{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Petition Maps\n", "\n", "Several ways of looking at *that* petition data...\n", "\n", "This notebook shows how to load in data from the petitions website and merge it with shapefile data so that we can plot it on a map.\n", "\n", "First, let's get the petition data." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#I cheated in finding this URL\n", "#I useed browser devtools Network view to see what loaded when\n", "#I loaded https://petitionmap.unboxedconsulting.com/?petition=241584\n", "petitiondata_url = 'https://petition.parliament.uk/petitions/241584.json'" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import requests\n", "\n", "petitiondata = requests.get(petitiondata_url).json()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'$schema': 'http://json-schema.org/schema#',\n", " 'type': 'object',\n", " 'properties': {'links': {'type': 'object',\n", " 'properties': {'self': {'type': 'string'}},\n", " 'required': ['self']},\n", " 'data': {'type': 'object',\n", " 'properties': {'type': {'type': 'string'},\n", " 'id': {'type': 'integer'},\n", " 'attributes': {'type': 'object',\n", " 'properties': {'action': {'type': 'string'},\n", " 'background': {'type': 'string'},\n", " 'additional_details': {'type': 'string'},\n", " 'state': {'type': 'string'},\n", " 'signature_count': {'type': 'integer'},\n", " 'created_at': {'type': 'string'},\n", " 'updated_at': {'type': 'string'},\n", " 'rejected_at': {'type': 'null'},\n", " 'opened_at': {'type': 'string'},\n", " 'closed_at': {'type': 'null'},\n", " 'moderation_threshold_reached_at': {'type': 'string'},\n", " 'response_threshold_reached_at': {'type': 'string'},\n", " 'government_response_at': {'type': 'null'},\n", " 'debate_threshold_reached_at': {'type': 'string'},\n", " 'scheduled_debate_date': {'type': 'null'},\n", " 'debate_outcome_at': {'type': 'null'},\n", " 'creator_name': {'type': 'string'},\n", " 'rejection': {'type': 'null'},\n", " 'government_response': {'type': 'null'},\n", " 'debate': {'type': 'null'},\n", " 'signatures_by_country': {'type': 'array',\n", " 'items': {'type': 'object',\n", " 'properties': {'name': {'type': 'string'},\n", " 'code': {'type': 'string'},\n", " 'signature_count': {'type': 'integer'}},\n", " 'required': ['code', 'name', 'signature_count']}},\n", " 'signatures_by_constituency': {'type': 'array',\n", " 'items': {'type': 'object',\n", " 'properties': {'name': {'type': 'string'},\n", " 'ons_code': {'type': 'string'},\n", " 'mp': {'type': ['null', 'string']},\n", " 'signature_count': {'type': 'integer'}},\n", " 'required': ['mp', 'name', 'ons_code', 'signature_count']}}},\n", " 'required': ['action',\n", " 'additional_details',\n", " 'background',\n", " 'closed_at',\n", " 'created_at',\n", " 'creator_name',\n", " 'debate',\n", " 'debate_outcome_at',\n", " 'debate_threshold_reached_at',\n", " 'government_response',\n", " 'government_response_at',\n", " 'moderation_threshold_reached_at',\n", " 'opened_at',\n", " 'rejected_at',\n", " 'rejection',\n", " 'response_threshold_reached_at',\n", " 'scheduled_debate_date',\n", " 'signature_count',\n", " 'signatures_by_constituency',\n", " 'signatures_by_country',\n", " 'state',\n", " 'updated_at']}},\n", " 'required': ['attributes', 'id', 'type']}},\n", " 'required': ['data', 'links']}" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#The genson package will create a schema from a JSON object\n", "#The schema concisely represents the different attributes in the JSON object\n", "# along with what type they are\n", "from genson import SchemaBuilder\n", "\n", "builder = SchemaBuilder()\n", "builder.add_object(petitiondata)\n", "builder.to_schema()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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codenamesignature_count
0AFAfghanistan22
1ALAlbania20
2DZAlgeria12
3ASAmerican Samoa4
4ADAndorra41
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" ], "text/plain": [ " code name signature_count\n", "0 AF Afghanistan 22\n", "1 AL Albania 20\n", "2 DZ Algeria 12\n", "3 AS American Samoa 4\n", "4 AD Andorra 41" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from pandas.io.json import json_normalize\n", "\n", "df_country = json_normalize(petitiondata, ['data','attributes', 'signatures_by_country'])\n", "df_country.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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mpnameons_codesignature_count
44Leo Docherty MPAldershotE140005306817
45Wendy Morton MPAldridge-BrownhillsE140005312703
46Sir Graham Brady MPAltrincham and Sale WestE1400053212081
48Nigel Mills MPAmber ValleyE140005333685
50Rt Hon Nick Herbert MPArundel and South DownsE1400053411438
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" ], "text/plain": [ " mp name ons_code \\\n", "44 Leo Docherty MP Aldershot E14000530 \n", "45 Wendy Morton MP Aldridge-Brownhills E14000531 \n", "46 Sir Graham Brady MP Altrincham and Sale West E14000532 \n", "48 Nigel Mills MP Amber Valley E14000533 \n", "50 Rt Hon Nick Herbert MP Arundel and South Downs E14000534 \n", "\n", " signature_count \n", "44 6817 \n", "45 2703 \n", "46 12081 \n", "48 3685 \n", "50 11438 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_constituency = json_normalize(petitiondata, ['data','attributes', 'signatures_by_constituency'])\n", "df_constituency.sort_values('ons_code').head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alasdair Rae publishes shapefiles / geojson files containing constituency boundary files as well as electoral data ( http://ajrae.staff.shef.ac.uk/#resources).\n", "\n", "We can load these directly into a `geopandas` dataframe." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "electiondata_url = 'http://ajrae.staff.shef.ac.uk/wpc/geojson/uk_wpc_2018_with_data.geojson'" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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fidobjectidPCONCODE15PCONNAME15WINNER15SECOND15ELECT15MPFIRST15MPLAST15MPNAME15...Person IDFirst nameLast nameFull NamePartyConstituencyURImajpctalphageometry
011E14000530AldershotConLab72430GeraldHowarthGerald Howarth...25628LeoDochertyLeo DochertyConservativeAldershothttps://www.theyworkforyou.com/mp/25628/leo_do...23.43859.767(POLYGON ((485408.1048668693 159918.6304395348...
122E14000531Aldridge-BrownhillsConLab60215WendyMortonWendy Morton...25342WendyMortonWendy MortonConservativeAldridge-Brownhillshttps://www.theyworkforyou.com/mp/25342/wendy_...35.55990.675(POLYGON ((400715.9095222063 304324.8830029013...
233E14000532Altrincham and Sale WestConLab71511GrahamBradyGraham Brady...10062GrahamBradyGraham BradyConservativeAltrincham and Sale Westhttps://www.theyworkforyou.com/mp/10062/graham...12.17331.041(POLYGON ((379104.0752267919 393145.7339323238...
344E14000533Amber ValleyConLab69510NigelMillsNigel Mills...24965NigelMillsNigel MillsConservativeAmber Valleyhttps://www.theyworkforyou.com/mp/24965/nigel_...18.11846.201(POLYGON ((446572.0849578517 345372.8128860501...
455E14000534Arundel and South DownsConUKIP77242NickHerbertNick Herbert...11377NickHerbertNick HerbertConservativeArundel and South Downshttps://www.theyworkforyou.com/mp/11377/nick_h...39.636101.072(POLYGON ((503605.9211599359 108367.9490472795...
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5 rows × 48 columns

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" ], "text/plain": [ " fid objectid PCONCODE15 PCONNAME15 WINNER15 SECOND15 \\\n", "0 1 1 E14000530 Aldershot Con Lab \n", "1 2 2 E14000531 Aldridge-Brownhills Con Lab \n", "2 3 3 E14000532 Altrincham and Sale West Con Lab \n", "3 4 4 E14000533 Amber Valley Con Lab \n", "4 5 5 E14000534 Arundel and South Downs Con UKIP \n", "\n", " ELECT15 MPFIRST15 MPLAST15 MPNAME15 ... Person ID First name \\\n", "0 72430 Gerald Howarth Gerald Howarth ... 25628 Leo \n", "1 60215 Wendy Morton Wendy Morton ... 25342 Wendy \n", "2 71511 Graham Brady Graham Brady ... 10062 Graham \n", "3 69510 Nigel Mills Nigel Mills ... 24965 Nigel \n", "4 77242 Nick Herbert Nick Herbert ... 11377 Nick \n", "\n", " Last name Full Name Party Constituency \\\n", "0 Docherty Leo Docherty Conservative Aldershot \n", "1 Morton Wendy Morton Conservative Aldridge-Brownhills \n", "2 Brady Graham Brady Conservative Altrincham and Sale West \n", "3 Mills Nigel Mills Conservative Amber Valley \n", "4 Herbert Nick Herbert Conservative Arundel and South Downs \n", "\n", " URI majpct alpha \\\n", "0 https://www.theyworkforyou.com/mp/25628/leo_do... 23.438 59.767 \n", "1 https://www.theyworkforyou.com/mp/25342/wendy_... 35.559 90.675 \n", "2 https://www.theyworkforyou.com/mp/10062/graham... 12.173 31.041 \n", "3 https://www.theyworkforyou.com/mp/24965/nigel_... 18.118 46.201 \n", "4 https://www.theyworkforyou.com/mp/11377/nick_h... 39.636 101.072 \n", "\n", " geometry \n", "0 (POLYGON ((485408.1048668693 159918.6304395348... \n", "1 (POLYGON ((400715.9095222063 304324.8830029013... \n", "2 (POLYGON ((379104.0752267919 393145.7339323238... \n", "3 (POLYGON ((446572.0849578517 345372.8128860501... \n", "4 (POLYGON ((503605.9211599359 108367.9490472795... \n", "\n", "[5 rows x 48 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import geopandas\n", "\n", "#Enable inline plotting\n", "%matplotlib inline\n", "\n", "gdf = geopandas.read_file(electiondata_url)\n", "\n", "gdf.head()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['fid', 'objectid', 'PCONCODE15', 'PCONNAME15', 'WINNER15', 'SECOND15',\n", " 'ELECT15', 'MPFIRST15', 'MPLAST15', 'MPNAME15', 'ons_region_id',\n", " 'constituency_name', 'county_name', 'region_name', 'country_name',\n", " 'constituency_type', 'declaration_time', 'result', 'first_party',\n", " 'second_party', 'electorate', 'valid_votes', 'invalid_votes',\n", " 'majority', 'con', 'lab', 'ld', 'ukip', 'green', 'snp', 'pc', 'dup',\n", " 'sf', 'sdlp', 'uup', 'alliance', 'other', 'other_winner', 'Person ID',\n", " 'First name', 'Last name', 'Full Name', 'Party', 'Constituency', 'URI',\n", " 'majpct', 'alpha', 'geometry'],\n", " dtype='object')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdf.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Generate a map to show parliamentray majorities:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Set the default plot size\n", "from matplotlib import pyplot as plt\n", "fig, ax = plt.subplots(1, figsize=(12, 12))\n", "\n", "ax = gdf.plot(column='majority', ax=ax)\n", "ax.axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot by party, though by default a default set of colour maps will be applied." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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ElN9pcPs8u5znPIpkygG4kOA1HwlgG/L6CyiVBq0dp1SRCXmDtwC/d36sBl4E7gJqkYBUG+c5JciS3QCklhxIG++FQClS3HSLng9SxUaX45QqPtEldYYjs5pZzvdxa745Z5rORwLP1cBDbp/nY7fPE0nfRgOQKka6HKdU8bkGabnwSNRtRyAB5p14Twh5g2XILGg00kvoP5H7nOCzOTdDVap9dDlOqSIU8gbHAItjbv4zsBTpmHosstfzGTAYOA34PrAKuNbpJ6RU0dPlOKWK01Ja9oUiTkSSDe4HvgmsAI5BEhgOA3YAkzUAqY5Eg5BSRchZQvMi3VRB2jrMBz4HngGeBBqBcuQw6+3A8Wg6tupgNAgpVaSc8jpPOj+eiVRHWIIcSl3q9nn2IHXgznAe81u3z/Nh3geqVDtoEFKquN2NVMSuQsr0nAz8y+3zrAFw+zw7gNucxy4ryAiVagfNjlOqiLl9nnpgZrz7Qt5guZOCPc656bC8DUypLNGZkFId12jn6/tINe3Swg1FqcxoirZSHVzIG3QBriJowqdU2jQIKdXBhLzBHsBut8/TVOixKNVeuhynVBFyZjeJ/Bdx2neHvMEhbTxPqaKjQUh1ak45mw4l5A0eDYRC3uDhUbe5Qt7gACfIzAbipWKv1fpwqqPR5TjVqYW8wblI5YF6pPPox26fp6Gwo0ou5A3eCDwEfIS07D4XCAMHA9cBnwATgTpgutvnmVegoSrVbh3uU6JSqXJmQQbSCiHi9ZA3eBPgBmY7KdCFGNupSFA8EEmtfihqFvMo8m/zLqRGXLQnYn4elcNhKpVzGoRUZ3YELb11Is5Hqgy8hLS8fjz6TqcvD5lkmoW8wZ5AP7fPYyd5TH/gXqRVd6Vz8zRgasgb/AXSkO5R4CngKqQ2XDJb0x2nUsVEg5DKKn/AcFmmXSxrvLcmuL07sq+yIeQNNgKvANuQWUUQKA15g+8C33L7PDVtvUjIG3Q5s5i7gS0hb/AuJGW6IeZxBwOvA2NjLjERWXqL/Hv8GrAd6NnGS3/b7fNoiwbVoemekMoaf8DoBgSAiyzTXluIMTgzmYFIY7iniJ98swMJPNcge0WvI7OiU5zvI74Avgu8CxwKdAMWuX2eXU6a9C7g58BZwGPIUtkmZIazDfgLEvBGOuM4GeiVtV8WznH7PG9l8XpK5Z3OhFRW+ANGd6SS8wlIm4G7CzSUMqShW+xsI9o/gHOc77sCHqQ2W4+Yx41CkgJWIIHkcqAm5A3+CrgIuBg4ynnuV5znDHW+9kGqYHdtx++SzHwkOCrVoelMSLWbP2CMRZaTyp2b6oCzLNOemu+xhLzBI5E36GSaaClxswewgD8BY4ADYh77HnAFso8U2V/6N3A0MCgLQ85ECJjo9nlWFOj1lcoanQmpjPkDxnCksvP1yIZ6RDnS9bMQ+iDLaMmyxqJrrF2LLMkdH+dxS4AfAR/TOsHhHCR4FcovNACpzkIPq6qM+APGIcjs4Nu0DkARF+V3RHvNAC4Blqfw2JmADTyb4P5pyLmcgXHuq4xzW77sKOBrK5VVOhNSafEHjBLg68imf7I34tj9lXxpAAYj7bE/IXEwDAN/BvxIwkE8u4Gbsjy+bLgs5A0uRdLB3y/0YJRqD50JqXS9APyV5AFoJfCL/AynhVPSZgjSjfQc5JzQogQPdyHZbMkC0H9ne4xZcjHwGZI0oVSHpjMhlRJ/wDCA00ntjflRy7QLURrHQHrs/BOY4PzJVDcSB6hCCyPLiJodpzo8DUIqIX/AGIxkjVUDNyKpyKnI6yl+52zQhc6PjwEP0xKIOiMX0IgsJSrVoWkQ6kD8AaMUeQPqAWzLVWUCf8BwIctpt5F64Il2oz9gzLJM+7PsjiyhEiS1+lpgAHAn0mm0AeiSpzHk2zPaT0h1BnpOqAPyB4wyy7Qbs3i96Oy2nwMmUkomk940XwJnWKadaC8mJ0LeoIFUazgwn69bIGHA7fZ5viz0QJRqL50JdUBZDkCVyIzBBZwBXIlUB8jUdfkOQI61tF1rrbN4VwOQ6iw0O07VIbOeE5BZzEHtuM4IpJpAIbiQg7NpV7/uYF4FLi30IJTKFp0J7Wf8AaMr8iY2Bdlb2okEj+uQ7LcNtNQ/S9Uc4GmgOrJP5Q8Y5ZZp12Vr3MmEvMEuSPD53PnaWT9czQaudvs8Ows9EKWypbP+Y1WJmcDzwBvAfcgeyuvIuZ9nSf9TdjOw2jLtJ6MC0A3AK/6AUZG1USfnQkrvbEYqV3dGW4ErNQCpzkZnQvsfDzL7ORHoh5z7eQs5d9IDqaH2JqkfhHwYSYuOzLK+CTwC3GiZdm1WRw6EvMHvAf9x+zxLQt7gWGQp8UVkX6sn8rs9gSwvbgBOQwJlrqpZ51I9svz2V+C9VHobKdXRaHbcfsIfMMqQN+vpyIl7D1KD7A/IeRMf0mb6ESQ4fZO2P6TMRkrklCNtDu5BzuY0AOMt0/40m7+DUxFhFnAIUjpoAPBLJMAsQ/oB7QEWI4kKnyHtsYeRvLVDsWlCZqlPuH2elYUejFK5pEFoP+IPGAFkZhBrOtJwLeJFZIbR1t7QB8DPkAZuG4APkTf/cy3TDrV7wHGEvMHBwEJkljCA5Gnk9UiPo1+wb4uGYnaj2+d5pNCDUCofdE9oP+EPGFcCpya4u3vMz5eRWnLCcOBdy7TnWqa9EmnsdnKuAhCA2+dZC/wNqWzd1jmmrsDvkOoCHcVvgEcLPQil8kX3hPYDzmHU35D4TXt7GpeLVCFoAGqQPjtbACzTXtaOYabjQaQR3SEpPr5PDseSTfOAu9w+jy5PqP2GzoT2A07W2n1JHnJYGpfbBbwDPAMEkUCUV26fZzGyl7Ur36+dY7do8oHa32gQ2g/4A0ZPpCV0Iv3TuFwPJF34ceBmy7Tr2zO2TIS8wTIkQeHXJG7V0NE8rL2B1P5Il+P2D83AGqRd9Uzgf9N47mKgAkkGWILsszQjh1N/Aryd1ZGmqL5yQ3VZbW+zJNwlnVlcMQoDv0KyE5Xa72h2XCcXKU5qmXbYac3wTySBoBE5U9ODzD+M3G+Zdl46j/oDxjCgwTLtdc7PhxLmH112D9w5aNE1PSu2jRxZEu7S0Spm7wS+7fZ5Xij0QJQqFF2O6/yOAib7A8ZhyB7KEqTadIDkAWgtcn5oOpDo0GmmdeYycT/g9weMSJLBclx82VC1fsLq4+471D7lpsWNXbdvyeN42mspMEoDkNrfaRDq/DYjweYq4AqkLI8JnEniALQbydSykPNDseV3moFPgGUxbSByaRiSQPEHf8B4ADgJ+T1kQF13jVt+8o821PSfl9UDsjnyMHCk2+dZX+iBKFVouhzXyfgDRjegMTphwB8wSpDKAr9I4RKfIG2jfxjnvl3IEtIBSOvr/1imfWa7B90Gf8AYAByBnA8qR4JqfGGaKreNmun++IfjS5oqKnM9tjTtRpIp7tE0bKWEJiZ0MpZp746dnVim3ewPGE+RWhBaDZTG3FaDVEOYhyznbQQMJDkhH+qB9cD7SE24xEHIRWlJY7fmIgtA9cB/gN+6fZ6phR6MUsVEg1AnlKDt91qkEsKTwCak2kE85yGlbqJ1R6otnOr83Nsy7VfbO8401CL17N4CfoBk+iUWztcKYUrqgUvdPs/kQg9EqWKke0JZ4A8Y+dygT5s/YLgs0260TPtvSPWA45H+QQvjPHw7UI3sJS2Our3B+boCaWCXF07h1Tpa6tLtAb6X7Dm7Bsw/ZeUJd0yv7VG9PA9DbMuTGoCUSkyDUHY05HGDPm0xM6O+SPXsl5DkhJtpHWx6ImVxXkP2ff7q3D4VCVBPW6a9J9djjqOnZdpvIkuFLyHFUxPuq9T2rD555VfuGGFPvPnDptI9haqs0IhkGCqlEtAglCZ/wHD5A4bH+YQOgGXaXyZYAisq/oBxBrLncwqyFDsReAFpeRBtPfAe0lfoQ2Ad0vhuHHBvHsd7ALIHVIlTnw7Yapn2Rsu0T0DaM6xNdo3Giq3jNxv/+jiFl8t2kdMVwPFunyefy5ZKdTiaHZcBf8AoR96cn7RM+4FCjycV/oBxPdL64CSkkd3rSE+hzcgbfAXSpvsSZPnrXCBomXaDczZna7xA6w8YZZZp561KtT9g9LdMe6PzfQnyu4wC7kz0nGFzf7y4ctsho13h0rY+dG1FZlflyCwwk9nt/wG/cfs8SzJ4rlL7HQ1CGXIOf+7IZduCbPIHjK6Wadf7A0YpMqM5BknDPtR5yKPIXstFSM+hOZZpP5fkehXIjGqOZdrbsjjOC5CGdfdapr0g5r7nkT2tCyzTbnJuO8MZu5Hsuq7GisWHBB47NNljotQhM6NmkmXitZiMtEnvBoxz+zx5r6enVEelQaidnE3/ov6P6A8YXSzTbnC+Px1JF461BbgLeAqpLXc90h014f6PP2BUZnN/yGkPXo10a51hmfbJzm1dkG6w9cAIpDX5VuBoZ8zfJnGvJABK67vPH/n+Q0elOaQdyFJgW+WAliJ19Ma6fZ6703wNpfZrGoQ6MX/A6ILs/axDltcMpK/QwKiHhWlZdlqAzIJqgdHAPMu0m3M8xsjeWglwMJIk4UIy944AhiDZfI8gh2RvRKp+/8Z53h6kEsRFztd9hWl0f3Tb51VbxmZS7PQlpHJEvxQe+x+3z5Pzw7tKdSZ6TqiTcbL0hlimvcaZ/TQ4ZW4eAw6P85RmJNNsC7LP1ctpTvdRHsZ6H3ABkpH3EXAhkjhxIJJ08DPkQGwYGOQ87RlgPPBTJOgcCvwdKYXzL+Crsa/TM3TajKotY0/JcJgXI8E5lSD0ZYavodR+S7PjOp8SYJg/YOyd7Vim/XPiB5Uw8CxwK3CfZdp35Ks7qhMsrwDGIMtv5cjYb0Sa5oG0OFiJBKMIF5Iu3hf4MVJKqBT4PpJYsSH6dbqvP3bqwMVXZRqAQD6ovYMs++0B5iO9jOJ5ph2vo9R+SWdCnc9QpEK2F3gA9qY6/w6pqH2k87hdSBrxTyzT3hDnOvkQPbs4FUl0OBL4C3KGCeTv6LExz+sO3IIErOg9qcuAKcD/RG6o7bm8qqnLzq1lDQf0bsc4f4R0kb0dmTmOAR5Cliy/ggTLUmSfqpWQN+gCvgM84/Z5CnG+SqmipjOhTsYy7VXAwJjU8QFICvZXaWmJ/QWSjl2Q9gdOMkd0GnMXYJdl2vcge0CpKAd6Rf08Dqm2vVdjxdbxK07+8Zqwq6m9e1se4I9IS4kbgCud7//H7fNMd2rCLQl5gzeFvMETnOADchbre+SxyoRSHYkmJnQi0Zl6/oBxCfIG+EPn6xdIzbUrkE/mF1imXdBWAv6AMQ+ZnUX8EZiGtJu4LKsv1lyytseGYz+vq/qyC65m18DFV/Wq3DrmUFdGR4H2WowkTtwPvIjM4I4FZiC/SylyuPcKt88zu32/gFKdkwahIuYcxqywTHt3io//NvAyMkOYBTxqmfavnfsqLNOuda7ZxzLtTRmOqadl2tszeW7MdSqQ1gaxUeA25OBpt/a+RkrCNPVdfuGsfvZFJ7f7SvK7NCPtLno6t9/p9nnuaOe1leq0dDmuiFmm3ZxGABoJ/MP5sQTZx3jIua8cqHMKrVZkGoAcO5xAFnndoRlepzeydxXrt+QrAAG4KO2+4ZjBWbmSKKElAM1C9ouUUgloYkIH5A8YPZDN+V1I51M/cpblKSTT7BWklM05/oDxAS110dZGN7vLhLPcF3YOkXYFmjK81CBkb+Us5PzSFaSWBp1VpXU95pXvPPDoHFz6U+Drbp8np+eslOrodCbUMV2E7O/cgRQfDSLB6JvI7OdI5LBnM5J1djKSrNDucjIx1cJnAg9lUkHcMu15wDIkrfrXSFZbfoVpHhH8/WHt3BeKZxMwye3zrMr2hZXqbDQIdTD+gDEYSSxwIeV1fgUch8wk7gHORyokPA78AfgakhXXPRuvH1WiaCSSqnwx4IteokvDb5GDsn9F9rHyy0XJ7t5LPm/nVbYjM9Cv0VLR+0m3z9MhagoqVWi6HNdBOLONnkhq8AnOzT2Ba6IeFlnOGopUx34S+C7wUbYOofoDRm/kgKtJS021G5CKBSl/8vcHjP60jP30bIwtExsO/cuuqhn3NrrCZZn8W1gHeNw+z7LfdndnAAAgAElEQVSQN3gtshS6HLgv0/EM907phvy3PR6wgXnVvkmfZno9pYqdzoQ6CGcGsgPJwlpNkoZuyP/XB5ByM/ciSQrZcjgy26qKuq0HcIgToFJ1LVL1oKAaum2YsOzU7y2p77Yu1ZnLLGTm8ynwFbfPEwnu3ZDCsJe4fZ60sgeHe6eUDPdOuX64d8qryMzqdeDnwJ+BV4d7p1wz3DulNIXr9BjunZLqGSulioKmaHcAMed/XEgJma8itdJ+muBpG4DnAdsy7UczeM3jkQKmDXHuewc4I87TXrBM+/IUr38WEhzNdMeWE2Eau+we+OGApZd1q9p05Lg4+0QvAj/53LpucLi0/hhgkWXa7wP4A4aFnGt6xjLtmem+9HDvlDKk7lz/JA9bgVS9eL7aN2lnzPO7IvuDP0RWN15GEkYCzvOWA92rfZNimxfGG8s1wNRq36QVUbddilQqDzvXXF7tm/Riir+eUklpECpSyVpEOIGoHzIj6Ye8AdUiSQqVwCFAA9J75zzLtP+dwes/B4Qt0746upGcc9+LSM+fWDXAYMu0a1J8jXJkT2hcuuPLpa41Q2YePPPeE6Nueqe5pP4XX5x+3bnAL5zb3kdaOByPtJR4FbgiWUr9cO+ULkjSyGHI0mU3JHnkWmRPKRW7kP5Fs4A3kOroPwHcMY9bipQViqhHAlIN8iFmAVJyaCNSzaE78vflSWAbUrPvbef279N61WQ1MkvrVu2bdGuK41YqLg1CRcoJNAORBIB64MPYtgpOx9MbkASB05A9hD5IMAohQeTHGb7+585rD0ea922Lum8s0uJgbJyn/tIy7VZnY9oIqNcjFb6LypD535vfY8OxRwEfrh379Nd3DA0+jqTBxzMFqUCRMB17uHdKOVIP72UkkJyFVFU4Kbsj3+tDpNp4InuQDyztdXG1b9IrWbiO2k/pnlCRct60N9LSXmGfNzjLtLcgn8SfRt5QJiB7NpchlQdSmpHE8geM4UjSg8t57djOqbcTPwCB9PyJ9U1/wNi7h+QPGEf5A8a3nIw6PzAvk3Hm0pdHPjS4uaTuxU3GK+fuGBp8lsQBaCnwrUQByB8wuvsDxjkDum14CngNOVvVA3gOSWTIlbYSLbIRgAB+Ndw7pSJL11L7Ic2OK2JOC+smWlobxDMFyYS7GVnamYQcTh2CvNFlYhWSseYH3vMHjN8Dvqg32jVJnlsV57aLkIy6iFuQLL/ewO+dsb+DvEEXB1d44BenX38H0jo80WwlDHzDMu11/oAxBGi2THtdzGMuBh49rM/nczfsHhC5rQyZveZSpoeI0zUW8A/3Trmp2jdpbp5eU3UiGoQ6vjKkSnYAuBzZb3gCOXeTLFi04iz/XWCZ9mSkUdwCpF/PM8j5o03+gPFnpLrB8iSXajX78geMI4DFUe3FK51xgnRHrUT2H24G1iP7EaORA7bZLWKansVIGaRE+1VhYC6wwh8wfgFcBfTyB4zJSM8hN3JQ+HiAgw5Yna2ZR6oymgVn6ETgByTqbKtUEroc14H5A8ZvkTfyd5GU4QZk9tMArLNMuzHJ02OdD/zLHzBGAJ8jjePGIUuCIJlZ9wHnIW0NElU4iK1LV4IEtIiRtP57dycyU6pGkixOAw5CKlEX0miSJ0ycZpn2Ccj+zgNIcO6LHCB+AMn825suPdE967h+lZvm5G64+zgSCZL5siOPr6U6EZ0JdWwH07L81Rv4JRIcbrNMO+VZUNTzQZbdLnUy126Kur8H8kYbuc0LHIG04o5WHfnGuUYPpCJCxH/Hee0LkQO2RyPtD4pBvA9ou5C0+FVIywmQ/kV/SuWCdU3l+Vxu7IX8N51Dy+HmXDp9uHdKRbVvUm0eXkt1IjoT6tjei/o+DPwTeJN9ZyNJ+QPGOciS3nrgPH/AOBRJ/40V3Sb7f4lfamdI1PfnI5lv0YFlVIJhjKd4AlAiVcgS4T8s0w77A4YbmYGel8qTh1at3dn2o9otTEuH1yHI3lB7qqanahSpNyNUai8NQh3bI8ib9wrk0/nlSMvrdCtynoss6w1E9mj+hASk2NlUdOabm/gz6e0A/oAxDHnzm2eZdvSn46xXC82RdcA3gHOAF5AzM58A37ZMe54/YJyJnNdJue3E1WP/ZkBOz0RMR87wLHZ+3oLs79VG3ZZLxf4hQhUhXY7roJzZyg1I4LgHSeU+EgkOHqSETKp8yLLaBc7PZzp/FiJLOvF0I/4b8EfO16ecsZwdc/+iNMZVKEuQc1bjkarkv0MSJq4GzvYHjI3IsuQx6Vy0T8WWQaWuptVN4bLYJcxsWIQsZ1Yh/y8/Q5YPm5EDp9uQgJRLvx3unXJxtW/Syhy/jupENAh1XBOB7znfn45TVgbZUP8knQtZpr3GHzD+REsQihiLZK4No+1ZcwMS+Bb5A8YAJIj9zDLt1TGPuwfJ5JuazhjzqBbJLDvd+XNLzP31pF7doJWykuZSlyvcmLTqX/pWIRUP+tA6Pf6ImMc1IjPTXPZsWkkaRWyVAl2O68j+FvV9H2TZqBdSMXufem8piPfWOB95E34D+USdzBNI8BtDy7LdPs3inLElOvgZW/ImjMxK8mk5MqNMJOPkgtrGrnsam7uMiL29zNVYneElw8ib/iikSWAyZcjYZyIfGHLhZIrprJfqEDQIdVCWaW9HllsieiLnekZmeMlpwHW0foPyI7Xdvo18yk3mW8hM7CJkPwkg0Un6jXFua0TqlkW7C9mLyZfpyDmrLm09MBOba/tsiHx/VP9Pp14yavLMu068Z9UfT729H4RTauMeYyVwbBqPPwDZ88ukrUcN8nekOsljplT7JtVlcG21H9PacR2UUwZnOy2bwV8gmWiPWqa9px3X7YcEnTuRvaLfO3ddjpx/WY0sz8XTgATB3sgsajcwzjJtO+r6XZFZ3EVRz3sDaTlxovOaZUhyxBNIEMxKQ742LEBKHuVU9Y5hdlNzadOIntWHuKJSNBZtPmTRE59dXbezvvtocKWc7IAkjzQgNf5SMQ1Zyk3VNCQ1v9b52gTsRGbd0XYCRrVvUrwPGEolpDOhjusQWv//G4UEjNi9gHRtt0z7buSNKoAEum8435+IpIAn0gW4BNmbCCNLM7E9hnojHV/Dzp+fI3tRK5EKA5FU87eRw5b5CEBryVNvo+EHrDaMXq0DEMBhfT8/7E+n/vRoo2f1R/GfGdcCZI9neBrP6YJk/iUSfd9mZGY4GIgsI5YiaenRdgH3awBSmdCZUAfkDxilyMzn4Dh3/9My7Uuy/HplyEzoZ0jWWCOJu6GuRrKw/g783TLt6Jpx+APGzci+RCOw1jLtL/0BI3Lodg9y4LY7EphynfK7CFkaPJh9D90WxJsrrJn//OLCE9t+JCCzkzm0Pr+Vio1IVYzYmnjTkYOts5yfS+M8BuT/XQjZjzoCeKHaN+m7aY5BKUCz4zqqnsQPQHcj7QGybTzSPwZkue1pJAkhdgN/GbIMdzGyP3SKP2D4kWW1vwPllmm3Gp9znugR5M0vnc6s7RF5856IfNIvGmtqhqSTNFCBpON/Sno9mfojM6gFyGynH3LwuBIJPG0t15Uhs6/hSCr482m8tlKtaBDqYJw9laucHxuRw5+lyL7A/U57h2xbiNSni8x+vum8dqwwshx3CXL4tQzpnGoiM7cviVrucWZ0bxJ/LybSxXOAc3+2DrnWIbOAdGcPOffBuqM/nr12/IQ0n7aCzJoCumj9370WWd5ta4m+1nluOfLf8qpq36T5Gby+UoDuCXU4lmnX05IuvR6ZZbwGvGyZdk7Ks1imvZN9D7/G+wATKcnzFrK0Fumc+ikSyGr9ASN6QzvStC/SOynaXCSV+wiyW2VhNkXWyRWgsbmk6ZkFV/QCV7xSSMkMIzttGypo2fdp63GRvws3awBS7aUzoY7pc+frUKRqwj+RvZRc+gPShnoksheQbA/lFFoqJcxDsvZ6I3/fGvwBoy+STt4HSbDYjXyq/h8k62oj8nvlQrymewW1o7771lun3lXTFC5NJQjE6oI01st1f6JoQ4E7qn2THs3ja6pOSmdCHVPPmJ8vBi5xegLlhNMW4mvIvtPSNh4e3TvnaGTP53vITOmPyBLSbcA1SEBbjgSjKuTcy0NI2Z9c9MTJ1UHNjC3cPGZ5U7gkUXmktmxDyiOlqz3neZqQlHql2k2DUMcU77BhWnXMMrQA6fVzRgqP/Tjm59uRPZ7LkPYO0JL9NhkIAr9G2jqUIlW6v4tsnGcrhbMOWQIsKl8Z/OGx5414e2YKD21EZsGzkf8uIIdH001jX8S+adbpeKTaN6nogrnqmDQIdUyRigQrkSZ2K5EmdjnNt3eu/2tkhvIgrSszb6T1LKOGfQNRIkuAX8XcdhRwPRLwknVyTcdsJIgWnXH9Fg1o4yGLkfEfAkxAzjVNI73ZYrPznIHInh3IGalpCZ+xry+Bv6TxeKWS0iDUMW1BPhVXIEtj/0KWr3LOMu3FSIrva8gbYp0zhneQ+nVB56HbkerTsXbF/DwFaZVwcZzHfgU5s2KkOcxmJHV4hvP8uc64Tk7zOnnzycaxG5LcHUT+W8eOfyLy3yjRLCqMVFQIIcVLQ85z+iLJHtuQmVU67wOP6SxIZZMGoY5pD/BvWto4/AB42B8w8vUpvx45RX8scjD1VeA7lmn7cbLgkCoLnyP7QbcgiQ0vIhlzi5HZz7XIktsM4LgEr5VOttgWpDr3WiSr7iTkTfo45DxN0fa7OXu4/6iqsl3xlsgakQCUaOxlSCWLqcjZp6m07NnNQZII3MgS3GZa9oI8wAakUnp0cdplJK8t92yS+5RKmwahDshZFvsu8EOkcOi3kGy1/nl6/WbLtJ9HgsynyBtbpADn4cBzlmnXWKb9EdJ3x0AC0WXIm+ZDwGGWaT+FBIghtN90JLHhFBL3QCpaXUvrK/c0VcQrHfQ5qe1jnYIc+D0FCTYzaZ18cDKSJBId1A9BDqpGKnA3IDPYHQleY261b5K2alBZpUGo41qP7MvUIm+6o2hpKJcXTqHUicDvnOw5kMoKvwLwB4wDkU/jN8Y8tS5q/+oNJL38bqTaQqYOJL1ZU1FZu2vQ6uZwSSQINSH7NHPIrKLDic6f6AO5yf6tb3debzOEx0w6+O0d3cp2fxb7IBfN72YwFqWS0nNCHYw/YJyAzD4OtEx7qT9gDAU+sUy7ICX0LdOeF/Pz01E/fp/WPYXCSPD8N4A/YAxBSr80IZlz9yOVui/LYCjVFEn9t1Q1h11MXzNh7r+WnVtS09B9ILgirS+mk9+KDlFLoS621PZ2PXCa94i/LL50Wm1TeXjlDneXIVXrt1512N/8cH4eh6X2BxqEOp6bkH2gSFruX2lJ180af8CIfHIuiZrlpCu2+OUPgWejSgs9SOsupa86t52HLO99ghzGPIZ9z0bFipcZGKZl0/4Iiuyg6lvVZqJipfmqoRfX7LXjD//fw//KlYf9fW8NuXAYXC7uLuS4VOekVbQ7AH/AKEf2e45Hlt6eR5ZQRlqm/UUOXu+nSNHSEmChZdq3x9xf2VbPIn/A6I8kCEQ21N8BLrBMu84p3fMMrXsKRTyCZLRFWpWnk0ywAElOMJBMsP60lKJZhgS0okjRfnOFNfOVL84fHaYkUQuJj8nP2a9oNUD3UldjoGtpw4AyV2NjQ3OXrmUljfWlJU27e3Xd8c7KncN+Xe2bVJ/ncalOTGdCHUM90gjuJKQA6CfIuZwRSGHQbHsfqZS9DbD8AWOQZdrr/AHjUiQh4hB/wLjIMu1ZSa4RoCWA1ALfj1oyfJj4AQjgO0jJnkyqP0QX5IxNThiJZIjtoEAzonAY3lvtmfPFthG1H6w75oSo5bdYm8hPH6VYa4DNTeGy8Xsay1r+GzWxBjhge13PkaCzIZVdGoQ6hkFIKjRIVemfIa2v38/Fi1mmPSPqxykA/oDxdSQ9t6tz+1R/wPiRZdp/SnCZyExpNXC9ZdrRpX7eRFKn47WjgOwWLI12GBK095DnygnNYVf4hcUXv/teaOKpSCBcj3QjHQRsRWa2Zc5t45DMtXyqQz7glCBZcjVI3b8DkXT8LsBD1b5J2SiWqtReGoSKnD9gnIUUKK1ybnoWyTarzXWFhKgxnIvsPUVnWG0nef2xO5GZ0Mw41b1fcJ47HfgvJBkhX0Yhp/4/Qs455dzCTaMX/N/Cb+zZWtfbQn7nichsbDuSIt0vH+NoQzmSDPEBUqHiaOQsUYSf3PSqUvs5DUJFzClIegLSrmEOsmH/u7b2YzJ8rVLLtBN9yn0bSRj4QdRt/ZDup3ErKVumPSXOa3RFkipGIIkGi8ms+GZ7DXH+TKPtBm7t1qtie4+tdb1GIEE88npdKI7gE+v4BLev1/bdKhf0nFBxK0P2fsqQ/YyrLNNelKPX6pLoDic43YI0qos2I87Dk5kI3IpkxFlIFe2HaTkf9AmSpr043pNzIGdVx6N9uP6oELi65eO1cmQ3UoBWqazTIFTcGpHlkTlImZsxTqZc1lmmXdvG/c3An5BSLyDZW4+k+TJDaL2Edyuy0f1L5NDqEqRo6aH7PjUn2kr7zorBVesr235UUbu52jdpZaEHoTonXY4rfkuRdOb3nOKhBWOZ9lp/wDgOqYhws2XaW2HvmaKLgclO59d9OEuLsZUTAK50/hRCosSIrKprKu/Im/nvAE8WehCq89IgVNz6IGnSx1Mkzdgs016FLKPF+jNwNfBy7B1OABoHHElxldbpQdtdYtttWujEpLPMLKlB/o5k+6DrU9W+SXqYUOWMLscVKWd2cRPQyzLtOmc5rOj4A8ZVyAHRbiSu3NAbmQUV4++wLZcXf2P5mTOWbx/uafuRaVuFLNN+hOzNrUL+PU/N4mvMA/6TxesptQ+dCRUhf8AYCeywTPvnhR5LCiqQvZUNyJ5OK/6A0Rdp7b0L2Q8qR974S8nTnkwbhmfxWtOR80+RQ7p1byw/MxfnkWY5rxNvBncKUluwBtmDG96O15lR7ZuU0yCtlM6Eiow/YHRD3swSZqsVE8u0nwBOBf7HMu21cR6yFZkBVSOFSYcgZ1DeRd4o87FUlcgapLRQbKO9TB2F/E5TnT8lR/RbtOZ7Rz3+aYmraU1l2e4FY3p/Pm1kr+XBod2/TCWzMN7MsgYJQMmMQ6po727jcW3p087nK9UmrR1XZPwBowr4JvBYok3+YuAPGAcDB1im/UkKj3VFDtb6A0YP4C2kRfUfgf+mMGeFQKp3lyCVAgan+JzIcpeBBNSdzs89kNngoHhP2llfta05XNLUs3xnX4Avawau+vnM293gSvZBcCYycyxFAksJ6Z9tmo00ruuRxnMinqv2Tbo6g+cplTJdjis+u0n//E0hmMBx/oDxnbb2qyzTDjvJCSXIm+rfkb2GG5AyRKl4HXkzPti5Th/a38SvFJmJrST1IDSSlrp0TciS4jpkXyxhtl2Prrt6Rf/cr3LLwIrS2iX1zV17N4dLY197ITKDjG7nvQUp0Jrup8YJSHvzRJ1rk2nzA4ZS7aUzIZUX/oDxQ6TiwrAML9GAHGKdjewp9URqwdUCZ7RzeKnMLuqc1z6ZLLYJbw67wk99duW0Ub2XVwyuWnfAv1ecXr1g82GnAtk8W/QZ0soiXYOrfZPWZXEcSu1DZ0Iq5/wBox+ynLSVzINQF+ca42Ju/y5SjDT29nQkW6qagSy7DSUHjeZKXGHXdeOeOwUgHKZ5/oYjti3YfFi2D7dmkt7/tAYglQ+amKByxh8wJjjfjkKWvJ4DnqJ9bbyjvY1s0rcnAIHMqmIb9wWR/Z/DkGW2rrFPyrYwrm3VOw7MRUO7dBMU3if+wWKlsk6X41S7+APGcCQr7FKkOvUK5I17DLJ0dT4yi/Aheyip7r205W2kJcT9Wbrev4EzkaW2ZUiyRKJ+PzkTDrPtB+//2rWroSqb6esbkXNcVW09EMnIO6XaN2lhFl9fqYR0OU5lzMnk+xbw0yQPewbJIPs+0pivvRqBXyPtILI1o/oIOAdZejsBaSKY9wAEEMbVuKexItup0f2RWV0qy4m/1ACk8kmX41RSTlZbIneTPACBzILGIEEjG7Yglbf/QnZKAM0FIi22T0KWrg7LwnUzMm/DuIXN4dJc/Ls8Ccmu+5T4VSJ2Iokj6RalVapddCak4nLKBh2HtJq2EzxsWRqXjLyxbkYOr6a6PBTrXiQIZash3W5aVxUoSOvviCnLz8jVmakyWrc/n4Y0rXMhe3X3V/smfZyj11YqIZ0JqX34A4Yb2ZyejSxPJfIIcCHS2G48cAnwc2Q5qwkIxTx+B3I49V6ko2o6QWw+8Lxz3YsTPGYFUgEhHQVZdkvktuMerEv/KFBGJiKB6FXgWg1AqlA0MUG14g8Y5yAZbEOQopiHWKadrI13vGuUIGVjbODrSAp1BRLYbkdmWAuQJbWxyJ7MUKT8T7xDlbORoLUOWYI7BPAC5yKtBvo4z+9Net1K1yCHZYumRFI4TP2ds38UWr3TPSJPL/mTat8kX55eS6l96HKc2ssfMH6MZLGFkRnHd5MFIKdd9yikH9Asy7QnO3f1BPYgLR8akcBRhewLRc7AHO68FiTvJ7QNuMgy7XXODG0S8ACyh/EAcAwSvNK1E5mJ9aGIgpDLRdfbxj+4667Zt325cU+/ITl6mRXAtcAv0CrZqsA0CCkA/AHjIlpaODci9eveSPL4MuBfSFZZ5LYZSAaWBfwj6uGTkW6p6R7C/BJJ8V7vDxg/QjqwRtpk9yWzltPTkcOpA8nB4dNsqOqy54jLxrw89YF5385VEKpEzlf1ALrn6DWUSokGof2cP2CUAlcg3VKrkCWqm5Auqfus1foDxoVIAKhAMq6iGcisZgaS0BBZGrsQWX5Lxw+BhyzTrncqi39BSwBqj0FI/bePSVBstBiM67fouL4Vm9dtru2bizEOAu5CDhCvycH1lUqZ7gntx5z061uQZakyJHNtrmXaCVsb+APGUmRPBuLXJGsEDgK+Q9vp27GakOKmU4EnoipvW8DTznUBPkAOlQ5F9nTSSbCJJEz0QpbhshHYciIcJrxxT78500InNm+t61k+d93RRzaFy7L1wXEycEm1b1JspQil8kpnQvuZqHM/BlKU8xlgO1BqmXYqNcZ+gASKHsQvilkGPI7sOXwLWfZKVSmwwTLtx52xDkL2jt5CAs8mJAAOQNKqm5BP8t1oOeuTymt0Q5IdDGRWVJRcLlwDum2acMkhr7GrofKzTzeO3b27sSxbKeSvagBSxUBnQp2Ys9R2IJJZNhdYjwSIBiT77UPgynjLbgmu9wNkX6at+mZhYDQSMP7JvodK64lfi20NMNIy7VonWJ6I9ByKzphrpPWHpyBy3qUtkTfc2cj+VF/n9XpQ4LNBbQmHafrPylNnvvT5RZ4eXWq27mzokY36couBE6p9k3a2+UilckhnQp3bQcheTCUSeGqQAHI8cp5mY6oByLHa+dMbaaGQ6IyNC7jEMu1f+wPGRGSf6Crkzf7vwOns27WzDrjACUCDkBpzJ9G61lyYfYMQyOHX6CW5qUiGXhVyGHUHMmvrRusePeVIBYHo24qOy0WpeWDwoNqmiukHHbC66YF512cjoWK+BiBVDDQIdW4hWmYcXZDZ0CCg1jLt2IOkcTlnfnoB2yzTfsUfMF6nJaPqYeQcULzSPuOc4qZLkESH25FDpieybwDaBnzTMu2P/QFjJHKC/2okcLiB94BFSBC5hNbBrwE5dHkq0ipiBcmz3pqBOUhAPBQ5ZFv0ykqaDjzzoPd23/T+Pa0a57loDocpSVZaKZ7dwPXZG51SmdMg1LmVIDOHUuCPlmnfksE1DgKqo2ZM30ASGQ4FvoecM3km6vGR2crXga8hQbAJyb5bB9yKpH7/FJmRvQz8wjLtxf6A0QdZLvwB0p5hMjKTWwI8SfxOqouQwDYLSVQ4po3fZz6yDxS5VtzZ3LJtwz8ffsAqo6ykOWsN7DIVDrPjxaUXLwqs8kwIU0KPLju31jRU9Q5Twk3HPBbcVtcz/H8LLz8F4KvGlOkz1x538IbdA4YmueR1OgtSxUKDUOfWH0m/fpHE9d8ScmZBX0ZlqbmQvzNXIp+kb0JmLTYS8N5HDqRegcxkIrOwUuBO5/uPLdN+zR8wVju3fwQc4KR+34XsAX0JTEH2jupJ3Db7A2Sm1FbgiXYM8DlRAa2xubSxobmsrqK0rmrehnHzP1x/1PYP1h1zxJg+X8y4dfzDbXVcTVt9U9nyspKm7iWucKqtzavW7epX2bN8x8ah3deuv/mYR0dMDZ00bWzfJeV9KzeXbtjdv+Tcg9+ZafSsbjiy/4ITzh3xn21/W3LR7PdWS9CK8jDgq/ZNSmkWrFQ+aGLCfsAfMI4EVlmmvTWN5/QEdlmmvU8GldMp1Q2ch1QeeBYpvzMbCVCPk7gJXC1yjujsyLWdg69LkQoLs5FuqbOBV0h8luc54F3na7qmARMbm0uaZq09/uO3q09r2LSn3yAINzc0d43Klgtv+43njtq+lVv3jqG2sXx3eWldN1e6C2CRK4ZpfmDedQsWbxk95tbxD845sMeawV1LG9rK0FsUDlOLkxrvcrU6YJowMaM57Npwy9S7y3bW9+gDPFXtm3RtZqNWKnc0CKmU+ANGb2C7ZdrN/oBxkGXaK53bhwGXI/tEI4DLUrzkG8A3LNPe6Q8YJyMJD6ss0w77A0YXZEkvgMyE+tK6anYdcAZSfDPV1OyI3UDdqh1Dt/5q9m09wpTEW+Lb64pDX5pzqnvGCaGaIdXT10xY5V818bB+lVvse066+7jSkuaUzyeFw+xYtGX0/OcXXWps3NN/71JZ/8pNX/o8v2qrMsJMZMkx1nYkASOh1TuHzLhz1o+mhSn5WbVvUnOq41UqXzQIqXbxB4wRZLDUh6SLz7dM++w417wa6UE0Egkys5HkhTXIIdiXkTNIafX9aWouaV62bcTSJVtGbf53tTWo9bmYoOwAACAASURBVKwnvr4Vmz+obaqo2NVQ1aqF+HeOfHr+sQM/Oaqt54fD7Hxn5WnzJ9vnHFvXVLHPwVgXzeE/nfrTT7t33XVkG5eaigTi2DI7i5H9uUROsUx7WlvjVKpQdE9Ipc0fMEqcGVE34L52XOqJONc+D6niHf138zTn63JkxvSHTF7sqQVXBj9Yd2xa6c2ba/seH/XjEuSQ7AeBVSeXVJTVTj34gJV9K8tqR7tc+xZBbWgurb579q2EaoYmPMfUtbR+T1WXXUYKQzkFyeo7hNbntLY4X3chKemPI1mQ3wFKNACpYqdBSKXNCUC9kcSA6NnETmQJ7UwSFyvdjmTK/T76Mf6AcSVwNDLbSfT3coTzJy1Lt4xc/Nin1+ypaahqb3WE7cib/sQlW0ez5KPRAJS6mpp6lm9f169iy9aBVRtqBlet39OrfHv4L4svPXp3Y7ekB2Hrmiq6vR86adppw2akkgBxgvP6DyIHeCuAl4D/RQLTuqhl0j/T+oyVUkVJg5DK1OFIAIp8En8KaTo3GgkmByZ43q1IZtqLwOtOxt35SAr275w/WfP51hFLfvPh94aCKxtVEZqQShOtbwyXlm6p7TNoS22fQZ9vSz/O9ey6I9U18XXAjZZpvxK5wR8whiKB/xDgX/6AUQs86syANAtOFT0NQioup+RPM7L38imSJr0MmIf8vZmBHBCdYZl2oz9gnI6c77kAqe0WEV3N4APgBiR4HWaZ9g4nCP0HOBtJIY59Trv8dfF/bQbXmGxcKxeG9QgtP2rAgjG0LKclUgN4LNNeBnubD56KZBJG9pq+6nx9Zp9nK1WkNAipuCzTbnJSsb1ItYMXnbsiteN6ItUKrnFK8xyEnPuJ9i5yuPVBpK338ci+ytGWaa9xXicM7PEHjJXABiRhoRnpSdQuq3YMXR6qGXJ4e6/jmIakpWfV0Kq1W0tc4RFIcdZEQagBOfxr+wPGIcDPSN4IcHF2R6lU7mh2nErIHzBOQ1KaDwT+jHziXoe0fBib4GlhpGhpTyRd+2Jks3w7chj1Qcu062Nex0IOp25Cqh5kzcLNoxf+4aPvuMGVNJW5DZEqEFnvwFrmamg433h7zlnD/V1ft8/eNKbPFzsO7fP5mS7X3tJGO4FLna9303YX2bnABMu0NR1bdQgahFRczlmdJmRZ7F6kZlukckEjElT6OF9nO487CilU+k5UlYXBSHbbvyzT3h11/QG0VHQYi+wL5cQfPrph2sLNY04AukJGx0zrkRnasOyOrEWpq3FnU7isB8Dh/Ra9+v2jnmB7/QEv9anYthS4Gfnvmsx64H7AD8xLsS2HUgWnQUi1yQlIHiQ1uhQJKluRINLdMu1lzt5Ol9hZThvX/B2S8RUpJpoTK3e4l5eX1nUtcTWXfLDu2BWT7XNGNIdL080cq0bSs3OpAQl4mwAmHfzOp18b9UaqwXk3MlNdD3zfMu2/52aISmWXBiHVpqhGeADdknVeTfO6X0XSuU9CCpbm3NTQVz54btFlx7f9yH2sgpbSObnWpaR+2d0n3du9X+WWTNp7NyPLp+8iLbxnpdmyQ6m80cQElZQ/YLhi3sAyDkD+gNEVafvQjCzpnY5k2Z0BvOl8/0sS151LVcLsuq4lDaUQ3g2udNt6H4gsTy5AZm7DiN/CIivOG/HO+n6VWzI911SCnB36X+fnf/oDxqW6T6SKUVbSYJVqiz9glCNBpxJp+T0IKVg6DZiENLu7nMwC0Hbn60YkPTluoGxsLm18asFVx2YQgCJKkfNRzUiq+jTkcG3WZhmlrsZVQ6rWzjR6rshG99SIi4F7/AEjWQq4UgWhMyGVVDaWcZzlvKGWab/pDxiVwIXIQcoPkISHJ4Efk9m+0HzgX8ih2R5In6K4QWZnfdU2oF8GrxFrOK33h6aSvJFeSlw0b7zPc0e33hU74hUrbS8vctD26hxcW6mM6UxI5Zxl2mHLtJc7PzYj7bZnI+0bjkSy4w7K4NINyOHXhUjwuYcEAQigd8WOfqWuxpUZvE5bJiCVrtslTEn/KSvOWpSF8cTzf8APc3RtpTKmiQkqb5wZ0b3Ip/LRyLmbJcBrSPp3LVLyJ1WPAv9Ayta0ZVNz2NX3hnd/v7IxXDY8nXGnaDvSLM+FBMK0KnxHuGheV1lWu/H0g94PXWi8VYUc8G1GAvYOWj44liHJHKkssT0C3Jxq5qJS+aQzof2cP2B0cUr05EN34Cwk6DRbpr0QOR80BpnJtNXOINY053lteQbY0xwuaWoMl/ZK8zVS1RMpKnoUknSRkTAlg3Y3djviNfscq6ah21FIoN6NBOdTkFR5D/AVJIDvInErjdXAtyzTvlEDkCpWGoT2c5ZpN1im3ZTJc/0B49CY9O221CAHL33O2aJugAlchBxaTfXv41akYOqHwPg490fPjOYgyQTDykqays4e7v8sjfFmogwopx2BCKDU1bx+d0O3nUgyRKJ9rIXAYMu0RyJN72qc22citfgOskz76egnpPn/S6mc0yCk0uYPGFX+gOFB0qpTSm5x3vwuB94Hvh7VPXUyMnv4WgqXqQOuRc4VLUQy1OKV4/kAOfQJEoT2ngu6ZNRrHgjXxHlONm0kw6QfV5iNJYRX3XPS3WUDum1KVsJoKfBjy7R3AlimPQsJyCcC51im/XaCpJJhGohUMdHsOJUWp6jpP5DN+GtTKQ/jPOdhpAYaSJvwBidT7n3iNLeLox5ZyrsOyaZLZieStDAbqeq9l8sF3bvsWlbT0L3NrqgZ2kQblRXKS+uWDD9g1YalW0dNhHADUBYpJ3TDjorS8tLabf27bd7n8G64qbTRVdpUhlSuuNsy7a3R91umvbStwVmmvSqN30WpnNMgpNJ1I1JE8wPkbE9S/oAxEsnMOtm5aSXS0A7LtPc4teUeRDbZ4y2tRfwbWX57McljIjYjCQKfAPs0izvn4Hf3vGafs6SuqTzbLR7CwCLgmAR31/St2LroqyOnlEwY/KGnsbm0vsQVLqn+wgpO/uLC8IAmV9duYb7iaqwo37N5+LLKvtUjm5vK6tfNvWZW456ertrt7l6jLrjlM1dJ2Ku14VRnodlxKi3+gDEN2Rg/xzLtt5I8rgz4OZI4EJ34cIZl2u86S0KlwMdAL2QTPdH5mOnIgctnkb2OtiwHrke6jvaJ94ClW0Yu/s2H3892vbrI7GsuMs5WGXITBs+d+s3D/zKxxBVutRzWuKfnpmWv/7ZvdHHVkq41nw4e/3zztuUnb9+17vATwNWE1Nq788bHTP1HqzoNnQmplPkDxlhgFlL1YHmSx/UA7kPO8ER7wTLtd0HODvkDxn1IqnZXEleoDgK/QZbzUglAIEHtVKTtRNwgtHDz6LVkv2hqpNDrQT885oHZj3x67cd7/p+9M4+Pq676//vOkn3p3nSfNl2SLpC2lO4tSWQNuP5QVEQeQayAivqo4RExqPhERFG0WnF5EJBHHkFZDKCQhHSD0oV0Tbe0Q9u00zX7Mtu9vz/OnWYymT0zpct9v159NZm5c+9NMvM933PO55zjSb91xtCGuitG1mfMH7VpvoLWLx9jSW8dZrv6hwfMKZ0ZRzfcubf71JRlqivrsqb1KzQ/w3TPPatKfpPg+zUw+MAxhAkGsWBF5NT3lpY07g12gO4BbaS/AVKBn/odNxpRyq0mfNubm5Ecy/+L4T6/gwgYQo4K/9jkqszffejrh35V/O0dc0bU15sVz4DUbH3RhppNzHpk6feHj8p0/OQrs3+/aNnYt+elmt1poQZJpA0+PMmaeSZv3LLH5qN49LxNn6ONUd0GFyWGETKIhWNAJRJCC8VdiHcTSEVpSWM9nB3j8EvgGUSY4C8R34Dkm0CM2Wkiz9IJ5F/AQUTaHOxemxSF+RaTd3yGtWfmly778+DslI7mIMfFiZL5cuN1JzOsPdf+aPGP51hNnhf8ntQQD60fqsfqPLz6vg1olvH6Q25EBbcOqI3myitX1CgrV9QM1/+3+j2W8IF8BgaJwAjHGURNaUnjcWReTVD00dO/CnjYg9St/MjvsWuRVj0PAr+g7/twB5Lc3w/cCdyNFIEGohG6i7UNaSx6B5KTej7g+dGIkZqon0hrceYOD3IJL+DsbXiqeUEx+z9vUbyHv3TZky2zhu+acbxzeJPV5LHmpLYNSjM7fYKIEiR8+U9k4NwUZIz5o4gQ4+yohpYDy97rPjV1GWLsPwVsB0z3rCo5E+LnDMbPgfv0c7SuXFHTgcxC+jkSSjUwOK8wjJBBIvEi4bXlSJeCSfq/X/pNWrUgCrsHgf+g/zhvpbSk8ed6FwcbsngGoxrpyu3PQf01o5Cmoh9HpORfBb6CGIAmRKE30/ciq8lrG55++ujJ7qGj/e3a8PRTG++Y+czg2sNLHfta8jOWj13n+sf+GxfPHrGt7rbCv85Kszg1k6IOt5i8NoCx2cdsQe7zXcTQ7kQMeBfQUVrSeFN1Tf4gJIf0S2CCNfPUduApZNT5kXtWlZwdvbByRU0qoNyzqqQnxO+DlStqfgHcq387Sv8HYuyWrlxRM+WeVSXtoV5vYPBBYKjjDBKCXvMzHxgKfBQpIr0ReKa0pPE2v+MWIx7Ku0jvt0AeLi1pfEA/9uPACwHPb0Ek0M/TP0/0MrKAb0N6uVUg/ei+hxSQ/h0xXOsJkG5rGs7KjffZ97dM8gslat0/XvyjMyMzT47Rj+Fk97AmvyJSN9LFezT9jamPtYj8vAMpts1DesD9DHiytKTxpG6Yi4ETpSWNWwGOlK9RxlYujfrDuXJFzXRkFtMnwxz2W+Dr96wqcUZ7XgODZGMYIYOY0VVyNwEzS0sab9Xn1KwhePPRZaUljWv01ymI1LoA+AHBw2l7gOmlJY1qdU1+LuI9pPo9/zTwOUSd9xriVflzuLSkcbx+vQxk/PgJ/fs7kHY/uxD5dJ+QXktPzuY/vvOdTrNrkLId71KAb1/xeMO0IfsjqejWAPmIMfJHQ/I5M5Dw4hz6ytVPA6fQqJ9c+5vdZk9GO1CKeHDa2MqlTt1A5ZaWNJ4OdwMrV9Q8hHiXodCQkRdZyFC+XwMvGZ6RwQeNEY4zCItuOIb7LeTXAn9FZNC+8QUPENwAbULqZvypQ7oYKMBfEHHMp/2en4Yski3IsDt/A+RGFm6QMN9+JMnvPwL7IV0i/m0k3Deiuib/F8BPSksa/1hdk98A3K/f/2AkXwPAoLS2ud8v+Efd6G33LHuA7roONGXJ1nvTnFOf39g5vH6KN6UjVPPTpfrP5dV/nlFITuYA4h1a6J/X2oLky7ypbRPyzJ6MT/k9Zwfe2/zkl5yMZwwwo7omv7y0pPFx/xOsXFGjICMwCpCQYzgUpEefj/mAfeWKmk8DG4zaI4MPCsMIGURiPNKr7dnqmvxyxIPxKa3eqq7JvxKRWgfjRwGV/ZlI89EFyE78MDIDKJBRiBGaFfD4Wnqnp34B8Sw2IEPyQAbbPYkssA/4ve5bwL3VNfkvIN7TI4hncA2yMBegfxa6hjQMVlB4mAwZUucGdt5J1+CG1a2j16W3jV47DwVcHcM2WNJbRprMHpt+jeWIQTyOhOZ8/4LhBsYCIwA86afrVZPLZVJTfFNlRwLXZR+/YnXL2NoCTN73gF/q02kf3f1/vx+MhDu/iogQ4sWGqO6+RnStkwwMEo5hhAyCUl2Tn4MYi/8DPlxdk/8u/Xfz1yC90lLpzyrEQJyltKSxQ/esHgJeQVRiwd6Do4EG+no47yKS7YcR7+r3iLFq8Dvm76Uljd7qmvxgBarpSKfuWxHxxAxELHAE8Vq6gI+o1q5BLWPqNg5qWj7vxNS/rkk5MyVj0Km5czOaC5dlNBcybP/HN+5b+EBa14mCHtWdfjhrdP2+lOyTPuOhEt0cITNiMEcAaCZPCmhnRQgaWguKt03xppi8hxfUnWkfljtsxksoCo90npi8BGnImhf81DGTpqE9etPXX+/cnup9zl5ZlsB6KQODyBhGyKAf1TX5DyP1PkORZqCjCS6TvoL+kmyQup53S0saHdU1+Yp/N2f967/oIbJgxgtEcFCNFLfegCzWZnoLNhcgC/5n6W1QqgLP6l8/pP/v65jgMxI+MvWfzV+c0AL8FUWbfXz6/0zzWtvfah2zeuj7e+efWKxqJ0E7tbbdm5FrybEce/EXs3yppKzR9U309XhOIcZ3foifDcSgLuj9VsGkpqYBqCb3wUPzHva6sprGaSb3+GPrv1zf0TSnqNMxfU1q7hFP68GlI5FQYsJosHq3bE/1PgN8xVZetRvJcX0c8SqfB7BXlhnhOoOkYBSrGgRjEVLoqQCHELVbKALb7bQDL/s6OgcbJ1Bdkz8TCQEFowlYXF2TPx7xcv6tPz4XGd2w2+8er0aalO4A/lJa0ugr6NyI5GiykJBfIBMRz8efQYhB24tC56mpz09RrV1TXK607H+3ebL+3ead5kxp29s6ZGdKSs6xQxLNU09bs04GhtyGIR5aW4ifb4d+/bOoJlf2+/MfWuvKOLa1ZVz1EWeufbJmdqeiQMbw3W0APWcmLW09uDQHlNmIB1mHeHBBC19Dccqkrq9Od73TqWhbAI6a1TWvZ7h9PfvmA59HxBs3IF7wAQYW8jMwCIvhCRn0Qe9qPcHvoZn41dQE4d2A79uRaZ/h6NfZWmetfu1ZwG9KSxpvrK7J/woyc+iHiLz6U0gtzBeR7g15iATa/708FcnRgGy0jiLGwecR7aV/x26PfuxNSGGpGVCHX/685diGO45pqnXSoPy69OEzX54BsOeFX3dr3pTsnjPS7TrgXKMRVRxI/mwMYpje9ruvXkzecT25B48cXHL/2cmymqpoztZxB1sOXKUhG4EOUObqT4/X/4EYo6hDc3utXnVLqnfRUbO6v9BtWV2b7g71t/Bho39uzsAgYRhGyCCQzxC6mWgwOpGal/uQhftvpSWNkfIKwUY2vI/kenwjH8qqa/I/V1rS+DTwfHVN/ovAHaUljduqa/LfQYzQEKRAdY5PvafjH66y68edRLwiC+LGvIsIBDIQldwppKZoOJJzUYBdOeM2K5a0tiMma2dPau7RJQCaajqGouWCktJ+ZO6xIEbIQq+x2YsYVjtijE7q1wjk7PjtnpYx9sN132zxOjPHg2lSkGP9mYV4XTkRjgNgodNyxfZUr8Nh0SY7LO7A+w7Ff9jKq6YAd9oryyLOLDIwiAXDCBkEshKRMA/Vv78ZyXHMQoo/A3NDHwXKkRqV6YRp6+PHe8Dt+tcKopi7C8lB+PNlpC4I3bD9Tu+k4J/jGUOvWs+H/+TU6Uh4bhJ98jD9mAygaTQqCiMQr2wusPXkjo4zPc2pnvzrzaO7TqUdaTn4kTOaJ2UZgLtrsBrmnCDhrB7EWwtHOshYB/sb37OgmaMdujcEMaZnR51raJqiNz/V0DxAj4KSpaH1AB3dihZsGm0kliAyfMMIGSQUo1jVoA/VNflfpFeuuxMxPilIDucHBBcTfLG0pPEPMV7nSuBNxCN5DjF+gcZEBTJKSxqdfq+7BckD7fI7rqy0pPFV/XkzMktoZcC56hBZdH6w+1E15WRTx6i9L+y7MfNrs5+Y2eVJW9/uyraOzDhZcOitUVub9w66SqagKtahhc11gyePoNW+IGfU/D/1mMyeoUh+Zjb9PZJ1iMQ9LJrG+z2dQ7sOv/GgV3VnhAt/Bn89mleFzS6FtOp0t3uCx9ThAWVzqmeSFyyLnJY9Vg3eSHfP7jFF5zUFoRq42hApGCQSwxMyOEt1Tf5CwH9mzS+RnMDrSJ4lFGPjuNwR4JvIwr2K/iIZN2KgXAGPb0BEBU/S603NAV6trsmfgtQQfQapQ/LvyLAcMQg+I+QGrKqmHH/o7W93HekYPRGU4anmnq53jl2xbk3TwhF7mqcUPl78ne1jFx/PGpzftt1kVa0HXh/nbd6fM2Lk7F3a6IXbJioK6UA38vupo3/OR9X/HUFEFy7EqzjbOaHHk7L7Z5vvMR1qmTjpK+60pmg/lBpa22GLWj/OY5p33KxtfjnDOanNRJ6mYGpI8fY59vUMdyIk3aX6va9JwLkMDABDHWfQlyvo3Zj8A/gjsqgODfkKYZ5e/xMW/2NKSxqPIuq1L9P/ffgKsLC0pHFJoLqutKTxYGlJ4/HSksb/QAQK+5EdOkhRaiay4AdTpxUg4oAtwMF9zRNf//768p4jHWMm+uyV05uW8Ycdty3f0zylELT2v+398ClzimrLGd85K2tUd8GgSW2nVbe5sO1IVoeisBfxgHxdFwJ/TyoSGjyEGOqFyO/zPa+mnO1o/eahq04daJ041aOQWpXhan0z3fWOhqZqaNphs3d1u6JtDvxBVDTHPzJd9jfT3RP+luk68HS2c0mrmdGakrTPtAsxsitt5VXZSbqGwSWI4QkZAKAXePqkuKuB/ygtaVSBJ6tr8muR0FxmiJePiOL8OYiy7ff691lIY9F+hwI3+4fgwvAK8BgiLgCpafkFIt0OlvcYihgCAMZlH1W/eNlTR+pPzDr8ur10rtObmu5/cIrJfeyWaS/O951f9eJp3ps7HqD9cGb3sMKWK4F9iGzc13XBN6QvFTGy1wfehKYx+6X9N7yz9eTMg4VD9jrePLTcJ8Zgb4o6Gw16FDYfNaujWs3asiKnecPV3b1psJMmdf1fsp1FbkVUcafN5yQ6dgIxoO1IHdY3zsVFDS5+DCNk4KMbSaI/BqwMKDB9v7om/0n6Nwv1MRzxBgJrb/zx1fT4qERUaf6cAG4JyAEtQWpXKktLGhsDjj+MzBs6UF2TvwjJXfmac0Yk1ew8OT67aem4rKZWTVO2VB28er5Xs5z9TLjUlKmPbPzq2gcWPLrEpGgooIxdcvyk163sGTajuVQ/bAoirPCF+goiXbex1ba+6uC1SwHECwtAgYYUr0+OzfYU7+wPdWtOBSX1gMVb90Kma3nISUrJYyuyEfEZVwODhGAIEwyiorom/2akeDEY/wA+V1rSGLQ+SJ+bswPJJ7QiM4JuD3Lo26UljYv8XrcC2XWPQMYg3Fpa0hg4oM537HAkZPQdRN0XifcQ0cVZo3Osc8Tbb76/3PTWkaV9uh18fPIr68smvbHI76GtiOw6l968k4coN3Ubjs2pe2L77f3rhcLwhbbUt7NVZcgvc3umfQAGaA1SK+a/afiivbIsJjGKgUEwjJyQQUSqa/LvQryRYPwR6VYdLnw2GBECHNKP+0yI487OF6quyf81IozwhfpSgaera/KvCfbC0pLGk6Ulja2IyKE62DF+qIj31sdojMo8sfDWwr8VfWLKy2skoiaYTd7AZf9yxJg6kJyUGniuRHPcrLpaTNoJpTfcd654B+kSHui1Pm4rr4rJkBoYBMPwhAzCUl2Tvxx4S//WBbyK5FVOAT9GvJeDEc6RA1xWWtK4tromfzYiDAjEC4zSh7zNREZbB+P10pLGfnmWgOuNROpmgqn2jiGFowuDPHeWox156986stj03vFZ2d+44jc5ozJPhCrgdSIL9Rj0WqNw9HhSd9+/9nvD21w5kcQefek7zLwJMeq2mM4RO53I7yvUz+UGPmKvLHstyfdhcBFjGCGDsFTX5K9C6m5AkvCzkOVwdGlJ44EYzjOztKRxR3VN/m3An4Mc8lxpSeMt+rH3ErwxKsiiP1L3esJd72p6+86BJNTfQ3I2vi4Gvr5yiwiBptGgKBQQfACfP2sR4UMWAR0n9jZPWr23ebLpSPvojK0nZ053qSlpEc4VDXuQ2UvJJKoaJ6TnXA7SrqjaXlnWlNS7MrioMMJxBtHiQBRzTsAZiwECKC1p3OH7MsQh/kWwd4Q5VSrRtRXajBTd2vXv30V61o1Auid0I6q3kAYIQFEopP9gvmAsQQzcOMRYvwNwomvYO09s+3zBP/bfuGTj8TlzEmSAQAxQXYLOFYwdRGeAAG6zV5a9ifToM0QLBjFhGCGDSNyDLNQLS0sa10HwztjRoI+qvjrE0/793raGOMZH0K4H/pSWNJ4pLWn8EmJwvovUDvnyVqORMFO0rXHckQ8BQNE0NGBKtycld1/zxFfvX/u9Bc3OwREl7HEymtDduuOhHfEST9B3DHkk7rCVV81H2iO1BD5pK68y1hmDkBgSbYOwlJY0epECz0TwF6SbdDCyqmvyR+iNSB9DRn4HzgECyUm9Gu0FdYP54+qa/CuAT+oPdxIwTiEChYhHZQt1gKbR1ebK3p1p7RpWvvrBtGbn4ELQCiNH8QaEC6hH+vmlRzg2GrYgIgSIbWZRGlAFbNPv5xsAtvIqBfkFWOjf+cLAADA8IYNzS7jd9Y1Ih2lKSxq30rd9kD+TgW9H06HBn9KSxk309sTLRBbGYAKJYLiRRqH+nO2Lo2m0PtNw8/Zv1D0853vr7zf3ej5J11KfQsY4eCMdGCVXIgpGE8E3AOEYChQDXlt51R9s5VUf1x+32CvLDANkEBLDCBmcS46EeNwNnAgI8+0PcexU4EdI94VYqfH7ejSSv9iKqM2aQ7xGQ8ZM5CCybBBjafdqSt2p7sHvfqX2J2ZfbdGJrhGBQ+4SjW+ceT3igUwlcXmYdCSvMxC+ieT0XgD+0zBABpEwjJDBuSSUKGEj/d+LN4U5z/eR3EXUVNfkZyA7fX+mIjU/Y5Bi02BjCo4gHtwhxIPyzQPKN6HNPdw+tltBizTOYSDY6TsdVkVqhYoIP0I8XobRa2zjwd/9e8RWXrVigPdjcJFjGCGDc0mwYW4Az+q5J3/Che6mABOqa/Jt0Vy0uibfXFrS2IXkpEIV1Q4nSFIdUbtdiUwyteD3MygKWbNHbF8+JK35dDT3EQf1iJrP15NuLzCD0JNpE8FUxOh1RDowSu6zlVfFGtozuIQwjJDBOUHP4QRLdnuAfwV5/AthTncrMmfIHs21fQautKSxAem0HYqeaM7nz9/3la0L2v9t4BxH5itlIGKOZYQfp5FIZiIS7UTQZoTkDMJhGCGDc0Uq3oG7pAAAIABJREFUwQfifbW0pDFY/ucoofM0EP8iGdRrqX5/aW1TR15Mn4cj7aPWv3rw6rB1RnHQjtQ4dSFezwdFNF3Mo2GerbzqugSdy+AixDBCBueKCUEeU5HxC/3QvZc7CV2jE7btTjBs5VXKzzd/eWnDmSmrATSNzh2nClb/fPOXdzy75+biJ7Z9fmzDmSmrd5wqqNO0yLVBb7x/lVXDlEgJnK+WaS6xSciTwVASp7qL2M7I4NLFMEIGSae6Jn8UEJig3ovM/ukO9brSksa/I10IXkdCZS3A04jy6m9x3ErOztOFd2w4Njfdq5qOPbXrlp2Pbbl72c7ThTNBxio8uukryx7bcvfyfx64dkOHO2ObVzM5Wp3ZQaXc19pq3KnmnnDjK2LFhQgDzgdm0qvEGyi/tJVXJWKyq8FFiFGsapBUqmvyhwEvI1Nb/TmK7PrDVubr7YGur67JNwOm0pJGd3VNfmqUQ+8A0BfAJcAtgHVN06J5647OV1XNFKpwlhcbb1jyYuMNmBWvx6uZ85aOeXvjtbYaz6jME2c9sONdI7qc3tSMUOeIg0kEHxH+QZGOtGsaqAExIWMvHAO+I4OLDqOBqUFSqa7J/zehW/UAfEL3eJKCrbzqVmSaawJ6tmmUz/vFmpPdw9R1TfMz9zRP9mqYEi2TbkVyYaOJvWA00awmcUq8efbKsk0JOpfBRYThCRkkDb1X3JwIh90MJMUI2cqrBiGdFxLUNFShcuPXL0MmjM4lOS0RcoFsJBQ2jXP/GW1G2u+YgQUJPG8xMl7DwKAPhhEySCaDkQR3OJJVYwNS05Od4HPuJULn7QSwEymgPdefz/eQ31cywoGJUtsZXGQYRsggMhW5CmCmotUT4ysjLTw7iG4Ud8zozTOXJOHUiRQihGIw/XvVJRsPYviS0fH7beB3STivwUWAoY4zCE9F7jCkbqWaitw/U5EbS8HklDDP7QE+WlrS2D6g+wuCboC+Afwp0ecmYaG9kLQhfereR4bKbUjy9XyohFEqDpBme2WZ4QkZBMUwQgbhqWg9BcyjonU54rnEEj47ikwc9QLPIbLf8UgPuTmlJY2NCb5bH/cCjybp3DF3VYiRdqShqhUZKnclopjbT+iR5/FQr593rX7u3YgQIqZhhVGy2FZelZOE8xpcBBjqOANfuG0asIeK1tBviIrcW6lofSaWU+vtekyBveGqa/LvAv5QWtKY8OaftvKquxh4+KcFER5sRTyTIqSVzlA+uDD2WhITYnQgIb9gHSw2IbVKtgRcx4cb+XuU2yvLOhN4XoOLAMMIXepU5KYCTyED334N/BUJo+UAf6aidSAdlUNSXZNvKS1pjDXHFBW28qo7gD8M4BTNSMdsDVmoOxEPpQORUI8FRg7wNuPBhXijkRSH4ViH5H5sYY5pR4zvlSRWJv41e2XZ4wk8n8FFgGGELiYqcgdT0Rqu3xpU5OYixYetSP3OAuDuEEcfAn4JPHbWQ6rIvRLYQUXruUjQ98NWXjUSOGmvLAvpQdnKq2oQSXA8eJFhd/MCHnfoz41BcmRz4zz/QDmEhDTR7yeWMdzbgekxvmYdEhYcKG4g315ZdjjikQaXFIY67uLiYSpyn6Oita7fMxW5OcCDyOLsv5NuCnO+8cDPgMupyH1Ff+0XgSepyP1WsrykCFiQRTSoEbKVVxUCVw3g/GsJLlH27xpgQnJDsYoUNGRRH0hILRdRm+UhirZuZEOxNNyL9OsuJPY8cMiuEjGy3zBABsEwPKGLiYrctchC8y9gDSIiUJEQzscJPsagheAjFiLxPnAdFa2747vZ5GArr7qG4KMhoiVaL2cXImeOpddbHSK9nhXHfQXShYx5APHcLiP0pvIQYrxy47jOdhJzvz3AUHtl2QfiQRucvxjquIuFityRyKRNE3A98GMkGfx7pAHoJ5HEeiCxhGb8mQB8Qxc1nBfYyqvmMDBZdhOymEfDdKQOKlqF3y7EA0qUJN1ngDQkf9cW5thhiNcUD7OA9XG+1p80Qod9DS5hDCN08fBlQu+EcxGjMQJJbvtwILvoeBaorcDthB7ZfU6xlVdNAGqQnE287Eek0dEyBglZrke6HITChSzCZkKPpogXBRmVEGw0OYjR20bkzhXhiPn9YdXotmr9CnsfsZVXGWMdDPpg5IQuBipyb0E8HZXwGwuFvmqnA8TeosWBLNZXIrmIRI2BHijfI75wk49DxDGjCDFavjY+J4Bj9I4Jn414LO+SnO4NPtyEHoC3hYG14dlCjE1M5/dY1i/psUxRwNpq0rZ7wbs9xat4FE0Z6jWVIO8fAwPAyAldHFTkbiZ22a6G5HVsMbymDgnP+FrK7KWidVqM100ofk1KPx3DyzqBk8jP3oJ4EW4SbyjWIx6I/+8oUbU+gdcJ1s/OhYQBiwZw7jpk4+JFlJTr6Gt4+3F3a9p7mZoyO8TTx4Bx96wqSdTAPIMLHMMTOk/Jq63PQnb2echAuGcRpZIHeMFRXCQf4orcaUijzlhZS2RFlT/bkIXHP1x1Puxgfk30BqgT6QyQinRvOIDMzHGSnNB0sIU6lrZH0RIsxHcYyXG5gjwXCz4vSkU8mOWI1xiSE2a1baInZKpxlWGADPwxjNB5SF5tfQ5iJAqQReRtpPhyEprWvmv9h1Opa2tBchJfB8bFcZlYBAUtSAFrYL6kIo7rJppQYahA2oCD9FW+TdL/T5QMORIqAwsZhiLwc7we8b4WIO+dRGCi14COJ4SKMEPltM1jClVX5EVGmBsYnMUwQucZebX1CvBPJOzlRozRtb7nB3vaDgz2tD2VgEvFMuJgEOJBFAQ8HnTs9bnCVl41i+hDTXvoX4B6rjEh3smkSAfGyGJEku8TH/h7YAuRENoUEtshO1Cafhp4f4hq6jpm1rQTZq+23+odfFNnijkVZTpifN4DLlu5oibtnlUlye7BZ3CBYKjjzj/SEfkvyIf2cgA0rXNCd9OGFNXtsaeNDldgGi2x1LeE4q9U5DZSkft/CThXTNjKq0xIKC5aBifrXmLkWJLOm4F4GtODPLcY+awnMgxmD/h+KJB2xKIu+Uu2c+kbGe5lB63qrOczXXjQNiAhvJuArxG+u7rBJYbhCZ1/TEE+0O8iifMRAGbUtvXv3nqlGTVRdTmHiE3OXED/pLov+dyQoHuKhVvoq9qqQ353o0McP5nEjquOl4Ukvu2PG/Fsw+WbhiE//1IkrxiLFD2QYKpKJ0HWk1MWVbOgBI5AX0xiO4IbXMAYntD5h6/uZDR+4ZM0r7MlgQYIpEFnrEwneFFkzQDvJR4+6/f1AaRQdz8ioDgEnEJCRE3AGcRIfdDjBM4ghjyRBqgR8ZijETwsQ0KoLQzMI0tB5hxtRXJOGrAP/0JcDcZ6TLsnucxdbrTAWUKVK1fUJKILg8FFgOEJnUfk1dbPRsJvHUinZgCGuc68V735jnjEB+GYRezNKYcgi/lsehf0HpIzPC4oeh5oB72dDQ4hi/sker2cHqSGaRgSgrKQnJHVsbIVKBzgOZqR/NwwROWXCeTH8Pq5iEpwIEWzY/F7fyKbgCxEcQhAcY91zVyneYkGBxXZGHQh758hyGbhXuBLA7gHg4sEwxM6v6gEfojkhQAOoWktr21ZMWqk60wicjj+KF6UeGb5LEfeN7v0783AHclu32Mrr7rKVl61CVnQipAheXWIsbki4PA0ZNSCGdm1ny/v8x76NkKNh1zE8ExBvOZ4zuclscPrJhFQb3bI4s0BPCaUoQqKG9k0dCK5uaXAp1auqInFeBpcpJwvH85LHl0V51NNLUVCSaMB00jX6QEZoDWD5uzamZl/EODn429b9+8hi7Y5Fav7q9Pu97ZYsuKJzWchOQgVyS08ChyiIjeeeqWI6OO6f0BvGOtLwKuIQbyQwjpXI7m+gaAQf1ixBTHcaQxsJlFYirutqz/WmTJLQbEiRnMREhZdgAzNM+mP35msezC4cDDCcecJjuIiLa+23v+hoQBjnCf2tFmyJmd4u9MzVGesowO46or/Wb87c9KiNG/P/sGetk3HUoYvQlEURVNbNMV01TB3y9sPHfhNPLc8jr5ChbHAfwLfiedkUeBviDORXMRWfOrBCwMPIg64EsmjKEjnhliMdyMisoiHvSQ5LDnEqxye6zRPV1BMiCzbjnheJiR0ugyRk3cA7pUrapR7VpWcD0XPBh8Qhid0npBXWx80tNKUNnLezEUvDV4y7+m41EQzOva7AXrMaZOPpY64AkVRADTFNAggVXUNZAEIlPx+agDnCkcufXMpJ+yVZd1ATKPGzwNSgDeRvI6CJPJvB/6OhOr2Iaqxk/rxZ+jN3ZxCFu9XB3D97gG8NjIariKneauC4uvS0IxsUhTEuz8J/APpsbcf6ff3RFLvyeC8xzBC5w8/RMJcQfEoFtO+jPGH3Io56lqPZkt226vDloXtBvDSiBKbFl/9iIf+O/IJVOQupyI33vEQocgI+N6XFH8pAec+hRiAePJjsWKi15NZBMy0V5a9aq8s+wSQZa8sm4qIPj6JdHEYof+7F/gEktz/EuHHNoTCwcBFEWG5rtu6da7LeiMiPngFCSkfR94r/0K82SuRn+Uy5PdeuHJFTXky78vg/MZoYHoekFdbXwa8SLjwqKY5AUvl/sc23X70pcC6i7M8m3fDxi3Zhd0PHlg1575p5ZtfHb4sYvhl39rrt2d7u+LJrQSrd9GAG6loHciOvQ+28qoMpBear3GqhvTTOwC8McDTu5A6pxkkPzx9AsizV5aF/dCtXFFzLeI5rACeBh746aDunwHXAK8BExFVY6y5oaSNJTdpHLqvNW2MGcV/A+JB/j7FSB7qLXqn3nbSKxVfd8+qkvuScV8G5z+GJ/QBkldbn5NXW/840qYn/AKoKKkoirl88tdnvjDiQ5s1wINZPW3NbfnWlG+sfjD/njVeTNpj429Tnxn94WVTF1elRGOAAPZk2E7F+SM46T9rRkQEFbnx1CEFRZ/GWRlwjd8xcAMEEiK7HKm1SQThDEwWESTxK1fUXI0MIfwukhe8D/j30m7LESScdTdS8OpEZhj5Rmk4ori3mSRpjIIFOkz9ByRaEM9uE2LsPYgwYq3+2G7E09uYjHsyuDAwhAkfLJ8HvhLTKxQl856CB2Z9e8o3d3ebUwerinkken3MM3k3vtFlybhaPy4l3Gn8qRsyT7uifVfkA/uzAMlb7KJvJ4I5wL1U5HqBV6lojevkATyNGKJkbJwcwK+ARPTk66FXYh9IBvJ7WhvsyZUralIRyfnLiPpwLmK4Fk30mNUGr3fEKbMG0svvAOJJtCBexjgkZxSuM/r7JKllzni36aQGLkWECA4k9DYKyXOOQEQKw+jt9XcIKZzdSd+aI4NLDMMT+mCZGNerFCWl05JRoBugs3RZMmJWzwHM6NgftjV/GLYji2Hg+0hDEtCfATZQkZuIxpmnEXVXONoRTyFWD+l54H+B6iDPuYltZIV/1+qtwG+RxbYNMT5B+92tXFHzWUQ5NwW5/wVIuM0EMNJrWnJ7e+rYXK9yVH/JJKQ+ajEiUx8R4T7dyIYhKfVc09xmFPGEfHmtbsRz243Udh2Gs5NW1yJ/ywwkN5boQmyDCwjDCCWBvNr6rLza+uuCPD4ur7b+8bza+rK82voP4d/mZOA4iO/vufO60+v8BRHHkLZBHcguW0UWk7eRxeMdv2M7kERz4JA2E/DfiPfSCXwujvvqg72yzI0ktDuDPO1EFvdJ9sqy3yL1J8GOC4YbGGWvLPPo9/kPv+eeAurpv3CHaiC7CTEgbyMhphJ7Zdnd9sqyuUho7XP2yrJ+ogK9hc0q5Hf5DPAAQbwpBcUywquc8HsoVf/f5/WG6wd3jN5efwPCpPUNwVo1ugrd5tmK5IM0xDOeixikVCTfNhb5m7yKGNoPITmu41xYtV4GCcYQJiSYvNp6E/BvZId3p6O46Nm82vrLkdDbbfS22wdRpSVKSRZXc06L6mmyr7nmJQvem5Fd62ikDYyT3vHdafQ2Bm1G8gqpiBENl+NwAY8Ds6ho7WeU48FWXjURMQy+pLwKXGWvLFsTcNwNiHG8hsjJ+F32yrKzc4n01kDXAP8DHKV3sQf5nbQTPIT0EGJ83rJXlkVrBFm5ouZh4L/8Hgo5pt1u8a6uS3OPPWHRQo2DCPc+CBaui6lOaaLbtP0TnSkTjpu1bf/IdE7rMDF8ptO88fruFN+YjAZkllGoDVHg9TqQTc//u2dVSSI3ZQYXCIYRSiB5tfUfRXaxvkVPQyaifoz+MuNEsR6Jtcc7sbO9duPtbxd2HbwmztdvRhYSK5IDCAwxrgH2UNH6xTjP3w9bedV4JJeQBayxV5aFNL628qos/R4izR1aAzxsryz7l99rh9I7XNDHI4hHFqzlzBngCntl2cFofg6AlStqzMjCHTRX40U77IH2VJTpx83qWg3U1zJcY0+Z+xmhrUgbnyykK0OwzUFgF/QGxItKI0xH9Wu6rKubTZpllsusDFGVIgUlHUBDc+62et+Z5jZPM6H417gdQIz3MP1+/A32aeS9kkPvZmYcUHnPqpL7Q92DwcWLEY5LLB303XUrSLfnZBkgkELOeA3QViCvoOvgmQFcfy697XOCjVFYSujwVVzYK8sOAV9G1FZLbeVVIdsa2SvLOhCv5q8RTrsUeMJWXuUf0jqDtNrxDWBTkQLLYM0/3wPmxWKAdK4jjFig3aQd3Zjmaf5Tds+hp7KdS57Odi47Zdb8Q3oa4v3MRDzrtwktOMqjt8ZoLVI3lI+sA0EVktNc5i2XucxLruqxLhqqmhb6DBCAgpJa6LYsDzBAIPmqJYjx3olI09cinbc1pAEtSBTAlw+6QzfIBpcYhhFKLIeInDxPNKcH8NpfOIqLuhQZgxDIKaQmJVqy6a3092cf8JN4bi4c9sqyZxC5L0guJdyxJxGRxA30JseD8VU99+R7nWavLDuCyKR3IUZ7Pn09ozcRQzLXXlkWT1PQq8I92WbSnBtSPfNPm7Xxfg/30Nv9YA0SfjMjnscygv89QYpk25Gwq79HNAoJM+5LVWnzyRtu6rTW3dhlHam34ImXUUj4bYl+X8MQ72sdMm7dx3BgwgCuY3CBYhihBOIoLtqL7C59u79zwdDIh4TkLf3/TwEPIkbnaSSmPw4oI/quBNvpG3Z5D/gDMIOK1mS1i/HlgT4T6UDdoLxG+FY/00K89neIp/Egspu/BcnxPQhcZ68s+1ekAtQwhFUmjveYl32+PTWw6ekCJC9Wp38dC2PoP6YdID9T5fRX2tJSv9qatuv6TmtdgXg5sQw+DKQRMY6Bwg5f1/OSIPdmcIlh1AklGEdxkZpXW38tslv9HvAFZOjbR5J0yVbiFziMAOxUtG4kWMFgRe4kpDAyGkYhi047UAG8TEVrshOO/0Du7ypbeZXJXlkWTeudvyDhOVuQ50JOiNWNzD/1b5+L8T7DEfH3O1RVFo5zmxoOW1X/tjvR/l2iZojX5FJQUlNh+kz3gJaGdcgmxkbo9+U4RLrt85QA7qJ3Y2FwiWB4QknAUVzU5CguOu0oLroP+SDeR/I8o1TiV9iFziVV5GYhi22kGp+dSLz/MLKoLKOi9aVIBqihoDC9oaBwQDUr9sqybUhIZwxRFjzaK8tWAx8meA7kXHmvrFxRo6xcUfMd4NORjlVQlOu6rfH0i4uJqW5z1AXOEZiC/D3CvS9PI+KEPfTm3G5duaLGGO9wiWEYoSSSV1s/HGnkeBCJwyeDAoLnYqLhpjDPraL/sLhgtCLx/h7gE1S0tgM0FBSObygo/HFDQeGChoLCkQ0FhTkNBYUPNBQU3q0bn4WFuxsG5Cnpc4Z8oo+yaF9nryzbjtSp1Ac89dGB3E+MPIZfKyINzXvcrK7rULTNKlqf0dsaWsezWc6kD4DL85q8xNccNRibEEO/FvGQA3OlOUiN0BL6zli6beWKmhkYXDIYRigJ5NXWK3m19Z9H2qQs0h8uQvIJcY1kCEMm8iGPh+agj1bkphDeQPlYQ+/P9wwVrVpDQWFWQ0Hh88jPfj+i1jqC7Hx/CKwEvk2vqGAg+EYEADxqK68K2zHcH3tl2VakvdBcRHRwAPhpAu4pIitX1IwkoF1Tu6JteSrLufi3OT1zf5Xbk91iUjf4nlNQshb0WBPR+igkVo3do7zKYuR3uhr5+0Rd64T8/nwGbAS9YhEPouAcgximOiTsmUOvmtIXjluN/D3XrVxRc9fKFTXhim8NLhIMIzQA8mrrR+bV1n8zr7Y+MNF7E/AkfavecxB1UD7yYVudoNvoInINTCjeCvH4bUQYbeBFaXpxWHGG32iJG7Tv5/43aBuQOhodDST36J9kqCQBVfJ6Dui7+kX22CvLjkV4SeDrNXtl2Rakgel0e2XZQKTqUaHLkH9MwGcvS1PGWqELBVwKWf9Kd2f7Pz/bZZ6ezPua5jIfV0Q/kI0o7JYjm5s6ZPO0BskbBjas3Ye0JZpEf8+yAVH/DUM2JZP08xYgHrRPnu1COk34yhtykRC2IVS4BDCKVeNEH8f9Z6TVywnkw+hEwljzkXDPTELHxdcju8WBikMCCxCjwQ08DPzAUVwU/A1QkWtCdrb9umF7FHPTvQXfPf7iiNI5N5xcXfdfB5+wTe4+/JqmcvuZvZnvdZ1IdaleGHVla7olzTus+1TKEZNFM6VkeXL2vZRXoKlKCjC/cHfDQEddA2Arr1qCKPx+aa8sS0qX6ESxckXN14GfA2hoHsCroKQCNJm9a57Ndi0FGOsx7f50R2qfzc3fM51bG61qUibJKhqOD3elOKa4TUVK+PZybqRF1PuI1zSfvu/htYhQJkX/5zMsp4HBhN74BnZ6cAAT71lV0hPieIOLBMMIxUlebf2VyA4RpPK7C5mQeQoYiUhv65Ad5MiAlx9GVEGJUCdG6pwcyFHgu47ioidDHlGRm47Uvvw92NM/mLRi/W/GfXoRQKrXeeBPu77nKD2zwQrM8ztsY8D3aBre0w1Z613tlrTO4ym/nrJlXyK6Vl8wrFxRMwSpNRoLcNDiXd2Q4s0Y5TF1jfAqylvpnpFHLepZsciXW9M2Z2nK2eLnP2b3HD5j1pLa7LOky/rOXJclVtl3JBxITihUZ4tTyOdnfMDjD7o6Xnn46888di4GDhp8QBgS7RjRx3B/CwmraciisgLY4igucufV1mcDFkdxUXNebf1/Iru/QA6QmM7BDQTvUgCyG/XtSP35L0dx0Z9DnrEidzzwMyROvx7Z+ZqQ3I8KNKV7e3oAUlSX/c0td1qmdB2ai4Rk7PRKn/27CrwK3KAomIdN71gKoGn8iIrcZ6hovZQWmC78RrgftqiWnSneK3amBB9sW5XhSv9kZ4pbQfHlRpK6Y8zxKu9e7jInY+jdSUIboJ3Ie6UD8a6WIO8zFXCp7n3X/uxTN+755nP/jKcQ2OACwDBCUZJXW38HUscwmd4Jn1VIp+nrgSvzauuPIV7RVv35dcjwtdhmBoVHpbc9yzLEs1mHhEVOIWHBCUgoTUN23V4kLg99q9T7UpGrIMa1DFEsLfJ7djW6MVrUUn9oQ/PmXTeefMsxpevQFYhMfCQSnvHNyvGFCLcjObL7gf9EZuGgKIxDFGJfi+N3cKHiUtFOauBymNVDG9I8YT3YQ1Z1em2a++3lPdbxCpgV+dseJ8DDTBSZGk5Lr8FLBAeQ+w0VgttLb5dtH77O7fuBxWAqBnXZzz514zrgiW8+98+/JfD+DM4DjHBclOTV1mcgC3g0s3F+ihSq5iANPgO9nq1IMjxWXMjOcQrSGNJHJ2IAfDVDGr1V6k3Iwr8VKMrvOnRg3cbPfU2/r28hIbfdVLR2UZFrRTyamYhhCzsFFKkL8sl6lyFxf/8+bk7gESpaHwSgInemfn7fQvdbKlrvjuHnv6CZ+J2q69M1nu4yMbTPXygCiiYiEU3BhAgD1hNHx/QornP8661pwwJGdA+EcPnKNuT9M4f+vRW7gXTV0/SUq/25D6NvXJD39S96TKk//f2EL5wA1AF0qjA4TzCMUAzk1dbPQLyfaHpcPQ78CFFvBe72YxET7EdmwZgQ5dJlUb4uGN5RzhNNW965OVcRLzgTqe85BUzXz78SqZdpQ7ofRKNQOoIsqYPpv6CcQfJLm6loVanIvQYRdOQB/0tFa8SWOxcLtvKquxDPeCC4kBxLYP4kIaRo7PpSa9q4NJTsyEeHpRnx0sPV/Hj0f+8iOdIpyEbPo6ndG52tv70B3QCpKA4FLdutWA//c+T1nqb0McORDdatSCivKcqOGQbnGYYRipG82vr7EYltNLwI3I7Mivm23+MHkMXdN6fGiXgIE5EFPRUJS1gRdVEiQiTS2kfTOLb6qh5F2vf7swH5wPv3T9tEdAWrIH3nrg/x3G+Q6aV1uiGqQpqJNlHRekmMdtYLa/+NqCYHygZCNykdMGkqW29rTx2Zq5kCu2PHwj4kP+h77/YgxnMCvT7gO8h73oxsVhzIxqes1aQ6Mjrq9nqc7y3YOGjuu5sGzZ0/yN3SdDplqC3E9dYDLwAv2CvL3h/AfRucY4w6odh5BtmNRsNHkQmj/4sYAR+TkIWkHcm1NCK9wPKQRX8WonhbQGIM0FZkh7kORVlfnz2tf584WdQCG3jGsrOcQf8aEh8LgG4/EcI6/f8xVORGa+QudGaRGAME/cUmCaXHxOW/z3EqKlrcnkUHWjp93z+nkY1XPb2ilQIkl9iEtJBaBoxQ0dSnMjvPuJ3b87bmXPbOhsFXLvEqZmsYAwSyqfoZ8JqtvCrNVl7Vr7TA4PzEMEIx4iguOow0wYyW25ECvcDmmIuQ2PcyJBQWC930LwwMxXHkwz4ZyfEsumv6Q1O06AzpEMQjiwY7oYUuM+lbfe//u1gV5fkvWGzlVVOBlxN4ymR1JT+LpjDysdyeo92K1hrL6zaleN55LtO5+re5PVm/y+5p3pLiWa2iOVQR9lnSDNzlAAAgAElEQVSR97qvqLgBCdmdVZDWprnO/CanZ1uPyZL//KgPK+uGLIiUlwRR1c3Rvy7Uv3/TVl4VavqswXmEYYTi4z6k2DOafnDpwCfp3f37sBCdyCEQFekCPQfJNQVrrbILGaXQTK8C6SyH00blvTDi6re9KEEHmfkxihDDzgLYSF8lXSApwDVU5Fp0BZ5/nimhA+/OU94nthY4IbGCOw+ly5RkuTaAqjB2t9UbVc/DAxbvdg2NoxbVeciqLkNhUJtZy6tOdy/9Q7ZT/Ve6exe93RfGq2hHkfVnGH75reU91jlXOC1HUXj3eNrI46pibkAUluuQ3M92xLP3eVk99PfARyDe96O28qrJeijU4DzFMEJx4CguanMUFz2AXvkeBbOBmxN0+d84iovWOoqLNEdx0ePIbJvA3Wqnfk034gH1496C7y7fnDMj5OgCnYZQrw8gsC1PMLqpaPUg+QCb/th++ubKLkrslWVOJLcXrfcalF+Tsbqa7Pa/kVX8L7L3TcB0yAruhVi2zcK8RwESbZz8V28NDZX+SWQVTX0hyzXrxQxX3X6rt69oR0FpNWujG63eeS60ESraVBXt1GGLuv+MSW0+YVI3utB26+dX7RZ119tpnlIkHL0E8aJnIV68FcmfzkRUotv0WzxF33C3j48huanttvKq7wzsN2GQLAxhwgDJq61fCZwrmfFrQFlgq5282vpSZMInyCJ0mCjUU590vLbp8T2VV3gUc5MXkztVc9sCDqknQl+6g2mj30rRPJmjnScKVBSnGS3YqG0VmE1F6zYqcv+IDKFLAyqoaH0o0n1eLNjKqz6E9EiLibtIXVuEWbsMS5+6IheafR/ewzOwLNXQXCqceRn33sfoWapGLQAPT5HTvPpD3dZlx81a498ynZ1DVFPrkh7L0Ake6WXXg9b+u9yeQy4lrAoOgGFexT7BbTrWbtLSprjNbdXp7tkehZQrnZbNk9xm7Y10V95xixZp09OJtMmaGMOP4RPEf9peWRZpzLvBOcYwQgMkr7bejIyvvp2BTTkNhYbs+nYCX3EUF/Ub25BXW5+GhOAmIiGP5dGdWWNWx74DrZas9JW7H94/r22H/yIX8TynrIOaXx5+1d7KiV+cbutuOrEta2r+hnc/vWFCz7H5L4z4UN0jti9MWdRS3/To3p+ONqPNpqL1JBW52+htXvo2Fa3hwngXHbbyqseQcG5UXI9103dJj0m8cRDv+i/TOdMD1p6+TXSjZRsitT+eppLqVJigKWc7XYOG1+YxrVOBQxa1CIWcWC8w1mPafcSiBpvwGo53EA/fCbFfE/GW5tkry96L47UGScIwQgkir7Z+MnAPYojK6O2qkAgmOYqLQnc6kOsPRQpQLcTRffjDJ2q2PNHw0By/hxx/HP2xHXszbSkZ3h7li03PTxvtPDkCoMeU4pqx8KXGTnP6ZMCCopzddU/qOnwk09vt2p41ZRLycPuKw899bdW4T60FPvTzPT858RnHq88ioZWfUtF6SYVJbOVVVqRO7MpIxwIMQml+gazmFJigxFBE6kFrWo9n/3fpXh7jJ3w1EvpKVMFqIglschoPQ89Ft3SD6DGMUILIq623IrUOdiRmnSjuAp5xFBdFVETl1dZvordrcWxoGkdXX9Vm0neYGnRdtvAf3SdThgwFKOxoXPe3bd+YPtTdMtijmL3jl77ZrimmQWHPKbjpXTysQJ2jbvkhoBSYSkVrQhL2FxK6aus9otnNa1rrlLbj2/+QM3miWTHFvLloxLvuHjovc0KaO7Lcfz/R5QA/CDTgdaRTyFLks5ZL7MZyPXC/PmHX4DzAECYkDg+iRAtngLqRmHYs7elvJcg4hRDsiOG8/VD0D/Qp66D6Z/Nu2OgzQAANWfmLZy58MfWJMTe/XXzF/7wbpQECWfhK6V0Ar2g1Z1YjE2cvyTb99sqyA0B5NMfe1vD6jl+tWzUjHgMEkI958Wtkp6wic0MWtOeghJNcZyMKtPORRqQYeini8buRxqirEfVhtCwCam3lVXMiHmlwTjCMUILQxQLOMIeoSNHqfODXSKFqNCxGDFFY8mrrryDaXFAQZnTuP6Doxq7ZktP9zWnf6X8uRcn4/uR7F+7PmLAw3usAmdOWvPoqEooL3j760uA5pIYrNJrWeePB9bPMeZcNaEaSgpI6DfOS18jO+F8y3x+J4piOed9olKMBh3YQnSQ/2RxAPJY6egtbR9P7mZmLFLnmIR72BP01Pq/aiXzeViN5pEBMSDstg/MAwwgllnChJRPSQy0fqavZG+U5zcCtebX1kSTQ9cAjBJeqRsSRMmywpt//7syJ0XaEiIcmYDwVrfGOJL8o0PMSX0P66PUQpDvF4mPbN2W7u3NSZ3w8Id3uFRRzLqbLnidr8O/ImPgcWXm1ZB96isz1SB3OSHrl8x8UHqRAehGyqfLlQo8SPvQ2CakfWo8IK3YjBmo+/UsYAK63lVcVJuieDQaAYYQSyyeAbwKfRcItryIfCB+jgZeQaayfQQrvIuEFNEdxUaiWOADoz68i+g4HfTidMtj51Wn/tbNm8JV1fx79keGRXxEUJyIPD8cvHMVFm+M8/8XG/yHex2kCPouZru4d//Xu08sBNGd7QjskKCipCopFQTFZUcZPwrzod2So9O3M/kHRRt/2UYOQTZuD/s1xA1mk/5tHbxcSBTFIgYYonRhUigbJwxAmJJm82vpPIMbBv37GhcwYuovQQgIHUAm8BXQ7ioui8pzyauufBD4fx61GM7ohEr8DrqJ/DzoN+ZmrgY86iovcGABgK6/6CUEKdr+96S+bi4+8NxcgdcYn1qRMuTaW6blx8QbuuofojjukGwcuRKDhRIYo+jyTwGnBrUioeCAe4TtIFwV/1gNLjHEQHyzGULvk8yKSVK2ht0dWCjJz6NeENkL/5Sgu+p84rlcB3EjsNUuLCP5BjZaTSAHqTsSgrUEWlmuQHewrwE8dxUWXch4oGEF/H26T5Wx4znNi15CUKdcm/Ub24U3kQLtw+HofepCGvelITsenWAsU4uQO8HpnCD7JeBEy12tAnSwMBoZhhJKMvujW59XWv4aE4Hx0Ix/COkQW61M/vYfE5sPWBYW5nj2vtn4u0mR1PxJH/yyRK+gVopuTFIpXgK87iova/B/Mq61/AfiIo7josQGc+2ImaKjtcPaIs4+nXnZLm6ZpXYqiRApHDYgetHNVG9SEbL78u4FP0v8lg/2Ersu6G4lIGHxAGDmhc8c3gUf1r1VEBDAU+CIS8z4D1CKjsDuRQV9x4Sgueh/4CHCvo7joc8gY7WjYS3yy6TeAOwMNkH4vBwwDFJZfE0QWbc/O83WaRu047urZ8qcGzesakEouEiMwJVOQ4s9kgqvWkkU4D+8WW3lVVIXDBsnBMELnCEdxkQOJ/d+MxL7fAh5AQnU/QDyXcciO7WVHcVHXAK932lFc5Fvcom20upD45hctJvpaJgM/7JVlzQTZiW8ZOe0YusjD1fDyeI9jx+SeLU+2ISqxUDmMZiDm940X7ZiG1nEMtR3xGjYh4dRY5dqHkDyPHRHkbEHyLsGYSWQRS6KYROj6p2zgd7byqrv1bhYG5xhDmHAekFdbb0IWlo8hIbpqR3FRwjoJ5NXWL0EWlUjUI6KCePqNTXQUF9njeN0ljz5q4J/ItFmQcNXy1178z7uBb/gfm3XTylWK2boixKnakL9h2NY2Gpq2BW/dbMyXtaC9fwedY9JRnEdQx6rihftUcnuRWqY8JHcVrtfbTiR3MxLxpn3jwduRfGGwUFvEBrkJwolsuAONjAdphjoaEQLVAo/aK8u2nIN7MtAxjNBFTl5tfRYyUK04isNPI4tQxA7cAZwC8gzRQfzYyqtmIN6DCdj287pfzS9sfv8Q0Fcub059KPumX61AFnt/3kVGqD8S7jptaNvupytlK97jxFbc3IJ0Jrg84PHTiKhgXpjXBjbD3YZ4bBnAZTHcQ7zs0q81iN6fYwbSNikF8dyG6N/PtFeW7TwH92SgY4TjLn66ia7t/TZEvRdPrP7PhgEaGPrCtwK4E/jvwub3Cwg0QHAms+T7L9BX7v8vJMdi70L7wi68a1W0s2E0Dc3zBD3ranHXPYlz7UdpL9iKN4fYF/9B9FXy7UZUkFbCGyAQD2kNYozqEM9jARI+PBdMR4pwVf3/5cjv0CeMsNHbx+/T5+ieDHQMddzFTz59F61Q3AncjyyEe5G81WIkFBOJbZEPMYiEvbLs9wANBYVLgW8FOWSbKXPYTkTeX46Evb7yfzjPDMU09CmcaY2oSwDqyD5uRhn5CD1bXsHtX//lyxuNjuMW5yBGREHqeKKdWXR5iGMXIyG5PKJ7nw2UwM727yGq1BZgqv7Yd23lVZnAT+yVZY5zcE+XPIYRuvi5jOCV8JuAKfTWYJiBT+g98L4HkFdbPwdpFhmOJwBjUFiCaCgotCL5wU8GefrnYyuXqkfK1xxBchi/GFu5dN/jklDPwq/lzo20p0/EvHsbXn/lVwuSu1kygFuMp5g1lLGyIDkhL9JyJzDUl2zakVHgLYhxnYh4fPcC823lVSOA7wPPGgWtycPICV0C5NXWr0PCDWuRD1wP8EskgT0R2AP821FcpAa8zoIo965HYuiBid3bHMVFTyf37i8tGgoKpyEKyh8GPPV24e6GRQBHytf8CHhlbOXSDb4nbeVVw5DaskxCL/rrkQLN85FNSOHquaIFyQX5CyO6EVFOB5JD8qUr9gM/sFeWGe/1JGAYoUuAvNr6EUCXn2Q7nnNMQWTlo5FcQKWjuOifiblDAx+6J/QivUo5kOR/ceHuhrC9Bm3lVR8BniWwx5pG89IeS4MLujekeRahxKV+TDbn2gitJTqP8AhSRvGivbLsF8m9pUsTIxx3CeAoLjqRgNMMRxK7zwFfcxQXhR9DYBAXhbsb3A0FhduRxL8JuAP4RCQDpHMz/gZI44wZWie5TYcWOK3LAZwmbXV9incJynkjSjqO1D4lu5+gE1HJjQL20bc3XSheA260V5b163BukDgMT8ggavJq6zMGWkRrEJmGgsL5wFhE+TajcHfDhnDH28qrLMjgwD8DI9FoHqoqDdd0WYcMUk3Dns9y7rm9Pe2sOOGoWd33XJZT8Sgf+BRVL7ABCRG+hcjOkzFeoQ0pI4ilLdApYLK9sizcEECDBGAYIQOD85CGgsJbkVEP1sLdDSELl23lVSakOe5ygNIuy7o5LutiDQ1FTw35f+3jvRTPhjcz3POTdf9B8CJiijGIUdiFiGJ8RqcDEcFMIbRyTyX2spKNwGxij/o8Z68suyXG1xjEwfnikhsYGPTln0AJ0gYnHB8DlqeprL2zLXXPbJdlAdDH6AQaIA+ae4/VexrZ7R8A3k7gfYdiFyKYqEPEEwvoa4COIIY0VH+89UjpwDGkli2aEFkzEoaLJ+1wMo7XGMSBkRMyMDgPKdzd0AK8Hu4Yvd3P7QBOBetg1TSVCLU7LSb1WKNFff+wVfUJH4YhHTI8JG89aEMMwiz6ezkdSP7LJ0ooQgzjUUQ40IUYMH9V3yikQ4RPfu5BxAMt6EMgkQLVgcjRcyIfYpAIDCNkYHCBYq8s02zlVa8B08ySWwkZXtPQ+FO28+0zJm02CqMCnrYQvVosHloJ3s9uMxKS81fF5ej/MvV7Gktw1Zyv9s2D9NoLHKTYwMCa6s4ZwGsNYsAIxxkYXNisvtxp/snXW9ODFbf2odmkTUQhLcTTKskb7uZFvBIfTmSAXS6EFEdY9dcdoX9I8hTiIdUgBijYHKxCJBcULzNt5VWBhs0gCRiekIHBBYy9smzHyhU10wneFaMPaRqObiVke5xliHGoQybk5iIdGEIZrViwIR7L28i4kI1E6PQNbEcXW4xwnlg7rWOvRUPR1g5ZdAWKMgwJIzYwsEGMoahDjOC1SCG3QRIx1HEGBhcoK1fU2JBhiF9Dxrr3i2w0m9Smt9Lc+x0WNbPDFFMx6CnEEATtvq5onEjXODLUa+poNWlpbWYtmsFwO5HQ3Ewi51ykjY+mub9w+M9tZk219phS2/865uZWtyllun5MJ5BK9JvpLsQYZhM6d9aJGLcrECFEgdGyJ7kYnpCBwQXEyhU1mUjS/cfAh5AFMx8waWj8Odu57rb21IVtJs0xSDWNHqQqY06btUMxGiAHMnBuiP51P+9pqKrs+w+99uiEST34UqbrncGq4jxoUZegEGxMeDciSsijrwF6FzEkZkSksEB//HKgCUUZ89TYz56e2GU/Zs+YMMLPAIGE66JZw+qQ8NwI/fsOZI7QEaQIuxARMyiIiML3u5oKXA38O4prGMSJYYQMDC4QVq6omYBImFcCH9LrfwoBTpnUQ92K1nXSpBX+OrdnlxNsX2hPPTRUNY0v6bZmvZAV0+TuVnrHM5xG8jd9wmcKvfVHI1TTxC+2p00EeCvN9ebGNK/VpHknmDTV6VEsY1CULOBdNG0GijIU6dk2GslB+XtQJ+hbC3QIGO4xWafuy5oylf6cQMQHwYyePxZ6DRBI6DKL3uLVl+nNT52GPsKNWzGMUFIxjJCBwQVCu6K5Ok3aO++muI/tTVGbNMhWoOP/daY09yia85VM9xwApz6y4Lks556PdKb0HDd722O81DSktc0UYCgycqETP7VZmqp4NVAVvxBgbZp79aZU73RgdJnj1W1jeo5Oc5lTO+zptoYU1ZmjoO18beR1C5EcUTv9Zxo10LdL90JEITcT6W7tw+e1NOHXOTwMiwliSHU6gOvonS2UHfD8zbbyqgftlWX2KK5jEAeGETIwuEBYldujIgt3M9Lw8yMa5Pwt05VCkM9yp4m5z2a7QBb8aDkN7KDvWAUzMnvnrIR7rtOSa0I5a4CazN69m1I9i1HYCthfybtx7KSug++UnfjX8hkdDUPBdMic81nTYad5645U7zz6L/YQXK27BKkj2oiIJDL0+2lHDJEbEVREkmOPDfPz+osbAnNVaUAlYHRPSBKGRNvA4MJhDLL43oTkanYBb6DQgRI20R+y7U8AdYjHsZy+ngeIUdqfrSobP9aRsm2cx3S2D1unop3+e6arR88FjQPcJpR9blOq6lRSOlyKtRPUTItpcOH13Snzbuy01gW5diOSG/LHJwjoRHIzS4G5SEHrUv3x3UhuaI3f604joTp/JiHhvUDGId5QOD5lK68yjFCSMIyQgcGFwwxkofYgyfR8RJzwPuE/y4EGJRgaEsYLlV/JBsZ8uj1l3GSP+bI0lGyAXVbP5t/k9Gg9prOhteGZKln3tKZd6Ugbk/eE7Y6sqpHXbQZzjte54z2AyW7zqAXdlrdyvIr/5FI3IrjwR0FyRM1IGx1PwPNZSC1QDpLHcSDGZ6j+s/iMTj3S9mdMiJ9ta4jH/XnCVv7/2XvvMDnO68z391VVh8mDnMFBDgRAEpEEEUgoUYKClWXZsi1ZARaddu3rHT/rvbdXvl7j7srrtJBpirZsSdZKtqSVZI1EiRRIDDKRM4g4AAZ5ECZ2qqrv/nGqpsN0mhlQNoF6n6cfYLorfFU9c94657znnJamCrYLMEgEJBQgwJsEi5KmsTxhngq5vISEkCKIoZ6PGFmnyK6VkJBCcyf7DVNz3tSc838OaQ7XaDXK//mq6Z5pqUkvQTEajR1xOTLCUTs1GBa6Og1zQpqTM2gKWVWrd6LjaYAQauTqZGj8B3vD50zdP8JhDoXJwEB66NVCZi0eapBQHEhu6DoZAcIRRIkXR8hnJXKv/NDkKcTzA3i0ymX3BFudLnF/6oCvNjW3lBNBBBgkgpxQgABvErwjHq4HVo5w7T0/qU5n5zHGeK8tFB6/7Su+cifjapKz08auUyF3MaCe6QuF2i13S0RjTLfNkVNsY66JMg+E7R0vV6fNNKzYG7G3LUtaU03UVFOL11Trsu9DPZFRY1xjoUZjw0FXyCE6zjFuLEhZi8zIYyE3ffEw8BJCKE+Mdg02dEUPbmpIPIoQRLHaHQOZeDoOUdY1ee9PJ+O5WeTmsRYgHlACUb6dRDwkvPPMQyTYJ2pcuj/TFa22YMrXapOnr1t6VpF1rAb+APjTIp8HGAICEgoQ4E0CFz3agcSBsF1Mb70W2DIq2ZG+FRn9VrTuHZ+8vv9OqLEuaUZPkK1G09jv6wufmJ02194x3Mt3DH1kum0+s7DAaLnjYccBVqJga5W9ak/E7trQFT1V59KJZuyClNU7RpqnxhXqUAjSvUrfUBBpt9w1twz35BRtzjHDDzUgirfjAA66/W/qEwsHcQs6yajYQMi1mJcXIiMzL4V5v9QdeS2E6gKOfKInMv2M5W75Xm2qEJkDfKGpuWVn28b1r1a86gAlEXRMCBDgTYJp/6nlWQXNGqJaMbrQNkq7+nNtL1y4Gp3QW+XGq0ak7076p0kf3dsVangCMNA4Y1y168M9kZE1Ws0gY9Q7oPAxv1Qf399rDGzo+XQ81LooaS4Jo3Z5+6aQENgFrXWtRj/SFnL31rmqIaW4Ns4xHrdQYYD9Yfuli5Yz5nTYfTTrkLcQoik1fG4/kj9aiHhbI0psWxYPp8y9b+8LhSzUKLxO3w76wl82JCY4KofwsnENeKxt4/prRT4PMAgEJBQgwJsETc0tY5DcT6GmnylgO9pNRNzUmCnx9o7RqVuRQw0LG+Jm9WI0XWNcdeA9veHpo1xjirePXwsEQJ/S2w1Y2G66bTNtcxFIQeqX6hP7+wqQUETT/dudVXVk5vwsACytdcRObN/f51yr/btJz9Q6GFNRyno8YW1blbBWfbMm9bP2kPuWAtdwFAkbjirwWT5e9NY+o4JtC0PDE0lr+6pEaBEStvsWENfoVf+zIbHYVQPUetl4DVjTtnF9ssQ2ASpAQEIBAryJ0NTcUouEtOYi8uIGRKDQiEi3fbFRn/caXeVy8JPd0ak1Wh0B1rpo10AZfUpvqdaqP+z0ajS9dU/EXgTUPmQb21clQhOumO6tV6rTj1MAlibxu53RlELVa7Q+FnJaT4Qc3n/nNHbfT/uP+5Upv7ynx6pbZmguG9Brg4UihCT7GxscdXVF0jo9Na0ir1TbibMht1goLBsO0kU7iXhh14H3FdjuDPBtpEVPM169UEgT/+3O6B0FtxVqM/A3zz637mTWff4X4ENl1vD/tm1c/18qWGuAEghIKECANyE8ldZJRPlVhXR79kcPaCCJRk+1jT3r4qGpY1yjCUgfDdm7Xq1K14W1StpKW7/RFV3iT17dE0nvfLXKfqL/JJoU0I0q7JlUu9z+fFe0VqHCGt31atQ+tjeSXl7r9Oz/tUtfX+arDG6ER587VTu7/UD9ouUoFQWoc9WNt/aFjk2xjXFhmKZQVXJKzT/UJbf3KV3dZ+SMYvDzYH6IrBeZsDoBUQf+CJkB5Hf9PoqIFn4Z+CQS6vse8Amk0Hf7f7gbrftRdfrq62FnIUJg70YEHmsR8cT/QcQLxaCBZ9o2rg/a+gwDAQkFCPAmQ1NzSz3w+8AfkVGUHSe3zuZijcvpX++Kroig+sc8fKM22XrZcvvb1xiai1Wajgm20R1CcSLs5HshxdrdgIaxjjq3KGW1T7WN0I+rU6OvWnpWTbr78icuf6sxYk05Y4bn3lVGo6mMUclblgp9pS69ZoZtHKpzVe/T8dB4CzUC8Wba8JqX2uj00bBz4GdV6fGuYmrWGfcjDUYVknuagzRaPYXkkuYhtUQ2Uj/0F8BvIgIsF/gvSBhtJ/CXwAeRDgz5uZ+vtG1c/6mm5pbJwI+RMGMxdAFL2jauLzaWPEAZBCQUIMCbCE3NLVOB55EpqhHECwJ5Kr+EjOomrDk+I23efDJhzRzhGv1Fmuct5+i3a1MFjaqlOW0rcuTJpubQ/JSZOh1y5ixLWoe3VtkFp68qjZ6QuHry6Vuv3hmRvvuYa03YUl37sWeUUv7a9mv0XAeuWagZGt0KLFKoqwh5tCHkMbNLuTf+tiE5Nu8UBxB1ny/J3ox4PcsprvLdjNQYZaMdUc6dpvgkWQ28s23j+p80NbdMQYir2BwmgO3A6mDkw9AQSLQDBHhzYQxiWDXyFO6TkEIM+VSAibZx85m+0EoLlVMbdCBi38o/oKU5ZUKq3lWdNw09c5yjts9PWdYr1enH56fMu++Ih9a8Ix5ygGVtlnviUsidl73/OFud/WhPJGmmSdnpuysBTPtGdhgrjsi3aywREhxXqNlIXsc/VhOiOuu8aLkXye16DZqFBmydkzLCM2wzbWmVtpU2d0Ttq7dNPYXCGHCtZHrIVSPdFfLJDuRe/mNTc8ujbRvXX2pqbnkL8DKZ7tqXgW8i+aa3IB7VKnJbBwWoEAEJBQjwJkFTc0sjEh4KTU8bLz/TFx4Z1SR/WJ26cSrsPoaEnEBzp9vQIaPA3/dU2wyfDclmda7a023oZQ2u6vhUd3SljU79RUPixid6IqsU6kLc0Fun2MZohVLIsawareL+sdbGra0TbYNJjrFUoapsp3MXQoz14ExAJ7tQ0XqkL5zvdbhI14L8Fj0g3sYVVxFXmqsjXXW+3lXpLkOHPtITmV2lWW2ifE/oAPDY3LSpexR7v1yfWFRAUr2kxO2sQ8ikFiGkfIwDWpuaWz7etnH93qbmlkeAdyJ95n7QtnG930LouabmlhXI8L+AhIaAgIQCBHjz4POmpvET3ZHto131hELVALyvLzLpYspp7TR031XT3R3VdK9JhEcitT9jsg8wI2VUvRJlR7Um+tGe8MSTIWf7/JSpASxUeLyjTvUprBrNlNWJ0A2kX10/liet7iT6yJpEqGusa6zO/swMz5ppx18xMepeM8PzUlonZyii9UhOpR3xQgwGNirNxsSFKXNMp6E3r06E3lFiu3bAUKi7JrqhSE3PqUVJs8MCd3/EKaTwm4v0lzPJ9JXbRWaw3ixgZ1Nzy+faNq7/e+CrhRbStnH97qbmlrMl1hqgBIKcUIAAbwI0NbeMB45/vDt8dJJjrpBEGo8AACAASURBVC67g2AzYCbR9Zcst2u8Y9T+fV1iVtKgvsrl0Oe7oosM8XL24XkNLvoO0G6gFiLJfpdMQajW6G2Aq1ADZNRaa7R9+aARmhwij7wQb+gMMrX0AuKBXEf6v8WRztj+OAYZ7T0QBxAvKooQ2SMAr4XTL22ptt+Wt+0P0Kz8vc6oY6DGnbOcLd8p3gXhNuLhTEWUcxoRPfidyfW8lPnZd/eFvwK4zz63LsdoNjW3KGB828b1V4scP0AJBA1MAwR4E+AjPeE/erov9Po4x6i0geZ+RLyw1lXoa6Zr/W194tGkIYY1oRijMsq6HkQF122gThoZNV2D1skD2u17CfGqzijUaoVahdd6JxtKKYzQ5EcR8sofj3AFyV+FESn1DISoFiND53YiZHQcqX3Kx23v/TjSvLWfpM6G3UI5IcuEBgM1DmCqbUwtsA3eWv0x5scQklyGeFqvA8xPmfvX94W+BJw/Era/2NTcUpV3jAZv/wBDQEBCAQL8O8emDZvHP2Sbzy5NWQstVKFEeiF04XkWVVotfjJpPT7GUef9D6faxusKdRHpwJBAZNhtSC7kkr+d3ddqJTufn+U6HT1kuiuYSNeGY0XOvRLxekC8iquIAOBxhGQc7xiXsrZbgNT+zKXwtNQ0GTXguOwPUugBoThLs7DeVdc0OuUtuGlN3MrP2bQi5LYF8bCyPZz53rlsQ+MihD2l0VFLgb/yvB8A2jauvxso44aOICcUIMC/f/jhsFuI8U8hYaMnKN55OqcVqUJdmWAb165bzkxTc/6DveE1CBFMRQzxZaQfG/4xtXZdJ3VkhXesfKVZGEnu57T+yUIvsBvxEuaSUZatQBL4TwB3yUxYHQ8cRojpMXLhIKO/n0KI8kD2Nq4a+DD9ma7ohVqt+iXYCqWWJ62V09Lm9lGumrIjah+ZaBs11yz3yo6IvbbIXWwHph6NOMtGuWrrvJRV9Z3a1FKEsM80Nbf8j7aN692CewaoGEFOKECANwE2bdj8e8iYaX+AXRwZ9PY4mUR/GjGc0xACSCC5lwTQlER3fqvqmtkRqo++r6vr/HQ9fqxSKoUY+RtIGMpEQmmOkzr7err3++8AdS3S+Pk6tJ10nRuXzdC07M7XryC5k/EImd1BiCWfSLKxDyHW7EalN7x1XkYIKhtbkTEKIOS2F1ibRB9/pSrdezbkTO8zcrs6fKor8rNRrlGoP10ONNr5X/WJ3oRRcDJt/2gMpXFNSNuKXQhJhxFPqgv4YtBDbugISChAgDcJNm3YfBmYiBhiBzH+x5Dciou0qgkhHQhsJL/RD+327Et0fXWm1sm4QkcNo7E3XP/JsUqpE0i9zg0kXPYIMDbV873Nymh0neTB2VbVyjNa266T2PUWVNWhUPVbHTM8y+9QUI/kjA4zsDi0GK541wJS7Fnj/XyWDAndRrwen0wOI6G6eoA0+tRf1Semu8aAiE4czcUazahG1+gwNe5HeyM5kvC40oc3V6XTbZbTlE9gWdiO5Kt8dJPx3Hz0AB9Gevdtbtu4Pn+seIAyCMJxAQK8ebAdCWs5iDe0GiGkVkT+vChrWxchlEatddhJHT1mx7ctUjrRoLzEv1W15pBSahKS/7iOyJSvaJ127fjWVjd9fmG4/lfiVtXaqUqpqanuf24FFDr+qGtf3GKGZ5lkamxGI7Uyt6isC/ZphHgOkhnEd8db91bv+sIIqe72rnkiGcUaIdSdia6xo91w89sK7UWxuldBr+GOrnHpyD/5bcPtPB52yqkMxyHTXH2P7RADuyzUAi2IB/pSU3PLZ4L80OAQkFCAAG8efBExyCCjDF5EiKgG8RraEcMZQoz4fKBNu53H7L6X3gaGY4YX7VZGTdpO7FyljHr/778b8TIuaq3npXu+d8W1L60BK6GdjqOGOapNa2269mW/QWqXVbVqKQPrfVwkZ1MJCT2KeD3ZsukRiPw6Qa4HUgi7gEfe1he68ZW6ZApwUUSREGU2GVOlVQ/erCSNjncpfeR0yDXRFM+oCWYifenOILmzYtdleJ//OvAPwLYyaw+QhYCEAtzX2LRhswLUs8+tc/PeHwl0PfvcOrvwnv8ucRAZj/024K3pvi07nNTrR8N1H55smCMmIeE4Py/TgHSAblJGnWGEZhywqp5KG2bDCq1T+43w/NeUUTcLebqfjHQDAListbLN6IrtVnTlHCRHtMru+2kr6Cxlnpk7Ktx7EwnlFRszno0GhDBeQ/JbUUS0sITKjHgYqKrSqvZT3ZFrI1w1ucPQ5/9PTfJol8l7sjfsMHTTv9Qkj9oK84bpTk0plldwfB8TkHvUiIzGKIf3Vrj+AB6CnFCA+xqbNmw2EOltBFF/zUSS+R/z3n8d+DoSjtrx7HPrBoRu/j1g04bNjwO/ZyeO/Kmd3L8pXPfxOXbfi4fd9Om1VtW63Vb00RVIrY2fTzmKiBjmAu1au3VKGdmD6XyF2WlgloO+YECfQvVq7XaDMpRSI4Gxl0znXF3vjt5ofM9bgT4ruuqgVbV8ZYnlHgYWWXZf96LDXzpYHb9Z21k/vev0zA/MSlSNmYjkkdoQT2g1EtI7hHga5xDyvITkX6qQuiAfSeS7Gk9e9+tO5bY9X5+cjLpnD9c7EY/NQB7YK6nRcoBH2zauP3qP1nDfI/CEAtzXePa5da5HRCfJNWY+xpEZVfBN4Bd/XmurBJs2bJ4JfBb4ADDSDD/0fe1cNp3kgQNu+rQJxmlpegDk/j0vQIz7dGCKUkbO37pGj0M8lsVpOPHdmqTz0d7ITGCPUsYCxDtxgFPHwk70dPXDS+vtqWdGOObt96QmlRptADDOtON7Vm/7g4cUejXAmFuHGX3ryA2tjIt7ljbf6q2ZOB8RGWxBikUfQzyIPrLGOiA5pj1kQmEjEXIaUBtUp9WU8Y569Zqly6riKkSaTIPYSmECL5BZf4AyCIpVA9z38EJxP6tg0zovfPdvjk0bNlubNmx+HvgaMoitB7irjPoVTup40klsCyGhK8cML/Rb7ziIET+AKN1uAke8n3MKS09YzukX6pIz/7ohwV82JuYlDGpuG/oAsDqNPnbedI56RLW6Sqt0wqxqvBEZO/P16lHLt0btck/54xyratmdxtkndVa9kkKPVdoZ7SqzC1HTXUHIpwfx2lYCz5BrwEch3msXQqiNZOqmcmCgzI/2RJYpzcUy66sUhR5aKsHypuaWReU3CwABCQV4cDCh/CZMABZ4ntO/GTZt2BxCPLLPILU7LlLYOQ14P5h/guRPTqOqu0EvQQhpBaKgm0KmTc50xHO4gHgUrcDVeba5bF08dCypuANw09TTflCTmqDR9h1Dh75dl3rXt2tS5/ZG7K17InY/MSuNuyxp9Q/JK4WDj/72moMz35dD/gqqZ5z7Pt7aTiLem/b+LXbfzyFhsbIw5Rj36kHiUvlNCkIh312AChCQUID7Gps2bFabNmwegciHy2ExYqgLdWR+w7Bpw+YJmzZsXu17Yc8+ty6NjJZ+DQnvTESeyrcBZ6IjfqcJWIZqPB+u/8QcpUw/V6GQvNdo5G87jeRnJgDvQghtTa/SVy+b7r59EXsSIghoBbZ1K90IJKq0CgFuW8hd8EpVerVW3EZyNudHOeplUxfskFAQPU6Xq8VD64fppEBItQG536PJtO/Jh6YyQQAAKUW80VXnKt2+BDoQMh8qfr2puaXSFksPNIKcUID7Dp4x/yziAbyA5H2SiMEthwjwVuCHlZyrqbnlFxBp7gcBN2vOTLk1TgF+g8yI6dEI2dwBePa5dT2bNmz+IPA9xFgnydSoPBkd8R9neef9CTJdtBMhoX2IQZ+EjHFYi/SHWwlSpPm39YkFeaMPxgLMSpuvXTbdxLdqU08isu1j3rrWe9ulOiw97XzIPTAnbZbqiNCPv13w7gXfeuiRC3+y48tdDaneRwGq+643oLVCqUdd9A4DNQGRk/d3887CdQoPniuIKq3GvKsvPPKf6obdwOAU3j0bIqqA3wH+83AXcr8jUMcFuO+wacPmWqSO5GEk8f0fgBgin60E/wr8AvIk/HUktHUEeP7Z59YNqIhvam75Y+D9CNk1A39fqGCxqblFfaQnvPIh23we6VCgyCIIb62/9+xz6/ZlXcsM7/0J5EYu/vLZ59b97qYNm8PAp5F+cquBHyECi72I8Z4K7OlB02XqxLdqk8tsVREZgxRhNpBXoPnJrsjF0W7hrtQp9Mnv1aSct8dDPcdDTnp7lb1q6fWTR76w84WHlbf+A4/8VuudEXPXbI2mtx0N23N+sSdyrtE1Vlw33BYTRox2jWzjn92ypyC6lb55ImyfuWnqVKOjrJAmsaXKXooq2I17MMhWGw4FV4Gmto3rU8Ncx32NgIQC3JfYtGHzbyCewKeBPwf+5yB2P4MQxIys9z737HPrns/fsKm5xQCeBf4CMbK3vJ+3ef83EEnyu4A/eiRpdr09Hl5NJgqxHUnE+yG1HuD3gS/7tU2bNmz+MhIq7EU8hRPetl9CiiMV8MvA95FWPf8Z6SywGECjO/66IRFJqgEtZ0qhEwmjjcz/4Mm4tX1lMjSgmLRX6f2+lxXW9KaUdPEe03fn+pj43cNPXD0afceF1xqfX/ThngMTH5l0y9BTUVDvqmshTapH6eR7esNnpzmmHwa75F3P6EILTKHjt0x9+Ru1ySpX9Q+lk49Eep4/02iwaCWjnBwq/qht4/o/GeYx7msEJBTgvsamDZt/ghjpaYjKaijYDazMLnhtam4JAX+IEEYE+DZS8NlJ7iiCPrz+aobG/q3O6Okwag4Zr6YXCUPlG7vvAh979rl16U0bNr8H8W6qEZFCtkf0IlJv81mk5mk2BXJaP6hO7X897CzOf78E9iA5pAF4f0/40EzbHDB07uWq1O4DEWdFkeOdJK/tTj7qXLVnQ1c0/5zZnmI/NJovNiT6UAVHc/8Y8Z4qElCUwGswqMLWQugFJrVtXN85zOPctwiECQHud3wTCSl9b4j73wB+2yegpuaWxU3NLd9BvJz/SqZmJYlIh/OHm1XjGd6opiskRJj9d1eDjEK4k7ffB4CveuG2k2RGKaQQ76kVSdo/g3heoSRauei7+Reg0Xq8o3pHOurivJS5r95V1wydKxYogKIKs4TS6ULvr0qEqpXM3imE3OvWdP16V6R9atpoNTXn0HR2Kz23S7nXByw/D71K3z5vuUfGOupAkXOFGT4BHSS3y/dQUYM0OA1QBIEwIcB9jWefW/cV4Cue7HkBYrQrglbO9+6MOvB3jtV3NxZrnQt8ZLk1bs1r9tRCxZD+03qhdjYATHCMdoRw8rc5R+FeaR9D8lKfRUhnChIi85V+2xCDu1yj7b+rT4z7dFf0Zjgvkd+nOLgsaT2xJGldM1FL7hjurr+vS+aHuM4hHpw/+K1onctdUyfIoyGN7utTuqdWq45upQsJCSxE6LACYIKjDo10jdUf7Y1M1miSiq7zlrO1Rqu3Z+2zjax8lEbzs6p068GwE9WlW+9oxLscD5x5NGmEno6HJ+6P2JdmpE2rzlWNr1aluw4V99pake+j0im25fABRCAToACCcFyABwabNmx+CDG2+RGAnFaWGvdCb935LfHqy0tQ/WMS+vd53R7z2i77oakaNd57y0bUZCMQVdXsYmuocekQolDz8j4qGHbycAEptv0U0qQ0SSZfFQfuaPTov2hIuMuS1r7xtmEnleaGqcNaaXU07Dz8cMo8ti4eWtFuult/Vp2O3jT1owiBdSIEEUfEF2Wl7Kbm3Ke7IjX12uifcPr96uSBU2G3nGKun1Sa0saWD/dG/P5yvvCij9x6oP5RCgfD6V07onao12AJIhQ5i3iZ+Wo6kAaovvjiuqXp+q3O6EMWqj9MuS+c/unmajs7vOkgisKZVNb7rlJ0IaPW3xIMwCuMwBMK8CBBI8ZGea9uJGyTE3rqajzxSip669ey3sohrdnmzeUnnHE77uoqn4S6yCTwSyrPeg1Gb65Kn38mPqhSpFvArwKvInkVfwrpIkQKvBe4HXGp2Rm1B3hUyxPWjicT1gSg69Wq9MSbpp5JhvTOemtvAuYgJDe51GIcaNwZtQ++LR4a40KbAwlVWX3oGKT+ZvQVyx3zo+rUljkpc8Q1y02vTFiz84+xL2zfPR62t1039UwNI1H95D7Re11GyLNQa51uJKTWZCtm/Wt1assv9IXXKhTfrkluOW+5TzEwd7YTIaJiHtJgcRvp4fcUorLbfo+Oe18hyAkFeGDw7HPrLiLG4EfI0/QnyCUg7RjJF1KR2yUFDAfsSdvu6qpsr6WGTO6iq9w6RrtGosDbC8mo3vKxAMlNPYUUre5CclHXvPPOU6gFSFHpAMSVDiUUt79Zm7pyzdL+tXV65+uDfinzRISUtyAtfwpDce5wxFn3Zw2JzherU6e/WpfoeyJh9Zk6P0g3AHOQGUcdKcX8Y2Fn7XdrU4t2RO23tlnugFZACaUbr1l6lVaMR3E17+NWRAJdiIBspFXRaryC0zMh98k/b0icvWW4F5clrTEUfgB/AvFkjxX4rFJo5Ls6CVxEfjdA5PsBCiAgoQAPFLwanBgib/bFChpwk5Fbn7s9dvd6lM4fXJaDC+6I/L+bCPQn5GsoA0MLYWm03WY5rRqd0Gj2htPFep4dItN2KAK8HfnbPQCkEkqHj4bsvX2KgrU7RyLOshfqE/PbLTc7BNiAENoEhBh8NCKhqJOIod+KeBz+Orrx80WKESfC7jvumjz8D/VJ01HF82FZqCVfcq3pmWAbOX3ajoXsfafCjv+AsI3c8Jj21pkzOdaDjdybENmkrrAcxYzv16Ta613VAEUFFI8gBDXYald/GN9pJOQ7Fwkt+uHCgg8IAYKcUIAHFJs2bJ4EvA/4Y+D3k5GbbV0jTjQjBr4gXK2c76YW7O3R0ULhGj+30I4ktIv2qlMad3baPHjRcqbHFY2f74oe2B1JJ/ZFnCXv7AsdrtYqcsfQvUtSlt/I8wxCGL6R34+05FkGGKdCzsHv16Qq6q2Wt952xFPQFH8gfR0J111HZO6lSPYo4rWVwhlEOFFvaC64MPWZeGjvwpS1DCGNxDXTvfW12uRbyMTnjiDXny/vLlfIOqADg6G5OCdtnk8pzdmQWyrvM5QaoYtQ+EEAeLJt4/odgzzeA4EgJxTggcSzz627DHzprz7/4292jTg23w71fJsyIZM2d8TBHh2ZX+Rj34hPRmpsipKQVhh+zc5DaeNYtWbhSNfYgXLCP65JLwVQmmtLUv1/njMRbyS7ILOfCEc5apTSdGhVuKizxHqvI0azWELnDOIxjfFe5XCr/CbMxBMovLMv1DHVNmuqdT9R9AJLxzsGExy19aqlfYKZ5601m4TilFAiehggQ3cVU0+EnWJEkY1ViCCkUCdtv+/dVuR3RnlrL7WecpL4BxZBOC7AA43bY3c32KGeX6UCI7vfnuyAqqTrQMWdCZYmrY4+xeELlpOzj1aM71X6JmLoTnnHtJFwz1TEkHcAt0a5xpSJjlEsn1QQluZUjUvfgqS5p0htj40YzvEFPiuGStsBrTI12+alzSW1Wo02UL4d6pd2f7A38sh4W21DE0euOf/Y3RQOx/nQDK9WyEDmGuXjCkJORxFPaQ6ihnyM4l5gilI5tgccgScU4EFHG/AeKngge9I67/40PUfrrClyRVDxyPDv1KaKhoS+UZs8/evdkSezjHQKCcONRp7Uu64Z7vbv16ZGdSldcWX/OFtt+0BvZG6tVrMB1sX18W/UJas7TN0EgMZGsYu8nnEVYAUVdhlwYNENw90WQYUSivQ4Ry1TqKnI99FUpVX9J3qiq16sSr1yJOIUko2PJUvCXQAKuV/DwagC77UxuMamV4E/aNu4/l509r4vEXhCAR5oxGIxDQOUV/k4AGyfYHaPfnf4eCUy23uShL5r6BU9Sncg4Z8twMtIt2kf9dctt6bL0MtRRCo5ptJ0/FJP5IlarfpDdxHU/A/3RG7hwkhHXfxkd2T3e3pDzrq+UKvSAzsWlEEh5V+BhWB9tT618Mv1yRVfq0uuOhh2drvo03g2yUHbL1WlWosQEEiPvRlFPsveZjhYgMjifeyDysdYICHENW0b1399mOu4rxGQUIAHGrFY7CHEyOe3zclGL/LEPbNCi1yJSqw8FOaRsHMICS2tpYABXJgyZ1e7FeViQOO8ty/cbqIGdAKo1cr6/a5o1691R86Ndo0n56attUtS1po1CWub4RZu01P0LJXhMBlpOC9XpddoCblNBbhguScORpxiwoADyHdWLlQ4ApGiDxV3kNY9vmoxTmW5MX/f97RtXF9sTlIADwEJBXhgEYvFwsCfIfU3R8kMTzuEqKP8V78g4Ig9oZI8wwgysuahQ8PilDWOzDjriUg+oh8GavwYx8jvV1cU5y2nUB3TFmC0QtWbqNmIJ/c6wLKEteLxzsODKbKsyCOjwKC6tMoQRpvlDOiB52E/QsYlC2qRXNpsGNY4h8sIKfqD/yZWuN/3gYVtG9fvGca5HxgEOaEADyQ8AvoWMjcIJIdwHQnhDOgQ7aNapRK1KnFlnnnjbJszctxNXVuoRc9sJF8xqcBnFWGUoy6ENck7hu6s6i+XoRoxjG2IsU8ByybYxs0LoQo6wijMw2HnyWm2c3B22vQl3Wkk92Pa6JSFmgjguj1HFFY63fcTx61uqMROHEbyNCmkmPbxEttuRTzLTHscBR2Ge3uyY/KD6uSrr4fcXDm2xkFhescv9/B8FKnTGa5HWo+IM8ZS+WC9vwF+M2jRUzkCEgrwQCEWiylk/MKvkjtvpqIk/IrQpcdXcAlgYqOKt76UnlOIhAzAHae6Ty4PXez4cWruYhszZ+SApUkY4NgQbXTVZUDdNvSUOq1uvL83fHqcYzwJoNHZeQ/FwKR4+/KkNXp31Na6kt45CvOi5XTNTvdH5EJ7I/ZPjoTtuqa06TydCK0GcNPnquy+lxcAzO+p3vfaiKW2q0wLIdcJ5HaY9smkDxFNlOsaMQoh0Zx7srXKHrMywfHXw+5TaPfAQ32XtphaO1XmJHdFqnb239cnp3r7lBJ+XKbIOIshYCqD6yPX0rZx/eeHc8Km5pYwUqtWC+yvhhs/pb4HIUFz8sbVlwDam7eORGq8zk3euLp7OOf8t0ZAQgEeNKwH/vu9ONBEo2vpAvPqjqPOhH5iiJC+O9+6fnSm2VFVo9JztSZt4XZnk9A4xzn1y9019QrGuHDFFFUYafRpC6YrVP9TtyqQv8nD5Ahq8lviodYLllPfY+iaq5aehRjjMUj+JKe49kDYWZUmteWZeGjtGcs59Eo0/RiKsXWuuyWudFeVVvVu+lK8PTrxxPfHv7tqXPJGL1ofRLEUIQETCVkaSLshn/yqEeNZLmSZRrzOhdlvtptu7T/XpCT/oozHnrnx0omwTs8xrOkvUve+0WNttW2SY7hnLedYl8HjFCbdCUjR63AH2vmotJP2XWTc+qDQ1NzyhwjZGUgh8Bjk/kwEbtWgGpAi4Vrgr9qbt/Yh3RziyH3/XHvz1oeBlxDhyoHJG1cPe7b5zxNBx4QA9z1isVgkFoslY7HY25G+cfeqRT9a4/4g9fCFO7p6WqOKX3hf+Gi9Uv05HACuuXWtV5x6s04l7du6KrLMuvTQ2Our0orCI7KHtR50/Jzlbv1ubepJxGNoQDoOLCAjWw4DhDWtKViF4jB+92qNbnDVazMSnTeORcMPJc3odIRc9iL3rQ+RYEfIeAnXEO/GV48VkjZnw58mu4NM+5ww4kE1AI8/cXvXtsXdFxtNZVzTzs21oZr3HjfDMx8B+Ov6+KGEYgqKKwyszbmMEOS7BnfniqJYF4g48hDvh/w+1bZx/VcGc+Cm5pbfQSbyFsVY1J7vUldwuGAJ9CBEdQ1pv/Qq8L8nb1xdmYDl54yAhALct/BCb6uA30OMxocYuvfvIE+oEfI6DNhanUkQulNDapEqJ5XWUNc5d0s0MXZIowJ6lN5/OGz3PZG0ViqUodGuytQRAXDHcHe9UJ/Mzsm4SJ4mihgoy7uGpUgh6EMMbMeTRAQKZ7z9TQaGLP1GnYuRJ/WyHbg99KHpYGCvu11IB4JpH7ix4yfTzCWNSkWqUj3frdbOzVC64Vf6tNk48oX6ZNyRZq0hcr2pONIVPIzkcwqp5+4gxOJ611PqgSRnnlEBdCMNVI8Bj7VtXF+xMW1qbqlFvMFCk2H7YcHFV6mfuge79UXSNW8j1PM41lB+d3qB/wH8t8kbVw9G7fiGIwjHBbgv4RHQnwL/aZC7nkSq4BXS2HO89950ikiCLaVn1lZYFxlK158cKgG56Osv1CfmphXV1yz38GTb6DwcdqbNS5sXnkyE+os2TT3AsBpILslGDLXfnWEbcq2F+sFFECIq1pvturdfCCGgy2TGWeRjB2Ls/dETh94SD6leQ1/cFbHno/r3SyGhp/ajjU+OaeqLjDNQk3obPtb+g+iVttvh8CRHJf3WSiO9Yx4nUzt1xvu/iXSZ8L+v00jHAu1dl39NB5BOB8WgkAePYgKHOoSoNw6GgDz4oc2SsGHST0m98gUSTwNsJp3eTJ3rPYB0AbX5DyFFUIM07v14e/PW35+8cfW/DnK9bxgCiXaA+w6xWMwA/pXSBOQihioOfBIhmVGxWGweYgj/b+D9wAeRp8jBtK8pinSoa65rpPYPZp8fVKcO/FNt8tSX6hORtBLDdTbkLtpSZa++Y+rJO6L2k22W0wrQrfS+HdGieXuLDAHtRZ7yS9W9NBV47ygikx6DhOae8N5vY6BRPYKQ00okLxWemlY/+uWu8KjFKctanQhNXZI0/REOe5GGrAB1p8J68f9qSDQ46EtfrU/13IyMXuUoc1rWsesRcpiPyKeT3s8m4qF0ZG2rvXU+SW6rn5ywKTJPaAdCzq9529/y3i9WgPwqMLOpuaWigUpZKNV4NRvmF0jMxisCTkMoDqc02n2K7tqrhasZsAAAIABJREFU6MHKwGcDP2hv3vrF9uatg13zG4KAhALcj/gUIkAohmPAJ2Kx2BzEmH09Foudj8VitwFisdgFRLywE0n4vu1eLcxK179uuOHF/s9JdI+DzmENjea66Z47ZdmHHPTF10POY1csd3bcoLHYcb9Xk1p6zXS3PV+feORIxKkkhzDUv32FyJ8NcmXL2d7UXYRUFiIhOh/mimTooQmuGQWqXfTYdssFzRGE0PzZQAeBG48mza02eqRN0ev2FXBrgM3eukAeLKYjRHICMbyFDG4UyWud8/5tQghzFfTPRhqPENjxvH1TwE8Rif8fA/uamlv+pKm5JZ/YBqCpuSUK/Ga57bJwjqzeeR+lZ+z/RfyYA8Z/J157HXco9Ui/B/xje/PWst7YG40gJxTgvoHnAf1H4L9RPITyB8AXvXY95Y73PPCZe7dCUE7ozqibj9crlNmt9M3n6xMpDWpW2jj9Xm/yZ2s0vW13xF4JXEAxmUrrXXKGlJfFdsQTuImQRbFQWiFcQAzjw+QS0XGESKbh9YDL3zGkObkkaV1YnQi9A+C66Z77am2yCcXriLLNJ5xXgKeV5rJWJeutbiJEs5rcqx/KKIZsFJJmH0ByXheQ76RQPVkCmNm2cX3RYuWm5pZpyP0rhx0IGS6ghNjjBWq2zcUcbJ8/H0eBX5q8cfXhIe4/bAQkFOC+QSwWG4f0gStmio8B74rFYsWGx+UfbzGi+LpnaLNH7jmVmBm/beiGhGIhKuORhDXHo67q6TL0Eq8w00E6FxQbHzEcdCFeoO+BFLtnu5Ew3kPkDqM7gbTESSNhq2zP6jUkXKcoHNJjkm1snWob6qzlqBuW9vNZLyMFvheBd1R4HaXqeA7iq/4GjxPICIl8JJH7UUrQ8FzbxvW/UegDz1N6hRIF0VnYQyZEWRQ10DMW49anibStwVp9Bb1nPGrqa9inVmA9rCRvVKrDeTfwa5M3rv5uBWu65whIKMB9g1gs1kKuNPfHSCz/l7yf3xuLxSpOyMZisfci01eHHTtPaLPzmlt/fkt6+miNUYmCDIb/NF8JChm6PiS/00rGw9jLwNEJPgHcQp6o6xHxwzIyQ/6uIcKAxRQfiNeDyKp9Mqr0uvcxkByzcc37bCgCrP3ImrNRqa9pIzL2Q9mdE5qaW0YhBLSw2I55uIx4msU8YZu8a3sC6/BB7JkmOD1Q14C6uwrr9G8SrapDlRs4+GXg2Z+3ei4goQD3BWKx2Drgh8ALiMy3A/h/YrFYRywW+xDSoufLwH+IxWLxCo43DzEYJQfdlYPW0JqevuW8O3IpqLKjv/NQTiI8XFz1XtnG9jDSnfowombz13wNkT/biFFMeJ/nE0AxD+IIGeVaPvK9mWLeTQ9Cjj4ZtJHbuaEQdjC40Qs+Ck1tHWD0S+BlZIDfWe/fI0j4s9joiULIvg9+L7x25D6YSGhwJAMnzg7Ap4ls+zUilfwuvQy8f/LG1cPtQF4xAol2gPsFB4HPAd8A3Lycz2akSPVLVD5j5hySYB8WCXXryOXz7qghSbIZ3lC2fOQbUD9hf5WM5wMSPkuQUb35GE+uQrCNwsP7JiHk6SJk5udzuihMQD0M7G5Q660h6h3nBmLMH0fyMibiTZQjICg8GbUSFOr9Nhh7ORp5EHpL1joGE+7ajIRJLyPXOwv5Xcz/fTyOkFFJIvomyUc+QPhIPaqcF/ZW4GftzVvf+vNqBxR4QgHe9IjFYh+JxWL/XGYbKxaLVTxszttnKVJAOeQOC+1Ow5GX07MrDb/kYzdiiLoY6BF1IR5JVdZ7exDDnX8+f2bSmayfLeSp3AYuIWICH8cRAxqmdCPScsWpO8mQ2X6kJic7nHUSIZz8Y+xCWtmcQYQKi7I+c7xjVKru6/X2Kest5KFQOK5S9CH3+Cbi/fidvM8g11VJX7tTyEMCyANRMcK9iLT46Wag5DwHY1HX/5HaG3VliCiFbttE4sXvkH7259GINZBoB7gf0Fpug8ESkLfPXuC/Fvm4ouNNMjoXgi42lqAcViAG2O/KfQUxbh3AeW+bW4gQoBUxmguRQtLD3hpt77OxSHhpDWL0fTmzRWZejo/53nZ+a51iuFRm/YuAnyFe6jQG5lN6yCWgI961PYoY1jVkCMhFiGEXgxtWV0NlSrR8DMcLeA3xYBS5oyRmIsRcDkfJ9eBKeXxTke/wMmXuyw30uHfSvfC7pIr+vbjom5+gJ/Qd0huAguKKe42AhAK86RGLxSqepzME/H+IF6ER4/AjSivwcuANAh80AeZhLOK1jEUMah3iCVUh0t3liMH2PbYoYrxf9bZfS6ZVD0iYLFvyuxbJORS8hLyfNUJqBxCFV379TDbakXDUo2Se0lsR0tvHQKFDJxLGKqTkOo54TU8iHtRgUO/tvwO5TqfM9tuovHN2Ns54+/YicnOfSOLIfbtIZZNZ55B5iKgUCxCSLotvkZzhom+66BveW9pFd/yU9CtP0T3qMtoPoX58EOcfMgISChCgBGKxWAr4AlJf9DyivptAhSG6hDY7qXzaaDlYiAF9hdIJbv/pu55MSKccnkSKL3dlvbePgaGyNoTwHkPySKVEHoUeDsYiT+9LCny2CvGatnivvUguCMQ7CyOS8MHez+ne/isRb7CcNzKOTLFqJdiCeD9TEW+nFnlQOIvcrySSizxHBa16PFQh4dV7jsvoSV8heewZusNbSf/sGu4r27D3fYH4024uJ6xsam4pp6gbNgJhQoAA5bEH+HMqb7XSjzZn5ElQK8pvWdnhkCR9DZU9QC5HQlxx7/8+/JZFc7PeM5An9xnI9U5kIFHsQUI+fv5oX4FtfGxFvJp8pVu50OSjefucQkKPtxFyDXnbnMxb/2CwHFm7jdzLmeR6X02I1zJjwJ4DkSb3+k55P18usH8K8WC7EC9RkcmZnUG+WwfxMCcj391gMJ+MNP4Scr+qyJBuLfKdTP0KqacA/pC4L5y4ivyeZOcYATYwuO4Og0ZAQgEClMe7GQQB3XKrz73ujGnvcGuM27r6Xs21ATGMg60bWkiudwPyRB4mt/bnNpn2NsUKJDW5xnosmaLXbDiIsZuH5Kz8anyD0kKH15FcTHaHBN+TyxZORBCDPYOhTU8Nk0ue2bVSJxBDXun3FkLund9xwkbyWoW6PNQgxFCDeE0dCOFGkO9hZt72DyNEVKmwpYsM8U9DcyGkaU8r3pkVVG31zp2P8QjZ5+efPtzU3PI7bRvXlwthDhkBCQUIUAKxWOyPkO7DRXHMHrfztludSmNy062pS2PW2phvRJFppaG1fEwgdy7OFYTMpiOGfw5iRLciuZsRSDjpLhI+uoqMQGgiY8ASiP2oR8ipk9web77HM8p7XfFe+TiLkMkRMiO5DyJEZo5wVPvHeyK3NtUnHsnLTq1BcjzzKd5brhLsJdNVYQdCsnE82brSXNNKpOlKc32co05PsU19IGKPsxUh5MEg2xMKI15aoZqcPnKFCqMpnXsaSemcWz46EQJaBIwY76htH+sJr2y3dOsVyzV2R+zljirq3SmEfHcg37WFeE4+Ib9hbX0CEgoQoAhisdhsiqvjALjrRi/usac8Rum2KPcCCcSIVyNPrJW0ffHxEGJMfCLyDeFFhIB8+N5eK2Ib/CLPEWRyYAe8Y40hU6j6OvJUH0HCU8vJ9VAuIYZ9AfAi8tRd413PCu/f7Kf9OoSIlixKmeertVr9bFfkZVOrCXui9t2dUXs2YpyHWn8FQj4jyHgsJ721LwXCtS5bliat8OKktXxvxN5xx9Dpx5PWrEbXWAUwJ21u+3pdchW5HloSCWNmN23NxmCLlU8wuPKABrJGU1w39bTTIffM/LS1psk29BnL+fENS1cj381h5PvNzlHNJOONbQH+NxIuTAxy3YNCQEIBAhTHr1Im93JbV3fgjed+A5EkM+ogTZl6kCIwkKf8Y2RCLjeQp958Qqsmt+datiF8DPFaXO/1MmKI/Sd/F5GIT8jap40MwVVlHdtXik3MO/8M4HK1y8WZadMCiKY7tGGNfXhJwuzaGbFrUMMiIBAF203gncg9nYufY9Lw6a7oxBBqFsCKZGhAx4URrmrIe+s8QrTzvevZzkDxyGBCWl0IsecrCEthOln1TVox6UfVaap61dHjYefWDUv7La1OIEWpryDfSz4PnESI9M8Qsn9DSShQxwUIUBwLKD5HBoBLTuPPo6q8D3lijyAhkiok3LV7kMeZiBDPeYTY4ggBbSN31HYvnmFqShtHf6szemSSbbzufXYZMdpjvbVEyU3AGwgBFcqJXGRgJ4ZCsIH0OEfdNOAhrZ2Lqe6vvy3V88Mt50Puaa+563BwEvGi1iDEkJNXesg2jlkD8zM5iGiasjR655B74TeajVJYXj0YyXU9QhB7B7EPCAFt83/Qiknfrk0tOB52sknbb6v0NHIvTpAhyLvI9axDft98scMbhoCEAgQojhhCAAXRq0M3L7sNgxmBMFQcJjfsMwbJ00wZxDG2IGGvp5GcQXbPuFVIyG4fEgabCdCUMo5+sDd8M6rV7A/1hPVnuiI7EGO7mIx8eJW3vi6KF6/65noKhfNC+dgBtJ8P6UlfrkvU98RfbQc4UlWbfrE63Yl4CPlii8HguvfvEQqEuy5a7nxKS89x4Fqt5qdIeHIqA4cD5pNYL0Pr6D2awUvSVyGCkEqwACGlzd7rEEKiIxAvOcLgioMHjSAcFyBAEcRisQOxWOwcebUyriZ11Jmw66g9vjGFtajI7vcCScTbKaQo859mS40y8JFA8jDZhrEpb5sI8lD6KIClSby3L6wM1NPAjhDUHQw5amHSPNVt6KpViZC7N2LvPxl2FiMJ8VveMV9CiKoWMZ53yCjPFOIN5Z87G7cRwvUJNnXR6AxdH7Fix+H6BSsdmSzrIt7YYBqKgggvDDLKt5S3vrNkhb3qXXWVLMWfRt8GqrqUPnIi7CQORpwZ3YaeRenC03ZyvcHdiHcxWMxDyP0ikvOppG7nDIPrmafJDG48hXwHJxEvaAvivf54EMcbFAISChCgNP6SjCy6HXilT4cjdSo5bpl16c4RZ0J7l45WOpphsHARI+Qn/Hcihig7h+N3OygkIff7l92gvPEa7b22AqsNsOOG7om4Kg5MUKhp89Pmq42OHhmCGUoZC9b3hTpGumr7jqityHhqs5Cc0tjCp2ENxefk2N61HsMnIaXCPxr3zAKUasvazvCu9xxiMOdQuJmqj+PesfPvkT8HaS4ShmoECEGqzXL3743YI/uUru42dFtKscpRObVW5ZCd/7lAZWHIYpjivZJIfq0G8VaKXfMtyoQT85CtO5yNCE1GIEq/tUjR8RtGQkE4LkCA0vgh8FnE8L8VmFRrpD4yzby9dpbVsfap0JkLb+C5qxADehB5Ml1D4WLPpYjy7S4SFgMJE+1CjMmgq95TitofV6frrxvuaxrdBTDG0VHd9bVbTmLvFmC7gTr2RMKqnpk0urJ2bULmBxVCEgntxBHPIL/9znbvs1zPT6kqhChukZXvQBLxS8mE1wrhJiJ1LuSxmogB9hWHAHSYuunbtak1bSF3wQ1LT48bmI6qqOloNiJkvotbDCwCHQoiiIeToHA3+GvI/RlubdochOz8gY7vbmpuuZcd3XMQkFCAACXgte2ZCfw1YuhzQip6+PPuSiGFGMleMhLmQsWZVQjRNCKEdQwxJE8U2b4U+lVt7ZY776t1ySc0zNRab012vjBTu7dXosxqxIsYZaDmvz8eqX06Htpp6v5GoWPI9QTOkSEYGyHTFQixvEwm52Ag3lihNSvEGyhUE3QZ8foK5XFOkjuCohAMSiffV5LbyLWSRP0shHxakdBe0XHfg4RCwsONZPJ8Pk4j+aDhEIYvtFmO/N5dRX4P3yhvPwjHBQhQAVIU6VSQ0qZnbDXTjdv72t2GWSmswY4NKIZw3nn9wWalMNwi2ctkQjn2SFdtM1DrNOnl6NQ5VNUlM7J4BUIsCxACCS1NWk8sSZqcsZzD36tJp1CczzrOFTIS7t688zUi3sphb/sUpUcd3Cnw3lqk/ugxxAPsRsJVk6i804XfLuhJBtrFEGKU9yMihHMI8ZfqZFBP5h754pU93j7DrSlTiBe31juHnxvLl42XwhXkQaED8VB9yf0SRLpdj/wuaeBf2jauH2zT2IoRkFCAAOVR1CiON7ofHq16zsy3rl9uMm7P+Vpy6b0MW9xGvC/lvWYyzCF7ZdBKrsjhtdumXve12sS2Kbapm+yl3eN6di+046+8GKp+y3TE8Fd562pRqEl3DX03ohmRzA1f+SMhTKR7wkjknp5HbFAV4m0cQtSIxar691O8SLeKzNC3oYxFN5E8lUNhu2gh15lACGlLmePFkdxNtnpyGcXzd0PFdCQMe5pM7VO+Uq8Qokio91EGek5Pe/92I3mnH96TlRZBMNQuQIASiMViE5D4eNmcwN705B1HnQlDGSWdj0uIgX6M0gn3e438Akv/ZxdoRTP26bh1a0nSWClr1HeUsh7zPj+OqOTs79YkORtya5Cn6kLxyiSSLzkGPJX32S3EG5rAQOQPd7uICDZmkEs8DpJcn4V4TtconBMqhF2U7m/n45r3Kia7LjWaPZuIehDhiD8eJIwQnYt8948VOkARVDqI7yzi3RUrsu5B8kETEM/7fW0b1/9gEOsYFAJPKECA0vgAFRCQq7l21Bk/HAI6jYRGEogi7o3oPVcO+QWmYxDDPwmIopj/SpXNwnjvq6rv1TGufXmBGXmsNVS9BsRwLXTRk03NzxDBwCHEc0mjOWVClQGptIgXQgpq9ECKGoXU74wjN2fdi5DzdMRg3/CO3YnMTcoOjZmIvHgn4iElkbBSuQReF5mC03IYjwgaCpFWIW/nPHKP/LHnrYjIYLJ3TfmNQ/soPAqjGI5TmLjzEffOGSmxTS2idpyKeHzD6c1XFgEJBQhQGhV1MFYwclXo/JZt6WlrK5x35yJPyxp5Kl2CPLnvpHwi/V6jFzHW5711+QYxjTwJp+lX3mkSPd9cElWjrljVb91hmGP7kNY3e+4YrvGVuuT5kO4XJTQguYfTwKLf7Yw2KlBdhr5madXVaejGf6pN9qAGhIMWMrD+6SBCzP4YCv8zv1/aEUTskC1qyJZF+6G8Ut0WjlB6TlM+6hkY+jpBrvx8CyLAGE+GEF+j/EPGgUGs5S5CLJXkInd422Wv8QTiMY5AwnkGGS9uDfDJCtcxJAQkFCBAaVQS3kApwjPNW2vvulWVhuS2U9gQLSLjQfy8sA8xSn4uwA+VWUgV/WjE0F8Bum6GR9fNCL+zW5kNM5DQ2RZg0vdqUmcdxRpH9Su2mhACmzgvbW4xUGsBGlzlAjNrHGU8kjJbD0WcQvdhNUJefkGoXyfly5Sz4c/NKaUEXIzIwovNdtrJ4Pq0+cgWSuxHvNgo4ukoJNeVva5dVNZ4NYwQxkjEI7lGRkxQi3w3D3v/hihvy3cgDxdvQbzHU2RELt1kmtXOy9vvpbaN68/zBiIgoQABiiAWizVR+SwXABZY12qOOgOiIi4SovEnne6leHK6BiGgQg0w3yiEya1jqSfjRWxFQmTjgHEmqu1S4/vOzkhEVwKHbxluXKOnv1plH+sw9Tu9fbLl2SGAy5YbJtOj7CZCMHPOW26xsJBBps4m4Z0/30BmoxcxrqUUYsUS4CcRsUG+l7QVIdJS7ZGmI+q0JOLt3EByiMWIZjblFYCQ8VQ6ETtdKGS3yzu3iYRM28mo3CaSKWo9Tu7vUgPiaYEQUKnGqv9QZp3DRkBCAQIUxx8ySDltBHuhgXPIxbyLGCIHCbv5RsmlsifhlYiHsYTidR+nkELNWsQIF0uEF0PCezmI4WwqsM1qsmpRHBj5SDpiHYw4h2+abvJQ2FkC1KA4jTz9awqo2xJKWzcNt2qMa/jnaI8rnYwbuhRpLAF+5q2hFAGBeJU9ZOYjFUJ+buMCct1TGUhAfjjwDOKFFAuRjvS27ULCWTMp/f1OYHDqvVL3Zwy593oUQm7ZnleagQ8zW8gVhOQ36Y17702i/Cj0YSMgoQABCiAWi1nARwa7n1IYbwud0j9Jz10MyieJbKNUaYG48va7iRjXfCPoT0f1PaqblDaW2UggyrIOhOzKeVzn8MctKOr/ri5ZhcopXvT7xtUgHkv27CIHSKcUxj/UJ5uWJMytbSHXTCgdTUFvWqG9YxfLZ4yjAmGIh1pvW//c3QgpLSUjTshGG8UJw7eNMxGC2YN4MQ3QX5Q73TtHN/B2Sif7s7Gaynr+Qabf3TQGjrxoJ5eEasidlguFQ5TVeT9ny8g18G3gHUgfwDeyIwgQkFCAAMXwUYagCupwq89edhu7FfRoMVpDnYbqYwzi5ewg09HYnym0JG+7M4h3NI3S+ZHdiAEs1AIIxPBp5Gk9Sb4npgYc+zgZMtzsrcWv6H/SO88SgH1Rp1AY8jQiPPBzG7WI8ffrhgaDaUjYrxXJZS1F7l0DAzsdPIEQVgPioWTbw2zPqB4Jkd701vkEcl/w1vhu7/8JKvOc/WLTSmB559tKLgldpjCJpSs45lyKhy4V8AnkweIX2zauf8NreAISChAgD7FYrI4yI70L4YpTf+yn6dlNoIoVWw4VNWQSx92IimtJge1mIobfzzvsIVPg2oV4P7fJyPey+49dQ6TPYSQ/ohByuU35UQLZzUrXeefxm25Cee+sUEfqQwxNKABi17LDXSsRr28kUiPjK9VuIsa8AVEGXiFj2MeQSyphJDzly9i3I2SZXWtzxnuvG7lvpTydh6gsLDc66/+nke9zr3eebEm9JtNipxzqkBDxIxSvQ/tm28b1lY6DGBaC3nEBAmQhFotFgC8zuC7EANQbiVFUHpIZKq6SIaRCeBwhotcQL+QsQgoHkBDVGjKGbyxiOFsRYzwJSaxHEKNbi+SZIt522TjjHXMvYsyz0V/fYmp5Mq9z1Q3/vXpXVVL/MpbyXQmKYQa5jU5BPKpd3mfVCIlMQsJO5xESfBIh3jaEqEp5NdWIeKANIXvf82pCvKpivz/+NU1BvofWIttd89bidydf7a3xde+8+TmyHYinVGmuaRXyMFMMZys8zrAReEIBAuTiWSQUN2iEsetMdJuDGjSBVQib8rUgETJP4McQ4sl/Yvfhhwqz15vdAdvfZzli1LO3C5Op5s8niybEyD/xVDy089GUOd+Fvuumu9VEqXGOmvvluuTVTlOXKq6cgBDiUOCPZ/DbzvjX4l+PIjcPMh0Jy02ieLHqEeSaZyD3yL/2fKN/2Tvv3ALHOIZ8N34+qJPiXubrFPakCh0XMg1GB9NR1++XV+g8w51eWzECEgoQwEMsFvsQ8MdD3f+K23BaofOTvvcSfUiiuJvSA9V8PIx4QYfI5GxuIZJkB/Ga8pP+hUZQX/Pe34zYDAvxxm4hBjnfcI/1XtdqtUoYqNEGjJ7kmE0AGt1VpbnbWX79FWyCRgjS70GXQAjsIXJb5xxHclN+F+/sseyTvVcpscAIb5+diCeSf9/uIPd6AYVHm4PkvBLe+bcg4cZi5xtsD8ILDG6QHYg3V+yBqZJ7f08QkFCABx6xWOwR4J8Y5hyW3empjo05XCFCMXQghjTK4P5ub5ObP7qN5AL2UfipeQ4Dh85dZGCPNxACKtVnbbyNft1Fdxio/tyGA7dvmHpaif0qhYt4KI2IV3cXIdg2xOtZSKYm5yYZg7+dwpJvPz2RZqCwI4EQTbH6Lp+kTDS9KGoKbFOPCEuOIvf5oreupeQq1k4x+N9Fn9gqUdxl4wyFSTNZ4L03BAEJBXggEYvFHkdyGr+KTE8dbnt9TKXtsin8oeEuQkBD6SeXQvI2MxCBQxOSA1mEGNZ8YzuegT3L/K7RM8idK9OEEEHR3HJLTXrtbsdu+5XuSMJE+fu602zj2NmQW6ypaDtCuuWuN4V4h0+QaQ8Eck2dSGjMfygYkbVfMUl6E+I9LSPXoLtkGowWhkbPTRvH1yRC4f1h5/TeqF2IrMYjNThLs36ex8DGo9cRT3cLkjvKL1K9VzhOYYELDC6sNywEJBTggUMsFvsI8A3EiN2LiZcAJLX1RnW8PsfQG5oWGkntG+YuRMCQv81VxIhPJZMYX4vM/LlLZlLreEQOXbKQtMPQTZcst3WcY9zeGUn3Xrd0Y7tVlIBAvINKu17PJdNk8zFyc2aNZLy6YnL0bGQr+gwyYo2L3jH2U+R6w3Di7X3hVRFU7aqEatwXsa9pVVAVmP/7lmJgJ+7VSNhwLRL+q5SEBjvHaj65ZJtCrttExnT8XBCQUIAHBrFYTAG/BPwj8sd2zwgIwEUN25v6/9k77zi57ursf++dtn1Xq1WXpVGxJMuWLFtWtSQbY1wYE0IJCTWEl4ATp0AgYUKS93XetEnhTQIxmBZKIMRgQgAPBoNlr3rvltU16m1X2j477d73j3Ov7p07d9p6Ja/EfT6f/ezuzJ3bZuY8v3POc85xQQ/XboZQLe6GqxlLgWcaYrCIwTRcCSqZXaPAs/XpSTp0o+Q1FS2GuygMCZrIIGGv84gRNafPFuu114/kxColNRMrkWvvQby/LuSevOq2cVph7ncbUuseHghOuuTTLrdoSuaKT6+kcPiAy7ldMo7jRzw9MxTbhlxzDnfhQJ/LY8WwFVlgmAS0FllkDAIPJWKRUiPThxUeCXn4pcCTTz45DvF+Hii37VChoVwLefYAxRPdrxU7KGzoeRIrNOS26u/BIq4zVNbf7qiuFB1U50Q7Yggfdjx+HsnJhBGSbEXOv8/4fz+FAgnzuTsREcXLCKFUql40w331CNHtpEQbnV5Vr9seyp7cF8zNC+lsK7PvA0gI2B7APYmESlsQz/c0sgDZY/yfQe55H1bI1CSRdipTtB1BSGwa+TVIK42fHNKu6rrBIyEPNw2efPJJM2m/HJHmTgReQJKsP8YKI10TqOiDueEPpZ9CjE+pJppDhZsCawpSuzIK90LU0b0GAAAgAElEQVTGbkT51kfpxpd2zKC4Z2PHYUTNdhwxtmaHgPOIgXYSZiuiCBvteNzsuD0ZS0o92jjv8diEB5Oy6toZGdW3viY7MacU9M6bZpzHEURI4DxOHvoVbt8XyoUAUgoPIQKIBeAqUuiiUNQRID+kaObQFtqeNxcksxGyBpGy31Hu/Ayco/Rk1wGuozIOPBLycJMgHI1P+GANdwI/YBhEBiWwATEeB5CV+VxglKajq2jJ3PDXf7cgieprQUIdCOEEyTeIq5AVulvfsFsQQqhBQl3HEKKcZJxrm8trQEJOuzAVZO4Ft2exuhYcM34uI2Tp7JsG7g1XTyLvi1sObbSxr1eBHp/OuHf3BVcqKPhQNr5Um3HbXw1y/9chIdzihcJKQaHyveSPTDBhhhKduExlg+ns57YauZ+VqOI6kPxSksJQ9CXkvTtK+Q4ZwwqvY4KHGx7haPxO4OCzqfn3MvxfoCPI6jCJhDyWI2GSyYiRuQK8qqG8PEnt7gR9OKWt6xHje61mC92HGOuxLs8p5JPQSeMHxIDtQkKb9YjaqwkJ1W0qcqwQ4hWsRMJha5AQmYl2RJa8DLnn0xEPyuwOUI6Es8Y+uyh+vxoRafpt6MyfkVEPJxWudCnauS2hTLFQ6mgkPLmCyvqyOXHO5bFTFObiepHPWLVYhLxXJ8ttiBDiZdxzoSFkAbcb+P4QzmPI8DwhDzc0wtG4D/hboLFPD34kqfs315BdphSuSqvBaSTpHkBCQPuQ0Ie52rR3H5gOdPgVfcryQIITqdYr+vBNRr0XyWPciVTQj0JCLysYXgltKeXYZiTsthyrzcsYLEGCKZqoR8gsbWxXag6TWcz6MvmzjEwvyocY72q8ggGsxH0x1GEz9A8PBJd+sXnwVBq6UFiOLGASWIpAJ6q95/uQazFHb5sycbemrIcRMk8inlof8vkrJ+RoRBYSu5BFwB3AqWkZtevt/cExu4K5Qy/WZcznzdEYNeQXO6eRMoWvXesBdm7wPfnkk9f7mB48DAvC0fg4IAa8x3go40fr0KFXUSBArkEZmqk+iHz5zZj8WNzDQSbqgKAO+gmtdX+KwHCGztqQZPhk4++pSL6jmeHrU+fDSsDbETaOa16P2WmhBXeDrCHhtDok9FMqR2G2t7kXWQx3G8c5aDyXozoyDyFGWKNwVIGJVxHjG0IhsCuUPZaGcSjMRrzOU4gR34OV/DfJVjOuqdTnwA6zH53fuK4ehFhHI17QWYSsTyD3OYcQRQviAU41XneGyqTX45HP6YBf5/KHekMzVZTGtpyS3VSTvYTc67BxTnHyvcW/Bp5MxCJXnDu9HlB0/bqG/zx4qAjhaDwEZBKxiOZ43JeIRXLhaPyfgE+4vVZBv6jDqEYltf0dob2tyGrRj7uc+BSWkV2HGLCKRnoXw8vp6e0JbXS1letuyCB5F7eREpeRnEkaMZx+JLx1DAmzT8RluFwJuOUu3GA2Bp2DrNSbES9xL7KKX2Xbbj7FDWixDtJudUt50KFXbw7uIqP5cxNrtcCRXrtCr1jXgMvIfSk2niOLkIyd+My5RH2IEg/HOa9F7pldQr8ZCStudzkPcy7TVixxQAYh3vEU5tM6EfKqqrtEUGf/owPB9ISs0qfCrC82pXpySp4i8EWkA4YP8axvS8QizsF21w0eCXkYkQhH499HvsxrgJ8kYpH/CUfjo4FvAZ8B3g78Tum96HwgtP20quiTEQPTg6wIu5DwyHlk9Wg2yhxqQWgeerXgue+n59eDUm3xoBt2UVjMaIeGXEcCWekmkNCZc7hZKXQgITE3FVcpmMcYQHJjTil5qTYy23Gv1i9KQjr05CbX7cpNaZiq1/tvQVVUdJ3Qi+deVXL6bci96kKIwemxVDsuvQch2VrbdexEiD2AEMkqhCgyiFLvnHFcH8Xz7WcQT6uB0io1kPd2nbHvqpWdis6PRmvKKx2q/lGUvIatOYQslwNPJWKR36t238MJLyfkYcQhHI0HkVzBbOOnOxyNNwG/hyRiH6lsTwpbs5NPL/afmqgotFG40jRX/sU6Ew8JWXwpKp8GWg7mhNBi3RhMr2ciYlzMVeVCKuhmYCCFu6ptPRZJOw34ESQ39lNkqmiKwsmuMxG1Vc7Yj90LKVb7NNdlP+g+5dXUGyfchqLkLxQUhdzkuku+E/236KOCZ9Qr6QhyD9YiOZg2xNOopOGrHa9iScLN9/IuZFE0C2vBYoYcNyP3oFwTUXMm0X5j+1IhVZXS4x5KQlf4lQ6fvhj4O4Q434UsaHzGef4zQ5ibNdzw1HEeRiIyWPUdAJ9EuhyUqzMpwKu58UvPaM1rdd21O/Q1wfFc62lQKqnZqASdVL5Y9GEZdwUJk2132W474v2ArLYPFtmfec/szTR7EYM7EyHGR5BQ1RQKE+6TEOFGmvyaolJjyBvczkcPqD3k9MMu25Od3bwqdd/4ZHpRWyQ7rWGdLte0Aqu7wH1U35BzAhJizJGviltV5NxbqG4GVReV5/SWYL1f1WI88I+IeOcl2+ODwF8kYpGeIe532OB5Qh5GDMLRuAp8AFnFjyqzecX4RWbWfe8PbTuGDv168KKq6D4AH5q/VsneVe711SCl+3r25saHh3GX4xAhQiXtbpwwV+5uqEM8hp1IWGYt+eEhHTFgXYgh7sEqUDU9BFPVdg8SYrqC5NfsTVH7EUI0SVlD8k+lRAcFlf/qYC4VevHcrXpL8GB6cdt4FMXqXKAoUOMbA5Cd1bxC7UqvUa6kVxnHNUn5JJXlVnTjdQkkn7WFysK0MxHhRqXChWpCnyFE+r7EOK8Mcq9Nccogcp21xs8AovD8G2RU9yTgeYRUX0Y8u/cmYpH+Ks7hmsEjIQ+vO8LReC2i2GlleGtidGCHgt7boderz6dvW0VeM0idBf6z6+b7zs5U3ZtNVo1t2Vt26ajDkluyIUX50E0xTEWGqZneTNbYTx1izMy8jF1RthsJOZ1AQm3lsMvYl4/CrtyvkB+iWosQkFnXchwhhxqseqUAQp5mTiYErFKA7MS6CyjK7FInk17QOl8ZzB0L7LzcoY8KJvWgT/Wd6c8o2bL5762IuGIBEn7soHIPxIc1v8ltgKAT1XhmCYTE/RQPHV9G7tNTyILgFPBO4FnkPn4QeY9+GwgmYpFEFce/pvCECR5eN4SjcT8yxfQfqa4mpBgySIg5ixi/XspUkgfI9f9GaOcln6KHh+H4PJuav6VPD5VUd1WJDOKBHEUI2mnkS2ETYvDrsZSBHbjnfzKIETZbBIWQEFO5FftmJNxWLMl+AMvrSmHl4bJYi2ANIbySnoqukE09OPESqlLZZ0XXxUsC/Ls6V/svDDZSOqS7AyEhe/5rF1aPt0rya5XO9Kk0X1dsn+eRXF2ljVlzwL2JWGRzhdtfN3g5IQ/XDeFoPGD7+52Icf0Ww0NAW5DV3y6sJpxljUEGtV5DGZYuB5e12kSfHqxUkVYpzGmc9yAtg6rFKfI7P7ch98jtOMuRezYWIYxyBHQFCRGVUnnNQUgoR74E3B6FURHvYWepgyk6ft+x3qPounPeUZEXCAEpvZkTvguDSxCvb63xs4HCuUkzKRRgLDDO/yz5HR6KodLJumMQD6cSTHb8342EDO9ABA7lcBT42UgkIPBIyMP1hQ4QjsbHIF/24ew6rSOhtoVUoYSaqPbsCyhayfBOpbigNZ4H5Vp8p44av8cgngfI9bYbP+kir1uKEIRibLfB+BmH+xhvEPI5QGX5k1GIhLiccbZ33i4GH/L+lSQYvTGQQ1GqCp36D3YnFCFUFatb9HLgRKPGlocHAlsnZ9U1wVxqq9shEW/yjUiYqxwqHcvdhiwQ3DBgHGsvksuxhzP3GY+PQ66nWLcL8/OxExH1/CgcjQ/L53y44ZGQh+sJLRyNNyLJ0hDwx8CvIdLrZ5EvlFb85aX3PZQXBcgNpR+YKyaq3c4V63BhOWJM5iKGeh0SvroPWQ1vpPT1rzS2XW78TKC4V7UJ8brsHRHWYRGeOeX1PLIiX4EYxlK4QPHGpnY0I57EKYp06Naag9XWMqFkNJ8uodl86Nz2K/3B5vlp/6J3Xrk4+sMnv7awJpd0GvUkVrfqJZT/nDUiooD1FZzactzv3VYkzDYPWVDtQRYfh5D32+5tuZUCpLEEJ9OANyACkX8MR+NufQJfV3jCBA/XBeFoXDG6H/SGo/GvJmKRbsdzT4WjcQWpW/jfQzjEkFrldOuhYVPh9emhLgpDJ8MBFcuI2vu2gSSs78MaS13Ou8wiRrJYHVOr4/8EYnzNUGraOGYbsto2Q3v24Xd2XKGyOTcmzJY2FxDvpR7DTumAksoN6jXV7A7Sy8auUDtT+/2vXOlVkrmFylW7pzcO9v1w9+DgGR0yt/uA3zz17f1fDH/YXs+0DauDRi1CwHbJuokLiHdSg9ybOqxGt8XgQ9R0Zu3RaWQBYD9+GCF7u+Tf9LbascaY2+/9Dqyu6C0ICa0APpeIRS4ywuB5Qh6uCxKxiG77u9vtOeP38xXucgvy5c0iK9VTWCvWijBKGTj8SPDQJV2veC5OUXRodUd/kZk1bITmwEbEiJTCCop3sLbjABJecs6yMXEFK3QHYgSPIiv7HEIQ4xAD6kdyJvdRvPh0D2Xa8LigFzHOzcg1rQP2KkDgYHclHlUBtNGhuelV45ekl405qfsVsxFrrtsfrIXMVcWZX8+OxhJrDSBikFqktsr8rLnhLFLAe8b4fx+VLUhaEU91HxJK3oSEL6+eEoU9+GYhc7JWAY8hnw9Tbp3DvUv2MYa2uLvm8EjIw0jDXkqTiZnLqEO+hAPIF8xPdStubvefP1ajZBcpSnWvc6JXC55/Lj13vI5yLSagdiDeQSXf1VuQcJFT8roZuUdmL7SCeUt+LduH1afMDN2ZpDYHub+7qXyQnQmnZ1UKxxBPw96ipg4RLXQBKF3pWei6az5LPTvQrnamrLooXdeDmy+tDey90n71oabg9MydraoOSRTFv7rt/nR764pNexvntusilNHb0p1mJ+lDSOHsOiQs1o57q6G1SE3WTKwSg2paNimIB6sgi4Nyn6NBxDtTkO/DJay84YsUljmcAn51pNQFOeGF4zyMNCQp7NCsGY9dQVZ89o7PTZRu32++vsCI1xfN51eHfbkJh0CpqDZoZkbdreponT59dKdPv1pPoupkNaXg+7gOyTFUWjs1HfF0QMJDY5F75ZxImocF3btWr7i8cdWGUUt/vKPlrocBWtOdiVGZrr6j9TNA7vlsijf/LIWKxSdB6P8u9dn/JrPjO6QXZyQEeDeAHlA6UyvH7wsc6B5EowVfYXcCbVSwLrT+4tzstIZ1uemNS0nmjqhd6Tv17vRl7mi5qpbTWoLT9cbAeqU3M01TfAv3NM8LAbu3N9/VV6Ol+jtCbWbj11mIDHoqUodjFjab01YVxFtzu79nkLDpUBYm08s8X4OE3EzyWYDUB40HnrBtpyEjGv7q9eqQXQk8EvIwImDkgyYhOQcnCalIIv4EEto5Q3WybhUxJkZSVu+e67vw/Di1r6BmRNH8e3Ule4uqBY/qSq5GV3MF8X8lk+6oPX30VdCV7okzxx3W28r1CwMgnFH3/Wp/cBJQ16vorzxXn0me8WuzJ2XVA+/uC4475df2nvdpiooCOgMv1WXuo/opsXNsv19GuiUXQte7arXkzqSv7g0z+o+nFfDf3b1r2rG6cOevnfvB0YCWaVbRHtw4avG6nU0L0prqe6DK8zBRsfw9DdNDqLmPUNO0AP+aP2PgnqSRhFcy+l1Kf/ZQZt6o4o08a/2LstMa1gWO9K5QB7LblGSuATin6CRD7ee3oSi61hIcUPoyutqXnYR8jkzC6ekNNN1ZqF7gNBKSNOcCLab8JNP9wJuQMFk35RdJIJ/NUj0C7TiDLNaSwMPAl5CBdAuBvzQefwX4VCIWWV3B/l5XeMWqHl53hKPxqcBfAP8LCTW4Gd6jwM+RL+vbh3CYc0gS/dEWZeBffzX0yh86N/BnGta1dN61AvS0ghpMB7oPdLfunqZqwb2amp6IYrRk0bVcw4EdlxUY0++r2/y1W96/SFdUFUDRNX186sKhc6Hxs82Vd0Bn4Nf6gtsn5XxmPc0xYHqfou9YXZthZdJ/aZSuPoSNfHPop/+zIXWyW9XrkmrJLtrFcIQSvczuvbzhmwu699y1uu3+Q8Dggx0vvRdAhwHFUeuys+nOjetal92DolRTKAtS+HqSKkZKfJG6w7fjvzWLfuZ+evO8iNSqcef1Wn9pebau68GNFxNqb9YuMXcWhm5HQpd2pdg6CvNuG8gf520WjdofNzskXEC80Bosz0hDhA1pxJNsxl0Q0mU8t5FS48MtrEYUdP8PSCZikV64OuBxEnDaOQJlJMMjIQ+vGYa6zfWDFI7GA4lYJON4rB74B6Sp4iokDv4Htk3s1fR2vGRs65Z4LYdORBI+6X2h7QN+RfsMOml/pmlTNtAzCxjX1DV3TyjVdjX0pSmZLhRdU7VgY7L2/KZk/WlfzaWebi11pN6X7FtuqqyO1E1vf37cw/f95qn/2NKY7VugQHBQDe7d0rKo/0jj/Jkf7K05XacrdiJxGyvgNl9nA7C8S9XOfqUxperVtRYqOR+oNd353NIrW0/PGDj+JiQPVDLntL9h9tYXxzxQbQPZasZJMBZl61eon9GK2jqQG9z5wUyi9mxowpyrYbQa35bsnOagNq62NCnn9GP+V7s6fWcGFtlcamenCGcXAjsJrTV+a8h7Yu4mh4Qmk4g4ox0hnHYkZzQJK/y4Gclt2SXlaSTPZr7P55GJqqOMY4SRnKgpGrmAhFNNQjVbN50B3oKEaU/eCN5OKXjCBA+vGcUIyHiuoA7HSJD+XiIWOYOEyUx5ag4JZfQV2d1S4MdYkzedOAp8Ffg0skp8P/D3wC+wGm/+rR/tVWBH85U7do+6vGBVQ8+sU4ru3xdMjc7Lvah6oEXVgq3A5trk+JWtHfcsr+X+R/wppVaxkeS0gcT0Xzv732sbs32LFGOlW6Ol5624vG3iR3pqehwEdAn3qvrbKexTdg/Q06KpE+t1The5J8WQoXhBKpeDo+/9ybhHtgKfoowd0IHD9TPdRlJXcg6VIvVdGu5uRW0FSGW7+t9x7odzPnriq6/6tGwKQB3MLfYf7+1F13WlO31E6cuc9J3o20RWS+btyadMz94xapHe4E8Y57AdEV1sQTwXsz+cvSu3KU7ZgVXQuor8eiofQhxmkekYJIS2ElHH7cRStmUp7Djh9IK6jNfegeQ7QwgRYezrEJKL+hvgfUjd0GTk+3I38DXgB0Yo+4aFlxPy8HphSjga1xOxyIvhaHwv4uUsQ750DyPhiwAyxuFVJB+UQVaNOxFpqh0bgfvcSM+Jpx6vXYysfJcC1CbHLwqkG08qrhOr87tLK4qqhBrfNzvV/YWrG/jQbhmfulBQp6SSmuLTc8dQ8r5mxdq1jAa2ZpIb9vsC4fGqf+IsxGidA5re3h9q/WZjVd2FpiOraDeV1qbJydMffdv5H89HSLsksop/sDPYWo+uayhVdYSYQRFRiBM1kPBjNSZ9tXtTPUBaDfZrino1DKh2Z1aGXjy3n5w+VhHPZor/UPex1L3jUtT6xqAoV72d3KT6U+rB7k4sRZuZ8N+AeC7TsDyibkQJZ08LrSd/QdSDvCddiEezCMm7TUSKSwMIZ79M8S7w9gXbJKyu3SD2eDzyWZ6FkJ2pgDtuHO9PjMcjxmsSpRaBNwI8EvLwuiARi5yw/XsJeAYxuE8gX/bNyOTUjyOew58jBmKmsb39ywtibCuVD/8HUr9ydaXqz9UX63xcSGpKTRP4D0O2VHugnBqcsw49mUVpbCVfWbYI95DcIi1ztD2X2tsbav4IioShVIAserZGY8+gwq0oFYUjNyCtZpw4+oFT3/5Wc7ZnOyW+/+bNzSj+5LG6afvb0pf7+2vrKyIUG+oQIizbysbneO+WjHls1NnkiWP1uf7barRUd9JXe9WoKzk9L9GvaEwPrb2wW2/yd6aXjlWVnsx+JZXL+Y/23IV7n7zlSM5sDEJkF5HQljl7CIQ8/QhRbEOI5jCyILkFy3MKGvuxk30LxRWNCvI53oHc5kXI59B+/XOQz6cP+YzcjnjFyxFys+87GI7G1RspB+SElxPyMKIQjsbfhbSdn4msVnMIQS2hdIL7LxKxyF9XepynHl/9TuC7iFEwuzj7yG/D/zPki29XLO0HerRcV02655t1kHXLu+T8tau2+GvuWYaEb9oQ0nEqqpyjuztS3f9+WNe6lkHgQKj5w2MVtTaLkUDPomc+2zx4KqeUlfCCeIvOWUkXgN/+/eNfiFFGsfVC2wPtBxtm3YVS1Yhyt1yeWZtkIoXc8yASHhsE+DQ1oRyojxFYZHqk/5XrefFbWtfsrkBLJUWfOpDVg2o3GW2UouOj9Ehvew5uHZLjuRUhB9Mbyn+/dF6q15k3MauePu/XJ/Sq+jjcc3mlOmn3IJ7UGYSAdiJiBnOScLU4A0y5kUnIywl5GFFIxCLfTcQib8aqd/EB76E4AV1AvohfqeY4Tzz9wLPAo4hAYhIS/piBrHpNHCefgA4hxnupojZMhZxbIWbSX/vANoOAMsiq2I/VWuesbVv7CnAb0KdrfUZLnsycdP+PdmeS6w/penoAIK3QPzPjK9b00gl7OCgL/N/GTM/U3z/+hcmUGCFgnlCtllSrJCCQ1bs9r2WOsN6EEM4GhPBzyL1djBjwVZ9lsO4fGLz1IXoPtJPZBXC/r6GpQgICIY5uJa21GQQEUihbrCFqPVYx7lgkHAdCEvdRSED6G5J+/Xd6alp/dSC04KM9oVGf6Kq5sCzpd+bdenAvaDXRhCx0apDPxSIk1zPU5qJHb2QCAo+EPIxcuCXVM4ii7hZkDtFXEQ8pDKwMR+NV1dQ88fQDP3vi6Qc+hazGlSeefiALvBcJY0WBe3Q9l9Gy5w5ruZ6fYwsrKYp/vxq4dSeO7g6+4O1b/DULTIlugHxSW4GsuM2R23chxrkHIaswKFfDf3r2zBtyg5tX5NIHXwF4qTaz+2AgV6lcuwMRapxGiPPLuqJ+40Jw7B/pRhgzh5pd27ps7c/GPNi+p/H2zZtb7ln/hfBvHz9aF949p+/QJHTdWeB4xPH/KYzBgcbxUoh3dwUhmfNIrmSx8bMca/pnXpfuPpinQ0samu7G13aC3Mb/IFWpcT2FLFrsn5kDCNkOupw3yL03q5VnYdUzOb3H80B7SOfkpJwvoKAcAHrR6VZ0XWvQdGcxbpLKRj50Ih6TW3eQnPH8BuSz8hQitDnmsu0Zl8duKHjhOA8jEuFo/EFEtj0La5X414lY5C+KbN8GdFabpH3q8dU1iDd0DklMdwCfQMQRIS178Xi691th8GWDTe/dqvraliPiiYCup9ZlB7c15gZ3joL0NH/Nsp2+miXLFUVdi3hwtcb+Gsiv/ziNFNv6kMT3ZuCNuq6T6vrcIUeIrzvU9OGk4msa/7XGwfUdPj0vvBTS6AmiJI3QkB3tiJfxgUQs8q1wNP5D4FfQ9Z7fOPu9zs7A6MvhgcStX576oTqUfOUEun4lqKfPppXgbNtzx5Ck+U7EcxhjXN9mhGwbkBzQGSR/YQ6yu0R+PU45ZObj+/keclMREtloHKuo3BzxMM0mq+tt268zzquPwhqgQWQRbirWzBHqWxHvZD9Ws9c3AQFFR3+8p2ZbvcbE7OCmw7nUjrtPBtt2/HDir/ht++8wrt1UQBar1zqGCCXM+xcy/t9tHLcRIXAFIaUMsqA5iHiTZqdxHVibiEXWlbg/IxoeCXkY0TDkp29FjMo/DWfo4anHVy9Cmjo+hqyEfciX/WriPzu4a3M2ufoe47meUMsfnFIU/yEsJdRbtFz3OUWtG6UogRokt+TWQcGZ/2lHQmbzjb/v07XeS6nuL7dgm56q+ievCTa+axVAh6Idf7Eu09mv6mMGFL3mPX2hQ6M0ZWkWTnyueXBKTsmTAKcRZd/DSFjqDM6prLreCZxFUeaVuVUDiEdgz0VtQTwsp+jAmSOpZoLo1TPDatM0CgmbtVB8tPVPkXzOOURA4MyZmeewBnlvzXqnDsSoL0ausRchgQnGsS4gHtsGhCQCb+0PXrk1ra5M93z9jKZdmfTMxHcevxQaM31yVn3xtE97cHJOffX+Af+Fbzem23SFccbrDpDfxPUKEpaz9ywcQAjRR2HHkC7j+nWEvC4hoeEPGNd2TyIWGYqEfkTAU8d5GNEwPJv/uUa7v4Al9TbDKnnfCV9wxrRscjXAR4GvoGfrUfx9Tzz9gP7U46tjwFtUX7O9hdAp3EnoFmSVPhYRKtxu/N6M0QFZURvHBBt/41Bm4KWLutbdCL6slj29WMteekH1j5nQpqsNv94fakmjH/RDs4qyEiCt6D3NmnL+sq0XHWLInkYq8Z/BbSy4oowmv1amGHZSmOB3dsYeRPJdziS9s/apEphG2MxrLUUWB84OBiYmIvk8Z97QbFw6CiGqNyIej4l9SG7oIpIX7PVr6bBfy9Vk1IAvp/ilOFVhAXCoNadkJ2bVALAr2PS+huzA2hceufjzlh9O+NX6d/a1TlHhpApTFJQ2P3RmhNQGEQI8gEWioxBSN4uPO7HUcHWIJ9mJtN7REc+oFllIdCGLivciRPTwjUxA4JGQh19unKGwkt6EKL2U2lGh5o+eyKZ2f/lj3/hznfw6kj9FDMpHbI8V89RGI4Z8K0J45ndvCWKQeoAm1T9xVqjpvbMAdF0/kk2+vElRa+82zjEF9Aal8OhqT7sandHv6Qt1HfPnjidVlJdqM/MQkkggxq2UJ5JCjPUUxKsZgxCpKcpIUVxhZkcO9wan1XpBxRCg+LjxJsSTcBYBj7Udf77x+3bkev1IX70NWE1GJ08bOHn04Us/X7Rh9Jvax/hvG3XBp53dFcotAeZMy6q7GnRlOQprIMfPs34AACAASURBVHBHLnNgsEUfnP6hzlN7fYH6frSucC53YR/a4BWlef4UxCMzPUNnB+tOrILic8jMn40IAR1CwnijERJbarv2V5FFwU+B9yVikWKTVW8YeMIED7+UeOrx1T4knPRt8lVqzyIG+a3AfyqK/92KWv+5QO3ygnk+Tzz9gA78FeJRmViItF4phSlg9KETjEfCQvY5MiiKEgzUvWGMojaYJBlCPKcHsIXBfChTa3Vl/u0Zf3Bu2vcdVefBRCxyBPg7inefMGEqwaYhBPpz5H6sQpL0xeYOOZEj/7o1hHAHndf1GjCxyOMnKSSgNUhYbQ35CwdzCKBJrKb6cR9wfFbfoSYF6t6QmThnfto/486UX5maVle35pSLS5P+DsT4p4Gc6p920Re6Z3MgtGCZogTGpnv/syU78OISFL/60ECgd1xWWYPlzS3EUg/mEHK8BbnvixEyMjs/zELe3yUIedrnb81BFi1vuRkICLyckAcPPPX46lUI6fwQuPWJpx8o20XA8fqPI+olE27NME2cR1a607CmwZohqz1I+KwPCc3MQcIvZmJ7EPgvpI7Kuc+PA88YxGj25+tDclEZxHBqyEq7VLFrqRqXUmhHPI9LCKmeM/ZjJtSXVbifDYgQxTnIrVTNTwohPLPY9ATiMTxiPL+b4sWjJ5FFRACd6e/o6tgW1hqmqb5RpvLvvhz6XgVaVJQrCNl15DJnLmT6vn+7v+6BA/7QHfOBU7n0gT5Qx6qBWxcoirJZQ1/ybH167Qm/thKFXoToBpFFhBMHscY/vIIII36IfE5uQxYuDwFPJmKRbxW5lhsSXjjOwy89nnj6gTXIihnb72rwdeBtCHGEEINxADHIZn7DJKXxWK1ZbkGM93Ks5LmZX+rWdT2raz2XVF+zSULngJ8gIaVaJGT2I+C/nnj6gTyP55GBwEM/rc3oRj7DRDui7Cs142aofchqjPM3w1+mmi2AENA2RDzQgRj3s4gHsA8JpanGPpYjxLsOIbUWJBRVatUfMradiYS5JpCflxtAh/sG/Wt7VD14OJCb3qcwxrjSE8DK29O+9vuTga11yi1N+K56XEeBn/tQ+oFGDX26Dv0q+DKpvQ3Bpg/Uqr4WH9LP7bgvOGce8p6fAxpVFOVd/aFVX20c/Mllnz7LuLZ23NGEkM4HkTDqtkQssgdZmPywxLXf8PA8IQ8ehgFPPb56A9Zq/zj5dTDnr6jauYOBXHJWxjelVVP7U+i+nEJbna6cxepesAcJv6zTtcH5qe4vnYfslFDzR/sUtf4nwJ898fQDRRuZPvX4asUQTLTo6K98oWnwfL/K3eiksZRztrlKrijlNZTCFSypthsOIgb/IdtjZykeYjNxHqOvHuXHHLh1LwBoD+gs/sPumrSC0qyhn/tKY4qkqjdlhASn/nZPiGZdHYcINczw6krEU+rT0Qe+0pAan1X10J2D/hcGFF15MBXUkTDbauQ9vBOpXbsHydssSaPf9VTz4OmsgtniaTdCqg3IYuQzwPeNe3PuRu8DNxR4JOTBwzDgqcdX34NIifNGhXcr2vnLPr3j2fr0BBRGo5PzwfEcjEJhdH2Oi28fCB0an1NXIPLby0BKy/VMT/d8pR4ltKam5YnPPvH0Az+v5DzC0Xjth3tC/zJKUz/So2gXfSj+o4Hc0Z/VZuaiUI+E5+oorLvpRwojK5oQ64LVWJ6MiQMIOYF4Petfw/4ziCy8lEiiGAnpis7+BWnfiUs+vWFyVlVnZHzjtoUyR3IQfNtA6I0AuXTip7rW2eCvWagBgxpai4LS068wPaiT2BXKptuD2dkf663ZF0CZhwg4DiOk3oB4M34MEUQa/RPxurRyJKj9CfnE34+Q223IwuXjCCHVIJ5il3GttUhobu3Nkv9xg0dCHjwME556fPXvAGN19LrNoezSbaFsU1LhdgW6dcVVgQdAUKfvD7prFAWlXtMzg2g92zN9P1Z07fKXgW984pnnyn5Jw9H4+9D5NAqN6ATe1h88MFpTxo/S1NnA5i5VUwYVGr/dkLqsSXO2ReTLtk8jXtLdQ7j0I4gRbkOMZxBJst9JfmPPU0h4rZLpoW5oR8J2o4GJs9O+429KBnzP1qfqzvv1DkqLKE5hhe2u4rH+wI7bMv67AdJ9P9qlZY5MCzX/rnLZHzz3tcZUYNmgf//mmqwKrHwwGXhxfto/2jj/SUgItQ4hlQBQ8736VGcOffStGX/fhprMgkGVLYiXoxjnPx8phj6EiBYeMe5Z3uLFhjSwJhGLvKnKe3XDwCMhDx6GGeFovAHJ+RQfRe3AnSnf5h5Vr5vUv+/iXVfa34gY9rmfeOa5kqMpjGLePwL+yflcSGP77/TUdAVQ3gg8Dzz6r83JTWmFpbgn+t0EFdsQQcM8igsaSg7Qc2CowgcQoz8HMeg7JmSVK+/pCz6wNZR7aVNNdk6zpqQuqfo0I9dzBKsWpxMx5vPIl5HvatRILUv6cvOSV7R07zOzxrW87ZUJtVMD/iC9v6X2P6iJ4m9Wc46NH+mtNXNTASTv1IkICTp19MUKSujzTckt/erVguc6pKZnLJLnqUfUdT1IyDaDzLzKUkigv0A6eXzKuI6NiKAhDnztZgrbeRJtDx6GGYlYpA/xNCoKoQHsDuWWHA9o85IkTUN/fzkCMvApXAgIIKVw1yWfPogRgjvuz+0zCAjcRUn23nt7kI4LGSSUVkp2Xk4GbsdKiifny8EMUwHcfc6nrzrp1/ePzaljP9AbHJib8h23ySouIoQ6E5E6r8QioDXGOXT2qiz5eV1m+uWB/5kN2bFT/f3K7Brfip+oGb8mZDMV2J5UUbLoixBiqUFEFmOR/NHKw/7cyym0Q/0y/fZepEfgJCzPK4wQ1hRkXMk/Af+K5I+WkF9f1ms8twn4a+AFhHzfjuSczoWj8Q3haPx74Wi8mpZIrni9h+J5npAHD9cI4Wj8FmRF7pyoWRQtma7T7z/9nb5PPPNc2SLPcDS+DCsXUwid7B9216SDKHVA+75AJvR8XbYR5Wqh68uIV2H2V9OQokko9FjMnmpu2EJhB4VSGIo3tAcRMbyCkMM44GKDhl8HtV9lIXL+GxEvJItIttvgqigARLlmKhA1zA4Eut7RmO099oxvjNKkhhbl0M/cR+84JEczHuCt/cGfzsr4ctnUvgC6hr9m/kPH/LmXzvu0zKaa7P0aBHSFo0j4bRCrn94cJBw4F2n26gx5mrmsryGEswUhol7Ey30zkkN6t8t92QE8kohFLlV6I8PR+DyEIJciwooW4PuJWORfKt3HcMKTaHvwcI2QiEVOhaPxTyKGZCJlyOj2nv3rVl5e30wFrXSM1ev/oRgBCXwZhcGgTt1Znza4oSZXg8JUxMiNAlb54HxOzk1HDLI5uK7Zsa8kUii7xPbYCcS4FquJcsNaqieg/VgdD+yvnd6nsBHlqhhCRbyQw0iIcClCSPYBiCewSEg1tl2CorT1BpoOfZps7RS0LX9MzaSXaOTHZE78iz6YU2EgnFFX6Lpem02u7UVPqtnQrOd/XstdPT69AxFhaMj7MQnJEy1EQohHkL6BaxAiSmG1iWo3zvNLCLF+FlHL/Q/y/n7bOOd3IKE4c6KqibuBvwR+13zgqcdX13+hKTmzT2W5sc9FiGAkadyH8bbXnzfO+aj7rb/28EjIg4driEQs8jngc+FovBZRQt2PrMxnIyvlg0guRukMtn4zoGcvUWJCbDgaXwj8LySR7Rw7kA8F5YtNg6dacuzo9LEE5Wo4ajFAEI78lMape8nt/yQDtRmRTGcR4+ysJQohBNSOGL4dCCG49ckrhRYkxFfYy6445iLGvBYJa5lQbAQEQgKbkftrGuttSMjrIpKXuYLVEBREPLEB8VyW7SJXu4sch8gd+goN/rcSmPZcLrUto1NzZ4PaN0lRJvy4K6UF6x4+61NqHp2RTW/a6cuZIc41iDS/GXlPIb9tUSNyj01C3YHkqZ5DvJxOJLz3OCJln05+ke8V47k+5LPzZuS9igI89fjqWsQzvmtQ4QSFeTq3tkqHEC9su8tz1wVeOM6DhxGKz/z6Y82feOY5e8sWwtH4AqQGBcQodSKJ7oDxMwcxUp1Yk05dieI21HVfpmEFwJ8z0P4yWYXiEupOxLj6kZV8inzlWzXYgRhrs6XNCePvesQoNiKE0uI4xgtIgW8NjnlEiIc1lfzJuAAvIYb6Hqz+a3uRXJFdaNGBNYCQxwhs/SQ1E99BX6gT/RXgvg8RWv8hQve+X+9Zk82qLE75R03Jqo2fbx4cnVJoJH9sg5tc/CJSzDrZOPYORLgwGiHZW4zn76FQJGLOSvIjIgtzMu1Lis4db+0P9t6a9T2I0QfxR3Xp9pP+XHNSYRbK1ZZGBxASN73nVxGBig94IhGLmG2Dris8EvLg4QZBOBofg6x0i6nuTiIGbhDJ4ZQiFYD0bxPaOg214UukzifQbqVwDAKIYTxM+WLRamAa2cOIEW4lP2xmogsxlhmETFYgeZ1jCFnpCCFdRNreKAiZzDdekyA/J2Riu/H6JsTzvIRt1Ma/U79uDRnl66TvRYz+uY8SOrkY/6SP0d/fC/N8Ool39QUHd4ayJw8EtflYYa6tiBfiDGluRcJ0Y43zDSLE02ycxwbjnE2JuzlTyDk4D6xhgvORlkPanIxv7aMDgWV+lKth3x/WpdqPBbQJbxrwX3mhLtuaE2+4E6lHOw38eSIWqaST+jWDF47z4GGEIhyNNwJ9iVhEN3JAl3EnCRM9iHE+jHhExWpPTAS/TMo0slms6aLmvpoQg7+T6vI+5ZBADG8WCT+ZJOGm0mpBQlJdtucnYOV1TDRheSEDiLKsHxnfYIfZVHQhYsiTxrZ2JWJmDZnL/0XarM0ZBA59jdT07WQTvSKVzuYUOr7TkL7Llz+W4TCSh3ES0BnkvRttHNPsknEIESDMRRYQTk/OmYcbRN6vV/MeV1APBHK3P0bgKgFl0QdrdEV/vKdm7LZQ9mLO6towxrg3g0id0utKQp5E24OHEYpELNJrqwe5Bfg8hd2iQYz6TiQ8dwExdLUUGrRiCCIr95NI+OowEg5bi5V7aEJW3sOBE0hYyEfl5HaRQsNeDKYoYTRCSCDXsh4hAnOIn4KEqGYiISoN8UYOfJ1086AVrusHpqZhxjZyrcZjm4B7UPDlpD/fDsSjOov7fTdHM0B+GPAc4un8AHnvnKGpkHE9BxDvLWBc0xLHdrRqymHFxuN+lJqHk8H7a3WlJaQXLEiCyHv7Npdzva7wwnEePNwAMDyhHYhBzCIJ71cRQ67hPkzuAtLsNIsozGaST2J7EaN2EfFGzPk1brmeHmTFXqr5aaXYROUjIsAavW1iDXL9IdzPda3x+J3G35Nw9yCdsvPzyP1pQu7zNqx5PnYC/Clyv+33sgchiVm436O1SK2SE+a01DEIEV4mX71mIoXcf9fOGyGNX/xeT2iliuoWuuPZ+lT78YBmKgtPIAuOe5Ci2bcaoz9eF3iekAcPNwamIjmLexFVmjkXZwXueZ82JCzUjnhI8xGDt9Z4fgdi+OYYr5+ArI4vYiXB7WhC5NjDgVT5TfJgqvJWIw1HFyLnnka8QCdWYs0wCiDeiYk1SIgrQSGBjbc9Vo/c31oKPbBpFHqkTVjtfNxQrCB0AzIRtglZVLgREAjhOgkoheTWjqdUHkz49U1FXsuMtBpAPKp+jAJbhIBmAu8s9rrrAY+EPHh4DQhH49frO+Q0hOXyPSBG6z7EYIMY1iVIJwd7It2OmUjC2g3FDGS1cAsploKKkMFSRJRhqtzaKN6twVTehbDk4GsRwl2ChDfPV3DsGeSPBD9r27cTxcZsdyD5Hjt6EE/U3rG8ks4Fa5D80hpEYLACQykY0Iu/fk8opyFeWhKrsHgusvCoNGx7TeAJEzx4qBDhaPx2rJDJY0iB35+Go/GNiEFZn4hFjtm2DyEey4VELFK09qcSJGKR3eFo/IfI8L3XgiBSX1Tsu99DkZAPEsLRkNDWdoQc+hAD65RMO3EaUaD1U3xMdymkESJqN17fbxzfLcR1GSvX0odc62ZEgWfCrLPajyUScMMkJJ9j4miRY2IcrwsJm+UQ8juChETDjm2TiMdpH30xWOI8koj3anq9BR7X83WZmR/p9ZFBT/kgqKJcJaX39YWWfbZ58LBtpIQdQ20oOyzwSMjDTYFwND43EYvsf437UJFCzOVIyCeOxM1vQ1RaixBD45QSr0BWpt8MR+OnkRYzPwU+YLz+ZDga/w7wN4lYxD5quppza0TCKa8FZjiuVKfsnRTvaLAKMZw/QVbTJln1U35O0XnkXrjBLL4shVokh1NJt4UDwJuQ630VMdgLXbYrda122DtdNGLVX9nRh5CZhjUxN4t4j25ea4j8seMgn7FeCklhO0KYpcZY0KYpHcDEnaHsjh2hnH9WWk3OyfjGHwloF8/7NC2rFJXrVyr4uCbwSMjDzYJHkVVt1QhH41OBbyD5kXG2pz5Q5CVuYQ/zscnGz5ttz01BGo0+Go7G/zkRi3y9xLnciqzYfwsxSO2IcVqKVMufQlbZPViV95XiAOXn+ZTzUvyISGCvbV/1SBLfjYQ2IG2BihFfB0ZXbMT4FusCMYviYbxOhKB148esZzJrhlqMxzOIKKLWONYCCiXQbrgL6Wwx07iWHIW2swFRFdo9DXObQcSDPoR8Nk4gIVLd9px5jQeQ/J+poBswHi8X9r1wzK/1fKY5mdBgCQrq9poc20O5BAoLKT3S/WCZfV9TeCTk4WZBNZ2cnTiJGKRqVoRdiMGYgYSZtNKbA0IanzfCdD1YFfRZRDb8LuAt5Le0+STworF/H9YquxtJrl+ieGNRJzrLPH+Q4t6KHaOwjLG5ym9DQk/1CJGrCDFlKAxF2fEK4o2YhLbOeK0pjrgNuc9BLLLYhITnTCwlXz1nH1OxCiHz40guZYqx/zHI+x5E1Gn9SNjMzdifQohiHeIBuirQkBCgM9y1GfmMXDH2UYfVyuc+rPdxjvHYHMTzMds67aC8jP08gK4wVnfea4WwcW0bkYWA89wvAn9bZv/XFB4JebgpkIhFvjiU14Wj8QBDG7TWgyUzHlNqQwdqgaerPFYaUUIdwDJWzcZPDfnFkqVQqh5Dp3Iid2tJc7vt70HE6I/BysO45YK2Y9XO2M9jueP/EFYy/RIS9irVMsip7ms0fqaR78VeplD67eYp3oqQBUhI8HaX8zbP1QnTEytma5uxuj1MQEhwIfJenwAeLvI6O9qQayk20ylonIOdgPqBLwNPJmKRbtdXXSd4JOThlx33Af9N9UrR6xlHf9T4HcciIRPjkZCNs9fYSaxmnauQXNAyimMDZXIONpQL2dWQ37jzRaRzwQmEMEcjMmHn8TaSrxYD8XrMEN12ZDVfTkWm4D6gz/k6ZwdyN3uYQ84fpKkoiLqwHqsRaw5ZJPgQImszfvYjJFzOzpre03as3FUvlXcbz1A6p+ZHyNt8T44i4eH/HgnD8TwS8vDLjpeBn1F9rUQzxQsQrxWKGf868sOBRxBv5E7EizpF6VzQZarrht1fxbZgFYpONX50rBY7JnqQsKLTJi1DwmtmOHIz5QtdVxnneAorfOmGniKPZxFPpAshzIewumKDEEUr+R7oIeQ67ed/EPGgNiNElUHeK7e+cpfJl0orlB7TkUJCmY2IJ1VqAaEgn4UPIp/ZU4lYpJKBidcFHgl5+KVGIhbJhqPx9QgJ6YixS1FZLctKxINw6/k1FGSN/c1Gwk3OZHIjsqJ1hv92YK3yOxCyMv+vpA5kP9X1hmvGyoedq2D/GfKHydk9kj7EK0pRXCptN7BrKjzHesQbPEbxfntO1Vo/Em6bT36T2B4sD+UKltd8Amt092WE8Ow2tdgC5RL5M4VACMvuqQ5gjaFwQy9ChGHcG7Sa6EA8n/9IxCLfKLHd6waPhDx4kBqWfuDfEMMwHvli30n578hyxMDuo3h363I4iay6U8gqPoPIvJ2y4oXIinyU7bzWIivro0hr/xCFIa1yqHYkg7n/rHGuToPqxCwkR+SGPoTUitUmmbiM3Ccz/FVJse5M8gUMIEbZLHJtRkKAOYT434Q7mhBySiILjumIp3k34oVMp3RjWSdaEeLdhaWirMMKR9Yhn4P1JfbRhnhCYZfnMsC/IKPAD42EkFspeCTkwYN4P/cjsX774C+nASsGs6tzByLTLZV7sSNnbH8BITNTFRfACidNJN/grkCmbrYhxmqc7WeoaEMal06nurCcHzHCM8psp1M8tDQe9/yNHe2IF3g3EgKrhIByiJGfgngUKvIezUC8o6nIQqMGIe9y4hKnArEGS5Jd7bhyH3Lf3oyQWxa5960IEa1CcmGlQmzF7kMSeCwRi6yu4nxeV3gk5OGXGuFofDmiEnqGwsmT1X4/zIT0LiSEU64mxxy5UEOhQVmFNXL7GBJemmmckznY7E6Gp9r9OPAG4++9iNdRiVE9U+H+FSQ34hy/AOVl4/sd53KY0krAK4hnqmARh5OgO7ES9TVUrgrcgLxPplT8LNaU3HL5JyfMnNAixHNJI4uPVUgRrVv/PhOnjNc482oa8JYbiYDAIyEPNymM7gd/hRijF4H2RCySdWyzGGO0NpbKTMcSAAy1L9wCxJjbcRRZhfcjOZxRWK1uwkX2o2DNvhlEkt89SMugDuN8S5GQOYGzHO5FCGUS1piDUqKLLuT6bqVyr6+Yp3EYdy9oq/HbOQb8HoQMig3Y20NxAs1hqQBVJJdj1iCVgplzm4PVkTyFldsyR2QXgzNU201+250AYot3I+/ZIiT3tdE4nvN9OIm7l/TtRCzyosvjIxoeCXm4WTEP+LTx958Cl8PR+KOJWGQLQDgabwO+h2VIliAGfgxiAELGc4sZGuyrazNcY9aCaIjqqpoeajVYifuTCFmWCp3tNn7Pp7yk2S2ctIL8an4TaxAPrFpV4BHE2DtJU0HI1CkEaUQ8DOe515I/gM6OcmGx48g9MxcXYeOnvcRrzKFzq2zn4uwMUc6OdmF1ujiF1a3BDlPBlkVIa7ltvxuRMFvIeL5Y6PL5MucxIuGRkIebFU5lWSvQHo7GX0RWmyvJT4Y3Y5GCuao9MMRjH0CMxiHEwJp1Lubq9z5kNe0WniqHY8h5FxMT7EJW2maOqVgBponNuBtuBfFGnGTjo1BePICEt0xRhxumISTvJKElWN6Imdw/iHhZlXSVtqNc/7k+Co3/BuOcEghBmNe7BvkMLULutdu5mMXDSWRhUEwlqCNE5ubVOOGnUOAyHQn93Y7kgoqpN/eU2feIhEdCHm5WzHZ5rAaIFNnezSuZhBhiDTEglRZzjsd9FW9Hl7HveZSuB7EjiazkSyXmnUWOS5GVtOlBaOT3SqtFwk1uvd3upLDLtNkNfKuxv0lY6rgTiMczn0KSPEhxAzwH8dzaEWLOUJn4wI7DuDcpNbEed/GGGdbLIR5OP3IPG7DuSQC59zqSr7kXCVcuwCow7aFwSB7INY0lv3i3HM4g4dvZWKITs8XTFOPYtyGeqn1ExFC6k7/u8OYJebhZ8RvDsI9GxKg0U13SuQVreFwxLDf2Xc3I7MtIV2g7uhEDeAZ3460gCexZxvHGGNvtRozaFYrnlZoQQ7jN+D+JeBPrsRLqU419T0XIbQVCSNsRL8vELcb2nVgtcOw4jRDmLMRol6oHuof8QXUgYoRi0BGyd3at1rBa7fgQ72K7sW87KXchBJugsKP2QuT9noL7nKH7jO12UbkA4jTivfqR9/uocf6jjWuYj3ifznvwSIX7H1HwPCEPNx3C0XgT4rm0I0Z4Fq9tINtoqusPB5WvSpcjOQCz9qULMWrOkIzZgXkCIin2IV7MWCQ8twcRKzgT9jny64qmI/Jf8/zKqeB8iKE+hBhRe3fw+3CXV4cQ45w0jtWCEN5phLy2I7mYiaNyyuk+VW/NKMzA8rJqKN0hvN44Hx9CaBcp/f6anQqcHboVCjtiT8HqCGG+JzMQUqw3zt8sUHZiIu5jHszO6uVCoyDejemxjSa/R90+pJP6DiS8ORcRhswzzrFU0eqIhaLrI7qOyYOHqhGOxv+U/M7ARyiUs1aDI4in4UOMnbkv51yhLFJAqCDhnGoKGO2w9xDbjpVXMnMeSUq35rej2KiCSgxiJbiChOPqkciKk3wP4d5Yc/uUjJp8V39w+f5Abm2PqqfW1WazWCRXSgHnht2ULtI9gBh4e07IjTDssL+/W42/76FwZIPzOB1I/sbpGe3FUh8WQ7GaqR8B70rEItWORh/x8MJxHm5GOD/XF17j/mYiq/7JyKp7JxJeWYuEaLLI6rQbMYRzkbDJ0SEcqwcrwa0hhnMC+Un3SgkIitebzKN8yLASjELO8RzudUPFxAILJ2fVYwqKOjvjm3pn2p8BHsQKw1UTpTlA+ZyLWY9lR7kVuH2BMQ+rhc5ll23NqahzkHsyChHA2I8xHSHsUnCbwPsi8Gs3IwGBR0Iebk44jf8ShCyqgZsxGIt4QnchK2qzxY7Z3dkMnfgRMppC6dYrbmhCDFo7Yuzu5bWTqBMpxEgOVyI7jBC0W17mcLEXbajNvv2LjYPPPleX/uyXmgbPIfkWBQlJnsUy4PbcjR2XEeK/QGX1UFcc/5dT3+m2v2pQ0oM1E59p9zXs7wTdSe52YupAiPEV8nNb9RTm9Jywe41J4AvAexOxSKXdO244eDkhDzcjnAnoBNWF4w4hhLMHMVRmceN+ClVkt1J8oF0AidVfQLyEUmO17biFfCGEGyGWgtkKaCLuIye2Yin4hgsncc8vlSKHhh6f/s4enz4PmZvTDXwC+E/gPcg960eI+TD56rqtyHsSQDwcc6xCKTjvxVnc67W2IGKCPqBe1en6WHfNLZcD2WM/aNxzb6B5p1/L1J/PHnv8cEobY57TRORzoCLhNMV4fSeyqNARD7ZY524Q8tqNjE/fCHx3qOPgfSuFOgAAEvdJREFUbyR4JOThZoRzhXuOykloM9YQMLN1zgWEyJbinqsoFVEYj6yS70ZWwdVIdU3cg3hbPoQ4nOE4s7tABksUUCpJPRExjhepLu9SCubqv5H8bgBhyheRzga+BPw68j6ZuZQkshhoQYQF7ci99hk/d2OpAYvJzE1sobDweAL5xLUXISb7ILntmsLyAYXtYzKN971j7yfXf+/Ov793+cHQiUDHtqb20Su39fsbzDBdznZ+IOR50Th2M5boxI4O5DO3DXgmEYuU85RuOngk5OFmhFMpVan6xj4W2oTZ0ieHGMGhkIg5XXQQWeEuobpQeB2WUOFVxGMwRzT4qXy8twmz6/NRJFw0lsJheZVCR3JLZlubdeST0ATjHMuJAB5CjPHbgA8gg/xmIuq6XiS0NQnxWiYg4b8/QkjuGDIWfS1yr2+nsGVR0vidxmqp1IhFcjuMv51e7W5gxwt16dQ7+kPJ1oEJk2pSNYcakv66yQOJeeNSly597Zb3ZwA/imt0b7JxHb2NsLXXEk+cA/4CGbFw04baKoFHQh5uRthHSm+jvCIJpJiylDGfRL5xHQruQkJ8Kaxx19WIDEC8slUMTz53hvGzEat3XKXnoCKr/E7yVXZuRabOJqR22MlpFvDnwO8CPwB+H3iv8dxcxJg/DHzf2O5rwN8gi4S5wJ8B70O8wF3kez5pJGR4Agnr7UG8k20IWQURwhgHfBchqm8mYpGTBRfz8fqxky/VPgTc25Drf8/vJL7EtpaF67e2LLwbRbF7VjpQ8wb87X9K7aJaWKVDxyG0Vz5M/4cSscixIvfklwqeRNvDTQWjRuh5rDDTPsTQTUMMp1thpoas4IdDslwMJ5A6mcVIXsBs29+Gu4S5FPYhxr+a8QHlsBXxtioht3WIN7eDQvm3Uw5/GSGZYm2GkkhPN7MrwxbgjYlYpA8gHI2/FSEkBfi3j3XVtCUVfcbzdZkfnQxof494p59BckY+IIZ4reZI9BzS6mYSlrS9D/ghMi69A0vFdgE4Xo1n8plff8yHjC7/wDcmv2dcT6B5BlZjWg1QP0pow/sJLbc99unJsZV/X+kxbnZ4JOThpkE4Gn8v8I8U9mTrQUJPZiNKJyqp33it2EVh3zKQXNNJ5JwrLTbcg+QXhpM0B7BUc060I7mT2xCvxiz8XIfkYex9zJz1R3uQXNXdFFejJRBCywCxRCyyy/5kOBp/O/BRoOcTXTWHVZQI8KV/bElmkXzZeURF9t8UkuIW5L39GfALZGbU4Ws16M3o3v4B4CkkP+erg/0v0GSS7Ccnx1Z+5loc+0aFR0IebgqEo/FPIgRUCqUS5NsQj6TaKaMl0agpF2dm1GN7gjlfTikZ7utDDPwCSivKDjG05p6VwJwlNAPxTjTjOKuQvMspCu/fJqxZOMuM152y/W9iHeKF9iBhsPnG/k8hA/WiiVjkguHJrkC8lpdNsghH4z6g4Y+7anueePoBV6MVjsYXAH8I/KZx3luQWVH/k4hFOoZ2S4aGcDQ+HgntvW0Myht/QOMKJMz3G5NjKz2ja4NHQh5ueISjcT9inKeV2dQcpVAs5PSK8ZyKeAXzeA3G/ra0b3tkIDBTQWlOox/8ctPgmAH1ar6qGMqpvKB4F4LXilPGTx3uXps5cmENQjAvIyOx9yMCgVexBBTrkFDYGPIboIJ4I98AdtjVYOFoXEHUhzMRovoz4J/tc6DC0bjyx121FCMiY5v7kemzzcD0RCxSbLT4dcH3oqvblhGYC+yaHFtZSqL9SwmPhDzc0AhH47XAc8ADFWyeRAgmVMG2rzlEtzLpX7c0FVgBcFHV1n+nMbUgrZQtEDUNrl00ZG8fcxghoWcRyXgE9z5m1SCFKNOaEfVWsZY5gwi5dCDEMhXJdd2BhBTDWD3WFODfEA9vHjKI7y6EmP4gEYt8Hq4Sz1iEzD6GRWLmILiNiGikB5l+uykRixSry7qKcDS+BHg0EYs8WelN8PD6wCMhDzckwtF4ADFc/0p1haiV9iTbixhVU1XVWOVxmJBVDr+7L1SrQOCzzYNNGaUiJdx5RDJstpjpRXIlrYhh/ifgO/bkeTgan4EQ0qcYGnGuQ5SBJjlvQ+TfzuFt/4wk729FiOZRxHPahIhBLhiPtwBrE7FIXgeFcDQ+GyGulxCPaqqxz1by5+iY83fcQqO/B3z+WuV0PFx/eCTk4YZEOBr/MVJbUkm7FjuqaYy5EasOZ0gNPxs0LrXm1IspRd99wa+/g/Je2I+xxoD3IZ6OH5EhHyllfI2k+G8izVur6Rq+k8IO0xcQr2ssEvo7BvwlMi7gfUg35yPAhUQsspsqEI7Gfxf437jP9ymHFxDxwktDeK2HEQiPhDzccDBCOHsoHHdQCU4ztPDVZiSZXm1dj4lOZNz4F12eO4/UxLyQiEVec84gHI03Av8H+DiF+a8tiALOVOKdQcigWM1gP5LraUXyaauRsejbgDGJWOTlKs9tFdKWZyzl2+y44TTwpkQsMtSptx5GGLwGph5uRExjaAQEQkDtWF2PK8USJERWzRA6E+1IHqeLwr52AL+ZiEWeHQ4CAkjEIr2JWOSTSIhuk+PpQaQ1zSnEKwxQumi9HpFBT0cIOAJ8FclJVeWFGgq3WqSuphZ4OxJqrASHEU/0Vo+Abi54npCHEY1wNK7YZLoqki/4JhISGip6kBEDQ1mEFZv3UgxrkfCfD/i/iNH9K+O5XsSr+EgiFqm2SWlFCEfjNUAU8bRakR50dyF1U2lEjDBUYcPXgcdfy4iBcDS+AvgTRLhQSon4xkQssnqox/EwcuGRkIcRCyPs9gQSrvow4gHVUt2obTckENHBUOCWPymGDqQjgol/B36K5FYOAB8cLu+nFIz7+BjwD4jAYgKwKBGL7LB5J29BGomaXs9apKFoE8XJ4ZFELPKzYTrHZUixabFc1uhELOI2x8fDDQ6PhDyMONg8niVIS//fH4bd9iChJR9CABeRZqVuvc5KoVxHaLAG3Z1xbPtj4O32upfriXA0Phmp5F8EzClHgAZ5hZE81goK82Fzh7PrczgavwXppv2I46ltwGJPEXdzwiMhDyMKRnimBQlhvR9Zkb+7il3sRgggiISfzKacG5GwU73x+AXEqFbbIWEPIlAohldwD3EdB25PxCLJwpdcP4Sj8XuA1kQs8kKVrwsB30aI9TlkkbAuEYtUm1srd5wA4i1OQPrZ/T9gj0dANy88EvIwohCOxs0RAyD5k79GEtJZRJJdKm+wHQnZaYgU+jTi8YAUYdYi5GOOz34R8VSq6Sa/mcL+ZHactO3fjo8nYpF/qeI41wzhaPxO4M2JWOTvqnydWkmh6GvF9TqOh5EBj4Q8jCiEo/HfQnInUDiDxuyCXAyVDI3bg6jcxiDihD1IXY5z2Fgx/AzxpuYDl4zXmriIVeDZhTQtvYLktJ4YKav5cDQ+BQkZjknEIp2v8+l4+CWHJ9H2MNJgV545PZRaSg+oa6hg//OREF0HIk9eiIgNKiWIhcY5HkOkzhoigz6BqM1MtAD3I4KAXSOFgAzcAvylR0AeRgK8oXYeRhp6kOR/HWLgU1gEcS/FP7MpCtvMFEM9VrHmWsQzKhXmW4+0w2lCPIg2pMHnRqTWRkda0DjRh+SoNlZ4XtcLZ5G5Ox48vO7wSMjDSMODFC9EPUp++MuOU1TZ2832uvc4HtOwOmlvQ8hvPxJWs+d70lijDuxtfc4gxZWzjNcOpTPANcPr3VXagwc7vJyQhxEBQw68AFFEucmme5Fw22nEEzFzQ2cQcppC9bU/OSTHM9bY71LE02kFziF1M/a6FeeYhX7jdbON/7ciHQlGI216Vhrndh54cLiVZB483AzwSMjD6wpDknsH8CHgbViSajdsQMQJ85Banzpe+yC6S0gHgweNY6fJH8ZmxznESyp2jqYHBRLC6wd+BeC1dBXw4OFmhheO8/C6wfB+Yoh30Yd4D/2IvNotx7IcUcyd5bWNttYRL8hvHLMJIbZpxv63AItdXjcBUbwpwESX59NYIxhywDaPfDx4KA1PHefhdYOhGHsjlopsPuLZnCnxMj8SMgPoRsjrEJWr20BIrNf42Vif7V1Rl+1vnN+9d9Oo9JWzlPasFiAEtNnluQwy8weE1NrC0fgkg2w9ePDgAo+EPLzeGOXymNnW5liR1yxG8jO7/n979x5qWVnGcfy7zzBnzHHMDBLtthqVyooYDewiTIRRsBqCVAILKsupECsoZIESSEQLw7zQaBoEBVFBUGYritQ0a7pZkheaY1MtKCYmHKfUhom5nP541ubs2e495xxn3M+5fD8wcGZfhvefOT/edz3v8xC/+HcTx2rDZgf+rUEnE3NpbgAuPX/vAz+/7O/fmN78xC/e+I5//fRvzM6OWtOgfuPPYScSz5O+S4yw3ko8M9rWjSCXNMT/GJq4bmcwTfQJG9VdYJYoa34hR4627juBOMLbSzTkPIfRIwH2E4UHX+9+fi1z7XwuBi4BvvmX9Rv/dOa+v95ysLd2/fdP33I2vd58w9amiXtGw9YQu6SLiSO9/hpuzOoXJy11FiZo4oqquZJowfOueT56mDj2Gi4UmCF2Mf3dzHlEBdppzFXOzRA7pWvautw5Yg0nEV2lPwLcOzV76MrDvTUvI0KrRxRA9Jh7xjPsAaLj9Dg/IYoddrR1+WxnH0krnjshTVRRNdPA1SxstPMUo8u1v9PW5W3dv7eNCIR1xDOidcTu6uGjdSlo6/LpomquIMYWXHdFe/tj24qtBw/31vR3Xb/nyPAbbMkDEVJHs5kYtT0zz+ekVc2dkCamqJoTibHTHyZ6q/2D+cci3E8cn72m+/s+ukmkx2lNz2/r8j8Df99IDMz7GHFH6HfEjujVzLUF2tGt41xG+xrw+bYuxz3TktQxhDQRRdW8mfjl3L/Y+UeiEm64IWm/pHndwGuD3Qjua+vyrc/RMgHoigjeB2xv6/LP3XTSDwCfJI4IdwFvH/P1O4F3L7FecdKSZQjpOVNUzYXEfZn+MLUNA29vJ+79DGqJHcY5Q68PDpLbSQw423u81zufomrOAG4GLupeeooIzcHpqW9r6/Jnk16btFz5TEjHrBsRvYm47PnLti53dW99CijHfO2lHNlhAKKybDtRfTbNXOXcNFHyvBn4QUYAAbR1uauomuuZC6HdRDn2R4lS8wNER21JC2QI6ZgUVXMmUWX2nu6lHxVV817gM4wPIIhJoycT9232Ed2ze91rpzG3a3oEuLSty7aomk3EyIRMz2MuPF9OHCn2PZY9OVVabjyO07NWVM1W4BaeWcH2ILHT6R9T7SB2DW/oPnsCUW22gXg2dArwBPBpoufaFHAV0fzzoVEl1pm6Edl3dH82EY1P9xBFFB9q6/LficuTlhVDSIvSPbS/mXgw/wpGl1DPEiMS/klcOH2c+EW9n+g2MNgWZzcx9uD1xN2hL3XfeV1bl4ND4paU7gjyJGIH9wngTqvhpMXzOE6L9X7g4/N8pkc8z+k/0+nP+XmQZ148PUgcx91BBNJDwAuWcgABtHV5iLiXBHBT5lqk5cwQ0oJ17Xa2jHn7bqKf2xbgVWM+M2oEwouJqrhHiQugdwH3HNNCJS0bHsdpUYqq+RxwzdDLM8Bb2rrc011IvZ2YVjrc820nsfMZDqnvARd5t0ZafeyirQXrdkKjulWfTdetuq3LfUQ/tpcA7yRKlv/bfe4s4gH+AeL+0LeBrwC/MoCk1cmdkBakC6CC0eMVfgO8aVyQFFVzHvBjolquvxs6RJQ394i7Npe3dfn08V+5pKXMENKiFFVzLfBZ4v7OPUQV3Jfbutw/z/cuIEqYx7mwrcu7j9tCJS0LFiZosa4DvgXMLPII7bfELmrjmPfPJYobJK0i7oQ0MUXVVMAXRrx1G3B1W5d7JrwkScncCa0wRdWsJe7nHCSe4fy6rcv/HfVLk/PKgZ/3Aj8k+sV91QCSVidDaAXpigdeBFxGHJk9RczEye631ncr8MHu5y+2dTlqVyRpFbFEe2XpEa1ybgXWA2uJ2TdLxR+IjgsHsMuAJHwmtCJ1R3LXA0+2dTl8sTRVUTVTwKltXT6evRZJ+QyhFaaomlOB84H7vXcjaakzhFaI7nnQFDHrZkNbl08mL0mS5mUIrSBF1fRsfyNpOTGEJElprI6TJKUxhCRJaQwhSVIaQ0iSlMYQkiSlMYQkSWkMIUlSGkNIkpTGEJIkpTGEJElpDCFJUhpDSJKUxhCSJKUxhCRJaQwhSVIaQ0iSlMYQkiSlMYQkSWkMIUlSGkNIkpTGEJIkpTGEJElpDCFJUhpDSJKUxhCSJKUxhCRJaQwhSVIaQ0iSlMYQkiSlMYQkSWkMIUlSGkNIkpTGEJIkpTGEJElpDCFJUhpDSJKUxhCSJKUxhCRJaQwhSVIaQ0iSlMYQkiSlMYQkSWkMIUlSGkNIkpTGEJIkpTGEJElpDCFJUhpDSJKUxhCSJKUxhCRJaQwhSVIaQ0iSlOb/iulC0f+mjVwAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, figsize=(12, 12))\n", "\n", "ax = gdf.plot(column='Party' , ax=ax)\n", "ax.axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What we really want to do is to be able to define color maps based on party..." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib.colors import ListedColormap\n", "\n", "#Set up color maps by party\n", "partycolors = {'Conservative':'blue', \n", " 'Labour':'red',\n", " 'Independent':'black',\n", " 'Liberal Democrat':'orange',\n", " 'Labour/Co-operative':'red', \n", " 'Green':'green' , \n", " 'Speaker':'black',\n", " 'DUP':'pink',\n", " 'Sinn Féin':'darkgreen',\n", " 'Scottish National Party':'yellow', \n", " 'Plaid Cymru':'brown'}\n", "\n", "#The dataframe seems to assign items to categories based on the selected column sort order\n", "#We can define a color map with a similar sorting\n", "colors = [partycolors[k] for k in sorted(partycolors.keys())]\n", "\n", "fig, ax = plt.subplots(1, figsize=(12, 12))\n", "\n", "ax = gdf.plot(column='Party', cmap = ListedColormap(colors), ax=ax)\n", "ax.axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Merge in The Petition Data\n", "\n", "We can merge the referendum data into the geodataframe using the constituency codes.\n", "\n", "Before we do that, let's just check the data qulaity to make sure the code columns in each dataframe are consistent with each other." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "set()" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Check that the ons_code and PCONCODE15 columns containing matching values\n", "#Find symmetric differences between the code columns in each dataframe\n", "#They should match... i.e. there should be no differences\n", "set(df_constituency['ons_code']) ^ set(gdf['PCONCODE15'])" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'Weston-Super-Mare', 'Weston-super-Mare', 'Ynys Mon', 'Ynys Môn'}" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#An example of why mathcing on something like constituency names is fraught with risk...\n", "#Find symmetric differences between constituency names\n", "#That is, are there names in one set not in another?\n", "set(df_constituency['name']) ^ set(gdf['PCONNAME15'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can add the consituency count into the geodataframe.\n", "\n", "The easiest way to do this is to set the index of each dataframe to the cosntituency code. The *geopandas* package will then automatically align rows if we just add the `signature_count` column from the `df_constituency` dataframe to the `gdf` dataframe." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "gdf.set_index('PCONCODE15', inplace=True)\n", "df_constituency.set_index('ons_code', inplace=True)\n", "gdf['signature_count'] = df_constituency['signature_count']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now plot a map of the number of people signing the petition by constituency." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, figsize=(12, 12))\n", "\n", "ax = gdf.plot(column='signature_count', ax=ax, legend=True,)\n", "ax.axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can look at that as a percentage of the electorate in the constituency at the last general election:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gdf['signature_count_pc'] = 100 * gdf['signature_count'] / gdf['electorate']\n", "\n", "fig, ax = plt.subplots(1, figsize=(12, 12))\n", "\n", "ax = gdf.plot(column='signature_count_pc', ax=ax, legend=True,)\n", "ax.axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Merge in Referendum Data\n", "\n", "The referendum did not report results by Parliamentary Constituency, but estimates of votes by constituency have been created.\n", "\n", "I'll use the estimates created by Chris Hanretty as described [here](https://medium.com/@chrishanretty/final-estimates-of-the-leave-vote-or-areal-interpolation-and-the-uks-referendum-on-eu-membership-5490b6cab878) and published here: *“Areal interpolation and the UK’s referendum on EU membership”, Chris Hanretty, Journal Of Elections, Public Opinion And Parties, Online Early Access, http://dx.doi.org/10.1080/17457289.2017.1287081* The data is published [here](https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/S4DLWJ).\n", "\n", "In some constituencies, actual results are known. A comparison between known and estimated results can be found in data collated by the House of Commons Library: [Brexit: votes by constituency](https://commonslibrary.parliament.uk/parliament-and-elections/elections-elections/brexit-votes-by-constituency/).\n", "\n", "Unfortunately, we don't have estimates for the number of votes cast in each constituency." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
PCON11CDConstituency.NameLeave.estimateRemain.estimateLeave.knownRemain.known
0E14000530Aldershot0.5809740.419026NaNNaN
1E14000531Aldridge-Brownhills0.6872280.312772NaNNaN
2E14000532Altrincham and Sale West0.3858780.614122NaNNaN
3E14000533Amber Valley0.6529910.347009NaNNaN
4E14000534Arundel and South Downs0.4970110.502989NaNNaN
\n", "
" ], "text/plain": [ " PCON11CD Constituency.Name Leave.estimate Remain.estimate \\\n", "0 E14000530 Aldershot 0.580974 0.419026 \n", "1 E14000531 Aldridge-Brownhills 0.687228 0.312772 \n", "2 E14000532 Altrincham and Sale West 0.385878 0.614122 \n", "3 E14000533 Amber Valley 0.652991 0.347009 \n", "4 E14000534 Arundel and South Downs 0.497011 0.502989 \n", "\n", " Leave.known Remain.known \n", "0 NaN NaN \n", "1 NaN NaN \n", "2 NaN NaN \n", "3 NaN NaN \n", "4 NaN NaN " ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "referendum_url = 'https://dataverse.harvard.edu/api/access/datafile/:persistentId?persistentId=doi:10.7910/DVN/S4DLWJ/TCBV7Q'\n", "#The data is tab delimited\n", "df_referendum = pd.read_csv(referendum_url, sep='\\t')\n", "df_referendum.head()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The methodology all goes a bit approximate from now on...\n", "\n", "First, let's get the electorate size by constituency in 2016. We could use the electorate value from the general election geodataframe, but this aside demonstrates how to load in data from an Excel file, if nothing else...\n", "\n", "The ONS publish the data as an Excel spreadsheet [here](https://www.ons.gov.uk/peoplepopulationandcommunity/elections/electoralregistration/datasets/electoralstatisticsforuk)." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--2019-03-25 13:28:58-- https://www.ons.gov.uk/file?uri=/peoplepopulationandcommunity/elections/electoralregistration/datasets/electoralstatisticsforuk/2016unformatted/elec5dt2unformattedelectoralstatisticsuk2016.xls\n", "Resolving www.ons.gov.uk (www.ons.gov.uk)... 104.20.61.76, 104.20.60.76, 2606:4700:10::6814:3d4c, ...\n", "Connecting to www.ons.gov.uk (www.ons.gov.uk)|104.20.61.76|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: unspecified [application/vnd.ms-excel]\n", "Saving to: ‘electorate.xls’\n", "\n", "electorate.xls [ <=> ] 257.50K --.-KB/s in 0.03s \n", "\n", "2019-03-25 13:28:58 (7.57 MB/s) - ‘electorate.xls’ saved [263680]\n", "\n" ] } ], "source": [ "#Number of electors by constituency in 2016\n", "electorate_url = 'https://www.ons.gov.uk/file?uri=/peoplepopulationandcommunity/elections/electoralregistration/datasets/electoralstatisticsforuk/2016unformatted/elec5dt2unformattedelectoralstatisticsuk2016.xls'\n", "fname = 'electorate.xls'\n", "!wget -O $fname $electorate_url" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Contents',\n", " 'Terms and conditions',\n", " 'Notes and definitions',\n", " 'Table 1',\n", " 'Table 2 ',\n", " 'Related publications ']" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#See what the sheets are in the file\n", "xl = pd.ExcelFile(fname)\n", "\n", "xl.sheet_names " ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/srv/conda/lib/python3.7/site-packages/pandas/util/_decorators.py:188: FutureWarning:\n", "\n", "The `sheetname` keyword is deprecated, use `sheet_name` instead\n", "\n" ] }, { "data": { "text/html": [ "
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CodeParliamentary constituencyConstituency typeTotal electors 2015Total electors 2016Attainers 2015Attainers 2016
0K02000001United Kingdom.4472200445766429281535344734
1E92000001England.3739994238386864239019284522
2W92000004Wales.218184122439191233913651
3S92000003Scotland.389685239299632482741561
4N92000002Northern Ireland.1243369120568353505000
\n", "
" ], "text/plain": [ " Code Parliamentary constituency Constituency type \\\n", "0 K02000001 United Kingdom . \n", "1 E92000001 England . \n", "2 W92000004 Wales . \n", "3 S92000003 Scotland . \n", "4 N92000002 Northern Ireland . \n", "\n", " Total electors 2015 Total electors 2016 Attainers 2015 Attainers 2016 \n", "0 44722004 45766429 281535 344734 \n", "1 37399942 38386864 239019 284522 \n", "2 2181841 2243919 12339 13651 \n", "3 3896852 3929963 24827 41561 \n", "4 1243369 1205683 5350 5000 " ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Table name does have the whitespace in it...\n", "df_electorate = pd.read_excel(fname, sheetname='Table 2 ')\n", "df_electorate.head()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "turnout = 0.72" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Constituency.NameLeave.estimateRemain.estimateLeave.knownRemain.knownelectorate
PCON11CD
E14000530Aldershot0.5809740.419026NaNNaN72769
E14000531Aldridge-Brownhills0.6872280.312772NaNNaN59296
E14000532Altrincham and Sale West0.3858780.614122NaNNaN71058
E14000533Amber Valley0.6529910.347009NaNNaN66639
E14000534Arundel and South Downs0.4970110.502989NaNNaN78196
\n", "
" ], "text/plain": [ " Constituency.Name Leave.estimate Remain.estimate \\\n", "PCON11CD \n", "E14000530 Aldershot 0.580974 0.419026 \n", "E14000531 Aldridge-Brownhills 0.687228 0.312772 \n", "E14000532 Altrincham and Sale West 0.385878 0.614122 \n", "E14000533 Amber Valley 0.652991 0.347009 \n", "E14000534 Arundel and South Downs 0.497011 0.502989 \n", "\n", " Leave.known Remain.known electorate \n", "PCON11CD \n", "E14000530 NaN NaN 72769 \n", "E14000531 NaN NaN 59296 \n", "E14000532 NaN NaN 71058 \n", "E14000533 NaN NaN 66639 \n", "E14000534 NaN NaN 78196 " ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_referendum.set_index('PCON11CD', inplace=True)\n", "df_electorate.set_index('Code', inplace=True)\n", "\n", "df_referendum['electorate'] = pd.merge(df_referendum, df_electorate, left_index=True, right_index=True)['Total electors 2016']\n", "\n", "df_referendum.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's guesstimate the votes cast. Assume a consistent turnout and then estimate votes cast based on the turnout and the electorate." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Constituency.NameLeave.estimateRemain.estimateLeave.knownRemain.knownelectorateleave votesremain votes
PCON11CD
E14000530Aldershot0.5809740.419026NaNNaN727693043921954
E14000531Aldridge-Brownhills0.6872280.312772NaNNaN592962933913353
E14000532Altrincham and Sale West0.3858780.614122NaNNaN710581974231419
E14000533Amber Valley0.6529910.347009NaNNaN666393133016649
E14000534Arundel and South Downs0.4970110.502989NaNNaN781962798228318
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" ], "text/plain": [ " Constituency.Name Leave.estimate Remain.estimate \\\n", "PCON11CD \n", "E14000530 Aldershot 0.580974 0.419026 \n", "E14000531 Aldridge-Brownhills 0.687228 0.312772 \n", "E14000532 Altrincham and Sale West 0.385878 0.614122 \n", "E14000533 Amber Valley 0.652991 0.347009 \n", "E14000534 Arundel and South Downs 0.497011 0.502989 \n", "\n", " Leave.known Remain.known electorate leave votes remain votes \n", "PCON11CD \n", "E14000530 NaN NaN 72769 30439 21954 \n", "E14000531 NaN NaN 59296 29339 13353 \n", "E14000532 NaN NaN 71058 19742 31419 \n", "E14000533 NaN NaN 66639 31330 16649 \n", "E14000534 NaN NaN 78196 27982 28318 " ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Estimated turnout - use the saem figure for all constituencies\n", "#This is all very rule of thumb...\n", "turnout = 0.72\n", "\n", "df_referendum['leave votes'] = (turnout * df_referendum['electorate'] * df_referendum['Leave.estimate']).astype(int)\n", "df_referendum['remain votes'] = (turnout * df_referendum['electorate'] * df_referendum['Remain.estimate']).astype(int)\n", "\n", "df_referendum.head()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Constituency.NameLeave.estimateRemain.estimateLeave.knownRemain.knownelectorateleave votesremain votesreferendum majorityleave
PCON11CD
E14000530Aldershot0.5809740.419026NaNNaN7276930439219548485True
E14000531Aldridge-Brownhills0.6872280.312772NaNNaN59296293391335315986True
E14000532Altrincham and Sale West0.3858780.614122NaNNaN71058197423141911677False
E14000533Amber Valley0.6529910.347009NaNNaN66639313301664914681True
E14000534Arundel and South Downs0.4970110.502989NaNNaN781962798228318336False
\n", "
" ], "text/plain": [ " Constituency.Name Leave.estimate Remain.estimate \\\n", "PCON11CD \n", "E14000530 Aldershot 0.580974 0.419026 \n", "E14000531 Aldridge-Brownhills 0.687228 0.312772 \n", "E14000532 Altrincham and Sale West 0.385878 0.614122 \n", "E14000533 Amber Valley 0.652991 0.347009 \n", "E14000534 Arundel and South Downs 0.497011 0.502989 \n", "\n", " Leave.known Remain.known electorate leave votes remain votes \\\n", "PCON11CD \n", "E14000530 NaN NaN 72769 30439 21954 \n", "E14000531 NaN NaN 59296 29339 13353 \n", "E14000532 NaN NaN 71058 19742 31419 \n", "E14000533 NaN NaN 66639 31330 16649 \n", "E14000534 NaN NaN 78196 27982 28318 \n", "\n", " referendum majority leave \n", "PCON11CD \n", "E14000530 8485 True \n", "E14000531 15986 True \n", "E14000532 11677 False \n", "E14000533 14681 True \n", "E14000534 336 False " ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_referendum['referendum majority'] = (df_referendum['leave votes'] - df_referendum['remain votes']).abs()\n", "#plotly express doesn't see boolean as a categorical. So make it a string.\n", "df_referendum['leave'] = (df_referendum['leave votes'] > df_referendum['remain votes']).astype(str)\n", "\n", "df_referendum.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Charting the Referendum Counts\n", "\n", "On social media, there has been a lot of commentary comparing the number of people signing the petition with the majhority in the constituency. There's a lot of apples and pears there, but we can maybe use this as an indicator of sentiment about how safe a seat is compared to the number of people expressing a view about revoking article 50 in each constituency.\n", "\n", "So how about we plot the log of the number of signatories to the petition divided by the majority vote (either way) at the referendum over the log of the number of signatories to the petition divided by the majority at the general election.\n", "\n", "Then we can read the quadrants as:\n", "\n", "- *bottom left*: safe seat, convinced\n", "- *top left*: safe seat, unconvinced\n", "- *top right*: unsafe seat, unconvinced\n", "- *bottom right*: unsafe seat, convinced" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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fidobjectidPCONNAME15WINNER15SECOND15ELECT15MPFIRST15MPLAST15MPNAME15ons_region_id...PartyConstituencyURImajpctalphageometrysignature_countsignature_count_pcreferendum majorityleave
E1400053011AldershotConLab72430GeraldHowarthGerald HowarthE12000008...ConservativeAldershothttps://www.theyworkforyou.com/mp/25628/leo_do...23.43859.767(POLYGON ((485408.1048668693 159918.6304395348...68178.9456078485True
E1400053122Aldridge-BrownhillsConLab60215WendyMortonWendy MortonE12000005...ConservativeAldridge-Brownhillshttps://www.theyworkforyou.com/mp/25342/wendy_...35.55990.675(POLYGON ((400715.9095222063 304324.8830029013...27034.47790915986True
E1400053233Altrincham and Sale WestConLab71511GrahamBradyGraham BradyE12000002...ConservativeAltrincham and Sale Westhttps://www.theyworkforyou.com/mp/10062/graham...12.17331.041(POLYGON ((379104.0752267919 393145.7339323238...1208116.49823811677False
E1400053344Amber ValleyConLab69510NigelMillsNigel MillsE12000004...ConservativeAmber Valleyhttps://www.theyworkforyou.com/mp/24965/nigel_...18.11846.201(POLYGON ((446572.0849578517 345372.8128860501...36855.41394314681True
E1400053455Arundel and South DownsConUKIP77242NickHerbertNick HerbertE12000008...ConservativeArundel and South Downshttps://www.theyworkforyou.com/mp/11377/nick_h...39.636101.072(POLYGON ((503605.9211599359 108367.9490472795...1143814.391404336False
\n", "

5 rows × 51 columns

\n", "
" ], "text/plain": [ " fid objectid PCONNAME15 WINNER15 SECOND15 ELECT15 \\\n", "E14000530 1 1 Aldershot Con Lab 72430 \n", "E14000531 2 2 Aldridge-Brownhills Con Lab 60215 \n", "E14000532 3 3 Altrincham and Sale West Con Lab 71511 \n", "E14000533 4 4 Amber Valley Con Lab 69510 \n", "E14000534 5 5 Arundel and South Downs Con UKIP 77242 \n", "\n", " MPFIRST15 MPLAST15 MPNAME15 ons_region_id ... Party \\\n", "E14000530 Gerald Howarth Gerald Howarth E12000008 ... Conservative \n", "E14000531 Wendy Morton Wendy Morton E12000005 ... Conservative \n", "E14000532 Graham Brady Graham Brady E12000002 ... Conservative \n", "E14000533 Nigel Mills Nigel Mills E12000004 ... Conservative \n", "E14000534 Nick Herbert Nick Herbert E12000008 ... Conservative \n", "\n", " Constituency \\\n", "E14000530 Aldershot \n", "E14000531 Aldridge-Brownhills \n", "E14000532 Altrincham and Sale West \n", "E14000533 Amber Valley \n", "E14000534 Arundel and South Downs \n", "\n", " URI majpct alpha \\\n", "E14000530 https://www.theyworkforyou.com/mp/25628/leo_do... 23.438 59.767 \n", "E14000531 https://www.theyworkforyou.com/mp/25342/wendy_... 35.559 90.675 \n", "E14000532 https://www.theyworkforyou.com/mp/10062/graham... 12.173 31.041 \n", "E14000533 https://www.theyworkforyou.com/mp/24965/nigel_... 18.118 46.201 \n", "E14000534 https://www.theyworkforyou.com/mp/11377/nick_h... 39.636 101.072 \n", "\n", " geometry signature_count \\\n", "E14000530 (POLYGON ((485408.1048668693 159918.6304395348... 6817 \n", "E14000531 (POLYGON ((400715.9095222063 304324.8830029013... 2703 \n", "E14000532 (POLYGON ((379104.0752267919 393145.7339323238... 12081 \n", "E14000533 (POLYGON ((446572.0849578517 345372.8128860501... 3685 \n", "E14000534 (POLYGON ((503605.9211599359 108367.9490472795... 11438 \n", "\n", " signature_count_pc referendum majority leave \n", "E14000530 8.945607 8485 True \n", "E14000531 4.477909 15986 True \n", "E14000532 16.498238 11677 False \n", "E14000533 5.413943 14681 True \n", "E14000534 14.391404 336 False \n", "\n", "[5 rows x 51 columns]" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_dodgystats = pd.merge(gdf, df_referendum[['referendum majority','leave']], left_index=True, right_index=True)\n", "\n", "df_dodgystats.head()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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fidobjectidPCONNAME15WINNER15SECOND15ELECT15MPFIRST15MPLAST15MPNAME15ons_region_id...URImajpctalphageometrysignature_countsignature_count_pcreferendum majorityleavesafetyconfidence
E1400053011AldershotConLab72430GeraldHowarthGerald HowarthE12000008...https://www.theyworkforyou.com/mp/25628/leo_do...23.43859.767(POLYGON ((485408.1048668693 159918.6304395348...68178.9456078485True-0.226084-0.095059
E1400053122Aldridge-BrownhillsConLab60215WendyMortonWendy MortonE12000005...https://www.theyworkforyou.com/mp/25342/wendy_...35.55990.675(POLYGON ((400715.9095222063 304324.8830029013...27034.47790915986True-0.723703-0.771894
E1400053233Altrincham and Sale WestConLab71511GrahamBradyGraham BradyE12000002...https://www.theyworkforyou.com/mp/10062/graham...12.17331.041(POLYGON ((379104.0752267919 393145.7339323238...1208116.49823811677False0.2741620.014772
E1400053344Amber ValleyConLab69510NigelMillsNigel MillsE12000004...https://www.theyworkforyou.com/mp/24965/nigel_...18.11846.201(POLYGON ((446572.0849578517 345372.8128860501...36855.41394314681True-0.352641-0.600318
E1400053455Arundel and South DownsConUKIP77242NickHerbertNick HerbertE12000008...https://www.theyworkforyou.com/mp/11377/nick_h...39.636101.072(POLYGON ((503605.9211599359 108367.9490472795...1143814.391404336False-0.3197391.532011
\n", "

5 rows × 53 columns

\n", "
" ], "text/plain": [ " fid objectid PCONNAME15 WINNER15 SECOND15 ELECT15 \\\n", "E14000530 1 1 Aldershot Con Lab 72430 \n", "E14000531 2 2 Aldridge-Brownhills Con Lab 60215 \n", "E14000532 3 3 Altrincham and Sale West Con Lab 71511 \n", "E14000533 4 4 Amber Valley Con Lab 69510 \n", "E14000534 5 5 Arundel and South Downs Con UKIP 77242 \n", "\n", " MPFIRST15 MPLAST15 MPNAME15 ons_region_id ... \\\n", "E14000530 Gerald Howarth Gerald Howarth E12000008 ... \n", "E14000531 Wendy Morton Wendy Morton E12000005 ... \n", "E14000532 Graham Brady Graham Brady E12000002 ... \n", "E14000533 Nigel Mills Nigel Mills E12000004 ... \n", "E14000534 Nick Herbert Nick Herbert E12000008 ... \n", "\n", " URI majpct alpha \\\n", "E14000530 https://www.theyworkforyou.com/mp/25628/leo_do... 23.438 59.767 \n", "E14000531 https://www.theyworkforyou.com/mp/25342/wendy_... 35.559 90.675 \n", "E14000532 https://www.theyworkforyou.com/mp/10062/graham... 12.173 31.041 \n", "E14000533 https://www.theyworkforyou.com/mp/24965/nigel_... 18.118 46.201 \n", "E14000534 https://www.theyworkforyou.com/mp/11377/nick_h... 39.636 101.072 \n", "\n", " geometry signature_count \\\n", "E14000530 (POLYGON ((485408.1048668693 159918.6304395348... 6817 \n", "E14000531 (POLYGON ((400715.9095222063 304324.8830029013... 2703 \n", "E14000532 (POLYGON ((379104.0752267919 393145.7339323238... 12081 \n", "E14000533 (POLYGON ((446572.0849578517 345372.8128860501... 3685 \n", "E14000534 (POLYGON ((503605.9211599359 108367.9490472795... 11438 \n", "\n", " signature_count_pc referendum majority leave safety confidence \n", "E14000530 8.945607 8485 True -0.226084 -0.095059 \n", "E14000531 4.477909 15986 True -0.723703 -0.771894 \n", "E14000532 16.498238 11677 False 0.274162 0.014772 \n", "E14000533 5.413943 14681 True -0.352641 -0.600318 \n", "E14000534 14.391404 336 False -0.319739 1.532011 \n", "\n", "[5 rows x 53 columns]" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "\n", "df_dodgystats['safety'] = np.log10(df_dodgystats['signature_count'] / df_dodgystats['majority'])\n", "df_dodgystats['confidence'] = np.log10(df_dodgystats['signature_count'] / df_dodgystats['referendum majority'])\n", "\n", "df_dodgystats.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create a column that summarises info we want in the tooltip" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "df_dodgystats['header'] = df_dodgystats[['PCONNAME15', 'WINNER15', 'majority',\n", " 'referendum majority', 'signature_count']].astype(str).apply(lambda x: '
'.join(x), axis=1)\n", "\n", "\n", "\n", "df_dodgystats['header'] = df_dodgystats[['PCONNAME15', 'WINNER15']].astype(str).apply(lambda x: '
'.join(x), axis=1)\n", "df_dodgystats['header'] = df_dodgystats['header'] + '
Majority:'\n", "df_dodgystats['header'] = df_dodgystats[['header', 'majority']].astype(str).apply(lambda x: ' '.join(x), axis=1)\n", "df_dodgystats['header'] = df_dodgystats['header'] + '
Referendum Majority:'\n", "df_dodgystats['header'] = df_dodgystats[['header', 'referendum majority']].astype(str).apply(lambda x: ' '.join(x), axis=1)\n", "df_dodgystats['header'] = df_dodgystats['header'] + '
Petition Signatures:'\n", "df_dodgystats['header'] = df_dodgystats[['header', 'signature_count']].astype(str).apply(lambda x: ' '.join(x), axis=1)\n", "\n" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/vnd.plotly.v1+html": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "showLink": false }, "data": [ { "hovertemplate": "%{hovertext}

leave=False
safety=%{x}
confidence=%{y}", "hovertext": [ "Altrincham and Sale West
Con
Majority: 6426
Referendum Majority: 11677
Petition Signatures: 12081", "Arundel and South Downs
Con
Majority: 23883
Referendum Majority: 336
Petition Signatures: 11438", "Bath
Con
Majority: 5694
Referendum Majority: 16138
Petition Signatures: 16723", "Battersea
Con
Majority: 2416
Referendum Majority: 28741
Petition Signatures: 22514", "Beaconsfield
Con
Majority: 24543
Referendum Majority: 1098
Petition Signatures: 10559", "Beckenham
Con
Majority: 15087
Referendum Majority: 3318
Petition Signatures: 10965", "Bermondsey and Old Southwark
Lab
Majority: 12972
Referendum Majority: 27619
Petition Signatures: 23075", "Bethnal Green and Bow
Lab
Majority: 35393
Referendum Majority: 20697
Petition Signatures: 22477", "Birmingham, Edgbaston
Lab
Majority: 6917
Referendum Majority: 5672
Petition Signatures: 7737", "Birmingham, Hall Green
Lab
Majority: 33944
Referendum Majority: 8426
Petition Signatures: 8253", "Birmingham, Ladywood
Lab
Majority: 28714
Referendum Majority: 9455
Petition Signatures: 6440", "Birmingham, Selly Oak
Lab
Majority: 15207
Referendum Majority: 4193
Petition Signatures: 9243", "Bradford West
Lab
Majority: 21902
Referendum Majority: 3430
Petition Signatures: 3206", "Brent Central
Lab
Majority: 27997
Referendum Majority: 7895
Petition Signatures: 11897", "Brent North
Lab
Majority: 17061
Referendum Majority: 8597
Petition Signatures: 7471", "Brentford and Isleworth
Lab
Majority: 12182
Referendum Majority: 11460
Petition Signatures: 17906", "Brighton, Kemptown
Con
Majority: 9868
Referendum Majority: 5848
Petition Signatures: 13610", "Brighton, Pavilion
Green
Majority: 14699
Referendum Majority: 23679
Petition Signatures: 26509", "Bristol East
Lab
Majority: 13394
Referendum Majority: 1285
Petition Signatures: 11561", "Bristol North West
Con
Majority: 4761
Referendum Majority: 9153
Petition Signatures: 13964", "Bristol South
Lab
Majority: 15987
Referendum Majority: 3157
Petition Signatures: 14611", "Bristol West
Lab
Majority: 37336
Referendum Majority: 36890
Petition Signatures: 33866", "Bromley and Chislehurst
Con
Majority: 9590
Referendum Majority: 279
Petition Signatures: 9968", "Buckingham
Spk
Majority: 25725
Referendum Majority: 1275
Petition Signatures: 11365", "Camberwell and Peckham
Lab
Majority: 37316
Referendum Majority: 21319
Petition Signatures: 20643", "Cambridge
Lab
Majority: 12661
Referendum Majority: 24514
Petition Signatures: 25571", "Canterbury
Con
Majority: 187
Referendum Majority: 4778
Petition Signatures: 13299", "Cheadle
Con
Majority: 4507
Referendum Majority: 8223
Petition Signatures: 9962", "Chelsea and Fulham
Con
Majority: 8188
Referendum Majority: 18400
Petition Signatures: 18825", "Cheltenham
Con
Majority: 2569
Referendum Majority: 7705
Petition Signatures: 12863", "Chesham and Amersham
Con
Majority: 22140
Referendum Majority: 5103
Petition Signatures: 12111", "Chingford and Woodford Green
Con
Majority: 2438
Referendum Majority: 110
Petition Signatures: 8645", "Chipping Barnet
Con
Majority: 353
Referendum Majority: 9557
Petition Signatures: 14882", "Cities of London and Westminster
Con
Majority: 3148
Referendum Majority: 19347
Petition Signatures: 22574", "City of Chester
Lab
Majority: 9176
Referendum Majority: 8037
Petition Signatures: 10530", "City of Durham
Lab
Majority: 12364
Referendum Majority: 6573
Petition Signatures: 7775", "Croydon Central
Con
Majority: 5652
Referendum Majority: 1451
Petition Signatures: 8921", "Croydon North
Lab
Majority: 32365
Referendum Majority: 8460
Petition Signatures: 11123", "Croydon South
Con
Majority: 11406
Referendum Majority: 5675
Petition Signatures: 11204", "Dulwich and West Norwood
Lab
Majority: 28156
Referendum Majority: 28748
Petition Signatures: 24373", "Ealing Central and Acton
Lab
Majority: 13807
Referendum Majority: 21246
Petition Signatures: 21561", "Ealing North
Lab
Majority: 19693
Referendum Majority: 1520
Petition Signatures: 9207", "Ealing, Southall
Lab
Majority: 22090
Referendum Majority: 6176
Petition Signatures: 7739", "East Ham
Lab
Majority: 39883
Referendum Majority: 4533
Petition Signatures: 6850", "East Hampshire
Con
Majority: 25852
Referendum Majority: 761
Petition Signatures: 10687", "Edmonton
Lab
Majority: 21115
Referendum Majority: 2412
Petition Signatures: 4587", "Enfield North
Lab
Majority: 10247
Referendum Majority: 1985
Petition Signatures: 6776", "Enfield, Southgate
Con
Majority: 4355
Referendum Majority: 11423
Petition Signatures: 12454", "Epsom and Ewell
Con
Majority: 20475
Referendum Majority: 2524
Petition Signatures: 12047", "Esher and Walton
Con
Majority: 23298
Referendum Majority: 9509
Petition Signatures: 16044", "Exeter
Lab
Majority: 16117
Referendum Majority: 5453
Petition Signatures: 13172", "Filton and Bradley Stoke
Con
Majority: 4190
Referendum Majority: 1250
Petition Signatures: 9641", "Finchley and Golders Green
Con
Majority: 1657
Referendum Majority: 18924
Petition Signatures: 18235", "Garston and Halewood
Lab
Majority: 32149
Referendum Majority: 2157
Petition Signatures: 7519", "Greenwich and Woolwich
Lab
Majority: 20714
Referendum Majority: 15923
Petition Signatures: 17813", "Guildford
Con
Majority: 17040
Referendum Majority: 9461
Petition Signatures: 14893", "Hackney North and Stoke Newington
Lab
Majority: 35139
Referendum Majority: 33073
Petition Signatures: 25806", "Hackney South and Shoreditch
Lab
Majority: 37931
Referendum Majority: 29582
Petition Signatures: 24634", "Hammersmith
Lab
Majority: 18651
Referendum Majority: 18910
Petition Signatures: 20427", "Hampstead and Kilburn
Lab
Majority: 15560
Referendum Majority: 30065
Petition Signatures: 26646", "Harrogate and Knaresborough
Con
Majority: 18168
Referendum Majority: 3104
Petition Signatures: 10218", "Harrow East
Con
Majority: 1757
Referendum Majority: 299
Petition Signatures: 6606", "Harrow West
Lab
Majority: 13314
Referendum Majority: 7996
Petition Signatures: 8647", "Hendon
Con
Majority: 1072
Referendum Majority: 8830
Petition Signatures: 10459", "Henley
Con
Majority: 22294
Referendum Majority: 7369
Petition Signatures: 13645", "Hertford and Stortford
Con
Majority: 19035
Referendum Majority: 892
Petition Signatures: 11901", "Hexham
Con
Majority: 9236
Referendum Majority: 3942
Petition Signatures: 7765", "Hitchin and Harpenden
Con
Majority: 12031
Referendum Majority: 11535
Petition Signatures: 15034", "Holborn and St Pancras
Lab
Majority: 30509
Referendum Majority: 27695
Petition Signatures: 25811", "Hornsey and Wood Green
Lab
Majority: 30738
Referendum Majority: 35543
Petition Signatures: 29574", "Horsham
Con
Majority: 23484
Referendum Majority: 599
Petition Signatures: 11537", "Hove
Lab
Majority: 18757
Referendum Majority: 17326
Petition Signatures: 20704", "Ilford South
Lab
Majority: 31647
Referendum Majority: 7993
Petition Signatures: 5889", "Islington North
Lab
Majority: 33215
Referendum Majority: 27374
Petition Signatures: 24969", "Islington South and Finsbury
Lab
Majority: 20263
Referendum Majority: 23087
Petition Signatures: 21715", "Kenilworth and Southam
Con
Majority: 18076
Referendum Majority: 3542
Petition Signatures: 9416", "Kensington
Con
Majority: 20
Referendum Majority: 15487
Petition Signatures: 19689", "Kingston and Surbiton
Con
Majority: 4124
Referendum Majority: 10598
Petition Signatures: 16643", "Leeds Central
Lab
Majority: 23698
Referendum Majority: 4600
Petition Signatures: 9019", "Leeds North East
Lab
Majority: 16991
Referendum Majority: 12270
Petition Signatures: 12078", "Leeds North West
LD
Majority: 4224
Referendum Majority: 12335
Petition Signatures: 10516", "Leicester South
Lab
Majority: 26261
Referendum Majority: 8122
Petition Signatures: 7675", "Lewes
Con
Majority: 5508
Referendum Majority: 2777
Petition Signatures: 12849", "Lewisham East
Lab
Majority: 21213
Referendum Majority: 13714
Petition Signatures: 12454", "Lewisham West and Penge
Lab
Majority: 23162
Referendum Majority: 15593
Petition Signatures: 18336", "Lewisham, Deptford
Lab
Majority: 34899
Referendum Majority: 26596
Petition Signatures: 22728", "Leyton and Wanstead
Lab
Majority: 22607
Referendum Majority: 13654
Petition Signatures: 13883", "Liverpool, Riverside
Lab
Majority: 35947
Referendum Majority: 23191
Petition Signatures: 13616", "Liverpool, Wavertree
Lab
Majority: 29466
Referendum Majority: 12713
Petition Signatures: 8313", "Liverpool, West Derby
Lab
Majority: 32908
Referendum Majority: 163
Petition Signatures: 4929", "Macclesfield
Con
Majority: 8608
Referendum Majority: 3034
Petition Signatures: 10057", "Maidenhead
Con
Majority: 26457
Referendum Majority: 5361
Petition Signatures: 12126", "Manchester Central
Lab
Majority: 31445
Referendum Majority: 16772
Petition Signatures: 13492", "Manchester, Gorton
Lab
Majority: 31730
Referendum Majority: 12030
Petition Signatures: 9306", "Manchester, Withington
Lab
Majority: 29875
Referendum Majority: 25156
Petition Signatures: 18190", "Mid Sussex
Con
Majority: 19673
Referendum Majority: 4283
Petition Signatures: 12514", "Milton Keynes North
Con
Majority: 1975
Referendum Majority: 423
Petition Signatures: 10667", "Mitcham and Morden
Lab
Majority: 21375
Referendum Majority: 947
Petition Signatures: 9250", "Mole Valley
Con
Majority: 24137
Referendum Majority: 2874
Petition Signatures: 11914", "Newbury
Con
Majority: 24380
Referendum Majority: 2586
Petition Signatures: 10971", "Newcastle upon Tyne Central
Lab
Majority: 14937
Referendum Majority: 1684
Petition Signatures: 6521", "Newcastle upon Tyne East
Lab
Majority: 19261
Referendum Majority: 8032
Petition Signatures: 10433", "North East Hampshire
Con
Majority: 27772
Referendum Majority: 4070
Petition Signatures: 11225", "North Somerset
Con
Majority: 17103
Referendum Majority: 2755
Petition Signatures: 12374", "Norwich South
Lab
Majority: 15596
Referendum Majority: 9459
Petition Signatures: 13703", "Nottingham East
Lab
Majority: 19590
Referendum Majority: 6296
Petition Signatures: 8615", "Nottingham South
Lab
Majority: 15162
Referendum Majority: 4235
Petition Signatures: 8487", "Oxford East
Lab
Majority: 23284
Referendum Majority: 18403
Petition Signatures: 19546", "Oxford West and Abingdon
Con
Majority: 816
Referendum Majority: 12964
Petition Signatures: 20016", "Poplar and Limehouse
Lab
Majority: 27712
Referendum Majority: 17350
Petition Signatures: 19491", "Portsmouth South
Con
Majority: 1554
Referendum Majority: 258
Petition Signatures: 8980", "Pudsey
Con
Majority: 331
Referendum Majority: 1444
Petition Signatures: 9131", "Putney
Con
Majority: 1554
Referendum Majority: 19420
Petition Signatures: 18768", "Reading East
Con
Majority: 3749
Referendum Majority: 12111
Petition Signatures: 14475", "Reigate
Con
Majority: 17614
Referendum Majority: 2122
Petition Signatures: 11144", "Richmond Park
Con
Majority: 45
Referendum Majority: 23920
Petition Signatures: 25348", "Romsey and Southampton North
Con
Majority: 18046
Referendum Majority: 3680
Petition Signatures: 9332", "Ruislip, Northwood and Pinner
Con
Majority: 13980
Referendum Majority: 476
Petition Signatures: 9996", "Runnymede and Weybridge
Con
Majority: 18050
Referendum Majority: 161
Petition Signatures: 10528", "Rushcliffe
Con
Majority: 8010
Referendum Majority: 9006
Petition Signatures: 12552", "Salisbury
Con
Majority: 17333
Referendum Majority: 93
Petition Signatures: 9021", "Sefton Central
Lab
Majority: 15618
Referendum Majority: 5785
Petition Signatures: 7411", "Sheffield Central
Lab
Majority: 27748
Referendum Majority: 18937
Petition Signatures: 14644", "Sheffield, Hallam
LD
Majority: 2125
Referendum Majority: 16772
Petition Signatures: 14147", "Shipley
Con
Majority: 4681
Referendum Majority: 299
Petition Signatures: 8328", "South Cambridgeshire
Con
Majority: 15952
Referendum Majority: 13878
Petition Signatures: 18694", "South East Cambridgeshire
Con
Majority: 16158
Referendum Majority: 5745
Petition Signatures: 15442", "South West Hertfordshire
Con
Majority: 19550
Referendum Majority: 4360
Petition Signatures: 13085", "South West Surrey
Con
Majority: 21590
Referendum Majority: 10304
Petition Signatures: 15185", "Southampton, Test
Lab
Majority: 11503
Referendum Majority: 559
Petition Signatures: 9105", "Southport
LD
Majority: 2914
Referendum Majority: 3636
Petition Signatures: 6557", "St Albans
Con
Majority: 6109
Referendum Majority: 12591
Petition Signatures: 15981", "Stockport
Lab
Majority: 14477
Referendum Majority: 1838
Petition Signatures: 8389", "Streatham
Lab
Majority: 26285
Referendum Majority: 29600
Petition Signatures: 22675", "Stretford and Urmston
Lab
Majority: 19705
Referendum Majority: 1088
Petition Signatures: 8830", "Stroud
Con
Majority: 687
Referendum Majority: 4877
Petition Signatures: 12824", "Sutton Coldfield
Con
Majority: 15339
Referendum Majority: 1742
Petition Signatures: 7038", "Tatton
Con
Majority: 14787
Referendum Majority: 4255
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SNP
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SNP
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SNP
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SNP
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SNP
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Con
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PC
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PC
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LD
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Lab
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Con
Majority: 11473
Referendum Majority: 8485
Petition Signatures: 6817", "Aldridge-Brownhills
Con
Majority: 14307
Referendum Majority: 15986
Petition Signatures: 2703", "Amber Valley
Con
Majority: 8300
Referendum Majority: 14681
Petition Signatures: 3685", "Ashfield
Lab
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Referendum Majority: 22786
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Con
Majority: 17478
Referendum Majority: 12089
Petition Signatures: 8169", "Ashton-under-Lyne
Lab
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Referendum Majority: 12942
Petition Signatures: 3580", "Aylesbury
Con
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Referendum Majority: 2084
Petition Signatures: 8993", "Banbury
Con
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Referendum Majority: 448
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Lab
Majority: 21608
Referendum Majority: 10693
Petition Signatures: 4926", "Barnsley Central
Lab
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Referendum Majority: 16375
Petition Signatures: 2811", "Barnsley East
Lab
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Referendum Majority: 20376
Petition Signatures: 2217", "Barrow and Furness
Lab
Majority: 209
Referendum Majority: 7236
Petition Signatures: 4235", "Basildon and Billericay
Con
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Referendum Majority: 16754
Petition Signatures: 4661", "Basingstoke
Con
Majority: 9466
Referendum Majority: 4175
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Lab
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Referendum Majority: 20460
Petition Signatures: 3642", "Batley and Spen
Lab
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Referendum Majority: 10950
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Con
Majority: 789
Referendum Majority: 3456
Petition Signatures: 6983", "Berwick-upon-Tweed
Con
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Referendum Majority: 4290
Petition Signatures: 4802", "Beverley and Holderness
Con
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Referendum Majority: 9852
Petition Signatures: 5522", "Bexhill and Battle
Con
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Referendum Majority: 8884
Petition Signatures: 8162", "Bexleyheath and Crayford
Con
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Referendum Majority: 14220
Petition Signatures: 4741", "Birkenhead
Lab
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Referendum Majority: 2431
Petition Signatures: 5428", "Birmingham, Erdington
Lab
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Referendum Majority: 7653
Petition Signatures: 3186", "Birmingham, Hodge Hill
Lab
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Referendum Majority: 858
Petition Signatures: 2319", "Birmingham, Northfield
Lab
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Referendum Majority: 9394
Petition Signatures: 4705", "Birmingham, Perry Barr
Lab
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Referendum Majority: 4059
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Lab
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Referendum Majority: 10739
Petition Signatures: 3438", "Bishop Auckland
Lab
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Referendum Majority: 10475
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Lab
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Referendum Majority: 5993
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Lab
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Referendum Majority: 40
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Con
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Referendum Majority: 15094
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Lab
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Referendum Majority: 14348
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Lab
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Referendum Majority: 5961
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Lab
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Referendum Majority: 9217
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Con
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Referendum Majority: 15842
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Lab
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Referendum Majority: 21426
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Lab
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Referendum Majority: 7637
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Lab
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Referendum Majority: 12590
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Con
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Referendum Majority: 5698
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Lab
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Referendum Majority: 4863
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Con
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Referendum Majority: 24934
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Con
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Referendum Majority: 12375
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Con
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Referendum Majority: 3924
Petition Signatures: 9208", "Bournemouth West
Con
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Referendum Majority: 8014
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Con
Majority: 16016
Referendum Majority: 3668
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Lab
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Referendum Majority: 5561
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Lab
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Referendum Majority: 12922
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Con
Majority: 18422
Referendum Majority: 12426
Petition Signatures: 5492", "Brentwood and Ongar
Con
Majority: 24002
Referendum Majority: 11996
Petition Signatures: 6528", "Bridgwater and West Somerset
Con
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Referendum Majority: 14334
Petition Signatures: 6081", "Brigg and Goole
Con
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Referendum Majority: 15230
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Con
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Referendum Majority: 4459
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Con
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Referendum Majority: 5636
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Con
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Referendum Majority: 16187
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Con
Majority: 863
Referendum Majority: 2591
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Lab
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Referendum Majority: 15345
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Con
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Referendum Majority: 15457
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Con
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Referendum Majority: 3513
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Lab
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Referendum Majority: 4674
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Con
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Referendum Majority: 5014
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Con
Majority: 609
Referendum Majority: 1671
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Con
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Referendum Majority: 7785
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Con
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Referendum Majority: 20044
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Con
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Referendum Majority: 9187
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LD
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Referendum Majority: 6335
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Con
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Referendum Majority: 22409
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Con
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Referendum Majority: 923
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Con
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Referendum Majority: 5427
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Con
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Referendum Majority: 8694
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Con
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Referendum Majority: 13945
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Con
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Referendum Majority: 778
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Lab
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Con
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Referendum Majority: 877
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Con
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Referendum Majority: 1702
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Lab
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Con
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Referendum Majority: 9953
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UKIP
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Referendum Majority: 22682
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Con
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Referendum Majority: 20487
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Con
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Referendum Majority: 1736
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Con
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Referendum Majority: 66
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Con
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Referendum Majority: 2877
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Lab
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Referendum Majority: 8000
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Con
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Referendum Majority: 11856
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Lab
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Referendum Majority: 8366
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Lab
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Referendum Majority: 8886
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Lab
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Referendum Majority: 366
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Con
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Referendum Majority: 8657
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Con
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Lab
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Lab
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Con
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Referendum Majority: 15723
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Con
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Lab
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Referendum Majority: 10733
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Con
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Lab
Majority: 11248
Referendum Majority: 11329
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Con
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Referendum Majority: 1123
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Con
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Referendum Majority: 3542
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Lab
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Referendum Majority: 8234
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Lab
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Referendum Majority: 19405
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Lab
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Referendum Majority: 17025
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Lab
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Referendum Majority: 22270
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Con
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Referendum Majority: 13975
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Lab
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Con
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Referendum Majority: 17294
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Lab
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Referendum Majority: 14222
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Con
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Referendum Majority: 472
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Con
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Referendum Majority: 4873
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Con
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Referendum Majority: 3945
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Con
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Referendum Majority: 15413
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Con
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Referendum Majority: 8303
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Con
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Referendum Majority: 4943
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Con
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Lab
Majority: 11390
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Con
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Lab
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Referendum Majority: 2133
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Con
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Con
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Referendum Majority: 13610
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Lab
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Con
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Con
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Referendum Majority: 8777
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Lab
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Con
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Referendum Majority: 14079
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Con
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Con
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Referendum Majority: 6276
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Con
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Referendum Majority: 12895
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Lab
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Referendum Majority: 5715
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Lab
Majority: 4694
Referendum Majority: 6418
Petition Signatures: 6880", "Gillingham and Rainham
Con
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Referendum Majority: 14735
Petition Signatures: 4517", "Gloucester
Con
Majority: 5520
Referendum Majority: 10206
Petition Signatures: 6381", "Gosport
Con
Majority: 17211
Referendum Majority: 12546
Petition Signatures: 4700", "Grantham and Stamford
Con
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Referendum Majority: 12842
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Con
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Referendum Majority: 16184
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Lab
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Referendum Majority: 16989
Petition Signatures: 2144", "Great Yarmouth
Con
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Referendum Majority: 21930
Petition Signatures: 2989", "Halesowen and Rowley Regis
Con
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Referendum Majority: 16276
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Lab
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Referendum Majority: 10726
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Con
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Referendum Majority: 5224
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Lab
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Con
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Referendum Majority: 2609
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Con
Majority: 7031
Referendum Majority: 17200
Petition Signatures: 4103", "Hartlepool
Lab
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Referendum Majority: 19387
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Con
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Referendum Majority: 9132
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Con
Majority: 346
Referendum Majority: 6406
Petition Signatures: 9413", "Havant
Con
Majority: 15956
Referendum Majority: 12990
Petition Signatures: 5255", "Hayes and Harlington
Lab
Majority: 18115
Referendum Majority: 8519
Petition Signatures: 4681", "Hazel Grove
Con
Majority: 5514
Referendum Majority: 1506
Petition Signatures: 6872", "Hemel Hempstead
Con
Majority: 9445
Referendum Majority: 5772
Petition Signatures: 8153", "Hemsworth
Lab
Majority: 10174
Referendum Majority: 17581
Petition Signatures: 3282", "Hereford and South Herefordshire
Con
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Referendum Majority: 10385
Petition Signatures: 6590", "Hertsmere
Con
Majority: 16951
Referendum Majority: 865
Petition Signatures: 8786", "Heywood and Middleton
Lab
Majority: 7617
Referendum Majority: 13541
Petition Signatures: 4186", "High Peak
Con
Majority: 2322
Referendum Majority: 572
Petition Signatures: 8998", "Hornchurch and Upminster
Con
Majority: 17723
Referendum Majority: 22727
Petition Signatures: 5136", "Houghton and Sunderland South
Lab
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Referendum Majority: 13842
Petition Signatures: 2832", "Huddersfield
Lab
Majority: 12005
Referendum Majority: 1733
Petition Signatures: 4758", "Huntingdon
Con
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Referendum Majority: 4181
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Lab
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Referendum Majority: 16323
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Lab
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Referendum Majority: 3388
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Con
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Referendum Majority: 6811
Petition Signatures: 7252", "Isle of Wight
Con
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Referendum Majority: 18681
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Lab
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Referendum Majority: 10954
Petition Signatures: 3766", "Keighley
Con
Majority: 239
Referendum Majority: 5613
Petition Signatures: 6660", "Kettering
Con
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Referendum Majority: 11074
Petition Signatures: 5357", "Kingston upon Hull East
Lab
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Referendum Majority: 21746
Petition Signatures: 2124", "Kingston upon Hull North
Lab
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Referendum Majority: 9034
Petition Signatures: 4317", "Kingston upon Hull West and Hessle
Lab
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Referendum Majority: 15432
Petition Signatures: 2969", "Kingswood
Con
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Referendum Majority: 7037
Petition Signatures: 6403", "Knowsley
Lab
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Referendum Majority: 2723
Petition Signatures: 4871", "Lancaster and Fleetwood
Lab
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Referendum Majority: 1854
Petition Signatures: 7446", "Leeds East
Lab
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Referendum Majority: 10655
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Lab
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Referendum Majority: 3017
Petition Signatures: 7143", "Leicester East
Lab
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Referendum Majority: 4579
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Lab
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Referendum Majority: 782
Petition Signatures: 4818", "Leigh
Lab
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Referendum Majority: 14245
Petition Signatures: 3984", "Lichfield
Con
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Referendum Majority: 7980
Petition Signatures: 6104", "Lincoln
Con
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Referendum Majority: 7356
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Lab
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Referendum Majority: 1901
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Con
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Referendum Majority: 101
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Con
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Referendum Majority: 21048
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Con
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Referendum Majority: 7717
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Lab
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Referendum Majority: 8718
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Lab
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Referendum Majority: 4354
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Con
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Referendum Majority: 6196
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Lab
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Referendum Majority: 15595
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Referendum Majority: 11115
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Lab
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Referendum Majority: 22939
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Referendum Majority: 2024
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Referendum Majority: 9620
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Con
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Referendum Majority: 3416
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Con
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Referendum Majority: 2366
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Con
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Referendum Majority: 6560
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Con
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Referendum Majority: 12225
Petition Signatures: 6506", "Mid Worcestershire
Con
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Referendum Majority: 10189
Petition Signatures: 6335", "Middlesbrough
Lab
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Referendum Majority: 12450
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Lab
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Referendum Majority: 15624
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Con
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Referendum Majority: 4038
Petition Signatures: 9982", "Morecambe and Lunesdale
Con
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Referendum Majority: 7669
Petition Signatures: 5030", "Morley and Outwood
Con
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Referendum Majority: 10639
Petition Signatures: 5281", "New Forest East
Con
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Referendum Majority: 10593
Petition Signatures: 6586", "New Forest West
Con
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Referendum Majority: 5161
Petition Signatures: 7009", "Newark
Con
Majority: 18149
Referendum Majority: 6054
Petition Signatures: 7275", "Newcastle upon Tyne North
Lab
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Referendum Majority: 6707
Petition Signatures: 6909", "Newcastle-under-Lyme
Lab
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Referendum Majority: 10544
Petition Signatures: 4503", "Newton Abbot
Con
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Referendum Majority: 6045
Petition Signatures: 7232", "Normanton, Pontefract and Castleford
Lab
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Referendum Majority: 23340
Petition Signatures: 3283", "North Cornwall
Con
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Referendum Majority: 9667
Petition Signatures: 6199", "North Devon
Con
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Referendum Majority: 7651
Petition Signatures: 6590", "North Dorset
Con
Majority: 25777
Referendum Majority: 7070
Petition Signatures: 7720", "North Durham
Lab
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Referendum Majority: 9854
Petition Signatures: 3728", "North East Bedfordshire
Con
Majority: 20862
Referendum Majority: 4234
Petition Signatures: 9330", "North East Cambridgeshire
Con
Majority: 21270
Referendum Majority: 23213
Petition Signatures: 4621", "North East Derbyshire
Lab
Majority: 2860
Referendum Majority: 12431
Petition Signatures: 4466", "North East Hertfordshire
Con
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Referendum Majority: 1541
Petition Signatures: 9868", "North East Somerset
Con
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Referendum Majority: 1646
Petition Signatures: 9779", "North Herefordshire
Con
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Referendum Majority: 7631
Petition Signatures: 6996", "North Norfolk
LD
Majority: 3512
Referendum Majority: 8252
Petition Signatures: 5460", "North Shropshire
Con
Majority: 16355
Referendum Majority: 11416
Petition Signatures: 5868", "North Swindon
Con
Majority: 8335
Referendum Majority: 8295
Petition Signatures: 6822", "North Thanet
Con
Majority: 10738
Referendum Majority: 15538
Petition Signatures: 5433", "North Tyneside
Lab
Majority: 19284
Referendum Majority: 10720
Petition Signatures: 5610", "North Warwickshire
Con
Majority: 8510
Referendum Majority: 17690
Petition Signatures: 3267", "North West Cambridgeshire
Con
Majority: 18008
Referendum Majority: 9256
Petition Signatures: 8470", "North West Durham
Lab
Majority: 8792
Referendum Majority: 5177
Petition Signatures: 4694", "North West Hampshire
Con
Majority: 22679
Referendum Majority: 5509
Petition Signatures: 8582", "North West Leicestershire
Con
Majority: 13286
Referendum Majority: 11519
Petition Signatures: 5435", "North West Norfolk
Con
Majority: 13788
Referendum Majority: 16083
Petition Signatures: 4391", "North Wiltshire
Con
Majority: 22877
Referendum Majority: 300
Petition Signatures: 9007", "Northampton North
Con
Majority: 807
Referendum Majority: 8499
Petition Signatures: 4795", "Northampton South
Con
Majority: 1159
Referendum Majority: 7798
Petition Signatures: 5400", "Norwich North
Con
Majority: 507
Referendum Majority: 6324
Petition Signatures: 7117", "Nottingham North
Lab
Majority: 11160
Referendum Majority: 12702
Petition Signatures: 3152", "Nuneaton
Con
Majority: 4739
Referendum Majority: 14119
Petition Signatures: 3653", "Old Bexley and Sidcup
Con
Majority: 15466
Referendum Majority: 11686
Petition Signatures: 5544", "Oldham East and Saddleworth
Lab
Majority: 8182
Referendum Majority: 7988
Petition Signatures: 4314", "Oldham West and Royton
Lab
Majority: 17198
Referendum Majority: 12569
Petition Signatures: 2865", "Orpington
Con
Majority: 19461
Referendum Majority: 6054
Petition Signatures: 7259", "Pendle
Con
Majority: 1279
Referendum Majority: 12117
Petition Signatures: 2871", "Penistone and Stocksbridge
Lab
Majority: 1322
Referendum Majority: 10871
Petition Signatures: 4938", "Penrith and The Border
Con
Majority: 15910
Referendum Majority: 4770
Petition Signatures: 5874", "Peterborough
Con
Majority: 607
Referendum Majority: 13184
Petition Signatures: 5451", "Plymouth, Moor View
Con
Majority: 5019
Referendum Majority: 17883
Petition Signatures: 3234", "Plymouth, Sutton and Devonport
Con
Majority: 6807
Referendum Majority: 1411
Petition Signatures: 9339", "Poole
Con
Majority: 14209
Referendum Majority: 7680
Petition Signatures: 7425", "Portsmouth North
Con
Majority: 9965
Referendum Majority: 15478
Petition Signatures: 4789", "Preston
Lab
Majority: 15723
Referendum Majority: 4625
Petition Signatures: 3916", "Rayleigh and Wickford
Con
Majority: 23450
Referendum Majority: 19772
Petition Signatures: 4647", "Reading West
Con
Majority: 2876
Referendum Majority: 1571
Petition Signatures: 8931", "Redcar
Lab
Majority: 9485
Referendum Majority: 16693
Petition Signatures: 2397", "Redditch
Con
Majority: 7363
Referendum Majority: 10236
Petition Signatures: 4475", "Ribble Valley
Con
Majority: 13199
Referendum Majority: 9476
Petition Signatures: 6121", "Richmond (Yorks)
Con
Majority: 23108
Referendum Majority: 5436
Petition Signatures: 6682", "Rochdale
Lab
Majority: 14819
Referendum Majority: 8723
Petition Signatures: 3499", "Rochester and Strood
Con
Majority: 9850
Referendum Majority: 15233
Petition Signatures: 5976", "Rochford and Southend East
Con
Majority: 5548
Referendum Majority: 11252
Petition Signatures: 5680", "Romford
Con
Majority: 13778
Referendum Majority: 18157
Petition Signatures: 4768", "Rossendale and Darwen
Con
Majority: 3216
Referendum Majority: 9317
Petition Signatures: 4910", "Rother Valley
Lab
Majority: 3882
Referendum Majority: 17682
Petition Signatures: 3524", "Rotherham
Lab
Majority: 11387
Referendum Majority: 16935
Petition Signatures: 2160", "Rugby
Con
Majority: 8212
Referendum Majority: 8780
Petition Signatures: 6769", "Rutland and Melton
Con
Majority: 23104
Referendum Majority: 4324
Petition Signatures: 7926", "Saffron Walden
Con
Majority: 24966
Referendum Majority: 1464
Petition Signatures: 10181", "Salford and Eccles
Lab
Majority: 19132
Referendum Majority: 2993
Petition Signatures: 9479", "Scarborough and Whitby
Con
Majority: 3435
Referendum Majority: 11712
Petition Signatures: 4979", "Scunthorpe
Lab
Majority: 3431
Referendum Majority: 16494
Petition Signatures: 2496", "Sedgefield
Lab
Majority: 6059
Referendum Majority: 8600
Petition Signatures: 3295", "Selby and Ainsty
Con
Majority: 13772
Referendum Majority: 8251
Petition Signatures: 6499", "Sevenoaks
Con
Majority: 21917
Referendum Majority: 4089
Petition Signatures: 9389", "Sheffield South East
Lab
Majority: 11798
Referendum Majority: 16223
Petition Signatures: 3069", "Sheffield, Brightside and Hillsborough
Lab
Majority: 19143
Referendum Majority: 10067
Petition Signatures: 4061", "Sheffield, Heeley
Lab
Majority: 13828
Referendum Majority: 7012
Petition Signatures: 6894", "Sherwood
Con
Majority: 5198
Referendum Majority: 14629
Petition Signatures: 4805", "Shrewsbury and Atcham
Con
Majority: 6627
Referendum Majority: 3307
Petition Signatures: 8598", "Sittingbourne and Sheppey
Con
Majority: 15211
Referendum Majority: 17692
Petition Signatures: 4261", "Skipton and Ripon
Con
Majority: 19985
Referendum Majority: 3527
Petition Signatures: 8504", "Sleaford and North Hykeham
Con
Majority: 25237
Referendum Majority: 14873
Petition Signatures: 6395", "Slough
Lab
Majority: 16998
Referendum Majority: 4722
Petition Signatures: 6087", "Solihull
Con
Majority: 20571
Referendum Majority: 4718
Petition Signatures: 7261", "Somerton and Frome
Con
Majority: 22906
Referendum Majority: 388
Petition Signatures: 11642", "South Basildon and East Thurrock
Con
Majority: 11490
Referendum Majority: 23805
Petition Signatures: 3214", "South Derbyshire
Con
Majority: 11970
Referendum Majority: 11233
Petition Signatures: 5484", "South Dorset
Con
Majority: 11695
Referendum Majority: 9678
Petition Signatures: 6354", "South East Cornwall
Con
Majority: 17443
Referendum Majority: 5071
Petition Signatures: 6821", "South Holland and The Deepings
Con
Majority: 24897
Referendum Majority: 23554
Petition Signatures: 3636", "South Leicestershire
Con
Majority: 18631
Referendum Majority: 9123
Petition Signatures: 6155", "South Norfolk
Con
Majority: 16678
Referendum Majority: 1056
Petition Signatures: 9387", "South Northamptonshire
Con
Majority: 22840
Referendum Majority: 4269
Petition Signatures: 9686", "South Ribble
Con
Majority: 7421
Referendum Majority: 7109
Petition Signatures: 6013", "South Shields
Lab
Majority: 14508
Referendum Majority: 11529
Petition Signatures: 3139", "South Staffordshire
Con
Majority: 22733
Referendum Majority: 16427
Petition Signatures: 3537", "South Suffolk
Con
Majority: 17749
Referendum Majority: 4328
Petition Signatures: 7247", "South Swindon
Con
Majority: 2464
Referendum Majority: 1689
Petition Signatures: 7976", "South Thanet
Con
Majority: 6387
Referendum Majority: 11854
Petition Signatures: 7128", "South West Bedfordshire
Con
Majority: 14168
Referendum Majority: 9101
Petition Signatures: 7234", "South West Devon
Con
Majority: 15816
Referendum Majority: 5121
Petition Signatures: 6633", "South West Norfolk
Con
Majority: 18312
Referendum Majority: 18567
Petition Signatures: 4668", "South West Wiltshire
Con
Majority: 18326
Referendum Majority: 7407
Petition Signatures: 7552", "Southampton, Itchen
Con
Majority: 31
Referendum Majority: 10184
Petition Signatures: 7370", "Southend West
Con
Majority: 10000
Referendum Majority: 6657
Petition Signatures: 6428", "Spelthorne
Con
Majority: 13425
Referendum Majority: 10673
Petition Signatures: 7384", "St Austell and Newquay
Con
Majority: 11142
Referendum Majority: 15122
Petition Signatures: 6165", "St Helens North
Lab
Majority: 18406
Referendum Majority: 8932
Petition Signatures: 4536", "St Helens South and Whiston
Lab
Majority: 24343
Referendum Majority: 6706
Petition Signatures: 4938", "St Ives
Con
Majority: 312
Referendum Majority: 4422
Petition Signatures: 7845", "Stafford
Con
Majority: 7729
Referendum Majority: 7524
Petition Signatures: 5765", "Staffordshire Moorlands
Con
Majority: 10830
Referendum Majority: 13228
Petition Signatures: 3869", "Stalybridge and Hyde
Lab
Majority: 8084
Referendum Majority: 8687
Petition Signatures: 4728", "Stevenage
Con
Majority: 3386
Referendum Majority: 7048
Petition Signatures: 6202", "Stockton North
Lab
Majority: 8715
Referendum Majority: 15420
Petition Signatures: 2900", "Stockton South
Con
Majority: 888
Referendum Majority: 8310
Petition Signatures: 4812", "Stoke-on-Trent Central
Lab
Majority: 3897
Referendum Majority: 12049
Petition Signatures: 2926", "Stoke-on-Trent North
Lab
Majority: 2359
Referendum Majority: 21994
Petition Signatures: 2344", "Stoke-on-Trent South
Lab
Majority: 663
Referendum Majority: 20057
Petition Signatures: 2333", "Stone
Con
Majority: 17495
Referendum Majority: 7297
Petition Signatures: 4786", "Stourbridge
Con
Majority: 7654
Referendum Majority: 14816
Petition Signatures: 4013", "Stratford-on-Avon
Con
Majority: 21958
Referendum Majority: 1029
Petition Signatures: 8922", "Suffolk Coastal
Con
Majority: 16012
Referendum Majority: 5830
Petition Signatures: 8957", "Sunderland Central
Lab
Majority: 9997
Referendum Majority: 5475
Petition Signatures: 4153", "Surrey Heath
Con
Majority: 24943
Referendum Majority: 2132
Petition Signatures: 9601", "Sutton and Cheam
Con
Majority: 12698
Referendum Majority: 1287
Petition Signatures: 9352", "Tamworth
Con
Majority: 12347
Referendum Majority: 16490
Petition Signatures: 3754", "Taunton Deane
Con
Majority: 15887
Referendum Majority: 3501
Petition Signatures: 9705", "Telford
Con
Majority: 720
Referendum Majority: 15424
Petition Signatures: 3807", "Tewkesbury
Con
Majority: 22574
Referendum Majority: 4227
Petition Signatures: 8435", "The Wrekin
Con
Majority: 9564
Referendum Majority: 8965
Petition Signatures: 4725", "Thirsk and Malton
Con
Majority: 19001
Referendum Majority: 7204
Petition Signatures: 6847", "Thornbury and Yate
Con
Majority: 12071
Referendum Majority: 2108
Petition Signatures: 7449", "Thurrock
Con
Majority: 345
Referendum Majority: 22583
Petition Signatures: 4346", "Tiverton and Honiton
Con
Majority: 19801
Referendum Majority: 8847
Petition Signatures: 7715", "Tonbridge and Malling
Con
Majority: 23508
Referendum Majority: 3155
Petition Signatures: 10100", "Torbay
Con
Majority: 14283
Referendum Majority: 13141
Petition Signatures: 5511", "Torridge and West Devon
Con
Majority: 20686
Referendum Majority: 8160
Petition Signatures: 7529", "Totnes
Con
Majority: 13477
Referendum Majority: 3743
Petition Signatures: 9789", "Uxbridge and South Ruislip
Con
Majority: 5034
Referendum Majority: 7049
Petition Signatures: 7300", "Wakefield
Lab
Majority: 2176
Referendum Majority: 12240
Petition Signatures: 4239", "Wallasey
Lab
Majority: 23320
Referendum Majority: 2360
Petition Signatures: 6015", "Walsall North
Lab
Majority: 2601
Referendum Majority: 20068
Petition Signatures: 1767", "Walsall South
Lab
Majority: 8892
Referendum Majority: 12743
Petition Signatures: 3065", "Wansbeck
Lab
Majority: 10435
Referendum Majority: 5384
Petition Signatures: 3830", "Warley
Lab
Majority: 16483
Referendum Majority: 10487
Petition Signatures: 3572", "Warrington North
Lab
Majority: 9582
Referendum Majority: 8193
Petition Signatures: 5203", "Warrington South
Con
Majority: 2549
Referendum Majority: 1337
Petition Signatures: 9129", "Washington and Sunderland West
Lab
Majority: 12940
Referendum Majority: 13715
Petition Signatures: 3119", "Watford
Con
Majority: 2092
Referendum Majority: 1365
Petition Signatures: 9830", "Waveney
Con
Majority: 9215
Referendum Majority: 15292
Petition Signatures: 4645", "Wealden
Con
Majority: 23628
Referendum Majority: 3246
Petition Signatures: 10561", "Weaver Vale
Con
Majority: 3928
Referendum Majority: 544
Petition Signatures: 6912", "Wellingborough
Con
Majority: 12460
Referendum Majority: 14703
Petition Signatures: 5248", "Wells
Con
Majority: 7582
Referendum Majority: 4214
Petition Signatures: 9782", "Welwyn Hatfield
Con
Majority: 7369
Referendum Majority: 2905
Petition Signatures: 9134", "Wentworth and Dearne
Lab
Majority: 14803
Referendum Majority: 21485
Petition Signatures: 2548", "West Bromwich East
Lab
Majority: 7713
Referendum Majority: 16480
Petition Signatures: 2115", "West Bromwich West
Lab
Majority: 4460
Referendum Majority: 17463
Petition Signatures: 1914", "West Dorset
Con
Majority: 19091
Referendum Majority: 1160
Petition Signatures: 10513", "West Lancashire
Lab
Majority: 11689
Referendum Majority: 5062
Petition Signatures: 6114", "West Suffolk
Con
Majority: 17063
Referendum Majority: 14728
Petition Signatures: 6301", "West Worcestershire
Con
Majority: 21328
Referendum Majority: 2691
Petition Signatures: 8777", "Weston-Super-Mare
Con
Majority: 11544
Referendum Majority: 8298
Petition Signatures: 7484", "Wigan
Lab
Majority: 16027
Referendum Majority: 13745
Petition Signatures: 4125", "Witham
Con
Majority: 18646
Referendum Majority: 10388
Petition Signatures: 5566", "Wolverhampton North East
Lab
Majority: 4587
Referendum Majority: 15219
Petition Signatures: 2098", "Wolverhampton South East
Lab
Majority: 8514
Referendum Majority: 15849
Petition Signatures: 1907", "Wolverhampton South West
Lab
Majority: 2185
Referendum Majority: 3724
Petition Signatures: 4268", "Worcester
Con
Majority: 2508
Referendum Majority: 3842
Petition Signatures: 7778", "Workington
Lab
Majority: 3925
Referendum Majority: 9299
Petition Signatures: 3607", "Worsley and Eccles South
Lab
Majority: 8379
Referendum Majority: 12676
Petition Signatures: 5227", "Worthing West
Con
Majority: 12090
Referendum Majority: 6639
Petition Signatures: 8246", "Wyre and Preston North
Con
Majority: 12246
Referendum Majority: 4310
Petition Signatures: 5592", "Wyre Forest
Con
Majority: 13334
Referendum Majority: 14641
Petition Signatures: 4641", "Yeovil
Con
Majority: 14723
Referendum Majority: 11496
Petition Signatures: 6458", "Banff and Buchan
SNP
Majority: 3693
Referendum Majority: 3511
Petition Signatures: 3607", "Caithness, Sutherland and Easter Ross
SNP
Majority: 2044
Referendum Majority: 897
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Lab
Majority: 5259
Referendum Majority: 688
Petition Signatures: 4325", "Delyn
Lab
Majority: 4240
Referendum Majority: 3326
Petition Signatures: 4187", "Alyn and Deeside
Lab
Majority: 5235
Referendum Majority: 7022
Petition Signatures: 4828", "Wrexham
Lab
Majority: 1832
Referendum Majority: 5578
Petition Signatures: 3730", "Llanelli
Lab
Majority: 12024
Referendum Majority: 5672
Petition Signatures: 3728", "Swansea East
Lab
Majority: 13168
Referendum Majority: 9659
Petition Signatures: 3424", "Aberavon
Lab
Majority: 16761
Referendum Majority: 7213
Petition Signatures: 2765", "Rhondda
Lab
Majority: 13746
Referendum Majority: 7415
Petition Signatures: 2272", "Torfaen
Lab
Majority: 10240
Referendum Majority: 9379
Petition Signatures: 3373", "Newport East
Lab
Majority: 8003
Referendum Majority: 7524
Petition Signatures: 3898", "Newport West
Lab
Majority: 5658
Referendum Majority: 3332
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Con
Majority: 635
Referendum Majority: 1393
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Con
Majority: 3437
Referendum Majority: 2457
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Con
Majority: 2379
Referendum Majority: 5300
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Lab
Majority: 4356
Referendum Majority: 7836
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Con
Majority: 9285
Referendum Majority: 4209
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Con
Majority: 314
Referendum Majority: 4301
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Con
Majority: 3110
Referendum Majority: 4199
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PC
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Referendum Majority: 2571
Petition Signatures: 4629", "Brecon and Radnorshire
Con
Majority: 8038
Referendum Majority: 1486
Petition Signatures: 5552", "Neath
Lab
Majority: 12631
Referendum Majority: 3223
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Lab
Majority: 13238
Referendum Majority: 4839
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Lab
Majority: 16334
Referendum Majority: 6575
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Lab
Majority: 11907
Referendum Majority: 8673
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Lab
Majority: 4700
Referendum Majority: 241
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Lab
Majority: 13871
Referendum Majority: 7138
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Lab
Majority: 12078
Referendum Majority: 4659
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Lab
Majority: 11412
Referendum Majority: 7097
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Con
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Referendum Majority: 2648
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"white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "fillcolor": "#506784", "line": { "width": 0 }, "opacity": 0.4 }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "UK Petition Scatter: Referendum Confidence vs Parliamentary Seat Saftey" }, "xaxis": { "title": { "text": "safety" } }, "yaxis": { "title": { "text": "confidence" } } } }, "text/html": [ "
" ], "text/vnd.plotly.v1+html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import plotly_express as px\n", "\n", "g = px.scatter(df_dodgystats, x='safety', y='confidence', color='leave', hover_name='header',\n", " title='UK Petition Scatter: Referendum Confidence vs Parliamentary Seat Saftey')\n", "g" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "df_dodgystats['alpha'] = df_dodgystats['safety'] * df_dodgystats['confidence']\n", "df_dodgystats['alpha'] = (df_dodgystats['alpha']/df_dodgystats['alpha'].abs().max()).abs()" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "def quadCol(row):\n", " if row['safety']>0 and row['confidence']> 0:\n", " col='unsafe_and_not_confident'\n", " elif row['safety']<0 and row['confidence']> 0:\n", " col='safe_and_not_confident'\n", " elif row['safety']>0 and row['confidence']< 0:\n", " col='unsafe_and_confident'\n", " elif row['safety']<0 and row['confidence']< 0:\n", " col='safe_and_confident'\n", " return col\n", "\n", "df_dodgystats['safetycon'] = df_dodgystats.apply(lambda x: quadCol(x), axis=1)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, figsize=(12, 12))\n", "\n", "ax = df_dodgystats.plot(column='safetycon', ax=ax, legend=True,)\n", "ax.axis('off');" ] }, { "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 }