diff --git a/README.md b/README.md index 3e2af76..69e3b36 100644 --- a/README.md +++ b/README.md @@ -22,6 +22,8 @@ There are 3 files in this GitHub repository to help run these tutorials. ### 1. In Anaconda Install anaconda https://www.anaconda.com/distribution/ This can be done on Windows, Mac, and Linux. The code for the Anaconda prompt will be the same on all operating systems +<<<<<<< HEAD +======= **Open the Anaconda prompt and run each line of code below.** @@ -31,6 +33,7 @@ This can be done on Windows, Mac, and Linux. The code for the Anaconda prompt wi `git clone https://github.com/GeoNet/data-tutorials.git` + `cd data-tutorials` @@ -61,8 +64,6 @@ Activate this environment **Install all packages used** - - Install the environment file `conda env create -f environment.yml` @@ -130,8 +131,12 @@ You will need to install all packages under dependencies in the file https://git ### 3. In Binder [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/GeoNet/data-tutorials/master) +<<<<<<< HEAD +My Binder is an experimental project still in beta phase that can be used to run notebooks. Any issues with binder can be reported at there project's GitHub https://github.com/jupyterhub/binderhub +======= My Binder is an experimental project still in beta phase that can be used to run notebooks. Any issues with binder can be reported at their project's GitHub https://github.com/jupyterhub/binderhub + [My Binder](https://mybinder.org/) is a free online tool to be able to run jupyter notebooks without installing anything on your computer. Binder will launch in your internet browser. There are some important things to note when using binder. @@ -144,4 +149,8 @@ You can also do this with the notebook itself. If you want to run a notebook you have save to your computer in binder you can click upload and upload a saved notebook from your computer. Each cell of code can be run with `shift + enter` or you can run the entire notebook by selecting `cell`, `Run All` in the toolbar. The Following link should open the Jupyter Notebook in your browser using Binder: +<<<<<<< HEAD +https://mybinder.org/v2/gh/GeoNet/data-tutorials/master +======= https://mybinder.org/v2/gh/GeoNet/data-tutorials/master + diff --git a/Tide_Gauge_Data/GeoNet_Tide_Gauge_Data.ipynb b/Tide_Gauge_Data/GeoNet_Tide_Gauge_Data.ipynb index b74d563..6f5737a 100644 --- a/Tide_Gauge_Data/GeoNet_Tide_Gauge_Data.ipynb +++ b/Tide_Gauge_Data/GeoNet_Tide_Gauge_Data.ipynb @@ -111,7 +111,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -129,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -155,7 +155,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -189,12 +189,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "starttime = UTCDateTime(\"2011-03-11T17:00:00.000\") # initial time\n", - "endtime = UTCDateTime(\"2011-03-12T07:00:00.000\") # end time " + "starttime = UTCDateTime(\"2015-03-11T17:00:00.000\") # initial time\n", + "endtime = UTCDateTime(\"2015-03-12T07:00:00.000\") # end time " ] }, { @@ -216,7 +216,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -242,13 +242,13 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Inventory created at 2019-01-27T20:16:56.000000Z\n", + "Inventory created at 2020-04-22T23:56:08.000000Z\n", "\tCreated by: Delta\n", "\t\t \n", "\tSending institution: GeoNet (WEL(GNS_Test))\n", @@ -277,7 +277,7 @@ "\t\tChannels (0):\n" ] }, - "execution_count": 7, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -295,13 +295,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "Inventory.plot(projection=\"local\")" + "Inventory.plot(projection=\"local\");" ] }, { @@ -347,7 +358,7 @@ "source": [ "Having seen the Raoul Island station on the map and its station code, I can get more data about this station.
\n", "We can use the parameter `level` to pick the \"level\" of detail in data we want. The “level” of the data is about how much on each station you get. `level=\"response\"` is the most complete \"level\" of data we can get from `get_stations` and includes the instrument response data.
\n", - "`station=\"RFRT\"` say that the code get data for the station with the station code RBCT
" + "`station=\"RFRT\"` say that the code get data for the station with the station code RFRT
" ] }, { @@ -368,15 +379,15 @@ "text": [ "Station RFRT (Raoul Island Fishing Rock)\n", "\tStation Code: RFRT\n", - "\tChannel Count: 16/16 (Selected/Total)\n", + "\tChannel Count: 18/18 (Selected/Total)\n", "\t2009-05-18T00:00:00.000000Z - \n", "\tAccess: open \n", "\tLatitude: -29.25, Longitude: -177.90, Elevation: 2.0 m\n", "\tAvailable Channels:\n", "\t\tRFRT.40.BTZ, RFRT.40.BTH, RFRT.40.BTT, RFRT.40.LTZ, RFRT.40.LTH, \n", - "\t\tRFRT.40.LTT, RFRT.40.VTH, RFRT.40.VTT, RFRT.41.BTZ, RFRT.41.BTH, \n", - "\t\tRFRT.41.BTT, RFRT.41.LTZ, RFRT.41.LTH, RFRT.41.LTT, RFRT.41.VTH, \n", - "\t\tRFRT.41.VTT\n" + "\t\tRFRT.40.LTT, RFRT.40.VTZ, RFRT.40.VTH, RFRT.40.VTT, RFRT.41.BTZ, \n", + "\t\tRFRT.41.BTH, RFRT.41.BTT, RFRT.41.LTZ, RFRT.41.LTH, RFRT.41.LTT, \n", + "\t\tRFRT.41.VTZ, RFRT.41.VTH, RFRT.41.VTT\n" ] } ], @@ -415,18 +426,18 @@ "name": "stdout", "output_type": "stream", "text": [ - "Channel 'BTZ', Location '40' \n", + "Channel 'LTZ', Location '40' \n", "\tTime range: 2011-11-09T00:00:00.000000Z - --\n", "\tLatitude: -29.25, Longitude: -177.90, Elevation: 2.0 m, Local Depth: 0.0 m\n", "\tAzimuth: 0.00 degrees from north, clockwise\n", "\tDip: 0.00 degrees down from horizontal\n", "\tChannel types: CONTINUOUS, GEOPHYSICAL\n", - "\tSampling Rate: 10.00 Hz\n", + "\tSampling Rate: 1.00 Hz\n", "\tSensor (Description): Pressure Sensor (Druck PTX)\n", "\tResponse information available\n", "Channel Response\n", "\tFrom m () to count ()\n", - "\tOverall Sensitivity: 86402.7 defined at 1.000 Hz\n", + "\tOverall Sensitivity: 86402.7 defined at 0.100 Hz\n", "\t5 stages:\n", "\t\tStage 1: PolynomialResponseStage from m to A, gain: 0.0008\n", "\t\tStage 2: PolynomialResponseStage from A to V, gain: 250\n", @@ -434,33 +445,33 @@ "\t\tStage 4: CoefficientsTypeResponseStage from V to count, gain: 419430\n", "\t\tStage 5: FIRResponseStage from count to count, gain: 1\n", "\n", - "Channel 'BTT', Location '40' \n", + "Channel 'LTT', Location '40' \n", "\tTime range: 2011-11-09T00:00:00.000000Z - --\n", "\tLatitude: -29.25, Longitude: -177.90, Elevation: 2.0 m, Local Depth: 0.0 m\n", "\tAzimuth: 0.00 degrees from north, clockwise\n", "\tDip: 0.00 degrees down from horizontal\n", "\tChannel types: CONTINUOUS, GEOPHYSICAL\n", - "\tSampling Rate: 10.00 Hz\n", + "\tSampling Rate: 1.00 Hz\n", "\tSensor (Description): Pressure Sensor (Druck PTX)\n", "\tResponse information available\n", "Channel Response\n", "\tFrom m () to count ()\n", - "\tOverall Sensitivity: 10000 defined at 1.000 Hz\n", + "\tOverall Sensitivity: 10000 defined at 0.100 Hz\n", "\t1 stages:\n", "\t\tStage 1: CoefficientsTypeResponseStage from m to count, gain: 10000\n", "\n", - "Channel 'BTH', Location '40' \n", + "Channel 'LTH', Location '40' \n", "\tTime range: 2011-11-09T00:00:00.000000Z - --\n", "\tLatitude: -29.25, Longitude: -177.90, Elevation: 2.0 m, Local Depth: 0.0 m\n", "\tAzimuth: 0.00 degrees from north, clockwise\n", "\tDip: 0.00 degrees down from horizontal\n", "\tChannel types: CONTINUOUS, GEOPHYSICAL\n", - "\tSampling Rate: 10.00 Hz\n", + "\tSampling Rate: 1.00 Hz\n", "\tSensor (Description): Pressure Sensor (Druck PTX)\n", "\tResponse information available\n", "Channel Response\n", "\tFrom m () to count ()\n", - "\tOverall Sensitivity: 10000 defined at 1.000 Hz\n", + "\tOverall Sensitivity: 10000 defined at 0.100 Hz\n", "\t1 stages:\n", "\t\tStage 1: CoefficientsTypeResponseStage from m to count, gain: 10000\n", "\n" @@ -499,11 +510,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ - "RFRT= client.get_waveforms('NZ',\"RFRT\", \"40\", \"BT?\", starttime,endtime)" + "RFRT= client.get_waveforms('NZ',\"RFRT\", \"40\", \"BT?\", starttime,endtime, attach_response=True)" ] }, { @@ -523,7 +534,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -534,15 +545,20 @@ " station: RFRT\n", " location: 40\n", " channel: BTH\n", - " starttime: 2011-03-11T16:59:54.269536Z\n", - " endtime: 2011-03-12T07:00:16.369536Z\n", + " starttime: 2015-03-11T16:59:58.069500Z\n", + " endtime: 2015-03-12T07:00:20.369500Z\n", " sampling_rate: 10.0\n", " delta: 0.1\n", - " npts: 504222\n", + " npts: 504224\n", " calib: 1.0\n", "_fdsnws_dataselect_url: http://service.geonet.org.nz/fdsnws/dataselect/1/query\n", " _format: MSEED\n", - " mseed: AttribDict({'dataquality': 'D', 'number_of_records': 2331, 'encoding': 'STEIM2', 'byteorder': '>', 'record_length': 512, 'filesize': 3580416})\n" + " mseed: AttribDict({'dataquality': 'D', 'number_of_records': 2388, 'encoding': 'STEIM2', 'byteorder': '>', 'record_length': 512, 'filesize': 3667968})\n", + " response: Channel Response\n", + "\tFrom m () to count ()\n", + "\tOverall Sensitivity: 10000 defined at 1.000 Hz\n", + "\t1 stages:\n", + "\t\tStage 1: CoefficientsTypeResponseStage from m to count, gain: 10000\n" ] } ], @@ -559,12 +575,12 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -576,7 +592,7 @@ } ], "source": [ - "RFRT.plot()" + "RFRT.plot();" ] }, { @@ -596,7 +612,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -604,9 +620,9 @@ "output_type": "stream", "text": [ "3 Trace(s) in Stream:\n", - "NZ.RFRT.40.BTH | 2011-03-11T16:59:54.269536Z - 2011-03-12T07:00:16.369536Z | 10.0 Hz, 504222 samples\n", - "NZ.RFRT.40.BTT | 2011-03-11T16:59:54.269536Z - 2011-03-12T07:00:16.369536Z | 10.0 Hz, 504222 samples\n", - "NZ.RFRT.40.BTZ | 2011-03-11T16:59:54.269536Z - 2011-03-12T07:00:16.369536Z | 10.0 Hz, 504222 samples\n" + "NZ.RFRT.40.BTH | 2015-03-11T16:59:58.069500Z - 2015-03-12T07:00:20.369500Z | 10.0 Hz, 504224 samples\n", + "NZ.RFRT.40.BTT | 2015-03-11T16:59:58.069500Z - 2015-03-12T07:00:20.369500Z | 10.0 Hz, 504224 samples\n", + "NZ.RFRT.40.BTZ | 2015-03-11T16:59:58.069538Z - 2015-03-12T07:00:20.369538Z | 10.0 Hz, 504224 samples\n" ] } ], @@ -625,13 +641,94 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "###### Split the RFRT data up into its channels" + "### Units\n", + "\n", + "BTH waveform data is in $\\mu$m\n", + "\n", + "BTT waveform data is in $\\mu$m\n", + "\n", + "BTZ waveform data is in counts\n", + "\n", + "###### In this way, BTH can be transform to meters (m) in the following way:" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "converted_meters = (RFRT[0].data)*(1/10000)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 2.3558, 2.3662, 2.3812, ..., 2.7013, 2.6686, 2.6378])" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "converted_meters" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Remove instrument response" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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KTBCemJiI6dOnY8OGDUhN5bDikSCEwO23347evXujWbNmka4OERERUcSIvNwiLISIBZCcnJxsODrKlStX0KtXL1y6dAkdO3ZEjRo1UKgQe+KEk5QSSUlJWLduHfbv34/p06ejadOmka4WERERUVClpKSgdOnSAFBaSpmil65AtIRv3boVx44dw+LFi3HrrbdGujoFWqdOnfDss89i6dKlDMKJKKQOHTqEbt26YcSIEejQoUOkq0NE5KNANAfHxcWhUqVKDMCjQOHChdGqVSvExcVFuipElM/17NkTe/bsQceOHSNdFSKiXApEEJ6VlYVSpUpFuhrkFhsbi6ysrEhXg4jyuZQU3avAREQRVyCCcMB1UyBFBz4XRBQOvPeHiKJZgf6EqlatGqpWrYorV6541/Xt2xejRo1C27ZtERMT47Ncc801qF69umZevXv3RrFixRATE4Py5cujQ4cOOH/+vHf7qFGjULRoUZ/81q5d661HiRIlEBMTgxtvvBFDhgyBw+HwqUORIkVw7bXXeh8vWbJEsx4TJkyAEALbt2/3rsvMzESPHj1QqlQp3HTTTVi2bJnuOVEeR2xsLFq0aIGDBw8CgGl91OcrJiYGhQsXxnPPPWf9SSEiChL+4CeiaFagg3AASE1NxYIFC3Kt//7775GWluZdTp8+jRtuuAHDhw/XzWv06NFIS0vDX3/9hfT0dLz66qs+259//nmfPB955BHvtp9//hlpaWn49ddfsWLFCnz66ac+dXjooYfw0UcfeR937949V/lnz57F0qVLUbFiRZ/1I0eOREJCAs6ePYvPP/8c/fr1w5EjR0yPIzExES1btsQLL7yQ65xo1Ud5bGlpafjxxx9RsmRJDB48WLcsIqJQYUs4EUWzAv8JNWTIEIwbNw5Xr141TPfss8/innvuwUsvvWSaZ+nSpfHEE09gz549tutTo0YN3HvvvX7t+8orr2D06NEoVqyYz/rFixdj5MiRiI2NRbNmzdC+fXt8/vnnpvkVLlwYXbp0waFDh2zXJTExEV26dMF7772HBg0a2N6fiChQDMKJKJoV+E+o1q1bo1KlSpqt4R5Tp07F/v37MXfuXEt5JiYmYvXq1bpdV4wcPXoUmzdvtr3vxo0bcenSpVzDcCUmJuKff/5B/fr1vesaNmyIAwcOmOZ59epVLFu2DHfddZetugCuVv+mTZuib9++tvclIgoGBuFEFM34CQVXdw291vDdu3djxIgRWL58ueGEQICrG0fp0qVRrlw5nD17Fh9++KHP9vnz56NMmTIoU6YMqlat6rOtdevWiImJQa1atXD33XdjwIABluufk5ODIUOGYOrUqbm2paWloXDhwihRooR3XWxsLNLS0gyPo0yZMoiJicGMGTPw9ttvW64LAEyfPh179+7Fxx9/bGs/IqJgYhBORNGMn1AAHn74Ydxwww1YuHChz/qUlBR07twZY8aMQePGjU3zGTlyJJKTk3Ho0CFkZGTgzJkzPtufffZZJCUlISkpCSdPnvTZtn79eqSmpmL16tWIi4szDJLVZs6cifvuuw/16tXLtS0mJgYOhwMZGRk+xxUTE2N4HElJScjMzMTChQvRrl07nDt3zlJdfv/9d7z11lv4/PPPPbNFUR6UkJCASZMm+dxcTOF35MgRdOvWDfv37490VfIk3phJRNGMQbibVmv4Sy+9hHr16uE///mPrbzq1KmDd955BwMHDoSU0vJ+Qgg8/vjjePDBBzFmzBjL+23YsAFLlixBxYoVUbFiRZw+fRqPPvoo5s+fj7Jly6JixYrYt2+fN/3evXtx2223meZbqFAhtG/fHtdccw22bt1qmj41NRVPP/00Ro8ejSZNmliuP0WfHj164NVXX8XDDz8c8rIGDBiAESNGhLycvKhNmzZYtmwZ7rnnnkhXJeiSkpJw8eLFkJbBlnAiimb8hHJr06YNrr/+eqxevRoAMGfOHGzbtg3z58/3K7+uXbvi8uXL+Pbbb23v+9prr+GTTz6x/AW1YMECHDx4EHv27MGePXtw4403YvHixejcuTMAV0A1ZswYpKamYvv27fjqq6+824xIKfHtt98iISEBtWvXNk3fp08f3HrrrRgyZIilelP0+v777wEg5C2wR44cwaxZs2z96CxI/v77bwCwdWUsryhbtiyuu+46pKamhqwMBuFEFM34CaXgGcoPACZOnIjz58+jSpUquca+BoBff/3VsEtHkSJFMGjQIEyYMMF2PerUqYOWLVti2rRpumnatm2LcePGAQDKlCnjbQWvWLEiChcujHLlynn7gb/zzjsoXbo0brjhBjz11FOYNWuWN6jWOo6RI0ciJiYGpUqVwiuvvIJ58+b53Nip5dSpU1i2bBnWr1+f63y1bdvW9jmggkE5Rr+dq0aUfxw7dixkeTMIJ6JoJvLyF58QIhZAcnJysuFNk+PGjcOhQ4ewePHi8FWOdK1atQoTJkzAjh07Il0V0lG4cGE4nU4AoQ2ODx486O0a5XA4GDSpKPs056XP6pMnT2L8+PEYMmSI7lU0z7Ht2rXL0j03agkJCTh+/Lhh17dmzZph27ZtAPLW+SOivC0lJcVzX1xpKWWKXjp+4xFRLuEKhpXleIL+cNm3bx+Sk5PDUtbKlSsxd+7csB9jpDz++OOYM2cOmjVrZprW33NSo0YNNG3aFD/++KNuGt6YSUTRrEAE4UWLFkV2dnakq0FuWVlZKFKkSKSrQQbCFbxEKgjfsmULGjRogJo1a/q1/6xZsyzfeC2lxJNPPok+ffqgSpUqfpUXKlevXsW+ffuC3kq8d+9eAPB27zPi7/OelJQEAPj666910/DKChFFswLxCVWrVi38/fffuHTpUqSrQnBdfrZyoydFTn5vCf/qq68AAJcuXUJ8fDzWrFkDh8Nhef8BAwZgxowZ2LRpk61yrQ716RHs5+HTTz/Fa6+95g26O3bsiAYNGlieiCwUAn3ejfZXn7+MjAykp6cHVB4RUbAUiOZIz02OQ4YMQZ8+fVC9enUULlw40tUqUKSUSEpKwnfffYdffvkFb731VqSrRAbCFYQrW9zDGYQrj69hw4aIj4/H1KlTbQ9H6mmNDZVChQoF9bw8//zzAIB27dqhVatW+OabbwAAkydPRp8+fYJWjhDCcut6oK3wVoNwp9OJ0qVLIycnB9nZ2bjmmmsCKldt9OjRyMjIwMSJE4OaLxHlXwUiCC9dujRmz56Nt956C4MHD450dQq0kiVLon///njiiSciXRUyEImW8HDeOKcsNz4+HgDw5Zdf2g7C7bSe+yNUz8Ply5d9Hgf7B1ChQoUsn5tQtoQrf+RlZ2cjJycHAHD27FncfPPNAZWrdOXKFYwaNQoAMHDgQFSuXDloeRNR/lUggnAAqF27Nv773//i5MmTiI+PLzA3SEWTkiVLok6dOkFvgaLgy+/dUbSOz5/y/dlnypQplsfSD9XzoK63v+f+ypUr+Omnn9C8eXOfoU6jJQhXnr9QvtaUPyCzsrKCmjcR5V8FJggHXK0i1apVQ7Vq1SJdFSK/bNu2DSdPnkSXLl1CWk6kb8zs2rUrTp8+jU2bNoWk65iVIPzChQvYvXs32rRpoxsM+xPMDR06NKRBeHZ2Nv7++2/D+y6CFYS/+eabmDRpEh566CFMnjwZZ8+exSOPPGKr3uEKwpWv6WBfwYjUFR0iyttC0swihGgkhNgqhEgVQvwuhLjdIO2zQoijQoh0IcQhIUStUNSJKD9o1qwZunbtiri4uJCWE+mW8M8//xxbtmzB7t27Q16uVvmA6+pZu3btsGjRIt18gtWiqhe4+fM8tGzZEnXq1DEcNSRYQfjHH38MAPjxxx/RoEEDtG3bFvv377f1w0mv7PT0dEs3UfoThNeuXduvidT0ROreBiLK24L+TSuEKArgSwALAJQBMAHAl0KIXH0QhBCPAXgFwBMAYgD8GwCHMCEycfTo0ZDmH+kg3CNUfa6tBOGemy49I6loCUbAdfz4cVSsWNE7A66S3vOQlJSERYsWISUl9xwQ27dvBwB88sknumWaBeFWW3O16nfw4MGAW8L/+OMP74y748ePt72/Uf083njjDZ/HZ8+exV133YWFCxea1BjIzMz09i+3Ux8iIqVQfNPWAVBCSjlXSumQUi4HkA3gfo20bwMYIqU8IF2OSyl1B5YVQhQTQsR6FgClQlB/oqgX6i/6aBkdxepx2u0CoHV8egH/unXrdCeECcbz8MYbb+DChQuaIwbpPQ+dO3fGM888g169eunma1Q39TblsX/11VcoX748vvvuO7Oq6/6YCSQIv3LlCsaOHet9/Oabb9raX8lOt6rXXnsNO3bsQO/evQ3TpaWloWTJkqhbt67t+hARKYVrnHAB4DafFUIUBnA7gPpCiDNCiBNCiBHC+FPzDQDJiuVMqCpMFM1CFZx65KUg/IUXXkDt2rWRkZGhuT0rKwszZszA8ePHvevs3JiZkZGB1q1ba+YfjJZ6o488ZT137NiBtWvXIjExET/88AMAYM2aNQBc453ffvvtmDp1qqW6qbcpj/3xxx9HYmIiHn30UdO6BzsIdzqdqFy5Mv773//6tb+V+ulJS0uzlG7nzp2QUupejWKfcCKyKhTftIcBZAkh+gohigohugKoCaCEKt31cN0Y+iCAenC1lHcG0Nsg7/EASisWjgNFBZKV4HTIkCGoWrWqpVkL1SIx3be/Qfi8efNw9OhRrFy5EoArCDp79qx3+9ixYzFw4EDUrFkTf/zxBwD/RkfRCtKM9gmkS4fWtrvuugtt27bVHN5z3Lhx2LNnj88Nn3Zawv1tvdU7j3pdNczqkpmZiYsXL9qqg9PpxIkTJ5CamoqdO3f6lG0nCFenTUpKwpkzudt5zPJkSzgRWRX0IFxKeQVABwA9AfwDV3/vHwGcVSXNdP+dKKVMklKeAjATQDuDvLOllCmeBUBqsOtPlBdY+aKfOnUqTp8+jVmzZtnOP5CW8PT0dKSm2n9rBton3LN///79UblyZSxevBgA8Msvv3jT3HPPPZBSagbIyvJHjhxpqX56z0NcXBwqVKiAjz76yLTeypsYZ82ahc6dO3sDfq0bHJXH45GdnW25bp5tJ06csJTWiNbrZNeuXZZbldVl+/O627NnD6pXr47Y2Fg0bdrUZy6IQILwsmXLokqVKt5x5K3mySCciKwKyTVnKWWclPJeKWV5AN0A1AKwW5UmEYB6DufwN78R5UF2vuj9CQqsBi/Jycm4//77MXv2bG9ZMTExiI2NRXZ2NhITE7F8+XJkZmaa5BRYn3BlWk/g6+lLrDyWjIwMPPzww7luylOX9c4772huP3r0qE+Arle/3r174/Lly+jXr59pvZX1GzBgAFasWOG9GdHq86CVbv369brpV69ejerVq3sfBzMInzZtmq08lD+I/AnCDx486PN45syZfuWnl1Y9EpFZnuyOQkRWhWqIwvrumyhLwTU6yh4p5X6NpAsADBNClBJC3AigL4BvQ1EnovwkWoLwDz74AL/88gv69+8PwLdF9ty5c2jbti26dOmCoUOH+lXPQI7T81h9LHo3WXpa3U+fPq25vVatWqhVq5ZPgK5Vv9TUVOzbt89yvbXO9blz53S3qe3duxc7duzQ3KY3xKP6pku98yyEQK9evXIFltnZ2cjOzg7KvQPKso26Qf3222+2h6y0063K6ljwbAknomAJ1d1XzwGIh+vGyYpw9/MWQnQXQhxQpBsN4Lw73U4AqwCYjw9FVMBFSxCuHsdZPeTgb7/9BgDeriFGnE4nzp49iwULFviss8pqEG62f48ePTS3a41ZrdVdZvr06ZbK89DqcpKTk4PRo0f79G3X06hRI9tBuJrReV68eDEOHz7sk/b6669HuXLlghJwWskjJSUFd999N+68805cvXrVct52fiTojW1uFISbdWsiIjISkhkzpZRDAOSaEk5KuQTAEsXjKwBedC9EeVpOTg4OHjyI+vXrh/zGRjuXvP0JCqzWXx246I12YqUOUko0atQIly79b6oAvf327t2Lnj174t133/WuUwfEnsd2g3A7Y7A7nU44HA7ExcXh9ttvR5EiRXIF6/v3a10E/B+t+q1cudJSFx4zVgNWs+dHWZfU1ITrlqcAACAASURBVFQkJycDgO6INHZYeW0kJiZ6/8/KykLRokUt5R2M7ijq15U6CFe/V9gdJXCZmZlYv349HnjgAcTExES6OkQhE64hConyvR49eqBhw4aYNGkSANfoCv369cPmzZuDXla0tISr0+lNDW50A6MyjTIAV+cBAJ06dcLDDz+MJ598Evv27UP79u11y/C3Jdzu8HrDhg1D06ZNMWDAAM39W7VqZZiHVnnBCMAB4OWXX0bnzp1N05m9RgK9eTKQsgH4TEpk5/UcjCDcqCU80C5U0WL79u04duxYpKvh1b9/fzz++OPo3r17pKtCFFIMwomCZPny5QCAiRMnAnDdGPjRRx+hefPmpvseOXIk1ygMRsy+6D3jSFtJq8WfILxx48bYuXOn93GjRo1M69CuXTvDNMp1R44cwapVq7B+/XrNgCEYQXhaWpqlLiAegwcPxuTJkwEAc+fO1Szv8uXLhnnYmeLdHytWrDBNYycIt1vfDRs2oFWrVrpjf8fHx2PgwIHYs2ePbh59+/a1XFelUAfh+aE7yvHjx3HPPffglltuiXRVvDxd0oxmqyXKDxiEEwWZ50vYasvSuXPnULt2bVSsWNF2GXratGljOa0Wf4LwuLg4PPjgg97Hyps0rdTBLAivXbu2rf39CcLfe+89S2mNWAlSf/75Z+//4ZoYyYjZ86O8ImG3q9UDDzyAjRs34umnn8arr76aa/vAgQMxY8YM3H777bp5bN261XJdlfy9MVPZhUhdXrBmeY0W6tFliCh8Iv/pT5TP2A3+7IykoS4jGGkPHTqEoUOH+rTE+9sdJSsry1IdEhISvJPreHTr1s10PyNaQXh6ejq+/dbagEsnT57EP//8Y7k8PVbOnefHyl9//YWTJ08GXGag7LSEB3K/w6RJk/Dggw96rxr5o3v37obDLyr52xJev3597//KY3/11Vd9fixonTe7fcJPnjyJQYMG4a+//rK1nxU5OTnYunUrrly5opsmGn4EEhVUfPcRBZnnSziQMZ7NqL/8s7KykJSUZJr25MmTWLRokc+sgnfccQemTJniMyqIvzdm6lEHJi1btsSTTz7ps+733383rLsZ9ZUHp9OJTz75xPL+ALwzagbC6jnJzs5GjRo18M033wRcZqDMJkXyPA8zZ84MuNvCzz//jC5duvi9/7p16/Dwww9bShvs7iie+z20thmtM9K2bVtMnz7d9N4Bf7zyyiu49957DcerZxBOFDl89xHpMGo9MmK3JTwYQfgNN9yAsmXLagbiyrS33HILnnnmGZ8JVTyt157hBO3Uyd8vcKut/3ZmzJw5c6bPc+ZwOGw/h8pz4I8lS5Zg6tSpltLamVUy0jzPw8svv6w5lXu0CkWfcLNtdoPwQ4cOAQBOnTplaz8rPvzwQwDAp59+qpuGQThR5PDdR6Rh8+bNKFasmObMiWY8X8JWW0TVN3pZ+TJWtyx7gm+tcaGnTZuG3r17A/jfkHVaE9b4MwKGP1/gFy5csJy2a9eu3pkvrVCOopGVlRX2/rk9evSwfHyhviHTH3rDM+a1fs4eoRiiUCkY3VEijUE4UeTw3UekIKVEx44dvSOaKKcotyqQlvDXX38dVatWzdWampmZiU2bNuUqQ69stYULF5qmC1cQ3rVrV1vpx48fbzmwVR/XnDlzbJUVTtEY/Lz4ovaUDXktCL948SLOnDkT1BkztUZvyUs3ZjZs2FDzSlmo5zTwh7JOet3siPKD6PsWIIqguLg4fPnllwHlEUif8Pfffx8AMGSI71xXnTp1QsuWLb2P7QbhVtI5nU5kZmbi0qVL2Lt3r3f9yy+/7DPSCQCsWbMGgwYN8ivg2LBhg+19rr/+ekvp1PU5ceKE7bLCxWzowkjQmhUUsNctKBpcd911qFKlClJTU73r1DcCeyQmJuLjjz/Gr7/+qrnd85rSGr0lLwXhf/zxB6ZMmZJrfTT+GFQG4YMGDYpgTYhCKyQzZhIF25YtW9CnTx98+OGHeOCBB0JWTjCCjVD0Cf/+++81y9i/f79Pa73dIPz8+fPeddnZ2YiNjfW5aRNw9bWuVq2az/ByTzzxBAD4dZNeoUKFQhbU5aVgsXr16mEt7/jx46Zp/OkXHc08/a0B/Ssw5cqVM8zD6NiPHz+O8uXL+6yL5u4o6h/TQHQG4YUKFfKe9+3bt0e4NkShwyCc8oSWLVsiJycHDz74YEi/5ILxhRTOGzOVQ6kp15v5+eefkZmZ6TMiCoBcAbiHskVZOa7wuXPnLJWnFMogPK8Gi+FQs2ZNw+0pKSm6/dSdTmdYugUE+72tvKLjL6PX1F133ZWrznZeg8ouZsGQk5ODIkX0v9a16haNQbiyJTyaf9QQBSr63n1UIL388ssYOHCg7na94DDYtL6Qli5dihdeeMFyHSIxOopyvd7MhGqLFy/WHBZQizJovu2227z/63VfMOK5OTQU/OnqUhBYCWQ++OADwyDcc/UjlDp06BDyMuxyOp3eUUaspleTUmL//v3IzMz0rtuyZYtPF7NAzZo1C8WLFzcM7LV+/JrNABoJyjrxhzXlZwzCKeISEhIwc+ZMzJgxAwkJCRGti1ZA3L17d8ybNy/XzY16ghWEG30hGgXhTz/9tKVyT58+rXl5WkuwWq5DHSQ/88wzIc0/r7Ly/KWkpBiOEBLsVlst6m5X0VCe0+nEf/7zH8t5ar1vV69ejfr16+Pee+/1rtu8ebPlPNXOnj2LlStX+nwODBgwADk5OT6TXqlvupwxY0auvKIxCDeblZQov2AQThGn/JANV4u3HqPAWTmjpEdmZiYyMjI001sdgm727Nma6xcvXqy7jz83Zqq/YMeOHatbdzWHw4Fz586hffv2ltLrmTx5ckD7k3+sBDIOh8OwJTw/ateunWkauz9Atc7VggULALgmpLI7hKlSeno65s6di8qVK+PJJ5/UHP/baJSjK1eu4PDhwz7rrLY6L168GG3btkVycrLtetvFlnAqKBiEU8T584HrcDhC0mpjFISr6+ZwOBAbG4uSJUtqdrHQyktKia+//trnJrn58+drlmc0tbfesRudv+nTp+tuM+NwODBo0CB8/fXXfucBRGf/04LASiCZk5Oje6Wib9++wa5SnmE3CDTrd+2ZvdJoAh09Q4YMQZ8+fbyP165dq1n+7Nmz8dlnn2m+3y5evOj9f+TIkbjnnnsM6+7Rq1cvrF27FmPHjrVdb7vYEk4FBb8RKeLsBuHZ2dmoVq0a7r///pDWRU0d+KakpHhb7rXGsdbKa926dWjfvr3pTXKA61wkJydrTvHtdDo1J9wxCrbsXFLXylc5koq/onGCmoLAShC+atUq3W12JljKb4IdhM+dOxdnzpzxGbnFKvWPYK2yLly4gP79+6Nnz56aY4Ar91FPRmblWMMxtGY0dpEhCgUG4RR2hw4dwj///ON9bDcI37VrF86cOaM7rm8g7LSEm9VbK69t27ZZrkt2djbGjBmj2SL+zTffoHXr1qZ1DBajrgpWpaWlBTwGO/lH2RdZT0EOtI3YfU9pBY3qzwLlzK52qPMxq5tZEK5mJeD150fJZ599pjsbqxa2hFNBwSA8CDIzM30mhSB9p06dQt26dXHDDTd411kJwpVp9ALlVatWGfajtsLfIFw9Ssi+ffs087ITyG7YsEG3tUxv6LVoDsKXLVsWpNqQXX/88Uekq5BnBbslXOux0qVLl1CzZk3N2XrtBuFaQbXRPlaO1e75+Oyzz9CzZ0/UqlXL8j7sE04FBYPwIChfvjxiY2Mt3+QWDsePH0f37t2DMk5uMGkNiWel1cMsCJdSolOnTujVq1dA3SaMvhx/++033bS33nqrz7bJkydr5mW3T/R3331nK300B+FEeZHZe0rdj14rvfq9Y/Q58Nxzz+H48eO5uopo7WfWzSgagnA7V/88GIRTQcEgPAg8Y7+q7zqPpPbt22Pp0qVo3LhxpKviwywIDaQl3CMxMdF+xSzkvW7dOm9/yNTUVOzcuVM3rdPp1AxaQ31jYjQH4QziKS9KS0sz3K6ewVdr8h71VSC9z4F//vnH8OZn9X4HDhwwrJuWY8eO+YxXrhSKIFxZ5zlz5qB+/fo4c+aM4T75sTvKn3/+ifHjx/s1twLlXwzCgyiabiDxdGOItmm8gx2E223pMWNWP88Mk02aNEGrVq100zmdzqC0hNsVzUE4+xxTXvTuu+/aSq9+D65ZsyZXGr3PAbN+0+r9Tp48aauvNeAanaVu3bqa20IRhCs/N/r27Yv9+/ejSpUqhj9u8uONmbfeeivefPNNvPnmm5GuCkURBuFBFE2/2LVuyIkGwQ7ClUP9meVhhVn9PEOCmV31YBCe29tvvx2k2hCFl53X/tatW32uxmmNJqI3a6xZOVrbjSb90Qtg//77b831ep8fV65cMU2jR+8zT3l1ICUlBb///ru3vvmxJdxj69atES3/7NmzmDx5MpKSkiJaD3JhEB5E0fRhEa3jMZvVS+9LQy8Iv+WWW3KlDeR5CNaPF3UQ7nA4cOnSJZ91DRs2xJYtW4JSnkeoJtJISkoKeLr5SE/ERBQOM2fORJ06dbyPtQJn5XYlvc/H999/H6NGjdLcHszvHa28vvrqKxQrVszv8vSOSZlP/fr1cccdd3gbOfJzn/BIH0+LFi3wyiuv4MUXX4xoPcglOiO1PCqaLpvl1SBc7wNK+UVmNQ+n02l7TNtQBeGtWrVChQoVfEY7+eOPP3DfffcFpTyPYcOGBTU/j23btmHdunUhyZso2pl16zt37pzPY2XXKzufxeq0zzzzDA4fPoxhw4Zh9OjROHv2bK59/A3qtI5JK6/OnTsHVJ6VIPzUqVMAgBUrVgDQbwnfuHEj6tWrZ9j6H+0iHYT/9ddfAOzf9F+QnTp1CnFxcSHJOySRmhCikRBiqxAiVQjxuxDidp10xYUQn7nTnRJCdA1FfcJFa0bFSPXJzm9BuJ0bMz15PP300/jXv/6l+4E9adIkzJ07F1evXsWmTZuQnZ1tmK8d6iDcM6b5woULg1aGFrY2E4Wf1pj93333HXr16mVr1Cx1q/miRYvQtm1b72OtftRG3zFGDUPFixfPta569epYsWKFT3cau8MiKuXk5FgKwtXr9FrCW7VqhQMHDqB58+aW6xBtoqWxLtI/BvKSqlWronHjxprdXwMV9EhNCFEUwJcAFgAoA2ACgC+FENdoJB8NoByASgC6AJgthLA+mGiUUb65pJRo1KgRateuHZFAvCAH4Z7zvXLlSgCuYFvt3LlzePXVV9GnTx8MGjQILVu2xAsvvGCYrx0Oh0N3KEUiyl+OHDmSa92jjz6KxYsXo3///pbz0frMOHHihOE+8fHxmjd/mtHqXpaRkYHOnTujXLlymD17tmadrAZvvXv3Rvny5XWvRuoF4ampqbm+S/OTaAl+lfW4evUqNm7ciKysrAjWKPrt2bMn6HmGIlKrA6CElHKulNIhpVwOIBuA1hzjPQGMllKmSCm3AvgKrmBckxCimBAi1rMAKBWC+vtN+aJOT0/H/v37cfz4cdPhmEKhIAfh6jyUj3/88Ue0atUKn376qXfdRx99BMA1qUSw6A1RSESkx5/PjFGjRqFDhw6a2wJpAOrfvz+2bt2aq/XdSp5XrlzBwoULkZKSggULFmim0fqsP336NGJjY32690RL0Bos0XI8ynoMHz4crVq1Qvfu3SNSl4kTJ2LQoEFR/4MrFM9duCI1AeA2nxVClAVQEcA+xeq96nQqbwBIVizhj24NKJ+gSA+xFK7RUYYOHYrWrVtb/rA3Oy/x8fGm+wUShLdu3RobN27UHaljzJgxhnlbpTc6ChGRHn8/M0L1HaPXzeaxxx4z3K9NmzameWsFNJs2bdJMl5CQgJo1a5rm6TF37lxs3LjRNN3QoUPx2GOPhTUwjsYgfOrUqQBcs05HwvDhwzF9+vSom1xQzei5S05OxpIlS2zPnh6KKOEwgCwhRF8hRFF3P++aAEqo0sUAcEgplR3mUtzr9YwHUFqxVA5etQOn/CCM9N3d/n6YZ2Vl5brJyMiUKVPw448/4qeffrJdLyklfv75Z/Tr18+7Tu/D2ywIV/a7NArCzcydO9c0jZUvPL0gPFo+gIko+nhuUIwWev3Zv/nmG293lr/++gtffvmlz+eilQDY6meh0+nEjBkzLPfH3bJlC/r06WM4j4PHlClT8M0339gepSouLg5169Y1nFhJjz8/mELxI0uv0TCSzCbGioT9+/dr/q/WtWtX9OjRA7GxsXj44Yd1J8RSC/qZl1JeAdABrq4m/wB4AsCPANS3dacBKCyEUAbnse71enlnu7uupEgpUwDY+8kRYsoXdaTHOfXnTZWTk4OaNWuiUqVKtieAUI4ja7VeTqcTDz74IBYvXmxrP61jUw5VGEgQbsXHH39smubbb78NWqs6ERUMjz76aKSrYJnnc7VGjRro2LEjvvnmG7/2t5LOThB68uTJXOuWLFmCt956Szcfu32hn3jiCRw6dAjt27f3Wb99+3bcdttt+OGHH7zrEhISfK4U2/0+Sk1NRY0aNdC3b19b+3nExcWZfsdavXK+d+9e03sUAhHKWMnhcGDDhg22W6rr16/v/X/s2LG6V/2///577//r16+3PAhDSH7+SCnjpJT3SinLA+gGoBaA3ao0iXAF6fUVqxsCsD8Pb5RQvsHzWhC+dOlSFC9e3DsEVqg+UP29QmAWhJ8/f14332Cf/z59+gQ1PyKivEYdjHhGgFLTC3w9n8tmAbaUMqBhHgHXTMfjxo3T7O6irAsAzJs3D0899ZThaFl6LbatW7fGwYMHvVd0n3rqKZQvXx7NmjXTLMuK//znPzhx4gTmzJljaz+Pxo0bo1evXoZXq62c3/Pnz6NRo0aoXr26X/WwIpRddz/88EM88MADeOCBBwLKx+oIZFZb9UM1RGF9902UpeAaHWWPlFKrHf8zAG8LIUoJIe4G0B7A8lDUKRw8by71kxSJPuFab6rTp0+jVatWWL16da5t3bt396m33Q8KK+l3796NRYsW+VWG8njMfrWHOggnIiroAv2cdTqd2Lx5M2688UbTtIEG4R7K8dvVdfF44YUX8MUXXxhe8dQrQxl4HT58GF988QUAYMeOHd71duKBtLQ0zJ8/3/u4Z8+e2Ldvn8Ee+oy6Ulg5v8eOHfOrXLUDBw7o5hXK72rPDcK7du0KKB87V3CsCFVHoOcAxMN142RFAL0BQAjRXQihbOkeAdcNlucB/BdAfyml8XzgUczpdGLBggUoWrSoz5BR0dISPmDAAGzcuFH3Tnoluz8czI7xiy++wJ133olZs2ZZ3kfJzoewuoWGQTgRUXCpP1cnTZqETp06WR4X3el04t///jf++ecf07TBCsKdTifS09M116slJCTYLkPZQKTXJ9jO95F6BuTPPvsMd955p+X9rZZr5fwGo994UlIS6tWrpznTNRDa72pl/T0TFvkjTwThUsohUsoyUsrSUsqeUsok9/olUsrbFOkypZTdpZQxUsoqUsqloahPuEgp8eyzzwJwTRTjEYkgUKu12OhDRU1vlBI9ZkH7U089lWudnfNiZ+gutoQTEYWWw+HA0qW+X9mrVq1C7dq1Le/vz6hagaTdunUrYmJiMGDAAJ/1Wt8RRnXTK8PKzM5OpxMnTpzApUuXfNbPmDEDH3zwgWk5Vu+/0ipXj5U+4WbPwblz50y7aii7jWrFDIcPH0aTJk1CMkqLsv5WRu/RYzWesNqQGR23xOYTek9OtHRHUa8bN24cBg4cqFm/Dz74wNZMbykpKbbraCc4tjPerdbMpUREFDxOp1NzXGmr82LYGcbVSiNMfHw8vvrqK591VapU8U7aBgDTp08HAJ8rsp66aNVPj169rQylGx8fj+rVq6NChQreddnZ2Rg4cCBee+01nwYwOz8+Ll++bDi1eihbwrdv345KlSrh/vu1poPRzkOrPgMGDMCuXbvQqVMn0/rYpSw7kK41VuO5SHdHiQh/fyEGi9kNKEYSExNx+vTpoNXFShD+1ltvYcaMGbp9xTw3aVrx3HPP5VqXkZGhOSubh9XgePfu3bbuyGZLOBFRaFn9/Db6XrR6hfO1114zTVO3bl08/vjjPhOxnTlzBk8++aTpvuEMwrVGYlGeI2V3GTtXgCtXrozGjRtj27ZtOH/+fK7v3mAH4fv27cM777yDjIwMzJs3D4DrSoPVPEL9vXzhwgUsX77cGxf6051Ga4CKOXPmWIpHClwQPn78eBQrVszS+KTBsHPnTlSsWBEdO3b0rtM76VaejHLlyuGmm27SvXHELitBuIdWHznAfguy8oMkLS0NJUuWNJxgwcp5Wbt2LZo2bWqrHr169fK53MQgnIgouKzcUGkk2BOaebpbfvvtt7b31fquC1UQbrafsi528vAE9xMmTMCNN96Iu+++22d7MINwKSUaNGiAkSNHYtSoUZbrGc4g/O6770aXLl0wZswY5OTk+Nwca5XWpFTDhg1DjRo1TPctcEH4m2++CSB8w8c1b94c8fHx+PLLL73rAgnCPX7//feA6wbYC8KDUW91es9xGE0+YZb/xYsX0bZtW9N0r7zyis/jxMREn3FaPfszGCciCo5Au/lFelbhOnXq+NRFbcKECRg8eLDmvsEOwvWGNN6wYYPlPDw8XXLUXVPs9AmfMmWKz6gsgP4PhV27dlk+1nAO3exprV61apV3ZJRg8TQ4SikDjp/yTRDuYXTgOTk5QeufrTWGqF7edsoM1gszEkG4w+HA7t27MWjQICQlJZmmN8v/8uXLlsqdPHmyaTnHjh3z6YNHRESRY6c7SigcPvy/gdi+//57zUl+pk2bprlvsINwJeX3opWuNP7kq6as66lTpzB06NBcXUyVaa6//nqffP1pCfcnFsvMzMS+ffu8+2ZlZWHNmjWG96R5boQNhQ4dOqB+/fqaXaEZhKtkZmbixhtvDHigdn/KthPMmqXdvn07Bg8ebDrrk9bdznpvFL0WDX9awu+8805Mnz4dQ4YMsZRey6+//oqsrKygtZI4nU688cYbtkaHISKi0Il0S7jSggULUK1aNcvp9e51CnYQHkx6+W7btg0XL170PlaOda4MlJXHo/wu9TcI9+c477nnHjRo0ABff/01ANdV8CeeeMJw2GWr9XM4HLbugwOANWvW4ODBg9iyZYtmuVZExzsgiPR+XW3atAkXL14MaZ/xQG7MtJr2nnvuwbRp0/D2228bprPTEq6eetfDE5wnJydj27Ztpr9clXU/fvy493+756VFixbo0aOH5WlfzUTThz0REUW+JdxfBw4c8BkBpl69et6xzoMRhIdqNC+t79u9e/f6zOYJ6AfKRlfSwxWE7927FwC8sYHnJtyff/5Zdx+r9Xv00UdRuXJlw5lFjcqwsk5LvohMlH2f9A48HEFYOFrCPQ4ePGi4Xet49cYC1buU46lLo0aN0KxZM5+xO6WUubqL6NW9XLlyhvlrWblyJcaNG6e73Q4G4URE0SUpKSmgEcE6duyI5s2be2feDKX9+/djwoQJyMrKwoQJE3y2HThwwNsoZjcI12qgCmdLuNbNitEchHusWrUKy5Yts/QjTq9+b7/9tk8d1q1bB8A1vb1ddm/sVSpiu7Qo9Pjjj3v/j8Yg3G6f8MTERKxcuRKdOnVC2bJlbZXldDoxdOhQn/5uHspzMHPmTEt1AYC///4bALB8+XJcd911qFKlCmbMmIFJkyb5pFffIOmh1z/cM7FRqCUkJOTJFhciovzKM6ydvzyDIuzfvx/NmzcPRpV01a9fH4CrW6tWLOGZU8NuEK51NSCcQbjZFXPlPnozmzocjoiMjtKtWzdL6fSC8LFjx6Ju3bro2rWrz3pPQH3kyBHLddE6lgI1WY+yJTeSQXiwuqN07doVL774Ijp37myYTsvq1ast3Uzy8ssvW6qLMpjfvXs3WrRogZtvvjlXAA4Ac+fONc1TyZ/LPv44ffo0Pv/887CURURE4WM2S2Mw7dixQzOW8ARuVmbMVAqkG4MVyunZAw3C9e6n87clPNgjlugxqt+wYcMAuLrcKtMDMOxnDvjOo6LVEl6ggnClQINwK6N62C1buX7QoEFo2rSp5ugqnrSeyyLr16+3XZZ6Klwluz9EHA4HmjRp4n2sfENHktEx6uGsmURE+c+oUaNCmr8ymHI4HJpXVT3fx8rvWCtTwWt9L1n5rho8eDAefvhh07T16tXLVUclrWOx21ptJwhXnhO9K+fB5nQ68X//93+a286cOYPHHnsMZcqU8UkPQHO0HKXKlSv77KM+BwWqT7hSIEH4iBEjULZsWb9bTa20hE+fPh07d+7EmjVrTNMCrstfnryVM1vqvfmMjtNuEO50Ok1HYYkEK634RESU/3lGyggV5b1QegGn5/vYn+9YwDVEonqdkWnTpmH9+vX44YcfsGzZMpw/f14znSd+0MvXrCXcyg+CaL/nSnkTrRb1rJj+PJcMwhXsBOGvv/467rzzTu8LdcyYMQCAAQMGGJah11fITp9wvSGO1HmUKFECtWrVwkcffeTtl2ZUVrCD8Gi0b9++SFeBiIgKAOVY3Xr9n7Vawq1wOp14//33Ld3XpuXdd99Ft27d0LBhQ0tlqWnVV9k6HuyW8LzAn+dS63VRoIJwK5dPtC4Nvffee9i9ezeWLFnis97s5L300kua6+2MjmIn7dGjR9G/f39L+xvdgOhPd5RopBzHlIiIKBz0hlV0OBxIT0837cKglZ+nX7JynVWe8amV43wblaVmp0+4Ub4FPQh3Op25Ykyrfd7zxZmz8qJR3jSobplWz3Zk9MJzOp0+l3iU7NyYGegEOcp0R48exfDhw3HhwoUC0RJOREQUbkYt4WPHjrWdn53YIFBaZWnNNxJoEG51pmurrly5glGjRmHbtm1BzVePP91R7IwQo1ZggvBFixZ5/1cHy+p99PLIA3HjlAAAIABJREFUycnBbbfdpjm2JgDd2ZYCbQk3S9e0aVNMnDgRPXv2DGoQHq0t4UREROFm1Cfcn26SoR4dxSzfY8eO5VqnbNG1Uhd1APqvf/0LAwYMQHp6up819TVz5kyMHj0616RCRoymsTfjb0s4g3A3q7/clJKSknzGitQLPvfs2YM///xTN9+33npLc71en/CvvvoK8fHxPuv1xuJUUx6DZ0SXLVu2BDUIb9Omja30RERE+ZXe6Ci7du3K9f2q/m7XEu4gPCsry9Y+Vru5qI991qxZ3nvsPDZv3pyr5d3hcJiOuqY154mZ3r17297HI1h9wq3KF5P1+HMjgdKoUaN8Au9gjzWuld/s2bOxd+9elC9f3mfIveHDh9vKU9k/2uyFkJ/6bREREQVT48aNDbfrtXheunQpVzB5++23m5anN0ThiRMnfK7eB8OBAwdQvHhxW/vUq1fPdLxrvX7y6lZ2rQmVunTpgi+++EIz30uXLuHs2bN+xS2eiZz8oTXmu5lAWsLzRRDuT0u48tKR+o0QjiB87969APzvP+XJc8iQIT7rgnljJhERUUERFxdnuH3Xrl26s3MeOHDAdnlascHGjRvxzDPPWGpJt2PTpk2W0qmH7DOjF4BaicX0AnAAqFChAgDg3nvvtVWfQAVriEKrCmwQ3qBBA8PtgKsbye7du3HlyhXcddddfp9kO9PWW+VwODBlyhR88sknPuuM6ujPhwQRERG5rFixImh5acUrEyZMCFr+/ujXr5+t9CdOnNBc73A4IKW0NGmREc8IMFZIKQOeiXP37t1IS0vjjZl2KA8+OzsbI0eORM+ePbF06VLN9GaBumf7559/jiZNmuDee+9Fv379gtoSHqgDBw5g6NChucrRq+Pu3buxc+fOoNeDiIiooAjkpj+1aByBzJ8BGZQTGnmkpKTglltu0R3SOdiklFi3bh2ee+65gPNq3bo1Tp06ZTm91hCFVuWLlnD1wb/zzjsAgM8++wzdunXLld6sZdqzXdkn6+OPP8bgwYP9ql+43mhSSt0g/IcffghLHYiIiMjc7NmzI12FXPyJV86dO5dr3caNGwEAx48f153RM5gmTZoUcKu7x/bt222lZ0u4ycF7gnIPyzMZqfKNppZwPXp1ZH9wIiKi6DF+/PhIVyEXf7rPmu1jt5+5Pz744IOIxTkbN26MriBcCHGHEGKrECJFCPGXEOJZk/TVhBCZQoiP/CnP7OBHjhzp81jvxgo19U2O/v7KCkWfcD16N2baudOXiIiIcktNTY10FUhDJGfuXL58eXQF4QAWAfgWQBkATwL4UAhRyyD9FADGtyUbuHDhgq30VgfVD1dL+NSpU/3KVwtbwomIiKggCaRLSDBodcmxIlQ1rgpgqZTSKaWMA3AIQG2thEKINgAEgPUhqovf1E+olYHrtXTu3Nlwu3KYwUBpvQivXr2KjIyMoJVBREREBIT3ar+ehIQEjBgxItLVsC1UQfgMAD2FEEWEEE0BVAHwmzqREOIaAO8DeNVKpkKIYkKIWM8CoJTZPuoRRKx65ZVXcgW0ffr08SuvcNKaEatWrVq5ZqoiIiIiMmJ1AsFo4Jk9PE+RUgZ9AXA/gJMActzLczrphgOY4P5/FICPTPIdBUCGaylXrpzP48KFC/ud19ixY+XJkydDXuf77rsvbOeHCxcuXLhw4ZK/F+kKwHSXG264IeJ1jOIl1iiuFcG+jCCEKA/gBIBnAHwF4FYAawF0klL+pkhXCcAGAI2llKlCiFEAKkop+xrkXQxAMcWqUgDOBPUAQqhixYr4559/8nwZREREVDBkZGSgRIkSutsZdxgqLaXUHVw+FOOEVweQLKX80v14vxBiI4AW8O2S0gSubipH3aOOxAAoJISoJqV8RCtjKWU2gGzP42CNCRku4XiRRkPfLCIiIsofjAJwCkwogvAjAEoJIR4D8A1cN2Q+AOAzVbrvAdysePwqgAoA/OvETQAYhBMREVH4pKWlRboKeVbQb8yUUiYD6AxgDIAUAD8AmCGlXCuE6C6EOOBOly2l/MezAEgDkCmlvBzsOhUkDMKJiIgoXBiE+y/ofcLDyT1CSnKk6xFNKlSo4PdQikREREQUNIZ9wjmDSz5jNjEQEREREUUeg/B85vJl9uYhIiIiinYMwomIiIiIwoxBOBERERFRmDEIJyIiIiIKMwbhRERERERhxiCciIiIiCjMGIQTEREREYUZg3AiIiIiojBjEE5EREREFGYMwomIiIiIwoxBOBERERFRmDEIJyIiIiIKMwbhRERERERhxiCciIiIiCjMGIQTEYXZ/PnzI10FIiKKMCGljHQd/CaEiAWQHOl6EBHZIaWEECLS1SAiotAqLaVM0dvIlnAiIiIiojBjEE5E5KeRI0f6PC5cuHCEakJERHkNg3AiIj+1atUqqPk988wzAIDHHnssqPkSEVH0YRBOROQnh8MR1Pzmz5+PjIwM1K1bN6j5EhFR9GEQTkTkJ6fT6fNY62bLYsWKWc5PCIHixYtHdbeWcuXKoWjRopGuBhFRnscgnIjITw6HA5UqVfI+btSokc/2l19+Gd99953tfO0G4V27drVdhr+cTicyMzNx8803h61MIqL8iEE4EZGfnE4nfvzxR+/j4sWLo0+fPt7H06dP9ytYtROEP/LII7jmmmtsl6FHWX8tDocDhQsXZpcZIqIAhSQIF0KkqRYphOikk/ZmIcQPQogkIcRZIcQboagTEVEg5s2bh2HDhvmsczgcqFOnjvex0+lEbGysT5pChex/zNoJwp1Op19l6JkxYwZ+++033e2efvDBLJOIqCAKyaeolDLGswBoBiATwA86yacD+AtABQD3ARgohHgwFPUiItLz73//23B7ly5dMHHiRJ91ygAccAXEgwYNQrFixfD8888D8C9YLVKkiOW0wQjCa9as6VN206ZNDcsDOBwjEVGgwtGU0R3AGillqs72qgCWSymvSilPANgMgNc5iSik1AG0w+FAly5dLO9fv359n+AVcAWolStXRmpqKj755BMA+kH4Sy+9hBo1amhus9sSXq5cOcvplf7880+MHj0a06ZNM0y3cuVK7/9sCSciCo6QfooK11ABXQEsMUg2E0AXIUQxIcQtAO4GsFEnv2JCiFjPAqBUsOtMRHmb1QB29uzZPo+dTqet4Ldbt2651nkCVOXoIXp5zpkzB0ePHkWHDh1ybWvbtq3mPgMGDECDBg3w7rvv+tT7zTffRKtWrfDJJ59gxYoVqFevnqVjqF27NkaMGIGyZcsapmvQoIH3/ypVqgCwfp779euHX375RfcHBxFRgSWlDNkC4H4AlwAUNUjTAMAfAHIASAAjDdKOcqfhwoULF83l8uXLltLFxcXJHTt2eB8/9NBDsmfPnrrp09PTpZRSrl27Vvbr109mZGRID0+aO+64Q6rFx8fnykvp6NGjsnz58nLMmDE+648cOZJrv9dffz1XmW+88UauMs+fP2/pHHikp6dLAPLGG2/Mlf+1114rpZRy27Zt8pFHHpEHDhyQUkrZr18/W2XUqlUr4q8NLly4cAnzEmsYJ9sNrO0sAOYCmGWwvTCAMwAGAigCoBqA/QCe1ElfDECsYqkUBSeYCxcuIV4ee+wxy2mllPLjjz+WpUuXNky3a9cun2Dzqaeekr1799ZNn5qamivYVQesjRo1yrXt4sWLmnVUcjgchvl6lj///NO77fDhw3LSpEk+PwY8tAJ/vXPlkZ6eLrOzs3OVPX36dM26Xbp0ST700EM++c2aNUu3jDp16vj13N90003ys88+i/hrkAsXLlz8WCIThAO4BkACgHsN0lQA4ARQRLFuLICZFsuIjYITzIULlxAvWgGpUVoppdyzZ4933YgRI3Kl27Fjh5RSyhUrVsj7779fnjlzRv7666+6+SYnJ2sGo8q6de/ePdc2dcv8nDlzdPPRyxeATExMtLyfVuBvdK6Myp42bZrlOubk5MiGDRtqllG3bl2/n3urLftcuHDhEmVLxILwJwCcACBM0p0E0A+u/umVAewD0NdiGQzCuXDJI0upUqX83lcd7Gkt999/v1y7dq036EtKSvJuczqdudIfOnTINKhULgkJCbqB6O7du+XAgQPl5cuXc21LTEzMdSxWlShRwq/9rl69avm86vGkmTx5sqV01113nZRSyttvv12zjHr16vn93EspZZkyZSL+GubChQsXm4thEB7KGzO7A1jq/pD2EkJ0F0IcUKx6EkBPAIkAdgL4CcDHIawXEUXAgAEDbO/To0cPbNq0yVLaoUOHok2bNt7HpUuXxvHjx3HmzJlc08mPGzcu1+goHosWLdJcbzRV+x133IEPP/xQc5SSQEYR2bhxI+666y78+uuvtvYrUqQIkpOTkZSU5HfZHp6bTa3Su2Ez0NFU1GO0a8nIyAioDCKicApZEC6lfEpK+ZbG+iVSytsUj3dKKZtJKUtLKW+QUg6WUtr71CeiqFajRg2/ZnUcMWIEWrRooblNa4xuterVq3unlfeMff3hhx/ijTf05wTr2bMn4uPjsWjRIrRo0QITJ07EggULEBMTY7v+gG/w+dZbuT4SDTVp0gTbt2/HfffdZ7vc2NhYlC5d2mfd6tWrUb58eVv5aJ1XpUWLFqFcuXL48ssvAegH24GOK24liC9evHhAZRARhRMHeiWikPNMda6natWqmuuNAsANGzZg1qxZPmUY+emnn/DLL79YapG/7rrr0LNnT2zatAnDhg3DM888Y7qPHuVxeybwiZTHH38cr7/+uq19zH489ezZE5cuXUKzZs0A6AfL/fr18/5fq1Yt3fzuuOMO3HHHHbnWc1xyIspv+KlGRCFnNgb3e++95/3/qaee8v5vFFhXrFjRJ7Aza7GNiYlB8+bNwx7MKcszq2M4WD3+8ePHo1mzZnjxxRdN0yq7++g9zy+88AJ27dqFzMxMHDp0SDevatWq+bwGPMzqvXnzZtN6EhFFEwbhRGTZc889lyvYady4sel+ZkF4ixYtkJmZibVr12LevHk++3lMmjTJsAy7fZfDJdJBuDp4bdSokaX9hg8fji1btqBkyZIBlechhEDjxo1x7bXXGgbUDocDQ4YMwejRo7Fz507TfD3uvfdeW/UkIoo0BuFEUcyfftRW+dNHd968eT7Bzttvv40dO3agT58+AIBnn31Wcz+97ijXX389jh07hooVK+Laa69FmzZtUKJECZ/9PIYOHYrDhw/r1i0aWpm1KIPHYsWKhb189Xl/8MEHsXTpUuzZsyck5dm90qA+J06nE8WKFcOIESNw5513auZ7+vRpVKpUCZUqVcKqVasQFxenmfenn35qqy6h0Ldv30hXgYiiFINwoigW7K4TvXr18v7/xRdfWNrn5MmTWLFiBX744Ydc25o0aYJChQph5syZ2Lt3L9555x3NPJxOp8+xrFixArVr18b69etzTWdu1HJcq1YtbNu2DcePH/eu84xa4s/Ni+FQuHBhvP/++3j77bdx0003hb38m2++Ode6rl3/n73zDq+i6ML4O6EkQEiAUEMLUqUr5hNBejNUadIFBAGpAgoBpHcUQUQUEelFuvQSKYI0AUMTKUoJShVCikGSe+f7I+x1d+/W25Oc3/PcJ7m7szNn7+7Ovnv2zJlOqFKlilvaEx8/sSdbzoULF3DixAnkz59fslxtcKW43iJFiuD27du4ffs2WrdujZdeesmufP369dGzZ08kJCSY3QUbWhlxzNCwYUOX1EMQRDpDK3+hr39AecLpk84/2bJlc2l94rzOGzduNLyNnLNnz/KlS5dyq9UqWa42qUrevHn5nDlzNOsUI5T7+eefdcs+efKE37hxQ7dcRuW3337jERER/KeffvJIe+JZR41QvHhxW/mqVavyW7duKZZbsmSJoXqFMtOmTbNbJnymTp3KAfC+fftqnvv9+vXjzZo141988QUfM2aMZtmwsDDF5e+++y5v3LixoWtt8+bNXu9z6EMf+rj0o5knPDMIgsiQOBO+UblyZVSuXNluuVqIi15MuBpFihTRLRMUFISgoCDTdWcUypYti507d3qsvU8++QT//PMP3nnnHUPlV69ejcaNG+OTTz7RDN3o3Lkz1q1bh/r16xuqV+v87t+/Pzp37ozixYtj4cKFAIC2bdti48aNqFy5Ms6dOwcgNVRm+/bttu2mTp0qqadZs2Zo1aoVrFYrLBaLYuYdvcxAYpxN40gQRNqCRDhB+DDly5fH6dOnXVKXfEClO2Ko1cJnrFarqQF+0dHRiIuLQ8GCBV1lGuEhQkJC8N133xkuX6NGDTx58kRXgGbNmtXUw0RoaKjt/6tXr2LZsmWYMmWKbVlYWJikfPv27TFq1CiUK1fOlhNe7xoRC3S1+HOLxWJ4bAelYSSIjAVd8QThwwwfPlxxuSOeX3n2CCWB0bdvX5QtW9Z03QJqIiIiIgKdO3dG7dq1MWHCBN16qlSpglq1ajlsB5G2cKUH+Pvvv8f777+Pbt262ZaVKlUK/fv3t33n0omcAaSeu9WqVUOOHDls4xTeeustw+2qnfsWiwVz5swxVAd5wgkiY0GecILwYfz9/ZGUlCQZrNatWzdcu3YNx44dc6puJSFitVol2UnMIhYRgwYNwg8//IDq1avj008/RUBAgOEp6AnCUVq2bImWLVvaLVcb8DtkyBAcO3ZMss358+cRExOjOamQHHGudDEWi0VxcKwSJMIJImNBnnCC8GGsVisCAgIky8qUKWPqtfVrr72GEydOKNattMyZV+KZM//3XD9y5EhcvHgRixcvtps+nSA8jZoInzt3Lk6cOCFJlZgtWzZTAlxeP/BfVhqliYfkhISEYOvWrRSOQhAZDLriCcKHkN/4zQrlsWPH2i1bsGAB/ve//ynWY6ZuI2TPnh0DBgxAz549UbhwYYfrIQhX4+5Jk+TXTXR0NE6ePIk333zTrmyLFi0k3x88eIAWLVpIPOEVKlQAAMX0iwRBpA9IhBOEm9i6dStGjBhhaht5uIaaUFZ6bT1lyhS7PN2XL19WnSHRTN1mmD9/vk9MkkIQYjwtwoOCghAeHq4YpjJ06FDJd6FMjRo1ULJkSTRp0gT79u3D9OnTsW7dOtU2+/Xrhxo1arjAeoIgvAGJcIJwAUrp2LJnz46ZM2dqbvfTTz+hbdu2tu/ybCBmvNVKZbVeqRupe+vWrarbE0Rawt0iXC0mXM8WMVmzZsXly5exa9cuFCpUCJGRkShQoIBqPRaLhUJYCCINQ1cvQbiAuXPn2i3Tu9H7+fmhRo0aaNasmWoZpTo455oiXMiCUqdOHc32lequX7++pG75a3OCSKu4WoSXK1dOtX4ztsjJlCmTRNBrvZnSe3Mlz2tOEIRvQSKcINyE1o1+6tSp+O233wBo35DVvNURERGqZTdv3ow5c+boTksvr3vDhg14++23ybNGpEvEU9DLBzubJTIyEufPn5csE8dunzlzxm4bITa8cuXKpq4x8WBnOXpjOEaPHm24HTF58uSB1WpFgwYNHNqeIAhjUIpCgnATWiJcfHN0RIQPHjwYoaGh6NSpk13ZfPny4f333zdkX6ZMmWCxWADAFhZDIpxIjwQEBGDBggX4999/kS9fPqfq8vf3txPHpUuXxokTJ5A/f367iYAAYMmSJahfvz7eeustXL9+3XBbWbNmxdixYzF58mS7dVqe8Hbt2hluQ47FYgFjzPAkQwRBOAaJcIJwE0ZfeRsR4W3atMGmTZtsyzJnzoyOHTvi6dOn6Nmzp6n2BPz9/eHn52cT4UbsIYi0zHvvveeSetQylihlIRLIlSsXBg0aBAC4efOmqfYmTZqEmJgYLF26VLJcKSY8Pj4eWbJkkaRcNIvQl1DecoJwL3S3JQg34agIX7x4sV0da9asUay3R48eptubNm0aGjVqhE6dOikKbrrxEoQy58+fx/LlyxUnAzKD+Lp7/fXXDW1TuXJlu2VKnvDAwEBFAV6qVCkAQNGiRXXbEvoSeiAnCPdCVxhBuAm5KC5evLhiOfmNTpxpRahD/FpYaaZLpfbUGDVqFPbu3Qt/f39FwU03XoJQpmLFiujWrZupTChKiK8xo7PIDhw4EFOmTJEsM5NStE6dOkhMTMTvv/+uW1Z4OxYSEmKoboIgHIPutgRhkitXrhgqJ08tFhQUhBs3buDevXuS5UqiV/B6NW/e3G6dmth2JOODUtuDBw8GADRp0sR0fQRB6CO+7ow+9GbJkgVjxoyRLCtVqpTu9hcuXMCYMWMwe/ZsZM+eXTJAVY2cOXMCAKZPn27INoIgHINEOJEh6dy5s8Pbli5d2lCZ6tWrS5ZZLBYUL14c+fPnlyxX8qqdPn0asbGxCA0NtVunJrbVPORafPDBBwAgyVXetGlT3Lx5E9u3bzddH0EQ+mhlPNFDnNklMjJScUZOMRUqVMCUKVMQHBysW/euXbtQsWJF7Ny5E4C9I8EdOBvaQxBpGs55mv0ACALA6UMfs59z5845vC1PPfkkn7i4OMn3lJQULpA1a1YOgPfp04crsXHjRkndaghlBg0aJFk+ZswYXrhwYX737l3N7ZVISUnhx44d40+fPjW9LUEQjmGxWHijRo14586dTW978eJFPmDAAH779m1bXfL+SQ+tvs1oWVd9nj596vX7AX3o48ZPENfQsZQdhciQuDPuuXjx4pI4zYsXL2LDhg0YMGCAS2zhMo/3lClTMHnyZIfiVDNlymTnsScIwr34+flh7969Dm1bvnx5zJ8/X1KXO2GMKb5l27Bhg1NpEAWcyeJCEGkdt1y9jLEE2YczxtqqlP2UMfYHYyyeMXaKMVbbHTYRGYegoCDdMq7OACIOEZGHi5QqVQqRkZG2OEs5Zm+iSuEozg4UIwiCUEKtf2rdurWHLVGnW7du3jaBIBzCLSKccx4ofADUAJAEQO2x/wmAxgCCAcwEsIUxpqxWCEKHzz//3JDALlSokKH6mjZtaqicONe2PO+2Hq4Q4QRBEEaZNGmS4bJK2Zt++eUXxX6rQoUKku/jx4+XfN+3b58JK42zbNkyrF69GhUrVnRL/QThLjwxMLMLgO855/FKKznnEznn1zjnVs75eqQK9jJKZRlj/oyxIOEDgMQ6IcFisaiK8A4dOgAA6tevj+DgYJw/fx6XL19WrevChQvYsmWLoXa1POF6kAgnCMKTjB07Fnfu3DFUdseOHciePTtGjhyJL774Al9//TWqVq2qWHbRokWS7y+//LLke8OGDR0zWAfGGDp16mQ43SNB+ApujQlnqe/IOwHob7B8GIA8AK6pFBkFYLzKOoLQzJv72WefoVOnTqhXrx4A2LwmOXLkQGJioq3cq6++ivnz59t5dQD7m4qA2PtdpEgRUzarzb6nBolwgiCcpWDBgjhw4ICtP1SjUaNGiIuLM/SGUR4WV6NGDc3yAwcO1DdUhdatW2PMmDHIkyePbVnu3Lkdro8gvIG7PeG1AWQHsEevIGMsC4BlAD7mnD9RKTYdqWErwsec2iHSPaVKlcKaNWvsUoCVLl0aBQoUQKtWrexixuXek3r16uGVV15RrH/dunWKyzNlyoRDhw4hIiICa9euNWVzoUKFcO3aNTx48MBQeaVBUgRBZFwcHZxZt25ddOzYUbecEQHeoEED/O9//5Msy5s3Lxo3bqxYft26dfj888+NGaqA1WpFtWrVUKJECdsyxphTdRKEp3G3CO8CYB3nPFmr0HOP+VIA9wFMUCvHOf+Xcx4nfAAohrgQGZfmzZujXr16SEpKkiw/f/686jbVqlWTeJfDwsJUyyp5oT/66CPkzZsXtWvXxs6dO1GyZEnTdpcsWRJ58+Y1VJY84QRBiBEm9zIyEY8c+QRAjvDSSy8hKioKfn5+WL58OYD/HBb58uVT3MbZfkzNGeHsoPvhw4erZrIiCFfjNhHOGMsKoB2AVQaKfw4gFEBXzjkpDB/BzOAdOW+99ZYLLZFy8OBBbNy40W5wZf369W2vQ8We8Pfee083DRZjDFFRURg1ahR69eqlWk5+42jdujUmT55sdhccQnjVqjSLJkEQGZfNmzeje/fuOH36tOltK1asiI0bN+LEiRMOty/uF7t164Znz56hffv2ANS99M6KcLXtnUnZOGjQIMyaNYtmCyY8hjs94U2RmvnkqFYhxthEADUBtOKc/+tGewiTOOMNcKdQrFOnDtq0aWPX2crjDzdu3IgWLVoYFskNGjTAtGnTNGezEzp+QezXr1/fjOlOceXKFRw8eNCnUoMRBOF9wsLCsHTpUlSqVMmh7du0aWMXSmIGuSAWe+TTkgifN28e/Pz8XJ7CliDUcKcI7wJgNZe9M2KMdWGMXRQtGgfgRQB/ifKKd3GjXYQJ+vXr59B2nujE5IOA5K9V27Rpg61btyIkJMRlbQod/40bN7Bq1SqHfx9HyJs3L+rUqUM5wQmC8An690/NuTB16lTVMmZFeLZs2RAcHKzbttr2jtx78ubNK8nsUqxYMdN1EIQjuE2Ec87bc87tgs0456s45xVE3xnnPECcW5xzbiSEhfAAX3zxhUPbuXsWN6U2AgIC3NLOqVOnbP8L8d7FihVD586dNb3mBEEQ6Zn58+fj4cOHaNGihWoZNVGsJqLXrl2LR48e6bbtrCd87Nixtv83btyI3r17275XrFgRS5YsMVQPQTiDJ/KEE2kYcYf24osvGt5O3PE6E2uohdg2tWwmrqBatWp4+vQpEhMT3Sb0CYIg0hqMMd03jWoTo6mJaKvVakhIOyvCxWOelAa09ujRw1A9BOEMJMIJw7z++uuGy4o7QmdiDZs0aYKYmBjdNoxOquMo/v7+yJ49u1vbIAiCSG+MHDkSHTp0wPr16yXL1UR04cKFDdWrtn2zZs0ApM73oMeYMWPQoUMHVK9eXXE9xYYT7oZEOGEYq9Wq2lnJkXde27Zt0ywfGRmJWrVq2S0PCwtTnfxGLMKNdtyilDljAAAgAElEQVQEQRCE58iRIwfWrl2Ldu3aAUgdWA8ArVq1siubLVs2hIeHG6pXTYSHhIQgMTERR49q5oQAAEyZMgVr165VHWcj96oHBwfjq6++QsWKFZ1KPrBgwQI8fvzYoWw2RPqCRHg6whmPsxGMviYE7DsvcYd15MgR5MiRQ7NuoVPUmubYE3HnBEEQhOs4cOAAkpKSFOdF6Nu3r90ypZmLAe1Jy7Jnz+6S+4PcmdSkSRP07dsX58+flziWcuXKZbftrl27VOu1Wq3IlSuX6gzMRMaBVEw6Qm02R1dhsVg0O7bQ0FAAqR2S0mu869evIyoqCjVr1rRbLxfht2/fxs6dO9G2bVvV9ihLCEEQRNqCMaY6tkbJu+3n54eePXsaKutqlO5TYo4fP47x48dj2LBhdtsGBgaq1qtle9asWU1aSaRlSISnccSzMwoi2F3oecJ/+OEHvPXWWzh8+LBiubCwMDRo0ACAvRfbarVKRHVoaCgiIiJsy4QZ4cT7S55wgiCI9IOSOOWcS/r6jh07AkgNYXQ38nuMxWKRfH/11VcxYcIEZMuWTXdbMVpe/M2bN5u0kkjLkIpJ46xbtw5t27bF8ePHkSVLFpfO3ijvKPREeLly5fDdd9+hYsWKugNalES4Vt3bt2/H8OHDERUVpVoHQRAEkXZREuHye8Pq1atx9+5dNG3a1HT9gnAfMmSIofJ6nnClcgUKFMCWLVs074FanvAqVarg0qVLeP/99w3ZqIcrZv+kCeLcB6mYNE5YWBg2bNhgGwkuj7V2BrkIL1mypGHh62oRXrRoUXzyyScICwuzLRs8eDAA13QyBEEQhHcx4glnjKFAgQIO1R8eHo7ExETMnTvXUHmjIlxs3507d9CqVSvN+5m4njZt2titK1euHObMmWPIRj127dqFhQsXOlXHpk2b3B7umt4oVaqUoXIkwtM4cqHsypRKQkdx6NAhvP/++4iMjHR4YKacRo0a2bVl1rP97rvvIjo6Glu3bjW1HUEQBOF7iMVplSpVAACdO3d22VvP2rVrm0o1K2+3UqVKiuXq1q1r+18IoSxXrpxtWefOnSXlxfft9evXS9LwimPJT548adhWNRhjptPrbtiwwW7Mlfi32L59u9N2OYIQzqrG22+/rbj8gw8+0HRQyo+PK5Cn5FSDRHgaRx6j5g4RXrt2bcyZMwfZs2eX1K8V+iLugJT48ssvMXPmTElbZjtaxhiqVKlCA1kIgiDSAWIRfvDgQezcudOU80eNAgUK4PHjx4oZWbQQ3+/GjRuHMWPsJgEHkPrAcPr0ady9e9e2LGfOnHj48CHi4uKwatUqHD582LZOvJ9+fn4oUqQI9uzZg23btiF37ty2deL/tahWrZrmejO/X/ny5dG2bVu7POviOoRc7O5Aa1LAqKgoXLt2zfZ94sSJkvVvvfWW4uRQuXPnRs6cOVXrXbXKtZO0V6xYES+88IKhsiTC0whKKZAA+9dj9erVM1Tf6tWrdcuojVQX+Oijj1TznBYqVAhnz57F9evXFdcHBwdjxIgRkrYoxpsgCCLjIk7ZlytXLkRERCBz5swO3xvWrVuHsLAwbN++XfUeqoVYhE+cOFHTo/zyyy/bhcmEhITYxJ94sjule2vjxo3tco+L91vIr16mTBm7bQ8ePIgff/zRrn3huxnnnGBbhw4dAPwXVuGp+/Ovv/6quFwIqRHPbjpkyBBcu3YNDx8+xNGjR9G0aVNFO7X0Rffu3U3buGLFCk2RbfThCSARniaYMGGCaroj+cVcvnx5nD9/XrdOI4Na9ES40ncxlStXlsRw67VFKQcJgiAyHufOncO8efPw7rvvKq539N7Qvn17XL9+Ha+88opD27trxkyt7ChixPfXFStWYMaMGZLkBAKBgYGoVauWXQjEqVOnAEDROyzm66+/tv0v3PcHDRqEnTt34sSJE3a2eIM+ffoAkB4Ti8WCkiVLIiQkBK+99hoYY6ZFuDzLjvCgNW7cOFVbunbtit9//91ueUhICABj+kqARHgaICAgQPUEkoejAKmvQvQwckEpdRRmRLgZ5INvCIIgiIxBpUqVMGjQIGTOnFlxvbfuDULYhavT/xrNcS7e79y5c2PkyJGqM0gDQM2aNSXfhbJKs1GL6datm51tmTJlQkREBPLkyWNni7vZv3+/6jqxCDfiKBTKqdkvn227ZcuW4Jzbhbpo8fnnnyMmJgbnz5/HmjVrMHz4cMPbkuoxyLRp09xaf/78+VXXWSwW1SdyRycsMHJBKdXdtWtXAKkedwAoVqyYQ+0rtSVMePDmm2+6pE6CIAgi7eMtEf7xxx9jwYIFNm+wqzB63w4NDUVwcDDy589v89BqvRXw8/PDgAED7JYzxmz3bj3UvPSuOAZfffWVoXL16tUD51zxdy9QoAAaNGiAhg0b2jzPenYqvWmvUqUKbt68aRcrbkZTbd26FQsXLsTAgQNRpEgRFCpUCB07dpSEzOhBItwgo0aNcmv9t27dsqXck6M1U6WjKQnV6vvuu+9s/yudjO3bt8fJkydtF0euXLlw5coV3Lx50yE7xG3Vrl0b9+7dw8aNG52qiyAIgkg/eEuE58iRA++9956m99kRSpQoYahc5syZce/ePcTExDidmaxdu3aq24jv9UbSMIqJiIhQzUoizoJ28uRJ1KhRQ9UGJf73v//hs88+w7Zt22zLGGPYt28f9u7dq/hAomSn0pv2/PnzKzoRxft/4MABu/XifW3RooUtTMZR0p0Id3W6ujp16mDDhg0AgB9//FG3/OHDh3Xjr5Tw9/dXHThSqFAhxTyfS5cuNTza29/f3/b/q6++qvo03apVK9v/Sk/EjDGEh4dLYtRLly7ttEdcOPHz589PYSkEQRCEjfRyT9i/fz8mTZqETp06Gd7G39/fVAYwtd+qZcuWOHbsmOI6Z0S41WpVtG/z5s2SN/jh4eGaGUoAoHr16nbLBg8ebDdglTGmqmGMhqOoefzF+y9OPSnwzTffKG7nKOnjzBZh5mKdPXu2bpl9+/ahbdu2AKAarybm9ddfVx3dq4fS1LeDBg1Cjx490KBBAyQlJdmWN2/e3NSo3l69eqFZs2bo0aMH9u/fr/o7+fv7480330T9+vUNP627AkfDagiCIIj0TXoR4fXq1cPYsWPduj/9+/cHIHWoAanCVUnkAqn334IFCwJQn/xOS4RPmDABxYoVQ2RkJFavXo2jR4+iVatWdmG0YWFhmrHWrpigSMnOAgUKKE4QqETVqlVV6w4ICDCkA83g2tp8ADMnd48ePUwF0BsdKS32aFetWhXR0dGGtuvfvz/Wrl2Ls2fPAkhNWTRv3jzb+oCAANv/eqI1ICAAT58+tX3PkiWLJMF+SkqK6rabN282ZK8rIRFOEARBKJFeRLir6dKli9309mXKlEF8fLxuqGpgYCD8/PyQNWtWBAYG4ueff8b333+v6tyTH4M6derg0KFD6Nu3LwoXLowbN25oTvAjMG7cONSsWRMNGza0W1eyZElNm40gbnPjxo3YuXMn+vbtiwULFkjKyTXHL7/8gh07dthpwh9//BE7duzAiBEjkD17dpdncUt3Z7aZi9XshS3OYQrA9opk0KBBqtsMHjxY8gpm5syZeOuttxTjv4OCghAdHY1Hjx7h66+/xtq1a1XrDQ8P17Q1KipK4smWn3C+1qmRCCcIgiCUoPS1UqZMmYKuXbtixYoViukXAwMDdX8zPz8/3L9/H3/++adtwqABAwaopkOWe4D37t2L3377zRYpoNSeMEhUyHEu0KBBAzx69Ajnzp1DZGQkLly4gEuXLiFfvnyaNhtBrG3atGmDb775Bv7+/naaRx5CU7VqVYwZM0bi7ARSM8vMmDEDefLksVvnEjjnafYDIAgAF3/27t3L5cvUPsnJybb/69atq1jm2bNnXEyfPn1s66xWK3/w4AHftWuXbZmA8H3RokV89+7dnDHGv/zyS9v6uLg4XqdOHQ6AHzp0iBvl4sWLfNasWTwpKclQ+YiICA6AX7hwQbLcarUq7q+nEdrt0KGDx9smCIIgfJ8///yTZ82alXfv3t3bpqR5smXLxgHw+vXrm9ouOTmZv/baa/ztt982td3169ftdJQ7qVSpkqKeKV++vG156dKl+dWrV91qx5MnT4T2griGjs2w4SgNGjRA5syZ8fDhQ1itVgQGBirOhsVlwfvikBTGGPLmzYvKlSurtmO1WtGkSRP8+++/krQ1OXPmxMGDBw3ZKqZ8+fK29IBG2L59O+Li4uwGffqaZ4E84QRBEIQSoaGhSEhIMJX6jVDmzJkzWLhwIUaOHGlqu8yZM+Po0aOm2zM6YZ+rUNOANWvWtI3Xu3LliidN0iRDifAsWbIgOTkZwH9ZVJTyTIoxEsYRGhqKS5cuISgoSHV7b3Uefn5+Dk3X6yly5MiBxMREREREeNsUgiAIwkchAe4aypUr55IBkL6KmgacPXs2ihUrppmq0Rv4VmCwC1A6ACtXrkT37t1x+PBhAKlPREpebyXkcUNqB7hcuXKSWbW6dOmC/Pnzo2PHjkZN9xrCQAxXTbxjhmvXrmHbtm2mMr0QBEEQBEHIUdNoOXPmxEcffYRy5cp52CJtMoQnvEuXLujSpQsA4M6dO4Zza69bt86uPqNhHCtXrtSc6dIX+OOPP5CQkIDSpUujXr16aNy4scdtKFiwoF0OUIIgCIIgCLP4WtIJPdxmLWMskjEWwxiLZ4xFM8YUYyIYYz0ZY1cZY4mMsUuMsTLOtKs3ArZgwYKG8zwq5e02c4B9WYADqbN2VapUCQEBAejevbtDkwwRBEEQBEH4AiTCATDGBgGIAPA6UjOYdAXwVKFcCwDDAbwJIBBAcwAPnWlbfADmzJnj8MQ5gPJgwbR2gAmCIAiCIDICaU2juTwchTGWCcBoALU55zefL76gUnwsgKGc84vPv/+uU7c/AH/RIrs5UPPkyWP7X57EXo/AwEAkJCTYvlssFrsyae0AEwRBEARBZATSmkZzh7VFAGQD0J4xdo8xdpkx1k9e6LlYfwlAJcbYbcbYdcbYOKYddD0KwBPR5zaQOiU7AHTo0AFly5bFrFmzsGTJEtOGnzlzBmPGjLF9J084QRAEQRBE2iCtaTR3WFsYQDCAkgDCALQBMJ4xVk9WrgBSPfENAFQEUAdABwA9NOqe/rxu4VMEAGbMmIGoqCgsXboUAPDhhx+iRw+tapQpXbo0pkyZYvuulL4wrR1ggiAIgiCIjECFChW8bYIp3JEdJen534mc8yQAFxljKwA0BXBAodxMznksgFjG2BfPyym6sTnn/wL4V/guOM2zZs2KBg0auGwH1qxZg19//dVuqlWARDhBEARBEIQvMmPGDGTOnNmWEc/XcYcIvwLgmWyZXYgJ5/wxY+wvvXLeQCu3t6/NNEkQBEEQBEEAwcHB+Pzzz71thmFc7tblnCcC2ADgI8aYP2OsLIAuAHYqFF8KYARjLCdjLBRAPwA7XG2TKyFPOEEQBEEQBOEs7lKUAwCEIDXd4B4AkznnBxhjXRhjF0XlJgK4g9QBlj8D2ARgmZtscgnvvPMOANA06wRBEARBEITDMM65t21wGMZYEIAnT548QVBQkMfaTUxMRPbs2Sk0hSAIgiAIgpAQFxeH4OBgAAjmnMeplUt309Z7ghw5cnjbBIIgCIIgCCINQwHOBEEQBEEQBOFhSIQTBEEQBEEQhIchEU4QBEEQBEEQHoZEOEEQBEEQBEF4GBLhBEEQBEEQBOFhSIQTBEEQBEEQhIdJFykKb9++7dE84QRBEARBEAShRFycampwCWl9sp6XAZz2th0EQRAEQRAEIaMa5/yM2sq0LsKDADyJiYkhTzhBEARBEAThdeLi4lC0aFEgI8yYGRQURCKcIAiCIAiCSDPQwEyCIAiCIAiC8DAkwgmCIAiCIAjCw5AIJwiCIAiCIAgPky5iwo2SnJyMM2fO4N69e0jLA1LTItmyZUO1atUQEhLibVMIgiAIgiC8ToYR4SdOnMCoUaMM524kXA9jDK1bt0ZkZCT8/OglDEEQBEEQGZcMIcIfPnyIoUOHolq1ahg8eDBKlixJItCDcM4RGxuLnTt34rPPPkPRokXRrVs3b5tFEARBEAThNTKEEt2/fz+sViumTp2K0qVLkwD3MIwx5M6dG126dEHDhg2xa9cub5tEEARBEAThVdyiRhlj/oyxJYyx24yxJ4yxg4yxSjrbhDHGkhhjX7nanhs3biAsLIxyifsAVapUwY0bN7xtBkEQBEEQhFdxl0s4M4A/AFQHkAfAVgBbdLaZA0B1ak9nSElJQZYsWdxRNWGSLFmyICUlxdtmEARBEARBeBW3iHDOeSLnfDLn/Dbn3AJgPoASjDHF1BiMsSYAGIB9WvU+97AHCR8AOZ2xMywsDMWLF8ezZ89sy/r164cJEyYgIiICgYGBkk/WrFnxwgsvKNbVo0cP+Pv7IzAwECEhIWjdujXu3LljWz9hwgRkyZJFUt/u3bttdmTPnh2BgYEIDQ3F0KFDYbFYJDZkzpwZAQEBtu+rVq1StGPGjBlgjOH48eO2ZUlJSejatSty5syJYsWKYc2aNaq/iXg/goKCULt2bfz6668AoGlPiRIlbP/7+fkhW7Zstu+HDx82flAIgiAIgiAyAJ4Kjn4NwD3O+d/yFYyxrAA+BvCBgXpGAXgi+tx21rD4+HgsXbrUbvmuXbuQkJBg+8TExKBQoUKIjIxUrWvixIlISEjAH3/8gcTERHzwgXSXevXqJanzjTfesK3bv38/EhIScPjwYaxbtw7ffvutxIaGDRviq6++sn3v0qWLXft//vknVq9ejYIFC0qWjx8/Ho8ePcKff/6JtWvX4r333sOVK1d09+Px48eoW7cuevfubfebyO25fv267f8yZcpIytaqVUu1LYIgCIIgiIyI20U4YywYwEIAY1SKDAOwk3N+zUB10wEEiz5FnLVv6NChmDZtGpKTkzXL9ezZE6+99hr69OmjW2dwcDDefPNNREdHm7anZMmSqFmzpkPbDh8+HBMnToS/v79k+YoVKzB+/HgEBQWhRo0aaNmyJdauXatbX6ZMmdCxY0dcunTJtC0EQRAEQRCEOm4V4YyxAKTGgu/gnH+rsL4wgHcATDVSH+f8X855nPABEO+sjY0aNULhwoUVveECc+fOxYULF/D1118bqvPx48fYsmWLauiKFlevXsWRI0dMb3vw4EE8fPgQrVu3trPl7t27qFTpv3GxVapUwcWLF3XrTE5Oxpo1a/Dqq6+asoUgCIIgCILQxm0inDGWGcBaAH9BPdQkHEBRAFcZY3efl3ubMbbbXXYpMX78eFVv+OnTpzFu3Dh89913utlVJk6ciODgYOTJkwd//vkn5s2bJ1m/ZMkS5MqVC7ly5ULx4sUl6xo1aoTAwECUKVMG1atXx4ABAwzbn5KSgqFDh2Lu3Ll26xISEpApUyZkz57dtiwoKAgJCQma+5ErVy4EBgZi/vz5GDt2rGFbCIIgCIIgCH3c6QlfBCAbgB5cfY74XQBKAKj6/PMVgPUA7AOe3Ujjxo1RqFAhLFu2TLI8Li4OHTp0wOTJk1GtWjXdesaPH48nT57g0qVL+Oeff3D7tjRkvWfPnoiNjUVsbCxu3rwpWbdv3z7Ex8djy5YtOHPmjKZIlvPFF1/g9ddfR8WKFe3WBQYGwmKx4J9//pHsV2BgoOZ+xMbGIikpCcuWLUPTpk3x119/GbaHIAiCIAiC0MZdecKLA+gBoDaAx4yxhOefWoyxLoyxi4AtvOSu8AGQACBJaQCnu1Hyhvfp0wcVK1bEkCFDTNVVrlw5TJo0CYMGDYL684c9jDG0atUKDRo0wOTJkw1vd+DAAaxatQoFCxZEwYIFERMTg2bNmmHJkiXInTs3ChYsiPPnz9vKnz17FhUqVNCt18/PDy1btkTWrFlx9OhRw/YQBEEQBEEQ2rgrReFNzjnjnGfjnAeKPoc556s454oKkHM+gXPezx026dGkSRMUKFAAW7akpjNfuHAhjh07hiVLljhUX6dOnfD3339jx44dprf98MMP8c033+DBgweGyi9duhS//voroqOjER0djdDQUKxYsQIdOnQAAHTt2hWTJ09GfHw8jh8/jq1bt9rWacE5x44dO/Do0SOULVvW9H4QBEEQBEEQytD87SKEVH4AMHPmTNy5cwdFixa1yxcOAIcPH9YM6cicOTMGDx6MGTNmmLajXLlyqFu3Lj777DPVMhEREZg2bRoAIFeuXDYveMGCBZEpUybkyZPHFgc+adIkBAcHo1ChQmjfvj0WLFhgE9VK+zF+/HgEBgYiZ86cGD58OBYvXiwZ2EkQBEEQBEE4BzMTLuFrPJ+w58mTJ080B01OmzYNly5dwooVKzxnHKHIpk2bMGPGDJw8edLbphAEQRAEQbicuLg4BAcHA0Dw82x+ipAnnCAIgiAIgiA8TIYR4WnZ45+eoONAEARBEASRQUR4YGAgHj16RALQB3j06BFy5MjhbTMIgiAIgiC8SoYQ4eHh4bh//z5+/vlnb5uSoUlKSsLevXvxv//9z9umEARBEARBeJXM3jbAE4SHh6NatWoYOnQoGjZsiJIlSyJTpkzeNivDwDlHbGws9u/fj4cPH2LixIneNokgCIIgCMKrZIjsKECqF3b58uXYv38/7t+/D6vV6hkjCQBA9uzZER4ejk6dOuHFF1/0tjkEQRCED8M5B2PM22YQhEMYzY6SYUQ4QRAEQRC+z759+9CpUycsXrwYrVq18rY5BGEaEuEEQRAEQaQ5xB7wtKxRiIwL5QknCIIgCIIgCB+FRDhBEASRLvnjjz9Qv3597N6929umEARB2EEinCAIgkiXvP322zhw4AAiIiK8bQpB+AT37t3DwoULER8f721TCJAIdwlz5szBmDFjvG0GQRAEIeL+/fveNoEgfIoGDRqgX79+6N+/v7dNIUADM11lBwDg8uXLKFOmjNfsIAiCIP6jXLlyuHz5MgAa4JeWSK8DM58+fYqAgACv2iD8ttmzZ0diYqJXbUnP0MBML5CQkOBtEwiCIIjnUJ7ptE96ua+OGjUK2bJlw+HDh71tCgDQXCk+AolwF5KentgJgiDSOn5+dItLi4iP2wcffOBFS1zHjBkzAADDhg3zsiWpiEX4jRs30KtXL1y8eNErtmzbtg1LlizxStveJkNMW+8p6MmSIAjCdyARnjYRv8E4cOCAFy1xPb7irBPrldatWyM6OhqrVq3C06dPPW5Ly5YtAQC1atVCqVKlPN6+Ho8fP0ZsbCxKlCjh8rqph3IhvnJxEQRBECTC0yri45benFu+sj9iO86dOwcA+Pfff71lDoDUzC2+SJ48efDCCy/g9u3bLq+beigX4isXF5A6SLRNmzY4ffq0t00hCILwChQTnjYRHzdfuq+6Al/ZH7HT0OjDalxcnFuFuq/8NmqcOHHC5XWSCHchvnQCtWjRAps3b8Yrr7zibVOINMipU6dQrVq1dPcqmMhYeNIT/uTJEzx69Mhj7bkKzjkmTpyI1atXe9sUG+nZE+7pN+accyQnJ2vaYeQ6iY+PR3BwMEJDQ11qnxhfP9busI9EuAsRn9ScczRv3hwNGjTwSpjKtWvXPN4mkX5o3Lgxzpw5g/r163vbFIJwGE+JcKvVily5ciEkJMQrMbXOcPz4cUyYMAFdunTxtik2yBPuOjp06IBcuXLh4cOHqmWMXCfR0dEA4PSD5o0bN/DXX38prnPnb8M5x+nTp526Pt2h5UiEuxDxCZSYmIgdO3Zg//79iImJ8bgtae01bHx8PM3g5UM8fvzY2yYQhNN4SoQ/e/bM9v+ff/7pkTZdxd9//+1tE+wQH7f0NtbKrNC0WCzo06cPli5d6lB769evxz///INVq1apljGiF1xxLcXHx6NEiRIoXLiw4np3ivCFCxfilVdeQdOmTU1tt2/fPtv/7kiXSSLchai93vHGk3xaGpCUkpKCoKAgBAUFISUlRbHMlStX0LVrV/z6668ets63UHu16GrS2kMcQSjhqX7Q2/29M/jitZ6ePeFmHypWrlyJRYsWoWfPnk61q/U7GrlO9Mo8ePBA91iJBzYq/Q6xsbEYP348Ll26pGuPWb788ksA5rPtNG7c2PZ/r169VI/foUOHUKlSJRw5csRU/W7poRhjExljvzLGrIyxjhrlSjDG9jLGYhljfzLGRrnDHk8hPgG93SmnJREu9rqqeWDfeOMNrFq1CjVr1vSUWT5J48aNERISgrg41Qm4XIIv3pgJwiyeOo/T8gyPvniv8Pb9052Y2Z/k5GT06NHD9r1t27Y4c+aMy9t1VoSfOnUK+fPnR5MmTQzXoWTP0KFDMWnSJJQvX17XHrOI237y5InD9YjfeompW7cuLly4gFq1auGll14y/GbfXVffVQBDAJzUKfc5gD8A5APwOoBBjLEGbrLJ7YhPKm8/yftix6qGkQ73+vXrAFKflDMyUVFRiI+Px65du9zaTlo6fwhCDU+dx97u753BF6/1tPx7yu9RcXFxkn0wsz/379+XfN+0aROqVavmkF2uFuHXr1/H119/jWfPnmHhwoUAUu9PRutQssedobvitrt16+ZwPUaOX3R0tOHwIbdcfZzzlZzzfQD0IuCLA/iOc57MOb8O4AgA1Ucgxpg/YyxI+ADI6TqrnUfsAfG2Z8QXO1Y10ovX4+HDh1i5ciWSkpLc3pa7zylPnj/Jyclp+rgT3kPvOvBGP+hL53JiYiI2bdqkGcvqi/cKX78n/P7772jVqhWOHTsmWf7tt98id+7cmDlzJgBg0qRJCA4OlgxwN7M/Zo7N/fv3cfz4cdX1Wu2ajQnnnKNUqVLo27cvZs2aZdhObz5ciW3ctm2bw/UYvfcaTeXo7avvCwAdn4vr0gCqAzioUX4UgCeij+szpzuB1WrFs2fPcPz4cVgsFslyT+OLHbOgk+oAACAASURBVCuQ+ionPDwc/fr1sy1Ly14PMfXr10e3bt08Ms2yu38nT50/ycnJKFasGKpWreqR9gjf4ezZs3Yixgzjx49HiRIlNCf4kAuHZs2aoV69ek4/xGpt70vhKH369EHbtm3RuXNn1TK+eK/w9YGZ7dq1w9atW1GjRg3J8l69egEAIiMjcevWLYwfPx5AarywgNr+HDlyBAcPHpQsM3NsChYsiNdeew2HDx/G8uXL7eKqzXjCY2NjkZiYqFrGarXa6tu/f79hOz15XKOiotCyZUtbHLqrznOj916j5bx99R0F8BqARABXACzmnJ/XKD8dQLDoU8TtFpqAc47evXvjtddew+jRo23LvSEsfTWmd8+ePTh16pTt9RXgu14PsyOhz59PPXXXrVsHIFVgrlq1yi2zbKUXEf7bb7/h7t27tt+OyDhUrVoVNWrUsHvlbpRJkybh5s2bNq+jEuLzOCkpCTt37sTBgwdx8+ZNh9oEUgeSv/LKK6rC1pf6MCH3t5bnzxPX+sOHDyWOKT085ZiJiorSzBqihpHzRy2Vn9VqxePHjyWp8pKTk1GrVi3Uq1dPEs5i5tgIorZ3797o3r27XVy1lugVt/PPP/8gd+7cCAwMVC0THh4u2R9HRLi7r5NGjRph27Zt6NWrFywWC06e1IuONka6EeGMsUwAdgJYBCAAQAkA7Rlj7dS24Zz/yzmPEz4AfCqnndVqxYoVKwAAc+fOlSz3NL7o3QCUOwJf83qsXr0aI0aMQM6cOfHhhx+a3l443nPnzkXXrl1RtmxZV5vo9nOKBrQRnsLZlH5qGZUA6fnlKgFw5MgRnDlzBmvWrFFc70siXMyAAQMUMysZvVdYLBaHHph++eUX5MuXT5JlQg+1Y5WUlIRdu3a5LBd7o0aN0LVrV/z222+mtlP7zcTL1co8evQIefLkQYECBWzLxOewWLw7ch+/cuWK4nKjnnBh/BWgnvHtl19+kdTrKRF+5swZTJ482Xb8//33X2zfvl1zEGRMTIxNl5ll8uTJdsu0+hsxRu9n3lRqeQCEAviSc57COb8BYAuAeo5UtmzZMhQvXhznzp1zoYnmUDupKCb8P5TsMuv14JyjU6dOGDXK9cl0rl+/ji5duuDjjz8GAHzyySem6xD2Ye/evQBSPQuuJr14wn3tAYzwPM6ey0bFhfj/W7du2d1MHz16hA4dOmDnzp1O2eOr5/GCBQskbyAFjF7rTZo0QYECBfDzzz+bavfrr78GkBq2cOLECURGRur2iWr3hHfeeQdNmzZF3759Tdmgh/ht5U8//YQ5c+YY9hyrLVcrI2S2Eme4ypQpk+1/8f4aFXxGULpOOOeYNWuW5OFKrU9W2x9PivBq1aph3Lhxtvvzhx9+iBYtWqBt27aq21itVly9etV0WwAwbtw4u2UhISGYMWOG7rZe9YQzxrIwxgKe15+FMRbAGJO0xTl/ACAGwLuMMT/GWBEArQA49F66R48euHXrlsdm/bp16xYGDhyITZs22ZapXbTkCf8PPbvUfivxdqdOncLatWsNXQhmcfTVuBhhH8Qdq6sxck5dunQJ69atc0gUUH5lwhmsVivOnz9vKATBUyJcLOzq1auHunXrSsqOHj0a69atQ7NmzTTbc7QP8wWUQuOMvo364YcfAABfffWVqTbFv1f16tUxc+ZM5MiRQ3JurF+/Hm3btrUJU7V+Ye3atQCA5cuXa7a5ePFi/Pjjj4ZtFLfx+uuvY9iwYVi/fr1qeWdEuBJqDx0vvvii4Tr0UDov9+7di5EjR0qWqf32viDCBQRP/KJFiwBIJ9Rxxj6jGHEAejscZRGAJAC1ACx//n9txlgXxthFUbl2ALoBeAzgZwA/PN/WYYyOSHWWiIgIfPHFF5InMLUfPS2J8ISEBMnrKFfjChHuzslqXHGxCjcydwpZI+dU+fLl0aFDB+zZs8d0/STCfYOrV6+iW7duuHjxon5hH2LChAmoXLkyBgwYoFvWUyJczk8//ST5Lp9KOzk52W5wml6devZ4GyXbzL6NMrt/ar/X5s2bbf+/9dZb2LRpE6ZNmwbAuZjwo0ePonfv3qhTp45t2fz589GnTx9TjjKtEBVXi3Ax4ocTV85cbDQloNk+2RsifPPmzRg9erShdo3axzk3nT88JSVFNRuaV0U457wH55zJPgc556s45xVE5X7mnNfgnAdzzgtxzt/nnBsfvaGA2o5bLBY0b94cI0aMcKZ6G0ozNzojwmfOnInevXu77FWm0kn38OFDdO/eXdFDEBMTgwkTJiBnzpx44YUXTM1YZcZmV4hwdwpEV9Qt7IOZWMuIiAhTWVXMdGBmXx8DJMJ9hYiICKxcuTLNTVIlxFIqhT/I8ZYI1ytbtmxZBAYG2t2YXS3CExISsG7dOsOTeziDngg3KrrMoBUbLefu3bt225i9J964ccNu2aBBg7Bo0SJbiKAcpX1y5LxyxX3KXf2g3rFXWibeplatWor1WiwWh0T4hg0bDG2jxvTp0w2FeqqJcPlYlG7duiFXrlymMjZVqFABgYGBig/r3vaEew21HT906BB27NhhiyVyB2qdhZFOJDIyEosXL7bzzjiK0sC6oUOHYvny5RIPgUDDhg0xceJE2/fdu3cbauftt99G1apVVWeRkuNOET5//nxMnz7dkB1qeEOEHzp0CLt378bs2bMNt2HmxuRIp+6pgZkkwrX5/fffATg3w5uv404RbuY8VpqMBEj1rGqVk2NWNL7zzjvo0KGDZhpBVyHvYzZu3Ihhw4bZvntShKsJ3+joaDx8+FCyLDY2FhUqVLArb6Y9QP06IhGuvEzslf/7779V63UkT7ir4/rV4Jwr2lekSBHJ2w4hS46ZMNcrV67AarUqZl7JUCJcPBpYbcddOcBBDVeEo5hNi6eG0kmnFWYiH1Ft1OYVK1bg3LlzujNladllpF21zk244VmtVgwaNAijR4/GrVu3DNli1L4PP/wQZcqUMSyEzIpwR85NM+eUI516RvCEk+j3DXzVE65Wv56X1uz+CLHH27dvN7WdnDt37mDx4sUS76DSQ4g4tKldu3YSz5+3Rfgvv/yCl156SZL9xGq1Yv78+Ypvn820B6SGHDVs2BAbN26ULFcau6A1nkGtDfE4IF8Q4Vu3btWs14wnXA13xFy7Ei37lOL+Hfn9lc6VDCXC27X7L6uhERHnLlwxMNNVF6DexeVqOwyfcG4S4eKbjTMPMkr2ffLJJ7h69aqhV+uAeRHuyLlJItw57t27h9DQUIdSUBL6uKqvcTZG2d0i3KwH1Z3UqlULvXv3loS1Ke2TVpyxt0X4hQsXFMuZyTGudcyHDh2KH374QaIZ1Gx5+vSpaT1h1hOudH4b2ddHjx4ZylXeqlUr2/9GRbhaphY1fF2Ep6Sk4KOPPlJcN27cODx79kwyHkT4/b/77jvDbTjTD/juL2cC8cnoTRGu1ra7QweUMCLCO3XqhJo1a5r2Aihh1G7xBW7Gi6TWuQkDeRyxRa8dOWbzg5IIN9eO2M7bt2+r5rt1BbNnz8a9e/ccSkEJpA7aM/Owt2/fPmzZssWhttzJvn37EBER4dTbIyWcFeF37twBYwx+fn5YuXKl4e3lfYo3RLi3UhQKoUvi80xpn7T6A1eLcK14YaP3GLMiT1x29erVqpPmyNuQ8+mnn6J69eq6bYjfMJsV4Y6Kt5CQEISFheHu3bt4/Pixww+rGcETLh9wLcff3x+FCxe2fRf2+Z133jHcRoYX4WJ8UYS7UjBdunQJs2fP1p2swIgIX7t2LY4ePYozZ87YlR01apQpIe6IJ9xRES4W8mPHjnXYFr12HK1XKGc0RaE7RLg4FVlaFOFFixZF2bJlVeMQXdnu5s2b0ahRI9y5c8fw9uXLl0fOnDkNZS/gnKNx48Zo3bo1GjZs6JC9rmLq1Klo37697dpu3Lgxdu/ejR49ejhcp1JGKjPpOZX6AXF+3m7dumlub7FY8MUXX2Dy5MkoVKgQdu3aZVuXXj3hVqsV9+7dU1xnsVjQs2dPDBs2zKsivE+fPihYsKDqNWK0HrWYXjXEZbt06YI33nhDsZxYnKnZojSo/e7du7YHHgB44YUXcODAAbu23SnCBWbNmoU8efKgT58+DrXlDhHuyowuAu7MiCZH6Bv1jp84TaaSVkoLk/W4BbWTxsgAnfPnz6N///6mbsZiPBGOUr58eXzwwQe6AxCVTiC130BNbP/xxx+abYhxRIRbrVZcuHBBMlhILSuLmc7NkyL8zp07dk/azoSj7Ny5E2XKlNEdoa23j5UrVzZcVglfGZh57do1t7fbpk0bREVFYciQIYa3F+wykotY3C8IuZaN4urj8NFHH2HDhg12WSKU8kcbYfv27QgICMC8efNw4cIFWzpMZzzhBw8eNDVhzoYNGzBw4ECMGzcO9+7dQ9OmTW3rnBmYKSDuHx88eCARZt4S4S1btkTBggVx+PBhu3X379/H0qVLMWfOHMX9NyvCo6Oj8corrxjaXsyiRYvw8OFDfPvtt4bbUsPI+XT27FlMmTLFLkmAWnYosfdz+fLlhtOAjh8/3m7Z4sWL7ew0I8LFD7Jmfpc5c+YAAL755hvDbYnp1KmT3TKz6SHlIjxPnjwYMGCAYsYQR7h27RoCAgLw3nvvuaQ+PYzev7t37y7ZRn6tGT2OmU3a5/OY8YRv374dZ86cwdixY8EYswmXy5cvm75ZarUtXp6QkIC4uDiEhoaqln38+DHWr1+P9u3bI3fu3Irl9ESaUudrJjZPa7kzZeWiq1KlSpL1nTt3VuwYzHRuZkNp1NqRI9/H5ORk23FUyhXqiAgXJgpp1KiRZriD3JaUlBQkJycjW7ZsAKTeCHd6wp89e4YRI0YgIiICTZo0AaAcp6+GXofvzLHUQmn/HJmoychv64yQzpQpk1sGlctvkI4KR2FyNPEDzIULFxwW4c+ePUO9euYmTdbKzOSoB1V83ontK1iwoOS7p8NRzp49iy5dutgE47x581RTx6lhVoQ3b95cks7NyLmiFCZoxg45Ro5j1apVAQAvv/yy4XoFtm/fju3bt6seuwsXLmDHjh0YMmSI4ltoJeFm5Lq3WCy4ceMGSpQoIVnmDoz+3mZFuFLI0YIFC5AzZ05JppETJ05g9erVdtvrZVb7+OOPYbVaTU8S5ShmnWjAf7+B+NhlKE+4kdcnSj9oixYtMH78eLtR6cJsTGqoecqNpCgsWLAgChcurOp5slqt6NixI/r27Yv27dur2qB3cZgZmOkKEa53IXHOMXPmTHTt2tWh+h3xhHPOTb8a06pbfnzFIlkpbMKZmHC5SHr69CmOHDmiakuFChWQPXt2ReHuThG+YMECfPbZZ7ZXvpxzNGnSBLVq1TItRlyRacIoSvvnyM3P3V5Pd4UFye12dD+U7Lt48aLDItzVr53N2CEOoRE/CGiJbmc84cnJyXj33XcN2wcA7du3l3hsHTlub7zxhm2mQTlK16A8ptpIm2PGjNEtY7VacenSJUMhWmbCm5TCK52lUqVKiIyMxPTp0zX7DrPXq9VqRalSpeyWuQNH6p05c6ahepX2W/4Ws3r16pg3b55k2ZQpU+Dv769ZvyN9oCNzYwg4ciyVfoMMFRNuRISLpzWVdzTyWaP0fryBAwcqLjciZgVxpfQaUSgrvCrW8sbreTPMiHA1AW1GlAgeMTW6d++OyMhIyYVpplMwk/pJqLdTp07IkyePXZ5fLbTqPn36tGpZo/F2ZtsUaN++vcTjJW9PGMR44sQJu23dKcLlA/qePn2Kffv24aeffsKNGzdw+/ZtzJ49G7Gxsbp1efLVvpFY2X/++Qfnzp3TfJhwRLjrTbktJi2KcLMDtcRta20XHx9v+hW3o55wcf9s1nNs9LdcsWKFoTACMfKHbL3zTy37hloMsZLtcgFs9lxR8whbrVa0atXK0Fvn/fv3m2rTXZw8eVKz73BEhMuPobv6vLt37yI8PFy3nPgaE8JdtLBarYoPSUb2Q2lMl8DUqVNRs2ZNh2ZBr1+/vultBBz1hDsajpJhRLh4Ihp5x2TmhmS1WjW92EaXq3WeRg+cWrm4uDgUKVIEly9ftlundlI1aNDAKVsEtMTKihUrnKrfEU+4kGLIzARNWnXv2LFD4hUSl1Uage9KES5/W2PmXBMvu3v3LrZs2WL32kw8OYZRm5TKya/F2rVr44MPPjDk8XNU0Jw8eRJr1qwxYK2ynWptvfrqq6hSpYok164j9skRxxLq4YgI/+6779CoUSM8ePBAtYy8/5F/NzITnZp97hDhz549Q1BQEAIDA12Wrs5oWXeJcPk1ZwSz3jazb6MGDBiAH374ATt37rS9lZAL/+3bt2PWrFm276dOncJnn32maovWWCm9zBUC4sG23sRisSgKTmc84Wp1uZqNGzfi1KlTuuXMzNwMpGaHUXrQslgsToVmffTRRzh69CiWLFlieltn0hQ7IsKV+rylS5ca2jbDiHAx8jIWi0XypK12EaSkpKBChQqKsyMB5gZmGhVRjDHMmzcP//zzjyQmSm37NWvWqIbL6IlGozYaLf/tt99ix44dLqnfmYGZau3Ex8fbxXLr1T1gwADb/+KOR4hHFLhy5Yqqd2DGjBkST9u6des021TCjAifN28e5s6dCyA1bKV169aSnOejR49Gvnz5JA9KRuOY5b+XPJ5QSN9l5CbqqKB59dVX0blzZ9XrUgkjIlzIWazlufbFcJSOHTsiKioKI0eOVC2jdY0sWrQIOXLkUB1QJ0bpPElKSjIVBiZuW+28E/dpRh8QtOpTQk+EK02mYzQm/MGDB4iIiJBMEuPIsXX0lbcS4tkCBdavX4+GDRuiWbNmyJo1q+oEQiNHjrSNVQgPD8f777+vGO+rhZoH1deQjw9Q6zsSEhIM5e6Wb2dkmSfZtm2b6W2UzpO4uDiULl3aUOYWV+Ls7MKuCkcxColwpKbqE3uD1eqIjo5W7LgE1OKQzMS6Ki0fMmQIOnbsKBkdbCb2XWld0aJFVcvJ2+CcmxbtV65cQa9evdC8eXND5fXQE+HClLNK9Yq/WywW/Pbbb3j69CmCgoKQM2dOSey43k177dq1AFIHHhUoUEC1nFrs4Jo1azBq1CjUrl3btkxtunotT6awTytXrkTWrFntlssZOnQogP8evsQdrTB4Rhxm5Ygn/O7du6qDehy5Lo1uJyC+NsXb3bt3D61bt8bu3bsV7dZr6/79+5pTNjvLnTt3EB4ebsuwIEbtOPz+++8YMGAAbty4oVqvkfNH6btw0+zVq5eW2ar26WVu0rNFrx1H+w1Hywo35RYtWtitu3r1qt0yJftGjRqF3bt3o127drb7gdar/idPnhgKcdNycujx4osv6pZR2mcBubPq3Llzptp3Rrh4kuDgYNv/annPLRYLJk+ebLputT5vx44ddkkLPIUjfZrSbNwHDx7E77//jkWLFuHNN990hWm63Lx5E7ly5XKqDkfDUUiEP8fozV7sAT1+/Ljder12lFiwYIFqe3LMhqPIn07Vtjcqwo14k4Q22rdvj5CQELvfSan8Dz/8gNatWyM6Olq3fkdvpkpCWZxLWEtgdO/eHS+++CKGDRtms3n+/PnIkyePqbCVMWPGaP6GajcYpZu2GlqzOQr71K1bN8lgNmfCmYzG5ooRe7IKFSqEzz//3PZdHOtpRoSLxyg4kqt+0aJFCA4Oxk8//QQg9SF2y5YtiIiIsHlszAzMPHLkCPLmzas4aNAVInzMmDE4deoUevfubbdO7TjUr18fCxYskAyI/eGHHyS5o82EUbgyJlycQ9kIRto2ul9y3B2O8tprrxkqLw49GTJkCG7evKkainH58mXkypXLlm1Iz0atN0DuzNQi388NGzYgKirK1Pau8oR///33LqlHCXGMtFb8s9EUh/Lt5Fy9ehXNmzdXnD3UEzgSDqN3nrnz+AisWLECGzZscLqeU6dO4dmzZ+QJN4NZEc4510zr5KgIN1NfcnIytm7dajfhgrMx4UZFuJk2hFeoeoM0rFYrGjZsiC1bthjK6emum6nWQBfBY/7ll1/alg0ePBgAMGLECMNt6KF2UZrZD62UeWbepBgt54gIl5cbPny47X9x6I5RET558mTJaHkz54hQtk+fPkhISEDHjh0BSCflEDx7ZvMnA1AcXOqK+E2twYbi3/fAgQNYv349bt++bRsQK4z9+P7779GwYUMUK1bMVt5bItwsRtp+++23TZUXcLcIV0JJkIjr/vzzzzWPeWRkJAAoClq1bDTeQP67XL9+HY0aNULPnj0ly7XCNJ05f9q2bYvatWvDarV6zNOq5QmXLxefs1r1yVFL/EBoM2LECJe9WZk+fbqpuROc8YSnizzh4p3/999/sXz5cvz666+oV6+eojfBarXaZbqQrwdSYxsnTJiAhIQETJgwwaUi/KuvvsLZs2cREhIi8ZIovdbRqzMmJgZr1qzBu+++63IR/uuvv9q+p6SkYOzYsXj55ZdRunRpu9fnYptcHXMuz2Bjpl5vxNi5QoQLditNWKMlwo2k6HKXCDfTHiD19lutVslMiVrbGWlD7bVimzZtsHnzZs3tlR44lW6YekLXyO9j9JoVRvyXK1fOrpwwSY74LYKWbYmJiZJczmpljxw5gtDQULzwwguS5RcvXnRZOEFKSgoOHz6MatWqIXNm5VuSeBKvtm3basa7izESE3706FE0b95cc2ZHI5MyicvL0RrALOb+/fuSaef16lFrzxNYLBbFsR7yAWlafZUznvBNmzYBgEc9xmrn/J49e+xCL428FfB2/Hd6whkhLGfChAmmylut9pP1GCVdiHD5zgvZB2bOnOlQ7mFh/bRp02yjwH/++WdDA5WUULLh7NmzAOzzS0+aNMlQneJ9qFWrFm7evIkTJ06gdevWqtuYPUEtFotk4oNt27bZOj4lhKl7jWK0A9q6datuHnKtes10dEZ/fyM2OCvC9+zZg6ioKDRq1MhunZZ3SRxvrsb+/fvBObebqS05ORmMMc1YYzFG90fNYyweDGokJjwhIQFWqxV3797FgAEDJPmIjYpwJQEu314IV1JaLw5DUju3Tp06hXr16mHq1KkYNGiQYhkBsX3btm3D/v37MX36dAQEBCiKFKVxKUrltHJuT5w4UfKgrLYfwhvD2NhYW2zss2fPULFiRdW6zfLxxx/jzJkzqFu3ru1hQotDhw7h0KFDhuo2cn7WrFlTc73VakWdOnUMtSeU17NDzS6lrFZA6n1Cywur1h+4c7pvq9UqmZ3ULK4STe6aVVcJtewogPLgRD3Siwh3Z9iTUbw5xoDCUXR2Xp7ixuiJL/aW//zzzy71hDuLuE5hRPaePXtc7gkXizS9Dr1ly5aKy+VeNHH9WnDO0b59e7Rq1UrHUu16zfz+apNYmMUVIhyA3atdcf1KMylarVbDuZS3bt0q8UQnJyejePHiyJIlC+Li4mzLJ0+erDprozPXhPytj56n2Wq1ImfOnAgODsabb76JqKgoyaQqamFIZr318tznAlOnTkWHDh2QI0cORfvE9OzZEwkJCZKZJNUQ39RbtmyJuXPn4tNPPzVlu1K5AwcOqGYKMDsBi/ihTGl2WC2+//57MMZQtGhRRcEkvLk5ePCgqXq1iIqKwsaNGyW/y6uvvupQXa4IR5ELN7XjqhZvnDdvXhQoUEB1tkbxzISewtn7mqtEU9u2bZ2uwyiuFnryN3++iNqcJr7G33//7bVUljQwU2fn33nnHcl3o3kwjXov9HCnCBen7tI7EVyRw9QR1EJs9Oq/evWqQwMtfCUcRXxDTU5Oxt27d02/flWLS7t48SKyZMmi2K5RYmJisHLlStt3zrliestx48ZJUhqKyzv6OrlHjx52D2dKmRjEwvrrr7+2/S8OTxBQO+5GbRTaUpt4asGCBXbpJJV+79jYWFOvyLUG8Bq5ZufOnSsZECvGaPpLvfNGfBzMHnMhXvf27dsoXbo0Pv30U9ugWXfRqFEjtGvXTjLdut5MyGqY7T+UyssfYtWOq3z56dOnJW8BlVLgLViwwPTrc1dgZhCmEhaLxVTcrSfQewN46tQp0w+hWhjNJe1NjLxZ9RW8JcLPnj2bsUW4ViouJYzOUqaVA9kM7nhVI3ip5QOWfFGEq6HmcWzevDlOnDhhuH15qIq7RbiR4yk/FjVr1kShQoVw/vx527LFixcbmklSCbXR5lr7KsyqKXD48GHD7YvHBgCpD7LFixd32H6lyZv++OMPu2Xi/dEb7Cvfd7P5XoXtzWT3UPLef/bZZ4a3B9QztcybN08iItUQ0k8q4cxAXbX1znoChw8fjtdff92pOoyiFyJgJK+z2cG38t/y0aNHds4EoyL8lVde0Z0C/vz586bC9VxFhw4dnNpenFbWVyhRooRuGV+029v4QjiKN/nqq68y9sBMd2H0FaIe7hCzsbGxyJ07t+Sp3NWecHfN3CWgFou5Y8cO7NixA5988omheuRhMEOGDJHkznb1fjgiwoUc8mLPc+/evSWTd7gCrXOtbNmyku9mJgmST1gh5DZXS8uphVbWFznuGJipt73ZwbN///03li9fjs6dO6NAgQJ2gkj84KWEkmd569atig8qZunXrx/i4+N13/55UoT7EmFhYbplnPWEK13jasJa6VwQQpPSG/LMYGkFd98XfRFnYv8zCkqhYkZIP72pCuJUdGZITEy0u9mYzX8r4A4Rfvv2bbvXYnqjzc168h0diOoqjIYNyQdz/fHHH5KsOK7+/devX69bRu2BSC7gXf36zF1vL8Q3HnFOdkc8IJ07dzZc1kzHpibCjeSsF8o/fvzYkPdZ4PHjx+jYsSOGDRtmC6eRH3dx3LoSSueJs7O+idHKNy9gJhwlvQwmM4re/i5btkzyXX5NKB1ftdkl09MDDpF+0LtPOSpA0xNmZgkWk+6v+P79+zu0XWBgoN2rdiN5P5UQpwJTgu3sbgAAIABJREFUwplZz8RwzlU7cc45vvvuO1P1CbNDpnVcLRqE/NN6bXrjhuouL424XrGAMDOFuMD+/fsNl+3evbvdmA415G9OrFYrTp06pTopihyr1YqpU6catg1ITWUlxMYKbzvkD8J66Tp9Yepuo57w6dOnIyQkxBMm+Qx6v02PHj0k3x89eiQR4maOry+cC4Q24kHrRCqOhiUSGUCEO4NcLBjJfa2EkI5QDa2p3c2iJvz27NmTYZ9WveG5e/DgAeLj4z3erjs94TExMWjQoIHTdZl9OJFnN1Ljr7/+kvzmVqtVMmunHrdu3XLJzcTI/p06dcpUeXej9/AmnFejR4/OcP2I2Wtq4MCBaNOmje27KyYMIggifUIx4SZwxssYGxuLXLlyudAaZdQ6caOv5NMjVqsVjx49svNYuZOTJ09qTiftLtwpwgcOHGjKi62Gn5+f6WupX79+hsqJU2omJSWZ9iyaiZNXw4iQCg8PB+cc8fHxDr1NcDVizy1jzC6kwlNxsHfv3vVIO2ZQysuux5YtW/Ds2TPcvn3blLB2dPA/QRBpE7eIcMbYRADtAZQD0JlzrhjXwBj7FMCbAPIBuAxgGOfc+NRkaYjcuXNj7Nixbm/H6Kj7jITVasXYsWOxbds2b5vidtwpwsUzuzqDIxOIKKVIVEIuFs14wgG45O2FUeGfkpKCoKAgp9tzJdeuXXNogjNXUbx4cY+0Y4Zly5bBz89P8zdQWle3bl0cO3YM+fLlM9xWw4YNHbKRIIi0ibuU2VUAQwDouQKfAGgMIBjATABbGGM53WST15k8ebLb21ATAOlJhJuZQhpIvUGaTWOZVomJiXFLvVozxZlh586dLrBGHbkY2r17t1vbkzN79myMHj3aUFlXDr50Fe+++67i8ow2GFOOXv+plO3k2LFjAMyl0PXFNwEEQbgPtygzzvlKzvk+AJrBg5zziZzza5xzK+d8PYAkAGXUyjPG/BljQcIHQLoV7I6idrNMTyJ8wIABpsrrZY1JT0yaNMkt9bpKhDuarcgo3k4fZjSjD+Cb12RCQoLicm//rt5GbcZYAaPpVAmCIMT4zF2AMRYGIA8A+3mN/2MUUr3nwse3ptvyAcSzCgps375dcXlaxezodL08zYQ+rnqQcffDUFry2Prig6Hag4EwORhBEAThOnxiYCZjLAuAZQA+5pxrvaOdDkA8c0FOkBCXoDQdtNJ04BmN9JJu0Vu4yhPuaK59o5hNw+lNPD3LnN607Zxz1WNstVrRs2dPd5hFEASRYfG6CGepw8GXArgPYIJWWc75vwBs7hgaSU4QnsEVIvzy5cu4cOGCiyxSZsSIEW6t35V4IluSmJdffllz/bp161SPscViwZo1a9xhFkEQRIbF6yIcwOcAQgG8wTlPO++SfRRPe9eIjIHFYkGWLFmcquPgwYOuMYYwjZF+4fjx45rhKARBEIRrcVeKwiwAMiE15jwLYywAwDO5yH6eyrAmgDrPvdyEk5AIJ9zBnj17nK7DF2OgMwpGRLTW2w4h0wdBEAThOtw1MHMRUjOd1AKw/Pn/tRljXRhjF0XlxgF4EcBfjLGE558ubrIpQ0AinPBVfGFSmoyKkewmKSkpOHDggOK6WbNmudokgiCIDA9Ly6Lt/+zdd5jURB8H8O/cAUc57qjSpSsoooIcVRClitKUonRFunQFBYGjg4qAoAIiXZogiHQUBJQmXemilKNzcEeH2533j2P3ze4m2WT7Hd/P8+wDl0wmk2w2+WUymXnYTWHodbYbRNmzZ8fVq1eDXQwiFzlz5nxk+msPNbdv30bGjBl10xQoUMBv/cwTET2ioqWUml26MQgnIkrlbt68icjIyGAXg4joUaMbhIdMP+FEROQfr732WrCLQERETlgTTkRERETke6wJJyIiIiIKJQzCiYiIiIgCjEE4EREREVGAMQgnIiIiIgowBuFERERERAHGIJyIiIiIKMAYhBMRERERBRiDcCIiIiKiAGMQTkREREQUYAzCiYiIiIgCjEE4EREREVGAMQgnIiIiIgowBuFERERERAHGIJyIiIiIKMAYhBMRERERBRiDcCIiIiKiAGMQTkREREQUYAzCiYiIiIgCjEE4EREREVGAMQgnIiIiIgowBuFERERERAHmlyBcCJFTCLFSCHFbCHFUCPGKTtp2QojjQohbQojDQogn/FEmIiIiIqJQkcZP+U4GcA5ADgC1ACwWQhSVUl5TJhJCvA6gD4CGAA4BKALgGoiIiIiIUjEhpfRthkJEArgKoJCU8vzDaZsBfCulnO2UdieAAVLK9QbzjgAQoZiUGcBZnxSciIiIiMh3oqWUiVoz/dEcpTiABFsA/tB+AE8rEwkhwgE8D+AZIcRZIcS/QohBQgihk/dHABIUHwbgRERERJTi+CMIjwTgHPUnPpyulAvJzWFeAVAKQDUAzQC01cl7FIBoxSe/98UlIiIiIgosfwThNwFEOU2Lejhd6c7Df8dIKa9LKU8juS35q1oZSynvSSkTbR8AN3xVaCIiIiKiQPFHEH4cQLQQIrdi2rMA/lYmeviS5jmnZfWaohARERERpQo+D8KllDcB/AQgVgiRQQhRH8nNTVaoJJ8J4EMhRGYhRF4AnQCs9HWZiIiIiIhCib8G6+kCoACSe0n5DEBTKeU1IUQLIYSyRjwWwHkkv2C5C8BSALP8VCYiIiIiopDg8y4KA0kIEYXkXlKIiIiIiEJJwLsoJCIiIiIiHQzCiYiIiIgCjEE4EREREVGAMQgnIiIiIgowBuFERERERAHGIJyIiIiIKMAYhBMRERERBRiDcCIiIiKiAGMQTkREREQUYAzCiYiIiIgCjEE4EREREVGAMQgnIiIiIgowBuFERERERAHGIJyIiIiIKMAYhBMRERERBRiDcCIiIiKiAGMQTkREREQUYAzCiYiIiIgCjEE4EREREVGAMQgnIiIiIgowBuFERERERAHGIJyIiIiIKMAYhBMRERERBZhfgnAhRE4hxEohxG0hxFEhxCsa6TIIIeYKIW4IIU4LId7yR3mIiIiIiEJJGj/lOxnAOQA5ANQCsFgIUVRKec0pXSyAbADyASgFYJUQYreU8pifykVEREREFHRCSunbDIWIBHAVQCEp5fmH0zYD+FZKOdsp7XkADaWUOx7+PRvACSnlUIPrigKQ4MvyExERERH5QLSUMlFrpj9qwosDSLAF4A/tB/C0MpEQIiuA3AAOOqWL0cpYCBEBIEIxKbPXpSUiIiIiCjB/tAmPBOAc9Sc+nO6cziKlvO0mndJHSK75tn3OeldUIiIiIqLA80cQfhNAlNO0qIfTndOFCyEyukmnNApAtOKT37uiEhERESULCwtD3759g10MekT4Iwg/DiBaCJFbMe1ZAH8rEz18SfMCgGf00jktc09KmWj7ALjhu2ITERFRSnPo0CFs2rQJTZs29TqvrVu3omrVqj4oFZF7Pg/CpZQ3AfwEIPZhF4T1kdzzyQqV5HMBfCKEyCyEqACgPoCFvi4TERERhZ7mzZt7nUfJkiVRrVo1zJ0716t8Nm7ciIoVKyI8PNzrMun56quvcPPmTVitVr+ux1csFgtmzJgR7GKkSv4arKcLgAJI7iXlMwBNpZTXhBAthBDKmu5BSG7bfR7AYgBdpJRH/VQmIiIiCiFz5szxavnu3bvb/582bVp88MEHHuf10ksvAQCeeeYZ/YReklIiU6ZMEEK4zCtZsqRP17V9+3ZUqVLFqzzCwsIQGfn/1/W++eYbb4tFD/klCJdSXpZSviqlzCilfEJKueHh9HlSyqcV6e5IKVtIKSOllAWklN/7ozxERERk3LRp01CzZk2/rydNGs86aWvcuDGklJgwYYLD9MKFC5vOK2vWrJgyZYr97wIFCmD37t0elctGr125Xg24t7X5zsqXL48OHTqYWsZisaB8+fIO08LC/h8uduzY0SdlM2vlypWoUKGC5vwXX3wxgKXxDQ5bT5oKFSoU7CIQET0y+vXrF+wiAEgOStu3b4+0adMGuyiatAJZZbBo1PLly10C1TJlyujmlSVLFt0869evrzlPLwjPlSsX7t69i23btunmb4aZ5jUlS5ZEWFgYihYt6jDdk/3qiWPH1MdqDAsLw6uvvor58+fbp/Xv398hTcuWLVWXHTBggNvvK1gYhJOmP//8M9hFIEqVRo8eHewiUAiqXLlysIsA4P9Bor/bRnvD2yD8559/tv/fYrEYyqt27dq4cuUKLl26hKtXr9orqtRqYPX2nd4giVarFREREahQoQJGjBihtwl27mr/zQTQtv06fvx4tGjRAr/++qvpPLxRvHhx1emnT592KUe/fv1w8OBB7N27F19++SXeffdd5M2b12XZDBkyIH369Jrr/PTTT70stecYhJMmtfZqROS9UKnxJP/r1q0bMmXKZChtoAIdd/wVhGfPnt1neWkF4UbLXK9ePXtN/7PPPmsor+joaGTPnh05c+ZEWFgY9u/fj927d+P11193SCeE0P0ulWXfsWOHQ7v2dOnS2f9vtLeXnTt3YtmyZS5Prz/88EMAcHv8/f777y5ly5kzJ+bOnYvq1asDCOyxqXZ+zJcvHwDH78RqtaJUqVJ47rnn0K1bN4SHh6uWU0qpW/5gdkkZGr948gnlj9dXOnXq5PM8yTh/fKdEFDgWiwWVKlUylNZs0PvEE0/ozm/Xrp2p/GxsNcOvvvqqR8truXz5ss/y0qpNNhMsXrt2DZcvX0bWrFlV5zt/H86Bf1RUFMqUKeOQrn79+ti1a5fud6nMJyYmBhMmTMCYMWMQGxuLXLlyqW5L7dq1AajfMOTIkQMNGjTADz/84DB9zJgxAIC6detqlgVIbnpj44v9qmX8+PGG0o0ePRr79+9H27ZtXeZFRPx/0HS1ikK1clqtVs3yL1myxFCZzCpVqpShdAzCU5GjR33fsczkyZM9Wo7Bo2/waURo27Bhg8PfoVKT6U/Zs2dHly5dgl2MFMNisRgOrs0ePy+//LJuzxffffedqfxsbEHiu+++q5mmTp06bvP58ccfHf5Wns+efPJJLFzoeY/EvmgTnilTJuTIkUNzvnNeWs1WlN/v8uXLUbZsWRQsWNA+7fPPP3cIrtUC3Q8//BCDBg3SXP93332HSZMmYe3atZrlLVu2rOr0NGnSaLaXdi6P2f1at25dtGrVSnWe8sXenTt32mvVjShdujQmTpyIjBkzOjTTypEjB7p164Zu3bqp3jxpBeFa11KtfZYtWzbDZVXjfEOkJfVfMVK5ihUrAgAyZ87s0IWQr3gaVEydOtXHJQlt7mqkKHXy9eN6W42pt12K+ZPFYsHkyZPd1q5RMovFYvg8avZ4slqtfmm3bWvWoFfuefPmuc1HrX2uzbBhw7waXEcrWHz99deRLl06UwGfFnc14TZqXRo+9thj2LFjB/766y/07t0b//77r9t8nCn3f1RUFLp27eoQzKvp1q2b6nRbrKDGmyDcarWqVrotW7bMYf+VK1fOcLMsm8yZM+PatWvYvHmzw/Qvv/wSX375peFyatWEDx482OFmCUjutz4uLg5nzpzRLNf27dvxzjvvaM4vV64c8uTJoznfobyGUlHImjlzJvr3748///wTOXLk8GuPJmZOaqH8Qo8/qL3EumDBArzxxhte5cua8NDmXDPm7ff122+/IS4uLmRe0FMTjJf2MmTIELB1eUprf1gsFkPNQrp06eKQx6pVq1CwYEH89NNPmsvoPWZft26dw9/PPfccmjRpotuP9o4dO1C/fn0sX77cbXnVeptwXmdMTIzm8t4OVKO1fNasWZGYmIhffvnFq/wB40H4yy+/jDlz5rh0axgTE4Onn07ulVl5DBvd9ujoaPv/jfZUo3U8dOzYUbN/b2V5PAnChwwZgjx58qBv376YN28etm3bhvr167vsv6JFi6JPnz6aZVe2TbdJly6dqcpAo0F4rVq1MGTIENW0efPmRcaMGTXXUb58eUyfPl1zvrLJjNvyGk5JISlHjhwYNWqUvSZW6y7YF4oUKaL76E4pWI/lhRDInDmz23RNmjTxe1myZ89u+JGUlt69e/uoNOQPRi6mZppmpUmTBnnz5g3qTezgwYN159tuPMz+xj29QalVqxaWLl1qKG1iYqJH6/BW69atNXu8sVgsbm/G//zzT0ycOBExMTHIlCkTnn32WdStWxf//fcfXn75Zc3l1Jq6HD9+HFJKlz6+pZRYtGgRxo4dq5lfTEwMli9f7vBkzzn/iIgILF68WPX7V3sa+/bbb6uuS+u38/jjj2PSpEmaZXS3vK2MvqjAcN5G576zlVq2bOnQtlqPXu8oStHR0Vi5ciXWrl1rOLDTakYRHh6u2b+31Wq1d/fn3O+6jfO+sB0jzZo1Q/78+REXF4dPP/0Ub7/9NipUqKD5cupnn32GRYsWqa7D9vKlN4wG4VrHj3J6gQIFDK2zdu3a+PHHH+03GGZ6v2IQbtCmTZuCXQRVzjVx/rx4W61WFCtWzFDaYAUREyZMMLTugQMH+r0svhiSuEyZMn57cYS8Z7FYHIKkcuXKOczv0qULVq1aZTpfM7+f8PBwzTaZnhg8eDBOnTqlOd92zjFaxrZt2+Kff/5x6XfYqLVr16JWrVqG0hq5ATdDGYw690kMALGxsTh69ChmzZql2fOHxWJxGxCWLVsW4eHhyJgxI65evepQo+qulw3n+c7n6IYNGwKAbg2kHuf8t2zZgjfffFM1bZYsWewjPtoCVr0aVDWTJk1C165d3ZbLk/Or7TjKnTu3ofTKY3z8+PE+60XDTNlfffVVw8c/kPw916lTB99++61uuixZsqBOnTqoX78+MmfOjFGjRiEhIcF+vDhz/h537tyJTZs22Z/yqB3jtndHqlWr5jC9SZMmOHbsGNavX48mTZpg4cKFWLZsmUvTEE+oHW+VKlXyKAh311f7b7/9hh9++AFr1qxBw4YN8dlnn+HWrVumnmSmuiBc6w7LW9WqVTP1iMGXSpUqpdm2zvlA8ncQbrT2S5lu2bJl/iqSC6PtLwNxk+DJRcK5v1er1YrGjRu7pHMO9oyaOXOm/f++aDOZmrir9VDri9dqtTqcc9KmTevQ3djkyZNRpEgR02Uxc3zWrFnTp8ezEAKPP/64w7TWrVvb/2+2JnzGjBkoUqSIV2UMCwsz3GeyL9WrVw/Tp0/Hnj17MGrUKJf5gwYNsgfqWvtD7X0RvfbUERERDvtK77pjpE344sWLcezYMY9v1Gw9bHTp0gUXLlzQPPd8/vnnKFmyJNatW4dPPvnE/lKmVvmMBEF6PDm/dujQAStWrMD+/fsNpVeWvUePHj6LAXxRQWPjXKEUGRmJ1atX675UayvD6tWrsXz5cnsAHRUVpZn+hRdeAAD7uSE6OhrVqlXTPQ/UqVMHJ0+exPr1613mFS9eHDVq1MCiRYvQtGlTNGjQQLe8RinL888//+DHH39EvXr1XMqp9TSiRIkS9v+r1cwrKyiqVq3q8pRLrxmLanlNpU4BzLQdNNIkYdSoUTh06BAA154Q1CjbcPlKy5YtDZ/IfNkMxPkgNROEK8vrqx+XEUZfVPJmP6m9hKNVFnfOnTvncLL87bff3OYxbNgwjwOaNm3a2P///vvve5SHp3r06BGQ9Xj63ZYuXVqzqzIA+Ouvv1R/E8oaUNtAG96Wx8z3a+bFP2eTJ09GdHQ0vvjiC910ynbEtper1MqoN2iIt+cmd/vEF4+ynUkp8c477+D55593m9Z5+7Zu3Yq+ffuqtsE2U9awsDBcunRJtTbUyDk5TZo0mgOgGNGzZ0+cPHkSkyZN0nwpsEyZMvamc/nz58fQoUPtL6ZplU8rCHKe7nxDaONJICuEwGuvvYbHHnvMUHpfV9Z06NAB2bJl81nXv8eOHcOwYcM8WrZ06dKm0kdGRuLmzZs4ceKEqeUKFy4c0JFXlcdbkSJF0LBhQ9WmMc7Hz7Zt2/Dhhx9iwIABuvnnz5/fd4VFKgzCzZzojfRZ2adPH/vjNSM/yPj4eI96Nvjpp580h1XVu8g6N0dp2bKl7hvpZjifDL15y9+XNwf79+/Hpk2bVC8IrVq1sr8I40x5h+rNY+sDBw4YSqd3kYiNjcWhQ4eQJ08eh0dXzrWxanl42iOC86hgnlzEWrVq5XKjYETRokW92uc3btwwnFavKYWSc/dtFovF3hevUc7tbi0WC/r27YvcuXPbH//7Owg3c3PsrEuXLoiPj9dt6wokH5erVq3Ck08+idWrVwOA6mPrjz76SDMPb88B7pZXG+7a3QVVSW0fmPmNOD+Or1y5Mj799FPVmjGz+yJnzpxo3ry5y3Qz3R96SgiBwoUL6zap0eq6DzDfHMW5152sWbO6NGcAYLjvdaWqVauaSm80WDdqypQpuHTpEnLmzOlVPrt378aqVas8urk6cOAA3nvvPYfh343KlClTQANqT2gdb87Hr3M3qxUqVMCYMWNcfq+7du3CqFGjcObMGVy5csXn77uluiDczAnJ7Bv3RmtYPXkr+/XXX9d8qVLvIut8IouOjtbtWsfGSJs4tYEJ9A5AW02N2iMqs3fPekqXLq26jqpVq9pH+VI+PrfZuHEjqlSpgo0bNyJ//vwYPXq0x/2gG6F3AR80aJD95k7v4qYVhHtyInBuz2g0wNixYwcKFSqEihUrYvbs2S4Xsueee85tHt4GC2a638yfPz/q1avnNt3zzz/v8DTA7M1Np06dXGq9rVYrHnvsMcTFxeGzzz4DoH1R0OqfFtA+16gNvWy1Wh1uBpxvDNwJCwvTvZj37dsX0dHRqFu3Lo4cOYIKFSoASO7Ky/np4DvvvKN5PPg7CFcLdgcNGoRLly65TN+9ezcaNGiAP/74wz6te/fumDp1qsO5ykwbVTPb58lvoU2bNpgzZ47DtIiICI+6ilywYIHuMN5m6Z1LtF5MVlumZ8+eqr8pZTv3Y8eOYdy4cW5fIFaKjo7GtWvXDHcsYPP999+jUqVKWLlypanl9PjipqlMmTIedxH6zDPPYOrUqT6v0Q0VRs63R48eNdw95gsvvID+/fsjf/78Ph3x1SbVBeFmToRmT0Jabz47P6pUnnTMBPpaP86IiAjNoFntRGZkH9ia2Oix5T1r1ixUrVoVQ4cO1c17/vz5+Oqrr7BkyRKXbVE+pt60aZPLBbNWrVqmb4qcy2JrCpQvXz7MmjXLYd7UqVMRExODLVu24KWXXgKQPDSuPwcd8aQvWCN5eFPz6S5vNTExMThx4oRq91EDBw506ZZLa12eXHzef/991e4f3VmxYoXbl6ktFovD0zCjNwq2IFSt2znbPlV+P1rf1Y4dO3Djxg00atTIZd4rr7yiukynTp1Qr149h374rVYrmjRpguXLl+P06dNYvXo1du3a5XY7lHLkyIHDhw/j9OnTLvO0mgMIIRzKmStXLs1howHjwcebb76Jnj17ukxX5qtsh/ndd9/h7NmzLumHDRuGdOnSqdY6FilSBMuWLXPoOzk8PBzvvfceihYtivXr16NXr16mepty95usX78+gOQgyJPfb1hYmMuAKyNGjMB7771nOq9mzZrh5s2bhkcw1GLbpl69emmm+eSTT1CoUCGXZhNq/VarNVFxHnK8ePHi6NWrl6Hrha0GvXPnzppPmvU88cQT+P33330+cij5j9Zva8KECfjggw+wb9++0BrXQ0qZYj8AogBI5WfDhg3SeZraJzo6Wkop5eLFi+X8+fPl/v37VdPdv39fKnXo0ME+79SpU/Lbb7+VP/74o32aje3v7777TkZGRrrkmz17doe/pZRy1qxZLukqVaokb9y4IU+cOCGrVKniMK906dLSYrFINe62//r1627TnDt3ziXfGjVqaKZXWr16tcv0CxcuyD///FNKKV32yYcffuiyfbZP165dVddToEABh+n//vuv6j6oVKmS6j4ysq+aN2+uup3O0xITE12m3b592yFtunTpVPfVnDlzNPOeOXOmy7SBAwfK6tWru6zv/fffl9euXXOZnj9/frlw4UKX7f3+++8N/VbU2Pb9gQMHpJRSLl++XObJk0fOnj1bNY98+fLJESNGaK4jb968qtOPHj1q6HsCIHv16iVPnDhhT3/kyBH7vLVr17qk37lzp5RSysyZM0sA8tNPP5Vt27bVzP/mzZtSSikfPHgg4+LiVI+hMmXKuOyrixcv6u7T33//XQKQb775psP0Xbt2uSzXr18/+/yyZctKIPkc4+zChQsef7fO2zR+/HhD6XLmzCmllLJcuXKq63j11VcNlalRo0by2rVrsmHDhvKHH36wLz9+/HiHPBMSEuTBgwc1yzNy5Ej7tEaNGjms49q1ay7pN2zYoLudyrRq+2/BggW6+/batWty/Pjx8vz583LHjh2GvwdnixYtkrlz55ZbtmxRLZdZlStX9njZBw8eyCNHjpha5sKFC3Lfvn0O05TnMOdpTz31lOzYsaNHZUxMTJSrV692uY5T6vXCCy94fDz7UkJCgq0cUVIvjtWbGeofqAThv/76q6ET/cmTJ112mlq6u3fvOqTp3LmzyxesXKdzXtOmTZPvvPOOBJKD5p07d8pFixbJTp06uZw4k5KS5IABA+zTatWqpVnGevXqaQbgWtui/KgFjc6fs2fPuuRbu3ZtQxf0devW6f4QoqKiHJbt27evrFq1qkuenTp1ctkem8cff1z34rNkyRL52muvyStXrmjuJymlXLp0qct6Bw0aJP/77z9psVhUt9N5muIHJwHIe/fuuXwXpUqVkoMGDZJfffWVw/rnzZunmbctwFJO+/jjj1VvhoYOHeqStnbt2vabAefyzJ071yUP5U2m3vd3+/Ztl5seKaU8e/as6rGRJ08eOXr0aM1jR/kdFCxY0P7/w4cPu5Rb67Ns2TKHslitVtmhQwfZv39/1eX3798vpZQyLi5Ozp8/X96/f18eOHBAM/+EhAR/7H1wAAAgAElEQVTNY8iW5tlnn3WZd/nyZbf79MqVK9JqtWrma/scP37cPu/mzZty586dqstdunTJ7f7S+m6d1/3555/rpuvZs6cE/n/DWL58edV1nDlzRtauXVuuXLlS3r17V7NMDRo0UF3PxIkTTZV7+PDh9mkWi0Xu2bPHPi8+Pt4+b/78+fLjjz9W3Y9aeauVQ3kdWLp0qW4+yhusnj17ul2vM+eyGv1O1Vy5csX+Gw0WW9m7du3qMq1kyZKq110iNTExMSFxrBgNwh+J5iijRo1CxYoV7d1ChYWF6b7FrySTg33d/KtVq4YGDRqgX79+LvOsVismTpyI7777Dhs2bEC5cuXQpEkTjBo1yv4S3uLFiwEkPw4dPnw44uPjMW3aNCxYsEC3XN40STCyrLumLmvXrtUcCtdd/mojkaktY3v0724dao8LGzdujBUrVrhtx9WoUSPs3bvX/nf//v0RGxuLggULGt7HyuOkYMGCqu0gLRYLYmNj0blzZ83tsC1vo9UcRa2HFrW0a9as0Xxsq5ZeSmmojXeGDBlUR2fV68VHa182btwYDRo0wKlTp9C3b1+HUff0XvjasWOHQ7ME5+0RQmDKlCmqXct16NDBvg/z5s2L5s2bI23atHjmmWc0m6npNd+x9QTx2muvucxz3m618mTPnt1tX9KJiYkObWMzZcqEcuXKqS5ndnhoPXrfAQCMGzcO58+ft/e8o/U958+fH2vWrMGrr76q29Wb1vrMNldTtnMPCwtzGEZa+Xtt3rw5RowY4fXgLi+99BL69++P2bNnqzYxUlLuI3c906jx5Ui62bNnR3x8vMOw6sGi/I3ZjvXGjRsHbfA3SnlS2rGSskprgNoX0L9/f/zxxx946623sHbtWkMvLgLJL5w5X5DVTn5hYWFYtmyZ6ihJVqsVmTJlQrt27RzaJmbJkgWnT5+G1Wp1Gfgga9asaN++vW53aWbbNCnXnStXLp8E4bVq1dIc2cxd+0+17oKU044dO4ZZs2bp9m2rTD937lzd9bmjDDy1elcBtPsAVQYOzkGErfeT9u3bqy7rvC+UNwS270D5EonVasXQoUNduj6zpbUNivLkk09qbocyvfM0f9zcObe3tvX0MHXqVCxZsgRhYWF4/PHH8emnnzr0q60X+MbExDiMSOouWLQFRvPmzcOUKVM0A5kZM2aoTne+IVfavXs3Zs+ejU8++cRlnvM+URv0RYvy/GOmd5mMGTNi3bp1WLNmjeFltLh7d0AI4fDOitm2/859E2v1SNGiRQtUqlTJ7Qt5v//+Oz7//HOX86rye3B3rLjTvn17XLlyxWGaEAKjRo0y1B93qAUKWbNmDdo4GErKY+2PP/7AokWLMGjQoJDbXxS6UtqxkrJKa4DeFyCEQK1atQx34Td8+HBT+Ss1btwYmTNndvsGrtkajT/++APdu3dHbGysbjrnmrC33noLvXr1QqtWrbB3717N7VCO7mfkpU+tfCpWrIgiRYpojvTlLggvXrw4Wrdurbu/lfP0bliMsg0drTXMMuAYICsp95Xzflu7di02b96s+rIZ4LovlNtiu3lS3mRIKREZGeky/LRtvevXr0f37t3dBmD+CML1asKV8+bOnYtjx46pvlSmXL+yjGfPntXta9xdsLh48WKcOHFC9/sFkm8Qrl69ivHjx6NYsWKoUaMG3n33Xd1jLE+ePGjVqpVqIOPN/vztt9/wwgsvYPPmzaaXrVmzpkuXi9u3b7cPumFUqVKlTKU3ur1XrlxBXFycwwtz9evX1xzyOUOGDPj9998xZMgQ3XwrVaqE3r17656rvB0spUCBAl71lODLnklSE+X3kjNnTjRp0gTp0qXzac0/pW4pLQhPE+wC+JryC+jZs6dXwzl72vMIAPzwww9ISkryeZ+aFStW1GwCorRhwwa0a9cOR44csU8bN26c/f8PHjxQXU45iqJazV/r1q2xYsUKe0f/WvsjIiICx44d05w/ZMgQh6GJpZS6J1rbQAFKvv6xlS1bVrfbOED7pklZs+Z83GTKlAkvvviiZp5q27Fw4ULs3LnT3vuA8jhS5r9nzx57rz226YULF8aECRN0t0OtnLZpgagJDw8P1+wWT7mPlfs1X758GDhwICZMmKA6CqW72s3w8HDDQ6dny5YNPXr08MkAQ8p9YnaQjpiYGNM9negpX748mjVrZqjHmb1792Lfvn2me4ZQbq/eMN+2ILZ169YYPnw4ypYti+XLl5talxnK48/bINzb5Z988km0aNHC6/6ibcLCwnw6CmOwaG1DSgusKHhS2rGSskprgLI/4S+++EKzW0EjvAnChRBB7dS+QoUKOHz4sP1v53a+WtuRLl06+zy1Ud3eeOMN7NmzB9u2bQMAzRHUgOSLnlbQ2rlzZxw/ftz+t7vgb9OmTXjxxRft69XbBn/Sukgoa0DNDlOuth1NmzbFZ599pjpPWQZl95hmL8JqN1nO34NW93RatL6Tt99+2/B+UR4zztuUI0cOJCQkONxc2pgdLjhQlPvkww8/DGJJkhn93Tz33HNo27at6VpIZbDr/LRGzaBBg7BixQpDIxJ7wxc14bYu77yp3AGSj/G5c+d61B5cja27TFv3qymN7Ymx1k1vSgusKHgGDhwIAC7deYaqVFETXr9+ffz000+oVq0aSpUqhe7du3s0auT48eMdmgyo1ayltJPB/v37sXXrVofhygHt7QgLC8ONGzdgsVhUH60LIRwCv1y5cmH16tWmXwQTQji8ZOYuCC9btqzLI/lgPKJUu3hPmzYNWbJkwbZt2zBu3DiXkSndMXtMaQUQZgMLtfTdu3d3+A2462vbmTIAO3bsGH7//Xfcv38frVq1Qvr06TF27FhDL34+88wzOHfunOoLqM5tiD///HPs2LFD9aXIUODLGlhPONeSNmzYEH369PFbX7lt2rTBL7/8gtKlSxv6jaZNmzYg350vgvBff/0VN27csI9JECq+/PJL1K5dW7P5X6hbsGABpk+frjkoV0q77lLw1KxZE5cuXTI9MFOwpIogfPLkyWjUqBEaNGgAIYShR/FqevTogc6dO9uDT29qwkNF6dKl7U1HlPQujmZrFOvUqWO6XM48aQYRqO8ibdq09uY7zrXH7du3t79wWaFCBSxatMh0/ma3Q+sFQU+CcGWAFh8fj6xZszqUx2gvQjaZMmVCpUqVcPv2bRQtWtSlyYnzy6Ra9u3bB4vFYuhpUu/evU2VMdB82RbZ0/Ur11ukSBFcvHjRo8FLjGjZsiWefPJJPPXUU37J31PKmyFPb+DDwsJCLgAHktvLN2nSJNjF8JgQQndU3JR23aXg8lUzr0BIFUd2VFQU2rZt65OX85Rdy8XExLjM58nAPzwJwseMGQMADkOP+4Ny2GtbULp48WLUqVMHI0eO9Dp/swGBViBndGh3W68p9erVcwhMbL8fb45xIQS2bt2K3bt3e922PJjNuXxJuR+CsU1qTcYee+wxzeHEvSWEQExMjOHjMVAyZsyIzp07o02bNql2yO7UitddSq18XhMuhCgH4FsAxQHsAtBaSnlKI21aAKMAtAKQAcB+KaX2G2wBEh8fj2vXrqm2h+Vb2v7hSRBer149xMfH+61GzyZLliy4desWkpKS7H0Vv/nmmy5doHnK1l+8Uc5B+JQpU7Bo0SLDNcIHDx7EjRs3kC1bNtV97u0FTwjB34lCeHg4BgwYgISEBNW+1f1t1apVeO+99zBixIiArzvUfPXVV8EuAnmAQTilVj4NwoUQEQCWAhgM4HsAsQDmAKiqschoAAUAlAIQD8B9Y9EAyJo1q2atemo6GWTJkgXXr19H2bJlsXv37qCWxWq1onLlyqZ7R/DF0w8j/PnSX+nSpTFt2jTDwbhzEN6hQwd06NDB8PrSpk2LbNmyAVA/nlPTMR4q1Lo7DZTSpUtjx44dQVs/kbd4U0+pla9rwl8CcFNK+R0ACCGGArgshCjoXBsuhMgOoA2AYlLK6w8n60aCD4N85duCxkev8JHUFKBcuHABDx48wOXLl/Hee+/pdifmb1arFT179kTGjBlRo0aNoJUjWLQG8lHjy3bFav16p6ZjnIhSvk6dOmH06NH2Qb6IUgtfX22fAnDQ9oeU8haAfx5Od1YKwHkAsUKIK0KIg0II/bF+gY8AJCg+Z31SahOaNWsGAChRokSgV+1zERERiIyMROHChbFhwwafvGDpKavVirRp06Jr165uR3p81OmN3GiWrQ9oZTMJbwYhISLytfz58+P27duYM2dOsItC5FO+rgmPBJDoNC3x4XRn+ZAciC95+P8XAKwUQvwtpTymkf8oAOMUf2dGgAPxp59+GnFxcQxUfCw1DDQRKL7cV1OnTkX58uUdRnYdN24czp07h86dO/tsPURE3vDXi8REwWQqCBdCrIN2++7hAG4CiHKaHvVwurM7AB4AGC6lTALw+8P8awJQDcKllPcA3FOUx0zxfcaTPshJH4Nw43y5r6Kjo11e6MyTJw9+++03n62DiIiIXJkKwqWUuiMBCCFqA+ig+DsTgKIADqkk/0stCzPlodSDQbhxFStWDHYRiIiIyEu+bhO+CUCkEKLtw5coBwL4U62LQinlcSR3YfiRECKNEKI8kmvB/Tt2MYUkBuHuHT16FNOnT8c777wT7KIQERGRl3zaJlxKeU8I0RjAdABfIznIbmWbL4T45mG6Tg8nvQVgBoB+SG7b/Y6U8qgvy0QpQ5kyZYJdhJD3xBNP+G2ocSIiIgos4cueFgJNCBEFICEhIQFRUc5N0SklOHDgANauXYsePXrwxRsiIiJK8RITExEdHQ0A0VJK5w5L7BiEExERERH5iNEgnKNyEBEREREFGINwIiIiIqIAYxBORERERBRgDMKJiIiIiAKMQTgRERERUYAxCCciIiIiCjAG4UREREREAcYgnIiIiIgowBiEExEREREFGINwIiIiIqIAYxBORERERBRgDMKJiIiIiAKMQTgRERERUYAxCCciIiIiCjAG4UREREREAcYgnIiIiIgowBiEExEREREFGINwIiIiIqIAYxBORERERBRgDMKJiIiIiAKMQTgRERERUYAxCCciIiIiCjAG4UREREREAebTIFwIkUYIsUQIESeEkEKI3DppHxNCLBJCXBRCxAshVgghHvdleYiIiIiIQpE/asI3A3jDQLpMALYCeBpAbgAnAMzwQ3mIiIiIiEKKkFL6J2MhJIA8UsoLBtMXB7BHSplZJ00EgAjFpMwAziYkJCAqKsqr8hIREREReSsxMRHR0dEAEC2lTNRKlyZwRXKrEoC/3aT5CMBg54lnz55lEE5EREREQZeYqBl3OwiJmnAhRAEAOwG0klJu0EnnXBP+LJKbvxARERERhZKyUso9WjNN1YQLIdYBqKoxe7iUcriZ/B7mmQ3AGgAj9QJwAJBS3gNwT7HsfgA4c+YMa8KJiIiIKOgSExNRoEABIPl9R02mgnApZS1vCuVMCBEJYBWA5VLKLz3NJyoqikE4EREREaUYPu8dRQgRIYRI//BP5f+d06UDsBTA31LKj31dDiIiIiKiUOWPLgqPArjz8P//Kf4PIcQ3QohvHv5ZEUBNAM2FEDcVH/YVTkRERESpms97R5FSFtKZ10nx/98ACF+vn4iIiIgo1IVSF4V+JaXEtm3bsHHjRly8eBFWqzXYRXrkCCGQNWtWvPjii3jppZeQNm3aYBeJiIiIKCgeiSBcSolx48Zh/vz5ePzxx1G0aFGEhfmjJQ7pkVLixIkTWLVqFapVq4bRo0czECciIqJH0iMRhB8+fBjz589Hnz590Lx5cwjBVjDBtGXLFvTq1QsbN25ErVo+7XCHiMguMTERkyZNQtOmTVGsWLFgF4eIyMEjUR28detWREVFoWnTpgzAQ8CLL76IkiVLYvNmjrNERP7Ts2dPDBgwAKVKlQp2UYiIXDwSQfjVq1eRJ08ehIeHB7so9FD+/PkRHx8f7GIQUSq2ZcsWAMC9e/fcpCQiCrxHIgiXUrINeIgRQkBKGexiEFEqxvM+EYWyR/oMVahQIRQsWBD379+3T+vUqROGDBmCunXrIjIy0uGTLl06FClSRDWvtm3bIiIiApGRkciePTsaNWqE8+fP2+cPGTIEadOmdchvzZo19nJkzJgRkZGRyJs3L3r16gWLxeJQhjRp0iB9+vT2v+fNm6dajtGjR0MIge3bt9un3blzBy1btkTmzJnx+OOPY/78+Zr7RLkdUVFRqFq1Kg4dOgQAbsszZMgQdOrUySG/7du3o1ChQvpfBBGRHzAIJ6JQ9sifoW7cuIGZM2e6TF+9ejVu3rxp/5w5cwZ58uRB//79NfOKjY3FzZs3cfLkSdy6dQt9+/Z1mP/uu+865FmnTh37vF9//RU3b97Eli1bsGjRInz33XcOZahRowa++eYb+98tWrRwWX9cXBy+//575M6d22H64MGDER8fj7i4OCxYsACdO3fGsWPH3G7HtWvX8NJLL6F9+/Yu+8RIeYiIgolBOBGFskf+DNWrVy+MHDkSDx480E3Xrl07VKxYER06dHCbZ3R0NBo2bIh9+/aZLk/RokVRuXJlj5bt06cPYmNjERER4TB9zpw5GDx4MKKiolCpUiXUr18fCxYscJtfeHg4mjdvjsOHD5suCxFRsPFFfCIKZY98EF6zZk3ky5dPtTbcZvz48fjrr78wdepUQ3leu3YNy5Yt02y6ouf48ePYunWr6WU3bdqEK1euoFGjRi5luXDhAp555hn7tGeffRZ///232zwfPHiA+fPno3z58qbKQkQUClgTTkShjGcoJDfX0KoN3717NwYNGoSFCxciKipKN5/Y2FhER0cjW7ZsiIuLw8SJEx3mz5gxA1myZEGWLFlQsGBBh3k1a9ZEZGQknnjiCVSoUAFdu3Y1XP6kpCT06tUL48ePd5l38+ZNhIeHI2PGjPZpUVFRuHnzpu52ZMmSBZGRkZg0aRI++eQTw2VRbmOWLFlQs2ZNw8sSEfkSg3AiCmU8QwGoVasW8uTJg1mzZjlMT0xMRLNmzTBs2DCULVvWbT6DBw9GQkICDh8+jNu3b+Ps2bMO89u1a4fr16/j+vXrOHXqlMO89evX48aNG1i2bBn27NmjGyQ7mzx5MqpUqaLaF25kZCQsFgtu377tsF2RkZG623H9+nXcuXMHs2bNwquvvopz584ZKotyG69fv47169cb3g4KLadPn2YPNkF2+/ZtLFu2zNT5gP6PQTgRhTKeoR5Sqw3v0KEDSpUqhR49epjKq0SJEhg6dCjef/99U0GMEAINGjTAK6+8gmHDhhlebuPGjZg3bx5y586N3Llz48yZM6hXrx5mzJiBrFmzInfu3Dh48KA9/f79+/H000+7zTcsLAz169dHunTp8McffxguD6V8X3zxBQoWLKj7IrKvrFu3jseXhs6dO6NRo0Z4++23g12UFIlBOBGFMp6hHqpduzZy5cqFZcuWAQCmTJmCbdu2YcaMGR7l99Zbb+Hq1atYuXKl6WU/+OADfPvtt7h8+bKh9DNnzsShQ4ewb98+7Nu3D3nz5sWcOXPQrFkzAEDLli0xbNgw3LhxA9u3b8dPP/1kn6dHSomVK1ciPj4eTz75pOntoJSrd+/eAICxY8f6dT0XL15E7dq1UblyZb+uJ6WaPXs2AGDFihVBLonvdenSBW+88YZfn7bwxUwiCmUMwhVsXfkBwJgxY3D+/HkUKFDApb9wIHkkNr0mHWnSpEH37t0xevRo0+UoUaIEXnrpJUyYMEEzTd26dTFy5EgAQJYsWey14Llz50Z4eDiyZctmbwc+dOhQREdHI0+ePGjSpAm++uore1Ctth2DBw9GZGQkMmfOjD59+mD69OkOL3YS+cqlS5eCXQQKkq+//hpLly7FX3/95bd1sCaciEKZSMltPoUQUQASEhISdF+aHDlyJA4fPow5c+YErnCk6+OPP8a1a9fw9ddfB7sopCIsLMxeQ+nPc8Tff/9tf5fBarWy5tKJcn+kpHP1/fv3sXXrVlSqVAnp06dXTWPbtt27d6NMmTIerUdKqXvMVKxY0T5wWUraf0SUsiUmJiI6OhoAoqWUiVrpWE1ARC4CVYOoXI/Vag3IOoPh6tWruHDhQrCLETB9+vTBK6+8gjZt2rhN6+n3PmTIEBQuXFj3aQprwokolD0SZ6iwsDBYLJZgF4MUWOsZ2lJ7EH716lWULFnS1AvQSocOHcKmTZsMpZVSIkeOHMiTJw9GjRrl0fpSmkmTJgEAFi1a5Datp997bGwsTp06pdvkj0E4EYWyR+IM9dhjj+Hs2bO4f/9+sItCD508eRK5cuUKdjFIQ2oPwseNG4cjR45g0KBBAGD63PD000+jevXqOHbsmNu0ymYQH3/8san1+PpG9cSJEw490cyfPx8lS5bEoUOHfLoeM7z93pOSkjTn8UafiELZIxGEv/TSS7h9+za++eYbt8PTk39ZrVYsWbIEJ0+eRPXq1YNdHNIQqOAlWEG48snYwIEDERERgd27d5vOx0jw6s2+9PXNUPHixVG5cmX7zcPbb7+NI0eOoGXLlj5djxnefu96yzvvv169eqFTp05erU/L9u3bsWXLFr/kTUSpUxp/Zi6EqAjgdwAfSyldnhkKIQoDmAIgBsAtAJOklD5/XlukSBF0794dEydOxNKlS/H4448jPDzc16shN6xWK86fP4/4+Hi88cYbqFKlSrCLRBpSe024cr0jRowAAPTt2xcbN240lY+/y+yvpnQHDx7EE088Yf/b14MBhYeHGy53oILwu3fv2kcVHjhwIPLnz+/VepWSkpJQsWJFAMC1a9eQJUsWn+VNRKmX34JwIUQYgC8A7NJJ9iWAkwDqAcgP4HchxE4p5S++Lk/r1q1RuXJlbNy4ERcvXkzVL4GFKiEEypcvjypVquCZZ57ho+IQ9igF4d6s35NlduzYgfLlyxtK66/vwbnc3gT6VqvVpZxmbh4CWRNu4+umicptvXr1KoNwIjLEnzXhHQDsABCtk6YggM+llA8A/CuE2ArgKQCqQbgQIgJAhGJSZjMFKlq0KIoWLWpmEaKQcv/+fdy6dQtZs2b163qCHYTPmzcPV65cMT1arSfrVVu/jcVi0X1q5kkAWaFCBcPd5fnre3AOkD0NhDdu3IjXX38dkyZNQuvWrXH//n2kT5/eVLm97TpQr+zKG31/3vA9Kr38EJFv+eUML4TIBqAngCFukk4G0FwIESGEKA6gAoBNOuk/ApCg+Jz1urBEKUixYsWQLVs2vw9yE6ggXBkkKYOXli1bomfPnjh+/Lhf1mskCB8wYAAyZ86MI0eOaOYTiOYoZk2dOhXPPvsszp7VPj06l9vT7WjQoAFu3bqFdu3aoUqVKoiMjMT169dNlTtQNeHKY613797YvHmzV+tV0jqOiYj0+OtKOxLAeCnlNTfp/gBQEcntwY8BmC6lPKiTfhSSa9ZtH9816iNKAc6cOQMAptsumxWMFzPVakSvXr3q9/XaONcOjxw5Enfu3MGAAQM08/FFe+2bN2+ia9euql0e6gWzWu24O3bsiAMHDuCDDz7QXNZXQbiyfNu2bYPFYsH69eu9DsITEhLw/PPPQwiBbdu2mV5erXxKK1asQLVq1Rym3bt3D5999hn+/vtvA6XWxkGBiMgonwfhQojnkfyi5TQ36cIBrHqYLj2AwgCaCCHe1FpGSnlPSplo+wC44buSE6UcoVgD6+161LbJX9tppk34rVu3cOfOHdV5vijf8OHD8dVXX6n2FqTVFObrr79G5syZ8e2332rmq/eypV4Qfvz4cXTo0AH//POPu6Jr7kdvg/Bhw4Zh3759AIBKlSqZXl6vfFrGjh2LDz74wD6CqxYpJTp27IgxY8aYLg8RkZI/rrTVADwBIE4IcQFAMwADhBDOQXk2AHkBfC2lTJJS/gdgGQD2W0fkRmoJwt09xjeynYsWLcLAgQN1ayDPnz/vkJeZIHzt2rWIiopS7Y/aF9/DyZMnNecpy5mUlIQ7d+7AarWiS5cuAID33nsPAPDgwQOMHDkSO3fuNFQ2vSD85ZdfxrRp01CrVi23ZfdHED5gwAB8/vnnHi/vrnxadu3S60Pg/3bu3ImpU6eif//+pstDRKTkjyvtVADFADz38PMTgAkAHJ6NSikvAzgD4D0hRJgQIj+ABgD0mqMQEYw98v7pp5/Qu3dvj5pMBGOkQa0XI91p1qwZRowYgfXr16vOX7lyJfLmzYvw8HAkJiYCMN87SlJSEq5dc21d54uAS29fK+eVKFECmTJlwmeffeaSbsqUKRgwYIBDryueBuG2tuR6Nwd6ZfcmCL9z5w5GjhxpeFnn5Z2ZaVZltMxaT0Vs2ByFiIzy+ZVWSnlbSnnB9gFwB8BNKeV1IUQLIYSywd2bAFoBuIbkrgx/gZtmLERkLPhr0KABvvjiC8yePdt0/qEShJsJci9cuAAAWL16tcOANMphzd966y0A7oNwtUFXzJTvypUr6Ny5s6HaVWWTk1OnTuGHH36wB3LKcv7zzz+QUqJfv34ueagNGuRpEG6G2n68fPmy6g2LkbJ4EsAmJCSgQoUKqFGjBgoXLowNGzbolk+Lc9oePXqgRo0aLjeC7vJkTTgRGeXXwXoAQErZVvH/eQDmKf7eBUC/wR8RuTBzobe9zGmG0RpEq9WKr7/+GpUrV8Zzzz0HAHj//fdx584de3vlu3fvIn369IbyMjLN3fKvvvoqAKB58+bYs2ePQ9C0atUqTJ482T5cvZIy2Kpatarq/KSkJBw9elR1GaWuXbti0aJF+Oabb9xug7J8hQoVAgDMmTMHLVu2NBxEqqW7e/euZvr//vsPL7zwgv1vXwbhH374oak83DUTcufnn392+LtmzZqqNzHuOKedOHEigOSXoGvUqGG4jAzCicioR2LYeqLUxpPg1Ayjwcvs2bPRrVs3PP/88wCSAx85JIQAACAASURBVL9JkyZh+vTpOHPmDMaPH48MGTJg+fLlHpXTm+28ePEiANdt6datG+7du6e5vNo8IHmUxRIlSji8uKdV5kWLFhkut9rLl7/++qtq2dVo7aPNmzcjPj5edd6IESOwe/dut3m0bNkSq1ev1ly3WvkePHigV1wXynXr3fxZLBbTTau8CcJtnI8Hd3myOQoRGeX3mnAi8r1QCcIPHDigOe/+/fvo1asXgORg7sYN/c6MbOW0tdtWTjNCawAao9tiS//JJ5+ozp8xY4bmMkpmAnBAu7vEv//+G9evX3e7fExMjENArbRkyRL7y5t6tPbzvHnzMG/ePJw/fx65c+e2T+/Xrx+SkpJ80mzJSBBusVhQvHhxpE+fHn///bfhJzW+CMKd9w1rwonIVxiEE6VAoRKEqw1XrrZeI2WwWq3o2bMnJkyYYJ+mVfMZHx+PyZMno0WLFprr8DQInzNnjqH0ausEXG9MlDcVatTKt2/fPrdd5dloBeBa5fMk3YULF+xB+I0bNzB27FhD+fpi3UDyy6L//vsvgOSuFzNnNjZYsi9ezNQLwqWULutgEO4bSUlJSJOGIQqlbmyOQuQjP/74I0qUKIG9e/cCSL4Yb9y40VBtplmhGoRrdTmoVQZlkG21Wh0CcLXlZs2ahW+++QadOnXCoEGDdNs1exqE6w1Tr7bMpk2bULhwYaxdu1Z1fW3atNHNQ219ek8YzOjVqxfmzp3rNp27Zh7evjypx0h+ng4L7++a8ED2be9PFoslpJrRLF++HBEREZg3b577xEQpGINwIh9p3Lgxjh49ikaNGgEApk+fjpdfftkhUPQVdxfMc+fO2f/vSVDgyeP+MWPG4MqVK/a/lV3NaZXB9jKnVhrltAcPHqBt27bo3LkzFi9eDAAOvXBoBeFGg2pbIBIXF2coPQD88ssvqF69Ov777z/UqVNHdX3u2sP7syeaO3fuoFWrVm7TuTtGlEG6mZsUALh9+zb27duHS5cuqc5/8OABNm/ejFu3bmnmMWXKFMNlVQpGEB5KwawRd+7cQdGiRe3nrVDQsGFDWK1WtGzZMthFIfIrBuFEPmYbqdDWNtjdyIMPHjxAhQoVDLXdtXEXiNhelAQ8Cwo8qQnv37+/vQtAAA5dI2qV9/Lly7pplNPatm2rWxZf1IQvWLDAUFqbn376yWWakfWdP3/eVHp/c3c8edODSaZMmfD8888jV65cWLlypcv8sWPHolq1aqhXr55mHiNGjDBcViVPg3DnJzRa6VJDTfj69etx6tQpQy9PE5FvBf/sT5TKmA3+Nm3ahB07dugOQa61Di3KWkd3ae/du4dt27Y5BB5Gy+5cK/rbb7+pplNr7nD//n2Hv+fPn++SRln277//Xrcszttpq9lWC/y0lrf1SuINI/uuYsWK9v+brVn2BzNBuJl21s5ee+01TJkyxaHXFtvw9FrHjrPly5fbe75xx9MgPDo62v5/5bb//PPP6Nu3r+o8vWl6Hjx4gK1bt7r8HgIlFG4CiR5V/PUR+ZjZINyTmmpP24RLKV1eFGzWrBkqVaqE4cOH26d50z+1Gudt/PTTTxEREeEwbejQoS7LmemSTq13lGXLlhle/syZM7h9+7bh9FqMBNWnTp2ClBJ16tTBl19+6fU6vWU0CP/zzz8xYMAAr9bVqVMnZM+e3ePl3333XcMvrXr6YqayaYzyuHr99dfxyy+/2P/2RXOUHj164MUXX0SnTp1MLWfEL7/8gvz582PVqlWaaRiEEwUPf31EPma2LbInF0Hni/8nn3yC5s2bqwYAyrTt27dHdHQ0/vjjD/s022PocePGmS6TpxdwowO6mLnZ6NOnj8P2W61WHD9+3FS53NW2uxMXF2d4nfHx8faXOYPNXeBoC0TLlSvncJwEi/LdAz3+aBPubp7ZmvCvv/4agHoXmN6qUaMG4uLidJv6MAgnCh7++ohUXLhwAW+99RY2b95selmzo/X5IggfPnw4Fi5c6BBc24wfPx4LFy4EAHz33XcAgGHDhunm6Y9+mG3M1BR2794da9asMZxe2czhzp07AQ8w8ufPj5kzZxpKG4rBj+19BmcprZ2zTUoIwoMtFI9DokcFf31ETr7//nsUK1YMCxYsQLVq1Uwvb7Y5ijLdpk2bUKFCBXs7WSXnWl41d+7cUZ3evHlz1TJqTfPnDYSy2Ys7ly5dQt26dQ2nd96uLVu2GF420EIx+Onfv7/q9JQWWNr4MghX+22lpN5RRowYodq8KxSPQ6VQ3Z9EvhDavz6iAPv333/RokUL3e7S3PEmCK9evTp27NiB2rVrO6T5/vvvHUYs1AqKvBmcxTZNSunQT/XmzZtdLoTnzp3Dli1bPHqpcNCgQaaX6dixo6F0zkGGWu8loSIUXsh0tn37dtXpZoeLD7Z33nnH5ebNefh5pbt37+LBgweq82y/C+ffpHKeu2mhYODAgQ49FtmEYhCuLNM333wTxJIQ+Vfo/fqIVFy4cAFDhw411YezJ7T6MjbDmyBcqxwtWrRwmGYLiu/evYtdu3a5rNsd2/JJSUkOy/bo0QP58uVzSFutWjWsXr3aYVq+fPlQtWpVbN261dD6lDy56E+dOtVQulANgNTUrFkzoOszUqOodWOQkvYrkNy+es2aNTh48KB9mtYom927d0eGDBk0eyeybbvaUxW1m5NQ3ldHjx51meZNbzf+oizT+PHjg1gSIv9iEE4pwhtvvIHBgwejVq1afl2PL2qFAtkmvEGDBoiJiXGZ7s4vv/wCKSViY2Pt0+7fv4+JEyc69GFto+xdQVljuGnTJrNF92vNWygHQM60ap39pWnTprrzrVarR+2iQ5mRfeyudxq9bW/RooWp9M4C/YRBrWyhXhOeUo89IiNC79dHj6S1a9di3bp1mvNtLxweOnTIr+VQuyD9+++/pnqxCGTvKM77zGKx4MiRI4byWL16NSZNmmQorXM3bd7wZzOMlNZsIlCklPjhhx9008yZM0fzu7FYLIaPFW8Yfak1kCwWC/bs2aM6b8OGDS7TjLZhvnr1qkMTM2/t2rULrVu31n1amFKCcGVNOINwSs3SBLsARLdu3bIP+X3r1i1kzJgxaGVRuyAVKVIEQHKtr5EXNX3RHMXoOtSmv/zyy4byOHnypOF1K4Nb5Q2J2bbzFy5c0G2b661ChQr5Le+UzEggs2/fPt2a8Pfff9/XxXJhtO2/rxjZL1ar1dQL2mp5njp1CnXq1EH37t3RuXNnAMC3335ruKtFNXfv3kX69Ontf9ueiMXFxTn0Za7077//ukxTfudSypBonuJcJqLUKvRugemRoxwgxZsXIn1BLyhV6/5PjdnmKFr9Sp84cUJzGb0gXK05iZr333/foUs/PRaLBffv38ecOXMMpdfSr18/r5Ynzxh5QmCxWFJNm3CjlCNjarFarZpdN2qld/bBBx/gyJEj6NKli32apzXQ8fHx6NatGzJkyODwArXN4cOHNdexdOlSXL161WGa0aYfR48exYwZMwJyLLAmnB4VDMIp6EKp/Z/ehVGtbL169UL37t1N5XX37l2H2p2WLVuqpuvZs6epsuhNB5JHO/SUxWLBmDFj0Lp1a4/zAIDr1697tTx5xsjvKikpCTdu3FCdp1WzmtIZCa7NnpPUam6VQ9LbniSdO3fOVL4AsHDhQmTPnh2TJ08GoN7fv8ViwX///Ydz586pnoOUzdU2btyIzz77zP633raWKFEC77zzjl8GFXIWStcEIn9iEE5B58kJt3///n5po2omCE9ISMD48ePx5ZdfqvaqopbXmTNnkCFDBrcvyQHJF1Or1YolS5aolkVtiHW9/VeuXDm369Qri3MPKZ4IxfanjwIjNeFHjx7F7t27VecFoj14qDIbBKqlVz5hqFOnDm7cuOFRrx/ON+Zq60pISEDhwoWRL18+1d+bcpmXX34ZS5cu1c3PmdEngt5gTTg9KnhFpKAzG4QfOHAAY8aM8UsbVTNBuLLGS1nTpZeXrRs0dy/J2dY3c+ZMvPnmmy7zzpw5g0yZMrkto6/oNVUwSkqJZcuW+ahEZIaRgO/XX38NQElSHl8E4c7ngtOnT3tUFud81NalfOdCrX232RFAPUnjLDEx0VTbbtaE06OCQTgF1P3791GmTBm899579mlGTrjKi4nWI+SrV6/iwoULXpVPLwh3vogo0zrXNCYmJqrmZaYmeN26dVi/fr3qPLVBN4DQDsJ//vlnH5WGzBo4cGCwi5Bi+aI5ivPvXu88kJSUhI8//lj1psh5OXdPONTKEugg/K+//kJ0dDQaNmxoeBm+mEmPCgbhPtCvXz+0a9cupE4Wd+/exfLlyzXbeAbL2rVrsXfvXoeBMYw8elSelNUuYFJK5MiRA3ny5PHq5U69i6PziHrKoNR5FMgRI0aoBq1mm2OYrTkO5SDc6AujRKHEXaB78eJFh7+N1ITrnQe+/fZbjBo1Cq+88orbfDz5vQc6CLe1Xzczei2bo9CjgkG4D4wdOxYzZ850eCs92Lp3746GDRuqNmUIJrUbFV8F4TaePurVyttm5MiRDiNMKsvtXDN98eJFr2vCgeSbKTNCOQgPxWHaidxx95uqUKGC2/TO7ai1zgMPHjywd2Goxt9BuJGKJLPrVJZ57969GDZsmNvzWmpsjpKUlIR//vkn2MWgEMMg3IfMBkz+NG3aNACug7kEm7sgVOuEqwzg1B5V+qrmxF35bKPrffHFF7p9UmuNPujvFxNDOQjnQDqUEg0YMEB3/n///efwt/NvcN++fS4VA1rngR07duiuy3m51atX61531ILqWrVqOfSIouSPmnBlmcuUKYNBgwYhQ4YMugF/aqwJf+ONN1CsWDEsWLAg2EWhEOLXiEAIUVEIYRVC9NeYP04IcVIIcUMI8acQoqo/y+NvodQcJVR7ofA0CNeqCVdL788gvHfv3vZ/L1++rJlOKwj3d21wKAfhX3zxhY9KQxRYZs6nzr/BXbt2Gc7P3UA5asstXrxYM73WNemDDz5Qne7vIFxp5cqVhpZJLUG4rTnO559/HtRySClx9uzZoJaB/s9vkZoQIgzAFwBcz0D/lwCgFoBoAGMALBNCZPZXmfwtlE4Wj0oQ3rx5c5e03tS4+mq/WSwWtzXhI0aMcGlP6ov1+oMvgnBl/8REKYmZUSRbtWqFESNG2P9W+90o5ytpnX/279+PXbt2qc53flfFG2rn35MnT6JZs2a6afRobZOyn/SxY8eiePHi9vdGlPs7lCq3fCHYcULv3r1RoEABfP3110EtByXzZ6TWAcAOAJoNpaWUsVLKE1JKq5RyMYA7AJ7QSi+EiBBCRNk+AEIqYA/2j0vpUQnC1br68+Z78NWQzc414dOmTUPt2rUd+vYeOHAgGjRo4JP12Wj1muKttWvXmnqxiig1cXdz6zxf2RuN2jlv+vTpqvk4B+yrVq3C7du38dxzzyEmJgaJiYmmymY2gFU7dzZu3BiLFi3STaNH65yvzKdfv344ceIEBg8e7LKMMl1cXByGDh3qdS9YwRTsmwpbd6V9+/YNajlSGn99b36J1IQQ2QD0BDDExDKFAGQDoD1WN/ARkmvPbZ+QeqYS7B+Xkq+CSV9zV5vq6YuZanksXLgQtWrV0mw2cvjwYfuLMr7+7qxWq8O2dujQAevWrXPpr9ldG1CztmzZ4tP8iMg9tXbj58+fx88//2zqXOx8bqtXr57Di5pqwaenlQ5t2rRxmdavXz8cPXrUYdqxY8e8Wp+RINzGNt6CVpvwevXqYfDgwT6vvAikUKmsC5VypAStWrXCU0895Zf3/vxVXToSwHgp5TUjiYUQaQHMAvCplDJBJ+koJDddsX3ye1tQX3I+qEeNGoXY2NiglOVRqQnXy6N58+ZYv349PvroI5c0iYmJeOqpp1CsWDGsX78euXPnxooVK9wV3zCtNuEJCXqHNxGlRGrtfIsXL47XX38do0aNMpyP2jnD3dMtq9XqUa8bavnOnDkTJUqUQN26dXHlyhXVMhkN3hYsWIBOnTppptd7n0erJnz//v0AgJ07dxoqQygKleDXueIplCoRQ83cuXNx5MgRrFq1yud5p/F1hkKI5wHEAOhqML0AMBPAJbipOZdS3gNgHw4s1Gp7lQfxnTt38PHHHwMAOnXqhFy5cgW0LAzC/892MQGSH2cuX74cMTEx9mm1atUCANSvXx9nzpzRzdsorSCciB4NtvEKnGuW9Xjy3kWXLl3wzDPPmF5Oz5o1a5AzZ04kJia6jLtgNIh86623AAC5c+dWna812mfTpk0dXhwMlaDVV0Il2FXu140bN6Jp06b4+uuvg9Kt8Z49e5CQkIDq1asHfN1m+ONY9HkQDqAaktt1xz0MkqMBJAkhikop31NJ/yWAvADqSClT9K9N+QUp/3/nzp2AlyVQAeCaNWtw+vRpdOjQwVB65+4FnW+ktE5QyuXMNmlR/l2lShWXLsWUtm/frpu3UQzCicgsT88ZBw8eVJ3u7YvaNWvWdJn2888/Y/r06Xj33Xc1l5s5c6b9/5cuXVJNoxbQKNue20gpkZSU5DIgmp7z588jOjoaGTNm1E23bt06XLhwAa1btzact7dC5aZCWY7atWvjwYMHaNKkSVBuEsqWLQsAOHPmDPLnD6kGDg7cfXe3b992e8w580eUMBVAMQDPPfz8BGACAJc+kYQQsQAqA2jwsJY7RVN+QcEedjdQAWDdunXRsWNH7Nu3z1B65/1y9epVh+GZu3fv7nY5szXhyr/1AnAAaNKkie58oxiEE5FZoTagldY7K+3bt7cH+FJKl7ay7dq1c5u30WDUarVi9uzZhpv1nD17Fnnz5kWePHncpq1duzbatGljeqC9q1evYsiQITh58qSp5YDQDMJDpUynTp0KdhFcKAfo07upnTp1KjJlyoSuXbti2rRphuM+n0cJUsrbUsoLtg+Sezy5KaW8LoRoIYT4W5F8EICSAM4JIW4+/LTwdZkCRbnTg93PqacB4KhRo1C9enXTLyAY7XfUeb88/fTTqF+/vn2a1ouF7oLwkSNHOuSr5Ov9v3fvXrdpfv75Z8yYMcNleqic7Igo9ITaCMd6bAHJW2+9hQwZMmhWcGgFI0Zr6a1Wq6lRkH/77TcAcOhJ5vTp09i9e7fmMnFxcYbzB4B3330XsbGxKF++vMP0ixcvIjY2Vre8nvRY069fPyxZssTUcjZJSUm4ds319TyteEWPvysU/X199KT8NWrUsP//7bff1syjY8eOAICvvvoKHTp0wJo1awzl7/eqOillWynl6If/nyelfFoxT0gp00spIxWfef4uk78oD6Bgj/hltr38/9q77/goiv4P4J8JhIRiQov0BCSYUKREkIBUqfKAgAgiSvGHICrSlCooIKGKtAcURCmCVIEHQRBRaSJKFUSQPEiVIkYIIDV38/vjcvfs3e3u7V5L+7xfr33lbnd2Zu5uc/u92dmZo0ePomvXrhgxYgS2bdvmdDnRCMO/+lyCcKPjZGvNmGmnHBLM9cvd32NnJyQkGEpn9oudiHI2sy2yGcn+vbpixQoAMD3utJmWcDONSmppY2JiULNmTfz3v+qDrynrcuzYMaxatUr3nLZjxw4AzvcbAbYfJKNHj3b0bf72228RHR3t9N6YjQfWrl2LyZMne/0D7dFHH0XhwoV1fxgYiRfu37+P6tWrB/SHYiBjpUOHDqFYsWKYO3euqf3sP+rs7CP4ePLrr78aSsfr5X6k9U+bWVrC79y5gzlz5qheQqtTpw6WLFnieK4cz9oII6/x/v37+Pvvv03tY6d8PZ6+MALdEk5ElNP5+j1rtVpx4cIFzS6ISr4G4XZaVzGVda9UqRI6deqk25KpVcZ3330HwDbB0Z9//okmTZrg3LlzePXVV1XL8sRisTgFvevXr8fNmzcN7w8Ahw8fBmAL5rUYeX/37NmDw4cPe90ibyelzJBYqUePHrhy5Qr69OnjUz5GGxyNvhYG4X5ktVpx+PBhvPDCC05DRmWWPuHvvvsuXnvtNcTFxbltu3HjhtNzb75Q9Zw8eRJ58uRBq1atvCrDl2mjGYQTEfmX6/fq8uXL8c0337il02o0sVqteO655zBr1iyPZfkrCDczXOLevdqTfWuVoXytWldCzcQDruPCt23b1uv7lvTOg0beX3+MRme1WpGYmIh//etfqtuDFSvdvev9LYhmruAYwSDcj6xWK2rXro2lS5eidevWTuuDTe2fatu2bQCcbzTQ4u8gPDY21qcyGIQTEWUeFovF6ZL7+fPn0bRpU0yePNnQ/larVbeftpKZG1b1zhWXL19Ghw4d3MZ71huz3EwZRgYQ0Mr3t99+c+vCoJaH0b7GRsvVKseVP24aPn78OH766Sds2rRJNeC+fv06pkyZ4tW4954oX+NrrxkaQVsVg/BMTHmXuLLLR2YJwl3X7d27V7XlArDNnGbmV6k3r5FBOBFR1mS/sd7V0KFDnZ7rdT0w+r1uNN39+/ed0r7xxhtO47S/+eabWLNmjVtLrNp9Q4EKwu/fv49GjRo5dYtIS0tDfHw8Kleu7NTdxJ8jbOm9HiOt3Hp1SUlJQf369TF//nzDeagdF4MHD8aQIUNQqVIlj/UxS1n2xx9/7HU+RuOJDBsdJSczc6kr0IwE4Y899hiaNm2qedns1KlThsvr37+/uQrC+Pvy119/ITk52et8GYQTEfmX0Rve9YJwo62ru3bt8phm+PDhCAsLw9Gj/xuA7f3333eMQQ3YAmCtuhhZZ+dLEP7HH39g+/btTjcIKuulHFfdTBA+YsQIxMbGqo6EAvjeEu6a5t69e44fOElJSdi1axd69VKbCkY9D7X62G+cNXrzoyfKUd68+UGjNuLPlStXDAXYOa4lfOfOnXj22Wdx4cKFoJSXkpKCmTNnOk3uovXBGPnAXn/9dTRt2tRvI3mo/bLVOgi1hhfU+sJSc/HiRafXKaVEr169kJSUpLmPkYP01q1bhm7cUfr666/xySefmCqHiIiMM/u97MpMS/j69es9ppk4cSKklBg1apTTetcZP7Xq4krvXOxLEO5pP635RjyZMGECTp48iaSkJDRu3NhttBp/BuFSSrRo0QLx8fFYvXq14ZtFgzl089tvv428efM65iHRmtBKT61atdzWxcbGomvXrh73Nfz67HeqZsUFQAQAmZqaKgFIALJly5YyGJ544glHmfZl/fr1busAyAMHDnjMz55269atfqlfTEyMI0+1OivL3L17t2q9f/31V8P1BiDT0tIc6/fu3atalnK5cuWK6nq7O3fuqG4/c+aM0/Ovv/5aNZ19SUxMVK0vFy5cuHDJmGXEiBEyKirK6/31zkVGlpEjRzoer1y50i2fQoUKyS+//NLw+VVKKfPnz+9Yf/z4ccOv4d69e451v/32m2P92bNnDb12rdevXD9u3Di3dHZFihRxWnf8+HF5+vRpp/wPHDjgSJOWluZ4/MQTT8iXX35Zt252J0+edKS7ffu2x7r7wp5PpUqV5K5du7zK35fjb+DAgfbHEVInjg3EtPUZKhAd+tUoZ3m080d3FDOtz3qMdEex81c3GqvVitu3b+PgwYN+uVxjdDYytamVXcu5ceMG3nzzTUP5ERFRYGX0rMLjxo1zPFYbLePq1ato1aqV6rnMSEu4tzcyKs+L0dHRXuXhKV9Xyivn165dQ3x8PABoTuijvLHR2779/moJT0tLQ+7c2qGs1Wp1uxHXX+bPn4/z589j9OjRquUakW26o9hpvXApJQYNGmR6QgEztAJPMwebp7Q3btzA7t27PQa5/gjCzXaNsVqtaN68ORo0aGDofdb7rAD/3ZRitVrx7rvvYt68eX7Jj4iIfJPRQbhS165d0b17d8Pp/d0dRcnfk8vZ6TW2KeuqvEdMKwhX9mcPZhA+e/ZsVKxYEefOnQMAbNq0CaGhobo3hEopA3ac9erVC2PGjMGhQ4fctjEId7Fnzx5MmzbNadD8YJVtpFXYUx52iYmJePzxx/Hpp5/qpjMThGsFp8q6GG3Z/uGHHwDYxow1kl5NiRIl8Pnnn2tOg2yW1Wr1W15EROQ7MzdmBsPixYsNpUtNTXW64j527FjHjYSeZnY2IlB9pdXyvXHjBsqVK6d5M6hWEK5ksVgMv1ZfZxLv27cvjh8/7hiB5+mnnwYA3RtCjf5I+PTTT1GvXj23sdmNSElJUS3XiGwRhCvfAK0X7joZTSD4o1uHp7T2cUSXLl2qm85MEK6cKVOtLlOmTEF0dDTOnDmjW6ZW3Xv37m0q/eXLl/HMM8+gZcuWuuUZldm+7ImIcrq0tDTNQQGMWLRoEWbMmAHAeUSRQLh//74j8HYdbOCdd97B9OnTAZhvCVdr3ApmEL58+XK36ezN3iTqbUu4mcZJV6dPn8aff/5pqFyr1ao6UIV9JlG7bt264fvvv8eQIUNM18fs6DpK2SII79mzp+Ox1gsPxmUvf3ZHuXbtmqF0anbt2uW4XKOkfA+0pu9VK2PIkCE4f/48hg8f7rhU9s0337j1xd6wYYNqPh999JHqerV+9YGQmS57EhERsGDBAp/279GjBwYMGIDTp0/jySef9FOt1DVv3hyxsbHYsGGDakupPaAzG4T7EryZpZavp8Y6ZdcYfwfhvrzOH374AcWKFTM88aBa/apVq4YDBw64rbcP8WhkVB1lGUbWqckWkcl3333neKz1wv0x5aon/moJnz17NgoVKqQ7na9Wv7GDBw+ifv36uHXrlts25YGYkJDgsS4Wi8XphpWUlBSUKlUKzz//PJo2bYqtW7c6pe/cubPHPJXM9MHzxeHDh/12wysREfkuNTXVL/lcvXpVNZjyJ/ts07Nnz1a9qmo/H/sjCPdnn3Bl/kaDcOXrU+6jNSyfmSvNyvKUkyh5y8h44no/EpR925XpAVvXF6PUPjOjLf3ZIghXyowt4cr1GzZswHvvvaeZh9VqdXz46Ig+TQAAIABJREFUeuOwar3On376SXMfs++B1Wp1+sfbsmULLl++jM8++8xUPv7mzZfUqlWrAlATIiLKSMrJeQJBef7WCujs52PlNiMNf962oG7atEnzCrOS8vztTUu4cp+9e/eqlmGmJVz5ntSpU8fQPr6yWq2aV93nzZuH//znP04j5djji5UrV+rm+/jjjzuV4fp5G218zXZDFPoShO/YsQNJSUn497//jQoVKvitbOX6Nm3aALDNVtmgQQPDeRhNp/c6vQnCM2Pwau8HSEREOZuRiVN8oWxt1boJUa0l3Aj7efzvv/92W6enVatWAIDatWujQoUKyJs3r2o6ZYOZr0G4Fm+D8GA5d+6cavdcu3bt2jk9V/tBpWb37t2Ox/bjQtlAmKO6oyhptUarvaFfffUVJk2a5NinYcOG2LJlC5555hndMrRu8jTTHUXrhhTXtKGhoZgxYwaOHj2KihUreixL77KQt18QmY1yNkwiIqJACQ8PdzzW6nphNHBT22/nzp0oXry4W15GLF++HPny5cPgwYMNleUq2EF4VmB/zWYGc1B7D3JUS3hISIjjBZtpIbaPvvHII484flkC0P3VBADDhg1TXW+kO4qdVpcK1/VpaWkYMGAAIiMjnfrQedMSbvZXaKDGK/VVMEa6ISIiUtJrCZdSuo004onVanW7Im7mvDthwgQA0O3iamd00iGzQbiZIQqzAm+uaqi9BwsXLjS0b7Z454wcNMpxPV0PRtcxpD39E+zfv191vZmWcLM3cbrexKJMd//+fezfv9/jL9Ls0hJOREQUbHp9wj///HOv8jOyzh/U8t2zZ4/buszYEv7rr7+aGq3EF95c1fDlPcgxQbhyJA7XINx1H70Db/To0fjxxx9Vt2ndqeuPIFwvXbdu3VCzZk2MHz+eQTgREVEAWCwWzdFRvBlyUa3BL5hB+MyZM93WmZ1QxzUAHTFiBLZt2+bTOOBK33zzDSpXroxq1ar5JT9PvA3Cve3vnmOCcCXXNGlpaVi7dq3HPH777TeMGTNGM993333XUHmA7Z9Pbdg85ZCAepR52mennDhxol+D8P79+5tKT0RElF1ptXh62yUjo1vC1fgahE+YMAGNGzd2mzX7xo0bOHLkiMHa/o99lBJlbwZPPv74Y9Pl2PmrO4pROTIId/2FtnDhQsf0p3p5eLocotWXXO0X4cGDB5EnTx63/uVG+nYB2r+g/Xljpn12TiIiouxu9uzZutu1gq0tW7a4Nao1adLEY3laDXQWiwXHjx/3uL8Zqamp6NKli6l9jN7wqfaerFmzxun5I4884vaerF69Go8++qhu/t7Mdv3SSy+Z3seO3VG84E1LuPIf5ueff3bbrsbbyw1q+c2ZMwcAMGnSJKf1ycnJpvJU/tr09GssO908QURE5E+eJmjZt2+fZlD41VdfOT0/duyYx/LUYoN//vkHvXv3dhoNzR+WLFmCZcuWeUx35swZx+NPP/3UY3q9qwNa+dp17NhRc6KlN998E3FxcUHrC27nTRDuS0t4thkdxc5oEG4fGUVru6dyzAjE5SWr1YqTJ0/i+eefd1rHIJyIiCgwvv/+e7/lpRYbKK/KZwRlTGHE77//rjuBkbemTp0KADhx4oSp/VJSUnwqd+/evZBSsiXcDOWLv3PnDk6dOoX169dr9iGyWq2OaWjV2H/BnTx5EkIICCHw1VdfZaog/PTp04iNjXXKW+/XWGpqqlc3jhAREZGNN/2atWTGwQ9OnTplep9Dhw65rbNYLBg+fDhWr17tj2oZcurUKRQtWtTnfBYtWuRxqGolX4LwgLWECyHmAWgDID+AMwCGSyk3aKR9EcAIACUBnAXQVkpp+OePazeRhx56yPFYrT+2pwPfvs+gQYMc61q2bIlffvnFaJVU8/OnmzdvqpajdSDMmzfP73UgIiIi76gFrxnNmx8GO3bscFu3YcMGbNhgC/kWLVrkc708OXjwoOb09Ga9+OKLptJn1hsz3wdQVkoZAeD/ACwRQhRyTSSEaAPgDQDtABQA0BrAX2YK8vTit2/f7vTc6EGWlpZmqhwtwfy1q9VfLTP+4iYiIspK/Nmo1qZNG7/l5S+BiBWUQ0QHSocOHTKsy+3t27cz3xCFUsrjUkr7eHsSQDiAEipJRwEYKKU8Km1OSin/VstTCBEmhIiwLwAeADwHx40aNXJ6PmvWLEOvwTXfrBCEa9WR/cGJiIh8o3YVmjLeP//8k2FxzsCBAzNlSziEEHOEELcB7AWwWUr5q8v2XABqAHhECHFeCHFKCPG20P5JMRxAqmI5DwBXrlwxVa9Ro0YZShesIHzfvn1e5auGQTgREREFSyC63JrlS5cQf7h9+7ZX+wW0xlLKV2HrYtIMwHaVJMVg65feBEAVAA0BPAugh0aWEwBEKpbS/q2xM9euHd62aHsa5qdWrVpe5auGQTgRERHlJCkpKTh48GCGlX/t2jWv9gt4ZCaltEgptwJoIoRo4bLZ/tNhkpTympTyLIDZAFpp5HVXSnndvgC44an8r7/+2qt6f//9926B6+TJk73Ky35zQjCoBdtJSUlON5kSERERebJ169aMroJhWXEEuGA2j4YAKK9cIaW8CuCCSzrverdraN68uVf71atXz23iHF/u8P3999+D0jd87dq1butGjhwZ8HKJiIgoe2nWrJnHNJmhO0pWFZAgXAhRQAjxfPrf3EKIDgAaA9ipknwhgCFCiAeEECUB9AGwMRD1Muvw4cNOz9WmijeqfPny6NOnj69V8sh1qlgiIiIiynwC1RIuAfSE7cbJFNjGAO8ipTySHpwfVaQdA+Bietq9ANYACPygkhngo48+CngZ/EVKRERE/tKhQ4eMrkK2JbJy0JY+TGFqRtcjMylWrBguX76c0dUgIiKiHIBxh67I9HsYVXHIjGwmK/+oIiIioqyFAbj3GIRnMwzCiYiIiDI/BuHZDINwIiIiosyPQXg289dff2V0FYiIiIjIAwbhRERERERBxiCciIiIiCjIGIQTEREREQUZg3AiIiIioiBjEE5EREREFGQMwomIiIiIgoxBOBERERFRkDEIJyIiIiIKMgbhRERERERBxiCciIiIiCjIGIQTEREREQUZg3AiIiIioiBjEE5EREREFGQMwomIgqxRo0YZXQUiIspgQkqZ0XXwmhAiAkBqRteDiMiM+/fvIzQ0NKOrQUREgRUppbyutZEt4UREQZY7d+6MrgIREWUwBuFERF6qXbu20/OQEH6lEhGRMTxjEBF5adKkSQHJt0SJEgHJl4iIMg8G4UREXrJarU7PhRA+5Xf69GmsXr0aL7zwgk/5EBFR5seOiUREXvJ3EB4TE4OYmBjs37/fp3yIiCjzC1hLuBBinhDiohDiuhDiiBCitUa6vEKIJUKIG0KIs0KI5wJVJyIif7JYLE7PS5cu7fT8wQcfxJw5c0znmytXLlPpExMTTZfhrUKFCmHv3r1BK4+IKLsKZHeU9wGUlVJGAPg/AEuEEIVU0o0BUBhAKQCdAXwghHg4gPUiIvILq9WKzz77zPE8OjoaFSpUcDy/dOkSWrRoYTpfM0F4s2bN8PDD/vvKjI2N1d1usVhQs2ZNtGrVym9lEhHlRAELwqWUx6WUd+1PAYQDULvbqCuAMVLK61LK3QDWwxaMuxFChAkhIuwLgAcCUXciIlcVK1Z0W2exWPDcc/+7eGe1WtG2bVvHcyGEVyOmmAnCQ0JC/Doqy9atW51ekyt76z9HgiEi8k1Av0WFEHOEELcB7AWwWUr5q8v2QgCKAziiWP0zgMoaWQ6HbXIe+3Le75UmohypefPmutv37dsH18nNIiIinJ5brVY0btzYaZ3ZriVm97FarX4NiGNiYpxa913Zg3BvXhcREf1PQINwKeWrAAoAaAZgu0qSAgAsUspbinXX09ermQAgUrGU1khHRGRK7ty58eyzz5rap169ek7PLRYLnnzySWzatAlnzpwB4F2LsZnJfCwWi9cB8YoVK1ClShXMmzdPN12/fv0cj+03o7IlnIjINwH/FpVSWqSUWwE0EUK4do68CSCXECKfYl1E+nq1vO6md1u5nj4N6I3A1JqIsrtPP/3U6bnVajUVzPbp08dtNBSr1QohBFq2bIno6GgA2sHqH3/8gf3796v2Gdfql21vrS9evLhTmb179wYANGjQAB07djT8Gjp16oQjR46gcmWti482vXr1cjz2piX8pZdewkMPPWQ4PRFRThDMpowQAOWVK6SUVwFcAvCIYnU1AEeDWC8iykZ2795tKF2VKlUwZcoUx3OjLcrDhw9HVFQURowY4bbNdchCQDsIL1myJBISEvD8888DcA6s27dvjwkTJrjtk5CQgGPHjiE5OdmxLiIiAjVr1sSlS5fw7bffYsWKFThy5IjbvnrKlCmju/3hhx921Ofjjz8GYDwIl1Lio48+YvcVIiJXUkq/L7B1J3k+/W9uAB0A3AbwiEraKQA2wHaTZSKAawDiDJYTAdtNn1y4cOEiAUgppaxbt67HdPv375fS9kUiAcgmTZrI7t27a6a/efOmtLNYLFLJnqZGjRrS1Z9//qlaRzur1Sq3bt0qr1y54rav636rVq1ybFu2bJmsXbu2PHPmjNt+ly5dMvxe2W3YsEF+//33bmW///77jnVXr151PN69e7dbfh06dNAsIy4uzuvPtFu3bhl+XHHhwoWLF0uE1Itj9TZ6uwDID+Bb2ALqVAD7AbRP3/Y8gKOKtHkBLIWtC8o5AF1MlMMgnAuXHLDcvHnTcFoppbx//77cvHmzY12dOnXc0u3du1dKKR2B4+bNm+WMGTM0871+/bpbsOsasCYkJLht++uvv5zyqVOnjmY+WvkCkIsWLZJWq9XQfmqBv9Z75ansmTNnGi7n6tWrskSJEqplVKxY0avPfs+ePfLEiRMZfgxy4cKFixdL8IPwYC1gEM6FS45YlEGh3jJkyBBH0HfmzBnHerWW4R9//FFKaWvVvnjxopTSFrxr5a1sBXY1b948Wbx4cfnzzz+7bfv777+d8rl//75mPq5c3wOjjP5oMVL2tGnTDKUrVqyYlFLKGjVqqJZRuXJlrz97i8WS4ccgFy5cuHix6AbhvL2diILi5ZdfNr1PWFgYkpKSDKVdv349Jk2a5HgeHR2Nf//731i8eDGKFSvmlLZGjRpISEgAYOuzbe+PnTt3brz44ouq+av197br1asXLly4gKpVq7ptc+0LbWbkk4kTJwIARo0aZXgfAMifPz/Wr1+PdevWmdpPjeusoFo8jZriS5/wkJAQjBs3zmO6gwcPel0GEVGwGT8bEBF5KTY2Fg8++KDp/X755RePMzjaqQXJr732mtu6F154AYsXL3Yb2cRu5syZqFmzJj744AP88ssviIiIQOPGjVGokNqEv/+jlZ8yKFWb8EfPkCFD8Nxzz3m8cVJNmzZt3Na98sor+OCDD0zlo/fjAwCaNm2KrVu3On5kaQXhvg5paCSIr169uk9lEBEFE1vCiSjgvB3LWq8Vdtu2bWjUqJGhtIBtsp2+fftixowZmgEzABQoUACvvvoqDh06hAsXLiA1NRXr1q3T3UePMvjcuHGjqX2FEIiOjva6bFdz5sxxulpghKf3dd26ddi6dSveeecdANrB9qOPPmqqXFccl5yIsht+qxFRwHkag3v69OmOx1FRUU77aWnYsCG+++47Q2kBWxA4a9YsFC5c2EiVkStXLpQoUcJQWj3K4NHWhTpjGQ1mS5UqBQB46qmndNPlz58fTZo0cXSz0fqcp06diqFDh2Lv3r04fPiwZn5PP/20apcgT/UeP3687nYiosyGQTgRGZY/f3689957pvfz1BLesGFDJCcno2fPnpqB9cMPP+yxjMxIGTx6+qEQCK6t6AULFjS0X3JyMs6cOYNKlSqZKk8rWI6MjMTEiRNRs2ZNVKlSRXN/q9WKpKQkVKlSBTNnzvSYr93w4cNN1ZOIKKMxCCciw1JTU/HGG284njdu3BiHDh1C2bJlAcDx15VeS/j06dNRvXp1xMbGYv78+YiLi3NsUwbWv/zyC1asWKFZt4wIcI3I6CDc9X3v1q0b2rVrh1mzZunulzdvXsesn2YYaWnX615jsVhQokQJHDlyBK+//rpqvl9++aXjca1atTB58mTVvFq1amWkygHVpUuXjK4CEWVSvDGTKBMLDw/HnTt3/JZfWFgY7t69CwBYsGCB5kggSlOnTsWePXtQunRpt4Cubdu2qFatGrZt24b58+ejXbt2qFmzplseVqvVKYhq27Yt/vOf/2DWrFno27evU1plGcqgNTQ0FB07dsS+fftUp1kvXbq0x9eSEXLlyoWEhARcu3YtQ6Zudw2K8+TJg7Vr1wasPOXnN23aNM1006dPx19//YWFCxfi/PnzjvVaP1SUr+PJJ5/EtWvXcOrUKd2bMT///HOsXr0aXbt2NfMS/CoyMhL169fHzp07M6wORJRJ6Y1fmNkXcJxwLtl8yZs3r1/zS0tLczxes2aNoX3UzJkzR7Zq1UreunXLaf2FCxdU84iKipLvv/++4/m9e/fkzz//rDn5jD3dvn37VLcrbdmyRc6YMcNjuoxksVhkWlpahpS9dOlSCUCOHz8+KOU1adJE99hxFRMT43SsrF+/XjXdrFmzDOVrTzNhwgS3dfalSJEiEoAsWbKk7rHftm1bCUCWKVPG6/+53r17y2bNmhlKu3Llygz/zuHChYtfF44TTpRV+WtUDDutVmazXnnlFWzcuBF58+bVzF/JtTtKaGgoqlat6vH1ueavplmzZujXr5+BWmeckJAQn8bJ9kWXLl2QmpoatD7TEyZMAAAMGjTIUPru3bsDsI3dfuLECdWhFYH/DblYoUIFQ/nqHd/79u3D5MmT8cMPPzjWqV2lKFeuHFJSUnDq1Cmkpqaq5hUbG4smTZpg7NixqtvNjAwUFhZmKB0RZQ/sjkKUiYWGhvotL9eh6QLRP1mrP7DZIQrfe+89XLp0yfRNgaQuIiIiaGXVqlULt2/fRnh4uKH0I0eORGJiIurWrYvIyEjNdDExMbhy5Yrh16I8vlesWIGRI0ciOTkZgO3m1MGDB7vV4/jx4+jQoQNq167tyMM+mo5audevX8cDDzwAAPjkk09U62GxWAyPSMNhGIlyFv7HE2ViRmeLNGLIkCFOz9WC8B49evhUhlagHRUVhZYtWwIAihYt6jGfN954A1OmTPGpLpRxjAbggO2H5pNPPqkbgNsVLVoUefLk0U0zcOBAlCpVCq+88opjXadOnbBt2zbHc6kyVGTevHkxadIkPPbYY4518fHxumXZA3BA+6qVxWLBCy+8oJuPXUZdLSGijMEgnCgTK1myJH7//XendREREY6WOl+oBeF58uTxadZBrZa8tWvXonz58jh37hzOnDnjdf5Enrz//vs4d+4cihQp4rTe03jtiYmJjsc//PADkpKS0KtXL8Pl6l0F6ty5s6E8GIQT5SzsjkKUiVmtVpQrV85p3eDBg7Fp0yZT+dj76brmrbbOl0viyiDizJkzKFOmjFMLYWYdwYSyF7VWaa2hIlNSUvD33387Da+ZmJjoFJQbofV/8/DDDxu6t6Nbt27sjkKUwzAIJ8rE/BEoL1u2TLUlTitvX1rj8uXL53hcrFgxv99YSuQtrSC8cOHChmdR1eN6rO/atQvr1q1z63uu5ttvv0XdunWxe/dun+tBRFkHf3YTBcicOXM0J6/Rsn37dqfnaoGylFI1UH7rrbccY4DbJSUloVOnTqplBaIlPCQkBDdu3MC1a9c40gNlKoGeNMn1/+bxxx/HlClTnH6Y2n3zzTdOzxs3boywsDCnWWG3bduGhIQEfPXVV5pldu/eHTVq1PCx5kSUUdgSThQgcXFxOHXqlG5rcJ8+ffDhhx86njdo0MBpu5lAOTw83O2mtREjRmiWbSRvbyY5KVCggOl9iAIt2EG4N2lLlSqFPXv2oGDBgoiLi8P+/ftx/fp1zXzCwsKQP39+03UlosyBLeFEfqB2ojRyov/ggw/w8ccfa243E4Tb09qDfk+jSKjdnFasWDGnvOfPn6+bB1FWEegg3EzXK72AvXbt2oiLi3M81+se5unKVbVq1QzXiYiCj0E4UYDonehz5cqFlStXAtA/IWsF4Wo3ONrT/vDDD6hbt67HabJd8+7UqRNGjhzpVB9PgTxRVqE8ri0Wi0951a1bF3v37nVaFxUV5Xg8Z84ct31KlCjheGzmvgtPQbje9kOHDhkux9X333/v9b5EZAy7oxAFiF4QnpaW5nisF4SrBQtSSrz33nu4fv061q5d61Ze7dq1DZ1A7a1o9v1WrFgBgMOkUfaUP39+NGvWDLdv30Z0dLRPeTVv3hw1a9Z0Wte4cWMMHToUlStXVu3GtXnzZvTt2xdJSUmmuq6EhYWhePHiuHTpkts2MxMBmVGwYEHUrVsXLVu2xObNm/2ePxHZMAgnChCjl7yNtISHh4fjzp07jnVFixbFmjVr0LhxY8ckJGYvsbsG4UbqQ5RVCSEcNzn6OmqP2uyZQghMnDhRc5+qVatix44dAIAff/zRcFlCCJw9exbdunXD8uXLnbaptYSvWbMGqampaN26teEyXNm/E/iDnCiweLYlChBvg/DHH3/cLQ/lZWVlvhs3bjRdXpkyZQAALVu2VD3JMgin7EoI4VMAPnfuXLRp0wZ9+vTxqR5m/8dCQ0NVh1FU6xPevn179OjRw21m2oIFCxouj0E4UXDwbEsUIK5dSdRazwD3E/K3337reGw/GSpv1FIG28rhz4wG4cnJybh06RLKli2rGgwwCCdS17t3b6xfvx558+b1KR/l/9iRI0cM7fPOO++gatWqTuvMjOsfFxeHDRs2GBqL3P7dxe8CosDifxiRSUlJSYbSuba4lS1bFh988AFWrVrltN71RKe8GbJSpUpu+WoF20aD8LCwMBQrVgyAektXnTp1DOVDRN5R/t9VqVLF0D4PPvggfv75Z7f1ngLlxYsXo0KFCliwYAH+9a9/Gfr/tn+X9OvXz1DdiMg7AQnChRBhQogFQojzQohUIcQ2IcQjHvYpK4S4LYT4UC8dkT/4cplVb+xtpZYtWzo9t1gs6NOnD5555hmn9Won0QMHDmD58uWoV6+e2za1oQUB74Zds0/NrRxreNiwYZgyZQqOHj1qOj8i8sxfLczjx49H+fLlddN07doVJ06cQMWKFT3m17NnTwDA6NGjAdhuNg00dnmhnCxQLeG5AfwOIBFAYQDrAazzsM80AAcCVB8iJwcOBPZQu3r1qtvwfg888IBqWrUTco0aNfDss8+qpncNtu2Xxl2DfiOWLFmCQYMGYd++fY514eHhePPNN1Vb4YnId2Zn0lVasWIFHnzwQezYsQNly5bFmDFj/FavuXPn4ujRoxg6dKjf8vTEaHccouwoIEG4lPIfKeW7UsrzUkoLgH8DKCeEKKKWXgjRAoAA8HUg6kPkKpCtL2XLlnW6CWr16tWoUaMGFi5cqJrebKuYaxB+9uxZ7N69G02bNjVd12LFimHq1KmIj483vS8ReSciIgKnT5/GxYsXTe/bqVMnXLp0CfXr13fk5S+5cuVCpUqVDN28+sILL/ilTCMt9ETZVbD6hNcBcFlKmeK6QQiRB8AUAG96yiS9m0uEfQGg3rRIOZqRoNbfNxwpu4i43pDZoUMHHDhwwOnmSl/q4hqEFy1alP24ibKYmJgYFC9e3Kt9fR1i0Qyt76cPP2TPUSJfBTwIF0JEApgL4C2NJIMAfCml/K+B7IYDSFUs5/1SSco23nzzTURGRnpMp9U1xFvKwNts32yzJ1StPuFEREbUqlXLcFq1q4aTJk1yuo9Ei2vjQO/evQ2Xa8apU6fQpk2bgORNFEgBDcKFEOGw9QXfKKX8RGV7KQD/B8DYcBPABACRisV97m7K0cqUKaPZcmMfHxsASpcujUmTJmH27Nmaeb3zzjuGb05UBt5mg3BfW8KJiMzYuHEjZsyYYSitckz0hg0bIiUlBUOGDFFNu379eqfnrn3L586da7KmxpQtWxbr1q3jzeSU5QRsxkwhRG4AywFcgHZXk1oAygBITm8NLAAgRAhRVkrpdpeZlPIugLuKMvxdbcri9MbN/fzzzzF9+nS8+abtcLSfSF577TW3tBMmTMCwYcMMl+tLS3iJEiVMpWcQTkS+iIqKQr9+/ZCSkoKxY8fqpp0yZQpatmyJBg0aoECBArppixRxvu2rXLlyPtdVS7t27VCxYkVHN7+QkBDExsYGrDyigJBSBmQBsADAVwBCddKEASiuWN4DsAhAEYNlRACQXLjYl9mzZ8vBgwerbrNYLFLN5MmTndINHz7cabty25YtW9zWAZAXL16Uo0aNkgDkqlWrVMvRM23aNLlmzRrdNPayevbsaTp/Isq+hBCO7wez8uXL5/W+rt+DKSkpTs9d0yifjx49Wv7555+q+RhZ2rVrp1qnV199NcPPQ1y4KJYIqRPHBmqc8BgAPQA0AHBVCHEzfakvhHheCHEUAKSUd6WUl+wLgJsAbkuVGziJjOjRowfGjRuH//znP07rk5OTNbt9DB48GLt27XI817vCoja0WOnSpREVFYWxY8fi2rVrbuOAGzFgwAC0b9/eUFq2hBORki83mq9b52n0YM9iYmJw9uxZFC5cGE899RQAoEuXLk5/XcXHxyMqKsrrMrW+BytXrux1ngBQvXr1gLbgEykFaojCM1JKIaXMK6UsoFh2SimXSilV/0uklKOllH3UtlHwZdaho0aMGIHnn3/eMeuj3RNPPIF8+fIhT548jhMBANSsWdPjZcrHH38co0aNQvny5TFw4EDNdNLlpsinnnoKp06dcnSBMXJTqK98GWOYiLKfjRs3Ijw8HIsXLza9b5MmTdClSxdMmDDB6/ILFSrkuOdm6dKlWL16NebNmwdA+weCr40JWvv7OvLVF18UYa2PAAAbFUlEQVR8genTp/uUB5FRAesTTlnfjh07vG6pWLRoEbp37+7nGtnYp40vVaqU03rX8XK7du2KTz/9VPfmS6WxY8d67B/p+sVfsmRJ5M4dnH+jr7/+GmvXrnX0aSciAoAWLVrg5s2bXs1/EBISgqVLl/pUvvJ7sUCBAujQoYNT/mpcGzR8KVPJlzkg/vnnH+TLlw8///yz13kQmRGsccIpCwoJCUHp0t4NQBOMqYhdv9xnzpzp9HzRokVITU3FY4895rcy7V/869atQ7t27TBu3Di/5e1J06ZNMXv2bOTLly9oZRJR1pAR07/bb8Rs3ry5ZhqtevnaEq4VxHvbEt64cWPHd6t9FmKiQGMQTrq+//57r/bz92Q4RspQDkEI2Pp2+2M2uWnTpjkeFy1aFADQtm1brF271m00ACKinOLgwYOYO3eu7hVEs91Rli5dinPnznks29fuKMpzwxdffIGtW7c6njds2BD/+te/DOVD5AsG4aQrOjra8djI5Ax2ytaPN954w691sgvWEJUDBgzAjh07sGnTJjz44INBKZOIKLMrU6YMevfurdtybDYIz58/v6ErsL4G4adOnXI8LlCggNN+uXLlwoYNGwzlQ+QLBuFkWKdOnQynVX6hvffeez6Vu2jRIo9lbNu2zacyPKlfvz5atnQbup6IiHTYG2G6devmtN7XPt1a+z/yyCOG9i9cuLCjNbxGjRqqaYJxRZdyNh5hZFiuXLlQu3Ztw2mVPE1XPGTIENStW9dtfZ8+fdy+vO2UX5ANGzY0VC8iIgqeuLg43Lp1CwsXLnRarxUsG23s0ArCExIS8MUXX+Dw4cMe87h8+TKuXr2qOaqVWhDu7X1SStOnT8f06dMND0tL2ReDcDLMYrEYbhlwTffhhx86Hg8cONCta4sQQnWUEb3ZJNlKQUSU+eXNm9fRffDo0aP44osvUKtWLbd0AwcOdDsPlCxZUjVPvRs7W7dubahFPDw8HAULFtTc7tqY9Oyzz+LcuXM4duwYbt26pZv3O++8o7ktNDQU/fv3x5o1azzWkbI3RjHZyPHjxwOav9VqNRz4un55CSGwdOlSvPzyy5gyZYpbPq55r1+/Hj169NAdjo9BOBFR1lKpUiW0bt1adZvFYnFbV7RoUdWAPRiTlrmex+z1i4+PR968eTFt2jTEx8ejf//+bvs2adJEM19OuEZ2jGKykeLFiwc0f09B+LJlywAAixcvVu3X16VLF3z44YfIlSuXxyC8TZs2WLBgge5wfAzCiYiyD7Xg1Gq1omrVqo7n9hb1Bg0aBLw+aucppQEDBuDYsWNuc1ao7auXj1KgBjKgzIlRTBZnv2lx6tSpiIyM1B2v1SzXcVitVqvuTTOdO3fG3bt30bVrV48Bsqcg3NU333yDMmXKYNOmTY51wRodhYiIAk8tOJVSOp0b/vvf/2LWrFkYOXKk6fztgbvRoWtdz3dGbyZ97rnndM+VehMVDRw4EKNGjXKbEZqyJwbhWVybNm1w+/ZtDBo0CIBt5jR/Ufui8BRc58mTB4DnO9zVgnC9oPqJJ57A2bNnnW7a8eckPERElLG0WsKV54aHHnoIffv2RXh4uOn8+/btixUrVuDYsWOG0hsNwpXns+3bt2PBggW650C9lnCr1YqxY8fi0qVLhuroybFjx5xmMPXGnTt3MGvWLL/Uh5wxCM/irFar05eRP2dNs39RTJw4EaVKlcK4ceO8vjHTlX3SG2VZZruXTJ8+HSNGjMCRI0dM7UdERJmPWnD68MMP+63rYYUKFdCpUyfNmz1duZ5P7Y1MrpQTxTVo0ABhYWG6LdnK15mcnIypU6c6nitfq+ss0N6Ij49H27ZtTe1Ts2ZNp+dhYWFO3V27d+/uc70CoVGjRqrrq1evHtyKAFi1apWhdAzCszjXLy1/BuH2lvChQ4fi3LlzKFu2rNMXRFRUlOa+rkG2q9WrV+PRRx91PPcmCI+MjERSUhKqVKliaj8iIsp8lOezH374AS+++CLmzp3rlyB8+fLlpoMxZbkVK1bUnPOiffv2GDFiBNatW+dYFx0djWXLluHLL7/E3bt3MWXKFMc25euMjY3FoEGD8Prrr6NXr15O/cuffPJJU/XVYiYuCAkJwd69e5GYmOi23m7evHl+qZdZf/75p9NIa65Bt9bwlp06ddL9UXTv3j2/1E+pWbNmhtIxCM/iXIPwmJgYQ/sZmflRmbf9cqDyH/HEiROYO3eu6r5Vq1bFuHHj3MaGtatSpQr27dvnVBZvtCQiyrkKFCjgeJyYmIhPPvkExYoV8/rcYB+He/z48Xj22WdN768MXn/99VfN82tISAiSkpLcWpw7d+6MJ598Enny5HEa6Uutq+fMmTPdglvl69brfrN37168/vrrmtvNvH8PP/wwANtVA608tK4I+IPWle3ExERERUU5BdoLFizAhAkTsHDhQvTv3x/9+/dXvcrhKb4IDQ01VcemTZvqbm/QoIHhe9YY9WQBjRs3Vr37GnAf0ql169YYPXq0xzx/++03j2nULg0qD+SCBQvq9st+6623DF+2YhBORJQzffTRR6hXr57mzZbenhuWL1+On376CUOHDvVqf39eWVYyOkSh8nVv2bIFCQkJ2LJli1u6mjVrYubMmViyZInTevtABmpzcCi1adPG8dj+A2HatGno0aMHtm/f7laXQNK6sr1jxw4Azp9JZGQkhg0bhu7du2P69OkIDw9XradefKE1qZPe+PFffPEF9u/fr7ndaHcngEF4ltCiRQvNLwPXf2YhhO4kAXZG/qE8BeH28vyBQTgRUc700ksvYefOnShSpIjqdm/PDXny5EGtWrW83l9vsjhfeBOE16hRA/v379dthXXtvmJvNVYG2WpWrFjhVrciRYpgwYIFjhFlgnl+HjNmjNs6e2u1MhZSG1febBDuesx17twZf/zxB86fP69Zv/DwcCQkJDieV6pUCZ9//jk2b96M9u3bY/r06Zr7utXXcErKMHoHkLeD/nsbhFeuXNnpud6vRTOsVivq16/vl7yIiCj7yKgGms8++wyNGjXC5s2b/Zqv3hCFSsrzq70LiF7DV+HChVW73YSFheGFF17Q3E+Zp5ERYLz1xBNPGEr39ttv4/Tp0xg2bJjbtkKFCjkeP/DAA27bzQThc+fOdWu1tlqtKFmypNus3mpeeeUVNG3aFEeOHMHTTz+NFi1aYM2aNaaGl9S/RkEOUsqAjku9a9cu9OzZU7WbiN508Ub/mV1p5ffSSy9h/vz5mnmPGjUKVqsVTz/9NABbH/Tp06cjMjLSq3rYWa1W9OvXD/nz59edaYyIiHKWjJoTonz58vjuu+/8nq/Rbi4RERH47rvvkDt3bsP9sLXu97L39VajPNebDcIrVaqEiIgI7Nmzx21bYmKiY/2MGTPQqFEjVKtWTbMeSjExMRg7dix27tzp1OocHh6O5ORkSCkRFhZmqJ5qQXjz5s3Ru3dv1bR2w4cPx4QJEzTrOGfOHEOvRU+2awkfMmSI3/Ps0qULADjdlatF7+YIPY8//jg6deqkus1isahua9u2LaKjo70qT+sfSjkWqNo/Y/78+TF58mSnO6f79++PHj16eFUPZVmhoaHo06eP2w0hRESUc2WXropvv/02qlSpgldffdXwPo0aNUK9evUMp9d6rwYPHoyBAweqblOe67Ua9rTyjY6ORnx8vNv6kSNHOrXk9+vXz/TnGBoail27drkN1RgbG6sZJ2gF4a4/5LR+bCjXjx8/3m37yZMnPdbbjOxxZCuY6dLg6Q5XALhw4YLjZodHHnnEY/qZM2di586dhuugpPbruESJEnjttdcwevRoLF++3LG+TZs2WLduneEWgnbt2jke79+/X/OfQflr28gIKv7ibbcaIiLK3rJLED5mzBgcOXLE8Iyd3qhbt67q+vDwcLz//vuq25R9q7WGHtbrEvvMM884nsfGxqJz584YPny42z7x8fGoWLGiZt2/+uorzW1GGW0J14o5PE0CZXQEOqOyx5GtYOaf9aOPPvKYpmjRoo5A1+glJDO/WpVcb57Inz8/zp8/j6JFiyIsLMypr5fZoLVs2bL4+++/kZaWhoSEBM33KSQkBGfOnMF///tfp+GiAs3bbjVERJS9ZZcgPBCmTZvm9Lxjx45YtmwZTpw4obufcsSUsLAwbN68GQ0aNMDSpUtV02t9BgkJCWjVqhV+/PFHXL16FcnJyVi2bBny5cvntk/u3Lnxyy+/aI7g5u2Vfa169urVC/ny5UPfvn3d6uIac8ybNw/VqlXD5MmTndaPHz8e5cqVw/z58/HNN9/4fcScbHdkm/lnNduP+aGHHlJdX6NGDc19PvnkE6dg1n4JRW1ov4SEBBw7dgzbtm1Ds2bNsGPHDs3X4+mmgbfeesvpudVqRaFChRwHkN77FB0djfLly+vm729sCSciIjUMwp3ZZ+i8du0aBgwY4LRNCIHOnTt77NaZP39+fPfdd9ixYwfCwsLQokULbN++3XA3j8OHD2Ps2LEYNWoUhBB47LHH3AZqUItzQkJCMGzYMMyfPx9jx45F+fLlMXz4cEyePFm1W4tZrpMKpaamolSpUh5bwnv16oVDhw65DQc9fPhw/P777+jZs6fhG0tNkVJm2QVABACpXL766ivpuk5ruXXrlsc09+7dk0qJiYmObadOnZIffvihXLt2rWOdnf35/PnzZb9+/SQAWa9ePXnv3j2Zmpoqk5OTHWmGDx8ujVq8eLGsVauWPHfunG46i8Ui9+3b5yhjyZIlTtutVqvq6w02e7mdO3cOetlERJT5Kc/rJOW9e/fkjRs3vNrX/j4WKVLE1H6XL182/RncuXNHTpo0SR4+fNhsNb1WpUoV1XpWqlTJKdZZvHhxQOuRmppqLytC6sSx2W50FDO/mPPmzYtVq1YhLS0Njz32mGrrr3S5ZFG9enXH3b5ly5bFyy+/jAMHDmiWYbVaMXnyZDRu3BiNGzdGaGgoQkNDERERAavVivPnz6N06dKG69y1a1d07drVY7qQkBA8+uijOH78OH788Uc899xzTtsz6m5zLWwJJyIiNc2bN8eXX36JSpUqZXRVMgV7HOGNlStXYsCAAVi1apWp/R588EH89ttvqsMCagkLCwvIYBl6tGJAZT/8AwcOoHr16sGqkq6ABOFCiDEAOgKIB9BFSrlcI105AHMBPAbgHwD/llJqjwdjgNEg/NChQwDgdEOBGtcgXC3/hIQETJw4UbXDvsViQVhYmNONkXZCCMdlpUCJi4tDXFxcQMvwBzM/RIiIKGdxnYiGvNOxY0d07NjRq331hjnMLLRiwIULF+KZZ57BW2+9pduFONgC1dEqGUB/AD95SDcLwO8AogDUA/C6EMKnQaLVPoCnn34aISEhGDdunGOd0bEqXfPT+oCHDh2Kzp07u63Xm9Y9s3DtAxVMmzZtQrdu3QzN8klERESkRStGi4uLw5EjR1TjtIwUkJZwKeUSABBCvOUhaQyAqVLK+wBOCSF2AagE4Bu1xEKIMADK0dndrouofQCrV6/GvXv3kDt3bhQqVMjw6CWvv/662yUfoy3tp06dwpkzZ5wGmc9s5s+fjz///BNdunTBq6++qjmGaCC1bNnSMbUuERERkbey2k28Gd0nfDaAzkKI3QCiASQCeFcn/XAAuk2mah+AEMIxs5KZQfJbtGhhKH81ZcuWRdmyZQ2XlRF69uzpeLxx48YMrAkRERGRb7JaEJ7Rtd0NoA5s/cFPAPhYSnlEJ/0EAJGKxa0jsfIDqFOnDtasWeN15ZQD2KvlT0RERESZQ1aL0TKsJVwIkQvAlwAmAfgAtoB6gxDiqJRytdo+Usq7AO4q8nBLoxxIfffu3T7VUW3Ejsw2qggRERERGZ9UMbPIyJ8MhQGUBPCBlDJNSnkawDoAjc1mZB/gPSoqCjVr1kTNmjXRoUMH0xVas2aN00D1akF4VvuVRURERJQTZLUYLSC1FUKECiHC0/MPFUKECyGcypJSXgFwDkAvIUSIEKI0gLYA9LqjqFq5ciV69+6NnTt3IleuXPjpp5+werVqY7qu9u3bO031yiCciIiIKGvInTujb3U0J1AR5UcAbgOoD2Bx+uMGQojnhRBHFemeAdAVwFUAe2EbFeUjs4XFxMRg7ty5jvGwfe0y0r17d8TFxaF169Zu2xiEExEREWU+c+bMQbFixTBjxoyMroohgRqisAeAHhqblyrS7QVQNxB18MXChQshpVQN5hmEExEREWU+8fHxuHjxYpa5f48RpQatD5BBOBEREVHmlFUCcIBBuGm1a9fO6CoQERERURbHINykVq1aYeXKlTh+/HhGV4WIiIiIsighpczoOnhNCBEBIDU1NRUREREZXR0iIiIiyuGuX7+OyMhIAIiUUl7XSseWcCIiIiKiIGMQTkREREQUZAzCiYiIiIiCjEE4EREREVGQMQgnIiIiIgoyBuFEREREREEWkGnrg+36dc3RX4iIiIiIgsZoXJrVxwkvBeB8RteDiIiIiMhFaSnlH1obs3oQLgCUBHAjo+vigwdg+yFRGln7dVDG4TFE/sDjiHzFY4j8IbscRw8AuCB1Au0s3R0l/YVp/sLICmy/IwAAN/RmVSLSwmOI/IHHEfmKxxD5QzY6jjzWnTdmEhEREREFGYNwIiIiIqIgYxCe8e4CGJP+l8gbPIbIH3gcka94DJE/5JjjKEvfmElERERElBWxJZyIiIiIKMgYhBMRERERBRmDcCIiIiKiIGMQTkREREQUZAzCiYiIiIiCLEsF4UKIMCHEAiHEeSFEqhBimxDiEcX2YUKIK0KIv4UQk9OntYcQIrcQ4nMhxB9CCCmEKO6S70IhxF0hxM305aiHetQSQvwshLglhNguhIhRbBsjhDgnhLguhEgWQryok4+ner0qhDgkhEgTQgxTrB+hqOtdIcR9xfMPhRDFhBAb0t+LOyrlJgghdqfX8Xe9Ouq9r57eCzJO79gWQjQQQuwQQvwjhNhsIC+94zOvEGKJEOKGEOKsEOK5QL4uCj4hRJQQYmP65/+bEKKJYpvm/7JKPjyOciitY0gI0VYIcTz9O+qiEOJ9IUQunXx4DOVgHr6LEoUQe9LjlvNCiE46+WTb4yhLBeEAcgP4HUAigMIA1gNYBwBCiFYAXgFQG0BlAK0BKIPLHQA66OT9jpSyQPpSWSuRECIMwBoAM9LrsAfAp4okSwDESykjALQCkCSE0MzPQ70uABgJ2+t0kFKOt9cVwDsAlirq3geAFcAGAP+nke9iABsBFATwDICZQoiHNV6v5vtq4L0g4zSPbQC3AHwIYIKnTAx8JmPS15cC0BnAB1qfPWVZs2H77igKYCiAVUKIQga+Ix14HOV4qscQgH0A6kspIwFUAlAVQG+1DHgMEbS/i0oA+BzAu7DFIdUA7FfLINsfR1LKLLsAyANbwFkEwDIAQxXb/g/Atyr7SADFXdYtBDDMYJktABxTPM8PW5AUo5K2AoBLAFoZyNetXkbqB2AYgIUa28oCuKOy/gaAcornPwFoo5GH5vtq5r3g4v2xrVjXA8BmD/vpfiYALgKordi+GMDbGf16ufjtuCkA2wQXJRTrdgDoZvQ7UvI4ytGL3jHkkq4QgK0AJmvkw2MoBy8evosmA0gymE+2Po6yWku4qzoALkspU2D7VX5Ese1n2Fp7jBoshEhJ76bRQCedUzlSyn8AnExfD8BxyfcfACcAnAHwrYl6BMO/AXQVtu4wjwEoA+BHABBC1BNCXFOk1XtfPb4X5DXlsa1LCHFYCNEl/anmZ5LeklUcvv2fUOZWAUCqlPKiYp39M9b9juRxROn0jiH7OSIVwN8AHgHwiT0RjyFS0DuOagGQQoij6d2aPk0/JgDkrOMoywbhQohIAHMBvJW+qgCA64ok19PXGTEDQCyAErBdPvlCCFFGI61rOW5lSSknpj9PhK1bQZrBegTLZgA9AdwBsBvAW1LKPwFASrlLSllQkVbvffX4XpB5Kse2LillVSnlZ+lP9T6TAgAsUspbKtsoe/D0+Wt+R/I4onS63+vp54hIAA/B1k3uqj0RjyFS0Pv8SwF4HkB72GKv3ACm2xPlpOMoSwbhQohw2PrLbpRS2n+F3wQQoUgWkb7OIynlQSnlVSnlPSnlUgA/AGiWXtZR8b+bHqNVylEtS9r8CFtg31Mjr6ATQhQB8AWAAQDCAFQHMFYIUVtjF7331dB7QcZpHNtm6H0mNwHkEkLkU9lG2YOnz9/odySPo5zL6DnuFGwtkNOhjsdQzqb3+d8GsEBKeSK9Zftd2O6hM5tPlj+OslwQLoTIDWA5bJ3931Rs+hW2S2N21QDojnKiw2p/IKWsLP930+NZ13KEEPkBlE9fryYkfbtaXhnhIdguEa2VUlqklL8A2AZAqwuO3vtq9r0gHTrHthman4mU8ips9yj46/+EMp9kAJHCeaQl+2ds5juSx1HOpXcMuXKc31TwGMrZ9I6jX1zSao7ShGx+HGW5IBzARwDyAugh03vhp1sC4BUhRLn0D31Q+joAjiHgwtOfKh9DCNFBCJE/vY/0swDqQbsf9zYABYQQPdLv2h0JYJ+U8kx6Xi8JIQoKIUKEEA1hu+SyTevFeKhX7vTnuQDkFkKEC53hoFzyDYetpRvp+4WlbzoB4AEhRBthEw/gCTj3qVLSe1913wsyTfXYTj+WwgGEAghJ/zxDNfLYBv3PZAmAUUKIB4QQiQCeArAiQK+HgkxKeRO2LnBj0ofuegpAFdiuful+R7rYBh5HOZLeMSSE6Gi/iiuEiIVtYIDvNLLaBh5DOZaH76KFAF4UQjwkhMgLYDhsI7ap2YbsfBxl9J2hZhYAMbCNInIb/7sUcRO2IZMA2wf5F2x91CYDEIp9T6fv61gU23YBSAVwDbYbFJt4qEctAIfT67EDitFAYBtKJwW2EUiOAujtIS+9eo123QZbgKbcX3V0FJX9Tiu2tQBwKL2OZwGMUGyrD+CmS15676vme8HFP8c2gEYqn+dCxb5HATxv8PjMC2Bpet7nAHTJ6NfOxe/HUhSAL2EbQeAEgKaKbXr/yzyOuOgeQwBGADgP4J/0c8dUAOE8hriYOY7St/WDbWSTFACfASiUE48jkf4iiIiIiIgoSLJidxQiIiIioiyNQTgRERERUZAxCCciIiIiCjIG4UREREREQcYgnIiIiIgoyBiEExEREREFGYNwIiIiIqIgYxBORERERBRkDMKJiIiIiIKMQTgRERERUZAxCCciIiIiCrL/B+qi9/wb9N6rAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "RFRT.remove_sensitivity()\n", + "RFRT.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Obspy has not yet introduced polynomial responses into the .remove_response function therefore the .remove_sensitivity function must be used." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Split the RFRT data up into its channels" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, "outputs": [], "source": [ "corrected = RFRT[0]\n", @@ -655,7 +752,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -681,7 +778,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -715,17 +812,17 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1 Trace(s) in Stream:\n", - "NZ.RFRT.40.BTH | 2019-01-08T23:23:41.069500Z - 2019-01-11T23:23:54.869500Z | 10.0 Hz, 2592139 samples" + "NZ.RFRT.40.BTH | 2020-05-02T03:08:33.269400Z - 2020-05-05T03:08:33.269400Z | 10.0 Hz, 2592001 samples" ] }, - "execution_count": 17, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -754,12 +851,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -768,6 +865,17 @@ "needs_background": "light" }, "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -783,17 +891,17 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1 Trace(s) in Stream:\n", - "NZ.RFRT.40.BTH | 2019-01-10T23:23:50.669500Z - 2019-01-11T23:23:50.669500Z | 10.0 Hz, 864001 samples" + "NZ.RFRT.40.BTH | 2020-05-04T03:11:02.969400Z - 2020-05-05T03:08:33.269400Z | 10.0 Hz, 862504 samples" ] }, - "execution_count": 19, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -820,12 +928,12 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -834,12 +942,46 @@ "needs_background": "light" }, "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ "st.plot()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 6. Remove Instrument Response" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When using FDSN clients the response can directly be attached to the waveforms (attach_response=True) and then subsequently removed using st.remove_sensitivity()." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "st_inst_corrected = st.remove_sensitivity()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -856,7 +998,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -892,9 +1034,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.1" + "version": "3.7.3" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 }