diff --git a/Tide_Gauge_Data/GeoNet_Tide_Gauge_Data.ipynb b/Tide_Gauge_Data/GeoNet_Tide_Gauge_Data.ipynb index b74d563..6a015f7 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": null, "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\");" ] }, { @@ -334,7 +345,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -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
" ] }, { @@ -359,7 +370,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -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" ] } ], @@ -408,25 +419,25 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "metadata": {}, "outputs": [ { "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": null, "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": 26, "metadata": {}, "outputs": [ { @@ -534,15 +545,21 @@ " 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: 2015-03-11T16:59:59.969500Z\n", + " endtime: 2015-03-12T06:59:59.969500Z\n", " sampling_rate: 10.0\n", " delta: 0.1\n", - " npts: 504222\n", + " npts: 504001\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", + " processing: ['ObsPy 1.2.1: trim(endtime=UTCDateTime(2015, 3, 12, 6, 59, 59, 969500)::fill_value=None::nearest_sample=True::pad=False::starttime=UTCDateTime(2015, 3, 11, 16, 59, 59, 969500))']\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 +576,12 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -576,7 +593,7 @@ } ], "source": [ - "RFRT.plot()" + "RFRT.plot();" ] }, { @@ -596,7 +613,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -604,9 +621,9 @@ "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 | 2015-03-11T16:59:59.969500Z - 2015-03-12T06:59:59.969500Z | 10.0 Hz, 504001 samples\n", + "NZ.RFRT.40.BTT | 2015-03-11T16:59:59.969500Z - 2015-03-12T06:59:59.969500Z | 10.0 Hz, 504001 samples\n", + "NZ.RFRT.40.BTZ | 2015-03-11T16:59:59.969538Z - 2015-03-12T06:59:59.969538Z | 10.0 Hz, 504001 samples\n" ] } ], @@ -621,6 +638,43 @@ "Data is in order BTH,BTT,BTZ so is in order data corrected to height, de-tided, then raw data." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Remove instrument response" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\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": {}, @@ -630,7 +684,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -655,7 +709,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -681,7 +735,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -715,17 +769,17 @@ }, { "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 +808,12 @@ }, { "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 +822,17 @@ "needs_background": "light" }, "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -783,17 +848,17 @@ }, { "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 +885,12 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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moZ12A7AW6CEi+2xdIWAC0A44bZeb7bhmL+BNIBL4AnhCRBJCbPJZgAMHDhAZGRnu7SqKoiiKoihKuhIbG0uFChUgFY+PtM6o9xKROc4EY0wboA/QCDgPLAG2AZOMMQWBL4GBwCxgMDAdaG4XHwyUBMoBtYAfjDHrRGSHMaY2MAq4A/gb+Bp4DRgQToMjIyPVUFcURVEURVGyDenp+tIdGCsiuwGMMe8A3YBJQAsgTkQm2bo3gOPGmEr2rHp34D4RiQVWGWPmA52BN4CHgLki8odddgjWzLxfQ93+UVDQkVQ0nJs4deoU69at49y5c+EUU9KJfPnyUaVKFW688Uas5QWKoiiKoii5k7Qa6h8YYz4ANgAviMgmoAbWLLmLjcBb9nEN4C+XQkTijTG7gBrGmFigjFNvl/0/R9lFXroqxphCInLeT9tewZq5D4uUlBTeeecdPv/8c1JSUsItrqQzlStX5v3336ds2bKZ3RRFURRFUZRMIS2Gel8gCkgGnsZyU6kORACxjnyxdhp+dE59BJAsIudCLBvrSPdnqL+F5SrjoighLCadM2cO8+bN4+mnn+aee+6hRIkSOqObCSQkJLBx40aGDh3Kc889x9y5c/VzUBRFURQlVxJ2HHUR+V1E4kTkvIi8DcRhzX7HYS32dBFpp+FH59THAXmNMYVDLBvpSPfXvosiEusSAjjpf/XVV1SvXp0NGzYAsHDhQlq2bEmPHj0oWbJkljUOg0TwyREUKFCAhg0b8vLLL7N7927+/vvvzG6SoiiKoihKppAeGx65/ESigNqO9DrAFn86Y0wR4DogSkROA0dCLWvr9gRwewmZDh06sH37djp06ADAnj17uOmmm3zyJSYmsm/fPuLj4y/lculCbGws69ev58SJE5ndlAynTp06AOzduzdzG6IoipLJqDumouRewjLUjTHFjTGtjDEFjTEFjDHPY0Vr+QOYAfQxxlQxxpQB/menASwDIowxvezFnq8Bf7jCM9r5XjfGFDXGNAbaAnNt3SygozGmnjGmGPCqo95LJjbW8qRJTk4mf/78PvoDBw5w/Phxtm7dml6XTDN///03IpIrjNd8+SyvrKSkpFRyKoqi5Fy6d+9OlSpVssRkkaIol59wZ9TzY/mAn8SaBb8XaGO7mXwPfIIVI30r8AMwGSx3FKADlvEeAzTDivTiYgBwBjgMzAOeFJHtdtm/sGKzf4vla34AGBrujQYimCFYuXJlbr75ZhITE91pDz/8MH379qV169ZERER4SIECBbj22mv91tWrVy8KFixIREQEV155Je3bt+fw4cNu/aBBg8ifP79HfQsXLnS3o3Dhwvz73/+mdevWjBo1iuTkZI825MuXjyuuuMJ9PnPmTL/tGD58OMYYVq9e7U47f/483bp1o2jRolSsWJHZs2f7Let9H5GRkTRv3pyoqCiAVNszaNAg/vOf/3jUt3r1aipXrhzweoqiKLmZGTNmsH//fr788svMboqiKJlAWIa6iBwXkQYiEiEiJUWkpYisd+jfEpGrRKSEiPR1bokqImtF5CYRKSQizR2z6dj+7l3teiuIyCyv604RkXIiUlREetmGf7qQnJwcVB8fH8+3337ragexsbHExMTwzTffEBcX55YDBw5wzTXX0K9fv4B1DR48mLi4OHbv3k18fDwvvviih/6RRx7xqPOuu+5y637++WdWrFjBhAkT+Omnn5g0aRILFixw57399tsZN26c+7xr164+14+OjmbWrFmUKVPGI33gwIGcOnWK6Oho5syZQ58+fdixY0eq93H69GlatGjBo48+ChB2exRFyVls3rzZ77qSlJSUHL++JqNR9xdFyZ2kh496tiY1Q71nz55MmTLFZ+bd+/zhhx+mSZMmPP7446les1ixYtx3333uhayhYoyhfPny1KlTJ+yyAC+88AKDBw+mYMGCHunTp09n4MCBREZG0rRpU9q2bcucOXMC1PIPefPmpXPnzlnCLUhRlMzlzJkz1K5dm6pVq3oY5YmJidx00020a9cuE1uX/VFDXVFyJ2qop2KoN23alFKlSrln1f0xevRoNm/ezPjx40O65unTp/n6668DuskEY//+/WzYsCHVsikpKZw+fdr9g2LZsmWcOHGC9u3b+7TlyJEj1K79z3rdOnXqsGXLFlIjMTGR2bNn06hRo7DvQ1GUnMWRI0fcx85x9ffff2fLli1Bx9C08Nlnn9GrVy8uXky3F6xZmtT+VymKkjNRQz2Ewe+xxx5jypQpHr7qrhmjdevWMWDAAObOnUtkpHcESmvm3XWNwYMHU6xYMUqWLEl0dDTvv/++R97JkydTvHhxihcvTqVKlTx0rVq1olmzZtx///3UqlWLp556Kmibjxw5wq5du9i2bRtJSUk8//zzjB492idfXFwcefPmpXDhf6JjRkZGEhfnN/ql+z6KFy9OREQEH374Ia+//nrQtgS6x+LFi9OqVauQyyqKknXJmzev+9g5rjrTQ+XChQsMGTKEP//8M2CeTp06MXXqVD7++OOw68+OaKhaRcmdqKGeiqFujKFx48ZceeWVTJ061Z3u8lfv1KkTQ4YMoX79+j5+mCkpKWzYsMH9z2bgwIGcOXOGrVu3cu7cOQ4e9NyH6eGHHyYmJoaYmBj27dvnofvxxx9ZuXIl77zzDtu3bw9qSIM1Uw7WP7yPPvqIm2++mVq1avnki4iIIDk5mXPn/tlvKjY2loiICJ+8LgYOHEhMTAznz59n6tSptGnThkOHDgVtj797jImJ4ccffwypnKIoWZtQDPVAfuoi4rG4fuTIkQwYMIB69eqlel3n2LNkyRK6du3KyZMn/bblciAi7N69GxHh6NGjQdf7hMPbb79NQkJCutSlKEr2Idcb6oHw/ofy2GOP8dZbb7ldSbZv307Pnj2pVasWzz77LElJSaxfv57t27cD1kx6oEG1evXqDBw4kMcee4zo6OiQ25QnTx5uueUWGjZsyJAhQ4LmdW7YtHTpUmbOnEmZMmUoU6YMBw4c4O6772by5MmUKFGCMmXK8Ndff7nzb9y4kZo1a4bUnrZt21KgQAFWrVoV8n0oipLzCMVQD/T2rX///pQtW5Zx48YBeIxHTi5evMi4cePYs2ePO825Xuj2229n1qxZvPDCCwAsX76cwoULu+v1x4gRI+jZs6fPJIs3iYmJ7Nq1K2A9LkaPHs11113Hc889R5kyZahWrVpY43wwUpugURQl56GGegC2b99OQkKCe6a5SZMmXH311SxfvhyAL774gtWrVzN58mTgnxnsuLg4Dh48yIYNG9xp4Gv433rrrZw+fZrPPvss7LZ1796dTz/9lOPHj/vUf/bsWWJiYjzyT5kyhaioKDZs2MCGDRsoW7Ys06dPp1OnTgB069aNIUOGcPbsWVavXs38+fPdumCkpKTw/fffc+rUKapVqxb2fSiKknMIxVAfOtR/ZN3hw4cD8MwzzwD/7KMAeMyODx8+nD59+nDDDTe405KSklizZo3HRnAug7pz584kJCTQp08fwP+Mfr9+/Zg2bRpLly4F4P333ycyMpI//vjDI98999zD9ddfz1dffeX3Hly8/PLL7npcBHPhCQf1U1eU3Ica6gHwN3Px0ksvcebMGQCmTp3KiRMnqFChAhEREVSqVInmzZvTvHlzjhw5wp9//sl1113nUT45OZkTJ06QkpJCvnz56Ny5s4c7TWq4ZskrV65MixYtGDNmDABHjx51h43cvn07O3fu5PHHH3f/iChevLh7Nr1MmTLkzZuXkiVLuv3S33jjDYoVK8Y111zDgw8+yNixY92G96+//urjBjNw4EB3fPTnn3+eiRMneixGVRQl53Hq1ClmzJgRcOMdf4Z6fHy8x+x3arhmx52G+lVXXcXcudb+d8uWLfOoHyx3l8aNG1O+fHmPemJiYjwWuD766KNUq1YtYPtdm989++yzxMfH07t3bw/94sWLAWtX66effjrgPTjb7n1fl4oa6oqS+zA5PbatMSYSOHPmzBmPxZ5O15CEhASuvfZa+vbtS58+fciXL5/PbEogChUqxPnz51PNV7duXTZv3kxiYiJlypTBGOP2yWzQoEFI19q0aZPbnaZevXocOHCAfPnyefh2+iPU+sPB+Xwyov6EhASaNm3KG2+8QZs2bdK9fkVRwqNZs2asWrWKHj16+J1gOH78OKVLlwasyYPSpUtTsWJFDhw44JHP9T9nyZIlnD9/npo1a3pEsRIRevfu7Z5ocBETE8P999/PkiVLUm1rvXr1WL9+vV/d3XffzXfffec+d/0v+Pzzz7n//vvd5zVq1PCIfuX8nwGwe/duqlSp4lN/0aJFfSZ6XHWnBed1Dx48SLly5dJUj6IoWYvY2FiKFSsGUExEYgPly1Uz6iKCiPj4H0ZGRhITE0NcXFzYMcFDMdLB+sflihoTExPjM+hHR0cTFRVFUlJSwAVXzjK7du3i+PHjqRrpiqIo6YFrHcqMGTPcac51OM7xyTXz622kuxARbr/9du69916fULOuCQhvihcvHvKMciAjHeD777+nbt26/N///Z/HDs3Tpk1j9+7dPvcQCOcC/ISEBE6dOgXojLqiKOmL74iSQxERWrZsSUpKik9IwAsXLhAREYGIZFhMXmdkAhHxMdRdBveGDRuIiIigevXqPnU4y7hccNKblJQUEhISuOKKK4LmURQl55OQkECTJk08XNtc3/8tW7ZQq1YtmjVrRqVKlTx2Wr4Ug/Kll14K6C7jcn25VFwbxjVp0sSdNn/+fObPn+8+T824duqrV6/Onj17iI6O9muop5eBrYa6ouQ+cs2M+unTp1m2bBm//PKL38gDrnCLYBnuGcnFixc9Fnw6F4VC5q7sj4qKYvPmzZw9ezZgnlBDMV4KrtmpIkWKZPi1FCW3MmfOHGrVqsW2bdv86n/66SfWr1/v19Vl8ODBAKxcuZJZs2Z5hFIMZlAuXbqUpk2bBtSvW7eO33//PdRbyDCc97Bo0SIfvXNfDdcPi8WLF/s11J15U2Pq1KnuoAXB2qQoSu4g1xjqqW26ER8fz6+//sqFCxfYvHlzhrfHuaDJO2Y6WDNZLheYvXv3snfvXp9Z+LRw4cIFtm/f7v5R4k8PnpEWvMmo2Xwn8+fPJ1++fNStWzfDr6UouQ0RYdWqVXTp0oUtW7bQrFkzwHI7ad26tdswDTTm1KxZM2hM7+TkZI/ZaSctW7b0cDnxZufOnaHeRobifLt61113+ej9zbgnJib6/V/Tq1evoNdatWoV//3vf1m2bBm9evWiRYsWfvOpoa4ouY9c4/oSyu54Gzdu5KWXXuLmm2+maNGi6WIYp5UFCxYQERFBkSJFOHr0KGDdQ1oGalds95SUFPbu3etOL1++PAUKFPBwxXH5aBYtWpRSpUqRkpKCMcZnQZPzn7Sr/vQgISGBjRs3smLFCnr27Ol3t1dFUS6NKVOmeEQ1OXXqFFdffTV169Zl0aJFLFy40GcDNydRUVFERUUFrH/Pnj20a9cu3dt9OTl8+DAff/wxHTp08Kv/+++/GT58OC+99JI7LSkpye+MOni6PK5atYqYmBj3QnnXD6XUQj/+9ttvGgpXUXIZuSbqy+LFi7njjjtCKlO4cGHy5Ml6Lxvy588f1itUF65X0ocOHfIIV3bFFVdQvXp1oqKiKFq0KJUqVXIvwipZsiRXXXUVO3bsoFSpUlSoUMFdbuvWrR6LaEPZPTBU8uXLR5UqVWjTpg3t27fP1B9LipJTuf3221ONntK5c2fmzJlzmVqUdalfvz7r1q0LKe/777/PmDFj/G6MlJiY6DbiXePavn37qFixot9xzvW/2VuX0/9nK0puIdSoL7nGUM/sdqQHJUqU8NhEKVQuXLhATEwMAwcO5JNPPnGn582bl/Hjx/PII48AnjM+Xbt25cCBA/zyyy9unYv69et7RFXI6X1IUXIaefLk0e9tBjBixAj3hkfeLFq0iGeffZaxY8fSsmXLVOtSQ11RcjYZHp7RGNPEGJNijOlnn/cyxiQZY+IcUtGRv6ExZqMx5pwxZrkxppJDV8gYM8MYc9YYs98Y08XrWr2MMQeNMbHGmMnGmAJpbXd2Ji1GOkDt2rUpU6aMTySF5OTkgBz2DNEAACAASURBVC5B/nSuiDnBQp8pipK1WblypRp7GcTo0aMD6u688062bdsWkpF+OZg+fTq33nqrx46uiqKEx7lz5xgxYkTYob2XLFni3ok5NdJkqBtj8gDvAWu9VD+JSIRD9tv5CwJfAmOAksBqYLqj3GA7vRzQGfjYGFPVLlsbGAXcB1QAKgOvpaXduZW///4b+GdnPSeB/CmTkpI8DPW1a9eyZs0afvrpp4xppKIo6cpTTz3Fk08+6ZMeyoZBStq4HPtabNq0iaefftonWli49OjRg2XLlvHaa/rvVFHSypAhQ+jXrx81atQIKf+ePXsoUKAAt99+e8g706d1Rv1xYA0Q6k+IFkCciEwSkQvAG0ADx6x6d2CwiMSKyCpgPpbBDvAQMFdE/hCRM8AQoFugCxljChpjIl0CFA335nIToc6oN2rUSOOnK0o2ISYmhrFjx/Lxxx9z7Ngxd/q5c+cYOHBgJrZMuVTq1KnDhx9+6HZZvFRcoXAVRQmNTZs28cEHH5CcnBx2KNlu3bqFvdYwbEPdGFMSeA4Y5EfdzBhz0hgTZYz5jyO9BvCX60RE4oFdQA1jTAmgjFMPbARq+itr66oYYwoFaOIrWD7pLjkY4q3lSgLNrnkb6iIScPZdUZTLz9mzZ1m5cqXHD2gR8Qn36goz+PLLL+u+BNmIlJSUgBs/QfDdV8NBQz4qSnjUqVOHZ555hgkTJoRtF+3fvz/s66VlRn0YMFpEvB2mlwO1gVLAw8AAY0x7WxcBeDvKx9rpEUCyiJzzo/NXNtaR7o+3gGIOKR/CPeVaPv30U/dx+/bt3ce7du3ymImD0EJcKopyebjlllu4+eabmThxImCFVs2TJw+VK1fmgw8+cOdzGWJvv/12prRTSRtPPvkk1157bUB9dHQ0CxcuvOTrqKGuKGlj7dq1YRvqaZnwDMtQN8bUBf4PmOCtE5E9IrJXRFJEZA3wPuCy/OIA74DYkXZ6HJDXGFPYj85f2UhHug8ictF2oYm1V9EG3mJT8eDrr792H2/ZsoU//vjDQ6+GuqJkHf7880/AiokO1itVFwMGDHAfx8fH8913313WtimXjjNCVyBat27NV199xYkTJxgzZkya/NbVpVFR0sakSZPCNrzTYkeFO6N+C1AViDbGHAE6Aa8aY3wMd8D57Y/Cmm0HwBhTBLgOiLJn5o849UAdYIu/srZuj4icR7msqKGuKOnL+PHjGTdu3CXV4doh89ChQ371tWrV4t57772kayhZlw4dOtCxY0eee+65gJtMjR07lgcffNCvb6zOqCtK2nFNmAD0798/6M7tq1ev9th0MmREJGQBCmP5k7tkLvAmUBy4Cyhl56uH5Rve0T4vCBwAetnHbwG/OOodCXyHtfCzMRADVLN1tYGTdp3FgCXAG2G0ORIQlUuXJk2a+E3PaGJiYuTee++V2bNnZ/i1FOVyERcX5/4OnTp1KmC+lJQUOX78uE+68zv43//+V8qVK5fpY4RK5os/XLpJkyb5pN15552X3pkVJRfh/L7lz5/f47xnz57ufBs3bpQHHnhAli5dKrNnzw72vY2UYHZsMGVqAkwB+tnH7wLHsFxStgNPe+VtCGwCzgO/AJUcukLATLvsAeAhr7K9gGgsN5YpQMEw2qiG+mX4x5CYmCjvvfeebNy4MexOf+7cOdm7d29Afd++fYP+E1KU7EhMTIy7Xx84cCBgvqeeekoA+fLLLz3SM/t7r5I1xUVycrJPX3n33Xd90lq1apWOvVpRcj7O75u3oV6oUCHZvHmziIgULFgw1O9tUEM9zRseYY0IvURkuH38goiUFit+ejUR+cAr71oRuUlEColIcxHZ59CdF5GudtkKIjLLq+wUESknIkXta168lHYr6cvp06f55JNPeP7556lTp07Y5WvVqkXlypU9XiE50fBhSk7E6dvocl/xx0cffQTAK6+8kuFtUnIGR44coWzZsrz00kse6YmJiaxcuZKTJ0+601yuLyJCVFSU+qwryiVw/vx5atWqxbx589wRty6VSzLUFQWgZMmSHgtRnRw7dizVzrp7924A5s2bx759+2jdujU//vijW58nj3ZTJXuTmJhIgwYNPGJfO/t1KH7CwYx5RXEyatQojh49yjvvvOOR/uWXX3LzzTdz1VVXudNcfW/YsGHUrFmTp5566rK2VVFyIh07dky3utQCUtIF546l8+fPB+DAgQNcffXVXHfddW7dggULGD9+vN86kpOTeeSRR1i4cCF33HGHO10XsSrZnaVLl7Ju3TomTZrkV+9thMfHx3PhwoWgeRTFH8uXL+eHH37wq/O3OYtrBv31118HCLq4eeLEiYwYMSIdWqkoOYNwNy9KC2qoK+lOu3bt+Pe//83MmTMBK96vizZt2vDEE0+wYcMGn3JJSUkcOXLEJ10NdSWrY7kthoczhOKpU6fcdVy8eJGIiAhKlCjhUa8zuktCQsIltljJqbRo0YItW7akntHGNaMeSpi5Rx99lH79+rFjx440t09RsgMLFiygZs2arF27NrObooa6kjGsWLGC1157zX1+/PhxZs36Z+mBv925vHdDdaGuL0pW5cKFCyxevJirrrqKr776ym+elJQUzp0755PudEto2rSpOw76zp073XU73caSk5Np06YN5cqVo2DBgul5G0oOJrXwny5DPZxxVtcNKTmdNm3aEBUVxZ133pnZTVFDXck4nH63pUuXpmvXru5zpw+6M7+/WR2dUVeyIkePHqVQoULceeednDp1ig4dOrh1R44coUuXLixfvpwWLVp47Pr73//+l40bN/rUN2vWLJ544glq1arlTnO6uxw5coQFCxZk0N0oOZU+ffoE1aekpLB9+/awFr5p7HUlJ7Br1y6PSZSJEycyevRojzynT5++3M3ywaTllW12whgTCQSOQK9kGq6+Z4wBoE6dOuzevZuzZ8966F966SX37GOo/TUxMZH8+fOnd5MVxc3777/Ps88+65EmIpw/f57ChQsHKBUeU6dOpWfPnulSl6L4o169epQtW9Zj99pA46xrrF6+fDnNmze/LO1TlPRGRGjQoAHr16+nQoUK7N+/3wqDaL9V2rdvH5UqVfLIf+HCBd59912qVq2argtFbYqJSGwgpc6oK5mGdxiwjRs3uo10J+HOqP/xxx8ULFiQwYMHX1L7FCUYgXx6Ay2WTgtqpCsZTUJCgoeR7uTYsWN06tSJJUuWeKTrwmYlOxIdHc2nn37KmjVrWL9+PWAFvfAmJibG4/yhhx5i5MiRvPbaaxlhpKdK6qtHFCWDWLRoEddff33QPHPmzGHatGlh1fvss88iIgwaNIiBAwdeShMVJSCBfkAG20JaUbIamzdv9kk7fvw4pUqV4rnnnuOzzz7js88+85hYUdcXJTtSv359jh49murbIO8forNnz3a/TcoMdEZdyTTatGlD1apVA+qTkpLo0qULhw8fDqte9WlXLgeBZtRDiZ6hKFmZ0qVL8+eff3rMNnbq1Ml9rIa6kpXZuXMngwYN8ln0fPToUQB++eUXnzLOABf+3hhlppu4/kdRcgzz5s1j7969aqgrl4VABrn2PyUnMGHCBI++PG/ePPdxIEMmM2cdFcVFgwYNOHPmDJs3b+bzzz9PNX/lypXZt2+f+zyr/RDVGXUly7Jq1aqw8nfs2JG+ffuybNmyjGmQkqNJTk7mrrvu4sUXX/TRHT16lCZNmnhsWKQz50pOJjExMeCPTm9D5vz581SvXp0ePXpcjqYpSkB27drldj9cvnx5SGWcRjpkvTUYaqgrWZZbbrkl5LyTJ0/OwJYouYHly5ezaNEi3n33XR/d66+/zurVq3nkkUfcaf5mXcqXL0+/fv0ytJ2Kcjn4+eef/YYRBd++//3337Njxw6mT59+OZqmKAF54IEH3Mcug1tE/G6yGIixY8eme7suBTXUlRxB7969M7sJSjYn2OtO7w2LEhMT/UZkce7CqyjZmd27d3Py5Em/Ou8ZR3X3UrIKu3btch+7xvTZs2dTt27dkOuYM2dOurfrUlBDXclWjBo1ioIFC/L1119ndlOUbMiFCxfYu3evX10wY8Nb5y+kl6LkFrx/1DrdwMaPH+9etHcppKSkhB1IQMn+eIdGDIfExESPEM9nz54lKSnJw2UxO6KGupKteOGFF0hISKB9+/Zs27YNsGL9BuJSV2rPnz+fBg0asHXr1kuqR8ka1K1blypVqvD777/76IL5nHvrdAZRyc0kJyezf/9+BgwYwNGjRz2+H0888US6bIbUoUMHypYty+LFiy+5LiV7MGHCBEqUKMHIkSPTVP7DDz/0SRs/fny2X0+UZkPdGNPEGJNijOnnSOtnjDlujDlljHnbOJaAG2MaGmM2GmPOGWOWG2MqOXSFjDEzjDFnjTH7jTFdvK7Vyxhz0BgTa4yZbIwpkNZ2KzmH+fPn8/7773P11VcHzNOyZUtGjRrls7lSqLRr145169bRuXPntDZTyUK4ftz5e7XpNL69f+B5G+YdOnTIgNYpSvYgKSmJ2267jSFDhvDAAw94rN0A2LFjBwDDhg1z7yrtKhcq33zzDYBHeSVn8/jjjwPQt29ffvrpJ2bPnh1SubVr1zJz5kzWrFnjV5fdDXVEJGzBMvBXA2uAfnZaG2AfcC1wDRAF9LZ1BYEDQG/gCmAE8IujvreBH4BIoCkQA1S1dbWBU0ADoBiwFHgjjLZGAqKSu2XmzJmSFlzly5Url6byyuXl0KFD8txzz8nWrVv96l2f5zPPPOOjW716tVt/7tw5D12fPn3cOmc9Kiq5UT799NNU83Tq1Ml93KhRI7n55psFkMjISImNjU31u+wq27JlyzSMBEp2xF8/2rFjR9Ayx48fd+etVKmST/k77rhD2rZtm+nfmVQkUoLYsWmdUX8cy0h3+gN0B8aKyG4ROQy8A3SzdS2AOBGZJCIXgDeABo5Z9e7AYBGJFZFVwHzANYX5EDBXRP4QkTPAEEe9PhhjChpjIl0CFE3jPSo5iK5duzJo0KA0l89qcVUV//To0YPRo0dTr169oPmc0QBcOGfNCxcuzKhRo/zqatasmV7NVZRsyaOPPppqnrlz57qP16xZw4oVKwCIjY31cG04duwYn3/+OYmJiX7r0bE3d3Pw4MGAusGDB1OqVCn3uXeYRYDFixcHXBSdXQjbUDfGlASeAwZ5qWoAfznONwI1/elEJB7YBdQwxpQAyoRa1tZVMcYUCtDEV4AzDgn8KSu5isGDB6e5rP6zyB788ccfgBXXORgXL17klltuIU+ePIwfPx7w9UN/4YUXeP311zl37pyHLioqKp1brSi5ixMnTrBnzx7i4+Np2LAhDz74IG+//bbfvDr25h78bZjldJc6cuSIx/qiUCffVq9efclty0zSMqM+DBgtIqe90iOAWMd5rJ3mT+fURwDJInIuxLKxjnR/vIXlIuOS8sFuRlFCIZx/FqdOnVJj7jJw4MAB3nzzTU6cOOFOC9UXceLEie5tpJ944gnA/wLRN998kzfffFMXjypKOrJ+/XquvfZarr/+evfW7V988QVghUKdMGGCO28oY++RI0eYMmUKFy5cyJgGK+mOiHD8+HGPNH/jt9NQv+aaa2jUqBGPPPIIw4YNy/A2ZhXCMtSNMXWB/wMm+FHHYfmDu4i00/zpnPo4IK8xpnCIZSMd6T6IyEXbhSZWRGKBs/7yKbmT5ORk/vzzT5/FpU4XiEDlQqV06dLUrFmTzZs3p6mNii8pKSk+r0BbtmzJ66+/7rHQN60G9ebNmz22SHeyYcOG7L8YSVGyEK5Ff0eOHHGnuQyy/v37uxcVQmhjb9OmTXn44Yfp379/OrdUySj69u1L6dKlmTFjhjvN3/jt6hfOCZlJkybx6quvhnytbP9WJpgDu7dgubzEAUdsOY9lCE8AZgMvO/L2Bn62j+8Etjp0RYBzQCX7/DDQyKGfBgywj98CPnboWgK7w2izLiZVcctjjz0mgPTr18+9GOXXX3+V4sWLy9SpUwMubomIiAi6oMVfmffeey/kMkpwHnzwQQHk66+/dqc5P1cX5cqVc6cNHjxYLl686FFPWvqMaxGciopKxsmNN94oIiJVq1b10aWGK1/lypXTacRRMhrXZ3bllVe604oUKeLz2X/55ZcycuTITO+fGSxBF5OGa6gXxvInd8lc4E2gOHA3sBeoYus24xv1pZd9/BaeUV9GAt9hLfxsjBX1pZr8E/XlJFAPy5VlCRr1RSUdxGX0OQeHYcOGeRh3rvRChQqFPQCNHDky9FFLCYrrmTZq1MgnDf75R16xYkWP9Lp164qIyM8//5zp/U1FRSWwXH/99SIiUqNGDR/dmjVrQhofKlSokAGjj5IRuD6zYsWKudMiIyN9PvvPPvss0/vmZZD0i/oiIudE5IhLsGbU40QkRkS+Bz4B1mJFg/kBmGyXuwh0AP6HZYQ3w4r04mIA1sLPw8A84EkR2W6X/Qt4AfgWa2HoAWBoOO1WFH/cd999jBkzhvj4eHda//79PaJ9uPD36uzgwYMsXbrUI80ZuSA5OZlt27bRokULfv7553Rsec5gz549zJo1K6wY96nFYfZ2Ufnzzz9Zv349t912W5raqCjK5SEpKYk5c+b4Xd/z22+/hVyHkrWJjo6mVq1a7nPn/1Z/ri9jxoy5LO3K0gSz4nOCoDPqKmHKAw884POrP2/evAFnBH7++Wd32m233eZOHzp0qNSsWdN9rnjiei4TJkwIOe+//vUvnzTns73hhht8Ps/Zs2dnep9SUVFJu7z77rshjQ+lS5dO+4CkXBZ69uzp8dleccUVIiKyf//+TO9nmSgZEkddUXIs/mbPgy1GmTx5sjtO65IlSzzKHDt2LP0bmMPwfiuxc+dO5s6d6/qh7UG4M+qAbkGuKNmcUGfKs/2iwVyAd7x812f7v//9LzOaky1QQ11RvAj39en06dO56qqr/NajYf1Sx/t533DDDXTu3JnPP//cJ29q/4j9Pe/JkydfWgMVRclUkpKSEBGioqKCjgEnT54My5VOubx88sknzJo1yyPN9XnGxfkN5Keghrqi+PDtt9/y8ccfu3fSSyvjx4/3mOH9v//7v2w5w75s2TImTpyYYfUH+sfrev5Hjx51pwX6EfXBBx8gIhpGUVFyIK+++ipjxoyhZs2aXH/99bzwwgsBNzXLmzevGuxZkPj4eP7zn//4pIsIixcvZtWqVZnQqmxCML+YnCCoj7pKOok3/vTeaYUKFfI4f+SRR9zlt27dKq+99pqcOnUqBM++zMPV9tWrV/voEhMT5ZlnnvEImxhuvffdd5/f9CeffFJERBo1auROq1KliiQnJ3vkc8mCBQukfv36md5PVFRUMl4GDhwo58+flxEjRvjVN2/ePA2jnXIpJCYmyt9//y0iIidPnpSmTZvK2LFjRUTk008/zfQ+k4Ul/cIzZkdBDXWVdBIRkaNHj0qXLl38hvtLSkoKqZ6UlBQREcmfP78A0rlz5zQOi5cHV7tnzZrlo5s4caLH80lLvffcc4/f9Mcff9zj3CW1atWSxMREv882X758md5PVFRUMl46deokgwYNCppHuby0adNGAJk7d668/PLL7s9h9OjRmd5fsriooZ4FPgSVHCBvvPFGUH3x4sVDqmfRokUi4mmAdujQwT1TnNVwtXHatGk+ujfffNOt99f+U6dOyYwZMyQuLi5gva1bt/ab3rt3b49zp7h+5KioqKgEEuXy4nruDRs2zPTPPpuJRn1RlPRgwIABQfUxMTEh1TN48GDOnTvnkfbll1/yyy+/+M1/+PBhn5XymYE/X3Ln4s0SJUrQu3dvnnnmGbcveYcOHejWrRtPPPFEwHqdceydBFvUmxWeh6IoWZ9A40t2xbKHszZr167N7CbkKNRQV5TLzKpVq7j66qt90r2Nd7A27ClbtixNmjS5HE0Lij9D3bl4MzY2lsmTJ/PBBx8wdepUwFqICjBz5syA9f7yyy+cOnWKQ4cO0bdvX3f6tGnTWL58eTq1XlGU3EZERAQRERE+IWDBGltnz54dsKyI8NtvvxEbG5vm658+fZp27doxb968NNfhZNSoUVSoUIFdu3alS32BOHbsGBcuXOD48eNMmzbNY+FucnIy69at082lLifBpttzgqCuLyrZRGbPnu3zKvH555936zML1/XHjRvnoxs1apTfexk4cKBHWX/t9y5Trly5TP8MVFRUcqYkJia61wc5x5+lS5f6HfemTZsmgFSrVi3NY+dzzz3nvk564KrLe11PehIdHS2AXH311VKnTh0BpE+fPm59v379BJBHH31U1qxZIz/88INP+1TCFnV9UZTsQJcuXQDL5ePvv/8mKSmJ9957L5Nb9Q+uGfUzZ86wcOHCoHHi07LxSHR09CW1T1EUJRD58+enZcuWPumLFi3ipptu4sMPP/RInzNnDgDbt29P8zVPnDiRpnIiEtSVMiEhIa1NSpUxY8YAVljcjRs3Ani8eRg+fDgAn376KY0aNaJNmzbs3r07w9qjqOuLomQpYmNjuf/++6latSpPPfVUZjfHA9erzlatWtG6dWuGDRsWMG55aj7kQ4cOTff2KYqiBMPliudk+PDh/PXXXzz99NMe6antyRATE8NPP/0UdFIirfs69OnThxIlSvDjjz8iIqxatcrD6E9KSiIlJYWFCxd67DOxZMmSNO3/Ibbfe0JCAm+//baPPrXxPKNdcXI9wabbc4Kgri8q2UiKFi0aUDdjxgxp0qSJREdHB3xtmZKSIqtXr5bY2NggLzctzpw5I9HR0fLss8/Kxo0bA+ZzXX/UqFGydu1a93nlypVl3LhxAdvrHa5y7Nix7lfPmf2cVbKuvPrqq9KiRQu/upIlS2Z6+1Syt3iPa05JTEx06++//36fMk5q1qwpYIUe9Gbbtm2yYMECeeSRR4LW4SQ2NlYaN27sERe+UaNGsmDBAgGkSJEi7vTmzZvLjBkzBKz/GSIip0+f9nsfqbF27VopU6aMTJ06VWJjYwM+t8OHD4uISN68eX1033//vY7rlyYanjELfAgqKukmN9xwg/z+++8iInLgwAF55513JCYmRkREZs6cKYDUqFHDZ0BeunSpVK9eXZYuXSoxMTE+9To5dOiQe7B36UeOHCklSpRwn5cvX14mTJgQsJ3r1q3zSVu8eLEO6CoB5dprrxURkbvvvttH9+KLL7qNIxWVtMrs2bMD6rp37+4eAzt37uxO94ezXCDdv/71L5888fHxUq9ePXnllVc8yvjbuKl+/fry9NNP+6Q3a9ZMunXr5lH33r173efe4XBTUlLk66+/lp07d/q0tWrVqu5yq1evTtMzffXVV2XRokWZ/tlmY1FDPQt8CCoq6S7OAbZjx44iInLPPfe400REduzY4d5RNLX6XKxcudKdNmnSJPfxW2+95ZH/mmuukcmTJwesz9+g/8EHH4TUFpXcKRUrVhQRkR49erjTxo0bJ82aNZOTJ0+6F7epqGSUGGPk8OHDHobw559/Lt27d5dz5865x0lnmWXLlrnTo6Ki/NbrYvz48T5pIiLt27f3KfOvf/3LI6CASxo1aiQ9e/b0qOfgwYPuc9fEjQvXrLz3NUVEbrjhhkx/5iq6mFRRciQ7duxwH3///feAr09k1apVady4MRs2bAipzoSEBJo1a+Y+7927t/s4OTnZY/FosMWkAI0bN/ZJS0xM5NixYyG1Rcl9uPx9R4wYQdOmTZk6dSpPPPEEK1asoGTJkmn2+U0rHTt2ZOvWrZf1mkrmIiJcc801XLx40Z32wAMPMH36dEaPHu23jNP3vUaNGkHrv3DhgvvYdY3jx4/z1Vdf+eRNSkry2+f9pTvPvUMnrlmzxqeOpUuXMn36dP7++++g7VUyn7ANdWPMeGPMYWNMrDHmL2PMPXZ6L2NMkjEmziEVHeUaGmM2GmPOGWOWG2MqOXSFjDEzjDFnjTH7jTFdvK7Zyxhz0L7mZGNMgUu5aUXJacTHx/P444+zatUqv/q6deuGVI/L4PeH9z+H48ePs2fPnrDauXjxYnr27BlWGSX34DIwypQpw8qVK+nRo4eH/nIb6vXr16d69ep+dSdOnNCNt3Iw/mKfuyJTee95EUpM8W+//ZYNGzbwzDPPuNNuv/12AA4ePOi3jPfkiIt169YxceJEj7Rghnr+/Pl96mjZsqXP90vJmqRlRn0UUFlEIoHewAxjTAlb95OIRDhkP4AxpiDwJTAGKAmsBqY76hxsp5cDOgMfG2Oq2mVr29e8D6gAVAZeS0O7FSVHM2HChEuarX7nnXfo0KFDQH1ycrKPoTRw4MCwrrFw4UIWLlyYpvYpOZ/UDJ4KFSqEVE/btm3TFCI03PZc7h8OSuby0UcfYYyhSJEiHumuN4XB+kvbtm19JkxWrFjB8ePHA/ajQDPq/siT5x9zzhXeF6zwkuvWrXPrXnrpJQ4cOBBSnUoW4RL9vxsAF4AaQC9gYYB8dwJbHedFgHNAJfv8MNDIoZ8GDLCP3wI+duhaArvDaKOPj/rcuXMvi99RmTJlMtvvSSUXS3r7gl977bWZfk8qOU+ckVyKFy/u40Pr5MiRI9K2bVuP8g0bNvSp8+67705z/3/zzTfdx2+88YaIiNSqVcsn3/Hjx0VEPPKr5G6pXLlymspt2rTJb/q1114rAwYMSLX80KFDfdYQtWrVKt3/B6hkmKT/YlJgLHDevsDXdlov4CxwEogC/uPI/zzwmVcdfwGtgRJ2PYUduheAufbxN8CTDt2Vdv5CAdpWEMs4d0k574fiL+JFKFKgQIGAunbt2vmkVahQQbp37+6T3qpVq8zuFCq5QHSQVrkUcS7oDEUKFSokr776qvv8yiuvDKnczp073ccRERFBDXUXzvJDhw6V6dOneyziu+uuu0Lq/9OnT/c494505Nph99ChQz5ljx496m7PnDlz5JVXXpHGjRtn1hjQ3gAAIABJREFU+uemkv0k0HftUif79H9AtpH0X0wqIk8CEUArYLmdvByoDZQCHgYGGGPa27oIINarmlg7PQJIFpFzfnT+ysY60v3xCnDGIT7OX6H4k/njm2++CagrUKAA99xzj0dat27dKFGihPv8hx9+4LbbbmPChAl07do1TW1QFEW5HEydOtXnFX8wypQp4+FPu2HDBiZMmBCwbn84X9+HSnJyMt26dePGG290p4Uyxs+dO5du3boxePBgd5q3m8FNN90EwDXXXONT3nmNTp06MWzYML++wIqSGtOnT/ebfuTIkUuqV9dQ5AzSHPVFRJJF5CfgNmPMnSKyR0T2ikiKiKwB3gdchnoc1uy2k0g7PQ7Ia4wp7Efnr2ykI90fbwHFHFLeO0Na/hkAlCtXLqDuuuuu8/gnNX/+fAYNGuSR1rp1a3766ScqVaqkvo1KhnPfffdldhOULMLatWvTVG7EiBF+02+88UafqD7eUYDKly/Po48+Sp8+fdxpR48e5cKFCx4TFfnz52fevHmUKVOG7777LqR2LV++3H3s9EV/8sknARg0aFCqdXTs2BGAJk2a+Og2bdrEpEmTaN++vY/Ohb8fA8GiICnK5eaGG27I7CYo6UB6hGfMA1znJz3FcRyFNdsOgDGmiF0mSkROA0eceqAOsMVfWVu3R0TO+2uMiFwUkViXYLnjuBk8eLDHLHc4BBqES5cuzauvvkrnzp0BqFKlCvfeey8FChQIWCZQ+h133JGmtimKN8HeACm5iwYNGqSpnL9xKiIigqioKCIjPedeHnroIb/577rrLvdx6dKlKViwIHnz5mXEiBH079+fihUr8sADD3Do0CH+/e9/h9Su5s2bu4+dhvpHH33E2bNnPUKM+sP59tNfm2vXrs3DDz+MMSZgHf4MdZ2AUdKC7bab7uzbty9D6lUuL2EZ6saYCGNMV/tvPmPM/cCtwK/GmLuMMaXsfPWAZwDX9MgyIMIOs1gQK2rLHyLi6kUzgNeNMUWNMY2BtsBcWzcL6GiMqWeMKQa8aucPm86dOzNgwIBU873yyit+0/0N6GfPnuXo0aNERETQqVMnVqxYwfr164OWgcADeqBrXwoREYG8hBRFUQITKIazt+6rr75i8ODBfse7QGNg3759GTp0qPs8mFHsD1cEGO83R4HGuy+//JKBAwdy8eJF5s+fn2r7UqNUqVI+aYHG9ZEjR7qPP//88zRdT1GU3Em4M+oCPILl930S6A88JCJ/YfmrbzHGxAGzgREi8hlYs9xAB+B/QAzQDOjuqHcAlj/5YWAe1uLR7XbZv7AWl35rX/cAMJQ0EKpv+rBhw/y+KnYO6O3ateP777/3+KdgjKFZs2YUL17cbxkn3gN6VFQUX3zxBS1atAipjeEQHR3Nq6++mu71KoqSs/E3fj399NM+uvvuu4+CBQv6jdefUe4g27ZtY+fOndSvXz+k/O3bt2fQoEEUKFDA40dBuO2rVq0a27Zto2jRoj4657j+888/u49r165NUlISKSkptGvXLqzrKYqSuwnrPZ2IxGOFR/SnewHLoA5Udi1wUwDdeSDg6koRmQJMCaOpfglnQK5fvz7du3f3WOThLD9hwgS/MyqhXtM7/cYbb3QvhjLGuF+FzZo1i/Xr1/Pbb7+xcuXKkNvvJDIy0mOhlaIoSig4Dc+vv/6aPHnyuF1ZypYt65P/jjvuYMaMGdSqVctvHelJ4cKFue46f16X4RGuoV6hQgWqVavmV/e///2P7777jrZt23Lrrbe60ytXruy+jvqxK4oSDrnGoa5SpUoMHz485PzGGKZNm8aSJUs4dOgQkLYBNpQZde+dGvPmzeue/e/SpQtdunTxGPTTgvpOKkrupHv37qlnCoD3W0Qnw4YN49ChQ/Tq1cudZozxiWiVmYZpnjx5SElJCZon1PbddtttLFmyxL1g1R+33norhw8fpnTp0oC1iPfw4cMehn24Lj6KouRuco31tmnTJp/FT6HgNHDT01AvUKCA+3jy5Mk+1/R207lUQ1sNdUXJnYwePTrkvA888ACff/459erVA4KPGyVLlvTw9Q6EPxeRy0XevHnTzVBfsGAB+/bt4/rrrw+ar0yZMu7jQIt4O3bsyL59+4iKiuLs2bN+8yiKokD6RH3JlrzzzjuAFUs3GM5B3Hkc6irtQP8EXnzxRSpXrkz//v19ZljCWZAVKs7IC4qi5GycEX9c48usWbO45557eP755wOWe/bZZ1m8eLHbvzo9ZsPr16/PE0884bFw9HIRSvtDvcf8+fOnaqSHyty5c1m9erXGXVcUJXXSsjNpdhKsuOty5swZn93tLly4ICIia9eulTFjxgggvXv39shz/fXXu3ePOnbsmPv48OHDPvX5Y/jw4R67hDlJSUnxWyYyMtKnzN13353mXa9ctGzZMrN331JRUblE6dixY0BdrVq15KuvvhIRkUGDBsmAAQN8xpchQ4YELO/cbVNEZM2aNW5ddqRIkSKptn/jxo2Zdo+lSpXK9P6koqKS6RJ0Z9JMN6QzWghiqHtz6tQpH+O5WrVq7od58uRJ9/HBgwdTrU9E5NixY1KkSBHp0qVLSPlFREqUKOG+jou2bdsG/JCXLFkStBO4aN26dWZ3RhUVlUuUdevWBdSFwrBhw3zKlSxZUqKiovzmHzNmjMyfPz/k8Ssr4W/SwxvnuH65CXeL+G+++SbT+5+KikpoMnfu3KD6iIgI13FQQz3Xur74o0SJEkHdUJzHzk02glGqVClOnz7NzJkzQ26HP7/QIUOGeJyPGjWKypUr8+uvv9Kypd9APD5otAFFyf4kJSWF5XfujXN8cbledOnSJWBkqGeeeYZ77703zdfLTEIZ80qWLMkff/zB5s2bL0OLPHF+FlWrVk01f7gb4nXo0CHsNimKculs3brVvfsx+F+rE2rI8Eyf8c5oIYwZdX+sWrVK8uXLJyNHjpTY2Fj3L6Hdu3enqb5QaN++vQBSuHBhj3Qcv8S82bRpk/Tr18/nF9tbb73lztOuXbtM/4X5/+3deZzN9f7A8dd7jMEYg7GNIWP52UkYopTlyoTuTUplF+oiS+ra21wtTMWlVFf2pd/v0uJKquuS0uWiFDJakOjiijQzlmRmPr8/ztL3e7Y5ZzZnzPv5eHwezvfz+S6fc3zP97zn8/18Px9NmjR5p4EDB9qWS5Qo4XfdTz75xOt64ErB+PLLLw1gKlasaA4ePGhSUlJMRkZGHq5Y4aty5cohfTaFLTEx0V2/kydP5nieXLx40Stv06ZNZuvWrX7Phyt9bmvSVBzTkSNHjDGOrnVPPPGEu3s1YObNm2cAs2rVKleedn2B3Afqxhhz+fJlY4wx58+fd3/QBw8ezPX+cnL69GkzdepU8/XXX9vyx48fbwBz++23+912/vz5ZtKkSWbGjBlm06ZNtrLevXtf8ZNXkyZN3ikjI8P9unbt2ubSpUsmKSnJAKZmzZq2dX/++WdjTO4DdWOMOXjwoElPTw/hqlQ0zZkzxwAhdT0sTHXr1nX/350+fdrr/3PQoEG2ZV+B+gcffGCM+e18SEpKMmXLljWtWrWy5WvSpKnwkmdj7rJly9xlxhhz8eJFk5aW5srTQB3yFqi7/PLLL+4P2jOILgyXLl0yGzduNOfPn8/V9r4eQpswYUKeT0jPQEKTJk2hJcsF29SoUcPru3v+/Hlz/vx5c+bMGXeer/0ou+zsbLNv3z53Y0u4ufnmm93/d2fPnnW/LlGihHn66afNiRMnbP+/vgL1HTt2GGN+Ox9uvPFGc+nSJZOVlWXL16RJU+Glb775xvZdt7Seu/OCDdS1j3oIrP0JS5UqVejHj4qKomvXrkRHR+dqe2t/zTNnzmCMoXLlygG3+eSTT2yzDPqSnJxMjRo1clUnpZS9r6Kv72R0dDTR0dHExcUVZrWKPBGhWbNmYTuPxLJly7jlllt4//33bdfnw4cPM3Xq1KD62Ldt29a2nJWVRVRUFBER+vOuVGFyDfsN3s8x5uUapN/kEJQoUYKZM2cyZcoUEhMTr3R1Qma96Lt+8HP6IbjxxhvZt29fwHVSUlKYPHly3iuoVDGVlZXFxo0b6dixY45zO7gMHToUgMcff7wgq6YKUO3atfnHP/5BcnKyz8EKcro+jxs3zisv6AfUlFI5atWqFc8880xQ61pnLdZA/QqaNGlS0P9p4SYvEynt3r2bPn36eOVXqVKFuLg4RowYYcvv0aNH7iqpVDEUFxdH165d2bJli226+UAWLlzITz/9xJNPPsnIkSOZN29eAddSFSTrXVrXXZWcrs9Tpkxxv65VqxYAvXr1KoDaKVU8RUZGBt2Dwvp99fyDuV27drmugwbqxUjr1q298oIN1Fu2bMmTTz7ple+anjsyMpLSpUu781966aXcVVKpYuaNN97I1dCpIuIeUvbll19mzJgxBVA7VVhKlCjBwYMHOXDggHsot0DnRdu2balWrZp7edeuXaxevZqJEycWeF2VKi4yMzMDtoZb46pAQ3gnJCRw5MgRzp49G3IdNFAvRkaOHMnzzz/P7t273XnWE7BixYoBt2/SpAkvv/yyLc96MlpPUl8ndkpKSsh1Vupqp32JlUu9evVo1KiRezlQoO4ZCFStWpU+ffq4x8ZXSuVdVlaW30B94sSJttZ267Xc11w7iYmJVKhQIeQ66C9EMRIZGckjjzxCy5Yt3XlRUVHu15999hkzZ87k559/pm/fvjz44INe+xg5ciTjx493L7ta1MH+o1K2bFmvbSdMmJDn96DU1Ub7FCt/Av0RF+yke0qp4MXHx9uWMzMzbX/8rl271lZmHWzDOmFmfl7XNVAv5vr27cu1117LuHHjqFOnDpMmTaJ8+fK8/vrrfruvPP300+7X1kDd+ldnXFxcnmZPVOpq4+pD7EkDLuVPKC3q+SWUWbSVutplZWWRkJDgXr799tttZSkpKYwePZrt27fbtrvmmmvyrQ4hB+oiskBETohIuojsE5HbLGWTReRHEflJRFLE8ueFiLQRkT0ickFEPhKRREtZGRFZKSIZInJURPp6HHOIiPzgPOYSEYlC5Yvo6Gj27NkTUlBdpkwZ92vrj4Vr9IkBAwYAjhEJOnXqZNv2nXfeoW7dunmosVJFk7+RkbRFXfnjGag7hkV3CDZQv+GGG3JcZ8GCBbRq1YrFixfTr18/3nrrrdAqqtRVwtoqDo7rc48ePZg8ebLXiFyZmZmUL1+eF1980f2w6O7du9m8eTM1a9bMtzrlpkV9NlDbGBMLDAVWikhFEekBjASuB5oCtwH3AYhIKeAtYC4QB/wbWGHZ53Rnfg3gXuAVEWng3La585i9gGuA2sCjuai3KgDWFvWxY8eSmprK0qVL3XmePzS33XYbe/fupX379tx+++3aP1dd1Zo3b+5+ffnyZZ+jB2igrvzxDBpyE6hv2rQpx3WqV6/OZ599xn333QfkbSg5pYqye+65x7aclZWFiPDss89y991328p8XbtbtmxJ586d87VOIUdJxpivjDGXXItAaaA6MBB42Rhz2BhzAngeGOBcrxNwzhiz2BjzC/BnIMnSqj4QmG6MSTfGbAPW4QjYAfoBfzPGfGqMSQNmWPbrRURKiUisKwHlQn2PKnjWHwsRoXHjxjk+VFq2bFm2bdvG2rVrycrK4oUXXrgiE0gpVdD27t3rfp2ZmemzK4NOFqaCZW0YCTZQt47G5Y/nvnIzCpFS4SqU87lz587s2bPHvewrGE9OTgbgj3/8Y94rF4RcNWeKyMsichHYBbxvjEkFmgDWmXH24GhZx7PMGHMeOAQ0EZGKQHyw2zrL6ohIGXybAqRZ0g8hv0EVNOsPhy/BfEEefvhhLl68yCOPPGLLX7FiBfPnz89T/ZQKJ9Y/XN9//31mzZpF165dr2CNVFGSm0A9GKEG6g899FC+HVupgrZjx46g183KyuLaa6+1LXvasGEDp0+ftg3MUZByFagbY0YBMcAtwEfO7Bgg3bJaujPPV5m1PAbIMsZcCHLbdEu+L88C5S0p/zoKKS85BerBDkUkIjz//PNUqVLFnTdgwABtaVdha/jw4fz973+35VknoHF1OZg0aRKNGjVi+PDhtkA9OTmZiRMnenVvUMoXESE2NpZBgwYB8NhjjwW97apVq4iJ8feT6X0dz6nri3UEr4oVK9K/f/+g66JUYfMVbF9//fUsWrQox3V9tahHRERQqVKl/KtgDnLdQdgYk2WM+SfwOxFJBs4BsZZVYp15+Cizlp8DSohIdJDbxlryfdXrkrMLTboxJh3ICO2dqfz03HPPkZSUxOLFi4Na37Mlx1fLzgcffMDUqVPzpX5KBXL8+HGf8wtUqlSJRx99lD/84Q+2fGvreJcuXQCYOXMmBw4cIDY2VrsUqFx78803AViyZAnfffeduz95MPr168eCBQtsedddd537dagt6tbAPjMzkxYtWgRdF6UKW2ZmJhs2bKB8+fLMmjWL1atXs337doYOHepzXatwGJUrP54YiQDqAalAc2CDM78FsN/5OhV4wLWBiJR1bWOMOSsiJ53b7vCz7W9PZDnKvjPGXMyHuqsClpCQwK5du4Je37Mlx1fLTrdu3di2bVue66ZUTqpXr87UqVO95gA4deqUzwehc2qJ1If0VG65AoaIiAhq164d8vbWu5vLly+ne/fu7juYnsFITuepNZjx9+yFUuEiKyuL7t2789NPP3ldt9u3b28bWjGYFvXCFlKLuojEiEh/57+RInIn0BnYCqwERopIHRGJBx525gFsAWKcwyyWwjFqy6fGmO+d5SuBx0SknIi0A/4AuMbBeR24W0RaiUh5YJplv+oqE0yLOmjAowqeq0Xcc6bH66+/3u9oRTmdl/369QPQFkgVsry27CUnJzNkyBDmzJnDwIEDqVy5srvMs69tToG3tS45TbGuVH45cuQIY8aMCXk7V7Dt67q9bt0625wxnt+zcGhRD7XriwGG4XhA8wwwFehnjNlnjHkX+CuOB0wP4GhZXwKO7ihAbxzB+8/AjThGenF5HMeDnyeANcAoY8zXzm33AY8A7ziPewx4GnVFTZ8+HSDfJzXKTaAeSou9UsGYM2cO69atA+zn2sqVK9mwYYO/zWjbti2tW7emd+/ePsuffvppVq9eHdSQeUpZ5TVgiIiIYMmSJbYHQb/77ju2bdtG48aNbevmFHh7Buraoq4KQ2JiIjNnzvRZNnz4cLp37+6zLNB3p3LlyrZZ2MOxRR1jzFWdcPRpN2lpaUblr5MnT+b7Pnv27Glw/EFojDHmq6++ci9b81NSUmzLnuto0pSXZPXqq6/6zHdp2bKlAUxiYqIxxpjs7Ox8/16o4st17n377beFdszPPvvMfdz169ebChUqmDVr1rjzUlNT3a+jo6Nt3xFNmgoquQwePNiWHxUVZYwxplevXu68o0ePul+/9957OZ7zrnVfe+01Y4wx3bp1M4AZO3ZswXzJjDFpaWmu48aaAHGszjajcq1atWr5vs+FCxcycOBAdx/0hg0benU9AO36ogpPTufaunXreOSRR9i8eTPgPUmNUnlx8uRJ9u7dy//8z/8U2jGtfeB79uzJTz/9RK9evdx5WVlZvPfee9SvX59//OMf2qKuClVSUpL7dYUKFdx3OV0TEtWsWZNrrrnGvU4od6Nc67755pusX7+elJSU/Khynmi0o8JKfHw8y5cvt+V17NiRf/7zn7Y8DdRVYfH1h6JVzZo1ef755wupNqq4qVatWoE0igQSFxfHvn37KFPGMV2JiNiC8aysLG699Va++eYbAPe/SuW3Jk2akJqaassbMWIEFy5coEuXLrRq1crd9/zee+8lISHBNiN0qFyBekxMDD179sx9xfORtqirsGf9gahTpw4QOFC3jr0+atSogquYCnsHDhywTV6RG3fddRcNGjRg2LBh+VQrpcJfs2bNqFevnnvZeqco1FFiPKWkpLBx40a/5dYZfVXx9pe//IURI0awc+dOd15kZCQTJ04kKSnJ9oCoiNCxY0fi4uIAePDBB2nXrh3dunUL+nhh0SfdgwbqKuxZv4hbt24FoEePHoCjNdPq4Ycftt0injt3biHUUIWjFStW0KhRo6CDCOvtVKvo6Gi++uorFi5cmJ/VU6rIadKkCXFxcTRt2tSWb21M+frrr+nbt2/A/URERNC1a1fbREnJycn07NmTP//5z3lqEVVXlwoVKvDKK6/Qpk2bkLd96aWX2L59e453Ra3CYZQXTxqoq7Bn/RGoUaMG4Hj6+8SJE3z77be2dT1HIPAM0tatW0eNGjX48MMPC7DGKhwMGDAACL61b8uWLfTs2ZOJEyd6lWm/c6UcLd0nTpzwmjHaeteqQYMGrFq1KuB+XMHQa6+95s4rU6YM69ev9zvjap8+fXJbbVWEFXYLtwbqSuWCvweV4uPjKV26tC0vMjLSa/1XXnnF/fr3v/89P/zwA506deL111/P/8qqK65y5cq2/9tgAvWIiAjKli3L+vXrmTVrVkFWT6kiq0SJEkRFRXnlN2vWjI0bN7J/v2Oewpz+sHUFQ64+8OAdkHlex8PhoT4VvO+++842+21u+TrfCoKrW63nbNPhQAN1FfaCGVEgJSWFZs2aMWXKFK/169ev73MbaxeZG264IW+VVFeMZ1Bw6tQp2633YAJ165ToSqnQde3alSZNmriX9+zZYyuvVauW+7WvVkvPvEOHDtmWQ+m+oK6sQYMGUbt2bT7//HN3XkxMDIsWLfJat1atWqSmplK9enUeffRRW9n9999Pq1atCry+4Hie6fjx4zRo0KBQjhcKDdRV2AsmUJ8wYQL79u2jcuXKNGrUyFbm72HCNm3asGTJErZs2cK//vUvW5lnH0wVvjwDcc/A3d/5k1M/WqVU7jVs2NC2/O9//9v92leg7tminpiYaFvWISCLjsuXL/vMs/4h55KZmUnjxo05fvw4M2bMcOc3bdqUBQsWFFq3w1KlSlG9evVCOVaoNFBXYS/UC/Rf/vIXhg4d6n7wtEqVKnz//fecPn3aa90hQ4bQsWNHW17v3r1tY7Cq8OHrol26dGn3bUtfhg8f7pVXsmRJli1blq91U0r9plSpUu4ZrAFbEBRMi7pVhQoViI+P5957783fSqpc8ZzJ1pP1j64uXboAcN9999GuXbsc9zVnzhyio6NZvHhxPtT06qCBugp71lFfglGpUiUWLVpEhw4d3Hm1atWiUqVKQW0fFxfHU089FdIxwXsEGpX/fP3RlpmZyaRJk/xu07dvX3bv3m1r0du5c6feSleqgI0ePZpy5cpx55132vKDaVG3evbZZwFYvnw5X3zxRdDHX7t2bdDrquB5jmvuyfp/+fbbb/Pmm28ye/ZswNGQ5jJs2DCveVMeeugh0tPTadu2bT7WuGjTWWNU2CvsW56ZmZm0bt2aCxcuEB0d7Xe9KlWq8OOPP7qXjx07pqODFLBOnTpx6tQpmjdv7h5ZwnOkH08iQsuWLQH49ddf+fHHH0lISCiU+ipVnMXFxXHmzBmv7mmhtqi7lCxZkhYtWrBq1Sr27dvHRx99xPbt2/2uf/vtt3vltWzZkscff5w77rjDll+rVi2OHj2aYx2KozvuuIO333476PWtgXpsbCy9e/d2Lz/44IPExMTQsWNHv7PtajcnO21RV2HP1+2yguS6yFhHJHCJj49n1qxZzJgxgz179tim2lb5r1OnTtx2223u5YiICL744gtWrlzpzktISAh6CMaSJUtqkK5UISpZsqRXA0awLeoPPfQQjRs3ZuDAgbb8fv368eyzz+bqrtju3bvp1auXe7lFixasWbPG9pySNrjYvfrqq1558+bNo0OHDtx3331eZb76qLtERkYybNgwv0G68qaBugp7DzzwAPPnz+fLL78slOPVrVvXb9mGDRuYOHEijz76KNWrV7cN/Zif9IcCnnnmGTZv3mwbajErK8v92Wzbto2uXbvy7rvv+vyjKhirV6+mVKlSIbUWKaXyxhqojxgxAsD2IKHLnDlzSE1NpWzZsj73E2qgfv/993vlTZs2jbvuuouaNWuya9cunnrqKcaPHx/Sfq92VatWpUWLFra8MWPGsHXrVvcsoFbhOLtnUaaBugp7kZGRjBo1qsBHYtmyZQtjx4712985JSXF3YXCJVDXmLwwxjB27Ng87aOoB5/GGESEcuXKufOsPwDt27dn48aNNG3alDvuuIMbbriBP/3pTyEdo0+fPpw/f97WwqaUKljWrg0vv/wyZ8+e5ZZbbgl5P55BYp06dbweON2xYwcvvvgi2dnZLFiwwGsf1mtKUlIS06ZNK7DrelHUvXt34LcJ5Dz5upupgXr+0kBdKaeOHTsyd+5cnxfpFi1aMGHCBK/8Dh06cOeddzJ58uR8r8/vfve7PG3frFmzfKpJ/vv4449zXMfXxd5fP9aoqCj+9a9/8dxzz4VcF+0PqVTheOaZZ2jYsKFt9l8RoUKFCrna35w5c7j++uvdyxUrVvQaB7tt27aMHj3a711KX9cZz5Z6z6Emw9GWLVt85vvqmuLSunVrqlWr5rf8/fffZ82aNQB07tzZ5zrW8fFd9EHQ/BVSoC4ipURkiYj8ICJpIrJFRJo7y4aISKaInLOkWpZt24jIHhG5ICIfiUiipayMiKwUkQwROSoifT2OO8R5zHTn8QtnqiqlnPy1EERERPDGG2+4RyXIT6Hc1m3Tpo1XXrD9tgtTw4YNWb16NTfddFOO61r7OTZv3hyA/v37F1jdlFIFa8qUKXz11VdUqVIlX/ZXo0YNr/HZXS2/1gA+EF/Xds9rZzANC1eav7sAQ4cOdb8+fPgwly5dYv/+/WRnZ7Nr1y7bPCN169Zl586dgOOh2+TkZHe3o9atW7Nz505OnDhh2//999/PiBEjeOuttzhw4AAzZ87kiSeeyO+3V6yF2qIeCRwG2gFxwDrAOv7RP43K2Ig9AAARTklEQVQxMZZ0FBwBPvAWMNe53b+BFZbtpjvzawD3Aq+ISAPnts2B2UAv4BqgNmCfvkqpAhbMiASA7SHHvPJsqfDXYjJv3jz++te/2vIGDx6cq0DdOopNQXjsscfo06dPUOtaf0A/+eQTtmzZwgMPPFBQVVNKFXGZmZnUr1+fM2fOeE1iF2gbT9Zr5/DhwylVqlS+1bGgWBt2Hn74YQCmTp1qazGvU6cOUVFRNGnSBBFBRFi6dCmDBg1ix44dHDp0iDZt2pCRkcGuXbu8jtGmTRvi4+O9jvvKK69wxx130KhRIyZNmqRdh/JZSIG6Mea8MWaGMeYHY0wW8BJQR0RyGqC6E3DOGLPYGPML8GcgydKqPhCYboxJN8Zsw/EHgKujWT/gb8aYT40xacAMwHdnKdyt/rGuBJTzt65SwQo2ULe2+LZu3TpPx2zatClz584FYMGCBXTs2JFjx46xbds223pjxoyhRo0atrwlS5bk2KVj/vz5tovu22+/TeXKlcnIyODQoUP079+fd999N0/vwVMofRc9h/jq2LFjyGPqK6WKD9d1Oi4uLugubbGxsV551kB9wYIFYdc9ztfdVmvezJkzOXLkCE899RT169dn/vz5/O1vf/O5r4SEBJYtW2brrhITExN277k4y+uvXnvgv8aYM87lG0XkjIikisgIy3pNgH2uBWPMeeAQ0EREKgLx1nJgD9DU17bOsjoi4m+YhylAmiX9kKt3ppRFbh6OGTRoEK+//jqHDx8OehtXP0DXbG5jx47FGOMeraBmzZq0b9+eW2+91bZd1apVbUNFikiOLeqZmZm2i7vrgcqYmBjq1q3LypUrbV1q9u7dy/r164N+L/6O6bJr1y7bsGuPPmq/Uda3r60HnFJKBRRKd8GFCxcyePBg7rrrLq8ya9ecYK6l+SU3z9h069aNjz/+2Ou9JyYmuvvljxo1irvvvjtf6qgKX64DdREpD/wVmObM+ghoDlQB7gMeFxHXjAIxQLrHLtKd+TFAljHmgo8yX9umW/J9eRYob0k6XaTKtZEjRwKE1AfddduvW7du9O3blzp16jB79mwaNGjAlClTAm67Zs0aXnrpJVavXh1wPV8/HPPnz89xHavMzEz3GOWetzN97SM7O5uePXtijOGFF16ga9euIU/pXbFiRffrpKQkHn/8cffytGnTSE1N5ZdffuHYsWO0atUqpH0rpYqnlStXUrt2bVasWJHzyk7Dhg1j6dKlPluO+/bty8CBA3nttdeA/HvgfPHixQHLrbNpB1KvXj336w8++ICbbrrJNjO2toZfZYwxISegNPAh8EKAdSYDy52vxwOrPcr3Ad2BioABoi1lj+Do7gLwd2CUpaySc/0yQdY1FjBpaWlGqVBlZ2ebkydPhrRNWlqaOXjwoM+y48ePG8C0b9/eOM9jWwpWr169vLbJzs42s2fPNps3bzbGGJOenu7zGK6UkpJizp07Z1588UVz9OhRv+/Ftf6nn37qVT5y5Eif+3733XdNdHS0e3nlypVm9OjRJisry+/+L1++HPT7V0qpwpKVleW+Tq1Zs8YMGzYs4LUVMC1btvR5fX/hhRf8brN161avvFtuucXs2rXLljdw4ECzZMkSs3XrVls9jx8/bk6dOnUlPiKVC5bfv1gTII4N+X6OiEQC/wccBwINWpxteZ0KuJ8CE5GyQD0g1RhzVkRO4miN3+FcpQWw37Jtc8u+WgDfGWMuhlp3pUIlIgGHr/IlNjbWZ79HgOrVq5ORkUF0dDTx8fG5fnjTV2u5iNgm6gimRb1s2bKMHj3a7zrWlhlf/fR9tdx8+OGHdOrUyXb8/v37+xyxJTY2lt27dxMZGRmWo9QopZT12ZiEhAReffVVHnjgAb8jy2zatIm9e/fy+eefe5VFRfkftM6z+0pUVBTLly/3uuOZlZXFkCFDvLavXr16oLehiqjcdH15DSgDDDHG0WQNICK3ikgV5+tWwFjA1aF1CxDjHGaxFI5RWz41xnzvLF8JPCYi5USkHfAHwPXkw+vA3SLSytndZppzfaWKpJiYGCIiIvjss8+YN2+eOz+U/onBBLU5rRPM2MU5Beq+jtGpUyevbQNp2bKle/hFpZQKZ5mZmURGRgYcK7xLly62oLtz5858+OGHgGNELn8895mRkeEO0q1jueuEQsVLqOOoJwJDgJuBs5bx0m8CbgH2i8g54H+BWcaY1QDGmEtAb+Bh4GfgRhwjvbg8juPBzxPAGhxdXb52brsPR1eYd3A8GHoMeDpX71apMHLNNdcwZswYBg8eTFJSEuPGjQt6W88ZUn0JFCj369ePYcOGhbSPYAJ160Qm2kKulLra+LoOpqSkeD3gb712bt682d2AUa5cOZ+TB02cONFrUiZr6/vmzZsD1kFdvUL6JXW2gPue3gu24gio/W27C7jWT9lFwO9MJsaYpcDSYOupVFGydOnSkLd56KGHyMzMJDk52e86gYYyXLVqVVDHCaXry5dffknjxo19limlVFEWERFBdnY2LVq08CrLzMxkyZIlTJs2jREjHAPeBWqo8HVtdN3hTExM5Pvvv/eaDTUhIcF2PFV8aJOXUkVQVFQUU6dOLfDjWIP9nCYGadq0qd8ypZQqytLS0rhw4QJxcXFeZc2aNSM+Pp5Fixa58wI1VMybN48OHTowadIkEhISeOuttxg7dizg6N8+e/Zs/vQn/48Ael5r1dVNf0mVKgZuu+02OnTowOTJk0lJScnVPoJ9mNSlbt26/PCDTmOglCr6YmJiiImxjwq9e/duPv/8c/cwt1aBGioaN27Mjz/+6G4IGTDgtzkc69Wr5zXUrsuuXbtYu3ZtoTTSqPAhludBr0rO2UnT0tLS/I7EodTVKikpiW+++YaTJ08SHR3NyZMn/Y6Z7o+r3+SGDRvo3r27rez48eMkJiZyzz33sHKl/Rnvo0ePMm7cOMaPH8/NN9+ctzeilFJFyH/+8x9q1qxJhQoVOHv27JWujgpD6enplC9fHqC8McZzriE3DdSVuoplZ2eTmZkZcEiwnLgC9Xfeecdny9Gvv/5KyZIlvR6EUkqp4uzkyZPExsa6J8FTyirYQF27vih1FYuIiMhTkG7l7wGm/Nq/UkpdTUK9e6mUL7kZR10pVQzpkGBKKaVU4dJAXSkVlHr16l3pKiillFLFinZ9UUoFtHPnTr7//nuuu+66K10VpZRSqljRh0mVUkoppZQqRME+TKpdX5RSSimllApDGqgrpZRSSikVhjRQV0oppZRSKgwVm4dJ09P9dv9RSimllFKq0AQblxaHh0lrAD9c6XoopZRSSinloaYx5j/+CotDoC5AApBxpetSRJXD8YdOTfQzVOFLz1NVFOh5qooCPU8LTznguAkQjF/1XV+cb97vXyoqMMffOQBkBBo+SKkrSc9TVRToeaqKAj1PC1WOn68+TKqUUkoppVQY0kBdKaWUUkqpMKSBusrJJWC681+lwpWep6oo0PNUFQV6noaRq/5hUqWUUkoppYoibVFXSimllFIqDGmgrpRSSimlVBjSQF0ppZRSSqkwpIG6UkoppZRSYUgDdaWUUkoppcKQBur5SERKicgSEflBRNJEZIuINLeUTxaRH0XkJxFJEef0XyLSUETWi8hpZ/lKEalo2a6MMy9DRI6KSN8c6tFGRPaIyAUR+UhEEi1lS0Xkkoicc6b9ud2XZZ3aInJRRF51Lk+17P+SiFy2LLvW6S4iB0XkvIj83fp+LZ/VMed7/kJEKgSoo8/PNdj6q/AgItNFJFVEskXkXkv+EOc5kCEih0VkRA77CXT+h/RdUsqXAOdqKRFZ5LwenRaRFSJSNsB+9FxVBUZEqojIu87z62sR+Z2lzO/vpo/96Hl6BWmgnr8igcNAOyAOWAesBRCRHsBI4HqgKXAbcJ9zu/LAaqAeUBuIAp637He6c381gHuBV0Skga8KiEgp4C1grnObfwMrPFZ7whgT40xN/b2ZIPcFMAfY7Vowxjzj2j/wBLDKcrwRIlIVeB0YA1QFMpzHcB13DNAd6ADEAgOAX/zU0e/nGkL9VXj4FhgH7PTILwWMACoCvwemi8jNvnYQxP950N8lpQLwd66OAZoDDYE6QDVgsq8d6LmqCsF84DhQGZgErBGRijnEIzZ6noYBY4ymAko4Au5soBLwv8AkS9lQYLOf7W4B9lmWTwDXW5aXA4/72TYZOGBZLgtcABKdy0uByUHWP+C+LOusBZ4EXvWxj8nAUo+8PwLvWZbrARdxBGQlnO+3fpB19Pu5BlN/TeGXgC3AvQHKVwGP+CnL6fwP+rukSVNOyfNcBV4EpluWRwFv+tlWz1VNBZaAGBwTFlW35H0MDAoxHtHz9AonbVEvWO2B/xpjzgBNgH2Wsj04/pL15QZgP4CzS0h8CNvajmOMOQ8ccua7TBCRMyKyzV/LZDD7EpEo4DngTwH2Ecx+DwGZQF2gJlAG6CMi/3XernN3dRCRDiLys799Yf9sgvksVBEiIiWAtji/H868vSLSz7no9/88F98lpUK1DLjZ2eWgAnAnsNFVqOeqKkT1gTRjzAlLnuscChiP6HkaXiKvdAWuViJSHvgrMM2ZFQOkW1ZJd+Z5bncdMBa42bJdljHmQk7b+jmO5/pzgfHAeaAP8I6INDPGHMvFvh4GNhhjDgbo3uavjj/62W9FHF2BXN2A6gL/FJGvjTEfGmM+ASp47Mvf55pT/VXR8xTwH+ADV4Yx5lpLeaD/81C/S0qF6hDwM/BfwACbgIWuQj1XVSHyd35V8FFmO7f0PA0v2qJeAESkNI7uIO8aYxY7s8/h6G/tEuvMs25XB3gHGGaM2W/ZroSIRPvaVkT2y28PatbycRzb+saYz40xZ40xvxpjVgHbcXS1CWlfIlIDx+2yp4P/ZNwC1fGic3m6Meai83NYAfQIcl/WzzXgZ6GKFuedld7AXcZ5j9WHQP/nAb9LSuWDl3E0gpTH0ehwGsczPL7ouaoKUk7nV8B4JIT96HlawDRQz2ciEgn8H44HOKxdQlJxPGTk0gL77ft4HLdIZxhj1rryjTFngZP+tjXGNDW/Pah51PM4zhEH6jnzfcm2HCuUfbUBrgG+FZGTzvc6SETeD/Dx+PwsRKQuvz2I+w3wq8f6gZrrA32uoX4WKkyJyD047k4lG2NOB1jV7/95Tt8lpfLBtcASY0yGMSYdWAx08bOunquqIH0LlHfGFi6ucyhgPOJBz9Mr7Up3kr/aErAEx235kh75PYEjOEYCiAe+BIY6y8rj6Nfl7wHR54D1QDkcI8r8DDT0s24p4BgwxPn6WeBjS/mdOB4GiQTuwXGbqnao+3Iux1vS8zj6Z1by2Ievh0mrAmdxPKQSjaPFfLmlfBWwwHmMhjj+6Onsp46BPteAn4Wm8EpASaA0jgeeBjpfRwDdgFPAtUHsI6fzP+jvkiZN/lKAc3WZM0U7r7Mrgf/zsw89VzUVaALW4OiCWwb4A/ATjjs9fn83fexDz9Mr/f94pStwNSUgEUe/xIv8dlvoHHCTs3wKjluhZ4EUQJz5g53bWbc5Z9lvGWfwes75hemXQz3aAHud9fgY+ygtnwBpzi/TDuB3ud2Xx3pPEuSoL878Hjj6c17AMYxlRUtZBeBNHMM2HgFGWspusn42gT7XUOqv6conHCMSGY/UCfgQuOzx/XjVst1+oH8w/+ehfpc0afKVApyrVYE3nNejM8DfgQTLdnquaiq0BFQBNjh/Z78BulrKAv1u6nkaRskVKCqllFJKKaXCiPZRV0oppZRSKgxpoK6UUkoppVQY0kBdKaWUUkqpMKSBulJKKaWUUmFIA3WllFJKKaXCkAbqSimllFJKhSEN1JVSSimllApDGqgrpZRSSikVhjRQV0oppZRSKgxpoK6UUkoppVQY0kBdKaWUUkqpMPT/lYN8Xv56VeoAAAAASUVORK5CYII=\n", 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" ] @@ -834,6 +899,17 @@ "needs_background": "light" }, "output_type": "display_data" + }, + { + "data": { + "image/png": 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moZ12A7AW6CEi+2xdIWAC0A44bZeb7bhmL+BNIBL4AnhCRBJCbPJZgAMHDhAZGRnu7SqKoiiKoihKuhIbG0uFChUgFY+PtM6o9xKROc4EY0wboA/QCDgPLAG2AZOMMQWBL4GBwCxgMDAdaG4XHwyUBMoBtYAfjDHrRGSHMaY2MAq4A/gb+Bp4DRgQToMjIyPVUFcURVEURVGyDenp+tIdGCsiuwGMMe8A3YBJQAsgTkQm2bo3gOPGmEr2rHp34D4RiQVWGWPmA52BN4CHgLki8odddgjWzLxfQ93+UVDQkVQ0nJs4deoU69at49y5c+EUU9KJfPnyUaVKFW688Uas5QWKoiiKoii5k7Qa6h8YYz4ANgAviMgmoAbWLLmLjcBb9nEN4C+XQkTijTG7gBrGmFigjFNvl/0/R9lFXroqxphCInLeT9tewZq5D4uUlBTeeecdPv/8c1JSUsItrqQzlStX5v3336ds2bKZ3RRFURRFUZRMIS2Gel8gCkgGnsZyU6kORACxjnyxdhp+dE59BJAsIudCLBvrSPdnqL+F5SrjoighLCadM2cO8+bN4+mnn+aee+6hRIkSOqObCSQkJLBx40aGDh3Kc889x9y5c/VzUBRFURQlVxJ2HHUR+V1E4kTkvIi8DcRhzX7HYS32dBFpp+FH59THAXmNMYVDLBvpSPfXvosiEusSAjjpf/XVV1SvXp0NGzYAsHDhQlq2bEmPHj0oWbJkljUOg0TwyREUKFCAhg0b8vLLL7N7927+/vvvzG6SoiiKoihKppAeGx65/ESigNqO9DrAFn86Y0wR4DogSkROA0dCLWvr9gRwewmZDh06sH37djp06ADAnj17uOmmm3zyJSYmsm/fPuLj4y/lculCbGws69ev58SJE5ndlAynTp06AOzduzdzG6IoipLJqDumouRewjLUjTHFjTGtjDEFjTEFjDHPY0Vr+QOYAfQxxlQxxpQB/menASwDIowxvezFnq8Bf7jCM9r5XjfGFDXGNAbaAnNt3SygozGmnjGmGPCqo95LJjbW8qRJTk4mf/78PvoDBw5w/Phxtm7dml6XTDN///03IpIrjNd8+SyvrKSkpFRyKoqi5Fy6d+9OlSpVssRkkaIol59wZ9TzY/mAn8SaBb8XaGO7mXwPfIIVI30r8AMwGSx3FKADlvEeAzTDivTiYgBwBjgMzAOeFJHtdtm/sGKzf4vla34AGBrujQYimCFYuXJlbr75ZhITE91pDz/8MH379qV169ZERER4SIECBbj22mv91tWrVy8KFixIREQEV155Je3bt+fw4cNu/aBBg8ifP79HfQsXLnS3o3Dhwvz73/+mdevWjBo1iuTkZI825MuXjyuuuMJ9PnPmTL/tGD58OMYYVq9e7U47f/483bp1o2jRolSsWJHZs2f7Let9H5GRkTRv3pyoqCiAVNszaNAg/vOf/3jUt3r1aipXrhzweoqiKLmZGTNmsH//fr788svMboqiKJlAWIa6iBwXkQYiEiEiJUWkpYisd+jfEpGrRKSEiPR1bokqImtF5CYRKSQizR2z6dj+7l3teiuIyCyv604RkXIiUlREetmGf7qQnJwcVB8fH8+3337ragexsbHExMTwzTffEBcX55YDBw5wzTXX0K9fv4B1DR48mLi4OHbv3k18fDwvvviih/6RRx7xqPOuu+5y637++WdWrFjBhAkT+Omnn5g0aRILFixw57399tsZN26c+7xr164+14+OjmbWrFmUKVPGI33gwIGcOnWK6Oho5syZQ58+fdixY0eq93H69GlatGjBo48+ChB2exRFyVls3rzZ77qSlJSUHL++JqNR9xdFyZ2kh496tiY1Q71nz55MmTLFZ+bd+/zhhx+mSZMmPP7446les1ixYtx3333uhayhYoyhfPny1KlTJ+yyAC+88AKDBw+mYMGCHunTp09n4MCBREZG0rRpU9q2bcucOXMC1PIPefPmpXPnzlnCLUhRlMzlzJkz1K5dm6pVq3oY5YmJidx00020a9cuE1uX/VFDXVFyJ2qop2KoN23alFKlSrln1f0xevRoNm/ezPjx40O65unTp/n6668DuskEY//+/WzYsCHVsikpKZw+fdr9g2LZsmWcOHGC9u3b+7TlyJEj1K79z3rdOnXqsGXLFlIjMTGR2bNn06hRo7DvQ1GUnMWRI0fcx85x9ffff2fLli1Bx9C08Nlnn9GrVy8uXky3F6xZmtT+VymKkjNRQz2Ewe+xxx5jypQpHr7qrhmjdevWMWDAAObOnUtkpHcESmvm3XWNwYMHU6xYMUqWLEl0dDTvv/++R97JkydTvHhxihcvTqVKlTx0rVq1olmzZtx///3UqlWLp556Kmibjxw5wq5du9i2bRtJSUk8//zzjB492idfXFwcefPmpXDhf6JjRkZGEhfnN/ql+z6KFy9OREQEH374Ia+//nrQtgS6x+LFi9OqVauQyyqKknXJmzev+9g5rjrTQ+XChQsMGTKEP//8M2CeTp06MXXqVD7++OOw68+OaKhaRcmdqKGeiqFujKFx48ZceeWVTJ061Z3u8lfv1KkTQ4YMoX79+j5+mCkpKWzYsMH9z2bgwIGcOXOGrVu3cu7cOQ4e9NyH6eGHHyYmJoaYmBj27dvnofvxxx9ZuXIl77zzDtu3bw9qSIM1Uw7WP7yPPvqIm2++mVq1avnki4iIIDk5mXPn/tlvKjY2loiICJ+8LgYOHEhMTAznz59n6tSptGnThkOHDgVtj797jImJ4ccffwypnKIoWZtQDPVAfuoi4rG4fuTIkQwYMIB69eqlel3n2LNkyRK6du3KyZMn/bblciAi7N69GxHh6NGjQdf7hMPbb79NQkJCutSlKEr2Idcb6oHw/ofy2GOP8dZbb7ldSbZv307Pnj2pVasWzz77LElJSaxfv57t27cD1kx6oEG1evXqDBw4kMcee4zo6OiQ25QnTx5uueUWGjZsyJAhQ4LmdW7YtHTpUmbOnEmZMmUoU6YMBw4c4O6772by5MmUKFGCMmXK8Ndff7nzb9y4kZo1a4bUnrZt21KgQAFWrVoV8n0oipLzCMVQD/T2rX///pQtW5Zx48YBeIxHTi5evMi4cePYs2ePO825Xuj2229n1qxZvPDCCwAsX76cwoULu+v1x4gRI+jZs6fPJIs3iYmJ7Nq1K2A9LkaPHs11113Hc889R5kyZahWrVpY43wwUpugURQl56GGegC2b99OQkKCe6a5SZMmXH311SxfvhyAL774gtWrVzN58mTgnxnsuLg4Dh48yIYNG9xp4Gv433rrrZw+fZrPPvss7LZ1796dTz/9lOPHj/vUf/bsWWJiYjzyT5kyhaioKDZs2MCGDRsoW7Ys06dPp1OnTgB069aNIUOGcPbsWVavXs38+fPdumCkpKTw/fffc+rUKapVqxb2fSiKknMIxVAfOtR/ZN3hw4cD8MwzzwD/7KMAeMyODx8+nD59+nDDDTe405KSklizZo3HRnAug7pz584kJCTQp08fwP+Mfr9+/Zg2bRpLly4F4P333ycyMpI//vjDI98999zD9ddfz1dffeX3Hly8/PLL7npcBHPhCQf1U1eU3Ica6gHwN3Px0ksvcebMGQCmTp3KiRMnqFChAhEREVSqVInmzZvTvHlzjhw5wp9//sl1113nUT45OZkTJ06QkpJCvnz56Ny5s4c7TWq4ZskrV65MixYtGDNmDABHjx51h43cvn07O3fu5PHHH3f/iChevLh7Nr1MmTLkzZuXkiVLuv3S33jjDYoVK8Y111zDgw8+yNixY92G96+//urjBjNw4EB3fPTnn3+eiRMneixGVRQl53Hq1ClmzJgRcOMdf4Z6fHy8x+x3arhmx52G+lVXXcXcudb+d8uWLfOoHyx3l8aNG1O+fHmPemJiYjwWuD766KNUq1YtYPtdm989++yzxMfH07t3bw/94sWLAWtX66effjrgPTjb7n1fl4oa6oqS+zA5PbatMSYSOHPmzBmPxZ5O15CEhASuvfZa+vbtS58+fciXL5/PbEogChUqxPnz51PNV7duXTZv3kxiYiJlypTBGOP2yWzQoEFI19q0aZPbnaZevXocOHCAfPnyefh2+iPU+sPB+Xwyov6EhASaNm3KG2+8QZs2bdK9fkVRwqNZs2asWrWKHj16+J1gOH78OKVLlwasyYPSpUtTsWJFDhw44JHP9T9nyZIlnD9/npo1a3pEsRIRevfu7Z5ocBETE8P999/PkiVLUm1rvXr1WL9+vV/d3XffzXfffec+d/0v+Pzzz7n//vvd5zVq1PCIfuX8nwGwe/duqlSp4lN/0aJFfSZ6XHWnBed1Dx48SLly5dJUj6IoWYvY2FiKFSsGUExEYgPly1Uz6iKCiPj4H0ZGRhITE0NcXFzYMcFDMdLB+sflihoTExPjM+hHR0cTFRVFUlJSwAVXzjK7du3i+PHjqRrpiqIo6YFrHcqMGTPcac51OM7xyTXz622kuxARbr/9du69916fULOuCQhvihcvHvKMciAjHeD777+nbt26/N///Z/HDs3Tpk1j9+7dPvcQCOcC/ISEBE6dOgXojLqiKOmL74iSQxERWrZsSUpKik9IwAsXLhAREYGIZFhMXmdkAhHxMdRdBveGDRuIiIigevXqPnU4y7hccNKblJQUEhISuOKKK4LmURQl55OQkECTJk08XNtc3/8tW7ZQq1YtmjVrRqVKlTx2Wr4Ug/Kll14K6C7jcn25VFwbxjVp0sSdNn/+fObPn+8+T824duqrV6/Onj17iI6O9muop5eBrYa6ouQ+cs2M+unTp1m2bBm//PKL38gDrnCLYBnuGcnFixc9Fnw6F4VC5q7sj4qKYvPmzZw9ezZgnlBDMV4KrtmpIkWKZPi1FCW3MmfOHGrVqsW2bdv86n/66SfWr1/v19Vl8ODBAKxcuZJZs2Z5hFIMZlAuXbqUpk2bBtSvW7eO33//PdRbyDCc97Bo0SIfvXNfDdcPi8WLF/s11J15U2Pq1KnuoAXB2qQoSu4g1xjqqW26ER8fz6+//sqFCxfYvHlzhrfHuaDJO2Y6WDNZLheYvXv3snfvXp9Z+LRw4cIFtm/f7v5R4k8PnpEWvMmo2Xwn8+fPJ1++fNStWzfDr6UouQ0RYdWqVXTp0oUtW7bQrFkzwHI7ad26tdswDTTm1KxZM2hM7+TkZI/ZaSctW7b0cDnxZufOnaHeRobifLt61113+ej9zbgnJib6/V/Tq1evoNdatWoV//3vf1m2bBm9evWiRYsWfvOpoa4ouY9c4/oSyu54Gzdu5KWXXuLmm2+maNGi6WIYp5UFCxYQERFBkSJFOHr0KGDdQ1oGalds95SUFPbu3etOL1++PAUKFPBwxXH5aBYtWpRSpUqRkpKCMcZnQZPzn7Sr/vQgISGBjRs3smLFCnr27Ol3t1dFUS6NKVOmeEQ1OXXqFFdffTV169Zl0aJFLFy40GcDNydRUVFERUUFrH/Pnj20a9cu3dt9OTl8+DAff/wxHTp08Kv/+++/GT58OC+99JI7LSkpye+MOni6PK5atYqYmBj3QnnXD6XUQj/+9ttvGgpXUXIZuSbqy+LFi7njjjtCKlO4cGHy5Ml6Lxvy588f1itUF65X0ocOHfIIV3bFFVdQvXp1oqKiKFq0KJUqVXIvwipZsiRXXXUVO3bsoFSpUlSoUMFdbuvWrR6LaEPZPTBU8uXLR5UqVWjTpg3t27fP1B9LipJTuf3221ONntK5c2fmzJlzmVqUdalfvz7r1q0LKe/777/PmDFj/G6MlJiY6DbiXePavn37qFixot9xzvW/2VuX0/9nK0puIdSoL7nGUM/sdqQHJUqU8NhEKVQuXLhATEwMAwcO5JNPPnGn582bl/Hjx/PII48AnjM+Xbt25cCBA/zyyy9unYv69et7RFXI6X1IUXIaefLk0e9tBjBixAj3hkfeLFq0iGeffZaxY8fSsmXLVOtSQ11RcjYZHp7RGNPEGJNijOlnn/cyxiQZY+IcUtGRv6ExZqMx5pwxZrkxppJDV8gYM8MYc9YYs98Y08XrWr2MMQeNMbHGmMnGmAJpbXd2Ji1GOkDt2rUpU6aMTySF5OTkgBz2DNEAACAASURBVC5B/nSuiDnBQp8pipK1WblypRp7GcTo0aMD6u688062bdsWkpF+OZg+fTq33nqrx46uiqKEx7lz5xgxYkTYob2XLFni3ok5NdJkqBtj8gDvAWu9VD+JSIRD9tv5CwJfAmOAksBqYLqj3GA7vRzQGfjYGFPVLlsbGAXcB1QAKgOvpaXduZW///4b+GdnPSeB/CmTkpI8DPW1a9eyZs0afvrpp4xppKIo6cpTTz3Fk08+6ZMeyoZBStq4HPtabNq0iaefftonWli49OjRg2XLlvHaa/rvVFHSypAhQ+jXrx81atQIKf+ePXsoUKAAt99+e8g706d1Rv1xYA0Q6k+IFkCciEwSkQvAG0ADx6x6d2CwiMSKyCpgPpbBDvAQMFdE/hCRM8AQoFugCxljChpjIl0CFA335nIToc6oN2rUSOOnK0o2ISYmhrFjx/Lxxx9z7Ngxd/q5c+cYOHBgJrZMuVTq1KnDhx9+6HZZvFRcoXAVRQmNTZs28cEHH5CcnBx2KNlu3bqFvdYwbEPdGFMSeA4Y5EfdzBhz0hgTZYz5jyO9BvCX60RE4oFdQA1jTAmgjFMPbARq+itr66oYYwoFaOIrWD7pLjkY4q3lSgLNrnkb6iIScPZdUZTLz9mzZ1m5cqXHD2gR8Qn36goz+PLLL+u+BNmIlJSUgBs/QfDdV8NBQz4qSnjUqVOHZ555hgkTJoRtF+3fvz/s66VlRn0YMFpEvB2mlwO1gVLAw8AAY0x7WxcBeDvKx9rpEUCyiJzzo/NXNtaR7o+3gGIOKR/CPeVaPv30U/dx+/bt3ce7du3ymImD0EJcKopyebjlllu4+eabmThxImCFVs2TJw+VK1fmgw8+cOdzGWJvv/12prRTSRtPPvkk1157bUB9dHQ0CxcuvOTrqKGuKGlj7dq1YRvqaZnwDMtQN8bUBf4PmOCtE5E9IrJXRFJEZA3wPuCy/OIA74DYkXZ6HJDXGFPYj85f2UhHug8ictF2oYm1V9EG3mJT8eDrr792H2/ZsoU//vjDQ6+GuqJkHf7880/AiokO1itVFwMGDHAfx8fH8913313WtimXjjNCVyBat27NV199xYkTJxgzZkya/NbVpVFR0sakSZPCNrzTYkeFO6N+C1AViDbGHAE6Aa8aY3wMd8D57Y/Cmm0HwBhTBLgOiLJn5o849UAdYIu/srZuj4icR7msqKGuKOnL+PHjGTdu3CXV4doh89ChQ371tWrV4t57772kayhZlw4dOtCxY0eee+65gJtMjR07lgcffNCvb6zOqCtK2nFNmAD0798/6M7tq1ev9th0MmREJGQBCmP5k7tkLvAmUBy4Cyhl56uH5Rve0T4vCBwAetnHbwG/OOodCXyHtfCzMRADVLN1tYGTdp3FgCXAG2G0ORIQlUuXJk2a+E3PaGJiYuTee++V2bNnZ/i1FOVyERcX5/4OnTp1KmC+lJQUOX78uE+68zv43//+V8qVK5fpY4RK5os/XLpJkyb5pN15552X3pkVJRfh/L7lz5/f47xnz57ufBs3bpQHHnhAli5dKrNnzw72vY2UYHZsMGVqAkwB+tnH7wLHsFxStgNPe+VtCGwCzgO/AJUcukLATLvsAeAhr7K9gGgsN5YpQMEw2qiG+mX4x5CYmCjvvfeebNy4MexOf+7cOdm7d29Afd++fYP+E1KU7EhMTIy7Xx84cCBgvqeeekoA+fLLLz3SM/t7r5I1xUVycrJPX3n33Xd90lq1apWOvVpRcj7O75u3oV6oUCHZvHmziIgULFgw1O9tUEM9zRseYY0IvURkuH38goiUFit+ejUR+cAr71oRuUlEColIcxHZ59CdF5GudtkKIjLLq+wUESknIkXta168lHYr6cvp06f55JNPeP7556lTp07Y5WvVqkXlypU9XiE50fBhSk7E6dvocl/xx0cffQTAK6+8kuFtUnIGR44coWzZsrz00kse6YmJiaxcuZKTJ0+601yuLyJCVFSU+qwryiVw/vx5atWqxbx589wRty6VSzLUFQWgZMmSHgtRnRw7dizVzrp7924A5s2bx759+2jdujU//vijW58nj3ZTJXuTmJhIgwYNPGJfO/t1KH7CwYx5RXEyatQojh49yjvvvOOR/uWXX3LzzTdz1VVXudNcfW/YsGHUrFmTp5566rK2VVFyIh07dky3utQCUtIF546l8+fPB+DAgQNcffXVXHfddW7dggULGD9+vN86kpOTeeSRR1i4cCF33HGHO10XsSrZnaVLl7Ju3TomTZrkV+9thMfHx3PhwoWgeRTFH8uXL+eHH37wq/O3OYtrBv31118HCLq4eeLEiYwYMSIdWqkoOYNwNy9KC2qoK+lOu3bt+Pe//83MmTMBK96vizZt2vDEE0+wYcMGn3JJSUkcOXLEJ10NdSWrY7kthoczhOKpU6fcdVy8eJGIiAhKlCjhUa8zuktCQsIltljJqbRo0YItW7akntHGNaMeSpi5Rx99lH79+rFjx440t09RsgMLFiygZs2arF27NrObooa6kjGsWLGC1157zX1+/PhxZs36Z+mBv925vHdDdaGuL0pW5cKFCyxevJirrrqKr776ym+elJQUzp0755PudEto2rSpOw76zp073XU73caSk5Np06YN5cqVo2DBgul5G0oOJrXwny5DPZxxVtcNKTmdNm3aEBUVxZ133pnZTVFDXck4nH63pUuXpmvXru5zpw+6M7+/WR2dUVeyIkePHqVQoULceeednDp1ig4dOrh1R44coUuXLixfvpwWLVp47Pr73//+l40bN/rUN2vWLJ544glq1arlTnO6uxw5coQFCxZk0N0oOZU+ffoE1aekpLB9+/awFr5p7HUlJ7Br1y6PSZSJEycyevRojzynT5++3M3ywaTllW12whgTCQSOQK9kGq6+Z4wBoE6dOuzevZuzZ8966F966SX37GOo/TUxMZH8+fOnd5MVxc3777/Ps88+65EmIpw/f57ChQsHKBUeU6dOpWfPnulSl6L4o169epQtW9Zj99pA46xrrF6+fDnNmze/LO1TlPRGRGjQoAHr16+nQoUK7N+/3wqDaL9V2rdvH5UqVfLIf+HCBd59912qVq2argtFbYqJSGwgpc6oK5mGdxiwjRs3uo10J+HOqP/xxx8ULFiQwYMHX1L7FCUYgXx6Ay2WTgtqpCsZTUJCgoeR7uTYsWN06tSJJUuWeKTrwmYlOxIdHc2nn37KmjVrWL9+PWAFvfAmJibG4/yhhx5i5MiRvPbaaxlhpKdK6qtHFCWDWLRoEddff33QPHPmzGHatGlh1fvss88iIgwaNIiBAwdeShMVJSCBfkAG20JaUbIamzdv9kk7fvw4pUqV4rnnnuOzzz7js88+85hYUdcXJTtSv359jh49murbIO8forNnz3a/TcoMdEZdyTTatGlD1apVA+qTkpLo0qULhw8fDqte9WlXLgeBZtRDiZ6hKFmZ0qVL8+eff3rMNnbq1Ml9rIa6kpXZuXMngwYN8ln0fPToUQB++eUXnzLOABf+3hhlppu4/kdRcgzz5s1j7969aqgrl4VABrn2PyUnMGHCBI++PG/ePPdxIEMmM2cdFcVFgwYNOHPmDJs3b+bzzz9PNX/lypXZt2+f+zyr/RDVGXUly7Jq1aqw8nfs2JG+ffuybNmyjGmQkqNJTk7mrrvu4sUXX/TRHT16lCZNmnhsWKQz50pOJjExMeCPTm9D5vz581SvXp0ePXpcjqYpSkB27drldj9cvnx5SGWcRjpkvTUYaqgrWZZbbrkl5LyTJ0/OwJYouYHly5ezaNEi3n33XR/d66+/zurVq3nkkUfcaf5mXcqXL0+/fv0ytJ2Kcjn4+eef/YYRBd++//3337Njxw6mT59+OZqmKAF54IEH3Mcug1tE/G6yGIixY8eme7suBTXUlRxB7969M7sJSjYn2OtO7w2LEhMT/UZkce7CqyjZmd27d3Py5Em/Ou8ZR3X3UrIKu3btch+7xvTZs2dTt27dkOuYM2dOurfrUlBDXclWjBo1ioIFC/L1119ndlOUbMiFCxfYu3evX10wY8Nb5y+kl6LkFrx/1DrdwMaPH+9etHcppKSkhB1IQMn+eIdGDIfExESPEM9nz54lKSnJw2UxO6KGupKteOGFF0hISKB9+/Zs27YNsGL9BuJSV2rPnz+fBg0asHXr1kuqR8ka1K1blypVqvD777/76IL5nHvrdAZRyc0kJyezf/9+BgwYwNGjRz2+H0888US6bIbUoUMHypYty+LFiy+5LiV7MGHCBEqUKMHIkSPTVP7DDz/0SRs/fny2X0+UZkPdGNPEGJNijOnnSOtnjDlujDlljHnbOJaAG2MaGmM2GmPOGWOWG2MqOXSFjDEzjDFnjTH7jTFdvK7Vyxhz0BgTa4yZbIwpkNZ2KzmH+fPn8/7773P11VcHzNOyZUtGjRrls7lSqLRr145169bRuXPntDZTyUK4ftz5e7XpNL69f+B5G+YdOnTIgNYpSvYgKSmJ2267jSFDhvDAAw94rN0A2LFjBwDDhg1z7yrtKhcq33zzDYBHeSVn8/jjjwPQt29ffvrpJ2bPnh1SubVr1zJz5kzWrFnjV5fdDXVEJGzBMvBXA2uAfnZaG2AfcC1wDRAF9LZ1BYEDQG/gCmAE8IujvreBH4BIoCkQA1S1dbWBU0ADoBiwFHgjjLZGAqKSu2XmzJmSFlzly5Url6byyuXl0KFD8txzz8nWrVv96l2f5zPPPOOjW716tVt/7tw5D12fPn3cOmc9Kiq5UT799NNU83Tq1Ml93KhRI7n55psFkMjISImNjU31u+wq27JlyzSMBEp2xF8/2rFjR9Ayx48fd+etVKmST/k77rhD2rZtm+nfmVQkUoLYsWmdUX8cy0h3+gN0B8aKyG4ROQy8A3SzdS2AOBGZJCIXgDeABo5Z9e7AYBGJFZFVwHzANYX5EDBXRP4QkTPAEEe9PhhjChpjIl0CFE3jPSo5iK5duzJo0KA0l89qcVUV//To0YPRo0dTr169oPmc0QBcOGfNCxcuzKhRo/zqatasmV7NVZRsyaOPPppqnrlz57qP16xZw4oVKwCIjY31cG04duwYn3/+OYmJiX7r0bE3d3Pw4MGAusGDB1OqVCn3uXeYRYDFixcHXBSdXQjbUDfGlASeAwZ5qWoAfznONwI1/elEJB7YBdQwxpQAyoRa1tZVMcYUCtDEV4AzDgn8KSu5isGDB6e5rP6zyB788ccfgBXXORgXL17klltuIU+ePIwfPx7w9UN/4YUXeP311zl37pyHLioqKp1brSi5ixMnTrBnzx7i4+Np2LAhDz74IG+//bbfvDr25h78bZjldJc6cuSIx/qiUCffVq9efclty0zSMqM+DBgtIqe90iOAWMd5rJ3mT+fURwDJInIuxLKxjnR/vIXlIuOS8sFuRlFCIZx/FqdOnVJj7jJw4MAB3nzzTU6cOOFOC9UXceLEie5tpJ944gnA/wLRN998kzfffFMXjypKOrJ+/XquvfZarr/+evfW7V988QVghUKdMGGCO28oY++RI0eYMmUKFy5cyJgGK+mOiHD8+HGPNH/jt9NQv+aaa2jUqBGPPPIIw4YNy/A2ZhXCMtSNMXWB/wMm+FHHYfmDu4i00/zpnPo4IK8xpnCIZSMd6T6IyEXbhSZWRGKBs/7yKbmT5ORk/vzzT5/FpU4XiEDlQqV06dLUrFmTzZs3p6mNii8pKSk+r0BbtmzJ66+/7rHQN60G9ebNmz22SHeyYcOG7L8YSVGyEK5Ff0eOHHGnuQyy/v37uxcVQmhjb9OmTXn44Yfp379/OrdUySj69u1L6dKlmTFjhjvN3/jt6hfOCZlJkybx6quvhnytbP9WJpgDu7dgubzEAUdsOY9lCE8AZgMvO/L2Bn62j+8Etjp0RYBzQCX7/DDQyKGfBgywj98CPnboWgK7w2izLiZVcctjjz0mgPTr18+9GOXXX3+V4sWLy9SpUwMubomIiAi6oMVfmffeey/kMkpwHnzwQQHk66+/dqc5P1cX5cqVc6cNHjxYLl686FFPWvqMaxGciopKxsmNN94oIiJVq1b10aWGK1/lypXTacRRMhrXZ3bllVe604oUKeLz2X/55ZcycuTITO+fGSxBF5OGa6gXxvInd8lc4E2gOHA3sBeoYus24xv1pZd9/BaeUV9GAt9hLfxsjBX1pZr8E/XlJFAPy5VlCRr1RSUdxGX0OQeHYcOGeRh3rvRChQqFPQCNHDky9FFLCYrrmTZq1MgnDf75R16xYkWP9Lp164qIyM8//5zp/U1FRSWwXH/99SIiUqNGDR/dmjVrQhofKlSokAGjj5IRuD6zYsWKudMiIyN9PvvPPvss0/vmZZD0i/oiIudE5IhLsGbU40QkRkS+Bz4B1mJFg/kBmGyXuwh0AP6HZYQ3w4r04mIA1sLPw8A84EkR2W6X/Qt4AfgWa2HoAWBoOO1WFH/cd999jBkzhvj4eHda//79PaJ9uPD36uzgwYMsXbrUI80ZuSA5OZlt27bRokULfv7553Rsec5gz549zJo1K6wY96nFYfZ2Ufnzzz9Zv349t912W5raqCjK5SEpKYk5c+b4Xd/z22+/hVyHkrWJjo6mVq1a7nPn/1Z/ri9jxoy5LO3K0gSz4nOCoDPqKmHKAw884POrP2/evAFnBH7++Wd32m233eZOHzp0qNSsWdN9rnjiei4TJkwIOe+//vUvnzTns73hhht8Ps/Zs2dnep9SUVFJu7z77rshjQ+lS5dO+4CkXBZ69uzp8dleccUVIiKyf//+TO9nmSgZEkddUXIs/mbPgy1GmTx5sjtO65IlSzzKHDt2LP0bmMPwfiuxc+dO5s6d6/qh7UG4M+qAbkGuKNmcUGfKs/2iwVyAd7x812f7v//9LzOaky1QQ11RvAj39en06dO56qqr/NajYf1Sx/t533DDDXTu3JnPP//cJ29q/4j9Pe/JkydfWgMVRclUkpKSEBGioqKCjgEnT54My5VOubx88sknzJo1yyPN9XnGxfkN5Keghrqi+PDtt9/y8ccfu3fSSyvjx4/3mOH9v//7v2w5w75s2TImTpyYYfUH+sfrev5Hjx51pwX6EfXBBx8gIhpGUVFyIK+++ipjxoyhZs2aXH/99bzwwgsBNzXLmzevGuxZkPj4eP7zn//4pIsIixcvZtWqVZnQqmxCML+YnCCoj7pKOok3/vTeaYUKFfI4f+SRR9zlt27dKq+99pqcOnUqBM++zMPV9tWrV/voEhMT5ZlnnvEImxhuvffdd5/f9CeffFJERBo1auROq1KliiQnJ3vkc8mCBQukfv36md5PVFRUMl4GDhwo58+flxEjRvjVN2/ePA2jnXIpJCYmyt9//y0iIidPnpSmTZvK2LFjRUTk008/zfQ+k4Ul/cIzZkdBDXWVdBIRkaNHj0qXLl38hvtLSkoKqZ6UlBQREcmfP78A0rlz5zQOi5cHV7tnzZrlo5s4caLH80lLvffcc4/f9Mcff9zj3CW1atWSxMREv882X758md5PVFRUMl46deokgwYNCppHuby0adNGAJk7d668/PLL7s9h9OjRmd5fsriooZ4FPgSVHCBvvPFGUH3x4sVDqmfRokUi4mmAdujQwT1TnNVwtXHatGk+ujfffNOt99f+U6dOyYwZMyQuLi5gva1bt/ab3rt3b49zp7h+5KioqKgEEuXy4nruDRs2zPTPPpuJRn1RlPRgwIABQfUxMTEh1TN48GDOnTvnkfbll1/yyy+/+M1/+PBhn5XymYE/X3Ln4s0SJUrQu3dvnnnmGbcveYcOHejWrRtPPPFEwHqdceydBFvUmxWeh6IoWZ9A40t2xbKHszZr167N7CbkKNRQV5TLzKpVq7j66qt90r2Nd7A27ClbtixNmjS5HE0Lij9D3bl4MzY2lsmTJ/PBBx8wdepUwFqICjBz5syA9f7yyy+cOnWKQ4cO0bdvX3f6tGnTWL58eTq1XlGU3EZERAQRERE+IWDBGltnz54dsKyI8NtvvxEbG5vm658+fZp27doxb968NNfhZNSoUVSoUIFdu3alS32BOHbsGBcuXOD48eNMmzbNY+FucnIy69at082lLifBpttzgqCuLyrZRGbPnu3zKvH555936zML1/XHjRvnoxs1apTfexk4cKBHWX/t9y5Trly5TP8MVFRUcqYkJia61wc5x5+lS5f6HfemTZsmgFSrVi3NY+dzzz3nvk564KrLe11PehIdHS2AXH311VKnTh0BpE+fPm59v379BJBHH31U1qxZIz/88INP+1TCFnV9UZTsQJcuXQDL5ePvv/8mKSmJ9957L5Nb9Q+uGfUzZ86wcOHCoHHi07LxSHR09CW1T1EUJRD58+enZcuWPumLFi3ipptu4sMPP/RInzNnDgDbt29P8zVPnDiRpnIiEtSVMiEhIa1NSpUxY8YAVljcjRs3Ani8eRg+fDgAn376KY0aNaJNmzbs3r07w9qjqOuLomQpYmNjuf/++6latSpPPfVUZjfHA9erzlatWtG6dWuGDRsWMG55aj7kQ4cOTff2KYqiBMPliudk+PDh/PXXXzz99NMe6antyRATE8NPP/0UdFIirfs69OnThxIlSvDjjz8iIqxatcrD6E9KSiIlJYWFCxd67DOxZMmSNO3/Ibbfe0JCAm+//baPPrXxPKNdcXI9wabbc4Kgri8q2UiKFi0aUDdjxgxp0qSJREdHB3xtmZKSIqtXr5bY2NggLzctzpw5I9HR0fLss8/Kxo0bA+ZzXX/UqFGydu1a93nlypVl3LhxAdvrHa5y7Nix7lfPmf2cVbKuvPrqq9KiRQu/upIlS2Z6+1Syt3iPa05JTEx06++//36fMk5q1qwpYIUe9Gbbtm2yYMECeeSRR4LW4SQ2NlYaN27sERe+UaNGsmDBAgGkSJEi7vTmzZvLjBkzBKz/GSIip0+f9nsfqbF27VopU6aMTJ06VWJjYwM+t8OHD4uISN68eX1033//vY7rlyYanjELfAgqKukmN9xwg/z+++8iInLgwAF55513JCYmRkREZs6cKYDUqFHDZ0BeunSpVK9eXZYuXSoxMTE+9To5dOiQe7B36UeOHCklSpRwn5cvX14mTJgQsJ3r1q3zSVu8eLEO6CoB5dprrxURkbvvvttH9+KLL7qNIxWVtMrs2bMD6rp37+4eAzt37uxO94ezXCDdv/71L5888fHxUq9ePXnllVc8yvjbuKl+/fry9NNP+6Q3a9ZMunXr5lH33r173efe4XBTUlLk66+/lp07d/q0tWrVqu5yq1evTtMzffXVV2XRokWZ/tlmY1FDPQt8CCoq6S7OAbZjx44iInLPPfe400REduzY4d5RNLX6XKxcudKdNmnSJPfxW2+95ZH/mmuukcmTJwesz9+g/8EHH4TUFpXcKRUrVhQRkR49erjTxo0bJ82aNZOTJ0+6F7epqGSUGGPk8OHDHobw559/Lt27d5dz5865x0lnmWXLlrnTo6Ki/NbrYvz48T5pIiLt27f3KfOvf/3LI6CASxo1aiQ9e/b0qOfgwYPuc9fEjQvXrLz3NUVEbrjhhkx/5iq6mFRRciQ7duxwH3///feAr09k1apVady4MRs2bAipzoSEBJo1a+Y+7927t/s4OTnZY/FosMWkAI0bN/ZJS0xM5NixYyG1Rcl9uPx9R4wYQdOmTZk6dSpPPPEEK1asoGTJkmn2+U0rHTt2ZOvWrZf1mkrmIiJcc801XLx40Z32wAMPMH36dEaPHu23jNP3vUaNGkHrv3DhgvvYdY3jx4/z1Vdf+eRNSkry2+f9pTvPvUMnrlmzxqeOpUuXMn36dP7++++g7VUyn7ANdWPMeGPMYWNMrDHmL2PMPXZ6L2NMkjEmziEVHeUaGmM2GmPOGWOWG2MqOXSFjDEzjDFnjTH7jTFdvK7Zyxhz0L7mZGNMgUu5aUXJacTHx/P444+zatUqv/q6deuGVI/L4PeH9z+H48ePs2fPnrDauXjxYnr27BlWGSX34DIwypQpw8qVK+nRo4eH/nIb6vXr16d69ep+dSdOnNCNt3Iw/mKfuyJTee95EUpM8W+//ZYNGzbwzDPPuNNuv/12AA4ePOi3jPfkiIt169YxceJEj7Rghnr+/Pl96mjZsqXP90vJmqRlRn0UUFlEIoHewAxjTAlb95OIRDhkP4AxpiDwJTAGKAmsBqY76hxsp5cDOgMfG2Oq2mVr29e8D6gAVAZeS0O7FSVHM2HChEuarX7nnXfo0KFDQH1ycrKPoTRw4MCwrrFw4UIWLlyYpvYpOZ/UDJ4KFSqEVE/btm3TFCI03PZc7h8OSuby0UcfYYyhSJEiHumuN4XB+kvbtm19JkxWrFjB8ePHA/ajQDPq/siT5x9zzhXeF6zwkuvWrXPrXnrpJQ4cOBBSnUoW4RL9vxsAF4AaQC9gYYB8dwJbHedFgHNAJfv8MNDIoZ8GDLCP3wI+duhaArvDaKOPj/rcuXMvi99RmTJlMtvvSSUXS3r7gl977bWZfk8qOU+ckVyKFy/u40Pr5MiRI9K2bVuP8g0bNvSp8+67705z/3/zzTfdx2+88YaIiNSqVcsn3/Hjx0VEPPKr5G6pXLlymspt2rTJb/q1114rAwYMSLX80KFDfdYQtWrVKt3/B6hkmKT/YlJgLHDevsDXdlov4CxwEogC/uPI/zzwmVcdfwGtgRJ2PYUduheAufbxN8CTDt2Vdv5CAdpWEMs4d0k574fiL+JFKFKgQIGAunbt2vmkVahQQbp37+6T3qpVq8zuFCq5QHSQVrkUcS7oDEUKFSokr776qvv8yiuvDKnczp073ccRERFBDXUXzvJDhw6V6dOneyziu+uuu0Lq/9OnT/c494505Nph99ChQz5ljx496m7PnDlz5JVXXpHGjRtn1hjQ3gAAIABJREFU+uemkv0k0HftUif79H9AtpH0X0wqIk8CEUArYLmdvByoDZQCHgYGGGPa27oIINarmlg7PQJIFpFzfnT+ysY60v3xCnDGIT7OX6H4k/njm2++CagrUKAA99xzj0dat27dKFGihPv8hx9+4LbbbmPChAl07do1TW1QFEW5HEydOtXnFX8wypQp4+FPu2HDBiZMmBCwbn84X9+HSnJyMt26dePGG290p4Uyxs+dO5du3boxePBgd5q3m8FNN90EwDXXXONT3nmNTp06MWzYML++wIqSGtOnT/ebfuTIkUuqV9dQ5AzSHPVFRJJF5CfgNmPMnSKyR0T2ikiKiKwB3gdchnoc1uy2k0g7PQ7Ia4wp7Efnr2ykI90fbwHFHFLeO0Na/hkAlCtXLqDuuuuu8/gnNX/+fAYNGuSR1rp1a3766ScqVaqkvo1KhnPfffdldhOULMLatWvTVG7EiBF+02+88UafqD7eUYDKly/Po48+Sp8+fdxpR48e5cKFCx4TFfnz52fevHmUKVOG7777LqR2LV++3H3s9EV/8sknARg0aFCqdXTs2BGAJk2a+Og2bdrEpEmTaN++vY/Ohb8fA8GiICnK5eaGG27I7CYo6UB6hGfMA1znJz3FcRyFNdsOgDGmiF0mSkROA0eceqAOsMVfWVu3R0TO+2uMiFwUkViXYLnjuBk8eLDHLHc4BBqES5cuzauvvkrnzp0BqFKlCvfeey8FChQIWCZQ+h133JGmtimKN8HeACm5iwYNGqSpnL9xKiIigqioKCIjPedeHnroIb/577rrLvdx6dKlKViwIHnz5mXEiBH079+fihUr8sADD3Do0CH+/e9/h9Su5s2bu4+dhvpHH33E2bNnPUKM+sP59tNfm2vXrs3DDz+MMSZgHf4MdZ2AUdKC7bab7uzbty9D6lUuL2EZ6saYCGNMV/tvPmPM/cCtwK/GmLuMMaXsfPWAZwDX9MgyIMIOs1gQK2rLHyLi6kUzgNeNMUWNMY2BtsBcWzcL6GiMqWeMKQa8aucPm86dOzNgwIBU873yyit+0/0N6GfPnuXo0aNERETQqVMnVqxYwfr164OWgcADeqBrXwoREYG8hBRFUQITKIazt+6rr75i8ODBfse7QGNg3759GTp0qPs8mFHsD1cEGO83R4HGuy+//JKBAwdy8eJF5s+fn2r7UqNUqVI+aYHG9ZEjR7qPP//88zRdT1GU3Em4M+oCPILl930S6A88JCJ/YfmrbzHGxAGzgREi8hlYs9xAB+B/QAzQDOjuqHcAlj/5YWAe1uLR7XbZv7AWl35rX/cAMJQ0EKpv+rBhw/y+KnYO6O3ateP777/3+KdgjKFZs2YUL17cbxkn3gN6VFQUX3zxBS1atAipjeEQHR3Nq6++mu71KoqSs/E3fj399NM+uvvuu4+CBQv6jdefUe4g27ZtY+fOndSvXz+k/O3bt2fQoEEUKFDA40dBuO2rVq0a27Zto2jRoj4657j+888/u49r165NUlISKSkptGvXLqzrKYqSuwnrPZ2IxGOFR/SnewHLoA5Udi1wUwDdeSDg6koRmQJMCaOpfglnQK5fvz7du3f3WOThLD9hwgS/MyqhXtM7/cYbb3QvhjLGuF+FzZo1i/Xr1/Pbb7+xcuXKkNvvJDIy0mOhlaIoSig4Dc+vv/6aPHnyuF1ZypYt65P/jjvuYMaMGdSqVctvHelJ4cKFue46f16X4RGuoV6hQgWqVavmV/e///2P7777jrZt23Lrrbe60ytXruy+jvqxK4oSDrnGoa5SpUoMHz485PzGGKZNm8aSJUs4dOgQkLYBNpQZde+dGvPmzeue/e/SpQtdunTxGPTTgvpOKkrupHv37qlnCoD3W0Qnw4YN49ChQ/Tq1cudZozxiWiVmYZpnjx5SElJCZon1PbddtttLFmyxL1g1R+33norhw8fpnTp0oC1iPfw4cMehn24Lj6KouRuco31tmnTJp/FT6HgNHDT01AvUKCA+3jy5Mk+1/R207lUQ1sNdUXJnYwePTrkvA888ACff/459erVA4KPGyVLlvTw9Q6EPxeRy0XevHnTzVBfsGAB+/bt4/rrrw+ar0yZMu7jQIt4O3bsyL59+4iKiuLs2bN+8yiKokD6RH3JlrzzzjuAFUs3GM5B3Hkc6irtQP8EXnzxRSpXrkz//v19ZljCWZAVKs7IC4qi5GycEX9c48usWbO45557eP755wOWe/bZZ1m8eLHbvzo9ZsPr16/PE0884bFw9HIRSvtDvcf8+fOnaqSHyty5c1m9erXGXVcUJXXSsjNpdhKsuOty5swZn93tLly4ICIia9eulTFjxgggvXv39shz/fXXu3ePOnbsmPv48OHDPvX5Y/jw4R67hDlJSUnxWyYyMtKnzN13353mXa9ctGzZMrN331JRUblE6dixY0BdrVq15KuvvhIRkUGDBsmAAQN8xpchQ4YELO/cbVNEZM2aNW5ddqRIkSKptn/jxo2Zdo+lSpXK9P6koqKS6RJ0Z9JMN6QzWghiqHtz6tQpH+O5WrVq7od58uRJ9/HBgwdTrU9E5NixY1KkSBHp0qVLSPlFREqUKOG+jou2bdsG/JCXLFkStBO4aN26dWZ3RhUVlUuUdevWBdSFwrBhw3zKlSxZUqKiovzmHzNmjMyfPz/k8Ssr4W/SwxvnuH65CXeL+G+++SbT+5+KikpoMnfu3KD6iIgI13FQQz3Xur74o0SJEkHdUJzHzk02glGqVClOnz7NzJkzQ26HP7/QIUOGeJyPGjWKypUr8+uvv9Kypd9APD5otAFFyf4kJSWF5XfujXN8cbledOnSJWBkqGeeeYZ77703zdfLTEIZ80qWLMkff/zB5s2bL0OLPHF+FlWrVk01f7gb4nXo0CHsNimKculs3brVvfsx+F+rE2rI8Eyf8c5oIYwZdX+sWrVK8uXLJyNHjpTY2Fj3L6Hdu3enqb5QaN++vQBSuHBhj3Qcv8S82bRpk/Tr18/nF9tbb73lztOuXbtM/4X5/+3deZzN9f7A8dd7jMEYg7GNIWP52UkYopTlyoTuTUplF+oiS+ra21wtTMWlVFf2pd/v0uJKquuS0uWiFDJakOjiijQzlmRmPr8/ztL3e7Y5ZzZnzPv5eHwezvfz+S6fc3zP97zn8/18Px9NmjR5p4EDB9qWS5Qo4XfdTz75xOt64ErB+PLLLw1gKlasaA4ePGhSUlJMRkZGHq5Y4aty5cohfTaFLTEx0V2/kydP5nieXLx40Stv06ZNZuvWrX7Phyt9bmvSVBzTkSNHjDGOrnVPPPGEu3s1YObNm2cAs2rVKleedn2B3Afqxhhz+fJlY4wx58+fd3/QBw8ezPX+cnL69GkzdepU8/XXX9vyx48fbwBz++23+912/vz5ZtKkSWbGjBlm06ZNtrLevXtf8ZNXkyZN3ikjI8P9unbt2ubSpUsmKSnJAKZmzZq2dX/++WdjTO4DdWOMOXjwoElPTw/hqlQ0zZkzxwAhdT0sTHXr1nX/350+fdrr/3PQoEG2ZV+B+gcffGCM+e18SEpKMmXLljWtWrWy5WvSpKnwkmdj7rJly9xlxhhz8eJFk5aW5srTQB3yFqi7/PLLL+4P2jOILgyXLl0yGzduNOfPn8/V9r4eQpswYUKeT0jPQEKTJk2hJcsF29SoUcPru3v+/Hlz/vx5c+bMGXeer/0ou+zsbLNv3z53Y0u4ufnmm93/d2fPnnW/LlGihHn66afNiRMnbP+/vgL1HTt2GGN+Ox9uvPFGc+nSJZOVlWXL16RJU+Glb775xvZdt7Seu/OCDdS1j3oIrP0JS5UqVejHj4qKomvXrkRHR+dqe2t/zTNnzmCMoXLlygG3+eSTT2yzDPqSnJxMjRo1clUnpZS9r6Kv72R0dDTR0dHExcUVZrWKPBGhWbNmYTuPxLJly7jlllt4//33bdfnw4cPM3Xq1KD62Ldt29a2nJWVRVRUFBER+vOuVGFyDfsN3s8x5uUapN/kEJQoUYKZM2cyZcoUEhMTr3R1Qma96Lt+8HP6IbjxxhvZt29fwHVSUlKYPHly3iuoVDGVlZXFxo0b6dixY45zO7gMHToUgMcff7wgq6YKUO3atfnHP/5BcnKyz8EKcro+jxs3zisv6AfUlFI5atWqFc8880xQ61pnLdZA/QqaNGlS0P9p4SYvEynt3r2bPn36eOVXqVKFuLg4RowYYcvv0aNH7iqpVDEUFxdH165d2bJli226+UAWLlzITz/9xJNPPsnIkSOZN29eAddSFSTrXVrXXZWcrs9Tpkxxv65VqxYAvXr1KoDaKVU8RUZGBt2Dwvp99fyDuV27drmugwbqxUjr1q298oIN1Fu2bMmTTz7ple+anjsyMpLSpUu781966aXcVVKpYuaNN97I1dCpIuIeUvbll19mzJgxBVA7VVhKlCjBwYMHOXDggHsot0DnRdu2balWrZp7edeuXaxevZqJEycWeF2VKi4yMzMDtoZb46pAQ3gnJCRw5MgRzp49G3IdNFAvRkaOHMnzzz/P7t273XnWE7BixYoBt2/SpAkvv/yyLc96MlpPUl8ndkpKSsh1Vupqp32JlUu9evVo1KiRezlQoO4ZCFStWpU+ffq4x8ZXSuVdVlaW30B94sSJttZ267Xc11w7iYmJVKhQIeQ66C9EMRIZGckjjzxCy5Yt3XlRUVHu15999hkzZ87k559/pm/fvjz44INe+xg5ciTjx493L7ta1MH+o1K2bFmvbSdMmJDn96DU1Ub7FCt/Av0RF+yke0qp4MXHx9uWMzMzbX/8rl271lZmHWzDOmFmfl7XNVAv5vr27cu1117LuHHjqFOnDpMmTaJ8+fK8/vrrfruvPP300+7X1kDd+ldnXFxcnmZPVOpq4+pD7EkDLuVPKC3q+SWUWbSVutplZWWRkJDgXr799tttZSkpKYwePZrt27fbtrvmmmvyrQ4hB+oiskBETohIuojsE5HbLGWTReRHEflJRFLE8ueFiLQRkT0ickFEPhKRREtZGRFZKSIZInJURPp6HHOIiPzgPOYSEYlC5Yvo6Gj27NkTUlBdpkwZ92vrj4Vr9IkBAwYAjhEJOnXqZNv2nXfeoW7dunmosVJFk7+RkbRFXfnjGag7hkV3CDZQv+GGG3JcZ8GCBbRq1YrFixfTr18/3nrrrdAqqtRVwtoqDo7rc48ePZg8ebLXiFyZmZmUL1+eF1980f2w6O7du9m8eTM1a9bMtzrlpkV9NlDbGBMLDAVWikhFEekBjASuB5oCtwH3AYhIKeAtYC4QB/wbWGHZ53Rnfg3gXuAVEWng3La585i9gGuA2sCjuai3KgDWFvWxY8eSmprK0qVL3XmePzS33XYbe/fupX379tx+++3aP1dd1Zo3b+5+ffnyZZ+jB2igrvzxDBpyE6hv2rQpx3WqV6/OZ599xn333QfkbSg5pYqye+65x7aclZWFiPDss89y991328p8XbtbtmxJ586d87VOIUdJxpivjDGXXItAaaA6MBB42Rhz2BhzAngeGOBcrxNwzhiz2BjzC/BnIMnSqj4QmG6MSTfGbAPW4QjYAfoBfzPGfGqMSQNmWPbrRURKiUisKwHlQn2PKnjWHwsRoXHjxjk+VFq2bFm2bdvG2rVrycrK4oUXXrgiE0gpVdD27t3rfp2ZmemzK4NOFqaCZW0YCTZQt47G5Y/nvnIzCpFS4SqU87lz587s2bPHvewrGE9OTgbgj3/8Y94rF4RcNWeKyMsichHYBbxvjEkFmgDWmXH24GhZx7PMGHMeOAQ0EZGKQHyw2zrL6ohIGXybAqRZ0g8hv0EVNOsPhy/BfEEefvhhLl68yCOPPGLLX7FiBfPnz89T/ZQKJ9Y/XN9//31mzZpF165dr2CNVFGSm0A9GKEG6g899FC+HVupgrZjx46g183KyuLaa6+1LXvasGEDp0+ftg3MUZByFagbY0YBMcAtwEfO7Bgg3bJaujPPV5m1PAbIMsZcCHLbdEu+L88C5S0p/zoKKS85BerBDkUkIjz//PNUqVLFnTdgwABtaVdha/jw4fz973+35VknoHF1OZg0aRKNGjVi+PDhtkA9OTmZiRMnenVvUMoXESE2NpZBgwYB8NhjjwW97apVq4iJ8feT6X0dz6nri3UEr4oVK9K/f/+g66JUYfMVbF9//fUsWrQox3V9tahHRERQqVKl/KtgDnLdQdgYk2WM+SfwOxFJBs4BsZZVYp15+Cizlp8DSohIdJDbxlryfdXrkrMLTboxJh3ICO2dqfz03HPPkZSUxOLFi4Na37Mlx1fLzgcffMDUqVPzpX5KBXL8+HGf8wtUqlSJRx99lD/84Q+2fGvreJcuXQCYOXMmBw4cIDY2VrsUqFx78803AViyZAnfffeduz95MPr168eCBQtsedddd537dagt6tbAPjMzkxYtWgRdF6UKW2ZmJhs2bKB8+fLMmjWL1atXs337doYOHepzXatwGJUrP54YiQDqAalAc2CDM78FsN/5OhV4wLWBiJR1bWOMOSsiJ53b7vCz7W9PZDnKvjPGXMyHuqsClpCQwK5du4Je37Mlx1fLTrdu3di2bVue66ZUTqpXr87UqVO95gA4deqUzwehc2qJ1If0VG65AoaIiAhq164d8vbWu5vLly+ne/fu7juYnsFITuepNZjx9+yFUuEiKyuL7t2789NPP3ldt9u3b28bWjGYFvXCFlKLuojEiEh/57+RInIn0BnYCqwERopIHRGJBx525gFsAWKcwyyWwjFqy6fGmO+d5SuBx0SknIi0A/4AuMbBeR24W0RaiUh5YJplv+oqE0yLOmjAowqeq0Xcc6bH66+/3u9oRTmdl/369QPQFkgVsry27CUnJzNkyBDmzJnDwIEDqVy5srvMs69tToG3tS45TbGuVH45cuQIY8aMCXk7V7Dt67q9bt0625wxnt+zcGhRD7XriwGG4XhA8wwwFehnjNlnjHkX+CuOB0wP4GhZXwKO7ihAbxzB+8/AjThGenF5HMeDnyeANcAoY8zXzm33AY8A7ziPewx4GnVFTZ8+HSDfJzXKTaAeSou9UsGYM2cO69atA+zn2sqVK9mwYYO/zWjbti2tW7emd+/ePsuffvppVq9eHdSQeUpZ5TVgiIiIYMmSJbYHQb/77ju2bdtG48aNbevmFHh7Buraoq4KQ2JiIjNnzvRZNnz4cLp37+6zLNB3p3LlyrZZ2MOxRR1jzFWdcPRpN2lpaUblr5MnT+b7Pnv27Glw/EFojDHmq6++ci9b81NSUmzLnuto0pSXZPXqq6/6zHdp2bKlAUxiYqIxxpjs7Ox8/16o4st17n377beFdszPPvvMfdz169ebChUqmDVr1rjzUlNT3a+jo6Nt3xFNmgoquQwePNiWHxUVZYwxplevXu68o0ePul+/9957OZ7zrnVfe+01Y4wx3bp1M4AZO3ZswXzJjDFpaWmu48aaAHGszjajcq1atWr5vs+FCxcycOBAdx/0hg0benU9AO36ogpPTufaunXreOSRR9i8eTPgPUmNUnlx8uRJ9u7dy//8z/8U2jGtfeB79uzJTz/9RK9evdx5WVlZvPfee9SvX59//OMf2qKuClVSUpL7dYUKFdx3OV0TEtWsWZNrrrnGvU4od6Nc67755pusX7+elJSU/Khynmi0o8JKfHw8y5cvt+V17NiRf/7zn7Y8DdRVYfH1h6JVzZo1ef755wupNqq4qVatWoE0igQSFxfHvn37KFPGMV2JiNiC8aysLG699Va++eYbAPe/SuW3Jk2akJqaassbMWIEFy5coEuXLrRq1crd9/zee+8lISHBNiN0qFyBekxMDD179sx9xfORtqirsGf9gahTpw4QOFC3jr0+atSogquYCnsHDhywTV6RG3fddRcNGjRg2LBh+VQrpcJfs2bNqFevnnvZeqco1FFiPKWkpLBx40a/5dYZfVXx9pe//IURI0awc+dOd15kZCQTJ04kKSnJ9oCoiNCxY0fi4uIAePDBB2nXrh3dunUL+nhh0SfdgwbqKuxZv4hbt24FoEePHoCjNdPq4Ycftt0injt3biHUUIWjFStW0KhRo6CDCOvtVKvo6Gi++uorFi5cmJ/VU6rIadKkCXFxcTRt2tSWb21M+frrr+nbt2/A/URERNC1a1fbREnJycn07NmTP//5z3lqEVVXlwoVKvDKK6/Qpk2bkLd96aWX2L59e453Ra3CYZQXTxqoq7Bn/RGoUaMG4Hj6+8SJE3z77be2dT1HIPAM0tatW0eNGjX48MMPC7DGKhwMGDAACL61b8uWLfTs2ZOJEyd6lWm/c6UcLd0nTpzwmjHaeteqQYMGrFq1KuB+XMHQa6+95s4rU6YM69ev9zvjap8+fXJbbVWEFXYLtwbqSuWCvweV4uPjKV26tC0vMjLSa/1XXnnF/fr3v/89P/zwA506deL111/P/8qqK65y5cq2/9tgAvWIiAjKli3L+vXrmTVrVkFWT6kiq0SJEkRFRXnlN2vWjI0bN7J/v2Oewpz+sHUFQ64+8OAdkHlex8PhoT4VvO+++842+21u+TrfCoKrW63nbNPhQAN1FfaCGVEgJSWFZs2aMWXKFK/169ev73MbaxeZG264IW+VVFeMZ1Bw6tQp2633YAJ165ToSqnQde3alSZNmriX9+zZYyuvVauW+7WvVkvPvEOHDtmWQ+m+oK6sQYMGUbt2bT7//HN3XkxMDIsWLfJat1atWqSmplK9enUeffRRW9n9999Pq1atCry+4Hie6fjx4zRo0KBQjhcKDdRV2AsmUJ8wYQL79u2jcuXKNGrUyFbm72HCNm3asGTJErZs2cK//vUvW5lnH0wVvjwDcc/A3d/5k1M/WqVU7jVs2NC2/O9//9v92leg7tminpiYaFvWISCLjsuXL/vMs/4h55KZmUnjxo05fvw4M2bMcOc3bdqUBQsWFFq3w1KlSlG9evVCOVaoNFBXYS/UC/Rf/vIXhg4d6n7wtEqVKnz//fecPn3aa90hQ4bQsWNHW17v3r1tY7Cq8OHrol26dGn3bUtfhg8f7pVXsmRJli1blq91U0r9plSpUu4ZrAFbEBRMi7pVhQoViI+P5957783fSqpc8ZzJ1pP1j64uXboAcN9999GuXbsc9zVnzhyio6NZvHhxPtT06qCBugp71lFfglGpUiUWLVpEhw4d3Hm1atWiUqVKQW0fFxfHU089FdIxwXsEGpX/fP3RlpmZyaRJk/xu07dvX3bv3m1r0du5c6feSleqgI0ePZpy5cpx55132vKDaVG3evbZZwFYvnw5X3zxRdDHX7t2bdDrquB5jmvuyfp/+fbbb/Pmm28ye/ZswNGQ5jJs2DCveVMeeugh0tPTadu2bT7WuGjTWWNU2CvsW56ZmZm0bt2aCxcuEB0d7Xe9KlWq8OOPP7qXjx07pqODFLBOnTpx6tQpmjdv7h5ZwnOkH08iQsuWLQH49ddf+fHHH0lISCiU+ipVnMXFxXHmzBmv7mmhtqi7lCxZkhYtWrBq1Sr27dvHRx99xPbt2/2uf/vtt3vltWzZkscff5w77rjDll+rVi2OHj2aYx2KozvuuIO333476PWtgXpsbCy9e/d2Lz/44IPExMTQsWNHv7PtajcnO21RV2HP1+2yguS6yFhHJHCJj49n1qxZzJgxgz179tim2lb5r1OnTtx2223u5YiICL744gtWrlzpzktISAh6CMaSJUtqkK5UISpZsqRXA0awLeoPPfQQjRs3ZuDAgbb8fv368eyzz+bqrtju3bvp1auXe7lFixasWbPG9pySNrjYvfrqq1558+bNo0OHDtx3331eZb76qLtERkYybNgwv0G68qaBugp7DzzwAPPnz+fLL78slOPVrVvXb9mGDRuYOHEijz76KNWrV7cN/Zif9IcCnnnmGTZv3mwbajErK8v92Wzbto2uXbvy7rvv+vyjKhirV6+mVKlSIbUWKaXyxhqojxgxAsD2IKHLnDlzSE1NpWzZsj73E2qgfv/993vlTZs2jbvuuouaNWuya9cunnrqKcaPHx/Sfq92VatWpUWLFra8MWPGsHXrVvcsoFbhOLtnUaaBugp7kZGRjBo1qsBHYtmyZQtjx4712985JSXF3YXCJVDXmLwwxjB27Ng87aOoB5/GGESEcuXKufOsPwDt27dn48aNNG3alDvuuIMbbriBP/3pTyEdo0+fPpw/f97WwqaUKljWrg0vv/wyZ8+e5ZZbbgl5P55BYp06dbweON2xYwcvvvgi2dnZLFiwwGsf1mtKUlIS06ZNK7DrelHUvXt34LcJ5Dz5upupgXr+0kBdKaeOHTsyd+5cnxfpFi1aMGHCBK/8Dh06cOeddzJ58uR8r8/vfve7PG3frFmzfKpJ/vv4449zXMfXxd5fP9aoqCj+9a9/8dxzz4VcF+0PqVTheOaZZ2jYsKFt9l8RoUKFCrna35w5c7j++uvdyxUrVvQaB7tt27aMHj3a711KX9cZz5Z6z6Emw9GWLVt85vvqmuLSunVrqlWr5rf8/fffZ82aNQB07tzZ5zrW8fFd9EHQ/BVSoC4ipURkiYj8ICJpIrJFRJo7y4aISKaInLOkWpZt24jIHhG5ICIfiUiipayMiKwUkQwROSoifT2OO8R5zHTn8QtnqiqlnPy1EERERPDGG2+4RyXIT6Hc1m3Tpo1XXrD9tgtTw4YNWb16NTfddFOO61r7OTZv3hyA/v37F1jdlFIFa8qUKXz11VdUqVIlX/ZXo0YNr/HZXS2/1gA+EF/Xds9rZzANC1eav7sAQ4cOdb8+fPgwly5dYv/+/WRnZ7Nr1y7bPCN169Zl586dgOOh2+TkZHe3o9atW7Nz505OnDhh2//999/PiBEjeOuttzhw4AAzZ87kiSeeyO+3V6yF2qIeCRwG2gFxwDrAOv7RP43K2Ig9AAARTklEQVQxMZZ0FBwBPvAWMNe53b+BFZbtpjvzawD3Aq+ISAPnts2B2UAv4BqgNmCfvkqpAhbMiASA7SHHvPJsqfDXYjJv3jz++te/2vIGDx6cq0DdOopNQXjsscfo06dPUOtaf0A/+eQTtmzZwgMPPFBQVVNKFXGZmZnUr1+fM2fOeE1iF2gbT9Zr5/DhwylVqlS+1bGgWBt2Hn74YQCmTp1qazGvU6cOUVFRNGnSBBFBRFi6dCmDBg1ix44dHDp0iDZt2pCRkcGuXbu8jtGmTRvi4+O9jvvKK69wxx130KhRIyZNmqRdh/JZSIG6Mea8MWaGMeYHY0wW8BJQR0RyGqC6E3DOGLPYGPML8GcgydKqPhCYboxJN8Zsw/EHgKujWT/gb8aYT40xacAMwHdnKdyt/rGuBJTzt65SwQo2ULe2+LZu3TpPx2zatClz584FYMGCBXTs2JFjx46xbds223pjxoyhRo0atrwlS5bk2KVj/vz5tovu22+/TeXKlcnIyODQoUP079+fd999N0/vwVMofRc9h/jq2LFjyGPqK6WKD9d1Oi4uLugubbGxsV551kB9wYIFYdc9ztfdVmvezJkzOXLkCE899RT169dn/vz5/O1vf/O5r4SEBJYtW2brrhITExN277k4y+uvXnvgv8aYM87lG0XkjIikisgIy3pNgH2uBWPMeeAQ0EREKgLx1nJgD9DU17bOsjoi4m+YhylAmiX9kKt3ppRFbh6OGTRoEK+//jqHDx8OehtXP0DXbG5jx47FGOMeraBmzZq0b9+eW2+91bZd1apVbUNFikiOLeqZmZm2i7vrgcqYmBjq1q3LypUrbV1q9u7dy/r164N+L/6O6bJr1y7bsGuPPmq/Uda3r60HnFJKBRRKd8GFCxcyePBg7rrrLq8ya9ecYK6l+SU3z9h069aNjz/+2Ou9JyYmuvvljxo1irvvvjtf6qgKX64DdREpD/wVmObM+ghoDlQB7gMeFxHXjAIxQLrHLtKd+TFAljHmgo8yX9umW/J9eRYob0k6XaTKtZEjRwKE1AfddduvW7du9O3blzp16jB79mwaNGjAlClTAm67Zs0aXnrpJVavXh1wPV8/HPPnz89xHavMzEz3GOWetzN97SM7O5uePXtijOGFF16ga9euIU/pXbFiRffrpKQkHn/8cffytGnTSE1N5ZdffuHYsWO0atUqpH0rpYqnlStXUrt2bVasWJHzyk7Dhg1j6dKlPluO+/bty8CBA3nttdeA/HvgfPHixQHLrbNpB1KvXj336w8++ICbbrrJNjO2toZfZYwxISegNPAh8EKAdSYDy52vxwOrPcr3Ad2BioABoi1lj+Do7gLwd2CUpaySc/0yQdY1FjBpaWlGqVBlZ2ebkydPhrRNWlqaOXjwoM+y48ePG8C0b9/eOM9jWwpWr169vLbJzs42s2fPNps3bzbGGJOenu7zGK6UkpJizp07Z1588UVz9OhRv+/Ftf6nn37qVT5y5Eif+3733XdNdHS0e3nlypVm9OjRJisry+/+L1++HPT7V0qpwpKVleW+Tq1Zs8YMGzYs4LUVMC1btvR5fX/hhRf8brN161avvFtuucXs2rXLljdw4ECzZMkSs3XrVls9jx8/bk6dOnUlPiKVC5bfv1gTII4N+X6OiEQC/wccBwINWpxteZ0KuJ8CE5GyQD0g1RhzVkRO4miN3+FcpQWw37Jtc8u+WgDfGWMuhlp3pUIlIgGHr/IlNjbWZ79HgOrVq5ORkUF0dDTx8fG5fnjTV2u5iNgm6gimRb1s2bKMHj3a7zrWlhlf/fR9tdx8+OGHdOrUyXb8/v37+xyxJTY2lt27dxMZGRmWo9QopZT12ZiEhAReffVVHnjgAb8jy2zatIm9e/fy+eefe5VFRfkftM6z+0pUVBTLly/3uuOZlZXFkCFDvLavXr16oLehiqjcdH15DSgDDDHG0WQNICK3ikgV5+tWwFjA1aF1CxDjHGaxFI5RWz41xnzvLF8JPCYi5USkHfAHwPXkw+vA3SLSytndZppzfaWKpJiYGCIiIvjss8+YN2+eOz+U/onBBLU5rRPM2MU5Beq+jtGpUyevbQNp2bKle/hFpZQKZ5mZmURGRgYcK7xLly62oLtz5858+OGHgGNELn8895mRkeEO0q1jueuEQsVLqOOoJwJDgJuBs5bx0m8CbgH2i8g54H+BWcaY1QDGmEtAb+Bh4GfgRhwjvbg8juPBzxPAGhxdXb52brsPR1eYd3A8GHoMeDpX71apMHLNNdcwZswYBg8eTFJSEuPGjQt6W88ZUn0JFCj369ePYcOGhbSPYAJ160Qm2kKulLra+LoOpqSkeD3gb712bt682d2AUa5cOZ+TB02cONFrUiZr6/vmzZsD1kFdvUL6JXW2gPue3gu24gio/W27C7jWT9lFwO9MJsaYpcDSYOupVFGydOnSkLd56KGHyMzMJDk52e86gYYyXLVqVVDHCaXry5dffknjxo19limlVFEWERFBdnY2LVq08CrLzMxkyZIlTJs2jREjHAPeBWqo8HVtdN3hTExM5Pvvv/eaDTUhIcF2PFV8aJOXUkVQVFQUU6dOLfDjWIP9nCYGadq0qd8ypZQqytLS0rhw4QJxcXFeZc2aNSM+Pp5Fixa58wI1VMybN48OHTowadIkEhISeOuttxg7dizg6N8+e/Zs/vQn/48Ael5r1dVNf0mVKgZuu+02OnTowOTJk0lJScnVPoJ9mNSlbt26/PCDTmOglCr6YmJiiImxjwq9e/duPv/8c/cwt1aBGioaN27Mjz/+6G4IGTDgtzkc69Wr5zXUrsuuXbtYu3ZtoTTSqPAhludBr0rO2UnT0tLS/I7EodTVKikpiW+++YaTJ08SHR3NyZMn/Y6Z7o+r3+SGDRvo3r27rez48eMkJiZyzz33sHKl/Rnvo0ePMm7cOMaPH8/NN9+ctzeilFJFyH/+8x9q1qxJhQoVOHv27JWujgpD6enplC9fHqC8McZzriE3DdSVuoplZ2eTmZkZcEiwnLgC9Xfeecdny9Gvv/5KyZIlvR6EUkqp4uzkyZPExsa6J8FTyirYQF27vih1FYuIiMhTkG7l7wGm/Nq/UkpdTUK9e6mUL7kZR10pVQzpkGBKKaVU4dJAXSkVlHr16l3pKiillFLFinZ9UUoFtHPnTr7//nuuu+66K10VpZRSqljRh0mVUkoppZQqRME+TKpdX5RSSimllApDGqgrpZRSSikVhjRQV0oppZRSKgwVm4dJ09P9dv9RSimllFKq0AQblxaHh0lrAD9c6XoopZRSSinloaYx5j/+CotDoC5AApBxpetSRJXD8YdOTfQzVOFLz1NVFOh5qooCPU8LTznguAkQjF/1XV+cb97vXyoqMMffOQBkBBo+SKkrSc9TVRToeaqKAj1PC1WOn68+TKqUUkoppVQY0kBdKaWUUkqpMKSBusrJJWC681+lwpWep6oo0PNUFQV6noaRq/5hUqWUUkoppYoibVFXSimllFIqDGmgrpRSSimlVBjSQF0ppZRSSqkwpIG6UkoppZRSYUgDdaWUUkoppcKQBur5SERKicgSEflBRNJEZIuINLeUTxaRH0XkJxFJEef0XyLSUETWi8hpZ/lKEalo2a6MMy9DRI6KSN8c6tFGRPaIyAUR+UhEEi1lS0Xkkoicc6b9ud2XZZ3aInJRRF51Lk+17P+SiFy2LLvW6S4iB0XkvIj83fp+LZ/VMed7/kJEKgSoo8/PNdj6q/AgItNFJFVEskXkXkv+EOc5kCEih0VkRA77CXT+h/RdUsqXAOdqKRFZ5LwenRaRFSJSNsB+9FxVBUZEqojIu87z62sR+Z2lzO/vpo/96Hl6BWmgnr8igcNAOyAOWAesBRCRHsBI4HqgKXAbcJ9zu/LAaqAeUBuIAp637He6c381gHuBV0Skga8KiEgp4C1grnObfwMrPFZ7whgT40xN/b2ZIPcFMAfY7Vowxjzj2j/wBLDKcrwRIlIVeB0YA1QFMpzHcB13DNAd6ADEAgOAX/zU0e/nGkL9VXj4FhgH7PTILwWMACoCvwemi8jNvnYQxP950N8lpQLwd66OAZoDDYE6QDVgsq8d6LmqCsF84DhQGZgErBGRijnEIzZ6noYBY4ymAko4Au5soBLwv8AkS9lQYLOf7W4B9lmWTwDXW5aXA4/72TYZOGBZLgtcABKdy0uByUHWP+C+LOusBZ4EXvWxj8nAUo+8PwLvWZbrARdxBGQlnO+3fpB19Pu5BlN/TeGXgC3AvQHKVwGP+CnL6fwP+rukSVNOyfNcBV4EpluWRwFv+tlWz1VNBZaAGBwTFlW35H0MDAoxHtHz9AonbVEvWO2B/xpjzgBNgH2Wsj04/pL15QZgP4CzS0h8CNvajmOMOQ8ccua7TBCRMyKyzV/LZDD7EpEo4DngTwH2Ecx+DwGZQF2gJlAG6CMi/3XernN3dRCRDiLys799Yf9sgvksVBEiIiWAtji/H868vSLSz7no9/88F98lpUK1DLjZ2eWgAnAnsNFVqOeqKkT1gTRjzAlLnuscChiP6HkaXiKvdAWuViJSHvgrMM2ZFQOkW1ZJd+Z5bncdMBa42bJdljHmQk7b+jmO5/pzgfHAeaAP8I6INDPGHMvFvh4GNhhjDgbo3uavjj/62W9FHF2BXN2A6gL/FJGvjTEfGmM+ASp47Mvf55pT/VXR8xTwH+ADV4Yx5lpLeaD/81C/S0qF6hDwM/BfwACbgIWuQj1XVSHyd35V8FFmO7f0PA0v2qJeAESkNI7uIO8aYxY7s8/h6G/tEuvMs25XB3gHGGaM2W/ZroSIRPvaVkT2y28PatbycRzb+saYz40xZ40xvxpjVgHbcXS1CWlfIlIDx+2yp4P/ZNwC1fGic3m6Meai83NYAfQIcl/WzzXgZ6GKFuedld7AXcZ5j9WHQP/nAb9LSuWDl3E0gpTH0ehwGsczPL7ouaoKUk7nV8B4JIT96HlawDRQz2ciEgn8H44HOKxdQlJxPGTk0gL77ft4HLdIZxhj1rryjTFngZP+tjXGNDW/Pah51PM4zhEH6jnzfcm2HCuUfbUBrgG+FZGTzvc6SETeD/Dx+PwsRKQuvz2I+w3wq8f6gZrrA32uoX4WKkyJyD047k4lG2NOB1jV7/95Tt8lpfLBtcASY0yGMSYdWAx08bOunquqIH0LlHfGFi6ucyhgPOJBz9Mr7Up3kr/aErAEx235kh75PYEjOEYCiAe+BIY6y8rj6Nfl7wHR54D1QDkcI8r8DDT0s24p4BgwxPn6WeBjS/mdOB4GiQTuwXGbqnao+3Iux1vS8zj6Z1by2Ievh0mrAmdxPKQSjaPFfLmlfBWwwHmMhjj+6Onsp46BPteAn4Wm8EpASaA0jgeeBjpfRwDdgFPAtUHsI6fzP+jvkiZN/lKAc3WZM0U7r7Mrgf/zsw89VzUVaALW4OiCWwb4A/ATjjs9fn83fexDz9Mr/f94pStwNSUgEUe/xIv8dlvoHHCTs3wKjluhZ4EUQJz5g53bWbc5Z9lvGWfwes75hemXQz3aAHud9fgY+ygtnwBpzi/TDuB3ud2Xx3pPEuSoL878Hjj6c17AMYxlRUtZBeBNHMM2HgFGWspusn42gT7XUOqv6conHCMSGY/UCfgQuOzx/XjVst1+oH8w/+ehfpc0afKVApyrVYE3nNejM8DfgQTLdnquaiq0BFQBNjh/Z78BulrKAv1u6nkaRskVKCqllFJKKaXCiPZRV0oppZRSKgxpoK6UUkoppVQY0kBdKaWUUkqpMKSBulJKKaWUUmFIA3WllFJKKaXCkAbqSimllFJKhSEN1JVSSimllApDGqgrpZRSSikVhjRQV0oppZRSKgxpoK6UUkoppVQY0kBdKaWUUkqpMPT/lYN8Xv56VeoAAAAASUVORK5CYII=\n", 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" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -856,7 +932,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -892,7 +968,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.1" + "version": "3.7.6" } }, "nbformat": 4,