{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "from constants import *\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# North Carolinea CRDC Exploratory Vis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load Data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "DATA_FILE = 'data (download CSVs here)/crdc-data-with-lat-long.csv'\n", "crdc_data = pd.read_csv(\n", " DATA_FILE,\n", " usecols=COLS_WITH_NEEDED_DATA,\n", " low_memory=False,\n", " encoding=\"ISO-8859-1\"\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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LEA_STATE_NAMELEAIDLEA_NAMESCH_NAMESCH_ENR_HI_MSCH_ENR_HI_FSCH_ENR_BL_MSCH_ENR_BL_FSCH_ENR_WH_MSCH_ENR_WH_F...TOT_DISCWODIS_EXPZT_MTOT_DISCWODIS_EXPZT_FSCH_FTESECURITY_LEOSCH_FTESECURITY_GUASCH_FTESERVICES_NURSCH_FTESERVICES_PSYSCH_FTESERVICES_SOCSCH_JJTYPELAT1516LON1516
61931NORTH CAROLINA3700001NC Health and Human ServicesRiverbend School022222...001.000.013.002.003.00-935.766864-78.656315
61932NORTH CAROLINA3700001NC Health and Human ServicesThe Whitaker School PRTF022252...00-9.000.011.002.003.00-935.766864-78.656315
61933NORTH CAROLINA3700001NC Health and Human ServicesCaswell Center005020...00-9.000.02.001.001.00-935.766864-78.656315
61934NORTH CAROLINA3700001NC Health and Human ServicesEnola School205255...0017.000.024.002.002.00-935.766864-78.656315
61935NORTH CAROLINA3700001NC Health and Human ServicesPine Valley and Bowling Green Schools228585...00-9.000.00.001.009.00-935.766864-78.656315
61936NORTH CAROLINA3700001NC Health and Human ServicesBonnie Springer School2082118...00-9.000.012.004.003.00-935.766864-78.656315
61937NORTH CAROLINA3700001NC Health and Human ServicesThe Wright School0022115...00-9.000.00.000.001.00-935.766864-78.656315
61938NORTH CAROLINA3700002NC School of Science and MathNC School of Science and Math17172335173176...006.008.01.000.000.00-936.019200-78.920700
61939NORTH CAROLINA3700011Cumberland County SchoolsAshley Elementary8547534138...00-9.000.00.000.911.00-935.038152-78.906834
61940NORTH CAROLINA3700011Cumberland County SchoolsBeaver Dam Elementary58223841...00-9.000.00.000.001.00-934.894480-78.580797
61941NORTH CAROLINA3700011Cumberland County SchoolsLillian Black Elementary202356711117...00-9.000.00.000.001.00-935.167600-78.971236
61942NORTH CAROLINA3700011Cumberland County SchoolsBrentwood Elementary41381851793532...00-9.000.00.000.001.00-935.038114-78.983271
61943NORTH CAROLINA3700011Cumberland County SchoolsDouglas Byrd Middle53502121707462...000.700.00.001.001.00-935.032889-78.948687
61944NORTH CAROLINA3700011Cumberland County SchoolsDouglas Byrd High8968320281131110...001.000.00.000.001.00-935.030827-78.948512
61945NORTH CAROLINA3700011Cumberland County SchoolsCape Fear High5665227188449407...001.000.00.000.001.00-935.034044-78.762384
61946NORTH CAROLINA3700011Cumberland County SchoolsElizabeth M Cashwell Elementary53502032098662...00-9.000.00.001.001.00-935.006686-78.914821
61947NORTH CAROLINA3700011Cumberland County SchoolsEastover-Central Elementary14203532137137...00-9.000.00.000.001.00-935.132837-78.750063
61948NORTH CAROLINA3700011Cumberland County SchoolsAnne Chesnutt Middle38231311132335...001.000.00.000.991.00-935.050781-78.972985
61949NORTH CAROLINA3700011Cumberland County SchoolsCliffdale Elementary50532092034132...00-9.000.00.001.001.00-935.059376-78.995347
61950NORTH CAROLINA3700011Cumberland County SchoolsCollege Lakes Elementary29171281136238...00-9.000.00.000.001.00-935.127892-78.899248
61951NORTH CAROLINA3700011Cumberland County SchoolsJ W Coon Elementary171747414135...00-9.000.00.000.001.00-935.032548-78.959857
61952NORTH CAROLINA3700011Cumberland County SchoolsCumberland Mills Elementary62531611407183...00-9.000.00.001.001.00-935.002905-78.968089
61953NORTH CAROLINA3700011Cumberland County SchoolsCumberland Road Elementary3829951074444...00-9.000.00.000.001.00-935.021270-78.910509
61954NORTH CAROLINA3700011Cumberland County SchoolsDistrict No 7 Elementary171420119565...00-9.000.00.000.001.00-935.144980-78.710200
61955NORTH CAROLINA3700011Cumberland County SchoolsAlderman Road Elementary5044119101179155...00-9.000.00.000.001.00-934.895249-78.860336
61956NORTH CAROLINA3700011Cumberland County SchoolsHope Mills Middle533295104137122...001.000.00.000.001.50-934.965736-78.939631
61957NORTH CAROLINA3700011Cumberland County SchoolsEd V Baldwin Elementary4435119131131122...00-9.000.00.000.001.00-934.978253-78.934382
61958NORTH CAROLINA3700011Cumberland County SchoolsLewis Chapel Middle38232331762914...001.000.00.001.001.00-935.048145-78.976740
61959NORTH CAROLINA3700011Cumberland County SchoolsLong Hill Elementary29294750119122...00-9.000.00.000.000.50-935.162099-78.865417
61960NORTH CAROLINA3700011Cumberland County SchoolsMassey Hill Classical High262332566895...000.770.00.000.001.00-935.031037-78.895077
..................................................................
64519NORTH CAROLINA3705020Wilson County SchoolsCharles H Darden Middle323513111988...001.000.00.250.220.12-935.725200-77.911600
64520NORTH CAROLINA3705020Wilson County SchoolsForest Hills Middle56351581916559...001.000.00.250.220.12-935.725200-77.911600
64521NORTH CAROLINA3705020Wilson County SchoolsToisnot Middle35351221345644...001.000.00.250.220.12-935.725200-77.911600
64522NORTH CAROLINA3705020Wilson County SchoolsMilton M Daniels Learning Cntr1125332110...001.000.00.130.220.12-935.725200-77.911600
64523NORTH CAROLINA3705020Wilson County SchoolsVick Elementary474412212282...00-9.000.00.250.220.12-935.725200-77.911600
64524NORTH CAROLINA3705020Wilson County SchoolsJohn W Jones Elementary413516716111077...00-9.000.00.250.220.12-935.725200-77.911600
64525NORTH CAROLINA3705020Wilson County SchoolsWilson Early College Academy203829863865...001.000.00.120.220.12-935.725200-77.911600
64526NORTH CAROLINA3705040Yadkin County SchoolsBoonville Elementary293288137110...00-9.000.00.330.100.00-936.136680-80.669441
64527NORTH CAROLINA3705040Yadkin County SchoolsCourtney Elementary263252110107...00-9.000.01.400.200.33-936.136680-80.669441
64528NORTH CAROLINA3705040Yadkin County SchoolsEast Bend Elementary262922101107...00-9.000.00.400.050.10-936.136680-80.669441
64529NORTH CAROLINA3705040Yadkin County SchoolsFall Creek Elementary291702131125...00-9.000.00.500.440.10-936.136680-80.669441
64530NORTH CAROLINA3705040Yadkin County SchoolsForbush High95681111377338...000.500.00.500.150.10-936.136680-80.669441
64531NORTH CAROLINA3705040Yadkin County SchoolsJonesville Elementary4138201498110...00-9.000.00.500.500.89-936.136680-80.669441
64532NORTH CAROLINA3705040Yadkin County SchoolsStarmount High6262148251221...000.500.00.670.180.03-936.136680-80.669441
64533NORTH CAROLINA3705040Yadkin County SchoolsWest Yadkin Elementary10710122191143...00-9.000.00.500.160.03-936.136680-80.669441
64534NORTH CAROLINA3705040Yadkin County SchoolsYadkinville Elementary1341071111167149...00-9.000.00.600.330.50-936.136680-80.669441
64535NORTH CAROLINA3705040Yadkin County SchoolsForbush Elementary20822119113...00-9.000.00.400.050.10-936.136680-80.669441
64536NORTH CAROLINA3705040Yadkin County SchoolsYadkin Success Academy52221714...000.000.00.100.051.20-936.136680-80.669441
64537NORTH CAROLINA3705040Yadkin County SchoolsYadkin Early College2647026571...000.500.00.100.000.00-936.136680-80.669441
64538NORTH CAROLINA3705040Yadkin County SchoolsForbush Middle504455164167...000.500.00.500.150.10-936.136680-80.669441
64539NORTH CAROLINA3705040Yadkin County SchoolsStarmount Middle354485131101...000.500.00.500.130.03-936.136680-80.669441
64540NORTH CAROLINA3705070Yancey County SchoolsBald Creek Elementary118007465...000.100.00.500.110.11-935.922069-82.294133
64541NORTH CAROLINA3705070Yancey County SchoolsBee Log Elementary00002626...000.100.00.100.110.11-935.922069-82.294133
64542NORTH CAROLINA3705070Yancey County SchoolsBurnsville Elementary714422128122...000.200.01.000.110.11-935.922069-82.294133
64543NORTH CAROLINA3705070Yancey County SchoolsCane River Middle8110213195...000.700.01.000.110.11-935.922069-82.294133
64544NORTH CAROLINA3705070Yancey County SchoolsClearmont Elementary22005953...000.100.00.500.110.11-935.922069-82.294133
64545NORTH CAROLINA3705070Yancey County SchoolsEast Yancey Middle20292212292...000.700.01.000.110.11-935.922069-82.294133
64546NORTH CAROLINA3705070Yancey County SchoolsMicaville Elementary811207471...000.100.00.530.110.11-935.922069-82.294133
64547NORTH CAROLINA3705070Yancey County SchoolsMountain Heritage High291722329311...001.001.01.000.110.11-935.922069-82.294133
64548NORTH CAROLINA3705070Yancey County SchoolsSouth Toe Elementary85005341...000.100.00.470.110.11-935.922069-82.294133
\n", "

2618 rows × 52 columns

\n", "
" ], "text/plain": [ " LEA_STATE_NAME LEAID LEA_NAME \\\n", "61931 NORTH CAROLINA 3700001 NC Health and Human Services \n", "61932 NORTH CAROLINA 3700001 NC Health and Human Services \n", "61933 NORTH CAROLINA 3700001 NC Health and Human Services \n", "61934 NORTH CAROLINA 3700001 NC Health and Human Services \n", "61935 NORTH CAROLINA 3700001 NC Health and Human Services \n", "61936 NORTH CAROLINA 3700001 NC Health and Human Services \n", "61937 NORTH CAROLINA 3700001 NC Health and Human Services \n", "61938 NORTH CAROLINA 3700002 NC School of Science and Math \n", "61939 NORTH CAROLINA 3700011 Cumberland County Schools \n", "61940 NORTH CAROLINA 3700011 Cumberland County Schools \n", "61941 NORTH CAROLINA 3700011 Cumberland County Schools \n", "61942 NORTH CAROLINA 3700011 Cumberland County Schools \n", "61943 NORTH CAROLINA 3700011 Cumberland County Schools \n", "61944 NORTH CAROLINA 3700011 Cumberland County Schools \n", "61945 NORTH CAROLINA 3700011 Cumberland County Schools \n", "61946 NORTH CAROLINA 3700011 Cumberland County Schools \n", "61947 NORTH CAROLINA 3700011 Cumberland County Schools \n", "61948 NORTH CAROLINA 3700011 Cumberland County Schools \n", "61949 NORTH CAROLINA 3700011 Cumberland County Schools \n", "61950 NORTH CAROLINA 3700011 Cumberland County Schools \n", "61951 NORTH CAROLINA 3700011 Cumberland County Schools \n", "61952 NORTH CAROLINA 3700011 Cumberland County Schools \n", "61953 NORTH CAROLINA 3700011 Cumberland County Schools \n", "61954 NORTH CAROLINA 3700011 Cumberland County Schools \n", "61955 NORTH CAROLINA 3700011 Cumberland County Schools \n", "61956 NORTH CAROLINA 3700011 Cumberland County Schools \n", "61957 NORTH CAROLINA 3700011 Cumberland County Schools \n", "61958 NORTH CAROLINA 3700011 Cumberland County Schools \n", "61959 NORTH CAROLINA 3700011 Cumberland County Schools \n", "61960 NORTH CAROLINA 3700011 Cumberland County Schools \n", "... ... ... ... \n", "64519 NORTH CAROLINA 3705020 Wilson County Schools \n", "64520 NORTH CAROLINA 3705020 Wilson County Schools \n", "64521 NORTH CAROLINA 3705020 Wilson County Schools \n", "64522 NORTH CAROLINA 3705020 Wilson County Schools \n", "64523 NORTH CAROLINA 3705020 Wilson County Schools \n", "64524 NORTH CAROLINA 3705020 Wilson County Schools \n", "64525 NORTH CAROLINA 3705020 Wilson County Schools \n", "64526 NORTH CAROLINA 3705040 Yadkin County Schools \n", "64527 NORTH CAROLINA 3705040 Yadkin County Schools \n", "64528 NORTH CAROLINA 3705040 Yadkin County Schools \n", "64529 NORTH CAROLINA 3705040 Yadkin County Schools \n", "64530 NORTH CAROLINA 3705040 Yadkin County Schools \n", "64531 NORTH CAROLINA 3705040 Yadkin County Schools \n", "64532 NORTH CAROLINA 3705040 Yadkin County Schools \n", "64533 NORTH CAROLINA 3705040 Yadkin County Schools \n", "64534 NORTH CAROLINA 3705040 Yadkin County Schools \n", "64535 NORTH CAROLINA 3705040 Yadkin County Schools \n", "64536 NORTH CAROLINA 3705040 Yadkin County Schools \n", "64537 NORTH CAROLINA 3705040 Yadkin County Schools \n", "64538 NORTH CAROLINA 3705040 Yadkin County Schools \n", "64539 NORTH CAROLINA 3705040 Yadkin County Schools \n", "64540 NORTH CAROLINA 3705070 Yancey County Schools \n", "64541 NORTH CAROLINA 3705070 Yancey County Schools \n", "64542 NORTH CAROLINA 3705070 Yancey County Schools \n", "64543 NORTH CAROLINA 3705070 Yancey County Schools \n", "64544 NORTH CAROLINA 3705070 Yancey County Schools \n", "64545 NORTH CAROLINA 3705070 Yancey County Schools \n", "64546 NORTH CAROLINA 3705070 Yancey County Schools \n", "64547 NORTH CAROLINA 3705070 Yancey County Schools \n", "64548 NORTH CAROLINA 3705070 Yancey County Schools \n", "\n", " SCH_NAME SCH_ENR_HI_M SCH_ENR_HI_F \\\n", "61931 Riverbend School 0 2 \n", "61932 The Whitaker School PRTF 0 2 \n", "61933 Caswell Center 0 0 \n", "61934 Enola School 2 0 \n", "61935 Pine Valley and Bowling Green Schools 2 2 \n", "61936 Bonnie Springer School 2 0 \n", "61937 The Wright School 0 0 \n", "61938 NC School of Science and Math 17 17 \n", "61939 Ashley Elementary 8 5 \n", "61940 Beaver Dam Elementary 5 8 \n", "61941 Lillian Black Elementary 20 23 \n", "61942 Brentwood Elementary 41 38 \n", "61943 Douglas Byrd Middle 53 50 \n", "61944 Douglas Byrd High 89 68 \n", "61945 Cape Fear High 56 65 \n", "61946 Elizabeth M Cashwell Elementary 53 50 \n", "61947 Eastover-Central Elementary 14 20 \n", "61948 Anne Chesnutt Middle 38 23 \n", "61949 Cliffdale Elementary 50 53 \n", "61950 College Lakes Elementary 29 17 \n", "61951 J W Coon Elementary 17 17 \n", "61952 Cumberland Mills Elementary 62 53 \n", "61953 Cumberland Road Elementary 38 29 \n", "61954 District No 7 Elementary 17 14 \n", "61955 Alderman Road Elementary 50 44 \n", "61956 Hope Mills Middle 53 32 \n", "61957 Ed V Baldwin Elementary 44 35 \n", "61958 Lewis Chapel Middle 38 23 \n", "61959 Long Hill Elementary 29 29 \n", "61960 Massey Hill Classical High 26 23 \n", "... ... ... ... \n", "64519 Charles H Darden Middle 32 35 \n", "64520 Forest Hills Middle 56 35 \n", "64521 Toisnot Middle 35 35 \n", "64522 Milton M Daniels Learning Cntr 11 2 \n", "64523 Vick Elementary 47 44 \n", "64524 John W Jones Elementary 41 35 \n", "64525 Wilson Early College Academy 20 38 \n", "64526 Boonville Elementary 29 32 \n", "64527 Courtney Elementary 26 32 \n", "64528 East Bend Elementary 26 29 \n", "64529 Fall Creek Elementary 29 17 \n", "64530 Forbush High 95 68 \n", "64531 Jonesville Elementary 41 38 \n", "64532 Starmount High 62 62 \n", "64533 West Yadkin Elementary 107 101 \n", "64534 Yadkinville Elementary 134 107 \n", "64535 Forbush Elementary 20 8 \n", "64536 Yadkin Success Academy 5 2 \n", "64537 Yadkin Early College 26 47 \n", "64538 Forbush Middle 50 44 \n", "64539 Starmount Middle 35 44 \n", "64540 Bald Creek Elementary 11 8 \n", "64541 Bee Log Elementary 0 0 \n", "64542 Burnsville Elementary 71 44 \n", "64543 Cane River Middle 8 11 \n", "64544 Clearmont Elementary 2 2 \n", "64545 East Yancey Middle 20 29 \n", "64546 Micaville Elementary 8 11 \n", "64547 Mountain Heritage High 29 17 \n", "64548 South Toe Elementary 8 5 \n", "\n", " SCH_ENR_BL_M SCH_ENR_BL_F SCH_ENR_WH_M SCH_ENR_WH_F ... \\\n", "61931 2 2 2 2 ... \n", "61932 2 2 5 2 ... \n", "61933 5 0 2 0 ... \n", "61934 5 2 5 5 ... \n", "61935 8 5 8 5 ... \n", "61936 8 2 11 8 ... \n", "61937 2 2 11 5 ... \n", "61938 23 35 173 176 ... \n", "61939 47 53 41 38 ... \n", "61940 2 2 38 41 ... \n", "61941 56 71 11 17 ... \n", "61942 185 179 35 32 ... \n", "61943 212 170 74 62 ... \n", "61944 320 281 131 110 ... \n", "61945 227 188 449 407 ... \n", "61946 203 209 86 62 ... \n", "61947 35 32 137 137 ... \n", "61948 131 113 23 35 ... \n", "61949 209 203 41 32 ... \n", "61950 128 113 62 38 ... \n", "61951 47 41 41 35 ... \n", "61952 161 140 71 83 ... \n", "61953 95 107 44 44 ... \n", "61954 20 11 95 65 ... \n", "61955 119 101 179 155 ... \n", "61956 95 104 137 122 ... \n", "61957 119 131 131 122 ... \n", "61958 233 176 29 14 ... \n", "61959 47 50 119 122 ... \n", "61960 32 56 68 95 ... \n", "... ... ... ... ... ... \n", "64519 131 119 8 8 ... \n", "64520 158 191 65 59 ... \n", "64521 122 134 56 44 ... \n", "64522 53 32 11 0 ... \n", "64523 122 122 8 2 ... \n", "64524 167 161 110 77 ... \n", "64525 29 86 38 65 ... \n", "64526 8 8 137 110 ... \n", "64527 5 2 110 107 ... \n", "64528 2 2 101 107 ... \n", "64529 0 2 131 125 ... \n", "64530 11 11 377 338 ... \n", "64531 20 14 98 110 ... \n", "64532 14 8 251 221 ... \n", "64533 2 2 191 143 ... \n", "64534 11 11 167 149 ... \n", "64535 2 2 119 113 ... \n", "64536 2 2 17 14 ... \n", "64537 0 2 65 71 ... \n", "64538 5 5 164 167 ... \n", "64539 8 5 131 101 ... \n", "64540 0 0 74 65 ... \n", "64541 0 0 26 26 ... \n", "64542 2 2 128 122 ... \n", "64543 0 2 131 95 ... \n", "64544 0 0 59 53 ... \n", "64545 2 2 122 92 ... \n", "64546 2 0 74 71 ... \n", "64547 2 2 329 311 ... \n", "64548 0 0 53 41 ... \n", "\n", " TOT_DISCWODIS_EXPZT_M TOT_DISCWODIS_EXPZT_F SCH_FTESECURITY_LEO \\\n", "61931 0 0 1.00 \n", "61932 0 0 -9.00 \n", "61933 0 0 -9.00 \n", "61934 0 0 17.00 \n", "61935 0 0 -9.00 \n", "61936 0 0 -9.00 \n", "61937 0 0 -9.00 \n", "61938 0 0 6.00 \n", "61939 0 0 -9.00 \n", "61940 0 0 -9.00 \n", "61941 0 0 -9.00 \n", "61942 0 0 -9.00 \n", "61943 0 0 0.70 \n", "61944 0 0 1.00 \n", "61945 0 0 1.00 \n", "61946 0 0 -9.00 \n", "61947 0 0 -9.00 \n", "61948 0 0 1.00 \n", "61949 0 0 -9.00 \n", "61950 0 0 -9.00 \n", "61951 0 0 -9.00 \n", "61952 0 0 -9.00 \n", "61953 0 0 -9.00 \n", "61954 0 0 -9.00 \n", "61955 0 0 -9.00 \n", "61956 0 0 1.00 \n", "61957 0 0 -9.00 \n", "61958 0 0 1.00 \n", "61959 0 0 -9.00 \n", "61960 0 0 0.77 \n", "... ... ... ... \n", "64519 0 0 1.00 \n", "64520 0 0 1.00 \n", "64521 0 0 1.00 \n", "64522 0 0 1.00 \n", "64523 0 0 -9.00 \n", "64524 0 0 -9.00 \n", "64525 0 0 1.00 \n", "64526 0 0 -9.00 \n", "64527 0 0 -9.00 \n", "64528 0 0 -9.00 \n", "64529 0 0 -9.00 \n", "64530 0 0 0.50 \n", "64531 0 0 -9.00 \n", "64532 0 0 0.50 \n", "64533 0 0 -9.00 \n", "64534 0 0 -9.00 \n", "64535 0 0 -9.00 \n", "64536 0 0 0.00 \n", "64537 0 0 0.50 \n", "64538 0 0 0.50 \n", "64539 0 0 0.50 \n", "64540 0 0 0.10 \n", "64541 0 0 0.10 \n", "64542 0 0 0.20 \n", "64543 0 0 0.70 \n", "64544 0 0 0.10 \n", "64545 0 0 0.70 \n", "64546 0 0 0.10 \n", "64547 0 0 1.00 \n", "64548 0 0 0.10 \n", "\n", " SCH_FTESECURITY_GUA SCH_FTESERVICES_NUR SCH_FTESERVICES_PSY \\\n", "61931 0.0 13.00 2.00 \n", "61932 0.0 11.00 2.00 \n", "61933 0.0 2.00 1.00 \n", "61934 0.0 24.00 2.00 \n", "61935 0.0 0.00 1.00 \n", "61936 0.0 12.00 4.00 \n", "61937 0.0 0.00 0.00 \n", "61938 8.0 1.00 0.00 \n", "61939 0.0 0.00 0.91 \n", "61940 0.0 0.00 0.00 \n", "61941 0.0 0.00 0.00 \n", "61942 0.0 0.00 0.00 \n", "61943 0.0 0.00 1.00 \n", "61944 0.0 0.00 0.00 \n", "61945 0.0 0.00 0.00 \n", "61946 0.0 0.00 1.00 \n", "61947 0.0 0.00 0.00 \n", "61948 0.0 0.00 0.99 \n", "61949 0.0 0.00 1.00 \n", "61950 0.0 0.00 0.00 \n", "61951 0.0 0.00 0.00 \n", "61952 0.0 0.00 1.00 \n", "61953 0.0 0.00 0.00 \n", "61954 0.0 0.00 0.00 \n", "61955 0.0 0.00 0.00 \n", "61956 0.0 0.00 0.00 \n", "61957 0.0 0.00 0.00 \n", "61958 0.0 0.00 1.00 \n", "61959 0.0 0.00 0.00 \n", "61960 0.0 0.00 0.00 \n", "... ... ... ... \n", "64519 0.0 0.25 0.22 \n", "64520 0.0 0.25 0.22 \n", "64521 0.0 0.25 0.22 \n", "64522 0.0 0.13 0.22 \n", "64523 0.0 0.25 0.22 \n", "64524 0.0 0.25 0.22 \n", "64525 0.0 0.12 0.22 \n", "64526 0.0 0.33 0.10 \n", "64527 0.0 1.40 0.20 \n", "64528 0.0 0.40 0.05 \n", "64529 0.0 0.50 0.44 \n", "64530 0.0 0.50 0.15 \n", "64531 0.0 0.50 0.50 \n", "64532 0.0 0.67 0.18 \n", "64533 0.0 0.50 0.16 \n", "64534 0.0 0.60 0.33 \n", "64535 0.0 0.40 0.05 \n", "64536 0.0 0.10 0.05 \n", "64537 0.0 0.10 0.00 \n", "64538 0.0 0.50 0.15 \n", "64539 0.0 0.50 0.13 \n", "64540 0.0 0.50 0.11 \n", "64541 0.0 0.10 0.11 \n", "64542 0.0 1.00 0.11 \n", "64543 0.0 1.00 0.11 \n", "64544 0.0 0.50 0.11 \n", "64545 0.0 1.00 0.11 \n", "64546 0.0 0.53 0.11 \n", "64547 1.0 1.00 0.11 \n", "64548 0.0 0.47 0.11 \n", "\n", " SCH_FTESERVICES_SOC SCH_JJTYPE LAT1516 LON1516 \n", "61931 3.00 -9 35.766864 -78.656315 \n", "61932 3.00 -9 35.766864 -78.656315 \n", "61933 1.00 -9 35.766864 -78.656315 \n", "61934 2.00 -9 35.766864 -78.656315 \n", "61935 9.00 -9 35.766864 -78.656315 \n", "61936 3.00 -9 35.766864 -78.656315 \n", "61937 1.00 -9 35.766864 -78.656315 \n", "61938 0.00 -9 36.019200 -78.920700 \n", "61939 1.00 -9 35.038152 -78.906834 \n", "61940 1.00 -9 34.894480 -78.580797 \n", "61941 1.00 -9 35.167600 -78.971236 \n", "61942 1.00 -9 35.038114 -78.983271 \n", "61943 1.00 -9 35.032889 -78.948687 \n", "61944 1.00 -9 35.030827 -78.948512 \n", "61945 1.00 -9 35.034044 -78.762384 \n", "61946 1.00 -9 35.006686 -78.914821 \n", "61947 1.00 -9 35.132837 -78.750063 \n", "61948 1.00 -9 35.050781 -78.972985 \n", "61949 1.00 -9 35.059376 -78.995347 \n", "61950 1.00 -9 35.127892 -78.899248 \n", "61951 1.00 -9 35.032548 -78.959857 \n", "61952 1.00 -9 35.002905 -78.968089 \n", "61953 1.00 -9 35.021270 -78.910509 \n", "61954 1.00 -9 35.144980 -78.710200 \n", "61955 1.00 -9 34.895249 -78.860336 \n", "61956 1.50 -9 34.965736 -78.939631 \n", "61957 1.00 -9 34.978253 -78.934382 \n", "61958 1.00 -9 35.048145 -78.976740 \n", "61959 0.50 -9 35.162099 -78.865417 \n", "61960 1.00 -9 35.031037 -78.895077 \n", "... ... ... ... ... \n", "64519 0.12 -9 35.725200 -77.911600 \n", "64520 0.12 -9 35.725200 -77.911600 \n", "64521 0.12 -9 35.725200 -77.911600 \n", "64522 0.12 -9 35.725200 -77.911600 \n", "64523 0.12 -9 35.725200 -77.911600 \n", "64524 0.12 -9 35.725200 -77.911600 \n", "64525 0.12 -9 35.725200 -77.911600 \n", "64526 0.00 -9 36.136680 -80.669441 \n", "64527 0.33 -9 36.136680 -80.669441 \n", "64528 0.10 -9 36.136680 -80.669441 \n", "64529 0.10 -9 36.136680 -80.669441 \n", "64530 0.10 -9 36.136680 -80.669441 \n", "64531 0.89 -9 36.136680 -80.669441 \n", "64532 0.03 -9 36.136680 -80.669441 \n", "64533 0.03 -9 36.136680 -80.669441 \n", "64534 0.50 -9 36.136680 -80.669441 \n", "64535 0.10 -9 36.136680 -80.669441 \n", "64536 1.20 -9 36.136680 -80.669441 \n", "64537 0.00 -9 36.136680 -80.669441 \n", "64538 0.10 -9 36.136680 -80.669441 \n", "64539 0.03 -9 36.136680 -80.669441 \n", "64540 0.11 -9 35.922069 -82.294133 \n", "64541 0.11 -9 35.922069 -82.294133 \n", "64542 0.11 -9 35.922069 -82.294133 \n", "64543 0.11 -9 35.922069 -82.294133 \n", "64544 0.11 -9 35.922069 -82.294133 \n", "64545 0.11 -9 35.922069 -82.294133 \n", "64546 0.11 -9 35.922069 -82.294133 \n", "64547 0.11 -9 35.922069 -82.294133 \n", "64548 0.11 -9 35.922069 -82.294133 \n", "\n", "[2618 rows x 52 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = crdc_data[crdc_data['LEA_STATE_NAME'] == 'NORTH CAROLINA']\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Helper functions:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "RACES = ['BL', 'WH', 'HI']\n", "SEXES = ['M', 'F']\n", "POP_LOWER_BOUND = 20 # Remove populations (e.g. white male) smaller than this threshold\n", "\n", "\n", "# 1. Plotting\n", "\n", "def plot_measure_accross_all_demographics(df, calculation, measure, bounds=[0,1]):\n", " figure_num = 0\n", " plt.figure(figsize=(20,6))\n", " for sex_index, sex in enumerate(SEXES):\n", " for race_index, race in enumerate(RACES):\n", " figure_num += 1\n", " likelyhood = f'{calculation}_{measure}_{race}_{sex}'\n", " curr_dem_data = df[pd.notnull(data[likelyhood])]\n", " \n", " plt.subplot(len(SEXES), len(RACES), figure_num)\n", " plt.scatter(x=curr_dem_data['LON1516'], y=curr_dem_data['LAT1516'], c=curr_dem_data[likelyhood], s=1, alpha=1, cmap='coolwarm')\n", " plt.title(f'{race}_{sex}, avg: {round(curr_dem_data[likelyhood].mean(), 2)}, n: {curr_dem_data[likelyhood].count()}')\n", " plt.colorbar()\n", " plt.clim(*bounds)\n", " plt.axis('off')\n", " plt.subplots_adjust(wspace=0.8, hspace=0.6)\n", " plt.show()\n", " \n", "\n", "# 2. Calculations\n", "\n", "# ITERATIVE FUNCTION which appends likelyhood columns to the df for all demographics\n", "# Flag parameter 'comarison_race' lets you compare how many times the first races is likely to be\n", "# affected as the second race.\n", "def calculate_likelyhood_comparisons(df, measure, comparison_race=None, races=RACES, sexes=SEXES, lower_bound=POP_LOWER_BOUND):\n", " df = remove_schools_with_pop_less_than(lower_bound)\n", " for sex in sexes:\n", " for race in races:\n", " df = calculate_likelyhood_comparison(df, measure, race, sex, comparison_race, sex)\n", " return df\n", "\n", "\n", "def remove_schools_with_pop_less_than(lower_bound):\n", " filter_col_df = df[DEMOGRAPHIC_COUNT_COLS]\n", " filtered_df = filter_col_df[filter_col_df >= lower_bound].dropna()\n", " return df.merge(filtered_df)\n", "\n", "\n", "def calculate_likelyhood_comparison(df, measure, race, sex, comparison_race, comparison_sex):\n", " likelyhood = get_percentage_affected(df, measure, race, sex)\n", " column_name = f'PERCENT_AFFECTED_{measure}_{race}_{sex}'\n", " if comparison_race:\n", " likelyhood = likelyhood / get_percentage_affected(df, measure, comparison_race, comparison_sex)\n", " column_name = f'LH_COMPARED_TO_WH_FOR_{measure}_{race}_{sex}'\n", " likelyhood = likelyhood[(likelyhood != np.inf) & (pd.notnull(likelyhood)) & (likelyhood > 0)] # Filter out infinity and NaN\n", " return df.merge(\n", " likelyhood.to_frame(column_name),\n", " how='left',\n", " left_index=True,\n", " right_index=True,\n", " )\n", "\n", "\n", "def get_percentage_affected(df, measure, race, sex):\n", " affected = f'{measure}_{race}_{sex}' # e.g. 'SCH_DISCWODIS_MULTOOS_BL_M'\n", " pop_total = f'SCH_ENR_{race}_{sex}' # e.g. 'SCH_ENR_TR_M' \n", " return df[affected] / df[pop_total] \n", "\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "MULTY_DAY_SUSPENSION = 'SCH_DISCWODIS_MULTOOS'\n", "data = calculate_likelyhood_comparisons(df, MULTY_DAY_SUSPENSION) # \"more than one out of school suspension\"" ] }, { "cell_type": "code", "execution_count": 176, "metadata": {}, "outputs": [], "source": [ "measure = MULTY_DAY_SUSPENSION\n", "race = 'BL'\n", "sex = 'M'\n", "col = f'PERCENT_AFFECTED_{measure}_{race}_{sex}'\n", "\n", "race2 = 'BL'\n", "sex2 = 'F'\n", "col2 = f'PERCENT_AFFECTED_{measure}_{race2}_{sex2}'\n", "\n", "race3 = 'WH'\n", "sex3 = 'M'\n", "col3_wh_m = f'PERCENT_AFFECTED_{measure}_{race3}_{sex3}'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# *Choose one variable and plot that variable 4 different ways.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Biggest School Districts (LEAs)" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [], "source": [ "data.groupby('LEA_NAME').agg('count').sort_values(by=['LEAID'], ascending=False).head(20)\n", "biggest_districts = [\n", " 'Wake County Schools',\n", "'Charlotte-Mecklenburg Schools',\n", "'Cumberland County Schools',\n", "'Guilford County Schools',\n", "'Winston Salem/Forsyth County Schools',\n", "# 'Gaston County Schools',\n", "# 'Cabarrus County Schools',\n", "# 'Onslow County Schools',\n", "# 'Johnston County Schools',\n", "# 'Alamance-Burlington Schools',\n", "# 'Harnett County Schools',\n", "# 'Pitt County Schools',\n", "# 'Union County Public Schools',\n", "# 'Wayne County Public Schools',\n", "# 'Rowan-Salisbury Schools',\n", "# 'Iredell-Statesville Schools',\n", "# 'New Hanover County Schools',\n", "# 'Durham Public Schools',\n", "# 'Franklin County Schools',\n", "# 'Rockingham County Schools'\n", "]" ] }, { "cell_type": "code", "execution_count": 137, "metadata": {}, "outputs": [], "source": [ "biggest_districts_df = data[data['LEA_NAME'].isin(biggest_districts)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Boxplot\n", "Pros: Clearly shows basic stats, illuminating large number of high suspension extremes/outliers.\n", "\n", "Cons: Unclear if outliers are *significant* compared to overall distribution density." ] }, { "cell_type": "code", "execution_count": 138, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 138, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(data[col].dropna())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Hist\n", "Pros: Clearly shows distributions, and where majority of schools fall.\n", "\n", "Cons: Unweighted by population, the plot fails to show *how many students* recieve suspensions, rather than just where schools of varying populations fall. Also, doesn't give a clear picture of the outliers." ] }, { "cell_type": "code", "execution_count": 139, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 139, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(data[col])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. RugPlot\n", "Pros: Shows every school in data sets as a distinct hair.\n", "\n", "Cons: Difficult to differentiate schools in dense regions, still unclear the pop of each school." ] }, { "cell_type": "code", "execution_count": 191, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 191, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import colors as mcolors\n", "sns.rugplot(data[col], height=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Violinplot\n", "Pros: ?\n", "\n", "Cons: Just a redundant version of the curve approximating the histogram distribution. Histogram is preferable." ] }, { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 141, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(data[col])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# *Choose one continuous variable and one categorical variable, and plot them six different ways.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. ViolinPlot\n", "Pros: Quick, smoothed, high-level comparison of distributions and mean.\n", "\n", "Cons: Redundant accross y-axis." ] }, { "cell_type": "code", "execution_count": 207, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.violinplot(x=\"LEA_NAME\", y=col, data=biggest_districts_df, inner=\"quart\")\n", "for label in ax.get_xticklabels():\n", " label.set_rotation(80)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### less smoothing\n", "Pros: invites more curiosity on specific data groups -- ie who are the \"spear-head\" schools in the extremes?" ] }, { "cell_type": "code", "execution_count": 208, "metadata": {}, "outputs": [ { "data": { "image/png": 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LL7+MSqVqs6CEEEJ0fAYTyP79++94/le/+lWrBSOEEMJ0GEwg69evb/ScQqGQBCKEEGbqrhKIEEII82UwgUD1hlFHjx7l0qVLWFtb06dPHwYPHtzWsQkhhOjADCaQrKwsFi9eTGlpKUFBQSgUCtauXYurqytr1qzBycmpPeIUQgjRwRhMIG+++SaTJ0/md7/7XZ3jq1ev5q233uL1119vs+CEEEJ0XAbXgSQkJNRLHgBPPPEEMTExbRKUEEKIjs9gArGwaLiRolQqUSplPyohhDBXBjOAFEwUQgjREINjINnZ2axdu7bBczk5Oa0ekBBCCNNgMIGMHDmSS5cuNXhuxIgRrR6QEEII02AwgbzxxhstfvNdu3bxwQcfUFlZycKFC5k7d26d8wcOHGDVqlXodDp8fX154403cHJyIiUlhb/85S9kZ2fTo0cPli9fjp2dXYvjEEII0fqaNAqekJDA0qVLGTJkCEOHDuV3v/sd8fHxd7wmPT2dFStW8Pnnn7Njxw42bdrElStX9OeLiop45ZVXWLNmDTt37qRPnz6sWrUKgFdffZU5c+awd+9eQkJCeP/99+/iIwohhGgLBhPIpUuXWLx4MREREWzcuJFPPvmEIUOGsHjxYi5evNjodZGRkURERODs7IytrS2TJk1i7969+vOVlZW88soreHp6AtCnTx9SU1OprKzk1KlTTJo0CYBZs2bVua5GQUEBSUlJdf6kpaU1+x9ACCFEyxjswlq1ahX//Oc/ueeee/THQkJC6NWrFytXrmy0dZCRkaHfChfAw8OD8+fP65+7uLgwYcIEAMrKylizZg3z5s0jNzcXe3t7/fRhd3d30tPT673/unXrWL16dRM/phBCiNZmMIHcuHGjTvKoMXbsWN58881Gr9PpdPWONTQluLCwkCeeeIKgoCBmzpzZYLJo6LoFCxYwc+bMOsfS0tLqjbMIIYRoGwYTSFVVVaPnLC0tGz3n6enJ6dOn9c8zMjLw8PCo85qMjAwWLVpEREQEL7zwAgCurq4UFRWh0WhQqVRkZmbWuw7A0dERR0dHQ+ELIYRoIwbHQOzt7bl27Vq949euXcPBwaHR60aMGMGxY8fIycmhtLSU/fv3M2bMGP15jUbD0qVLmTx5Mi+++KK+lWFpaUl4eDh79uwBYPv27XWuE0II0TEYTCC/+c1v+POf/8z169f1xxISEli2bBmLFi1q9DpPT0+WLVvG/PnzmTFjBlOmTCE0NJQlS5YQExPDoUOHiIuLY9++fUyfPp3p06fz4osvAtVb5n711Vfcf//9nD59mmeffbYVPqoQQojWZLALa/LkyWRnZzN79mysrKz0XVp/+tOfuPfee+947dSpU5k6dWqdYx9++CEA/fv3JyEhocHrfHx8ZCMrIYTo4Jq0odRjjz3GQw89xOXLlwEIDAzEysqqTQMTQgjRsRlMILNnz2bs2LGMGzeO4ODg9ohJCCGECTCYQBYtWsSxY8dYtmwZxcXF3HPPPYwdO5YRI0ZIeREhhDBjBhPIfffdx3333QdAamoqx48f58CBAyxfvhwfHx8++eSTNg9SCCFEx9OsHaHy8/PJysoiPz+fqqoqWYchhBBmzGAL5OjRoxw6dIhDhw5hbW3N2LFj+c1vfkN4eDgqlao9YhRCCNEBNWkMZPz48Xz00Uf07NmzPWISQghhAgx2Yb366qtotVoWLFjAM888w9atW2UnQiHEXfnyiy/473//22DNPGE6DLZAHn74YR5++GHKy8uJjIzk+++/591338XDw4Nx48bx+9//vj3iFEJ0EhqNhuMnTgCQl5eHi4uLkSMSLdXkQXS1Ws24ceOYM2cOjz/+OOXl5Xz88cdtGZsQohO6deuW/vGNGzeMGIm4WwZbIAkJCZw8eZKTJ09y+vRpPDw8GDNmDC+88AKDBw9ujxiFEJ3IpUuX9I8vXrzIgAEDjBiNuBsGE8jcuXMZMWIE99xzD3/729/0OwiKxl2+fJnMzEwiIiJQKps1U1qITu/ixYt429vhrFZzsZF6eMI0GEwgJ06cwMLCgqqqKv0ugZmZmXV2GxS3VVVV8d577wHVpfBDQ0ONHJEQHUtKSjL9nZxwUquJu3GTsrIyrK2tjR2WaAGDt8elpaU89thjdfYlf/HFF5k3bx5FRUVtGpwpio2N1T8+deqUESMRomOqKK/A2kKFjUX1OrKKigojRyRaymACeeutt+jduzcTJ07UH1u9ejUBAQEsX768TYMzNTqdju+++w4bBxd8+40gJiaGtLQ0Y4clRIdiZ2dHfnkF+RUVKBUKbGxsjB2SaCGDCSQ6OpoXX3wRtVqtP2ZlZcWLL77IyZMn2zQ4U3P58mWSkpLw6Tscn6BhqCwsOXTokLHDEqJD6e7vz83CIm4UFOLt7X3HrbFFx2YwgVhaWjZYssTKyqpOUhHV3VdKlQUePfpjaW2Lq28fYmPjZLGUELX06dOH3LIyEvML6BMUZOxwxF0wmEDUanWDK8+zs7Pli/EXiouLsbK2RamqnmygtnWktLRE/p2EqCUwMFD/uHfv3kaMRNwtgwnk4Ycf5plnnqmz+OfWrVs8++yzPPDAA20anKnx8vKirLiA0oLqhJufcQMPT0+ZyitELR4eHvrHvr6+RoxE3C2D03hnzpxJeno606ZNw9bWFq1WS1VVFYsXL2bevHntEaPJGDp0KN9++y3JCcdx9+9PYVYyE2fNMnZYQnQoCoVC/9jW1taIkYi71aQ90ZcuXcqCBQu4du0aSqWSnj17yp7oDXB0dGTYsGEcO36cwuxU7OztiYiIMHZYQnRYtZOJMD1N6lspKChAo9EQHByMk5MTGzdu5MTPxdBEXffccw86rZbi3DRGjhghiVaIX6g9JlhWVmbESMTdMphAoqKiuPfeezl37hz5+fk89NBDHDlyhP/93/9l165d7RGjSald6iUkJMSIkQjRMdVeG3Xt2jUjRiLulsEE8u9//5sPPviAkSNHsnv3bjw8PPjkk09Yt24da9eubY8YTZbUDROivuPHj+sfS0+GaTOYQPLz8wkPDweqS3OMGzcOAGdnZyorK9s2OhMn62SEqCs/P59jkZGEuXdhjK8358+dIyUlxdhhiRYymEBqD3JFR0frkwlASUnJHa/dtWsX999/PxMnTmTjxo2Nvu65555j69at+ufbt29n1KhRTJ8+nenTp7NixQpDYQohTMDBgwepqqpivJ8vo3y8UVtY8O23e4wdlmghg7OwvLy8OHjwICUlJZSVlen3ANm/fz8BAQGNXpeens6KFSvYunUrVlZWPPLIIwwbNoxevXrVec3LL7/MsWPHGDZsmP54TEwMzz//PFOmTLmbzyaE6EDKy8s5cfw4oV3ccPu5/tWwrp78GHOB3Nxc2ZnQBBlMIM899xzPPPMMmZmZvPLKK1hZWfH222/z1VdfsW7dukavi4yMJCIiAmdnZwAmTZrE3r17eeqpp/Sv2bVrF/fee6/+NTViYmK4ceMGa9asoXfv3vztb3/DycmppZ9RdAAajabBkjjCfGRnZ1NeUUGQm6v+WJCrCz/cSiYlJUUSiAkymEACAgLYvXt3nWMzZ85kyZIlODo6NnpdRkZGnT1DPDw8OH/+fJ3XLF68GKie6VWbu7s7v/3tbwkNDeWdd97hH//4B2+//Xad1xQUFFBQUFDnmFS+7bgKCgrkC0IAUKHR6B9XarRGjETcLYMJJC8vr94xV1dXtFoteXl59VoPNRqq/9TURUM1GzJBdZKZMGFCvdesW7eO1atXN+n9hHHU3udB7jCFl5cXjg4OnMvMYpBndTmTs5mZWKhU9OzZ08jRiZYwmEAiIiJQKBR1EkLNc4VCQXx8fIPXeXp6cvr0af3zjIyMOjVwGlNYWMiWLVtYuHAhUJ2IanZCrG3BggXMnDmzzrG0tDTmzp1r8O8Q7ePq1av6xxcvXiQ4ONiI0QhjUyqVjBs/nh07dnA9Px8HKyvOZmQxavRo2ZHQRBlMIAkt3LN4xIgRrFq1ipycHGxsbNi/fz+vvfaawetsbW356KOPGDhwIGFhYWzYsKHOZlY1HB0d79iFJozv2LFj2FlZ0M1ZzelTp5g6dars/WDmRo4cyfeHDnHwZhJOVlZYWFg02MMgTEOTy8QWFxdz4cIFrl692qQtKD09PVm2bBnz589nxowZTJkyhdDQUJYsWUJMTEyj16lUKv7973/zyiuvMHnyZGJjY/nLX/7S1DBFB5GSksKFmBgG+NgztLsjJaWlHD161NhhCSOzsrJi3PjxJOYXcC4zi4jhw+VG0IQZbIFoNBreeOMNNm3ahL29PQqFQr9P+p/+9Kc7Xjt16lSmTp1a59iHH35Y73Vvvvlmnefh4eFs27atKfGLDkin07F582asLZWM7OGMjaWSXl1s2fvttwwcOFBm1Jm5QYMGsWPHDv1jYboMtkBWrlxJamoqBw4c4NixY0RGRrJ7926uXLnCf/7zn/aIUZiYEydOcP36de4NdMXWSoVCoWBy3y5UVVbUWTAqzFPtGwjZD8S0GUwg33//PW+//Xaduk4+Pj783//9H/v27WvT4ITpycvLY/u2bfi72jDQ10F/3M3Oknt6unDu3DnOnTtnxAhFR9LQBBlhOgwmEKVS2eAMCUdHR6nlL+r55ptvqKqqZFqIO8pf/HyM6OGMl6OabVu3UlVVZaQIjaOkpISPP/6Y1e+tlvVKotNoUgJpjOz1LWrLzMwk6vRpwn0dcLWtP9tKpVQwIdCVvPx8s6rCqtFo+Pzzz7lw4QLXbyay9tO1FBcXGzusDqEpE3JEx2Ww/VhWVkZcXFyDyUI2gxG11SSFkQENLy4F6NnFBm8nNcciIxk5cmR7hWY0Go2GTz/9lAsXLuA5qjtqV1tufXORVatX8dSTT2Fvb2/sENtdYWGh/nFaWhp+fn5GjEbcDYMJpLy8vE79qtqkC0vUlnj9Ol6OahzUjf9YKRQKerrZcPR6ChUVFZ1+x8bdu3cTExOD52h/XEO9AOj26z4k7bnI2rVrefrpp40cYfu7fPmy/vGVK1ckgZgwgwnk0KFDBt9k9+7dUjlXkJ6eTi8nwwsFPR3UaHU6MjMz8fHxaYfIjOfs2bPY+TnpkweAXTcnXEK9uBp9leLiYuzs7IwYYfuLj4/HxtISB0tL4mJjGT9+vLFDEi3U5IWEd/Lxxx+3xtt0OuY2RqRUKWnOJzaH6rwBAQGUJhdSdOt2TbnyvFIKLmbh5eWFzc9lzc3JlcuXCXB0INDZicTERLObUNGZtEoCMbcvyqYytOFWZ2Ottqa0UmPwdTWvMYf6RzNnzsTTw5Okby5RdDOPirxSbm2LxwpL5s+ff8dJKp1ReXk5uXl5eNvb421vR5VGQ1ZWlrHDEi3UKj+9MhZym1Z7uzz1zZs3jRhJ+/Pq2pXMIsN3k+mFFVhbq81iRbq9vT1PPfUUXp6eJO25xPXNF7BUWPD000/j7e1t7PDaXVFREQD2VpbYWVnWOSZMj3nd/rSDuLg4/WNzmqoK1auKc0oqKK64cyskOb8cHx9fs7nxsLOzY9Hji9BptGgrNDz6yKN4eXkZvrCTU1D9/28uPwedkSSQVlRRUcHOnTuxcXDBp28EZ8+e5dq1a8YOq9306dMHgKtZjXfdFZVXkVpQrn+tuejSpYv+cb9+/YwYiXHVtNCVKFAq6h4TpkfGQFrRrl27yMjIIGDwJLqFjMLa3pn16zdQWlpq7NDaha+vL/Z2dsSnN75ILiGjOrn07du3vcLqcMxh8kBjajaos7eyxN6yegp3bm6uMUMSd6FVEsgvK+6ao9jYWI4cOYJ3n6G4ePfEwlJN7xEzyMvL5auvvjJ2eO1CqVQSPmQIlzJLKCpveCzkTFIhXp6eUkTPTF26dAkF4G1vh5uNNdYWFly8eNHYYYkWMrgOZOnSpXc8/5///IdFixa1WkCmqLy8nK82b8bO2QP/AeP0xx27+NAtZDRnzvzIkCFDzKLrIiIigsOHDxOdVMiYnnW3sE3OLyM5v4wZ4+6Tfm8zVFFRwYnjxwl0ccbu543FQru4cebcOQpnzMDBwcHAO4iOxmALZNKkSfo/Fy9erPN80qRJ7RFjh3f8+HHy8/IICL8PpapuTvbtNwIbBxe+/Xa4oXb2AAAgAElEQVSvkaJrX15eXvTt25cTNwqo1NTt2/7pWh421tZEREQYKTphTJGRkRQUFjLa9/bssxE+XamqquLAgQNGjEy0lMEWSO19x9etW1dvH3IBUVHR2Lt64eTRrd45pUqFV2A416O/Iysrq85gamc1YcIEVsXHE5NaxCDf6t3m8korSUgv5t4JE8xi/Yeoq6ysjO/276ensxM9ak3f7mJjw0BPd3766SfuueceXF1djRilaK5mjYFIt0PDMjMzcHBrvCSHg1v1HVd6enp7hWRUAQEBeHp6EJV0u2jemZ8fjxgxwlhhCSM6deoUxSUlTPCrf5M13q8bOq1Wtjw2QTKNtxXY2NhSUdb4zKPKn8/Z2tq2V0hGpVAoGDJkKMl5Zfo1IRczS+jZs6fcYZqpuLg43G1t8HWoX33YWa0mwMmRuNhYI0Qm7obBLqyaaXdQXZo6Pz+/zrRdZ+fGS3ebi6CgPhw/foKy4nys7equrtbpdKRejsLOzr7TFw6szd3dHYCCsirsrFQUlmvo4eFh5KiEsZQUF2NvadloL4a9pSUZZrpHyrFjx9BoNIwcOdLkenkMJpCIiAgUCoU+aQwbNkx/TqFQEB8f33bRmYiJEydy8tQprp7cQ7+xj9T5IchMvEBe2nVmzpzZ6UuX11ZT46lSU/1zU1mlNblfDtF6uvn5ceJYMuVVGtQWddfBaHU6EgsL6dazl5GiM55r166xadMmoPqmy9QW2BrswkpISCA+Pp6EhIR6fyR5VHNxcWH6tGnkpl4j68btUiZVFaVcj/4O/x49GD16tBEjbH+XLl3CUqWkq2N10vRzUXP50iUjRyWMZciQIVRqNBxLTa137nxmFnll5QwdOtQIkRlPeXk5GzdsxMbaHltrBz7//AuTW3TcpDGQ3NxcsrOz9c+PHTtGTk5OmwVlikaOHIm3tw9JsbcHAtOunKGyvJTZDz5oVlVXKysrOXv2DD1crbFUVX/uQHc7MrOyuHHjhpGjMz5zrNzQvXt3goKCOJ6ajqZW6RKdTsfRlFS6ennRv39/I0bY/o4ePUp2TjbjI+YwceR8Cgry+eGHH4wdVrMY/Fa7fPkykydPJjo6Wn/su+++Y9q0aVy9erVNgzMlSqWS4OB+FBdkodVWDxwX52bg7OJiVmMfUF1EsrCwiAj/2+NBA3wcsLFUceDAd0aMzHhqb/+cnJxsxEiMJyIigqKKClJqjXUUVVaSWlTM0GHDzOomC6pvzFUqC9ycvXFx8sLSwqrOmLMpMPg/9vbbb/Piiy8yceJE/bG///3v/PGPf2T58uVtGpypycjIQG1th0JR/c9qZetAQUGB2e0d/9ORI3g7qenhenuzJLWFkiF+jsTEXDC72kdarbZOOZsvv/zS7H4mANRqNUCdBaaVP7dGzGl8sMaQIUPQajQcP7uLk+f2UFFpet14BhNIcnJyg7WuZs2axa1bt9okKFOUlZVFTEwMrt366geLu3QLQqvRcOTIESNH137S0tJIS08nzNuh3qB5mHf1FM5z584ZIzSj0Gg0fP7550RHR+Me0Q3fX/chOTmZ9z/4gGIzm3UUGxuLhVKJt/3tLXyd1Woc1eo62yCYCz8/P8bfO55LiVHEXT3GmDFjCAgIMHZYzWIwgVhYND5Ry9Lyzvtf79q1i/vvv5+JEyeycePGRl/33HPPsXXrVv3zlJQU5s6dy3333cfvf/97k/hF+/bbb0GhxLffcP0xhy4+uHj34uDBQ2azO+H169cBCHSvv+bFzc4KVzsrsypx/91333H69Gnch/niNsgbB38XfO4L5FbSLT7//HOzGQ8pLS3l1MmTBLu5Yl3rO0WpUDDQvQtxcXFmuTNh7f3gTXFveIMJxM3NrcHZVnFxcXfczzk9PZ0VK1bw+eefs2PHDjZt2sSVK1fqvWbp0qXs3Vu3TtSrr77KnDlz2Lt3LyEhIbz//vtN/TxGkZaWRlRUNN59hqC2rVsQzj9sLGVlpXz//fdGiq591eztYKlqeMqupVJhNl+aUD0eZOvrSJfw2xtoOQS44hrqSWxsrNncWFy+fJnyigqGeHnWOzfEyxOdTkesGS4krN2LY4o7mBpMIE888QRPPPEEX3/9NVevXuXKlSts3ryZJ598kieffLLR6yIjI4mIiMDZ2RlbW1smTZpUL1Hs2rWLe++9l8mTJ+uPVVZWcurUKX2hxlmzZtW7rqPZs2cPKktLfPrWLxJo5+JJF7++/PDjjxQWFjZwdedS0yotr2x4k6ByjfaOrdrOxtfXl7K0IkpSb//fVxaWU3glB2cXZ7OpTlAzi9Pdtv5Np5PaCkulss5MT3NQWlrKl19uwt7WGUd7NzZv/tokeltqM5hABg0axL/+9S927tzJ7NmzeeSRR9i3bx9vvfUWI0eObPS6jIwM/WpkAA8Pj3q1oBYvXszs2bPrHMvNzcXe3l7/JePu7t5gDamCggKSkpLq/ElLSzP0cVrdxYsXOX/+PD5BEViqG/4y8Au9h8rKSnbu3NnO0bW/mn2+UwvK650rqdCQV1JpVrPSHnroIVycXbm1K4Hi5AIqCsq4uS0ORQUsenyR2SyurNnCN6mw/v7n6SUlVGq1ZrfN708//UReXi7jI+Zw7/C5FBUVcvjwYWOH1SxNuhUcMmQIn332WbPeuKFuiqb8sjT1unXr1rF69epmxdTacnNz+Wz9emydujTY+qhh6+iGb9/hnDp1lJ49e3bqcuZdu3bFQqUitaCc/t51u/Nqkoqfn58xQjMKBwcHnnn6aVa/9x7Jey6hsFRioVXyxJNP0K1b/cKCnVWvXr1wdHTkSFIKfVzr7hNzJCkFK0tLs1sHkp+fj6WFFa7OXVEqlKitbMjPzzd2WM3SpInXkZGRJCUlAXD48GGWLl3KqlWr7riXsaenZ51BsYyMDDyaUAvJ1dWVoqIiNJrqtRSZmZkNXrdgwQIOHjxY58+dBupbW1FREe+//wHlFZUEjZqFyuLOEwr8+o/B2asHmzZ91an7elUqFZ5enmQUVdQ7V3OsppViLpycnFj0+ONoKqqoKq5g9oOzzSqJQnXX5r333ktiQQHXa31JZpWWcj4zi5GjRpndhlKhoaFUVlVwKTGKqzfPUlZeQlhYmLHDahaDCWTz5s289NJL5Ofnk5iYyB/+8AfCwsJISUlh5cqVjV43YsQI/Yr10tJS9u/fz5gxYwwGZGlpSXh4OHv27AFg+/btDV7n6OiIr69vnT/t1QTWaDSsXfsp2TnZ9B3zELZO7gavUSiVBI1+ADsXD9at+4yUlJR2iNQ4PDw8yS3V1DueU1KJtbUae/v6FVk7u9o/m+Z2p11j+PDh2Nnacirtdpd0dHoGCqWScePG3eHKzikwMBBnZxdSM66SknEVOzt7k9u11GAC+eKLL9i0aRPBwcHs2bOHoUOH8vvf/57XXnuNgwcPNnqdp6cny5YtY/78+cyYMYMpU6YQGhrKkiVLiImJuePf+fLLL/PVV19x//33c/r0aZ599tnmf7I2FBUVxdWrV+g55H6cPJp+J2lhqabvmNmgtGD79u1tGKFxWVlZ6Yso1lal0aG2UhshIuOrqrq9R7ypdVO0FisrK4JDQricd7ui9+W8fAICAnB0dDRydO0vPT2d/Lw8nB09cHb0oLi4yOSqFBgcA9FoNPrB8OjoaEaNGlV9oYWFwTGNqVOn1luE+OGHH9Z73ZtvvlnnuY+PD+vXrzcUmtHExsaitnXAo0fz7yTVto649wjlUsJxKioqOu0KXB31E4gO86wDBbBv3z79423btrFo0SJUKtUdruicfH19OXnyJEWVldhZWpJZUkqQGY0F1Xb8+HGUKhXBvUagVKo4G3+IyMhIHnroIWOH1mQGWyA14xzVBfLO6pfaV1VVmc0c9l9ycnKiqqIMnbZ+N01TVJYVYWtjY3AhpqnKy8vDQV3/y9HR2oLCWuNb5uK7777ju+++wynIHc/R/sTFxbFhwwaz+3eA6nVlAHnl5RRXVlKl1eqPmZuabTKqNJVUaSrRoTO5emAGWyADBgzgzTffpLy8HDc3N/r160dBQQHvv/9+nb1BzElwcDA//vgjmTfi8AwIbda1VZXlZN9KYPCggZ12CmdGehreNvWTo4uNBTqdjszMTLOZsnns2DG++eYbHAPd6DouAIVSga5Ky5ljZ7CxsTGpu83W4PTzfugF5RUof/75N8fuK4BRo0bx009HOXJ6CxYqS3Q6bZPGiTsSg+nu+eefp6KigqysLFatWgXA8uXLiY2N5a9//WubB9gR9e7dGzt7e/Izml+avCg7BU1VJYMGDWqDyIwvOzub3Lx8/Fys652rOWZOVZwPHDyIjac93hN6oVBWf2G6DfLGOdiDY8eOmV0rvmbhZGlVFaWV1eNCdnZ2d7qk03Jzc+PXv76f5PTL3EiJY9KkSU2aqdqRGGyB2NnZ8fe//73OsZdffrlO/+0nn3zC448/3vrRdVAKhQIrSyu0VZXNvlbz8zWddezj8uXLAPi71k8grraWOFhbcOXKlTsuQu1MXF1dyU9KpLKwHCun6n8TTYWG8sxibG1t9RVqzUV5efVaIAulEoufu2tqjpmj2outu3TpYsRIWqZFHW6/HPzbtWtXqwRjKrKzs8nNzcGhi2+zr3Xs4gMo9F+0nc3u3btRKmBPXBaXM2/fXacWlPPpyRS0Wi2XLl684xqizmTmjBlYouLm9ngq8krRlFdxa1cCZVklPPzww2Y3kJ6YmAiAt70dXna2KLhdgNPcVFRUsGvnruodCW0c2bNnj8kl01YZsTG3mTUXL14EIDMxlvMH1pObcrtLpig3jfMH1uv/VJTeLt2Qfu0c8T9txcHNi4sXO+f2rmWlpVhbNP5jZW2horikhMzMzHaMyni8vb156smnsNSpuLXrIknfXqI8o5iFCxYSGtq88bPO4MSJE3SxscHdxgZrCwt6ODtx+tQps7mhqO348eOkpacxZshsxg17hKysLJPb+qFVEkhnHQxujD5htvBjK5QqdLrO9wuj0WjQaLWE+znxm2E+dUq6d3VU85thPkzvX91kN6fCeT4+Pix6fBEVBWWUJBcwbdo0k1tx3BpSU1NJTExkiJeH/jtjqJcnuXl5+psyc5KZmYmFypKu7gF4uPmhtrIxuZL25lMWtRX17NkTAFfvXvj1H13nnL2LF6ET5jV4nWdAGI5duhG1+z8MGzChzeNsbyUlJeh0OuytGu+WsVdX/8gVFdUvqteZ1fzMQHWVBnN09uxZFEBYrX7/IFcXbCwtOHPmDH379jVecEYQGhrKkSNHOB2zF5XKivKKUpNrlZrWpOMOwsvLi5CQEJITjlNR2rwS7dfPHsTSylK/ILMzqRkQrtA03roqr6o+Z21df5DdXHTWCRSGXL9+HS97O+ytbk/xtlAq6e7gwHUz2mSsRmBgIKNGjeLC5aOcS/ieYcOGdb5SJk1hbmMgANOnT0dbVUVS3PEmX1OYnUJO0iUmTpignw/fmVhaWmJpaUFxReML5IrLq8+Z69RNwCz7+3U6HakpKXRtYP+TrnZ2ZGVlUVFRvwBnZ/frX/9a/3jatGlGjKRlmpVAcnNzKS0trXd80aJFrRaQqXB3d2fQoIFkXDuHrolfCOlXz2KlVpvcYqGmUigUuLq6kltS1ehrckurpzGb2+rjvLw8/eNLlzrnBIo7yczMpLCoCB+H+oU0fR3s0WGes7Fqt8RNcXOxJiWQTz/9lFGjRjF8+HAGDRrExIkT+fLLL/Xnf1nvylwEBQVRVVlOSUHTBoSLslPo4e/fqbtvXFxcyS9vPIEUlFWhVCjMavVxYWEhH370oX7SxfoN6zt1NeaGREVFoQD6uLjUO9fDyRErlYqoqKj2D8zITp48qX/8008/GTGSljE4iP7JJ5+wb98+Vq1aRVBQEAqFgvPnz/P2228D8Mgjj7R5kB1VTYVVVRO3aFWoLOpUZe2M1Go1VXco8VSp0WFpZWlyNX9aKj4+no0bN1JSWkK3+/tg6WTNrR3xvPPOO8yYMYMRI0Z0+n8LrVbLsWPHCHRxxtm6/sJJK5WKAe5diI6KYtasWZ36Bguq/z2uXbvGwYMHiY+Px8u9B0qFii1bthATE8OECRPo1auXSfxcGPzm27lzJ59++inOzs76Y0OHDuXdd9/lySefNOsEcv78edS2jqhtmzae4ejux/WLJygsLOy0m+coFIoGK/HW0OpA0dL5zyakrKyMbdu2ceLECdSutnSfEoK1W3UXhf9D/Uk5eIWvv/6as2fPMmfOHFxdXY0ccdu5efMmBQUFTOrdq9HXhHl04WRaOgkJCQwYMKAdo2sfGo2GxMREYmJiOHPmLPn5eaitbBnS/z5CAkehUCiIvRLJuYTDvP/++zg4ODJw4AD69+9PQEBAh11wajCB6HS6Osmjhqenp1kOBtbIz88nISEBn77DUTTxTsGjR3+S448RFRXF2LFj2zZAIykuLsbmDgsJba2UlJWXo9FoOuwvxd26evUq6zesJy8vD7dB3nQZ6otSdfvfxMLWkm5TgsiLz+T60eu8+X9vMvvB2YSHh3fKNVU146YNtT5qOP88g6+hMVZTlpyczNGjRzl79hwlJcUolSp8PAMZFHQfft79sLS4PSOvf+/R9A0Yxs3UBK7ePMvRo5H8+OOP2NjYEBYWxsiRIzvcNsgGE8idmlHmOPuqxs2bN9HpdLj59m7yNXbO7tg4uOjLOXRGZaWlqC0a/xKsWaVeVlbW6WZiVVVVsXfvXg4ePIilg5rus4Kx9Wq4palQKHDp54GdryOpB66yceNGYmNjefDBBzvdjo01NZ5uFhTSvZGxrxsF1dPhO9Pkiv3797Nnzx5UKgv8fULw9wnGxzMQK8vGu+gsLKwI6BZKQLdQKqvKqwstJsdx+nQUx48fZ+LEiXVmbhlbkzaUys/PbzBZmON+BjVq7hQ1mqYXVNTpdGg1nXsMRKlSob3DfUXNuc7W+rh69SqbvvqKjPR0nPq64znKH9UdFlTWsHK0xm9GP7KjUzh36hyXL19m5syZDB48uNO0Rtzd3ekZEMDx5GQiunph+Yv/e61Ox0/Jqbi5utKrV+PdXKbm2LFjAEwcuQBfz8BmX29pof458YTQJ3MIuw//l8jIY6aVQC5dukRERESDCaSz/IC3RGBgIJZWVqRfOYuzp3+TrslNuUp5SSEhISFtG5wR2drakpnd+I1FQVkVKpWq02ymlZ2dzTfffEN0dDRWDmq6TemDfff6M43uRKFU0CXcB3t/Z9IOX2fDhg1ERkYyffp0unfv3kaRt6/7Jk/mvffe43R6BsO9u9Y5dzEnl5SiIubMmWMSA8dN9cgjj7Bhw0b2/vgJwYEjiAib0uzvTJ1Ox+kL+zh/8Ufs7e159NFH2yjaljGYQBISEtojDpOjVqsZM3o0Bw8exDd4JHbO7nd8vU6n42bMD7i6unXKQcIaffr0IT4+ntySSlxs6yeJy1mlBAYGmnwLJCcnhwMHDnDixAl06HAb7EOXwd4oLVv+uay72NF9VjB5cRncPHmLFStWEBISwqRJkzpc33dzBQYG4tetG/sTbxKblQPAmG7e9HZx4VRaOs5OTgwePNjIUbauPn368D//8zxr164l9vJRevuH4+bc1fCFtRQUZXMu4TD+/v4sWbKkw3X7Gkz3Z8+ebfTc119/3arBmJrx48ejUqlIu3LG4GuLclIpyknj3nvHY9HEab+mqKZ1dSG1fq2rlPxysosrTLoFlp2dzZdffsnrr7/OsePHcAhyI+CxMDwiut1V8qihUCpwCfEk4LEBdBniS/zlBN5++23WrFnDzZs3W+ETGE9Q375UarXwi1l6aSWlBPbubfI3FQ2pqKggJSUVa7UddjbNX/tUXerdgfT0dMrKytogwrtjMIG8+uqr+scPP/xwnXMbN25s/YhMiJ2dHV5du1JWlGvwtWWF1a+pXVSvM+rSpQu9evYkKrkQ7S+6PU/fysfS0sIkd2Osqqpi3759/O///i8nTp3EKdidnvMG0HVsAJb2rb8plMpKhftQX3rOH4D7sG5cunaZd955hy+++MJkdzHUaDQoFQoWhvRjcWgwvX9eVKig85Z3OXToEMXFRYwOfwBrdfNbD1aW1twz5CFKS0s5cOBAG0R4dwwmkNpjH7/c7MScZ2EBZGVlkZaairWd4XUg6p9fExsb29ZhGV34kCHklVSSVVx3gsGV7DJCQvqbXMmGqqoqPv74Y7799ltsezjR87EwvMb0aJPE8UsqKwu6hPsQMG8AbgO7cvLkSVasWEFBQUGb/92tSafTER8Xh7e9nX4nwhrdHOy5mJDQKRfZDh8+HLXamgORGzh8YhP5hU3fB6egKJsfT33Nvp8+xdLSqkNWcTbYl1J70OeXA0DmPIiemZnJBx/8B5QqfIMNb8/q6O6Lq08gu3d/g729PcOGDWuHKI2jZlFccbkGfp6RqtPpKC6vMskFc0ePHiU+Ph5LJ2s0JZWUZ5fqk0dZZjHpPyXqX+vzq0As7Krn9ufFZ5CfUP2FYWFrhc+k2zNx0o4kUp5VDICdnzNdBvvoz93Ydvsmw22QD/bdnVFZqXAM7ELRrXyyc3PYuXMnjz32WJt95taWkJBASmoqM3oF1DsX7unBhdh4Tp06xfDhw40QXdvp2rUrzz//HIcPHyYy8hhXb50jtM89DOk/6Y7XnYk7yJm4gyhVSkaMGM64ceM65BTnztsZ34bi4uJYv349VVoFIePmoLZt2qry3iOmk3BkK1988QUpKSlMmzatU/b75uRUD5Iqa91f6ACVQmGSG0mlpqYCYGFj/F8XpZUKKyc1KammU0tLq9XyzTff4GxtzQCP+pNNejo74evgwL69exk8eHCnK3fv4uLCzJkzmTBhAtu3bycq6nu6+/TDw7XhiRE5+WlExX5HWFgYs2bN6tCVuw3+RpSVlREXF4dOp6vzuOacuTlx4gRffPEFdi6ehI56ABuHpk/ZtLBU02/sQ1yPPsgPP/xAeno6S5Ys6VRJpKqqiv3799HVSY2fy+0FU0qFgqF+jhw9e5aUlBS8vb2NGGXzjBw5kpMnT6IprsRjtD92frd/oa3d7eg+M7jB65z7euDc16PBc16j/Rv9+xp7P51OB1U6yrJLuOfR6U3/AEZ26tQpkpKSeLB3r3rdV1DdkzHJvxsfx8Rx6NAh7rvvPiNE2fYcHBzo169fddHIJnT/9+3bt0MnD2hCAikvL+epp57SP6/92Ny6sNLT09n01Vc4e/Wg75jZqCyav5ZBqVTRM/xX2Dq5kXBqLwcOHGDSpDs3Z02FRqPhs8/WkZOTy2ODu9b7+RjRw5mo5EI+/ugjnn7mmQZL5HRE3bp145lnnmHDxg0k7bmItZstLqFeOPR0RaVu21aJTqOl6GYeuTHpFN/Kx8bWhgULFjBw4MA2/XtbS3p6Olu3bMHP0YFQ9y6Nvq6HkxP9u7ixf/9+evfuTUBA/a4uU1deXs7hw4ext3Wii6tvo69zcfTEyaELP/zwA2FhYdjY2LRjlM1j8Kf/0KFDLX7zXbt28cEHH1BZWcnChQuZO3dunfPx8fG89NJLFBUVER4ezquvvoqFhQXbt29n+fLl+j6/sWPHsmzZshbH0Vqys7PRajT49I1oUfKozavXIG5d+ImMjIxWis64tFotGzdu5Pz5GO4LcqOXe/2BclsrFXMHebH+dCrvrV7N0888YzJl3f39/Xn+ueeJjo7mwMGDpH5/jbQfE7H3d8YhwBV7P2dU1q2TTLSVGoqTCyi6nkvh1Rw05VXYO9gzZcoURo4c2aG/UGpLSkpizZo1qHQ6HuoTiNLADef0XgGknLvAmjX/5fHHF9G7d9PLBHVkGo2GM2fO8M03e8jNzWV8xKMoFY3PX1IoFAwNvZ8Dkev5vzf/j8n3T2bw4MEdcvq/QmdgKtWCBQtYt25ds984PT2dRx99lK1bt2JlZcUjjzzCO++8U6dUwZQpU3j99dcZMGAAL7zwAiEhIcyZM4fXXnuNgQMHMmXKlGb9nUlJSdx7773Vi/t8G8/wLVVUVMTrr79OeUUl9i5eKH7R9WTv4knA4F81eG36tXOkXzuvf27j4Er61epKrEOHDm31WNtTTfKIiopiQm9XRgXcuVvvRm4pG6PScHHtwlNPP21ylYl1Oh03btwgKiqK6OhoiouLQQE2ng7Yd3fGvrsz6i62zWqhV+SXUXQjj6IbeZQmF6DVaLG0sqR/SH/Cw8Pp06ePyXR16nQ6jh8/zratW7FRKpnXrw9eTVwAl1dWzvr4BDJLy5g8ebJ+rZWpSk5OZu3aT8nKysTFyZORg2bi1cW/SddmZN/kaPQ2svNScXV1ZeHChfj5+bVJnC397jSY0vLz81sUUGRkJBEREfpuikmTJrF37159F1hycjJlZWX6VdmzZs3i3XffZc6cOcTExHDjxg3WrFlD7969+dvf/lavL7CgoKDeVMa0tLQWxdpU9vb2LF26lJUrV1KUm4adswfK5rZEdDpKCrIpyLjJxIkTGTJkSNsE2060Wi2ff/45UVFRjA80nDwAurvYMGeQFxuj0li9ehVPP/2MSRUQVCgU+Pv74+/vz8yZM7l58yZxcXHExsWSfOIWmSduYWlnhZ2/M05B7th42jeYTMrzSsmPz6ToWi7ledVVaN26uDF45Cj69etHz549Ta7kS3FxMRs3biQuLo4AJydm9+mFQzMGxZ2t1SzpH8z2K9f45ptviL1wgQULF+LSwEZUpuA///kPhYWFTBwxDz/vviju0PL4JQ83P2ZMeIaktIvs++lTPvjgA/75z392qHIvBhOIVqtttJgi0Gg/dkZGBu7ut2dceHh4cP78+UbPu7u7k56ern/829/+ltDQUN555x3+8Y9/6DewqrFu3TpWr15tKPxW5+/vzx//+Ef+89//UllWzKBf/w6VpeFfEM+AMDwDwrh6eh8FmbeYNm0a48aNM1DcdAUAACAASURBVPlxpJMnT3L69GnG9nJhTM+m/5L7u9YkkVS2bNnCggUL2jDKtqNUKvXJ5P7776egoID4+Hji4uKIi4sjLzYDtYsNHqO6Y+9X/btSnlNC2g+JlKQUoFAoCAwMJHhcMP369avzO2Fq0tLSWLNmDfm5udzfw58Iby+D3VYNsbaw4OE+gfR1dWHnteu8vXw5jy9aZJLjIiEhIRw7dowrN8/i4xmIhUXzZphptRqu3KyuBhIcHNyhkge0QjHF+Pj4Bq8zVHzxTuffe+89/bHFixczYcKEeq9dsGABM2fOrHMsLS2t3jhLW+jWrRuLFy1i5cqVpF4+jW+/pi3wKSvOJ/VyFKNGjWL8+PFtHGXbKyoqYueOHfi5WDcredTo4WbD6ABnvj9zhqFDh9K3b982iLJ9OTo6MmzYMIYNG0ZZWRlnz57l0PeHuLUrAZ9JgahdbEjcEouNlTVTp04lPDy8w8+0aQqtVsv69espLypkcf9gujneXbekQqEgzMMdb3t7NsQnsO7TT3nxpZdMborvAw88wIULF7ieFEN2XgrDB06jm1cfALLzUjh2dpf+teMj5mBrXf3vdinxNJcSoygtLSS/KIuBAwd2yM37DCaQoKAgtm/f3uw39vT05PTp0/rnGRkZeHh41DmflZWlf56ZmYmHhweFhYVs2bKFhQsXAtWJpqHBI0dHR6MOwHbv3h0LS0sqy5peVqKqvBR0OgIDm1/auSM6e/YsJaWlTB7o26I7TYCRAS5EJxdx9OjRTpFAarO2tiYiIgJvb29WrFhBaVohOo0WbaWGqQ9MJSIiwtghtpqUlBSSk5P5dYD/XSeP2txtbZjk353P4y9y6dIlk6mjptVquXz5MidPnqSwsHqvE6Wy+YPgSlX1NefOnQNgyJAhBAUFdZiWSLNWojfHiBEjWLVqFTk5OdjY2LB//35ee+01/XkfHx/UajVRUVEMHjyY7du3M2bMGGxtbfnoo48YOHAgYWFhbNiwgYkTJ7YohrYUFxdHVWUldq5eTb7G2sEFC0s1Z86cISwsrA2jax+3bt3C1soCL4eW3xVaKBX4OatNvlDgL+l0Om7dukVkZCSnT59GZW2BYx93LO2tULva8uWXXxIbG8vw4cM71BdCS3l4eKBWW3ElN59hXVvWddWYK7l5KKBNJsa0hbS0NDZu/Jxbt26itrKhX8/hhAWNxe4XW1+7OXszZezvGnyP3v7h9PYPB6CktIBzF38gLvYMZ86cwdvbh7lz5+Dj49Pgte3JYAJpaRlpT09Pli1bxvz586msrOTBBx8kNDSUJUuW8Mwzz9C/f3+WL1/OSy+9RHFxMf369WP+/PmoVCr+/e9/88orr1BWVoa/vz//+te/WhRDWykvL2fr1q3YOLjQxa/pd80Wlmq69g7n7NmjJCQkEBQU1IZRtr309HQ87C3uehzH08GKmNQcysrKsLZufLe2jq4macTExHDu/Dky0jNQWihx6OWGR0Q3fYkT/weDyYpKJj4ugZiYGBwcHQgLDaN///706tXLJGcdWVlZMWnSfezcuZPvEm8yqUfr7GNyIjWNk2npjB492mTWDW3atImkpFuMGTKbgG6hWKjubiKErY0jwwdMZWj/yVxPvsCPpzbzxRdf8Oc//7mVIm45gwnk3XffpbKykoqKCn0t+osXLxIQEGBwhsjUqVOZOnVqnWMffvih/nFQUFCDJeHDw8PZtm1bkz5Ae9PpdHz11Vfk5OTSf8JjKJXN+2XvFjKK7KSLbNi4kb/8+c8m3f+dnJSEpULL2hPJdY57OaqZ3LfhRWNnkgo4m1xY51hRefUGVMXFxSaXQDQaDVevXiUmJobzMefJz8tHoVBg4+2A1z09cAx0q7fYUGmpwiPCD/chvhRez6XgcjaRx4/x008/YW1jQ0hwMP379ycoKAi1uu0LNraWcePGkZWVxZHISP6fvfMOj6rMHv9nZtJ77w1CKqEloYNAKBGQXqWJCHZ3bex3dfG36y66Flw7WNAVQRRQDEWUjkgJEEJIIb33Nkkmkz4z9/dHdgZQNAGSzGQyn+fhYXLvlPPeufOe95z3FB8ba0Ic767uWVF9PYdy8ggNDf3Nfqeu42jnQaBf1/Y3kUiMGOAzlLTsWASh851Qu5MOFUhZWRkPPPAAf/rTnzStFLds2UJaWhrbtm3D1dW124XUJc6cOcPly5fxGXQPti63H5MtlhgRNHYeVw//ly+++IInnnhCJxOEOqKpqYk2hQJzs7tfLRtJ2i2Y0tJSnSwY92uUSiUZGRlcvXqVq4mJNDU2IpaIsfCxxT28P1b97DEy63jVKZKIsRngiM0Ax/bkwcI66nOlJCRfJS4uDiNjI0JDQhk6dCgDBw7UeWUiEomYP38+WZmZ/FJcctcK5FxJKWbm5qxYsaJXuficnZ2pKOu+RnxNLXL66Yg7r8OZ64033mDBggU39eF955132Lx5M2+++SabNm3qVgF1iby8PPbu/R4HzwC8w8bd8ftY2rkQMPI+0s/FcODAgV63ugI0IdmLh7rhZdd5q2GYlw3DvG4OflCqBN46lU9cXJzObpIKgkBeXl578uCVeBobGpGYSLD0tcNhgBdW3rZ31VBKbCzBur8D1v0dEFQCjSUy6nOkpGalkZiYiJGxEYPCBhEREUFISIjOurnEYjFm5ua0NDbc9Xu1KJSYmJj0usir2tpazM26L8DH3NT6jvPzupoOFUhmZnsjm1/z6KOP3nameG9GqVSyY8dXmFpYEzh69l37/Z39BiKrKtLUu+lNMe7l5eXs37cPZytTPG3vflUsEYsY7G5FbEICcXFxREZGdoGUXYMgCMTHx3Pi5AmKi4oRG4mx8rPHK8ALSx87xEZdvzIWiUVYetli6WWLMM6PprJ66jKrSUpN5sqVK9jZ2zFxwkTGjBmjU5OrSqXiwIEDFBQUMMu/312/33B3N3ZcS2Pnzp0sW7asV1jqdXV1/4u66k6LSUAub6CmpkbrCZYdfiO/t88hFot13qTuSrKysqiqqiR43HyMTLrGT+83NIrKvCRiY2N7jQKprq7moy1bQNnK0lsUTLxTJgc6UFbfys6dOzEzM9MJS0QQBP7+978jk8kQGYkxtjXDyMIYRWMrDcUyrPvf2kVzYx+QX+M6zg8z51uX9bixD8iNmDpZ4j6hH8I4X+rza6m5WkZMTAxJSUk88sgjOqFEGhoa2LF9O6lpaQx3c2WE2927toMd7Jni682x+HiqKit5cM0arU+Yv0alUlFSUkJ2djZpaWmkp6WjElRMHNl9ORthgeM4du4r/vnPfxIUFERwcDD+/v54enr2uKuvQwViaWlJYWHhb6KxCgoKdNaM7g7UJqOF7e9XFL1dJEbGmFnaUVtb22Xv2Z1cvnyZPXt2IygUPDDcHUfLrpu4jCVilg5zZdulUrZu3cqkSZOYOXOmVledcrkcmUyG2ETSXttKa5K0I5KIsenvgE1/B8p+ySM7MZusrCxCQ0O1KldRURHvvPMOCoUCRzMzKhsb+SzpGgDuVhbM7H9rayS+vIL48lsr2pn9/XC3smSitxfO5uZ8l5nNpjffZNUDDxAUFNRtY+kMtbW1mmoDmZmZmrYW1pb2DAq6h0C/SGytu26e+DV+nmEsnv48GXmXySlMIC2tfb/F1NSUgIAAQkJCCAkJ6ZHmbR3+OtesWcNjjz3G3/72N8LDw1GpVCQkJPDqq6/yyCO3jmHWR3x928MSK/Ov4Tt4Qpe8Z2NdJfLaCvyG63ZOSFNTE3v27CE+Ph5vezPmDfLEwaLrazSZGUt4cIQHR9KrOXnyJOlpaax64AHc3Dqfa9OVWFtbM2LECC5evIjQpsIh3APrfvaIJH+8yvujPiB/xO/1AVEjCO17I9Irpcjza/Hw9ND6ZFpeXs6HH3yAoFTibmmBqaTrFf5AJ0dcLCz4Oi2DTz75hCeeeEIrFrsgCBw5coSffvwJAQErC1t83Qfh7twfN+d+WFn0XJixjZUjkWHTiAybRkNjHWVVuZRW5pKfm0FycjIAU6ZMYebMmd1aLqnDarzQXpb9nXfeoaSkvQuan58fTzzxhM7tgXR3Nd5t27ZxNTGJyNlPYGJ+98X/rp3eQ2NVARs2bNDZYoL5+fls2/YFtTW1TPC3Y1x/eyTi7l+Lp1c0sD+5ilYVzF+wgFGjRmmlbphSqeTy5cv8dPgw0upqjMyNsQl0xGGwO8Y2PePCVTYrqEkppy61kta6ZswtzJkcNZnx48dr3Y381qZNSCvKeXRwGPbdHILd2NbGx4kptBpJePnlf/a4u6aiooJXX30VACd7r/b8jhtuSUc7D0YPnXXL16pLk9yK0UNn4Wh36wZrB099fMvjv/dZgiCQkHaKhNQTKJVtPP/8852aC7utGi9cz+eora1FLBb3mh4OXc306dO5ciWB8pyreHeiD/of0SyvRVqUQXR0tM4qj59//pl9+/ZhYyph9QiPmzoMdjdBLpY8OtaU7xMr2LVrF+np6SxbtqzH/f0SiYQRI0YQGRlJWloaFy5cICkpiZqkcmyCnHCb0A9xBxbJ3VB1uRhpfAnKViX+/v6Mum8UQ4YM0Yl9D4VCQVFxMRO8PLpdeQBYGBsz3tOdmKwcpFIpTk7d5ya6Fc7OzoSEhJCamopIBFr3ad4CkUiERCxBLBLh5z+g2zt/dqhAjhw5wrRp0zTC3ag8Nm/ezOOPP9590ukYlpaWIAJBpbzr9xIE1fX31EEKCgr4/vvvCXKxYO4gF8zvIkT1TrE2NWJFpDtnc2o5npCAh4eH5l7sacRiMaGhoYSGhlJTU8OhQ4e4dOkSFm7W2IXevruqMzRXNlAZW4i/vz/z58/XidIVNyISiTA3M6OqqedaW1c1NbeHCmsh4VQkEjF69GhSU1MZGhKFr0fn955uLE1yO/xeqZM/wsHOnTZFK2PGjO52K63Dd9+yZYvmsbrAoZqjR492uUC6ilwu59OtWxGLxDh43n0xRDNLO6wc3Dhw8CCZmZldIGHXsmXLFsQiaGpVUVTbojleKmvhvxeKNf/qWxSac1eKZJrjexLKb3q/H1OrNOd+yam56dyN75dZeb04ZamshW0XS8iqasTcWMyJ48fbmzdpCZVKRV5eHufOnSM5JQVEIJJ03zJUEATERhLy8vI4e7a9/I1Coej4hT2ERCIhcvhwUqul1Le2dvvntSmVxFdUMnDgQK1Y7Y2NjezZswcbKwfcnf17/PM7i5uTH3Y2znz33V7kcnm3flaHFsiNWyS/3i7pxPaJXnDt2jV2fv01DQ0NBI2Zi5WD+12/p0gsJnTCYpKP7+DDDzczeXIU06dP15lY95aWFowlInSlXYmpkZjaphakUmmPWm0tLS1kZGSQkpJCckoy8no5IpEIC29b+o32x8yp+2Qxd7Gi//IhVF4oJPZiLOfOncPE1ISQ4BAGDmzvH6Jt9+e4ceM4ffo0KVXVjPK4+9/FH5FVW0djWxvjxt15Eu/dcO3aNerr64ke/yAmxrqbwmAkMWZs+Dx+OPUJSUlJjB49uvs+q6Mn3Lhx+etNzN7eDKkj5HI5r732GnK5HLHEmH7hUzXFE+U1ZeRcvm6BBY+dp9lYv7F9rYmZFcHjrmea51w+grymfXVu7+7PkOiHyL1yjOPHj3P69Gkee+wxncgJmT17NjExMQz3sSXghv7m7jamPDjy1q6UW2WZq/m92ljA776f+rNqm9rYcraI4ODgHqnIKggCmZmZnP7lNKmpqSgVSiQmRlh42+Ax0h8rX/su63/eEcZWJnhM9kc1oR8NRXXIc2u4lpnaXt5bBP369Wf8uHEMGTJEK2H16s9U9sBiUvW/z9BW+oC/vz9GRkbEJhzAcaKHpneHrtHc0sC5+BgkEslNLcS7A91Y7uogGRkZbN++A7lcjqmFDaaWtphbdX0Sk8TYhAEjZuDoFcS103t47733mTZtKtHR0VrNsxk/fjxxly6xN7EEeYuCkb62Wlkw5Eub2HO1AkEsYcGCBd0uQ3NzM5u3bKYgvwDEIozMjXCO9MBxqDsiiZjmygaKfkzXPN9zWoCmyu6NCYRGFiZ4Rl93dZb9kkdLVbv7zdLHDqeI60rzxgRCx3BPrHzbw0GbKxsoP5N302dZ+9kjCAKVl4qoS6skLz+X3Jwc7OzseOyxx3q0Nl1LSwtff/01xmIxQQ7dn+DnZ2uDpYkx3337LU88+WSPW192dnZERUVx5MgRMnLjGBoyqUc/v7Nk5V+hRlbBhAkTuj3QoEMFIpPJOHr0KIIgUF9fz5EjRzTn1I1S9AlBEDh58iT79x/AwtaRodMfwsr+t3kIVvZuDJ6y8pbvoW5feyv6R9x6E9jew59RC54l5/IRjhw5QnZ2Dg89tAYLC4tbPr+7kUgkPPHkk3z11Q5+Sk6huK6FWWHOmHRjxNGNCILAxQIZh9OqcXR04ImH1vZIu9d9+/ZRkF+Asa0pRhYmiERg5mTZYe5HTyISiTCxNsXE2hTB2hQEkFXXs3379h4r8V1dXc1nW7dSWlrK/MABOJmbd/tnWhobsyhgADtS03lr0yYeWru22y1SuVxOamoqGRkZZGRkUldXi4WZNc4Od9bmoidwcvDC0tyGn3/+mStXEggMDCAgIIDQ0FCsrbvWauowD2TlyltPkmq2b9/epQLdDV2RB/Ljjz9y+PBhnHxCCBg1C4lR1yfMdURFbhKZFw7i9r+eKtoM2VSpVBw/fpxDP/yAh60ZS8NdsTbtXsNVqRL4MbWKuEIZAwcOZMWKFZj3wAQFEBsbyzfffIO5qxX2g1yx9nfslnpXXYEgCDQU1lGTXI48t4axY8eyaNGibv/c119/nfLycgSVisk+3kz0af+tlcob+CEnT/O8JcEBWP/v3r0x69zaxJglwYGa5/2Qk0upvD14IsDejgne162zrYnXrbN7vD0ItLenuF7Ol9fSaGxrY/mKFd1SO62+vp433nhDs0g2NjbFyzUQH/dgbG1cuJh4SPPcW7WiBbAwsyZq1DLN884nHKC6tj2XztstiCHBEzXnbsz3GBI88bba3t7qs85d2U9xeSYtrY0oFK0olG1IJBIiIiKYOXPmb9pIdFseiC4piO6mrKyMI0eO4uwX1iUFE+8Ul36DMDIx59rPuzh27BgzZszQihzQHr46depUXF1d2b59O5/FlrA8wg1nq+5Raq1KFbuvlJNV1UhUVBT33XdfjyaMjRo1ql1pnjhBybFsJKfzsfS1xaqfPVa+dkhMtOv1FZQqGorbK/U25NXS1tDep2fq1Ha3Z3eTmJhIaWkpxmIxrlZWeFj3fBi6p7UViwMH8HVaBjt27KCpqYnx48d36WckJydrlIepiTnB/UcS4BeBjZUjNXVlXfpZ3YFIJMLc1AoTI1NsrJ1QKNvIL07h4sWLeHp6MmFC11TT6NACeemllzStaKVSaY/UV7lT7tYCuXbtGp988glBY+fh7Kvd+kLKtlYu7XufwWHtnRp1gcLCQj7+6CPMRG08PMoTk25Yme9PruBKUT2Llyzp1uiRjlD3tL5y5QpJSUk0NDRougvah7li7tqz/vfWumZqU8qpS6tC0dSGsYkxoSGhDBkyhMGDB/dI9F5VVRWvvfYa7ubmPBgWgomWa+EpBYFvUtNJk9bw1J/+1KXBJ4IgkJyczJEjRykqKtREnEokRtjbuGJr7YydjQv2Ni7YWbtgY+V4283lugqVSomsQUqtrKL9X30FtbJKamXlKJTtjadEiPDw9GDq1KkMHjz4N4uybrNA1HVVAB566CGd7RTYFQQGBmJv70DG+X3UV5fgEzYWI5OecZ2oEQSBqvxr5CUcR9HarNVJ9Nd4e3uz6oEH2LJ5Mz+lVTE7rGsT6FLK5MQX1TNlyhStj1ssFhMUFERQUBCLFy8mLy+PS5cuEXc5jrq0SpxHe+MU3jOJffV5NRT/lAmCQNjAMEaOHElQUFCHHUG7mpSUFBQKBYuCBmhdeQBIRCIWBQXw6oU4EhMTu1SBiEQiBg0axKBBg2htbaW8vJySkhJKS0spLS2lvCyP7IKE67JIjHBz6oeXWyB+ngOxtuzehXZ9Qw35JdcoKsugrDJHoygAbG1scXVzZeDgMbi7u+Ph4YGbm1u3uMLvKg9E3zAyMuK5557l4MGDxMZeoCzzMo7eIbgNGIqNs3e3urRaGmWUZ1+lIucqzQ11eHh4snDtgzoR0nsjgYGBRP1vpTLI3Zp+jl2jYJvalBy6Vo2PtzfTp0/vkvfsKsRiMf3796d///7MmTOHXbt2ceX8FSy97TD/ndLsXYWqTUnJ4Sw83T1Yu3atVvuCq1Tt1RMU//tfF1DLoupGmUxMTPD29v5NRfKWlhbKy8spLy+nsLCQtLR0Llz9gSvXjrFyzj+6db44cGIzjc31ODs7M3rMKLy9vXF1dcXV1bVHs/Rvy+7V97wPACsrK5YuXco999zzv/a18VTmJWFu7YBLv0E49xuEmWXX9DFXKtqQFmVQnptIbVkuCAKBgYGMHj2XIUOG6Gwbz+joaOLjL/NjWjUPj/bEqAuKK57KqqGxVcGjixfrdJsAMzMzFixYQMLVBOquVWA+4e4bJ/0RssxqVAols2fP1qryABg+fDg/HjrEN+mZrA4NxkbLhRybFQq+Ss1AKQhasVhNTU3x8fHBx8eHAQMGUFdXR0VFORbmNt0+V1qY29DYXI+bm1uPhOv+Hh0qEJVKRV1dHYIgoFQqNY/VaPum7i48PDxYvHgxc+bM4erVq1y4cJHsxJ/JTzyNnZsf7oGROHgMQHQHk3xjXRWlGXFU5iWjaGvBzs6eaVOnMnLkyF7RE9zExIT58xfw2WefsS+pgnmDXRDfxQ/mSpGMC/l1jB079jerPF3EysqKMaPHcPbsWRCLcB7hhaSLI9MEpYqa5HIqzhfi4+NDQMDdl8+5W6ysrFj38MNs/fRTNl9NZpqvN0NdnO/qu78TBEEgTVrDodx8ZK2trFy5Enf37s2C/yNKSkp44403ABgSPImwgLsrtNoZ7h2/hpSsc1xJOk5SUhLPPPOMpuVET9LhXZ+RkcGoUaM0SmPkyJGacyKRiNTU1O6TTgcwNTVlxIgRjBgxgurqai5evMj52FhST+/BzMoOj6ARuA0YhrgTfRDqKgooSjlLTWkOEomEoUOHMmrUKPz9/XXW2vg9Bg0axMyZM/nhhx8wN5Zwb4jjHU0kqeUNHEipIjAwsFf1hp83bx4SiYTTp08jS6vENsQFuxBnTB3vLm+nTd5CXUYVtYnltDW0EhISwooVK3TG+g8ICODPTz/Nrl272JuZTWxpOeM93Ql1ckTSzTIKgkBmbS2/FJWQWyfD1dWVxxcvxt9fu3WpbrSYG5tllFbm4OHij5lp97g3m1sbKa3MpaHpel90bVntneoH0lvo7n4gapRKJUlJSZz6+WfycnMxs7TBZ/BEnP3CbvlDb6itIO/KcWpKc7Cytuae8eMZPXp0lyf19DSCIBATE8PPP/9MkIsl8wY5Y9bJqr0qQeBMTi0nM6V4e3vz+BNPaKXC6t1SVFTEiRMnuJJwBUElYOZogXWAIzYBjpjYdG48iqY26rOlyLKqaSyWATAgYACToyYTHBysM8rjRlQqFZcvX+bwTz9RVV2NnZkpI91cGebigpVJ127uNysUXK2sIra0nMrGRmysrZk8ZQrjxo3TGXdnXl4eP//8M6mpaTQ3NwFgY+WAs703zg7euDj54mTncduRWiqVEmldKWVV+VRKC6mUFiKTVwPt7tSgoCAmTJhw13uldzp3dqhAdu3axZIlS+5KuJ6ipxSIGkEQyMjI4MDBgxQVFmLvMYCAkTMwMW9XDIJKRXHaBQoSf8bU1JSpU9tvel3o5dBVCILAL7/8QkxMDPbmRiwd5tphjkiLQsX3SRWklTcQHh7O0qVLe/01qa+vJyEhgbi4OPLz84H2Yog2wU7YBTkjNrl54hBUAvU5UmpTK2gslCEIAs7OzkRERBAREdEjWfddgUqlIiUlhVOnTpGdnY1YJCLEwZ4INxcG2NndsXtLEATyZfVcLq8guaqaNpUKL09PJk6axNChQ3Wm6OivUSqV5Ofnk5ubS35+PgX5BdTWtbesNjYywdnBBy+3AAb4hv9uLa3mlgYy8+MpKsugojqfNkV7pWNbG1t8fH3w9fWlX79++Pn5dZkC7TYFMm/ePE3o7uOPP87mzZvvTtJupKcViBqVSsWZM2fYv38/RmaWDJq8ChMLazIvHKQiJ5HBgwezePFirVdO7U6ys7P57+ef09bSxPzBLgS53Np8lza28fWVcqrlrcyeM4cJEybo5Ar7bqiuriYhIYH4+HiKi4uRmBphP9i1vf6VWERdehXVF4torW/Bzt6OiPAIhg0bhqenZ6++FmVlZcTGxnLp4kUaGhuxNzMj0tWFCNfOWyXNCgUJFZVcLKugorERUxMTIiIjGTWqPdKoN16furo6cnNzyc7OJjs7m5KSEsQiMUH9RzBm2GxEonb3tSAIXEj8gWtZ51GplLi5uTNggL8mArA795u7TYHMnTuXmJiY3zzuDAcOHGDLli20tbWxevVqli9fftP51NRUNmzYgFwuJzIykpdffhkjIyNKSkpYv3491dXV9OvXj02bNnWqhLe2FIiawsJCPvzwQySm1jj6BFOQ9Av33nsv0dHRvfLGv11qamr4bOtWiouLmRLkwNh+NxfYy5M2sSuhHJHEhNUPPkhgYODvvJP+kJeXx4kTJ0hMTMTUwRyxiYSmMjm+vr5MnTqV0NDQXrf/1REKhYLExETOnT1LVnY2ErGYSFdnJnh5YWN6a0uzsa2Ns8WlnC8to1WpxNvLi7HjxjFs2DCtt+3tasrLyzl16hTnz59n1NBZmk339NxL/BL3HcOHDycqKqpHAwO6taWtmtuZBMvLy3n77bfZu3cvJiYmLF26lJEjR95UXnj9+vVs3LiRoUOH8uKLL7J7926WLVvGDc4BOgAAIABJREFUyy+/zLJly5g5cyYffvghmzdvZv369bcjqlbw9vZm2bJlfP755zQkVTJ48OA+ozwA7O3t+dOf/8zOnTs5mpCAubGE8P+Vd6+ob+Xr+HJsHRx4+OFHtBZ22NP4+fmxZs0aLl++zC+//IJSpWLwzAlMnjxZ7xSHGiMjI8LDwwkPD6esrIyff/6ZCxcucLm8knGe7kzy8dZsuAuCQGxpGccKimhVKBg6bBiTJk3Cx8dHy6PoPlxdXVm8eDFZWVkUl2VoFEhRWQZ2tnYsW7as18wZt9UP5HY4d+4co0aN0phd0dHR/PTTTzz55JMAFBcX09zczNChQwGYP38+7733HosWLeLSpUt8+OGHmuMrVqzoFQoE2qOTZsyYQXV1NdOnT+81N0JXYWJiwsqVK2lqauRgSiYOFsY4W5mw80oZJubmPPbY49jbd3/pb11DvbfR13Bzc2PJkiVMnjyZQ4cOcSo+ngKZnPtDAjESi9mbkUVSVTXBwcHMnj2723t46wrqTPeTJ09RUV2ARGJEfsk1xowZ3avmjA4VSE5ODrNmzQLa+2SrH6s5cODArV5GRUXFTRuBLi4uJCYm/u55Z2dnysvLqampwcrKSrNJpj7+a2QyGTKZ7KZjZWXaL3ImEom01rdbV5BIJKxe/SCbNr3J4bRq/J3MqWtS8PTTT/ZJ5WEAnJycWLVqFUFBQezetYvvM7OxNjEmqaqamTNn6rVF9ntMmTKF+PgrHDu/A7FIhKWlJffee6+2xbotOlQgn3766R298a22Vm7UrL93vqPXqdm2bRsffPDBHclmoPsxNzdn0qQovv32W0plLYSFhWkl0cmAbjFy5Ejq6+s5ePAgAGPHjmXq1Klalko7WFhYsHz5Mo235eGHH+51gTYdKpARI0bc8nhZWRnbt2//3fOurq7ExcVp/q6oqMDFxeWm81VVVZq/KysrcXFxwcHBAblcjlKpRCKRaI7/mgceeOA3iWdlZWW/2ag3oD2GDx/O8ePHqK+XExUVpW1xDOgIkydPxsfHB4VCQVBQkLbF0SoBAQEsWLAApVJJSEiItsW5bW47mDohIYFt27Zx9OhRzf7FrRgzZgzvv/8+UqkUc3Nzjhw5oikLD+Dp6YmpqSmXL18mIiKCmJgY7rnnHoyNjYmMjOTQoUPMmjVLc/zX2NjYYGNz6/7bBnQDU1NT/v73f2hbDAM6hkgk6hMReJ2lq3uZ9CSdUiAqlYqffvqJbdu2kZycjImJCVu3bmXUqFG/+xrX/3XTW7VqFW1tbSxcuJDBgwezbt06/vSnPzFo0CA2bdrEhg0baGhoIDT0et+Lv//97/z1r39ly5YtuLu785///KdrRmvAgAEDBrqMDvNAPv30U3bu3ImVlRVz585l1qxZLF26lBMnTvSUjJ1G23kgBgwYMNAb6bY8kLfeeovZs2fz6KOPauqt9KYwMwMGDBgw0D10GDe3b98+LC0tWbRoEQsXLuSrr77q1uYtBgwYMGCgd9ChAgkKCuLvf/87p0+fZv78+ezatYuysjJeeOEFsrOze0JGAwYMGDCgg3Q6c8fS0pJly5axf/9+duzYQWtrK/Pnz+9O2QwYMGDAgA5zRzWR1WUZpFIpACtWrGDHjh1dKpgBAwYMGNBt7qqovoODAwByubxLhLlblEoloBslTQwYMGCgt6CeM9VzaGfpkq4suhKVVVlZCWDIRjdgwICBO6CysvK2Sg7pZluvOyQsLIyvvvoKZ2dnrba6VJdU+eqrr3Bzc9OaHLqA4Vpcx3AtrmO4FtfRhWuhVCqprKwkLCzstl6nVwrEzMyMyMhIbYuhwc3NzZDQ+D8M1+I6hmtxHcO1uI62r8WdFDvtW/WTDRgwYMBAl9ElCqSDaigGDBgwYEAP6VCBPPDAAx2+yVdffdUlwhgwYMCAgd6D5B//+Mc//ugJ27ZtY+nSpX/4JiYmJl0pk15gamrKyJEjMTU11bYoWsdwLa5juBbXMVyL6/TWa9FhNd7Zs2ezffv233VTqXueGzBgwICBvkWHCiQ4OPgPW82mpqZ2m3AGDBgwYEB36TCMNzg4mJiYmJ6QxYABDYIg6EyCak/Q18ZrQD/ocBPdcFN3PyqVyhDJ9itudd/p8zUSiUS0tLQA0NbWpmVpDBjoHB1aIN7e3j0hR59CoVBQXV2Ns7MzYrEYsdiQjgPXV+GlpaXExsYSEhKCu7s7Fy9exM7OjuHDh2tbxC5FpVIhFou5evUqx48fZ9KkSdjY2PDtt9/Sv39/Fi1apG0RtYpcLichIQGxWMyIESPYvXs3zs7OTJ06VduidTuCIFBaWopUKiUsLIzs7GwcHR11bs+5wyis6dOn95Ao+o9KpUIkEvHdd9/x448/MmDAALZv385LL72EtbU1gYGBfdriU0+o27dvJzk5GT8/P7777jv27NlDVVUVLi4uuLq6alvMLkM93s8++wwzMzN8fHz44osvkMlklJaWYmpqip+fn7bF7HHUv5OYmBgOHjzI8OHDOXbsGIcOHaKiogIPDw9cXFy0LWa3oB77L7/8wtatW/H39yc/P5//9//+HxcvXmTkyJFYWlpqW0wNHS59o6KimDx58i3/TZkypSdk1BvUlsaXX37J2rVrSUlJITk5mXXr1nH06FFNefy+ilp5njt3jg0bNlBTU0N9fT2ff/45IpGI8vJyAL3riJmYmMi6des4f/48jo6OvP3224hEIs310LfxdoTaVZmcnMy8efNoa2sjOTmZl19+GT8/P86cOQPo53VRjz0uLo7IyEicnJzYt28f69atY/DgwXz33XeA7oy9QwXy3nvv8e677970b+XKlVRWVjJs2LCekFGvkMvlGBsbY2xszN69e5kxYwYLFy4kLy9P58zTnkatYP39/fniiy/YsmULEydOxNnZmdzcXHx8fG56Xm9HXfAzKiqKDRs2cPDgQWbPno1MJiM1NZX+/fsD+jPezqIer4mJCRUVFfz73/9m+PDhBAYGkpycTEhIiJYl7D7Ui4aioiLs7e356KOP8PT0ZNasWZSVleHh4aFlCW+mwzszLCxM8y80NJRjx46xZcsWNm7cyJtvvtkTMuoVJiYmTJgwgVdffZWmpiaioqL4z3/+g52dHUZGRnq9UdxZnnnmGWpqapg7dy5Tpkxh5syZBAYGEhgYqG3RuozW1lZNH51HHnmEyZMn8/bbbxMaGsrChQtZtmxZny0yqJ5En376adLT05k9ezaLFi3izTffxNLSkkGDBgH6qVjVY3r00Uc5c+YMSqWS5cuXc/jwYVJTUxk4cCCgO8FNHeaBqCkuLua5554D4M033zRsrt8mhYWFFBUV4evrS0NDAyUlJYwdO5bi4mL279/PhAkTGDx4sMYv3te4du0aGzZsICQkhICAAIYOHYqzszP29vbIZDK9K/l94cIFHn74YXx9ffHy8iI8PBxPT0+Cg4Px8fHRajsCbVJeXs4///lPhg0bRlBQEH5+ftjb22NlZcWRI0eIiorCyEiviohraG5u5vDhwwQFBeHm5kZ1dTXu7u5YWFjw+uuvM3/+fAICArQt5k10SoHs37+fV155hfvvv5+nnnqqz97cd8OOHTs4d+4cTk5O2NvbY29vj52dHZaWlpiZmTF69Gi9/WF0hqqqKi5dukRVVRX5+fnU1NQgk8k0Ia333XcfCxcu1LKUXYcgCFRUVFBcXExWVhYFBQUUFBRQWFhIfn4+Dz74IE899VSfyw+RSqVs27aNoqIicnNzqaurQyKR4OHhQVBQEEOHDtXbwJ68vDyeeOIJVCoVSqUSV1dXXFxcCAkJYciQIXh6euqcC6tDBbJ+/XqOHDnCM888c8swSrVJZeCPqaurIz8/n5KSEmpqasjLy6Ourg5BEKirq+PZZ5/VKxfNnaC2vmQyGZmZmbS1tWFsbExeXh6+vr5ERkbqpYVWVVVFamoq5ubmeHt709TUhJGREV5eXno53ttFLpeTnp7OkSNHcHV1Zc2aNSiVSr1eyEqlUsrKysjKyiIhIYGzZ88yfPhwNm7cqFP3RIcKJCoq6vdfLBJx/PjxLhdK30lMTEQQBIyMjPDx8SE9PZ2BAwdibm6ubdG0hnqlfe3aNfbu3UtbWxtKpZKBAweyYMECvSvYqR5vTEwMx44dw9ramoaGBuzt7Xn66aext7fXtohaQa0YcnNz+f777/nxxx+RSCRER0fzzDPPaFu8bkU9dkEQOHbsGKdPn8bNzY2JEyfq7EK903sgBu6euro6PvroI3755RdsbGyQy+U4OTnx+eefa1s0nWH16tWMGDGCkJAQmpqa+PLLL4mOjmbVqlV6t+JUqVQsWrSI5557Dl9fXxobG/n888+xsLDghRde6JMuTbViffTRRwkLC2P27NlIpVJ27tyJn58fa9eu1bvFhBq1ZbFx40YaGhrw9/enoKCA5ORk1q5dy4wZM3TPpSl0wOHDhzWPa2trbzr34YcfdvRyA4IgKJVKQRAE4dSpU8JDDz2kOV5TUyO89tprwscff6wt0XSK4uJiYdasWTcdq6ioEObPn68libqXrKys34xNLpcLs2fP1pJEuoFCoRCio6NvOlZaWirMmjVLqK+v15JUPcecOXOEsrIyzd/x8fHC4sWLherqai1KdWs6dKRt2bJF83j16tU3nTt69GiXKzR9JjMzU9N3WKlUYmdnh7+/P7m5uZpjfZn6+nrs7e25cOGCJsS1rKwMY2NjQHeSp7oKY2NjnJ2d2bp1K7m5uVRUVPDzzz/j5OQE9N37oaamBm9vbwoKCjTH7OzsaGtrw8rKSouSdT9SqRSxWHxTxYVhw4Yhl8txcHDQomS3pkMbWbjBwyX8ytv1678N3Br1hld4eDg7d+7k6NGjTJ48mbq6On755RdGjRoF6E5st7YICgrivvvu47vvvqOgoICioiKSk5OZM2cOoF/3myAI+Pj4sHr1ao4dO8bhw4fJzMykoaGBtWvXAn33fnBycmLq1Kk8+OCDjBkzBplMRnNzM7NmzQLQqU3krsbGxoZJkyZx3333sWDBAqytrSkrK6Nfv36A7o29QwVy40386xu6r97gd0p4eDh5eXl8+umnvPTSS5iZmbFq1Sqio6MBw/UEmDNnDnK5nFOnThEQEMDzzz+viU7Tpz0Q9XcdGBhIamoqGRkZREVFMXHiRE2tI12aKHoK4X8+/sWLFxMWFkZ+fj4qlQoLCwvGjRsH6Pd1MTIy4pFHHmHw4MEUFRWRmJiIiYkJ6pKFujZH9L1dOi2iVCrp168fr732GmZmZjg4OGBmZqY5r2s3R0+TlpbGF198gaurK0OGDCEgIECvy1bs37+fvXv3EhwcjL29PXl5eXplZd0uauWRnZ3NwYMHuXjxIjKZjKioKJ566qk+EVSgVCo5ffo0R48eRS6XM3fu3JuqD+vaHNHhNyKTyTh69CiCIFBfX8+RI0c05+rr67tVOH2iqqqKzz77jPj4eKRSKbW1tYwfP54333xTr1bWd4pSqeTVV19l/PjxmizcV199FalUyoIFC7QtXpcjl8v54osvePHFF7GxsaGqqopt27axdetWnn76aW2LpxXUk+Mbb7xBQEAAL774Is3NzezcuZMdO3awYsUKvVUiauWpvucjIyOpr69n9+7dmJmZMX78eG2LeEs6/DY8PDz48ssvAXB3d2f79u2ac+7u7t0nmZ6g9llevHiRwsJCdu3aBbRPIG+99RZff/01K1as0LKU2icnJ4fW1lbWrVunOTZ58mTWr1+vVwpEPVHk5ORgbW1NZGQk0O7KCgoKYt26dTz99NO6F67ZQ9TX15Ofn8/HH3+sOWZjY8Nf//pXVq1apUXJuhd12/ALFy6wa9cuLCwsUCqV+Pn58cknnxAZGamTeWIdKpAbFYaB20e4oTS1OhlIqVRiZWWFu7s7xcXFmmN90RJRT5S1tbWYmpqSkZGh2fPIzc3VRN3oy/VRKwWJRIKRkRExMTHcc889QHtUozpKT6VS6cV4b5fa2lq8vLzIy8vDx8cHsViMs7Mzzc3NiMVivVasxcXFWFpaavbAjIyMuPfee3nnnXd0UnlAJxpKAZw/f57m5mYcHR0B+OKLL2hqajIUVOwE6g0/sVjMyZMnATTheF999RXDhw8nODgY0D3/Zk+gXnl5enpSV1fHd999R1lZGefOneP48eNMnTqVgQMHIgiC3myeqlQqXF1dNQUCr127xrFjx8jPz2fJkiWa31VfvB8sLS2pqalhy5YtVFdXs3fvXvbu3cu0adMIDw/XuSikrsTIyIicnBw2b96MkZERKSkpHDhwABsbG6ZOnYpSqdS5sXeYiX78+HFeeukl3n//fSIiIgD45ptv+OCDD3jllVeYMGFCjwja21GpVOzYsYPY2Fjq6urIzs5m7dq1LFmyBGtra22LpzPExsZy7tw5VCoVM2fOJCgoSOd+NF1JZmYmKSkpmigjCwsLbYukNW60Ls6ePUtKSgo2Njb4+/sTHh6u1xaZeuyNjY389NNPFBQUIJVKcXR0ZOnSpbi6uuqk9dWhAlmyZAkvv/yyZpWsJjk5mY0bN/LNN990q4D6QltbG4WFhchkMiwtLfHy8tJZs1QbnD17lj179uDl5aVpHqTeY9PFH86doh7L1q1b+frrrwkODiYkJIR+/frh7OzM8OHD9Wast4P6uly8eJGEhASNK8fBwQFnZ2f8/f31toSJmrq6OnJycqiurqapqQlfX1/69eun0wvMDhXI3LlziYmJueW52bNns3///m4RTB9Qm9u5ubm8++67qFQqzM3NEQQBExMTBgwY8Jvs/r5IfX09ixYtYv78+RQUFJCUlERBQQFNTU1cu3ZN7yyQyspKli9fzptvvklubi4pKSlkZmYilUr77O9J/VuZNWsWgYGBWFlZ0dLSglKppKWlhVdeeUWnJ9K7QaFQaPI/Kisr8fX1xdraGhMTEwRB4Mknn9TZ4podbqL/UTmFvhyz3hnUE9/p06dpampi/fr1VFZWUldXR1lZGc7OzoDuZZf2FK2trZiYmJCTk4OXlxcPP/zwTefb2tr06rrU1NTQ2tpKeno6YWFhDBkyhCFDhjB37lxti6Z1xGIxCoUCJycn3nrrLQBaWlooLS2ltLRUb5UHoAlNLi8vJyYmhrKyMoqKiigqKqKkpARbW1stS/j7dKhAwsLCOHDggKaMgJqDBw/i5+fXXXLpBVKpFAcHBxwdHZk+fToDBgxgwIABQPvkqVbO+jRJ3g4JCQnExcUhFouRSCT88MMPhISEYG1tjZWVlcZa0xeXTnx8PEeOHMHc3Jz8/Hz+/e9/M3LkSM094ubmpqn71ZeIj49ny5YtuLu7U19fz8mTJ4mMjMTa2ho/Pz/8/Pz0dpFVUFDAqVOnsLGxwc3NDYVCgZubG25ubpoQb12mQxdWeXk5999/PxEREZooiISEBC5dusT27dsNkVh/wJw5c0hPT8fU1BQLCwsWLFjAxIkTCQ4O1oSn6tMEebucOnWK48ePo1AoNEXkvLy8sLW1xcTEhKioKI3C1QfS0tJISkqiublZY4mKxWJMTEyoq6tjyZIlDBs2TNti9jj5+fmcOnUKmUxGdnY2eXl52NjYYGpqirGxMQsXLvzDvkS9mcTERLZu3QpAeno6LS0tRERE4OHhgbu7O2PHjtWEdusineoHoq7Hn5ycjFgsZujQoSxZskSnTStdoaamhuzsbAoLC/nhhx9IT0+nrq6O1tZWzpw5o6m82tdJT09HJpNRWFio6R//0EMPERwcrJdK9syZM/j6+lJbW0tKSgpKpZIpU6bcVIW1L6HuPnn58mWsra1pbm5GJpORnp7O4MGDGT58uF5aIQqFgvr6epRKJSUlJchkMoqLi5HJZCQlJREVFcXcuXN1d+x3Uws+MzPzbl7eZ8jLyxO+//77m44VFhZqSRrdQd0n5eOPPxYeffRRzfGYmBihpaVFW2J1KwqFQvjzn/8sPPvss4IgCEJLS4vw9ttvC5WVlVqWTPvs3r1b2LBhg1BZWSm0tbUJGzduFLKzs7UtVo+QlZUlvP7660J+fr7Q2toq7Ny5U8jKyhJaW1u1Ldof0qFKKyoq4rnnnmPjxo00NTUB7WU4Xn31VcPm3x+g7l1x6dIlTYcxaC+gN2vWLM0Gel9GLBZTWlrKTz/9xF//+lcEQaCsrIyjR4/y4Ycfalu8LkX4n6Gfm5tLaWkpb731FkqlkqamJsRiMf/+97+1LKF2USqVfP7558ybN0+TaOvl5cXOnTtRKBRalq77ee655/D09MTDwwOxWExBQQHx8fE6vyfWoQJ58cUXsbe3p6Kigo8//pi4uDimT5/OuXPnNL47A79FPWFcvHiRkJAQli9fjkKhYPbs2UyfPp1PP/30puf1NdTjzsrKwsHBAV9fX0QiEW5ubvzf//0fly9fBvSviVRxcbEmJFMikWBra0t0dDTV1dWA/o23s+Tl5WFqakp4eDhisRgjIyOio6OJj4/X2wKKaioqKhAEgeXLlwPtFQgWLlzIjh07tCxZx3T4zZSVlfHll1/S3NzM/Pnz2b17N6tXr2bNmjV6/8XeDWqffWtrK7W1tTQ1NWkSB2tqavDy8gL6bs0j9fXx8fFBpVLx0ksvce+99yKRSDh//jwBAQGA/ihY9XjDw8PZs2cPCxcuZNq0abS2tlJcXMzo0aMB/Rnv7WJjY0NYWBgffPABc+bMwcnJiZMnT+Li4gLod6h7Q0MD7u7uJCYmMnjwYKB931kduqzLY7+tRMKxY8fy+uuvaxq7GOiYyspK3n33XRQKBUOGDKG8vJykpCTWr1+vtxvEt0taWhr79u1DJBKRm5uLt7c3DzzwAJ6ennp5fZqbm/nxxx+RSqUUFxcTHBzM7Nmzb+oN0xeJi4vjgw8+0GwiT58+nWXLlhEYGKjTk+idcuO9/f333/Paa69hbm6uaXU9fvx45s6dq9OFRG9LgRgyz++MtLQ0Lly4QGZmJi4uLixZsqTPRtuoaW1t5fLlywQEBODk5ERdXR3Hjh1j6NCh+Pv7a1u8LqesrIx9+/YRFRVFQEAAFRUV/PTTT4wdO1Yvx3s7nD17Fjs7O021aqlUio2NDSqVSm/Ll6iVR1FREcbGxri6umqs0erqamxtbTVWuC7ToUq/cfWnq1pQ11AoFJw+fZo///nPFBQUEBwczMCBA4mOjmbNmjV9XnkoFAq2bNnCP/7xD/Lz85HL5WzYsIG4uDgOHjyIXC7Xtohdilwu57XXXiM5ORmJREJ2djb3338/aWlpbN26VVPSvy/ywQcf8PHHH9PU1ERDQwMbN27kgQce4Mknn6S5uVnb4nUbIpGIU6dO8cYbb5CWlgbAyZMn2bRpE3FxcfTv31/LEnaODhVIeno64eHhhIeH3/R42LBhhIeH94SMvY6TJ0+yfft25s6di5OTE5988gnPPPMMGzdu5LnnnqOlpUXbImqVtLQ0YmNjOXz4MMHBwXz66afk5OQQHR1NSUkJ33//vbZF7FJSUlKQyWS8//772NjY8MUXXxAQEMCzzz6Lj4+PpmFbX0MqlXL06FHeeecdQkNDiYmJ4ccff+T1118nIiKC//73v9oWsdtobW3lww8/ZOrUqQwaNIgzZ87w4osvMmbMGEpKSjh06JC2RewUHSqQo0ePcuDAAQ4cOHDT44MHD3LgwIGekLHXERsbyz333MOkSZOIi4vj7NmzPPvssxw+fJjAwEBNV8K+umGampqqMc+vXr1KcnIyjz32GBMnTmTevHmcOnUK0J+IpJSUFM141Z0pV61ahZOTE0FBQRQUFAB/XHdOH8nKysLFxQUHBwdKS0s5ceIEjz/+OKGhoUycOJHz588D+vk7ycnJwczMjFmzZqFSqfj2229ZtGgRy5cvZ+HChZo5QtfpMIzK1dX1d6Ot1KaXgZspKipi0qRJAOzbt49+/fpp6tqUlJRoynPo4wZxZ5DL5ZquawcOHMDCwkLTlS8pKUnTkVBfJg47Ozvy8/PJzc1l165d+Pr6MmbMGKBdgYaEhGhZQu1QUlKiiUY8fvw4MpmMe++9F2jvk6Ku0qCPkYrp6emadgUXL16koKBA0865tbVVEzCgyxvo0AkLZNGiRZrH//rXv24698ILL3S9RHpAUFAQOTk5nDlzhqNHj3LvvfdqaoZlZWURFBQE9M2Oc9De61wmk7F69WoSEhJYunQpNjY2pKSkcOHCBc2Eqi/XZ+rUqZiZmfHss89ibGzMgw8+SGNjIzt27CAxMVGzuNCX8XaWKVOmUF1dzZgxYzhw4ADLly/H0dERqVTKxYsXf9ODSJ8YOnQoKpWKjRs38uWXXxIREaEJIrhw4UKvqQHXoQVy4yowPj7+d88ZuM5DDz3Ec889x/fff8/zzz/PqFGjuHTpEmfOnMHDw0Nzc/S1CUONj48Pq1evJikpiREjRuDl5cWRI0fYvXs3kZGRTJw4EdCfKsXW1tY888wz5OfnExgYiEgk4tChQ8TFxbFs2TKGDx8O6M94O4uVlRWvvPIKsbGx2NvbExkZyYULF3jxxReZMmUKS5YsAfTzuvj6+jJr1ix2797NpEmTWLlyJRkZGfzrX//CwcGBNWvWALo/R3QYxjtv3jzNpuaNj2/1t4GbkcvlWFlZ0dDQwObNmykoKGDjxo2GIpS3IDU1ldraWk1Cnb5TVVWFUqns8xF5vyY/Px+RSISLi0ufy4tJTEwkPT2diIiIXhOFdVsWiIHbQ12y3dLSkvXr12tZGt1G7bbqK/tCav9+XxnvH6FSqRAEAYlEotOly7salUql2eMQi8UMGjRIk4neW7itPBADt4cgCJpIIvWPxEA7DQ0NmqgjlUqluU76dr+pv/Pi4mKkUqnmmPq4vo33TlA3FOtriMVijI2NNS663ngvdOjCCgkJ0dRwam5u1piVgiDQ2tpKSkpK90vZC6msrNRU3DVMFtdRl6Q4cOAAEomEGTNm/ObyuPuGAAAgAElEQVScPqG2ML766iuqq6tZs2aNxjLVx/F2FvV1yc3NpaqqCjc3N0xNTbGzs9Pb7HM16u89Li6O8vJypk6dqul/3tvmiA5dWMeOHUMul3P27FmGDBmCm5tbT8jV63nooYfw9fVl7dq1DBkyRNvi6AzqCdPGxob33nuPr7/+mpUrVzJt2jS9nEzVE8KoUaPYtm0bCxYsYMaMGaxbtw4LCwstS6c91JNlbGwsO3fuJDQ0FD8/PyQSCR4eHgQHB/eaSKTbRX2f19XVcfjwYdra2oiOjtYs1HU9dPdGOrRAvvvuO9544w18fHwoKCjgrbfeMhRT7ARtbW3ExMQQFxdHYGAgM2bM0MR9G7jOmTNnuHLlCtbW1kRGRhIaGqqXikRNeXk5x44dIzk5meHDhzN58uQ+GVShViCPPfYY4eHheHt709jYSExMDK2trZqS5nPmzNHrqt8pKSl8/PHHlJaWcv/99zN//nxti3RbdKqY4scff4yrqytXrlzh7bff7rOlF+6EuLg4Nm3ahIODA+vWreuTPa9/TVtbG6WlpVhZWXHu3DlNPsSMGTOYNWsWEyZM0LaIXUp9fT2xsbEat8XRo0dRKBREREQQFhbG/fff3+cijqDdlXPvvfdy5MiRm46vWLGCv/zlL7z77ru88847mrLm+khLSwsikYjLly/z5ptvYmFhwcqVK4mOjta2aJ2iU6pdHWo4bNgwampqulWg3oza9CwoKODMmTOcPXsWR0dHwsPDuXjxIuvXr2fChAn87W9/0+tV9u+hXnXm5+fzt7/9jerqaqZOncrSpUu5//77EQRBU1xw2bJl2ha3yygoKGDr1q1YW1tz3333MX36dExMTDAyMtKUL9+wYYO2xexx6uvr6d+/Px988AHTp0/H2toaqVRKU1MTgwcPprS0VG+Vh1QqZdOmTVhYWJCcnIxMJmP06NE4Ojpy/vx5LC0te4Wnp0MF8utNnd7im9MG6mvzzTffUFtby8yZM2ltbaV///785S9/AeDRRx9lz549miSpvoT6XpLJZLzwwgsMHTqU2tpabG1tb7rPfvjhB71QII2NjVhYWFBeXs5rr71Gv379frNxPn36dE6fPq1FKbWHra0tL7zwAh999BF79uyhrq6OiooK7rvvPnbs2KGp3qCPNDY20tbWxqhRo3jyySexs7PTBCnFxMTwn//8Rz8UyK/pbVECPUl8fDwuLi7Y29uzdu1aTW9naF9xODg4MGrUKEJDQ7UopfbYuXMnJSUlnDt3jtmzZzN06FDs7OyA9npAbm5ueuXC2r17N1euXCE2Npbo6GhWrVqFtbU1rq6ufPbZZ0RERBAdHd1r3BVdhdpSf++99/Dx8eH555/nxIkTWFlZMXr0aFpaWkhKSuKpp57StqhdTnp6OlKplPT0dCZPnsyUKVNoamoC2qNcm5ubGTVqFG1tbVqWtHN0uAcSGhp6k39WrSXV7ohflzfpq6hUKj755BMyMzM5fvy4ppS7q6sr/v7+fPnll7z66quYmpoiFov7pCK+cOEChw8f5ocffqC1tZXm5mZNI6Hk5GQ+/PBDIiIitC1ml1FaWsqVK1fYunUrtra2VFRU0NTUhL29PXK5nM2bN+Pv798rwzfvBrUV9s9//pPIyMibQrlBv5Mrz58/z/Hjx9m7dy/9+/cnKioKMzMz/P392bNnD1FRUb1qI71DBdJRsxtPT88uFag3I5VKOXfuHP/9739ZunQp+fn5yGQy6urqkMvlfPbZZ9oWUSf48ccfmT59Oq2trWRkZJCQkICNjQ3Tp0/H2NhY2+J1OampqZpM+8bGRgoKCjAxMek15Sq6i2nTplFSUsLIkSMZPny4JgpPn8ObBUGgtraWHTt24OPjg1wuJy8vD6lUiqWlJQ8++OAtXZ26SocKxMDt09TUpInpbmtro7W1VVO+vK/T3NxMbm4uCQkJODo64uXlhaurK+bm5no1cahX0VKplBMnTpCYmIi9vT3Ozs64urri5eXVZ8u4q2lqaiItLY3Lly8TFxdHWloaZWVlJCUl6eVC4kYqKyspLCzE1dUVFxeXXjtegwLpItR+3bi4OD755BMuXbqEv78/w4YNw9/fnylTpmjqH/VF1CuqY8eO8Z///AdfX19sbW1pa2ujra2N4cOHs3LlSm2L2WWox7tr1y527drFzJkzUalU1NbWUlVVxaBBg1ixYoVeu2v+iLKyMvbv309wcDDe3t54enrqfQa6+rsuKyvjrbfeQiaT0draSltbm8aN1dtaZOhvho6WePfdd5k2bRr/93//R1JSEvHx8WzevBkbGxtmzJjRq7JMu4OkpCRWr17N4sWLkclklJeXk52dfVPzoN5guneW6upqHn/8caZMmQK0V2guLy/XWKh9FalUSmFhIWVlZSgUCuRyOSKRiKioKGbOnKlt8boFtQKJi4ujoqKCDz74gNraWqRSKcXFxZqSR73pN2BQIF2EWinY2toSHR2Ni4sL/v7+zJ0795bP66s0NzdTWVlJa2srNjY22NjYaNq9gv71figoKCAjIwNXV1cGDhyIlZWVphZWX7U+BEEgNDSU9evXU11dTXV1NfHx8Zw9e1YTudibJtHOov6uraysmDZtGtbW1lhbW+Pt7c3gwYM1BUV707gNCqQLaW1txdbWlldeeYX77rsPZ2dnzSTZl91XcP1HYW1tzTfffMOxY8dwcXHBzc0NZ2dn1qxZo1d7IOrxDho0iIMHD/Lss8+iVCqxtbXF1taW999/X2+T5DpCJBIhCILmt6Fu+ZyVlaXXhUfVrXkPHTrExYsXyc3NZdy4cfTr1w9nZ+deef8b9kC6EKlUypYtW5DL5TQ1NWFkZISxsTEDBgzgoYce0rZ4WkcQBE3DoOrqaioqKiguLtZkYvemlVdnUCgUFBUV4ejoiEqlor6+nqKiInJzc7n//vu1LZ5WmTlzJmKxGF9fX4KCgvDz82Pz5s1s3bpV7yM7s7KySE5O5sqVK6Snp1NTU0NtbS3ffvttr0ueNCiQLkDtiqiurkYsFmNvb09rayvl5eVkZGQA7X3A9dEs7wzq61NYWMju3bsJCAjAxcUFR0dHTXSah4eHlqXsOtTjzczMZMuWLXh7e2Nvb4+TkxPOzs44Ozv3+RDegoICSkpKKCws5Nq1a6SmpjJ//nwWL16sbdG6lba2Nnbv3k1gYCC+vr44OzsjEv3/9u48Lqp6f/z4axgY9n0XEAFlcUHct9xwyauhuFQulZmVXlvUluv1680s89683xt5v2U3vVbXbFFT0dRrKhmKhmkuiIIiMCCb7NswM8wM8PvD35wktXBrYubzfDz6h5nwfYYz5/1Z3x8ZZWVl+Pj4mDq82yaGsO6hr776in//+9/4+vri7e1NTEwMXbp0kUoSWGLygJ+GI4zzH8b9MZWVldja2jJ//nyzSiDG63VxcWHQoEFUV1dTUlJCUlISFRUVLFq0iNDQUIudAwHw9PSksLAQhULBY489RlhYmKlD+k3U1tZy+fJlLl26RENDAwaDATs7O6KionjyySdNHd5tEz2Qe6y+vp6ioiLy8vLYuXMn6enpJCQkMGDAAIvtgcDNJ0WzsrJ49913GTduHJMmTTKrz+dWyeEvf/kLw4YNY+zYsWZ1vW1hMBiwtrYmNTWVTz75RBreLSsrIzY2ljFjxpg6xPvOYDBQVlZGQ0MDKpWKjIwMkpKSiIuLY8qUKe3unhA9kHvIYDDg7OxMZGQkkZGRDBs2jLVr10q1r9rTjXEvtbS0YGVlxbFjx3ByciIoKAgPDw/Cw8Nxc3PD09MTMJ+JU2Py2LBhA05OTkRERBAcHIyHhwclJSVS/S9zud62Mp7rsW3bNsaOHcvYsWOpra0lNTWVzZs3ExAQYPZ14qytrVv1tnv16kV9fT1ardaEUd05kUDukYaGBrZu3SqtqHBzc6Ompoavv/6aV1991dThmZTxQXnw4EHq6+uRy+XY2tqiUqnIzMxk0aJFrd7X3hmvo7a2lpycHFJSUlCpVBQXF+Pn5yc9JM3letsqNTWVkJAQGhoaiI6OllZhBQUFsX//ftRqNWCey5uN+7/mzJlDdXU1AwcOpHfv3nTp0oXDhw/zxBNPmDrEOyKGsO6RK1eu8Pbbb9PU1ERDQwMKhQIHBwfCwsJYvHhxu+ua3g/5+fmUl5dTUlJCY2MjKpWKyMhIBg4caOrQ7ovm5maUSiVlZWXY2toil8vx9fW1yGOhm5qaWLZsGXq9nrKyMkpKSpg2bRodO3ZEo9Gwfft21q1bZ/ZLm8+dO8elS5fIzMzk7NmzXL16lUcffZS5c+dK+4PaE5FA7oHrk4NOp0OlUlFbWwtAcHCwxScOuNaqNC5dbGhowN/fn3HjxrWq7GwOjNdSW1vLN998Q3p6OlZWVjg7O/PII48QHBxskY0Jg8HApUuXUKlUVFdXU1xcjFarpaqqih9//JHo6GjefPNNU4f5mzhx4gQGg4Hw8HC8vLykuaH2SCSQu2R8GJw7d47PPvuMw4cP4+DgQLdu3Xj55ZcJCQkxdYgmZey6//e//+Xrr7/G0dGR7t27k5ycjJ+fH8uWLcPFxcXUYd4zxuvdsGEDmZmZ9O/fn44dO7J3714qKipYtmxZu1vrf6/pdDrgWlkXg8FAXV0darWa6Ohos2pMGBmvKS8vjw0bNlBbW4tcLqeoqIjY2Fj++Mc/ttvrFgnkLhn/8I8//jhTp05l/PjxVFdX89lnn6HRaFi0aFG77JreK8YH6oIFC5g+fTrDhg0Drp0F/eqrrzJ16lSGDx/ebr9AP3f9WPcrr7xCt27dpNdefPFFJk6cyOjRo83metvK2MpOTk5m7dq1FBYW0rVrV0JCQggMDGTUqFFmm1iN98THH39Mfn4+ixYtwt3dnfT0dD744APGjx9PXFycqcO8I5bVj74PjGUZKisriY+PR6FQ4Ovry+LFi0lNTZXq21gq41BNc3MzdXV1wLWHiXES3dyKChprnfn4+HD06FGqq6ulFTbl5eX4+/ubMjyTMSbLjz/+mNmzZ7Nz506mT5+Ok5MT33zzDdnZ2QBm+X0xXvuFCxcYMmQI7u7uwLUyNwEBAdTU1ADt89rb58Db70xNTQ0RERF8//33DB48GIDS0lJkMplZDc/cCZlMRlNTEzNmzCAxMRGZTEZISAhHjhxBp9OZ5YqklpYWnn32WdauXcvnn3+Ot7c3x44dw9/fn4iICMC8rrctri822rt3b3x9fRkzZswNez/McW7IeE2jR49m06ZNNDY2Eh4ejp2dHTk5OdJn0B7vCTGEdY8cOXKE119/HX9/f6mo4qhRo5g5c6ZFTprezNatW9m3bx9qtZqePXsyZcoUIiMjTR3WfXPu3DmSkpJQqVTExMQQGxtr0cOZOp2O5cuXk5eXx9ixY/H395dKuwQHB5s6vPuuqamJzZs3k52djVwuJzU1lUceeYQZM2a027NQRAK5Q8Yx7IqKChoaGggODqapqYn09HQaGxuxtbUlJibG1GGa3KFDh0hNTWXOnDnSBqqamhppM5050el0rF+/nvPnz/Paa68REBCAVqslNzfX7DfItUVNTQ3bt29HrVbT0NCAVqtFq9Xi7+/PwoULTR3efVNVVcXVq1fp0KEDbm5upKWlUVxczNChQ9t9g0K+YsWKFaYOoj2SyWRkZGSwevVqbGxsCA4Oxs7OjuPHj6PVaqXJYku2detWDh48SO/evenevTsKhYLvvvuORYsW4ebmJg3nmIs1a9ZQV1fH448/TlhYGDKZjLNnz/Lqq69SX19Pv379TB2iSdnZ2dGjRw/CwsLo3Lkz/fv3p1OnTvj7+xMYGGiWCwsKCgr45z//ye7duxk9ejROTk7Y29vz/fff4+zs3C4LKF5PjKvchbfffpuhQ4e2akmEh4fz6aefcuDAARNHZ3r79+9n6tSpTJs2DUdHRwwGAyNHjuSll14iOTmZoqIiU4d4T509e5aHH36Y6OhorKysaG5upm/fvnz44YecP39emii2NMbJ4VOnTrF06VKGDRtGWVkZZ8+epbGxUdpIam7JA+Dzzz8nICCAzz//HF9fX+Da51FYWMh7772HSqUycYR3RySQO1RTU4NKpWLGjBmtVtZERUWxePFiEhMTaWpqMmGEpldVVUXfvn2Ba18aa2tr9Ho9Dz74IIWFhe22/s+t1NbWSlVljfNeOp2O0NBQysrKzG7F2e36xz/+wYIFCxg+fDg2NjYYDAY2btxIVVWVqUO7b3Jychg0aFCr5Oju7s6bb76Jg4MDqampALTXmQSRQO5QTk6OtByvubmZlpYWqQveqVMnSktLkcvl7fbGuFsNDQ14e3tTVlYG/LQSxcbGBgC1Wm1WE6cNDQ10796dY8eOAT9dr0KhQK1W09jYaPYHJd2K8bPQ6/UEBgZSW1tLcHAw8fHxFBQUSDWwzJFer5fKszQ1NdHc3Cw1nCoqKujYsaMpw7trIoHcIR8fHxwdHdmzZw9WVlbIZDKplXH+/Hlpwrg9ru2+FxwdHZkwYQJPP/00Bw4coKCggJqaGqqrq9m1axceHh5YW1ubTYJ1dHRk/PjxLFu2jH/84x8cOXKE9PR0Tp482aoisyXeD83NzdJKtP/+978AeHt7c/ToUWxtbQkMDDRxhPdHS0sLEyZMYN26dcC1pcxWVlbY2dmhVCqpqqqSKlW01+E7sQrrDhh7Grt372br1q0MGjSIgQMH4ufnx7Zt20hPT2fKlCn84Q9/kHahWiKDwcCXX37J8ePHcXZ2xsHBgbS0NJydnXnttdcICwszm4lT45DViRMn2LVrF2q1mqamJpRKJX379uVPf/oT9vb2ZnO9d6KiooJXX32VEydOEBERgb+/P8OHD+eRRx4x289FpVKxaNEizp8/z7Bhw/Dy8sLKyopLly4xYMAAnn766XZ97SKB3IXGxkb27t3Ltm3buHz5MlZWVtIXonfv3mLvB9c+ozNnzpCRkUFjYyODBw+mS5cuODg4mDq0++bq1avk5eXR3NxMTEyMWV/rr9mxYwfHjx+nf//+xMTEEBYWRmNjI/n5+XTo0AFnZ+d2/QD9JddfV0pKCqdPn5aW/Y8fP57Ro0ebOMK7JxLIPabRaCx+slQQjFJTU9m/fz9VVVXk5uaiVqvx8PAgIiICJycnZsyYQadOnUwd5n1zfRJpaGjA3t7erBqWIoHcoZaWFpqbm6UhKplMZlY3xr3S3NyMwWAAro0BW8JwnnGe4/p5MUtXVVWFi4sLFRUVKJVKsrKyUCqV0p4Zc+2F3Iw5DWuLJ94dkslkyOVyFAqFNDkGP63IEq6xsrJCoVBInxOY30RyVVUV+/fvJz8/n4aGBqysrKSFFcK1B+bq1avRarX4+fkxaNAgZs+eTY8ePaSVeJb0WZlL8gBRTPGOJCUlkZycTGRkJMHBwVJNH1dXV9EL4aduu0qlYt++fZw+fZoePXrQu3dvwsPDsbKyMqsWZ25uLn//+9+xtrbGYDBIBQNDQ0MJCQkhIiICDw8PU4dpMsY9QDt27GDatGn861//4vjx4/j7+zN16lRTh3ffabVajhw5QktLC6NGjaK+vl7aAtDeiSGsO3Ds2DHOnz9Pfn4+WVlZ+Pj44OTkhKOjI3Z2dkydOpXOnTubOkyTMSaHjz/+mGPHjhEQEEBWVhb5+flUV1czY8YMXn/9dbMoMnl9Ity2bRs//vgjUVFRaDQaUlJSOHXqFK+88gpPP/20WVzv7SgtLSU/P5/Q0FCqqqp4/vnnsba2ZuzYsfTq1Yt+/fqZ7QID431x+fJlNm3aRHZ2Np07d+aZZ55h06ZNLF261CwaUKIHcgcGDRrEkCFDWLhwISNGjKBHjx7Y2try1VdfkZ2dzfTp0wHMqpV9OzQaDQ4ODmRmZvLYY48xcuRI6bXm5mbp/ANzIJPJ0Ol0KBQKkpOTmT17tlTzav78+fztb38jPDzcxFGaxvfff8/Bgwfx8vIiJCSEyMhI8vPz6dKlC6GhoWZdqaG5uRm5XM7BgwcJCQmhW7duXL58GXd3dzIzM9mxYwdTp05t988IkUDugLEVmZ6ezj//+U/p5/369WPu3Ll4enoCljWue73ExEQcHR2xtrbm5MmTdOjQAXd3d5ydnbG3t5eGc8ylNW4sxS2Xy/nhhx/o2rUrdnZ2NDU1cfbsWSZPngyYz/W21YgRIwgMDKSuro6LFy/i5+eHQqHg6NGj7N69mwULFhAdHW3qMO8L43f/6tWrxMXFcfr0aWnlWbdu3aiurgZ+SjTtlUggd6i+vp6ePXuyfv16Ro0aRWBgIFVVVRQWFrb7Es13w1gorqamBo1Gg1KppK6uDk9PTzw9PXFxcSEuLq5df2luZfny5axatYolS5YQFBREdXU1HTt2tNjhTHd3d/r160dlZSXNzc2MGTMGlUrFqVOnUCgUhIaGmjrE+8bYWBgxYgQ7duwgNTWVhQsX8u2333LhwgWpfH17b1SIBHKHnJ2defzxx/nkk0/Iy8sjJyeHxsZGFi1aBGBx491GMpmMJUuWoFKpSE9Px8/Pj0uXLlFUVIRSqQQgPj7exFHeO9ePde/cuZOlS5eSlJREQUEBgwcPZuLEiaYO0aQaGhp4+eWX8ff3Z8yYMWg0GrZu3cr8+fMtoqEVGxuLXC5Hp9Nx4sQJKisrmTFjhnRWUHsfpRCT6HdBp9ORmZlJQUEBnTp1Ijg4WCqcZqlycnI4ceIEeXl5VFVVsXTpUuRyOa6urpSVlZGdnS0d+2sOjA2FHTt2cP78eZYvX27qkH4XjIn1xx9/JCEhgS+++ELa/7B7926SkpJaDf+ao/LyclJSUpgyZQqlpaXSJkqtViuVdm/vRA/kNhkfGFu2bOGHH37AyckJV1dX8vLysLW1ZcKECVIhRUtkZWVFXV0dycnJALz77rvIZDICAwP58ccfiYyMZPDgwWbXQ1OpVCQmJlJQUEB0dDTh4eGEhITQpUuXdt/KvBvGarSFhYX4+Pggl8vx9vaWzsEwp011P1dYWMiWLVsYOnQovr6+JCUlsX79euRyOW+99Va7n0AH0QO5Y3FxccycORNXV1eqq6upra3l6tWrPPfcc2bTurgbW7ZsITo6GoVCwZkzZ8jLy8PX15eRI0ea5elz2dnZZGVlUVNTI82FZWRk8MYbb9CrVy+zu962UqlUfPDBB2RlZdGrVy8uXLiAXq9n2rRpPPjgg2aZQNRqNQaDARcXFzZv3sxnn30mzfcEBQUxdepUQkNDzaIRJXogd6CxsZHw8HBmzJjR6udVVVUWvWEMfuqhHT16lIMHDzJ//nymTZt2w/vM7WHauXNnGhsbqa2tJSAggAcffBC5XC6VKje3622LlpYWnJyc+OMf/8iBAweorq7mwQcfpHPnztLSZnNLHgAff/wxNTU1BAcHExUVhYODA3q9nkWLFrU6xrm9Jw8QZ6LfFmMrMj8/n/fff5+0tDSpVIerq6vFl+uGnx6UDzzwANbW1hw7doyioiI8PT3NtvKqWq1mzZo1fPHFF7i7u5OXl8eVK1cYPXq0tMTXEslkMk6ePMnevXvJzs5m3rx51NfX06dPH7NMHEa1tbXU1taSk5PD4cOHaWhooKmpifz8fFJTU+nZsyd2dnamDvOeEENYd6CyspI9e/Zw8eJFioqKqKqqoqysjEmTJrFs2TKzfEjeqZSUFFavXo2TkxMLFixg2LBhpg7pnjH2to4cOcKmTZtYs2YNKpWKgoICPvnkE/r27cucOXNMHabJVFZW8qc//YmePXuSlJTE559/ztNPP82cOXMYN26cqcP7zRgMBoqLi8nKyuLSpUvMmzcPa2vzGPwxj6v4jXl6evLoo4+iVquxtramubmZyspKqbVpqQnEeN1Xrlxh586dXLx4kU6dOjFs2DDOnTvHP//5TxITE1m5cqVZLeFUKpWEhYXh6OiIo6Mjvr6+VFZWcuDAAcC8J4pvxngfnDt3Dh8fH+bNm8fZs2dxdnbmiSeeYO/evYwbN84svyfGayotLWXXrl2kpKTg7+9PYGAgERERjBo1ymySB4gEcluMLc6PPvqItLQ0mpub6dy5Mx4eHqhUKiZNmgSYx9jm3UhJSUGj0TBu3Diam5sZMmQI3t7eACxevJjNmzfz9NNPmzjKu2d8+HXp0oUjR46we/du+vfvT2VlJd9++y29e/c2cYSm1dzcjKurK//+97+ls7/1en2rqszmlliNCSQpKYmTJ08yZMgQ0tPTqaur480332To0KG8/fbbZtOoEAnkNhgTw+bNm1m8eDEbNmzA19eXgwcP4unpyaxZs0wcoWkZH6izZs1CqVRK5z3n5eXh6uqKQqFg+PDhZrPMecOGDTzzzDMMHjyY2tpa9u7dS3JyMmq1mtDQUOnEOUtrUBjvgwEDBnDlyhV27NhBTEwMS5cupaioiLlz57Z6nzkxzghcvnyZqVOn0qFDB6ysrJg0aRI2NjZSnTRzuXaRQG5TRUUFvr6+jB8/npycHKZOncoLL7zAggULcHV1NXV4vwuvvPIKvr6+zJo1i/feew+dTsesWbPo3bs348ePx8bGxtQh3jW9Xs+6deuIiYkhISGBL7/8kmHDhlFQUIC9vb10zgWYz8OirSoqKnBxccHJyYnp06cTFBTEuXPn8PX15amnniIsLAwwz8RqvCaFQiEVizRuHKyqqkKr1ZoyvHtOJJDbVFNTg42NDYcPH8bFxYVjx44RExMjzX+Yw9ruu1FaWkpJSQl/+ctfSExMpLS0lMmTJ5OQkMBnn31mNquSdDodjz/+OH//+9/Jzs7m2Wefxdvbmy5duhAQEIBGoyEyMtLUYf7mdDodDzzwAN27dyc8PFyqBTZx4kQ8PDzMfpm7sbEwZ84cVqxYwerVq0lJSaG4uJjMzExefPFFwHySp1jG20bGrqmxKKCjoyMuLi5s3bqVrKws3N3diY2NtdgEYhz7zcjIID8/n8GDBwOMGBUAAB8USURBVJOQkEBCQgIdO3YkKSmJyZMn09TUZBafj0KhYODAgXTo0AG9Xs9TTz2FTqejuLiYY8eOUVxczLBhw2hubraoHkhjYyMNDQ2cOXOGyspKGhsbSUtLY8uWLXzxxRckJyebVS2065WVlTF79mw0Gg2hoaHMnDkTOzs7QkJCqKioYOzYsfTt29fUYd5TYhlvGx0+fBidTkdQUBAODg5SufKdO3fi7u7O8OHDcXV1NcuVJbejrKyMv//976SnpzN37lz69+/Pxx9/jI2NDa+99prZTB5+9tlnXLlyhZEjRxIaGnpD9YGGhgYcHR1NFJ1pNTU1oVQquXDhAnK5nN69e9OhQwcqKyspLCykZ8+eZtnQ0mg0bNu2jYyMDOzs7HjggQcYNWqUqcO6r0QCaaNVq1Zx8eJFrK2tsbOzw83NjYCAACIiIrCzs6N///7Y2tqaOkyTMT4QPvnkE3r06IGPjw9BQUFs376dnJwc5s+fb1YJ9uDBg3z55ZcUFRVRVFSETCajQ4cOREdH06VLFx555BHc3NxMHaZJVVRUsH//fr7//nuCgoKYN28e7u7u6PV6s5gHuxWNRsPRo0dJTEwkPz+fkSNH8vDDD7eaFzMXIoHcpk2bNhEeHo5SqSQ3N5fi4mLKy8v56KOPzGpvw+0yJobp06eTkJBgNiutbqWwsFAqUwLXythcvHiRM2fOkJyczNtvv01YWJjZJMw7odFoqKqqQqfTsXXrVjZu3MiHH35oVptJf06v11NYWIi1tTXe3t6cP3+eTz/9lIyMDFatWsWAAQNMHeI9JSbR28D4EMjNzSU5OZnHH3/c7G6Eu2V8SDo6OjJv3jyGDh1KWFgYAQEBBAYGtnrYtncajYbdu3czd+5c3nzzTTw9PfH19SU4OJiJEyfyzDPPSIsFLC157N27l7S0NK5evUpoaChqtZqzZ88SGBjIwoUL6dq1K2Cem23nz59PQEAAXl5epKWlkZ2dTc+ePenSpQvOzs5Sj9Schu9ED6QNjDf76dOnWbFiBZMmTaJr1674+flJp+wJ15YrGovmGQsLlpaWYm9vz8qVK00d3j2j0+koKSkhMDCQHTt2UF1dTXl5OWq1Go1Gg6+vL0uWLDF1mL+5uro6+vfvj6+vL/7+/gQFBTF69GhiY2PNesgKriWFJ598EqVSydixY3nyyScJCgqitrYWwGyX+IsEchtSU1PZvn07cO1EQuNJY2PHjuWBBx4wcXS/Dw0NDWRnZ5ORkYG/vz/e3t40NTURHR1tdq3O/Px8DAaDtK/BYDBQWFhIQ0MD3bp1M7vr/TUqlYp9+/ZJxQMrKyuprq5Gp9Mhl8vp3Lkzzz77rKnDvG+Ki4tJTU0lLS0NNzc3YmNjpZMHzZVIILfJYDCQn59PSUkJWq2Wy5cvM2LECKKioizugWFk7JKfPXuWDz/8kLq6Onr37k1ZWRnx8fFmdQIh/NQjXb9+PQkJCVhbW+Pi4kL37t3p3bs3kydPtugzYYy9z4aGBsrKyqivr6e0tBQPDw/+8Ic/mNUQzq3s3LmTxMREDAYD8fHxjBw5Ei8vL1OHdc+JBHIbLl68yJo1a7C2tiYhIYELFy4QExNjkUnjesaluXPnzuXhhx9myJAhVFRUcOjQIX744Qdee+01goKCTB3mPXX9Q9BgMHD58mW++OILDhw4wLvvvmuWpy7eiWPHjuHp6UlkZCQ6nc5sNpL+nLHabnl5OS4uLvj7+1NSUkJiYiJHjhxhyZIlzJ492+wamWISvY3UajVvvPEGzz77LCtWrKChoYGlS5fy3HPPERcXZ+rwTMr4kKyvr6dXr144Ozvj7OzM3LlzpSENMK+JUysrKyoqKnB0dMTe3p6oqChWrlyJlZWVtAPdkpOHcanu+vXrmTt3LpGRkWabPOBaXbTq6mrc3d3JycnBysqK6OhoJk2axKhRo+jWrRtgXt8BEAnkVxn/4Dk5OXh7ezNw4EACAgJwd3dn7dq1LFmyhLi4OLO7MW6HTCbDYDAQHR3Nf/7zH55++mns7e2lisXGOQJz+nzq6+v56KOP8Pf3x8PDA1dXV+rr60lOTuaNN94wdXgm1dLSIk2aW1lZSQ9Pc7Zs2TK0Wi02NjatjnVoaWlp1ZAwt0aFSCC/wvjQq66uxs/Pj127dhEdHQ3A6dOnpaEZcyxN3RZ6vR6DwYC9vT0vvvgiq1at4rnnnsPd3R0HBwceffRRbGxszC7BWllZYWtrS0FBAefOnZOGZ4yVZs3tem+HTCajsrISlUpFfHw8np6epg7pvpPL5TdUHpDJZMhkMrO+F8QcSBsYb4BNmzaxbt06XF1dGT58OEqlkvHjxxMXF2c2JTpu1759+9Dr9UycOBGDwYBcLicrK4vi4mKCgoLo3LmzqUO8Z4z3QXV1NbW1tXTq1El6TavVotfrcXZ2Nl2AJmT8bKqqqtizZw/ffvstQ4YMYebMmZw9e1asUjRTophiGxhbDz179mTEiBF4eXnR1NTEE088wcCBAwHz65q21fr16/H29qZ79+58+umnaLVaYmJiCAkJwcPDw6xaXzKZjMzMTN5//32Ki4sZMGAAH3zwAcuXLyc5OZmIiAj8/PxMHaZJGBcMfPnll1RXV2NlZYVcLsfOzo633nqLPn36mOUqJEtnmU+9O3D58mXmz5/PypUruXr1KoMGDZLG9i1ZeXm5tLv4yJEj0vivwWAAzGveA2D16tVEREQwefJkZDIZJ06c4PnnnycqKopvv/0WjUZj6hBN6sKFC4wfP56IiAiCgoIYOHAgvXv35syZM8C1RCOYD5FA2qCyspI///nPTJgwgVmzZqHRaFizZg1paWmmDs3ktFqtNCdUV1cnJdWWlhbpQB1zodfrKS0t5amnnpKOaG1oaGDMmDEsXryYEydOoNfrTRylaRh74B06dCA1NZU9e/ZI90JRURGhoaGA+TUoLJ1IIG2Qn5+Pv78/cXFxjB49mqVLlzJr1iz+7//+D/jprBBLU1BQwNmzZ/nPf/7Df//7X/R6vVTvx8bGxuzmhHJzc6WJUoPBQGNjI8899xy2trZoNBq0Wq3FlrUxJoYXXniB6upqGhoaSE5O5qmnniIgIIAePXq0ep9gHsQqrF+QlJSEUqlELpdja2vLxYsXpTX+Go1GOvPbUldgubu78/rrr3Pq1CkuXLhAcXExvXr1IiAggNDQUMaNG8f48eNNHeY9I5PJ8PLyIj09nR49emBtbc3IkSMByMnJkcb4LW0DoVarlcqXpKam8uKLLzJo0CCysrIYOHCgmEA3YyKB/ILGxkaOHz+OSqWivLyc559/nvDwcKytrSkrKzO74ylv16lTp1CpVCxcuFBazlxQUEB6ejpHjx4lNzcXuNZat7Zu37daS0sL4eHhDBgwgNWrV/Pkk08SGRlJYGAgJ06cYMuWLcTGxkrvtSRXrlxh06ZN5OXlUV9fT0tLCz4+Pjz00EMolUr+85//8OSTT5o6TOE+EMt426ilpYXS0lIuXrxIdnY2J06cYNGiRXTt2tXiWpxGubm5HD58mMrKSkJDQxk1apTZVh01qqqqYsOGDZw8eRIbGxtycnLw8fHh2Wef5cEHHzTr3da3otPpKCwsZPXq1Wi1Wvr06UNRUREGgwGlUsnQoUNZvHixxS51N2cigfwC4yTw6dOnSUlJwcHBgZCQEDp16oS/v7/Fjnf/XEFBAd988w2HDx+mQ4cOjB8/nuHDh5v1eHdFRQWFhYU4ODjg5ORk9gdo/ZLS0lJ8fX3ZuXMnPXr0ICwsjKKiIqqrq7G2tiY4OBh7e3tThyncByKB3IJx/4JSqWT27NnMmjULg8FAVVUVNTU1KBQK/va3v5k6TJO62R6Ps2fPcu7cOQBmzZolWpwWYOPGjVRWVrJnzx6eeOIJwsPD8fDwICQkhM8//5z4+Hg8PDxMHaZwH7TvgenfQFlZGaNHj2bevHmoVCrUajVVVVXSenZz2ih3u2QyGWq1mtTUVAoKCnB3d8fNzQ17e3tycnJE8rAALS0t9OnTh++//x61Wk1hYSFKpVKaBzp+/DiPPfaYiaMU7heRQH6Fm5sb1tbW7Nu3jz59+uDk5ISPj4/0uqUmD+O8T0pKCgkJCfTu3Ru4NuxnbW1N//79TRyh8FuQyWR0796d7t27ExsbS0hICGfPnqWhoYGWlhZmz55tkfNClkIkkFswLs39+uuvOXbsGCdPnsTX11cqEvjEE08QHBxs6jBNrrCwkKeeeopHH30UjUZDeXk52dnZ0mS6pS4wsBTGHrharebIkSP8+c9/pmvXrnTs2JGHHnrIYku7WAqRQG7BOPxy/PhxNm7ciJ2dHRcvXkSpVJKeni6Vq7bUISzjNXfu3Jnk5GRpj0zHjh2lXdo/L2UtmB9jQ+v9999Hr9fz/PPPU1dXx549e7hw4QIrV67EycnJ1GEK94lIIL9Ap9Ph5uZGcXEx0dHR9O3bl759+/Lwww9L77HE5AE/XXdKSgrHjx9n69atyGQy/Pz88PX15b333hMTpxbAeB9cunSJhQsXSmVtJk6cyNy5czlz5gxDhw612IaWuRMJ5BdUV1dTXV3NrFmzCAoKIigoiJCQEAYMGCDtQLZkKpWKQ4cOcejQIeBazbD09HROnjwpljhbGBsbG8rLy1v9rLa2VqrWIJKHeRLLeH+BRqNBo9Gg0+koLi4mJyeHM2fO4O3tbdEbo65f4rxixQqWLl16w1p/MfdhWS5dusTixYtxdXUlIiICmUxGTU0N7777rqlDE+4jkUBuwvjwO3jwIBcvXqRjx454enrSoUMHHBwccHV1FRujuFa6e/Xq1dTV1REVFYWjoyOOjo4MGjRIOidFMF8FBQVkZmYSGRlJUFAQdXV1nDlzhvPnz+Pu7s6sWbNMHaJwn4khrJswtpwbGhooLy+nuLiYpqYmlEolHTt2ZNGiRVLtJ0sWGBjI66+/TllZGeXl5dTU1JCXlyediSF6IeZNqVSyadMm7Ozs0Gq1+Pj4EBISQteuXfH19aW+vt5iT2i0FKIH0gYGg4GrV69y4sQJ9uzZwz/+8Q8xQQyo1WqOHj1KeXk548ePRy6X09LSgp2dHba2tqYOT7jP1Go1Op2OzMxMZDIZRUVFFBcXU1xcTHZ2NnPnzmXcuHGiIWHGRAK5hcbGRs6cOSOVZTCaMmUKO3bsMGFkvx9/+ctfaGxs5Ntvv2X//v3MmzePl19+mSFDhpg6NOE3NH36dFatWkVYWBj19fXo9Xrq6+vx9vbGwcHB1OEJ95EYwrqFgoIC3n33Xezs7LC2tsbR0RGdTmexZz78nLEy8bZt25g6dSre3t688MILbNq0SSQQC9LS0oJCoaCmpgZAGrISPXTLIBLILXTu3JnVq1ej0WgoKyujsLAQjUbDsGHDTB2aSRlXYBUVFREcHMyJEyekUwhDQ0MpKysDRIK1FBUVFWRlZfHYY4/h4eFBZGQk3bt3FwspLIRIIDexZs0awsPDGT16NAqFAltbW3r16tVqb4OlPhxlMhnNzc107NiRqKgo1q5di5+fHz/++CMbNmyQEqwYGTV/zc3NeHt7c/z4cbRaLVlZWaSlpXHs2DGuXLnCwIEDLXapu6UQcyA/s2rVKqqqqpgwYQLDhg3D2tqabdu2sXnzZlauXElUVJSpQ/zdUKvVfPHFFxw+fBhbW1vGjRtHbGwsHh4eYuexmTP+fUtLSzl16hTl5eUEBwcTGhqKi4sLLi4uFtvIsiQigVxHr9czbdo0tm7d2moVkUaj4aOPPkKr1bJo0aJ2fzzr3YiNjaW2tpauXbsyYMAABg8eTGRkZKvJUjF8Zf6MPYvFixej1+spKCggLCxMOi9nyZIlDBo0SDQkzJzlPglvIjc3F0dHR2xtbWlsbJSSiL29PdOmTWPBggW88sorJo7StPbt20dmZianTp0iIyOD3bt3U1RUhFwux97enm+//RZHR0dThyncZ8YGQnZ2Nlu2bGH9+vV06tSJlpYW9uzZQ2hoKCBKmJg7kUCuo1Kp8PDwoK6u7oZaTuXl5aJEOWBra0tMTAwxMTFotVrs7OyAa3WP8vLyRPKwEDKZjMbGRtzd3bGxscHLywtvb2+GDBnCp59+iru7u6lDFH4DIoH8f8aT1ZKSkvjzn//M3LlzCQwMxNfXl/LycjZv3kzPnj2l91oiY+I8d+4cX331FeXl5bi7u+Pr64utrS1hYWGmDlH4DTU1NRETE0NCQgKxsbH87//+L8XFxdLSXjF8Zf7EHMjP5Ofn8+GHH1JaWoqLiwtFRUVUVlYybdo0pk2bho+Pj8V+MYzj3qtXr0alUmFra0t5eTmOjo6cPn2aBQsWMHHiRIvuoVmK678DlZWVODk5sXbtWjQaDV26dOGRRx4RK7AsgEggN9HU1MTly5fJy8vD1tYWf39/wsLCpEOkLJUxMcyfP5/XX3+doqIilEolDz/8MK+++ip/+MMfiI2NtdgEaymuX4F18eJF6urqcHV1lXoeAwcOFH9/CyGGsG5CLpcTGRlJZGSkqUP5XTH2KgICAti+fTt9+/YlNzcXgKqqKjp06GDK8ITfiF6vR6FQ8Ne//pWioiICAgJQKBQ4Ojqi0Wjw8fERw5kWQiQQ4bY9+eST7Nu3j27duvHOO++wfPlyiouLpYeGaH2aN4VCAUBJSQnbtm0DoLCwkMLCQnJzc/Hx8TFleMJvSAxhCW2m1+uxsrJqNa595swZLly4QP/+/QkPDzdhdMJvobq6mvfff59OnTqxb98+li1bRrdu3UwdlmAiogcitElpaSnvvPMO1dXVrF27ltzcXA4ePEhLSwsTJ06U9gCI3od5a2xsxMrKisuXLyOXy3nmmWeIiorC3d0dPz8/+vXrx/Dhw00dpvAbET0QoU1ee+01AgICmDlzJnV1dSxfvhydTkdAQABWVlYsXrxYDF1YkIaGBmpqaqivr6e0tJSSkhIyMjIIDw/nscceEyuwLITogQhtkpeXx6OPPoqLiwubNm3C1taWN998k8DAQObPn092drZFL3G2JO+//z5hYWHExsZKE+g9evTgkUceQafTAYjkYSHEYn2hTYzr+wESExMZPXq01OMoKyujY8eOgJhAN3erVq0iJycHhUIhJYnTp08zb948lEqlVJlAsAyiByL8Kp1Ox4gRI3j55ZextbVFr9cTFxeHlZUVxcXF1NbWEhgYaOowhftMr9dz4sSJG4qNTpgwgatXr7J9+3Zeeukliy42amlED0T4VQqFgjlz5tCrVy9CQ0P54IMPUCgUbNmyhf/5n//h0UcfBSy3xIul+HmxUSNjsdHjx4+L5GFhxF9b+FUtLS04Ojoye/ZsmpubUSgUFBYW0tjYyJw5c6RVN2L4yryJYqPCz4lVWMJtExPllsf4N1+9ejX5+fk3FBtds2YN3t7eLFq0SKzAsiAigQi3pampSRqqkslk4kFhYUSxUeF6IoEIgnBbRLFRwUgkEKFNtFotX3/9NTt27KBz58706dOH6OhoUTRPECyYmOkSflFzczMAhw4dYufOndLy3U2bNjFhwgRmzpzZ6n2CIFgOsQpLaJP8/HzGjh3LrFmzWv3cYDAAYgWWIFgi0QMR2sTT05PMzEwOHz5MTk4OlZWVaLVaad2/SCCCYHlED0T4Rcb1/FlZWZSUlLBr1y48PT1xdnbGwcGB6dOn4+TkZOIoBUEwBZFAhDZZunQper2eU6dOUVxcTENDA7m5udjb25s6NEEQTESswhJ+lV6v5/Dhw6xbt46oqCg6duzI2LFjpQKKgiBYJpFAhFsylqTYuXMn3333HQ899BCNjY0cOnSI0tJSEhIS8PX1NXWYgiCYiJhEF27J2LZIT09n4MCBjBkzhoceeoiEhASioqLYtWsXIJbwCoKlEglEuCXjyiq9Xt+q+irA1atXxSZCQbBwYghL+FXl5eUsXLiQpqYmunXrJlXjfe2118QQliBYMJFAhJtqbm6msbGRlpYWrly5go+PD6mpqaSnpyOTyXjmmWfw8PAwdZiCIJiQSCDCTRUWFpKcnEx+fj7nzp1j3bp1WFlZ4eLigkql4uTJk4wcOdLUYQqCYEJiH4hwU3K5nMbGRk6dOkVNTQ0vv/wy1tbW+Pv7c/XqVTw9PRk5cqQ4+0EQLJjogQi/KCMjAzs7O9zc3MjOzqa0tBStVsvAgQMJCgoSZz8IggUTq7CEmzIuzdXr9Rw6dAgPDw+amppQqVSMGzeOoKAgQNTAEgRLJnogwi+Ki4tjyZIlyOVy3nnnHVxdXenWrRsLFy4UQ1eCYOFED0S4pby8PLy8vHjggQf4+uuviY+P56OPPuK7774TyUMQBJFAhFtTqVQ4OzuzcuVK8vLymDRpEtu3b8fPzw8QO9AFwdKJBCLcVHNzM927d2fq1Kn4+vqSkJCAUqnk+++/Z8KECcBPpU4EQbBMYg5EuCWVSkV5eTkajQZPT0/y8vJwdnama9eupg5NEITfAbEPRLiBcWnuqlWr+OGHH/Dx8cHFxYWQkBBsbGwICAjA1dXV1GEKgmBiIoEIN5DJZKjVatLS0jh06BAVFRUolUqysrJQKpU4OjqaOkRBEH4HRAIRWjH2PkpLSwkNDQXAy8sLLy8v+vXrZ+LoBEH4PREJRLgplUpFcXExkyZNYtCgQXh7e+Pl5UXPnj3p1KmTqcMTBOF3QCQQoRXjznIPDw8WLlxIdXU1FRUV1NTUcO7cOezs7OjUqZN0WqEgCJZLJBChlbfeeovnnnuOy5cv4+DgQEREBPb29jQ1NVFXVyeVcBfJQxAEkUCEVsaMGYO7uzv79+8nLS0NnU6Hk5MTwcHBBAQE8OKLL5o6REEQfidEAhEk5eXlfPjhh1y6dInly5djb29PY2Mjly5dIiMjg0uXLmFnZ2fqMAVB+J0QGwkFiVqt5quvviIzMxNbW1uGDh3K6NGjW71HlG8XBMFIJBDhBhqNhqNHj5KYmEheXh4jR45kypQphIWFmTo0QRB+R0QCEVrR6/UUFhZibW2Nt7c358+f59NPPyUzM5O33nqLAQMGmDpEQRB+J8QciCCZP38+AQEBeHl5kZaWRnZ2Nj179qRLly44Ozvj5uYGIJbwCoIAiAQi/H/Nzc2o1WoOHDjA2LFjWbZsGUFBQdTW1gK0qn0lkocgCCCGsITrFBcXk5qaSlpaGm5ubsTGxhITE2PqsARB+J0SCUS4qZ07d5KYmIjBYCA+Pp6RI0fi5eVl6rAEQfgdEQlEAK71PrKysigvL8fFxQV/f39KSkpITEzkyJEjLFmyhNmzZ4tlvIIgSEQCEQB48803qa6uxt3dnZycHKysrIiOjiYyMhKVSkW3bt3o2rWrmEAXBEEiEogAQFNTE1qtFhsbGxQKBXBt02BLS4tIGIIg3JRIIMKvEsNWgiDcjGhaCr9KJA9BEG5GJBBBEAThjogEIgiCINwRkUAEQRCEOyISiGBxCgsL6dWr1w0/37FjB3369GHSpEmt/vvTn/7U6n2HDh0iIiKCvXv3tvnfjI2N5ZVXXmn1s/T0dGJjY1v9rKqqiujoaJYvX97q5z/88AMRERE3xALw+OOPS9dTWFhIVFTUDdcwadIkdDpdm+MVhLYQtbAE4Tp9+/Zl3bp1v/ieL7/8kri4ODZu3MiECRPa/Lv379/P0KFDmTRp0i3fs337dkaNGsXevXt56aWXpAKWAN7e3iQnJ6PRaLC3twegqKgIpVLZ6nfY2dmxa9euNsclCHdK9EAE4TYUFBTwww8/sHTpUvLz8zlz5kyb/9/Fixfz1ltvUVBQcNPXm5ub2bJlC5MnT6Zv375s2bKl1etubm706dOHpKQk6Wc7d+4kLi7uzi5GEO6SSCCCcJ0ff/zxhqGf7du3S69v3ryZESNG4Onpyfjx49m4cWObf3e/fv2YOXMmr7zyCgaD4YbXU1JS0Gg0DB48mPj4eD7//HP0en2r98THx7fqXezbt4+HHnqo1Xu0Wu0N1/DGG2+0OU5BaCsxhCUI1/mlISydTsf27dv561//CsDkyZOZMWMGJSUl+Pv7t+n3v/DCC6SmpvLee+/dcFywcWjM2tqaUaNG8frrr/PNN9+06mGMHDmSFStWUFlZSV5eHqGhoa1K7YMYwhJ+OyKBCEIb7du3j7q6OlauXMlbb70FXNtkuWnTpptObt+MtbU177zzDlOmTGk1v1FUVMThw4e5cOECBw4cAMBgMLBx48ZWCUShUDB27Fj27NlDdnY2kydPvodXKAi3RwxhCUIbffnll8yfP5/vvvuOQ4cOcejQIVasWMFXX32FWq1u8+8JCgpi2bJlJCQkSD/bsmULffr0ISUlRfrdO3bsICMjg1OnTrX6/+Pj40lMTOTkyZMMHTr0nl2fINwu0QMRLJJarb5hKe9LL70kzYFcTy6X89e//pXMzEw++OCDVq/Fx8fzr3/9i8TERGbNmtXmfz8+Pp6jR49y+vRpdDod27Ztk4bGjDp16sSECRPYuHFjq9/dq1cvNBoNsbGxWFvf+BU2zoH83Ntvv01UVFSbYxSEXyOKKQqCIAh3RPRABOEe2LBhA7t3777pa3PnzmXixIm/cUSCcP+JHoggCIJwR8QkuiAIgnBHRAIRBEEQ7ohIIIIgCMIdEQlEEARBuCMigQiCIAh35P8BBjC8pd/ZutwAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.violinplot(x=\"LEA_NAME\", y=col, data=biggest_districts_df, inner=\"quart\", bw=0.1)\n", "for label in ax.get_xticklabels():\n", " label.set_rotation(80)\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Boxplot of Biggest 5 Districts\n", "Pros: ...\n", "Cons: This is just an inferior version of the violin plots, as it conveys just summary stats, and nothing about the distribution." ] }, { "cell_type": "code", "execution_count": 206, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 206, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(style=\"ticks\", palette=\"pastel\")\n", "ax = sns.boxplot(x=\"LEA_NAME\", y=col,\n", " hue=\"LEA_NAME\",\n", " data=biggest_districts_df)\n", "sns.despine(offset=10, trim=True)\n", "for label in ax.get_xticklabels():\n", " label.set_rotation(80)\n", " \n", "# Put the legend out of the figure\n", "plt.legend(bbox_to_anchor=(1.05, 1), loc=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Dot plot with Black Male/Female Suspensions\n", "Pros: Shows large density of easily comparable information via Tufte's \"small multiples\", grouped by school.\n", "\n", "Cons: We've split each school's data across 3 variables, and we have no way of differentiating each school from another. Interactivity could help here" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'sns' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# Load the dataset\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mcrashes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"car_crashes\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;31m# Make the PairGrid\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m g = sns.PairGrid(biggest_districts_df,\n", "\u001b[0;31mNameError\u001b[0m: name 'sns' is not defined" ] } ], "source": [ "# Load the dataset\n", "crashes = sns.load_dataset(\"car_crashes\")\n", "\n", "# Make the PairGrid\n", "g = sns.PairGrid(biggest_districts_df,\n", " x_vars=[col, col3_wh_m, col2], y_vars=['LEA_NAME'],\n", " height=10, aspect=.25)\n", "\n", "# Draw a dot plot using the stripplot function\n", "g.map(sns.stripplot, size=10, orient=\"h\",\n", " palette=\"ch:s=1,r=-.1,h=1_r\", linewidth=1, edgecolor=\"w\")\n", "\n", "# Use the same x axis limits on all columns and add better labels\n", "g.set(xlim=(0, 0.2), xlabel=\"% pop affected\")\n", "\n", "# Use semantically meaningful titles for the columns\n", "titles = [\"Black Males\", \"White Males\", \"Black Females\"]\n", "\n", "for ax, title in zip(g.axes.flat, titles):\n", "\n", " # Set a different title for each axes\n", " ax.set(title=title)\n", "\n", " # Make the grid horizontal instead of vertical\n", " ax.xaxis.grid(False)\n", " ax.yaxis.grid(True)\n", "\n", "sns.despine(left=True, bottom=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Horizontal Boxplots, showing each school via Swarmplot overlays\n", "Pros: descriptive stats typical of boxplot, with a little more window into where each school sits.\n", "\n", "Cons: a hybrid of violin/boxplot, would work best if the swarmplots communicated something useful, like school pop size via size, or some factor via their color." ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(style=\"ticks\")\n", "\n", "# Initialize the figure with a logarithmic x axis\n", "f, ax = plt.subplots(figsize=(7, 6))\n", "# ax.set_xscale(\"log\")\n", "\n", "# Load the example planets dataset\n", "planets = sns.load_dataset(\"planets\")\n", "\n", "# Plot the orbital period with horizontal boxes\n", "sns.boxplot(x=col, y=\"LEA_NAME\", data=biggest_districts_df,\n", " whis=\"range\", palette=\"vlag\")\n", "\n", "# Add in points to show each observation\n", "sns.swarmplot(x=col, y=\"LEA_NAME\", data=biggest_districts_df,\n", " size=2, color=\".3\", linewidth=0)\n", "\n", "# Tweak the visual presentation\n", "ax.xaxis.grid(True)\n", "ax.set(ylabel=\"\")\n", "sns.despine(trim=True, left=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Scatter plot, colored by district\n", "Pros: shows the distribution of white and black males.\n", "\n", "Cons: __This is the improper use of this sort of graph.__ Density/overlap isn't meaningful." ] }, { "cell_type": "code", "execution_count": 147, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 147, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(style=\"ticks\")\n", "\n", "sns.jointplot(data[col], data[col3_wh_m], kind=\"hex\", color=\"#4CB391\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ... another attempt.\n", "Pros: Shows every single school in all districts, with trend lines, as well as expanding uncertainty bars. Shows a clear skew towards black male higher suspension rates, but also some outliers where white male suspension is much higher.\n", "\n", "Cons: Too cluttered, difficult to read." ] }, { "cell_type": "code", "execution_count": 233, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 233, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# sns.set()\n", "\n", "# Plot sepal with as a function of sepal_length across days\n", "data_cleaned = biggest_districts_df.dropna(subset=[col, col3_wh_m])\n", "g = sns.lmplot(x=col, y=col3_wh_m, hue=\"LEA_NAME\",\n", " truncate=True, height=5, data=data_cleaned)\n", "\n", "# Use more informative axis labels than are provided by default\n", "g.set_axis_labels(\"Black male suspensions\", \"White Male Suspensions\")\n", "\n", "# Use the same x axis limits on all columns and add better labels\n", "g.set(xlim=[0, 0.3], ylim=[0, 0.3])\n", "# plt.axis('equal')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## \"Melt\" data so every demographic is its own observation (row)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'pd' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmelted_df\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmelt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbiggest_districts_df\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdropna\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mid_vars\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'LEA_NAME'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue_vars\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcol\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcol3_wh_m\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mmelted_df\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;31m# melted_df_all_schools = pd.melt(data.dropna(subset=[col, col3_wh_m]), id_vars=['LEA_NAME'], value_vars=[col, col3_wh_m])\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mNameError\u001b[0m: name 'pd' is not defined" ] } ], "source": [ "melted_df = pd.melt(biggest_districts_df.dropna(), id_vars=['LEA_NAME'], value_vars=[col, col3_wh_m])\n", "melted_df\n", "\n", "melted_df_all_schools = pd.melt(data.dropna(subset=[col, col3_wh_m]), id_vars=['LEA_NAME'], value_vars=[col, col3_wh_m])\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6. Grouped Scatter plot of Two Demographics by District, with mean\n", "Pros: Clearly communicates contrasting means between white and black male students, with a secondary semi-transparent layer of individual schools communicating distribution. Allows comparion within *and* accross schools, and gives a big picture view.\n", "\n", "Cons: This plot should reall be *sorted* from highest to lowest average (I just can't quite figure out how to... :P)" ] }, { "cell_type": "code", "execution_count": 240, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 240, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(rc={'figure.figsize':(11.7,20)})\n", "# Initialize the figure\n", "f, ax = plt.subplots()\n", "sns.despine(bottom=True, left=True)\n", "\n", "# Show each observation with a scatterplot\n", "sns.stripplot(x=\"value\", y=\"LEA_NAME\", hue=\"variable\",\n", " data=melted_df_all_schools, dodge=True, jitter=False,\n", " alpha=.4, zorder=1)\n", "\n", "# Show the means\n", "sns.pointplot(x=\"value\", y=\"LEA_NAME\", hue=\"variable\",\n", " data=melted_df_all_schools, dodge=.532, join=False,\n", " palette=\"dark\", markers=\"d\", scale=.75, ci=None)\n", "\n", "handles, labels = ax.get_legend_handles_labels()\n", "ax.legend(handles, labels, title=\"Suspensions\",\n", " handletextpad=0,\n", " frameon=True)\n", "\n", "# Put the legend out of the figure\n", "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Choose two continuous variables, and plot them three different ways." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Split violin plot, Black male w/ White Male\n", "Pros: displays *and* fascilitates comparison between black and white male suspension rates. Notably, its clear how white suspension rates nearly entirely distribute at the bottom of the plot.\n", "\n", "Cons: Currently, the average/std could be better displayed to enable comparison." ] }, { "cell_type": "code", "execution_count": 285, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(style=\"whitegrid\", rc={'figure.figsize': (10, 7)})\n", "\n", "ax = sns.violinplot(x=\"LEA_NAME\", y=\"value\", hue=\"variable\",\n", " data=melted_df, palette=\"Set2\", split=True,\n", " scale=\"count\", inner=\"quart\",\n", " scale_hue=False, bw=.2)\n", "\n", "# Put the legend out of the figure\n", "plt.legend(bbox_to_anchor=(1.05, 1), loc=2)\n", "\n", "for label in ax.get_xticklabels():\n", " label.set_rotation(20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Scatter plot of Black VS White Male, with Rugplot on axes\n", "Pros: Comparison *and* distribution\n", "\n", "Cons: It's unclear what the plot is attempting to show. Other plots in this assignment much more effectively fascilitate comparison." ] }, { "cell_type": "code", "execution_count": 289, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 289, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Use JointGrid directly to draw a custom plot\n", "\n", "grid = sns.JointGrid(biggest_districts_df[col], biggest_districts_df[col3_wh_m], space=0, height=6, ratio=50)\n", "grid.plot_joint(plt.scatter, color=\"g\")\n", "grid.plot_marginals(sns.rugplot, height=1, color=\"g\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Paired categorical plots of Suspenions %: By school and by Demographic\n", "Pros: Gives quick, clear high-level comparison of suspension rates, as well as range of values.\n", "\n", "Cons: You lose all finer grain details with individual schools, and again this isn't weighted by student population, which may change view." ] }, { "cell_type": "code", "execution_count": 290, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set up a grid to plot survival probability against several variables\n", "g = sns.PairGrid(melted_df, y_vars=\"value\",\n", " x_vars=[\"LEA_NAME\", \"variable\"],\n", " height=5, aspect=.5)\n", "\n", "# Draw a seaborn pointplot onto each Axes\n", "g.map(sns.pointplot, scale=1, errwidth=4, color=\"xkcd:plum\")\n", "g.set(ylabel=\"Average Percent Suspended\")\n", "sns.despine(fig=g.fig, left=True)\n", "\n", "for ax in g.axes.flat:\n", " for label in ax.get_xticklabels():\n", " label.set_rotation(70)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }