From fdf249c652a7757cdb8337cb0cdbeb8fb63deea3 Mon Sep 17 00:00:00 2001 From: "K. Shankari" Date: Sat, 16 Jul 2022 09:58:41 -0700 Subject: [PATCH] Add tentative support for the "air" mode Not merging this to main yet because air then dwarfs everything else in terms of emissions. We already show this as "other" on the pie chart, but we ignore other trips for emission calulations, making them look lower than they actually are. This change reintroduces them, but then all other emissions are dwarfed in the timeline. Need to think about how best to represent this. --- .../auxiliary_files/energy_intensity.csv | 1 + viz_scripts/auxiliary_files/mode_labels.csv | 1 + .../generic_metrics_ebike_project.ipynb | 3282 ++++++++++++++++- viz_scripts/mapping_dictionaries.ipynb | 27 +- viz_scripts/plots.py | 4 + viz_scripts/timeseries_analysis.ipynb | 1454 +++++++- 6 files changed, 4666 insertions(+), 103 deletions(-) diff --git a/viz_scripts/auxiliary_files/energy_intensity.csv b/viz_scripts/auxiliary_files/energy_intensity.csv index ea11072d..3429c433 100644 --- a/viz_scripts/auxiliary_files/energy_intensity.csv +++ b/viz_scripts/auxiliary_files/energy_intensity.csv @@ -1,6 +1,7 @@ mode,fuel,(kWH)/trip,EI(kWH/PMT),energy_intensity_factor,energy_intensity_units,CO2_factor,CO2_factor_units "Car, drove alone",gasoline,0,,5170,BTU/PMT,157.2,lb_CO2/MMBTU "Car, with others",gasoline,0,,2585,BTU/PMT,157.2,lb_CO2/MMBTU +"Car, drove alone",jet_fuel,0,,2243,BTU/PMT,159.25,lb_CO2/MMBTU Taxi/Uber/Lyft,gasoline,0,,7214,BTU/PMT,157.2,lb_CO2/MMBTU Bus,diesel,0,,4560,BTU/PMT,161.3,lb_CO2/MMBTU Free Shuttle,diesel,0,,4560,BTU/PMT,161.3,lb_CO2/MMBTU diff --git a/viz_scripts/auxiliary_files/mode_labels.csv b/viz_scripts/auxiliary_files/mode_labels.csv index f121941b..2fa28cfc 100644 --- a/viz_scripts/auxiliary_files/mode_labels.csv +++ b/viz_scripts/auxiliary_files/mode_labels.csv @@ -2,6 +2,7 @@ drove_alone,drove_alone,"Car, drove alone" work_vehicle,work_vehicle,"Car, drove alone" bus,bus,Bus +air,air,Air train,train,Train free_shuttle,free_shuttle,Free Shuttle "train,_bus and walk","train,_bus and walk",Train diff --git a/viz_scripts/generic_metrics_ebike_project.ipynb b/viz_scripts/generic_metrics_ebike_project.ipynb index f5a4a321..2f5c955d 100644 --- a/viz_scripts/generic_metrics_ebike_project.ipynb +++ b/viz_scripts/generic_metrics_ebike_project.ipynb @@ -20,19 +20,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "narrative-hunter", "metadata": {}, "outputs": [], "source": [ - "year = 2020\n", - "month = 11\n", - "program = \"prepilot\"" + "year = 2021\n", + "month = 10\n", + "program = \"vail\"" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "activated-portugal", "metadata": {}, "outputs": [], @@ -50,10 +50,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "shared-september", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Connecting to database URL db\n" + ] + } + ], "source": [ "import scaffolding \n", "from plots import *" @@ -61,10 +69,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "minor-journal", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "no stored variable or alias dic_ei\n" + ] + } + ], "source": [ "# Loading mapping dictionaries from mapping_dictionaries notebook\n", "%store -r dic_ei\n", @@ -78,7 +94,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "adjacent-transformation", "metadata": {}, "outputs": [], @@ -88,60 +104,1197 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "instant-candy", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[UUID('576e37c7-ab7e-4c03-add7-02486bc3f42e'),\n", + " UUID('8b563348-52b3-4e3e-b046-a0aaf4fcea15'),\n", + " UUID('5079bb93-c9cf-46d7-a643-dfc86bb05605'),\n", + " UUID('feabfccd-dd6c-4e8e-8517-9d7177042483'),\n", + " UUID('113aef67-400e-4e21-a29f-d04e50fc42ea'),\n", + " UUID('c8b9fe22-86f8-449a-b64f-c18a8d20eefc'),\n", + " UUID('e7b24d99-324d-4d6d-b247-9edc87d3c848'),\n", + " UUID('1044195f-af9e-43d4-9407-60594e5e9938'),\n", + " UUID('898b1a5e-cdd4-4a0c-90e4-942fa298e456'),\n", + " UUID('1d292b85-c549-409a-a10d-746e957582a0'),\n", + " UUID('cb3222a7-1e72-4a92-8b7b-2c4795402497'),\n", + " UUID('efdbea3b-eef6-48fc-9558-7585f4ad6f24'),\n", + " UUID('960835ac-9d8a-421d-8b8a-bf816f8a4b92'),\n", + " UUID('bd9cffc8-dbf1-402d-a479-f9f148ec9e60'),\n", + " UUID('fc8f71a3-8c82-458d-bf97-18c3ee11a0f3'),\n", + " UUID('f446bf31-02ff-4bd9-9ea1-c98f7d2f7af0'),\n", + " UUID('8b1f3ba4-3de9-45be-a79d-e6a81716ad04'),\n", + " UUID('9606d610-4d24-4960-a77d-9211c5b587ec'),\n", + " UUID('15eb78dd-6e10-4966-ba61-12589c29dc41'),\n", + " UUID('7626d2a0-8f3c-4244-aa97-3ad0f16d5df7')]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loaded all confirmed trips of length 438\n" + ] + }, + { + "data": { + "text/html": [ + "
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5 rows × 41 columns

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" + ], + "text/plain": [ + " source end_ts \\\n", + "0 DwellSegmentationTimeFilter 1.633091e+09 \n", + "1 DwellSegmentationDistFilter 1.633098e+09 \n", + "2 DwellSegmentationDistFilter 1.633098e+09 \n", + "3 DwellSegmentationTimeFilter 1.633093e+09 \n", + "4 DwellSegmentationTimeFilter 1.633094e+09 \n", + "\n", + " end_fmt_time \\\n", + "0 2021-10-01T06:26:45.499000-06:00 \n", + "1 2021-10-01T08:24:16.731575-06:00 \n", + "2 2021-10-01T08:19:23.517628-06:00 \n", + "3 2021-10-01T06:55:08-06:00 \n", + "4 2021-10-01T07:10:19-06:00 \n", + "\n", + " end_loc \\\n", + "0 {'type': 'Point', 'coordinates': [-106.3570379... \n", + "1 {'type': 'Point', 'coordinates': [-106.3878128... \n", + "2 {'type': 'Point', 'coordinates': [-106.3814723... \n", + "3 {'type': 'Point', 'coordinates': [-106.3889135... \n", + "4 {'type': 'Point', 'coordinates': [-106.3734288... \n", + "\n", + " raw_trip start_ts start_fmt_time \\\n", + "0 61570e8839c5bc8e1f577676 1.633082e+09 2021-10-01T03:46:08.260386-06:00 \n", + "1 61571c9ac792ad173147ee76 1.633097e+09 2021-10-01T08:10:31.472585-06:00 \n", + "2 61571ca1b5c72ad7c08ac953 1.633097e+09 2021-10-01T07:58:43.083676-06:00 \n", + "3 61571c98da2a89e28d87c1f2 1.633091e+09 2021-10-01T06:31:16.995047-06:00 \n", + "4 61571c98da2a89e28d87c1f4 1.633093e+09 2021-10-01T06:58:30.428402-06:00 \n", + "\n", + " start_loc duration \\\n", + "0 {'type': 'Point', 'coordinates': [-106.3542572... 9637.238614 \n", + "1 {'type': 'Point', 'coordinates': [-106.3899160... 825.258990 \n", + "2 {'type': 'Point', 'coordinates': [-106.3984237... 1240.433952 \n", + "3 {'type': 'Point', 'coordinates': [-106.3570379... 1431.004953 \n", + "4 {'type': 'Point', 'coordinates': [-106.3889135... 708.571598 \n", + "\n", + " distance ... end_local_dt_minute end_local_dt_second \\\n", + "0 248.006611 ... 26 45 \n", + "1 2537.147623 ... 24 16 \n", + "2 2302.632500 ... 19 23 \n", + "3 4317.611590 ... 55 8 \n", + "4 2172.326631 ... 10 19 \n", + "\n", + " end_local_dt_weekday end_local_dt_timezone _id \\\n", + "0 4 America/Denver 61570e8939c5bc8e1f5777ce \n", + "1 4 America/Denver 61571c9bc792ad173147eea7 \n", + "2 4 America/Denver 61571ca2b5c72ad7c08ac99b \n", + "3 4 America/Denver 61571cafda2a89e28d87c25f \n", + "4 4 America/Denver 61571cafda2a89e28d87c260 \n", + "\n", + " user_id metadata_write_ts mode_confirm \\\n", + "0 bd9cffc8-dbf1-402d-a479-f9f148ec9e60 1.633095e+09 pilot_ebike \n", + "1 8b1f3ba4-3de9-45be-a79d-e6a81716ad04 1.633099e+09 pilot_ebike \n", + "2 fc8f71a3-8c82-458d-bf97-18c3ee11a0f3 1.633099e+09 pilot_ebike \n", + "3 bd9cffc8-dbf1-402d-a479-f9f148ec9e60 1.633099e+09 drove_alone \n", + "4 bd9cffc8-dbf1-402d-a479-f9f148ec9e60 1.633099e+09 drove_alone \n", + "\n", + " purpose_confirm replaced_mode \n", + "0 at_work walk \n", + "1 work drove_alone \n", + "2 work bike \n", + "3 at_work drove_alone \n", + "4 at_work drove_alone \n", + "\n", + "[5 rows x 41 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "expanded_ct = scaffolding.expand_userinputs(labeled_ct)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "entitled-assets", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['source', 'end_ts', 'end_fmt_time', 'end_loc', 'raw_trip', 'start_ts',\n", + " 'start_fmt_time', 'start_loc', 'duration', 'distance', 'start_place',\n", + " 'end_place', 'cleaned_trip', 'inferred_labels', 'inferred_trip',\n", + " 'expectation', 'confidence_threshold', 'expected_trip', 'user_input',\n", + " 'start_local_dt_year', 'start_local_dt_month', 'start_local_dt_day',\n", + " 'start_local_dt_hour', 'start_local_dt_minute', 'start_local_dt_second',\n", + " 'start_local_dt_weekday', 'start_local_dt_timezone',\n", + " 'end_local_dt_year', 'end_local_dt_month', 'end_local_dt_day',\n", + " 'end_local_dt_hour', 'end_local_dt_minute', 'end_local_dt_second',\n", + " 'end_local_dt_weekday', 'end_local_dt_timezone', '_id', 'user_id',\n", + " 'metadata_write_ts', 'mode_confirm', 'purpose_confirm',\n", + " 'replaced_mode'],\n", + " dtype='object')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "expanded_ct.columns" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "renewable-federal", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(402, 41)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "expanded_ct.shape" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "several-pendant", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(402, 41)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "expanded_ct = scaffolding.data_quality_check(expanded_ct)\n", "expanded_ct.shape" @@ -149,7 +1302,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "removed-retailer", "metadata": {}, "outputs": [], @@ -162,17 +1315,80 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "framed-uzbekistan", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "defaultdict(()>,\n", + " {'work_travel': 'Work',\n", + " 'work': 'Work',\n", + " 'home': 'Home',\n", + " 'meal': 'Meal',\n", + " 'shopping': 'Shopping',\n", + " 'personal_med': 'Personal/Medical',\n", + " 'exercise': 'Recreation/Exercise',\n", + " 'transit_transfer': 'Transit transfer',\n", + " 'pick_drop': 'Pick-up/Drop off',\n", + " 'entertainment': 'Entertainment/Social',\n", + " 'car_mechanic': 'Other',\n", + " 'school': 'School',\n", + " 'revisado_bike': 'Other',\n", + " 'placas_de carro': 'Other',\n", + " 'community_walk': 'Entertainment/Social',\n", + " 'gardening': 'Entertainment/Social',\n", + " 'visiting': 'Entertainment/Social',\n", + " 'church': 'Religious',\n", + " 'community_garden': 'Entertainment/Social',\n", + " 'community_meeting': 'Entertainment/Social',\n", + " 'visit_a friend': 'Entertainment/Social',\n", + " 'aseguranza': 'Other',\n", + " 'meeting_bike': 'Entertainment/Social',\n", + " 'gas_station': 'Other',\n", + " 'iglesia': 'Religious',\n", + " 'curso': 'School',\n", + " 'mi_hija recién aliviada': 'Entertainment/Social',\n", + " 'servicio_comunitario': 'Entertainment/Social',\n", + " 'pago_de aseguranza': 'Other',\n", + " 'grupo_comunitario': 'Entertainment/Social',\n", + " 'caminata_comunitaria': 'Entertainment/Social',\n", + " 'bank': 'Other',\n", + " 'religious': 'Religious',\n", + " 'no_travel': 'No travel',\n", + " 'work_break - short walk': 'Entertainment/Social',\n", + " 'work_- lunch break': 'Meal',\n", + " 'friend_was running errands before dropping me off after work': 'Other',\n", + " 'multiple_errands, etc.': 'Other',\n", + " 'lunch_break': 'Meal',\n", + " 'break': 'Entertainment/Social',\n", + " 'pet': 'Entertainment/Social',\n", + " 'recording_performance at park': 'Entertainment/Social',\n", + " 'not_a trip': 'not_a_trip',\n", + " 'on_the way home': 'Home',\n", + " 'other': 'Other',\n", + " nan: nan,\n", + " 'at_work': 'Other',\n", + " 'pick_drop_person': 'Other',\n", + " 'access_recreation': 'Other',\n", + " 'pick_drop_item': 'Other',\n", + " 'drop_off for service': 'Other',\n", + " 'travel': 'Other'})" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "dic_pur" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "advanced-newfoundland", "metadata": {}, "outputs": [], @@ -182,10 +1398,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "organic-pitch", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_2021_10_vail\n", + "Based on 402 confirmed trips from 5 users\n", + "of 438 total trips from 5 users (91.78%)\n" + ] + } + ], "source": [ "file_suffix = scaffolding.get_file_suffix(year, month, program)\n", "quality_text = scaffolding.get_quality_text(participant_ct_df, expanded_ct)" @@ -201,10 +1427,282 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "tracked-serbia", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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valspct
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valspct
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valspct
Car, drove alone19648.756219
No Travel11729.104478
Car, with others286.965174
Walk266.467662
Regular Bike174.228856
Bus163.980100
Pilot ebike10.248756
Bikeshare10.248756
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valspct
Car, drove alone19648.756219
No Travel11729.104478
Car, with others286.965174
Walk266.467662
Regular Bike174.228856
Bus163.980100
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valspct
Car, drove alone196.048.756219
No Travel117.029.104478
Car, with others28.06.965174
Walk26.06.467662
Regular Bike17.04.228856
Bus16.03.980100
Other2.00.497512
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Walk4914.497041
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Bus51.479290
Other20.591716
Taxi/Uber/Lyft10.295858
Free Shuttle10.295858
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Walk4914.497041
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valspct
Car, drove alone108.031.952663
Pilot ebike102.030.177515
Car, with others62.018.343195
Walk49.014.497041
Not a Trip8.02.366864
Other9.02.662722
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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Mode_confirm Total (miles) Count Average (miles)\n", + "0 Air 3246.195853 2 1623.097926\n", + "3 Car, with others 1351.842477 87 15.538419\n", + "2 Car, drove alone 796.487861 133 5.988631\n", + "7 Pilot ebike 232.170947 102 2.276186\n", + "1 Bus 159.370823 8 19.921353\n", + "10 Walk 96.436828 50 1.928737\n", + "9 Train 52.933765 3 17.644588\n", + "4 Free Shuttle 43.872578 4 10.968144\n", + "8 Taxi/Uber/Lyft 40.071947 2 20.035974\n", + "5 Not a Trip 19.796458 9 2.199606\n", + "6 Other 7.746823 2 3.873411\n" + ] + } + ], "source": [ "miles = expanded_ct.groupby('Mode_confirm').agg({'distance_miles': ['sum', 'count' , 'mean']})\n", "miles.columns = ['Total (miles)', 'Count', 'Average (miles)']\n", @@ -362,10 +3138,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "id": "patent-cliff", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "data = miles.drop((miles.query(\"Count < 3\").index)).sort_values(by=['Average (miles)'], ascending=False)\n", "x='Mode_confirm'\n", @@ -379,10 +3166,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "id": "swiss-cleanup", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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Day of the MonthTotalNumber of Trips
012626
124221
233612
348421
4510020
5615626
6718927
789612
89819
91018018
101111010
111216814
121322117
131423817
141515010
15161127
16171368
17181267
18191337
192028014
2021422
21221105
22231386
23241446
242525010
252626010
262732412
272842015
282929010
293039013
303131010
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" + ], + "text/plain": [ + " Day of the Month Total Number of Trips\n", + "0 1 26 26\n", + "1 2 42 21\n", + "2 3 36 12\n", + "3 4 84 21\n", + "4 5 100 20\n", + "5 6 156 26\n", + "6 7 189 27\n", + "7 8 96 12\n", + "8 9 81 9\n", + "9 10 180 18\n", + "10 11 110 10\n", + "11 12 168 14\n", + "12 13 221 17\n", + "13 14 238 17\n", + "14 15 150 10\n", + "15 16 112 7\n", + "16 17 136 8\n", + "17 18 126 7\n", + "18 19 133 7\n", + "19 20 280 14\n", + "20 21 42 2\n", + "21 22 110 5\n", + "22 23 138 6\n", + "23 24 144 6\n", + "24 25 250 10\n", + "25 26 260 10\n", + "26 27 324 12\n", + "27 28 420 15\n", + "28 29 290 10\n", + "29 30 390 13\n", + "30 31 310 10" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "fq_days = expanded_ct.groupby(['start_local_dt_day']).agg({'start_local_dt_day': ['sum', 'count']})\n", "fq_days = fq_days.reset_index()\n", @@ -418,10 +3473,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "working-michigan", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "data = fq_days\n", "x = 'Day of the Month'\n", @@ -443,10 +3509,99 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "id": "hollywood-optimization", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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WeekdayTotalNumber of Trips
0Mon048
1Tue5151
2Wed13869
3Thu18361
4Fri25263
5Sat28056
6Sun32454
\n", + "
" + ], + "text/plain": [ + " Weekday Total Number of Trips\n", + "0 Mon 0 48\n", + "1 Tue 51 51\n", + "2 Wed 138 69\n", + "3 Thu 183 61\n", + "4 Fri 252 63\n", + "5 Sat 280 56\n", + "6 Sun 324 54" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "fq_weekdays = expanded_ct.groupby(['start_local_dt_weekday']).agg({'start_local_dt_weekday': ['sum', 'count']})\n", "fq_weekdays = fq_weekdays.reset_index()\n", @@ -458,10 +3613,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "id": "fallen-gender", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "data = fq_weekdays\n", "x = 'Weekday'\n", @@ -472,6 +3638,14 @@ "\n", "barplot_day(data,x,y,plot_title,file_name)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "impossible-balance", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/viz_scripts/mapping_dictionaries.ipynb b/viz_scripts/mapping_dictionaries.ipynb index e7c42646..a9333bf5 100644 --- a/viz_scripts/mapping_dictionaries.ipynb +++ b/viz_scripts/mapping_dictionaries.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "available-fusion", "metadata": {}, "outputs": [], @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "obvious-chapter", "metadata": {}, "outputs": [], @@ -29,16 +29,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "younger-indication", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Stored 'df_EI' (DataFrame)\n", + "Stored 'dic_re' (dict)\n", + "Stored 'dic_pur' (dict)\n", + "Stored 'dic_fuel' (dict)\n" + ] + } + ], "source": [ "%store df_EI \n", "%store dic_re \n", "%store dic_pur \n", "%store dic_fuel " ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "disciplinary-prediction", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/viz_scripts/plots.py b/viz_scripts/plots.py index e452bda5..660ffff5 100644 --- a/viz_scripts/plots.py +++ b/viz_scripts/plots.py @@ -55,6 +55,7 @@ def pie_chart_mode(plot_title,labels,values,file_name): 'Free Shuttle', 'Taxi/Uber/Lyft', 'Car, with others', + 'Air', 'Bikeshare', 'Scooter share', 'Pilot ebike', @@ -138,6 +139,7 @@ def distancevsenergy(data,x,y,legend,plot_title,file_name): 'Free Shuttle', 'Taxi/Uber/Lyft', 'Car, with others', + 'Air', 'Bikeshare', 'Scooter share', 'Pilot ebike', @@ -241,6 +243,7 @@ def barplot_mode(data,x,y,plot_title,file_name): 'Free Shuttle', 'Taxi/Uber/Lyft', 'Car, with others', + 'Air', 'Bikeshare', 'Scooter share', 'Pilot ebike', @@ -271,6 +274,7 @@ def barplot_mode2(data,x,y,y2,plot_title,file_name): 'Free Shuttle', 'Taxi/Uber/Lyft', 'Car, with others', + 'Air', 'Bikeshare', 'Scooter share', 'Pilot ebike', diff --git a/viz_scripts/timeseries_analysis.ipynb b/viz_scripts/timeseries_analysis.ipynb index 3130a777..7cc3d915 100644 --- a/viz_scripts/timeseries_analysis.ipynb +++ b/viz_scripts/timeseries_analysis.ipynb @@ -11,29 +11,56 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "year = 2020\n", - "month = 11\n", - "program = \"prepilot\"" + "year = 2021\n", + "month = 10\n", + "program = \"vail\"" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: seaborn in /root/miniconda-4.8.3/envs/emission/lib/python3.7/site-packages (0.11.2)\n", + "Requirement already satisfied: pandas>=0.23 in /root/miniconda-4.8.3/envs/emission/lib/python3.7/site-packages (from seaborn) (1.1.0)\n", + "Requirement already satisfied: matplotlib>=2.2 in /root/miniconda-4.8.3/envs/emission/lib/python3.7/site-packages (from seaborn) (3.2.2)\n", + "Requirement already satisfied: scipy>=1.0 in /root/miniconda-4.8.3/envs/emission/lib/python3.7/site-packages (from seaborn) (1.5.2)\n", + "Requirement already satisfied: numpy>=1.15 in /root/miniconda-4.8.3/envs/emission/lib/python3.7/site-packages (from seaborn) (1.19.1)\n", + "Requirement already satisfied: python-dateutil>=2.7.3 in /root/miniconda-4.8.3/envs/emission/lib/python3.7/site-packages (from pandas>=0.23->seaborn) (2.8.1)\n", + "Requirement already satisfied: pytz>=2017.2 in /root/miniconda-4.8.3/envs/emission/lib/python3.7/site-packages (from pandas>=0.23->seaborn) (2020.1)\n", + "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /root/miniconda-4.8.3/envs/emission/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (2.4.7)\n", + "Requirement already satisfied: cycler>=0.10 in /root/miniconda-4.8.3/envs/emission/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (0.10.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /root/miniconda-4.8.3/envs/emission/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (1.3.1)\n", + "Requirement already satisfied: six>=1.5 in /root/miniconda-4.8.3/envs/emission/lib/python3.7/site-packages (from python-dateutil>=2.7.3->pandas>=0.23->seaborn) (1.15.0)\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], "source": [ "%pip install seaborn" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Connecting to database URL db\n" + ] + } + ], "source": [ "from collections import defaultdict\n", "import datetime\n", @@ -58,7 +85,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -75,7 +102,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -92,7 +119,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -102,36 +129,1132 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[UUID('576e37c7-ab7e-4c03-add7-02486bc3f42e'),\n", + " UUID('8b563348-52b3-4e3e-b046-a0aaf4fcea15'),\n", + " UUID('5079bb93-c9cf-46d7-a643-dfc86bb05605'),\n", + " UUID('feabfccd-dd6c-4e8e-8517-9d7177042483'),\n", + " UUID('113aef67-400e-4e21-a29f-d04e50fc42ea'),\n", + " UUID('c8b9fe22-86f8-449a-b64f-c18a8d20eefc'),\n", + " UUID('e7b24d99-324d-4d6d-b247-9edc87d3c848'),\n", + " UUID('1044195f-af9e-43d4-9407-60594e5e9938'),\n", + " UUID('898b1a5e-cdd4-4a0c-90e4-942fa298e456'),\n", + " UUID('1d292b85-c549-409a-a10d-746e957582a0'),\n", + " UUID('cb3222a7-1e72-4a92-8b7b-2c4795402497'),\n", + " UUID('efdbea3b-eef6-48fc-9558-7585f4ad6f24'),\n", + " UUID('960835ac-9d8a-421d-8b8a-bf816f8a4b92'),\n", + " UUID('bd9cffc8-dbf1-402d-a479-f9f148ec9e60'),\n", + " UUID('fc8f71a3-8c82-458d-bf97-18c3ee11a0f3'),\n", + " UUID('f446bf31-02ff-4bd9-9ea1-c98f7d2f7af0'),\n", + " UUID('8b1f3ba4-3de9-45be-a79d-e6a81716ad04'),\n", + " UUID('9606d610-4d24-4960-a77d-9211c5b587ec'),\n", + " UUID('15eb78dd-6e10-4966-ba61-12589c29dc41'),\n", + " UUID('7626d2a0-8f3c-4244-aa97-3ad0f16d5df7')]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loaded all confirmed trips of length 8335\n" + ] + }, + { + "data": { + "text/html": [ + "
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5 rows × 38 columns

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3DwellSegmentationTimeFilter1.604606e+092020-11-05T12:47:29.017000-07:00{'type': 'Point', 'coordinates': [-105.0827029...5fa4690763a5e0e8d90c7faa1.604605e+092020-11-05T12:42:19.793043-07:00{'type': 'Point', 'coordinates': [-105.080878,...309.223957434.038504...3America/Denver600533265e173ffb99e076281d292b85-c549-409a-a10d-746e957582a01.604610e+09NaNNaNNaNNaNNaN
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5 rows × 38 columns

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2DwellSegmentationTimeFilter1.604604e+092020-11-05T12:27:22-07:00{'type': 'Point', 'coordinates': [-105.080878,...5fa4690763a5e0e8d90c7fa81.604604e+092020-11-05T12:22:21.130739-07:00{'type': 'Point', 'coordinates': [-105.0670666...300.8692611508.223413...1d292b85-c549-409a-a10d-746e957582a01.604610e+09NaNNaNNaNNaNNaNskateboardtransit_transferbus
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5 rows × 41 columns

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" + ], + "text/plain": [ + " source end_ts \\\n", + "0 DwellSegmentationTimeFilter 1.604364e+09 \n", + "1 DwellSegmentationTimeFilter 1.604604e+09 \n", + "2 DwellSegmentationTimeFilter 1.604604e+09 \n", + "3 DwellSegmentationTimeFilter 1.604606e+09 \n", + "4 DwellSegmentationTimeFilter 1.604610e+09 \n", + "\n", + " end_fmt_time \\\n", + "0 2020-11-02T17:45:22.115000-07:00 \n", + "1 2020-11-05T12:12:12-07:00 \n", + "2 2020-11-05T12:27:22-07:00 \n", + "3 2020-11-05T12:47:29.017000-07:00 \n", + "4 2020-11-05T13:54:28.880000-07:00 \n", + "\n", + " end_loc \\\n", + "0 {'type': 'Point', 'coordinates': [-104.9409405... \n", + "1 {'type': 'Point', 'coordinates': [-105.0670666... \n", + "2 {'type': 'Point', 'coordinates': [-105.080878,... \n", + "3 {'type': 'Point', 'coordinates': [-105.0827029... \n", + "4 {'type': 'Point', 'coordinates': [-105.0824703... \n", + "\n", + " raw_trip start_ts start_fmt_time \\\n", + "0 5fa139609ae96f3a5fcdef31 1.604364e+09 2020-11-02T17:39:08.049000-07:00 \n", + "1 5fa4690763a5e0e8d90c7fa4 1.604601e+09 2020-11-05T11:30:56.952000-07:00 \n", + "2 5fa4690763a5e0e8d90c7fa8 1.604604e+09 2020-11-05T12:22:21.130739-07:00 \n", + "3 5fa4690763a5e0e8d90c7faa 1.604605e+09 2020-11-05T12:42:19.793043-07:00 \n", + "4 5fa4771a533f6ebf89c7c5e3 1.604610e+09 2020-11-05T13:52:57.667396-07:00 \n", + "\n", + " start_loc duration \\\n", + "0 {'type': 'Point', 'coordinates': [-104.9398732... 374.066000 \n", + "1 {'type': 'Point', 'coordinates': [-104.9479963... 2475.048000 \n", + "2 {'type': 'Point', 'coordinates': [-105.0670666... 300.869261 \n", + "3 {'type': 'Point', 'coordinates': [-105.080878,... 309.223957 \n", + "4 {'type': 'Point', 'coordinates': [-105.0827029... 91.212605 \n", + "\n", + " distance ... user_id metadata_write_ts \\\n", + "0 384.730231 ... 1d292b85-c549-409a-a10d-746e957582a0 1.604402e+09 \n", + "1 13765.915676 ... 1d292b85-c549-409a-a10d-746e957582a0 1.604610e+09 \n", + "2 1508.223413 ... 1d292b85-c549-409a-a10d-746e957582a0 1.604610e+09 \n", + "3 434.038504 ... 1d292b85-c549-409a-a10d-746e957582a0 1.604610e+09 \n", + "4 333.230154 ... 1d292b85-c549-409a-a10d-746e957582a0 1.604614e+09 \n", + "\n", + " inferred_labels inferred_trip expectation confidence_threshold \\\n", + "0 NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN \n", + "\n", + " expected_trip mode_confirm purpose_confirm replaced_mode \n", + "0 NaN walk meal same_mode \n", + "1 NaN train personal_med same_mode \n", + "2 NaN skateboard transit_transfer bus \n", + "3 NaN not_a_trip transit_transfer same_mode \n", + "4 NaN not_a_trip transit_transfer same_mode \n", + "\n", + "[5 rows x 41 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "expanded_ct = scaffolding.expand_userinputs(labeled_ct)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(6129, 41)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "expanded_ct = scaffolding.data_quality_check(expanded_ct)\n", "expanded_ct.shape" @@ -139,7 +1262,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -155,7 +1278,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -165,9 +1288,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_2021_10_vail\n", + "Based on 6129 confirmed trips from 19 users\n", + "of 8335 total trips from 20 users (73.53%)\n" + ] + } + ], "source": [ "file_suffix = scaffolding.get_file_suffix(year, month, program)\n", "quality_text = scaffolding.get_quality_text(participant_ct_df, expanded_ct)" @@ -175,7 +1308,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -194,9 +1327,109 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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user_idMode_confirmMode_confirm_EI(kWH)Mode_confirm_lb_CO2distance_milesdate_time
01d292b85-c549-409a-a10d-746e957582a0Walk0.0000000.0000000.2385332020-11-02
11d292b85-c549-409a-a10d-746e957582a0Train3.1579013.6821138.5348682020-11-05
21d292b85-c549-409a-a10d-746e957582a0Skate board0.0000000.0000000.9350992020-11-05
31d292b85-c549-409a-a10d-746e957582a0Not a Trip0.0000000.0000000.2691042020-11-05
41d292b85-c549-409a-a10d-746e957582a0Not a Trip0.0000000.0000000.2066032020-11-05
\n", + "
" + ], + "text/plain": [ + " user_id Mode_confirm Mode_confirm_EI(kWH) \\\n", + "0 1d292b85-c549-409a-a10d-746e957582a0 Walk 0.000000 \n", + "1 1d292b85-c549-409a-a10d-746e957582a0 Train 3.157901 \n", + "2 1d292b85-c549-409a-a10d-746e957582a0 Skate board 0.000000 \n", + "3 1d292b85-c549-409a-a10d-746e957582a0 Not a Trip 0.000000 \n", + "4 1d292b85-c549-409a-a10d-746e957582a0 Not a Trip 0.000000 \n", + "\n", + " Mode_confirm_lb_CO2 distance_miles date_time \n", + "0 0.000000 0.238533 2020-11-02 \n", + "1 3.682113 8.534868 2020-11-05 \n", + "2 0.000000 0.935099 2020-11-05 \n", + "3 0.000000 0.269104 2020-11-05 \n", + "4 0.000000 0.206603 2020-11-05 " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Get timestamp from known year/month/day aggregated to days\n", "data = expanded_ct[['user_id','start_local_dt_year','start_local_dt_month','start_local_dt_day','Mode_confirm','Mode_confirm_EI(kWH)','Mode_confirm_lb_CO2','distance_miles']].copy()\n", @@ -229,7 +1462,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": { "scrolled": true }, @@ -274,9 +1507,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Emissions per week across all users (net impact)\n", "plot_data = emissions.groupby(['date_time'], as_index=False)['Mode_confirm_lb_CO2'].agg(['sum'])\n", @@ -292,9 +1538,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Energy per week across all users (net impact)\n", "plot_data = energy.groupby(['date_time'], as_index=False)['Mode_confirm_EI(kWH)'].agg(['sum'])\n", @@ -310,9 +1569,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Emissions per mile per day across all users (travel efficiency)\n", "# Note that the energy plot will be identical to this one since scale factor is divided out\n", @@ -329,9 +1601,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Plot of active users\n", "plot_data = active_users\n", @@ -345,9 +1630,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Plot of total ebikeshare trips across all users\n", "plot_data = mode_counts[mode_counts['Mode_confirm']=='Pilot ebike']\n", @@ -362,9 +1660,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Plot of total ebikeshare mileage across all users\n", "plot_data = data[data['Mode_confirm']=='Pilot ebike']\n", @@ -379,9 +1690,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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tJwTytfYnBPEHEd5/n0u9F74AvNbdl8dx/7zOvpsdp2OB+xMuMJwY/zyREMgtY+oau48kBO4vIFwEeBehDP1o4PkxW9+uehdQMjR+HzVkZnsAZwPHxWPyGOD6eN/xhGD92YRA9yqmVhIcT3iNRxF+fx9PeM+vJLzmze2OSUSkl6lMRURkYbrYzAqEL+z3EL7MA+DuV6Qed4OZfY3wpf9iQrnkKkJm6AZCZioJ9I4DVrr7KDBiZmcRgqjPEgKwjyfzcs3sg4RMWD2PiuP6kLuXgJ+b2fcJAdb74mO+4+6/jdu6gJBBqudgQvB9JHAvQiDyMzO72d1/Ms0xqogB9gXA+e7+t3jzZcDXY8OiWwjZsDIhYK19/gGE47PK3bfGm6+Mf78Y+KK7/yE+9mRgq5kd7u5r4mM+5O7bgG1m9gtCxvpHLQ7/PHdPAnBiHPhhd98B3GRmNwKXu/tt8f4fEi46nE+4CPFZd/9NfPr5ZnYK4RyVCZnWj8eM4rfM7G0tjinte+7+q/jvseprFhXvdvdx4Eoz+wHh/fR+wvvxKDP7UzyuW+s9uYn3ufsIgJm9GPhY6jicDNxoZq9IPf797j4GXG5mI8DXktJlM7uKcNyupD1/I/wOviP+zjyR8Pv2iza3kygBx5jZP9x9PbA+3v5a4IPxwgJmdgZwipkdlmRn4/1b4v15wgWG+wG/TZ4nIrI7UWZWRGRhOj5mxwYJpYVXmtn+AGb2SDP7hZltNLPthIzaPvF5XwF+DFxkZuvM7CMx0DuMENisN7NtZraNEMTuG593IKHcN3EHjR0IrI2BbPrxB6V+vjv17100bnqUZI1Pc/fRGIBfRCiFbkmcZ/oVYIJwrABw958RSlS/Hce3BtgJ3FlnM4cAW1KBbNqBpI6Huw8TMmAzeb311GvstSH179E6PyfbPwx4e3JO43k9JI75QELX4fR8ombntZ3xpW1NAs7UPg6M/34O4VzeYWZXmtmjZ7HvqvMQ/91HaJaWaPW4tczd84SM6NMI5/nthPm19d5H021rhJBBfR3hd/EHZna/ePdhwCdS53ELIQOcfp+tTW3r54TM9KeADWb2OTNb0e6YRER6mTKzIiILWFy+5Ttm9lngsYT5hBcSvsQe5+5jZvZxYjAbv3ifCpwa5+pdBnj8exzYp8FSO+sJQVDi0CbDWgccYmbZVEB7KHDzDF7iDfHvGTVwMLMMoZR1P+Cp8fVXuPunCF/2iQ17/geoN6dwLbC3ma2MGda0dYRAI9nnHoTs910zGXMds2lesRY43d2nlHHHktqDzCyTCmgPBRrNTW40junGt5eZ7ZEKaA8lHmN3vw54Zryg8iZCEHhI/c1Mu++q8xD3UyAErAe3sc22xYsslRJlM7uGkBmvZ4Tq7H/VMkPu/mPgx2a2hDDX+VzgcUyeywuaDKXqXLj72cDZZrYv4di+g9AITURkt6BgVkRkAYvB2r8T5p4mZYTLCVnEMTN7BGFO4+Xx8U8kNJX5C6HhTh4ouvv62LTmo2b2bkKjnnsBB7v7lYQvwifFcuERwnI2jfwmPua/zOyjwD8BzyDMGW2Lu/89ln++y8xOIsyFfAGTc0IzhOz0QPx5CCjHklYITajuDzwplk9XxMceQZhDewhh3ukn6mVf4/H5IfDpOGd3GHi0u/+ScPHgIjO7kHAOziA0/1nT7uudA+cC3zWznxIaBi0llIf/Evg1Idg7ycw+RXgfPYLG5bEbgIPNbCBpLtWGU2N58yMJ84ffG+fsPg/4fmzStIOw3NRMfQ14ZzxPGwnn4euxqdIsNjv9+8zMHki4WJMF3kCYO31eg81dH8d5KKFB28mp/exHOEY/I2SKh5k8Jp8B3m9m17v7TRYatj3F3b/ZYMwPj+P5A+H3cYzZHV8RkZ6jMmMRkYXpUjMbJgSkpwMvT82rfANwmpntJMwD/UbqefsTsrc7CIHXlYRusxCaRg0QAt2t8XEHxPvOJZQn/4nw5fg7jQYWA51/J8wx3UToZPuy1FzVdr2QuDQL8APC/MufxfsOI3zpT177KCHTjJkdRphn+GDgbjMbjn9eHB87RAhEhwmB3q9pnrV6KSH4T+ZIviW+3p/F532bkMG+D3DCDF9rR7n77wjzZs8hnNNbCU2SkvP07PjzVsJFgobnldCc6SbCsdzUxjDujttfR5i3/LrUe+GlwJoYyL6O0Al5pr5IKCf/JaE78Bih+VgnNHyfRS8lnPt7CF2qn5y6oFIlzvX+OqHq4PeEJX0SWUKZ8jpCGfGxhN9nPKxb+2HChZMdhOz2cU3GvILwe7uVUHK9mdA5WkRkt6GleURERGRGLC7N4+5zWuYrIiJSjzKzIiIiIiIi0nMUzIqIiIiIiEjPUZmxiIiIiIiI9BxlZkVERERERKTnKJgVEVmEzGyJmV1qZtvNrO7SHrsLM1tjZk+a5TZuis2OOkbnaO6Z2dfM7Pj5HsdsmNl3zOzf5nscIiILkdaZFRFZnJ4L7AescvdC7Z1xXc33A68AlgF/BN6YLP9jZl8lLEGyB2HplY+4++fjfUcBXyYsUQNh+ZGT3P0v8f73Ae8C0kuXPNDdb6szjsMJy6z01xvnbB/fwvbOA+509/9p9jh3P3q2+6qj6Tmaa2Z2JvBMwnJOdwFnuPuXU/c/GPgCYR3fvwL/4e7Xd3ucMxXXhn0QYR1m4jq4p6QekiOsLbuvu28ys48Qlonak7Dczefc/fQG234CYSmjXamb3+ju58f7G24rrh/7DcJ6sz8gLGtVjPedC1wWl+lJfIiwnvKPZnYkREQWL2VmRUQWp8OAm5sESc8DXgk8DtibsAbrV1L3fxA43N1XENaU/YCZPSzet44QiO0N7ANcAlxUs/2vu/uy1J8pgWwvMLO5vOjb9BzN8b4BRoBnEAKulwOfMLPHxH0PAN8jrFG8F3A+8L14+7yYwfF4LXCBu5cB3P2M9HuSsKbrFe6erKn7BeB+8T3/GOBFZvbsJttfV/MePz91X7NtvZZw8Wg/4HDgWfH1PRo4oCaQxd1/C6wws//X5usXEVn0lJkVEelRZnZ/QsbmwYTM2snufomZnQqcDGRiieX/5+5fqHn6vYCrkyAzZmLfmtyZZGijcvxzH+D37r4N2BaflwGKwBEzfBm/jH9vMzOAJwO/IWTQXg0sIWSk3uzu2xs8/h7gXEIWrgz8mJAl29Zsx2b2GuDFQNnM3gL8wt2fYWZrCMf1xeFhtgdwK/Aqd/9pzDwfE1/3U4FbgFe4+5/idt8JnASsIAT+b3D3n9Xse8o5itt7NfBbQnD5aTP7X+CTwHGELOC5hAxqycxOTD3+FcAW4CXAkYSs+yDwjpogq8Ld35v68TdmdhXwaOAa4AmE7wgfj8Hg2Wb2n8A/UydDaGZXENabTbL3J8bj9dj4HvlYPJ6DwB3Ai9z9RjMbBE4Hnh/v+y7wVncfTdawja//rcBPzOytwHnAY4EScBNwrLuX6rzE44CX1XvtcUwvBU5LHQ+veViJGb6vp9nWvYCL3X08HvN7m1kOOItwjOq5Anga8LuZjEdEZLFSZlZEpAeZWT9wKXA5sC/wZuACM7MYpJzBZHa0NpCFkEk9wsyOjNt6OTVBipl92sx2AX8D1gOX1dy/DRgjBBtn1Gz/GWa2Jc41fX2Tl/L4+PfKONZfAyfGP08E7k0ogz6nyeMzhEzygYSS2EOA9zXZJwDu/jngAkIJ9TJ3f0bq7hcSgoeVDTKnzwS+SchOXwhcbGb9FiLsNwEPd/flwL8Ca+rsu9E5eiRwG+Gcnk44tnvG43AsITh7RWpTjwRuAFbFcVwEPJwQOL0EOMfMlk13LMxsSXxechHjaOCGJKsZ3RBvb9dTCOftSGAl8AJgc7zvw/H2B8cxHwS8J/Xc/QnH+DDgNcDbgTuB1YTM5imECxi1r2cPQtBYG1QmHhef/+2a5/23mQ3HfexBOKaN7GtmG8zsdjM7K+6zlW3dCDwpHvPHEY75ScAP3f3vDfb1V8LFGhERSVEwKyLSmx5FCPI+5O4T7v5z4PuEIKwV64GrCF/2Rwllx29NP8Dd3wAsJ3zh/g7Vc2Bx95WEQOtNhLLJxDcIQeVqQubwPWbW6rggZKc+5u63ufswIYN5QqMyU3e/1d1/4u7j7r6RkAU8to391XO2u69199EG9//e3b/l7vm4vyHCOSkSMoxHmVm/u69pEqDUs87dPxkD6AlC4Heyu+909zXARwkZxcTt7v6lOOfy64RA/rR4LC6P22glu/gZ4E+ErDaE99b2msdsJ7wf2pWPz7sfkHH3v7r7+pgdfTUhE7vF3XcSAvwTUs8tAe+Nr2c0busA4DB3z7v7VTUBd2Jl/HtngzG9HPhWfH9VuPuH4lgfSii7rz0Gib8RAvADCNnqhxHeB61s6wuE35vfEH4H/0Q4px83s/8zs1+a2Qdq9rcz9ZpERCRSMCsi0psOBNbWlFfeQchsteK9hEzcIYRA7FTg52a2NP0gdy+6+9XAwcCUDKu7jxACoS+b2b7xtr+4+7r43GuATxDm2Lbz2u6oeV19hEzaFGa2r5ldZGZ3mdkOQmnqPm3sr561rd4fz8GdwIHufivwFkJm+J44rgNnuN99gAGmHov0Od6Q+vdoHE/tbU0zs7GU+Rjg+anAcJhQJp22gsbBYUPxQss5wKeADWb2OTNbQbjYsRT4vZlti5n+H8XbExvdfSz18/8SSr4vN7PbzOy/G+w2KTGfEnzHjOjzCPOA64237O5/JBy7Uxs85u74Pi+5++3Af1HnPV5vW+4+5u6vcfcHuvt/E8qLTyFcxMkRLsQ8sqaD8fLUaxIRkUjBrIhIb1oHHGJm6c/xQwlzZ1vxIEKJ653uXnD38wiNfo5q8Pg+JrsX18oSgpJGgXSZUArc6L5a6whlpYlDgQIhcKv3+A/G2x8YG+68pMn+Wtl/s9sThyT/iOfgYMK4cfcL3f2xhNdQJpTStiq9302ETGTtsWj1HE8rzt09DniKu+9I3XUT8MCYPU08kMky5FojhPdAYv/0ne5+trs/jFCmfCTwDsLrGwWOdveV8c+eHpozJco129np7m9393sTmle9zcz+pXYw8SLL3+O+aj2bML/4igavJdHsPV+r2Xu84bZiwJpx9x8BDwB+Fy8o/I5wvBP3J2RwRUQkRQ2gRER6028IAcR/mdlHgX8ifLl/eIvPvw54npldBGwkZIX6gVtjhvWfCWXLo8CTCOXLyRInTyYEIjcQ5gJ+gLD8yF/j/c8kNGraFsdzEtVLoqRtJJSS3hu4Od72NeCdZvbDeH8yt7RgZvUev5xQwrnNzA4iBEqt2hC31a6Hxe60lxBe3zhwbZwzexDwK8J84lFmeOHY3Ytm9g3gdDN7GWHu6NuAM2eyvVpmdjLhnD7e3TfX3H0FoWT6JDP7DKEcGMJyNPVcDzzbzD5PyKz/BzFrbGYPJxyDPxDes2NAMTaxOhc4y8ze5O73xPN3jLv/uN5OzOzphBLfvwM74hiLDcZ0GSHL+aua218OfDldnhwvSLyaUCKfvG/fSLhQUm8cTyDMbV5LuJDxIUL355a3ZWZD8XnJXO3bgSdYWC7qn4CzUw8/lnCRRkREUpSZFRHpQe4+QVgy5zhCYPlpwnqVf2txEx8mZHquJ3zhfivwHA8dgMuEkuI7CUHqmcBb3P178bkrCQHndkJQcQTwb6ly0BMIpaA7CevRfrhJR91dhEZHv4qlpo8CvkiYY/hLwhf8MUKDq0aPP5UwL3E7Yd3O77R4DCDMXzwqbuviNp73PcJ81q2E+Y7PjvNnBwkByibC+rz70jiQb8WbCQHgbcDVhCZCX5zF9tLOIGR6bzGz4fjnFKi8v44nNJzaRljG6fh4ez1nEebnbiCU716Qum8FoQvzVkKZ9GYmA/J3Et4r18YS8Z8C1mTM942PGSYsJ/Vpd7+iwWM/B7w4nV2OwfI/E96XtZ5FeD/vZLKL8idTzx02s8fFHx8a9z9C6P58I+GiRkvbik4hLB2UlJZ/llBavpHwu/fduN+HAyMelugREZGUTLk8XSWViIiIJOLSPEe4uzJlC5yZXQh8w93buVCxoJjZt4EvuPtl0z5YRGQ3ozJjERERWZTc/UXzPYbZcvfnzPcYREQWKpUZi4iIiMk1h4AAACAASURBVIiISM9RmbGIiIiIiIj0nF4vMx4kdAlcT+NuhiIiIiIiItKbcsABhJUYxtN39How+3DgqvkehIiIiIiIiMypxxE6+1f0ejC7HmDr1hFKpd4vl161ahmbNw/P9zBkFnQOe5fOXW/T+et9Ooe9T+ewd+nc9bbFfv6y2Qx77bUHxNgvrdeD2SJAqVReFMEssGhex+5M57B36dz1Np2/3qdz2Pt0DnuXzl1v203O35RppepmLCIiIiIiIj1HwayIiIiIiIj0HAWzIiIiIiIi0nMUzIqIiIiIiEjPUTArU2wfHidf0LK9IiIiIiKycCmYlSne96Xr+Mnv7pzvYYiIiIiIiDSkYFam2LFrgm3D4/M9DBERERERkYYUzEqVUrlMuQz5Qmm+hyIiIiIiItKQglmpkiy43Mlgtlwu84Nfr2HTttGObVNERERERHZvCmalSrEYgtmJDgazu8YLfPvK2/jDzRs7tk0REREREdm9KZiVKsWYmS10MJhNsr3xLxERERERkVlTMCtViqUQxE50cGmeJIgtlxXNioiIiIhIZyiYlSpzNWcWQnMpERERERGRTlAwK1WSMuNOzplNAmTFsiIiIiIi0ikKZqXKXMyZTYJYZWZFRERERKRTFMxKlVIlM9vJObPKzIqIiIiISGcpmJUqhbmcM6t2xiIiIiIi0iEKZqXKXDSAqnQzRsGsiIiIiIh0hoJZqZIszTMXmVmVGYuIiIiISKcomJUq6W7GnVoXNsn2qsxYREREREQ6pa8bOzGzVcBXgPsA48CtwGvdfaOZHQmcD6wCNgMvc/dbujEumapYnAw4C8Uy/X2ZWW8ziYmVmRURERERkU7pVma2DHzE3c3dHwj8HfhQvO8zwKfc/UjgU8BnuzQmqSOdPc13qKNx0s1YS/OIiIiIiEindCWYdfct7n5F6qZrgcPMbF/gocDX4u1fAx5qZqu7MS6ZqlgVzHZm3qzWmRURERERkU7rSplxmpllgdcDlwCHAHe5exHA3Ytmti7evrHVba5atWwuhjovVq9ePq/7X7Zp1+S/Vyxh9ao9Zr3NraMFAIaG+uf99XXD7vAaFyudu96m89f7dA57n85h79K562276/nrejALfBIYBs4BHtKJDW7ePLwomgutXr2cjRt3zusYtmwdqfx7wz07yZVmn51Ntjmya2LeX99cWwjnUGZG56636fz1Pp3D3qdz2Lt07nrbYj9/2WymYfKyq92MzexM4L7AC9y9BKwFDjKzXLw/BxwYb5d5UJqLMuO4GVUZi4iIiIhIp3QtmDWz04GHAce7+ziAu98DXA+8MD7shcAf3b3lEmPprLmYM1tpALUIsuciIiIiIrIwdGtpnqOBU4CbgWvMDOB2d38W8DrgfDN7D7AVeFk3xiT1FTvYzfiWO7fxx5s38aAjVgF0bN1aERERERGRrgSz7n4TUHfBUnf/G/DIboxDppdeZ3ZilpnZP926mR9f9w8ecJ8kmJ3V5kRERERERCq6OmdWFr708jmzLTMulcuUy1pnVkREREREOk/BrFTp5JzZZI5s8rfKjEVEREREpFMUzEqVYnEygM0XZ5+ZDdtMMrOz2pyIiIiIiEiFglmpku44PJGfXQOoJBFbjGvVKjMrIiIiIiKdomBWqlSVGXcoM1tQZlZERERERDpMwaxUqQpm87MLZstxW5XMrKJZERERERHpEAWzUiUJZrOZzBxkZhXMioiIiIhIZyiYlSrFUplMBgb6s0zMMjNbqsyZTboZz3Z0IiIiIiIigYJZqVIslchls/T3ZWedmU3KigtxO8rMioiIiIhIpyiYlSqlUplcNsNAX5b8LLsZ1y7No1hWREREREQ6RcGsVCkWQzDb15frwJzZuM2SMrMiIiIiItJZCmalSrFcJhszs7OdM1uekplVMCsiIiIiIp2hYFaqFItlcrlYZjzbzGwyZzbJzGppHhERERER6RAFs1IlmTPb35dlfNZzZsPfmjMrIiIiIiKdpmBWqoRuxhn2XDbI9uHxWW2rUmZc0jqzIiIiIiLSWQpmpUqxVCabzbL3ikG27BifVQCalBUrMysiIiIiIp2mYFaqJGXG+6wYolgqs314YubbisFrMmdWDaBERERERKRTFMxKlWIMZvdeMQTAlh1jM95W7TqzKjMWEREREZFOUTArVUKZcYZVMZjdPItgNsnEVroZK5YVEREREZEOUTArVYqlMn3ZDKv2nH0wO2XOrKJZERERERHpEAWzUqUUM7NLBvtYMtjHlu0z72hcmTNbVGZWREREREQ6S8GsVCkWw9I8AKtWDM4uM1uzNE8ZRbMiIiIiItIZCmalSrFcTgWzQx2ZM1tMMrNKzYqIiIiISIcomJUqxWKZXC68Lfbec4jN28dmvKRO7Ps0mZlVLCsiIiIiIh2iYFaqlEplspmQmb3PgSvYNV7gz7dtmdm2km7GWppHREREREQ6TMGsVCmWyuRyIZh9xP33Y9WKQX7w6zUz2lbSvbgYU7QzzfCKiIiIiIjUUjArVYqlyTmzfbksT3n4odxy53bu2jjc9raSKbKVpXkUy4qIiIiISIcomJUqxdJkN2OAg1fvAcDwaL7tbZVruhmrzFhERERERDqlrxs7MbMzgecAhwMPcPcb4+1rgLH4B+Cd7v7jboxJ6kvWmU309+UAyBdK7W+rMmc2KTPuwABFREREREToUjALXAx8Ariqzn3PTYJbmX+FUplcdjJh39cXAtt8cQbBbKkmM6uleURERESkgXK5zNd/fiuPf9CBHLjPHvM9HOkBXQlm3f1qADPrxu5kFkqpObMQ5s3CZEfidiSZ2MnMrIJZEREREalvZKzA5detZa/lgwpmpSUtB7NmlgO+CLzG3cc7OIYLzCwDXA2c4u7b2t3AqlXLOjic+bV69fJ53X+pDMuWDVbGkY/L9AwtGWh/bDEoroSwmcy8v75u2B1e42Klc9fbdP56n85h79M57F0L4dz17wwhxtKlM/jeuZvbXY9Xy8GsuxfN7ClA+/WmjT3O3dea2SDwceAc4CXtbmTz5uFFUcK6evVyNm7cOa9jKBRLjI/lK+PYuSNMZ966bVfbYysUigBM5MNbplgszfvrm2sL4RzKzOjc9Tadv96nc9j7dA5710I5d9uGQzC7Y+fYghhPr1go52+uZLOZhsnLdrsZnwWcamb9sx4V4O5r49/jwKeBf+rEdmXmSql1ZmGyzHhGDaBq1pldBNcbRERERGSOlNRnRdrU7pzZNwP7A28zs42kKkjd/dB2NmRmewB97r49lhmfAFzf5nikw4rF6jmz/X0zD2bLNevMamkeEREREWmktnmoyHTaDWbbLgEGMLOzgWcTAuGfmtlm4BnAt+Nc3BzwF+ANM9m+dEa5XKZUrulmXGkANfOleZIPJDWAEhEREZFGimUlQKQ9bQWz7n7lTHbi7icBJ9W56yEz2Z7MjSTozFZ1Mw7/nlEwW3NVTZ9LIiIiItLIZJnxPA9EekZbwWxs1PQe4IXAKnffMzaFOtLdz5mLAUr3JB8gfalgNpPJ0JfLzmzObE3wqvkPIiIiItKI5sxKu2bSAOoY4MVMzpe9CXh9Jwcl86NeZhagvy9DfgaZ2dqyYmVmRURERKSRJIbVnFlpVbvB7LOAF7n7r4lL9Lj7XcBBnR6YdF/ywZGrCWb7clkKxfY/VGrnO2j+g4iIiIg0UsnM6jujtKjdYHaCmtJkM1sNbO7YiGTeNAtm83HN2HbUm++gJlAiIiIiUk8SxKrMWFrVbjD7TeB8M7sXgJkdAJwDXNTpgUn3lRqWGc8sM1svcFUsKyIiIiL1FLU0j7Sp3WD2FGAN8GdgJXALsA44tbPDkvlQjPNi00vzAPTnshRm1ABq6geRykZEREREpB6VGUu72l2aZwJ4C/CWWF68yd31blskkrW96pYZt9kAqlwu183CqsxYREREROpRN2NpV1uZWTM7ysz2iz+OAu8zs/eY2dLOD026rRhLiXO5qWXG7S7N0yhmna91w664/i527JqYn52LiIiIyLQqc2aV/JAWtVtmfCGhvBjgTODxwKOBz3ZyUDI/KnNmM7WZ2QyFNjOzjT6E5uPDadvwOF/+kfN739j1fYuIiIhIa5SZlXa1VWYMHO7ubmYZwjI9RxMytLd3fGTSdQ27GfdlGR/Nt7WtRuXE83GhbWwidGIuzmCt3Jn66x1bGRrIca8DVnRtnyIiIiK9LEl6qAGUtKrdzOy4mS0HHgGsdfdNwDgw1PGRSdclpcT9/VMbQLVbZtyonHg+MrPjMZjt5lW+r//8Fi791Zo538/24fG2z42IiIjIQlRUZlbaNJMy458D5wPnxdseijKzi8JEXEt2oC9XdXt/X5Z8m0vzNApa56MB1NhEAYBufi7mCyXG8+2vzduu937xt/zs93fO+X5ERERE5lqSDFEwK61qt5vxW83sKUDe3X8Rby4Bb+34yKTrJvLhE2SgJjPbN4OleRoFrfPx2TQeX1exi92nisXynGdMy+UyO3bl2TmqxlYiIiLS+yplxmoAJS1qd84s7n55zc+/69xwZD4lmdn+upnZdhtA1b99PjKzSYa0m1f5CqXSnAezlY5/unopIiIii0Dynaas7zbSoraCWTO7Cqj77nL3x3dkRDJvkuBroG/2mdlGAdZ8BF6VObNd3HWhWK5cHJgrkx3/5nQ3IiIiIl2RfLdRAyhpVbuZ2c/X/Lw/8B/AVzszHJlPEzGDOdBfk5nNZTu2NM98VI0kmdlufjAWi3Ofma00SVApjoiIiCwCqjqTdrU7Z/b82tvM7NvAl4DTOjUomR8TjTKzfaGbcblcJhPXoN01VuBd517L648/hiMPWTllW43iq/lsANXNfReK5bZLs9uljn8iIiKymExeqJ/ngUjPaLebcT13AQ/swHZkniWZ2f6+2qV5MpSpzmxuHxln+8gEG7bsqruthmXG8zJnNmkA1c1gtkQ+r8ysiIiISKu0zqy0q905s6+suWkp8Gzg2o6NSObNRKFELpuhLzc1MwshQEvuKxSbd5tbUGXGXV5ntlwuUyzNfWZW80pERERkMSnpQr20qd05sy+t+XkEuAY4qzPDWdyKpRIZMmSzmfkeSl0T+dKUrCyEObMQGkQNDYTbkjm07WZg5ycz291gNgkua0uzO00d/0RERGQxKWkKlbSppWDWzI5w91vd/YlzPaDF7DMX38SSwT5e+bT7z/dQ6soXilOaP0E6Mzv5wZIEs42ygo1i1pl+Nvk/tnL4ASsYrDO+6VSC2S4F0ulmWYViacpSR2kbtu5izz0GGBpoe5UslRmLiIjIoqJgVtrV6pzZH5jZzWb2cTN7spkNzOmoFqlN28fYvGNsvofR0EShNKX5E6Qys1VBWvMPm0a3z6QJ0/aRCT5y4R/56e/Wtv1c6H6ZcTron66j8elf/j2XXzez11VUmbGIiIgsIslXGl2ol1a1FMy6uwH/BvwdeBtwl5l9z8xeY2YHz+UAF5NCqbSgrzRN5Iv1y4z7JsuME+2WGediafVMXv+mbaOUgb/dsbXt50L3M7PFVNDfLJgtlcoMj+YZGS3MbD/q+CciIiKLSLHU/aad0ttarm1099uATwKfNLMlwL8ATwVONrOdwGXAl9zd52Ski0ChWO5aQLV9ZIJyuczKZYMtP2eiUKpfZpw0faoTzDb6sKkNWrPZDMVSeUYNoJJs9q137ahqQtWqsYnurjObzsxONAlmJwrJuGbWKEpzZkVERGQxqWRm9d1GWtT+RD3A3UeB78c/mNkxwHHAAwAFsw0Ui93LzH7lx874RIG3n/CQlp8zkS/WLTOe7GA8tcy41TmzuWyGPDPLjm7ZMQ6EDOsdG3ZynwP3bOv5E5UGUG3vekYKpdYys0mgmw5+26FuxiIiIrKYqJuxtKvdpXmOAja7+wYzWwa8AygAH3X3/52LAS4mxVK5a4HH8K6JplnBevKFEkODU98SzcqMG2ZmG5QZzzQz25fLUCiWufkf29oOZpPMbPcaQLU2ZzYJsmeamVUDKBEREVlMdKFe2tVevSZcCKyM/z4TeDzwGOAznRzUYlXoYmY2P4N9jeebN4Cq7dILbcyZjdtIN4C6ff2Olsa4ZccY++29lNUrh7hjw85pH1+r60vzpOfMNllrNgl0i7PMzKoUR0RERBaD5PujvttIq9oNZg93dzezDPAs4HnAcwnNoWQahWKZYpeyaPlCqe195Qv1G0D19YWsajvdjMs1MVylAVQc05YdY7z//N/xx1s2TTuuzTvGWLViiKVD/ZUsazu6HcxWZWbzjcc7kY9lxjMcV5LRVWZWREREFgNdqJd2tTtndtzMlgNHAWvdfZOZ9QFDzZ5kZmcCzwEOBx7g7jfG248EzgdWAZuBl7n7LW2OqWd0c85svlAiGwPIVjVqAFVZmqeDZcaj46GD78hYftpxbdkxzr0P3JPxiWJlmZ1WlUrlyri71s241FpmttIAqsljmu9HH/giIiKyeGgKlbRrJmXGPycEoOfF2x4K3D7N8y4mlCTfUXP7Z4BPufuRwKeAz7Y5np5SKJYXdJlxwwZQfe2XGdeuJ5uUGdfOhZhuHdbxiSLDo3lWrRhkcCDHWJNMZ93npx4/H92Mm8+ZnV37eV29FBERkcUkCWI1Z1Za1VYw6+5vBd4FvN7dz4k3l4C3TvO8q919bfo2M9uXEAh/Ld70NeChZra6nTH1ilIpLMvTtYCqUGp7X/lpMrPpIK3SzbjBlbMkwMpmQka2r5KZbS+YTZbl2XvFEEMDuYaZ2XyhxKZto1NuT5clz8c6s02X5omBdmG2mVl93ouIiMgiMHmhfp4HIj2j7aV53P1yMzvEzB7l7te6++9muO9DgLvcvRi3WzSzdfH2je1saNWqZTMcQvckgQuZDKtXL2/4uGb3taNQKjMwzb7SyuUyE4USK1csmfKcgSUDAAwN9VfuG4hdjwcG+uru484tIbDs68sykS8yOBAev2LPsP1Nw6G8eDC1zXrWxu3c+5C9WLNhmPy6HXUf/8NrbueLl97Ehe8/jv6+yYB8gslS675crmPHt5k9lk1W3Q8tGWi4z6E7twOQyWZnNK5lG4YByOZaP8/SnI5jb9P56306h71P57B3LYRzNzjYD4QExEIYTy/ZXY9Xu0vzHErIoD4YKAPLzOy5wL+5+6vmYHwt2bx5eMGXWiZzRAuFIhs31u/Iu3r18ob3tWsiH5o5tbq9JNjOT+SnPCcZ+5Zto5X7duwMGdORXeN197Ft2y4gPVc2XGLbunUXGzfuZPOWEIht2z7adIwb7gn3TYzlKZdK7Bor1H38unt2MjZRZO1d21i+dKBy+/q7Jx87Nj71tXXa6tXL2bxlpPLzlvh669m0eWRW49q6NRzj8YnG7ylpXSd//6T7dP56n85h79M57F0L5dyN7BoHQob2nnt2kMm01/9ld7F15zif//5feP3xx7BsSf+COX9zJZvNNExetjtn9rPAD4DlQNK55yfAk2cwrrXAQWaWA4h/HxhvX3S62aynVC63PT83KYetV2bcV29pnkLzOQ1JSW8SzGYr3Yzj82OZcrMGSen7+3KZSplx7Xzc9PZqy5DTc2a71s043QCqWZlxvK8ww6V5kmNfXuAXckREIHweb9iyq+1GfvOlVCrPeBqIiMxMurxYPaAau2PDTv56x1bWbRqZ/sGLXLvB7COAD7l7iZCZxd23A3u2u2N3vwe4HnhhvOmFwB/dva0S414xXfffju6r0Lw5Uz1JZrZuA6hcCESrgtlS830kH0bJc3PZ2ACqMme2VDXWRpJ99ueyDPbnKoF6rWR7tQ2ikmB2cCDXtWWRilUNoJoszVPpZjy7BlDdel0iIrNx2nnXcfLnruUT3/rTfA+lJd+84lY+9vXr53sYIruV9PdkNYFqLPn+PF1SaHfQbjC7ATgifYOZHQX8o9mTzOxsM7sTOBj4qZndFO96HfBmM7sZeHP8eVGqdP/tQuCRn0HgnG+Smc1kMvTlstVL8xRaW5onyermahtAtZiZTQLXvr4QzEJ1tjVRbJSZjT8PDeS61kwgHfTXvr51m0a4ee22cF+lm7GW5hGRxa1cLrMh9kDYNjwxz6NpzcZtY2zaPjbfwxDZraSr77Q8T2PJd83pkkK7g3YbQJ0JfN/MPgj0mdkLgVOADzV7krufBJxU5/a/AY9scww9KQm2uhFQ5WeQmR1vkpkF6O/LVAVmhWLzQCr5MEqW5MnlqteZbbWbcfJL2pfLMjgQgtmxiQLLlvRXPS7ZXm1mNhnzUH+ue2XGqUxrsvxO4tJr1nDH3Ts54zWPYny2mdmyglkR6Q1jE8XKZ1azipWFpFAs6cu0SJelkyT6ftNY8v22nakQl117B0cfvjeH7b+4GkW1uzTPF4H/Ap5HmNv6cuDd7n7BHIxtUelmmXF+mqxps+ekOwGn9eeyNUvzTJeZDX8nS/L0ZavXmS20+EuYLjMeih2R6823SsZRe18SDA8O5Lq+NE8um5mSmZ3IFxmbCA21ksxsYaaZ2S5m+0VEZmNkLLTZyGUzTZcsW0jyhdKMLzaKyMykv9OozLixVnvPJErlMt+64u/89q8b5nJY82ImS/NcDFw8B2NZ1KbLZHZ2XzOfMzvYX//6Rl9ftupq+nT7SG7PVebMxsxsvL/VzGylAVRfplJmXJt9TY+nNphNnj/Yn2PXWKHpvjqlEF/bksG+Ka8vXyxVsrWznTM7WWY805GKiHRH8vm7ctkgw2P5aR69MOSL7a/XLiKzk/5e2SsX67fsGCOXzbDnssGu7XOyzLi1Y5R8P16Mc2ynDWbN7JWtbChmbaWBSsOkcplyuTynrcaTAKoc95dtYV8T02Rm+6ZkZlvrZtxXU2ZcaVrUaplxsUQmExpIDcUy47qZ2WKDMuPCZDA7PNqdL1DJB8zQQG7K6ysWy5WS7iSonWm3zMrC4j3yYS8iu6+RGMzutXyQrTvH53k0rSkUFMyKdFupB8uMz730Lyxb2s8bn/WAru2z1QrHRJK0WoxzbFvJzL60hceUAQWzTaSzb+UyzOWyWekAqlQqk821Hsw2njObrfoFmC4zm8yZTcqMpzaAarHMuFCuBMSVBlB1y4zrZ2aT7Q8O5Lr2paRQLJPJ1A9mC/FKf6FYqhzzmY6rqDmzItIjRuLFxJXLB2NX+lLls32hyhdL+nwV6bL0Cg298vs3PJbv+oWvdrsZJ8me3TIz6+5P7MZAFrti6s1TLJUr667OhXQAVSyVaZBsrVJZmqdRmXEuW9MAKgZiDbKCSelrpQFUnDObPLzQRma2EswONOlmnDSAmqguJc6ngvRufSgW45j7+7J1gtnJ1125SjbLpXmUmRWRhW7XeFJmPACEz8CFHsyGzOzi++InspCVezAzWyiWGZ3ozlS2RL5Y3YNmOpUy490xM2tmGXcvx383/J8nrj0rDRS6+MuZDjpb3dd0Zcb9tUvzTDMHOAmwkoxspcy4dmmeFoLZ/vjcypzZiSK7xgosHZp8+1aW5qlTZtyXy5LLZrsW9BWKZfpymXjMqseTXNQYzxcnM7MzvEpW7OI8bBGR2Ugys3stD3PKJgollnRvetmMaM6sSPdVrTPbIxfri8VSy3NXO6XdpXmS78eLMZht5bLo9tS/C0A+/inU/C1NFGoys3Opqsy4xQ+C5IrNYJ11ZiGWGdfLzDbIKtbOmU0y0ZVgttRaeUS+WKIvlj4nc2Yvvvp23vTxX7J9eHLeVaFBmXG+WKK/L0M2272gr1AqkcvWz8wmr3ciX6xkZsvMbGxFZWZFpEeMjBXIZTOVZdXydSpsFppCoUS5rM9YkW5Kfx3qlYv1+WKJ0fHufqZNlhmrAVQrwezRqX/fC7h3/HOvmr+liXTQN9f/MdaWGbdidLxABhgabNwAKl9nzmyj7ScvMTdlzmwcV8uZ2alzZneMTACTZWvp7dU2gCoUSvTnsmSz1WXGYxMFPvaN67ln22jT/U/n2r/czd1bdlXdFsqMM/T31W8ABTCeL9U9nu2YvDDQGx/2IrL7SfokjIzl2WOoj4FY/dMLy/MkX/p65Qu1yGLQiw2girHMuNzFC19JxWfLZcaLuAHUtMGsu69N/bgNeBlwFnBuzR9pojCD0t96rrlxPZ/89g1NH1PbAKoVu8YLDA32Nex83JfL1M3MNgrMa5fmqawzGx9fmTM7bQOoEIxCyO6mG1Sld91ondmQmc2SzVRf7btn6yg33raFv9+5ndk477K/ceX1d1WPOQbg/X3ZKV/YkgzyRL5YVRI9k4BUS/OIyEJ2ya9u54yv/B4Imdk9lvRXPsMnCgs/M5svVE+LEZG514vrzBaKoYqjXk+XOdtnob0y47FFnJltd53ZbwI54LvA7FJau5l0k5/Z/HLeeud2/rJm6zT7aj+YHR0vsHSw8duhvy9bVcow06V5kon9SZnxdL+E+ZqOl4MDuUqAWF26Hf49VhvMxjmz2WymaqyFOpncYqnE9bds4iH3Xd1Sg65yucxEYeo8iUKxRG6aBlAT+eLsM7Px9XTzSqCISKs2bNnFnRtHANg1lmfpUB/9sclgsjTZQlWOHZehd75QiywG6d+3Xvl6k3xWjI4XGRpoN7Sa3T7bXZpnMc6ZbfeIPwpY5e6aI9umQqkzmdmJFrorzqTMeNdYgSXNgtlclkLqSvrk0jz1x5IErX256jLjZDiVMuPpMrOxZDcx2J9jZ5yiXXWBoEkDqJCZzVRd7UvGn87kfvXym7ny+nX85wkP5qjD9264HvBEvsiau3dyrwNWhG3VHINibAA10Jed8vomG0CVmCgUKwFv43LtMiNjhco8s9r9QO0Hf5nvXX07jz5mf/bba2ndbYqIdEO+UGI8XrgbGS2w57KBSpnxQv9CVX0BemGPVWQxKZfK5GICohcuJIULX2Gcm7eP8Ys/3sUzH3t4ZRWPuZJ8v2x3aZ6ZrqCxkLV7pK8G7j8XA1nsOjVnNM5ipAAAIABJREFUdiJfpFgsN83GzaSbccjMNl7Dp69BZrZxN+Pwd/LLPHWd2RbnzBamZmYnxzC1u/LUdWbLsZtxpmqsyXOTpXxGxwtcef26OPYyn/run/nyj73umK658W4+fMEfKg2oaq+KFUtl+rLZKfOMIdUAqlBkIl+qXEBodGXtpjVbeNs5V7M9zhOu2k956ntqZKzAJb9awx9u3lh3eyIi3ZJ8/o2M5StzZvt7pMx4JtN1RGT2iuXJXim98LuXDrh/fdPdfP+aNdx5z0jDx//tjq3ceNvmWe+3UmbcbgOoBf7ZOxPtZmZPBC4zs98AG9J3uPtpnRrUYlTs0JzZiUIpdL8tl8k1mN860wZQe68Yanh/yMy20wCqes5sst5sJTMbr3SXy+Hfja5gFUpllqSC7KH++sFs4zLjkP3MNghmk0zur2+6O3VfmXu2jrJt5zj1bNk5ThnYGZeaqD0GSTa5L5edsuxOEsTvGi9QLJVZMtjHjpGJhsdx645xCsUy23aOs+ceA1X3lWqy/dlcpnLu8wu8hE9EFr/kc3ZkNB/mzA71M9DfK5nZ7q1AICKTSqVQ3Tae741O4unPiqQh6FiTNWe/e9Vt7BiZ4IOvfXRH9quledoPZk8HDgHWACtSty/8d9s8S68zO5v/GJOa92KxTKP15mfaAOqgaTOzdRpAtTpntiYzmz4e+UKJ3ECDYLZQon/p9JnZSgOo2jLjYonB/lwoM64zZza5UrU1FbgWiyUKxdKULG9i567YTXmsULWt9LhyuSy5XKbqvlJ5smQmWXMxyYY3urI2OQ9j6gdj+n1UKpUhN/n4XugUKiKLW/J/0Y5d+VD9M9Q32QBqgV9wm8lFYRGZvVKpXFmSsRd+99Lf3zZsDcFss2V6to9MsHHrKKPjzaf31Vq/eYT9915amf6WVEu23M14QsFs4gTgSHdfPxeDWcw61c04nyorGJg6jbLqMdBeZnbpYIMNEoLSsOZemVK5PLnEzjRlxlPnzCZlxpNjzBdKDFUnHSfvqzNnNlFvzmxtZrZQKLPHUMjMJhntbCYzJTObDoILxRB07hydWtoLsHNXCESTpYFqs6+FUpn+XJb+XJZSuRyyptlMVal5so3kg6x2G5OvPzxntM5Vvqr29eXqD7WJHljDUUQWt+QC6Ma4BFq6m/FCL3VTZlaku4ZH82zaPkqpXK6sYtETZcapz4otO0JipN53tsT2kQnKwJ0bh7nvwStb2sf6zSO869zf8I4THsz9D9+7ar9tL82jObPcBqj50wzUZuhmajyflPc2fvNWzZltYV/lcpld4wWWDDXOzPb3ZSkT/lNv9Fp27Jrg1POu49Jr1lQC6sqc2fjBVC8IbnaVqFAsVa7QAQw1mjNbmvylTt9eWZonCaZr1uVKgt+Jmq7GxbgAdr0PiSQzOzJWv8y4GDswJyXWxdLUD5zh0ZpgtsEHdmWcda7yTcnMMnkslZkVkfmWLG1zz9YYzA710d8j68wqMyvSXT/93Vo+fMEfY5lx9XKOC1m9BkxjdarpIJQfJxnSf2wYbnkfybS3TdvHpuw3SXpce+N6vvHzWxtuY0yZ2YqvAJeY2SeZOmf25x0b1SJU7NBV3uRqdrNtpK94t7KvsYki5TJNM7PJVbJ8oVT5cMnVZBvXbxrhjrt3csfdOyvzXJOMbKMGUND8qlLSwCnx2AceyPKlA1x+3drqK+ep7Y3ni5XnFAqT68xCuhy3uix5PB8C0BAMTwbsO3fl2Wv5YNWYkqzqaKXMeOryO8mc2eTn/r7mwWyjY5DMhdg1XZlxeXLfsPCzHiKy+CVftv5xz04A9lo+xECyNM8C/0KVr/r/ZWGPVWQx2DVeYDxfZKA/y9Kh8H20Fy4k1VuHerTBNLUdqWae/9iws+V9JNsbHpvMJxZqyox//ef1/ObG9Tz/n4+ou43k+26Y8ta4V00vajeYfWP8+4ya28vAvWc/nMWrKps5ywZQYXtNMrNtzplN5mMuaTZnNmYZC8VSJXAa6M9VZTTTJb6j40UyGSoZ0VxNZnS6zGy+UCKbjUvrpILZ+x+2F/vttSQGs9XzkAf7c4zni4xPFNkjfhAm69Qmv7S15bjJFbLwnD62j0xU5sxCyMJODWbjnNnx5nNmJ4PZqR3nku7EewwlZcb1z1O+kkFuXmZcrMk4L/QviiKy+CXLuf3j7vClbdWeQ+SyGTKZhX/Brer/0R7IDon0uuQ70uh4kX327J0y43rfx+v1OQHYMRKC0b5chn/c03pmNtne8K5UMJvEA/Hv4V35psv0VE2nK5TJNZje14vaCmbd/V5zNZDFLr0WaUcaQDXZRruB865KMNtkndm+ySxjss3B/mxVKUVt86VsJnxpgXRmNo4xdTzq/fKddPZVHL7f8hgYVndtrg0SIZTy7jHUz3i+WBVU5+tlZpn85R9LzZldGoPZQrFcaVCVZFDT+xmJGdmkAVS9jsV9uUxl3Mn5SD9uYyy7SzpI165Vm0gvxF2rbplxUnaiYFZE5llS/rZjV54MsPfyQTKZDAN9uQXfAKpR5Y+IzI3kAlehWKI/V50AWcjqzUGtNzUMYPtIKBc+8pCV3Lx2G+VyudLQqZnke236O2ntOrPDoxMUCo2PV7qpab5YYpDGCaxes3hyzAtc+j/DZmvETicJUpr951o116eFfSVXfJYONQ5m+3KTTTuSwGugP1dpqgSTvyhJx+FsNkM2/pJmpzSASpUZ1/zy3b5+B+MTRXzttlCiW9O2uZIlLlR/2UiysemgOl8Mmd3J/cd9lqrHnASzEILEYiUzWx3Mpq+KVTKztUvzlEphndlsTWY29bjkufvsOTTleFRtq3KlsnlmttIlOpkzqwZQIjLP0v8XrVw+WPl/pL8vu+CrRzRnVqS70kFh0iulF6oi6mZmGzSASqryDtxnDwrFcsuJh+Q7YzqYnaz6K1Xu+//Ze/MwSa6zzPeNNfesvXqt7la3pNBuWbaQsGzLu8BsA5jNY8xwPQMYGODC3JlhADNzGdZ7wTbY2OyDjbn3Ge9jM2CbwZZlG1mydlmt6E3qpbq69qqs3GKfP06cEyciIzKztq7K6vN7Hj2qzjUyI+Oc8533+96PphCnEVsb7/Lxd72IYPYqkayZTaqY/RAEQZ9pxl5HWm83qMLYjzLreAELmKizMH0PqnIOh/1QJQlRMBuqtKzPrOcz1TaZbvZPj18CAAyV9bBnazKYDYPE8MWCsOVNuUCOv9GOp2HwBlBeUpnlglk+NZkOqklllg9ueWV2qdbGIydJGXlUMxulZvP/p0gSWApzz9Y8KQOjJ9KMBQLBLoZfMI0NRX3MdU2Gs8s33ISbsUBwdeHHC3WL3IzbtovVutX7gZtgPWnGq3UbkgSMhVl5/a7V2qnBbBD7P235mBWoWrbHPAuS6+73fvQpfOLLZ/s6lt2ICGavErwqd+riCn723V+O9Tbth353imlv1V6PozBltlswyxkq0QuHXhReQuUcLpMATZYkFkRSlZYZQPkB8rrKjpcSBAEePTlHHhO+D+9mDCBm7sS//7H9VUgScHa6BoAMgl7YJqfDzdhPtOaxPfb5eVWT1sem/btpkYHD9QI89PQMPvjpb8J2PHiJmlnPiwealGpJZ86eWTtpLOjmUlZOnl/Gb334MdjcYER3L+l3udtT+AQCwd4mCILYmDdejYJZTVV2/YZbrCuACGYFgm2HHy/omnOzG0mfePAcfvPDj20qI7IXdE1M13yqIne0iaSsNmxUijrLYOxXIW2lpBm7ibIyel+WONJ2PJQLVLSJP+bs5Rrqrex2QrsdEcxeJfiLdH6lBc8PsLLO3SK732DW9dmFsp6a2W7BrKpGKbP0sySVWcshinC5SC4WWZJYraokIVRmaTAZsDY7Dpdm7Ho++5x0lymZZkwDY7rYoN9Fpajh6L4KTr64RF43vF9VZaYQRzWzUSsb3w9gOx5yugJFlmJ1Bck047VWijLr+ywArrecTjdj1pqHvCetjhgu56BSxbiHARS/y3fu8irOTK/GXPE6P9fuVj0EAsHeJrmgiimzqrzr09zim8e7+1gFgr1ATJlVt0aZXa5bWFhts/6v2wFdE1fCte/kSKGLAZSNoZLO+m3bfa7VkspsEERZknRdbnVpveMHAWzHRznMQOTL9FzPR73lYLg8uI5QIpi9SsRbx/ROFU4j1gu1h5txfh3BbKsPAyiVa81Dj1tX4+pv2/aQ0xQUQsVVliVIcpRmTJRZevxcMOtFn4t+N6W8CnrkqtJZHK8qUVsg+n9FlnDzsRGcvUxqbukFrSlylHYddKqkluPBcoiarShSLAV8rVuaMedmTIPOtYbNUqPVDAMo+j2PlHORSVSmAVRnzSz9XLwpVLJ/7m5XPQQCwd4m6jVOxrhkmnG/i7idIumWLxAItpd4mnF8zbZRaIB39vLqpl6nG8lgdt9IIbM1z2rDQrWks/Wz02cWHV8z64eldfSbcb3ImBQgqdV/8XfPYW6lxW6j8UOJKrPcd71aJ8IIzaocREQwe5VwPZ/VndJgyV1nwMEHKEnTIR7H7Z5mPLfcxB99/Gn2425aLlRFYseXhhZTZkM340TAbNlE3cyHLX74mllJkiBJEteax4/SjLnPRf8e4i6qZJoxQILrSJkNF02KjJuPjsDzA5y6tMIGGC1NmeWC2bbtEWVWU6DKciyYrSfSjGsNG1L42VpczSz9TmpNG54fQJElKIl0aPoYajQ1XNY7UpGTpNXM0hRiPsClp1m4GQsEgt0AHYuqoYcCn2asD0KaccJgUCAQbC98aj8twdp0zWy4njt3ubap1+kGXdtNjhQxUsmhWtJjnT54qDKrMWV2fTWzQUDWfpGoJMP1ApbJCACXF5r46jNX8Lg5z26jQhENuPnvmmaJDpWEMivowuJqG67ns7QCGiwlc9Z70bcy63VXZs9Mr+KJ0wuYD3dtWm0XhZza1R6cpvo6sTTjRM1sGBDSIFWSeDdj8l+aMsvvgNPPyF9UyTRjgCqz8SBRkSXccHgYEoCz06tsMaLG3IzjBfMAqYMNQIJzRemdZlwqaLHFmOcHLK13JayDjimzLM2Y/D8KZnNMtcja+U9rzWO5UXsmesY6lNldbq4iEAj2NnQTjyqyE8MFdp+myn0rEjsFv+E5CI6qAsEg8Zg5j//zfV+JbRq5KcrsZrMiqN/I9gaz5Li/575jeNePvRwFXU017fT9ACt1G0PlKM2435IwXumtNx22hs2HmX4xP5fQBHVuuclus8LjSVNmV/aAMruuPrOC9XNpro53/eUjUGQJ1ZKORttlgca604y77BTbjoeL83WcODgEN0OZrTVsKIrEfsR0Z6ZpuV3rZYFoYHFcnwVguhY3L7LCutNCLipsD7vTEDdj8AZQPlczG30u+hn5YDbZZxYgam2HMitLyGkKSgUNtaYTpRlzbsaPPk/Mpfjvntae5jQFqhIps5oqdxhANVoOygUN9ZYTKexewAaWK4sNACSVOOqHGw80qWvyEKfMZv0WXJZS7LJ+ZPwikLa48JOteVy/7/5lAoFAsNXQ8fm+2/bjgbuPYN9okd2nq7s3zdj1fHziwXMxoxWhzAoEW8uVpQZW6zZatgtNJeu9mDJL3Yw3eelZDgnizs+upXbH2Aro+q2QUzFUziGfI320Pd+HIkfvt1Rrw/MDTA4XoIXr536V2ZblsrVnveWwzMiCrqDWiFr+AGApx7PLUZrxlSUS2NKa2XgwS0QYUTMryIT+SDw/iAq+N1AzW2vYaHM7Pcndqoefm8Vvffgx1FsOcTOmyiy3o/yBTz2Lv/3CqSi4Cs2CmpbbtV4WyEgzTrbmsT3kOWXWdrxEmnHSAIqmGUeLGhroV3sps7Ic1cz6cSe5SlHDWtNm36+qRGnGX39uFl96Yjr23dNBQNdIbS0NUitFraPuoW17yOtKLCXb9XwWRJ6fWQOQTCHOSjOOlNms34LDfcaoHjY6pqR9Pa/2r3ezRCAQCLYKulgq5TW8zJiI3aepSl+lEMtrFi7Mrm3L8WVxdnoV//DIBTzy/Cy7TdTMCgRbC73+3ZQyMyBa23z1mRl8+HPmht+nHbajcVwfi7X2hl+nG0k3Y+obk3Q0pjWsk8OFjnigF23bw8QwyXJZaznse6PKLB/M0k4bc2Ew+43n5/Cejz4NXZUxNVkOj5lfA1uQJQmVoghmN4VhGC8ahvG8YRhPhv89sNPHtFXwuy60BoClGfe5I+N6Pn75Tx/GFx69FLuNp9l2EQSk8DurZrbWtFFr2JEyGwZFLctlAVYWvMpIA06qrHqJmtkCdztrzSMRQ6iNpBmn7aTFlFmaZhwquJWijjXuc2pqZADVtonZE/+etWZcmaUDUDGnMbdjStt2O4JZz48MoC7MklSWoXKuwwCKpRnnomBW7WE/z59nmmpsJ5RZ/vn843d7TZpAINi78J4FSYgBVO/x6VMPncP7P/nMlh9bN06eXwYQH2eFm7FAsLXQdRGvxvLrF+qVcnGujm+Ycxt+H8v2MDFEShzqibKxrcLjhBMAzDcm6WhMg9mJkQJXM9s7QyUIArQsl5VqNELRCgBbb9dSlNmlWhuO62EmVGV/752vwLH9FQCdacbVksbW64PIrghmQ95imuad4X+f2+mD2Sr4HyqtMaUBWzKA8fwA//Ph8x0XgO34aFlubIc6+Vz6w7ZsD0HQac4EkB+v4/qRSRBzyvV6KrMqy++PXNPoLg5TZh2iWlLFFUgxgOLSjBVFgsqlPQNRAMYrs6kGULLU0b+VBqzVooa1VjLNmDyPmj3x6jWfZsy7GZfCAJ83hCLKrNqxQKMB8MXZOgBguKRHBlCJFkJD5RwkCRip5ojjM7L7gsWDWbfjeOhxBIk0Y0D0mhUIBDsHP/4m0VS5r7r+estBrbE9C9Asng+DWR7RZ1Yg2FoiUSVdmeUz8vjb3/PRp/DFxyNhpxu+H8B2fYyHdftJD5StgrWBDAUMpsxa8TFufrkFVZEwWslHbsZ9bOo5rg/PDzAeBuVrfM1s+F7UkRiI2kYGAOZX2mjbxOS1WtKjtXzCAGqQ62WB3RXM7kn4+kZaY0pdxZI/4jMXl/GxL53FM+cW468R/uj4NIKOYNaN6l+BTtWUPsbhUmJpoNRsO73TjBU+mHUgSxIL9iJl1iWtecJdKQCsZlOWSZoxq5n1AqiyTIxA0mpmyz3SjGM1s9QAKkwzLumoNaI0Y40zgGrbLjw/gOV4KIfHH6uZlWVmAEXVal5BaNsu8jml45jarE1P5MasJsyd6H2vvuMAfvlfvgzVcDNAUeTMnX/H9dn3+ct/+jA+/8iF1FScdGV2d9akCQSCvQ9vwJdE7zPNuGW5sBzvqpVMWI6Hs5xRDE0F7NY9QCAQrB96TfPXdlprnuTtpy+t4Mx0f212qMgwHiqaay2728M3jJdMMw7X00kTqLnlFsaHCpBlCVpC3MriMXMOn/7KCwCAkQopTWu0Ha5ONxRlmrwyGwXts8tNWKEIA0Sbi8nWPIMezO4mA6iPGIYhAfgKgP9kmuZKv08cGytv31FtklxYbA0ApTB4oT/CfEHDxESF3X/qqcvh7Xrs9kCJHMkoycdo9IeaI+83OkzMNorF6HGkL5XEHlsI72vbHsZHirHXS0J/+Lm8hrW2i0pJw+hICQAwNESe67g+RoYK2L+vyp43HA4ioyNFaIqMXI58Zs8PUKnkkNNVKJrC3jsf7oofOzzCXmNivNxxbIW8BlmSMDFRwWK4cz86So5j/3gZjfY09AL5vicmymg0aaNp8nzL8TFUyWOxZqEdbi7sm6wgn1dhLfjhd0iOvVzJY2KMfFbb9TFSLWCtFR+kHG6xUylqOHhgiDkb5/PkM+fy5HiOHB7BzYXod6GpMnRdS/3+/QAYruTRsoix1Ee/dBZH90ffbyEMuCvVAiYmKlC0aCOhXCl0PaeCTsT3NdiI87d7KM6TMWtyonP8Hh4qwPMDjI6WWAYLhX8sDSKL5XysXdt28dTpeXh+gGJeRbPtopBXYdft2Dwq6I34rgaXq3XulFCZLJXzmJiowPeDmPgyPFQIBRCydh0dK0ORJThuAMfv7zgXV0la77FDQ8BjlxBI8rZ8Pj1PUnT3hWvfA+F6U8/Hx42luoXD+yqYmKigEgogei597Ud58KNP4dmzRODaN1FGpaTDDcj3BgAjoVrb4DI6HTf6HpuOD8gyinkVExMVVMPgOZeP3rfWtHHL8bGBvm53SzD7KtM0LxqGkQPwHgDvA/C2fp+8uFjftWlAS1zTYiTUt5XVFubno9ThhfDCW1xuxm6nDrk8q4nn1sLC9pk5cpsb7gjV1trscbbjoWW5qK2Rxy4tNzFzZZXsXnl+7PWSUEV1ZbWFheUm8rqKtfB1FpbqqOZktCwPnuuh3bTY8zSQnquB4yEIAjSbNubmakQdbTvIaQqWVqLPuxDm9jttBxJImsRarYX5+fhPNfB9NB0P8/NrWFgkqb2N8LMqYSvp89NkP6S+1u7sF1u3cHCcBKgL4TlqNiwEnNESDQtnrtSg+FTFdhH4fse55Ht8VYs65ufXmD06Pc+rNfI+K8sNNOtR0ClLQL1upX7/tuNhpBKp1DcfG8H8CmdiEP7sl8PfTJ1T72fn1lBSB7cG4mozMVHpeg0Idjfi/O0uFsN5q87NQRQ6P03PrCKnKzh9cQXDlRxuu3Ff7LFr4Xh2cXoFNueGvF2cOb8EALj+0BCePrvIMnBWa52fQZCOuA4Hl6t57uoNsk5cWKhjvqx3KJTNxJpt5soqNEWG6/lYTqx/s5gJxyAlCKCpMq4s1Nf1+T7wqWdx7EAF337P0a6Pq9XaUGWJvXY7PPbHnpvBvqqOvK4iCAJcXmjgxIEq5ufXWMldr89yYSbKFHEtF6WcioWlJhbDdS+1e15abYfmpw4znlUVCecuraBWt6Gpcux96brU9Xys1m3kw/t3M7IsZYqXuyLN2DTNi+H/LQB/DOC+nT2irYNP9UzWRSbTrGhQlbw9LR3LTQRTjkfeh+bK5xJpxkEQwHF9uK4X1cy6PkvDKPQwgJIkCZpKBpJG20E5r7IaVT8MAP0g6KiZPbKvgg/80v0YG8qHNbNcWrAio5hT2TEDUcpFTlOYS1tazZWqyOz75F8PAEvfXa6RC1pTpI4WNY2wt64iS1yacWQUBURpxharcSY1x8QASom9Ht8gm6ZIM9OsRApwMu1OVeSO80lxPT+W/uG6fsz9WVOic8C/B9B//zKBQCDYaljNbFqaMZdi9xv/7Rv43b99An/1dyc7Hkfd5JtWZ8/G7YBuSh6aIBudaeU6AoFg8yRbRCZLCagqS3G9yO+l3u5vPKDr27yuolzQOlot9sK8uIIX+uhPm2z5Uy3pkCTgs187j9/9yBNwPR+1pkPMqEaIkipLxDOmWzlYveWgxtX5FnKk9eRay2GeNzTNeLVuY7hC1FoqpAyXc2i0HGZcSt+XKNxR20cg8ogZVHY8mDUMo2QYxlD4twTghwE8ubNHtXXwgSjftw7oDG7nWTAb/3E7KfVCyb53yR9msm0OSTFGGNBGgwj90ffqMwuQoMvxiAFUqRA5n/l+wAaNnBa5GfPPA8hFFARBVF8gk7pbfqFC61N1TUYxvEiTaWj0NaOaC1ozS92MSQovtWHXVCUWpJLn+FAVCcW82uFmTKH9YGkwyw+MyQCbr6ulwWeyh6zrBZBCV2ceRZEy+xi6no/JkQL+47+8C7ceG0HL9lLdjJN9ZpPHJBAIBFcTOm+lbUbS+anRdnE+NDY8P9eZYUU3CfkasH6gfbnXS73lQFUkTIYlJqwrgGhzJhBsKZGoEroaJ9YryTUbNTAFyKbTucs1/MVnn4u1n0xC/U9yuoJKUVu3m3HbcvtaR7l+EKvxLRc0/MY77sGPvulGnJ9dwycfOscyLPdzGSaaqsR8dZLMJLIy87qKSkFDoxXVzFLxyA8CjFbJ2rPZdsNWOxqalsvaZkbvG62f6XpS1+Lr9kFjx4NZAPsAfMkwjKcBPAvgRgA/vbOHtHXwgUdyVyi5E7WYoczyAQrd0e5lAKVrCiQpehy/C8Z2wlyftXvpJ5jVFAmu66PRclDilFnPD2KDRtriBQDrM0vNjhRZYrVJFNqbVlXkSJlNDWYlTpkNX49rzQMAS2EatKpIqZbjqiLj0HiJ7f6RYJZTZnNxZZY60yVb8yShyiw1vWLHmdGwW5XTldkgCOB6ATRFxo1TwygVNObGTKEKMa/MRqqHWIAJBIKdgRlApbbmIeMWnROnJsuwbA9XlqLFm+v5bCHZ7FOJIY918Ivv+yoeM+fXfcyNtoNSXmP1uZpKepR3WzALBIL1E61J01tVylKXYLbt4InT8/jqs1diWXFJIgFCQaWgdQhK3aDjTz9Gda7rd4guB8dLeO1dh/EtN0/iS09M44UZsml3dF9Ul6qr3VuUzSySsjuaKVLIq0yZjYLZKAg9dmAIAFmTaxrJfGy13bDTSLTG541XqTKsd1nTDgI7riubpnkOwEt3+ji2C8f1WLpE8kJKKq40zTj54+YvppymwHWDjkDYZW12yIWtKSRl1k8Gs9zF6Xg+C357uRkD4QUQKrPFfKTMen6AthOplsmUXgrtM+sm04xjhetRMEbtzfkAk6IqMgvyWZ/Z0M2YtvVZomnG4YIk7TUOT5Tx/IUVSOHj+AGpkEgzbtuRU3R26rOP4VIudhvd1XcygtksZTbZiDuvK2gldgrVhDLreAGKORW2Yws3Y4FAsGN0TTMOxy3aKuP6w0O4OFfHC9M13HiQLPboQhRYX5rx0poFy/FwYa6Ol980ua5jrrdclAsahmmpiEqc8LMyZwQCwcZgGWtUmU2saZMChOP6LNsiCIArYaBnOT6K+fT3aDvRmq1c1DG/0jtlmD03HH/6WUe5vp86zgHAS06M45GTc/jaszMYqeRibSdJUJn9+pcXGtBVGffesg+f+PI5lPKssKYWAAAgAElEQVQqKkWizNLxlV+7Xz81DEWW4PkBcqqMQl7D0poF24laUUbvG++qkiydGzQGOxQfAGyX1DzKkoTvu/8E+MuTT13yfB9LYVpst5pZXSW9UDuV2XjNrBZOwslg1vUC7m+fPb6fYFZVZFhhz9sOZZardc2iXNCwtNaOgk9FQiFFmaULHdp4OlXNVCSmZtLvgga9xbwKWZKwvMYFs6nKrISpSVJMntMVSJLE2ukAUQ0BVTjT0oz5Y6MLIL6tkKpIUQshL0gNzBVZ7ticADprbPO62pEmk1YzWwzTo/vZURQIBILtwO0jzZgqs9ftr0KWJJy7HLXc4PutN9su5pabfaUO0zFyudbu8ciU57YclAoahsINSU2RU+dbgUCwOZI1s/TfVMxIU2b5jfzpBZLF0S3YtLjyt0qoaPYL3UDrlgZMcb2AZQYmuf4wUUsvzTdiqixAMlS6KbOXFxvYP1rEG18+hf/w1rtQymso5TV4fsA2AvmyvuMHq2y9qKkKijklTDN2YwouLRkE4qV9g8xgH/0AYLs+cpqCP/8Pr8VrX3ooFlTx9tmrdZuaknUGs1ygo2sy1BQlL5lmrKky26FJvgbtfeW4PlswFPso/tZUhbWbKRW0mAFUNGhk/6SuO1DFhdk6S5NVZAnFnErSOcLbLMdnKWjFXgZQVJnl0pYBMgiWw7pZSSLBYlaa8WEazGq0Ppc3gMqqmY2UWX6AODhegiQBB8M2PuSYZHaukiYB0XGkL5aSi8G8rnSku3X0mXV99r316l8mEAgE24Xj+pDQWfsG8GnGZEFWLmg4MF7ECxnB7IszNfzynzyMp8/Ge7CnQTOgltasHo/spNFyUC5oqJa0KFtHEsGsQLDVuFy5G/k3ucaoV0lHzawXT/mdXQ47X3QJNmMGUEUNLcvtu2c1TV/uq2bWzVZmx4fyTOg4tj8ezPIKKc9a08av/fnX8ey5JRycKEHXFNw4NQwg8oShjsV5Tog6NFFm60XiO6Oh1Sa9upNpxsw7x9kbacaDffQDgMMpjUA8dYK/qPiJt8MAKqnMptRY0mCVKbNKWOvDBTkUWifrusG60ownhvO4EJp1lPNxAyiLGzSyuO5AFY7rM8MPVZbZwMV2wVyPC97Ia6UthogDMA0S42nGAFANL3gapKa8BKuZlaTocXEDqHhQGAtmlc5g9vpDQ/jQr38bC5CBeKG96wWpn4WkGacps5GCzX8fPEkDKMfz2caEUGYFAsFO4Xg+NFVOLTuhKkBkvifjyGQZ56ajYJZPMz59aRUBgNmlzp7rSajau7RBZbZcUKHIMobKOnSNZELt1tZ/AsGg0qnMkuudrrukLgZQQOR0bPWjzOoy81Lpt262xa1Je+H6nTWzFEmScP1hEogeTQSzuiqnig5ffGIa0wsNfO+rrsP3vfp47L5SIR7M8mt3RZFZ9p+uKqRPtuvD9YJ4mnGqMjvYacY7XjO717FdH5rWRzAbTryS1D3NWAvbx/StzAYpyiy9SD2P/U3tvbtxaKKEJ04vACBKLp9mTF+fXjC//La7ICE+GB0/SBpKn7lEFiyKIqGokJ9gs+1iuJyD7UbKbKWoIR+m/yaJK7PxoA8AXv+ywzg7XWM1U+kBsQRdU7B/tMgCYZULiMl7p9fM0mPkBxJVkTFcyWG+HRl9KXLcqCpVZZajNkM8zA00HCT5c0Trc+nr0YHd9Xx2TMLNWCAQ7BSum56JAvBpxmRhqesKJoYLePi5WXi+D0WWY8rsatg+baXeu7XGGqfMBkGQ6eGQJAgCZgAFAD/53bdiuJLDM+cWWfaPQCDYGpLpxT2VWdeHn7KO62Z02Xa8cC0soxIGgWtNJ9buMAsq+mSto5bXLJy6uIJ7btkXjnXZ48ytx0bw5OkFXHegGrtdV2XWfoziuB7+6bFLuOPEGL7rvus6Xot+DpolmU90D4krs9H6NJ+omaVBNP183UxNBwERzG4zjutD5wqrFW5i5QPMK0tNSBIwOVLMNICqFDXk1DDNOKnMJlrzRDWz8QEDiNRbxw3QslzkdCWmamZxcDxKn0225knWzN4Q7kTxjA/lUS5oOB3uviuyzNKSaRBuOx5y4UX1xpdP4SUnxlOPhabmklY/8TRjALj/zkO4/85D7N9ZBlAA8Ko7DrJAlQ+IVUVGTlNg2Sk1synKbFY6tMedg7TvOacrbLHGQ4N1vmaWUilqWF6zOtOMPdIcXFXSd/wEAoHgauB46Zt3QKebcU5TUCnqCALSrqda1Fk5TCGnsnmNqhHdoDWzjkvMCsvh4q8XluPB9QL2eOPICADSQk6kGQsEW0uUXhxfo1LlMa1mNi2Y7aactm2PrdHodV3vs9csHX+ygtkvP3UZn/7KC7jjxBhcP8hMMwaAV73kIO44MR4zfwJI6d5qI64UP3VmEbWmgze+fCr1tejnoNmc5YKGnK7gR15/A3tNgATKsWCWU173jRbxxKl5+EHA1okizVjQFZtLmwUSyix3kbw4s4ZDE2VUilpmzeyb7p7Cvbfuj9VhJh9DJ301WTPLvSYNPJ3QAKqftjxAvBa0lFdZYO75AWphMNbttSRJwvGDVZy/QtKMqQEUEDV5Jko2ueiqJZ0VzyeJergGnAFU9s85q2YWAL7tniP4F686zo6JoshEue3mZpysQ+h8D16ZTTeAKuWJO12STgOoaDCqhikzLM2YO8+aIve0fBcIBILtxHG7BLMJN+OcpnCLTXIbbYU2Vo1UlL6CWW4sXU+qMX1eKRH8yiKYFQi2nKQyS/9N04w73Iw9r8PxGOiuzFq2ywQWWmta67PXbJsTWNKM5+iabbVhZ7ZdpMiShJFKpxqsa51uxhfn6pAksBrZJHR8WlhtY3K4AFWR8YFfvB+vfslBAJERqhamGVP42lpjahiNtotLc3XhZizoD6LMZqUZRxfI+dk1XH94mOSyZyiz337vUdx3+wEoisTqRdlrJW22lXQ34+RzWlb/weyBsSLoZllMmQ0CnLm8ikPjpVhefhpTXD2pGhpAAZFabCdqjLOIglk/SjNOK4wNyXIz7rgtVE4VWYIkSchpcqxmVpYkaKrMFmnx1N+0eli+ZjZ9wKsUO132PvrFM/jCoxcBAJoqhe8VV2aBKAWZdzNWFRlayiApEAgEV4us8Q7odDPWNYWZ9tGgkiojY9Wo78Zyn2nGdC6g7dn6odEi75dUchVZFjWz1yArdUv4TmwjTqIlj9uhzAK//zP34T//+N3h4/3UbDOrSwYar8zS3tFpWXBp0GzBIEDqZha9f7VuwXHThYpeaCmiw+XFBiZHipkbgcW8ytbhNx3tDHj7STM2jpDnmRdXhJuxoD9sx4/tePABF72IVxs2ltcsnDg8DD3F3cwJ8/Fp2gVRZrMdjwG+2Xv6/UDYmsdy+zJ/Iq+pYHKkCIAosPSzOK6Ps9OruCFDReXZP1pkfyuy1GEAxdfMdoMOHK7ns2AxyxodyAhmM5RU8n9yXy6mzHqshjfNzThtZ4sos1FNSNqAVy5osGyPa6/k4POPXsTXT86Gn6vzvejCL9ln1vV8qKqEnNrd8l0gEAi2k27KrCxLUBUZ9TCAzGnxmjaA1KxJQEzRWAnrYLtRbzo4PEE2TZfW1qHMtiNnZZ40jwqA1NiKUo7tJwiCvh1ot/I9f+3Pv45/fOziVX3fawX+nGYps4osY6SSY0Go6/rsMXwKcrd1Dlmzqex1VUXqK7uDPpe9R4r6SwWYlboNz++uzGahq0rHev/yQgMHx4oZzyCfna6baSkEDxU4dFWJBbN828zxoQLGh/IwL6ywdaculFlBNxzXi+148BchvZjPXyGNnG+YGg53auITJElV5gLi1D6z0QVB2yHIsTTjzknXcUkw209bHsqh8RLyugJVidrdXJxbQ8vycENGWgTPAb5tjSKzQHrdyqzKpRmHC420ulhKas1sSv0qDRxp0JnTFE6ZdVnv27Q04yyll6UZZygVkSJBvoOnzy3C8wP2PFafyw1MHWnGQRBOEKR2o1rWcTnswyYQCARXm27BLEACWLoJp/Npxi2inLQtF/mcylqk7R8twnK82CIzjbWWjYPjJSiytE5lNkwzTsyHSkqa8ROn5/Gz73kI7/yDBzGzKMbZ7eTLT13Gv//A1zra0m0ntkPqrdfz+xH0D5+V2FEzG17vUjh00PUP72Y8VI5qT50uG0qW47FsQUmSMFTKYbXPYLbJGdClrZ95ZZZkoWxUmY1e2/V8zC61Yv40adDMPCNlza3yymw+XZkFiDp76uIKbIe0UNvI8e8mRDC7zdiJCV1JSTN+cWYNEoDjh4agpezUuInXUBOtXPwgiA0OtB2CwqUZp7nluh5JM+5XmQWA1911CN/5imOxz/L8+RUAWL8yqxCFU1dlrjWP39cOEQ1EaZoxTQvOgv/eaUCpqmnBZ6h+090tTYHlRAZQNHilx9jTAEqNVHQnK82YKRJkEfdk6BidPF7+vdLSjOk5VhUZdxuTuDBbx/R8veP9BAKBYLuh9ftZ0AwcPcwiioLZKM24kFNYcHnjFJlf3veJZ/Cnn/lm5uvWmw6GSjqGyzksr0eZbaUrs2k1s6cvrqJluQgCYGaxd7sgwcaZWWxipW6zNitJTl1c2XLllqa4t7mARrB18GtcJ1Eid9PREbzsxgnm0ULXVXyf2eFyjl2nVhdlttl2Y8ZHw2W9L0f0ZtuJnfs09Zcpsw07zLrbgDKryXAcn2WbzC414QcBDvUKZgsaJocLGOVKMCi8Msuv7fOJdf7kcAH1loOW5ULT0luoDRIimN1mksEZ3zuL1ghcWmhgYqSAQk4lTZSTKcSJRYGSaOXiup0pxgB61sw67voMoADglmOjePO9R9lxAMDcSgsjlRzGhwo9n8/vFNGAtJBXmQGU5fh95e7TQJQEs71TPHhllgaC/SqzyTRjIF2ZTVu4qXxrHi9ITYXmF3Gu5+OZc0uxpkb0WAqxYLbTAIo3jLrnln2QJQkPPT1z1VO0BAKBgJQ89BHMcv/P6wpLM25bHgq6ipFqDrIk4aajJKXu5PllnJuupb6m5XiwXR/looahst632QuQbQBF+szGx1Aa7ADpNXgXZtdEO58tghovpinyy2sWfucjj+PRk3Nb/J7x3vKCrYVfk7iJNOPxoTx+5vtuZ4EYXf/wyuyJg1Vcf2gIiixlpvqfvbyKK0tNnDgUiSxD5VzPmtlTF1fw83/4FVyYjYSAtGC2ZYUGUEyZXX84pakKAkRi0+VwY6yXMvv9rzmBH3/zTRmvGSmzubC9JBB3Mwai4LbWtAc+xRgQrXm2Fc8nqqGeqcySC2RxtYWJIbLDoqlkp4Yn2eJAkaX4zlYiWKELiCw3Y/5561Vmefg61F47SWnQ76KU19Bsu6HC3D01jRIps0SR7Gb+lDzWSiFsa9OtZlaOBgTezTgZzMYMoDJa87h+dwOoMtfM27y4gpbl4rbrRvHsC0ux91KVyKGaqrl8ax7Wl1aVUS3puO34KD7/6EV8/tGLyGkKinkVxbyKUpi6V8qrKORVlPIauT1Pbi/mor9LeXXgm2kLBIKrj+P6qBS7pBmrkS8BpVrSsbxm4ff+9nE8f2EFJw5VcfdNkzi2P96fsZ7i/g5ETsjlgoZqUV+Xm3GjRdrUJcdoRepUZluWi/GhPBZX2x1pi8trFv7LXz2Kf/Pdt+DeW/bH7vvSE9O4YWp4Q/PltUozdLVuWm6HIyztotCvqU+/0K4Q/KaFYOtIW7+6rs9K5HioR4nj+oBE1mhvfeONAICf/oMHM026/u5r51HKq7j/zoPstuGyjufPL3c9ttnlJjw/wDRXptUtzXilTpTZbp4tWdDYwAm7nlxeaEBCPIMxjbTWlxQqqlDfnGJORaPtdqQZUxGr1rAHvscsIILZbYUWjWs9amYXV9uYuoH0U9WzlNlYmrHMdiuBFGVW4ZVZmsKRcjG2XXh+sK6aWR5+0Jkc6a3KUmjfQHrxF3MqmpbLgvhcPwZQrGY2TDPuMZDwIiwzT0pzH6ZuxhnK7FCJTKYHxoq48/rxmH16mjKrcK15XM9nacw8vPHJ6Uur0FUZ9966jwWzVC2WJAl5XUGj7WJ8mHzf5YIGCYAf8H1pyXu8/QEDT5xeQLPtoNF20Wy7aLQdNNsuFmttXJwjt/fafVYVmQt2o+C3yAXF7PZc/DHUMEsgEFxbJEtsktBNMt4Bv1rS8fyFZabOBgEZk/ePFlmAAZCFpOd39u2mQW6loKFS1PDClXQFN41m20E5ZS7kHekpLctDuaDBdryOQKrWsBEAWFmL3+4HAT78ORNvvHsKPxz2hBT0hqZ7pqX80oCiucXpwPS9WpZQZreDLGVWVdPTXVUlCmb5MUXnPE146i0HT55ZwHe+4lhMrBkq59C0XOLNkrHObLWj35IaXvtJAyjfD9hvYyVUZruVVGRBj8F2fRQBnLm0goPjpU0JCKxmNlRbC+H6OjkW0+9ltWEPfI9ZQASz2wrdMdJT3IxzmgLHI1bjtaaDsTBFl+5ABUHALupkMKtwqav8+1DoY/kd5TQ3Y7pg2Kgyy485k8P9B7PHD1TwzReXmXFTMa9iZc2CRV3V1ulm7Hl+b2WWO1ia1puaFqxEjtFA3ACq2XaZEpvXVfzcW+6IpZKlqa6qIsN1SSr0asPuaJoNAKUC+f7rLQdPnp7HLcdGYynb/HHmdRVt28PUZBm/8Y5vwcHxEmRZirkD0uMYrebx+pcd7vq9ACSDoNl20bTiAS8JgON/N9ouVus2ZhYb5DltF91sOWRJihThPB/88gowFyBzjynk1K6mXgKBYPfSy1wwp8mx/wNAtZTDmUur7N+8AlvIqaiWdFi2B8vx0Gi7zAiPQn0HKkUd1ZKOetOBHwR9jSONtsvMpnhkWYLndCqz5HhyWE3U4DXCkpmm5XQ8J+DuF/QHU0lTAtZu922GKM04/XX9IIDvb6xOUpCtzGYFhLT8TkJ8PaSrMvM04aHjQNIVeDhcf602bExkrFn5jZGhkobFWmeLJqrYSxKwWrfhej4THdYDDSLtsO2QeXEVr7vr0Lpfh4fVzIbjajGnoqGrHZsEtGxttW6n1t4OGiKY3UaoSxkfiNKN5HxOwVrDwWKYBjVezcceS9JtyY+to2Y24Wac1paHvFd2zSxL20A8VXY98BcHbdnTDz/5Pbfhq8/M4NAESbU6sq+MZ88tYTl0Duwn5YF+HwurbbRsr2OHPu1YJYlsBNA617TBR03WzOoKbIfUaqysWR11wfwiKdUASpHg+j7mlltwvSC1FkKRZZTyKk6eX8ZizcJ33Xcdhrigl1eQCzkFTYucr0Nh+wlqUOJwBlDrQZFlVIo6q8NdD34QoG25TPllKrAVBcXJAHlhtc2C5LT+bRQJZAFbTAS8pbyKYk7rCJALCdVYLDQEgp0hCAI0Wg5zJk0jMoCKK7MAGXff8eabOxacv/KjL8M3X1zCh/7BRL3pdASzpy6tQJKAieE8qkUdnh+g2XY7TJ3SaLadVP+INDfjlu2iWipCkSWsNuJpxtQYptmOB0LULTl5u6A7rTCwbKVkEGV915t/z+w6XQD49EMv4Jlzi3jXv7p7S9/3WoGuWUnJXCS4ZNXYa0q0XuU7e+iakpl1CKBjc2o4TFNfqVt9BbPVUg6LNaujwwh9/YnhAuaWWwA25gbMzK0cD6cuESOzW46Nrvt1eJLKbDGvIt/qXOMXwo3GpuXiwID3mAVEMLutRMosH8xSMx8Vq3Ub8yskmB1jNbNR2gELZj0/NsmqibQn9j6aTPraKlHNLB00iBFV1KC5kFPhuGT3qpjrPdH3Yj1pxuWChge+5Qj790tvmMBnv3Ye3zDn2OfoBQ1E/+wzz/X9/oosQVcV9vpZacFAFBDqmgLPDzC71ESATgVakqSwl2z6Lq2qyPC8ANPzpP6C9j9MUi5oOHWRuELffnwsVt+gJpRZXY3v7NNNiyjN+OoNTER51VIVjV4EQQDL8VID3mbbCQNiLkBuu5hZbLLH9Wpon9OVjvrfYhgIpynCLS+A1bJRyqupPYMFAkF/2A4p/6BZJ2lkpRkDwOGJEl5+02THcyaGC2zjN1k363o+Hnp6BnccH8NQOYdKKXKJ7yeYbVhuaoZRWp9ZoswqKOgKLida87DU12QwG/67kVHvK0inm/ra3CZllqaQZr3u5YWGaH23CRx+HdqvMsuC2bgym2bORLMfkuMPFQmS2RQ8fJoxfXxyrUGv7YNjJRbM3pTS87UXOrfef+6FZaiKlNpuZz0kldlyQcNayphT4M1LRZqxoBtpO0lKqORRNXR2ibiXjSWU2aR1uVaKpxl7KWnGxZwK27E5ZVaG70ctb/I5FXYYwBZ0BbVwLF6Pm3EWE8MbT1M4tr+CkUoOD39zFkB/zZuTgx4dULohyxI0TWY1uWl1tlThZcps+F1enCPOdmlBM6mp8jKUWbLxME0L+zOaYZeLGmaXW5gcKWCkkkMQBGwA5183rysdwb4sSTE3Yy2l5dBuhNQAq8jrKkarvR+fxHE9ThHmg2GHpU3zAfL8SosFyFltHiiaKnfU/2YZZBUTf+c0UScsuLZhi8kum1w0vVjXOoPZqclK5vOo50EyKHz67CJW6zbuf4Ck6VHVttawY/3Ns2i23dTjVWSpo8dpy3JR0Ik53mrdjpUFMbUwEQjR2xui3cu66CfNeMtrZjllNi1Nfa3lwHZ90sf0GjNI/ONPPoMbp4bxhpdPbfg16FqlkFNiNbNZQVXXYDalZpZuHCWv5+FypMxmEVdmyRiSrJml3Tf2jZL14K3HRmL+Kf1CRYtm28XJC8u4/tBQbHNvI9Dvh8Yd33//idTrgy8v3AsmnyKY3UZsTjGlUGWWprpeWW5CliQMV8hFw+fQUzoNoKRYrSa/y7VSt1PdjF3PR06L3HD5H3KhS11Tv2xGyZIkCXfdMIH/9fglAIil2GbRq0Y2DVmSoKtRMNu1ZpbuboUDy8WwX+tESjCryhKsjNejBlDTCw1MDBcyJ75KgXxmuisnSRKqRR2LtXbss6YtymQJzAmafIbB32XrB01VMFxW2AS1HlzPZzXCND1a0VVcmVtjadK8IrxSt3B5gdQJ09q3LBRZyjbISphlsQA5DJbzok5YsAdgbW66zC100zJeM0uD2fQMFgAo5+P9aClPnJpHuaDh9hMkTY8Fs00Hlu3hb75g4vtefaLDEZfSbKfX+CqK3NHXvW15KORUlAsaPD9Ag0tlpoF8sjaW1dKKNOO+8YOApfqmKrPblGbMpxdbttfhK0J/e/Wmg9zQ4AcC/RIEAZ4+uwg/wKaC2eSald6WtXbRVCIKBEG8O4iuKamBWiNj/CkXtbA0IFuZbbaJU/nCahtj1Vx4bIk04/A9X37TJMaHCnjl7Qe6ft4sqDhyZamJmYUG7r9zc/WyQLT+o+PqvgxnZL68UCizgq444Y5RappxODjOLTUxWs0xRTBTmY0ZQMX7zNI0Daqwxt2MA+41FGiqDC8xOG+FMrtZ3vytRzExUoAxNYyj+7N35Sn7x4p4zUsP4dvvOYILs/WOmoY0FFmCrildlVlWM8sZdQGkb2AhpzDn4djr0uekKKKqTBZC0/N1ViOcBk2HMY5Eu3vVkobVhhVT+X749denfi4/iH4H10owuxlURUa1qMdq7iYmKpifX+v5XN8P0LKJwtvKVISjYLjRdjC/0mKBcVLl4ZFAalwKuRRFuMNEK54yXcyrPWvHBYKrQVbNGg9LM+Y2+KgRydF92XMA7QNbTwSLZy/Xwt6T5BqggXGtYeO580v46jNXYEyN4JV3dC48XY+obGnBrJxozWPZHgKQOXyoTN5jpW6xYDYrzZgps8IAqm/anJtwmrMwNdlqWVv7nfKBczstmA0Nhuoth5WIXQu0bdLHubbJVkgut2ZdCEvtuiqzSmSMmnQzTlNZo/Enft5kSUK1pGNlrbsye3iijH/9nbdg30gBn3zohY5UZvr6Q0W9L5PNLEYqOeQ0BSfPL8N2fRzIyNxbD0llNvtxCiuRE27Ggq7YKWnGUc0sue3KUgvj3GDIDKASbm9awhGZn1zpY6nCyhtA8X1mNUWGpspo214sgN1sMLsVF+BIJYc33d3/Tp+qyHj7AwYAZBbyJ5FCZXZqsox9o8VUw6NkzexUWON68vwypibLGbbxEmRJSg0kVEVCAGBmsYm7bpzIPLZImY3qLqpFvSMwTXt/KWzBRHss7obNib2MLEso5bWuKZRZBKHSQIPfVhj48unQrbaLhhUFyCsLFrsv2SIkSV5XutYFdzPR2gu7s4LdQZRm3I+bcTS3vfzmffilH7oTxw9m1x3kdQWKLMWU2UbbwZWlJu67PerrStuWrTVtLIeL16z0Qro4TU0zThgu0kCnkFOiGryGjcMT8dfqrJklx2s7fmbPcUEc3k04redrVkr3ZmnFguh4f9sgCFBvkfdba21tf9vdTi0M4jcbzKbVzDqODy3DRElTZTQtF0EQoKxH6zaSZtw5J9bbDgo5JXVNNlzWsdJDmZ2aVHHj1DCbbzuCWav3Zl0/SJKEfaMFPPvCIoCtWUvTebyfADWvq6i3nD3hESJWvdtImgEUrZmlacZLtXZMjdNYmnE0mCbdjFVFjqcZJ5VZGsxKpP8ofYymyuw+utMoS1JfhktZvPvfvhL5Acm3pwZQNx0dwW//xL2pj1ETfWYPT5ZxaKKE6flGpmOzIkupqiwQV0m7pc694vb9qJb02C7vaDXfV9skRZbg+8D52TWoipxZlyvYeSRJQiFHlNeN7OjbjoduBlkxR+m2g7mVFprtNTTbLuuXnIWuyjFH6FIuWxFO9hTWtfT+gIJrk6yaNZ40ZVZRZNx6XXc3T0mSUC5obPMOAF64TPrJHj8QBcGyLKFc1FBr2JhZJN4UWcYv0eI03c3YTw1mVVbiUONeN0ozTjeAon/3U05zrcMHqd1qZttWem3rRuGD6KSjccuKsmv43+2sHoQAACAASURBVOBe5RvPz+G588t4+wMGC2JXm5sMZrk1qxsqrrWmndrtAQhrZhs+/A5lVk7Nymu23Uxj06FSDgur2R4rTctla2lFJl0wknW5zbYLCaQryWbZP1rEhVlSxra/j9r+XowN5aGpMqrl3uNLMUeC2c3EALsFEcxuI6w1T1rNbHgRBIjMn4CojqhrmrGSYQAVLhzoLosSKnb8a9CgmL5/Ibc5s5pBmpCpAVQ3lESfWQC495Z9+PiD5zJ76aqKnOnCxwez3VzqDk+UO5yOv/u+Y3j1Sw52PV4gNIAKApy/soapybLY8d/D6JoCXVMy6/664Xp+lA6d0lM4mTK9vGZheqFB7uuhfCiyFLZHSlGE01KmuXrhfE4RdcJ7jCw3UR7WmmcDm6HlghZTZs9erkECcOxAXNGtFnWs1G28cIUEuyuNdGW2m5KczISiLWL4NONlTvGlbqiu58NxPTYfN7n04mbbGai5c6fg04zbXdyMg/D+zSpl7L1sD5IEBEGnIsw7w6a5xO41Hnl+Do+Zc3jrG25gwSzt9bxR8yuXU2YDAK4XYKlm4fbjY6mPpwZQHcGsqqQqs42Wkzn2DFdyODO9mnofbTVIN7VINp/S6WYc9pneinlrf1jTWsipqBY3//u95egI3vtzr2SCWTdoHNCP6epuRwSz2wgzgEpJM+Zbr4ylpBnT5wahsU+8ZpZMrtRBkXczBrJrZgs5lb0OfWy3pvZ7DTkcmLqR7DMLAN9663585msv4lhGLa8iy5n90ejrFHMqhtZpVDRUzvX1HFrTdX52Dffeur/n4wXXJqoio1rSWS3hevD9gJliRYpwPPhtcW2V6k0Hc0st5ijdpUwYkgSm8kbqb/j/DkfpThMteQNmcILtpdFyochS18VulGa8/s23UkGLuRmfmV7FwYlSRyZLtaTj+QvLsB0fEroos7TGLkXNkZPBLKfM5nViAjW/Eik9SQV2uKx03t4SJlD90ORSuptpNbPcd0oMvLYmmG1ZRDlfqdsdQTSvxl4LyuzCSgtBQLII+fTiWsPuu8QrCZ9mDACrdQuW42E0Y5OW1swmg1ktQ5ltZDiTA8BwSUe95aSm+rctUg/Pl2ppKe1/ssziNgINZg+MFbcku4l2iegH+jlFzaygK47TaSWuJAyggEQwq8RrZtPsyKnhkOcHUBUumA0vLpryyu8oO+GFSy9e+v79pLHuFcoFreduODV+4ge50Woe7/23r8pMxVAUKVOZlcLXO3FoaCOH3BeyLGFmsYGW5eFYF+MUgWCjyDJJ7eynX2cSWifMDLLaifRoq/P2pZrFgmfX6+YdTRa6xZyKajmHnCqz1OjOFkqdrZREFsP20Gw7KOXVroszurG4EWW2UtAwE7a1W6q1cfLFZTxwT6fnwnBZJyobgBumhrFUa8fud1wPv///P4nRcA5OW6CqcryshwWz4Yb05Egh1hquabnI6wqrjaepyM22ywxXhAlUf9B039FKPpb6S2lZLqmBrNtbWjfbsj2MVHJYqdsdxlO8Gpt01N6LLKySa2Z+tR1zAd5UMOvFg9nZ8PoZraaX3miqDMfz4fvxYDanKnC9AL4fxDY1G20HhzJSlmk2xWrd7ij1oYZifIcPXZOZmStlrWVvmTcJLQs7kOE6vJ3QoLdXxuIgcO1EMjuALEtQFTm2Ox0ZQEVffcwASovXzNKLPlYzG76G5wVQlc6BIVJm5YSbcWfN7LVkFvQLP3BHz0J3ulGQdDru1vtLVaRM8xzaWP3EoQ00Uu0TWZZYzUUyzU4g2Gn4OmGsc08nCALYrh9TgTt6Cocp064PLNdamF1qMkU4LQWNR9fkjvpfqvzG06M7TbR0VdQJZ1Fvu8x1OIu0mtl+KXFpxl98YhoBArz2pZ1tLb7//hO47boxTI4U8Jg5j3OXa7GesI+Z8zh1aRVKWHOblmYsd6mZBYDJ4QJOXyJpi0EQoNl2cGCshItz9Zhy2Gg7GB8q4MpSU7Tn6RMaoI5Uc6zXOyUISLbI8bFqGHSSx86vtPDejz2Nd37PrTg0ke1T0Y227eLgWBHAWkcQTdVYTZX3fJpxy3LZdbaw0kKNU6I3YwIVKbPk2p9dJhtTWcGsStOM/SC2FqZjiO16MTWy0UWlZ71mG1ZnMMsyNLhgVlViymzLcnHqwgpescF2PEn2jxaR05S+unhsNQWmzIo0Y0EX7rt9P26cGo6rqlK8ZhYgu44UeqF+8YlpNFou7r55ktyeqsz6AKJ8frpTTB+rSPE+s9TNGLg2ldl+UnaTbsb9oMpy5uNfcdt+/POzV/CqO3rXvm4UuiGpqzIOjgvzJ8HeQZJIqmqujzrhtNZKjutH6dFJRZgpw5Fx1mKtjYtzJEBOawXCoypSR/0v3yYpcpSO317Ka8jrm/Mq2O00207PNLziJuagcphmXGvaePDJy7jz+nGMD3WqRKPVPL71NlJ6cXZ6lfWXpimIX37qMgCweTLLAIr3qKC/CxbMjhTw9ZOzcEPlyPUCjA/lSTDLtYxptFwcHC/hylJTKLN9QmtmRyt5nL4Yr3Ns2x6CgHiOnJ2usUDk849exOWFBp46u7jxYNby2HjTShhA0eBu30iRtejZq1BVlv5da9go5FS0LHdTJlCuR7IKaRA1u0SUWdrXNQmpmfXg+UEsQ46V5Tk+8mHSHd1QyqyZpcHsWufx0w2ReDArx2pmnzy9ANv1ce8t+/r6rL3I6yp+6yfuRWUL6mXXS9I0dpC5diKZHSCvqx0OtlJCmR0q6x19swDg7HQNlxcauP0EKYhPS1Wm6Xeu58fqk6j6KMsSc91LGkDRHbFrqWa2H6ibsZphEZ9GXlcQZBQFHttfxR/9wqu35NiykLlUZtFnVCCI0FQZQ6q+IbMdz/fRspLp0dk9hWtNG1eWGuz2bnXCsiQx9TfpFh1zlE5JmR6EOuFGy2XpfFkcP1TFO77jZtx0NNsYL4sTB6vw/ADv+vOvo2W5+O77ruv5nCG2iLVQymuYXW7i+QsrbHFOMpc6FQpFJu3VqFtuyyJOpjRbZ2K4gCAgi306B9P0S75Otmk5GB8mG9dCme0P+l0Pl3VYjhdLJ6WBB93EoJtSX3lmBgDZvOiX5TULhZyCvK7C9wNYjodK2BovWTO71rKhKhLGh/JdXXH3Avzno8HsoYkSzlxa3bQyqyqR18jschOqIqGSMU5riszWu3Fllvz9wkwNxpFh5HU1bH0VZNbMsjTjFDO4tP7Yybrcf37uCsaqeVx/eOtKxzZi6LgVMAMokWa8NRiGcSOAvwYwBmARwNtN0zy9s0e1PdBAlP6IxhNpFfyF2rI8nLq4Qm5PuBkDiPeQ5VKImTKb7DPLpxnr154y2w80iFXXERT+8BtuiO3cX22scOe4m1uyQCBYH4oso1yQN1QnTFwxvYT668SNsxKO0gs1C63wMbzhUBqFHB/gJtKju7RQKl6lOuFG2+mZJSJLEu7bYKreS2+cwLfdcwT/8PUL+P77j/eVojccLmJXGjYOTQAPf3MWEoA333sEH3/wXObGLptvvQCySoLZPOdkOjlCgqm55SbGwsCKlg7RxbHvB2hZHqpFHXld6WjbI0iHftc0uGjZkapOU5BpqmjTcvGVpy/Dsj1MTZY7UsqzsBwPv/6Xj+C260bxE999K2vFk9cVVvvMU286KBc0VIoac8neqyysEGV2arKMhZUW1poOjh2ooJRXNxXMUlNTut6dXW5hpJLLdAeOmT5xG0508+i9H3sar33pIfzoA0bPHtfVog5JAlZSzOCY4Vg+Pc34MXMOz55bwve88ro94cBfFGnGW84HAbzfNM2/MQzjbQD+BMDrdviYtgW6q0gvwmTOPn/RSgCeODVPbo/VzIZpxl6i7Q4NZjPcjOljeBX3WqqZ7QdVlXHn9eM4sY5dt30Z/WevFtQ84UYRzAoEuwKmvOZVjK/zuUEQwHb8hPqbliYd/m25mAlTV1ttt8N5M0lOU6KU51zcICtKhU46SpO/+zVr6uYmulW85TUncM/N+3BkX3+ppDS9cLVuIQgCPPzcLIwjw3jJiXF8/MFzmcdL52w6l7Zsl2U2AWD9x+eWW2xzmKmF4cKa72NbyquxNj2CbOh3Tb/vFpciTjcKaGvDRsvB1569ghsOD+GeW/bhbz5/Cku1zrpIgGw2eZ4PTVXwyHOzqLccPPr8HH7wddez80zq/JWO1jz1loNyQUe5SHod9xMwDyrzqy3kdAXH9lfw1NlFWI7HHPG3Rpkl39vsUhM3Hclev/ABbDywjf7+2jev4C2vOdGzx7UsS6iWdKzWU5TZlDRjTZXRbLu4stTEX/zdSVx3oIo333u0n4+568kLN+OtwzCMSQB3AXhjeNP/B+B9hmFMmKY5v3NHtj0okgRFjgyDxhLKLJ8+dvxQFd98cQlA3G2M7hQ/+8IShis5zC43oalRygZ9bTms9Xny9AK8sHBeU+VYeocIZuPIkoSfe8sdO30YG+L4QWH+JBAMOpIkIacryOkKRjdwSTuuxwW+xC062UoppgivtnFhjvydVKGSqIrcUf9LgmItTI8mt7es3gZQm0WWpHWZptD0wucvrMB2fMwuNfFt3zKF/WNFUv+cMRfS0o2nzi5A1xTMLrViGU3VooacpuDk+WW2kK6WdOiajPOzdTx5ZoEt/OkmwZWlJp48s7Chz73bGZpvYHWL0m/pd00zyZ46s8iC0/NXSH18paghpyt4+LlZLKy28YOvvZ6lcz/41OWOedF1fXz2n1/Ewkob3/vq43jwycsYreawVLPwqYdewNFwcySvKyjoKuaWW7FzNbfcQqVInN09P8Bj5nxma75BI3nuXpxZw8RQHuPDBfYbHirpqBb1Tf2GF1ZbMWUWyDZ/ArIDWD7LxLI9fOZrL7JMmixlFgCGSzlcmq93HP+LM0Rp5zerdFXGWsvG+z/5DFRFxk//i9v2RI0pEH3OvfB5dkMkMwVg2jRNDwBM0/QMw7gc3t5XMDs2trEi/53g4L4KxoYLOHp4BLqm4JbrJzAxEU3I9O9bj4/hLmMSZ6dPAgCOHBxm9x3eTwabD33OZM87cXgIx6dGIUvAdVMjmJioYP9EGQGAP/z40wCAA/sqKBR1jF+u4ejhEWiqjONHRmPvL9g8V/v7pBPxoYNCmd0s4loYbMT52xye56PectBoOaiH/zWaDuotm/y76aAR9hGmt80ut1BvOWgm+gkfOzS0ofOxnedwpJLDV56ewVeenoGuKXjgvuOoFHUYR0cxMVJIfe8Dk+S2D376m+y2u4zJ2GOPHaziidMLeOL0AiQJOHF0FBPDRTx+ah6Pn4qWMcePjOLAuWU88twV/OHHnt62z7mXuMuYxHVHRgAAH/nCqdh99LueHCng4mwd+8eKeNMrrkMA4nj92a+9mPqaw5UcpvZV2Ov9zFtegq9/8wozBAOAY4dHMDm2gG+cnO04V2+4+wiOT5Fj+uNPPbtFn3R38qo7D+GWE+P45JfPAQBOHBlFreXiC49c2NRv+KajIzh6eIT9+/ojI5nX/uH90YbE1IFoXDlmkyyUn37LS/D5h1/EP3z9QvR6x8YwkWEAduRAFQ89OZ16/KPVHPbvizLz9o2X8Q1zHrJk4df/zbfipusn1vEprz7rGT9vOOZAkoDjR0cxMT44cVQaUpZxzdXCMIyXAfiQaZq3crc9B+Btpmk+3uPpxwC8sLhYj1nn72Zcz4fleCjlNdQaNspFjeXeUzfOestBPjSXmJ5vQNdkHBiLemYFQYDphUbMYW1iuIByQcNqw2ZmJ57v49JcA34QQJElHJ4ow/MD2C55/9WGjWpR27MpMjtBmqPqdmPZHvwgEPXPm2Qnzp1g6xDnb2chdcJEEbYdDwfGSus2qtruc7hSt7C8RtILq0WdqXwty4XMld/w+EGAS3P1WB3zvpFirMa23nIwv0I2mUt5FZMjRdSaNhY5N1hdU3BwrIi27eFK2CN3LzIyUsTy8tZ9vn0jRRRyCmYWm7AS/T6T3/XYUB7VIln/LK9ZWElJJQXCdii6gkthu5/Dk2XYjoeZRXLcvc7VwfESNFXG5fkGa424F0g7dwfGSOuY6fkGAgCHJkpwXJ+1HdwodM16ZakJy/ZwaKKUWc8fBAGm5xuABBwaL8XWrCt1C8PlHBpth/V7LuZU7OvSt7Vtu+xcJxmt5GKdLxzXw6X5BoZKelf1eDewkfGTjxl2O7IsUfHyOgAv8vfthmB2EsApAGOhKquAmEDd0Eea8TEMWDDbDbEYG3zEORxcxLkbbMT5G3zEORx8xDkcXMS5G2z2+vnrFszueKK0aZpzAJ4E8CPhTT8C4Im9WC8rEAgEAoFAIBAIBIKtYbfkJf4UgL82DONdAJYBvH2Hj0cgEAgEAoFAIBAIBLuYXRHMmqb5PIB7dvo4BAKBQCAQCAQCgUAwGOx4mrFAIBAIBAKBQCAQCATrRQSzAoFAIBAIBAKBQCAYOHZFmvEmUACs2/5/N7OXPsu1ijiHg4s4d4ONOH+DjziHg484h4OLOHeDzV4+f9xn6+ihtuOteTbJKwE8tNMHIRAIBAKBQCAQCASCbeVVAL7C3zDowWwOwN0AZgB4PR4rEAgEAoFAIBAIBILBQgFwAMCjACz+jkEPZgUCgUAgEAgEAoFAcA0iDKAEAoFAIBAIBAKBQDBwiGBWIBAIBAKBQCAQCAQDhwhmBQKBQCAQCAQCgUAwcIhgViAQCAQCgUAgEAgEA4cIZgUCgUAgEAgEAoFAMHCIYFYgEAgEAoFAIBAIBAOHCGYFAoFAIBAIBAKBQDBwiGBWIBAIBNckhmGIOVAgEAgE1yR7ZQ7cEx/iWscwDGmnj0EgEAgGBcMw7gQA0zT9nT4WweYRc6BAIBD0z16bA6UgCHb6GATrxDCM1wA4CkAzTfPPd/hwBBvAMIyqaZq1nT4OwfoxDOPbAdwD4HdM02zv9PEI1odhGG8A8HkA/9U0zXft9PEI1o+YAwcfMQcOLmIOHGz24hwolNkBwzCMNwP4MwAnALzNMIyvGoZxww4flmAdGIbxfQAeNwzjvp0+FsH6MAwjD+BfA/hVAD9lGIa+w4ckWAeGYbwJwP8D4L8BGN7ZoxFsBDEHDj5iDhxcxBw42OzVOVAEswOEYRgqyCDya6Zpvss0zdcAOAXgDw3DOBE+RpzTXYxhGC8B8C4ALwB4r2EY9+7wIQnWQbgL/fcAPgDgnSATOgzDGDYMQ9vJYxN0JwyC3g3gHQB+BsBbDcP4oZ09KsF6EHPg4CPmwMFGzIGDy16eA8WgP1h4AJYBOPQG0zR/HMAcgL8O/70n8t/3MAGA3zdN840APgfgz9Imc7Eg231w50QB8CSA7wLwFsMwPgTgw9hDu5x7jbCm8hCAnzFN83HTNFsAfhPAdxqGURU1lwODmAMHHzEHDihiDhxc9vocKAaLAcI0zQDAowD+iE+rMk3zxwC4hmH8wI4dnKAvTNN8GsDfhX//CoBPg0zm3woAhmG8OrxPLMh2Gdw5+SKAu0zTPAXgvQB+CEDTNM35HTs4QVdM0wxM0/wz0zS/xC3IngRwC4Bx0zSDQZ/MrwXEHDj4iDlwcBFz4OCy1+dAYQC1yzEMY9Q0zaXEbb8J4H4AP26a5unwtg8C+F+maX50Bw5T0AXDMF4HMmBoAD6QNEwwDOO/AngTgC8B+FcAXmaa5sWrfJiCFLhzpwL4oGmabcMwrgfwfwP4FID/AuBPAPxHkPSd3wsX3IJdQHj+bgVREj6Ycu19CEAZwA+apunuwCEKeiDmwMFHzIGDi5gDB5trZQ4UyuwuxjCM7wVwMsxz5/kDAA8CeMgwjLcZhvF/gUzsT13tYxR0J3T9+yBI+s1rATxqGMZLDcOQ6O6YaZq/CqAF4O0AXi8m8d1B4ty9DuG5M03zDIA1AH8M4FdN03wPgAcAfFxM4rsH7vwNofPaozvQfwQykU/t0GEKuiDmwMFHzIGDi5gDB5traQ4UyuwuxTCM2wD8FYALAG4E8O9M0/xc4jH/B4DbAUyAWKQ/e9UPVJBJOFj8NYB/NE3zQ+Ft/y+AlwP4OdM0nw4f81oA7wPwQ6ZpPrNjByxgdDl3dwP4WQAjAGzTNB82DEMd5B3NvUg/1154WwXARwG8wzTN6Z06XkEnYg4cfMQcOLiIOXCwudbmQKHM7l5aAN5rmub3A/hLkBqhB/icdtM0/xLALwF4u5jEdx/hDmUTQI677d8BeBzARwzD0MPHLAJ4s5jEdw9dzt0TIJb2D4eTuARiSiPYRfRz7YW3rYFcewM7ie9hxBw44Ig5cHARc+Bgc63NgSKY3aWYpnkWwCfDv98Nks7xPpBUDtBJ3TRNXxgl7Gr+EcBvG4ZxD73BNM1fBPAigLeG/37KNM0Xd+ToBN1IO3e/AGAG0bkLRFrVrqXntRcizt8uRMyBewYxBw4uYg4cbK6ZOVAEs7sY0zQbdBc6rEl4P4DfMwzjfQD+BsDRnTw+QW9M0/wYgN8B8D5+QAEZTAbWOe5aoMu5ewHi3O16+r32xEJs9yLmwMFHzIGDi5gDB5traQ5Ud/oABN3hf2Smab7HMIzXA/gBAK8VO5kDwwcA+AD+3jCM/wygAuD1IAszwe5GnLvBRpy/AUfMgXsCcR0OLuLcDTbXxPkTyuwuIK23k2EYSvj/w4ZhTIZ/vwbAMQBvEPVBux96DkGcAD8A4McAHARwBMQG/fmdOjZBd8S5G2zE+Rt8qNOtmAMHk9AxVVyHA4g4d4PNtXj+hJvxDhNaZ78VQAPAP5mm+d+5+14D4FcB/JRpmmfC3l62aZoXduRgBakYhmEAmDZNs55y32sA/BqAd5qkwbhgFyHO3WAjzt/g0+Mc3g9yDsUcuIsJr7XvALAK4EHTNB8K65kDcR3ubsS5G2zE+SMIZXYHMUgz4/cC+DyARwG83zCMf28YRtEwjCkA7wLw/nASl0zTPCMm8d2FYRjfBeAkgN83DKOUuG8KZCB5314fSAYRce4GG3H+Bp8+zqGYA3c5hmF8B8g6Zgmkn+WvGIZxNFxMi+twFyPO3WAjzl+ECGZ3lpsBfMg0zQ+bpvkXILsrPwDgnSBW9e80TfOTdJdlJw9U0IlhGIcB/BSAnwdwK4DfTSzIXHDncCeOUZCOOHeDjTh/g896z6GYA3cfhmHcAuB3AfykaZq/DeCDIMYyQ+FDHIjrcFcizt1gI85fHJFmvANwKQC/AOD1pml+F3fftwD4ewA/bprm/9ixgxT0hWEY326a5t8bhnEIwGcBfBXAfzJNs8Y9RizEdiHi3A024vwNPuIcDjaGYYwBeDOAj9D2SIZhfALAZ0zT/CvuceIc7jLEuRtsxPmLI5TZHYD7YX0QwHWGYfwBd98jAH4dwCt24tgE6yNciClhw+nvAHAfgN8CAMMwfswwjFddCwPJICLO3WAjzt/gI87hYGOa5iKAj5mm6XOGMy0QVR2GYXyPYRgvFedw9yHO3WAjzl8c0ZrnKhLWyL4FJL/9cdM0P2EYxtsAvNswjPeapvnz4UOrAMZ26jgF2STO4SOmaf4P0zQ9wzBU0zQvhzUM/90wjIdBXOPetJPHK4gQ526wEedv8BHncPAJz+EPgJzDh03T/Ex4lwLAA1AHcMEg5pbvAvBDO3Kggg7EuRtsxPnLRiizV4lwkn4PgFMguew/ZRjGTQCeAvBzAF5jGMb/NEgz+LeBFHULdhEp5/BnDcO4GQBM03RDheEy/nd79/+qZ1kHcPx9wJmgUxnLRl+YX2ofWIGNMBdq/qLISGFzJTEisx8MF/44QgdjRmsrShRURBmKJomD6do/UJpMRtHWavEhzcJV4mRurkVb204/3PcDj3J2zp6dc57n/nTeLxjn7Oy+D9c57wd2rnNd933DTuDT+PiIzrBdbfarz4b19TVM4ARwb1/DE+1h7wE/ATYCd2bm6yMYqj7EdrXZb3JOZocgIpbQbJ1am5kPAVtpHmK8MDPHM3Mf8AXgBeA3wCr/E++WMzQ8BSzoHdOuMFwN3ExzLfT+kQxWH2C72uxXnw3rm6ph301mFgFLgTX+HNMNtqvNflNzMjscf6d5Ie5uL8Y+ALwDLOsdkJknM/Pp9k+OaqA6o4kaHqSvIUBm7gW+3r5VN9iuNvvVZ8P6Jm3Yd23ej4FlmfnGaIapCdiuNvtNwcnsLIqIC9qtU8eA7e1WgN73/HjfcaujeTi8OuYsGo61x61ur2cgM98dzWjVz3a12a8+G9Y3YMMbM3N/zoHnWlZgu9rsd/aczM6Sdn/7DuCpiNiQmf/90CH/At6MiFuA+4B/DnuMmtw5NDww7DFqYrarzX712bC+ARvejz/HdIbtarPfYLyb8SyIiOtpbuC0juauY09GxMeBBzKz94J7D9gCHAW+NVd/m9JVNqzLdrXZrz4b1ncODe+0YTfYrjb7Dc6V2dlxGc2WgBcz81fAcuAqmufH9iwEPgN8Y65dqF2EDeuyXW32q8+G9dmwLtvVZr8BOZmdHSeAFb2/ZOYh4A7gpohY3374QWDpXLxQuwgb1mW72uxXnw3rs2FdtqvNfgMaGx8fn/ooTSkirgOuptnHvg14jOY3Jysz81R7zArg1sz87sgGqjOyYV22q81+9dmwPhvWZbva7Dc9rszOgPZC7Udplvxva9/fDBwDdkRE7/u8BPhkRHitcsfYsC7b1Wa/+mxYnw3rsl1t9ps+V2anKSKuAZ6leTbenoj4ErAeuKs95EngU8DvgOuBr7q/vVtsWJftarNffTasz4Z12a42+80MV2an7wTwcGbuAcjMXTRbA5Zm5sHMXElzR7LtNNsDfBF2jw3rsl1t9qvPhvXZsC7b1Wa/GeBS9TRl5t6I+AtARMzL5llQR2i2B/Rusf3bzDwywmFqEjasy3a12a8+G9Znw7psV5v9ZoYrszMgM4+27/b2bB8HDkbEappnRV0ykoHprNmwLtvVZr/6bFifDeuyXW32mz6vmZ0FDgDohgAAArFJREFUEfE0cCFwBc3DjP842hFpUDasy3a12a8+G9Znw7psV5v9Buc24xkUEWPtu0toXoQ3ZObrIxySBmTDumxXm/3qs2F9NqzLdrXZ79y5MjsLImIV8Gcv1K7LhnXZrjb71WfD+mxYl+1qs9/gnMxKkiRJksrxBlCSJEmSpHKczEqSJEmSynEyK0mSJEkqx8msJEmSJKkcJ7OSJEmSpHKczEqSJEmSyjlv1AOQJGmuioi/Ah8DTgKngP3AM8ATmXl6inMvB94E5mXmyVkdqCRJHeTKrCRJo3VbZs4HFgNbgO8BW0c7JEmSus+VWUmSOiAzjwC/iIi3gdci4qc0E9wfAFcBR4CtmbmxPeXl9u3hiAC4OTN3RcS3gXXAImA3cHdm/m14X4kkScPhyqwkSR2SmbuBA8ANwDHgm8ClwFeAeyJiZXvol9u3l2bmRe1EdiVwP3A78FHgFeDnwxy/JEnD4mRWkqTu+QewIDN/mZn7MvN0Zv6eZmJ64yTnfQfYnJl/aq+j/SHw+YhYPIQxS5I0VG4zliSpez4BHIqIa2muo/0ccD7wEWDbJOctBh5utyj3jLWfz63GkqT/K05mJUnqkIi4hmby+WvgJeARYEVm/iciHgIWtoeOT3D6W8CmzHxuKIOVJGmE3GYsSVIHRMTFEXEr8Dzws8zcB8wHDrUT2S8Ca/pOOQicBq7s+9jjwH0R8dn2c14SEV8bzlcgSdJwOZmVJGm0dkbEUZpV1fXAg8Bd7b+tBb7f/vsG4IXeSZn5b2AT8GpEHI6I5Zn5IvAj4PmIeB/4A7BieF+KJEnDMzY+PtEuJUmSJEmSusuVWUmSJElSOU5mJUmSJEnlOJmVJEmSJJXjZFaSJEmSVI6TWUmSJElSOU5mJUmSJEnlOJmVJEmSJJXjZFaSJEmSVM7/AJADlpLMySzVAAAAAElFTkSuQmCC\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Plot of total ebikeshare mileage normalized by number of users\n", "plot_data = data[data['Mode_confirm']=='Pilot ebike']\n", @@ -398,9 +1722,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Plot of mode share proportions across all users\n", "plot_data = mode_counts.groupby(['date_time','Mode_confirm'], as_index=False)['trip_count_smooth'].sum()\n", @@ -418,9 +1755,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Plot of ebike mode share across many individual users\n", "# This plot is a little crazy if the number of users displayed is not limited\n", @@ -440,6 +1790,20 @@ "plt.subplots_adjust(bottom=0.25)\n", "ax.figure.savefig(\"/plots/ts_ebike_mile_individual%s.png\" % file_suffix)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {