225EjcT9TuzEXGcMCLu6u35LRDs9SymrOWtcO4F72EwvbIV9CK2HHh6OrM9PX+OglzE3cdHCc7MK44UkAFR6xMLFFzVG9WGFdnVlxU/lBXTHhGdj9rN3YuuCRYGn0PUwQH+cPttuIM2PDNi8QEvH60GK7uqBWln6KXoQOi46Mxp+Or5rEkuYPB4cob1Qjgf+tS91EDTw8bG4cmZTGJO8pEA00TVN1ZSF5DYcJivGIxYSdeqFnHU5lMOkTKOnAwUyWfGYINLQHQ9Jrovtxq0crGCr1PtL2scaaFoQyeFJykm7+cX597owKp36/1tyTBScs71s7h1e0f+nwGvBKuHiMq7jTkPt9Hu09aVqJbf1/jYcZiI2IAYGRcYVcKUXlJzkArN7csnSEIFicKK/5A8pfmXtvA0OjG+r0atmav9qngpTCj8aEmosyj2qZDq/Ow07fFv6jIV9Ks3Hznm/Ld/RUJFhS2HssoLTK5Ok1CzkgkTjtSBVV7VpdWXlXWUgtPEEr7Q+Y88DQ6LOkiJBkRD9sEq/qn8PrmyN011WPNbsZvwH67q7cBtYqzSLM3tFK2jbnXvRzDRMkz0MzX7t926EDxKfoKA8ELLBQpHJgjXiphMIs1yjkQPVQ/jkC/QOk/FD5KO5o3GDPZLfYniCGuGoQTKwzABGX9NfZP787ozOJf3ZzYk9RT0eXOT82VzLbMrc1xz/jRMtUP2XzdYeKo5zft9vLL+Jz+TgTLCfwOyxMmGPsbPB/fIdojKiXLJb8lCiWzI8QhSR9SHO0YLhUpEfEMnAg+BO7/vvvC9wz0rfCy7SnrGumO54nmDeYa5qzmv+dI6UDrmO1D8DLzVPaX+er8OgB3A44GcAkODFoOSBDPEecSjBO5E28TsRKBEegP7w2fCwYJMwY1AxwA+vzg+d72B/Rp8RXvGe1/61Lqm+lf6aLpZOqj61ztiO8d8hD1VPjZ+5D/ZANGByAL3w5wEr8VvBhUG3odHx85IMAgrCD7H60exBxEGjgXqROlDz0LggaIAWb8MPf/8evsC+h340TfiNtW2L/V09Oc0iXSc9KK02fVCNhk23DfH+Rf6RzvQPWx+1YCFAnOD2YWwRzCIk0oSi2hMTw1CTj5OQE7Fzs5OmU4oDXxMWUtCyj1ITwb+BNGDEMEEvzQ86LrquMI3N3USs5qyFjDK7/4u865urjEuO65OLybvwzEfcnbzw3X+d6C54Tw3/lqAwMNgRa+H5Mo3TB3OEI/IEX4SbRNQVCTUaNRbFDyTTtKVEVOPz84QTBzJ/cd8BOHCeX+MvSb6UrfaNUezJLD6Ls/tbOvXqtRqJumRKZRp76phK2XsuK4UMDDyBzSNdzp5g3ydv30CF0Ugx84KlE0pj0SRnFNpVOVWC1cW14YX19eMFyVWJtTU03WRUE9tjNZKVMe0BL8Bgj7IO914zbYjs2pw626v7L/q4ambKLBn5Ce3p6poOyjmaidruO1S762x//R+9yB6GP0bwB6DFIYyCOwLt44KkJvSo5RalftWwVfp2DNYHZfqVxxWOFSDUwTRBI7LzGRJmIbzw8GBDj4j+w94WzWSMz4wp+6X7NTrZKoLaUwo6KihKPRpX2peq6xtAm8Y8SdzZLXGeIH7TH4agOGDlkZuCN7LXw2mT6yRa1LdFD2UyhWAVeDVq9UkVE3TbVHIkGaOT4xMCiVHpUUWQoKANH11utB4jfZ29BOyarCCr2AuB2167LxsS+yobM/tvu5xL6CxB7LetJ22vDixuvT9PH9+gbOD0YYQyCmJ1IuLzQoOSo9KkAeQgJD1UKcQV8/KzwQOCMzeS0uJ10gIxmgEfQJPwKh+jjzIux85V/f4dkY1RXR482PyxzKj8nkyRfLH83wz3rTq9dv3K7hUOc87Vfzhfmt/7MFgAv8EA8WpxqzHiIi6yQEJ2coEykJKUwo4ybZJDsiFx9+G4MXOhO5DhQKYwW7ADH82ffG8wrwtOzR6WznjuU85HrjSOOj44bk6+XG5w3qsuyl79byM/ar+Sv9nwD6AycHGQq/DA8P/BB+Eo8TKhROFPwTNxMDEmoQcw4sDKEJ4Qb7A/8AAP4L+zP4h/UX8/DwIO+v7ajsEezu60LsC+1I7vLvA/Jx9DD3M/pq/cYANgSnBwgLRw5SERgUihaZGDgaXBv+GxccohugGhIZ/BZlFFcR3g0ICuQFhgEB/Wj40vNT7wHr8uY64+zfGd3S2iPZGdi71w/YFtnS2j3dUOAC5EXoCe098sr3nP2YA6gJsA+WFT8bkiB3JdYpmi2wMAczkjRHNSA1GDQwMm4v2Ct7J2UiqRxdFpgPdQgRAYr5/vGN6lbjeNwR1j3QF8u3xjDDlcD0vle+xL47wLzCP8a4yhnQTtZA3dbk8ux09Tz+JAcMEM0YQyFNKcYwkTeOPaVCvUbESatLaEzzS01KeUeAQ28+WDhRMXUp4iC3FxoOLwQg+hHwLeac3ITTC8tUw4C8rLbwsWKuEqwLq1Sr7azTr/yzWbnXv13H0M8O2fTiXO0d+AoD/A3FGDojMi2DNgg/n0YnTYZSpVZzWeJa7FqPWc9WtlJTTbpGBD9PNr0sciKYF1gM3wBc9frp595P1F3KOMEFueWx9atNpwCkG6KnoaaiFKXpqBauhrQhvMjEWs6x2KXjCe+x+m8GFRJ0HWAorjI0PMxEVky0UstXiVvfXcNeNF4yXMdYAFTwTbFGXj4aNQkrVCAkFacJC/588innPdzl0UnIjr/Wtz6x4qvTpyOl2aP7o4alc6i1rDuy7biwwGTJ5dIO3bXnr/LR/e4I2xNtHnko2jFqOglCmkgETjNSGVWrVuZWylVeU61PyErFRL09zTUXLb4j6RnAD2sFFfvl8AXnmt3L1LjMgMU+vwq69bUPs1+x6rCvsamzzbYLu1DAhcaOzU7VpN1s5oPvxPgHAioLCBR9HGgkrCssMtI3hzw9QOdCfkT9RGdEwkIWQHI86DeOMnosySWYHgUXMQ89B0n/dvfi763o8eHL20/WktGmzZbKbMgux93GdsfzyEzLcc5U0uDWANyc4Zvn4u1U9Nj6TwGgB7INaxO1GHwdrSE6JRYoOiqfK0MsJyxQK8UpkCe/JGEhiB1HGbIU4Q/qCuMF4wAB/FH36PLX7jDr/+dS5TLjpOGt4E7ghOBM4Z/icuS65mrpcuzC70jz8fas+mT+BwKGBc4I0At/Ds4QtRIqFCkVrxW8FVEVchQnE3cRbg8XDYEKuQfRBNcB3/71+yz5kfY19CPyZvAJ7xPuiu1w7cbtjO6+71XxSfOR9SH46/rg/fEADgQmBygKAw2nDwYSEBS6FfoWxhcXGOsXPhcRFmkUSRK7D8kMfwnsBR8CK/4h+hT2GfJD7qXqU+dd5NThx99C3k/d99w+3SbesN/Y4Zjk5ue26/vvo/Sb+dD+KgSTCfQOMxQ6GfAdQCIVJlop/yv2LTIvqy9aLz4uVyyqKT4mHyJbHQQYLhLvC2AFnf7A9+XwK+qt44jd2Ne20jnOeMqEx23FP8QCxLvEa8YNyZrMCNFG1kHc5OIW6rrxs/ngASIKVxJcGhAiUykFMAs2SDumPw9DdUXJRgNHIEYgRAlB4zy+N6sxwCoYI9AaBxLgCID/C/am7Hnjqdpa0q/KyMPCvbe4vrTosUSw2q+vsMGyCraAuhLArcY4zpXWpt9H6VLzoP0HCGASgBw/JnUv/Te0P3lGMEzCUBtUK1bpVlFWYlQkUaFM6kYVQDs4ei/1JdEbNBFKBj37OfBo5ffaENHZx3i/ELi9sZusvag0pgylSaXrpu2pQ67ds6W6gsJUy/nUSt8h6lD1rQALDDwXFSJqLBM26T7IRpNNLVOAV3xaFFxDXAdbZlhpVCFPo0gJQXA4/C7RJBga+w6nA0n4DO0e4qrX2M3QxLS8pbW9rxSru6e/pSal86UgqKardLB3tpe9tsWzzmrYteJp7V34YwNSDv4YPiPnLNY16D39RPtKyk9aU55Vj1YpVnJUcFEyTclHTkHcOZAxjij6HvoUuApdABH2/utK4hzZl9DdyAvCObx+t+qzibFjsHqwy7FOtPe3tbxywhfJh9Ch2EXhT+qZ8//8WAaDD1kYuSCBKJQv2DU1O5g/8kI5RWZGd0ZvRVZDNkAfPCU3XjHjKtIjRxxkFEkMGATy+/jzSewE5UbeJ9i+0iDOXMp+x5DFlcSOxHjFTMf+yYHNwtGu1i3cJ+KA6B7v5PW0/HIDAwpNEDYWqBuMINIkayhJK2Ytui5FLwcvBi5JLNspyyYoIwUfdRqQFWwQHwvDBW4AOfs49oHxJu056cnl4+KP4Nfevd1D3WjdJ95531bhsON85qjpJe3g8Mb0w/jF/LcAiQQoCIQLjw46EXwTTBWjFn4X2he5Fx4XDhaSFLQSfhD/DUMLXAhZBUoCQf9M/H354PaF9HfywfBr73zu+O3i7Tnu++4k8KzxjPO69Sj4yfqQ/WwATgMnBuYIewvYDfAPtREdEyAUtRTYFIYUvxOFEtwQyw5aDJUJiAZAA9D/RPyx+Cf1ufF57njrxuhz5ovkHOMu4snh8+Gu4vrj1OU36Bvrde448lX2vPpZ/xgE5QirDVISxhbxGr8eHCL4JEIn7ijwKUEq2ym9KOgmYSQuIVod8xgKFLAO+wgCA9/8qPZ58G3qnuQn3x7andW50YPODsxmypbJpcmVymfMF8+c0uvW9dup4fDnsu7W9T/9zwRoDOoTNxsuIrQoqi72M4I4NzwEP9pAsEF9QUFA/T23Ono2VDFYK5skOB1JFe8MSQR8+6jy8ul94W3Z5NEAy9/EnL9Puwm43LXTtPO0QLa1uE28+8CtxlDNy9QB3dLlHe+9+IsCYgwaFowfkSgEMcQ4rz+pRZhKaE4GUWhShVJbUe1OREtrRnVAeDmOMdcocx+HFToLtAAh9qjrc+Gt13vOBMZpvsm3QLLlrcqq/KiDqGSpmqser+Sz2bnmwPDI2dF827XlW/BF+0UGMxHjGykm3i/aOPlAHEglTvxSj1bOWLFZM1lWVyJUok/qSQ5DKztfMs0omx7yE/sI4/3T8vnnf92P01DK5sFyuhK03q7qqkao+6YPp4CoSKtcr6q0HbuawgXLO9QW3nDoIPP6/dQIgxPdHbon8jBiOehAaUfLTPpQ51OGVdRV0FSAUu5OKkpIRGA9kDX3LLcj+BnfD5YFRfsW8S/nud3Z1K/MXcX9vqi5cbVmspOw/K+isH+yi7W3ufG+IcUuzPnTY9xJ5Ybu9PdtAc0K7hOsHOUkeSxLM0E5Rz5KQjxFFEfNR2hH6EVWQ78/NTvMNZsvvyhTIXkZTxH5CJgAT/g98IPoQOGO2ojURM/VykrHrsQKw2DCsML2wynGPckizcbRE9fy3Efj9+nm8Pf3C/8FBsoMPhNIGdEewyMNKKArby5zMKYxBzKYMV4wYi6wK1UoZSTxHw4b1RVcELwKDQVp/+f5nfSh7wnr5OZD4zPgvt3r28DaPdpi2inbjdyD3gDh9eNT5wjrAe8s83L3wvsFACoEHgjQCzAPMBLEFOMWhBilGUEaWRrwGQoZsBfpFcITSBGHDpELdAhCBQwC4v7T+/D4R/bl89TxIPDP7ufta+1d7bzthO6v7zjxFPM49Zj3J/rX/Jf/WAINBaQHEQpEDDIOzg8REfERaRJ2EhYSShEUEHoOhAw5CqYH1gTZAb3+kftm+E71V/KT7xHt4OoL6Z/npuYm5iXmpuap5y3pLuuj7YXwyPNe9zj7Rv90A7EH6QsIEPoTrBcKGwQeiiCOIgIk3iQbJbMkpSPyIZ4fsRwzGTIVvBDjC7kGVQHO+zj2rfBF6xnmQOHR3N/YgNXE0rnQbM/lzirPPdAf0snUNNhV3B3he+Zb7KbyRPkYAAoH+w3PFGkbrCF+J8QsZjFQNW44sToMPHc87DtsOvg3mDRXMEQrcCXxHuEXWRB3CFsAJvj27/DnM+Df2BXS8MuMxgDCYb7Auyq6qLk/uu+7tL6GwlbHFc2t0wXbAuOE62v0lP3ZBhcQKBnoITIq5DHfOAU/PERtSIdLeU07TshNIExGSUVFK0AKOvkyFCt4IkcZpA+2BaT7lfGy5yHeC9WSzNvEBL4quGWzyq9nrUescazlrZ+wlLS3ufO/MsdWz0LY0eHe60P21QBrC9wV/h+oKbQy/TpjQshIEU4pUgBVilbAVqFVMVN4T4ZKbkRHPS01QCykIn4Y9w03A2v4u+1S41rZ+s9Xx5O/zLges5+uYatvqdKoi6mYq++uhLNEuRjA5MeK0ObZ1OMs7sT4cwMPDm4YZiLSK4s0cDxiQ0dJB06RUdhT01SAVOJSAFDlS6VGVEAMOeswEyinHs0UrApsADn2N+yP4mfZ49AjyUXCZLyWt+uzcbEwsCuwYLHKs1y3Bry0wU/Iuc/W14Lgm+n88n78/AVRD1cY7CDtKDwwvTZZPPpAkEQPR29IrUjLR89Fw0K1Prk55DNQLRgmXB47FtgNUwXS/HP0Wuym5HTd4dYF0fXLxceBxDbC6MCbwEzB9sKPxQrJVc1d0gvYRt7y5PTrLPN++soB9AjfD28WixwbIgsnSCvELnQxTzNRNHk0yzNMMgUwBS1ZKRQlSyATG4UVuQ/ICcwD3/0Y+JDyXe2T6EXkguBY3dLa9tjL11DXhtdm2OvZCty23uLhe+Vy6bHtJfK59lf77P9hBKYIpwxVEJ8TeRbaGLgaDxzbHBsd0xwFHLoa+xjRFksUdhFhDh4LvQdQBOcAlP1m+mz3tfRM8j3wkO5L7XTsDOwU7InsaO2p7kXwMfJj9M32YfkR/M7+iAExBLsGFwk3CxINmw7MD50QCREPEa0Q5Q+7DjQNWQszCc0GNAR1AZ/+wfvq+Cr2kfMs8QrvN+2/66rqAerK6Qfqu+rj637thO/v8bT0yPce+6b+TgIJBsMJaQ3rEDUUOBfiGSYc9h1HHxAgSiDwHwEffh1rG80YrRUXEhgOwQkiBVAAXvti9nHxouwL6MLj2t9m3HrZI9du1WfUFdR91KHVf9cT2lXdOuG05bPqJPDx9QX8RAKYCOUOERUAG5kgwyVnKm4uxzFgNCs2HzczN2U2tTQlMr8ujCqcJQAgzRkbEwQMowQX/X318+2b5pHf9djh0nLNvcjaxNvBzb+8vq++qb+owajEn8iAzTjTstnX4IzosvAp+c8BhAojE4oblyMnKxwyWTjCPUBCv0UwSIZJuknJSLRGgkM9P/Y5vjOtLN4kcByCEzcKtQAi96LtW+R02xHTU8taxES+KrkhtTqyhLAGsMOwu7LmtTq6pr8XxnPNn9V63uPntfHI+/QFExD7GYUjjCzqNH08KUPQSF1NvFDfUr1TUlOfUalOfEooRcI+YTcjLykmlRyNEjkIw/1R8w/pJN+51fLM8sTZvcS3yrL/rnKsLqs3q42sKq8Gsw+4Mr5WxWDNL9ag347p0vNC/rQIAhMBHYomeC+oN/g+TkWRSqtOj1EwU4lTmlJoUPtMYkiwQv07YzQCLPoichmOD3YFU/tL8YfnLt5j1UnN/8Wiv0q6CbbxsgyxYLDtsLKypLW2udi+8sTty6rTCtzq5CjunfcjAZUKzhOpHAQlviy6M905ED9AQ19GYkhESQJJoEcmRZ9BHT2zN3gxiCr/IvwaoRIRCmwB2Ph18GToxeC22VHTrs3jyP/EEcIhwDW/Tr9pwH3CgcVlyRfOgtOO2SHgHudo7uH1af3iBC4MMBPNGesfciVOKm8uxDFENOg1qzaONpU1xjMsMdYt0yk2JRYgiBqnFIsOTwgMAt/73/Uk8Mbq2eVw4ZvdaNrh1w3W8tSQ1ObU7tWi1/XZ3dxI4CfkZejv7LDxkvZ/+2AAIwWzCfsN7BF1FYoYHhsqHagekx/rH7If6x6fHdUbmhn5FgEUwxBODbUJCQZbAsD+RPv69/D0MvLO78ztNewN61jqF+pJ6urq9eti7SnvPfGT8x72z/iW+2b+LgHgA24GywjqCsAMQw5uDzgQoBCiEEAQfQ9bDuMMHAsQCcoGVwTEASH/evze+V33BPXh8gHxbu8y7lXt3uzQ7C7t+O0r78Twu/IJ9aP3ffqK/boAAARLB4sKrQ2jEF0TyxXgF48ZzxqVG9wboBvdGpUZyxeEFcgSoQ8bDEQILQTn/4P7Fve08nHuYOqW5iTjHeCQ3YvbGdpF2RXZjtmx2nvc6t714ZHltOlM7kjzlfgd/skDgwkxD7sUChoEH5QjpSciK/wtIjCKMSky+zH9MC8vliw6KSYlaCASGzcV7g5PCHQBe/p985ns6+WP36HZO9R0z2PLGcioxRvEfcPRwxrFVsd+yofOZNME2VHfNOaT7VH1Tv1sBYoNiBVEHZ8keSu3MT038jvEP59Cd0RBRfhEm0MtQbY9QjnfM6MtpCb9HswWMA5LBUL8NfNL6qfhbNm90bjKesQfv7y6ZbcptRG0JbRmtdC3W7v6v57FMMyX07fbceSj7Sj32gCVCjEUiB10JtEufjZcPU5DPEgSTL9ON1B1UHZPPU3SSUFFnT/6OHIxIyktILMW2wzLAqv4o+7b5Hnbo9J9yibDvLxYtxGz968XrnmtH64HsCqzerfpvF/DxMr60uHbVeUy71D5hgOtDZ4XMCE9KqIyPzr0QKlGRku5TvZQ9VGwUSxQbU1/SXNEXT5VN3gv5ibAHSwUTwpRAFr2j+wZ4xzavNEZylDDfb20uAi1h7I4sSGxP7KPtAS4kLwgwp3I68/u14Pgiunc8lX8zwUlDzIY0iDkKEgw4zabPFtBEUWxRzFJj0nKSOdG8EPyP/86LTWVLlEngR9EF7wODAZY/cD0Z+xv5PXcGNbxz5bKHMaSwgXAfL77vYG+CsCNwv3FS8pjzy7Vk9t34rzpRvHz+KUAPgieD6kWQx1SI8Eoey1uMY400TYvOKc4OjjsNsU00jEgLsIpzSRVH3QZRBPeDF0G3/97+UzzbO3w5+/ie96j2nbX/tRD00fSDNKR0s7TvNVQ2HvbL99Y4+PnuuzJ8fj2MPxbAWQGNgu8D+UToRfiGpwdxh9aIVQisyJ5IqohTSBqHg4cRhkgFq0S/g4lCzUHQANZ/5H7+Pef9JPx4u6V7LXqSelV6Nrn1+dM6DHpgeoy7DrujfAe8971vviv+6L+hwFQBO4GVgl6C1EN0w74D7wQHBEXEa8Q5w/DDkwNiguHCU8H7wRzAur/Yv3o+oz4WfZe9KTyNvEd8F/vAu8H73HvP/Bt8fby0/T79mX5BPzL/qwBmASBB1cKCw2OD9IRyRNpFacWexfdF8oXPxc8FsMU2BKDEMsNvApjB84DCwAu/Eb4ZfSe8ATtqemc5u7jruHo36fe893U3UzeXt8H4UPjC+ZX6RrtRvHK9ZX6k/+vBNQJ6w7eE5cYAB0FIZIklycDKskr4Cw+LeEsxSvsKVsnGiQzILUbrxY1EVwLOgXq/oT4IfLe69XlH+DW2hLW59FpzqnLtcmXyFjI+8iByuXMIdAr1PXYbN5+5BLrD/Jb+dgAaAjtD0gXWx4HJTIrwDCZNac52TwfP25AvUAKQFQ+oDv3N2Uz+y3MJ/AggRmbEV4J6QBg+OLvk+eV3wfYCtG6yjLFicDUvCS6hLj9t5O4RroQvenAwsWJyyrSitmO4RbqAfMs/HIFsA7AF38gxyh5MHU3nT3aQhRHOko/TBhNw0w+S45IvkTbP/c5KjOOKz8jXxoQEXcHu/3/823qKeFZ2B/QnsjywTi8hbfts3+xRbBEsHyx6rOEtzy8AMK5yE3QntiL4fHqrPSU/oEIThLUG+0kdC1JNUs8YEJwR2ZLM07NTy1QUk9ATf5JnEUpQLw5bzJeKqsheBjoDiMFUPuU8Rbo/N5p1n/OXccfwdu7qLeUtKuy87Fvshq077bgut2/0cWkzDnUc9ww5UzupPcQAW4KmBNpHMAkeyx8M6o57D4wQ2RGf0h5SVFJCEilRTNCwz1mODQyRyu7I7AbRhOfCt4BKPmc8F7ojuBJ2azS0czLx6/DisBovk29Pb02vjHAJMMBx7fLMdFW1w3eOuW/7Hz0UvwhBMsLMBM1Gr0gryb2K34wNzQTNws5GTo8OnQ5yjdFNfMx5C0rKd0jER7hF2cRvgoCBFH9wvZy8Hnq7+To33jbrteX1D3SqNDaz9TPk9AR0kTUINeX2pjeD+Pp5w7tafLi92H9zgIVCB8N2BEuFg8abh0+IHgiEyQMJWIlGCUwJLQirCAjHigbyxcbFCsQDgzWB5gDZ/9U+3H3z/N98Ift+ure6DvnFeZv5UnloOVw5rPnX+lr68rtbvBL80/2bfmT/LP/vAKgBVIIxgrvDMQOPhBXEQsSWRJAEsMR5hCwDygOVwxJCgkIpQUpA6QAJP62+2f5Rfda9bLzVvJN8Z3wSvBW8MHwivGr8iH04/Xp9yj6k/wg/74BYgT8BoAJ3QsIDvMPkxHeEs0TVhR3FCwUdBNREsYQ2A6PDPQJEwf3A7AATv3d+XD2F/Pj7+XsK+rF58DlJ+QF42HiQuKr4p7jGeUY55bpiuzo76Xzsff8+3MABQWdCSYOjRK+FqMaLB5GIeMj8yVrJ0IocSj1J8sm9yR8ImIftBt+F9ESvw1aCLgC8vwd91Lxq+s/5ibheNxJ2KzUtNFvz+nNK808zR7O0M9O0pHVjtk33nvjRumD7xj27fzlA+UK0BGKGPYe+CR4Kl0vkTMCN545WjsqPAs8+Tr3OAo2OzKYLTEoGyJtGz8UrgzYBNv82PTu7D7l590I177QI8tPxlfCTL8+vTW8ObxLvWm/jMKqxrPLltE82Izfaee271H4GAHpCaESHRs6I9gq1jEZOIc9CEKKRfxHVUmNSaNIl0ZyQz4/DDruM/wsUSUKHUkULgvfAYH4Nu8m5nXdRdW2zenG+MD7uwe4LbV4s++yl7NrtWe4f7yjwb/HvM591uXe0+cj8bH6VgTtDVAXWSDkKNAw/TdOPqpD/Uc0S0RNI07OTUhMlUnBRdtA9joqNJMsTSR7Gz4SvQgd/4L1Fez54lTaRtLxym/E275LutC2drRHs0ezdbTMtkG6xr5IxLHK59HM2UHiJOtR9KP99QYjEAgZgSFtKa4wJje+PGBB+kSBR+pIMklZSGRGXENOP0w6bDTFLXQmlh5LFrUN9wQ1/I/zKesk45/bt9SHzibJqMQewZO+EL2ZvC69y75mwfTEZcmkzpzUMttM4svpkfF9+XABSgnsEDcYEB9bJQEr7C8MNFA3rzkhO6M7NTvcOaA3izSuMBos4yYhIewaXxSVDawGwP/r+Ery+OsM5p7gw9uM1wjUQ9FFzxXOtM0hzlfPTtH601DXPduw35Tk0+lW7wX1x/qEACUGkwu3EH0V1BmqHfIgoCOsJREnyifaJ0EnByYzJNEh7B6VG9sX0hOLDxsLlQYPApz9Tvk49Wvx9u3n6kjoI+Z/5GHjyuK64i7jIuSN5Wfnpek57BfvLvJu9cn4LfyJ/80C7AXXCH8L2w3hD4cRyBKhEw8UEhStE+QSvBE/EHQOaAwlCrkHMgWdAggAg/0Y+9X4x/b49HLzO/Ja8dTwqvDd8G3xVPKO8xX13/bj+Bb7a/3V/0cCtQQQB0oJWAstDb4OARDwEIMRtRGFEfAQ+Q+jDvIM7wqhCBQGUwNrAGz9Yfpc92v0n/EF763sourx6KXnxuZb5mjm8eb253TpaOvL7ZXwuvMu9+P6yv7QAuUG9grxDsMSWRajGY8cDh8UIZMihCPeI54jwCJGITQfjhxeGa8VjhENDTsILAP3/a/4bPND7kzpneRL4GrcDNlD1hvUotLg0dvRltIS1EvWO9nX3BTh4uUw6+jw9fY+/aoDHwqDELoWqxw7IlMn2yvAL+4yWDXwNq03ijeFNp403DFHLuwp2SQjH90YIRIJC7EDNvy29E/tIeZI3+HYCNPWzWDJvMX5wiXBSsBswI7BrcPCxsTKo89O1bDbsOIz6hzyTPqhAvwKOxM7G90iASqJMFs2Xjt8P6NCxkTaRdpFw0SZQmM/LDsENv4vMim5IbAZOBFxCID/hfam7Qblx9wN1fXNnMcdwo+9A7qLty+297XktvO4HrxYwJHFtcus0lvapOJl6330yP0eB14QYhkEIiQqoDFaODc+IUMCR8tJcUvtSz1LZEloRlVCPD0xN0swpihhIJwXew4hBbX7WvI26W/gJth90JHJfsNdvkC6OLdRtZK0/bSRtka5Eb3iwabHRs6m1andLuYT7zX4bgGbCpgTPxxwJAks7jIDOTE+ZEKNRZ9HlEhoSB9HvUROQeE8iDdaMXEq6CLfGnYSzwkOAVb4yO+H57Pfa9jL0e3L58bMwqq/jL16vHa8fr2Nv5fCj8ZlywLRTtcw3orlP+0u9Tf9OQUVDawU4BuUIq8oGS6+Mo42ejl6O4c8oDzGO/85VTfVM48vlioAJeYeYhiPEYoKbwNd/G71wO5s6IviNN172HHUJNGgzuzMDcwDzMvMYc660MrTgtfR26Pg4eV160fxPfc//TIDAAmRDs4Tohj8HMsgASSUJnwosyk3KgoqLimsJ4sl2CKgH/Ub6BeLE/MONQplBZkA5/tf9xfzHu+G61voqOV549LhueAv4DTgxeDb4XDjeeXq57fq0O0m8aj0Rfjr+4v/EQNwBpkJfQwRD0oRIBONFIwVGhY4FugVLhUPFJUSxxCxDl8M3gk9B4gEzwEg/4j8FfrT98z1DPSZ8nvxt/BP8EXwlvBC8UPykvMo9fz2A/kx+3n90P8nAnMEpQaxCIwKKgyDDY8ORg+kD6YPSw+TDoINHAxoCm0INAbKAzoBkf7d+yv5i/YK9LbxnO/J7UfsIOtb6gDqEeqT6oPr4uyp7tTwWfMw9kv5nfwYAK0DSwfgCl0OrxHHFJQXCBoVHLAdzx5pH3of/R7zHVwcPBqbF4IU+xAUDd0IZwTE/wj7RvaU8Qbtsuir5AThzt0b2/fYb9eM1lXWzdb2187ZUNxz3y7jc+cx7Fjx0vaK/GcCVAg3DvcTexmrHnAjtidnK3IuyjBhMi4zKzNVMq4wOi7/KgknZyIoHWEXKBGWCsQDzvzQ9ebuLejC4b/bPtZY0SHNrskNx0zFdMSMxJPFisdqyinOutIN2A3epOS56y7z6PrFAqoKcxIDGjoh+SclLqQzXjg/PDQ/MkEuQiNCDkHzPtg7yTfUMgsthiZdH6sXkA8rB5/+C/aU7Vvlgt0p1m3Pa8k8xPW/qbxlujW5Hbkgujq8Zb+Tw7bIuc6G1QLdD+WN7Vv2Vv9ZCEIR7Bk1IvspHjGCNw09qEFARcdHMkl6SZ9Io0aOQ2s/TDpENGst3CW2HRgVJgwCA9P5u/Df52LfZ9cO0HPJscPfvhC7U7i0tje237apuI27gb9yxE7K/dBk2GTg3+ix8bf6zAPODJkVCB77JVIt8DO7OZ4+g0JeRSRHzUdZR8pFJ0N9P9o6UjX7LvEnUCA2GMYPIQdq/sP1UO0x5YfdcNYI0GjKpMXPwfe+Jr1hvKu8Ab5bwK7D7McDzdzSXtlv4PHnxu/M9+X/7QfHD1IXch4JJf8qPTCvNEU48jqtPHE9Pj0XPAE6CTc7M6kuZymNIzMddBZtDzsI+wDM+cnyD+y45d3fldr01QrS5c6QzBLLb8qnyrXLlM050JfTndc53Fbh3ua47Mzy//g3/1oFUQsCEVgWPRufH20jmyYcKeoq/ytaLP0r6yotKcwm1SNXIGMcCxhkE4MOfQloBFz/a/qr9S/xCu1M6QLmOOP54EvfMt6x3cbdbt6k317hk+M25jrpjuwj8Obzx/ez+5f/YwMGB3EKlQ1lENYS4BR7FqEXUhiLGE8YoheJFg0VNhMQEagOCQxDCWQGewOXAMf9FvuT+Er2RfSN8inxH/Bz7yfvOe+p73PwkPH58qX0jPag+Nf6I/14/8cBBgQoBh8I4glnC6UMlQ0yDnkOZg78DToNJgzEChsJNQcbBdgCeQAL/pn7Mfni9rj0v/ID8Y7vau6f7TLtJ+2C7ULuZe/p8Mfy+PRz9y36Gv0rAFQDhQavCcEMrA9iEtMU8ha0GA0a9hpmG1kbzBq/GTUYMBa5E9YQlQ0ACicGGgLr/ar5a/VB8T/teen/5ePiNeAC3ljcP9u/2t7antv/3P7elOG65GTohuwP8e31DftaAL4FIwtyEJMVcBrzHggjmyacKfsrrC2lLuAuWS4OLQQrPyjJJK4g/RvGFh8RHgvZBGz+7/d+8TLrKOV43zzaitV30RfOeMupybLImshkyQ7Lls3x0BXV89l435DlI+wX81D6sgEfCXoQohd8Hukk0CoXMKY0azhUO1M9Xz5xPoc9pDvNOAs1bTADK+IkIh7dFjAPOQcY/+722u7/5nzfcdj60TLMM8cQw9u/pL10vFG8Pb01vzPCLcYSy9DQUtd93jbmXu7U9nf/Iwi3EBAZDCGLKG0vlzXwOmE/2EJHRaJG5UYMRhxEG0EVPRk4OzKSKzgkSxzqEzgLVQJo+ZLw9+e63/zX3NB4yujEQsCbvAC6e7gUuMu4nrqFvXTBXMYpzMPSENrz4Uvq+PLV+8AElQ0xFnEeNSZcLcwzajkgPt1BkUQyRrpGKUaARMhBDD5bOckzbi1jJsUesxZNDrcFE/2C9CjsJeSa3KXVYM/kyUfFmcHovj+9orwTvY6+DcGDxOLIG84T1LLa2+Fx6VXxZfmBAYoJXhHdGOsfbCZGLGMxrzUbOZo7JT23PU898jumOXg2dTKwLT4oNiKzG88UqQ1cBgr/zffE8AvqvOPx3b/YO9R10HvNVssNyqTJGMpny4jNcNAR1FrYN92T4lXoZu6r9An7ZAGmB7ENcBPKGKod/yG3JcYoISvALJ8tvy0fLccrvikQJ8kj+x+4GxIXHxL2DK0HWwIY/fn3EvN57kDqd+Ys423gQd6x3MDbb9u926bcJN4s4LPireUK6bnsqPDF9P34Pf1wAYUFawkPDWQQXBPrFQcYqRnNGm4bjhstG1EaABlBFyEVqRLpD+4MyAmHBjoD8//A/LD50/Y09OHx4u9B7gPtLuzD68PrLOz77Cnur++F8Z7z8fVv+Az7uf1nAAoDlAX2ByUKFQy9DRQPExC1EPgQ2hBcEIEPTQ7IDPgK5wihBjIEpgEL/2/83/lq9xz1A/Mq8ZvvYe6B7QLt6Ow07ebt/e508EbyafTV9n75WfxX/2gCgQWQCIcLVQ7tEEETRBXqFisY/RhcGUIZrhihFx4WKBTIEQYP7guNCPAEKAFG/Vr5d/Wu8RLutOql5/PkreLf4JPf0d6f3gHf99+A4ZbjNOZQ6d7s0PAX9aH5XP4xAw8I3wyMEQIWKxr2HU8hJyRvJh0oJSmDKTApLih9JiIkJSGSHXQZ3RTdD4oK+AQ//3b5tfMV7q/omOPp3rbaEtcO1LjRHNBDzzLP7M9w0bnTwNZ62tnezeND6STvWfXK+1oC8ghzD8UVyhtrIY8mHysILzcynzQ0Nu02xja+NdgzGjGNLT8pQSSlHoIY8RELC+wDs/x79WLuh+cF4fjaedWg0IHML8m4xibFg8TRxBHGPshQyz3P9NNk2XffFeYi7YT0G/zIA24L7RIlGvggTCcFLQsySjawOS48uT1KPt89eTwdOtM2qTKwLfsnoSG8GmgTwgvqAwD8I/R07BLlHN6u1+LR0MyNyCrFtcI5wbvAPsG/wjnFocjpzAHS0tdF3kHlp+xb9Dz8KQQFDK0TAxvpIUMo9y3uMhU3WTqwPA8+cT7VPT48tDlANvMx3SwUJ7AgzRmFEvcKQwOJ++fzfOxn5cXesdhC04/Oqsqix4PFVcQcxNfEgsYWyYjMx9DC1WTblOE46DXvbfbC/RUFSwxDE+MZDiCtJakq7i5sMhY14TbIN8g34zYeNYEyGS/2KikmxyDpGqYUGw5iB5cA2flA8+rs7+Zp4W7cENhh1G/RRc/rzWPNr83MzrPQW9O31rfaSd9Y5M7plO+Q9aj7wgHFB5gNIxNOGAUdNCHNJMAnAiqNK1ssayy+K1oqRSiMJTsiYh4SGmEVYxAuC9kFfAAv+wf2GvF+7ETof+Q+4Y3edtwA2zHaCdqH2qjbZN2y34bi0eWF6Y/t3PFZ9vH6j/8dBIoIwAyvEEQUcRcqGmIcEh40H8QfwR8tHw0eaBxGGrIXuhRtEdsNFQotBjUCQv5j+qz2LfP27xXtluqG6OzmzuUx5RblfeVi5sHnkenI613uQPFl9Lv3Mfu4/j0CsAUBCR8M+w6JEbsTiRXpFtUXSRhEGMUX0BZqFZkTZxHfDg0M/wjDBWsCB/+l+1n4MPU88ovvKu0k64XpVOiX51Pniuc66GHp++r/7GXvIvIo9Wv42ftk//kCigYDClQNbRA/E7sV1ReDGboadBuuG2QblhpIGX0XPhWUEooPLQyMCLgEwQC8/Lf4yPQA8XHtLOpC58Dks+Im4SHgqt/F33Pgs+GA49Tlpujq65PvkfPU90j82gB3BQsKfw7BErwWXhqXHVYgjiI1JEElrCVyJZQkEyP0ID8e/ho/FxATgw6rCZwEbf8x+gL19O8f65jmc+LE3prbBtkT18vVNdVV1S3Wudf12dncWeBn5PTo7e0+89D4i/5YBB4KxQ81FVQaDh9OIwAnFCp7LCsuGi9FL6guRS0iK0UouiSPINQbnRb/EBEL6wSq/mP4NPI37ITmNOFe3BfYctR+0UrP381DzXvNh85i0AbTadZ92jLfdOQv6krwrPY7/dsDcQrhEBEX5RxGIhwnUyvZLp4xlzO6NAM1bzQBM74wry3gKWIlRiChGosUHA5xB6QA0/kX85DsV+aG4Dfbf9Zy0iLPnMzryhbKIcoLy9LMbs/T0vTWwNsi4QXnT+3m86/6jQFlCBgPjRWmG0whZibfKqUuqDHcMzg1tjVUNRU0/TEWL20rECcTIoocjRY1EJ0J4AIc/Gv16u606OPij93P2LTUUtG1zufM8MvTy5HMJM6H0K7TjNcQ3CbhuOav7PLyZfnu/3AG0Qz2EsQYJR4CI0Yn4SrELeMvNjG5MWoxSzBiLrgrWihVJLwfpBohFU0PQAkUA+T8yfbe8Dvr+OUr4ejcQNlC1vnTb9Kp0arRb9L20zXWI9my3NLgceV56tXvbfUp++8AqAY7DI8RjxYlGz8fyiK6JQIomSl6KqIqEirNKNkmQSQRIVgdJhmOFKcPhAo+Bev/o/p89Yzw6uup59rjjuDT3bPbNtpi2TrZvdnn2rPcGN8J4nnlV+mT7Rjy0var+44AZgUcCpwO0xKtFhsaDR13H1AhkCIzIzYjmiJjIZgfQh1rGiIXdhN4DzoL0QZPAsz9WfkM9ffwLe2/6bvmMOQo4qzgwd9s36zfguDm4dTjQuYj6WrsCPDs8wP4O/yAAL8E5AjcDJUQ/hMIF6QZxxtoHX8eBx//HmYeQB2SG2UZwha1E04QnAyvCJsEcQBH/C74OfR78AXt5+kw5+zkJuPm4THhDOF34XDi8+P55Xroaeu67lzyQfZV+of+wQLzBggL7Q6QEuEV0BhPG1Id0B7BHyEg7h8nH9Ad7xuMGbEWahPGD9YLqgdWA+/+hvow9gHyDO5k6hnnO+TW4fjfqN7t3cvdQ95V3/zgMOPq5R7pvey48P30evkc/ssCdgcGDGcQhhROGLAbnB4DIdsiGyS7JLokFiTQIu8geB54G/kXDBTADygLWQZnAWn8c/eb8vjtnemf5Q/i/t563I7aQ9mg2KnYXtm82r/cX9+Q4kXmcOr97trz8vgv/nkDugjcDcgSaBenG3QfvCJxJYYn8yiwKbopDymyJ6cl+SKwH9wbixfSEsINcwj6AnD97PeG8lXtcOjt49/fWNxn2RrXe9WS1GLU7tQz1izY0toY3vPhUOYf60rwu/Vc+xMByQZlDNAR8BaxG/4fxCPyJnspVCt0LNYseCxdK4cp/ybPIwUgsRvmFrcROgyJBrkA5/on9ZXvSOpX5dfg29x22bTWo9RK07HS2tLD02rVx9fQ2njer+Jk54Ls8/Gg93D9SwMYCb0OIxQyGdUd9yGHJXcouCpCLA8tGi1kLPAqxSjrJXAiYh7TGdYUgQ/sCS4EYP6b+Pfyje106MLjjN/i29XYcdbB1MzTldMd1GLVXtcH2lPdMuGU5Wbqku8C9Z/6TwD8BYwL5xD2FaQa2x6LIqQlGCjdKewqQSvbKrsp6CdpJUkilx5jGr8VwBB8CwkGgAD5+ov1T/BZ68HmmuL23uTbctmp15HWLtaC1orXQtmi25/eK+I35rHqhe+d9OP5QP+bBN8J9A7EEzoYQhzMH8giKCXkJvQnVCgCKAEnVSUGIx8grBy+GGYUtw/FCqgFdgBG+y32RPGf7FLoceQM4TLe8NtO2lXZB9ll2W/aHtxr3kvhsuSP6NPsafE99jn7RwBSBUIKAw9+E6AXVhuSHkQhYCPeJLgl6SVxJVMkkyI7IFMd6hkQFtQRSw2ICKADrP6++e30UPD66//nceRe4dXe4NyJ29Xax9pg25zcdd7k4N7jVOc563nvAvTB+J79hQJhBxwMoBDZFLUYIhwRH3YhRCN2JAQl7SQxJNQi2yBPHjwbsBe6E2sP2AoTBjQBUPx698vyVu4v6mnmFeNB4PrdS9w6283aBtvj22Hdet8k4lPl+egG7WnxDfbf+sj/sgSJCTcOpxLFFn8axB2FILciUCRHJZolRiVNJLIifSC4HW8arxaKEhIOWwl5BIP/jfqt9frwiexs6LbkeOHB3pvcEdsq2unZUdpf2w/dWd804pPlaOmh7Szy9fbn++sA7QXWCpEPCBQnGN4bGh/PIe8jcSVQJoYmEib3JDoj4SD4HYoapxZgEsgN8gj0A+b+2vnp9CjwrOuJ59Djk+Dg3cHbQtpo2TfZsNnS2pbc9t7n4VzlRumT7TLyDfcQ/CMBMgYmC+kPZhSKGEIcfh8wIkwkyiWiJs8mUSYrJWAj+iACHoYalRZBEpwNvAi1A5/+j/ma9NnvXus/543jWOCw3Z7bLdpj2UPZztkB29jcSd9K4s/lx+kg7snyq/ey/McB1AbEC38Q8RQHGa4c1x9zInck2yWXJqkmESbRJO4iciBmHdkZ2hV7Ec8M6gfjAtD9xvjc8yfvvuqy5hXj+d9q3XPbHtpw2WzZEtpf207d1t/s4oLmiOrt7p3zhPiL/ZwCoweHDDURlhWXGSgdOCC6IqIk6SWIJn4mySVuJHMi3x+/HCAZEhWoEPQLCwcEAvX88vcT823uFeoe5pnilt8j3UnbEdqA2ZrZXdrG28/dbuCZ40HnV+vH7370aflw/n0DfAhVDfMRQRYuGqYdnCABI8wk9SV2Jk0meyUDJO0hQR8MHFoYPRTHDwwLIAYYAQ78E/dB8qvtZumF5RniMt/b3B/bB9qW2c7ZsNo23FneEuFT5A7oMuyu8G31W/pi/2oEYAksDrkS9BbJGigeASFJI/Qk/SVdJhUmJCWPI10hmB5MG4cXWxPZDhYKJwUhABv7KvZl8eHssejo5JfhzN6U3PnaAdqx2QraC9uv3O/eweEZ5efoG+2i8Wn2WvtfAGIFTgoMD4cTrBdoG6weZyGPIxolACY/JtUlxCQQI8Ig4h1/GqcWaxLeDRQJIgQe/x76OPWB8A/s9udG5BLhZt5P3NXaANrT2U7acNsz3ZHffeLs5c7pEu6k8nL3ZvxoAWUGRQv0D1wUaRgLHDEfzSHTIzsl/iUaJo0lWiSGIhogIB2mGboVbhHVDAQIEAMP/hb5O/SV7zjrNuei44zgAd4M3LbaBdr82Zva39vD3T/gRuPN5sLqFu+084j4fv19AnIHRgzjEDYVKxmwHLcfMSIUJFgl9iXsJTsl5SPwIWYfUBy+GL4UYxC/C+gG8gH0/AT4N/Oi7lvqc+b84gbgnd3N25zaEdou2vLaWtxf3vrgHeS758XrKPDR9Kz5ov6dA4kITw3aERYW8BlXHTwgkyJRJG4l5SW1Jd4kZCNOIaQechvIF7QTSQ+bCr4FyADP++j2KvKp7XnpreVW4oHfPd2T24naJtpq2lTb4dwJ38PhAuW56NbsSfH89dv60f/HBKkJXw7WEvkWtxr+HcAg8SKIJH0lzCV0JXYk1yKdINQdhhrDFpwSIg5qCYgEk/+g+sT1FvGq7JTo5uSv4f/e4dxf237aRNqx2sPbdd3A35ri9uXF6fbtd/I09xj8CwH7BdEKdg/XE98XfhujHkEhSyO5JIQlqSUnJQEkPCLfH/UcixmvFXQR7AwrCEYDU/5n+Zj0/O+n663nHuQK4YDei9wy23zabdoE2z7cF96G4IDj+ebg6iXvtPN5+GD9UQI5BwEMkxDbFMgYRhxHH70hniPhJIEleyXOJH8jkiERHwYcfxiMFD4QqAvfBvcBCP0l+GXz3e6h6sTmV+No4AbeO9wO24Xaodpk28jcyN5c4XfkDOgL7GPw//TM+bX+ogN/CDcNtRHjFbEZDB3nHzQi6iMBJXMlQCVnJO0i2SAzHggbZBdZE/kOVgqGBZ0As/va9ivyue2Y6dvlkuLL35Pd89v02pja49rS22Hdit9C4n7lMOlG7bDxWPYs+xMA/ATOCXQO2hLsFpka0B2CIKQiLSQVJVkl9yTxI0wiECBFHfgZOBYWEqQN9gggBDj/VPqJ9ezwkuyP6PPk0OEz3yfdtdvl2rnaM9tP3AreXOA545bmZOqR7gzzwPeY/H4BXwYjC7YPAhT2F4Abjx4XIQwjZSQdJTElnyRsI5shNR9EHNcY+xTDEEAMhwetAsj97Pgw9KjvaeuF5w7kE+Gh3sTcg9vj2unaktve3MXeP+FC5MDnqevt73f0NfkQ/vMCygd+DPsQLBX/GGMcSR+kIWojkiQYJfokOCTVItcgSB4yG6QXrRNgD80KDAYvAU78fffS8mHuP+p95i3jXeAZ3mzcXNvw2ifbA9x+3ZLfNuJe5fzoAO1Y8fL1t/qU/3IEPQnfDUMSVhYFGkEd/B8oIrwjsiQEJbMkviMrIgEgSB0OGl8WThLsDUwJgwSn/8v6B/Zw8RntFul55VLirt+b3SDcRNsM23fbhdww3nLgP+OM5krqaO7U8nv3R/wiAfkFtgpDD4wTfhcIGxkepSCgIgEkwiTgJFokMiNvIRcfNRzWGAgV3RBoDLwH7QIT/kD5i/QK8M/r7+d55H3hCt8o3eLbPNs529rbG9333mbhXOTO56vr4e9g9BL54v27AogHNAyqENUUpBgFHOkeRSEMIzckwiSpJO4jkyKeIBgeDRuKF54TWw/UCh4GTAF1/K73C/Oi7ofqy+Z/47LgcN7E3LPbRdt521Dcxd3S32/ijuUj6R7tbPH79bb6if9dBB4Jtg0REhwWxRn7HLAf2CFpI10ksCRgJG0j3iG4HwUd0RkqFiISyA0yCXIEof/Q+hb2iPE77ULpreWO4vLf5N1u3JbbYNvN29vchd7E4I3j1eaN6qTuCPOl92j8OQEGBrgKOg94E2AX3xrnHWogXCK2I3EkiiQBJNciEyG7HtsbgBi3FJIQJAyAB7sC6/0j+Xr0BPDV6wHol+Sn4T7fZ90q3IzbkNs33HzdW9/L4cLkMegK7DzwtPRe+SX+9AK2B1YMvhDcFJ4Y8RvIHhYh0SLxI3EkTySMIyoiMSCoHZwaGRcvE/EOcArABfcALPxw99rygO5z6sbmiuPM4Jne+9z525fb19u33DXeSeDq4g3mo+mc7efxcfYl++7/twRrCfYNQhI9FtQZ+RydH7MhNCMYJFwk/iP/ImUhNh99HEUZnBWTET0NqwjzAyv/Zfq59Trx/ewV6ZTliOL/3wTeotzc27fbNNxQ3QffUOEi5HDnKutC76TzPfj4/MABgQYkC5YPwxOXFwIb9R1iID8igyMqJC8klCNaIocgIx45G9YXCRTkD3cL1wYZAlP9mPj+85rvf+u/52zkk+FC34PdXdzW2/Dbq9wD3vLfcOJy5eroyOz88HL1GPrY/psDUAjfDDURPhXpGCQc4h4WIbcivSMkJOojECOaIY4f9hzdGVAWYRIgDqAJ9QQ0AHT7x/ZD8v3tBupy5lDjruCX3hbdL9zp20PcPN3R3vngq+Pb5nvqe+7J8lL3AfzBAH4FIwqaDtESsxYwGjgdvh+2IRkj3iMEJIojcSK+IHoerhtnGLMUoxBJDLkHBgNH/o758/SJ8GTslugx5UTi298B3r/cGtwW3LHc6t263xriAOVe6CXsRPCp9EH59/20AmYH+AtUEGcUHhhrGz0eiCBCImMj5iPJIw0jtSHGH0odSxrYFv4S0A5gCsIFCgFP/KT3HvPR7tHqMOf+40jhHN+C3YLcINxf3DzdtN7B4FjjcOb56eXtIfKb9j/79/+vBFMJzA0JEvQVfhmWHC4fPCG1IpMj0iNyI3Qi3CCxHv4bzhgvFTIR6QxmCL4DBv9R+rf1SvEf7Ujp1+Xb4mDgc94b3WDcQ9zF3OXdnd/l4bPk++ev67zvEvSd+En9AAKvBkALnw+3E3gX0BqwHQwg2CEOI6cjoSP8Irsh4x9+HZQaNRduE1AP7gpbBq0B+PxP+Mnzeu9168vnjeTL4Y7f493Q3FrchNxL3a7epeAo4yvmoul97arxFvav+mD/EgSzCC0NbBFdFe8YERy2HtEgWyJKI50jUCNmIuIgyx4rHA4ZgBWTEVgN4QhCBJL/4/pK9t7xsO3U6VzmVuPQ4NXeb92j3HTc5dzy3ZffzeGJ5MDnZOtj76zzLPjP/H8BKQa4ChcPMhP3FlUaPh2kH30hwCJpI3Ij3iKuIegfkx26GmoXshOhD0sLwwYcAm79yvhG9Pfv7+tC6P7kM+Lu3zfeGN2V3K/caN273qLgFuMK5nPpQO1h8cP1Uvr7/qcDRAi7DPoQ7RSCGKkbVR55IAwiByNmIyYjSiLUIMseOhwqGakVyBGYDSsJlQTs/0P7r/ZE8hfuOuq/5rXjKeEn37fd4dyo3A3dDt6n39DhgOSq50LrNu918+z3hvwwAdQFXwq7DtUSmxb7GegcUx8yIX0iLSNBI7YikSHWH4wdvxp6F8wTxg95C/kGWwKy/RT5lPRI8ELslOhP5YLiOOB93ljdzdzg3JDd2d634CHjC+Zq6S3tRfGe9Sb6x/5tAwUIeAy0EKQUORhgGw4eNSDMIcsiMCP2IiEisyCzHikcIhmrFdIRqw1GCbgEFABy++P2ffJU7nrqAOf242nhZt/03Rvd3dw93Tjey9/t4ZXkuedI6zXvbPPb92/8EQGwBTUKjA6iEmUWwxmuHBgf+CBDIvYiDCOGImUhrh9qHaMaZBe9E74PeAsAB2gCxv0u+bT0bfBr7MLogOW24m7gs96O3QPdFN3C3Qnf4+BI4y7mh+lF7VbxqfUq+sT+ZAP1B2IMmBCDFBMYNhvgHQQgmSGXIvoiwSLsIYAggh78G/kYhhWyEZANMQmpBA0Acfvp9onyZu6S6h7nGuSS4ZPfJN5O3RPddN1w3gLgI+LJ5Orndute75Dz+veI/CQBuwU5CokOmBJUFqsZkBz0Hs4gFSLDItYiTSIqIXIfLh1oGisXhxOLD0oL1wZFAqr9GPmm9GfwbezL6JLlz+KO4NvevN023Uzd/t1I3yThi+Nw5snphO2T8eH1Xfry/osDFAh6DKcQiRQQGCobyx3nH3MhaiLGIocirSE8IDseshuuGDsVaRFJDe4IawTW/0D7wPZp8k/uheob5yHko+Gu30nefN1J3bLdtN5M4HHiG+U96Mrrse/h80f40PxmAfYFawqyDrcSaBa0GY0c5h60IPAhlCKdIgsi4CAiH9kcDhrPFikTLg/vCn8G8gFe/dT4a/Q28EfssuiE5c7imuD03uHdZ92J3UTel9984enj0+Yv6uzt+vFH9r/6T//hA2IIvQzfELYULxg8G88d3B9aIUMikiJGImEh5h/cHUwbQhjLFPcQ1wx+CP8Db//h+mr2HvIQ7lPq9+YM5J7huN9j3qXdgd333QbfqeDZ4ovls+hE7C7wXvTC+Ef91gFeBsoKBQ/9Ep8W3BmkHOweqiDVIWgiYSK/IYcgvB5oHJUZThakEqcOZwr5BXEB4/xj+AT03O/863boWuW14pTg/97/3Zjdyt2W3vjf6uFi5Ffnuup87ozy2fZP+9r/ZATbCCsNPxEGFW4YaRvpHeIfTCEhIl0i/iEHIXwfZB3IGrQXNRRcEDoM4QdlA9r+VPro9anxqu3+6bXm3eOE4bPfdN7L3bzdRt5o3xzhWuMZ5kzp5ezT8Ab1avnr/XQC8wZTC4APZxP3FiAa0xwFH6wgwCE8Ih8iaSEcIEAe3Bv7GKoV+BH1DbQJRwXDADz8xvd081vvjesb6BTlhuJ94AHfGd7J3RPe9t5s4HHi+eT852nrNO9J85j3DPyRABQFgAnBDcUReBXLGK8bFh72H0chAiIkIq0hnyD+HtIcJRoDF3kTmA9xCxcHnQIZ/pz5PPUN8SDtielX5pjjWeGj33/e8d383aHe29+l4ffjyOYJ6q3tpPHa9T76vP4/A7MHBQwhEPUTbhd+GhcdLR+4IK8hDyLVIQQhnx+rHTMbQBjgFCMRGQ3UCGgE6f9p+/72vPK27v3qo+e25EXiWOD63jHe/91n3mXf9uAS47DlxOhA7BXwMvSD+Pb8dQHvBU4Kfw5uEgoWQxkLHFQeFSBGIeEh5CFPISQgaB4kHGIZLhaWEqoOfQohBqkBK/25+Gj0S/B17Pbo3+U+4x/hit+H3hreRt4K32HgR+Kz5Jjn7Oqe7p/y2/ZA+7v/NQSeCN8M5xCiFAEY9BptHWIfyiCeIdwhgSGPIAsf+xxqGmEX8BMlEBEMyAdbA+H+a/oO9t7x7e1O6hHnROTz4Srg8N5L3j3eyN7n35fh0OOH5rHpP+0h8Ub1m/kN/oYC9QZEC2EPOBO5FtQZehygHjwgRyG9IZsh4SCUH7kdWBt8GDIViRGRDVwJ/gSJABL8rfdt82bvqetI6FLl1OLa4GvfkN5K3p3ehd8A4QbjjuWN6Pbrue/F8wf4bvzjAFYFsAneDc4RbhWtGH0b0R2fH98giiGfIR0hBSBeHi0cfxldFtcS/A7eCo8GIwKu/UP59vTc8AXthOlo5sDjl+H23+bea96H3jrfgOBU4q7kgufE6mbuWPKG9t/6T//BAyMIYAxlECAUgRd4Gvcc9B5mIEYhkCFDIWAg6x7rHGoacRcPFFIQTQwQCK8DPv/Q+nn2TvJg7sLqhOe05F7ij+BN357eht4E3xfgueHk443mqekp7f7wF/Vg+cj9OAKeBucK/w7TElIWbRkVHD4e3x/xIG4hVSGlIGMfkx0+G24YMRWUEagNfwkrBcAAUvz197vzue8B7KPoruUw4zPhwt/h3pbe4t7C3zThMeOv5aPoAey577rz8vdP/LsAJAV2CZ4NhxEiFV4YKxt+HUwfjiA8IVQh1yDFHyUe/RtWGT4WwRLwDtwKlwY0Asn9Z/ki9Q/xP+3E6a3mCOTi4UPgM9+43tLegd/D4JLi5uSz5+7qiO5w8pX25fpM/7QDDQhBDD4Q8hNMFzwathyvHh0g+yBEIfcgFSCjHqYcKRo2F9oTJRAnDPMHmwMz/8/6gvZg8nvu5uqw5+fkmeLP4JLf6N7S3lPfZuAI4jHk1+bv6WrtOPFJ9Yv56f1QAq0G7Ar6DsMSORZJGegbCR6iH60gJCEGIVMgDh89HegaGhjgFEcRYQ0+CfIEkAAs/Nn3qvO07wfstOjK5VfjZeH93yXf4t403xrgkOGP4w/mA+lf7BPwD/RB+JX8+ABXBZ4Jug2YESYVVBgVG1wdHh9TIPcgBiGAIGcfwR2UG+sY0hVXEokOeQo6BuABfv0m+e705/Al7bjpsOYa5ALiceBv3wDfJd/f3yrhAONZ5SroZusA7+byB/dQ+67/DQRaCIEMcBAVFF8XPxqpHJEe7x+9IPggnSCwHzMeLhyqGbIWVBOfD6MLcwciA8P+afop9hXyQO676pfn4OSl4u3gwt8p3yTfs9/U4ILiteRj54Dq/u3N8dz1Gfpw/s4CHwdQC04PBxNpFmcZ8Rv+HYMfeSDdIK0g6R+VHrccVxqBF0AUpBC9DJ0IVgT8/6L7W/c881bvvOt+6KnlTONx4R/gXt8v35bfjuAU4iLkrear6Q3txfDC9PH4QP2aAe4FJwoyDv0RdhWOGDgbZh0PHywguCCwIBQg6B4vHfQaPhgbFZgRxw23CXsFJwHP/IT4W/Rn8LrsY+lz5vfj+eGD4JvfRt+E31bgtuGf4wjm5+gu7M7vt/PY9x38cwDIBAcJHQ34EIUUthd8Gsoclh7XH4kgqCAzICwfmR2AG+sY5RV8EsAOwgqTBkYC8P2j+XL1cvGz7UfqPeek5Ibi7eDh32fff98q4GbhK+Nz5TPoXuvm7rzyzvYJ+1r/rQPwBxAM+A+YE+AWwBksHBgefB9SIJUgRiBkH/Qd/huIGZ8WUROqD70LnAdXAwX/t/qA9nXyp+4n6wboUuUW413hLuCQ34TfC+Ai4cXi7OSO557qD+7Q8dL1AvpM/p0C5AYLC/8OsBINFgUZjBuXHRsfEyB6IE4gkB9DHm0cFxpLFxUUhRCqDJYIXAQNAMD7hfdw85XvBOzN6P/lp+PQ4YHgwN+S3/bf6+Bt4nTk+Obt6Ubt8/Dl9An5TP2aAeIFDwoODs4RPRVLGOwaEx22Hs4fVyBNILAfhR7PHJca5xfLFFERiA2DCVIFCgG+/H/4Y/R88NvskOms5jrkRuLY4PjfqN/r37/gIOIJ5HDmS+mM7CbwBvQe+Fj8ogDqBBwJJA3xEHEUlBdNGo4cTh6FHy0gQyDHH7weJR0LG3YYchUOElgOYQo7BvkBsP1w+U31XPGs7VDqVufM5L3iM+E04MXf6N+d4N/hquP15bbo4Otm7zbzQPdy+7j//gMzCEMMGxCqE+AWrxkJHOQdNx/9HzIg1R/pHnAdchv4GAwWvRIaDzILFwfcApb+Vfou9jTyeO4L6/7nXeU245DhdeDp3+3fhOCo4Vfjh+Uu6ELrs+5z8nD2mPrZ/h4DVQdrC00P6hIxFhMZhBt4HeYeyR8bINwfDB+wHc0bbRmZFl8Tzg/1C+YHswNw/zD7BfcD8zzvweui6O3lruPv4bngEeD533Pge+EO4yTls+ex6g/uvvGu9cz5Bv5JAoEGnAqHDjAShhV7GAEbDB2THpAf/h/bHycf5x0eHNcZGhf0E3UQqwynCHwEPgD/+9H3yfP473DsQel55iXkT+IA4T3gC+Bp4Fbhz+LM5ETnLOp37Rbx+PQM+UD9fwG4BdcJyg19EeEU5xeAGqEcQB5VH90f1B87HxQeZRw1Go4XfRQPEVMNXAk6BQABw/yU+Ib0rfAZ7dzpAuea5K/iSOFt4CHgZuA64ZnifuTf5rPp6+x68E/0WfiG/MEA+gQcCRUN0hBDFFcXAho3HOsdGB+4H8gfSB85HqIciRr4F/oUnRHwDQQK6gW2AXv9S/k69Vnxu+1w6ofnDeUO45LhoOA84GjgJOFs4jrkhuZF6Wzs6++z87P32PsPAEcEawhpDC8QqhPNFogZzxuXHdoekB+3H04fVx7XHNMaVhhrFR4SgA6fCo8GYAIp/vj54/X98Vbu/+oI6H3la+Pb4dTgWuBw4BXhRuL/4zbm4uj462jvI/MZ9zf7av+fA8UHxwuTDxkTSBYSGWkbRB2bHmYfox9QH24eAx0UG6sY0RWUEgMPLgsnB/8Cyv6a+oP2l/Lo7ofrg+jp5cbjJOIJ4Xvge+AL4SjizOPw5Yroj+vw7p/yi/ah+tD+AwMpBy4LAQ+PEskVoBgHG/McXB46H4sfTB+AHigdTRv1GC0W/xJ7D7ILsweRA2D/MfsZ9yjzcu8I7PjoUeYf5GziP+Gd4IvgB+EQ4qHjsuU86DHrhO4n8gn2GPpB/nECmAagCncODRJRFTQYqBqkHB0eDR9xH0Ufix5HHX0bNxl+Fl8T6A8pDDMIGATr/737pPew8/Tvguxo6bTmdOSy4nThweCd4Afh/uF9433l9ufd6iPuuvGT9Zr5vv3sAREGGwr3DZMR4BTNF04aVxzgHeAeVR86H5IeXx2mG3AZxha1E0oQlQynCJIEaQA+/CT4LvRt8PTs0ekT58bk9eKp4ebgseAL4fHhX+NQ5brnk+rM7VnxKPUo+Uf9cQGWBaEJgA0iEXYUbBf4GQ4cpB2zHjcfLR+VHnEdyBuhGQUXARShEPYMEQkCBdwAtPya+KH03fBd7TPqa+cU5Tfj3eEM4cjgEuHo4UjjKuWG51LqgO0C8cj0wfjb/AIBJQUxCRMNuRATFBIXpxnIG2sdhx4ZHx0fkx5/HeQbyhk7F0MU7hBNDW8JZgVFAR/9BfkM9UTxv+2O6r7nXeV14w/iMeHg4Bzh5OE24wvlWuca6j3ttfBz9GX4evydAL8EywivDFkQuBO+FlwZhxs0HVwe+h4LH48ehx35G+wZaRd8FDERmA3CCb8FogF//Wb5bPWh8Rnu4uoL6KHlsOM/4lbh+OAo4eThKuPy5Dbn6ukD7XLwKPQU+CT8RABkBHAIVQwCEGYTcRYWGUkbAB0yHtse9x6HHosdCRwIGo8XrBRqEdoNCgoNBvQB1P28+cL19vFq7i7rUejg5efjbeJ64RLhN+Ho4SLj4OQZ58Pp0+w68OnzzvfZ+/f/FAQfCAQMsw8bEysW1hgQG88cCh68HuMefB6LHRQcHBqtF9MUmhERDkgKUAY7Ah7+CPoN9kDysu5z65HoGuYa5JjineEs4Ufh7+Ef49PkA+el6azsC/Cz85P3mfu0/84D2Ae+C24P2BLsFZwY3BqhHOQdnh7NHnAeiB0ZHCoaxBfyFMARPg57CogGeAJd/kn6T/aC8vLusOvK6E/mSOTB4r7hRuFZ4fjhIePM5PTmjumO7ObviPNj92T7e/+TA5sHgQsyD54StRVoGK0adxzAHYEetx5hHoAdGRwyGtQXCRXeEWEOpAq2BqkCkf6A+of2ufIo7+Xr/Oh95nPk5uLe4V/hbOEF4ibjy+Tr5n7peOzL72fzPfc6+07/YwNqB04LAA9sEoUVOxiDGlEcnx1lHqEeUB52HRUcNRrcFxcV8hF7DsIK2AbQArv+q/q09ufyVu8S7CjppuaZ5Ajj/OF44YDhE+Iv487k6eZ26WvsuO9Q8yH3G/sr/z0DQgcmC9YOQxJcFRQYXhovHIAdSh6KHj4eaR0NHDEa3hceFf4Riw7XCvEG7ALa/s361/YM83vvN+xM6crmuuQn4xjikeGV4STiPOPW5O3mdull7K7vQvMP9wb7E/8jAyUHBwu2DiISOxXzFz4aERxkHTAecx4rHlgdABwpGtkXHRUBEpMO4gr/Bv0C7v7j+vD2JvOX71Psaenn5tbkQuMy4qnhq+E34kzj4+T25nzpaOyu7z7zCPf7+gX/EgMSB/IKnw4KEiIV2hckGvcbSh0YHlweFR5FHfAbGxrOFxUV/BGRDuMKAwcEA/j+8Pr/9jjzq+9o7IDp/ubu5FrjSeLA4cHhTOJf4/XkBueJ6XPstu9D8wr3+voB/wwDCQfmCpEO+hEQFcYXDxrhGzQdAR5FHv8dMB3bGwcavRcGFe4Rhg7aCv4GAQP4/vP6BfdA87XvdeyP6Q/nAeVv41/i1+HY4WPiduML5RvnnemF7MbvUfMW9wT7CP8QAwoH5AqMDvIRBhW5FwAa0BsgHewdLx7nHRcdwxvvGaUX7xTZEXIOyAruBvQC7v7r+gD3P/O373vsl+kb5xDlgONz4uzh8OF84pDjJuU257jpn+zf72nzLPcX+xn/HgMVB+wKkA7yEQIVshf1GcIbDx3YHRgezh38HKYb0RmHF9AUuxFVDq0K1AbdAtn+2vry9jTzse947JnpIOcZ5Y7jhOIB4gjimOKu40XlV+fa6cHsAfCK80v3Nfs0/zYDKgf9Cp0O+xEGFbEX8Bm4GwEdxR0BHrQd3xyGG68ZYherFJURLw6ICrEGuwK6/r/62/Yh86LvbuyU6SDnH+WY45TiFuIh4rXiz+Np5X7nAurr7CvwtPN191z7Wf9YA0gHFwuzDgwSERW3F/AZshv1HLMd6h2YHb4cYRuGGTcXfhRnEQAOWQqDBpACkv6Z+rn2BPOL713siOkb5yDloOOi4iriO+LU4vPjkuWq5zLqHe1e8Ofzp/eO+4j/hANwBzsL0Q4kEiMVwhf0Ga8b6xyjHdMdeh2bHDgbWRkGF0kUMBHIDSEKTAZaAl/+avqP9t/ya+9E7HbpEecd5aXjruI+4lbi9uIb5MDl3edo6lbtmvAk9OT3yfvB/7oDogdnC/gORBI8FdMX/RmwG+Qckx27HVsddBwLGyYZzhYOFPIQiA3gCQsGGwIi/jH6W/ax8kTvI+xe6QHnFuWn47niUuJy4hrjR+Ty5RXopeqX7d7wafQq+A78AwD5A90HnQsnD2wSXBXqFwsatBveHIQdox05HUoc2RruGJAWyhOrED4NlgnBBdIB3P3v+R72evIU7/zrQOns5gzlpuPD4mbikOJC43fkKuZU6Orq4e0q8bj0efhd/FAAQwQhCNsLXg+bEoIVBhgcGrsb2hx1HYkdFh0dHKMarxhLFoATWxDsDEIJbQWAAYz9pPnY9Tvy3u7P6xzp0+b+5KTjzOJ64rDibOOr5Gfmmeg26zLugPEQ9dL4tfymAJUEbwgiDJ0P0BKtFScYMhrEG9ccZh1uHe8c6xtoGmsY/hUtEwQQkQzkCA8FIwEz/U/5ivX08aDum+v06Lbm7eSg49XikOLS4prj5OSq5uXoieuM7t7xcfU0+Rf9BgHxBMUIcQzjDw0T3xVMGEoa0BvVHFcdUh3GHLYbJxogGKsV0hKjDywMfgioBL4A0fzy+DP1pvFb7mHrxuiV5tnkmuPd4qbi9uLL4yHl8+Y36eTr7u5F8tz1oPmC/W8BVQUjCccMMBBPExUWdhhmGt0b1BxHHTMdmRx8G+EZzxdQFW8SOg+/Cw4IOARPAGX8i/jU9FDxD+4h65PocebE5JTj5uK/4h3jAORk5ULnkelH7FjvtfJP9hb69/3hAcMFigkmDYUQmBNRFqMYhBrsG9McNR0SHWkcPhuVGXcX7hQEEsgOSAuUB74D1//w+x34bfTz8L7t3epd6ErmrOSN4/Di2eJI4zrkrOWX5/LpsuzL7y7zzPaV+nX+XAI5BvkJjA3gEOYTkRbUGKUa+xvRHCMd7hw1HPoaQxkYF4QUkRFNDsgKEQc6A1X/c/ul9/7zj/Bm7ZPqI+gg5pTkhuP74vbiduN55Prl8+db6ibtR/Cx81P3Hfv9/uECuAZxCvkNQRE5FNUWBxnHGgsczhwNHccc/BuxGusYshYRFBQRyQ0+CoUGrQLL/u36JveI8yTwCe1F6uXn9OV75IDjCOMV46jjveRP5lfoy+qi7czwPfTj9677jv9uAz8H7wptDqgRkRQdFz0Z6hobHMoc9hycHL4bYRqLGEQWlhOPEDwNqwnvBRcCN/5e+p/2C/O076fs8+ml58blYeR64xfjOePf4wblqubB6ETrJu5a8dL0fPhJ/CcABATOB3UL5w4UEu4UZxd1GQ4bKhzEHNscbBx7GwsaJBjOFRMTARClDA8JUAV4AZr9x/kR9ojyPe9A7J3pYueY5Ujkd+Mp42DjG+RW5QznNOnG67Tu8vFw9R/57vzJAKIEZQgCDGcPhRJOFbUXrhkyGzgcvBy8HDgcMhuuGbUXTxWHEmkPBQxpCKcEzwD1/Cj5e/X+8cLu1etF6R7nauUw5HXjP+ON413kreV257DpUOxL75PyGfbM+Zv9dQFIBQMJlQzsD/sSsRUEGOgZVRtDHLAcmRz+G+IaShk+F8cU8RHIDlsLugf1Ax4ASPyC+N/0b/FC7mfr6+jZ5jvlGeR341njvuOm5Avm6Oc06uTs7O8+88v2gvpS/ikC9gWpCS4NdxB0ExcWVBghGnYbTBygHHAcvRuLGt4YvhY2FFERHA6nCgAHOQNl/5L71Pc89Nrwvu326o/olOYO5QXkfON34/bj9eRx5mPoweqB7Zfw8/OH90H7Ev/lAqwGVArNDQYR8BN+FqUYWhqWG1IcjBxCHHYbLBppGDUWnBOoEGcN6Qk9BnUCov7V+iD3k/NA8Dbtg+oy6E/m4+T044bjm+M05Ezl3+bm6FjrKe5L8bL0TPgK/Nr/qgNpBwcLcQ6ZEW8U5xb2GJEashtTHHIcDRwoG8UZ6xejFfcS9A+oDCEJcQWnAdf9EPpk9uXyo++s7A7q1ecM5rvk5+OV48bjeeSr5VfndOn569ruCvJ79Rz53PyqAHYELQi+CxkPLxLwFFEXRhnGGssbUBxSHNIb0RpVGWQXBxVJEjcP3wtQCJsE0QAE/UT5o/Uy8gHvH+yY6Xnny+WV5N/jquP448fkE+bX5wvqpOyW79PyTvb1+bf9gwFKBfcIewzFD8cSchW5F5QZ+BrgG0ccKxyOG3Ia2xjSFmAUkBFvDgsLdQe8A/P/Kfxy+N30fPFe7pHrI+ke54zldeTc48XjMeQd5YXmYuis6lntXPCn8yv31/qb/mUCJAbHCTwNdRBhE/QVIRjfGSUb7xs3HP0bQhsJGlgYNhavE8wQnA0tCo8G0wIM/0f7mfcS9MHwuO0C667oxuZS5Vnk4OPo43PkfOUA5/joWesa7i3xhfQS+MP7iP9NAwUHnAoBDiYR/BN1FocYJxpOG/cbIBzGG+walhnJF48V8hL9D74MRQmgBeIBHf5f+rv2QvME8BHtdOo76HHmHOVD5OvjFOS+5Oblh+eY6RHs5u4K8m71A/m4/HwAPQTsB3ULyQ7ZEZcU9RbpGGoacRv5GwAchhuMGhgZMBfdFCkSIg/VC1EIqAToACb9cPnY9W/yRe9p7Ofpy+cg5uvkNOT+40nkFOVb5hnoRerV7L7v8vJi9v/5t/15ATQF2AhSDJQPjRIxFXMXSBmoGo0b8xvXGzsbIRqOGIoWHhRVETwO4QpUB6UD5/8o/Hv48fSa8YXuwutc6V/n1OXC5C7kGuSI5HTl2+a36P3qpe2i8ObzYfcE+77+fQIxBskJMw1gEEETyRXtF6EZ3xqhG+MbpBvmGqoZ+RfYFVMTdBBKDeIJTAaaAtz+I/uB9wX0wvDF7Rzr1Oj45o/loOQw5EHk0uTg5WjnYenD64LukvHk9Gr4E/zO/4kDNAe+ChYOLRH0E18WYhj1GQ8brBvKG2YbhBonGVYXGhV7EocPTAzXCDoFhQHK/Rj6gvYY8+nvBe156lHoluZR5YfkPORy5CjlWeYB6Bnqlexr747y7/V++Sz95QCbBDwItgv6DvkRpRTxFtIYQRo2G64bpRscGxYalxinFk0UlhGODkILwgcfBGgAsfwI+YD1KPIQ70fs2enS5zvmG+V45FTksOSK5d/mqeje6nXtYfCW8wX3nPpN/gQCswVHCbEM3w/EElIVfRc7GYUaVBukG3QbxRqbGfkX6RV0E6QQiA0sCqIG+gJE/5L78/d79DfxOe6M6z/pW+fp5e/kdOR35Pvk++V0517pseti7mXxq/Qm+MT7d/8qA9AGVgqtDcMQjBP7FQMYnRm/GmYbjhs2G2AaERlNFx0VixKkD3QMCwl4BcwBGP5t+tv2dPNH8GPt1eqq6Ormn+XO5HvkqORT5XrmF+gi6pPsXu928sz1Ufn2/KcAVgTxB2gLqQ6mEVEUnhaCGPUZ7xptG2sb6hrtGXgYkRZCFJURlg5VC94HRASWAOb8Q/nA9W3yWO+R7CTqHOiE5mHlueSR5Ofku+UI58no9uqE7WjwlPP59oj6MP7gAYgFFgl6DKQPhRIRFToX+BhCGhMbZhs6G48aahnPF8YVVxOPEHsNKAqmBgYDWP+t+xb4o/Rm8WzuxOt56ZfnJ+Yu5bLktOQ15TLmpueM6dnrhO6A8b/0MvjJ+3P/HwO+Bj0KjA2dEGATyhXOF2QZhBopG1Ab+RokGtcYFhfqFF0Sew9SDO8IYwW+ARP+b/rl9obzYPCD7fzq1+gd59blCeW55Ofkk+W65lXoX+rN7JTvpvL39Xb5FP29AGUE9wdlC54OkxE2FHsWWBjEGbkaMRssG6gaqRkyGEwW/hNTEVgOGwuqBxYEbwDH/C35s/Vp8l7voOw86j3oreaS5fLkz+Qq5QLmU+cW6UPr0e2y8NvzPPfG+mf+DwKuBTMJjQytD4QSBBUkF9cYGBrfGiob9hpGGhsZfBdwFQETORAmDdcJWga/Ahn/dvvo94D0TvFf7sPrhemv50rmXOXq5PbkgOWE5v7n6Ok57OXu4fEe9Y34H/zD/2cD/AZwCrQNuBBuE8oVwRdKGV0a9RoRG68a0Rl7GLMWghTyEQ8P5guGCP4EXwG7/SD6ofZO8zbwZ+3u6tjoLef15Tfl9OQw5eflGOe96M7qQe0K8B/zbvbq+YP9JQHEBEwIrQvYDr4RURSGFlMYrhmSGvsa5hpUGkgZxxfXFYIT0xDVDZcKKAeYA/j/V/zI+Fr1HvIj73bsI+o36LnmsOUi5RDlfOVj5sHnj+nG61ruQfFr9Mz3U/vv/o8CJAacCegM+A+9EisVNxfWGAMathrtGqga5hmsGP8W6BRvEqEPiww6Cb4FKAKJ/vD6bvcU9PLwFu6O62TppOdU5n3lIOVA5d3l8+Z+6HXq0eyG74fyx/U3+cX8YgD+A4cH7QogDhERsxP6FdoXSxlGGscazBpVGmIZ+hcjFuQTShFfDjELzwdJBK8AFP2F+RT20fLM7xLtsOqy6CDnAeZc5TLlheVT5pnnUOlw6/DtxPDf8zH3rfpC/t0BcAXrCDsMUw8jEp8UuxZtGK4ZdxrFGpYa7BnJGDMXMRXNEhEQCw3ICVgGygIw/5r7GPi69JLxrO4Y7N/pDuit5sHlT+Va5eDl4OZV6DjqgOwj7xTyRfWp+C/8xv9dA+YGTgqGDYAQLBN/FW4X8Bj+GZMarBpJGmwZGRhVFioUoRHGDqYLUQjUBEEBqv0d+qv2ZPNZ8JbtKesd6XznTeaV5VjlmOVS5oTnKOk266TtaPB187z2Lfq6/VEB4gRcCK8LzA6kESkUURYRGGAZOhqZGn0a5RnVGFEXYRUOE2EQaQ0yCswGRgOy/x/8nvg/9RPyJ++K7Ejqa+j85gHmf+V55e7l3OZA6BLqSuze7sHx5/RA+L37Tv/iAmgG0QkMDQoQvRIZFRIXoRi8GV8aiBo1GmkZJRhyFlYU2xEOD/oLrgg7Ba8BHP6R+iD32PPJ8ADujOt36cvnkObL5YHlseVd5n/nFOkU63TtLPAs82n20vlY/ekAdwTvB0MLYg4+EcoT+RXCFxwZARptGl4a1BnSGFwXehUzE5MQpg16ChwHngMPAID8Avmj9Xbyh+/l7J3quOg/5zrmreWb5QTm5uY86ALqLuy27o7xqvT793D7+/6KAg4GdQmwDLAPZxLIFMgWXhiCGS8aYhoaGlkZIRh6FmkU+RE2DywM6Qh9BfcBaf7i+nP3K/Qb8VHu2eu/6Qzoyub95anl0OVy5ornFOkJ62DtDfAF8zn2m/ka/aYALwSlB/gKFw70EIITtRWDF+MYzxlDGjwauxnCGFYXfBU/E6gQxA2fCkkH0QNIAL78Qvnm9bnyy+8o7dzq9Oh3523m2eXA5SHm++ZK6AfqKuyq7nvxj/TY90j7zf5XAtcFOwl1DHQPKxKNFI8WKBhQGQMaOxr6GT8ZDxhuFmUU/BFADz0MAQmbBRsCkv4P+6P3X/RQ8YbuDuzz6T/o+uYp5tHl9OWP5qLnJukV62XtDPD98iv2h/kA/YcADAR+B80K6g3FEFIThRVUF7UYpBkaGhcamhmmGD4XahUzE6EQwg2kClMH4QNcANf8YPkI9t7y8u9R7QfrH+mi55fmAubm5UXmG+dm6B/qPuy57oTxlPTY90L7w/5IAsMFIwlZDFQPCRJoFGkWARgpGdsZFBrUGRwZ7hdQFkoU5hEuDy8M+AiXBRsCmP4Z+7L3cvRn8aHuLOwU6mLoH+dP5vjlGua15sfnSek164LtJvAU8z32lfkK/YwADAR5B8MK2w2yEDsTahU1F5QYfxn0GfAZchl9GBcXRBUOE38QpA2ICjwHzQNOAM38W/kI9uTy/e9h7RzrOenA57jmJ+YO5m7mRueS6ErqaOzi7qvxuPT591/72/5bAtEFLAlcDFIPABJaFFUW5xcKGbgZ7hmqGe8YvxcgFhoUthH/DgMMzghwBfkBev4B+6D3ZfRi8aLuNOwi6nfoOedw5h7mRebk5vjnfelr67ntXPBI83D2xPk2/bMALgSVB9kK6g26EDsTYxUmF30YYhnQGcYZQxlKGN8WChXSEkIQZw1NCgMHmAMcAKH8Nfnp9czy7e9Z7R3rQunR59LmSOY35p7mfOfM6Inqquwl7/Dx+/Q7+J77Fv+RAgEGVQl9DGoPEBJhFFIW2xf1GJkZxhl7GbgYghfeFdQTbRG0DrcLhAgoBbUBOv7I+m33O/RA8YruJuwe6n3oSueL5kPmc+Yb5zfowum16wfurvCb88P2FfqE/fwAcQTSBw0LFQ7aEFETbhUmF3IYSxmuGZkZDBkKGJcWuxR+EusPDQ3yCakGQQPK/1T87/ir9Zjyw+877QrrO+nX5+XmZ+Zi5tTmvOcW6drqAu2D71DyXvWd+P77c//pAlIGnQm7DJ4PNxJ7FF8W2xfnGH4ZnhlGGXgYNxeJFXcTChFNDk4LGQi/BE4B2f1t+hv38/MD8VnuAuwJ6nfoU+ei5mjmpuZb54PoGeoV7G/uG/EM9DX3h/rz/WgB1gQuCF8LXA4UEX0TixUzF28YOBmMGWgZzBi9Fz8WWBQTEngPlgx4CS8GyAJW/+X7iPhP9UfygO8G7eXqJ+nU5/LmheaQ5hLnCehw6UDrcu36787y3/Uf+YD88f9hA8IGAwoWDesPdRKpFHwW5RffGGQZcxkKGSsY3BYhFQQTjhDKDcUKjwc1BMcAV/3y+ar2jvOs8BLuzOvl6WXoVOe35pDm4Oam597og+qM7PDupPGb9Mf3GvuE/vMBWwWpCM4LvA5lEb0TtxVMF3QYKRloGTAZgxhiF9QV3xOOEeoOAQzfCJQFLgLA/lf7A/jW9NzxJe+97K/qBunI5/vmpObE5lrnZOjc6bzr+u2N8Gnzf/bC+SL9jwD5A1EHhwqLDU8QxxLnFKUW+BfcGEoZQhnEGNIXcBakFHkS9g8pDR4K5AaKAx8AtfxZ+Rz2DvM98Lbtheuz6UvoUefM5rzmI+f/50vpAesa7YvvSvJI9Xn4zfs1/58C/gVBCVgMNQ/LEQ0U8RVvF34YGhlBGfEYLBj2FlQVTxPuED8OTQslCNgEdAEL/qn6YfdB9Fnxte5j7Gzq2+i35wTnx+YA567nzuhb6k7sne498SP0QPeG+uX9TgGxBP4HJQsZDskQLBM0FdgWERjaGC0ZCxlzGGgX8BURFNMRQg9qDFcJGQa+Alj/8/ui+HP1dvK570jtL+t36SroTOfj5u/mcedm6MrpluvB7UPwDvMW9kz5ofwGAGsDwAb1CfsMxA9EEm0UNhaYF4oYCRkTGacYxxd4Fr8UpRI0EHYNegpMB/wDmgA2/d75o/aU87/wMu756x7qquij5w/n7+ZG5xDoS+nx6vnsWu8K8vv0IPhq+8n+LAKHBccI3gu9DlcRnxOLFRIXLRjWGAsZyRgUGO0WWxVkExMRcQ6MC3EILgXSAXD+FPvP97D0x/Eh78rszeo06QboSecA5yznzOff6F7qQ+yE7hfx8PMC9z76lf32AFQEnQfCCrUNZxDMEtkUgxbEF5UY8xjbGE8YURflFRIU4RFcD48MhwlTBgADof9D/Pb4y/XP8hLwn+2D68jpdeiQ5x7nIeeZ54To3eme67/tNfD18vP1IPlt/Mv/KAN4BqkJrQx1D/QRHxTrFVAXSBjNGN4YehijF10WrhSeEjYQgg2PCmoHIwTIAGr9GPri9tbzBPF57kDsY+rt6OPnSucm53bnOuht6QrrCu1j7wry8/QP+FH7qP4FAlkFlAinC4IOGhFhE0wV1BbwF5sY0xiWGOYXxRY5FUoTABFmDogLdAg5BeUBif40+/X32/T38VTvAO0G627pQOiC5zfnYef+5w3ph+pm7KLuL/EB9Az3QfqR/esAQQSEB6MKkA09EJ4SpxRPFo4XXhi7GKUYGhgeF7UV5hO5EToPcgxxCUMG9wKf/0j8Avnd9ejyMfDE7a3r9umm6MTnVedZ59LnvOgT6tLr7+1i8B7zFvY9+YT82/8xA3oGowmgDGEP2RH+E8QVJBcXGJgYphhAGGgXIRZzFGQS/w9PDWAKQAf/A6oAVP0J+tv21/MN8YruWOyE6hTpEOh9517nsud56K7pTOtM7aTvSfIu9Ub4gvvT/ikCdgWoCLILhQ4TEVETNBWzFscXaxicGFkYpBd/FvEUABO2EB0OQQsxCPoErAFY/gr70/fE9OnxUO8H7RbriOlk6LDnbeef50PoV+nV6rfs9O6B8VP0W/eM+tb9KgF5BLIHyAqqDUwQohKfFDsWbxc0GIcYZxjUF9AWYRWOE14R3Q4WDBYJ6wWkAlP/A/zG+Kz1wvIX8LbtrOsC6r/o6ueH55bnGegM6WvqMOxT7sjwhfN99qH54/wzAIMDwgbiCdIMhg/xEQgUvxURF/UXaRhqGPgXFBfFFQ4U+RGQD90M7gnQBpIDQwD0/LP5kPaZ89zwZ+5F7IDqIOkt6KnnmOf7587oD+q3677tHPDE8qv1wvj7+0f/lgLZBQEJ/gvCDkERbhNAFa0WsBdDGGMYERhNFxsWghSHEjYQmA26CqkHdQQsAd79mfpu92v0oPEY79/sAeuG6Xbo1Oek5+bnm+i+6UnrN+187xDy5fTu9x77ZP6xAfcEJQgtCwAOkRDTEr0URRZkFxUYVBggGHsXZhbpFAkTzxBGDnkLdwhNBQoCvv54+0f4OvVg8sfveu2F6/DpxOgF6Lfn3Ody6Hjp6Oq77OnuaPEr9Cb3S/qL/dUAHARPB2AKQA3iDzgSORTZFRMX4Bc8GCYYnhenFkUVfhNcEecOLQw5CRoG3gKW/078GfkE9h7zdfAV7grsXeoX6Tzo0ufa51PoPemS6kvsYu7M8H3zavaD+bz8AgBJA4EGmgmFDDUPnhGzE2sVvhamFx4YJRi5F90WlhXoE90Rfg/VDPAJ3AaoA2MAHf3k+cj21/Mg8a/ukOzM6m3peejz59/nPegL6UXq5uvm7Tvw2/K49cb49vs5/38CuQXZCM4LjA4FES4T/BRmFmgX+hccGMsXChfdFUgUVBIJEHINnAqUB2kEKAHk/aj6hveM9MjxR+8V7T3rxum56Bro6+cv6OLoA+qM63Xttu9D8hL1FPg7+3j+vAH5BB4IHAvmDW4QqRKLFAwWJRfRFwwY1hcvFxsWnhTAEokQBA4+C0IIHwXkAaL+Zfs9+Dv1bPLc75ntrusi6v3oRej+5yfowujK6TvrDu0777bxdvRr94n6wf0CAUAEaQdvCkQN2g8lEhoUsBXgFqMX9xfaF0wXTxbqFCIT/xCMDtQL5QjMBZcCV/8a/O/45fUL82/wHO4e7H7qROl16BXoJ+ip6Jnp8+qx7MruNPHk88324vkT/VEAjwO8BsgJpwxJD6MRqhNTFZgWchfdF9gXYRd8Fi0VehNrEQkPYQx+CW4GQAMDAMb8mfmJ9qbz/vCd7o7s2+qM6ajoMegs6JbocOm06l3sY+688F3zOvZF+W/8qv/mAhUGJwkODLwOJBE7E/YUTxY+F78X0BdwF6IWaBXJE80RfA/jDAwKBgffA6YAa/07+if3PPSJ8Rvv/Ow469bp3ehR6DXoiuhO6X3qEuwF7k3w4PKw9bH41PsL/0YCdwWNCHsLMw6oEM0SmhQFFggXnhfEF3oXwBabFRAUJhLmD1sNkQqVB3YEQQEH/tb6vffM9A/yle9p7ZTrIOoU6XToROiE6DPpTurP67Dt6O9s8jD1J/hD+3X+rgHgBPoH7wqvDS8QYhI/FLsV0BZ6F7QXfhfZFsgVTxR3EkcQyw0NCxsIAgXSAZv+aftN+Fb1kfIM8NLt7+tq6kzpmehV6ILoHekl6pTrZO2L7wHyufSm97v66P0eAVAEbgdoCjANuw/6EeUTcRWYFlMXoBd+F+wW7RWHFMASoBAxDn8LlwiGBVsCJv/0+9b42fUN837wOe5H7LTqhenB6GrohOgN6QLqX+sf7Tfvn/FL9C/3PPpk/ZcAyQPpBucJtwxLD5URjRMoFV8WKxeKF3oX+hYNFrgUARPwEI8O6AsKCQEG2wKp/3n8W/le9o/z/fCy7rrsHuvl6Rbps+i/6DjpHupr6xjtH+918Q/04Pbc+fT8GAA8A08GQwkKDJgO3xDVEnIUrRWBFuoW5xZ3Fp0VXRS9EsQQfQ7yCzAJQwY5AyEAC/0D+hj3WPTR8Y7vme3968Dq6Ol46XTp2+mq6t7rce1b75TxEPTD9qL5nfyo/7ICrwWQCEgLyQ0HEPoRlhPVFLAVJRYwFtMVDhXlE18SgxBYDusLRgl2BokDjACO/Zz6xfcV9ZvyYfBy7tbsluu46j7qLOqB6jzrWezT7aLvvvEd9LT2dflV/EX/NgIdBeoHkQoEDTkPJRG/EgAU4RRfFXgVKxV5FGcT+RE3ECgO1wtPCZwGygPnAAP+J/tk+Mb1WvMq8ULvqe1p7IXrA+vl6irr0+vb7D3u8+/08Tf0sfZX+Rv88P7IAZgEUQfmCUsMdQ5ZEO8RMBMVFJsUvxSAFOAT4hKLEeIP7Q24C0sJtAb+AzYBav6m+/j4bPYO9OrxCvB27jbtUOzH657r1utu7GLtru5M8DTyXPS79kT57fuo/mcBHwTDBkYJmwu5DZUPJhFlEkwT2BMFFNMTQxNYEhYRhA+pDY4LPAnABiUEdwHF/hj8f/kG97n0ofLL8D3v/+0X7YnsWOyE7A3t7+0n767wffKL9M/2PvnM+2z+EgGzA0EGsQj2CgYN2A5iEJ4RhhIWE0sTJBOiEskRmxAfD1wNWgsjCcEGQQStART/f/z7+Zb3WfVQ84Tx/e/D7tvtSu0S7TTtr+2B7qXvFvHO8sT07vZC+bX7PP7JAFIDygUmCFoKXAwiDqUP3RDEEVYSkRJ0Ev8RNREaELMOBg0dC/8IuAZSBNgBWP/a/G36HPjw9fbzNvK38ILvnO4J7szt5O1T7hbvKfCG8SfzBfUW91H5qvsX/osA/AJeBaUHxwm6C3QN7g4gEAURmBHYEcMRWhGeEJQPQA6pDNcK0gilBlgE+AGR/yz91fqY+H/2lPTg8mzxPfBa78buhO6W7vrur++x8Pvxh/NO9Uf3aPmo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type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Synthesis frequency\n",
"fs = 16000\n",
"IPython.display.Audio(pm.synthesize(fs=16000), rate=16000)\n",
"# Sounds like sine waves..."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
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type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"IPython.display.Audio(pm.fluidsynth(fs=16000), rate=16000)\n",
"# Sounds (kind of) like a cello!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Writing it out\n",
"\n",
"Finally, we can easily write out what we just made to a standard MIDI file via the `write` function. `pretty_midi` puts each `Instrument` on a separate track in the MIDI file. Note that because `pretty_midi` uses a slightly different representation of MIDI data (for example, representing time as absolute seconds rather than as ticks), the information written out to the file will be slightly different. Otherwise, everything in your `PrettyMIDI` object will be included in the generated MIDI file."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"pm.write('out.mid')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Parsing a MIDI file\n",
"\n",
"The other intended use of `pretty_midi` is to parse MIDI files, so that they can be manipulated and analyzed. Loading in a MIDI file is simple. `pretty_midi` should be able to handle all valid MIDI files, and will raise an Exception of the MIDI data is corrupt."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# We'll load in the example.mid file distributed with pretty_midi\n",
"pm = pretty_midi.PrettyMIDI('example.mid')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
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P9E2usq7y6zTy2oqUCI99vT1xwlTuXd+oRnHYj/edxo/euDGu32KvP7Fp/WKvU5Fy7FC1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\nkQxpEC0iIiIikiENokVEREREMvT/usTh39kLbi8AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1114054d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 4))\n",
"plot_piano_roll(pm, 24, 84)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"There are 12 time signature changes\n",
"There are 13 instruments\n",
"Instrument 3 has 888 notes\n",
"Instrument 4 has 26 pitch bends\n",
"Instrument 5 has 169 control changes\n"
]
}
],
"source": [
"# Let's look at what's in this MIDI file\n",
"print 'There are {} time signature changes'.format(len(pm.time_signature_changes))\n",
"print 'There are {} instruments'.format(len(pm.instruments))\n",
"print 'Instrument 3 has {} notes'.format(len(pm.instruments[0].notes))\n",
"print 'Instrument 4 has {} pitch bends'.format(len(pm.instruments[4].pitch_bends))\n",
"print 'Instrument 5 has {} control changes'.format(len(pm.instruments[5].control_changes))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### A note on timing information\n",
"\n",
"As discussed above, `pretty_midi` stores the time of different events in absolute seconds. This is different from MIDI, where the timing of events is determined in terms of relative \"ticks\" from the previous event. The amount of time each tick corresponds to depends on the current tempo and the file's resolution. Naturally, this is a woefully difficult way to deal with timing, which is why `pretty_midi` represents time in terms of absolute seconds. Hoever, we don't want to totally get rid of the metrical grid, so `pretty_midi` retains a mapping between times and ticks which is based on tempo change events."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"24.271851\n",
"2688\n",
"24.271851\n"
]
}
],
"source": [
"# What's the start time of the 10th note on the 3rd instrument?\n",
"print pm.instruments[2].notes[10].start\n",
"# What's that in ticks?\n",
"tick = pm.time_to_tick(pm.instruments[2].notes[10].start)\n",
"print tick\n",
"# Note we can also go in the opposite direction\n",
"print pm.tick_to_time(tick)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Modifying the MIDI data\n",
"\n",
"Anything we did above when creating a MIDI file can now be done to the parsed MIDI object. For example, we can add or remove notes from instruments, add or remove instruments from the MIDI sequence, or even modify the attributes of individual events."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Let's shift the entire piece up by 2 semitones, because why not?\n",
"for instrument in pm.instruments:\n",
" # Skip drum instruments - their notes aren't pitched!\n",
" if instrument.is_drum:\n",
" continue\n",
" for note in instrument.notes:\n",
" note.pitch += 2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Adjusting timing\n",
"\n",
"There are two ways to modify the timing of a MIDI sequence in `pretty_midi`. The first way is to directly changing the timing attributes of all of the events in the `PrettyMIDI` object (and its `Instrument`s). While simple, the issue with this approach is that the timing of these events will no longer match the timing/metrical information in the MIDI file. The second approach is to use the `adjust_times` function, which effectively takes an original and adjusted temporal grid and correctly performs the warping - ensuring that the timing/metrical information remains correct. This can also be used for cropping out portions of the MIDI file."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"26.6990361\n"
]
}
],
"source": [
"# Get the length of the MIDI file\n",
"length = pm.get_end_time()\n",
"# This will effectively slow it down to 110% of its original length\n",
"pm.adjust_times([0, length], [0, length*1.1])\n",
"# Let's check what time our tick from above got mapped to - should be 1.1x\n",
"print pm.tick_to_time(tick)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Analyzing the MIDI data\n",
"\n",
"`pretty_midi` contains extensive functionality for deriving information from a MIDI sequence. Much of this information is not readibly accessible from the MIDI file itself, so a primary goal of `pretty_midi` is to take care of all of the parsing and analysis in a correct, efficient, and easy-to-use way.\n",
"\n",
"#### Timing information\n",
"\n",
"Inferring, for example, the beat or downbeat times from a MIDI file requires keeping careful track of tempo change and time signature change events. `pretty_midi` handles this for you, and keeps them correct when you use `adjust_times`."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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T3H1T8NSLwLSYwhIRkSyxJQozOxC4HfiMu7+c/Zy7O+AFXrfYzNaY2Zqenp4I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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1142c6b90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the tempo changes over time\n",
"# Many MIDI files won't have more than one tempo change event,\n",
"# but this particular file was transcribed to somewhat closely match the original song.\n",
"times, tempo_changes = pm.get_tempo_changes()\n",
"plt.plot(times, tempo_changes, '.')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Tempo');"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x10abb21d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Get and downbeat times\n",
"beats = pm.get_beats()\n",
"downbeats = pm.get_downbeats()\n",
"# Plot piano roll\n",
"plt.figure(figsize=(12, 4))\n",
"plot_piano_roll(pm, 24, 84)\n",
"ymin, ymax = plt.ylim()\n",
"# Plot downbeats as white lines, beats as grey lines\n",
"mir_eval.display.events(beats, base=ymin, height=ymax, color='#AAAAAA')\n",
"mir_eval.display.events(downbeats, base=ymin, height=ymax, color='#FFFFFF', lw=2)\n",
"# Only display 20 seconds for clarity\n",
"plt.xlim(25, 45);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Harmonic information\n",
"\n",
"Beyond metrical information, `pretty_midi` contains a few utility functions for measuring statistics about the harmonic content of the MIDI sequence. However, it's also designed so that additional analysis is easy."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x113c42490>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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AtqraBFwKXJ5kB7CbUaDQrfd+4AZgD/DKqrp3qFolSbMb9E15VbUZ2Dyj7fyx6W8AL/g2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\najIsJElNhoUkqel/ARJUCMPxrENpAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11139bed0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot a pitch class distribution - sort of a proxy for key\n",
"plt.bar(np.arange(12), pm.get_pitch_class_histogram());\n",
"plt.xticks(np.arange(12), ['C', '', 'D', '', 'E', 'F', '', 'G', '', 'A', '', 'B'])\n",
"plt.xlabel('Note')\n",
"plt.ylabel('Proportion')"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"60 C-to-D transitions.\n"
]
}
],
"source": [
"# Let's count the number of transitions from C to D in this song\n",
"n_c_to_d = 0\n",
"for instrument in pm.instruments:\n",
" # Drum instrument notes don't have pitches!\n",
" if instrument.is_drum:\n",
" continue\n",
" for first_note, second_note in zip(instrument.notes[:-1], instrument.notes[1:]):\n",
" n_c_to_d += (first_note.pitch % 12 == 0) and (second_note.pitch % 12 == 2)\n",
"print '{} C-to-D transitions.'.format(n_c_to_d)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Utility functions\n",
"\n",
"Since the MIDI specification is not a terribly user-friendly format (e.g. instruments are identified by integers with no discernible order), `pretty_midi` provides various functions for converting between MIDI format and human-friendly/readable format."
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Program number 42 is Cello\n",
"... and has instrument class Strings\n",
"Bassoon has program number 70\n"
]
}
],
"source": [
"print 'Program number 42 is {}'.format(pretty_midi.program_to_instrument_name(42))\n",
"print '... and has instrument class {}'.format(pretty_midi.program_to_instrument_class(42))\n",
"print 'Bassoon has program number {}'.format(pretty_midi.instrument_name_to_program('Bassoon'))"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Splash Cymbal has note number 55 on drum instruments\n"
]
}
],
"source": [
"print 'Splash Cymbal has note number {} on drum instruments'.format(\n",
" pretty_midi.drum_name_to_note_number('Splash Cymbal'))"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"A pitch bend value of 1000 is 0.244 semitones\n",
"To pitch bend by -1.3 semitones, use the value -5324\n"
]
}
],
"source": [
"print 'A pitch bend value of 1000 is {:.3f} semitones'.format(\n",
" pretty_midi.pitch_bend_to_semitones(1000))\n",
"print 'To pitch bend by -1.3 semitones, use the value {}'.format(\n",
" pretty_midi.semitones_to_pitch_bend(-1.3))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Additional resources\n",
"\n",
"As mentioned above, [the docs](http://craffel.github.io/pretty-midi/) cover all of the functionality in `pretty_midi`. For additional usage examples, check the [examples directory](https://github.com/craffel/pretty-midi/tree/master/examples). If you encounter an issue or have a feature request, feel free to [create an issue](https://github.com/craffel/pretty-midi/issues/new)."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# `pretty_midi` tutorial\n",
"\n",
"This tutorial goes over the functionality of [pretty_midi](http://github.com/craffel/pretty_midi), a Python library for creating, manipulating, and extracting information from MIDI files. For more information, check [the docs](http://craffel.github.io/pretty-midi/)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pretty_midi\n",
"import numpy as np\n",
"# For plotting\n",
"import mir_eval.display\n",
"import librosa.display\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"# For putting audio in the notebook\n",
"import IPython.display"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Building a MIDI file from scratch\n",
"\n",
"To start, we'll build a MIDI sequences from the ground up. More specifically, we'll build up a MIDI \"object\" using `pretty_midi`'s representation of MIDI (which we could ostensbily write out to a MIDI file later on). This representation is actually a little different than standard MIDI files (it's intended to be less ambiguous and a little easier to work with), but the two are mostly interchangeable. Relevant differences will be pointed out as we go.\n",
"\n",
"### The `PrettyMIDI` class\n",
"\n",
"The `PrettyMIDI` class is the main container in `pretty_midi`. It stores not only all of the events that constitute the piece, but also all of the timing information, meta-events (like key signature changes), and utility functions for manipulating, writing out, and inferring information about the MIDI data it contains."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Construct a PrettyMIDI object.\n",
"# We'll specify that it will have a tempo of 80bpm.\n",
"# You can also specify the MIDI resolution,\n",
"# which we can ignore for our purposes.\n",
"pm = pretty_midi.PrettyMIDI(initial_tempo=80)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The `Instrument` class\n",
"\n",
"One of the most important functions of the `PrettyMIDI` class is to hold a `list` of `Instrument` class instances. Each `Instrument` is able to store different events (for example, notes) which are meant to be played on a given general MIDI instrument (for example, instrument 42, \"Cello\"). The `Instrument` class also has functions for extracting useful information based solely on the events in that particular instrument."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[]\n"
]
}
],
"source": [
"# The instruments list from our PrettyMIDI instance starts empty\n",
"print pm.instruments"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Let's add a Cello instrument, which has program number 42\n",
"# pretty_midi also keeps track of whether each instrument is a \"drum\" instrument or not\n",
"# because drum/non-drum instruments share program numbers in MIDI.\n",
"# You can also optionally give the instrument a name,\n",
"# which corresponds to the MIDI \"instrument name\" meta-event.\n",
"inst = pretty_midi.Instrument(program=42, is_drum=False, name='my cello')\n",
"pm.instruments.append(inst)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Event containers\n",
"\n",
"At the bottom of the hierarchy are individual classes for holding MIDI events: `Note`, `PitchBend`, and `ControlChange`. These classes store information analogous to their corresponding MIDI events. The `Instrument` class has separate `list`s for each of these event types.\n",
"\n",
"#### Note\n",
"\n",
"The `Note` class represents a MIDI note, which has a pitch, a start time, and and end time. Notes have a pitch number from 0 to 127, representing the notes from C-1 to G9. In addition, notes have a velocity (volume) from 1 to 127, from quietest to loudest. The way `pretty_midi` stores notes is slightly different from standard MIDI, in the sense that in MIDI the note-on and note-off events are separate and their correspondences must be guessed from the MIDI stream. `pretty_midi` keeps the start and end times of a note coupled together, so things are less ambiguous. Furthermore, `pretty_midi` stores all times in terms of actual wall clock time from the start of the MIDI sequence, rather than in \"ticks\" (discussed further below). This is much easier to work with!"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[Note(start=0.200000, end=1.100000, pitch=60, velocity=100), Note(start=0.600000, end=1.700000, pitch=62, velocity=100), Note(start=1.000000, end=2.300000, pitch=64, velocity=100)]\n"
]
}
],
"source": [
"# Let's add a few notes to our instrument\n",
"velocity = 100\n",
"for pitch, start, end in zip([60, 62, 64], [0.2, 0.6, 1.0], [1.1, 1.7, 2.3]):\n",
" inst.notes.append(pretty_midi.Note(velocity, pitch, start, end))\n",
"print inst.notes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Pitch bends\n",
"\n",
"Since MIDI notes are all defined to have a specific integer pitch value, in order to represent arbitrary pitch frequencies we need to use pitch bends. A `PitchBend` class in `pretty_midi` holds a time (in seconds) and a pitch offset. The pitch offset is an integer in the range [-8192, 8191], which in General MIDI spans the range from -2 to +2 semitones. As with `Note`s, the `Instrument` class has a `list` for `PitchBend` class instances."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# We'll just do a 1-semitone pitch ramp up\n",
"n_steps = 512\n",
"bend_range = 8192/2\n",
"for time, pitch in zip(np.linspace(1.5, 2.3, n_steps),\n",
" range(0, bend_range, bend_range/n_steps)):\n",
" inst.pitch_bends.append(pretty_midi.PitchBend(pitch, time))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Control changes\n",
"\n",
"The `Instrument` class also holds control changes. Control changes include things like modulation, reverb, etc., which may or may not be supported by a given General MIDI synthesizer. As usual, they are stored in an `Instrument`'s `control_changes` `list`. We won't be covering them here."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Putting it all together\n",
"\n",
"To give you a taste of what sorts of analysis you can do (which we'll cover in the next section), here's an example of some simple analysis that we can do now that we've constructed a (simple) MIDI sequence.\n",
"\n",
"#### Plotting a piano roll\n",
"\n",
"A great way to visualize MIDI data is via a piano roll, which is a time-frequency matrix where each row is a different MIDI pitch and each column is a different slice in time. `pretty_midi` can produce piano roll matrices for each indivual instrument (via `Instrument.get_piano_roll`) or the entire `PrettyMIDI` object (summed across instruments, via `PrettyMIDI.get_piano_roll`). The spacing in time between subsequent columns of the matrix is determined by the `fs` parameter."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<matplotlib.figure.Figure at 0x11117afd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_piano_roll(pm, start_pitch, end_pitch, fs=100):\n",
" # Use librosa's specshow function for displaying the piano roll\n",
" librosa.display.specshow(pm.get_piano_roll(fs)[start_pitch:end_pitch],\n",
" hop_length=1, sr=fs, x_axis='time', y_axis='cqt_note',\n",
" fmin=pretty_midi.note_number_to_hz(start_pitch))\n",
"\n",
"plt.figure(figsize=(8, 4))\n",
"plot_piano_roll(pm, 56, 70)\n",
"# Note the blurry section between 2s and 2.5s - that's the pitch bending up!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Sonification\n",
"\n",
"`pretty_midi` has two main ways to sonify MIDI data: the `synthesize` and `fluidsynth` functions. `synthesize` is a simple and rudimentary method which just synthesizes each note as a sine wave. `fluidsynth` uses the Fluidsynth program along with a SoundFont file (a simple one is installed alongside `pretty_midi`) to create a General MIDI synthesis. Note that you must have the Fluidsynth program installed to use the `fluidsynth` function. Both the `Instrument` and `PrettyMIDI` classes have these methods; the `PrettyMIDI` versions just sum up the syntheses for all of the contained instruments."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source 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type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Synthesis frequency\n",
"fs = 16000\n",
"IPython.display.Audio(pm.synthesize(fs=16000), rate=16000)\n",
"# Sounds like sine waves..."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
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type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"IPython.display.Audio(pm.fluidsynth(fs=16000), rate=16000)\n",
"# Sounds (kind of) like a cello!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Writing it out\n",
"\n",
"Finally, we can easily write out what we just made to a standard MIDI file via the `write` function. `pretty_midi` puts each `Instrument` on a separate track in the MIDI file. Note that because `pretty_midi` uses a slightly different representation of MIDI data (for example, representing time as absolute seconds rather than as ticks), the information written out to the file will be slightly different. Otherwise, everything in your `PrettyMIDI` object will be included in the generated MIDI file."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"pm.write('out.mid')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Parsing a MIDI file\n",
"\n",
"The other intended use of `pretty_midi` is to parse MIDI files, so that they can be manipulated and analyzed. Loading in a MIDI file is simple. `pretty_midi` should be able to handle all valid MIDI files, and will raise an Exception of the MIDI data is corrupt."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# We'll load in the example.mid file distributed with pretty_midi\n",
"pm = pretty_midi.PrettyMIDI('example.mid')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
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P9E2usq7y6zTy2oqUCI99vT1xwlTuXd+oRnHYj/edxo/euDGu32KvP7Fp/WKvU5Fy7FC1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\nkQxpEC0iIiIikiENokVEREREMvT/usTh39kLbi8AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1114054d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 4))\n",
"plot_piano_roll(pm, 24, 84)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"There are 12 time signature changes\n",
"There are 13 instruments\n",
"Instrument 3 has 888 notes\n",
"Instrument 4 has 26 pitch bends\n",
"Instrument 5 has 169 control changes\n"
]
}
],
"source": [
"# Let's look at what's in this MIDI file\n",
"print 'There are {} time signature changes'.format(len(pm.time_signature_changes))\n",
"print 'There are {} instruments'.format(len(pm.instruments))\n",
"print 'Instrument 3 has {} notes'.format(len(pm.instruments[0].notes))\n",
"print 'Instrument 4 has {} pitch bends'.format(len(pm.instruments[4].pitch_bends))\n",
"print 'Instrument 5 has {} control changes'.format(len(pm.instruments[5].control_changes))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### A note on timing information\n",
"\n",
"As discussed above, `pretty_midi` stores the time of different events in absolute seconds. This is different from MIDI, where the timing of events is determined in terms of relative \"ticks\" from the previous event. The amount of time each tick corresponds to depends on the current tempo and the file's resolution. Naturally, this is a woefully difficult way to deal with timing, which is why `pretty_midi` represents time in terms of absolute seconds. Hoever, we don't want to totally get rid of the metrical grid, so `pretty_midi` retains a mapping between times and ticks which is based on tempo change events."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"24.271851\n",
"2688\n",
"24.271851\n"
]
}
],
"source": [
"# What's the start time of the 10th note on the 3rd instrument?\n",
"print pm.instruments[2].notes[10].start\n",
"# What's that in ticks?\n",
"tick = pm.time_to_tick(pm.instruments[2].notes[10].start)\n",
"print tick\n",
"# Note we can also go in the opposite direction\n",
"print pm.tick_to_time(tick)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Modifying the MIDI data\n",
"\n",
"Anything we did above when creating a MIDI file can now be done to the parsed MIDI object. For example, we can add or remove notes from instruments, add or remove instruments from the MIDI sequence, or even modify the attributes of individual events."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Let's shift the entire piece up by 2 semitones, because why not?\n",
"for instrument in pm.instruments:\n",
" # Skip drum instruments - their notes aren't pitched!\n",
" if instrument.is_drum:\n",
" continue\n",
" for note in instrument.notes:\n",
" note.pitch += 2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Adjusting timing\n",
"\n",
"There are two ways to modify the timing of a MIDI sequence in `pretty_midi`. The first way is to directly changing the timing attributes of all of the events in the `PrettyMIDI` object (and its `Instrument`s). While simple, the issue with this approach is that the timing of these events will no longer match the timing/metrical information in the MIDI file. The second approach is to use the `adjust_times` function, which effectively takes an original and adjusted temporal grid and correctly performs the warping - ensuring that the timing/metrical information remains correct. This can also be used for cropping out portions of the MIDI file."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"26.6990361\n"
]
}
],
"source": [
"# Get the length of the MIDI file\n",
"length = pm.get_end_time()\n",
"# This will effectively slow it down to 110% of its original length\n",
"pm.adjust_times([0, length], [0, length*1.1])\n",
"# Let's check what time our tick from above got mapped to - should be 1.1x\n",
"print pm.tick_to_time(tick)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Analyzing the MIDI data\n",
"\n",
"`pretty_midi` contains extensive functionality for deriving information from a MIDI sequence. Much of this information is not readibly accessible from the MIDI file itself, so a primary goal of `pretty_midi` is to take care of all of the parsing and analysis in a correct, efficient, and easy-to-use way.\n",
"\n",
"#### Timing information\n",
"\n",
"Inferring, for example, the beat or downbeat times from a MIDI file requires keeping careful track of tempo change and time signature change events. `pretty_midi` handles this for you, and keeps them correct when you use `adjust_times`."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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T3H1T8NSLwLSYwhIRkSyxJQozOxC4HfiMu7+c/Zy7O+AFXrfYzNaY2Zqenp4I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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1142c6b90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the tempo changes over time\n",
"# Many MIDI files won't have more than one tempo change event,\n",
"# but this particular file was transcribed to somewhat closely match the original song.\n",
"times, tempo_changes = pm.get_tempo_changes()\n",
"plt.plot(times, tempo_changes, '.')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Tempo');"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x10abb21d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Get and downbeat times\n",
"beats = pm.get_beats()\n",
"downbeats = pm.get_downbeats()\n",
"# Plot piano roll\n",
"plt.figure(figsize=(12, 4))\n",
"plot_piano_roll(pm, 24, 84)\n",
"ymin, ymax = plt.ylim()\n",
"# Plot downbeats as white lines, beats as grey lines\n",
"mir_eval.display.events(beats, base=ymin, height=ymax, color='#AAAAAA')\n",
"mir_eval.display.events(downbeats, base=ymin, height=ymax, color='#FFFFFF', lw=2)\n",
"# Only display 20 seconds for clarity\n",
"plt.xlim(25, 45);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Harmonic information\n",
"\n",
"Beyond metrical information, `pretty_midi` contains a few utility functions for measuring statistics about the harmonic content of the MIDI sequence. However, it's also designed so that additional analysis is easy."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x113c42490>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x11139bed0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot a pitch class distribution - sort of a proxy for key\n",
"plt.bar(np.arange(12), pm.get_pitch_class_histogram());\n",
"plt.xticks(np.arange(12), ['C', '', 'D', '', 'E', 'F', '', 'G', '', 'A', '', 'B'])\n",
"plt.xlabel('Note')\n",
"plt.ylabel('Proportion')"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"60 C-to-D transitions.\n"
]
}
],
"source": [
"# Let's count the number of transitions from C to D in this song\n",
"n_c_to_d = 0\n",
"for instrument in pm.instruments:\n",
" # Drum instrument notes don't have pitches!\n",
" if instrument.is_drum:\n",
" continue\n",
" for first_note, second_note in zip(instrument.notes[:-1], instrument.notes[1:]):\n",
" n_c_to_d += (first_note.pitch % 12 == 0) and (second_note.pitch % 12 == 2)\n",
"print '{} C-to-D transitions.'.format(n_c_to_d)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Utility functions\n",
"\n",
"Since the MIDI specification is not a terribly user-friendly format (e.g. instruments are identified by integers with no discernible order), `pretty_midi` provides various functions for converting between MIDI format and human-friendly/readable format."
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Program number 42 is Cello\n",
"... and has instrument class Strings\n",
"Bassoon has program number 70\n"
]
}
],
"source": [
"print 'Program number 42 is {}'.format(pretty_midi.program_to_instrument_name(42))\n",
"print '... and has instrument class {}'.format(pretty_midi.program_to_instrument_class(42))\n",
"print 'Bassoon has program number {}'.format(pretty_midi.instrument_name_to_program('Bassoon'))"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Splash Cymbal has note number 55 on drum instruments\n"
]
}
],
"source": [
"print 'Splash Cymbal has note number {} on drum instruments'.format(\n",
" pretty_midi.drum_name_to_note_number('Splash Cymbal'))"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"A pitch bend value of 1000 is 0.244 semitones\n",
"To pitch bend by -1.3 semitones, use the value -5324\n"
]
}
],
"source": [
"print 'A pitch bend value of 1000 is {:.3f} semitones'.format(\n",
" pretty_midi.pitch_bend_to_semitones(1000))\n",
"print 'To pitch bend by -1.3 semitones, use the value {}'.format(\n",
" pretty_midi.semitones_to_pitch_bend(-1.3))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Additional resources\n",
"\n",
"As mentioned above, [the docs](http://craffel.github.io/pretty-midi/) cover all of the functionality in `pretty_midi`. For additional usage examples, check the [examples directory](https://github.com/craffel/pretty-midi/tree/master/examples). If you encounter an issue or have a feature request, feel free to [create an issue](https://github.com/craffel/pretty-midi/issues/new)."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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