From f413cf4e62354a2cba89a08de82c781629b9ac6f Mon Sep 17 00:00:00 2001 From: Aristotel Fani Date: Tue, 21 Mar 2023 15:52:34 -0400 Subject: [PATCH 01/26] allow admin to set publication date (#180) --- .../Components/ResourcePage/ResourcePage.js | 5 ++++- nc/admin.py | 2 ++ .../0009_resource_publication_date.py | 18 ++++++++++++++++++ nc/models.py | 3 ++- nc/serializers.py | 1 + 5 files changed, 27 insertions(+), 2 deletions(-) create mode 100644 nc/migrations/0009_resource_publication_date.py diff --git a/frontend/src/Components/ResourcePage/ResourcePage.js b/frontend/src/Components/ResourcePage/ResourcePage.js index 62d894e9..37f460b6 100644 --- a/frontend/src/Components/ResourcePage/ResourcePage.js +++ b/frontend/src/Components/ResourcePage/ResourcePage.js @@ -14,7 +14,10 @@ function Resource({ resource }) {

{resource.title}

-

{new Date(resource.created_date).toLocaleDateString()}

+

+ Published:{' '} + {resource.publication_date && new Date(resource.publication_date).toLocaleDateString()} +

{resource.description}

{resource.agencies_list.map((a) => ( diff --git a/nc/admin.py b/nc/admin.py index 095f37aa..5a7f07c8 100644 --- a/nc/admin.py +++ b/nc/admin.py @@ -45,9 +45,11 @@ def agency_name(self, obj): class ResourceAdmin(admin.ModelAdmin): + fields = ("agencies", "title", "description", "publication_date", "image", "view_more_link") list_display = ( "title", "created_date", + "publication_date", ) def save_model(self, request, obj, form, change): diff --git a/nc/migrations/0009_resource_publication_date.py b/nc/migrations/0009_resource_publication_date.py new file mode 100644 index 00000000..db4dd4b3 --- /dev/null +++ b/nc/migrations/0009_resource_publication_date.py @@ -0,0 +1,18 @@ +# Generated by Django 3.2.14 on 2023-03-09 16:37 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('nc', '0008_auto_20230228_1121'), + ] + + operations = [ + migrations.AddField( + model_name='resource', + name='publication_date', + field=models.DateField(blank=True, null=True), + ), + ] diff --git a/nc/models.py b/nc/models.py index 3bcffe75..cfe656cd 100755 --- a/nc/models.py +++ b/nc/models.py @@ -223,6 +223,7 @@ class Meta: class Resource(models.Model): created_date = models.DateTimeField(auto_now_add=True, editable=False) + publication_date = models.DateField(null=True, blank=True, editable=True) RESOURCE_IMAGES = [ ("copwatch-new-policy", "New Policy"), ("forward-justice-logo", "Forward Justice Logo"), @@ -234,7 +235,7 @@ class Resource(models.Model): view_more_link = models.URLField(null=True, blank=True) class Meta: - ordering = ('-created_date',) + ordering = ("-created_date",) def __str__(self): return f"{self.title}" diff --git a/nc/serializers.py b/nc/serializers.py index 4dd51437..32f0d7f9 100644 --- a/nc/serializers.py +++ b/nc/serializers.py @@ -111,6 +111,7 @@ class Meta: "description", "view_more_link", "image_url", + "publication_date", ) def get_image_url(self, obj): From fd1796bf28402cdaf9a8f2542b464b14fa3d003d Mon Sep 17 00:00:00 2001 From: Aristotel Fani Date: Tue, 21 Mar 2023 16:09:10 -0400 Subject: [PATCH 02/26] Allow tags to link to their agency page (#183) --- frontend/src/Components/ResourcePage/ResourcePage.js | 2 +- frontend/src/Components/ResourcePage/ResourcePage.styled.js | 4 +++- nc/serializers.py | 2 +- 3 files changed, 5 insertions(+), 3 deletions(-) diff --git a/frontend/src/Components/ResourcePage/ResourcePage.js b/frontend/src/Components/ResourcePage/ResourcePage.js index 37f460b6..c1c7e486 100644 --- a/frontend/src/Components/ResourcePage/ResourcePage.js +++ b/frontend/src/Components/ResourcePage/ResourcePage.js @@ -21,7 +21,7 @@ function Resource({ resource }) {

{resource.description}

{resource.agencies_list.map((a) => ( - {a} + {a.name} ))}
diff --git a/frontend/src/Components/ResourcePage/ResourcePage.styled.js b/frontend/src/Components/ResourcePage/ResourcePage.styled.js index 296e1f8c..82d34a5c 100644 --- a/frontend/src/Components/ResourcePage/ResourcePage.styled.js +++ b/frontend/src/Components/ResourcePage/ResourcePage.styled.js @@ -41,13 +41,15 @@ export const ResourceImage = styled.img` } `; -export const ResourceTag = styled.div` +export const ResourceTag = styled.a` background-color: lightgray; margin-right: 1rem; padding: 5px 10px; border-radius: 10px; font-size: 14px; font-weight: 600; + text-decoration: none; + color: black; @media (${phoneOnly}) { padding: 5px; diff --git a/nc/serializers.py b/nc/serializers.py index 32f0d7f9..9db6f5e0 100644 --- a/nc/serializers.py +++ b/nc/serializers.py @@ -120,7 +120,7 @@ def get_image_url(self, obj): return resource_url def get_agencies_list(self, obj): - return [ag.name for ag in obj.agencies.all()] + return [{"name": ag.name, "id": ag.id} for ag in obj.agencies.all()] class ContactFormSerializer(serializers.Serializer): From 212ee01b191c833854a777cf4745fb4cf356ed47 Mon Sep 17 00:00:00 2001 From: Aristotel Fani Date: Tue, 21 Mar 2023 16:37:46 -0400 Subject: [PATCH 03/26] hotfix: Conditionally show publication date if valid --- frontend/src/Components/ResourcePage/ResourcePage.js | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/frontend/src/Components/ResourcePage/ResourcePage.js b/frontend/src/Components/ResourcePage/ResourcePage.js index c1c7e486..3b7719d9 100644 --- a/frontend/src/Components/ResourcePage/ResourcePage.js +++ b/frontend/src/Components/ResourcePage/ResourcePage.js @@ -14,10 +14,9 @@ function Resource({ resource }) {

{resource.title}

-

- Published:{' '} - {resource.publication_date && new Date(resource.publication_date).toLocaleDateString()} -

+ {resource.publication_date && ( +

Published: {new Date(resource.publication_date).toLocaleDateString()}

+ )}

{resource.description}

{resource.agencies_list.map((a) => ( From 70737d434d792e08921e020112c5a48f46d756ed Mon Sep 17 00:00:00 2001 From: Aristotel Fani Date: Tue, 21 Mar 2023 16:45:45 -0400 Subject: [PATCH 04/26] hotfix: Fix frontend timezone bug for pub dates --- frontend/src/Components/ResourcePage/ResourcePage.js | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/frontend/src/Components/ResourcePage/ResourcePage.js b/frontend/src/Components/ResourcePage/ResourcePage.js index 3b7719d9..bee5031f 100644 --- a/frontend/src/Components/ResourcePage/ResourcePage.js +++ b/frontend/src/Components/ResourcePage/ResourcePage.js @@ -7,6 +7,10 @@ import { RESOURCES_URL } from '../../Services/endpoints'; import LinkButton from '../Elements/LinkButton'; function Resource({ resource }) { + // Published dates are in UTC, convert it to EST. + const resourcePublicationDate = new Date( + `${resource.publication_date}T05:00` + ).toLocaleDateString(); return (
@@ -14,9 +18,7 @@ function Resource({ resource }) {

{resource.title}

- {resource.publication_date && ( -

Published: {new Date(resource.publication_date).toLocaleDateString()}

- )} + {resource.publication_date &&

Published: {resourcePublicationDate}

}

{resource.description}

{resource.agencies_list.map((a) => ( From 454dfcdfdd72d41402991e7fdc1ebc69945d2963 Mon Sep 17 00:00:00 2001 From: Aristotel Fani Date: Tue, 28 Mar 2023 19:16:12 -0400 Subject: [PATCH 05/26] Fix spreadsheet download data for missing reports (#179) * fix csv download data for missing reports * use helper method for missing data phrase --- .../Components/Elements/Table/TableModal.js | 55 ++++++++++++++++--- 1 file changed, 47 insertions(+), 8 deletions(-) diff --git a/frontend/src/Components/Elements/Table/TableModal.js b/frontend/src/Components/Elements/Table/TableModal.js index e2de80d4..38838e8e 100644 --- a/frontend/src/Components/Elements/Table/TableModal.js +++ b/frontend/src/Components/Elements/Table/TableModal.js @@ -39,6 +39,7 @@ import { ICONS } from '../../../img/icons/Icon'; import Button from '../Button'; import DataSubsetPicker from '../../Charts/ChartSections/DataSubsetPicker/DataSubsetPicker'; import Checkbox from '../Inputs/Checkbox'; +import displayMissingPhrase from '../../../util/displayMissingData'; const mapDatasetToChartName = { STOPS: 'Traffic Stops By Percentage', @@ -95,11 +96,13 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { return () => (document.body.style.overflow = 'visible'); }, [isOpen]); - const markMissingYears = (mergedData) => { + const markMissingYears = (mergedData, hasPurpose = true, hasSearchType = false) => { + // hasPurpose is meant for datasets that has a dedicated column for purpose, some may not + // hasSearchType is meant for specific datasets that include a search type and not a purpose for (let i = 0; i < yearRange.length; i++) { const year = yearRange[i]; if (mergedData.filter((y) => y.year === year).length === 0) { - mergedData.push({ + const data = { year, no_data: true, asian: 0, @@ -107,10 +110,16 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { hispanic: 0, native_american: 0, other: 0, - purpose, total: 0, white: 0, - }); + }; + if (hasPurpose) { + data.purpose = purpose; + } + if (hasSearchType) { + data.search_type = purpose; + } + mergedData.push(data); } } }; @@ -229,7 +238,7 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { if (purpose) { mergedData = mergedData.filter((e) => e.purpose === purpose); } - markMissingYears(mergedData); + markMissingYears(mergedData, false); const raceTotals = { year: 'Totals', ...reduceFullDatasetOnlyTotals(mergedData, RACES), @@ -283,7 +292,7 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { } else { mappedData = data; } - markMissingYears(mappedData); + markMissingYears(mappedData, false, true); const raceTotals = { year: 'Totals', search_type: '', @@ -314,7 +323,7 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { const chartData = chartState.data[ds]; // eslint-disable-next-line no-param-reassign,no-return-assign chartData.forEach((chartDatum) => (chartDatum['total'] = calculateYearTotal(chartDatum))); - markMissingYears(chartData); + markMissingYears(chartData, false); const raceTotals = { year: 'Totals', ...reduceFullDatasetOnlyTotals(chartData, RACES), @@ -330,6 +339,36 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { return data; }; + const setupCSVData = (ds) => { + const csvData = JSON.parse(JSON.stringify(_buildTableData(ds))); + // Cleanup data tables for spreadsheet download + csvData.forEach((datum) => { + if (datum.hasOwnProperty('no_data') && datum.no_data) { + // eslint-disable-next-line no-param-reassign + delete datum['no_data']; + // Little hack to place the missing data phrase next to the year column; + let placeholderCol = 'white'; + if (datum.hasOwnProperty('purpose')) { + placeholderCol = 'purpose'; + } else if (datum.hasOwnProperty('search_type')) { + placeholderCol = 'search_type'; + } + // eslint-disable-next-line prefer-destructuring + const year = datum['year']; + // eslint-disable-next-line guard-for-in,no-restricted-syntax + for (const property in datum) { + // eslint-disable-next-line no-param-reassign + datum[property] = null; + } + // eslint-disable-next-line no-param-reassign + datum[placeholderCol] = displayMissingPhrase(ds); + // eslint-disable-next-line no-param-reassign + datum['year'] = year; + } + }); + return csvData; + }; + const _getIsLoading = (ds) => { if (Array.isArray(ds)) { return ds.some((d) => chartState.loading[d]); @@ -445,7 +484,7 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { * Non-hispanic {!_getIsLoading(dataSet) && ( - + +
+ ); +} + +function getRangeValues() { + const today = new Date(); + + return { + from: { + year: 2000, + month: 1, + }, + to: { + year: today.getFullYear(), + month: today.getMonth() + 1, + }, + }; +} + function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { + const { agencyId } = useParams(); const theme = useTheme(); const portalTarget = usePortal('modal-root'); const officerId = useOfficerId(); - const [yearRange] = useYearSet(); + let [yearRange] = useYearSet(); const [purpose, setPurpose] = useState(null); const [consolidateYears, setConsolidateYears] = useState(false); + const [rangeValue, setRangeValue] = useState(getRangeValues); + const [tableReloading, setReloading] = useState(false); + const [showDateRangePicker, setShowDateRagePicker] = useState(false); + const monthPickerRef = useRef(null); + const tableChartState = chartState; const _getEntityReference = () => { - const agencyName = chartState.data[AGENCY_DETAILS].name; + const agencyName = tableChartState.data[AGENCY_DETAILS].name; if (officerId) return `for Officer ${officerId} of the ${agencyName}`; return `for ${agencyName}`; }; @@ -78,6 +127,7 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { function _handleKeyUp(e) { if (e.key === 'Escape') { document.body.style.overflow = 'visible'; + closeRangePicker(); closeModal(); } } @@ -86,6 +136,32 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { return () => document.removeEventListener('keyup', _handleKeyUp); }, [closeModal]); + useEffect(() => { + let tableDS = mapDataSetToEnum[dataSet]; + if (Array.isArray(dataSet)) { + tableDS = mapDataSetToEnum[dataSet[1]]; + } + setReloading(true); + const _fetchData = async () => { + const getEndpoint = mapDatasetKeyToEndpoint(tableDS); + const _from = `${rangeValue.from.year}-${rangeValue.from.month}-01`; + const _to = `${rangeValue.to.year}-${rangeValue.to.month}-01`; + const url = `${getEndpoint(agencyId)}?from=${_from}&to=${_to}`; + yearRange = range(rangeValue.from.year, rangeValue.to.year + 1, 1); + try { + const { data } = await axios.get(url); + tableChartState.yearRange = yearRange; + tableChartState.data[tableDS] = data; + setReloading(false); + } catch (err) { + setReloading(false); + } + }; + if (dataSet) { + _fetchData(); + } + }, [dataSet, rangeValue.from, rangeValue.to]); + // supress body scrolling behind modal useEffect(() => { if (isOpen) { @@ -101,37 +177,47 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { // hasSearchType is meant for specific datasets that include a search type and not a purpose for (let i = 0; i < yearRange.length; i++) { const year = yearRange[i]; + const placeholderValue = { + year, + no_data: true, + asian: 0, + black: 0, + hispanic: 0, + native_american: 0, + other: 0, + total: 0, + white: 0, + }; + if (hasPurpose) { + placeholderValue.purpose = purpose; + } + if (hasSearchType) { + placeholderValue.search_type = purpose; + } + // If the date range picker isn't active, add the missing year data, + // otherwise only add it if the year is in the date range selected. if (mergedData.filter((y) => y.year === year).length === 0) { - const data = { - year, - no_data: true, - asian: 0, - black: 0, - hispanic: 0, - native_american: 0, - other: 0, - total: 0, - white: 0, - }; - if (hasPurpose) { - data.purpose = purpose; + if (!showDateRangePicker) { + mergedData.push(placeholderValue); + } else if ( + showDateRangePicker && + year >= rangeValue.from.year && + year <= rangeValue.to.year + ) { + mergedData.push(placeholderValue); } - if (hasSearchType) { - data.search_type = purpose; - } - mergedData.push(data); } } }; /* Build some more complicated data sets */ const mapStopsByPurpose = (ds) => { - const data = chartState.data[ds]; + const data = tableChartState.data[ds]; let mergedData = []; const { searches, stops } = data; if (searches && stops) { if (consolidateYears && !purpose) { - mergedData = reduceEthnicityByYears(stops, chartState.yearRange); + mergedData = reduceEthnicityByYears(stops, tableChartState.yearRange); } else { mergedData = stops.map((searchYear, i) => { const yearData = {}; @@ -173,12 +259,12 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { }; const mapLikelihoodOfSearch = (ds) => { - const data = chartState.data[ds]; + const data = tableChartState.data[ds]; let mergedData = []; const { searches, stops } = data; if (searches && stops) { if (consolidateYears && !purpose) { - mergedData = reduceEthnicityByYears(searches, chartState.yearRange); + mergedData = reduceEthnicityByYears(searches, tableChartState.yearRange); } else { mergedData = searches.map((searchYear) => { const yearData = {}; @@ -218,7 +304,7 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { }; const mapSearchesByReason = (ds) => { - const searches = chartState.data[ds[1]]; + const searches = tableChartState.data[ds[1]]; let mergedData = searches.map((yearsStops) => { const { year } = yearsStops; @@ -253,7 +339,7 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { }; const mapContrbandHitrate = (ds) => { - const data = chartState.data[ds]; + const data = tableChartState.data[ds]; const { contraband } = data; const mappedData = yearRange.map((year) => { const hits = contraband.find((d) => d.year === year) || 0; @@ -281,12 +367,12 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { }; const mapSearchByType = (ds) => { - const data = chartState.data[ds]; + const data = tableChartState.data[ds]; // eslint-disable-next-line no-param-reassign,no-return-assign data.forEach((datum) => (datum['total'] = calculateYearTotal(datum))); let mappedData = []; if (consolidateYears && !purpose) { - mappedData = reduceEthnicityByYears(data, chartState.yearRange); + mappedData = reduceEthnicityByYears(data, tableChartState.yearRange); } else if (purpose) { mappedData = data.filter((d) => d.search_type === purpose); } else { @@ -320,7 +406,7 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { } else if (Array.isArray(ds)) { data = mapSearchesByReason(ds); } else { - const chartData = chartState.data[ds]; + const chartData = tableChartState.data[ds]; // eslint-disable-next-line no-param-reassign,no-return-assign chartData.forEach((chartDatum) => (chartDatum['total'] = calculateYearTotal(chartDatum))); markMissingYears(chartData, false); @@ -371,9 +457,9 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { const _getIsLoading = (ds) => { if (Array.isArray(ds)) { - return ds.some((d) => chartState.loading[d]); + return ds.some((d) => tableChartState.loading[d]); } - return chartState.loading[ds]; + return tableChartState.loading[ds]; }; const _getTableNameForDownload = () => @@ -420,10 +506,30 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { return ''; }; + const pickerLang = { + months: ['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec'], + from: 'From', + to: 'To', + }; + const makeText = (m) => { + if (m && m.year && m.month) return pickerLang.months[m.month - 1] + '. ' + m.year; + return '?'; + }; + + const closeRangePicker = () => { + setShowDateRagePicker(false); + setRangeValue(getRangeValues); + }; + + const closeModalAndCleanup = () => { + closeRangePicker(); + closeModal(); + }; + return ReactDOM.createPortal( isOpen && ( <> - + @@ -433,7 +539,7 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) {

{_getEntityReference()}

 {subheadingForDataset(dataSet)}

{(dataSet === STOPS_BY_REASON || dataSet === LIKELIHOOD_OF_SEARCH) && ( - + + + )} {dataSet === SEARCHES_BY_TYPE && ( - + + + )} + {!showDateRangePicker && ( + + )} + {showDateRangePicker && ( +
+ setRangeValue(value)} + > + monthPickerRef.current.show()} + /> + + +
+ )} + {showConsolidateYearsSwitch(dataSet) && ( setConsolidateYears(!consolidateYears)} /> )} + - {_getIsLoading(dataSet) ? ( + {_getIsLoading(dataSet) || tableReloading ? ( ) : ( Date: Fri, 31 Mar 2023 16:36:38 -0400 Subject: [PATCH 08/26] Remove published label from resources (#186) * Remove published label * fix ci build --- frontend/package.json | 2 +- frontend/src/Components/ResourcePage/ResourcePage.js | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/frontend/package.json b/frontend/package.json index 42125c86..e3962d72 100644 --- a/frontend/package.json +++ b/frontend/package.json @@ -2,7 +2,7 @@ "name": "traffic-stops", "version": "0.2.0", "private": true, - "proxy": "http://127.0.0.1:8000/", + "proxy": "http://localhost:8000/", "dependencies": { "@loadable/component": "^5.15.2", "@sentry/react": "^7.6.0", diff --git a/frontend/src/Components/ResourcePage/ResourcePage.js b/frontend/src/Components/ResourcePage/ResourcePage.js index bee5031f..efe42fbb 100644 --- a/frontend/src/Components/ResourcePage/ResourcePage.js +++ b/frontend/src/Components/ResourcePage/ResourcePage.js @@ -18,7 +18,7 @@ function Resource({ resource }) {

{resource.title}

- {resource.publication_date &&

Published: {resourcePublicationDate}

} + {resource.publication_date &&

{resourcePublicationDate}

}

{resource.description}

{resource.agencies_list.map((a) => ( From 692431206dd26e2a268584ea3a7f019797e6e8d8 Mon Sep 17 00:00:00 2001 From: Aristotel Fani Date: Fri, 31 Mar 2023 16:49:39 -0400 Subject: [PATCH 09/26] hotfix: regen package-lock --- frontend/package-lock.json | 12712 +---------------------------------- 1 file changed, 1 insertion(+), 12711 deletions(-) diff --git a/frontend/package-lock.json b/frontend/package-lock.json index eff711b9..bc9f5836 100644 --- a/frontend/package-lock.json +++ b/frontend/package-lock.json @@ -1,7 +1,7 @@ { "name": "traffic-stops", "version": "0.2.0", - "lockfileVersion": 2, + "lockfileVersion": 3, "requires": true, "packages": { "": { @@ -17590,12715 +17590,5 @@ "node": ">=4" } } - }, - "dependencies": { - "@ampproject/remapping": { - "version": "2.2.0", - "resolved": "https://registry.npmjs.org/@ampproject/remapping/-/remapping-2.2.0.tgz", - "integrity": "sha512-qRmjj8nj9qmLTQXXmaR1cck3UXSRMPrbsLJAasZpF+t3riI71BXed5ebIOYwQntykeZuhjsdweEc9BxH5Jc26w==", - "requires": { - 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"yoctodelay": { - "version": "1.2.0", - "resolved": "https://registry.npmjs.org/yoctodelay/-/yoctodelay-1.2.0.tgz", - "integrity": "sha512-12y/P9MSig9/5BEhBgylss+fkHiCRZCvYR81eH35NW9uw801cvJt31EAV+WOLcwZRZbLiIQl/hxcdXXXFmGvXg==" - } } } From c8d8296a7ce1f595977299bad9db9d202361626d Mon Sep 17 00:00:00 2001 From: Aristotel Fani Date: Fri, 31 Mar 2023 16:59:45 -0400 Subject: [PATCH 10/26] hotfix: install latest npm in Dockerfile --- Dockerfile | 1 + 1 file changed, 1 insertion(+) diff --git a/Dockerfile b/Dockerfile index 64b74b68..c1d7f32e 100644 --- a/Dockerfile +++ b/Dockerfile @@ -3,6 +3,7 @@ FROM node:16-bullseye-slim as static_files WORKDIR /code ENV PATH /code/node_modules/.bin:$PATH COPY frontend/package.json frontend/package-lock.json /code/ +RUN npm install -g npm@latest RUN npm install --silent COPY frontend/ /code/ RUN npm run build From bb638f1f9cfbe1c837b0f13fb40c84d575c305ef Mon Sep 17 00:00:00 2001 From: Aristotel Fani Date: Fri, 31 Mar 2023 17:09:01 -0400 Subject: [PATCH 11/26] update github actions to use altest checkout + setup-python versions --- .github/workflows/deploy.yaml | 4 ++-- .github/workflows/test.yaml | 4 ++-- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/.github/workflows/deploy.yaml b/.github/workflows/deploy.yaml index 66ccdf34..fb91d33e 100755 --- a/.github/workflows/deploy.yaml +++ b/.github/workflows/deploy.yaml @@ -14,7 +14,7 @@ jobs: AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_SECRET_ACCESS_KEY }} AWS_DEFAULT_REGION: ${{ secrets.AWS_DEFAULT_REGION }} steps: - - uses: actions/checkout@v2 + - uses: actions/checkout@v3 with: fetch-depth: 0 - name: Set env vars (production) @@ -22,7 +22,7 @@ jobs: run: | echo "ENV=production" >> $GITHUB_ENV echo "ENV_URL=https://nccopwatch.org/" >> $GITHUB_ENV - - uses: actions/setup-python@v2 + - uses: actions/setup-python@v4 with: python-version: '3.9' cache: 'pip' diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml index 9ef5ba6a..00f401a3 100644 --- a/.github/workflows/test.yaml +++ b/.github/workflows/test.yaml @@ -25,8 +25,8 @@ jobs: ports: - 5432:5432 steps: - - uses: actions/checkout@v2 - - uses: actions/setup-python@v2 + - uses: actions/checkout@v3 + - uses: actions/setup-python@v4 with: python-version: '3.9' cache: 'pip' From 7dc308784b23de97cbb7040d1a7a2b44c0c4dd21 Mon Sep 17 00:00:00 2001 From: Aristotel Fani Date: Fri, 7 Apr 2023 12:09:07 -0400 Subject: [PATCH 12/26] Update react-picker library to fix staging build (#188) * use react-picker library to fix staging build * Update TableModal.js * Test deploy image build * install all dev reqs * install all reqs * fix precommit --------- Co-authored-by: Colin Copeland --- .github/workflows/test.yaml | 5 +- frontend/package-lock.json | 99 ++++++------------- frontend/package.json | 3 +- .../Components/Elements/Table/TableModal.js | 85 +++++++++------- .../StyledComponents/GlobalStyles.styled.js | 5 + 5 files changed, 90 insertions(+), 107 deletions(-) diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml index 00f401a3..1e650aa1 100644 --- a/.github/workflows/test.yaml +++ b/.github/workflows/test.yaml @@ -36,7 +36,7 @@ jobs: sudo apt update sudo apt install -y --no-install-recommends postgresql-client-14 python -m pip install pip-tools - pip-sync requirements/base/base.txt requirements/test/test.txt + pip-sync requirements/base/base.txt requirements/dev/dev.txt requirements/test/test.txt - name: Create NC database run: | psql $DATABASE_URL -c 'CREATE DATABASE traffic_stops_nc;' @@ -49,3 +49,6 @@ jobs: DJANGO_SETTINGS_MODULE: traffic_stops.settings.dev DATABASE_URL: postgres://postgres:postgres@localhost:5432/traffic_stops DATABASE_URL_NC: postgres://postgres:postgres@localhost:5432/traffic_stops_nc + - name: Test deploy image build + run: | + inv image.build diff --git a/frontend/package-lock.json b/frontend/package-lock.json index bc9f5836..d5f72bdf 100644 --- a/frontend/package-lock.json +++ b/frontend/package-lock.json @@ -21,11 +21,10 @@ "react": "^18.2.0", "react-content-loader": "^6.2.0", "react-csv": "^2.2.2", - "react-datepicker": "^4.8.0", + "react-datepicker": "^4.11.0", "react-dom": "^18.2.0", "react-helmet": "^6.1.0", "react-loadable": "^5.5.0", - "react-month-picker": "^2.2.1", "react-router-dom": "^5.3.3", "react-scripts": "5.0.1", "react-table": "^7.8.0", @@ -10926,9 +10925,9 @@ "integrity": "sha512-ZClg6AaYvamvYEE82d3Iyd3vSSIjQ+odgjaTzRuO3s7toCdFKczob2i0zCh7JE8kWn17yvAWhUVxvqGwUalsRA==" }, "node_modules/json5": { - 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"version": "2.2.2", - "resolved": "https://registry.npmjs.org/recursive-readdir/-/recursive-readdir-2.2.2.tgz", - "integrity": "sha512-nRCcW9Sj7NuZwa2XvH9co8NPeXUBhZP7CRKJtU+cS6PW9FpCIFoI5ib0NT1ZrbNuPoRy0ylyCaUL8Gih4LSyFg==", - "dependencies": { - "minimatch": "3.0.4" - }, - "engines": { - "node": ">=0.10.0" - } - }, - "node_modules/recursive-readdir/node_modules/minimatch": { - "version": "3.0.4", - "resolved": "https://registry.npmjs.org/minimatch/-/minimatch-3.0.4.tgz", - "integrity": "sha512-yJHVQEhyqPLUTgt9B83PXu6W3rx4MvvHvSUvToogpwoGDOUQ+yDrR0HRot+yOCdCO7u4hX3pWft6kWBBcqh0UA==", + "version": "2.2.3", + "resolved": "https://registry.npmjs.org/recursive-readdir/-/recursive-readdir-2.2.3.tgz", + "integrity": "sha512-8HrF5ZsXk5FAH9dgsx3BlUer73nIhuj+9OrQwEbLTPOBzGkL1lsFCR01am+v+0m2Cmbs1nP12hLDl5FA7EszKA==", "dependencies": { - "brace-expansion": "^1.1.7" + "minimatch": "^3.0.5" }, "engines": { - "node": "*" + "node": ">=6.0.0" } }, "node_modules/regenerate": { @@ -15715,9 +15680,9 @@ } }, "node_modules/terser": { - "version": "5.14.1", - "resolved": "https://registry.npmjs.org/terser/-/terser-5.14.1.tgz", - "integrity": "sha512-+ahUAE+iheqBTDxXhTisdA8hgvbEG1hHOQ9xmNjeUJSoi6DU/gMrKNcfZjHkyY6Alnuyc+ikYJaxxfHkT3+WuQ==", + "version": "5.16.8", + "resolved": "https://registry.npmjs.org/terser/-/terser-5.16.8.tgz", + "integrity": "sha512-QI5g1E/ef7d+PsDifb+a6nnVgC4F22Bg6T0xrBrz6iloVB4PUkkunp6V8nzoOOZJIzjWVdAGqCdlKlhLq/TbIA==", "dependencies": { "@jridgewell/source-map": "^0.3.2", "acorn": "^8.5.0", @@ -15912,9 +15877,9 @@ } }, "node_modules/tsconfig-paths/node_modules/json5": { - "version": "1.0.1", - "resolved": "https://registry.npmjs.org/json5/-/json5-1.0.1.tgz", - "integrity": "sha512-aKS4WQjPenRxiQsC93MNfjx+nbF4PAdYzmd/1JIj8HYzqfbu86beTuNgXDzPknWk0n0uARlyewZo4s++ES36Ow==", + "version": "1.0.2", + "resolved": "https://registry.npmjs.org/json5/-/json5-1.0.2.tgz", + "integrity": "sha512-g1MWMLBiz8FKi1e4w0UyVL3w+iJceWAFBAaBnnGKOpNa5f8TLktkbre1+s6oICydWAm+HRUGTmI+//xv2hvXYA==", "dependencies": { "minimist": "^1.2.0" }, @@ -16758,20 +16723,20 @@ } }, "node_modules/webpack": { - "version": "5.73.0", - "resolved": "https://registry.npmjs.org/webpack/-/webpack-5.73.0.tgz", - "integrity": "sha512-svjudQRPPa0YiOYa2lM/Gacw0r6PvxptHj4FuEKQ2kX05ZLkjbVc5MnPs6its5j7IZljnIqSVo/OsY2X0IpHGA==", + "version": "5.78.0", + "resolved": "https://registry.npmjs.org/webpack/-/webpack-5.78.0.tgz", + "integrity": "sha512-gT5DP72KInmE/3azEaQrISjTvLYlSM0j1Ezhht/KLVkrqtv10JoP/RXhwmX/frrutOPuSq3o5Vq0ehR/4Vmd1g==", "dependencies": { "@types/eslint-scope": "^3.7.3", "@types/estree": "^0.0.51", "@webassemblyjs/ast": "1.11.1", "@webassemblyjs/wasm-edit": "1.11.1", "@webassemblyjs/wasm-parser": "1.11.1", - "acorn": "^8.4.1", + "acorn": "^8.7.1", "acorn-import-assertions": "^1.7.6", "browserslist": "^4.14.5", "chrome-trace-event": "^1.0.2", - "enhanced-resolve": "^5.9.3", + "enhanced-resolve": "^5.10.0", "es-module-lexer": "^0.9.0", "eslint-scope": "5.1.1", "events": "^3.2.0", @@ -16784,7 +16749,7 @@ "schema-utils": "^3.1.0", "tapable": "^2.1.1", "terser-webpack-plugin": "^5.1.3", - "watchpack": "^2.3.1", + "watchpack": "^2.4.0", "webpack-sources": "^3.2.3" }, "bin": { diff --git a/frontend/package.json b/frontend/package.json index e3962d72..f67f5ca8 100644 --- a/frontend/package.json +++ b/frontend/package.json @@ -17,11 +17,10 @@ "react": "^18.2.0", "react-content-loader": "^6.2.0", "react-csv": "^2.2.2", - "react-datepicker": "^4.8.0", + "react-datepicker": "^4.11.0", "react-dom": "^18.2.0", "react-helmet": "^6.1.0", "react-loadable": "^5.5.0", - "react-month-picker": "^2.2.1", "react-router-dom": "^5.3.3", "react-scripts": "5.0.1", "react-table": "^7.8.0", diff --git a/frontend/src/Components/Elements/Table/TableModal.js b/frontend/src/Components/Elements/Table/TableModal.js index 878ca6ef..e9e2934a 100644 --- a/frontend/src/Components/Elements/Table/TableModal.js +++ b/frontend/src/Components/Elements/Table/TableModal.js @@ -1,9 +1,7 @@ -import React, { useEffect, useRef, useState } from 'react'; +import React, { forwardRef, useEffect, useState } from 'react'; import ReactDOM from 'react-dom'; import { useTheme } from 'styled-components'; import * as S from './TableModal.styled'; -import Picker from 'react-month-picker'; -import 'react-month-picker/css/month-picker.css'; // Deps import { CSVLink } from 'react-csv'; @@ -50,6 +48,7 @@ import axios from '../../../Services/Axios'; import * as ChartHeaderStyles from '../../Charts/ChartSections/ChartHeader.styled'; import range from 'lodash.range'; import displayMissingPhrase from '../../../util/displayMissingData'; +import DatePicker from 'react-datepicker'; const mapDatasetToChartName = { STOPS: 'Traffic Stops By Percentage', @@ -71,14 +70,6 @@ const mapDataSetToEnum = { LIKELIHOOD_OF_SEARCH, }; -function MonthBox({ value, _onClick }) { - return ( -
- -
- ); -} - function getRangeValues() { const today = new Date(); @@ -105,8 +96,9 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { const [rangeValue, setRangeValue] = useState(getRangeValues); const [tableReloading, setReloading] = useState(false); const [showDateRangePicker, setShowDateRagePicker] = useState(false); - const monthPickerRef = useRef(null); const tableChartState = chartState; + const [startDate, setStartDate] = useState(new Date()); + const [endDate, setEndDate] = useState(new Date()); const _getEntityReference = () => { const agencyName = tableChartState.data[AGENCY_DETAILS].name; @@ -144,8 +136,8 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { setReloading(true); const _fetchData = async () => { const getEndpoint = mapDatasetKeyToEndpoint(tableDS); - const _from = `${rangeValue.from.year}-${rangeValue.from.month}-01`; - const _to = `${rangeValue.to.year}-${rangeValue.to.month}-01`; + const _from = `${rangeValue.from.year}-${rangeValue.from.month.toString().padStart(2, 0)}-01`; + const _to = `${rangeValue.to.year}-${rangeValue.to.month.toString().padStart(2, 0)}-01`; const url = `${getEndpoint(agencyId)}?from=${_from}&to=${_to}`; yearRange = range(rangeValue.from.year, rangeValue.to.year + 1, 1); try { @@ -506,16 +498,6 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { return ''; }; - const pickerLang = { - months: ['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec'], - from: 'From', - to: 'To', - }; - const makeText = (m) => { - if (m && m.year && m.month) return pickerLang.months[m.month - 1] + '. ' + m.year; - return '?'; - }; - const closeRangePicker = () => { setShowDateRagePicker(false); setRangeValue(getRangeValues); @@ -526,6 +508,34 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { closeModal(); }; + const MonthPickerButton = forwardRef(({ value, onClick }, ref) => ( + + )); + + const onDateRangeChange = (dates) => { + // eslint-disable-next-line prefer-const + let [start, end] = dates; + + setStartDate(start); + + // Don't allow same month/year selected + if (end && start.getDay() === end.getDay()) { + end = new Date(end.setMonth(end.getMonth() + 1)); + } else { + setEndDate(end); + } + + if (start && end) { + // Update range value on when valid start/end dates are selected + setRangeValue({ + from: { month: start.getMonth() + 1, year: start.getFullYear() }, + to: { month: end.getMonth() + 1, year: end.getFullYear() }, + }); + } + }; + return ReactDOM.createPortal( isOpen && ( <> @@ -581,20 +591,21 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { )} {showDateRangePicker && (
- setRangeValue(value)} - > - monthPickerRef.current.show()} +
+ } + popperPlacement="bottom-end" + monthClassName={() => 'fj-date-range-month'} /> - +
- {!!resource.view_more_link && ( -
- -
- )} +
+ {!!resource.view_more_link && ( +
+ +
+ )} + {resource.resource_files.map((rf) => ( + + + + + {rf.name} + + ))} +
); diff --git a/nc/admin.py b/nc/admin.py index 5a7f07c8..a8f911e6 100644 --- a/nc/admin.py +++ b/nc/admin.py @@ -1,6 +1,6 @@ from django.contrib import admin -from nc.models import Agency, Resource, StopSummary +from nc.models import Agency, Resource, ResourceFile, StopSummary class AgencyAdmin(admin.ModelAdmin): @@ -44,6 +44,15 @@ def agency_name(self, obj): return obj.agency.name +class InlineResourceFile(admin.StackedInline): + model = ResourceFile + fields = ( + "name", + "file", + ) + extra = 0 + + class ResourceAdmin(admin.ModelAdmin): fields = ("agencies", "title", "description", "publication_date", "image", "view_more_link") list_display = ( @@ -51,6 +60,8 @@ class ResourceAdmin(admin.ModelAdmin): "created_date", "publication_date", ) + filter_horizontal = ("agencies",) + inlines = [InlineResourceFile] def save_model(self, request, obj, form, change): super().save_model(request, obj, form, change) diff --git a/nc/migrations/0008_auto_20230228_1121.py b/nc/migrations/0008_auto_20230228_1121.py index 11a806f0..36f9a18e 100644 --- a/nc/migrations/0008_auto_20230228_1121.py +++ b/nc/migrations/0008_auto_20230228_1121.py @@ -1,8 +1,9 @@ # Generated by Django 3.2.14 on 2023-02-28 16:21 -from django.db import migrations, models import django.utils.timezone +from django.db import migrations, models + class Migration(migrations.Migration): diff --git a/nc/migrations/0010_resourcefile.py b/nc/migrations/0010_resourcefile.py new file mode 100644 index 00000000..d1ab663c --- /dev/null +++ b/nc/migrations/0010_resourcefile.py @@ -0,0 +1,25 @@ +# Generated by Django 3.2.14 on 2023-04-10 17:11 + +import django.db.models.deletion + +from django.db import migrations, models + + +class Migration(migrations.Migration): + + dependencies = [ + ('nc', '0009_resource_publication_date'), + ] + + operations = [ + migrations.CreateModel( + name='ResourceFile', + fields=[ + ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('created_date', models.DateTimeField(auto_now_add=True)), + ('name', models.CharField(max_length=200)), + ('file', models.FileField(upload_to='resource/')), + ('resource', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='nc.resource')), + ], + ), + ] diff --git a/nc/models.py b/nc/models.py index 834d37bd..ed761795 100755 --- a/nc/models.py +++ b/nc/models.py @@ -241,3 +241,15 @@ class Meta: def __str__(self): return f"{self.title}" + + +class ResourceFile(models.Model): + created_date = models.DateTimeField(auto_now_add=True, editable=False) + name = models.CharField(max_length=200, null=False, blank=False) + file = models.FileField(upload_to="resource/") + resource = models.ForeignKey(Resource, on_delete=models.CASCADE) + + def __str__(self): + if self.file: + return f"{self.file.name} for {self.resource.title}" + return f"Resource file for {self.resource.title}" diff --git a/nc/serializers.py b/nc/serializers.py index 9db6f5e0..bcdef38c 100644 --- a/nc/serializers.py +++ b/nc/serializers.py @@ -1,3 +1,4 @@ +from django.conf import settings from rest_framework import serializers from nc import models as stops @@ -101,6 +102,7 @@ class Meta: class ResourcesSerializer(serializers.ModelSerializer): image_url = serializers.SerializerMethodField() agencies_list = serializers.SerializerMethodField() + resource_files = serializers.SerializerMethodField() class Meta: model = stops.Resource @@ -112,6 +114,7 @@ class Meta: "view_more_link", "image_url", "publication_date", + "resource_files", ) def get_image_url(self, obj): @@ -122,6 +125,19 @@ def get_image_url(self, obj): def get_agencies_list(self, obj): return [{"name": ag.name, "id": ag.id} for ag in obj.agencies.all()] + def get_resource_files(self, obj): + request = self.context.get("request") + resource_location = f"{request.scheme}://{request.get_host()}" + return [ + { + # For local dev, prepend local server location, + # otherwise use file url in staging/prod + "url": f"{resource_location}{rf.file.url}" if settings.DEBUG else rf.file.url, + "name": rf.name, + } + for rf in obj.resourcefile_set.all() + ] + class ContactFormSerializer(serializers.Serializer): name = serializers.CharField() diff --git a/nc/views.py b/nc/views.py index 62b9e085..8e22ecae 100644 --- a/nc/views.py +++ b/nc/views.py @@ -297,17 +297,19 @@ class StateFactsViewSet(viewsets.ReadOnlyModelViewSet): class ResourcesViewSet(viewsets.ReadOnlyModelViewSet): serializer_class = serializers.ResourcesSerializer - queryset = Resource.objects.all() def get_serializer_class(self): return serializers.ResourcesSerializer(context={"request": self.request}) + def get_queryset(self): + return Resource.objects.prefetch_related("resourcefile_set").all() + @method_decorator(never_cache) def list(self, request, *args, **kwargs): return Response( { "results": self.serializer_class( - Resource.objects.all(), + self.get_queryset(), many=True, context={"request": self.request}, ).data diff --git a/requirements/base/base.in b/requirements/base/base.in index b2bba3f4..c71cc81a 100755 --- a/requirements/base/base.in +++ b/requirements/base/base.in @@ -4,6 +4,9 @@ celery census==0.8.19 us dealer +boto +boto3==1.26.109 +botocore==1.29.109 click==8.1.3 django-cache-machine==1.2.0 django-click==2.3.0 @@ -14,6 +17,7 @@ django-filter django-memoize django-pgviews-redux==0.8.0 django-redis +django-storages==1.13.2 djangorestframework==3.12.4 dj-database-url drf-extensions==0.7.1 diff --git a/requirements/base/base.txt b/requirements/base/base.txt index 1abcf7af..5b94c649 100755 --- a/requirements/base/base.txt +++ b/requirements/base/base.txt @@ -10,6 +10,15 @@ asgiref==3.5.2 # via django billiard==3.6.3.0 # via celery +boto==2.49.0 + # via -r requirements/base/base.in +boto3==1.26.109 + # via -r requirements/base/base.in +botocore==1.29.109 + # via + # -r requirements/base/base.in + # boto3 + # s3transfer celery==4.4.6 # via -r requirements/base/base.in census==0.8.19 @@ -32,6 +41,7 @@ django==3.2.14 # django-filter # django-memoize # django-redis + # django-storages # djangorestframework django-cache-machine==1.2.0 # via -r requirements/base/base.in @@ -51,6 +61,8 @@ django-pgviews-redux==0.8.0 # via -r requirements/base/base.in django-redis==4.12.1 # via -r requirements/base/base.in +django-storages==1.13.2 + # via -r requirements/base/base.in djangorestframework==3.12.4 # via # -r requirements/base/base.in @@ -63,6 +75,10 @@ idna==2.10 # via requests jellyfish==0.6.1 # via us +jmespath==1.0.1 + # via + # boto3 + # botocore kombu==4.6.11 # via celery numpy==1.22.3 @@ -72,7 +88,9 @@ pandas==1.4.1 psycopg2==2.8.6 # via -r requirements/base/base.in python-dateutil==2.8.1 - # via pandas + # via + # botocore + # pandas pytz==2022.1 # via # celery @@ -84,6 +102,8 @@ requests==2.28.2 # via # -r requirements/base/base.in # census +s3transfer==0.6.0 + # via boto3 six==1.15.0 # via # -r requirements/base/base.in @@ -94,6 +114,7 @@ sqlparse==0.3.1 urllib3==1.26.14 # via # -r requirements/base/base.in + # botocore # requests us==2.0.2 # via -r requirements/base/base.in diff --git a/requirements/dev/dev.in b/requirements/dev/dev.in index 2256485a..1bad7d7c 100644 --- a/requirements/dev/dev.in +++ b/requirements/dev/dev.in @@ -22,10 +22,7 @@ sphinx-autobuild rstcheck # AWS tools -#awscli and boto3 are pinned to keep the correct botocore version -awscli==1.19.35 -boto -boto3==1.17.35 +awscli==1.27.109 django-debug-toolbar diff --git a/requirements/dev/dev.txt b/requirements/dev/dev.txt index 9137e15f..c2184cbb 100755 --- a/requirements/dev/dev.txt +++ b/requirements/dev/dev.txt @@ -24,20 +24,19 @@ attrs==19.3.0 # via # -c requirements/dev/../test/test.txt # jsonschema -awscli==1.19.35 +awscli==1.27.109 # via -r requirements/dev/dev.in babel==2.8.0 # via sphinx backcall==0.1.0 # via ipython -boto==2.49.0 - # via -r requirements/dev/dev.in -boto3==1.17.35 +boto3==1.26.109 # via - # -r requirements/dev/dev.in + # -c requirements/dev/../base/base.txt # invoke-kubesae -botocore==1.20.35 +botocore==1.29.109 # via + # -c requirements/dev/../base/base.txt # awscli # boto3 # s3transfer @@ -110,8 +109,9 @@ jinja2==3.0.3 # ansible-core # openshift # sphinx -jmespath==0.10.0 +jmespath==1.0.1 # via + # -c requirements/dev/../base/base.txt # boto3 # botocore jsonschema==3.2.0 @@ -214,8 +214,9 @@ ruamel-yaml==0.16.10 # via openshift ruamel-yaml-clib==0.2.6 # via ruamel-yaml -s3transfer==0.3.3 +s3transfer==0.6.0 # via + # -c requirements/dev/../base/base.txt # awscli # boto3 six==1.15.0 diff --git a/traffic_stops/storages.py b/traffic_stops/storages.py new file mode 100644 index 00000000..d229e835 --- /dev/null +++ b/traffic_stops/storages.py @@ -0,0 +1,13 @@ +from storages.backends.s3boto3 import S3Boto3Storage +from storages.utils import setting + + +class MediaBoto3Storage(S3Boto3Storage): # pragma: no cover + """ + Custom storage to allow an S3 bucket to be configured specifically + for uploaded media. + """ + + bucket_name = setting("MEDIA_STORAGE_BUCKET_NAME", setting("AWS_STORAGE_BUCKET_NAME")) + location = setting("MEDIA_LOCATION", setting("AWS_LOCATION", "")) + custom_domain = setting("MEDIA_S3_CUSTOM_DOMAIN", setting("AWS_S3_CUSTOM_DOMAIN")) diff --git a/traffic_stops/urls.py b/traffic_stops/urls.py index e32547f2..910de10b 100755 --- a/traffic_stops/urls.py +++ b/traffic_stops/urls.py @@ -12,10 +12,19 @@ urlpatterns = [ # noqa re_path(r"^", include(("nc.urls", "nc"), namespace="nc"), name="home"), re_path(r"^admin/", admin.site.urls), - # React SPA: - path(r"", index, name="index"), - re_path(r"^(?:.*)/?$", index, name="index-others"), -] + static(settings.MEDIA_URL, document_root=settings.MEDIA_ROOT) +] + +if settings.DEBUG: + urlpatterns += static(settings.MEDIA_URL, document_root=settings.MEDIA_ROOT) + +# React SPA must come last +urlpatterns.extend( + [ + path(r"", index, name="index"), + re_path(r"^(?:.*)/?$", index, name="index-others"), + ] +) + if settings.DEBUG: # pragma: no cover import debug_toolbar From 0e04529df1f8ad6fd2f9df5c55229eeea9d96d11 Mon Sep 17 00:00:00 2001 From: Aristotel Fani Date: Wed, 12 Apr 2023 16:09:41 -0400 Subject: [PATCH 14/26] Add popper-js for tooltips (#192) * Add popper-js for tooltips * Update frontend/src/Components/AgencyData/AgencyHeader.js Co-authored-by: Colin Copeland --------- Co-authored-by: Colin Copeland --- frontend/package-lock.json | 8 ++-- frontend/package.json | 2 + .../src/Components/AboutPage/AboutPage.js | 4 +- .../src/Components/AgencyData/AgencyHeader.js | 39 +++++++++++++++++-- .../AgencyData/AgencyHeader.styled.js | 14 +++++++ 5 files changed, 60 insertions(+), 7 deletions(-) diff --git a/frontend/package-lock.json b/frontend/package-lock.json index d5f72bdf..7b24504e 100644 --- a/frontend/package-lock.json +++ b/frontend/package-lock.json @@ -9,6 +9,7 @@ "version": "0.2.0", "dependencies": { "@loadable/component": "^5.15.2", + "@popperjs/core": "^2.11.7", "@sentry/react": "^7.6.0", "autosuggest-highlight": "^3.3.0", "axios": "^0.27.2", @@ -25,6 +26,7 @@ "react-dom": "^18.2.0", "react-helmet": "^6.1.0", "react-loadable": "^5.5.0", + "react-popper": "^2.3.0", "react-router-dom": "^5.3.3", "react-scripts": "5.0.1", "react-table": "^7.8.0", @@ -2963,9 +2965,9 @@ } }, "node_modules/@popperjs/core": { - "version": "2.11.5", - "resolved": "https://registry.npmjs.org/@popperjs/core/-/core-2.11.5.tgz", - "integrity": "sha512-9X2obfABZuDVLCgPK9aX0a/x4jaOEweTTWE2+9sr0Qqqevj2Uv5XorvusThmc9XGYpS9yI+fhh8RTafBtGposw==", + "version": "2.11.7", + "resolved": "https://registry.npmjs.org/@popperjs/core/-/core-2.11.7.tgz", + "integrity": "sha512-Cr4OjIkipTtcXKjAsm8agyleBuDHvxzeBoa1v543lbv1YaIwQjESsVcmjiWiPEbC1FIeHOG/Op9kdCmAmiS3Kw==", "funding": { "type": "opencollective", "url": "https://opencollective.com/popperjs" diff --git a/frontend/package.json b/frontend/package.json index f67f5ca8..2308e051 100644 --- a/frontend/package.json +++ b/frontend/package.json @@ -5,6 +5,7 @@ "proxy": "http://localhost:8000/", "dependencies": { "@loadable/component": "^5.15.2", + "@popperjs/core": "^2.11.7", "@sentry/react": "^7.6.0", "autosuggest-highlight": "^3.3.0", "axios": "^0.27.2", @@ -21,6 +22,7 @@ "react-dom": "^18.2.0", "react-helmet": "^6.1.0", "react-loadable": "^5.5.0", + "react-popper": "^2.3.0", "react-router-dom": "^5.3.3", "react-scripts": "5.0.1", "react-table": "^7.8.0", diff --git a/frontend/src/Components/AboutPage/AboutPage.js b/frontend/src/Components/AboutPage/AboutPage.js index 95c6d44b..baa7c1d1 100644 --- a/frontend/src/Components/AboutPage/AboutPage.js +++ b/frontend/src/Components/AboutPage/AboutPage.js @@ -94,7 +94,9 @@ function AboutPage() { datasets are incomplete or remain unreported. Where data sets are incomplete or missing from the website it is because they have not been reported to the NC SBI. NC CopWatch does not have access to, nor does it publish, the names of officers, drivers, or - passengers involved in traffic stops. + passengers involved in traffic stops. The census data on NC CopWatch is taken directly + from the US Census Bureau’s “ACS 5-Year Estimates Detailed Tables” for the most recent + year available. NC CopWatch is a project of{' '} diff --git a/frontend/src/Components/AgencyData/AgencyHeader.js b/frontend/src/Components/AgencyData/AgencyHeader.js index a5606a67..c4d6ab06 100644 --- a/frontend/src/Components/AgencyData/AgencyHeader.js +++ b/frontend/src/Components/AgencyData/AgencyHeader.js @@ -1,8 +1,9 @@ -import React from 'react'; +import React, { useState } from 'react'; import { useTheme } from 'styled-components'; import { AnimatePresence } from 'framer-motion'; import * as S from './AgencyHeader.styled'; import { P, SIZES, WEIGHTS, COLORS } from '../../styles/StyledComponents/Typography'; +import { usePopper } from 'react-popper'; // Routing import { useHistory, useParams } from 'react-router-dom'; @@ -15,7 +16,7 @@ import { calculatePercentage, RACES } from '../Charts/chartUtils'; import toTitleCase from '../../util/toTitleCase'; import { ICONS } from '../../img/icons/Icon'; -import { AGENCY_LIST_SLUG } from '../../Routes/slugs'; +import { ABOUT_SLUG, AGENCY_LIST_SLUG } from '../../Routes/slugs'; import BackButton from '../Elements/BackButton'; import Button from '../Elements/Button'; import * as ChartHeaderStyles from '../Charts/ChartSections/ChartHeader.styled'; @@ -46,6 +47,28 @@ function AgencyHeader({ return ''; }; + const [referenceElement, setReferenceElement] = useState(null); + const [popperElement, setPopperElement] = useState(null); + const { styles, attributes } = usePopper(referenceElement, popperElement, { + placement: 'top', + modifiers: [ + { + name: 'offset', + options: { + offset: [showCompareDepartments ? 0 : -300, 10], + }, + }, + ], + }); + + const showTooltip = () => { + popperElement.setAttribute('data-show', true); + }; + + const hideTooltip = () => { + popperElement.removeAttribute('data-show'); + }; + return ( {agencyHeaderOpen && ( @@ -88,8 +111,18 @@ function AgencyHeader({

+ + Sourced from U.S. Census Bureau. See About page for more info. + - CENSUS DEMOGRAPHICS + history.push(ABOUT_SLUG)} + > + CENSUS DEMOGRAPHICS + {Object.keys(agencyDetails.census_profile).length > 0 ? ( RACES.map((race) => { diff --git a/frontend/src/Components/AgencyData/AgencyHeader.styled.js b/frontend/src/Components/AgencyData/AgencyHeader.styled.js index c61bf3ff..a8824d1f 100644 --- a/frontend/src/Components/AgencyData/AgencyHeader.styled.js +++ b/frontend/src/Components/AgencyData/AgencyHeader.styled.js @@ -136,3 +136,17 @@ export const ShowDepartmentsButton = styled.div` display: block; margin: 10px 0; `; + +export const Tooltip = styled.div` + background: #333; + color: white; + font-weight: bold; + padding: 4px 8px; + font-size: 13px; + border-radius: 4px; + visibility: hidden; + + &[data-show='true'] { + visibility: visible; + } +`; From 71faca70cdf2e061888c46806176b4221c6d571f Mon Sep 17 00:00:00 2001 From: Aristotel Fani Date: Wed, 26 Apr 2023 08:38:01 -0400 Subject: [PATCH 15/26] Add from/to to list of cache params (#194) --- nc/views.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/nc/views.py b/nc/views.py index 8e22ecae..b96bd4f3 100644 --- a/nc/views.py +++ b/nc/views.py @@ -67,7 +67,7 @@ class QueryKeyConstructor(DefaultObjectKeyConstructor): - params_query = bits.QueryParamsKeyBit(["officer"]) + params_query = bits.QueryParamsKeyBit(["officer", "from", "to"]) query_cache_key_func = QueryKeyConstructor() From e2f871bbda0c64aed4d8bebd2d55de6adf440b9b Mon Sep 17 00:00:00 2001 From: Aristotel Fani Date: Wed, 26 Apr 2023 08:57:32 -0400 Subject: [PATCH 16/26] Fix page broken if no data is found while filtering by year (#193) --- frontend/src/Components/Charts/chartUtils.js | 11 +++++++++-- 1 file changed, 9 insertions(+), 2 deletions(-) diff --git a/frontend/src/Components/Charts/chartUtils.js b/frontend/src/Components/Charts/chartUtils.js index c1c233a4..91633ac0 100644 --- a/frontend/src/Components/Charts/chartUtils.js +++ b/frontend/src/Components/Charts/chartUtils.js @@ -72,8 +72,15 @@ export const filterDataBySearchType = (data, searchTypeFilter) => { return data.filter((d) => d.search_type === searchTypeFilter); }; -export const getQuantityForYear = (data, year, ethnicGroup) => - data.find((d) => d.year === year)[ethnicGroup]; +export const getQuantityForYear = (data, year, ethnicGroup) => { + if (data.length > 0) { + const statForYear = data.find((d) => d.year === year); + if (statForYear) { + return statForYear[ethnicGroup]; + } + } + return 0; +}; /** * Given an Array of objects with shape { year, asian, black, etc. }, reduce to percentages of total by race. From fbb4a689fdd61e4a3bf385f319b9942a32b98bc8 Mon Sep 17 00:00:00 2001 From: Aristotel Fani Date: Wed, 10 May 2023 07:18:55 -0400 Subject: [PATCH 17/26] Add resource created date as readonly field in resource detail page (#198) --- nc/admin.py | 11 ++++++++++- 1 file changed, 10 insertions(+), 1 deletion(-) diff --git a/nc/admin.py b/nc/admin.py index a8f911e6..a993f3d9 100644 --- a/nc/admin.py +++ b/nc/admin.py @@ -54,7 +54,15 @@ class InlineResourceFile(admin.StackedInline): class ResourceAdmin(admin.ModelAdmin): - fields = ("agencies", "title", "description", "publication_date", "image", "view_more_link") + fields = ( + "agencies", + "title", + "description", + "publication_date", + "created_date", + "image", + "view_more_link", + ) list_display = ( "title", "created_date", @@ -62,6 +70,7 @@ class ResourceAdmin(admin.ModelAdmin): ) filter_horizontal = ("agencies",) inlines = [InlineResourceFile] + readonly_fields = ("created_date",) def save_model(self, request, obj, form, change): super().save_model(request, obj, form, change) From ebc5f12695ac5ef1835eb1f9fb806254f01e5d2d Mon Sep 17 00:00:00 2001 From: Aristotel Fani Date: Wed, 10 May 2023 07:30:17 -0400 Subject: [PATCH 18/26] Add tooltips to the data labels for Search Rate graph (#196) * Add tooltips to the data labels for Search Rate graph * Add underline to graph labels * Set average tooltip to blank for now --- Makefile | 6 ++ .../Charts/SearchRate/SearchRate.js | 97 +++++++++++++++---- .../Charts/SearchRate/SearchRate.styled.js | 14 +++ frontend/src/util/tooltipLanguage.js | 24 +++++ 4 files changed, 122 insertions(+), 19 deletions(-) create mode 100644 frontend/src/util/tooltipLanguage.js diff --git a/Makefile b/Makefile index 8a15926f..d7a9a229 100644 --- a/Makefile +++ b/Makefile @@ -33,3 +33,9 @@ dl-db-dump: export AWS_PROFILE=copwatch inv aws.configure-eks-kubeconfig inv staging pod.get-db-dump --db-var=DATABASE_URL_NC + +refresh-view: + @echo 'Migrating all databases' + ./migrate_all_dbs.sh + @echo 'Refreshing the StopSummary materialized view' + python manage.py refresh_pgviews --database=traffic_stops_nc diff --git a/frontend/src/Components/Charts/SearchRate/SearchRate.js b/frontend/src/Components/Charts/SearchRate/SearchRate.js index 46e85bf0..482f1048 100644 --- a/frontend/src/Components/Charts/SearchRate/SearchRate.js +++ b/frontend/src/Components/Charts/SearchRate/SearchRate.js @@ -1,7 +1,8 @@ import React, { useState, useEffect } from 'react'; -import SearchRateStyled from './SearchRate.styled'; +import SearchRateStyled, { Tooltip } from './SearchRate.styled'; import * as S from '../ChartSections/ChartsCommon.styled'; import { useTheme } from 'styled-components'; +import { usePopper } from 'react-popper'; // Router import { useHistory } from 'react-router-dom'; @@ -32,6 +33,7 @@ import Legend from '../ChartSections/Legend/Legend'; import DataSubsetPicker from '../ChartSections/DataSubsetPicker/DataSubsetPicker'; import GroupedBar from '../ChartPrimitives/GroupedBar'; import { VictoryLabel } from 'victory'; +import { tooltipLanguage } from '../../../util/tooltipLanguage'; function SearchRate(props) { const { agencyId, showCompare } = props; @@ -52,6 +54,32 @@ function SearchRate(props) { const renderMetaTags = useMetaTags(); const [renderTableModal, { openModal }] = useTableModal(); + const [referenceElement, setReferenceElement] = useState(null); + const [tooltipText, setTooltipText] = useState(''); + const [popperElement, setPopperElement] = useState(null); + const { styles, attributes } = usePopper(referenceElement, popperElement, { + placement: 'top', + modifiers: [ + { + name: 'offset', + options: { + offset: [0, 10], + }, + }, + ], + }); + + const showTooltip = (e) => { + setReferenceElement(e.currentTarget); + setTooltipText(tooltipLanguage(e.target.parentElement.id)); + popperElement.setAttribute('data-show', true); + }; + + const hideTooltip = () => { + setTooltipText(''); + popperElement.removeAttribute('data-show'); + }; + /* BUILD DATA */ useEffect(() => { const data = chartState.data[LIKELIHOOD_OF_SEARCH]; @@ -170,24 +198,55 @@ function SearchRate(props) {

) : ( - , - tickFormat: (t) => (t.split ? t.split(' ') : t), - }} - dAxisProps={{ - tickFormat: (t) => `${t}%`, - }} - chartProps={{ - height: 500, - width: 400, - }} - barProps={{ barWidth: 10, yAxisLabel: (val) => `${val}%` }} - toolTipFontSize={7} - /> + <> + + {tooltipText} + + (Array.isArray(t.text) ? t.text.join('') : null)} + events={{ + onMouseEnter: (evt) => showTooltip(evt), + onMouseLeave: () => hideTooltip(), + }} + /> + ), + tickFormat: (t) => (t.split ? t.split(' ') : t), + }} + dAxisProps={{ + tickFormat: (t) => `${t}%`, + }} + chartProps={{ + height: 500, + width: 400, + }} + barProps={{ barWidth: 10, yAxisLabel: (val) => `${val}%` }} + toolTipFontSize={7} + /> + )} diff --git a/frontend/src/Components/Charts/SearchRate/SearchRate.styled.js b/frontend/src/Components/Charts/SearchRate/SearchRate.styled.js index 4f6a568b..929727c1 100644 --- a/frontend/src/Components/Charts/SearchRate/SearchRate.styled.js +++ b/frontend/src/Components/Charts/SearchRate/SearchRate.styled.js @@ -2,3 +2,17 @@ import styled from 'styled-components'; import ChartPageBase from '../ChartSections/ChartPageBase'; export default styled(ChartPageBase)``; + +export const Tooltip = styled.div` + background: #333; + color: white; + font-weight: bold; + padding: 4px 8px; + font-size: 13px; + border-radius: 4px; + visibility: hidden; + + &[data-show='true'] { + visibility: visible; + } +`; diff --git a/frontend/src/util/tooltipLanguage.js b/frontend/src/util/tooltipLanguage.js new file mode 100644 index 00000000..f1ebfd76 --- /dev/null +++ b/frontend/src/util/tooltipLanguage.js @@ -0,0 +1,24 @@ +export const tooltipLanguage = (stopCause) => + ({ + Average: '', + Checkpoint: + 'A checkpoint can be a barrier, or a manned entrance, where drivers are subjected to a security check, often by law enforcement. For example, a checkpoint could be where police set up roadblocks so they can stop and inspect all (or almost all) drivers and vehicles that pass through.', + OtherMotorVehicleViolation: + 'If the stop falls within this category, the officer may have stopped an individual for some other violation not listed within the above/below categories', + Investigation: + 'An investigation is a systematic, thorough attempt to learn the facts about a potential case/crime. An investigation is the process in which law enforcement may go about gathering more information about the case in question. For example, a car may be stopped during an investigation if the police are looking for a suspect to a crime, and the car matches the description of the suspect in question.', + SeatBeltViolation: + 'Under NC law, each occupant of a vehicle is required to be fastened by a seat belt when it is in motion. A seatbelt violation is when one or more occupant of a vehicle is not properly wearing a seatbelt while the vehicle is in motion.', + VehicleRegulatoryViolation: + 'A vehicle equipment violation is considered a non-moving violation, and often refers to faulty equipment in a vehicle. Improper equipment may describe a vehicle having equipment or mechanical problems such as dangerous tires, improper muffler, or a broken speedometer. Some other common vehicle equipment violations people might be stopped for are broken/inoperable lights, tinted windows that are too dark, cracked windshield wipers.', + VehicleEquipmentViolation: + 'A vehicle equipment violation is considered a non-moving violation, and often refers to faulty equipment in a vehicle. Improper equipment may describe a vehicle having equipment or mechanical problems such as dangerous tires, improper muffler, or a broken speedometer. Some other common vehicle equipment violations people might be stopped for are broken/inoperable lights, tinted windows that are too dark, cracked windshield wipers.', + SafeMovementViolation: + 'A safe movement violation in North Carolina is a violation of safe movement practices while driving. This can apply to many unsafe driving practices, such as unsafe lane changes or improper turns.', + DrivingWhileImpaired: + 'If someone is stopped for suspicion of driving while impaired, the officer may claim to have reason to believe that the person is operating the car while under the influence of any impairing substance, such as alcohol or drugs.', + 'StopLight/SignViolation': + 'Someone may be stopped for this kind of violation, for example, by failing to stop completely at a stop sign, by running a red light, or by disregarding a particular road sign.', + SpeedLimitViolation: + 'A speed limit violation is when an individual is stopped for driving faster than the posted speed limit in a given area, and on a given road. Someone may be stopped for this kind of violation if an officer suspects them of driving over the posted speed limit, or too fast for the current road conditions.', + }[stopCause]); From cdbc96371cc4a36cb7a09f59e65a111c9d206e1f Mon Sep 17 00:00:00 2001 From: Aristotel Fani Date: Wed, 10 May 2023 07:45:42 -0400 Subject: [PATCH 19/26] Add underline for census link (#197) --- frontend/src/Components/AgencyData/AgencyHeader.styled.js | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/frontend/src/Components/AgencyData/AgencyHeader.styled.js b/frontend/src/Components/AgencyData/AgencyHeader.styled.js index a8824d1f..58bb5557 100644 --- a/frontend/src/Components/AgencyData/AgencyHeader.styled.js +++ b/frontend/src/Components/AgencyData/AgencyHeader.styled.js @@ -85,6 +85,10 @@ export const ReportedDate = styled(P)` export const CensusTitle = styled(H2)` font-size: 18px; + text-decoration-line: underline; + text-decoration-style: dotted; + text-underline-offset: 5px; + cursor: pointer; `; export const CensusRow = styled.ul` From 6c8ed4280432a06b474409792af878610df8fb76 Mon Sep 17 00:00:00 2001 From: Aristotel Fani Date: Wed, 10 May 2023 10:55:08 -0400 Subject: [PATCH 20/26] Use first resource link in place of empty view more link (#195) * Use first resource link in place of empty view more link * cleanup view more link logic --- nc/serializers.py | 23 +++++++++++++++++------ 1 file changed, 17 insertions(+), 6 deletions(-) diff --git a/nc/serializers.py b/nc/serializers.py index bcdef38c..f8a3968a 100644 --- a/nc/serializers.py +++ b/nc/serializers.py @@ -1,4 +1,3 @@ -from django.conf import settings from rest_framework import serializers from nc import models as stops @@ -103,6 +102,7 @@ class ResourcesSerializer(serializers.ModelSerializer): image_url = serializers.SerializerMethodField() agencies_list = serializers.SerializerMethodField() resource_files = serializers.SerializerMethodField() + view_more_link = serializers.SerializerMethodField() class Meta: model = stops.Resource @@ -125,17 +125,28 @@ def get_image_url(self, obj): def get_agencies_list(self, obj): return [{"name": ag.name, "id": ag.id} for ag in obj.agencies.all()] + def get_view_more_link(self, obj): + if obj.view_more_link: + return obj.view_more_link + first_resource = obj.resourcefile_set.first() + if first_resource: + return self.context["request"].build_absolute_uri(first_resource.file.url) + return None + def get_resource_files(self, obj): + resources = list(obj.resourcefile_set.order_by("id")) + if not obj.view_more_link and len(resources) > 0: + # If the view more button is a resource link instead of + # a plain url link, drop the first resource + resources = resources[1:] + request = self.context.get("request") - resource_location = f"{request.scheme}://{request.get_host()}" return [ { - # For local dev, prepend local server location, - # otherwise use file url in staging/prod - "url": f"{resource_location}{rf.file.url}" if settings.DEBUG else rf.file.url, + "url": request.build_absolute_uri(rf.file.url), "name": rf.name, } - for rf in obj.resourcefile_set.all() + for rf in resources ] From 7e3cd514728b27ae52cb93b692c241355cddc867 Mon Sep 17 00:00:00 2001 From: Aristotel Fani Date: Wed, 10 May 2023 12:47:55 -0400 Subject: [PATCH 21/26] Add another month to to_date to include in data returned (#199) --- frontend/src/Components/Elements/Table/TableModal.js | 8 +------- nc/views.py | 3 +++ 2 files changed, 4 insertions(+), 7 deletions(-) diff --git a/frontend/src/Components/Elements/Table/TableModal.js b/frontend/src/Components/Elements/Table/TableModal.js index e9e2934a..1cf903a1 100644 --- a/frontend/src/Components/Elements/Table/TableModal.js +++ b/frontend/src/Components/Elements/Table/TableModal.js @@ -519,13 +519,7 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { let [start, end] = dates; setStartDate(start); - - // Don't allow same month/year selected - if (end && start.getDay() === end.getDay()) { - end = new Date(end.setMonth(end.getMonth() + 1)); - } else { - setEndDate(end); - } + setEndDate(end); if (start && end) { // Update range value on when valid start/end dates are selected diff --git a/nc/views.py b/nc/views.py index b96bd4f3..1a212ac7 100644 --- a/nc/views.py +++ b/nc/views.py @@ -1,5 +1,6 @@ import datetime +from dateutil import relativedelta from django.conf import settings from django.core.mail import send_mail from django.db.models import Case, Count, F, Q, Sum, Value, When @@ -102,6 +103,8 @@ def query(self, results, group_by, filter_=None): from_date = datetime.datetime.strptime(_from_date, "%Y-%m-%d") to_date = datetime.datetime.strptime(_to_date, "%Y-%m-%d") if from_date and to_date: + # Add another month to include the last month chosen + to_date = to_date + relativedelta.relativedelta(months=1) qs = qs.filter(date__range=(from_date, to_date)) # group by specified fields and order by year qs = qs.values(*group_by).order_by("year") From cffeab0c54099567e49312c69a1835966cc4a7c1 Mon Sep 17 00:00:00 2001 From: Aristotel Fani Date: Wed, 17 May 2023 08:30:17 -0400 Subject: [PATCH 22/26] Bug fix: Contraband table not filtering years using date range (#200) --- frontend/src/Components/Elements/Table/TableModal.js | 4 +++- nc/views.py | 4 +++- 2 files changed, 6 insertions(+), 2 deletions(-) diff --git a/frontend/src/Components/Elements/Table/TableModal.js b/frontend/src/Components/Elements/Table/TableModal.js index 1cf903a1..f52b8996 100644 --- a/frontend/src/Components/Elements/Table/TableModal.js +++ b/frontend/src/Components/Elements/Table/TableModal.js @@ -333,7 +333,7 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { const mapContrbandHitrate = (ds) => { const data = tableChartState.data[ds]; const { contraband } = data; - const mappedData = yearRange.map((year) => { + const mappedData = tableChartState.yearRange.map((year) => { const hits = contraband.find((d) => d.year === year) || 0; const comparedData = { year }; if (!hits) { @@ -501,6 +501,8 @@ function TableModal({ chartState, dataSet, columns, isOpen, closeModal }) { const closeRangePicker = () => { setShowDateRagePicker(false); setRangeValue(getRangeValues); + setStartDate(new Date()); + setEndDate(new Date()); }; const closeModalAndCleanup = () => { diff --git a/nc/views.py b/nc/views.py index 1a212ac7..4faddc58 100644 --- a/nc/views.py +++ b/nc/views.py @@ -104,7 +104,9 @@ def query(self, results, group_by, filter_=None): to_date = datetime.datetime.strptime(_to_date, "%Y-%m-%d") if from_date and to_date: # Add another month to include the last month chosen - to_date = to_date + relativedelta.relativedelta(months=1) + to_date = (to_date + relativedelta.relativedelta(months=1)) - datetime.timedelta( + days=1 + ) qs = qs.filter(date__range=(from_date, to_date)) # group by specified fields and order by year qs = qs.values(*group_by).order_by("year") From e8557d43475f4760e70774ff21631b7a89485e5c Mon Sep 17 00:00:00 2001 From: Aristotel Fani Date: Wed, 17 May 2023 08:42:06 -0400 Subject: [PATCH 23/26] Update average tooltip language (#202) --- frontend/src/util/tooltipLanguage.js | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/frontend/src/util/tooltipLanguage.js b/frontend/src/util/tooltipLanguage.js index f1ebfd76..43ca0b58 100644 --- a/frontend/src/util/tooltipLanguage.js +++ b/frontend/src/util/tooltipLanguage.js @@ -1,6 +1,7 @@ export const tooltipLanguage = (stopCause) => ({ - Average: '', + Average: + 'This section shows the likelihood that drivers of a particular race / ethnicity are searched compared to white drivers for all types of stops. ', Checkpoint: 'A checkpoint can be a barrier, or a manned entrance, where drivers are subjected to a security check, often by law enforcement. For example, a checkpoint could be where police set up roadblocks so they can stop and inspect all (or almost all) drivers and vehicles that pass through.', OtherMotorVehicleViolation: From eb57f66871e2cc3f11a59b3c518018ebeeb4b445 Mon Sep 17 00:00:00 2001 From: Aristotel Fani Date: Thu, 18 May 2023 10:25:12 -0400 Subject: [PATCH 24/26] Move census data into separate component (#201) --- .../src/Components/AgencyData/AgencyHeader.js | 69 ++---------- .../AgencyData/AgencyHeader.styled.js | 75 +------------ .../src/Components/AgencyData/CensusData.js | 79 ++++++++++++++ .../AgencyData/CensusData.styled.js | 102 ++++++++++++++++++ 4 files changed, 190 insertions(+), 135 deletions(-) create mode 100644 frontend/src/Components/AgencyData/CensusData.js create mode 100644 frontend/src/Components/AgencyData/CensusData.styled.js diff --git a/frontend/src/Components/AgencyData/AgencyHeader.js b/frontend/src/Components/AgencyData/AgencyHeader.js index c4d6ab06..ac030281 100644 --- a/frontend/src/Components/AgencyData/AgencyHeader.js +++ b/frontend/src/Components/AgencyData/AgencyHeader.js @@ -1,9 +1,8 @@ -import React, { useState } from 'react'; +import React from 'react'; import { useTheme } from 'styled-components'; import { AnimatePresence } from 'framer-motion'; import * as S from './AgencyHeader.styled'; import { P, SIZES, WEIGHTS, COLORS } from '../../styles/StyledComponents/Typography'; -import { usePopper } from 'react-popper'; // Routing import { useHistory, useParams } from 'react-router-dom'; @@ -12,14 +11,13 @@ import { useHistory, useParams } from 'react-router-dom'; import useOfficerId from '../../Hooks/useOfficerId'; // Util -import { calculatePercentage, RACES } from '../Charts/chartUtils'; -import toTitleCase from '../../util/toTitleCase'; import { ICONS } from '../../img/icons/Icon'; -import { ABOUT_SLUG, AGENCY_LIST_SLUG } from '../../Routes/slugs'; +import { AGENCY_LIST_SLUG } from '../../Routes/slugs'; import BackButton from '../Elements/BackButton'; import Button from '../Elements/Button'; import * as ChartHeaderStyles from '../Charts/ChartSections/ChartHeader.styled'; +import CensusData from './CensusData'; function AgencyHeader({ agencyHeaderOpen, @@ -42,33 +40,11 @@ function AgencyHeader({ return `last reported stop from officer`; } if (agencyId) { - return `last reported stop from department`; + return `last reported stop`; } return ''; }; - const [referenceElement, setReferenceElement] = useState(null); - const [popperElement, setPopperElement] = useState(null); - const { styles, attributes } = usePopper(referenceElement, popperElement, { - placement: 'top', - modifiers: [ - { - name: 'offset', - options: { - offset: [showCompareDepartments ? 0 : -300, 10], - }, - }, - ], - }); - - const showTooltip = () => { - popperElement.setAttribute('data-show', true); - }; - - const hideTooltip = () => { - popperElement.removeAttribute('data-show'); - }; - return ( {agencyHeaderOpen && ( @@ -111,39 +87,10 @@ function AgencyHeader({

- - Sourced from U.S. Census Bureau. See About page for more info. - - - history.push(ABOUT_SLUG)} - > - CENSUS DEMOGRAPHICS - - - {Object.keys(agencyDetails.census_profile).length > 0 ? ( - RACES.map((race) => { - const profile = agencyDetails.census_profile; - return ( - - - {toTitleCase(race)} - {race !== 'hispanic' && '*'} - - - {calculatePercentage(profile[race], profile.total)}% - - - ); - }) - ) : ( - There is no census data for {agencyDetails.name} - )} - - + {!showCloseButton && ( diff --git a/frontend/src/Components/AgencyData/AgencyHeader.styled.js b/frontend/src/Components/AgencyData/AgencyHeader.styled.js index 58bb5557..6864296c 100644 --- a/frontend/src/Components/AgencyData/AgencyHeader.styled.js +++ b/frontend/src/Components/AgencyData/AgencyHeader.styled.js @@ -18,7 +18,7 @@ export const AgencyHeader = styled.div` @media (${phoneOnly}) { display: flex; flex-direction: column; - align-items: center; + align-items: start; justify-content: center; } `; @@ -65,16 +65,6 @@ export const EntityDetails = styled.div` flex-direction: column; `; -export const CensusDemographics = styled.div` - display: flex; - flex: 1; - flex-direction: column; - - @media (${phoneOnly}) { - display: none; - } -`; - export const AgencyTitle = styled(H2)` font-size: 18px; `; @@ -83,74 +73,11 @@ export const ReportedDate = styled(P)` display: inline; `; -export const CensusTitle = styled(H2)` - font-size: 18px; - text-decoration-line: underline; - text-decoration-style: dotted; - text-underline-offset: 5px; - cursor: pointer; -`; - -export const CensusRow = styled.ul` - margin: 0; - padding: 0; - display: flex; - flex-direction: row; - flex-wrap: wrap; - list-style-type: none; - overflow-x: auto; - overflow-y: hidden; - @media (${smallerThanTabletLandscape}) { - height: 100px; - } -`; - -export const CensusDatum = styled.li` - display: flex; - flex-direction: column; - align-items: center; - - &:not(:last-child) { - margin-right: 2em; - } - @media (${smallerThanDesktop}) { - flex-direction: row; - } -`; - -export const CensusRace = styled(P)` - text-transform: uppercase; - font-size: 14px; - @media (${smallerThanDesktop}) { - margin-right: 1em; - } -`; - -export const Datum = styled(P)` - font-size: 14px; -`; - export const Other = styled(P)` font-size: 14px; `; -export const NoCensus = styled.p``; - export const ShowDepartmentsButton = styled.div` display: block; margin: 10px 0; `; - -export const Tooltip = styled.div` - background: #333; - color: white; - font-weight: bold; - padding: 4px 8px; - font-size: 13px; - border-radius: 4px; - visibility: hidden; - - &[data-show='true'] { - visibility: visible; - } -`; diff --git a/frontend/src/Components/AgencyData/CensusData.js b/frontend/src/Components/AgencyData/CensusData.js new file mode 100644 index 00000000..95b7d9d8 --- /dev/null +++ b/frontend/src/Components/AgencyData/CensusData.js @@ -0,0 +1,79 @@ +import * as S from './CensusData.styled'; +import { ABOUT_SLUG } from '../../Routes/slugs'; +import { calculatePercentage, RACES } from '../Charts/chartUtils'; +import { COLORS, SIZES } from '../../styles/StyledComponents/Typography'; +import toTitleCase from '../../util/toTitleCase'; +import React, { useState } from 'react'; +import { usePopper } from 'react-popper'; +import { useHistory } from 'react-router-dom'; + +export default function CensusData({ agencyDetails, showCompareDepartments }) { + const history = useHistory(); + const [referenceElement, setReferenceElement] = useState(null); + const [popperElement, setPopperElement] = useState(null); + const { styles, attributes } = usePopper(referenceElement, popperElement, { + placement: 'top', + modifiers: [ + { + name: 'offset', + options: { + offset: [showCompareDepartments ? 0 : -300, 10], + }, + }, + ], + }); + + const showTooltip = () => { + popperElement.setAttribute('data-show', true); + }; + + const hideTooltip = () => { + popperElement.removeAttribute('data-show'); + }; + + const censusData = () => + Object.keys(agencyDetails.census_profile).length > 0 ? ( + RACES.map((race) => { + const profile = agencyDetails.census_profile; + return ( + + + {toTitleCase(race)} + {race !== 'hispanic' && '*'} + + {calculatePercentage(profile[race], profile.total)}% + + ); + }) + ) : ( + There is no census data for {agencyDetails.name} + ); + + return ( + <> + + Sourced from U.S. Census Bureau. See About page for more info. + + + history.push(ABOUT_SLUG)} + > + CENSUS DEMOGRAPHICS + + {censusData()} + + + + CENSUS DEMOGRAPHICS + +

+ {censusData()} + Sourced from U.S. Census Bureau. See About page for more info. +

+ + + ); +} diff --git a/frontend/src/Components/AgencyData/CensusData.styled.js b/frontend/src/Components/AgencyData/CensusData.styled.js new file mode 100644 index 00000000..ff26f9f2 --- /dev/null +++ b/frontend/src/Components/AgencyData/CensusData.styled.js @@ -0,0 +1,102 @@ +import styled from 'styled-components'; +import { H2, P } from '../../styles/StyledComponents/Typography'; +import { + phoneOnly, + smallerThanDesktop, + smallerThanTabletLandscape, +} from '../../styles/breakpoints'; + +const censusTitleStyled = ` + font-size: 18px; + text-decoration-line: underline; + text-decoration-style: dotted; + text-underline-offset: 5px; + cursor: pointer; +`; + +export const CensusTitle = styled(H2)` + ${censusTitleStyled} + + @media (${phoneOnly}) { + display: hidden; + } +`; + +export const CensusTitleMobile = styled.span` + ${censusTitleStyled} + font-size: 12px; + font-weight: bold; +`; + +export const CensusDemographics = styled.div` + display: flex; + flex: 1; + flex-direction: column; + + @media (${phoneOnly}) { + display: none; + } +`; + +export const CensusDemographicsMobile = styled.details` + display: none; + + @media (${phoneOnly}) { + display: block; + } +`; + +export const Datum = styled(P)` + font-size: 14px; +`; + +export const NoCensus = styled.p``; + +export const CensusRow = styled.ul` + margin: 0; + padding: 0; + display: flex; + flex-direction: row; + flex-wrap: wrap; + list-style-type: none; + overflow-x: auto; + overflow-y: hidden; + @media (${smallerThanTabletLandscape}) { + height: 100px; + } +`; + +export const CensusDatum = styled.li` + display: flex; + flex-direction: column; + align-items: center; + + &:not(:last-child) { + margin-right: 2em; + } + @media (${smallerThanDesktop}) { + flex-direction: row; + } +`; + +export const CensusRace = styled(P)` + text-transform: uppercase; + font-size: 14px; + @media (${smallerThanDesktop}) { + margin-right: 1em; + } +`; + +export const Tooltip = styled.div` + background: #333; + color: white; + font-weight: bold; + padding: 4px 8px; + font-size: 13px; + border-radius: 4px; + visibility: hidden; + + &[data-show='true'] { + visibility: visible; + } +`; From 3529c9f7a9f24a6f5afe23fd74cd1e21fd46f4ad Mon Sep 17 00:00:00 2001 From: Colin Copeland Date: Thu, 18 May 2023 12:14:32 -0400 Subject: [PATCH 25/26] Review contraband data (#166) Co-authored-by: Louis-Cloud Co-authored-by: Ronard --- .gitignore | 1 + .pre-commit-config.yaml | 1 + .../2023-01-contraband/contraband.ipynb | 1009 + .../2023-01-contraband/fayetteville.ipynb | 13143 +++++++++ .../mecklenburg-sheriff.ipynb | 8559 ++++++ nc/notebooks/2023-01-contraband/raleigh.ipynb | 16692 +++++++++++ .../contraband-graph.ipynb | 4798 ++++ .../durham-contraband-graph.ipynb | 4996 ++++ .../2023-03-contraband-graph/queries.py | 274 + .../2023-03-safety-stops/durham.ipynb | 4988 ++++ nc/notebooks/2023-03-safety-stops/queries.py | 276 + .../2023-04-stop-purpose/stop-types.ipynb | 23186 ++++++++++++++++ nc/notebooks/requirements.txt | 12 +- tasks.py | 10 + 14 files changed, 77940 insertions(+), 5 deletions(-) create mode 100755 nc/notebooks/2023-01-contraband/contraband.ipynb create mode 100644 nc/notebooks/2023-01-contraband/fayetteville.ipynb create mode 100644 nc/notebooks/2023-01-contraband/mecklenburg-sheriff.ipynb create mode 100644 nc/notebooks/2023-01-contraband/raleigh.ipynb create mode 100644 nc/notebooks/2023-03-contraband-graph/contraband-graph.ipynb create mode 100644 nc/notebooks/2023-03-contraband-graph/durham-contraband-graph.ipynb create mode 100644 nc/notebooks/2023-03-contraband-graph/queries.py create mode 100644 nc/notebooks/2023-03-safety-stops/durham.ipynb create mode 100644 nc/notebooks/2023-03-safety-stops/queries.py create mode 100644 nc/notebooks/2023-04-stop-purpose/stop-types.ipynb diff --git a/.gitignore b/.gitignore index f5d90dcc..e1c3e0f8 100644 --- a/.gitignore +++ b/.gitignore @@ -53,4 +53,5 @@ aws_ec2.yml deploy/roles docker-compose.override.yml htmlcov +nc/notebooks/**/**.html acs*.json diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 08ecc368..40ef76cd 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -23,6 +23,7 @@ repos: - id: check-yaml exclude: '^(deployment/|deploy)' - id: check-added-large-files + args: ['--maxkb=8000'] - id: check-json exclude: .devcontainer/devcontainer.json|.vscode/launch.json|frontend/.eslintrc.json - id: check-docstring-first diff --git a/nc/notebooks/2023-01-contraband/contraband.ipynb b/nc/notebooks/2023-01-contraband/contraband.ipynb new file mode 100755 index 00000000..b686ce15 --- /dev/null +++ b/nc/notebooks/2023-01-contraband/contraband.ipynb @@ -0,0 +1,1009 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "749b210b-9e23-4456-91ee-7331ad1cbedb", + "metadata": { + "tags": [] + }, + "source": [ + "# Contraband Data Investigation\n", + "\n", + "Date: January 25, 2023\n", + "\n", + "## Background\n", + "\n", + "Mecklenburg County Sheriff’s Office recent policy changes:\n", + "\n", + "* [Press Release](https://forwardjustice.org/meck-county-regulatory-stops/) from Forward Justice and Mecklenburg County Sheriff's Office announcing new policy to end regulatory traffic stops to minimize potentially harmful interactions between law enforcement and the community.\n", + "* Examples of regulatory offenses include financial responsibility violations (i.e. no insurance), vehicle inspections violations, certain driver’s license violations such as driving while license revoked, certain vehicle equipment violations such as improper mufflers, non-working head and rear lamps, window tinting, and a number of other non-moving violations enumerated in the policy\n", + "* Regulatory offenses cannot be the sole basis for a traffic stop. Deputies may charge a driver with regulatory offenses only after having stopped a vehicle for a more serious and/or potentially hazardous violation.\n", + "* \"By eliminating traffic stops for these low-level infractions that do not contribute to public safety, we can begin to minimize unnecessary and potentially harmful interactions between law enforcement and communities and address the racial disparities clearly inherent in these stops.\"\n", + "\n", + "## Goals\n", + "\n", + "* Investigate department and officer contraband data to see how to potentially highlight and better visualize disparities related to regulatory stops and the race of the driver. If many regulatory stops occur that lead to searches, but don’t find contraband, then perhaps these stops aren’t really helping public safety.\n", + "\n", + "## Questions\n", + "* How we might be able to use the data that we have and break it down more\n", + "* Does contraband correlate with type of stop?\n", + "* What percentage of stops did for contraband for each race\n", + "* Of those regulatory stops or equipment stops what kind of contraband are being found" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "270347fe-ee5a-414c-9f96-e41ce3bd5548", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import logging\n", + "\n", + "\n", + "def configure_root_logger():\n", + " console_logger = logging.StreamHandler()\n", + " console_logger.setLevel(logging.DEBUG)\n", + " console_logger.setFormatter(\n", + " logging.Formatter(\"%(asctime)s - %(levelname)s - %(message)s\")\n", + " )\n", + "\n", + " logger = logging.getLogger()\n", + " logger.handlers = [] # reset handlers in case this cell is re-run\n", + " logger.setLevel(logging.DEBUG)\n", + " logger.addHandler(console_logger)\n", + " return logger" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "67f817c3-47a6-4fd6-95b5-0dda28527f4b", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import os\n", + "\n", + "from sqlalchemy import create_engine\n", + "\n", + "from dash import Dash, html, dcc\n", + "import plotly.express as px\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "60c0fadf-757e-42fe-afe6-aaa975550952", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly\n", + "plotly.offline.init_notebook_mode()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "72d94156-79ae-44ae-8fee-1bad846aed31", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "logger = configure_root_logger()\n", + "pg_engine = create_engine(\"postgresql://postgres@db:5432/traffic_stops_nc\")\n", + "pg_conn = pg_engine.connect()" + ] + }, + { + "cell_type": "markdown", + "id": "ed90f8a1-17cc-4f7a-b4a2-04e152bf58a3", + "metadata": {}, + "source": [ + "# Data prep" + ] + }, + { + "cell_type": "markdown", + "id": "03016bf0-f5b3-4052-b7f7-ae84011ae01a", + "metadata": {}, + "source": [ + "## Agencies" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "3da18013-be2c-4434-9545-57cddc8b1044", + "metadata": {}, + "outputs": [], + "source": [ + "def lookup_agencies(agency_names):\n", + " return pd.read_sql(\n", + " f\"\"\"\n", + " SELECT\n", + " id\n", + " , name\n", + " FROM nc_agency\n", + " WHERE name ~ '{\"|\".join(agency_names)}'\n", + " ORDER BY 2\n", + " \"\"\",\n", + " pg_conn,\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "0c2fcf79-6ce7-4f26-a5f4-903b6f952c58", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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idname
046Cary Police Department
152Charlotte-Mecklenburg Police Department
269Cumberland County Sheriff's Office
379Durham County Sheriff's Office
480Durham Police Department
589Fayetteville Police Department
692Forsyth County Sheriff's Office
7105Greensboro Police Department
8107Guilford County Sheriff's Office
9119High Point Police Department
10168Mecklenburg County Sheriff's Office
11199New Hanover County Sheriff's Office
12225Raleigh Police Department
13284UNC Wilmington Police Department
14290Wake County Sheriff's Office
15306Wilmington Police Department
16309Winston-Salem Police Department
\n", + "
" + ], + "text/plain": [ + " id name\n", + "0 46 Cary Police Department\n", + "1 52 Charlotte-Mecklenburg Police Department\n", + "2 69 Cumberland County Sheriff's Office\n", + "3 79 Durham County Sheriff's Office\n", + "4 80 Durham Police Department\n", + "5 89 Fayetteville Police Department\n", + "6 92 Forsyth County Sheriff's Office\n", + "7 105 Greensboro Police Department\n", + "8 107 Guilford County Sheriff's Office\n", + "9 119 High Point Police Department\n", + "10 168 Mecklenburg County Sheriff's Office\n", + "11 199 New Hanover County Sheriff's Office\n", + "12 225 Raleigh Police Department\n", + "13 284 UNC Wilmington Police Department\n", + "14 290 Wake County Sheriff's Office\n", + "15 306 Wilmington Police Department\n", + "16 309 Winston-Salem Police Department" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = lookup_agencies({\n", + " \"Cary Police\",\n", + " \"Durham\",\n", + " \"Fayetteville Police\", \"Cumberland County\",\n", + " \"Greensboro Police\",\n", + " \"High Point Police\", \"Guilford County\",\n", + " \"Mecklenburg\",\n", + " \"Raleigh\", \"Wake County\",\n", + " \"Winston-Salem Police\", \"Forsyth County\",\n", + " \"Wilmington Police\", \"New Hanover County\",\n", + "})\n", + "big_ten_ids = df['id'].tolist()\n", + "big_ten_ids.remove(284)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "ebbf56f8-e515-4f39-80ae-560631800fdc", + "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", + "
idname
079Durham County Sheriff's Office
180Durham Police Department
\n", + "
" + ], + "text/plain": [ + " id name\n", + "0 79 Durham County Sheriff's Office\n", + "1 80 Durham Police Department" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = lookup_agencies({\n", + " \"Durham\",\n", + "})\n", + "durham_ids = df['id'].tolist()\n", + "df" + ] + }, + { + "cell_type": "markdown", + "id": "ae2e0b83-44b5-42ee-bcc2-7cb0b422c90a", + "metadata": {}, + "source": [ + "## Stop purpose groups" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "b90f97b5-f808-4838-984b-619ea8ffd4ed", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[5, 6, 9]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from enum import Enum\n", + "\n", + "class StopPurpose(Enum):\n", + " SPEED_LIMIT_VIOLATION = 1 # Safety Violation\n", + " STOP_LIGHT_SIGN_VIOLATION = 2 # Safety Violation\n", + " DRIVING_WHILE_IMPAIRED = 3 # Safety Violation\n", + " SAFE_MOVEMENT_VIOLATION = 4 # Safety Violation\n", + " VEHICLE_EQUIPMENT_VIOLATION = 5 # Regulatory and Equipment\n", + " VEHICLE_REGULATORY_VIOLATION = 6 # Regulatory and Equipment\n", + " OTHER_MOTOR_VEHICLE_VIOLATION = 9 # Regulatory and Equipment\n", + " SEAT_BELT_VIOLATION = 7 # Investigatory\n", + " INVESTIGATION = 8 # Investigatory\n", + " CHECKPOINT = 10 # Investigatory\n", + " \n", + " @classmethod\n", + " def safety_violation(cls):\n", + " return [cls.SPEED_LIMIT_VIOLATION.value, cls.STOP_LIGHT_SIGN_VIOLATION.value, cls.DRIVING_WHILE_IMPAIRED.value, cls.SAFE_MOVEMENT_VIOLATION.value]\n", + " \n", + " @classmethod\n", + " def regulatory_equipment(cls):\n", + " return [cls.VEHICLE_EQUIPMENT_VIOLATION.value, cls.VEHICLE_REGULATORY_VIOLATION.value, cls.OTHER_MOTOR_VEHICLE_VIOLATION.value]\n", + " \n", + " @classmethod\n", + " def investigatory(cls):\n", + " return [cls.SEAT_BELT_VIOLATION.value, cls.INVESTIGATION.value, cls.CHECKPOINT.value]\n", + " \n", + "StopPurpose.regulatory_equipment()" + ] + }, + { + "cell_type": "markdown", + "id": "8ad8e417-ea2b-4c44-8a8d-e3cbe9e890d5", + "metadata": {}, + "source": [ + "# Search rate" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "21db2796-45aa-41d3-89d6-76f942ff29b2", + "metadata": {}, + "outputs": [ + { + "ename": "OperationalError", + "evalue": "(psycopg2.errors.DiskFull) could not write to file \"base/pgsql_tmp/pgsql_tmp535.1.sharedfileset/o3of8.p0.0\": No space left on device\n\n[SQL: \n WITH stops AS (\n SELECT\n nc_stop.stop_id\n , nc_stop.agency_id\n , nc_stop.agency_description AS agency\n , (CASE WHEN nc_stop.purpose IN (1,2,3,4) THEN 'Safety Violation'\n WHEN nc_stop.purpose IN (7,8,10) THEN 'Investigatory'\n WHEN nc_stop.purpose IN (5,6,9) THEN 'Regulatory and Equipment'\n ELSE 'Other'\n END) as stop_purpose_group\n , (nc_search.search_id IS NOT NULL) AS driver_searched\n , (CASE\n WHEN nc_contraband.contraband_id IS NULL THEN false\n ELSE true\n END) AS contraband_found\n FROM \"nc_stop\"\n INNER JOIN \"nc_person\"\n ON (\"nc_stop\".\"stop_id\" = \"nc_person\".\"stop_id\" AND \"nc_person\".\"type\" = 'D')\n LEFT OUTER JOIN \"nc_search\"\n ON (\"nc_stop\".\"stop_id\" = \"nc_search\".\"stop_id\")\n LEFT OUTER JOIN \"nc_contraband\"\n ON (\"nc_stop\".\"stop_id\" = \"nc_contraband\".\"stop_id\")\n WHERE nc_stop.agency_id IN (46,52,69,79,80,89,92,105,107,119,168,199,225,290,306,309)\n )\n SELECT\n agency\n , stop_purpose_group\n , COUNT(*) AS stop_count\n , COUNT(*) FILTER (WHERE driver_searched = true) AS driver_searched\n , COUNT(*) FILTER (WHERE contraband_found = true) AS contraband_found\n --, COUNT(*) FILTER (WHERE driver_searched = true)::float / NULLIF(COUNT(*), 0) AS percent_stops_searched\n --, COUNT(*) FILTER (WHERE contraband_found = true) / NULLIF(COUNT(*) FILTER (WHERE driver_searched = true)::float, 0) AS contraband_hit_rate\n FROM stops\n GROUP BY 1, 2\n ]\n(Background on this error at: https://sqlalche.me/e/14/e3q8)", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mDiskFull\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m/code/venv/lib/python3.8/site-packages/sqlalchemy/engine/base.py:1900\u001b[0m, in \u001b[0;36mConnection._execute_context\u001b[0;34m(self, dialect, constructor, statement, parameters, execution_options, *args, **kw)\u001b[0m\n\u001b[1;32m 1899\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m evt_handled:\n\u001b[0;32m-> 1900\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdialect\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdo_execute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1901\u001b[0m \u001b[43m \u001b[49m\u001b[43mcursor\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcontext\u001b[49m\n\u001b[1;32m 1902\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1904\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_has_events \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mengine\u001b[38;5;241m.\u001b[39m_has_events:\n", + "File \u001b[0;32m/code/venv/lib/python3.8/site-packages/sqlalchemy/engine/default.py:736\u001b[0m, in \u001b[0;36mDefaultDialect.do_execute\u001b[0;34m(self, cursor, statement, parameters, context)\u001b[0m\n\u001b[1;32m 735\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdo_execute\u001b[39m(\u001b[38;5;28mself\u001b[39m, cursor, statement, parameters, context\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[0;32m--> 736\u001b[0m \u001b[43mcursor\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[0;31mDiskFull\u001b[0m: could not write to file \"base/pgsql_tmp/pgsql_tmp535.1.sharedfileset/o3of8.p0.0\": No space left on device\n", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[0;31mOperationalError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[9], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m df \u001b[38;5;241m=\u001b[39m \u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_sql\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43mf\u001b[39;49m\u001b[38;5;124;43m\"\"\"\u001b[39;49m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;124;43m WITH stops AS (\u001b[39;49m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;124;43m SELECT\u001b[39;49m\n\u001b[1;32m 5\u001b[0m \u001b[38;5;124;43m nc_stop.stop_id\u001b[39;49m\n\u001b[1;32m 6\u001b[0m \u001b[38;5;124;43m , nc_stop.agency_id\u001b[39;49m\n\u001b[1;32m 7\u001b[0m \u001b[38;5;124;43m , nc_stop.agency_description AS agency\u001b[39;49m\n\u001b[1;32m 8\u001b[0m \u001b[38;5;124;43m , (CASE WHEN nc_stop.purpose IN (\u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m,\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mjoin\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mmap\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mstr\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mStopPurpose\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msafety_violation\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[38;5;124;43m) THEN \u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mSafety Violation\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\n\u001b[1;32m 9\u001b[0m \u001b[38;5;124;43m WHEN nc_stop.purpose IN (\u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m,\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mjoin\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mmap\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mstr\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mStopPurpose\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minvestigatory\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[38;5;124;43m) THEN \u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mInvestigatory\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\n\u001b[1;32m 10\u001b[0m \u001b[38;5;124;43m WHEN nc_stop.purpose IN (\u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m,\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mjoin\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mmap\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mstr\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mStopPurpose\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mregulatory_equipment\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[38;5;124;43m) THEN \u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mRegulatory and Equipment\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\n\u001b[1;32m 11\u001b[0m \u001b[38;5;124;43m ELSE \u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mOther\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\n\u001b[1;32m 12\u001b[0m \u001b[38;5;124;43m END) as stop_purpose_group\u001b[39;49m\n\u001b[1;32m 13\u001b[0m \u001b[38;5;124;43m , (nc_search.search_id IS NOT NULL) AS driver_searched\u001b[39;49m\n\u001b[1;32m 14\u001b[0m \u001b[38;5;124;43m , (CASE\u001b[39;49m\n\u001b[1;32m 15\u001b[0m \u001b[38;5;124;43m WHEN nc_contraband.contraband_id IS NULL THEN false\u001b[39;49m\n\u001b[1;32m 16\u001b[0m \u001b[38;5;124;43m ELSE true\u001b[39;49m\n\u001b[1;32m 17\u001b[0m \u001b[38;5;124;43m END) AS contraband_found\u001b[39;49m\n\u001b[1;32m 18\u001b[0m \u001b[38;5;124;43m FROM \u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mnc_stop\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\n\u001b[1;32m 19\u001b[0m \u001b[38;5;124;43m INNER JOIN \u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mnc_person\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\n\u001b[1;32m 20\u001b[0m \u001b[38;5;124;43m ON (\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mnc_stop\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m.\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstop_id\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m = \u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mnc_person\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m.\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstop_id\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m AND \u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mnc_person\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m.\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mtype\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m = \u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mD\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m)\u001b[39;49m\n\u001b[1;32m 21\u001b[0m \u001b[38;5;124;43m LEFT OUTER JOIN \u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mnc_search\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\n\u001b[1;32m 22\u001b[0m \u001b[38;5;124;43m ON (\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mnc_stop\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m.\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstop_id\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m = \u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mnc_search\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m.\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstop_id\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m)\u001b[39;49m\n\u001b[1;32m 23\u001b[0m \u001b[38;5;124;43m LEFT OUTER JOIN \u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mnc_contraband\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\n\u001b[1;32m 24\u001b[0m \u001b[38;5;124;43m ON (\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mnc_stop\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m.\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstop_id\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m = \u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mnc_contraband\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m.\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstop_id\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m)\u001b[39;49m\n\u001b[1;32m 25\u001b[0m \u001b[38;5;124;43m WHERE nc_stop.agency_id IN (\u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m,\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mjoin\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mmap\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mstr\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbig_ten_ids\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[38;5;124;43m)\u001b[39;49m\n\u001b[1;32m 26\u001b[0m \u001b[38;5;124;43m )\u001b[39;49m\n\u001b[1;32m 27\u001b[0m \u001b[38;5;124;43m SELECT\u001b[39;49m\n\u001b[1;32m 28\u001b[0m \u001b[38;5;124;43m agency\u001b[39;49m\n\u001b[1;32m 29\u001b[0m \u001b[38;5;124;43m , stop_purpose_group\u001b[39;49m\n\u001b[1;32m 30\u001b[0m \u001b[38;5;124;43m , COUNT(*) AS stop_count\u001b[39;49m\n\u001b[1;32m 31\u001b[0m \u001b[38;5;124;43m , COUNT(*) FILTER (WHERE driver_searched = true) AS driver_searched\u001b[39;49m\n\u001b[1;32m 32\u001b[0m \u001b[38;5;124;43m , COUNT(*) FILTER (WHERE contraband_found = true) AS contraband_found\u001b[39;49m\n\u001b[1;32m 33\u001b[0m \u001b[38;5;124;43m --, COUNT(*) FILTER (WHERE driver_searched = true)::float / NULLIF(COUNT(*), 0) AS percent_stops_searched\u001b[39;49m\n\u001b[1;32m 34\u001b[0m \u001b[38;5;124;43m --, COUNT(*) FILTER (WHERE contraband_found = true) / NULLIF(COUNT(*) FILTER (WHERE driver_searched = true)::float, 0) AS contraband_hit_rate\u001b[39;49m\n\u001b[1;32m 35\u001b[0m \u001b[38;5;124;43m FROM stops\u001b[39;49m\n\u001b[1;32m 36\u001b[0m \u001b[38;5;124;43m GROUP BY 1, 2\u001b[39;49m\n\u001b[1;32m 37\u001b[0m \u001b[38;5;124;43m \u001b[39;49m\u001b[38;5;124;43m\"\"\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 38\u001b[0m \u001b[43m \u001b[49m\u001b[43mpg_conn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 39\u001b[0m \u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/code/venv/lib/python3.8/site-packages/pandas/io/sql.py:590\u001b[0m, in \u001b[0;36mread_sql\u001b[0;34m(sql, con, index_col, coerce_float, params, parse_dates, columns, chunksize)\u001b[0m\n\u001b[1;32m 581\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m pandas_sql\u001b[38;5;241m.\u001b[39mread_table(\n\u001b[1;32m 582\u001b[0m sql,\n\u001b[1;32m 583\u001b[0m index_col\u001b[38;5;241m=\u001b[39mindex_col,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 587\u001b[0m chunksize\u001b[38;5;241m=\u001b[39mchunksize,\n\u001b[1;32m 588\u001b[0m )\n\u001b[1;32m 589\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 590\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mpandas_sql\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_query\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 591\u001b[0m \u001b[43m \u001b[49m\u001b[43msql\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 592\u001b[0m \u001b[43m \u001b[49m\u001b[43mindex_col\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindex_col\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 593\u001b[0m \u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 594\u001b[0m \u001b[43m \u001b[49m\u001b[43mcoerce_float\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcoerce_float\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 595\u001b[0m \u001b[43m \u001b[49m\u001b[43mparse_dates\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparse_dates\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 596\u001b[0m \u001b[43m \u001b[49m\u001b[43mchunksize\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mchunksize\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 597\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/code/venv/lib/python3.8/site-packages/pandas/io/sql.py:1560\u001b[0m, in \u001b[0;36mSQLDatabase.read_query\u001b[0;34m(self, sql, index_col, coerce_float, parse_dates, params, chunksize, dtype)\u001b[0m\n\u001b[1;32m 1512\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1513\u001b[0m \u001b[38;5;124;03mRead SQL query into a DataFrame.\u001b[39;00m\n\u001b[1;32m 1514\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1556\u001b[0m \n\u001b[1;32m 1557\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1558\u001b[0m args \u001b[38;5;241m=\u001b[39m _convert_params(sql, params)\n\u001b[0;32m-> 1560\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1561\u001b[0m columns \u001b[38;5;241m=\u001b[39m result\u001b[38;5;241m.\u001b[39mkeys()\n\u001b[1;32m 1563\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m chunksize \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "File \u001b[0;32m/code/venv/lib/python3.8/site-packages/pandas/io/sql.py:1405\u001b[0m, in \u001b[0;36mSQLDatabase.execute\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1403\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mexecute\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m 1404\u001b[0m \u001b[38;5;124;03m\"\"\"Simple passthrough to SQLAlchemy connectable\"\"\"\u001b[39;00m\n\u001b[0;32m-> 1405\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconnectable\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecution_options\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/code/venv/lib/python3.8/site-packages/sqlalchemy/engine/base.py:1365\u001b[0m, in \u001b[0;36mConnection.execute\u001b[0;34m(self, statement, *multiparams, **params)\u001b[0m\n\u001b[1;32m 1356\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(statement, util\u001b[38;5;241m.\u001b[39mstring_types):\n\u001b[1;32m 1357\u001b[0m util\u001b[38;5;241m.\u001b[39mwarn_deprecated_20(\n\u001b[1;32m 1358\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPassing a string to Connection.execute() is \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1359\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdeprecated and will be removed in version 2.0. Use the \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1362\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdriver-level SQL string.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1363\u001b[0m )\n\u001b[0;32m-> 1365\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_exec_driver_sql\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1366\u001b[0m \u001b[43m \u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1367\u001b[0m \u001b[43m \u001b[49m\u001b[43mmultiparams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1368\u001b[0m \u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1369\u001b[0m \u001b[43m \u001b[49m\u001b[43m_EMPTY_EXECUTION_OPTS\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1370\u001b[0m \u001b[43m \u001b[49m\u001b[43mfuture\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 1371\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1373\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 1374\u001b[0m meth \u001b[38;5;241m=\u001b[39m statement\u001b[38;5;241m.\u001b[39m_execute_on_connection\n", + "File \u001b[0;32m/code/venv/lib/python3.8/site-packages/sqlalchemy/engine/base.py:1669\u001b[0m, in \u001b[0;36mConnection._exec_driver_sql\u001b[0;34m(self, statement, multiparams, params, execution_options, future)\u001b[0m\n\u001b[1;32m 1659\u001b[0m (\n\u001b[1;32m 1660\u001b[0m statement,\n\u001b[1;32m 1661\u001b[0m distilled_params,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1665\u001b[0m statement, distilled_parameters, execution_options\n\u001b[1;32m 1666\u001b[0m )\n\u001b[1;32m 1668\u001b[0m dialect \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdialect\n\u001b[0;32m-> 1669\u001b[0m ret \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_execute_context\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1670\u001b[0m \u001b[43m \u001b[49m\u001b[43mdialect\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1671\u001b[0m \u001b[43m \u001b[49m\u001b[43mdialect\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecution_ctx_cls\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_init_statement\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1672\u001b[0m \u001b[43m \u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1673\u001b[0m \u001b[43m \u001b[49m\u001b[43mdistilled_parameters\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1674\u001b[0m \u001b[43m \u001b[49m\u001b[43mexecution_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1675\u001b[0m \u001b[43m \u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1676\u001b[0m \u001b[43m \u001b[49m\u001b[43mdistilled_parameters\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1677\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1679\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m future:\n\u001b[1;32m 1680\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_has_events \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mengine\u001b[38;5;241m.\u001b[39m_has_events:\n", + "File \u001b[0;32m/code/venv/lib/python3.8/site-packages/sqlalchemy/engine/base.py:1943\u001b[0m, in \u001b[0;36mConnection._execute_context\u001b[0;34m(self, dialect, constructor, statement, parameters, execution_options, *args, **kw)\u001b[0m\n\u001b[1;32m 1940\u001b[0m branched\u001b[38;5;241m.\u001b[39mclose()\n\u001b[1;32m 1942\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m-> 1943\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_handle_dbapi_exception\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1944\u001b[0m \u001b[43m \u001b[49m\u001b[43me\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcursor\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcontext\u001b[49m\n\u001b[1;32m 1945\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1947\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m result\n", + "File \u001b[0;32m/code/venv/lib/python3.8/site-packages/sqlalchemy/engine/base.py:2124\u001b[0m, in \u001b[0;36mConnection._handle_dbapi_exception\u001b[0;34m(self, e, statement, parameters, cursor, context)\u001b[0m\n\u001b[1;32m 2122\u001b[0m util\u001b[38;5;241m.\u001b[39mraise_(newraise, with_traceback\u001b[38;5;241m=\u001b[39mexc_info[\u001b[38;5;241m2\u001b[39m], from_\u001b[38;5;241m=\u001b[39me)\n\u001b[1;32m 2123\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m should_wrap:\n\u001b[0;32m-> 2124\u001b[0m \u001b[43mutil\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mraise_\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2125\u001b[0m \u001b[43m \u001b[49m\u001b[43msqlalchemy_exception\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mwith_traceback\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mexc_info\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfrom_\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43me\u001b[49m\n\u001b[1;32m 2126\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2127\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 2128\u001b[0m util\u001b[38;5;241m.\u001b[39mraise_(exc_info[\u001b[38;5;241m1\u001b[39m], with_traceback\u001b[38;5;241m=\u001b[39mexc_info[\u001b[38;5;241m2\u001b[39m])\n", + "File \u001b[0;32m/code/venv/lib/python3.8/site-packages/sqlalchemy/util/compat.py:211\u001b[0m, in \u001b[0;36mraise_\u001b[0;34m(***failed resolving arguments***)\u001b[0m\n\u001b[1;32m 208\u001b[0m exception\u001b[38;5;241m.\u001b[39m__cause__ \u001b[38;5;241m=\u001b[39m replace_context\n\u001b[1;32m 210\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 211\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exception\n\u001b[1;32m 212\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m 213\u001b[0m \u001b[38;5;66;03m# credit to\u001b[39;00m\n\u001b[1;32m 214\u001b[0m \u001b[38;5;66;03m# https://cosmicpercolator.com/2016/01/13/exception-leaks-in-python-2-and-3/\u001b[39;00m\n\u001b[1;32m 215\u001b[0m \u001b[38;5;66;03m# as the __traceback__ object creates a cycle\u001b[39;00m\n\u001b[1;32m 216\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m exception, replace_context, from_, with_traceback\n", + "File \u001b[0;32m/code/venv/lib/python3.8/site-packages/sqlalchemy/engine/base.py:1900\u001b[0m, in \u001b[0;36mConnection._execute_context\u001b[0;34m(self, dialect, constructor, statement, parameters, execution_options, *args, **kw)\u001b[0m\n\u001b[1;32m 1898\u001b[0m \u001b[38;5;28;01mbreak\u001b[39;00m\n\u001b[1;32m 1899\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m evt_handled:\n\u001b[0;32m-> 1900\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdialect\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdo_execute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1901\u001b[0m \u001b[43m \u001b[49m\u001b[43mcursor\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcontext\u001b[49m\n\u001b[1;32m 1902\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1904\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_has_events \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mengine\u001b[38;5;241m.\u001b[39m_has_events:\n\u001b[1;32m 1905\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdispatch\u001b[38;5;241m.\u001b[39mafter_cursor_execute(\n\u001b[1;32m 1906\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 1907\u001b[0m cursor,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1911\u001b[0m context\u001b[38;5;241m.\u001b[39mexecutemany,\n\u001b[1;32m 1912\u001b[0m )\n", + "File \u001b[0;32m/code/venv/lib/python3.8/site-packages/sqlalchemy/engine/default.py:736\u001b[0m, in \u001b[0;36mDefaultDialect.do_execute\u001b[0;34m(self, cursor, statement, parameters, context)\u001b[0m\n\u001b[1;32m 735\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdo_execute\u001b[39m(\u001b[38;5;28mself\u001b[39m, cursor, statement, parameters, context\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[0;32m--> 736\u001b[0m \u001b[43mcursor\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[0;31mOperationalError\u001b[0m: (psycopg2.errors.DiskFull) could not write to file \"base/pgsql_tmp/pgsql_tmp535.1.sharedfileset/o3of8.p0.0\": No space left on device\n\n[SQL: \n WITH stops AS (\n SELECT\n nc_stop.stop_id\n , nc_stop.agency_id\n , nc_stop.agency_description AS agency\n , (CASE WHEN nc_stop.purpose IN (1,2,3,4) THEN 'Safety Violation'\n WHEN nc_stop.purpose IN (7,8,10) THEN 'Investigatory'\n WHEN nc_stop.purpose IN (5,6,9) THEN 'Regulatory and Equipment'\n ELSE 'Other'\n END) as stop_purpose_group\n , (nc_search.search_id IS NOT NULL) AS driver_searched\n , (CASE\n WHEN nc_contraband.contraband_id IS NULL THEN false\n ELSE true\n END) AS contraband_found\n FROM \"nc_stop\"\n INNER JOIN \"nc_person\"\n ON (\"nc_stop\".\"stop_id\" = \"nc_person\".\"stop_id\" AND \"nc_person\".\"type\" = 'D')\n LEFT OUTER JOIN \"nc_search\"\n ON (\"nc_stop\".\"stop_id\" = \"nc_search\".\"stop_id\")\n LEFT OUTER JOIN \"nc_contraband\"\n ON (\"nc_stop\".\"stop_id\" = \"nc_contraband\".\"stop_id\")\n WHERE nc_stop.agency_id IN (46,52,69,79,80,89,92,105,107,119,168,199,225,290,306,309)\n )\n SELECT\n agency\n , stop_purpose_group\n , COUNT(*) AS stop_count\n , COUNT(*) FILTER (WHERE driver_searched = true) AS driver_searched\n , COUNT(*) FILTER (WHERE contraband_found = true) AS contraband_found\n --, COUNT(*) FILTER (WHERE driver_searched = true)::float / NULLIF(COUNT(*), 0) AS percent_stops_searched\n --, COUNT(*) FILTER (WHERE contraband_found = true) / NULLIF(COUNT(*) FILTER (WHERE driver_searched = true)::float, 0) AS contraband_hit_rate\n FROM stops\n GROUP BY 1, 2\n ]\n(Background on this error at: https://sqlalche.me/e/14/e3q8)" + ] + } + ], + "source": [ + "df = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS (\n", + " SELECT\n", + " nc_stop.stop_id\n", + " , nc_stop.agency_id\n", + " , nc_stop.agency_description AS agency\n", + " , (CASE WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.safety_violation()))}) THEN 'Safety Violation'\n", + " WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.investigatory()))}) THEN 'Investigatory'\n", + " WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.regulatory_equipment()))}) THEN 'Regulatory and Equipment'\n", + " ELSE 'Other'\n", + " END) as stop_purpose_group\n", + " , (nc_search.search_id IS NOT NULL) AS driver_searched\n", + " , (CASE\n", + " WHEN nc_contraband.contraband_id IS NULL THEN false\n", + " ELSE true\n", + " END) AS contraband_found\n", + " FROM \"nc_stop\"\n", + " INNER JOIN \"nc_person\"\n", + " ON (\"nc_stop\".\"stop_id\" = \"nc_person\".\"stop_id\" AND \"nc_person\".\"type\" = 'D')\n", + " LEFT OUTER JOIN \"nc_search\"\n", + " ON (\"nc_stop\".\"stop_id\" = \"nc_search\".\"stop_id\")\n", + " LEFT OUTER JOIN \"nc_contraband\"\n", + " ON (\"nc_stop\".\"stop_id\" = \"nc_contraband\".\"stop_id\")\n", + " WHERE nc_stop.agency_id IN ({\",\".join(map(str, big_ten_ids))})\n", + " )\n", + " SELECT\n", + " agency\n", + " , stop_purpose_group\n", + " , COUNT(*) AS stop_count\n", + " , COUNT(*) FILTER (WHERE driver_searched = true) AS driver_searched\n", + " , COUNT(*) FILTER (WHERE contraband_found = true) AS contraband_found\n", + " --, COUNT(*) FILTER (WHERE driver_searched = true)::float / NULLIF(COUNT(*), 0) AS percent_stops_searched\n", + " --, COUNT(*) FILTER (WHERE contraband_found = true) / NULLIF(COUNT(*) FILTER (WHERE driver_searched = true)::float, 0) AS contraband_hit_rate\n", + " FROM stops\n", + " GROUP BY 1, 2\n", + " \"\"\",\n", + " pg_conn,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "d0a276b4-dd13-4a60-b3fe-45fa02df4af8", + "metadata": {}, + "source": [ + "## Statewide" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8d48c835-53d3-4174-9d70-281ce7dbf421", + "metadata": {}, + "outputs": [], + "source": [ + "state_df = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS (\n", + " SELECT\n", + " nc_stop.stop_id\n", + " , nc_stop.agency_id\n", + " , nc_stop.agency_description AS agency\n", + " , (CASE WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.safety_violation()))}) THEN 'Safety Violation'\n", + " WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.investigatory()))}) THEN 'Investigatory'\n", + " WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.regulatory_equipment()))}) THEN 'Regulatory and Equipment'\n", + " ELSE 'Other'\n", + " END) as stop_purpose_group\n", + " , (nc_search.search_id IS NOT NULL) AS driver_searched\n", + " , (CASE\n", + " WHEN nc_contraband.contraband_id IS NULL THEN false\n", + " ELSE true\n", + " END) AS contraband_found\n", + " FROM \"nc_stop\"\n", + " INNER JOIN \"nc_person\"\n", + " ON (\"nc_stop\".\"stop_id\" = \"nc_person\".\"stop_id\" AND \"nc_person\".\"type\" = 'D')\n", + " LEFT OUTER JOIN \"nc_search\"\n", + " ON (\"nc_stop\".\"stop_id\" = \"nc_search\".\"stop_id\")\n", + " LEFT OUTER JOIN \"nc_contraband\"\n", + " ON (\"nc_stop\".\"stop_id\" = \"nc_contraband\".\"stop_id\")\n", + " )\n", + " SELECT\n", + " stop_purpose_group\n", + " , COUNT(*) AS stop_count\n", + " , COUNT(*) FILTER (WHERE driver_searched = true) AS driver_searched\n", + " , COUNT(*) FILTER (WHERE contraband_found = true) AS contraband_found\n", + " FROM stops\n", + " GROUP BY 1\n", + " \"\"\",\n", + " pg_conn,\n", + ")\n", + "state_df[\"percent_stops_searched\"] = state_df.driver_searched / state_df.stop_count\n", + "state_df[\"contraband_hit_rate\"] = state_df.contraband_found / state_df.driver_searched\n", + "state_df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e0bb30da-becc-425f-817f-d3d1cfc81932", + "metadata": {}, + "outputs": [], + "source": [ + "fig = px.bar(\n", + " pd.DataFrame({\n", + " \"Rate Type\": [\"Search Rate\"],\n", + " \"Rate\": [state_df.driver_searched.sum() / state_df.stop_count.sum()],\n", + " }),\n", + " x=\"Rate Type\",\n", + " y='Rate',\n", + " text='Rate',\n", + " text_auto=',.1%',\n", + " title=\"Statewide Search (Over 20 Years)\",\n", + " range_y=[0, .4],\n", + ")\n", + "fig.layout.yaxis.tickformat = ',.0%'\n", + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9434b00e-7461-40bc-81db-37de7595c9aa", + "metadata": {}, + "outputs": [], + "source": [ + "fig = px.bar(\n", + " state_df.append({\n", + " \"stop_purpose_group\": \"All\",\n", + " \"percent_stops_searched\": state_df.driver_searched.sum() / state_df.stop_count.sum()\n", + " }, ignore_index=True\n", + " ).sort_values(\"percent_stops_searched\"),\n", + " x=\"stop_purpose_group\",\n", + " y='percent_stops_searched',\n", + " text_auto=',.1%',\n", + " labels={'percent_stops_searched': 'Search Rate', 'stop_purpose_group': 'Stop Purpose Group'},\n", + " title=\"Statewide Search Rate By Group (Over 20 Years)\",\n", + " range_y=[0, .4],\n", + ")\n", + "fig.layout.yaxis.tickformat = ',.0%'\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "id": "f99643e0-ae19-410d-9b7b-36949e09f09f", + "metadata": {}, + "source": [ + "## By department" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "47da05b3-b205-4d68-a4f7-bf67cbe3c015", + "metadata": {}, + "outputs": [], + "source": [ + "df1 = df.groupby([\"agency\"], as_index=False).sum()\n", + "df1[\"percent_stops_searched\"] = df1.driver_searched / df1.stop_count\n", + "df1[\"contraband_hit_rate\"] = df1.contraband_found / df1.driver_searched\n", + "df1 = df1.sort_values(\"percent_stops_searched\", ascending=False)\n", + "df1.style.format({\n", + " 'percent_stops_searched': '{:,.2%}'.format,\n", + " 'contraband_hit_rate': '{:,.2%}'.format,\n", + "}).set_caption(\"Big Ten: % Stops Searched and Contraband Hit Rate by Agency\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cb6bf77e-0bb4-451d-9bd3-1337da276cc9", + "metadata": {}, + "outputs": [], + "source": [ + "fig = px.bar(\n", + " df1,\n", + " x=\"agency\",\n", + " y='percent_stops_searched',\n", + " # color=\"agency\",\n", + " text='percent_stops_searched',\n", + " text_auto=',.1%',\n", + " title=\"Department Search Rate (Over 20 Years)\",\n", + " labels={'percent_stops_searched':'Search Rate', 'agency':'Agency'},\n", + " color_discrete_sequence=px.colors.qualitative.D3,\n", + " height=700,\n", + " range_y=[0, .4],\n", + ")\n", + "fig.layout.yaxis.tickformat = ',.0%'\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "id": "9643ba0d-11df-49d4-b7a7-507b66468440", + "metadata": {}, + "source": [ + "### By stop group" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "65ec937f-d825-4647-8968-ce2cca32cbb9", + "metadata": {}, + "outputs": [], + "source": [ + "df2 = df.copy()\n", + "df2[\"percent_stops_searched\"] = df2.driver_searched / df2.stop_count\n", + "df2[\"contraband_hit_rate\"] = df2.contraband_found / df2.driver_searched\n", + "fig = px.bar(\n", + " df2.sort_values([\"percent_stops_searched\", \"stop_purpose_group\"], ascending=False),\n", + " x=\"agency\",\n", + " y='percent_stops_searched',\n", + " color=\"stop_purpose_group\",\n", + " text='percent_stops_searched',\n", + " text_auto=',.1%',\n", + " title=\"Department Search Rate By Stop Purpose Group (Over 20 Years)\",\n", + " labels={'percent_stops_searched': 'Search Rate', 'agency':'Agency', \"stop_purpose_group\": \"Stop Purpose Group\"},\n", + " color_discrete_sequence=px.colors.qualitative.D3,\n", + " height=700,\n", + " barmode=\"group\",\n", + " range_y=[0, .4],\n", + ")\n", + "fig.layout.yaxis.tickformat = ',.0%'\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "id": "1e2ca45d-8c97-46d3-a853-ac86b1f1f9b5", + "metadata": {}, + "source": [ + "# Contraband hit rate" + ] + }, + { + "cell_type": "markdown", + "id": "01648f90-669d-4b48-8f1b-aa32aa1b7324", + "metadata": {}, + "source": [ + "## By department" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5a4ca94d-487e-4446-8ddc-b5e50061308c", + "metadata": {}, + "outputs": [], + "source": [ + "fig = px.bar(\n", + " df1.sort_values(\"contraband_hit_rate\", ascending=False),\n", + " x=\"agency\",\n", + " y='contraband_hit_rate',\n", + " # color=\"agency\",\n", + " text='contraband_hit_rate',\n", + " text_auto=',.1%',\n", + " title=\"Department Contraband Hit Rate (Over 20 Years)\",\n", + " labels={'contraband_hit_rate':'Contraband Hit Rate', 'agency':'Agency'},\n", + " color_discrete_sequence=px.colors.qualitative.D3,\n", + " height=700,\n", + " range_y=[0, .4],\n", + ")\n", + "fig.layout.yaxis.tickformat = ',.0%'\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "id": "5aa243cb-bf30-4140-9f63-cd636f2e0812", + "metadata": {}, + "source": [ + "## By stop group" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ce60e719-beea-48e0-a932-b2e4604b8da7", + "metadata": {}, + "outputs": [], + "source": [ + "fig = px.bar(\n", + " df2.sort_values([\"contraband_hit_rate\", \"stop_purpose_group\"], ascending=False),\n", + " x=\"agency\",\n", + " y='contraband_hit_rate',\n", + " color=\"stop_purpose_group\",\n", + " text='contraband_hit_rate',\n", + " text_auto=',.1%',\n", + " title=\"Department Contraband Hit Rate By Stop Purpose Group (Over 20 Years)\",\n", + " labels={'contraband_hit_rate': 'Contraband Hit Rate', 'agency':'Agency', \"stop_purpose_group\": \"Stop Purpose Group\"},\n", + " color_discrete_sequence=px.colors.qualitative.D3,\n", + " height=700,\n", + " barmode=\"group\",\n", + " range_y=[0, .60],\n", + ")\n", + "fig.layout.yaxis.tickformat = ',.0%'\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "id": "18702653-e4fd-4deb-b3b4-03fa60974883", + "metadata": {}, + "source": [ + "# Race and Stop Group" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fc733231-de0b-4b19-ab31-2ddafafe3f14", + "metadata": {}, + "outputs": [], + "source": [ + "df3 = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS (\n", + " SELECT\n", + " nc_stop.stop_id\n", + " , nc_stop.agency_id\n", + " , nc_stop.agency_description AS agency\n", + " , (CASE WHEN nc_person.ethnicity = 'H' THEN 'Hispanic'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'A' THEN 'Asian'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'B' THEN 'Black'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'I' THEN 'Native American'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'U' THEN 'Other'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'W' THEN 'White'\n", + " END) as driver_race\n", + " , (CASE WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.safety_violation()))}) THEN 'Safety Violation'\n", + " WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.investigatory()))}) THEN 'Investigatory'\n", + " WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.regulatory_equipment()))}) THEN 'Regulatory and Equipment'\n", + " ELSE 'Other'\n", + " END) as stop_purpose_group\n", + " , (nc_search.search_id IS NOT NULL) AS driver_searched\n", + " , (CASE\n", + " WHEN nc_contraband.contraband_id IS NULL THEN false\n", + " ELSE true\n", + " END) AS contraband_found\n", + " FROM \"nc_stop\"\n", + " INNER JOIN \"nc_person\"\n", + " ON (\"nc_stop\".\"stop_id\" = \"nc_person\".\"stop_id\" AND \"nc_person\".\"type\" = 'D')\n", + " LEFT OUTER JOIN \"nc_search\"\n", + " ON (\"nc_stop\".\"stop_id\" = \"nc_search\".\"stop_id\")\n", + " LEFT OUTER JOIN \"nc_contraband\"\n", + " ON (\"nc_stop\".\"stop_id\" = \"nc_contraband\".\"stop_id\")\n", + " WHERE nc_stop.agency_id IN ({\",\".join(map(str, big_ten_ids))})\n", + " )\n", + " SELECT\n", + " agency\n", + " , driver_race\n", + " , stop_purpose_group\n", + " , COUNT(*) AS stop_count\n", + " , COUNT(*) FILTER (WHERE driver_searched = true) AS driver_searched\n", + " , COUNT(*) FILTER (WHERE contraband_found = true) AS contraband_found\n", + " FROM stops\n", + " GROUP BY 1, 2, 3\n", + " \"\"\",\n", + " pg_conn,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "665c6d08-d679-45e4-a67b-668dcd2fda6f", + "metadata": {}, + "outputs": [], + "source": [ + "df3[\"percent_stops_searched\"] = df3.driver_searched / df3.stop_count\n", + "df3[\"contraband_hit_rate\"] = df3.contraband_found / df3.driver_searched\n", + "df4 = df3[df3[\"stop_purpose_group\"] == \"Regulatory and Equipment\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "04116342-6e27-4c1e-98ce-154b01b6944e", + "metadata": {}, + "outputs": [], + "source": [ + "fig = px.bar(\n", + " df4.sort_values([\"agency\", \"stop_purpose_group\"]),\n", + " x=\"agency\",\n", + " y='percent_stops_searched',\n", + " color=\"driver_race\",\n", + " text='percent_stops_searched',\n", + " text_auto=',.1%',\n", + " title=\"Department Regulatory and Equipment Search Rate By Stop Purpose Group (Over 20 Years)\",\n", + " labels={'percent_stops_searched': 'Search Rate', 'agency':'Agency', \"stop_purpose_group\": \"Stop Purpose Group\"},\n", + " color_discrete_sequence=px.colors.qualitative.D3,\n", + " height=700,\n", + " barmode=\"group\",\n", + " range_y=[0, .30],\n", + ")\n", + "fig.layout.yaxis.tickformat = ',.0%'\n", + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "76bad9b5-c5b0-4ced-9f95-dec9295bf509", + "metadata": {}, + "outputs": [], + "source": [ + "fig = px.bar(\n", + " df4.sort_values([\"agency\"]),\n", + " x=\"agency\",\n", + " y='contraband_hit_rate',\n", + " color=\"driver_race\",\n", + " text='contraband_hit_rate',\n", + " text_auto=',.1%',\n", + " title=\"Department Regulatory and Equipment Contraband Hit Rate By Stop Purpose Group (Over 20 Years)\",\n", + " labels={'contraband_hit_rate': 'Contraband Hit Rate', 'agency':'Agency', \"stop_purpose_group\": \"Stop Purpose Group\"},\n", + " color_discrete_sequence=px.colors.qualitative.D3,\n", + " height=700,\n", + " barmode=\"group\",\n", + ")\n", + "fig.layout.yaxis.tickformat = ',.0%'\n", + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2af14018-05ec-47e8-bcdc-e15455da5941", + "metadata": {}, + "outputs": [], + "source": [ + "fayetteville = df4[df4[\"agency\"].isin([\"Fayetteville Police Department\"])]\n", + "fayetteville" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4cfa9ccb-4e25-4c29-a81a-ca1df0ba58e7", + "metadata": {}, + "outputs": [], + "source": [ + "fayetteville.melt(id_vars=[\"driver_race\"], value_vars=[\"percent_stops_searched\", \"contraband_hit_rate\"])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "65083a56-f0c4-4039-8093-88e169069393", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "fig = px.bar(\n", + " fayetteville.melt(id_vars=[\"driver_race\"], value_vars=[\"percent_stops_searched\", \"contraband_hit_rate\"]),\n", + " x=\"driver_race\",\n", + " y='value',\n", + " color=\"driver_race\",\n", + " text='value',\n", + " text_auto=',.1%',\n", + " title=\"Fayetteville Regulatory and Equipment Search and Contraband Hit Rates\",\n", + " labels={'value': 'Search and Contraband Hit Rate', \"driver_race\": \"Driver Race\"},\n", + " color_discrete_sequence=px.colors.qualitative.D3,\n", + " height=500,\n", + " facet_col=\"variable\"\n", + ")\n", + "fig.layout.yaxis.tickformat = ',.0%'\n", + "fig" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.16" + }, + "toc-autonumbering": true, + "toc-showmarkdowntxt": false, + "vscode": { + "interpreter": { + "hash": "3ab0d64f7fb02d199241109eded95bbda3a0e882b4218b3ffbccdd3971421a7c" + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/nc/notebooks/2023-01-contraband/fayetteville.ipynb b/nc/notebooks/2023-01-contraband/fayetteville.ipynb new file mode 100644 index 00000000..b7f9ef7e --- /dev/null +++ b/nc/notebooks/2023-01-contraband/fayetteville.ipynb @@ -0,0 +1,13143 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "749b210b-9e23-4456-91ee-7331ad1cbedb", + "metadata": { + "tags": [] + }, + "source": [ + "# Fayetteville Traffic Stops\n", + "\n", + "Date: February 7, 2023\n", + "\n", + "Recreate analysis from Frank R. Baumgartner's [Benchmarking Traffic Stop Data: Examining Patterns in North Carolina and the City of Raleigh](https://fbaum.unc.edu/TrafficStops/Baumgartner-benchmarking.pdf)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "270347fe-ee5a-414c-9f96-e41ce3bd5548", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import logging\n", + "\n", + "\n", + "def configure_root_logger():\n", + " console_logger = logging.StreamHandler()\n", + " console_logger.setLevel(logging.DEBUG)\n", + " console_logger.setFormatter(\n", + " logging.Formatter(\"%(asctime)s - %(levelname)s - %(message)s\")\n", + " )\n", + "\n", + " logger = logging.getLogger()\n", + " logger.handlers = [] # reset handlers in case this cell is re-run\n", + " logger.setLevel(logging.DEBUG)\n", + " logger.addHandler(console_logger)\n", + " return logger" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "67f817c3-47a6-4fd6-95b5-0dda28527f4b", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import os\n", + "\n", + "from sqlalchemy import create_engine\n", + "\n", + "from dash import Dash, html, dcc\n", + "import plotly.express as px\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "60c0fadf-757e-42fe-afe6-aaa975550952", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly\n", + "plotly.offline.init_notebook_mode()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "72d94156-79ae-44ae-8fee-1bad846aed31", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "logger = configure_root_logger()\n", + "pg_engine = create_engine(\"postgresql://postgres@db:5432/traffic_stops_nc\")\n", + "pg_conn = pg_engine.connect()" + ] + }, + { + "cell_type": "markdown", + "id": "ed90f8a1-17cc-4f7a-b4a2-04e152bf58a3", + "metadata": { + "tags": [] + }, + "source": [ + "# Data prep" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "3da18013-be2c-4434-9545-57cddc8b1044", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
idname
089Fayetteville Police Department
\n", + "
" + ], + "text/plain": [ + " id name\n", + "0 89 Fayetteville Police Department" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def lookup_agencies(agency_names):\n", + " return pd.read_sql(\n", + " f\"\"\"\n", + " SELECT\n", + " id\n", + " , name\n", + " FROM nc_agency\n", + " WHERE name ~ '{\"|\".join(agency_names)}'\n", + " ORDER BY 2\n", + " \"\"\",\n", + " pg_conn,\n", + " )\n", + "df = lookup_agencies({\n", + " \"Fayetteville Police\",\n", + "})\n", + "agency_ids = df['id'].tolist()\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "b90f97b5-f808-4838-984b-619ea8ffd4ed", + "metadata": {}, + "outputs": [], + "source": [ + "from enum import Enum\n", + "\n", + "class StopPurpose(Enum):\n", + " SPEED_LIMIT_VIOLATION = 1 # Safety Violation\n", + " STOP_LIGHT_SIGN_VIOLATION = 2 # Safety Violation\n", + " DRIVING_WHILE_IMPAIRED = 3 # Safety Violation\n", + " SAFE_MOVEMENT_VIOLATION = 4 # Safety Violation\n", + " VEHICLE_EQUIPMENT_VIOLATION = 5 # Regulatory and Equipment\n", + " VEHICLE_REGULATORY_VIOLATION = 6 # Regulatory and Equipment\n", + " OTHER_MOTOR_VEHICLE_VIOLATION = 9 # Regulatory and Equipment\n", + " SEAT_BELT_VIOLATION = 7 # Investigatory\n", + " INVESTIGATION = 8 # Investigatory\n", + " CHECKPOINT = 10 # Investigatory\n", + " \n", + " @classmethod\n", + " def safety_violation(cls):\n", + " return [cls.SPEED_LIMIT_VIOLATION.value, cls.STOP_LIGHT_SIGN_VIOLATION.value, cls.DRIVING_WHILE_IMPAIRED.value, cls.SAFE_MOVEMENT_VIOLATION.value]\n", + " \n", + " @classmethod\n", + " def regulatory_equipment(cls):\n", + " return [cls.VEHICLE_EQUIPMENT_VIOLATION.value, cls.VEHICLE_REGULATORY_VIOLATION.value, cls.OTHER_MOTOR_VEHICLE_VIOLATION.value]\n", + " \n", + " @classmethod\n", + " def investigatory(cls):\n", + " return [cls.SEAT_BELT_VIOLATION.value, cls.INVESTIGATION.value, cls.CHECKPOINT.value]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "21db2796-45aa-41d3-89d6-76f942ff29b2", + "metadata": {}, + "outputs": [], + "source": [ + "stops_summary_sql = f\"\"\"\n", + "SELECT\n", + " nc_stop.stop_id\n", + " , date AT TIME ZONE 'America/New_York' AS stop_date\n", + " , EXTRACT(hour FROM date AT TIME ZONE 'America/New_York') AS \"hour_of_day\"\n", + " , nc_stop.agency_id\n", + " , nc_stop.agency_description AS agency\n", + " , nc_stop.officer_id\n", + " , (CASE WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.safety_violation()))}) THEN 'Safety Violation'\n", + " WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.investigatory()))}) THEN 'Investigatory'\n", + " WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.regulatory_equipment()))}) THEN 'Regulatory and Equipment'\n", + " ELSE 'Other'\n", + " END) as stop_purpose_group\n", + " , (CASE WHEN nc_person.ethnicity = 'H' THEN 'Hispanic'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'A' THEN 'Asian'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'B' THEN 'Black'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'I' THEN 'Native American'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'U' THEN 'Other'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'W' THEN 'White'\n", + " END) as driver_race\n", + " , (CASE WHEN nc_person.gender = 'M' THEN 'male'\n", + " WHEN nc_person.gender = 'F' THEN 'female'\n", + " END) as driver_gender\n", + " , (nc_search.search_id IS NOT NULL) AS driver_searched\n", + " , (CASE\n", + " WHEN nc_contraband.contraband_id IS NULL THEN false\n", + " ELSE true\n", + " END) AS contraband_found\n", + " , driver_arrest\n", + "FROM \"nc_stop\"\n", + "INNER JOIN \"nc_person\"\n", + " ON (\"nc_stop\".\"stop_id\" = \"nc_person\".\"stop_id\" AND \"nc_person\".\"type\" = 'D')\n", + "LEFT OUTER JOIN \"nc_search\"\n", + " ON (\"nc_stop\".\"stop_id\" = \"nc_search\".\"stop_id\")\n", + "LEFT OUTER JOIN \"nc_contraband\"\n", + " ON (\"nc_stop\".\"stop_id\" = \"nc_contraband\".\"stop_id\")\n", + "WHERE nc_stop.agency_id IN ({\",\".join(map(str, agency_ids))})\n", + "\"\"\"" + ] + }, + { + "cell_type": "markdown", + "id": "2959f5b6-d589-4112-9669-0db505f85de8", + "metadata": { + "tags": [] + }, + "source": [ + "# Figures" + ] + }, + { + "cell_type": "markdown", + "id": "8ad8e417-ea2b-4c44-8a8d-e3cbe9e890d5", + "metadata": {}, + "source": [ + "## Figure 1: Percent of stops for safety-related purposes, by race, gender, and hour of day" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "517e3523-97e1-4b10-8514-d56047d6eb84", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS ({stops_summary_sql})\n", + " SELECT\n", + " hour_of_day\n", + " , stop_purpose_group\n", + " , driver_race\n", + " , driver_gender\n", + " , count(*) AS stop_count\n", + " , sum(count(*)) OVER (PARTITION BY hour_of_day, driver_race, driver_gender)::integer AS total_hour_stops_by_race\n", + " FROM stops\n", + " GROUP BY 1, 2, 3, 4\n", + " \"\"\",\n", + " pg_engine,\n", + ")\n", + "df[\"percent_stops_for_race_gender\"] = df.stop_count / df.total_hour_stops_by_race" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "52f2424a-7fbe-4d00-a441-ca2653ad05b7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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hour_of_daystop_purpose_groupdriver_racedriver_genderstop_counttotal_hour_stops_by_racepercent_stops_for_race_gender
90.0InvestigatoryBlackmale1371198170.069183
100.0Safety ViolationBlackmale8093198170.408387
110.0Regulatory and EquipmentBlackmale10353198170.522430
\n", + "
" + ], + "text/plain": [ + " hour_of_day stop_purpose_group driver_race driver_gender \\\n", + "9 0.0 Investigatory Black male \n", + "10 0.0 Safety Violation Black male \n", + "11 0.0 Regulatory and Equipment Black male \n", + "\n", + " stop_count total_hour_stops_by_race percent_stops_for_race_gender \n", + "9 1371 19817 0.069183 \n", + "10 8093 19817 0.408387 \n", + "11 10353 19817 0.522430 " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "black_drivers = df[\"driver_race\"] == \"Black\"\n", + "male_drivers = df[\"driver_gender\"] == \"male\"\n", + "midnight = df[\"hour_of_day\"] == 0\n", + "df[black_drivers & male_drivers & midnight]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "6ce7a70a-8e2e-4761-bfe1-5fed8507884e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "19817" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[black_drivers & male_drivers & midnight].stop_count.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "9ac8d2be-a835-4f6b-b65a-3cc3b9d6a10e", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Driver race=Black
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+74IqH/1Xtfyz0uKNGsqSFsFd/23deVD5JTv86wkV//mnH1eWuNo/rrOx1bR+VZm75Fsp+WRBafPWQ2sG5IHx33PIFMmbJ7v07tjY3eMp7p4nM8+KI0F1xfodsmT1NuX3F88r+Dz1RAFp1eRV2wYFv38+f3WsPkZ/werE7JyAeLBOAW9Y2aM/ni72mNy+c1dgbeHuyL+V8QxLD1jYf9y3dQw/oPgbfsORvWJFHljaumL7/Q+H1bwOC5WVG3bKtl0H1Vgr8+wT8v67zWIdJ4QFPD58HfrlD7XpeqZ4YenetkGMzeK9exGyYMVmWbNxt/x58oykSZ1CPb+vVSurjiTrYGaeNZuX2wFmiKAFVXxE2/jdPsURbcYzi/kSmzK8z7p9MEFtZD99v51tztHZ4Jn498wFGTWoo9MPTMb+bPhaRVn2zXbluxXvw8E9WoiZZ1eXhyO44I4N6fmLV9VpFFgs4X2hTwm4e46tMDLGPXz0TzUHYr5GqF6hlPJvjlMKEByMwV0djEwey59Hvli0TrlSwaa3Sd0q0rLRKzFYR0RGyefzVsnqjbvUewBze87smZTVlf2RfzNzhLt1jBlG6IPJc1bKn3+fVnMG3mF41po2qCYVyz70X6rn/QY1y6u1EuYizANow3vt3rDNLbpMb+YOo6CK96Q7rmber6gXjsciDOnVMgYauMz48affbOPf3Vh3xdXdnOLuHewsb7M83T2HvpgLHNXRzBofa+JPxs0XrAWw1sD6DuvE+jXLS8PXKqlTVX/8dUpGTllk+j3sbq2O8T107DzbejD/ozlV9bHOgs9pb9+VEBmP/fGP2kvYH4eH+7Jvt/9oe3/Z72+sCKpm5gNnY8eRoIq4OHZft+X7av0Ny0x3fTh5zgqZMPNrtQ6AJakvQ/s+o9U6w2gBqz+cL5g0QK1XdcC89/7wGfJeu4ZqjkUoVaOdGk+HNs2IcV9Fn4+nqT3Nl5MGqLWSs4D3QqP2H9pYeNM2R23xtn4QkotXfjBvHd48K9Y73P4d56u2eMOBaUmABEjAGwIUVB3Qc/ei1knwssZLG/5GsWlF0H/DQh9iJxy7Q2xAMFq8rtm0R3oOmSwjBrSXVyo/9IWJBdprzfsL/M/ARw6C3oTiJW30zYOFNjZ1HfqOUS93lAmRCkIaBAUcn10w+QOXLzP75uN4iTtBFXEQls0YEuPLrbOB6ExQ1QsNfcRFHy1DPlgEpUqZTG3eEHA0HUfUEd5oO1gtONE+/FcHfAFOmyaVNGgzUAk42DxBmDr4y++KB0TIFo1qKOFFx9Eij/bxigUPFj5G7jp/LKaxUNTi0DfzhqnFkNFHrB4HSAN/aq6+jH86cYF8sXi9Et1feK6YnPj7jGoP6rx0+hAlFgwcOUuJUggoPzQ0VPWP/SZL1xGL3jfaDlJCKuLlfySHHD/xr1qM1nvlJSWwNe081OYTStc3daoUMntMH8Em+q2OH6l6oLzCBR+xHbcyjl+9idTlYuyh3ti0InzUu5XtgwA2ZVhsIg7EIgg1P/50XC0oN3w10qnovGjVVhk/Y6lNrNQfB7BgxQbn9dYfqDwgxqDft+06pP5t3OxDsGnXe5RioeuG+tWqVlaG9WvjcMji4pWazfqq37B4h5sKjCH0O9IgLUK5Op3lzt0IeapoAUmbOpX8cuyE2uRjXM6f9L4aG676b9ZXa2XklIUqLwglJ0+ds9Vxy5IxSlBzNrbwMeHtLp8oNjtXTYzhAkH7IOvTqYk6euYumH2eXD0rjgTVfp98roQMiPnwa3bm3EU1f2EcrJw9VFl2QEzGJlEL0rqP33nzVSUAmp0TkL52834qH4xDWIJgHkd/ILgTVK2MZxxHxKZv0+JRMXy+YrwO/my2TPqkm02wccV2+brvlT9R4/yCjyFoA0SudfM/tV3soK1f9FjBc445H+HrmR/ZLgjS4w3pny1eWE7/d1EO/Hw8hqWIWaZm8nI3tux/1+8yR23G+MIcjo8lenNqf6RR+83D5T/jh77rtHjdn+AAi3ztfxpz7XfLx5t6dpE5PhI17zpMlYN3EubkAz//ruYZvXE28xxb5YT4ePe16/2ZSoqPRWlSpZDd+4+qsnU7dL5m6uBojOP9oN+hxrkNVmVte32mhFyU9WSR/HLp8jVbXOMca/V96mgdg3eTmaDXDHg3PZo7u2KhxWbjc6fnfZ0nxkHqlCnUe9F+PvDH3OGMq9n3q3rOG/dUdV2/YEQMND0+nCxrN++RXasnqXeTu7HujKuZOcXVOxjPqaNghaeZd6i3c4GjOppZ4+NDCiwGMXawfsCFQbv2HVFjTq8TIZBWfL2rqfcwnil3a3UI3P2HTVfvLTx32f7vUxwfc/Gxydt3pRYr3239eowPsbgoqMob3dXHre1fj1PznP3+xqyganY+cDYunQmquj9Kl3xwfN5MH1Zq0E2t2/Zv+Nzt5VBm5h/EAavy9bqoPl/35ac2Y5q3Og1V71r7svTxeXzA7/9uU2WM8Ez1NmpdBEHWGGBZ+/G4eWrvYPwAal837Anwfsb+D2ttT4OjtviifviYW6tZ31jvKUf19FVbPGXAdCRAAiTgCwIUVB1Q1C9qbPyxMLYPWiyxX3Dolwg29LPH9LVZGEEoqfFmL68FVdSnZ/s35PlnnpBkSZOqBcKeA0cEgiX81/Tp2FhtwLHIG/zZF+rCLGw6rdw8a0ZQxSIFm9TZY/sq0dJdcCSooo7N3x2mFiDYCL3w3JNSr+UAteGB2FIgby6VrRa3sIGCcICgRQqUDetWbPawCMieJYMMHTdPCZDGBSMWDSvWf68ELohhsIqFdSw2hbDcglsGLJLh0wiWONuWjVWLV735h0jdt/NbkiNrRsW2TY+RyrLH+BXZ6rFsLZxjoT5rdG+bJTEs7GBdavya3bHfGIH10cFvpyuxwVXQwhb81Q7v39YWFRY7sOpB+10d+deLG1h1weIXFqlYSLfvM0qJC7rNehOHRf/gni1tY2z/4eNKsIU4smbecLUJadxhiBLSjEeekOfClZuV5aur274hOEN4njW6j/pAoYMWGj8d0E75V0WAJVKdFu+r/79lyWiBSGzcWLdu8qqyFoe4dy8iUvWnowCLMPg9/bBnS3n91QcbfYwhbEAxLmAtgoCFcqH8uW0WBojz7oBxsnnHAVkxa6gUzPdgDDvqP2yYsGFG/0M0Sp/ugfWtFgzgOw0+1BCcja1p81bJ2OlL1QVdeP51gBUHBHR7odXZuHH1PMHC0syz4khQxXyYLXOGGJcxQEBFngO7vy0YYwjO/MLhWTM7J8BqEdah7Zq9pnxaa1cr+mINs4KqmfHsiaDqaK7CkT0IqngGYJWMsvFsdh04QT3vWuDCRzm8P7AxND5D+IDQoe9o5YcaFp+Yw2BZYi/GnrtwRVZu2CEY/2aZmsnL3bzv6Hc9p8Zoc2SUdB84QT03+nmGsIBxb3/RDyzaZi9aJ9NG9IhhiW5fllE8xPzdrH51gbUXjmvqDz/unl30BXyp451gnH/ABtbrOIYJC1Wzz7EVXvjoVOvtfkpYMVpBQZCr2bSP6msIwwhm5xLNBOsIzBmvVimj5nd9PFOPI+S5fute6T5oovqgNP6jd22WwLCeghWVUVC1+j51tI7R8587RngG8GwbL4PBuw3ug4xjRc/7eO6G9G5ls/bSR2WN71dfzR1muJp9v4KDVUEVaRyNdUdMzc4pSOvsHeysr6zwNPMO9XYucFRPM2v8iIgoOXXmvO09jnzwQR3PHz6k7l07RWVt9j2M4+pm1uqeHPk3O6+j/mVrdVTrM7wT9YkjzRinkHDiDsFTQdXsfOBs/DgTVGFdC0FZi9lmBFW99/hq8gdS7PH87qYXU7/rtY694QmeV8zF9vco4HTiy016qY/mOFVx9vwlqdygu8M7DPCe7vvx5+q0RuM6jk9QYZ2JewXQZ0ZDE1OVt4vkqC3e1s84dmDA4uo0nS/b4kn7mYYESIAEfEWAgqoDkvpFjZ+wyTUGCFqwqoM4Z7/ggE8c+J4xijxIC6uj8vXe9VpQtT9Kgrz1cQ1YMeTI+uD2SwRsktr0HCkdW9QV3BxpNpgRVM3mpePpRQ0WaunSpJb/LlyWFeu+V+IpvtJ+MbavHDn+tzRqN1iJLO+/2zRGEVg8QHg9sOFzJRhrAUj/W0fGovKpyq3UYlFbj9rXFS/wYpVa2OKEyMPbNCd9sVwJaXrz7Mzf34Llm+SjMXPV4giLJASrgiqEFOQ/5sNO6vioDnrTa1ysWRFUIfS27DZciQ0jPmjv8PImV4IqxgwsfrSobBxP8ImkLaddXcQBqypYV21cNEqJlpqN0YLI7BhytJnT/YzN8sovPo6Rld4w67L0xlpbJ5spVwt8uBig/dt1XF6YhvF04iSOn+LY/zXljgPuDYwLXUf9B1EI4hDmipcNR7Fx4RY2PMZjas7GFoSyivW7qo8amgOEawjYRt9a8IF3/uKVGE1H/lqgdvY8WXlWXPlQhRuTv/45q+ZBWEvjg4Fxoe1MUIUbBLNzgj6iBusa7W4BDTbrt8/KePZEULWfq1A3Z/OL7kPMhRCeMffB+sW42dWdqa1iYK0WFppECap4Z82fOEAeyfXQDY2Ob5YpnjF3eZl5luzjOGvzoSN/SJMOQ9T8jzbDmuvVpn1ifODCR5iX6nZR7TOKAY7qofvTKBI6ehe4enZ1nVxZAVl5jq3wOvLbX9KgzSCHPvJeeau3Eoa1oGq2Ds7GOFg/90p7yZIpnfoIhgAxFaIqbvOGSKeDvQ9VK3OE7ntH6xgrbBAXwhA+SmJeg6UY3sfGj6563rf/2ITjzvVaDVDuXmAthuCvucMRV7PvV9TLqqDqaqzb8zU7p8AC1qqgapWnu3eot3OBo7Fldo2PtPhYj4t2/jt3WS5dvabca2Htqj9Ymn0Pm12reyKomp3XsX6GBSxOR8wZ10+eKf6YwqNPIyyd/qEUKfiI+psngqqV+cDZM68FVbwLSj1VRC5evqr2M/jIiI8Wa+cPVx+2zQiqug32Lkqszjc6Pvr69dYD1JyDE11Gd20Y9whaaDemwTpNW9Zq1wX2HwsRX4vu9hbExvrq9RI+dk37tIdNFMcaDO8sY8DHVe06zr7Nztribf30Bzq8p5fPGhpjPWZfB2dt8bR/mI4ESIAE4osABVUH5M28qB0tOPRG22hhiXi+ElSXz/pICuXLHaPG+quoswEEf0/wGWc2+FNQta8DFkzd2zRQ1pnaBYKren771Ujl9wkCEKzf7BcusFCs1qiHsliEUOUo4Kh4lYbdXeKAZScsPJ1t/nVddTxkZlVQ1ZZzRoszXSlsmGEVpb90WxFUYcFUqf6DI2gI2GQ9VbSgvP5KeZtVjytBVVsf6826rpMew9hcY5PtSoDCMXYcQdXWrPpSC+QF6zD4fqz4QkmpWLaE20vbHG3mdD87OravN/zYLGPT7Gxj7WoA6AUl4mABX650ceXbtFa1F2L4bITFKo54a9bGPI2W4Y76T88VzuphdObvamxp4UOz1uPK6IZEW6way4IlZ+eW9dSfnD1PVp4VR4IqBI/eQ6fFcLWg62C0wHUmqJqdE7BJxAcrR65KfCGo2o9nq4Kqo7kKHJzNL9qKSAsk2ioQbj7sj0br9umNsD4ei/xxtLpk0YLKKl279jDLFPOsu7zMvlOM8cy2GWn0hyu4vsGHHM0BH+YgLrsK7m5eN/Ps6vJw6Qc+UDgKVp5jK7x0Pw18r3ksf9T2gqrZOrhignVERGSkbF48WlVTv4PsrdztBVUrc4QvLiTDs4HTNxAe7IMZQVXXV6+L9HvNX3OHPVez71e0zaqg6kigcTbmrMwpVgRVqzzNPIfezgWOGJhZ48MP5NR5qwSXtjoKO1ZMsJ0sMfMeNrtW90RQtTKva2tUvEvwTrl1+66UqtFWuSpaOHWgrameCKpW5gNnY1MLqva/Q7z8sGcLmxstM32oxeO54/vbThZZmYeNca9cvSHNunysxHRH7pS0ewF7C1V9gkCvnU+fvSBVG/Xf0sESAAAgAElEQVRQH6qwljaGh++4t9TlVvZBs4HRCNZ8xo/Hep1iTIM1AD5g2QdXbfGmflrYR3nGkxWOmLtqi6d9xHQkQAIkEF8EKKg6IG/mRY1k9gsO7TPwqykDbZeSIJ4/BVVtDeBMNMXFNPriITODzJ+C6if93lHHrXFxFBYEcFmgg/b7iM0/fP85CvA1C4HLmQCkj9HrhaKjPLQPPiweG9hdnKTjw3IPvk+dbQD1V2RvBFV9ZN2RD1EtgP28ZZYSHK0IqmjDtRu31DG0NZt2q2PCOugbRV0JqhhPuMhGb6x1WnuRx9XmXPuGxeIcnBEguOG4FixodcBv8ya+79IC1NFmTveho36GhWinfmNt/nI9EVRRPywqcSQblwbheC0CvrjDqgP+ObWAiPHYqWVdKf54fnU5Fy7ygrWUO0FV9z9ETePtqJoN8tW+lV0JqroeYNGj/RvKutV+EQ2r0Dt37sV4HLJkTm/z/+n0efr7tLqkzsyzYi+oYsH+Qu1OqkyIp7isLXfOLHLt+k1leWdGUDU7J2CMw+et0cevbqwvBFX78awFLG2Brcty5kPVU0EVPqNh6aw5GH1c6jL1EXht9QfLUhwrxv+MPoO1RbBZphh/7vIy8z6xj+NsTsWcVaZmBzVOJg/rppLpOQcfF7796jN1zBGWdWZcWbian8w+u7o/HXHX7bLyHFvhpV1/9OzQSJo3fDlGUntB1WwdrAiqeA/g4jP7D2v2gqov3qdWuGiLbDwbEEXz5s4uGTOkVcewMY9qt0DO5n1tTagFVe1SyF9zh72gavb9Cib+FFStzClWBFUrPM0+h97OBY7Gl5k1vl7f4wQILruEixCMMbwP4HPfKKiaeQ+bXat7Iqhamddh8Ysj6BD6YJSwZedB5avd6OIIzDwRVK3MB86eey204Z2Fy2RhJZ07Z1b1X2Mw04dYv6BO+9ZNc3qBoZn5B3u4d3qMUK6UjJfoGtNq11Y/bZppu9gWv+sP9HDLBIt5LWBri1VjHvqi3pEftJcalR7erYE4+jfsnWAdCx/0xgAx+4LdSSS4pNHu03Rcd23xtH6wjm393gi1Xrb3fW7P2F1bzPQJ45AACZBAQiJAQdVBb5h5UTtacOBLNqyttHWc8QVmf+QflwrgcgF7qyNXl1I5slDVG4y9a3HpTzKvx5Y/BVVXfgz1MRG4J4CbAlfBmQCkneY7cvau83PlcN2+TH8KqtpPJ9wdGAVvWEU8X7NDjOOXVgVVYzuweMItzRBetNCmBVVHRwT1otDesb79UUlXm3NdX+OGQ9cJFrQ40gy2EEfc+UJ0tJnT/QyLBSwsjeGhO4YHTv09FVR1nth8QBCDxS1EDrgBwCVq8AMKf6DwXQmOOmghxJ2gql0TzPisl/KJ7Cq4ElRxxA7+NbE5grCLTZD9RXfuJgVnz5OVZ8VeUN38/X7p/P44tRHFBkQHfbGEI0HV/mZbs3OCHouONii+EFTtx/OHo+fIwhWbY/gzRft8JajikiD0iWak2UJ8h2WxMWjLKH2JmfE35Wdzz09K4NeXl0FkhesOM/Osu7zSpUnlbmjF+t3ZnKrnl2YNqquL83TQR1FhpQr/0tolgLuCXc1PZp/d3T8ekVbvfSrtm9VWz5ajYOU5dldn4++6bEdWTPaCqtk6WBFUtRsQe7/d9oKqlTnCWwtV3Lr+Yu3OsSzpwA2XG3kiqPp77rAXVM2+X9EmpDX6ytXjw9mlVFYsVK3MKVYEVSs8zT6H3s4Fjp47M2t8LcbZf8DRhhPG9Y2Z97DZtboWVI1+fnUb9GkOT9+VOh/tJgQfi1Zs2KE+EO/5ZrLyO6+DJ4KqlfnA2XzozIeqfXx3fajXYq72A2bmZJyIghstrLFcnY7Qrs3sL+vVl7Lqy3dRpnYPAObajy3+rt93RncM+Lv20wtxf/pnvWL4kDbTBh3HbFus1k/PJyjHnTWwr9pipd2MSwIkQAL+JkBB1QFhdy9qZwsOvQmCcIUvdKlSJle+zuCXEwsYoxWEvj1Yf7VEnhBvFizfLHDqr31V4u+uNiLjZiyVqXNXxYiv6wcrO1j5GG+edzegzAiqOFoSGRmlnMMbL4dwlrejS6ns4+rNEiyjcAweVkk6YLG6decBqfTiA19uzgQg/KatO+2Pm+DmUVwwgL7Rm5opw7ur49zGAJEP1qk4SmNFUO0yYJzynelI2HDERV8oY395FCwiuw2coI72QmxHsCKo4oIOWBYZv0pDxITlIjZn+jgS+hnH77XPPF3Hz6YskplfrVFuImDFowNuHsUNpNpay9nm/NffT8rrrT+Icfwax9Gqln82hiWqvs3U3fFdZ5s5XCAGcQi+Q/XFaLCoa/DOQGURoG9f9URQRZpiRfLbjvOBgb6pVd8urje1M0b1kueffiCIonxYr6Bt7gRV+KmFPz0s9meN6RODDfrp0C9/qAthENyNLb05Qlw8P9+vGG/pRltXz5PZZ8VeUNXiYsfmdaRD8zq2caQ/JBkFVVwmhTnP/mZbK3OCPm5ntPgGR1grwyra7KVU9qKEo/E8ec4KJVwbrUgg8g8eNVsdSzf6CnbF1tH8grkOYwtW8NoPrz7hgDkR7dCW/fryCPx906JRcvnqDcHzbxT4jeMHbiCyZ82oRCl38ywEWHd56fcK+g9COZ4DWA66Cs7mVG31q63odR7GI4T4m9GVhatyXImHZp9dzR2sNi76LIY/aswHGdOnVb4VzT7HqK9ZVto6F2UvmjpQWcVjfsH4en/4jBi3J5udS6wIqnpjb/w4g7GJ9QZOGhh9EpqdI5z1PeqPORcWV5gXnAX9sdleIIF7HIjMZo7821uooix/zR3I215QNft+RdrmXYepiyBxWkSvh1D/tr1Gqncc/CbDas+dewtHPM3OKTghY0VQtcLT7HNodi4wO46Qn5k1vrYo3b16ku3SUFjSt+31mfoobP/B2N172OxaXb9zjH5+NQNfvCuRl+5/WDtCKDT6XNdleSKoIq3Z+cDZc+6toIoL13A6C/Mk5k+clDJeLmxlnGCex/yO96Grkwpoi3a7gMsfu7VpoJqHPR0udMWdArCexxyFoN93xj2I8cIziPjhYaFqzv9k3HxlnYp5b8LQd2OsS12+bO1+tNIWs/VDEfoiLZzggoGEs/2mL9tipd2MSwIkQAJxQYCCqgPKZhZbSGa/4MDfWvcYob72IkCwwmJfB6OgipdnlYYPbmZuWr+apEubSrbv/kkt1BDMCqpYTMNCDS98HJeEb0pYIB7+9U+1+erXxbEvHmOzcVQDm2cECBt4MeIyHgQcubG/3ARiHIL9l1hnA9aMoIq085d9qy6RwSIIx31yZc8sOEK2bddBtYHQYqArkUIL1cgPVlgQR4/9+Y8sXLFF/Rv56luBEadR7UryZJF86nKLfYeOqQuZ9KbdiqCKTSZuIYXVJC6qwjFkiOXObpLHQqtJx49Uf8PNQfnnn1ILW+SBYBSGrAiqWshCnrhwIHnSpLJt9yGBkGW0StPjFMLtE489KqfPXhRYREB4xsUvCBDDCuTNKbv3HxUsciFcLps5RF3IZrxFG8IrFopoMy4cQjDeiq0vt6lT40W1sMVXclh84qZcfcGAs7HjbDOnRQSMVVg0p0qRXFmQQjxDnw7o1kxl6Ymgio0eBO+GtSqoxeHNW7dl+fodqq+0RSksFGGpiA1JraplJSREBP7gME4R3AmqiNO5/1h1szm4gmGqlCnk19//lnVbfpCSxQrZ/Gu5G1t49mGhheDKms4ZY1fPk9lnxV5Q1RaHeJbrvPyCZM+aSfYePKo2FghGQXX/4ePStPNQJRq0eKOGYENU9LG8SlA2Oydoy2TkUb9mBblx45as+nanzb+tWUEVdXM3nvUcg7a1bFxDbt++q6zAtXsNq4IqxliVcs9I8mRJZfvuQ2oM21tf6804PghhfGOOxyV6KFML0VpwgqVu+bIlJHuWDHL0+EklgOESMljDwxrGDFOzeWGTVKbmg481Zi4b0nMq2letfCl1DBNjAgIyOCyaOiiGxY7qj/9/PLFiaeRKZLLy7GrxHM95k3pVlICF/sG7VbfX7HNslZV+7sHAfi2Bec94HN9MHawIqvr5RdlwOYCPw5irtBsJo6Bqdo5w9j7V7zd3FwdizEP8xHwHP+lPFM4rx//8V12wg+CpoOqrucORhai9oGr2/Yr26LGHdtWsWlb+OXVOuf/QwRtBFXmYmVMQz6qgapanledQt9nVXGB2HCEvM2t8vW7FvIN1tTrtY3in2Auq7t7DZtfqmEvL1+uq5lRYxmPOCQ0NVfO+L96VmqU+3YB/O5q7PRVUzc4HztYjVgVVzM0vPV9cHaXHBVY//nTc5qbJkR9PK+NEr5NRBvZC9iFXjszKsAQBH1WrNXpPzU9Y38BFBNZFcA9h/+7Sp1CwhmjzVk31se7rdd+rNabxI7Tub+Rfuzp8+Mc+hYj3kjYqcMYUf7fSFrP1w4m64pUfGH5gvfZormyxqvDCc8UEhgi+bIurdvI3EiABEogPAhRUHVA344sTyfQRf6OweO9ehMz4ao3s2X9UWXFCrMJCG87MjTdbI70+PqergJc2HJHjKJTxKydENmyuVswaKgXz5YpVY1gtfDZ1oeBoiTFgY43jttiEuwr6yKCjOOM/6mKzDNW/WxVUtSXC+gUjlADlLEBkhJg0YvJXMXx/Kr+ptSsqv5gIrgQg/A6xDcKwUcyGH8g+nZuohQ0CFgzDxn+pjp0bAzZqvTs1URaqzrhrH6pG6x0slsdOXyLL1+2wLebsLyezb/fVazeVVRtuUzaOgZEDO8TwwWsTVDfOcOlv1FW7YIHQt8ubNus2jHH4CNVlg7G+5AuiYO+PptjEQeQLq7ePere2+fvUm3Ns7BH0xUwQtAb3aBnDSg5WOfjCrn2RIj4EggFdm9msMJ2NCRyrx/Ng7xpBPz/9PpkeI188Y11a1hNcVKTHAiwMcHM4jgubCRBLJsz6WgncOoBP13det12GA3Fk4IhZts084uE5ww252BBM+PhdqVi2pErurP9wPG7WwrUyc8HaWGxwtPu1ai+o9GbGlrYK2bjws1i+tdy12d3zZOZZ0db5Rncn2k+WLl+LnZg3IdLAP6QOENgRXzPXFwGZnRPQH6OnLlYnAXTQ1pK4HVhbLDtjYWU8Iw8tDun8sJnAhYEP3EA8tHw3Y6GKzRD8vOmAD299O78Z4/gl2jdt3uoYF6RgTMInGz6eIMBv7YejcWHPw/kEf0fdMP7z5Myq4plhajavw0f/lEbtP3R4DNsRaz2n2rcZ88vQPu84vBFYCz9WXFncvHVHnnulnXr3QnA2BivPLuIuWrlV9bdx/sJRfMxf8Adu9jm2ygp1xly0busP6n2Idz/mcRw5hnsf7S8U8czUwRUTWHhic4x3tA72F91gzn7xueJKkIc/dD0/Ib6ZOcLR+1S7n0EejlzE2I8hbMrfHTAuxkWAECBmLVwnuXNktjHRH9zs531toWp0HeHt3GGVq5n3q573IXqhLTpgffjXP2fV37TlpKvyXc39ZuYUpHf1DnaUv1meVp5DXY6zucDqODKzxsdYwYcKjG0dsD6EsIqPKjtXTlSGEMbg7j1sdq2OD7pY8+v1qfGiVW/flbq++JDVrvdnSozDSR/7YL+/0a6Wqr70rIz58IF/dEfvfbPzgbOxacZ3NdLqPjTmgzVGzmyZ1cmz2viQmyVjjGKsjhOjgYyj+tr7q//n9Dnp8v64GGtnGLoMf79tLB+weIa7fjAhxnsF+753W9e3fVRE/8NVhKvgzl+pTmu1LWbqh1MLxSq5vvRYX4Dqy7a4BMIfSYAESCAeCFBQjQPoeuHyftem0rhO5Rgl4qsqXsL4Cm3vZNxq1bBAPfPfRcFLDgsLWDwl1gAL3nMXLkuGdGnUJhtHz6wG5HHp8jXJlDFdrMWMzgsb0dP/XZQUyZIKLuqB9aU3AQu2M+cuKuERgoeZADEHYyBThnSmXCiYyROL37PnLqqosA6EJZijgCNsuCgoW+YMEh4eFiMKNg6w3M2VI0ssfkZrpxED2qlNBqzfIDA4ChBxYJ2D/0GERVuNvqPMtMlRHIx1iHDoR2z4jRedeZqnTofxAyED1lm4TA1HsOwDNkhglClj2liLd7Plgw34QWDHc5vG7vIFnY+zsaWPvDryt2i2DmbiefKsYHz9e/qcsqx4NHd2l30ODuhL+HHDc28fzMwJcLGCPHBLvRUfn1bHM+oGlwRnz11SGzj7jbUZnkaLPeQB6xpsAPXHAEd5YAzgeH1YWJj6OBUamiRWNLwHMG4htGA8ueLgjqm7vKZ/+Y0SG62InbrC+tnBe09/mLFvDMqv1qiHXL9xW3asGO+SjRnmxjhWnl2MzfMXr8qdu3fVXODo3eruOfaGlXFOgvsWnIIYNahjrCa7q4NVRvhAfOKfs2p824sTjvKyOkfoTbZZ37goExbs+mMpPhI4e7dZbaunc4fVcnR8V+9XHQf9iTkGzykuGPXHms7MnOJJG83yNPscupoLPBlHZtqE9QXWZviY4m6et/IeNrtWBxuMAayrjOslX7wrzbTf2zhW5wNvy3OX3l/jxL5cvTbACTmsH50F9CP2HxhfuGDPfg3urj3+/j2h18/f7Wf+JEACJGCWAAVVs6RMxoOPozSpUihrEggjf/x1WuB/Epv8TYtHmdqUmCyK0Ugg3gh44rct3iob4AVr/7ZmLRUCHIdHzYuP8eztJT0eNdTHiXBZx/ET/yofrq6EYE+L1T6lPXFl4WmZ/kpnlRXclUA8f7JIfsmSMZ2cv3RVcJkhjpGOHdJZuYlI7AH+32F1aNZ9UGJvL+vvOQFXc0FCGEd8D3vet3GVMiGMk7hqK8shARIgARKIOwIUVH3Mun2f0coPnn0Y3r+t4AIiBhIIBALxIUAFAjdftwFWrWVf66isc1fPGeYTq19f1zEx5Bcf4zmxC6r6CCj8/EHw9Edwd4TWH2X6I09PWBkvuTHWqVmD6tK7Y2N/VDPO88TFSwizx/SJ87JZYOIi4GouiO9xxPdw4hhL8T1OEgcl1pIESIAESMAqAQqqVom5iX/67AV1IRSOc8EnWe6cWaX44/ltvid9XByzI4F4IYAjayvX71BHq/Ut9/FSkSAvFPPN7v1HpEDeXPKUG1/JQY7KZfPjYzzjBvvjf/4jlcs9Y8k9QULqR7h0gD9Pb12lOGoTjpvjsq+0aVIFhDWmVVY45n3w59/l9H8X5M6de5I9a0bloznfIzkS0hDwqi446ooLd3zpqsWrCjFxgiTgbi6I73HE93CCHDaxKhXf4yRxUGItSYAESIAErBKgoGqVGOOTAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAkELQEKqkHb9Ww4CZAACZAACZAACZAACZAACZAACZAACZAACZCAVQIUVK0SY3wSIAESIAESIAESIAESIAESIAESIAESIAESIIGgJUBBNWi7ng0nARIgARIgARIgARIgARIgARIgARIgARIgARKwSoCCqlVijE8CJEACJEACJEACJEACJEACJEACJEACJEACJBC0BCioBm3Xs+EkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAJWCVBQtUqM8UmABEiABEiABEiABEiABEiABEiABEiABEiABIKWAAXVoO16NpwESIAESIAESIAESIAESIAESIAESIAESIAESMAqAQqqVokxPgmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQQNASoKAatF3PhpMACZAACZAACZAACZAACZAACZAACZAACZAACVglQEHVKjHGJwESIAESIAESIAESIAESIAESIAESIAESIAESCFoCFFSDtuvZcBIgARIgARIgARIgARIgARIgARIgARIgARIgAasEKKhaJcb4JEACJEACJEACJEACJEACJEACJEACJEACJEACQUuAgmrQdj0bTgIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkYJUABVWrxBifBEiABEiABEiABEiABEiABEiABEiABEiABEggaAlQUA3armfDSYAESIAESIAESIAESIAESIAESIAESIAESIAErBKgoGqVGOOTAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAkELQEKqkHb9Ww4CZAACZAACZAACZAACZAACZAACZAACZAACZCAVQIUVK0SY3wSIAESIAESIAESIAESIAESIAESIAESIAESIIGgJUBBNWi7ng0nARIgARIgARIgARIgARIgARIgARIgARIgARKwSoCCqlVijE8CJEACJEACJEACJEACJEACJEACJEACJEACJBC0BCioBm3Xs+EkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAJWCVBQtUqM8UmABEiABEiABEiABEiABEiABEiABEiABEiABIKWAAXVoO16NpwESIAESIAESIAESIAESIAESIAESIAESIAESMAqAQqqVokxPgmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQQNASoKAatF3PhpMACZAACZAACZAACZAACZAACZAACZAACZAACVglQEHVKjHGJwESIAESIAESIAESIAESIAESIAESIAESIAESCFoCFFSDtuvZcBIgARIgARIgARIgARIgARIgARIgARIgARIgAasEKKhaJcb4JEACJEACJEACJEACJEACJEACJEACJEACJEACQUuAgmrQdj0bTgIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkYJUABVWrxBifBEiABEiABEiABEiABEiABEiABEiABEiABEggaAlQUA3armfDSYAESIAESIAESIAESIAESIAESIAESIAESIAErBKgoGqVGOOTAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAkELQEKqkHb9Ww4CZAACZAACZAACZAACZAACZAACZAACZAACZCAVQIUVK0SY3wSIAESIAESIAESIAESIAESIAESIAESIAESIIGgJUBBNWi7ng0nARIgARIgARIgARIgARIgARIgARIgARIgARKwSoCCqlVijE8CJEACJEACJEACJEACJEACJEACJEACJEACJBC0BCioBm3Xs+EkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAJWCVBQtUqM8UmABEiABEiABEiABEiABEiABEiABEiABEiABIKWAAXVoO16NpwESIAESIAESIAESIAESIAESIAESIAESIAESMAqAQqqVokxPgmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQQNASoKAatF3PhpMACZAACZAACZAACZAACZAACZAACZAACZAACVglQEHVKjHGJwESIAESIAESIAESIAESIAESIAESIAESIAESCFoCFFSDtuvZcBIgARIgARIgARIgARIgARIgARIgARIgARIgAasEKKhaJcb4JEACJEACJEACJEACJEACJEACJEACJEACJEACQUuAgmrQdj0bTgIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkYJUABVWrxOzin75428scEm7ysNAQyZo+uURGRcu5K3cSbkVZMxJIYATSpAgTCQmR67ciEljNWB0SSLgEUiQLleThoXL5xr2EW0nWjAQSGIHw0BBJnzqpnL96N4HVjNUhgYRLIEREsmdKIWcCeB+XcOmzZv4ikDNTCn9lzXxJgAScEKCg6uXQoKDqJUAmJ4EAJEBBNQA7lU3yOwEKqn5HzAICkAAF1QDsVDbJ7wQoqPodMQuIBwIUVOMBOosMegIUVL0cAhRUvQTI5CQQgAQoqAZgp7JJfidAQdXviFlAABKgoBqAncom+Z0ABVW/I2YB8UCAgmo8QGeRQU+AgqqXQ4CCqpcAmZwEApAABdUA7FQ2ye8EKKj6HTELCEACFFQDsFPZJL8ToKDqd8QsIB4IUFCNB+gsMugJUFD1cghQUPUSIJOTQAASoKAagJ3KJvmdAAVVvyNmAQFIgIJqAHYqm+R3AhRU/Y6YBcQDAQqq8QCdRQY9AQqqXg4BCqpeAmRyEghAAhRUA7BT2SS/E6Cg6nfELCAACVBQDcBOZZP8ToCCqt8Rs4B4IEBBNR6gs8igJ0BB1cshQEHVS4BMTgIBSICCagB2KpvkdwIUVP2OmAUEIAEKqgHYqWyS3wlQUPU7YhYQDwQoqMYDdBYZ9AQoqHo5BCioegmQyUkgAAlQUA3ATmWT/E6AgqrfEbOAACRAQTUAO5VN8jsBCqp+R8wC4oGAvwXVk6fOye8n/lUtCw0NlVQpk0uuHFkkR9aMplu7futeSZs6pZR5tqjpNMES8acjf8iFS1dVc8PDwyR1qhSS/9Gcki5NKlMIbt2+K+u3/iBPFsknhfLlNpUmUCJ17DdGKpYtKfVrlo/zJlFQ9RI5BVUvATI5CQQgAQqqAdipbJLfCVBQ9TtiFhCABCioBmCnskl+J0BB1e+IWUA8EPC3oDp/2Ub5eNy8WC0rVaKIDOjaVArkzeW21ZUadJPHCz0qEz/u6jZusEXoMmCcbPpuf6xm16pWVt5/t6kSWF2FM/9dlCpvvCe9OjaWtxtUDyp85ep0lka1K0nHFnXjvN0UVL1ETkHVS4BMTgIBSICCagB2KpvkdwIUVP2OmAUEIAEKqgHYqWyS3wlQUPU7YhYQDwTiSlDdu3aqJE0aJlev3ZRd+36RUdMWSUREpHw5aYDkyZnVZcuv3bgloUmSKOtWhpgEIKiev3hVFkwaIPfuRci5i1dkw7a98tmURQLResrw7pI8WVKn2O7fj5Zr129KihTJJFnS8KDCS0HVD9195twlyZY5gyRJgldmzIABevnqDcmaOb2EhMT8/e69CMFgTJHc+WA15kZB1Q+dxyxJIJEToKCayDuQ1Y8XAhRU4wU7C03kBCioJvIOZPXjhQAF1XjBzkL9TCAuBdWUKZLZWnPy1H/yZsePlIXq7DF91N8HfDpT8racmY8AACAASURBVD2SXR09X7VhpxIHxw7pLGM+XyI5s2WSd96sKYNGzpaQJCEysPvbtrwio6KkU78xUq50cXmzXlWJirov85Z9K0tXb5M//j4tj+XPLe2a1ZbqFUqpNAtXbJY9B36Vjs1ry/yvN8mff5+WLq3qydPFHotF21ncn478KYtWbVFiJsJTRQtI55b15KknCsRo45jPl8rBX44r8fiZ4oWlXbPXpEjBR+T6jVsybsZS2fT9fvnv/GUpXfJxZSWK36wEo6BqTLd5xwHp3H+sqhPKvH3nnrzTY4S0bVpLTp29IN/t+UnSp00tA7o1k9bvjZD2b9eWF0o9aYqvu7pb4RsRGSWfz18tS1ZvVRwgAoeFhUqNiqXl9VdfUk1yVx7GTaYMaeX+/fuyeuMuCQ8Lk8Z1KkuTupUl6f9FYoyRGV+ukYUrN9vK2XvwV+nwdm2bhaqZchyNT7PuFYz9E3AWqnMWrxeYo0dERqrBXrdGOenetqFqc3R0tEyes1Imzvpa/Ttj+jQy4eOutofly683yfQvV6vfmtStIq2bvKr+/8XL1+TlJr1k9ZxPJFuWDDGeCwqqVqYJxiWB4CBAQTU4+pmt9C0BCqq+5cncgoMABdXg6Ge20rcEKKj6lidzSxgE4ktQRetHTV0kMxaskQMbPlfCV/13BsrR438rMBXKlpDQ0CQypGcraddnlBTMm0uG9Gop0F6Gjp0r6xeMkNw5sqi4O/b+LG16jlTWrhA0ke+C5ZulcZ1KUvyJArJuyw+ydvOeGL+jXASIqNBq3nitohLz7IOuo33c3fuPKOH2sfx5JCoqSuYt/Vb+PHlGtiwZrY7ZQxyEqwJoRxB5M6RLLcvWfCfVK5aStxu8LE06DJEr125Ik3pVJGO6NLb0mxePkjSpU5oeHM4EVWQAnunTpZbpI3sqUfL5mh1UvqhTqRKPS7q0qaRn+0ZSqkZbGdavjcBNgDu+TxbO57buzpg54vvxuPkyf9m3Urnc01K9wnPy18kzMumLFTahE4zdsdLjpuSThaRa+Wfln9PnVDumDH9PypUuptqs6wTR+NUqZeTUmfMycfZyj8qxH5/gaDUElKD6y7G/pGHbQTJrdB95rmQR9SDUatbX9sAd+Pm4vNVpqMwd30+KFckv42Ysk2827ZKNC0cpbuXrdZHpn/WSFMmTSY03e8nBb6crh8AjpyxUD1nvjo1j8aWganXIMT4JBD4BCqqB38dsoe8JUFD1PVPmGPgEKKgGfh+zhb4nQEHV90yZY/wTiE9Bdc2mPdJzyGRZNHWQFC2cVwmA0FHgKxWinw6NOwyxCapwGVD2tY7KqhDWhQjdB02SEydPy9czP1JGbS/V7aKM41o1fkX9DuvEMjU7KovHPp2a2ATXeRP6S+ECeVx2ghZnncVF3leu3hBYO/b4cLI6eg8Rd/jEBQKjvY2LRtku4MKJ5ktXrsnhX/+UTv3G2vQmVOC3P/+Vui3fVxa5Vco9Y3pguBJUB4/6Qhat3CKHN8+Sm7duK0H1jdqVpG+nJoozAi6lMgqq7vhu2XnAbd3dMdON030FS9L+7za1tdl4FN9MeRg3ENdHD+5oO0n+2tv9pPTTj6t8r16/KWVrdVSXTw3u0cKrchyNT9OdZYgYUILqngNHpWW34bJ2/nB5JFc21Ux0Yq8OjZVKD/8TR3//Wyn7COcuXJGK9bvKks8Hq68H1Rv3lH3rpimfE8UqtZDlsz6StKlTSc1mfWXNvGGSJVP6WIwpqHoy7JiGBAKbAAXVwO5fts4/BCio+ocrcw1sAhRUA7t/2Tr/EKCg6h+uzDV+CcSnoLr0m+3ywYiZNh0Gwlixx/PHOM4POkZBFf/uP2y6bN99SLYsHSPXrt9S2s2gHs2lQc0Ksu/QMXn73U+UwGa09ITlK6xeIdZC8Fu/da+ycnUXnMX99feTyoAO/mCNQRvpNe38sdy4eUuJvPZhypyVMn7mMnXRlg6wcoWoCmO8ZhYuh3IlqPYeOlV27v1Zvls+3mahOmJAe3mlcmlbufaCqju+Zupulu+PP/0mzbp8rPy8wl2DDkZB1Ux5jsZN+z6jVXaTh3UTbSBpL1b7ohx348fZ7wElqMI3aqv3RggeCvjOuHHrtmzYule+GNdP0qZOqb40wETbqJoXrdBcJn3STV58rphS+vElAj5BqjbqoSxUP520QFKmSC7d2jRQAiwcKBudKFNQ9XToMR0JBC4BCqqB27dsmf8IUFD1H1vmHLgEKKgGbt+yZf4jQEHVf2yZc/wRiE9BFb4vt+48oAQ/BLOCqhbIIMTBFyuOje/5ZrI6av/dnsPSrvdn0q/LW/JIrpiXXaVPl0aKFcnntaCqLR5hidqlZT3J/2hOuXbjptRp8b7t1PMbbQeri560f1hjD8MnLPyGov724dHc2WPV29XocCao4qT0K2/1lpLFCqnj/PrIvxlB1RVfM3U3K6hCjG7dY4SNmVFQhQ/UDs3rKP+57lg5GjfwHxsZdV8JqtolBKyM4RbAkXDraTmePrkBJagCAjoJjo9xbP/nYyeUH9TOrepJWGio8sdRuMAj8l67Bz5VEUrVaKe+grxa+XmZ/uU38sWidervjWpXktovvyh1Ww6QDV+NUO4Btu06qPyydmpRV5lYI0RHe4o+caTTd3YFejsTR2+wlomFgPG5iYi6L+GhSRJL1VlPEog/AiEi2OTyfRN/XcCSEycBvHP43CTOvjNba64lzJIyH4/PjXlWjJk4CNjdte3zSuOemo/HzZO9a6cqAzQdNmzbJ90GTlDH8vXdNWYFVeSBI90QMnGh1LMlisgH3ZqprE+eOqfcMOLSqoavVYzRHtyNg8vFzQp+SOworhZtjQIdhN0ab/a2iYP9PvlcVqzfIbtWT1JGejpA6MTFSer3WUOlYL5cDuuIP+JIPOqcOWM6p/3iTFAdNuFLmbtkgzICLF/mKUuCqiu+aJO7upvlq/vK6L7hzt17Uq5OF2nesLpy62CmPHeC6u8nTkntFv2Vu4em9avZWBotVD0tx9MHJqAEVdxw1q73KNtgh4Ld9YMJ0qNdQyWAwkIVPjzwlUMHbaGKwYlw7cYtib4frRz74ktLjmyZpEmdyvJC7U5q8jjy21/KnH3NvOEq/plLtz1ln+DThSYJkazpk0vk/Wg5f+VOgq8vK0gCCYVA6uRhIiEhcuN2hNrk+nuBk1DazXqQgDcEUiQNlWThoXLl5j1vsmFaEggqArBQTZcqqVy4djeo2h1sjeVawrc9jo932TKmkLMBvI/zLTHmlhgI5MiYwq/V1ILqqEEdJUmSELl85bq6YR630FevUEo+HdBOGbEhWBFUv1qxWYaMnqPSwRWj8fg8RMZN3+1X/jKfKf6YEibhIiBJkiTS9Z36Xguql65cV24Gald/QRnU/Xfhskydu0pdqKWP/Gsrz9IlH5cWjWooN5DfbNwtmTOlk/qvlpdab/eV5MmSSu+OTSRvnuzy1z9nZcX675XLyYplS8qNm7el9KvtVbvQPmcBbT32+z9Kq7p1+46qy+pvd6m69OvyproQC8GKhSriO+N789Ydt3U3K6iiHBzNR9+89PxTkv+RHLJ2yx51oRf840JQNVOeO0EVvmvrtOgvl69el/Zv15F8ebLL4tXbZP3WH7wux9OHJ6AEVZj3bv5+v6z84mMbj479xkiqFMnVAw4fqsf+OCnTRvRQvxt9qBofXPx24uQZadh2sGxaPEoN4h6DJykT9jP/XZQqb7wne9dOUa4AeOTf06HHdCQQuAR45D9w+5Yt8x8BHvn3H1vmHLgEeOQ/cPuWLfMfAR759x9b5hx/BOLqyL9uYbYsGdS9Na9VKys1q5SRpEnDbY3HMfknCud160MVCfSxe9w6v3DqwBgA8Rs0HlzIpIM2kKtRqbSMnrZY1m35wZQPVWdxZy9cp26Jh4iJUOflF2X5uu/VEX99mz0u3fpk/DyBAIuAtg/p1Upw0zwuQv9o9BzBfT46QFsa2qe1uihLG/0N799WalYt43SAaPFYR4Dv2MIF80iDmhVtN9zjNy3Q2h/5v33nnjz7chvlFgBirg6u+LqruxW+qNe4GUtl949HlCXuK5WfVxd6QVCFEI3grjxH4wZcYA0Mn7kI0OZw8lz3BcbBtl2HpMUbLyvXAp6W4+mTG1CCqr5dDj4s4BP1n9PnlZl4z/aNpPkbL9uc2M4d3185SR47fYms2bRbNi4cpb6yGEOvIVPksQJ5lMsAPQh3r54kvxz7S5m6a9GWgqqnQ4/pSCBwCVBQDdy+Zcv8R4CCqv/YMufAJUBBNXD7li3zHwEKqv5jy5zjj4C/BdX4a5lIZFSUnL9wRZInTyoZ0qXxeVXu3ouQ02cvSPasmSRF8qRO879w6ar6LVOGtLZb6HVkHHHH76if8c4dXHi1cMUW2bFifAzR2eeN8CJDZ3X3Iks5e/6SVG7QXcZ82EmqvvRsjKy8LQ8C66mz5wW+dI1uGOzr6205ZtofUIIqTICnzlspy9d+rxTrNKlTyGvVXlAmxuFhocpvxYRZXwtuGEOAhem0Ee/FcGiLv//x1ylp1H6IbFs2RsVBwIOwYt33Eh4eJt3eaWBT/SmomhlmjEMCwUWAgmpw9Tdb6xsCFFR9w5G5BBcBCqrB1d9srW8IUFD1DUfmkrAIBLKgmrBIW6sNfMS+XKm0stQM5PDF4vXKPWahfLnl/v37svSb7RIRGalcZcIlQqCGgBJUjZ2kvzDYW54iDpTqS5evqS8Qjn531tnwV4HBAFFVBwqqgfposF0k4DkBCqqes2PK4CVAQTV4+54t95wABVXP2TFl8BKgoBq8fR/ILaegmvB6F5a10+atloa1Kri8kCrh1dx6jeBLd87i9cpFZvq0qeXJIvmkbdPXJGvm9NYzS0QpAlZQjas+oKAaV6RZDgkkHgIUVBNPX3lb05AIkfArSSQqZbREpYr2NrugTk9BNai7n433kAAFVQ/BMVlQE6CgGtTdH7CNp6AasF3LhiVgAhRUvewcCqpeAmRyEghAAhRUA7BTHTQp1fEwSffTQwf89zLfl4tl70r0wz8FBwgftZKCqo9AMpugIkBBNai6m431EQEKqj4CyWwSFAEKqgmqO1iZICFAQdXLjqag6iVAJieBACRAQTUAO9WuSaE3QyTbugc+to3havEIuVkoMvAB+KGFFFT9AJVZBjwBCqoB38VsoB8IUFD1A1RmGe8EKKjGexewAkFIgIKql51OQdVLgExOAgFIgIJqAHaqXZOSnk8imbcni9XQOzmi5FLZe4EPwA8tpKDqB6jMMuAJUFAN+C5mA/1AgIKqH6Ayy3gnQEE13ruAFQhCAhRUvex0CqpeAmRyEghAAhRUA7BT7ZqU+niYpDUc99c/384TJZefo6DqyQigoOoJNaYJdgIUVIN9BLD9nhCgoOoJNaZJ6AQoqCb0HmL9ApEABVUve5WCqpcAmZwEApAABdUA7NT/NylJRIik3xcuyU+HSnRSkRA77fTGY5FyrVhE4ALwY8soqPoRLrMOWAIUVAO2a9kwPxKgoOpHuMw63ghQUI039Cw4iAlQUPWy8ymoegmQyUkgAAlQUA3ATv1/k9IcCZM0R8Plfni0XH8yUsKuh0j41SQSlTxaIjLclxv0n+px51NQ9RgdEwYxAQqqQdz5bLrHBCioeoyOCRMwAQqqjjvnxMkzcu7iFSld8nGPe+/Az8clZYrkUrhAHo/zOPPfRfnh4K+SN092eeqJAh7nYyXhjz/9JunSpJKC+XJZSca4FghQULUAy1FUCqpeAmRyEghAAhRUA7BTDU2Cher1JyIlKmW004am/DtMkkSI3CjIC6rMjgYKqmZJMR4JPCRAQZWjgQSsE6Cgap0ZUyR8AsEqqA74dKYsW7Pd1kEZ06eRZg2qS+smr0pISIjMWbxetu48KDNH9/a4E7sPmiR582STLq1e9ygP1A/1rFC2hBQrkl/aNXvNo3ysJurYb4wUf7yAtG1ay2pSxjdJgIKqSVDOolFQ9RIgk5NAABKgoBo4nYqj/RBQL5eJkLtZokw1LPRWiGRbm1zFvfVopFx5li4AzICjoGqGEuOQQEwCFFQ5IkjAOgEKqtaZMUXCJ5DQBdUfzzxgmCO1SM40vuMJofLmrdvSs0NjiYiIlB17D8tHY+bK4mmD5InH8iYIQbV512HycsXnpFHtSr5ruImcKKiagORlFAqqXgKkoOolQCYngQAkQEE1MDpVH+/3RBiFhSqE2Ii09+VihXvKRQCDawIUVDlCSMA6AQqq1pkxBQlQUOUYCEQCCVVQvX5PpMkSkTM3HlIfWF6kVmHf9AIE1ejoaPmodyuV4fmLV6TC611l6fQPpUjBR2IIqleu3pD2fUfL7ydOqbhFC+eVvp3ftB3lx7H8EZMXyt6DRyU8PEyqlHtG+nV5S4wWqpFRUTJ07Dy5feeuKjMsNNRlQybM/Fomz1khuXNkkfRpU8ugHs3VMfxPxs+X3fuPylNFC0iDmhWkeoVSKp9hE76U0CRJ5I+/T8l3ew5LmWeLSp+OTeTzL1fL5u8PyHMliyhLWe1+oPfQqbJz789y6cp1KfBoTunYoq4tL6OgCkaLVm6RLxavl+s3bkm9V16SxnUrS/YsGX3TEUGaCwVVLzuegqqXAJmcBAKQAAXVwOhUWJpm3pZMbhaK9OjovvKtmjKaYqrJ4UBB1SQoRiMBAwEKqhwOJGCdAAVV68yYIuETiCtB9dhFkRv/v5T1sUwiaZI+YOPs7/03iaz/Iza/+a9by8dZD0BQ/e2Pf6T2yy/K3bv3ZN2WH5TPUIid9kf+r16/KV+v/U6efrKQJE0aLjMXrJE/T56RJZ8PVtattVv0l6yZM0irxq/I/fvR8vn81TJvQn+boNqpRT0ZOHKW/PjTMZkzrp9kzpjO7cD44+/T0qjdh9LmrZpSomhByZ83lzTt9JH6/03rV5MTJ89KzyGTZcNXIyVX9szSvs9o2XfomHRv20Dy5cmhyvv3zHl5582aSlyFC4M0qVPKsH5tVNnzl30rBfPllkzp08rWXQdl9LTFsnPlREmXNpUYBdVvNu2WQSNny+AeLSTfI9mVyJsuTWoZ0qul2zYwgnMCFFS9HB0UVL0EyOQkEIAEKKgmzk5NEhEiaQ+FybWnIm0iKP7mC+tSnffNQlESke5+4gTk51pTUPUzYGYfkAQoqAZkt7JRfiZAQdXPgJl9vBCIK0G1zSqR/f8/vj+lpsizOR8019nfK8x+KJwawRTKJHL84oO/mMnHlaCKY/4lihYSkWg5c+6SskAd3r+NVHrx6VhH/m/fuSc/Hf1D/jp5Rg7/ekIJrL9snS279v0irXuMkDXzhsujubPFKA4Wqo/kyip37t6TLTsOyNzxEF7Tm+7nUjXayahBHaRc6eKye/8RadX9U/libF9JlfKBizAInRCEm9StrATVp4sVUgIqwpjPl8jxE//KxI+7qn9v2XlAPvh0pny3fLz6d1TUfTn2x0n59feTcu7CFRk/c5ksnDpQniycL4ag+lanoapdb71eVaU7evxv+WT8l7Jr9US3VramGxqEESmoetnpFFS9BMjkJBCABCioJr5O1b5SIXz6w+8pjv/DDQDE2Yvl71FUdTBEKKgmvueGNY5/AhRU478PWIPER4CCauLrM9bYPYG4ElRH7hT57f9C6HtlRQpnelA3Z3+vvUDk1PXY9a/12MO/m8nHGQH7I/+IB+vLVRt2KnHUeCkVhNYW3YYpC89SJYrI3XsRKh4E1aXfbFfH7feunRKrKAiq3+35SW7dvqMsX+vWKOe+QwwxjIKqvqCq5JMQgB+Gii+UVJax9oLqtHmr5NCRP2yCqhZkUeebt+5Iu96jlJha6cWSkiNrJmVVu2DSACn+RIEYgmq5Op0lZYrkkiVTTCF4zIedTFnaWmpwEEWmoOplZ1NQ9RIgk5NAABKgoJr4OjXZ+VDJtD2p3M18X66UuqeO6vsyQKjNsDOpJLuQRF1SBdGWISYBCqocESRgnQAFVevMmIIEKKhyDAQigbgSVK2y23dapN3qmKmeziEyzUcXzzsSVDds2yfdBk6QgxtnyIKvN8rWnQdl5ujeMnziAmWZOeOzXhIamkQJlU06DFGCKuLgiPy2ZWNjCYwQVE+dOS8vli4mU+aslK+mDJRiRfKZRmEUVLftOiQ9Ppzs1DLUXlCFQHrwl98dCqqbvtsvXQaMk52rJiq/rAhFKzR3KKjWf2eg1K7+gnIzwOA7AhRUvWRJQdVLgExOAgFIgIJq4uhUWKXeyRllqyxE1btZHv7bH62IizL8Ue+4yJOCalxQZhmBRoCCaqD1KNsTFwQoqMYFZZYR1wQSqqAKDhBVt/4lcua6yDM5H1xIpX2vessJgurNW7elZ4fGEhERIf+cPi/DJ3wpeXJlVSKk0UJ14qyvZcvOgzJ5WDeJjIySibOX2478X756Xao16ik1q5aR9s1qS1hYqErb9Z36MS6lghUrrFkXTR0o+R7JIXAh0LTzUGW1+ma9Kg6bYxRU4ce1SsP3VPyu77yu4u89eEwiIiPVJVhWBNXdPx6RVu99KstmDFGXS8FP6tCxcx0KqrB0nbtkg0z6pJs88VheOXX2gixZvVW6t23obRcEdXoKql52PwVVLwEyOQkEIAEKqgm7U2EtiiP4EFSvPx4h15+IH2vR1L+HSUhEiKoDgwgFVY4CErBOgIKqdWZMQQIUVDkGApFAQhZU/ckbgiqO0euQMX0aqVq+lLzb6nV1MRNERPg9hYUq/Kt27j9WWakilCtdTL7bc1hZqCLAj2r/4dPlv/OX1b+fLvaYzB3fT1mUwv9o55b1lM/S3kOnyv7Dv8miqYOUv1aImiu/+FgKPPp/h7J2DX4gqHZU5SEc+Pm49B82Xf7+9z/1bxzFxyVTlcs9rQTVZ4o/Jq2bvKp+s7dQ3XPgqHTqN1a5JsDFWd0HTZRvt+9TcSu9UFI27zggX03+QIo9nl+1Ff9t81YtuXcvQkZ/vkSJxDrA7cHsMX382T0BnzcFVS+7mIKqlwCZnAQCkAAF1YTdqWmOhEmao+HKn+mNJyLlRsG4F1RDb4VItrUPHNH7w2drwu4Bx7WjoJoYe411jm8CFFTjuwdYfmIkQEE1MfYa6+yOQLAKqu64OPr99NkLkj5dGkmZIpnD5BcvX5PkyZLaLo1yVca4GUvl519PyLQRPSxXBdaqERGRkilDWgkJwczkWbhw6apyYZAhXRq3GURGRcnFS9ckbZpUkiJ5UrfxGcE1AQqqXo4QCqpeAmRyEghAAhRUE36nwkIVlqm+9pVqpeX6IqyoFNFyvupdK0kDMi4F1YDsVjbKzwQoqPoZMLMPSAIUVAOyW4O+URRU42cIwDcpLFfLl3kqfirAUuOVAAVVL/FTUPUSIJOTQAASoKCasDpVC5eXy0T43Ueq1ZaHX02iRF1YywZ7oKAa7COA7feEAAVVT6gxTbAToKAa7CMgMNtPQTV++vXkqXOSK3tmZSHKEHwEKKh62ecUVL0EyOQkEIAEKKgmnE6Fn9K0h8JVhW4UiJRrJRKuv1L4ds2yMZlcKntPItLdTzgQ46gmFFTjCDSLCSgCFFQDqjvZmDgiQEE1jkCzmDglQEE1TnGzMBJQBCioejkQKKh6CZDJSSAACVBQTTidqkXKq09FyJ2cUQmnYg5qAjcEKf8OU9aqF8sHn6hKQTVBD09WLoESoKCaQDuG1UrQBCioJujuYeU8JEBB1UNwTEYCXhCgoOoFPCSloOolQCYngQAkQEE1/joVlz2lOxQuEFDj0z+qJwQg/qY9FKZE1Ysv3Utw7gk8aZOVNBRUrdBiXBJ4QICCKkcCCVgnQEHVOjOmSPgEKKgm/D5iDQOPAAVVL/uUgqqXAJmcBAKQAAXV+OlUCJEQJCFM3skRpY7OJ8aQ7Hxo0Imp6CcKqolxtLLO8U2Agmp89wDLT4wEKKgmxl5jnd0RoKDqjhB/JwHfE6Cg6iVTCqpeAmRyEghAAhRU46dTIURm2p5UialXSkUExEVPaQ+GS5JIkSvPJlzfr77qbQqqviLJfIKJAAXVYOptttVXBCio+ook80lIBCioJqTeYF2ChQAFVS97moKqlwCZnAQCkAAF1bjrVFil3no00lZg+NUkAXOhE9wXZFubXLUNbbz2VGRAiMTORgcF1bh7blhS4BCgoBo4fcmWxB0BCqpxx5olxR0BCqpxx5olkYAmQEHVy7FAQdVLgExOAgFIgIKq/zsVYmP6vUkl2YUkcv3xCLn+xENR1f+lx10JEIgzbUsq9zLfT7QuDMzSoqBqlhTjkcBDAhRUORpIwDoBCqrWmTFFwidAQdVxH504eUbOXbwipUs+7nEnHvj5uKRMkVwKF8jjcR6+SHj1+k3ZufdnebnicxISgpmMIb4JUFD1sgcoqHoJkMlJIAAJUFD1f6em/h3+UsOVxSaOw9/JGeX/Qh2UEHozRCDuItzLct8vdYCoigu20NZADhRUA7l32TZ/EaCg6i+yzDeQCVBQDeTeDd62BaugOuDTmbJszXZbx2dMn0aaNagurZu8qkTHOYvXy9adB2Xm6N4eD47ugyZJ3jzZpEur1z3OwxcJfzn2lzRsO0gObZohYaGhvsiSeXhJgIKqlwApqHoJkMlJIAAJUFD1T6dCuISwqEOaI2Fys1BUvAmNaY6GC+qgQ0T6aLnw0h2JDvdP+5ErxNWMO5Mqa9WIdP4RcP1Xe9c5U1CNL/IsNzEToKCamHuPdY8vAhRU44s8y/UngYQuqP545kHrc6QWyZnGdyQgqN68dVt6dmgsERGRsmPvYflozFxZPG2QPPFYXgqqvkPNnBwQoKDq5bCgoOolQCYngQAkQEHV+05Nej6JpD3yQJm8nzRaolJES4qTofFqjWpsVfiVEMmy6YF/U2O4WjxCbhbyn/sBCLgQcuPbMtf7Ho6dAwVVf1BlnoFOgIJqoPcw2+cPkhV4BQAAIABJREFUAhRU/UGVecY3gYQqqF6/J9JkiciZGw8JDSwvUquwb4hBUI2OjpaPerdSGZ6/eEUqvN5Vlk7/UIoUfCSGoHrl6g1p33e0/H7ilIpbtHBe6dv5TdtR/jP/XZQRkxfK3oNHJTw8TKqUe0b6dXlLjBaqkVFRMnTsPLl9564q04ylaOMOQ+Sl54vLhq175d8zF6RujRelVtWy8tnURQKr01rVykqXlvUkfbrUsu/QMflw1Bdy5twlVceKZUtI/65NJV2aVCqu0UL19NkL8sn4+bJ7/1F5qmgBaVCzglSvUMo3YJmLKQIUVE1hch6JgqqXAJmcBAKQAAVV7zoVx+izrYstVkq0yI2CkXKtRPzfeA/BN/P2ZLEaejHzfblb/q53ANykTr8vXJKfDpWL5QPLSpWCql+HDTMPUAIUVAO0Y9ksvxKgoOpXvMw8ngjElaD66wWRG/fMN3LhzyJb/oodf0pN83kgZpHMIqmTxk4DQfW3P/6R2i+/KHfv3pN1W36QgvlyKbHT/sg/fJB+vfY7efrJQpI0abjMXLBG/jx5RpZ8PlhZt9Zu0V+yZs4grRq/IvfvR8vn81fLvAn9bYJqpxb1ZODIWfLjT8dkzrh+kjljOlONKFqhuTyWP7e0a1ZbRKJVfvDJ2qNdQ3kkVzbpP3y6dGpRV+q98pL8fOyEHP/zX3m80KNKtB04YpZUKFtCurdtGENQjY4Wqd28n5QoWlCa1q8mJ06elZ5DJsuGr0ZKruyZTdWLkbwnQEHVS4YUVL0EyOQkEIAEKKh616n2R+l1bjcLRMrVBCCmoj7/Hg+T536KfbZ/Z5b7kvcl/wqqKD/Z+VC5myV+/MZ617vOU1NQ9RdZ5hvIBCioBnLvsm3+IkBB1V9kmW98EogrQbX1SpGDZ71vKZx4WblW6fPXREpmdyyo4ph/iaKFlFgJy05YoA7v30Yqvfh0rCP/t+/ck5+O/iF/nTwjh389oQTWX7bOll37fpHWPUbImnnD5dHc2WIUBAH0kVxZ5c7de7JlxwGZOx7Ca3rTECCoQpgt+STqKPJG28HyapXnla9XhBGTvpKLV67JsH5t1L9hZbv/8HE5d+GybNi2T9KmSSkTP+4aQ1CFJWur7p/KF2P7SqqUDwxRBo2crYTlJnUrm64bI3pHgIKqd/yEgqqXAJmcBAKQAAVV7zrVmaDq7+P0Vmp97OdwqfhrWKyV4Bfp7kvVKv4XVI11hcUqAi7nSsyBgmpi7j3WPb4IUFCNL/IsNzEToKCamHuPdXdGIK4E1RE7RH5/cBrdVEDcqw6Wxk9mFUlm4V6lHi+IFMoYu0j7I/+IMXnOClm1YacSR42XUkFobdFtmKRJnVJKlSgid+9FqHgQVJd+s12GTfhS9q6dEqsQCKrf7flJbt2+oyxf69YoZ6rtOpK9oNqy23ApX7aEvP1/QXXS7OXy25//ypgPO8nazXukx4eT5elij8njhR5Rf0+eLFymDH8vhqC6cv0OQdu1SKvLqvhCSWVhyxA3BCioesmZgqqXAJmcBAKQAAVV7zrV2XH685XvCC5+iu8QfilE0mxJJkklRFaLSNpoEfjWf0ZErodHy41X/HsxlbH9uKgry8ZkkiQiRO5mvi+Xy96Lt0u6vO0XCqreEmT6YCRAQTUYe51t9pYABVVvCTJ9QiQQV4Kq1bbvOy3SDgtmQ3g6h8i0WlZzchzfkaAKq85uAyfIwY0zZMHXG2XrzoMyc3RvGT5xgRw9/rfM+KyXhIYmkUNH/pAmHYYoQRVxOvYbI9uWjY11lB+C6qkz5+XF0sVkypyV8tWUgVKsSD7TDbAXVGEJW650cYeC6mtv95OXK5WWDm/DPYDIzK/WyA8HjsYSVHf88LMSXnetnmjKj6vpyjKiJQIUVC3hih2ZgqqXAJmcBAKQAAVV7zpVXbyEC6kM54CuPxEp1x+PPwvMmxEPKpPutkjmrQ8EzHHJ78ucO0lsjR0nImVF5HaOKCVsxlUIv5pEMm1LKndyRiVqK1UKqnE1YlhOIBGgoBpIvcm2xBUBCqpxRZrlxCWBhCqoggFE1a1/iZy5LvJMzgcXUqVx4A/VE14QVG/eui09OzSWiIgI+ef0eRk+4UvJkyurOiZvtFCdOOtr2bLzoEwe1k0iI6Nk4uzltiP/l69el2qNekrNqmWkfbPaEhYWqtJ2fad+jEupYMUKa9ZFUwdKvkdyCFwINO08VFmtvlmvisMmWBFU3+o0VArlzy3d2zSQf8+cV8f4M6RPHUtQvXnrjlRp+J4qt+s7r6ty9x48JhGRkeoyLYa4IUBB1UvOFFS9BMjkJBCABCioetepKf8Ok7SHwuRymQiJTHlfolLFr1XqgqPhsuJ4qLySJUp6XgyV0Lshcv2JCLn+eKT8eSVEbkSEyIkrSWThT+GySESyisjVpyLkZsFI70BYSA1L1aiU8cvJQnUdRqWg6i1Bpg9GAhRUg7HX2WZvCVBQ9ZYg0ydEAglZUPUnLwiqy9ZstxWRMX0aqVq+lLzb6nVJlzaVzF2yQfk9hYUq/Kt27j9WWakilCtdTL7bc1hZqCLAjyouiPrv/GX1bxy7nzu+n7IEhV/Vzv9j7zygpKiyN/5VV6fJeYiSg4CAKChhCQsmDCCu7gKuWQyYUDHBqqh/MCPqiohgWhcRI4iiEiRIUFBBESQJuBIn5+lY/3NfTw8TmQ7V3dXV953DAWaqXvju64L51X3fvf4yuFxuPDD9Nfz4y24sem2a8Gu94d5nsOTtGejYtmWDS20SqL69GHv3/4mZ027D+s3b8eD015BfWCIKV3XteIqwKCAIvGP3AVxx0zRsWzlfZKX+tH0Ppj41Dwf/PCbGpevJh3XE4DNCKTn3XUMBVYEqpUwvX7sFN467CKkpicJAlzZwYkIcHrpjvKhgprfGQFVvEeX1sALBK8BANXgNKQPUbYo8IPwlR8bUtWakAVhoUJDhllDW3omiM+pny87dagJyDXi02JPNmjPcBmcELAooYzV9gxn5A+1wpLiDD0aYemCgGiaheRhdKcBAVVfh5MWESQEGqmESmocJqwKxClQDEfnw0VykpiQhPs7S4O15BcWwWszVxZ5ONsZL8z/C9t/2Y+6zkwOZSoP3OF0uHDmWh+bZGTAZmzaaLSopg8PhREZaMiTJn1Jfqk05ZjtSFagSuSeaTxSfKpMN+9skdOnQGhRg+p2MdPXWGKjqLaK8HlYgeAUYqAamoVYq1686aMTwtieyS9/5wYTbjxuQWG5AeWsnCs9ynLQsaeJuI5J/MYns2pxzbFA8NaPC1pK3mpC4zyjGo0JV5TXWErZJBDAQA9UARONbYl4BBqoxvwVYgAAUYKAagGh8i+YVYKAamRBdPuFRkbk6dEDvyEyAR42oAqoCVTLQ/dvFQ4W57gdLVwu/h28+nCU8LS6++iFs+XIu4qwqmWWESDaq9OZ2Kz7Pk4FqiALB3bICUawAA1X/g5e4l475m1Da0Yni0yPjlUrZqO/tMGJ7rgE39nZgVCcnJCeQsdYCc4EBlc1dIuuzprdrYytNWWtGQo4cdj9V73xSt5hgPSwjf5Ad8fuNoKxVxajAluVCaWdn2CGvLzuCgaovKvE1rEBtBRio8o5gBfxXgIGq/5rxHdpXgIFqZGL0x6HjaNU8UxS54hZ7CqgOVMeNGYFxl47AlCdfF94Un7zxfyivsKHfyJv9robmbzg+WbYO/3p6fr3bzh92FmZOmyh8KAZfeke978+feT/6n9EdCz5ZiXkLPCXoxo85BzeOv0j8mVK+Lxh/P5a+8ySaZdHBzxONgaq/UeLrWQH9K8BA1b8Ye4sq0TH//AF2UVwpEm3JXiPmbTMhK17BhN4O9G/uQsY6Myy5MuzpLuQOtQM+/F+JCljd9YUFbzuBLEgo6uNAWYfw+al6tSM90zeaYc6pPelIF/hqLLYMVCOx63nMxhSQyyRYcg2Q7BLsWS44ImDf4Ut0GKj6ohJfwwrUVoCBKu8IPSrAQFWPUeU1aV0BVYEqwUwy5732HyPx2PNv4ZarR4n0Z/JWHT/xCSxf+BxaNs8MmSalZRUCftZsD86Yi9O6tsPUu64S3xsy5k5hPdCmFZUN8bTszDRYzCYMvexOzHv+fsRZLRh55f3YunweTCYjnpvzvsd8+LZx9ebOQDVk4eSOWYGoVYCBqn+hI/BHRaio0RH1cLVj5RKW7DEKeOptBFUpMxUKhA+p9agsfEhzh/p3dH/6BjNKjsh4CwrIyoiO/juTw+8J2/KjuHpy0jyOn1spvq4Vr1qaCwPVcO18HqcpBSi7m15G1GxFvRwo6xz+FyNNzZWBalMK8fdZgfoKMFDlXaFHBRio6jGqvCatK6AqUP3f4eO45q4nhY8qZXJSdmpKUgImPfJv/LxzH1a8PxMGQ/hMcn/esQ/jJj6BZf99RgBUL1ClTNP2bVrUis2fR3Jw/rj7hC0BwdWew6/Dp2/+H5ITE4RdwRfvPoWsjFQGqlrf0Tw/VkADCjBQ1UAQmpjCrC0mkFcqtelD7OiZVTsrlo7Mxx80wpnoRs4wG5SGPesbHYWyVP9vgxlTkxR02S/DmVDlp+oZMmytIaDqildwbKQHqDZfYhVQlaBx3lB7dSEwysxzmxDWolYMVMO2LXigJhTIJJuPOpnd5IV8ZFSF5rRjoKq5kPCEokABBqpRECSeot8KMFD1WzK+gRUIWgFVgSrNxm534MjxfJzSMrsanhLYTElORNvWzYKesD8dXDvpKXRs2xIP3321uM0LVIcP6iPmQ4WyRl/wFwF9KQO1/8UT8d7sh0W1t3PHThYZqs/Mfg/xcVbcfdMVOJ5bKCq90S9v4wxVfyLC17ICsaEAA1Xf4kxFqNxmJazQzjszL1C9uKMTV/ZwIsF0InvUW9TJZVWQM7wS7vpJnr4tkK5S4LENID/VVk4U9A9fBi4N32yZFXJ57ReZ5W1dKOxrrwVU6S+H/3YCFtUEsTW/nrTTJI4/hwK2MlD1fVvxlaFVoKHPTd3PSGhn4HvvDFR914qvZAW8CjBQ5b2gRwUYqOoxqrwmrSugOlAtKCrBN+t/wqGjuRg+6Az06NoOn6/chIy0ZOFTGq627rtfcMsDz2PVBy9U+56SJcCL8z4UR/xLSstBnquZ6Sl4f86jMJtNmLfgc7y96EsxxbGjhwvYOub6h/H1wmfx0vyPsWbjVjgcTtx+3Rj8Y/RwcV1xeXh/OA6XfjQOJRMnxpngVoDSCv2uM5ya8lixoYDFaBCFi2wONxQFYc3MjxaFDaUS4pfKYroV57vgSgvdcfhSB/DRTgMSTMDl3dxizKOlHsjYPLH2uObtBlh+MkAxKygb6YKSrIKiNkD+WEa8U0JlfxccnUO31rqzNeQD8auNkMo833E1U1Ax0AUlsfaVxmMSnM0885IcQNw3MqRSCP/I0rEnjjkn/edEim3JVSe+bl1vgJIEuNIA5ykejf1tBIaMLgMqEBkPXX/ny9frV4GEpUYYCuqszwyU/EN7R/5lCbCaZZTZ+HOj3x0JuN1uSOQfw00VBUjJxHgTSnT8c5wqQnEnUaVAcrwpqubLk2UF9KCAqkCVMlNHXTMF5RWeo4RPTbkJl5w3EM/PWYRPv1yHbz6aBaPs+QE6lI2yTS+f8AgGn90L99z890aH2v/HEXGcn7JSe3XvKK4rLi2H4laQkpyAh595Ay2aZWD8pSMwaPTt2LzsNezYfQCPPPsGvnj3aXG9nv8hJqCaUAVUyxiohnLLct86U8BsoiJAEuwOl3ghEUank6hRMv5rI+TjEpyt3agYFjoQsLdAwqSvjShzQADVhZc5kNjI/zeN+yTEbTRCMSooP98Jd+0ahAFr+/JmA/btkvE6+akagPILnXDXd5AJuP9w3UgQ3Pi7BONRA1xpbtj6ecCpXCAh/nMPaHUnKCgb44FOHjBrhDtREQDX1quRONuB+DVGyMc8sEBJACoGOOFqHj7wHC4NeRztK2D+TYZlS/3qc85TFFQM1R5QJSstAqrlldqbm/ajHT0z5P9LqB8rAqqlDFTVF5Z7jJgCSQxUI6Y9Dxy7CqgKVGe/9SlWrf8JLz5xhyhKdcm5AwVQ/XXXAfz95mn4csEzwgog1I0yYu9/Yg6+Xfwy0lKSGh2urLwSZ114C9544QGc3adbresItv795sew8oOZ2LnnICY/NhvrPn0ZR47l4Zx/3IvNy+YIKwA+8h/qaHL/rED0KcBH/puOmanIgKRfjSjs56j27Wz6rsCuuGGZFdnxCsZ3d9bzSvX2aD1kQNoms8gszh1qhyMjsCzLhmZIfqo3LLNgvEPCLUDE/FQDU6/pu8iDNf6gDMnuyWgtPt1zooFsDjLWegr72DLJo9Um/kyxz1phEV8j71aD03N/zVbT57XpGfAVrIA6CpBvMvknUyvu6YDkkmAqNEAuBYpPd8JWx2tZnVGD64WP/AenH98dmwrwkf/YjLveV81H/n2L8Ferv8dZfbo1yIkoMc9mdwgLyFA1h9OF73/aibyCIpwz+EzBlELdikrKsGHzdlzw17P4tIPKYqsKVIdfcTcmXHkxxl06Ajfd91w1UC0qLsPAUbdh4ZxH0fPU9iovoXZ35OF6wZX34/KLh2HiNaNrfXPNxm2otNnQ/8weMBllzHr9I3Hsf8Wi54WPas1GQLZLx1Nw4/iLQBtw4CW3YdPS2QIOz3jpXSx5e4a4nIFqSMPJnbMCUakAA9XIhY0KTS3YYcRdfR3V8JSAZk2P1LqzsxwzIH29Wfid5g+0w9ZCPZjqHWvTYRm/F0i4I88QMT/VcEeFQKuAUVUeruVtPRl0dUErnWKtWwCIrqMCQFQIiBsrEE4FCKjasxR492s4xw5kLAaqgajG98S6AgxUY30H6HP9sQhUf//jCC65+iHULDo+87VFmP/eF9i6Yr5gPtSITfXq1hG3Xz8GPYZdi3f/PRV9TutcbyNs3PIrbpz8LNYv/jdSUxLxwPTXBA/q3L61KpvG6XLhvLGTkRgfJ+oLPXTHlWjZPFOVvk/WiTfBcdvK+WE5MR7yBWloAFWB6riJT+CM0zrjvoljawHVzVt/AxWIWvPxi8KzNJRt4eJVwmJg1QczkZQYX2uo5Wu3YMqT86otCdJTk/Dsw7ei/5m1vV33HTiEsbc+gTUfz6p+Y/DcnPex+MtvYTIZcfeEK0TmLTUGqqGMJvfNCkSnAgxUG44bAbbEHUaUdneGJCuVQOrCnR4C1yPTjSerMiJPtotM+RIy11gAN1B4lgMVp4TOfoDmIdmAZl9bYbBLKDzTjvJ2oR1Py58gb1GylG2mBoFqzWJYWl4Hzy36FSDoT1nRvjR6jrlrFLHz5Z5QXsNANZTqct96VYCBql4jG9vr0jxQPVIVH/Lxb/wQsV9BVBQFQ8bcKQqIX3bhEHHv5RMeFSeMvcl8VAPn9HNvxLzn7sOAvj1OClSp5s7BP4+ha6dTBHgk+PrmCw/irD6n+jWvxi4mLjbxoVkiUU+W69sLqTJIA50wUA2VsoCqQJWKOr32n8/wfw/cgPcXrxLQsVO7VoLspyQnCq/SSDd6K5CXXyymkZ2Z6lfKMxWyslrMAqp6GwPVSEeUx2cFtKcAA9WGY5KxxgJLrkFkfhX2VafQ3bFyCc2qQAhloj602ozRXVwYUZUNebLdYSyWkLnaAgIkhX3sKO8QHrh5aI8RfX82QpGBnHNscNUpjKW9HR3aGSXtNCFpx4l/V2k0R5qCnOEeP3ZurECoFKDPPmWkUoZ0Hll9pDSenU4vAOhaOvav1vNLjXUxUFVDRe4j1hRgoBprEY+N9WoWqNoBfAigtEYchgLoqk5cHpwxV3RE9XuoHs6Aiydi2MDThaXj1Vecj5937AMl/nktGwmSUtbp+s3bBTylYuQTr70UcVYz9h08jCkzXseC2Q+LYuaU6dq6RRZSkxMx5sLB4tot23bh2dkLQdmx5w45E+PGnOPTKezDR3Pxzzum41hOAU7r2h49Tm2PR+6+utH+9u4/BFrbhSPOxrsfLRfF0ak+EBVTf+2dJaBi8Fddfh5u+uclYv00r8dnvg2qa0TtrwNPx9RJV4mT2HWBKs3lyZf/i00/7kTvHh1xxcXDcP6wfuoEJMZ6URWoEqx8cPpcLFv1XS0ZaRPOfnISOrZrpTt5GajqLqS8IFYgaAUYqNaX0HpYRvpGs8jsOj7SFnSG1y85Mt7bYcT2XANeH1lZDVV9DZ5c6oGpsk1CyalOlPRQB/A2Nb7XT/Vqh4QbCRwmuZEzwgaEvl5jU1OL6PcJqsblyjBQMTfZjYJ+Nj7uH9GIxMbg3pc89FxqCqhSFmuzZR6fM3oRcjL4Gk71GKiGU20eSy8KMFDVSyR5HTUVCBtQzQNAkJRaBgCPXT7Q2NdXAtjXQKz+5mc/jYR78Vfr8dyrC0W9G4Kkc95ZIhL71m3ahpen34W33v8SK9b9II75UyOg2rFtS9xy9WjhlXrfE3Mwc9pEUdC8JnikmjqXXvcv3H/bOHTv3BbNs9OhKMDIK+/Hvbf8XVz/1Teb8fGytVi5aGaTiXoVlXa8PP8jrPz2R5GASKepyT+1sf62/7YfY299HOcO6YsrLhmGbTv24ZU3P0G3zm0FRHU6XbjviVer7Q6279qPPb//Kb5fUWnDo8++KcAyQdia66I1jL52Ck7v0UkA2f1/HBX9fL3wObQKg/2A3j61qgJVrzgUzN/2/AFKmW7TuhkGnNlDEH89Ngaqeowqr4kVCE4BBqoN60cFX+hYrRqFXR5aY8GvuQbEmxRM6utA/5a+Z5caKoCsbyyQK9TNlvV11yzZa8T8bSa8ZVDQwy2JY/90/D/WW5xFhtUko6D0hBYEWss6hcYiItb15vV7CqSlbzAL72RfACllUifsNaJggEOV55gaMWCgqoaK3EesKcBANdYiHhvrDRtQ/YyM7qs0vRhAy6o/N/b1t2qA05qhIBhLEJaaL/00EsY/j+Tg/HH34Yt3n8bir74VR/Up25IsHOlo/e1TX0TPbh2q6+vU9VCl09SZaSnCtrJuJmfdI/9UhH3pio14/tGJYjYENQl6fjTvcZzaqU2TG+3DpWvwwWer8f5rj4prT9YfZaRS39u/eVPA2vKKSvQbeQsWvTYNPbq2E/ePuf5fIgt3zMjB4u85eYX48Zc9OJ5bgK/XbEFyUjxemTGp1rook/WGe57B2y8+hIR4z4viac+9hdEX/AXjx4xocg18QW0FVAWqFPTySpsw2SVPCMpY/fHnPYiLs/iUBh2NwWGgGo1R4zmzAqFVgIFq8PpSEafP9pw4Bn5eByfSraguNEUZqr/kSBjd2XXSglN1Z0KV6AmmGksNqGjpQkF/Kk0f/Hz97YGg6nnNXGhHlgN2Cfln21HZ2nco7O940XB9XaCavNWExH1GVS0iokEHnmNoFQjGA5XupcYeqqGNEffOCoRaAQaqoVaY+4+EAmEDqhtqgFAqK0NglFpjX38PQEkDinSp8XVf+jmJqFQc/Y7rL8Oiz1bjzusvw9lndMfZF92KN2c9gH/c/BjemvUg+p3u8UGtC1Snv/gfOF1uPHrPNU0CVTqCv3Ldj+ja8ZRas7n1mtEY1O+0JsNeF6ierL/kxPhaQNXlcqPXiOsFjCXLAGr/vH06LhzRX4BQOiU++fFXcUbPLujWuQ12//4nrBYT5jx9b611LflqPR5+5o16Rbn+OqgPbhh3YZNr4AtqK6AqUJ399mK8uXAZVix6HmID3PI4KFuVGqUa6zFADFT5I8UKsAJ1FWCgekKRQCpmHyuTMOFLzxtTb6NyMRlWBW9dFLivpuQEMtZaYC4woDLbhfxBdiB8fvANflDMxw3IWGdmP1UAdYEqZQ9mrDF7PG77OqKm6jo/EbWrgHdPVbbUlg9qMIpxhmow6vG9saoAA9VYjby+1x02oOqvjIcBLK1zUwsAHutPVdrjL7yDnNwCrFr/E77/Yo7IvLxn2myYTDKWLt+IH76aK2rhUPMXqM6feT/6n+EpYk7Fzw/874iwEgik1QWqJ+vvl52/1wKqbreCnsOvaxSojrpmCi4YfnZ1Ju4bC7/A9z/trAdU13+/XYDXjUtfEdm83IJTQFWgetUdM3Daqe3xwG3jsHHLr7hx8rN4bPJ1wjD3vU9XYtUHLwQ3Ww3ezUBVg0HhKbECEVaAgaonAHTEn4AqZXOJ4ks+VtFesNOEhXWKFFF/3TJceGSQw6+M1Oqt4IYAl5ZcGfY0N3KHasO3lDxVdy234OIKKeb9VBs68k8ALG6/jOLTw+NxG+FHBw8fQgXIAzVrhacInSPZjbxh9oAzTamv1M1m2LNcKOnuDOGsm+6agWrTGvEVrEBdBRio8p7QowKaBaokNkHVA1UZqWQRQAWpVHSE/Gr1Ztwz7RWRuek9Tr9oyTd4bObbojjVGy88UB1yf4Dq9Xc/jX59TsWN4y9GeXkl9h08BGJeVABr5IizUVRchuVrt6Bvr67o1L4VFnyyEou//BYEYRMT4upts7pA9cdfdjfaH/mg1jzy3xRQpWzVzh1a456brgDZINAx/rTUxHpAtay8Euf8/V5hEzBpAhnZApu37oLD6cQ5g8/U40cjpGtSFaiSd8UtV48SwfFmq5JvRVlFpai2Rr4WbVs3C+mCwt05A9VwK87jsQLaV4CBqidG3oIv/mYXNgZUb+jlwOjOAcALBcIn0XpUFtAyd5gNior/iQtmRy7YYcT7O014R1LQTZFQ3t6JwjNiEx42BFTrahvMce1g4sT36kMBesEjlxlQMDBwmEpKWHJkZKxVr8heMOoyUA1GPb43VhVgoBqrkdf3ujUNVEMsfW5+EYZedpc4EU0no6nt2f+nKCo1acLlmHAlmbR6WkNA1eVW8MjdV2PH7gO44qZp2LZyvsjepOP9055/E/mFJbj16tG4/fox+PiLtXjy5QXC05Qa8a05T9+DNq2aiSP4LZtl4JmHb2lwxR99vhYEer22KyqlAAAgAElEQVTQly5qrL+iknKMveWxag/VhoAqwd0LR5yNcZeOEAW5Hpz+mpgrFbsiWwIqfPXqU3fXW9dP2/dg6lPzcPDPY2KedD1B4hGDzwhxpPTXvapAlQJKVcUeumM8Rl87VWwuSoc+mpOPEVfcg4/nP1HPbyLaJWWgGu0R5PmzAuorwEDVoynBL+th2e+j2j/nGPCvtZZ6gZk1ohIdUunwv38t9TsT4v80wpngganu2m4C/nUWgqupwNbxXAMWywrMLgn5A2yobOkOwUja7rIpoOo9rl3c2+n3ntL2ynl20ahAoC+M1F4rA1W1FeX+YkEBBqqxEOXYW2MsA9VQRpu8S+nEdUZasigORU1RFOQVFMNkMiIlKUF8jQqyk2/ru/+eWs+ftKn5NdRfU/c09H2qYXTkWB6aZ2fAZGz6OH9RSRmoDlLNtQUybizfoypQpRTmR597UxBuIvbznrsPA/r2EBSe0q29fhZ6EpyBqp6iyWthBdRRgIFqcDpSwabXt5mqa0UlmICx3QLLTvUWNnJZFOQMt8Hto+1AcCvw7+5j5RKOlxnQ16UgY70FbmOVRUKC//DYv5G1dXVTQDVxrxHJ20xi0mQh4UtVdm2tkGcTbgXIdiR5mxF5Q+2q7xc69i/sA1Ii+/KDgWq4dxWPpwcFGKjqIYq8hroKMFCN7J5Y993PeHHeR/jw9cciOxEePawKqApUiaxTGvOWn3dhYN8eGHXeILEYSicm6u1Nvw7rCkM8GAPVEAvM3bMCUahALANVykhN2mFEYT9HQKCB4OJdKywod0iYMsCO/i0Dr3yf+JsRyb96PFwpM9WZrH1AmfyzCYl7jEI7AsCRLpoVzo9fU0CV5kJHtmmPhQKQhXOtPFboFfB6ONNIpR2duvXhZaAa+r3EI+hPAQaq+osprwhgoBrZXVBcWg6n04X01KTIToRHD6sCqgLVsM5cI4MxUNVIIHgarICGFIhVoFqz6EtxbwdKOwXgdwqAMlR/L5QwqW/gXqJxB2Sk/WCGW1aQN8QGR7r2YSpt4YU7TBi1W0Ynl4Syjk4UxVAxJl+AKmnEPqoaethpeCpei4iyTs6QFo6i/Ziw1wh7phu2rMBfAAUqJQPVQJXj+2JZAQaqsRx9/a6dgap+Y8sr064CqgPVfQcP4/X/LsWOXQdQWl6BDm1b4rKRQ3DBX8+CweDxnNBTY6Cqp2jyWlgBdRSIVaBKmYOUQUhgIX+gXR0xA+jFesiAtE1mkGdA3mA77FmRPZLr6xLKHBIeWm1GWbEBnxgUWN2x5afqK1CtqWfSThMImFEWMjdWoK4C4YDv3kxYV7yCYyM9BSrC2RiohlNtHksvCjBQ1UskeR01FWCgyvuBFQi/AqoC1V9+2y8qkVEj79T0lCRs/OFXUWmMKqtRhTW9NQaqeosor4cVCF6BWAWqpBxlqSom+A24fi8y4HiZFNQRfxrfcsyA9PVmQAEK+ttR2So6YKp315EOk1ZYMDbZjcnFhpjyU/UXqHr9cckegSwAGKoG/+yK9h7ohQ61wiCy2wPRoNkyq3j25Q+wozIIm5JAxmagGohqfE+sK8BANdZ3gD7Xz0BVn3HlVWlbAVWB6m1TZmHv/kP49M3piLOaxcrJV/WFuR9g/ntfYP3ifyM1JVHbivg5OwaqfgrGl7MCMaBArAFVNbLAyDd1f5EBd/V1YETbwKwCTHkGZK41Q3JLKDjTjop24T9+q8b2JqjaIcWNlJ9NSIghP1V/gSrtu4zVZpiKDSjp5gjpsW414sp9hFYBgqmULUotb4g9rMfvLTmyAKrlAT67glGGgWow6vG9saoAA9VYjby+181AVd/x5dVpUwFVgergS+/A1VecL7JRa7ZDR3Nx3tjJ+M/LU3FGz87aVCLAWTFQDVA4vo0V0LECsQRUCWplL7OIrKzi3oEdvSbP1HnbTMiKV/DSOTYkBHB821gsIfMbCwxOCcU9HCg9NTAoq6lt6QYyVlpgKTagrLMTRb0C95TV1LoamYy/QJW6IZ9MS44hYL/eaNCF5+ibAt6CZQUDHGGFqb7NLnRXMVANnbbcs34VYKCq39jG8soYqMZy9HntkVJAVaD6z9unIz7OgrnPTq61ns++3oAHZ8zFZ+88iQ5tWkRqrSEZl4FqSGTlTlmBqFYgloBq+kazqLpuy6Rj17aA4kbeoa9vM2JEWzd6BlDURS6VkLnaAtkm6aqa9y85MuZvMOFdN2B2S8gbZIOteXRZGPizIQIBqnX7pyxB8rLkFpsKaCH+9Dx0pLrDtg8ZqMbmXudVB6cAA9Xg9OO7takAA1VtxoVnpW8FVAWqHyxdjWnPvYWLRvQXHqppKUnYvPU3LPl6PVo2y8TCOY9AkvRVmIqBqr4/ILw6ViAQBWIFqFJ2avI2owCqOefYwgYQasbEUAFkfWOBXGFAeWsnCs/WTxYnAdWpa80YAmAmPL60x8+thDsukF2p/XuCBareomiUKR2Jo9faV1hfM6TnT9oGM4pPd4B8dLXQknYYQYXSgnnB5O86GKj6qxhfzwqImpVonhGHI3kVLAcroBsFGKj6FsqvVn+Ps/p0E6yqbnO53LDZHSJJUOvth593IyUpAZ3at9L6VHU9P1WBKvmlzlvwOWa9/mEt0YYP6oN/TboazbLSdCcmA1XdhZQXxAoErUCsAFWvUIF6qNJR/9Oy3MIvNJAm2YCs1RYYSw2obO5C/kC756ckHbUFO4wgnd7NUtDmsAH2NDdyh9kAg44WWbWUYIGqt9o6dUdFiRiq6m+P1HzmZKwxC8sHykg+NrJSE4v1WqDQ7+HycWWgqonQ8ySiTAEGqlEWMJ6uTwrEIlD9/Y8juOTqh7D0nSfRvuok9MzXFon6PVtXzIfJKAvtbrrvOfTq1hG3Xz8GPYZdi3f/PRV9TqtvRblxy6+4cfKz1bV/Hpj+Gm4cfxE6t2/tUwzCeRHVL6I13XzVJeEclseqo4CqQNXbd0WlHYeO5KDSbkeL7AxkpCXrVngGqroNLS+MFQhYAb0DVYIFdLQ2mKwwb/ZlvEnB/JH++6ZKTohj/gRUbJku5A226xIy0iYkS4QEWUHWKs96S7s4UdxTP5m43g9asECV+iGomrBbRuFZ2slaDPhBwjc2qgB9DgiouuIU5A2zi+xtrTTKUpXsEkp7BOYp7e86GKj6qxhfzwpwhirvAX0qoHmgeqRKd6pRXj85NKCgUELfkDF34u6brsBlF9KZLuDyCY9i556DWDjnUfQ8tT0cDidOP/dGzHvuPnGK+mRAtbSsAgf/PIaunU6BUZbFtW++8CDO6nNqQPML5U0MVEOpru99hwSo7v79T/x5JAdQFLRt3Qwd2+k3DZmBqu+bja9kBWJFAb0DVW/xF8oCpGJUgbSxS6wod0gY282B8d39LCBFxZrWmWHJlQXUpYxNxVPcW9dNLpOQsdwCo0uffqpqAFVdbwBeXC0FvNmpWoKpkQgRA9VIqM5jRrsCnKEa7RHk+TekgGaBqh0AHWAurTHroQC6qhNHqtVD7akpN6G4tBwDLp6IYQNPx9l9uomC6T/v2IdxE5/A5mVzEB9nFZCUsk7Xb94u4OnY0cMx8dpLEWc1Y9/Bw5gy43UsmP0wXpz3och0bd0iC6nJiRhz4WBx7ZZtu/Ds7IWg7Nhzh5yJcWPOEeDWl0a1hdZs2oakxHgsXb4RLbLTMW3ytaDM2IWLVyEzPQW3X3cZRgw+Q3RHGbIbNm9HfmEJOrZtiduuG4Pzh/UT36sJVAksL1ryDd7+4CuUlJYLuDxuzAg0z0r3ZVp8TRAKqApUKXg33f+82LQ1G23mGVMm6DKgDFSD2H18KyugUwX0DFS9x6oJYuQNtQecpfp7kQEr9su46XQ/My0VIH2DGdajMpyJbuQQTNW+zZEqO33KGgtaFEh40iV5/FTPq4TbqkrXmuhEbaBKmdSJO4yoaOcKeJ9qQhiehFCAAGrcARnFvf18ZkRQP8rkV0we/+NQNQaqoVKW+9WzAgxU9Rzd2F1b2IBqLgCCpL627QAONHDxxb52UHVdJgBz/XsWf7Uez726EOs+fVlA0jnvLMEl5w3Euk3b8PL0u/DW+19ixbofxDF/agRUCU7ecvVo4ZV63xNzMHPaRAw+uxd+3XUAf795GratnI/9fxzBpdf9C/ffNg7dO7dF8+x0yhfEyCvvx723/F1c/9U3m/HxsrVYuWimT7WCaC7PvroQN4y7EIPO6on/frwcK9f9iPOHnYW/XTQEP/y8Cx98thprP3lJ9Eff79S+NTJSk7F641a8MPcDbFjyClKSE2oB1c9XbhK1jB6bfB3at2mOV99ZjJSkRDxx//V+isyX+6uAqkD1sZlvCzJOKddn9uoCo9GI737cgbcXfYm2rZtXb2J/J6nl6xmoajk6PDdWIDIK6BmoEtRI/d6Esi6u8HtUKhBjx/9phCvOjZy/2nRboKmhnTtriwmrDhrxpFnBuXYJ9gwXcofqxzdWbaCavNWExH1G4bFJRdNCCbUi86SJnVG9R/wJkhNQLe3kZ1Z7BKRK3GtE8jYTSro5UOJvFr4f82Wg6odYfCkrUKUAA1XeCnpUIGxAdQmAoxFQcBRVk6s/Lp2MPn/cffji3aex+KtvxVF9yuIce+sT2LR0Nm6f+iJ6duuAideMrgaqNT1UKQs0My0F900cWwuoNnTkf/Zbn2Lpio14/tGJoi+n04Wxtz6Oj+Y9jlM7tWlSFAKq327+RdgPUCMATP6uv65+S/y9qLgMA0fdJtZCJ72pSNaufX/gt71/4HhuIV5+42O8/9qjOK1r+1pA9Z+3TxfX//Nv54p+yPLgyZcXYOPSV4Qe3EKngKpAdfCld6Df6adi5rTbas34vx+vwIyX3sWKRTNFWrOeGgNVPUWT18IKqKOAnoFqMAqRFygVWaIj/gkBZGyl/GhCwn4j3GZFwFRXYuiyvoJZZ6juJf3uXGHBeac4cfthGaYSA0pPdaK4R/Rk7J1MG7WBKsG3jNVmmIoNUQPhQrV3or1fLxynQmNkNRINjSBw1gpP+jwVzSKwH4rGQDUUqnKfeleAgareIxyb6wsbUF0PIN8PjelaWwPXZwPwh/UNAtAIShp+xd244/rLsOiz1bjz+stw9hndcfZFt+LNWQ/gHzc/hrdmPSg4FbW6HqrTX/wPnC43Hr3nmiaBKtkLUEZp146n1FrQrdeMxqB+pzUpSl2g+uMvu3HVHTOqgarN7sAZ503Ax/OfEFYDtzwwU8DU4X/pI2oTvf7fpXhv9sPo1b1jLaBKHI7sDLIyUmvNYdbjtwsbAW6hU0BVoEoV0agC2gO3jas1Y+9bg8VvTken9vryU2WgGrrNyT2zAtGqgB6BqvWwDHuWO6gsvxkbzdh0WMbwtk5M8hOKJO00ImmHCW6jgtyhNjhTQwMnomXPyaWSgDWSC6Iglz3bHS1Tb3SeagNVGoigqjnHELDXb9SLqqMFkN0IAdVwNckBmAoNYjiCoa4E/5855DctlxlQfHroiqQxUA3XjuBx9KQAA1U9RZPX4lUgbEDVX8kPA1ha56YWAFQsTv/4C+8gJ7cAq9b/hO+/mIOEeCvumTYbJpMsvEp/+GourBaPX4C/QHX+zPvR/4zu4t7n5yzCgf8dEVYCgbT6QHUPrrpjeoNA9c/DObjz4Zew4bNXkJKUUD33hoAqFeIaff4gXHX5eYFMi+8JQgFVgerytVsw5cl5WLHo+eqg09zWffez2NDfLn4ZFrMpiOlq71YGqtqLCc+IFYi0AnoDqgRT0zeahQ8lHZ0OpBFIJaAab1Iwf6StyQxVgmB0ZNZglyDARpEBikFB7hA7HBnRDw8D0bDuPcd3mHD6Tk/G7vFzo99PNRRAta5mtI9oH3PTvgIEUB2p7ojEi54/GRst4tnjbfkD7JoE8wxUtb+XeYbaU4CBqvZiwjMKXgHNAlVaGkFV8lEtAdCyqiBVA36ogarw1erNuGfaK+IoPB2Jp0ZWlGRJSfV83njhgequ/QGq19/9NPr1ORU3jr8Y5eWV2HfwkMgopQJYI0ecLY7oEwPr26urSBxc8MlKLP7yWxCETUyIq7ccf4BqQWEJbrj3GZGtSsWlyCeVsmkbAqpz3/0M//nwa8x+8m5079IOh47m4sOlq3HPzX8PVFK+z0cFVAWqBE2/Wv19k0OTvwP5QuihMVDVQxR5DayAugroCahShl/2MovI9AvWu5CgKrX+LV0nFZyq2Tf7sn61pfz+NlS2YhhG4i3Za8S8bSbMtCgYYtOHn2qogaq3oFo0HRtX98kUPb3VLH53fGT4/W9F4bsjtc8hUnGpI6MqAhaRnqGh8PFloBpwSPjGGFaAgWoMB1/HS9c0UA2x7rn5RRh62V2i2JMXIu7Z/6coKjVpwuWYcOWJClgNAVWXW8Ejd1+NHbsP4IqbPEWpyHuUjvdPe/5N5BeW4NarR+P268fg4y/WCn/S8opKsSpiW3OevgdtWjUDeZm2bJaBZx6+pcEVv7XoS2zYvB1zn50svv/jL7UzVO12B/pUHfmnk98EiQnYUhs+qI/IwF346iPCE/aOKm/Ym/55Cei+F17/EO988FX1uGRxQFYH3EKrgKpAlTbc/w4fb3LGCQlWXHHxsCavi4YLGKhGQ5R4jqxAeBXQE1Al5QhuWA8ZkD/Qn5KegWlOR9hTtpoRf6C+qVLhmXaUtzs5jA1s1Oi7i/xUb1hmgcsh4TOrgvRKKeTFb0KtUqiBas3CRqEuFBRqrfTcf82XOOSXGs5j/l5dWyyJq5Wd6v364b8FBlQpyz+FClR1d6q+Hgaqev408NpCpQAD1VApy/1GUoFYBqqh1J0KQxUUlSAjLRmSRE8PQFEU5BUUw2QyVp/MLi2rEL6tNQteqTEvgsWybEBaSlKT3TldLuTlFyM5KQFxVhVTgJscOXYvUBWobtzyK4pLy3D+sLNiRlEGqjETal4oK+CzAnoDqj4vvIELKZMywQSMaMD7UK6QRMEg8ik05UkwFhtgLPP8R6WhVtTLgbLO4fNQDGbd4bj3lxxZFPl6vJcDbVZbILmBvCF22LKiEzqHGqhSTOjlQMJuGXnD7CHJFgxH3GNhDILf9FyIBEwlfbNWWmEqrP8sChSoejNuyYuVbFPUzFRloBoLnwheo9oKMFBVW1HuTwsKMFCNbBTI5vLFeR/hw9cfi+xEePSwKqAqUKWUZCLz3hTmsK4kQoMxUI2Q8DwsK6BhBfQAVC05MuRyKSig8XuRAZOqqlzP7W9HB5cEYxFgKvDAEspEq9uc8YqADeYiTzGYmi1nRCUcMV6MqrFtXw1srFXAxuJ/AZ1If6TCAVQjvUYev3EFyDO5tFPkX5jQS57MlWZI7trPJ4Khx0Z6jvcF0jLWWGAqkpA31K6qLywD1UCiwffEugIMVGN9B+hz/QxUIxvX4tJyOJ0upKc2nUka2Zny6GoqoCpQnf32YmHC+9V7z6o5R033xUBV0+HhybECEVEg2oEqgU6qIE9A1d8jt3RkX2ScFhqwfbeMtDIDuhgAY12+JwGOJLcoOuNMU8Tv9lQFStWFdDw2Ya+xOn5lnZwo6l2jQkxEIqvdQckCwL3ajK7FBpGhmjfYDjSe7KvJhYQbqNI+T9tgDmkFdk0KrcFJpW4xiezh0o5OEY9INblUQuZqC2SbBFuGG/ZsNwwOIH6fDEmRUNzTgdIugUFfep6SD6ua2amkEwPVSO0WHjeaFWCgGs3R47k3pgADVd4brED4FVAVqJK/w8grH8DMaRMx+Oxe4V9NBEZkoBoB0XlIVkDjCkQ7UE3eakLiPiMcyW7knGtrVG1xZL/qaK6xUBIQtaEj+4oB1dW6vfCUKq3T15tqVG3bnsWFqJrS6YZlVhSXS1hmUZBsk1DS3YGSboGBn6bGCtX3ww1Uk3YYkbTTJACX2lmDodJID/1KDiBlm7n6WeFMUBB/UI54HAwVQNY3FsgVBlRmu5A/yA5UPaOs/5OR/r0ZiqQgZ7gNTg1lyjNQ1cOngtcQbgUYqIZbcR4vHAowUA2HyjwGK1BbAVWB6uTHX8WyVd81qvGGz16pNu3VSyAYqOolkrwOVkA9BaIdqFLmXuKvRpR1cYKOuUKBx+u0yAAPOPWAVIO9fgokwSlHiifjtBqeJrmjLltSvd0Qnp5WHjTixS0mdDMqeJvkdgO5dLQ4M3pgdLiBKkXGmxnpbyZ2eKKqz1Ey11pAL0pqNsoGLe7jUPUovD/qSTYga7UFxlID7Oku5A6xA3Xq4qVuNiP+DxnOeM+LJuVEAr0/Q4nMf+qrtLtTFb9jBqp+yc8XswJCAQaqvBH0qAADVT1GldekdQVUBaor1/2I/x0+3uiax40ZAYvZpHVN/JofA1W/5OKLWYGYUEDrQJWy8qjqNGWT0vFwqnju9SateWTfVOABp8YiA6QGLDldVoKnJ47t29PcKDZBgL2x3Z3okBI9ME8PG3PuVhMGtHLj7BIg9SczXBYFx8+thGKJjtVFAqiSMvRZqGwZnYW8oiOytWfZ8qO4etOmLPTcIY1nw4dynZIdIMhLzzp6nuUOtYmj+XWb5ASylltgLDegvI0Lhf3sAU3Lmxlty3Qjb2jwa2agGlAY+KYYV4CBaoxvAJ0un4GqTgPLy9K0AqoCVU2vNESTY6AaImG5W1YgihXQMlCNPyAj9QdzLXUJHtgyXSJrzOBs2HiTikU50mr6nbrhbqDwEUG9pfuMaJfsxksnsQuI4vBGxdTTNpkQd8gYVX6qkQKqNQNKcJXgnto+l1GxacIwSTru32KJdoAqQdKMdWaY82U4E93IGWY76QsIytDPWmURfqoF/eyoaOM/iKcTANnLLKIoX94Qe9BZqgxUw7BxeQjdKcBAVXch5QUBYKDK24AVCL8CqgLVfQcPo7ikrNFV9OzWAUa5zhmq8K9Z1REZqKoqJ3fGCuhCAS0D1YaO29YVnbxTaxWLSlGgmJquGn+sXMJdKywod0iYdY6NM1QjuJs/+NWEm/bLiLNJKD7NgdKu2vdTjTRQpaJIZAFA2ar5AwLLPoxgyKNm6JYfxwkbkZqtvK0LhX3DrLnbA1MtuTJccW7k/NUGd33WW0/XhD1GpPxsgltWxNF/V0LTz8a6nVhyZDgT3B5LlSAbA9UgBeTbY1IBBqoxGXbdL5qBqu5DzAvUoAKqAtU7pr6IVet/anSZ7KGqwR1wkikZZQnZqVY4XQqOF1ZG1+R5tqxABBXQKlC1HJeRvtEMysqq20SBKIMiMqbo6H6gjaDq9hwZI9pqH+AFukat37dkrxHztpnQ06jgDRdENp23Ebgq6m1v8EhzpNcVaaBKR74z1phF5iDZYJR05z0cij0Rv9+I1G0moCq5kzKCC860BwQmA56fAqRvMMN6VBbWGLnDbHAl+g43M9aaQVCULAKoSJW3eFXA8wniRgaqQYjHt8asAgxUYzb0ul44A1Vdh5cXp1EFVAWqR47loay8Pnib+tQ8nNIqG09PvRmy7ENZZ42K1dC0OEM1ioLFU2UFwqSA1oCqOdeApO1GWPIaPiFAR/7JN1Auk9hLMkx7JNTDPLTGgl9zDfjaBKQ7ao8WkWxAHxYcaaBKUySomrzVhIKBdj7270PMfLmEbBQoq7OupvS8cZsp+92XXlS8RgFSvzch/k+jiDHBVGey7zCVZmKgIlbLrZBtEkq7OFHcs86HzMfpErxP2GtEeduqAoA+3lfzMgaqAYjGt8S8AgxUY34L6FIABqq6DCsvSuMKqApUG1vruu9+xi0PzMSmpbORlBivcUn8mx4DVf/04qtZgVhQQCtA1ZxvQNKvRlBmqreVn+IUPqnWI56vua0K8gbZqotSBRKfTYdlbDpswITeTiT4YA0QyBh8j38KlDkkLN4jY/LO+rTKmaLg+DnaO3WgBaDqn8p8dVMKeAsw0XWFfR0CHEa6pWw1IWGfEYoMURQq0Ix8ylClTFVqeYPtsGX776dKFhNkNUG6kD6BNAaqgajG98S6AgxUY30H6HP9DFT1GVdelbYVCAtQ/ePQMYy88gEsnPMoep7aXtuK+Dk7Bqp+CsaXswIxoECkgaqpwANSrcdOgNSK1i6UnOYAFYXJXGsVv3tbeQcXCvsE5l9I4O6GZR7f1Lv6Oviov8b2d0MV1cm/srydE2WdXeLIslaa1oAqZQ+SBQDppAUQqJU4+TMPry9tcW8HSjtFHqbSczHpNxPI4iR/sA22zOD2P2X+J+0yiQJ9x8+ziYxbf5pcLqHZMqu45djIyoA8VRmo+qM4X8sKeBRgoMo7QY8KMFDVY1R5TVpXQFWgmpNXiIpKW601l5RWYMEnK/D1mi1Y+8lLiLPWri4dCYHsdgcKikqRnZkKSapd0dpmd8DtVnyeJwPVSESQx2QFtK1ApICqqdiApF+MwhfQ2wRI7e6EM8kDDlK3mBF/sP7R/yOjKgI6ertghxELd5rQI9ONJ4fWfv5rO0qxMbvKz+PQ4STJqLYslwCGlS38z65TW0GtAVU6qk6ew9TUqMautl5a7Y8yN2lfeRtBQzWKLwW73oS9MlK2maFICvIH2WFrFhxMFfNxA5mrLTAXGESGKmWq+tsS95L1AAKG9gxU/VWcr2cFGKjyHtCnAgxU9RlXXpW2FVAVqDZWlCo+zoo7b7gMV11+XkjV+GTZOvzr6fn1xjh/2FmYOW0iFEXBq+8swStvfiKuSU9Nwr9nTELv7h3F3xd8shLzFiwVfx4/5hzcOP4izw9SBcW4YPz9WPrOk2iWlVarfwaqIQ0pd84KRKUC4QaqRgKpvxoRd7gGSG3pQkkPJ5zJtaFB5loLzDn1vaxzh9hAxWECaXTkv2eWm4/7ByJeiO+5+cM43Augb9W7w9UAfkx1Y3KKG3H/M0KqCrkzQUFZZ6fIXKWj0JFoWgOqpIH3SLZWjqtHIi6+jkkZvcnbjOIIu9b0ijsgI+0HMxQoKOhvR2WrwJ51DWlhKAeyl1uFlQp5qZKnajgbA2tScNIAACAASURBVNVwqs1j6UUBzlDVSyR5HTUVYKDK+4EVCL8CqgLVXfv+h4LCklqrSIi3oluXtjDKof8JrbSsQsDPmu3BGXNxWtd2mHrXVfhp+x788/bp+M/LU9Dz1A54af7H+HzlRqx4f6a4Zehld2Le8/cjzmrByCvvx9bl82AyGfHcnPfhcrnxwG3j6kWIgWr4Ny2PyApoXYFwAVVjiQHkURj354nna2VzF0p6OuGoA1K9mqmdoar1WMT6/EZ9FFdPgqx4BfNHViKv0IB2R2XE75VFcR1qVKSHilYRXA13VqEWgSpp4s24JJuM+ANGGBwQFelJJ24nFPD6pdIeKu7tDDjjUm1NrYcMSNtkhgQJBWfaUdFO/bjRGOmbLCL7NWe4Dc5U/47+e9dMWdGVLf2bHwNVtXcM9xcLCjBQjYUox94aGajGXsx5xZFXQFWgGvnl1J7Bzzv2YdzEJ7Dsv8+gTatsPD9nEXbuPYh5z90nLjyeW4i/Xj4JH77+mCiWdf64+7Dly7mwmE3oOfw6fPrm/yE5MQEXX/0Qvnj3KWRlpDJQ1VqQeT6sgAYVCDVQNZZJSNxhRPwfxurVVzYjj1QnHKknz7wy5xqQscFSy0O1rJMTRb39K4gyY6NZZKVeogFfRA1uAc1M6YZlVuSU17a2ObuFC/1bufHiFhNOy3Tj0k5ODHNKSNgjiyr33lbR0oXyzs6gfSZ9FUOrQJXmTxXps1fW9h52pCrIGaG94l6+6q32dd4MVS1581qOGZC+3gxJkVDU246yTv7BSn80Sv3RjPj9MpzxbuSca4Ny4vHsUzfJW01I3GdESTeHsGnxtTFQ9VUpvo4VOKEAA1XeDXpUgIGqHqPKa9K6AqoD1fWbt+Ojz9dg/x9HxNo7tmuFcZeOwJm9uoRdi2snPYWObVvi4buvFmNPfvxVpKUkimxVb+sx7FrMfvJu/OWsnuh/8US8N/thxMdZcO7YySJD9ZnZ74EsC+6+6QoBYCnjln55G2eohj2sPCAroHkFQgVUyYuQssAESK1KgCLfPjrab09v+ggrZdqlbTSh9FQnFAniiCoVJfI3I8rrm0qZji+dY+Oj/hrekT/nGPDkRgvKqng5xWzqABu258qgOFIxsRt7OzCqCoyX/SnjlD9kWI+cyHqmPUKQrOIUpyjmE6qmZaCatNMkPnt1WzBWGaHSMVz9EkClFzuU8aml4mbe9ZvyDMhca4bkllByqhMlPfx7aeS3ji46+m+BscyA8jYuFPbzz0+Vns8Za80iS/z4SJv43ZfGQNUXlfgaVqC2AgxUeUfoUQEGqnqMKq9J6wqoClQJpt5033NizYP6nSaOy6/esFX8/ZG7r8Y/Rg8Pmx7rvvsFtzzwPFZ98EK17ynNrWvHNrj3lr9Xz6PfyFswbfK1uGhEf8xb8DneXvSl+N7Y0cMx+oK/YMz1D+Prhc8Ke4A1G7fC4XDi9uvGhHUtYRONB2IFWAHVFbA73TAbg6RQZWR8CWCXpwiKaM0AnA2guY9Tpp/tPwRQCuDMql8+3lr3snEfAnvygTkXA31bBtgJ3xZWBXbleYbrmnFi2BI7sHo/cGZLoGWS5+v3fgXszgNGtwKuNgDmPQC8yXLkHtAdQA8AJ94rhnUdERvsBwD0q267GEAsfgZoP5EhL/3eAsAlEYtMwwPTvJYAIIbaDcDgMM0vH8DHVc9p+i9vJz/H/axqP/UEEPkarn5Oni8PpQKq/F8ilBPkvlkBVoAVYAVYgRhUQFWgOuqaKSgoKsGKRTPFsXlqNrsDD82Yi69Wb8YPX82F1RL6/yGS3+nlEx7B4LN74Z6bT8BTylClQlRT7vxndai9GapDB/QWXysuLYfiVpCSnICHn3kDLZplYPylIzBo9O3YvOw17Nh9AI88+wa+ePdpcT1nqMbgp4aXzAo0oYBaGapypYTE34yI33+ieBBlotLR/ppVtH0JCB3lTv3eBLcZyBtq8+WWk15Dhaj6++n1F/Sg3EHIFahpEfD6yEo0NwEJB2Qk7DWCMqSpUXZzRRsnSru46hU9C2aCWs5QTdhjRMrPnv/X1Gx05N+SK8ORovj9mQxGq0jfS8+TjDVmuOIUFJ7l0FSGqrFYQuYaCwx2CeWtnWJ+qO16EVL5EvYZkbLVBLesiKP/5LcbysYZqqFUl/vWqwKcoarXyMb2ujhDNbbjz6uPjAKqAtUL//kAzh3SVxyPr9m8xaA+nv8EunY8JeQr/XzlJtz/xBx8u/hlpKVUpd0AwkN1174/MPfZyWIONT1Uu3VuW2teZFnw95sfw8oPZmLnnoOY/NhsrPv0ZRw5lodz/nEvNi+bI6wAGKiGPJw8ACsQdQoEC1QNNg9ITfi9BkhNqwKp2YF7ANIRXWq+HiWNOuF5wqoo8HuRAZsOGTC+ysexzCHhyiVW3JzmxqUOIKP0RMa1LZPsAJyobOEKGlppGahSQarsFdZqqExC05qLTneg2TJPui5pUTDQrtvPV93nBx1RJ89mLT1P5FIJmastosgaFejLH2gPaF+WOoB528z47rDH+qJnlgs39HKgmY9wNP1bM6zHCLS7RZEqBHBIgV5g+FIYjoGqKo897iTGFGCgGmMBj5HlMlCNkUDzMjWlgKpAdcZL7+L3P45UF33yrnTfgUMYde1UfPPhLGRn1i/spKYidrsDF1x5Py6/eBgmXjO6QbD7n5enome3Dnhx3of4YuUmrHh/JgyG2ukLBGS7dDwFN46/CEUlZRh4yW3YtHQ2ft11ALTOJW/PEH0zUFUzetwXK6APBQIFqpRRlbhLRsI+E6QqbkrAgjxSCQ4E0uiHcsUUPET9JUfGvG1G3NXPgQ4pTfu1BjJXvkebClDsp671nC5pl+zGq30dSNwjw3roBPB3xiuigFVZOxcUY2AZeVoGqrR2gqoEESk705bpgj3LDYKMVMyLMngpS1WN7G8t7gKR4b7ZJABqYd8Qe5EGKIChAsj6xgK5woDKbBfyB9kDApk0/KwtZqw6eMJHWEDVTDem+5jdL9mrAHyFhNIuThT39E8z8usl3968IfYmM58ZqAa4Yfi2mFaAgWpMh1+3i2egqtvQ8sI0rICqQPXDpWvw6HNv4uarLkFGWkr1silDdc3GbZg04XLxNSr6NGZkaAytFi5eJTJRV30wE0mJ8bWkVxQF/37zE8x5h4y1aB5WzH32XvQ5rXOt6wgAj731Caz5eJa4htpzc97H4i+/Fb6wd0+4ApecN1B8nYGqhnc3T40ViJAC/gJVAWV2yUjcWwOkJleB1CCO1VO/WSssIoOMMrV8yXZqSDLKULxrhQXHyyWM7eaozlyMkLw8bAQUOFYuiWy9BBMwoq3HVHXjXhMMv8m40CnBUsX7CaaWtXWhrIvT7/2mdaB6Mtnps0bA1fsZiz9oFEWsqFp7eZVeEQibKkPSSxl6jtAaHclu5A3TXhauZAOyVltgLDXAnu5C7hA7UJuH+qXFnSusOFBU3ydgyd8qfO7HlC8h8xuLuD7vL3bYm/n+IipxrxHJ20xiPx0bWXnSMRmo+hwSvpAVqFaAgSpvBj0qwEBVj1HlNWldAVWB6qRH/o3la7c0uebWLbLw1XvPNnldqC6otNmRX1CM5tkZ9TJTTzZmSWm58IAlqOptDFRDFSXulxWIXgV8BaoSVcneIyNxjxGS0/PDuzPJA1IrWgWWkVpTtfSNZlgPywKCkJdfoI0yFKdvNCE7TsFLQfQT6Ph8nzYVmL7BjO+OyCBk9FRrFwYUSTCWnDjbTEfiyzq7msyw864umoFq3QhlrLHAkuvRoqSbQ4DVaG6pWzz+scW9nZo64k9zIpBNnqmURUtH7HOH2kRWfjDt9uVW/FEcHFCl8b2Zpi6zgpzzKuH28FWfGllJUOZ3Yb+TvwxjoOqTnHwRK1BLAQaqvCH0qAADVT1GldekdQVUBapaX2wo5sdANRSqcp+sQHQr0BRQlZxA4j6TyEr1+hI6ExUBXSpaOwPy/GtIMW+WHAGGQLNTvf1ShiJlqvJx/+jem2rPnoqTrTwg40byEo1XhG9k3hYTOleegFEE9Mu6uFBxihPKSbwk9QRUSWf6/MUdkGv5qtLXKlu6NAcl6+4LgpOmQoP2s2tdQOZaM8z5MpyJbuQMs0HxA1o29Hmg59yELy0otdcGqh3TFLww/OTZovX6UyCKd1nyZNiyXcgbbPf5I0j/NvjiT8tA1WdJ+UJWoFoBBqq8GfSoAANVPUaV16R1BRioBhkhBqpBCsi3swI6VKAxoEq+qOSPSj6p5JdKzZmgoLSbE+Vt1AOpOpSUlxQlChB4n7DMig4AxgMYZQAMVSed3WYFZR2cKOvkgttS32dVb0C1bsjo6DxlHRIkI6iqVS9S73FzmmfeULvI+tRkcwPp682wHpfhinMj5682uOPUmemz35vw01EZpVWF/GQJaJbgxpzz/c/0N1QC2V9bxcsz8lIlT1U1GwNVNdXkvmJFAQaqsRLp2FonA9XYijevVhsKMFANMg4MVIMUkG9nBXSoQF2gKrmBhN+NSNxprAaplDFKILWMQGoAFaAbk41+aDfnGASwCbbN2OgpRHRXXwcSTIEVGgp2Dnx/9ClAUHXxbiPKncA9PZ1I2G9E3F4ZRpvnJYIiQWSrlnV1CTsKb9M7UKWsz6RfjbAekUXmpxaBKj0/MlabYSo2oLSjE8Wn+1dMKWy7VQHSNpkRd1iGy6Igd5gNrkR1n1GUqep97t2wzIqcIDykLUcNyFhvgSIpyBlugzPV97k2ddKAgWrYdh0PpCMFGKjqKJi8lGoFGKjyZmAFwq8AA9UgNWegGqSAfDsroCMFyMsvZZsZ1mIDIEmwJbpEdlfCHiPkqiPQrjgFpac6Ud7u5MefA5WFvA7pB/BgfRvpKDcB1XiTghfPsYnj3NxYgUAVWLrHiEM/mzBeAbrWOEltz3CjvL0T9hwZCUdkmFxASbob7l52OPyAToHOKxL3UaaqKPBUlflJPpsEWylz15YV/IuQYNdEc5HLJFVeygQ7l8bu9z7nKIuWYKozObjn0+9FBszYYMaUgfYGbU3IR3rWFhMm9XWgZ4AxStlqQsI+I5zxHk9r5YQd/0ll8q7VlulG3tD6GbIMVEO1y7hfPSvAQFXP0Y3dtTFQjd3Y88ojpwAD1SC1Z6AapIB8OyugIwVSt5gRf7Dh0tIuaxVIbR8akEoyUgEqKkSlxlHdBTuMWLjThBt7OzCqk7pHVHUUcvxe6PGWpdYzS6NHozUgOGlEkH7xbhk3tXRjSLEk9mtjLTdOgf1CP/0qNbDOQKbQfInnODi1/AH2sINMOuJPXq90vN8Xz85A1qjmPclbTUjcZ4RbVpA3xAZHevAwdcoaM8odEnpkuvFkA9BSlfm7gawVFphKDChv4xLFpnxptDeyl1lEoa2cc2z1YsRA1RcV+RpWoLYCDFR5R+hRAQaqeowqr0nrCjBQDTJCDFSDFJBvZwV0pECLJXGi4nTdVtzbgTICqY3zI1VUoB+8k7cZYc9SVCkmQ1lZgWZjqbIgjXeyYKcJC3ecSDPLjlcw65xKJAZZYVzjy1ZtesYyCVtWWXCBXWrQ9eLw3ypUG0vLHdHnNmGPDOshWWQuehsBZzWsO062dm/2I10TCZjrb1ySfjMJ2wQqbpY/2AbK2gy2kUXFXSssyI5T8OQwu0/2JoE+G40lBgFVyQam4Cw7Kk7xLSPZkiPDkepuEHgzUA12B/D9sagAA9VYjLr+18xAVf8x5hVqTwEGqkHGhIFqkALy7ayAjhRo+VHDFVGiCQzV9A3UUWhUX8quAgn3rbLW6/eGXg6M7swZvb4KTmCq1bdmnNYAF7MnuFHR2YWKNq6oyJz0dc2+XEcALWOtGeS1XNLdqcoLkobGJXsQeglDfq6hhre+rPtk19BxeTo2L+DvIDsqm/sGI30Zl6AqvQhpyiuano+UzUrXB2qFEn/AiNQfTOIF2/HzKkWMg2kMVINRj++NVQUYqMZq5PW9bgaq+o4vr06bCgQNVN9fvAq7f//Tp9VNvnUs4qyeIid6aQxU9RJJXgcrELwC6RvMouBMzVbZwoX8gb4d7Qx0BnRk15blDroaN0GCqWssAgheEuPH/G0u4GiZAbkVEg6XSsgpkwREyauQcKRUQrFNIpvceu3sFi5MDXG8A90nWr1v+xdWnFfRgJhVE6ZsxIrWTlS0d6mSkahVHWrOi4AqZY+S36raBazqZr7SGMFCvVBrGvc/Ganfe2BqQX87KlsFl5lKnqmUXT5lgP/P5ukbzPjuiIz+LV0B3U9rSNvoKahFPrpUpMrXwoSisNkODwD32jMwUA317uP+9agAA1U9RpXXxECV9wArEH4FggaqT7/yHjZv/U3M/OCfx1BeUYlundvWWsnOPQeRnpqEZf99BokJDWdwhX/p6ozIQFUdHbkXVkAPClgPGZC+yVK9FHuWG0UhLq5T0zf1+Mj6/nr+6DpljQXbcw2IBShIwPRImUEAUgKmx0trANMyCaX2xgEfaaooou5YvTa2uxPju2m0Mro/myGM1+44YkDlBgsurhrzBwBzFOCWNm70LgTomLS3ORMVlLd3iaJubnNwmX1hXGLAQ1EGKRWq8gJP8g9VLEBZJ6ffWbtkLZC2wQxLrkEAOQK10dDouZq2yQwJEgrOtKOiXXCZqQRTvZ6pd/V1YISfOlCW6p0rPC+eAvWXJmuY7OVWyBUSSrs4UdzTt2dGxhqLiF/NooMMVKNhF/MctaYAA1WtRYTno4YCDFTVUJH7YAX8UyBooFpzuNumzEKbVs3wwG3jas1i1usf4rufduK///4XDIaT/5Dq3/QjfzUD1cjHgGfACmhFgdQfzIg/IMPR0Y3KgW6UlPv2Q3Kg8ydAQn58lGFGPq2lQWSVUvbl9PVmlDklvHSOrcmjr4HO2d/7fs4xoFcAxZ68GabHqjJLvcA0p9wDTpsCpjRP+ucqI05BFv1KcKNZnIJmiUBmnILsBDee3mjBgeLa/6ZN6G3HJZ2CAz7+aqSH6ylOaw+ZYJQNKCp34ePdRsSbFMwfaUNaiYT432XE/WmEVCUtZa3Ske/yDi7YmsWG3t7iRPQ7ZSdSgSJ/MkurizmZlKg44k/72nLMgPT1ZkiKhKLedpSp8NlasteIedtMGN7WiUl9A3tGq2GNYsqXkLnaAihA3l/ssDdrOuuWMlTpmU/t6KhKsQ8YqOrhCchrCLcCDFTDrTiPFw4FGKiGQ2UegxWorYCqQHX4FXfjqr+dh+vGjqw1yq59/8NlNzyML959Gm1bN9NVDBio6iqcvBhWIGAFJDvQ/HMrJLeEsksccKdKIQeqNFn6AZsyuMhnUY1GsLFZkJ5+aszj9W0mfLb3RMGnUZ2duLHXCfjhzTAlEEeQ9GhVhqn3aD4Bj6aayQBkxSvIjnd7fk8AqLCU9+8EU+WTdFPqAFYeMGJ/kQHHyyX8kmNAoknB7PMqkVbfXrWp6cT89+MsMqwmGQWldqw8aET7VDc6pJyATARTCaoSXDXnn8haJajozVp1WfWdtUpWAIlVhdDyalSj9+XYvrdoHT0r/AGxkdqYpjwDMteaxTO15FQnSnoEBj8bmj/tL38zUxvTIZhnZuJvRiT/aoLLrCDnvEq4TxxwaFR2snipaHkia5mBaqR2KI8bzQowUI3m6PHcG1OAgSrvDVYg/AqoClT/eft05BcWY+k7T9XKRP1k2Tr86+n5WPTaNPTo2i78qwzhiAxUQygud80KRJEC3h+M7Zlu2C5wifPgoc5QVUseNbKt1JoL9bPpsIwZG+v7bZ+W6UKlU8LhMgnlPgDTeKMiQKkHlhIoJWDqFtCUvpamMnx7cLUFO/IM6J7hxlPDTlRrV1MbPfdVE6jWXWddaEU2APH7ZcQflGHw2jNIQGUzT9aqKFjUNFOPWjm9Waq0ALIFIL9VOsLvSgAS9xhBR8qpuRIV5Pe3B+2vHG6hjIUSMtdYYHBKKGvvRNEZwcFUAqjU1IKoXj1mbTFh1UEjpg+xo2dWAJnSCpCxxgxLngxbtgt5g/33dGWgGu7dyePpQQEGqnqIIq+hrgIMVHlPsALhV0BVoPrZ1xvw4Iy5GNTvNPx1UB+0bJaJX3cfwHufrBAr+3rh81yUKvwxDnhEoywhO9UKp0vB8cLKgPvhG1kB3SvgBpp9YYVsk5A/wA5TRymkQJV8U62HDSju7b+PYt1YLNhhFECAvAQDAgIhCO6CnSZRMKZuo9zDmows2aygeaIijuVn069EBS0Sqv4er4TdtoAKWN2+3CJg75U9nPjHqcFBoBBIq+kuGwOqBK0EZB9qr5WxKhbjBuKOyIjbL8N6XBbHpwVItCoCMBJcjYZszGACQ0WKknaaPGtvACKT7+zx86Pn33C5RELWaosA5eWtnSg8yxEUHCeY+uIWU7WFRIJJvSxmen4u3GkSL2leDNAqxVAJZJGfql0SXqrkqepLI6hOLxRsXV1ITTQjp4hf4viiG1/DCpACDFR5H+hRAQaqeowqr0nrCqgKVGmxi5Z8g2dffV8Up/K207q2x7TJ19YrVqV1cXyZH2eo+qISX8MK6FsBqkCd9r0ZrjgFx0ZWIineGDKgSkd7yUOPfpgOtLAMAcvvDsuiWn2l08NhCAbUPF4dyYi9td2Ej3fVB6ojOzgxoJVbeJi2TmrabzASa9h4SMaTmzzZtc8Ms+HUDG3OMxLaNDXmyYAqQX/yVKV92pglBRX4oWxNylylz4m3kccqWQJUtHD5XE29qblq7fu03pSfTLAeletNrbSrE8WnRQfcN9Dz7RsL5EpJZBnnD7QHBVNJjDuXk9exQbw0UjtD1dt/swQFk/o5An6JYz5uQOY6CxRJQc5wG5ypTUPfrOUWmIoNqOjkhDlJRkGSHVQIkRsrwAo0rQAD1aY14iuiTwEGqtEXM55x9CugOlAlSZwuFw4fzUVRSTmaZaYhOzM1+pVqZAUMVHUbWl4YK+CzApnfWISnoze7KCkudEDVm41W2aIKNvg8S8+FKw/IePGH2sfp403AwlEVfvYUmsvzK4D7vrEgp+KERyaNlGACXh9ZgURTaMZVs9eXfzBj+QEZmXFu/PtcG0hfbk0rcLIj/5SlSs3XIkLkNUpeq5TNLVUxJrdZQXk7T9aqM6FpYNX0jLV1hTmHPEfrm3CSZypVhdd6o0xNKtJkLDOgMtuF/EF2VQA42UVsz5FDAlNJU7UsU5J/Ngm7Bme8Gznn2qDUf6dUK4SJu41I/qX2w6W8rQuFff23DdD63uD5sQJqK8BAVW1FuT8tKMBAVQtR4DnEmgKqA9WCohJ8s/4nHDqai+GDzhCeqZ+v3ISMtGT0P6O77vRloKq7kPKCWAG/FCCvv+yVVrhlBccuqoRiAkIJVGlylIVX2dIlKjz726astWB7Tm1YSX3MGlGJDj5kRfk7nj/XHy6V8K+1ZuRWGJBudaNtMuBQgASjgnHdHRGfn69roazfSSstOFxqwICWLjw0gAGHL9qdDKj6cn9D11Amd9wfsshapQJu3mbLcKOigwsVrZ1Q6n8cAh0uoveRb2rzZXHV/qneyeQOsWk+c5GK+hFMNZUYYE93IXeIHaifbOuzvu/tNGFUJ2fAGaM+D1TnwmAKVJF9RdYqi9in5W1cKOx38ucG2TzQC7a6LWdEJRwRfpYHqh/fxwqESwEGquFSmscJpwIMVMOpNo/FCngUUBWoHjmej1HXTKk+7v/UlJtwyXkD8fycRfj0y3X45qNZMMpB/A9Zg1FjoKrBoPCUWIEwKpC22SyATVkHJ4r6eLLAQg1Ug1meVoHqgSIJU9daUGKXhPXA44NtSPah4nUwWoTy3oNFEu5eaYFTkXDHmXac2y6AgjWhnKAG+/YVqP5eZMCMDWZMH9r48f+Glmcq9BSyIosOAq3U6KVExSkulHV0wZkc/celKUuVshwtuTIcqW6Ut3GiXON7T3ICGWstMBcYRPGs3KE28WIq0OYtFHVaphszhobPV5S8Wl/fZhQgd3x333xQ665RLpNAR/kNLgkF/eyoaNP4c4OykSnedVs0APRAY8v3sQJqKcBAVS0luR8tKcBAVUvR4LnEigKqAtXZb32KVet/wotP3IHHnn8Ll5w7UADVX3cdwN9vnoYvFzyDU1pm60pbBqq6CicvhhXwSwE6okrFqMiE9Pj5NlFROxRAleAP+abS0V0qtBNM++A3I/7za21aQcfp34vgkf8duQY8tt6MCqeEbhkuPPYXO6xNHHcNRoNw3fvpbiPe+MUEi6yIo//ks8itcQV8BaoPrbHg11wD2qcQMLP7nYVIFgBxfxpFIStL7gkgZU93e7xWT3FC0de7X81tu4Q9RpGJqZgUkH8oeYE6E93IGWaDEsSLlF9yZExd67E0CZVnamNiesduyuu3qWDEHZSRtsUsTj3Q0X9XI88NzlBtSkn+PivQuAIMVHl36FEBBqp6jCqvSesKqApUh19xNyZceTHGXToCN933XDVQLSouw8BRt2HhnEfR89T2WtfEr/kxUPVLLr6YFdCVAt4faG3N3Mj7y4lMKLUzVDPWWAT4sWW6kRdkxtXj683YUqNwTVa8grv62tErQsVMfjpmwBMbzHC6JfRt7sJD/e0w6QhmPbzOjG3HZZF1++xwG0w6OV4eig+yr0CVPCsfWm3G8QpJANVgiqkZyyQBVslGgwohUVOMCspP8RSycqRFf9ZqKGIVTJ/pG8ywHqn9IadM4ePnVsIdF0zPnnspU5RaKApQNTU7yo79vcCASWc5gtqXad+ZBPSnjF0qUoUGnhuUzUp2M2T14G3OFAXHzzlRFLap+fL3WYFYVYCBaqxGXt/rZqCq7/jy6rSpgKpAddzEJ3DGaZ1x38SxtYDq5q2/4dpJT2HNxy8iMz1Fm0oEOCsGqgEKx7exAjpQoPlSKww2CXmD7bBlnziaqSZQperd6evNoArmx0faAvJNrSn13K0mrPpDPmm19HCFZu3/ZMzcbA+QOQAAIABJREFUbIJbkTC8jRN39nXAcKI4e7imEdJxim3ArV9bhZXB6M5O3NBL+8WBQirISTr3FahSFwRVya8yGJhadyoE+eIOyIg7fAL2OZLdKO/oEp6WluOe4/TUqMAVFXpir0r/d0vLj+pTU0e6Gzl/Dfx4PmWH9syKvK2GWgWqJBeQtdwKAv4lXRwo6dnwyQSCqUl/GJFwzATpMGDLCv6lm/8R5TtYgehTgIFq9MWMZ9y0AgxUm9aIr2AF1FZAVaA6b8HneO0/n+H/HrgB7y9eJY77d2rXCg9Mfw0pyYl4b/bDas8/4v0xUI14CHgCrEBEFIj/w4jUzSZxTJWO+9dsagJV6peO/NMPzq54dY6MB1U4RSW1v9ov45UfyXpAwmVdHLi2EWCg0nAR7WbrMQMe+dZzjvnxv9hwejPOemwoIP4A1br3q1mEiF6SUMZq/O+yAFrUFIlM52uPSj6fR0dWBOX3GdGNGebB6eVQ/AEjknbW9/OwZ7lB3p+BNK9nariP+Psy12AAK3n+Zq30PDfqvrSrObZJlpBqNsPwsSQsYco6B1aw0Jf18DWsgF4UYKCql0jyOmoqwECV9wMrEH4FVAWqTpcLD06fi2Wrvqu1ktb/z955gElRZe3/rdTdk2eYCAoIiAiKGEAQFJCgYgDRz0/EXXeNa0RcM4i7ropxFUzrp+D+3XVNu+qKAZUgoAIKKkiSJEHSRCZPx6r/c6ppmNAz06G6u7rm3OfxEeiqW/e+93aoX53zns75eOmxqeh1zFHxn2GMr8hANcYCc/esgEkVoBtduuGtOtmDul5No4eMAKqNi+YYIYEZIGpgHm9ulPH2Jr+P6w0D3Ljw2MRHlhmhcVt9zPlJwbytMjJsGv52jjOpC27FSqtIgSpFXX+8XY7YU7Wt+djK/YWs6AEKeSU3b1wAqO3dQBBV96v9VdQ/L1trzs4+VAxtu6p9sHMDnyXkWxqt/YOR+zpQOK1ntoppZ4Q/r8BY0rfJyFyrwGfXUHqOS4+Mbt50oJpuQ2lVZEDayHlzX6xAsijAQDVZVorHGY4CDFTDUYuPZQWMUcBQoBoY0vrNO/Dz1t2orWtAt6MLccZpJyDF4S8SYLXGQNVqK8rzYQXaV8BWISLvS7uefl98gbNFARsjgGqnFTaQR17lII/uoxdNW7lPwswVNlw3wKNXoE5U0zToUalf7JQhQNNT/Ed3tz5MJb09KnDHIjt2V4sYUODDw2dFDlkStX6xvm6kQJXg1bSlNtR7hJgVIsrcoCD955aRlaqswXmUD64uKpyFPi5mBehetCl7JDh+lUCflYFGMLDhaJ8e0Zu++YiWFHlPYLq14ktt7TuKAH1kuQ3XnxydZ6nRe5seYN2+0K7vSQKqQ7pE/jnX6WsbHMUSXIU+lJ/Z8nMjGFClB3L0/cSNFWAFgivAQJV3hhUVYKBqxVXlOZldAUOB6psfLELnwk44e+gpTea9a08xyA5g2pTfWA6sMlA1+xbn8bECxiuQ861NBwa1vb2oDuKJGS1QDUQl0Q1x6RhXVKn+jW/sE5kS61Oh+6V+tUeGLGp68alBnaMDxcavbGx73FsjYMpCOzyqgGtO8uDi3omD27GdaWS9RwpU6WoEVRfukHDDybHxqE3dKSH7+5YPhhtbAdCf3fk+OAmudvZF9b6NTMHEnSW6BaT86oeo9vJmELWLD86uKlzkcXrII5keFlH0qv6wIVsNyzaBICq1NJMDw3nbZFAE7fUDvFEVyBJdQP4XDkhuAdX9Pag9runnRnOgmr1agWOfFPV3R+J2E1+ZFYi9AgxUY68xXyH+CjBQjb/mfEVWwFCgetv02ejX5xjcdNWEJsqWlldi5KVT8cFrj+C4nkdbSnUGqpZaTp4MK9CuAqITKPzEoR9XPM4JNbXlKdECVfJvzFwro3KgB84oIpv0MdYLePQbGwrTNEyPIKW2XUFCOMDjAx5ebsOaEgl2ScNDZ7rRL69jwdSATJ//IuHFH22QBQ3PjnahexZHkQW0iQaoNt+GsbC4yFqrIG2bP7KSoiyr+3pQ38MLxwEJ9v2i/n8Ci4FGBa0IrLo6q3B3Ug/DxBDeMklxiA5R9xJEFWEvkw5bImiyhgaCqN1UOAmitp7pH/Y8CaZSNDI1SvE3O1Q1ah/aSkTkfmXT91DpKBe82Uc+N5oD1U7LbaACa+SnSt8h3FgBVqClAgxUeVdYUQEGqlZcVZ6T2RWIOVAlX9VPF63E/TNfxdL3ZyOvU5bZNQlrfAxUw5KLD2YFkl6BzPWKnq5KoLOiFW+8aIEqiWR0ymY0xVGiWbR6D/DQNzZsKpd0/9C/nOVCr0YwIJq+k/Xcv3xjw+oDErqkq5g12gVHy0zyZJ1aVOM2CqgGLAAozXpqDIASFYgjoNqiadBT3B37RB1oyTVNIzWdRX646iykiMzkBOmCR0DKPgkpu0XYSxtBVAk6PG7o6oOryAfNQIjaWGdKo99RJeKYTBWPjTQ/UG089mg/gwPfPd5UFaVjXdAOfW40B6oU+Vs43wFXnoryEeyrGtWHEp9sWQUYqFp2aTv0xBiodujl58knSAFDgOpZF9+GisqaNqdw7shBeObPtyRomrG7LAPV2GnLPbMCplPABxR94tBhZ1vFaCIFqgQo9LRYA5oZ0mKrXcD0ZXbsqhaRl6LikeFudElPTpBkwJIc7qLWDT31v6xBxJhjfJhyGvupkjhGAtWpC/3V0S/s5Y2ZDUB7e0IvyLRPgn1f0whOijJ05apwURRnkQpvhrmjtQUvkLJP9keilkgQDg2XoClBYmc3nw5TYwVRG+u8aJeMD7dISQVT6bN49moFv1SKmDPO2d62af11FchbYoftoIj6bj5UDvJ/bgTzUKW9R9603FgBViC4AgxUeWdYUQEGqlZcVZ6T2RUwBKh+MP8rNDjdePu/i1BU0AkjG3moKoqEU/sfh17du5hdi4jGx0A1Itn4JFYgKRWgat/ZP9jgyVD1isuttUiAasA3tbaXF9UG+EBOW2pHSb2AaUPd6BllUatIFqu0XsADy2zYXyfiqHQVjw53oVNKJD1Z85zNFQLu+dIODQLuG+LC0KPMDdXisQpGAVUaK4G3V9fKpqn8TpGdjmJRh6u6NcAhH1AaqzdNO2INkBcfMNneego+6FG25IlK420MUV0Ffk/UhqO8XISrPSEPvT5lgR07q0VM6uvB5H6ReyeL9UDBAgdEr4CDg9xo6OYLClRDHBYfxgp0WAUYqHbYpbf0xBmoWnp5eXImVcAQoBqY27qfdyA91YEe3TqbdLrGD4uBqvGaco+sgFkVyP/CDqVGROVpbtQf03okabhAVakSkbvUpkMWshGI1jeViqHMWasgVdEwd5wr7j6D+2oF3L/UjoNOQYe5jwx3Ib1lPR+zLnPcxvWvjQre2SQjRdbwwlgX8jt4RJmRQJUWMdoU65htBA164SYdrpI1QO2R/HjyHyVLAN0aoLMPqi1+UYYETZtA1MBHHEXUFlA6v6p7o8bTriBg3xBtYaeYrWWIHa8rlTB9mc2QiGnHXhGdVtqhSpqe+i9mAtnpNpRWtXzIR37caVv9Baq4sQKswBEFGKjybrCiAgxUrbiqPCezK2AoUA1MtrauAQ3Olj/eyD9VEI4UbDC7OKGMj4FqKCrxMaxA8itgKxWRt8wOVdFw4AInILU+p3CBKoFUKkJFzYgiIiv3SZi1WsH0Mzzob5CFQKgruL1SwINf2VHjFvRrzxjqZo/QVsRTNehRqlsOijguR8WTZ7sgWusrMtRtox9nNFBtfHF6P/TP16Kqth7WZMI4WLcG2EvWAJIOWtGIoVIxK1cXP1ylIldGN4Ko9mIJKb+S96sMikwNNPLgdHb1oeHo+ILdwPUDMLXeI+ieqc+NTW4oaFSBKtIn+3sbUndK8GSpqBzrRnZmcKCav8AOpVpETV8PaqKIjDV633F/rECiFWCgmugV4OvHQgEGqrFQlftkBdpWwFCgWlx6EFMeeA7rN+8IetXlH72IrIw0S60JA1VLLSdPhhVoVYFA5eTa472oPqHtysnhAlWryL6xTMSfvrbB5RNwRhcf7h7shhyj4jRW0YysEW5dYEeDV8Dlfb24sl/HrcodK6AaiA6kPXP7QI8poWpgP9PDFfsBgpsS7MViE2sAX8oRawCKGI3Ys5QiUUspnd9/ncb2AwRwyRO1niCqPX7RscHezxRhfP8Sf2h7shWgau/zKeroaR+l/tv16GZvtgYpRUB9hhfVfT1NCqaRL3fuMpsO4ymalRsrwAr4FWCgyjvBigowULXiqvKczK6AoUD1oWdex8Jlq3H9lRfiiRffwiP3XoucrAw883/v6t6qLz52BxS5jbAus6sVZHwMVJNw0XjIrECYCpBvHVVNpl/gxec7oTra7iBUoEoww5em6VFGRjSK6EqEXyqNfdV+EY+ttMGrCjjnGC9uOdUDiyUkGLFEQftYvlfE4yvtEKDpUap9OiUWZMVsou10HCugSpclT1UqDDSquxdTByYJtCZrgDJ/USvdGqDuSPiyJkEvYEfRq5SGH4CfggdI3SlDPDTF2t5eP2Cjvg5BVCqUJbqP9OXJVv3p/N288DnMtffMUFzP6PfDW5sULNop4dERLhRGYfORslNCzvdNvVSoEFVxs8JXlPZPNjKUXcGNFWAFGKjyHrCuAgxUrbu2PDPzKmAoUJ14zQO4cOxQ/PbSsTjlnOsx7/WZejGqpSvW4ub7n8V3n76MtNR2SIR5tQo6MgaqSbZgPFxWIAIFMn+Skb5V0VNfDw5uvyJ7KEA14JtKwyF/u2grMhNMpcrmJ+apmDkivpFIi3ZJeG61ohdYuqyPB789MfKiKxEsjyVOmbXahsW7JOSlqHhuTMf0nI0lUA1A1dHdk3dvyjV+sEqAVbcGaNQIijqLfEj9VYbUGLzKQEOhF46SppGo9BBHLyx1tFcvimWWRp9jc9YomD7UHXfv53hp8OhyG77dL0X9WZ21VkHaNr9VTONWNtwFd74xD+nipQlfhxWItwIcoRpvxfl68VCAgWo8VOZrsAJNFTAUqJ57xd24dvIF+N+LRmLQuBvx5Iw/4Oyhp2DP/lLQa2++NAMD+vWy1BowULXUcvJkWIEWCpCnYOEnDj0ttuxsFygltr0WClDNXWqHvUxEfXevIb6pty+0Y0eVaEjRk/bm1/j1j7dJeGUtRUlpuGGABxce23qxrnD67WjHOr3QU/9L6kUMLPLhwWHtg3uraRRroNpYLwJ31BIV0R3t2lGEqePAoejVYhGCV/B7r7bhwetNJ4DqQ0M3Fd6M9j/Hoh1juOc39kyd1NeDyRb1/KSo22vn21GQokVlZRCwoWmuc2tAlSKUCcZXD0iSCO1wNxAfzwqEoQAD1TDE4kOTRgEGqkmzVDxQCylgKFC94uaHccoJx+KeW67AH//8IiqravHXP9+Mj75YrlsALP73syjMz7GQfAADVUstJ0+GFWihQNp2GVlrFLhzVJSNCi3yMxSgShGqGRtkVA7yRJ2KSTfo/9ogY32pGNUNerjL//p6Ge9tViAKGv44yIPhXRmmhqth4+OpoNedi+1QNQE3n+LGeT07lp7xAqpUHIgeQFCbOcKdtFC18d6xl0h6NXeCrM2bO09F1QAPKIrVzC0pbRkiFNQIe5a0rTKyfiI/h6at+DynbiXTvBXN8z8YrDjDrVsAcGMFOrICDFQ78upbd+4MVK27tjwz8ypgKFB9bu572Lz9V7w4cyrWbtyOyTc/fHjm544chGf+fIt5lYhwZAxUIxSOT2MFkkSBgs8dkGsFHDzdg4auoaULhwJUYzH9qAudhDgoTYPuR7l4twxZ1DBjqBunFJob1oQ4tYQf9v4WGf9vnQJF1PTU/6MyzJOOHWtx4gVUaR6zaP/ukpGfqmFuM8/JWM8zVv0rlQLyF7W0Vao6yYO63qF9dsVqbC2gX52Aknp/OG2PbBXph7ggFRDrn9+xYF+kn9vkl5u7wg5b6RH7h4auPhw8PXh0e/o2GZlrFd1eprnParzWna/DCphFAQaqZlkJHoeRCjBQNVJN7osVCE0BQ4Fq80tu3bEHK7/fiD69umHQyX0gWLBCCQPV0DYaH8UKJKMCVGU792s7fHZNL0aFECvWtwZUpXoBFFVU288bdVQq6Uk34hRtF8+0Za8KPPWtDSv2SUiRNfxpmBv98himGrW/CVZPW2bDhjIJ3TJVPDvaBSXEfWfUGBLVTzyBKs3xlTUKxvTwxfX9E2ttm6eBEzwrGeNsUvk91mNor38qyDS7UTGlDBvwzCgnCk3k5dreHIx6nQAyPZy6faAnYpBsd4rI2WWDuF6AJ0NF6TmtZ1JkrlFQd5w3as9uo+bP/bACiVKAgWqilOfrxlIBBqqxVJf7ZgWCKxBToJpo0csPVutDyM3JDHkoLrcHqqohxdG0cmprHTBQDVlaPpAVSDoFcr+xw35ARE0/D2r6hh7h1RpQzV9oB6X61/byovrk6H3sCAh9vF3Wb8bjUWzH5QP+8o0NBAGy7BoePsuFY7I6TgRlvDbwQSf5qTpQ4xZw0bFeXN9BPA/jDVSbr2ekkYLx2hehXociFpVKUU/xN2NxoivmpaCu2cffifkqZg4PzVIlVB2S4bh522TMWaugIFXD7DGuiApxKZKA7BQbpDcFv9c3F6VKhqXnMSZYAQaqCV4AvnxMFGCgGhNZuVNWoE0Fogaq//fPj/DTpu0hyfzUjBuRmtIyHS2kk0M8iGDo3Lc+wT/+/TkqKmv0662a/7J+Nv39rItva9HT3GfuwZBT++HNDxZhzpsf669PnjgG102+QP8zgdnzJt+Dj//xWAsPWAaqIS4MH8YKJJkCUq2Ags/telTqgQuc0EJ7xqLPMhhQTd0lI3u1P92ydIwr6ghVgprTl/kHNWuMK+ZRdrVu4E9f27H1oIiCVBWPDnd3yIiyeG3jNcUiHvza7/P5lzNdOLkDWCokEqiSBcCOSlH3VE1T+CFBrPZ5rQeYPC+lRfcdFaiSEFOoGF2DELGfrw5U021wfaMifbMMZ2cfKoa2XdSOwCuBd/ZSjdVO537NrgADVbOvEI8vEgUYqEaiGp/DCkSnQNRA9ZU3PsK6Tb+ENIonHvhDzIHqX19+F//97CvceNUEjBs1GG6PB0X5nQ6D0eETp+DlJ+5Et6MKDo+5IC8HdpuCEZdMwZy/3oMUhx3jrrwHaxbMgaLIePrld+Dzqbj3litazJOBakhLzwexAkmnABWiooJU9d19qBwYXsX11iJUCapS1JgnK/oUeUr1n7XKpqeJxroadqUTuH+pHXtrRRyVruKxES5kx/bZWNLtl1gMOBCBnGHT8MJYJ3IsrnmigCpFpt6/xIad1SJ6ZKkMVWOxmQ/1SZ9b189vuZE7MlClAlWFqVrEID8AVMuLXSj81AFoQMm5LvjSgz8YIJhaMN+uR7OSlyo95OOWHApIdQLIOogarVuw4mPJMZPEj5KBauLXgEdgvAIMVI3XlHtkBdpTIGqg2t4F4vl6aXklRl46FY/cey0mjjurxaUp0pSAKkWa9ujWucnre/aX4twr7sbqz17R4Wr/UVfjv39/BJnpabjwqvvx6RuPIz83m4FqPBeUr8UKJEgBKvZR+IkDok9AyWgnvNnh3XAmqihVLOQqrhP0SNiSehG9c1Q8dKYL6WFE68ZiTB2lT48K3LHIjt3VIk7I82HmcDcsaEV+eDkTBVRpAAGo2jNHxdSB0dtxdJQ9Guo8CRrOWaPglyoB/XI1rD7Q1Bh42hluDOHK86HK2eS4AFAtrXIh51sbUvZIqDvWi6o2rELISzV9uwxXnoryER3PaiEioRN8kmOfhJzVNtDvE2qaAhwc6DZdlHHGJgX2ElEHv/QAmYrimRH8MlBN8Ibmy8dEAQaqMZGVO2UF2lTAcKCqaRp2/noAB0oq0LN7Fz1FfvfeYj0yNa9TVkyXY9FXP2DKjOcwacIobPllD+x2BePPGYrx5wzTrxsAqqOGnYKszHQc1/NoTDjvTGRlpOkRqEMuvBlvvTQDqSl2jJ10lx6h+uRLb+ljv+OGy1BSVom0VIf+X6BxhGpMl5Q7ZwUSogAVjsr6SYE7T0VZBDebjYFqpxU2OLuoqO8eugdrW5OmVP+e2WrE0UzhCLqnRtAjU6tcAk4u8GH6UDfsUjg98LHRKrC3RsCUhXZ4VAG/7+/BJccZs4+iHVcszk8kUKX5WMVDNRZrE22f1853oLReQKqi6RHA60pE7KgS9c+xwV18OCk/+qj9aMeY6PMpenfuWgXHZKlhZR00BqpypYCCRQ6okoZisqpRgs+KolNzl9hQc4LXdEAu0etg1uvnL3RAqfJHpwaaJ1tD6WinaYaculNCdqOCczQwiqSlSGizNQaqZlsRHo8RCjBQNUJF7oMVCE8BQ4FqXb0TN977DH5Yt0UfxePTbsBF5wzVIefO3Qcw7/WZ4Y0uzKP/9f5CzHzuDdx6zUT06dkVm3/5FS+89gGenHEjLhg9BLV1DZg95z+gFP+a2np8MP8rHfK+8/KfYLMpmPPmJ3j93c/0qxKUJdg68ZoZ+OLtp/Dc3PexdMUaeDxe3Hr1RFw+YZR+XE2DdSNZRAFIcyhQNaDOad15hrnN+HCrK6ABae/LEOsFNIzwwtstvOhUkscmU/SVAHyvwf6TpN/U1l3qibrSNvkPTnrPf4c850IvilpJ6TRiiTaVCbh7oaRDprO6qvjTcB+kDlJt3gj9jOzjwy0iZn0rQRQ0vHy+F739LjaWa4okQhIFOD2+hM9t20EBr68V8fDIxI8l4WJEOAD6vEo/BPS+/lXEjweAq09WD/9bhN1a9jTyTb7jC/8Tq7cmhv75LgkC7DYJ9S7/w5bU+TKkMgGugT64+zKotsqGyfhncDpeO8kDwSVAjeHvgbY0pIhZsUqAWC3AvkaCUNfy6NqJHmjp5loJAqppKQpqLXwfZy7FeTTxUCAjpZWnaPG4OF+DFeigChgKVN/9aAmen/se7rn5Crzx3gL85tKxOlD97sefcfUdj+PL/8xCQV7LtHmjtCeg+s6Hi5uA2/tmvgKn041Zf7m1xWV27N6vp/NTVOpJ/Xrpr1fX1kNTNWRlpmHGk6+hc2EuJl88GsMm3IpV8/8PG7fsxINPvYZP33hCP76m3rrRQjpQTZH9QLXBuvM0av9xP9ZQQN4jImWJCDVNQ93EMGGKG7D9LMJWIuo+dlqVBtEpoGGsD97C8MFsc0VnLBVBYGJAgYZZ54Q5tjCW58cDAu77UoTbJ+CCY1XcOVi1dKp5GNIk7ND7Fov4dp+IojQNr13kQ4qcsKHE7MKyLICgaoMrdns71MFf/oGEkjoB5/ZUcd9QhlKh6kbHEUh9YZWI4loBz8bwcyqcMSXLsc+vEvH+ZhG3DFTxP8eHtu9EEUixSahz+t83ym4RjmWiDtjqLg7tvSQdFODLif47Kll0TsZxpr8vQ6hvOnItDXD3UmH/SdTXzz1QNeS3RjB9xFqCpn54KlQBUrXg/3MIjhF1F3ih5phP9YxU2dL3ceZTnEcUawVoT3NjBViB+CpgKFCdeM0DOHfk6bjxqvG44e6ncdHYoTpQraiswVkX34a3X/4T+h/fI2YzXLpiLW6+/1msWTgXiux/yn/XX/6GBqcLL86c2uK6FFF7+vk34rVn78XgU/o2eZ1g6//+4SEs+vcz2LR1F+566CV89d/nsb+4HGMuvxOr5r+sWwFwyn/MlpM7ZgUSokDuVzbYSyRUn+RBbe/wHiRkrVWQtq3pjxnnUT5UDAmvqFVrE1+5T8KraxXMHOHSi5jEoi3fK+Kpb23waQKu6OfFFX05Oj0WOofbZ60buPkLBypdAs7u5sMdg4zZU+GOI5bHJzrlv/HcyPNz2lK/WfDsMbF7v8VSz0T1PWmeA/Uef2ryrDEu9DSgCF+i5hLv61JGwC+Vol5sMNTWOOU/cA4Vp5IaBFQMdcPZufW+KPU/Z7lNTyUvGeeCqsTmeyXUufBxrStA3qQZG5v+vqjp59WBJvnhUqs444inKnmuUnOG4U0s+AClSoRcK0Kqhv5/uVbQ/6215nNo8Gao8KZrkOtF2ItbHlsy1gVvZmgPCOK1BzjlP15K83XiqQCn/MdTbb4WK+BXwFCgOv5303DxuDNxzaTzmwDV7Tv3Yvzvp+OLt5/GUUV5MdOeoktHX/ZH/O6yc3HT7yZg/eYdmHzzw5h++28xeeJoEHB1ulwYctoJOnCd9ep7etr/wnf/qvuoNm73PPwyjuvVFddNvgBVNXUYetEtWPnxS9iweaduKxCwL2CgGrPl5I5ZgbgrIFcLKFjQvv9cawPrPC/lcMGIwDGU7r9/fEPc5xLJBRftkjB7tT9d6JZTPTi3R+g39ZFcj88JT4H1pSKmLSPIJ+C+IS4MPcpcN6jhzabl0WYCqjQ6gqrUGAiGt7JvbpRBXs9TB7lj9uAnvBFZ++hgQDV9i4zMdaH5gOcutcNeJqK2lxfVJ/MDNLPtFiruRD6k1AiSBuCmJ0ttAkvpNXe+ehiKF8536IWhqJWOcYGODzT6d6VGhFwj6JGmBE3lGhGSs6lH6+HfMRIOQ1Nv5hGASiBVa+SrTun/OatscOz3/6MmAgRpfXYNZSNd8GWYB9gzUDXbTufxGKEAA1UjVOQ+WIHwFDAUqD787D/w9Xfr8Ppz9+PBJ1/TI1RHn3Ua7n74b/hp43YseW82pBib8K1YvQFTZjyP+ga/ATqB1HtvnQxZkrBg2WpMe2zO4dc6ZWfgqRk3Ychp/ZqoRgB40k0PY+n7s/QoVGpPv/wOPvzsayiKjDuuv0yPvKXGQDW8DcdHswJmViD7BxtSd0io6+FF1anh31h2eS8l6PT2XRodUKXI1FhXwH5vs4LX18u6T+c9g92Wg3Vm3nfhjO2fGxT8+2cZKbKGF8a6kB+jSOVwxmTUsWYDqs3ntXiXjFHdvXpKe8Ab1Ki5J3N7TvnRAAAgAElEQVQ/b21SQAVJJ/cLL6I/meccj7GTrjsqBUw7o+1o9GBAlcBW4ScOiD4BJWOdIAjWWiNAl7vUhrpjvaCIR27mUSB1l4zs1QoqB3r0wpY6UK30Q08qSNVW9GnGehkpe2UdltYc79GBKQFUpbqVaFMB8KZq8Kar8GZoOvyk/xM0pSjUiJoKdPrGBkeJBJ/NXFCVgWpEK8onmVwBBqomXyAeniUVMBSoHqyqwaXXPYji0oO6WEd3ztfT/QluvjDzdpw99JS4iOj1+fQx5GSlHwaigQvTa+UV1fpfyc9VEII/jQ02UCpk5bDbdKgaaAxU47KkfBFWIOYKCG6g6BMHBFVA8blO+CIo8NBp+ZHIjMCAKd2S0i4jbfO2yZizVsHgzj5Mj6Kftq7/f2sUfLJdhk3U9GucUmityMdItTfjeT4VuHeJHVsOijguR8UTI12WKRZmZqA6a7UCAqqBlqYAk/p6MCFMWxAz7qlIx0Tp6WSLsONQJO9b451I45TxSOVsch5pe+18u26dQEC1rQdqwYAqdZb1o4K0X2TUH+ND5WltfwdR6j+n+xuydIZ1QvC00wq/7QjBVF8agqb802s6LKUoU4o2rWk72pT83almpiZqqO3n04GpJ12DL13VI0oNbyaFqgxUDV9p7tAECjBQNcEi8BA6nAKGAlVSr8HpxrsffYkNP+9ATV0DenQtwsTzz0LvHkdbUlwGqpZcVp5UB1QgfYuCzHUyXAU+lJ8VGQClyJH8Lx3AIR5JaXoVZ7j0SJJIWnG9gNsXhnZTHWr/FF333GobKOqVmkMCqOZcuk3DQ2e6cFynyMYa6vX5uOgVKK0XcOsCOxq8Ai473ovfnhB+NHX0ozC+BzMD1ee/t2HBzka5rYem/+p5ThSmddz3zP1L7SipFzB1oCcs30/jd4/1egz1YVprQFWuE1DwmT/L6sBFTqi2jrtPk3F3EOTOXWKDJ0fVI1Qbp/Afns8hOBpsfrqvaYYGD0WYZhxK2c/QYCsV4dgn6jYCgYhkilLOX2jXI17ru/vC8l0NVdtOX9vgKJb0fVg+wg1Pgj1VGaiGunJ8XDIpwEA1mVaLx2oVBQwFqg88MRclZQfxylN3WUWfdufBQLVdifgAViApFDhcxGOYG86iyL1DyZssZ48Nnu4qquzRgy7yI9xRKRoWnfrmJgVvNytsQQv00jlOHG0if7Ok2DQJHCQVD3t8pZ1c6jBzuBsn5id/VLGZgWpr75ubT3XjvA7kNRx4EBOImKRISmocmRqbD4NQ7F5aA6o0Ij3d+oCkg7OadgoMEsDLXCtDqRR1z01uiVegceRwa5ZCrnyfXhDKl042ACp8aSq8YT7kSd8mI3Ot3z+dIl4J4FKj3zM0hsb+q9GoEtiPBFXLRrgTWqiKgWo0K8nnmlUBBqpmXRkel5UVMBSoznjyNfy6rwT/b9Z9VtasydwYqHaYpeaJWliBlL0Sclba9JuQkvP8/svRtIwUGRAE1NRHD1SjGUewc6cts4OKGzVvs0Y70TPCSFqjx8j9haZAIA29k8Pvp0pRxsnckhGoahpwxlE+XHSsz9IRmgROqWAdAb5URcPccS6GqCZ5s7UFVO0lEnK/skG1azhwYfvfbYEoyIBnp0mm2GGGQZ6paVslPYKzuQVDsAhVT5aG0jHtr2soAhI4JZsBgrIBgJq5RkH6dlkfS/UArw5bo20Ba6RER6oyUI12Jfl8MyrAQNWMq8JjsroChgLVxd/8iNumz8byj15EVkaa1bXT58dAtUMsM0/S4grkLbXDViaiaoBHL8wRbYsWqFJ18Tq3EBNA0xpQ7eipy9GueSLOd/qA275wgKwhBhb58OCwyKwqEjH2YNc0M1D9qVTEA8soIvhIk0XAo+p2hE18Lun927NRRW2z6BvNOAioTlloR50HevGp8QZ8TkYzno527rpSCW9tlPVMhebRwG0BVdIp/wu7XtH94CA3Grq1nX0RKIIUrfd3R1sfI+Yb0J76qjjD3STt3lYi6mBc0D9t/E1TgIMDmx5nxDga90GRq2lbZT1StfGYaKyiB2jo4tOtA8Jq5Km6wh85TaC2bKSrzaJpYfUdxsEMVMMQiw9NGgUYqCbNUvFALaSAoUB1yfI1uPvhl3H6Kcdj6MATW8h02YUjYLP5U0qs0hioWmUleR4dVQG5UkDBIgdUWUPxBU5oR+rOhC0JpeS58lS4z/NFFaFKvqlU6OXR4W7Doerff1Lwwdamk6RK8XPHGRPlErZofEJUCmyvFHDnYjtUTcCNJ3twfq/oHwhENaAoTjYzUKVpUXQm+VpSS5M1XNHPg8I0/7+PbhS5dd18B8ireHR3nw4fkzUdnsAwtQAcpr/TXArDBShR7Ak+1a/AlAV27KwW9UJotKcat/aAauoOCdk/2PSow1BS+clP06gUb16/0BUIANXm0cH0GyVviR2iT0BNHw9ch4pGEsj0hZnaH/pomh7ZfE80jpYtH+4G2Q5QEzxA1lobUnf5/aZb9ZE3AVRloBrpbuDzzKwAA1Uzrw6PzaoKGApUpz74AhYsW92qVlaMXGWgatW3Bs+royiQvdr/47+utxdVJ0Weoh+oyEuFFpzjIweq5Jn69iYFBDmfG2NsWi0VM7ptgR11XgFFaZp+DQJD1w0gMBRmlElH2SBJMM//bJbxj/UKFNG/Z45KUi9cswPVULYCRQtPW2oHvdcoNf7t8UceVNBryQAjKRqVwDFFRPbIUjGb/TRDWfqYHkMwe+pCe4s9RRdtD6jCBxR94tC9MMtGuODOS36/5ZiKncDOKRK0ccSnVEuFLu0Q3QJqj/XoafdmaAR/HXtFEGgtbvQwtmief581bhRJu398Q8thJxiqMlA1w07iMRitAANVoxXl/liB9hUwFKi2fznrHcFA1XpryjPqOAoIbv+NJlToNwVqauRzz9goI2OTguoBHgj9KVQjMg9Vgi6zVtn0KKT+h6I+Ih/VkTM9PuCPi+3YVS1iUJEPM5I8PdwITazSB/l4Tltmw4YyCd0yVTwzygVby4L0pp+uFYBqQGQCYCV1AgLFmyhle/oymw4or+jnPfzvZlwU+gy6fr6/OvyFvby48oTkjbI1o76RjmnRLlnfN+Gm/NP1MjYoyPhZ1tPIKXU7lEbp3mKtgOqTI3/QGMp1OvIxBCapBfMmFZ1A3mI75AYR9V29qDzd3OtAcDV/YVNblMDalo52whPMoz2BUJWBakd+51l37gxUrbu2PDPzKsBANcq1YaAapYB8OiuQQAUyNsnI2KjAKL+4QGRGWqYUMVCNlRxPf6dg2a8yOqepmDXGBaqbxc06Chx0Ajd/4QBFF47r6cVNp5j75juY8lYCqs3nRzDs1bUy6j0CRnX3YuqhKtq0XmawBKBxUAuMhcbbI1u1nBesdd7xR2bSboQqAIJzhZ86AC20h4cUKUlwjL7TGqd0W1G/RM2psWcqPdBtHJlKqfOU5q9Ui3AW+lBBD0CbBn4mathtXjd/sQPKwZYDbRWoUm8JgqoMVE25hXhQUSrAQDVKAfl0ViACBWICVMsqqvCnp/+Ou268HD26dY5gWMlzCgPV5FkrHikr0EQB1X+DKbkElA13wZ1vXBpkJEWpyIexf74aE7jyxQ4JL/xgg03S8OwoF7pmcnq/Fd8Nq/aLeHi5P0JoxlAXBnU2bk/HQy8rA1XSj6Alvc9PzPcdTv2ftVrR/40iD8f39iUEYC7eJeOVtTJGdfPhBo5GjMdWj+oaFEE8d62Ca8mqJVVrP+X/0NVyVtmQsltCbW8vqkOwtwlkXVD0JPl6cjNWgfwFfmDa3DOVLBqoAJW9XII7R9VtGpAkGQepOyVkf29r+lPLDhy4MEjKf+OjEgBVGagau5+5N3MowEDVHOvAo+hYCsQEqO7eW4JxV96DN1+agQH9ellaUQaqll5enpyFFaAbS7rB9GSoKD3HFdVMKdWNqtUGIkzCBaqN/fHmjjPWN3VnlaCn+ntVAfcOdmHY0ckF2aJamA548t9+VDD/F1kH8y+d40SOP3M7KZrVgWqwRbh/qR0byvzFnyhyPFAAKl5+qwErArr+CXkqHiN4w83UChCEJwh+Yp6KmSNcIQPVcAswUnQq+YvXHmsO305TL0oEgyN9baWibsNwuGlAp29scBRLID92gqlaUz4ZwZXiewpZHzn2SpDrBT0iWvBCL4bWbqGzOENVBqrx3Rd8tfgowEA1PjrzVViBxgowUI1yPzBQjVJAPp0VSJAClM5IILTyVDfqezS6oYlgPIGKt4HUyHCBKlUFL6kXglZwjmA4h0+p80AvQlXWIOKiY724fgBHGUWjZzKc6z7klbu7WsQJeT7MHO4mO9+kaB0RqNLCEDz9dp+E8Y3A1aR5Dj36cMwxPv29G8tGgG5IF9XUvq6xnH+y9U2RztfOt+v2EY8Od+PUIhXZ6TaUVrUPw/OW2mErE1F1sgd1vWK7r5JN13iMl4pXUjYMPYAN1rK/U5D6qwxvioqyUS6oSfRALNh8MtcoSN8u6zCVoGq7LY5QlYFqu6vBByShAgxUk3DReMhJrwAD1SiXkIFqlALy6axAAhRQKkS9ci7d1By4wBlVOh15zRFQ1fs6VNE7XKBKUWLztkqYPjS0YiGhSEaFih782oa1JRL6dPLh8RFuSP5AOG4WV2BvjYApC+3wqAJ+e4IHlx2fHOCkowLV5tuRItanLbXpwCw/VcPcRlW0o/Vcpc+aOWtljD7G1wTgWvwtYbnp0Tqm2TQ9ojkUD9WAABQ52GmlDd40FSXnukL25bSXSqDvumDFkywnbowmFPBMbQ0uZq5XkL5ZhmrTUHq2C7705LfmoSjc3CU2NPTwhR7pHCeoykA1Rhudu02oAgxUEyo/X7yDKhAToEoeqo/M+iduv+5S9lBN4o0lSwIKsh3w+jSUVDqTeCY8dFagqQI539qQskdCbR8vqk+MLmqTolwzNvhvggI+c+EC1ViszxsbFLz7s4wsu4bnxziRneSRLrHQyMp9frpdxstrFIiChr+OcqFXsArLJhOAgWrTBSFvVWrkr0qN/j5zhU0vajW6u4r++eFF1gfOp76OyVTx3NgQIsZMtkd4OE0V+KVSwKoDMg66JXRJ8WLUMV6kK22opEF/ACg1CKgY6oIzBJ/lxg8NKcqwcfEkXo/QFAhoSEe38EwFkLpdQvYaG1RJQ9lIF7xJ8Hkd2swjPCoOUJWBaoRrw6eZWgEGqqZeHh6cRRUwFKjuL6lA54JOFpUq+LQ4QrVDLTdP1gIKNKl2fIEzJil1oQBVijRbvEuKSTrvmmJRj06lG4YnRrpxfC77plpg64Y9hb98Y8PqAxLyUlTcfKoHdgl65fY2gUvYVzHuBAaqbWs5b5uMOWv9tOzCXt7DBaSaR60SZKN/o0aF7hq3a+c7MLq7F5P7JUfUsnG7y3o90TpPXdT0SVn/PBWPtuODm75FRuY6Ba4CFeVnhQbVOy23wbFf0iNUuUBVZHuJIlSpNY/ydewRQQ956Qu7/Ew33AXW/b6mB9DteqkG5I0xVGWgGtk+5rPMrQADVXOvD4/OmgoYClRvmz4be/aX4veXj8M5IwYhxZFkTuoRrDED1QhE41NYgQQqkLFBQcbPMhqO9uHgYONS7BtPKRSg+soaBR9vl5uAESNkKa0XdN/Ueq+A3/f34JLjGJwYoWsy9lHrBq7/zIFaj6DDdWppCvDocCd6mjACioFq+7ss4Ld6Yr56uIAVeaCuL5UwuIsP5Q0Clu89UhI8VQEeGObCifxQpX1xk+yIV9cq+GibH9I1bo8Md+GkZiC98euCByj8xAHRJ6BkrBPezPZTyynCMmuNonuvcoRq6BuFdGtLL/sBEQSrqXgT/R5xWrhoZMZGGVSwqnqAxxTp/wxUQ9/HfGTyKMBANXnWikdqHQUMBaqr127G3Lc+xbKVa5Ga4sBv/2csLrtwJDoX5lpHsWYzYaBq2aXliVlRAR9QRDeSHkFPq3NHCRnIV06pEtDQxdfkpqk9oBpIvU1VNMwc4T4MRqKV3HOoINGuahGDinyYMSw2wDjacfL58VPgfz9MgbMZUx/c2WeoX69Rs2GgGpmSUxbYsbNaJCZzGJw37qkwTcOr57FtT2TqmvesR5fb8O3+I/A8MNL2gCodl7VWQdo2WS/ISIUZuRmvQMAzNViKP11NqRBARcIEVTCkOKbxMzC2R/q9lLvMpvvNh2UdEaNIVQaqxq4v92YOBRiommMdeBQdSwFDgWpAut17i/Gfj5firf8uRn2DE+eOHITJE8fgtJOOg5As5YZD3AcMVEMUig9jBUygQOpOCdnf20KvONvOmANpkM1vmNoDqtTtmxtlpNtgaGGYZ1YpWLJbRpd0Dc+MdiFVbj/yyATLwkOIoQLj30tp0XtBqoY5jQodxfDyYXXNQDUsuZocTEWKPtgi6RYPzdulfbz4XZRe0ZGPjM+MlQJvblLw9saWEaqzRrcfgS7VCij43A6I0AszamEklNEDSYq8DDl1O1YCmLhfxz4JnVb4RQ0GVKUaQS+MSVrW9PWipl90Xu4mlqLJ0DLXKJDrBVQO8uhgNeQWA6jKQDVk9fnAJFKAgWoSLRYP1TIKxASoBtSprKrFbQ88hx/WbdH/qVf3Lvj95edh3KghlrEDYKBqmfcCT6QDKJD/hR1KjYiDg9xo6BZeQZdg8nQ5BKuKxznDilCNhdSBIkQ2EXh2jAtdM6zrwxYL/azaZzCgmpui4e/nmy9ikYFqdLvwp1IRDyyzt+hkUj8vJvftGMAmOgWT6+xaD3D7QgfI5iXQwlnrwAPB6hM8qD0+NGsY8sDMXWqDpgD0vcctuAKB6vZ1x/laeKaKDUD+Ygckp4C6Y7yoOo3fmyHtI4OhKgPVkFTng5JMAQaqSbZgPFxLKBAToEo+qhSh+q/3F+oRqif164WLzx2Gr79bh8Xf/IjuRxfi0zeesISADFQtsYw8iQ6ggK1URN4yO3x2DcUEk8ToJk03TBSFIh8UUH1y0xui1iJUKdWfPCzDrc7d3ki3HxRw15d2+DQB9w52YZiFfdja04Jfb6rArNU2vfhZ40ZxQT2yVNw/xI3O6WFECcVYXAaq0QtMRacaAzbqkdL9Ke2fmzUV2FguIT1FhtftRp1HRM9sFWkhRP9F+p2Yv8AOpVpETV8Pari4WVibSnBDj0yVa0U4O/tQcYY7uE9HWL0m58EU5UwtLE9eFXoBr5R9kh7hStZNoXgAB1OIgWpy7hseddsKMFDlHcIKxF8BQ4Hq9z9twWtvf4oly9foMyH/1MsnnI2+vbsfntmuPcX4fMl3uOE3F8V/tjG4IgPVGIjKXbICMVCA0u8IgMbjJjAYUKWq29fOt6PeI+DR4W7DoGqNG7htgQMVTgEXHevF9QM42iUG2yepu/xwq4wdVf4nCEWpKhbuklBSL8IhATed6sHZ3UKLTou1CAxUo1eYohYX7ZSxvlREjxwNo7t5GaZGL6upe1AkAdnpNjy6VNULHU7q68HkEEHn4ayN091o6Bpa1gZ5YWavVvRUdld+aOeYWkCDBkeeqWlbJZSPcAdPZ/dB90y1HRR13crPdEf9YNegoce9G/otRnvIk6WhfIQrvOtrQM7KRlB1uAveCIosMlANT3Y+OjkUYKCaHOvEo7SWAoYC1dumz8aWX/bgykvGYMK5ZyIrM81aagWZDQNVyy8xT9ACCoj1QOF8hx4JcuDC8PziIpl+MKBKlbgX75JxQp6Kx8K9gWhlEKoGTF9mw4YyCX06+fD4CDekKCNvI5kvn5NcCjR4gedWK/hmr99/cdhRXkwZ6EFKSzvGuE6MgWpc5eaLWUSBAFBdvM2rfx9QscO541whRaka7StuEUnDnkagABWdSFGnzi7NQDOlqy+3wVEs6d6zFFmpJfjzNuxJGngCZfgUzPd7yFYP8KD22DAf6jWGqrKGshHhQ1UGqgYuKHdlGgUYqJpmKXggHUgBQ4Hqj+u24phunZGTld5EQqfLjfKD1ehSmMtFqZJoc8mSgIJsB7w+DSWV7JWVREvHQ22mQOY6BelbZNR386FyUPQVjclHLnuVgrreLf3R6NKtRai+ulbG9QO8Id3ohrKIf1+n4IMtMrLsGp4f40S2I5Sz+BhWwK/Aol0yXv5RgcsHFKSquG+IG8fmJC41nIEq70xWIHwFAkC1tMqF+5faUZimhv494wOKPnHoYIsgnzs3fO9tSt0OK207/Cma/owAUA1WgAoE/yhNfa8Eb5qK0rNd0FpaHZt+jkYPkKJUs9ZGEekcJVRloGr0inJ/ZlCAgaoZVoHH0NEUMBSoUoRqvz7H4KarJjTRcduOvZhw9XQsfOev6FyYaymNOULVUsvJk7GgAoIXKKQbRq+AktHOiFLDmstClWrTt8uo7eVt4Z/aGlA1WtpV+0U8vNwOARqeGOnG8RHcCBs9Ju4v+RTYXyvgsZU27KwS9ejmq07w4uLjPBTMHffGQDXukvMFLaBAY6AayXQyNinI2Cij4WgfDg4O/YEjgVSKulQVhJ+2HclATX5Oa2A560cFab/Iun972ShXh4fPhi5jFFCVgaqhK8GdmUQBBqomWQgeRodSIC5AdX9xOcZcfifen/sw+vTqaimBGahaajl5MhZUIHWHjOwfFLjzVD0tzIhG9gF081Q6xqWn7zVvjSNU39qkYPyxxkWl0rUIgt2+0A6nT8DV/T2YeFyY6XJGiMB9WEYBnwrMXavg41/8OahUNO3ewW5kxjmKioGqZbYUTySOCrQGVMm3O5TiVKITKPzUAYqkLB7nhJoa2uAbp20HTXMPrZukPYqiUqnVd2/9+zd9s4zM9QpUSkunAkpZicsAMLvQ5M0bkSdvhFCVgarZdwSPLxIFGKhGohqfwwpEp4AhQPWdDxejvsGFf3+8BF2K8jBs4ImHR+XxerHoqx+wr7gMS96bDcliBn8MVKPbgHw2KxBrBQJFNyoGu+E82pgCGnQjSelqrd1IBYDqv37SMGetgvxU8rQzxjbD5QWmLrJjb62IQUU+zBgWekRRrLXm/pNbAYp6fmaVDQRiyEbi7tPdOKkg/BTgSFVgoBqpcnxeR1YgGFAlz+6V+6SQvVSzV9uQuktC7XFeVPcPvbBh+jYZ6Rtl1Pbzhu+DmcSL1tgzlSB0MMuDlN0SclbZoIkays9y6w91ubVUgH5P5S61HX5IHZF9RARQlYEq70YrKsBA1YqrynMyuwKGANVzr7gbe/aXBp1raooDZw89GZdcMBxDTu1ndj3CHh8D1bAl4xNYgbgpYC8RkfuVHb4UTY+8iUcec3GdgAMNsh49+teVIpxeAdPOcGNI8yIVEarw2AobVuyT0DlNxawxroQXEopwGnyaSRWoaACe+NaGTeWSPsKLe3tw1YleyHEodsZA1aSbgodlagWCAVXyUt1QJmJSXw8m92s/g0GuFlCwwKFHUhZf4AyrYFJH9FDNX2CHUi0iqGcqAPsBEZ2+sen7pmKYG64ihqltvYn0gl37Jbjy1MjtI8KEqgxUTf2xxoOLUAEGqhEKx6exAlEoYAhQDVz/yRffQo/unXHZhSOjGFJyncpANbnWi0fbsRSgGxrHAQnVJ3pQ26f9m8pQ1Gnr5pEigmau8N9EBdrAIh8eNCiK9L9bZbz2kwKbpOHZUS50zeT0wVDWjI8JTwFVA975WcE7m2TQn3tl+wtWFabFdr8xUA1vnfjo2ClQ6wE+2ipjfan/wUJ+mobrBriRrsTumpH2HAyoriuVMH2ZDYM7+zB9aGhZDHlL7bCViag8xYP6nsZ8X0Y6J7OfR1GVtlIRziAPSpUKAaSloAo4OMiNhm7GZMaYXZNoxkd65i+0o653lJHOYUBVBqrRrBifa1YFGKiadWV4XFZWwFCgSkJpmoadvx7AgZIK9OzeBYX5Odi9txgUqZrXKctyWjJQtdyS8oQsooBUK6DgczsgAgcudEIz4EaYYCr5p5JvKvmnNm9TFjqws6ppOZ8e2Rpmj44+3X9juYj7lvhNLe8d4sawo/gmzSJb1bTT2FAu4okVNlS6BNgl4NbTPBjRNXaghYGqabdChxvYm5sUvL3R75EZaJRlQNkGZmuteaj+UiWiZxCP79bGTzY2nVbY9Er0Jee6wsrooO9GKmxFjaI2rdhIH3e+ClVp/cGSXOWHqQQIjXyQa0U9YzanEKEqA9WYrQB3nEAFGKgmUHy+dIdVwFCgWlfvxI33PoMf1m3RBX182g246JyhmDLjOezcfQDzXp9pOaEZqFpuSXlCFlEga62CtG0y6nt4UXmqMTd4Ad80Z2cfKoJE/Yx/LyWoevMubYhK1UoncNtCB6pcAi461ovrBxgzn6gGxSd3CAVq3dB9VVcf8Efqnd3Ni5tP9eiA1ejGQNVoRbm/SBUI9nCM+or2szzS8bR1XmtANexradAfQsp1IsqHucJKUw88bKRrtuYpGvZ4THRC4Lu/tYepNFTSIG+xHZJLQF1PL6pO4e/pSJcw4gJVgQuGAFUZqEa6OnyemRVgoGrm1eGxWVUBQ4Hqux8twfNz38M9N1+BN95bgN9cOlYHqt/9+DOuvuNxfPmfWSjIy7aUlgxULbWcPBmLKCB4gcKPHRB9AkrGOuE1KDWeInAyNimt+qZdO9+B0vqmEapGFKSiyFSKUO2Xq+LxkS0jYy2ybDwNEyvw0XYZr67xh3kXpWl6lDRZARjZGKgaqSb3FY0CwT7LkxWoLt4lgywMxh/bfnQ5PYSkh5GuQhXlZ4b3XZO5RkH6dhk1fT2oCcG3NZr1iee5jWFxa56pggvI/9IPo+u7elE5yBNWhG8852P2a2WvVkAAu3qAJ7pCZ+1AVQaqZt8JPL5IFGCgGolqfA4rEJ0ChgLVidc8gHNHno4brxqPG+5+GheNHaoD1YrKGpx18W14++U/of/xPaIbscnOZqBqsgXh4bACgB6Zqt8UFqgoPyu8m8L2BKRUPmrB0v6CpYlO6plpus0AACAASURBVOfF5L6RR6rMWatgHs3HpuG5sS7kOGLrY9ne/Pn1jqvAzmqyAFCwt9Zfoeqakzy4uHf7kCZUxRiohqoUHxdrBa6b70BJs4djeakaXqPihiZrbUWoBrxUUxUNc8e5kNZGujpNS38Y+YkDojf8h5H03ahUinDlW8+OhgAftfruLT/vSLO8JXYoVSKchT69CFU8CmCabBsaNpyA9QT9xiJrJV9qFL952oCqDFQNWzLuyEQKMFA10WLwUDqMAoYC1fG/m4aLx52Jayad3wSobt+5F+N/Px1fvP00jirKs5S4DFQttZw8GSso0ChtsWKoC87OxkbRtSfRy2sULN8rY0IfFb2zPDgpP/LrL98r4vGVdoiChsdHuHF8buR9tTdufp0VCEUBtwq8/IOChYcAw8kFPtx1uhuZfnvfqBoD1ajk45MNUuD/1ij4eJsMSYRelI0a/e/cHl7capB9jEFD1btpL+X//qV2bCgTMamvB5NDiBzN/ElB+lYZdT28qDLhfI3Urq2+2ipAefg8Fcj92gZKUXfnqCgb4QJiYIcSrzmb5TqdlvuLe1Kkb1uetSGNtxWoykA1JPX4oCRTgIFqki0YD9cSChgKVB9+9h/4+rt1eP25+/Hgk6/pEaqjzzoNdz/8N/y0cTuWvDcbEv1CtVBjoGqhxeSpWEIB+34RucvtERXWaEsAiprwZKshRUtkpMiAIKCmPvLI1D01AqYussPtE3B1fw8mHmdcJKAlFponkVAFvt4j4bnVCpw+AVl2DXef7sZJBdEBfwaqCV1SvjiA136S8d+tChyShpkjXDg2R8O2SgF3LbLrgHXuOCeyHeaSqj2gSlGq60oFTOjtazdClWYm1kMvvqhJQPEFkRV0TN8mQ1WCR3SaS70joxE80CNsNUWDUiWBUs9bS/HXzyJQ960NKXsleNNVlJ7tgubngNzMpkAQqOrL1lCUm4L95dF53Jttqjyejq0AA9WOvf48+8QoYChQPVhVg0uvexDFpQf12RzdOV9P969vcOKFmbfj7KGnJGaWMbwqA9UYistdswIRKJD7tR32YhFVJ3lQZ2A6ctE8h165N5SCG9EC1QYvcPtCOw7UiRhU5MMMSiHkxgqYTIHiOgGPr7Rhe6X/Qeklx3nwmxO8kCN8bspA1WQL3MGG884mGf/aqMAmaXj0LBf65B5JNf7bjwrm/yJjzDE+TDnNXJ/H7QHVSJax0wob6CFiJJXqG6dsl4xzRR9hGMkEwjwndaeErJ9sIKjauLUFVLN+VJD2iwyfQ0PpKCfU4DUpwxwJH95cAYoUphZV6j910BiqShoauvmQ5pRRk+1BfXcffGlRWAvwsrECJlGAgapJFoKH0aEUiBqoen1+ryRZ8ue4NDjdePejL7Hh5x2oqWtAj65FmHj+Wejd42hLCstA1ZLLypNKUgWkWgGFnzugShqKL3RC89ueRd0onS93mU3/QU9ANVhbuU/C4l0SRnX3YWwvIaoI1b9846+q3jlNxawxLlDAKzdWwIwKeFXgnxtkfLDFX7CKClXdN8SNwghuThmomnGFO8aYPt4m4ZW1NiiihofOdOPEZlYtNW7g6k8d8PiA58e60M2gQodGqBsOUC2uF5CuoN1IVVuZiLyldvhSDn3nNa212O6wc5faYS8Tk6ZAVed5KS1galse7BmbZGRsVKDaNJSOdMGXwTCu3U0RwQEE5ylS2JOloZzsFKJtGtBpuQLHgaY/qjQFODCuAfR/bqxAMivAQDWZV4/HnqwKRA1Ub5k2C0X5nTDjjqvw0RfLkZ+bjSGn9UtWPcIeNwPVsCXjE1iBmCkQiBipPdarV4g1qhFQTdsqwZuqofrk4P0+utyGb/dLuG6AB1f2p+oekaX8/2ezjH+s90dJPTvKha4munE3Sk/ux3oK/FQi4olvbahxC3q69JSBHpx5dHjFaRioWm9fJMOMPt8h4cUfbJAFDQ8Oc+PkwuDWFe/+LOONDQpOKVTx0JkGwB2DxAkVqFJxQypyGKqXav4iu54Cf3CwGw1hvpepQJNjr4iaEDxbDZIh5G4ae6NSsam0LRKU6pZh9e58FWXDW65z6k4Z2d8ruiUCQT7yTuUWGwUoK6hgvl3PDqLfdPTbLtqWsUlBxsaWT6krznDD2SW876xox8LnswJGK8BA1WhFuT9WoH0FogaqN977V3Q7qgjTplyJ26bPRr8+x+Cmqya0f2WLHMFA1SILydNIegXoB3fhxw4IKlBynhPeCCLkIhWBon6un+831ntrvBNFmVJEQHV9qYjpy2zQIODewS4MO5pv1CJdEz4v/gpUOoGnvrOBPBupjeruxU2neGAPsUgLA9X4r1lHv+KXuyQ8u1qBKAAPDHVjYFHrn7luH3DDZw5UOAU8OtyF/lEUHDRS91CBKr0v6fslVdEwd5yr3SjV1N0yslcpcHdSUXa2eQByKNpRdCx5uHqy/OtJD0VzVig6mHN29qFiqN+2QbcnoAJIQSJwGx8XuGbKPurHb5RafqYbrkIGcKGsRzTH0BplbJBRebrn8HpG019rQLX2eA+qT4ge2EYzNj6XFYhWAQaq0SrI57MC4SsQNVD9z8dLMXvOfzDlukvx4WffoNtRBbj4vLOCjuTUk3oftgYIf6jmPIOBqjnXhUfV8RRI3yIjc50CZ5EPFQnwHCWouqNSxJAuPkTioUp1EW5b4ECtR8BFx3pxvYERth1vN/CME6UAJb6+v1nBGxtk+DSgKE3F/UPc6JHdfkosA9VErVrHvO5Xv0p4+jtFZ2n3neHGkC7tP8BatEvC7NU2dM1Q9dR/ArGJbqECVRrnrNUKiutETB3kRmFqO+9JFSj81AHJJaBktBPeEN7DwbQgmEmp8QG4aZReFAUregCpTkR9dz8IC9jz0J9deerhNPHG/17by3s404QAK0XhErCzlTeNUm0esUg2CGT9Q16cFLXr5AeeRi1lXPshv9zs74NUDxOA+m5e1Jzg1a0uuLECyagAA9VkXDUec7IrEDVQraqpw2PP/0tP92+vLf/oRWRlpLV3mGGvlx+s1vvKzcls0qfb7cHBqloU5GVDEJr+Gna5PVBVDSmO0Ep1MlA1bLm4I1YgcgU0f1ViqUFA+VkukPeZUY1SAummraGLL+SiCOECVfKhvOtLO36pFNGnkw+Pj3DrFaW5sQLJqsC2g/6CVSX1or6Xf9/fgwntpGsyUE3W1U6+ca/cJ+LxFZQNANx1ugdndQ0t0lDV6MGXHb/WiHpxKipSlegWDlANd6wBr1BK+SeIGG6j70/dAzNTRdXJHniy1bB8KnXgWeWHnhRx2h44Jciav9CuX8+To4KKSlGjfqipSnBQRsWoKJU/Zb/f2oeuQyn/gSZXCchbYofoFVB5shv1vRK/7uGuhRWODwBwV350+ucts8NWeuRHlqeTCqlOgOgSoAlAXS8vavt69QcB3FiBZFKAgWoyrRaP1SoKRA1UA0IQiLzp3mdwbI+jcOUlY4Pq07VLAcQYP84nGDr3rU/wj39/jorKGqSmOLBq/sv6eDRNw9/+MQ8v/v0D/e+dsjPwwsypGNCvl/73Nz9YhDlvfqz/efLEMbhu8gX6nwnMnjf5Hnz8j8dQmJ/TZG4MVK3yVuB5JLMCgarCngwVpecYm5pIN2d0k9aav1bdoRu1tEY3auEC1Zd+UPDZDhlZdg3Pj3Ei2+8ewI0VSGoFGrzAM9/5vYWpnVzgw12nu5FpDz4tBqpJvdxJM/jVB0Q8stwGgqN3DPTg7O7hwZl1ujWLXf+8njvOCVuIlhaxEiiWQFVwA0WfOPSozOLznVAj+G7q/GEKhEaZ1FRRvXJgUzhLoCx1lwTBI0Cqw2EQSn6n9LCUGsHQA+P9RSHpePpuJvjpzvfF1KuVil0STKVI3ZrjKYLROH/2WO0JK/YbWHOC36VjXCE/4G5NC6VSQF6KA2UNTniyNQg+IH2rgvTNEgSvoHvk1vb2oLaP17ACp1ZcF56TuRRgoGqu9eDRdAwFDAOqJJfX5/9RKkuJ+3X515ffxX8/+wo3XjUB40YNhtvj0YtmUftx/Vb85tZH8c/np6H/8T3x3Nz38cmiFVj4zjP66yMumYI5f70HKQ47xl15D9YsmANFkfH0y+/A51Nx7y1XtNgVDFQ7xhuFZ2luBQLRBpWnelDfwzgPrMDNXOMbueZKUArl4l0ybh/owehDaYfhANWluyX8dZUNoqDpkanH5xoXXWvuVePRdRQFFuyU8coaBS4fdAh19+lunBQkipyBakfZEYmbJ/lUP/iVDV5NwC2nunFuj/BgamDkD31jx/cHRFzZz4PL+xr3nROJMpEA1bc2KVi0U8LsMe17qVJ6NKVJ1x7vRXWYMJGgVf6ilhSW0v8p4rRx5fYu76Ucnv6+SxsO/zl3qV23C9BsWkzBaTDtRSeQt9gOuUFE3TFeVJ3GMDWSPWrUOeR369gvNbFziLRvilkuyk3BfvJbatQoSjV9k4y0HbLuyU9RqrT3KWpV48yhSOXm8+KkAAPVOAnNl2EFGilgKFClfr9ZtR6r1vyMuvqmX1D02h//cHnIqfSRrFJpeSVGXjoVj9x7LSaOa+njSrB107ZdmPP03Xr3JWWVOPt/puI/rz6EjPRUnHvF3Vj92Suw2xT0H3U1/vv3R5CZnoYLr7ofn77xOPJzs1sMi4FqJCvF57ACxikgVwsoWOCAKms4cKETMPB5DkVEUPQrRcy0Vq140jwH6j0CXh3nPOxJFypQ3Vkl4I+L7fCqAq7p78HFxyX2xty4VeGeWIGmCuypEfDYCpueKk3tkuM8+M0JXsiNblAZqPKuiaUCm8sFTP/KDrdPwNX9PZgYxeftvloBN31uhyIBc85LbFZBJEA18CBwUl8PJvdr+3vn8HcsRYheEN53bNpWGVk/Ka0ua2NwStYAvlRNjxY0Q7V1ioSkyFSlWvQXsjrDHbR4VSz3LPfdVIFAlGpdby9q27GQaU+71oBq4Dx6oE7eulScjRr5qpINAIH1YEXM2rsev84KxEMBBqrxUJmvwQo0VcBQoPrJopW45+GX9TT7+gYnuh9dqMPJLb/s0dPr5//rSaSnHXkCbfRiLPrqB0yZ8RwmTRilX9NuVzD+nKEYf84w/VJ3/eVvyMlKx/Tbf3v40ieM/D1eeuwOnHl6fwy58Ga89dIMpKbYMXbSXXqE6pMvvaXP544bLtMBbFqqQ/8v0Jo/2TR6TonsT5IEFGQ74PVpKKXyzdySWwETFM+IhYBZqw9Fz/TxoqZ/fKNHiusEPXWUGhUoCbR0hwwIAmob/OMRgvz6rvMAt35hR2mDgNM7+/DgsPiOPRZrwX2yAm0p4FGBV9fI+PQX/w1qr2wV087woDDN71PnsItwyBIq6c3BjRUwUAHy9L1viQ1On6CD/EkGRJU+/72Cz3dIGNfTh1tOTdyelSUBWWkKyqtD9zil765r59txTJaKF8a2f16npTbdc7LqVA8aeoYe1ZuyU0LW6pZA1dlVRX3Ppj6lBi539F2pgD7nchHuXBUVI9xAgqMTNd3xl5tRCtBP4sJOKThQ0TIAqPE15CoRmetk2A/4n9Z70zXUnuBBQ4i+y0aNN6n64a2asOXqnBs7zpKwSfGFWQGTK2AoUP391Md1cPqnO3+PoRfdggVvP40uRXmY9ep/8O2Pm3RYGcv2r/cXYuZzb+DWayaiT8+u2PzLr3jhtQ/w5IwbccHoIbjh7qfRp1c33Hnj/x4exqBxN+LPd/1ef33Om5/g9Xc/018jKDvhvDMx8ZoZ+OLtp3R7gKUr1sDj8eLWqyfi8gmj9ONUzdrfGuKhol1Wn2cs96Vp+rbiVnUCwpv0RgQ0cuSIX827Npc1UOuOPh48Pg2K3JRm07/f+imwap+AozM1vHEJkNp6EI9pthAPhBUwQoGvdwMzFgPkP5wia5gxAhjT89CDB8Hvd86NFTBKga3lwA0f+ffblf013D7EmJ6Jw0x4C6AHBe9eBnTLMqbfcHuhbxcqsBru77Tv9ws4rXOI77XdgPi5AC1bg3ZZGCMkDvmWADRmtjZAvUQDMsLoJx6HlsM/Tg0Q1gLCHgFajgZtPIDQ6tTGdJQejwqlcUh/TK+WHJ0L+wVooe7hIFMSRAEamSmH0g4AwkpAKPP/ntPITe50QDs6xPNDuYZVjrFoAEcyLE/gvj0ZxspjZAWsooChQJVS5q+/8kJccv5wPWX+zZdm6AWfKFp04jUP6EWdenTrHDPtCKi+8+FizHt95uFr3DfzFTidbsz6y616hCoB32lTfnP49UCE6ogzBuj/Vl1br3+5ZmWmYcaTr6FzYS4mXzwawybcilXz/w8bt+zEg0+9hk/feEI/nlP+Y7ac3DEr0K4C6T/LyNygwHmUDxVD2o+yabfDRgdQdeK0rRLqevsOVxYO9fz2Uv7f3ijjzU0KbJKGZ0e50DWTf5CHqi0fZw0FSusFPPGtDVsqRD3uKseuodLlvwsrSNUwZaAbJzWqsm2NWfMs4q3Ar9UC7l1iR61HwAW9vPjDycZGkr61UQb5kQ4q8mHGMGO/g0LVKpKU/1D7PnycBhR8bodcJ6L8TBdchaF7fVP19IxNCuR6QS8iVXesR0/rN1Oj8WVs9EfO600DvKkqyka5IirEZaa5WXUsZBFBv9OqB3giSv9vL+W/Nd1S9kq6FYB8yL7G3UlF1clueHLMtaetuu48r7YV4JR/3iGsQPwVMBSojv/dNN279OpJ4/A/1/9JLwp17RXn6xDyshv+jLf/9iD69+0Zs1kuXbEWN9//LNYsnAtF9qdmEERtcLrw4sypIA/Vzdt345Wn7tJfa+yh2rd39ybj2rF7P/73Dw9h0b+fwaatu3DXQy/hq/8+j/3F5Rhz+Z1YNd9vbcBANWbLyR2zAu0qUPiJA5JTQNlIl56WZ2Rr78f6vG0y0hVgcBcf0pSmP6TbAqprikU8+DWFuwi4d7ALw442dtxGasB9sQKxVMCnAW9tkPHu5pbh2QRV54xjq5lY6m/1vsnn9J4v7ah2CzjnGC9ujUFBIZcXuO4zB6pcAp4c6UpIUcFogeq6Ugk7qgSMb8eTMm27jKw1CpxFPlQkCB7HYs+SV2rneS3TZGPxoDYW4++ofZK/facVNlDR0NIxLt1/N5wWKVANXCN1p6yDVfoNSs1Z6ENNf69eQI0bK5AoBRioJkp5vm5HVsBQoHrLtFm6lgQvX3r9Q7z49w9w1WXnYuX3G1BWUYUv35sFWTKwYkyzlaPo0tGX/RG/u+xc3PS7CVi/eQcm3/yw7pk6eeJo/Lh+K35z66P45/PTdbA7e85/8OmilVj4zjMQxab5CeQFe1yvrrhu8gWoqqnTLQxWfvwSNmzeqdsKBKJgGah25LcPzz2RCqTskZDzrU3/8Uo/po1uRfMcoAIIxeOcQX+oXzffgZJ6AY8Od6N/flNPudaAKh1/+0K7nnpKN6/XDTA2WspoDbg/ViAeCty+yIEdlS1zBN8c36A/tODGCoSrQHG9gHu/tKPCKWB0dy9uHxi7z9oFu2Q8v1rRPYGfHW38d1F7c48GqJJO18/31wVoXFgx2DUFH0APMel7seQ8J7yHvI/bG5/ZXydv2Lxl9hbDdOerKBse//U0u15mGl+n5TY96rn2BK8OVsNp0QJVupagAulbFaT/LEHw+r/D6rt5UXOCN2zAG87Y+VhWoDUFGKjy3mAF4q+AoUCVIjkp6pPS591uD2Y89Ro+XrACp/Y/Djf/bgLOGHhCzGe4YvUGTJnxvF4UixqB1HtvnayDXPJle+HvH+Dlf8zTX6MI01eeuhOnnNi7ybi279yLSTc9jKXvz9KPofb0y+/gw8++hqLIuOP6y3DROUP1f2egGvMl5QuwAkEVyPvSDluFiMqBnrBT8kORlG4alUoRrmawlM6liJ7py2zIT9UwN0gUXTCg6laBuxbZsbNaRL9cFY+P5Bu1UNaBj7G+AtOW2bG+tGXFF3pv0XuMGysQjgLlDf40f3qANfxoH+4aHPtU/FsX2LG7WsSdp3swoqs3nOFGfWw0QJUuPmu1gsW7ZIzq7sXUdsAzFedJ36KgrpcXVQbbJ0QtRIQd0O8I+j3RvNV396FyYOz3ToTD5tOiVMAIoBoYgugWkL5Z0t8bgVbXww9WVTt/h0W5VHx6GAowUA1DLD6UFTBIAUOBarAxqarWIvrToLG32o3X50Nx6UHkZKUfBqKND3a63Kg4WI2igtywxlZTWw+H3aZD1UBjoBrr1eT+WYGWCsiVAgoWOfSIhAMXOuNefZciTBft8kfbB0uTDAZUn/5OwbJfZWTZNTw/xols/7MabqxAh1eA/ITJV7hxo1tQstL4w8lenN0tvoCqwy9IEgtQ5YKe5r+/TsTgzj7cd4YbUhwKpHx/QMRD39jRyeG3qohn7aBogSpFqZIX7BX9vChs5wGGWA8UzndAk4DiC5zQkjyC3LFXRM53Nghqy01C0akUpcotORRQqkT9N2Goqf9GAtWAQpT+n7FeRupuWffh1USg9lgP6o73hR1Bmxyq8yjNpgADVbOtCI+nIyhgKFA9UFqBn7fuxsABfZCeloJde4rxyaKVSE2x4/Lxo5DiMEGZTINXlYGqwYJyd6xACArkrLIhZbeEmr5e1PQzPpVTqhdC/lEebLjNgernv0h48UcbREHD4yPcCfHZC0FWPoQVSJgCBFU3lkmo9wjIT/VhX42AXdX+qNUzuvhw22lupFvvJ0TC9LbihWvc0CNT99SIGFDgw5+HuSG1DHyO2dSnLbVhfZmE3/X34NLj4vcQIFqgGq4gZLVDljvV/T2ojeM8wx1nm8dr0MFXxqGIQkrT9mRpEH2H/DA7e01XOOuXSgGzv7cftkfpka3h9tNc6GmyAl+GrlOInQX8VF15KspHhJb9EwugGhiuXCsgc50CGhc1Ar11fXw6XKWHEdxYgVgpwEA1Vspyv6xA6woYClQfnf1PLFv5Ez7+5+Pw+XwYe/mdqKis0a9+yfnD8fA911huLRioWm5JeUImVYAKR1ARAEeJCPsBCRo0PUJGNTjSk6Ic8hfaEc4P8+aSNQaq2w8KuOtLO3yagGv6e3Bxst6AmnRf8LCso0CKXYJDkXCw1g0qWPXvnxX8f/auA1yq6uquW2de7+/RexEQROkooKACFtSY/JZEo7HHGDGxBewJ2COYxKhgNNGoSYxGQLGBAgJSVIr03nnvwetlyp17/2+fYeD1aXdm7syc8318Cu+ec/ZZ+8ybc9fZe+1/bZHZ/2fbDPx2uAtnFPKIscTxuHkrqXUDD35lYyT8gHwPHj/HBTXKxMX+KgF3fW6DXQaLUs2I0gWAmYQqZV9Qa1posaGn1OMi8r+ywZNiMI1xRCEC2LydAgguIPcbFbZSiUUQVg12g9Kzrd5mrFCx6kjjTU1R2NNHc1kCkmgqXGhj+r5VZ7hR46fAGvk6koSqby8pZQKyNihQj58gVm0GCwSo666xvccbR8BsBDihajaifDyOgH8ETCVUr7rtcZx79mDccf1lWLh4Fe594q94b87jjFSd+sifsXLBXyJalMr/cs1/ghOq5mPKR+QItIQAFY2g4hENWyRS8jI2y8jYojBdVtJnbdqoqFSaAtw9zNVqeqSPUD1c4cZdn9tZYZRh7Tx4OIEqI/NdyhEwG4GGhKpv7F0VAp75RmUp3NQu7qnhxkFuqPxl1Gz443a8eg2YtsSGXRUi+uTqmDHGCVtjBYmorW3WWhWL90m4tJeGW6JUdNAsQvWbwxLTUx3ZweNXS5UuHenysWykC46OjYsyRg3sECaSqwTkLlch14nw2A2UjXTCnRcfGpdT/pvS4ornXVkfAhKJ14WiQTM2yagY7mbFSv21aBCqPhvsRyVkbJShnMi6IFmC6v4aK2AVbxcS/nDlP48tApxQjS3+fPbkRMBUQnXiNffh1p9diisvHoun//IOPv1qNRb/5wXU1TsxbPJtjFzt17trQiHNCdWEcidfjEURkGoFFH3SPBTV0d6DMpOjMzLXKUjdLzEy1dGh8YuiryJyqmLg3SnewncttRqPDAMCZn4tYNMxCe3TdMw634mUGL3kW9St3CyOQCMEWiJU6QEq6PbaegULd3s/QPR5un+kCz15qmvS7yCnBkxfZsP2MhE9s3XMHBfb37PH64FbP7HDowOvTHKiKC3yZJ1ZhKrv+4021ZzJjjb1VFMOyMhZrcCVp+NYnBRYTDkkIXuNCsEDuHJ1dnaIp4JBV/4vBe4m3DVd7r4zhROqofwijCah6rMvdZ8MurQnWSlqWoaOqoEa6CzLG0fADAQ4oWoGinwMjkBwCJhKqN45bRaoCNW9d1yFG+5+EueOPpOl+e/efwSXXv87LPjHk+jepX1wFlr8aU6oWtxB3LyEQIAiUylCtWmjghEUpRqttmifjNlrlVarIZPG2cyV3urS1AwDUCQDsyc40Tkz8i/W0cKBz8MRiAQCrRGqvrnWl4h4brWKSqfAtDGv7qfhx33dUSk6FIn18jHDQ8CtA48sU9mlVddMHU+d62TZA7Fub25S8J+tMkZ39ODBkZFPxzaLUCXcKEK1uFbELYPd6OEnyq/oIzuoCE/pBCfc2f4jAmPpF4oO9Oml1vbQUHmm+drrkV7f9QvsqHA21lcoSDUwsMB/RHGkbbPa+JT6T6RlW5GqsSBUfTil75SRvkWG6PL6kz4/VYM0OAs4sWq1vRRv9nBCNd48xu1NBARMJVTXrNuKG6Y+dRIXH4H6x1f+jXf+txjLP/wTVNUCp10TPccJVRPB5ENxBNpAoEML6W61vTRURimt0mcaRfGkKy1rzLWkcdY7R8fz46NH+vJNxBGIVwT8Eaq0rionMHutijVHvZp0vXJ03D/chXbp/MIiXv0eit0UAfqHFSq+LZbQKUPH0+c6o6ZZ6s9eipq98WM7atwCnjnXGfEihGYSqqSh2pZ+asO1p2+VkblJQX0XD8qHRZ449od7e73beAAAIABJREFUSz9vpJcqGKgY4kZ91/ghrRr6gy5qX9ugoPoECZehGlhXIqLeLaB7lo7Z5/NzBu0BIlNJkoJ090smO1lBqBb3BoB2eSk4QmHlMWiCJiB9q4T0nQqLmqbmLPSwiFWrX1DEAC4+ZYAIcEI1QKD4YxwBExEwlVAlu3bsOYgftu7BkEF90KVjETP1n+9/joK8HFw4bqiJpltjKE6oWsMP3IrER8Cn2eZbKWlQUXSqx8SUStLgovEC0d9qCXGucZb4+5CvMHIIBEKo+mb/cr+MV76XUacJsEvAzYPduLCb9QvLRA695Bp55koVpPnZLs3AM+c5WdEyKzWSp/jr9wrTdH3uvMgSXWYSqsFgSGRlu4/sgAEUX2R+gchgbGnp2WZ6qaOdcOdYa5+0tcZ3tij4cIeE1yZT5HXLdu+uFEEXuVSc6tbB8Rd1G66PW+ufu0KF/YjEZJvKRrVM9scyQrWh3aJTYDIAaXtk9lmiVt/Rg5rT3EjdL0MpF6GrBiu0RVlZvHEE2kKAE6p8f3AEoo+A6YRq9JcQ2xk5oRpb/PnsyYGAL+XfEAyUDyfdM5h+sKSohnbzvDqtR6c4mkU10Mt792y9TV25a+algKpNN2xc4yw59ihfZfgIBEOo0mwUsfXH1So2H/dWqKLCb3cNdVuOXAsfGT5CQwSeWaXi64MS+11MZGqO3Zok2S8/s+FgtYgHRrpwdgQLN0WCUF28T8bbm2XMGOds8zsv+zsFqXtkVrm8ur91CD37IRE5q1UIunBCL9XJzg3x0hpmu9w91I0JXVu/LGoaVUxZNPTZSObmi1KlDKamWvg+XKxCqPrskWsFZGxUQFq/rbVIFGJN5n2SiGvnhGoiepWvyeoIcEI1TA9xQjVMAHl3jkAACBR8bmPVUasHaKg+LTIvbVQsIHutAme+juPjGkcU0QvLNSfI1nemOFqNFpmzXsH8nY0rT0Wz2nMAUPJHOAKWRSBYQpUWohvAB9sVvLVZZoWAKA32N8NcGNKOR/JY1tEhGkaa1C+sVfDVfhn5KZTm7wJpSFq1rToisejBwlQdL090Qvby/qa3SBCqpKVKpOr4rhqmDm39O1euFlH4mY1F0B29tPVCjaYvuo0BM36QkbHNKy9W21NDZRxGbm4slTBjpYLpo9xMIzXQRhGrU7+w+fVboOMl8nNWI1R9WCsVIjuLKpXNf2HUdfWgYqg15TUSea/E09o4oRpP3uK2JgoCnFAN05OcUA0TQN6dI+AHgbRdMrLWKfCkGCiZ5IARoZdSW6mElH0iXAUG6ppEg8zbKWPueoWl1U0f3fphttIJXLcghWVtDSgwMKjAg2v7RYYA5huHI5BoCIRCqPow2FspgCIXKSKQ2gXdNJYCa2s92CfR4Ev49fz5WwWf7ZWRqRpMl7rIRLmXSIF335cqtpVJuGmQG5f1jowkRSQIVYpyvGWhHamK0WbKOeGWu0yFvURCxVB3s+/OSOHa0rgUlZizSoGt2Puhj7U9wa7dR2AH26/h81Q4c856GXVugZOqDYCh813Tgk9WJVTJ7NYKsdLhUrcb7OLfVajDla/DnckvD8P5zCRaX06oJppH+XriAQFOqIbpJU6ohgkg784RaAMB0pYq/NTGigyUj3QxXalYNEr3/3CHzF6IR3Zo3YYPtst4faOCIe0NPHe+B9V1nEyNhb/4nPGJQDiEKq1Y04E3NiqgCxBqRWneglW9c60bxRifnoq+1a+sU/DRLhnpisEKUHXOjA+f7ioXcM9iO7N77mQHUiNQlzUShCp5mL73BhbofotU2Uok5C1TGbFTekFk9WJb23kUzUe6mVTZ3WM3UDbaBXdOfBBNRF7PXqPih2Miru7nxrX9wyPeKUp11moF0892JX3qPyP8T+ipkpZqw/R/KxOqUq2Aok+8ElT+GhXdIm1V+uPM0+Nm3/tbF/95aAhwQjU03HgvjkA4CJhKqBaXlsPpcp0sRhWOYfHSlxOq8eIpbmc8IpD1vYK03TJcOTqOjY/Ni1owuN3xqQ2HakRMG+3BBT0NTqgGAx5/NukRCJdQ9QH4Q6mI51arKHMIEAXgyj5uXNNfi1jKddI7LsIAvLVJwb+3ykiVDTx1rhPdsuKDTPXB8vxqFUsOSLi8t4ZfDDL/ki1ShGrAbjXALj7lWpEViox24ZyGeqnOPG8RIiOO9FJJq/bdLQqLBg42xT8QH5Fk0cZSsc3L4EDGiddnfHJORDyWTHae1Me3MqFKWKftkJG14dQNDH2uykY4oVRJUEsFqMdEqMclCE3uDQzZgDNXh7uQIlk9jGCNVGZXvO6JRLabE6qJ7F2+NqsiYCqh+pvH/oKyimq8MetBq67XdLs4oWo6pHxAjgBDgCr0knYqtdIJTmjZkXuJTt8pQ6wVUNtbgydETT5fJJJdMvDh/2lQZYETqnwvcwSCQMAsQpWmJBLhr98pWHrQm/7bI0vH/SNd6JAeud8jQSyVPxogAr6of/q9OnOcE73iqEq7b4nH64GbF3qjzUhL1WypgkgTqhRB+UOp1GZhpNTdMrK/V+Bo72HRoVFpBpCx6ZReak1PDVVnuAFiyuKsEal6WW+P32jgUJY1bYmNRb/608MNZex46ZO3xAZ3lo6aAVrcEKo+bCn9n86lnpYkTnRALRdhOyZBIZK1TGQZXQ0bkamuXB2uPA+TtHLle2BwKZx42bpB28kJ1aAh4x04AmEjYCqh+sxf3sHqdVvx3pzHwzYsXgbghGq8eIrbGW8I5C1R2SGxrrsHFWdF9gWtaKGdpQqWnu9kh+6GjV5Gzu/mYS8jbTVfQarxXT14eIwOCJxQjbc9x+2NLQJmEqq+law4JOJP36qMYFVF4IZBblzSM7yU2tiilDyzL9gp4dX1KlTJwIwxTvTNi18ynKRgiBwe28mDe0eY+30WSUK1YUHGOZMdraaQCxpQ9JEd9N+SiU54InxxIbiA3G9UkDamIRooH+qGo3NsJIGC/UT6Uvwpaj6YglPBzuN7nnRVZ6/1RjrOGOuKypyh2hrNflaPUA0JCwOsmJXtmAil1Ptf0dXkhkEAXNle/VUmFZCvnySZQ5qTd7IUApxQtZQ7uDFJgoCphOqWHfvw41sexfx/PIkeXdonBYScUE0KN/NFRhkB+2EJuStV6LK3EJUewfQ9OnwWfGFjEQDFkxtXKfa9iHTL1PFiG9pwHgP4+QI7qlwC/jDWibO7iJxQjfKe4dPFPwKRIFQJlXIHWMGqTce8YTlULO63w13ICUyiLv6BjcMVfLpHwl++U6GIBh4/x4XTC+JDD7M1qElOm6JUa9wCXhjvQE8TI20jSajSematVeArmDR1aOuSBZk/KEjfJqO2l4ZKihSNUKPsldzlKuQ6kRWrPD46shksZi5jY6mEGSsVVjTK37nCzHlJV5WkUKb04pdJdOaj856hGGiXl4IjFEKewE2u9hKrXpkACVJ98xBu0j/2EazOAh26LX4vrxLYlQEtjROqAcHEH+IImIqAqYTqnH8uwKw576FT+wL07dW5maFPTbsVqSmJ9QbDCVVT9yMfjCMA6EDhJzbI9SIqB7lZGn6kGxG41BoWLKC/z1ihYtURCXcPdbeZ7rj6iIQ/rFCRazfw+kUOZKbKnFCNtNP4+AmHQKQIVQKKXg8X7JRZ0Sq3DpZae9cQF0Z3jG+iLuE2AYAv90l4Ya0CWQAeOduFwUWJ4aP5O6kCu4K+uR48e555UaqRJlQponLWGpUVS2orolJ0AEUf25leY/HFDhgRKMAV73qpFPF700IbBubrmDrMHZEU/0B+J9BlMbUJfjJvAhkrnp7x6anSWa98lCspCNWm/qFsLIrs9hGscm1zglVL80oD+CQC6O+8xQcCnFCNDz9xKxMLAVMJ1b/+40Ns2Ly7VYSef/QOTqjG0f6RJQGF2XZoHgMlFY0j9+JoGdzUOEMgfauMzE0KtDSdpQ7GUg+NXn6o0vHIDm1rmz31jYoVhyRc1U/DT/u7kZHCCdU423bcXAsgEElC1be8A1UCi1bdVyWyfxrXRcPtg7WYERsWgN1SJiw7IOG51QoppuCh0S4MbZcYZCqBTJkMt31iQ0mdiGmjXKYVCYo0oRrMBslZrSLlgGT+ZWhTvdReGqqowFcc6KUSIZ2ueC9xqNHfi0LUag/GF609S9GqU7/wpv1c2kvDLRGMJjbDXjPHIDKRMpJIZ5QI1eyBasJHqPrDjyQBbCWit8hVqQjlxHdjw34eOxGsJ6JY8/WT0liCG8jcokAp936fOgs8qO4f+SAIf2tK5p9zQjWZvc/XHisETCVUY7WIWM7LI1RjiT6fO9EQEOupWrAdokfA8XOccMZBZFKNC7hugR0eQ8CcSQ5WcIQTqom2M/l6ooFANAhVRmzpwFubZby/TWGRqxRZfu/w+E8rj4aPIjnH2qMi/rBcZVM8yAjHxCFTfbgtPyTh6W9UtE/T8dJEJyQTCMFoE6p00egjB5vuB7lCQOEiO0vFZxI6JqwvnvVS6UKWJBN6ZHmLqlmlBSpnZBV7zbSDipCmUiFSHRDrBZb+TxIVTTOUzJwznsYistlHrrL/VojeFI8GTVcNuPJ0yLUiKyDbsBGhWt0vcpIf8YRlLGzlhGosUOdzJjsCESFU9x0sxo49B1Ff70SnDgUY2K8HZCkxSwpyQjXZP0J8/WYikL1WAaVkOYo8KDvHvJTI1mykg3XaDrnFw3SgUSQLd8v46/cK+uXpePpc7wsTJ1TN3BV8rGRBIFqEqg/PLcdFFg1ZWicy3uey3m5cf7oG2Rtsw1sUEVhXLOKJ5So0A7hvuBtj4qTAUCgQ3felim1lEm4f7MZFJhRIixahSvqfVNzo9AIP2tJSzf/SxqqNl41yhU1Skd5l7gqVFY2kKDk6FzQtHBmKD6LRh84Qtyz0ypyNaO+JaYp/S+ulSFWKlG2NHI8GRrGYg6Iw85c2F+YvnuSAh6e2N3OJ4AHTXiWJACoUqx5v+wvSnW2gdALPaozF3qY5OaEaK+T5vMmMgKmEqtut4dHnXseHny5vhGnXTkWY9cRd6NOjU8JhzQnVhHMpX1CMEFDLReQv9h5ySyY6oEW4SjDNk7fExsT6K4a6UddAS4xeHKcvVTG+q9bmiyONcd+XNmwrE/HLM12Y1MNbZZgTqjHaRHzauEYg2oQqgVWvAa+uU+DTFOyUoeN3I13onMk14yK9mYprBRbRT8VyHv1ahVsXcOdZLkzsHh/V2kPFZ1e5gHsW25GueDW3bV45y5BbtAjVhgThnMmOVtPWUw5KyFmlsvTf42NDvxhNOSQhe40KInSchR6UD3fHXbGctzfLSFdh+WJQFHU8bYmKKb09Ca+rmrFFQcbm5h+6qoFu1PTh6eqB/CJiRa6OScjY1BzHlgq8BjImf8YcBDihag6OfBSOQDAImEqovvT3D/GX1z/Ar35xBUae1R9Zmen4bsN2/O3dj5lN8/4+M+EiVTmhGsx2489yBFpHoGCRDUqFiBrSRouSple7eXampXV0igP6CX0zstBX1fjqfm5WiKO1RoTALZ/YWSXqty51gKRTOaHKdzlHIDQEYkGo+ixdfUTE7LUqql0CK4Z03ekaLu/jNiNjOTQwErjXhlIRT660ofZEVihFB1Ny/21nuHBJr8QmU31ufXqViuUHJfzkNA3XDQgvPTZahKrvu5EuHClCta0CVVSciqqJl17gBFUQD7ZlbpSRvt1b1aq6jxvVA+OD6KIU/5I6wfIEalN/EPH77hYv3v7OPcH60mrPt0aoOgo8KAvjAsBq64yGPUUL7Sx6vGEjOYCjl/II1Wjg39IcnFCNFfJ83mRGwFRCdcrPp+G0Xl3wzMO3N8J02aoNuP2BP2LeGzPQs1vHhMKbE6oJ5U6+mBghkLJPQs5aFR7VQMmkyFQHbm1plFLYNIXQR6i2FYVD4725ScF/tso4p7MH9w8/FYnDI1RjtJH4tHGNQCwJVQKOai/OWqviu2KvRNGAfA/TVs1LiWtYLWf8NfNSTpKpPuN65ej443jraExGGjS6jLv9UxtEAXh1kiOsPRZNQrUt/dSGmKVvl5G5UUFdVw8qhgYepUpFbii61V4swRANlA93wdExeEI20v5rafw56xXM3+m9VZ11vhM9suLDbt9afLqqZhZMi4Uf/M3ZWsr/8bNdcLbzXuiQ/BRd8Nd386C+g4fprPLWHAGlQkDuSltjUtUAnPle2S4jzOh7jnnwCHBCNXjMeA+OQLgImEqoTrzmPky5cDTuvPGKRnbt2ncYRLa++adpOGtgn3BttlR/Tqhayh3cmDhEQNCAQrrldgmoONOFuhNp87FeSiAvjjcttKO0TsBj57hwVtGpyCpOqMbae3z+eEQg1oSqD7OPd8n42wYFLh1IlQ3cdqaG87rER4Sc1f1e4waundecoT69QMfMsclDqJKf5q5XMG+nHJC0TFt+jSahGuj+ImK06CM7BAM4erEDhrfWWJtNqhaQt1xlhW60VB1lZ7ugxZH0xu+W2LDpmIibz3DHXYSqzzFNzz2Basn7863Vfp66V0L6TgVypQB3loHq/o2LUjWMvCw933ny0p1p+XJytZk76fNOTa4RkLfUBlET4MrWcXysE4Y38Jm3KCHACdUoAc2n4Qg0QMBUQvXBma9i0bLv8O7Lj6BHl/YQBAHlldV48sV/4qNF32D1xy8jLdUr0J4ojROqieJJvo5YIZD5g4L0bTI7sJZOcJpSFTiQtbQUmRpIP98zPp3VbJuBf1zSOL2JE6rBIMmf5Qh4EbAKoUq2HK0V8OwqFTvKvQU4Rnfw4K6hbuyqEJgMABVy6ZHNo5ZC2btT/ssJVcKN5CVuXmhDvSbgxQuc6BZCajyNEwtClb7/3tks4+5hrla1VLO+V5C2W2YVv6nyd1vNdkRkkamiR2Daq2UjXQGRsKHsPzP7NCQg6f+JgIy3yNTW8CAZACL8bzlDS0hdVfo93i4vBUeO17cIgf2wBLVERNXgU5IcJBNFBCFFrUZLmsrM/RqNsYikzl9iY3JaJPdxbJwzLj7L0cAmGnNwQjUaKPM5OAKNETCVUD1SfBxTbpiOunoHcrMzkJ+bhe27D7IZH77nelx92fiEw58TqgnnUr6gKCJAt/2Fn9ggGAJKz3PAnRsdgoIOyrkrVTjae1A2+lQ6Ir0MLd7njRii6rdtNUoNXrxPwuW9NfxiUGMNPE6oRnET8akSBgErEaoEqqYD/94q4z9bFVZ9XhIAvcGvhfFdqdp54OnMCeOoEBdCeBJJveKw1Eyb9qZBblzWO/migD/YLuP1jQpOz/dg5rjQ9lIsCFWfLE5bhRulGgGFn9qg24DiixxAK8XBM36QkbGtgV7q6VrULlZD3MqsG6X4L9on4bXJTnbBkmjN52NaVyLKAPgjVJv6ky7h85aojChsWngp3Av6RNs7cpU3UlVyCnBneCNV9cSKp7KsyzihalnXcMMSGIGwCVXN401zlSWv5lhldS3+Pe9LbNmxH/UOJ7p2KsKlF4zGgL7dEhJGTqgmpFv5oqKEAJGaRG7Wd/KgfERoL5OhmEr6WKn7mkfOULXvBbv8p2A6PcB181Pg8AB/vsCJLk0iizihGopXeJ9kR8BqhKrPHxSl+tjX3oJVTdusCQ4eqRrAxq1zC3hiuYrNx0XYJKBfns5Iamoj2nuSkkz1wfaLj+04Vt9cOiYAWNkjsSBU6fLxloVehuSdKY5WCcW85TbYjoooH+pCfdfGBcfiWS/Vl96fqGSjb+9RhOrKQxKeHJd4chzBEqo+TIg8lWoFODp497Pvgp4Km9b20vxGYwf6uY735wij/K9skBwCk/A4dq4TOtcjj7hbOaEacYj5BByBZgiETajeOW0W2hXksgjU+Z+tQEFeNkYO6Z80UHNCNWlczRdqMgK+wgBUeKJ4kiOqB62MzTLSdso4Ps7VqCDVzQvtrELvjLGuNisYf7lfxgtrFPTM1vECyRQ0aZxQNXmz8OGSAgGrEqoEvq8AXVNH/GGsE4MK4qv4TLQ3E+lMP7JMxaEaESSR8tgYV8KkRZuB5bKDEovcpYs5uqALtsWCUCUbqYjR6QWeNrM5bMUi8r62eSV9zj+1tnjXSyXJA4rgnD46ufby7kpvmHEiyBqESqg2/XwSoZq1XmGFmWp6aiclAmylEujSwEe8Bvu5ToTnCZO8r1TI9SK0FJ2duT1piRfNbSVfcULVSt7gtiQLAmETqrc/8Dy6dGyHab/+Ke6aPhv9+3bDHddfliz4gROqSeNqvlAzETCAgs9tUKpFdptPGmtWaPSCuLFUwNShbdvz0FIVG0ol3DLYjUt7Nk9T5YSqFbzJbYg3BKxMqL69RcG7m5uXLL7hdDd+1Df5UtUD3Vu7KkQ8tkxFpUtA50wdj5/jQn4Kf6Fuit9vFtuws1zEr4a4cWG34PZTrAjVQPdAwWfe7/q6rhocHXQYgnFSL9VR5EH58PjQS52/U8alvYLzTaAYxcNzpBF700IbM5XOSCNPRGjGg+0t2WgWoeobmyJXKUrVV7Qqd4UK+xGJ/VvF0MZFr+IVs1DsFuvBNFWp2JzHZrBIVU86/w4IBctA+nBCNRCU+DMcAXMRCJtQfW/BEsye+x5+ffOV+PCT5ejSsRCXTxrTopVnDep9UhrA3GXEbjROqMYOez5z/CKQtktG1joFnhQDJRMdMLyKIXHRqH7BjR/bmRzcW5c6kN5C9WJOqMaFK7mRFkPAyoRqca2AWz5pLAJHr4T0e+Ca/hqu6udupgtqMXijbs53R0XM/EaFyyOgX54Hj53jQkpzTjrqdllxwq3HRdz/lQ1ZNgNzJzlgCwKnWBOqRLRtLBVbJdiKPrZDqm8ul1Hd141q0ku1eCN5g5krVOypFHF1Pzeu9VNgy+LLCdk88vOc9TLTmU9VjLjXjjWbUG0KLMlKpW2XoFSJLDqborSpUYaUJ80buUpkazI00SUw/VnCQlcNb3ZYiEX4kgGvcNbICdVw0ON9OQKhIRA2oUqaqU/+6Z8s3d9fWzH/L8jKSPP3WFz9nBOqceUubqwFECBBfypERQcs0k0l/dRotvSdMpwFeqNU/2Dm/89WmaX/Dm/vwUMNClo1HIMTqsEgyp/lCHgRsDKhSvYRqbpov4xaF1iU5dYyASsPeZmvM4s8uG+4q8ULlmT076d7JLz0nQIDAsZ00nDPMDfkVooSJSM+La155koV3xyWcHV/DdcGkbURS0LVF7VIGrlzJjuapf/7pH2arre2p4bKBtXTrbwHqNr9u1sUFKQaSZfi35JfSFe1e5bRpiySlf3psy3ShKpvHkp790Wt0vm33bxTF3NHpziSi1RdpkKp8EbyHh/rgjuby+WY/VnhhKrZiPLxOAL+EQibUPVN4XS5cccDf0Sv7h3x0x9d0OLMnTsUQhSb31L7N9O6T3BC1bq+4ZZZEwGKTKUIVVeujmPnBa8XF86q6GBbtNDODnN0kPU1ekGYt0PGzWf4T2O7eaENJXUiHhzpwuiOLZPBnFANx0u8b7IiYHVCtSW/fLZHxsvfK6zAUkGqjodGudA9Ozmijlrbp29slPH+dm/V9mSO6Av2c3y4RsAvP7VBlsCiVLMDrIodS0KV1uirBj++q9ZMLidji8Ii8po2K0n9+GyrcQN7KkRWYKtHk88wkaqX9fa0WnwrWF8n0vPvbFEwooMn7nRVo0WoNvQ1EaqkuWo/5C1sVXpCM5n+PWeFCmdHD+o7eBgBS/qrqXtl2I6JTHe0vr0HrjjX6xY0AXnLVKhlIgzZwPExLvYuwJt5CHBC1Tws+UgcgUARMI1QpQk1j5dckKU4yt8NFKlWnuOEapgA8u5JhYBcJTDtVGqlE5zQokw8UHRq5nqFabmRppWv3f2FjaXz3T3UjQldW09B3FYm4r4vbeyl6s1LHK1GXHFCNam2NV+sSQjEI6FKS99VIWDGChXH6kXIooF7hroxpnN0I+9NckFYw7h14LlVKlYeliAJBotKHZuEOIQD4svrFHy8S8aF3T341VmugIaKNaFKKfHTlthYKnzT709fBfSmC6kc5EZtb+uk+y/aK2HuBhW1J44FqgTcP8LFMlF4ax0Buoyeu15hEgDxpqsaC0K1NSRJHiB7rfcSilLhiWgt+MIOpbJxENKxsc64J1XhASNVbcclUFFaRqrmc1LVrN8znFA1C0k+DkcgcARMJVQDnzZxnuSEauL4kq8k8giQhpLtmIS6bh5UDAnsZdFMq6jqaso+EfVddTgLvC9K9DJIhCq1dxtErbY071+/V7Bwt4yLemq4vY10RU6omuk1PlayIBCvhCr5h4iYp75Rsb7Ee6E8uYeGW85InjT3Ghfw2Nc2bC8XYZcMppfan78kB/3RrXZ5NbrdHuCvE53oEEDxllgTqv4W2ZQYMhTg6OR60H+t0q6Zl3KSTPXZlKEa+OelpzJZrGKrlexoqKt6SU8Nt8aJjANhaCVCtWHkqqtQhytLR/5S77m0YavtpaHyDGsUcQ1rH3qA3JUq7MVeUrVslAvOdpxUDQvTE505oWoGinwMjkBwCHBCNTi8mj3NCdUwAeTdkwYBX6SKLhsomeSA3vysGDMs6KWAiNUeJ4oGtGSIpgPXLbCDnn32PCf6tpGmxAnVmLmSTxzHCMQzoUqwU6L/Oyf0FunvfXJ1TBvpRG5KHDslANNLKUJxqYriWhG5dgNPjHGiS2Zyyx4EAFurj/h0uoe00/Ho2f5lcaxOqFLqcsohCVK9CE+KjvqOHkuRqUsOSHh+dfPqkv3ydDx9rn/8w/F1ovQl7d+RHbyX1HPWK6xwFV0ykfzJ3UOczSQUrLBuKxGqTfFoTXvY0d6DstEuUESrXCGwLC8KDvBptFoB14Bt0IGcb1SkHJFgCAbKR7rg6MBJ1YDxa+VBTqiGiyDvzxEIHgFOqAaPWaMenFANE0DePTkQ0MEKUcn1IqoGulHTxzqpfoE6YMUhiUWgdUzXWeRQW40TqoGiyp8gPwhvAAAgAElEQVTjCJxCIN4JVd9K1hWL7HdFnSYgUzXwu1EuDEjQaM2d5QIe/dqGapeArpk6fj/GGbD2J9/7LSPg8gC3fmJHmUPAjLFODPSjm2gVQnV3pYi56xQUpunNtFSt6OtF+0g7XcLuChFCC+UdRrT3sCJUvAWOwIc7ZLy2oXHocWGqgbmTrRfpa2VClfRViz5pLqLsk8rIW2Jj2qrUSL6KZKyoUeCCXCewYk/OePjOMYDsNQpSD8gwYLBCtY5OnFQN/BPX/ElOqIaDHu/LEQgNAU6ohobbyV6cUA0TQN49KRBI3yYj8wcFWpqOkgudQAyqPWeuU1iOV01/7WRVVXoBJD3UolT/0VR/WKFi9REJ15/uxo/7tk0Ic0I1KbY1X6TJCCQKoUqwUNTmE8tV7KsSQbU4f366hiv6JECqZgOfrzniJY7dusAqfj8y2gVb8/pDJu+S5Bhu0T4Js9eq6Jyh408XONkeaq1ZhVClLI9bFnpJoDmTHQF9r0bTm5RdQo2+86n5immR/meOHThU3RjkaaNcJ6Muo2lnPM81bakNP5Q2P+DNmuCwXJSqlQlV2gNNC7q5swwcG+dg0d1KpegtbFUnoLa3B+4T2VUNidbjY10npa2IaDVUw5okK5Gq3yos6pZI1YohbtR349rFof4e4IRqqMjxfhyB0BGIOKFaV++EoshQqGxpAjZOqCagU/mSTEVAdAKFC+0QPQLKRjvhaB+b2+d28+wgnariyY6T6VFUSGbVEclvMSrSB/zZfDvI8tcvciDPTwovJ1RN3UJ8sCRBIJEIVXIZFWl6+XsFn+/1soyjOnhwzzAX7AlAOn66R8JfvqNINAHnddHw66FuSG2QfkmyhU1d5p2f2XCgWsTUoS6M79o6wWAVQtVHUlL6t5UKFNHFKUWiUhp6Q51P+veSWoGRpjVuYNFemZ0HKKJyfFcNg+K8orqpmzHAwTihGiBQAT5GkapEmlJzBbAfqfAqSQEo5SKOn+s6GTxQtNB+cpzS850nCVgiZkkuQD9xyRCgWRF5LOt7BWm7vV+OFYNdqOvJSdVQgOaEaiio8T4cgfAQMJVQnf/ZCvz9P59i7nP3ITsrHc+9/C+8/u5CZuFLT96DcaPOCM/aKPR2utzQdQMp9uZ6Si1NzwnVKDiFTxHXCGSvUZG6X4Kj0IOyMbFJn/Ppt/qqpxKgDaNp3pniOBm10hLY83fKTBdscKHO9AH9NU6o+kOI/5wj0ByBRCNUfStcsl/C7G8VaLrAJEMojbhThv+oeCvuEbL6b+sVfLjT++JLkbdX9k2syFur4L6xVMT0pTamS/vqJAeo8nxLzUqEKn2vpiunokBjhSXZ4cs8IYJ35krvmZ6IUiJ7eYsMAi2l/BekGniNp/xHBvAAR81eq0CqFZlMwOEr60/28gUaEKlKRKuPWKXgg1iQrBk/yMjY5pWMqBzkYtG3vAWHACdUg8OLP80RMAMBUwnV2x94HlmZ6Xh6+m3YvvsgrvjFQ/jRRWNRWV2D4pJy/OuVR82wuc0xpvx8GnbtO9zomTtvuBy/vOFylFVUY8zldzXr/9of78fIs/rj7Q8WYe7bC9jPr73ifNx87cXs/4+XV2HStfdjwT+eRFFBTqP+nFCNuEv5BHGMAN2UFy6yszSekolOeAKoWByp5bKUJwUnU6DohYsKyFDz94J1zyIbdlWI+M0wF87t4v+AxwnVSHmRj5vICCQqoUo+21vplQA4Vi/CJhksUnV0x9hE64e6hyji9smVKtYelSALBu4dEX9rCHXtser3xHIb1h4V8bMBbvzfaS1LzViJUI0VTjQvpfS/vVnGqsNe5rmhbue8nTJGdPBYToYglnhFau63tyhYtFdisiekQ3tNfzdK6kTLySdYPeU/Uv7xjUukac4KlZGsRJ4enXJK57bDf1NY5KqWauD4uLaDCFL3SlCqRFDBWXe2AceJ4mSh2p+2Q0LWBu8FSHVfN6pPj7+aC6Gu3Yx+nFA1A0U+BkcgOARMJVQnXnMfbrrmIvzflPPwxr8/wbMvvYs1C19BTW09zvvxVCz94EXk5WQGZ2GQTxOhevH5ozDpvOEne2ZlpLGIWSJGx17xa7z89G/RpWPhyZ8X5ufApioY96NfY+7z9yPFbsPkn96PdZ/PZXIFFGnr8eh44M5rmlnDCdUgHcQfTyoE8hfboJaLqO2tgcT047EdrBbwy8/ssEsG3rq09SihhmvjhGo8eprbHGsEEplQ9RI+YJqj60u8hM/lvd34+UAtLlLlSfbksa9t2F4uIlU28PgYJ/rmxmeUbaz3eTDzH64RcMenNiiSV24mo4XkKSsSqr4Ly2v6axElMRtGohKuV8+zo84tgKIiZ45zRnTuYPyYzM/e/YUNeypFv9JK0cYo2QnVhniTrAARqNRIBiBvicokshpmddEzBV/YQFquzo4e1PTSkLVeQdqJbAXfeL7CWeH4M3WXhKx1CgQIqO2hofLM+Hx/CAeDUPtyQjVU5Hg/jkDoCJhKqF512+O4YNxQFtl5633Pod7hwpt/mobK6lqMvvROFqF6et/uoVsbQE8iVG+4ahKLjG3afIQqRZp279K+0Y8PHikFEcJrP3mVkasDx9+I/73+B2Smp+GS63+Hj996CgV52c3G5IRqAE7hjyQlAin7JeSsUdnNN+mWUnRoPLY3Nip4f7uMCd08uHtIYJIFnFCNR09zm2ONQKITqoQvvbL+e6uCtzdRAQ6gf54HvxvlQpYt1ui3Pv/RGgEPf62iuFZEfoqO349xoWOcShZYF+XWLSOt2k/3yJjcQ8MdLRALViRUfQWfIpViT2n8i/dJoP/OGOtiRdGo0d/TFJz8ezz6O9FsXrRPxuy13gOglYqVcUK17Z1GBCojVU8UvPJJZ1EvZ77OIlcpkrVpI63XY2P9S2P52+f0DpG9xkuq1nXVWLEqKizLW9sIcEKV7xCOQPQRMJVQffG1/+KVN+fj4gkj8dGib/DYvTfgJ5eci69WrMOd02ZFLUI1LS0FPbt2QIeiPFxywSh06VjEkPURquPPPpNJE/Tp0QmXTToHFMFKEagjL/kl3nnpYaSm2HDB1feyCNVnXnoHqSl23HPrT1ByrAJpqXb2x9c4oRr9TctntD4CggYUfmqH5BBQcZYbdd1jl7KTuU5ByhEJ1f01diijRmmBgiAwPTWfzlpLqBoGcN0CO6pcAmaMdWJgAEUBaBxOqFp/j3ILrYdAMhCqPtSpEjbpOtZQ2qXdwLSRTvTNs17E585yAQ8vs7F06p7ZOh4/x4lMC5O/1tvV4VtU4QBu/sQOzQO8NNGJDk2kc6xIqDbUKDeLRKM9mHaieI6PsCV0bz7DjSm9YnfGCN/DiT8C+atHtmEpP3FCNfh9RySrUiGyjpTa3xKhSsETR6ac0mkNfpZTPewHReSsUr2kamcNFcM4qeoPT06o+kOI/5wjYD4CphKqtXUOPP78G1j57SaMGzWYEaqyJOHHtzwKSRSjoqH6l9c/gCiJICJk8dffYd/BYvx37uOMVCXpgdlz3wOl+FfX1OGDhcuQn5uFf738KFRVwdy3P8Lf//0JQ/nqy8YzsvWKXzyMz959Fi++9j6WrFwHt1vDr268AlddNp49V1OfuIc4QQDS7DJ0A6hzJO46zf9Y8RHVdSLUjSL0LAN1l3piequc+r4EsVZA/YUeeIoMVs33qv/KLP323Ss8aNeGruvqwwLuXyQhP8XAez/2r53q87wqC4AgwOXWWRQav1TnnwmOgH8EZEkA/XG44ktb1P/KWn6itA743WIJRFrKInDnUB1X9LXO2lceFPDoEhEuXcCojjoeH6e3WhgpVAx4v8AQ+Pt6Ea9vEHF2JwMzzmv8XSSKgE2RUO8M/DsqsFnDe+q9LSJ65ho4syj0iwKKjn59vYCvD4g4p7OO353t/XzQv68rFnBOF50VwUqGxs8S5nqZzmWpKTJqE/g9zlzEmo+W/i8ZaJK4pXUy4GjyOyocO6QDAuxLRAiGAK2TDsc4HfByury1gEB6irc2BG8cAY5A9BAwlVCNntmBzUTk58Rr78N1V16IG6+e3KzTnv1HWDo/RaUO6t+T/byqpg6GbiArMw0PP/M3tC/Kw7WXT8DZl/2K6cFu3r4Xjzz7N3z81tPe5+sSV9dFFID0FIURqjX1ibvOwHYTfypQBIRaIP1/Mjv81F6gMRIzVk1wA+nve9+2qq/y7uFPd4l4eqXEoiXmXtL2RcGM5RIW7RFx3UAdN54R+MsqvdxSc7o97HKHLid44whwBNpGQJFFyJKIemfyXOBRoac/r5Ewf4f3DfHcrjoeGOWBLcbvRO9tlfDXtSK7ELqol47fjvDw32Mx/AC7PMDV78uocAr400QNAwpOfa9KggCK7q5JkItvuvT0kaTrikX85nPv9+mgQgOzLkye3w1Nt1uinCWWHxDxfTHwq6GxvzzKTFUS+j0u0r+y5AMCUlc2IFVVoOYCDXqOAfsKCe5+Ojw54b8DSEcEpH4pQdAFaB101J3r4aRqK86lPc0bR4AjEF0ETCdUyyur8elXa7D/YDFbSbcu7THx3GEsrT4WjXRdx40ejF/+/LJm01NE7fCLbsffXngAI87s1+jnRLb+322PY9F//ogtO/bh3sdfwrL//QlHio/j/Kt+izULX2ZSADzlPxZejb851VLvy7KheKtgJnLLXamCtJYcHT0oGxmY5mik8WgouE9zBaKzRkELP5tvh1sXMGeSA0VpgfuNp/xH2qN8/EREIJlS/pv6b8l+CX/6VmHRoJ0zdDw02oX2bUTPR8r/RNqQZudne2UWWf+LM9y4jKdTRwruoMb9bI+EP3+noke2jlkTTmkUWjHlv+nCNpZKfnVN5++U8cVeCSQX8G6DiuMk0TOyo44eJ7QcgwKNP2wpBEi24aaFNlY47O6hbkw4IcMUCyN5yr85qEu1AuiMTc2drbN6Cek7ZWSu9xJ7VWe4WQGrcJt6TETu1ypEjwBngQfHz3YB3rsW3hogwFP++XbgCEQfAVMJVUqvv+hnDzRbBRGPrzzzG5w1sE9EV7j/UDEWL/8ek84bjrycLHz65Wo8MOMV/OPFaRgyqA+WrFwPh9OJkUMGQJElzJrzX5b2/8W/n29G+N7/+5fRp2dnVmDLV1TrmwUvYdO2vZj54luY9/eZbC2cUI2oS+N+cIqQzF9qh1JxKkSRtDyr+yVmxC8Rx/lLbTBEAyUTnSerhsajIz/fSwSHiv75Op4aF5zAPidU49Hj3OZYI5DMhCphf6BKwOPLVZTUiUiRDTwwwoWz2kUviouiIJ/6RsXaoxIU0cCDI10Y1j5688d6/1l9fsoWuutzGw5Ui/jtMBfGdfFmTVidUL3zMxv2V4mY0turWT6+m8YiUBtqotI6blpoR2mdgFTFwMxxLk6gWn1Dhmifr0hVQaqBF893ntTFDXG4kLtxQjVk6Px2pGJWaTskZGxR2PsOvfeY0ZRyAXlLbRA1Aa5cHcfHOGHEOJvDjHWZOQYnVM1Ek4/FEQgMAVMJ1Vvvew7L1/yAt/48Haf37Q5BFLBxy27MmP0WikvL8NV/Z0OSIid8QoTqDVOfQnFp+cnVP3DnNbj+JxPZ3z9fuhbTnpyLunoH+3tudgaeffgOjBzSvxFau/YewtV3/B5L3p/FolCpPffyv/DhJ19DUWTcc8tPcOmFo9m/c0I1sI2WrE+l7ZCRtaF5+kXxJAc8QUQ8xgt+BZ/boFSJqO7rRvXp5hygQl07Hejo1txXoZTGociXtopQNZzrd0ts2HRMxJ1nujCxR+Dp/jQGJ1RD9Rrvl8wIJDuhSr4nFaFnVqn4rtgbenPVaW5cO0CLuA5zlRN49GsbdlWIjOD4/RgnepmQqpnM+zkSa//2qIjHl9tQmKrj5YlOpr1rdUL1+gV2JlXga3YZGNZew7IDMqaNcmFkB+/3KxFttPd8f48EfnxMayAwb6eMCV09MSNTCQVOqEZ+LyiVYqMzOGWvuQp06CeKy4ViARXFyluqgs74rhwiVV0s+483LwKcUOU7gSMQfQRMJVTH/+QeTDjnLEy/+7pGKyEic+ojf8aCfzyJ7l3aR3SVhmGgrKKakaakf0pFsRo2zePB8bIq9k+F+dms0negjQpZ2W0qI1V9jROqgaKXnM/lLbPBVtL8EuHYWCc7VCRSS9stI+t7BR67gZJJDhgxTsVJ3Scje60CR3sPykZ7pQduXui9IJntJyrieD1w48cpLErrrUsdCFbjnROqibSz+VqihQAnVE8h/d5WBW9t9haFPLPIg/uGu5CuRsYTVOBn2lIVx+pFFKXp+P05rjaL9UXGCj5qoAhMW6Lih2MSbhzoxhV9NEsTqiSvM3Nl843rK7B08xluS1V+D9QH/DnzEKBIZWpEpkezcUI1mmgDtlKJEaGeVAMVQ90sbT/UJleLyP9KhegS4M7UcXysC7otuvsnVNsj3Y8TqpFGmI/PEWiOgKmE6m8eewmqKuOpabc2mungkVJMvOY+LPzn0+jSsSih/MAJ1YRyp2mLoS/79K0SiNRrKbSotreGykGJk/ZPN8WFn9jY4aZ8uAv1nUM/KJnlhNwVKuxHJHZwq+uqgTTcpi9VQWlmr032Rqm31t7dLOPtLQrGdPYSGcE2TqgGixh/niMAVljHrkgorwn+M5eI+P1QKjIyqsYtoCBVx0OjXOhusgb3tjIBj31tY+nXfXJ0PHaOM2LEbSL6KBZr2l8lsNR/ivScO9mB3BQB2ekqSiuDk6aJhu30PUrfp03bme10/PJMV8AZI9Gwlc8RfQTo9w5dEHTP1jF1aHTPxJxQja6/KVo1e7XCstgaBjqEaoVcIyBviQ2SQ4CW4SVVKaAj2RsnVJN9B/D1xwIBUwnVz5asxT2P/hmvPnsvS6f3NZIBeOXN+fj77AdZRKgiy+jVvWMs1mv6nJxQNR3SuB6QUlHSt8hIOewNzzQEQGj6/X4iNMNZ6EH5MBd0b9BkXLesdQrSdsks/ebYeGu81FF0Kt2IHxvn1XKldMI562UWDXOtHz2nmxfamI7ho2c7MSQEDUNOqMb1dubGxwgBTqg2B56i5WeutGFHuQhZNHDXWW6c19WcC6sVh0Q8t0qFZggY1cGDe0e4oEROlSlGuyoxp521VsXifRLTJb3jTM2yhOqGUhEPLbU1c8LdQ1yY0M2cfZyYHk6OVe2uFBmhSkWqru7n9ns2MxMVTqiaiWbgY2VsllHb23My7b9p0djARwKT9cpbokKuE6Gl6jh2rhN6SjAjJN6znFBNPJ/yFVkfAVMJ1bumz2ZFofy1ooIcLP7PC/4ei4ufc0I1LtwUcSNtx7xEqq3kBJEqG6jpoaG2rwdSHWA/IoMqYTI9TxnI2Cgz/R/SEaoarKGuS2z1RsMBSK4SQNqpAgSUTHBAMzmCKhzbWurbtBBG02c2HxPx4BIbMlUDf7/EASlwVZCTQ3FC1Wyv8fGSAQFOqLbsZU0HXtug4KNd3ki/C7truH2wm+lnhtre367gjY3e8a7o48aNA+P3OyhUDOK5HxHtt35iZ5IQr13kQt8ixZIRqoTxr7+wY2/lqS/SbllUdMrBClPxxhHwyULcPdSNCV2j93uIE6qx33tEiBZ8YWMSaJRNFoq2qugA8r+yQa4VoaXoOD7OlZA1KgL1FidUA0WKP8cRMA8BUwnVfQeLUVVd69c60iA9rVcXv8/FwwOcUI0HL0XORvtRiRGpapn3zVZXDXbzWttTa/NgQAeAnDXqSQLWUeRBBUWrNg/kiJzxJo1Mt8O2YxLqunlQMST+U3X//J2Kz/ZITJuONOpCaZxQDQU13ifZEeCEats7YPlBES+sUeHSBfTM1jF9lBP5qcHtGiLgXvpOwWd7ZQgw8Muz3JjYnUcKBoeiNZ5+a5OCf2+VMbBAx+3DALfThR4WvdCkSFXSfT0934NBCaYfb43dEN9W+LvojsTqOKEaCVSDG5OKVFE2GQWYkBZq6QWhZbgJTiB/iQ1KtQiPzWCRqp705Ez/54RqcHuQP80RMAMBUwlVMwyKtzE4oRpvHjPBXgNIOSQhfasM0gSiRro9tX001PbQgirGlLZXRuZ6GYLmjVYtH+qCs0P8FKuiw1DuShW6ZKBkssMyhHDmeoXdeDtOVA+ev1PGgAIdPShCuI3m8gA/m2+HwyPgpQsd6JQR2oGME6omfM74EEmHACdU/bv8QJWAx5erTJIkQzXwwAgXBhUG9p3h1ICZ36j4vliCKhmYNtKFs0KQNPFvJX8iGgiUnSie2PBb6tJeGm45I7SLwGjYzOfgCPhDgCJW6ZIg0kWqOKHqzxPR+TlFqWavUVHTXwurUJXgAqgQsFohsuAWKv6rZYV2ho/OyiMzCydUI4MrH5Uj0BYCphOqu/Ydxpx/LsDmbXtRU1ePHl074EeTx2LSecMhiiHkzlrcf5xQtbiDzDRPB1IPyIxIJTF0RqSmGqg5TWNFj4wQ0y/FOgG5qxWox71yAfWdPKg8K7TUFzOX63csHawQlVwvomqgGzV9opeq1ZZtRHJTChH5pniyA8V1Am5ZaEeqYuDdKW0Xo1p2QMKzq1X0zDHwwvi2n23LBk6o+t09/AGOQDMEOKEa2KaocwN/XKNi9RGJ1Ty8boCGH5/WNolW5QSmL7VhX5WILJuB349xglKveYtfBFor+DRrgsOykarxiza3PBoIzNspY+56BSM7eDBtVGQznjihGg2PhjYHFZtydvSgpldw7xWCdoJULROhywaOj3XCnZNc33OcUA1tz/FeHIFwEDCVUN24dQ+uvv1xZs+ooQOQm5WBld9uQllFNW756SWYesuPw7HVkn05oWpJt5hqlEBE6h4Z6dtlJoBOjSpK1pzmQV1nDeyN1oRGRZ0yNyoQPGApKxUUrWrh6KH0bTIyf1CYZlHJJCcQIqFsAnSNhshcpyB9l4yanhqqBrvx6joFC3bJGN9V81tF9onlKtYelXDrYDcu6RncQa6hEZxQNdurfLxkQIATqsF5+YPtCl4/oYM6or0HU4e5W4zqOlgt4tGvVZTWCeicoeOxc1woSE2ul8zgkI2Pp2esULHqiPcitmH7w1gnT6uPDxdyK5sgQBfgd39hi0qRKk6oWnP7pe6TmQwANUd7D8pGB0mse4hUVWE7LrHsueNjnHDnJc/3HSdUrbmvuVWJjYCphOqd02Zh555D+N/rM5BiVxlyhmHghVf/g9fe+RjLP/wzsrPSEwpRTqgmlDsbLYbS8ImYS9suQXR5WVN3NhGpGuo7RkZzjgpX5axSoZZ72UmKfK0crMGQrXUYEJ1A4UI7RI/ADjt06LFKowjVlD0S6rt7WBGwjaUSFu0TMaW3p82U/0on8PMFdggC8OYlDqR7f4WF1DihGhJsvFOSI8AJ1eA3wJbjIohYq3IJaJem46HRLlARK9IkpEZF9eiiqE4T0C/Pg0fOdiGNFwMKHmgL9mgtQpUTqhZ0FjcpYATozDZvh9TqBVHAA/l5kBOqZiFp/jg+bVWSAQg2SpVZ4wGTI7MXSzBEA8fPdsGdo7N3OU+atd6nzEaPE6pmI8rH4wj4R8BUQnXM5Xfh+p9MZNGoDduho8dw4dX34s0/TcdZA3v7tyqOnuCEahw5K0BT6QuXSNS03TITSqfmytNRTfo+hVEgDg0gfYeCjE0yKDqW9FnLh7uYJqhVWvZaFan7JDjzPayiZiK0/22X8beNCijSa3qwN+JNAOCEaiLsCL6GaCPACdXQEC93AH9YYcOOchGkrESFpxo2+uvYThruGeaGbJFMgtBWyns1RGB3hYCpi+yNQOmcYeAvF4YuV8MR5ggkCwKcULW2p+n9i2pL+FrGFoUFmZCcV0BNB3K+UZFyWGqUSWgowPFRTku9UwW0ngAf4oRqgEDxxzgCJiJgKqH6s1/NQGqKDa8+e28jE+d/tgIPznwV8//xJHp0aW+i+bEfihOqsfeBWRZIDgFp22Sk7ZFZ2j01R6EHNQM0uHKjT2ZK1QJyVqtMYJ1abXcNVWe4gyp6ZRY2DceRKwQULrLDgMEqcmqZAR5uImGMiWPe+bkNB6pEpttF+l3hNE6ohoMe75usCHBCNTzPP79awZIDcrNBBhd68MSYxLj4Cg+hxOtdXCvgqwMyiutlfL4b6JCm4xWS4OGNI5AACJAEwGvrFdw9tGU5k3CWyAnVcNCLbl9fAVyalYJbqvsFWHjPAAo/tUOubazNRqTqkSn10V1ElGbjhGqUgObTcAQaIGAqofqfBV/hsefewMUTRjIN1ZysDKxZtxXzPluODkX5ePflRyBQPm0CNU6oxr8zSReVCk2Rbg9FhFKjlH5K7acU/5g2A8jYpiB9i9c2LVVH+TA33Pmxsyt/sY1JEtT20lBpsWrClOJDN9p04KpSwLS4RnTw+K16vLdKxK8/t7Gq2f+8NPzoHk6oxvRTwyePUwQ4oRqe46g69syVzbVKru6v4dpAX0DDM4H3jgECiiQgO13Fz94HdlWIuHeEC2M7hXcpGINl8Cn9IEARybO/tWFPhfc9qnu2gbuHOBO6ANnvltiw6ZiI7lk6Zp9v7kUBJ1Tj5yNH0arpm2Qmwxasrmr+EhvUY81TM4hQJWI10RonVBPNo3w98YCAqYQq6aXOffsjzJrzXqO1jz/7TDw09XoUFeTEAyZB2cgJ1aDgstTDcpWI9G0SUvefiuihdJKavh5WdMpKTakSkfONArnaeyggTaHqgW4YUU7fJKyy1yjQVYMVomqYjhNrvIgYL1roTX88fGU9fNViA0nh/9sGBf/bIeOSHhpuPTPAm+82FswJ1VjvBj5/PCLACdXwvLahVMRDS23NBuGEani4Wr23j1BduE1jerkd0g28PDH8i0GrrzvZ7GupCFkg55t4xom0oG9a6C1SNWOsCwMLzLso4IRq/O0MW6nEAl187x70d6efPZG/1Aa1tPnLEr0nJGLjhGoiepWvyeoImEqo+hZb73Dh0DV4B+YAACAASURBVJFSOFwutC/MQ15OptVxCNk+TqiGDF3MOirlIjK2yLCfqI5rCEBdN41FpAaszRMD6ylCNX2zjIztCmAAWpqO8hEktB6dlHtB86bOkDRC5Zlu1PbQYoBC61P6KoP6bq99kQ3+Uvg9hrcYFRV1eW68E31ywifTOaFqqa3BjYkTBDihGr6jblpoR2ld40ygOZMcKErwQhzhIxe/I/gI1dJKJ8vK2FMpYupQF8Z3NY98il90EsfyKf9NaXExF3TT0C3LQOdMA10ydeTao3MmjBayuyu9ZFiPrPDPZg1t5oRqtDwYmXkoiKLgCxt7b6ugzL1W9kfaDhlZGxqHolJNimNjzY14jswqgx+VE6rBY8Z7cATCRcBUQpXS/Xv36Iif/uiCRnZt23UAdzz4R/x37hNMBiCRGidU48ebdJOZvlWCrURiRhsSGClY01eDboufA6hS7tVWlWtEJrRe3ccNqoQZ6WjVjE0KMrbKcGfoTDuV5rZaUypFVsXTd2NNKbD+9FDXHpVYVE+nDB0vXWjOAYsTqlbbGdyeeECAE6rhe6nGDSzaK+OHUhHdcwxM6KJxMjV8WC09QkNC9bsSCY8tU1GUamDOZB6lamnHBWnc1fNSUBdAAk2qYqBLBhGsOrpkGeiaaaBzho68lPg557YFDUWtpjUoVhQkjCcf54RqqMhZox+d93NXqCBi1Z154r2kFdOIVE05EURDxGtVf3dCpvvT8jmhao39ya1ILgRMJVTvmj4b/ft2wx3XX9YIxdLjFTj3yql4b87j6Ne7a0IhzAlV67vTflRiGqRqmfeWm1JFantqqO3jsVTKejBIUrRqxg8y0nd4b12J5Cwf7oKWHZkDMx1YCj+1QdAFdqtLt7uJ0p5epWL5QQnXn+7Gj/uaE3XLCdVE2R18HdFEgBOq0USbz5UoCDQkVGlN9y62YXu5iF+d5cKF3XmUaqL4+boFdlQ6G99kD2uv4+yOHuyrAvZVijhQLTaLUPetn4jWrhkGOmXqcRvROmutAroof22yM2xSlROqifHJyNgsw9FRPxmhSnqrVpIjizbKnFCNNuJ8Po4AYAqhumXHPrjdGp556V1079IeP7lk3ElsNY8HCxevwtsfLMLaT15Fir15wYR4dgQnVC3qPQNIOeQlUkl/lBGpNgM1fTwsKtWQI0M8RhsNpUxAzioVcp3IIlRJtqC6rxswWVuVij1RlU1HBw/KRlmvWjQRvg3lGjaWSgFpbdW4AHpJobT/Ny9xIKu5/GBILuWEakiw8U5JjgAnVJN8A/Dlh4RAU0J1XYmIR5bZkJ+iY85kJyQLZpOEtNAk7vTMKgXLDspQJW/quyKBFWq6pr8b6U0K69RrwP4qkf3ZWylgfxX9EVHuaHkjNCVaO2UY6JplTemAhkWqZo5zhUWqckI18T5QRKaSDEB9Bw/L3EtGYpUTqom3r/mKrI+AKYTqmMvvQllFdaurzc3OwE3XXowb/m+S9REJ0kJOqAYJmMmPk9C47YTYuLNAhytPZ0Wm0rfKkGu9h0ci2mr6aKjrHvm0eJOXF9BwggfI3KggbZe3uBals5SNcMGTYQ5pTBiTqLshGiiZ6LSkzmz2WoURvhVD3fjILWD2WgWBFGtYuEfGX79TcGaRjsfPMSfdn3zACdWAti5/iCPQCAFOqPINwREIHoGmhCqN4ItSvf1MNy6ymN558CtM7h7/3KzgX5RlJRpM5530UkNplCq/l8jVShH7TvyXyFbSj2+pNZQOoDmDIVqpQB6NWphqmCo5Qmv49Rc2dmF+yxkaJ1RD2QgJ3Iek3fKWegO3/MkAJCoMnFBNVM/ydVkZAVMI1V17D8GteTBj9lvo1b0jrppy3sk1K4qM7p3bQxQT84qcE6qx295EoFHkZMNmKIBwQmNKSzdYxGZdZ830iM3Yrbr1mYn4zFmjQKoXQYW2qk/XUNPbHZ7WqQEUfG6DUi0yLKsGBCDgFQNw2s2zg26miyc78MQ6BauOSLh7qBsTuradwn/flzZsKxPx2+EujOtsXmokJ1RjsAn4lHGPACdU496FfAExQKAlQpUIrYeW2pBtM/DaRQ4oJmetxGCZSTnlsgMSnl2tQoCBh892YWg78+WWKpzeCFYiWfdVCjhAhGu1gDp38ERrca2A6UttKGlQGO/uIS5M6Gbe+aq4TmAaweE2HqEaLoLW7E/aqtmrFdR396Cml/cdgN4X6Y/oBpz5Omp7myPvZUUEOKFqRa9wmxIdAVMIVR9IdfVOSJIIm3oq/4T+jUhVRfYWAkq0xgnV2HmUoiaJRGza6Fay5jQP6olITbJG0apZ3yugivfUXLk6KkhbNcQKz2m7ZTaex26gZJKDFfKyWvMJ05NdRKi+uk7B4v3+NbaO1Aq47RM77BLw1pR6qCa+cHJC1Wq7hNsTDwhwQjUevMRttBoCLRGqZOO0JTb8cEzErYPduKRn8p2HrOanYO3ZUCrhoRPRdrcNduPiKPvwWL2AAyeIVpIOYP9fKcLVCqebKhuwSUB5E51XWve8K+uDXX5Az++u9B7cSAYh2MYJ1WARi8/nU/dKyP62cfCNVeXLzECYE6pmoMjH4AgEh4CphOr8z1bg7//5FHOfuw/ZWel47uV/4fV3FzKLXnryHowbdUZw1sXB05xQjZ2T2s9LORmN2tCKwxE6uMVupcHPbC+W2A0tVbynVjXYjZogD+OCJqBooY2NUTHMjbou1n4ha6qj6g+1f26S8a+tCi7oquGuoeZG3nJC1R/6/OccgeYIcEKV7wqOQPAItEaobj4u4sGvvFGqcy9ymHppGLyVvEcwCFBxqfsWq6jTBEzppeHmM8w9owRjS9Nnj9YJOHiCXN1TCRyqFrGrwktsUtxoS3GtfxjrxCCTi5kSmTptiZcoIz3VYElVTqiGswvip2/hF3bIlc13ZaK+K3JCNX72Jrc0cRAwlVC9/YHnkZWZjqen34btuw/iil88hB9dNBaV1TUoLinHv155NHGQO7ESTqjGxqUUlViw2AY0uZSmlP8jUyJzEx6blYY+K6XAZ66TmaYsNWeBh2mMNize1NbomesUpO+SWZTrsfPM0xcNfUXm9rx5oZ2lpT11rhP984KPbmjLGk6omusrPlpyIMAJ1eTwM1+luQi0RqjSLI9+reL7YokRckTM8WZ9BKh41L1f2lBaJ2BkBw+mWbAQaEsoHqoR8MJqFdvLm6f7zBzrxOkmE6pkw4wVKpN4GpCv48lxwZ1TOaFq/c+CGRa2ls1I74r0zphojROqieZRvp54QMBUQnXiNffhpmsuwv9NOQ9v/PsTPPvSu1iz8BXU1NbjvB9PxdIPXkReTmY84BKwjZxQDRgq0x5M3etNQ6f09qZX4RVDXKgzUavJNKNjOJDtqIjsNSoklwBDNlA1SENt97ZfrOQqgWmnChBQMsEBLTt8vapIQEBRqUqFCErf2VgqYdE+EVN6e/xGKvj05QpTdcydHNwhPJB1cEI1EJT4MxyBxghwQpXvCI5A8Ai0RahuKxNw35d2ZKgGXqcoVQvK9gS/4sTt4fR4C4rtqxLRI1vH0+c6WRp9vDTf2aqhvXR6JDmAXw9x4exO5l5eU5GqWWsUXDNA83vua4ohJ1TjZVeFZ2fuChX2I40/RIkcfMMJ1fD2C+/NEQgFAVMJ1atuexwXjBuKm6+9GLfe9xzqHS68+adpqKyuxehL72QRqqf37R6KnZbtwwnVKLrGA2R/qyD1gDfi0tHew4okqSduw50FOjwhaoVGcRUxmUpwATlrTx0qnIUelA9zQbe3bE7eEhW2YxLqulJUqysmNgcyafpOGZnrFdR11fAYgMX7ZFzdz41r+7dNGM9aq2LxPglX99dwbT/zU+k4oRqI9/gzHAFOqPI9wBEIF4G2CFUa+7GvbfiuWMTPB7pxZR8epRou3pHqrxvA75er+LZYQq7dwIvnO5Bpi9RskRuXSNVVhyWU1Arom6tja5mI1ScILdKBvWmQG7KJmvWhroQTqqEiF1/9pFoBFKVKARjUiEytHJS4wTecUI2v/cmtTQwETCVUX3ztv3jlzfm4eMJIfLToGzx27w34ySXn4qsV63DntFk8QjXO9owsCSjMtkPzGCipcMTUevpCpFtGpUpkUalVA92oSeAqjZECO+WgxKJ7SRdVVwxUDdaaaaPSTS5hrUsGSiY7oFv4QF/whQ0k/3BkuBtXfS+zqrRzJjvarADr8gA/m2+HwyNgziQHiiJAwnNCNVI7mI+byAjwCNVE9i5fW6QQ8Eeo7q4QMHWRN0r1tckO2L130rxZDIE/f6fgsz0yUmQDz493olOGNTODQoFtwS4Zr21Q4NG9BaSmj3ahINX89c1aq2BkB51JJfhrnFD1h1Bi/dxXxNidrSdkqr/PW5xQTax9y1cTHwiYSqjW1jnw+PNvYOW3mzBu1GBGqMqShB/f8igkUeQaqvGxJ05aaRVC1XZYRM4aFaImsGrzZaOccOeafxCLM/eEbK7oALIpWrXYmwLjKPKgYpgLcpUIuVZAxg8yJKeIqtPdqOlr7WgW0nlNOSKheLKDpfxvLBX8Rqd+uV/CC2tU9M/X8VSQmluBgs4J1UCR4s9xBE4hwAlVvhs4AsEj4I9QpRGfWK5i7VEJPx3gxlWnWft7PXgE4r/H/3bI+NsGBZJg4PdjXBHRG401SrsqBKZ5eqxeZBIA9wxzYUQH8yQAFu2TMXutglTFCKhIFSdUY70j+PyRQIATqpFAlY/JEWgbAVMJ1WQEm6f8R9DrBpC5UUb6Dq9quDPfg7JRLhjeop68hYlA6j5Kl5dBxauYFm1DjloEDl9WD1ggLSvMZTbr/sgyG9aViPjVWS5c2N1/FEMo83NCNRTUeJ9kR4ATqsm+A/j6Q0EgEELVF6VKRNYbF/Mo1VBwjlSftUdFRnjTQey+4S6M6RyZc0mk7A9m3Fo32IW2TwLg0l4abhxongQARaiS9NMlPTXcOrhtOSdOqAbjOf5svCDACdV48RS3M5EQ4IRqmN7khGqYALbSXXIIyFmpQi3zMnrV/dyo9qOLGRlLEntUqV5A7nKVpc03bfFS4IuKEqQpgUUsH68HbvzYDkUE3rrUgZQIpT5yQjWxPzd8dZFBgBOqkcGVj5rYCARCqBICvoro1/Rz4xp+nrLEpthVLuCBr2xw6ULENN0tsdAmRszbKeP1jV4JgN45Oh4caZ4EAEWqTujqPwqbE6pW3BncpnAR4IRquAjy/hyB4BHghGrwmDXqwQnVMAFsobutVELON6d0PstHuOEsStwbe/MRDG7EjC0KMjY3ZxaJwCYi24qNomoputbRQceLJSIW75cwdajbr27We9tk/OMHBWM7eXDviMgV2+KEqhV3DbfJ6ghwQtXqHuL2WRGBQAnVA1UC7vzcDpvkjVJN8yb/8BYjBKho0z2Lbah2CTink4b7R1jzvBUpeLaXCXjqm1MSAPeNcGFIO/MkAMjuti7cOaEaKc/ycWOJACdUY4k+nztZEeCEapie54RqmAA26Z6xTUHGJpmln7tydKaXqqeYOwcfrTEC9sMSclc211GoHORGrUULf/lsdubruKJOQEmdgFnnO1mxg7baHZ/acKhGxGPnOHFWkbkH94bzckKVf8o4AsEjwAnV4DHjPTgCgRKqhBQRWCsOSfjJaRquG5BcBJ6VdkqNC/jtYhuO1IoYkO9huqlWqHwfbYxIAuDZVSq+O6Hpf0UfN64boJmCxTeHJZAEwC1naC1GrHJCNdre5vNFAwFOqEYDZT4HR6AxAmETqprHGzlIxaeSsXFC1RyvC24gZ9WpQkk1vTRUDXQnpIanOYiZNwphX/iFHVIdHS+9zVCAo5PrLVsJM5sKD+yTsaePB7886JUroOrFbbUd5SJ7gclUDfz9EgekU8s1D8wTI3FC1XRI+YBJgAAnVJPAyXyJpiMQDKHaMEqVvjMzbaabwwf0g4CmAw8usWF7mYj2aTpemOBEapJHC3+wXcE/fpDhMbwSANNGOZEXZjCFr0gVuaOlC3dOqPKPaiIiwAnVRPQqX5PVEQibUL1z2iy0K8jFw/dcj/mfrUBBXjZGDulv9XWbZh8nVMOHUq706njK9SJ02UD5MBecJlb+DN/CxB+BSNXUvTJEzcsy1vRyW5ZMJftI8zVlj4TaPho8qQaK6wQUpbato/rKOgUf7ZLxoz4abiCyPoKNE6oRBJcPnbAIcEI1YV3LFxZBBIIhVMmMZ1ar+PqAFJXvwgguO26HfmaVgq8PyshQDbww3onCtMA04ON2wQEaThIAM1faUOYQkK4YuH+EC4PDzCSiCNXd5SKmDnc3y2DihGqAjuGPxRUCnFCNK3dxYxMEgbAJ1dsfeB5dOrbDtF//FHdNn43+fbvhjusvSxB4/C+DE6r+MWrribQ9MjLXKRB0wJ2po2y0Cx5+uAwP1ATvrVQI0NKMoAhfigi5boGd6Wm9dKEDnTIi+wLDCdUE34R8eRFBgBOqEYGVD5rgCARLqB6pEXD7pzaWVv36RTxKNZrb45+bFfxriwxVNPD0uU70zInsWSSaazNjrmoX8MwqFetLvFmPV/Z142cDtLAyilrTUeWEqhke42NYDQFOqFrNI9yeZEAgbEL1vQVLMHvue/j1zVfiw0+Wo0vHQlw+aUyL2J01qHfCSQNwQjXEj4kHyP5WQeoBbzGkuq4aKs9yw2hebD7ECXi3REMgda+ErA0qKJqWWlmWgeV93BjSxX/BMtLSmrlSRc9sb3pdpBsnVCONMB8/ERHghGoiepWvKdIIBEuokj3Pr1ax5ICEy3pruGlQZDM2Ir3+eBl/2QEJz64mvXoDj5ztwlCTCzDFCw7+7CSK+f1tCt7cJEM3gNP+n73zgJOiSPvwv3vi7sIG2EBSMko2gBIUFDBgALOAOeCZRUVQ0E85CQZUQEUUDGcA9YyIwql4ggIqqCAIkiQceQm7LBsm9verHmbZALsz0z0zPT3/+h0H7HZ3VT1vrcw889Zb9Xx4pLsbWc7a7qz5+0Ks/rzDgj5NveqFFKraePJuYxKgUDVmXDgqcxPQLFQLi4ox4cX31O3+tbXFX7yMjLpptV2WUN+nUA0/XJbiwBZ/W5EMRVZQcKoHpSFIsfB74h1mItBwdkq5TA3O6zUA2d3d6NaoZqkqZKqQqkM7e3Bxq8CL6Wg2CtVo0uWzzUqAQtWskeW8okkgEqFaMUt1Rv8yzbIqmvMzw7NX5ct47Ac7fIqEmzt5cIlBD/w0Eus1+2RMWGJHgUtSa98PP01bCYBHFjjw514Z93XxqIdUUagaKdoci14EKFT1IsnnkEDoBDQL1WBXLrcHd4x8Hq2aN8Y1l51z1BEc1ygXshzFk2BCn7duV1KohofSsUNG1lK7WqvTm+rH/p5ueNO55Sk8isl3tT1fRvbC6qdnLJeA3MtKawQiTtMV2/1Fe+eiMtQRCSJRbhSqUQbMx5uSAIWqKcPKSUWZQCRCVQxp0jI7vttiwUUtvbjtJGapRitM24ok9UDMUq+Ec5t7cfcpZB0q60IXMPGXQAkA8e7xqhM9GNzOi0jeSlY9pKplhh8N6qdg576aX0OGOlZeRwJGIEChaoQocAzJRkA3oSrAeX2BLDGrJVD7JhkahWqIUfYD6SttqLMhsMW/rKFPPXxKnCbPRgK1ERBZzXnzqu/32lBHQep5ZTXePmejFa8tt6lZrKO6u2vrSpfvU6jqgpEPSTICFKpJFnBOVxcCkQrV/BIJQ+c6VDn1+gXMUtUlGFUeUlAGDJvvVA9aOjXPh8d6uiOSgdEYW6I8U6RcfPiXDbNWB0oAtM/24eFubmRU/4y91inNXG1FXhrKM1QLkYJ0UKjWCo4XJAwBCtWECRUHaiICugpVwWXjlh2Y/t4crF67GYdKStGiaSNc1r8Xzj/7NNNlp4r5UqjW/tMglwH1FjtgPyC2+ANFnTw41DL6265rHxmvSAQCskeC36Yg51snbIWVM9wLTnWjpFnN2/1FZsj6A7IqU2srDaAXDwpVvUjyOclEgEI1maLNuepFIFKhKvqf8qsd32624PzmXtzJzEm9QqI+x+UDhn/nwJaDMpqm+zGxjwuO5Mk30ZWleJgomyAOrBIlADIdCkac7kaHHH9E/UxfYcMXhxM8xAMGtPbiVtYSjoglbzIWAQpVY8WDo0kOAroK1ZV/bcKg28eo5Lp3aY96GXWx5Nc/sb+gCEOvuQjDhl5hOqoUqjWHVGzVzvrJDotbgs+pYH93Fzz1uMXfdD8IUZpQ6hYrMpfZsL+7G2vtfshLHXCUSrBbgK05PnTqUXPGqdhqd+fXTqTZFHW7vzjVOBaNQjUWlNmH2QhQqJotopxPLAhoEarBLFUxzun9XchJ5eszPWImMimfXGTHr7stqOdUMKlvGTI1Hqqkx7gS/RmiBMBTP9nx516Lmukrtv+LMgDhFJMLHlJalYWIUYtMrv9EXyPJPn4K1WRfAZx/PAjoKlTvGjUJGzZtx2dvjkOKM1CoUFEUvPDav/H6rK+w6POXkJlRJx7zrNSn2+3BgcJDyM3OhCRV/mdY1IL1+5Xy8dc2WArVYxOqu9aGun9axYGmcOX6sP90N5QY1K+sLWb8fmIQEOUh0lcEakKIjOYrd1og3vxVbPed6kbfGjJU/7XSho/XWWNeI45CNTHWGEdpLAIUqsaKB0eTGAS0CFUxw5d/s+E/m6w4t7kPd58Sm7I4iUE28lG+9JsNX2+yIsWq4Lk+LjSpS1EXOc3KdwpZLbb/izIAgmrnXJ96YFWoJQBmrrHh/dWB8mMV2y2dPBjY2otRCwK1BDrm+jG47ZF6t6v2yki1AS0yIsuK1Wv+fA4J1ESAQpXrgwRiT0BXoXrmJffg+ivPU7NRK7btu/bi3EHD8c6Lo3FKx9ZRneWAG0apZQcqtrtuvAR33niJKndfeXs2Xn7zU/Xb9TLr4qXxw9C5XUv17zM/nY8ZM+eofx5yaT/cOuRC9c/7DhzE+UNGYM7bE5CXk1Xp2RSq1cMpeYCsn+1w7g7sbSpq70XRiSzCH9WFb8KHi63+9b+3o7iND6syfGodsqpNbPca38t11NkrCnDTV4HaZeINTeus2L0IplA14YLklKJOgEI16ojZgQkJaBWq4oPKf8xzqPUpmaWqfYF8ts6KN1baIEPB2F6Rb0vXPhJzP2H5blk9sOqgO1AC4JHubrStX/vrvGMJVVEWqmOOH4NnH3mtOfvyI/VVB3ycUg604teFgM1N86u1WasK2A7ZtY+npih9vt6KksNvn/o09SEvjWLe3Kta++woVLUz5BNIIFwCugrVa+8eh9QUB157dnilcXzx9WI8PP41fPH2BLQ4vmG4YwzreiFUL+zXXa3ZGmwZddPUzNjfV62HGOM7L45CxxNbYMrrn+DL+Uvw7QfPq5f2vuxezHhuBFKcDvS/ZgSWfzMDNpsVE6d9AJ/Pj5F3Da42FgrVykisBRLqLbbDWirDZ1dwoJsb7ghrHIUVeF5sCgLOHRZ4Mv3wVdl2+HeBFLZQ/X23jMd/dKBxHT9eOe/o0jVa0ChUo0WWzzUzAQpVM0eXc4sWAa1CVYzrld9tmPu3FULaDOvCLNVIY7Vsl4x/LhJbsSTc18WNvk1rrvEeaT+8L0DgQBkwYYkdf+0PlAC4rr0Xl59QcwLH7mIJQ6sccppmEx8mlEKChL8LZBR7gGKPpB5eJdrfhTKmL7dhT4mENKuCKecEXlOKrw/7NpDRKsplvN4/cEjqbvXAt4CYTbUpeH9A4OvimZOX2dD8cGmBigJW3JNX4bXvqIUOtW5sxTb9/DJKVS7+GglQqHKBkEDsCegqVP8953s8MfEtXNi3m1pDNSujLpYu/wuzv16ERnnZeH/a/1XbYq/3lIVQvfHq83HZBb2qPfq5aR9izYYtmDHxIfV7e/YW4OwrhuGj6WNQt04qzhv8EJbNew0Ouw0d+9yEz94ci/Q6abjo+kfw1btPIad+ZrVnUqgeQZK2yYr0322QFMBdz6fWvfSzZpTeS9y0zxPb+8U2f0+GH/n9qgvQwbNT1Be5FVtwi9bRoDy/1I7vt1pwQ0cPLm8T20PQKFRNu0w5sSgSoFCNIlw+2rQE9BCqQkzd8pUTPgV49TwXGtRhJly4C2bjAQkjv3fA7Zdw5YleXNeeO7PCZRjJ9WLNvvenFR+tDZSIOiXPhwdPc6NuDSXG/siX8cV6KzywwAYfBrfzRFQ/VQhSIWA3FUoQUraqgP1zr4z22X5M6B14Tbsy34LRCwMDO9bXm6X7cetJHjy6MCBqK7ZB7bwYUqEMQSS8eI+5CVComju+nJ0xCegqVMWW+hkzv8Sk6R9Vmm2fnifj0WHXV9suHw0kQqimpaWgZdNGaJRXHxed0x3HN85Tuxr+z1eQlVEHo++7rrzr9mfdiKkT7scZp3VEt4vuxKypj6lZtucMGq5mqD4zdRZSU5y4/7YrVQGblupUfwXbLvEq1KTNIkvIyXDA51eQLyrBH6v5gIylNqT8L7DFv7iNF0WdvOIDejYSCImApVhCzleBF49FJ3lR3LqyABUvWncVA2MX2cvrqIraqUNP8qBO4DV0pVbqBYZ87oDHD7w3wBVyba2QBhvCRXWcVnX9HxIDUat88YchBGy8JMkJpNgtcNhkFFT95CTJuXD6JFATASFUM1Jt2FukLbP0teU2zF5vwVnH+zD8dMrAcFbdnmKomYpi+3m3Rj482jMa/PhaoqaYiBIATy2x4ZBHUg8Ce7SnG21qOARXvCrLzXJidwzfx4nXsivzZQj5Lrbv9zt8BoCQsk8usqmvb0UpqyHtRC3X6ka4WyO/Oi82EjgWgQZZzGTi6iCBWBPQVagGB19a5sb2nfkoc7vRMLc+6melx2xeoj6qbJEh6id+9+Nv2LJtNz6eMUaVqrc9NBEntDweD95+Vfl4uva/HU8Mv1HNqhUy+F8fzlO/N2hgHww8/wxcevNj+Pr9Z9XyAAuWz+htCAAAIABJREFULIfH48XdN12Kqwf2Ua8TB1iZucliD01N8ywEpG8AqUCCYlOgCCzHmZkI5xYtAtI6CchWoNSr3MO6/cDtcyTcdgowqENoP29z1gH/XCihWxNgyvmh3aPnvAJn3Ulq3WaPT4F4w8tGAiRQCwFJ/NQEfm7YSIAEQicgyRIUja9H95UAAz8APD7ggyuAZtU3ZYU+oCS68qALuPFzYNtBIcMUvHoRYAvkF+ja+FqidpxCbD8yH1i5R4J42XVXV+DaTsf+90S8xzHi+7i1+4DrPq3+uvHWU4DbTlHw604J6/cBF7ZRaszErZ0YrzAbgeD7drPNi/MhASMTiIpQNcqEhfw8b8hDuO7yc3HToP5qhqo4iGrUvdeWDzGYodq7e2f1awcPlagvSjPS0/DYM2+gYV59DLmkL3oOvBtL576K1es24/+efQNfvfu0en0yb/l37JCR9Ysdsk+CJ92P/T3c8LFgulGWv+HHIbb3y4ckHDzp2Jkc4tN88Sn9pkIZfZp6MaxLaFkfoxc4sHKvjAe7utH7+NjXMOOWf8MvPw7QgAS45d+AQeGQDE9Ajy3/wUm+/ocN4iCcnk18GHk6M+FqC77XDzy8wIF1+2U0TPOrB2DWqWGreW3P4/e1ExAlAN5ZZcUn646UAHjodLe6Jb9iE7qyQf0U7Nx35OAp7b3r94RJy+z4bssRMy9qtE7uV6buypq0zIbvtljVzu7r4ikvNaBf73xSohLglv9EjRzHncgETC1URWCu/scY9O5xEu68YSBEDdW1G7eWH5pVsYZq29ZNK8Vx09aduOofYzD/389jzfotGD5mKn747EXs3L0P/a5+EEvnTlNLASSlUPUD6SsD9S5FK27uVaWYUrl2ekx+LiQPYCsIdCwOMqLQjQl2TZ3IHgmZy2wQB1CJtrt/WbVDqIIdCKH6yPeBdycTzhIviGvPXBOvjW/6ygmnBXj34jLYo5ApUhsACtXaCPH7JFCdAIUqVwUJhE9AT6Eqsi3Fv58ev4Sp55ahSd3a/80Nf8TmueOZn234cZsVde0KXujjQi6TCgwT3F93yXjuF7taAiA7xY+Hu1UuAWB0oSpAigNZNxXIyElT0CLTX17i6qcdFszfbMHPOy2Y1M+FFhl+lfv8LVZ0yPFVOtzKMAHhQGJCgEI1JpjZCQlUImAqobp1+258t+h3nH/2aaiflYH//PcXjBz3Kt6eMgqndmqD31etx7V3j8M7L45Gx7YtMHnGR/hq/k/49oPnUTVFfsST09Cm5XG4dciFKCwqRo+L78JPc6biz7WbMX7Ku5j9r/EqyGQTqnIpUG+JA/YDMhRZQcGpHpTGIQNQsLfny6i/xAEhVYNNHIRV1ij2GYn870p4BOottsO+V0ZBF09I8ap6+mlNvX2wxor3VttwTjMf7jk1Phk2FKrhrQdeTQKCAIUq1wEJhE9AT6Eqen9zpQ2frrOqtUBHdY/Pv6HhU4j9He/+acOHf1lhlRQ8e7YLLbMon2MfhZp7FB+wj1/iwPoDMiwycHNHDy5uFajRnwhCtTaeFV8biwSEW+Y6UOKR0CHbj9E9QktCqK0Pfj+xCFCoJla8OFpzEDCdUL1x2FPYnX+gPDoj7xqM6688T/27qMv20pufYtrbs9W/iwzT1559ECd3aF0pmhs3b8egO57Egk8mqdeINnHaB/h83o+w2ay4f+iVuPjcHurXk0moCoFZb4kdIsPQmxbY4u9Nj98LSCHlnDsrpx8qNmDngFJYSiRYSwL1h1zZgU9u49XqrglkY1qLJbhyfChq64EnM37c4sVBrBv/4QxT8WchwkVW8dHa34Wy+gl7KBmpVe+/da4De0pk9VRVcYpqPBqFajyos89EJ0ChmugR5PjjQUBvoSqyVG+d60SZT8LkvmVonoSvV2qL4/wtFkxeJnbPKHikmxvdG8fntUZt4+T3AVGW4a2VNsw+vKvutIY+PNA1UALAyFv+w42dkKuzVlshslfF3F7vf+TQ5JX5FnTMYbJJuEwT8XoK1USMGsec6ARMJVRFMIQ03V9QhJLSMrX+qdVSfb9vmcuN/QcOokFu/WqZqTUFtOhQCZwOuypVg82sQtVWICHzDzts+YHt9EIAiq+JVtrYh4IubihHMMTl56Dh7JRK2anlMbm8FHVXWyFEpmhCYBa1C3wifayvp26xImVzYK2UNvOhpGngeke+Rc2kFM2d7VeFqGi2Qhny4cxYryg1cFgMBkVuUOKmbrYg89fKBbWE9N3VvxTi92RoQp6mr7CqUjm/n+uYEjXIQnzKft+3DvWv43q7wtq69Nc+GSO+dyA31Y8Z/V1xw0uhGjf07DiBCVCoJnDwOPS4EdBbqIqJvL3Kho/WWtG1gQ+P8VTxSrFdlS/j0YV2+CHhho4eXN4m8HqRzdgEft4h44WldpR4JaTaFDWTUzQhHwe19WBga3PEUbyGPuRB+WtnUQZg8jIbclMVDG7n1b3e6u5iCXsOJ7A0r1CWwNirwbyjo1A1b2w5M+MS0FWoPjHxLbRu0RjXXHZOpRmv3fg/3PHw8/h4xj+RlVHXuDQiGJlZhWreXKea5Vm1FZ7kQXHL+LzoEONJ2WGB3wZVeGYvdKjb/qu2HZeXqvVdHdurC1JRu1PIU9EOdvbg0OGtP+nLbaizsfrXKwrYiteHKmwtJTJSKxSVD451by8X3DnJkdEQzCQW2amhbPEftcCBVXtlNEv3Y8o54UnRqb/ZMG+TFYPbetQXjvFqFKrxIs9+E5kAhWoiR49jjxeBaAjVYg9w05fMUq0a021FEh78zoFSr4Q+x3sxrGtoB2XGa22w38oE8kskjF5ox67i6u8dJvUtQwsTZmMLoTpztRVi7kIcDzn82jicUlrHWkciG1Zkaov/XgTl9Lhe5uSYKD9LFKqJEimO00wEdBWq94yejHYnNMMd1w+sxCh/XwHOunwYPpo+BlUPf0p0mGYUqmIrtsj+rNo8WQry+xzZQhLL2InsRlFuQDRPhl/NdExbb0XGH5XTPItbeVHYOfwXuGrGqTsgkD2Z/vKt6UK+WooDMy1p5ivPrqwobMWBXGJMogkxK57l2CtD1HMV4052oSp4CKkqSkQEOdW0dsQLtOkrbJgiYhzCIVQVnzV4thPi0/nX+pehwTHKCcRi3VKoxoIy+zAbAQpVs0WU84kFgWgIVTFuIWHeX2PDqXk+PH4Ga6keKJMw/L8OVUyRSSxWdnT6mLnGhvdXV99i1zTdjw45fmSnAtlOBdmpftRPUdDAJAeNidfWIoNUlNMSbdxiO1buldG3qQ8DWnvD2g3m8gHi5+Heb50oq5K7cHpDn1q/lS0+BChU48OdvSY3AV2E6pr1W+DxePHM1PfR/PiGuPKi3uVUvT4f5n73M2Z+Oh/L5r2GFGfl7c+Jjj+ZhKrIqBSZldFuYou4WnO0QFKzSEUTX8ud61APMCpr5C8/yEhkqDr2WiC7A6JVSE8jtdq2/Ndf4FAFbnFrb61b4Y00r9rGIoRzMPu3tmv1+v6i7RY8/ZNdrZsq6qfGs1GoxpM++05UAhSqiRo5jjueBKIlVMWW6Ju+CmRjikOXTqiXHLtqjhbLMh8w4jsHNh+UIcTbM2e7kBLnslfxXHOJ3PexhKqiAFL1jXnqVNPtiipXxa9s8SstKF0V1HMqyEn1w1G9wpyhMd37TWA9iza9f5kqVAvdEgrKJOwvlVRhKn6Jg70KXIGvid8PlEH9b8KxmiihMGtAqaHnbubBUaiaObqcm1EJ6CJUz7zkHrVu6bFavcy6uGXIhbjxqvONyiHicZlRqAoYOd86YSus/A+mqEMq6pFGuzX6+Eh27O7+ZQkvGjNW2JB2uBi+qLUqMmiFGBaZmzmHa4UKprsGlJVnxkabcbSeL8R31mK7mqF7qKUXIns3lCaySr/bYik/fTWUe6pe889FdizbZcG9XTzod7gGbiTP0eMeClU9KPIZyUaAQjXZIs756kEgWkJVjO2Dv2x4708rOuf68OSZyZt1Fnx9keVUMKmvC+J3tsQkIGp+Dp0XOHA42IQEfKS7CxIkNQM5v1TCnmJgX2ngz/tKJLX2ak1N1GUVsrW+yG4Vv6cK0Qr1z0K6Zkdw0Or8zRa1PqkYX59mXtSJ8OwF8YygIBW/7y8F9pdJ2H5Ixq5DgXmJv+vRRNkEUT6BLT4EKFTjw529JjcBXYTqxs3b4fH6MG7yu2jVvDGuHnB2OVVxgFPz4xqGdfhTIoXErEJVHECVviYgxmAHiht4cbCdR/eDlEQmqnOHrB4aFTzYSWwPF62scSATNXgyfCKti1DHKqRq2noL/FaUy0dRK1aUM0jErFWRmZq+wqbG7EB3T/khXrXxEIdQbSqUK9V3qu2eit8vdAE3zHHCIgPvXlwW98wRCtVwosdrSSBAgEKVK4EEwicQTaFa6g3UUhUyaeLZZWhTL/lE4ku/2fD1JiscFkXN1G2WkXwMwl+Vxr5DbH+fvcEKu1WG2+tXX3t2quVcA5GlvKdYxt5SCXuFdC2BKluFgN1bEvi6p5YkbqcF5aUE1GxXIVpFtuvh7FchY9MdgfU1aqED4gC0YBNSVYjKvMMlCEQigpCgR0QpykWpyDJVv+6ScOhwObNQIyJ6lxTAblHQKdePLIeCDKeCeilAhkNRP0zIdACZDgWz1ljxxeGEkeDzbbKCF/q6cHw6f05CZa7ndRSqetLks0ggNAK6CNVgVyWlLlgsMhz2CD9CC23MhrrKrEJVQLZaJORmOuH1KdhToP+njcHDikRfFQ98MlSA4zCYigdkhZPlGYehHrVLcWBXcevQRXiwTltOqhJR3VQxCPHCeMYKG3od58Xw00LLio0mLwrVaNLls81KgELVrJHlvKJJIJpCVYz7o79sePtPK06sF9jqnkzt8w1WvL4i8J5mzBlunJxnrLJSyRQLvecq8jEb1E/BTrGnXacmtsSXC1c1sxXYI2SrkK5CxJaGlgVaL0VRt9hXbeLrFgmqxA23CWkrJGimKkQDWbOZhyWp+HO6A6o8LfYCIjM2Lw3oe3i3lzjY6ucdMro18qNPlR1g4tq/CwPid81eGRsKZGTYFTzTx4WGJqk/Gy7reF5PoRpP+uw7WQnoKlQFxN35B7Bo6Ups3b6nGtPbrx8Ap4M1VBNlsekpVEUmZspmC7yZCkoO/2MsDnwKyDcvShsdOfApUfhEa5zBrFWRvVvQJVAeQDTxd1FvNZjJG63+w3mu2OKfucyGkqaitm3kbzReW25Dv+Y+tDh8uFc4YxDXDvvWob6gM8obHgrVcCPI60mAGapcAyQQCYFoC1WRpXrrXCeK3BLG9XKjY07k/9ZHMr943bNkuwUTfgq8Z7mniwfnxLmUULw4mLXfaAjVUFgJGRosJSAyW/OLgb1lwUxXSa1jeqx6rmr2aIVOKkpSIUOFcM1wBjJJhSTNOJxJWseuLVt01AIHVokdiwBu7ezBgFaBk6gOeaAeXLfpQOB7bbN9WJVvwep9MnJTFfUDGDEOttgRoFCNHWv2RAJBAroK1f98/wseeGKq+mxRN1Vs96/YPn9zHOrWSTUVfWao1h5OIU6FdBNNHByV3y+5MhxqJ3T0K4SsrFjuIG+uE6IcgCvbj4Ku7riLVSF+M5fa1FqwQvKKerfxaFsPyrj7G4d6WMCbF8RnDFXnTaEaj5XAPhOdADNUEz2CHH88CERbqIo5fbLOhrdWWtGmnh8TkyBLdd1+GUIiuf3AZW08uLFjlaPM4xFo9qkrgXgJ1VAm8fNOGeMWO6pd2reZD5e38arb7tNssROVoryAKJPw+ToLRvd0qwdYiTZ0rhO7q2TLXn6iF8t3ydhYIKNJXT+e6u0uL2MQytx5jTYCFKra+PFuEoiEgK5C9ep/jEFaqhMvjR+G1JTq/xBEMkCj30OhWjlCQvil7LDAWiCp2ZWiCTGYO9ehZjCKreBCqrKFR0AwTF9hVbNURRMHWAWbYB6PrFUxJnGolt+qYH/P8ASveHE2eZkNg9p5I85KDc7/jT9s+Gy9VX2ReUPH+G/3F+OiUA1vffNqEhAEKFS5DkggfAKxEKpuH3DTV4Es1SfOcOGUPPO9jgseACRen8zfYoH4vVsjHx7p5j7m6e/hR4t3GIWAkYWqYDRpmV09rDXYqtZQjTdHIVKFUK3aOuT48fDpLoz43oEdh2Q0yxBS1YXU5KkGGNfQUKjGFT87T1ICugrVATeMwvl9TsedNwxMGpwUqpVD3ejjlPIviIzFeIg+My8+ITFtBXL5YU8iO1RITZG1eqidN+RDoLQwqpg5K2SuYkPYB4dNWmbDd1usaJbux5RzIs9Y9imBw6gOuiVMPbcMTerG7hP7mhhSqGpZYbw3WQlQqCZr5DlvLQRiIVTF+D5bZ8UbK22qIJlisp1GVeWVmO/x6X71cB3bkXOBtISJ9xqMgNGFqsD1R76MVXstauJBhxwf6hhMSg6o8J4vGF5xHsLr/csgStM+9F8H9pbKOLGeD2N7uWE/4ocNthrMMxwKVfPEkjNJHAK6CtWJ0z7A8lUb8O5LoxOHgMaRJqtQFVJNZEs6d8go7OwpF6fioCnRSpppq6mpMSxJc3vFcgqiNm0wKzgaAIQ8DcZXS9kGkfVxy9xABvv43m5NGaq/7rZgzI92tM7y47k+kYtZvXlRqOpNlM9LBgIUqskQZc5RbwKxEqpi+/vNXwY+wPy/nm50aWCOWqqiDuSQ2UeSAYLxObOJDw+d7tY7XHyeQQgkglA1CKpjDuOWuc5qB2S1yFQwqK1Hze7eWSzhoe8c6n8zujbw4bGe/HmKdkwpVKNNmM8ngeoEdBWqn/9nEUZNmI6bBvVHw9z61Xq78qLesNsN9vGaxlVhVqFqK5CQ/pcdjnwZsAPFDb042NajZiOKJsSac2fgo8aith4UtWN9KY1LKeLbhdxO3WKBK8dfXk4hfXmgtqk48EvLYVEVB9VgtlMt3yCyjvf2dmnKPhZbhTYViBNDtb0he+ZnO37cZsE/TvLgwpbGWYMUqhEvZ96YxAQoVJM4+Jx6xARiJVTFAOdstEIcIiky5iaZJEtVZAE+urB6mTKxdXl8L+N8UBvxAuGNRyVAoap9YfxdIGHcEke5VBW7xPaWAmVeCRe38mJoZw82FcoY+V8HynxA7+O8ePA0Y5Tm0j57Yz6BQtWYceGozE1AV6E67P9ewjcLlx2T2OIvXkZG3TRTETWrUM351glbYcWzJIGyRn7s7x54cSkyI9PWWVDa3Kee8F7x8CRTBThBJxOUn2L4+3q5dSkFUGeDFfY9Mgq6eiKKt8hM1bOIfolHwnVznPD4gfcuLkNdjaeY6hlqClU9afJZyUKAQjVZIs156kkglkJVjPuGL504UCZhVHe35g9F9eQQ6bNmrbFh1urKh+iKZ/Vp6sOwLsyoi5Sr0e+jUNUvQruLJaTZFbUkwewNVsxYYVNLek04y62+7l+zPyBVRTu/uRd3nkKpqh/9yk+iUI0WWT6XBI5NQFehmoygzShUJQ/Q8CjbnyADOy4tTcYwJ9ycg1mrju0W7Ot9JMMic5lNFeOhZK0Gn3GolT6Zn+OXBMpB3NfFo4tY/c/fFrz8u119Qyfe2BmpUagaKRocS6IQoFBNlEhxnEYiEGuh+uVGK15dbkPjOn68cl7iZnBuK5Lw3C929TTyqs1oBwAZab2ZZSwUqtGL5N+FgZ8pkckumkioWLdfwphFdvgVCVee6MV17SlVoxEBCtVoUOUzSaBmAlETqqVlblitFtis5q5AnUxC1ZOlIL/PkdPl+cOVWAREzdt6h6WmJ92P/CqHQdnzZVhLJHhTFSj2QFkHUTd1f3d3SAK2JhrBT6xTbQom93MhL1X74VEjv3dgzT7ZkFkyFKqJ9bPB0RqDAIWqMeLAUSQWgVgLVbEr5JavnChwSRhxuhtnNNFWuifWtP0K8MlaG2autsKrAMfV9eP+rm7IErAy34K8NMWQBwDFmpPZ+6NQjU2EhUwdtcCOfs18qJ/ix9M/2aFAwq2d3RjQKrH+2xEbYtp6oVDVxo93k0AkBHQVql6fD6+9OwezPv0W+wuK8NSo23DxuT1w+8jn1NqpU568N5IxGvoeMwpVATxvrlOVaRVbcSuvegAVW2ISCGacpq23orShDwdPCsRS1FrN+sUO68Ej8Ra1ckWmshCv+85yR7TFvyIlUXNN1F7Ta4ug2F40dJ5TzXR956IyWA12Ci+FamL+jHDU8SVAoRpf/uw9MQnEWqgKSl/9bcW03wNZqi+f61JlZCK0rQclvLA0kJVqkYDL2ngwpJ0XFoO9hkgElok+RgrV2ETwpx0WBHeo9WnqRcdsPyb/enjH2qlu9G1GqapnJChU9aTJZ5FAaAR0FarfL16Ou0ZNwmUX9MIvv6/B3TddqgrVrxcsw/2PvwTWUA0tKEa4ShxKlfmHHTZxKBWg1kkt7OwuP5TKCGPkGPQhUO9HO5y7q2eSlzX0YX8P/bbSiy1Awe0/Wkf+3mobPlhjLS96r/V5et9Poao3UT4vGQhQqCZDlDlHvQnEQ6j6FGDoXAf2lsp48DQ3eh9nbCni9QMfr7Ph/TVW+PyBrNThp7nRPFP7bhm948nnxYYAhWpsOItehFSdtMyGoZ296NvUi4/WWvH2KhskKBjZzY0ejQOlAdi0E6BQ1c6QTyCBcAnoKlRFJupxjXIx+r7rcNtDE3HxOT1Uoborfz/6XvkAPpo+Bm1bNw13jIa+3qwZqgK61SIhN9MJr0/BngJu9Tf0QtQwuPqLHHDsqp6eUdTOi6K22jKSd5dIumzvrzq9G790Yn+ZhOf7lKFVlvHeEFGoaliQvDVpCVCoJm3oOXENBOIhVMVwv95kwUu/2ZGX5ser5xk3S3VTgYQXltmxuVBWM1GvPMGDq09kVqqGJWeKWylUYxvGqu8HJiyxY8kOC2RJweM93Tg5j1JVj4hQqOpBkc8ggfAI6CpU+1x5P+64YSCuvOisowrV2f8aj5ZNG4U3QoNfTaFq8ABxeLUSqFhbteLFhZ08KG4d+YFUoj7Z+2ts6iFU4hNpre2QB/hivVX9pHtToYx6Tj/eutCYB2JQqGqNNu9PRgIUqskYdc5ZK4F4CdWKWarDurjRp6mxslRFJqrISP1onU3NSm2W4cf9XZiVqnW9meV+CtX4RXL+FismL7OhSV0/thXJsMkKxvZyo219SlWtUaFQ1UqQ95NA+AR0FarD/u8lFBw8hDeeH6nWTQ1mqE55/WO8+s4X+O3r6XDYbeGP0sB3UKgaODgcWkgERK3U3G8r18wVNVR39S+NuMSDONhh9MJAjaRxvdzomKP9jdaohQ6sOlyCIjgxvWqyhgQqjIsoVMOAxUtJ4DABClUuBRIIn0C8hKoY6fzNFrUeYnaKH9P7u9S6pEZoGw4EaqX+ryiQlTqorReXt/EYrt66EVgl6xgoVOMX+aBQFSMIStUUq4Jnz3bh+HTj7TqLH6nwe6ZQDZ8Z7yABrQR0FaprN/4Pl93yGJo2yUPRoRKc1L4VvD4/Fv60AsOGXoGh11ykdbyGu59C1XAh4YAiICCkaupmK2Rv4N3QoVaeiGWquF9s7Rm3yI5ujX3qgQ9aW/AQqqrPOb2hD6N1rPOqdZzB+ylU9SLJ5yQTAQrVZIo256oXgXgKVTGH2+Y5satYwj1dPDhHh90oWrm8vcqKj9YGkjdaZvpxf1cPjk9n5ptWrma7n0I1vhEV5yrM+tOKYV09eOZnG37fbUG6XcEzZ7vQqA6laqTRoVCNlBzvI4HICegqVMUwhFQVGam//P4XSkrL0KZFE1xz2TnqQVVyohwDGgZPCtUwYPFSEoiQwB/5Mh5d6Kh2d4ccP8b3Mt62fwrVCAPN25KaAIVqUoefk4+QQLyF6vdbrXh+qQ3ZKQreuCB+9fbXH5DxwlKbuoVYtOvbe3HFidrqwEcYEt6WAAQoVI0TJJcPGP6dA1sOyqifomDi2S71d7bwCVCohs+Md5CAVgK6ClWvz4eSUhdSUxywWixQFAWSJKnZqlarFSnOwBZgMzUKVTNFk3PRSkBs4+nWyIc0m74vhFxe4OrZKfBXeezFrbwY2tl4b5goVLWuJN6fjAQoVJMx6pyzVgLxFqri3+Xb/+PArmIZt5/swQUttO9KCYeJ2w+8u8qK2Rts6msEkZX64GluNKmr7+uQcMbEa41PgELVWDG6+xsHth4MfBjSIM2vStX06nkUxhq0AUdDoWrAoHBIpiegq1B968N5eHbq+/jPrGfRpGFOObw7Hn4B+fsK8NH0MaYDSqFqupByQhESEIdFjV9iR26qghn99ctS8fiBx3+wQ9RllWVAOfweSWSnjuruQh0DlmWmUI1wEfG2pCZAoZrU4efkIyQQb6Eqhr3wfxZM/MWOTIeC1y8ogy3gRaLe1u6X8PwvduwsFgfbAEPae3Fpaw9MuCEu6iyTrQMKVWNFXLzGH7vYhjIvoEBSD5F7qrcLqQZ8jW8scpVHQ6Fq5OhwbGYloKtQvfn+p9H0uAZ4/IEbKvFasXojhtz5JOb/+3k0yKlnKpYUqqYKJycTIYFij4Rb5jpQ4pFwa2cPBrTSJ0NFnCI8brEdy3ZZkOFQ8OxZLuwplZCXqiAvzbjZJxSqES4k3pbUBChUkzr8nHyEBIwgVEVmqMgwE9vtbzvJg4ta6vMa4FhIxBbht1fZMGeDFeKVQJssP4Z1ZVZqhEsoKW+jUDVe2MX5Cyt2y5i52ob9ZRJOrOfD2F5u2C3GG6tRR0ShatTIcFxmJqCrUL3g2pG46uKzcePV51ditmdvAc6+Yhg+fPUJtD+hmal4UqiaKpycjAYCIkP1jz2BN1N6NJGJOvEXG37YZlVLCDx9VuKc/kmhqscK4DOSjQCFarJFnPPVg4ARhKqYx4/bLHjm50CWqtilEi0JsnqvrNZs3VMiwy4D13YIfIjLrFQ9VlPyPINC1bix3l4kYcT3DhS5JdRz+jGlnxtx0bR0AAAgAElEQVTpDuMmURiJJIWqkaLBsSQLAV2F6l2jJmHHrr349I2xlfgFSwEs/HQK6melm4othaqpwsnJGIjA1N9smLfJCrtFwYReLrSulzgvpihUDbSQOJSEIUChmjCh4kANRMAoQlUgufPrQJbqzZ08uKS1vlmqIiv1rZU2fLnRqtIXWakPnObmieAGWouJNBQKVWNHa9kuGf9cJM5ekZBqVTBzQBk/NAkhZBSqIUDiJSSgMwFdhep/F/+Ou0dNxpmnd0Sfnqcgu14GFi1dhdlfL0aXzifglafu13n48X8chWr8Y8ARxI+AOISqxAOIw6H0bO/8acO//7JClhQ8eaYbHXP8ej4+6s+iUI06YnZgQgIUqiYMKqcUdQJGEqpLdlgwYYkdde0K3rxAvyzVlfkyJi8LZKU6LMD1HTy4sCWzUqO+uEzcAYWq8YP79WYLXvpVFFGV0KepF8O66LMDzvgzj3yEFKqRs+OdJBApAV2FqhjEh7P/i2df+QAlpUcOpenT82Q8/uCNqmA1W6NQNVtEOZ9QCfxdKGPYt4EjOMf1EtLTF+qtNV43e4MFM1bYIUHByG5u9GicWDJVTI5CVZelwIckGQEK1SQLOKerCwEjCVUxofu+dWBToYwbOnpweRttH7aW+YDXV9jwn02BrNS29X14oKvH0DXUdQkqHxJ1AhSqUUesSwc/qAfe2dSDqq44wYuT8/y6vd/QZYAGewiFqsECwuEkBQFdheru/ANwud3Iy6mH/23fo0rV4xrnIiujrmlhUqiaNrScWC0ExGFRP++06Pqp8fzNFkz+VWzxAe471Y2+zfSRtLEOJoVqrImzPzMQoFA1QxQ5h1gTMJpQ/WWnOK07kKX6ev8yOAMuNOy2fLeMKb/asLc0kJUqBK3IShUijI0EtBKgUNVKMHb3LzwsVUWmqk1WcEI9BaN7uNXzFdgqE6BQ5YoggdgT0FWoPvDEy9hfUIS3Jj0c+5nEqUcK1TiBZ7eGIDBztRVD2mnLQAlOZPF2GU//ZFc/hb61sxsDWiWmTBXzoVA1xPLkIBKMAIVqggWMwzUEAaMJVQElmKV6bXsPrjoxvNcIJV4Jry+34pstARPbIduH+7owK9UQi81Eg6BQTaxgzv3bgld+DyRciNY+248JvV2JNYkYjJZCNQaQ2QUJVCGgq1B95uVZ+GX5X/ho+pikAU2hmjSh5kSjSOD33TLGLLLDr0gY1M6LIW0Tu04ShWoUFwsfbVoCFKqmDS0nFkUCRhSqgQNlHOphMm9dGHqW6q+7ZLz4qx37yyQ4LcBNnTzo3yI8IRtF1Hy0iQhQqCZeMGettmLWGlFTVcFNHb24VGNJkcQjUPuIKVRrZ8QrSEBvAroK1TXrt+CKoY/ji7cnoMXxDfUeqyGfR6FqyLBwUFEisDLfoh4MMaqHGy0y9KltumafjEcX2uHxSzi/uRd3npLYMlWgp1CN0gLkY01NgELV1OHl5KJEwIhCVUx1+HcOrDsgY3BbDwbXspOl2CPhteVW/HfrkazU+7t6kJPKLb1RWjZJ/1gK1cRcAlN/s2HepsChtY/3dKNNPQXB3XIsAQBQqCbmuuaoE5uArkJ1+ntzMGn6R2jSMAcntDquGpmnRt2G1BRnYhOrMnoKVVOFk5OpgYB4w3PLXAdKPBIGtfXostV/U4GEhxc4UOqVcGYTL4af5oFkggJpFKr8USKB8AlQqIbPjHeQgFGFqth58viPDjgsgSzVNJFYdpQmslInLbOj0CWpGa03d/Li3ObMSuXKji4BCtXo8o3W0xUF6iFVP2yzqvVUuzb0YfF2K5pn+HFfV49uyR7RGn+0n0uhGm3CfD4JVCegq1B95e3P8cfqv4/J+bnH76BQTaBVaLVIyM10wutTsKegLIFGzqFGg4DITh23xIbmGYoudYu2F0kY8b0DRW4JXRr41ALzFhPIVMGeQjUaK5DPNDsBClWzR5jziwYBowpVMddgluqVJ3pxXfvKu0/Ev/0iK3XB/wJZqZ1zfRjWxY36KdGgxGeSQGUCFKqJuyJ8CiAOxl22y6J+YFPfqWBHsazWWu7bNLk/jKFQTdx1zZEnLgFdhWriYoh85MxQjZwd70w8ArtLJNSxQfPJmvklEh76r0OtkyYOnBhzphs2OfF4HGvEFKrmiSVnEjsCFKqxY82ezEPAyEJ1Rb6MxxY61Eyyh7u7cXxdBXlpCn7eEaiVetAtIdWm4JbOXpyT5CLEPCsyMWZCoZoYcTrWKD1+4PEf7Fi114I6NgWXneDFFSckt0wVrChUE3tdc/SJSUB3oXqgsAj/XfQ7tu/aiz49T0H7E5rhy/k/oX5WOrqd0i4xKdUwagpV04WUE6pCQEjUPB3rmIlk54e+d2B3sYxWWX5M6OWCI5CgYppGoWqaUHIiMSRAoRpD2OzKNASMLFQF5Bu/dKofngabqIsqPlQV7ZQ8H+45lVmpplmMCTQRCtUECtYxhuryAo8sdGDDARn1nAqe61OmZrjP32LF7PUWjO/t1pwAkmiUKFQTLWIcrxkI6CpUd+7ZjwE3jEJJaWB7uKiZevG5PfDctA/x2bwf8N+PJ8FqsRiam8vtgd+vIMVpD2mcFKohYeJFCUpAyNT7vnWgU45f3UqjteD7IbeERxbYseWgjGbpfjx1llvNTjFbo1A1W0Q5n1gQoFCNBWX2YTYCRhaqfxdIGDa/+tkJdlnBXad6cfbxzCgz23pMlPlQqCZKpGoepygd8vD3dvyvSEajOgqePtuFxxbYsfmgrL6/mNzPpWtSiNGpUagaPUIcnxkJ6CpUp771Gb5b9DsmP3kPxjz3Fi4+p4cqVP9cuxlX/eMJzJv5DI5rlBsTjiJD9pKbHsXgS/rggX9cpfa5v6AIZ15yT7X+X39+hJo9O/PT+Zgxc476/SGX9sOtQy5U/7zvwEGcP2QE5rw9AXk5WZXup1CNSTgTupM/8mXM2WBFsVtC8yy/eqCT2DafCE3I1E2FMk5vGKhxqqWV+YBHFzqwbr+MBmkKnu3jQobdfDJVMKJQ1bJSeG+yEqBQTdbIc95aCBhZqM5cY8P7q6tvQbmkjRc3d6xcU1ULA95LAuESoFANl5hxrz9QFigjtqdEUg+nerSHB88vtaHYDTza043ZG6wQ50CIv7fI9OOWTh619IgZG4WqGaPKORmdgK5Ctc+V92PoNRdh8CV9cdtDE8uFauHBYvQYcBfen/Y4Op7YPOpMig6V4Jq7xmLjlh24ZfAF5UJViNFel96LaU8/iOMbHxG7udlZcNht6H3ZvZjx3AikOB3of80ILP9mBmw2KyZO+wA+nx8j7xpcbewUqlEPZ0J3IGSqkIgVW26qghn9E+OQr9eW2/DzTgum9HNpyk6tWOtIbMt59mwXxLY/szYKVbNGlvOKJgEK1WjS5bPNSsDIQvWnHRaMX1J9x9egdl4MaUuhatY1mQjzolBNhCiFPsZdhyS1nFihS8KJ9XwY28uNAy5J3f5f9UOd5pkKJvdNjPdhoRMIXEmhGi4xXk8C2gnoKlQH3/kkTunQGg/dOaiSUF26/C/cOOwpLPhkMrLrZWgfdQ1P8Pp8uHvUJDTIqY+Dh0rQpGF2NaEqMk2bH9+w0lO27czHeYMfwrJ5r6lytWOfm/DZm2ORXicNF13/CL569ynk1M+kUI1q9Mz38OkrbPhiQ/XsjLG9XOo2+kRoxR5Jk0wVcxy72I5fdlpQx67gmbPcaFI3MeYeaXwoVCMlx/uSmQCFajJHn3OPlICRheohDzB0bgqKK7jTNBswqW+ZaTPEIo0j74stAQrV2PKORW9bCmWMXGBHiUfCybmBA29HLXRgVX71U29nX14aiyHFvA8K1ZgjZ4ckAF2F6oyZX+LVd77A2JG34IPPv1O3+7dq1hgjx72KjPQ6mDX1sagjHz/lPWzYtA2vPvMgRo577ahCtU/Pk9XxtGnRBAPPPwMZddPUDNRuF92pjjE1xYFzBg1XM1SfmToLqSlO3H/bldiztwBpqU71V7AxQzXqIU3oDp5cZMfSXdXrBj90uhtnNvEZcm5/FwZeeLTI0Ed6PrfUhgVbrXBagAlnudAyU5/nGhLe4UFRqBo5OhybUQlQqBo1MhyXkQkYWagKbruLJXXLrSgfJLbj9m3qRYtM8+5QMfJa4diOEKBQNedqWLtfxugFDrj9QM/GPhS6paMK1ZkDShOm/Fo4kaJQDYcWryUBfQjoKlRFdujD417D3O9+rjS6Jg1zMHXCMLRs1lifUR/jKbM+m4+3PpiHD199AhnpaXjgiamVhOqh4lJMnvERxBZ/URbg07k/qBmzH0x7HHa7DUII/+vDeerTBw3so8rWS29+DF+//yymvP4JFixZDo/Hi7tvuhRXD+yjXldcZt6C+pIEpDqsUBSgRBylGMN25DzYGHaqc1fbDkq4a54MUdunahNMbz7JjyEd/HAY4Jy2D1fLeOsPGYcOl0kVb3WmnOvDyQ20vel57icZn68LCNqXz/ehY6625+kcoqg9zmYNzNnj9cOvKJBlM6zoqOHig0lAJWCRJVhkGW6vMT9sYphIwIgEZEmC3SqjzMOfGyPGR68x+fwKLOKFOZtuBFKcVpSa+H2cbqAS7EFLd0h48NvAm6tmGQo2F1b+uclLA/59eWzf12pFGOq7pzRn9V2RWvvm/SRAAjUT0FWoBrtatXYT/lq/FUJgHt8kD91PbY8UZ/UaSnoHR2zZb9okT82KFW3+j7+hbp1UnHdWV7W2a9W2aetOdTu/yErt1K6l+m1RJkDxK6qQfeyZN9Awrz6GXNIXPQfejaVzX8XqdZvxf8++ga/efVq9viBooPSejAGeJ16kp6fZ4PcrOFgS21pXof7DYQBMRx3Ckm0Sxi+yotQnqcLUXeF9zkl5fvyxR4ZfgXry5O2n+nDGcfHL2txwQMIdc6ufkvXP3h50bxx5JN5aYcF7f1ogSwrGneVFl4aRP8uocT7WuJw2GZAklLl96gcSFKqJFkGONx4EhBSyWWQUx/gDvHjMlX2SgF4ELOLDb6cVRaWJJQj0mn+yPEe8FqdP1S/aQrFl1LGb+n2cfrQS70k/bJXw5I9WKJDQME3BjkMSIAHH11Uw6gwvWmUl1nuSUD9KyawTfd+SeKuBIyaB6BLQTaj+5/ul+PWPtbBYLOh35qk4tVOb6I78KE8XZQYKi4rLv/PZvB9RLzMdF5/TvTyjtOJtxSVlOO2C2/HGCyNx+sltKz1RyNar/jEG8//9PNas34LhY6bih89exM7d+9Dv6gexdO40tRQAt/zHPMyG7tCnAP9aacVn6wOC8rSGPgw/za0WSd9dIpXXTd1WJOHFX21Ysy/wCWr7bB/uOsWDJnVj/w/85+uteP2P6kJVy6ERszdYMGOFHRIUjOzmRo/G8RPG8Vgw3PIfD+rsM9EJcMt/okeQ448HAaNv+Y8HE/ZJArUR4Jb/2ggl/vfnb7Zg0rKAYAx+GCFqON/ayY2+zcyZ0c8t/4m/bjmDxCOgi1Cd9vZsvPjGJ5VmP/6RoRh4Xs+4Eqm65X/BkhUoc7nQ7dT2sFktmDT9Y3Xb/7cfPqfWUa3YRjw5DW1aHodbh1yoStoeF9+Fn+ZMxZ9rN2P8lHcx+1/j1cspVOMaYkN1XugCxi2246/9FoiMkRs7eTCwVc0ZI4u2W/DGHzbkl0jqPf1beHFtBy9SrbETq2LMP++sXncgUqEqXsBM/jXwAua+U837oqWmxUehaqgfTQ4mQQhQqCZIoDhMQxGgUDVUODiYBCFAoZoggdI4zHu+cWDLwcqHUgmpOmsAD6XSiJa3kwAJHCagWaiWlJaha//bcdkFvfD4gzfA4/Fh9FMz8MPPf+DHz1+Ew1498y1W9KsK1W8WLsOoCTMgxixavcy6ePaxO9Dt1HaVhrRx83YMuuNJLPhkkpqFKtrEaR/g83k/wmaz4v6hV6oHblGoxiqSxu9n3X4JYxc7UOCSkG5XMLqHG23rh5aVKQqnf7zWho//sqpF1MX9N3T0ol8zr9idErW2Mt+Cycts6oERR9tGNv388E/hXbxdxtM/2dUtNrd2dmNAK3N+AlxbUChUayPE75NAdQIUqlwVJBA+AQrV8JnxDhKgUE2ONTBqoYOHUiVHqDlLEogbAc1CdcOm7Rh402jMeXsCmh/fUJ3I31t34uLrH8EXb09Ai8Nfi9sMq3QsDs7at/+g+tXc7ExIYRQkEgdZOR12VaoGGzNUjRLZ+I3js/VWNctUtLb1/Hi4hxtZjvAzTEWWqniOyFoVrUWGH7ef7MGJIYrZcAmIEgRD5zrRLN2vbn0RWaqH3BLq2BUMaOVFt0bhydDfdlvwxI+BzNSrT/TgmvbJW8+NQjXc1cjrSQCgUOUqIIHwCVCohs+Md5AAhWpyrIFjCdXZlzNDNTlWAGdJAtEnoFmo/rZyPa67ZxyWzJmK9Dqp6ohLSl3o2v8fR61NGv0pxbYHCtXY8jZSby4f8MJSOxYfFqAXt/Li5k4edeu+lrZ6r6zWV91+KLBF5azjxXO9yIxA0lYcR7FHwuwNVlWWptkCwldkqXbMCU+cHm1ua/bJeHShHR6/hPObe3HnKbE9xEwL72jcS6EaDap8ptkJUKiaPcKcXzQIUKhGgyqfaXYCFKpmj3BgfhXLkAVnfHpDn7qT0IyNNVTNGFXOyegEdBOqY4bfhJQUhzpfr9eHUROmq/VHRR3SYDu3V5dK2Z1GhxPK+ChUQ6FkvmvENvkxi+zYViTDYVHUg6dObxTaFv9QaIjDreb+bcV7f1ohRKjTAlzdzotLWnlgqVwKKJTH4acdojC7DSUeCYPaejCknX7Zo5sKJDy8wIFSr4Qzm3gx/DRP0p9ES6Ea0rLkRSRQiQCFKhcECYRPgEI1fGa8gwQoVJNnDYj3QCvzZewpltAhx4+BrfV7D2Q0ihSqRosIx5MMBHQTqqHAWvzFy9UOfwrlPiNfQ6Fq5OhEZ2w/75Dx/FK7KhAbpvnx+BluNKoT/hb/UEZX5Jbwzior/rPJCtFDXpofd5/iQefc8OSteDExfokd7bP9GHqSRy0noEfbXiRhxPcOiHF2aRD4xFdrhq4e44r3MyhU4x0B9p+IBChUEzFqHHO8CVCoxjsC7D8RCVCoJmLUOObaCFCo1kaI3ycB/QloFqputwf7CopCGlledhZkWeN+6JB6it1FFKqxYx3vnkTW6NurrPh0XaBe6mkNfWpmqvNISd2oDXHrQQkv/2bDmn2B+qpCXt52kgcN0o4ucoPb+we3PbL1XkjVcOui1jQhUfP1of86sL9MQodsH8ac6YYtguzZqEGL44MpVOMIn10nLAEK1YQNHQceRwIUqnGEz64TlgCFasKGjgOvgQCFKpcHCcSegGahGvshG6tHClVjxSNaoyl0AeMW2/HXfouagXl9By8ubRP7OqELt1nw5h827CuV1K3/A1t5MKidVy0JEGxfbLDivdVWdXv/fV086NtU/60tBWXAQ987sLtYRqssPyb0csERA7Ecrfjq/VwKVb2J8nnJQIBCNRmizDnqTYBCVW+ifF4yEKBQTYYoJ98cKVSTL+accfwJUKhqjAGFqkaACXD7uv0Sxi52oMAlId2uqNva29bXZ8t8JNMXh2H9e40Vn663weMHspwKburoVQ+vEm3maiveX2NTt/cP6+pGXqq+5QgOuYGR3zvwvyIZx9X14+mzXKhjj2Qm5r2HQtW8seXMokeAQjV6bPlk8xKgUDVvbDmz6BGgUI0eWz45fgQoVOPHnj0nLwEKVY2xp1DVCNDgt3+x0Yo3/rDB5wdaZ/nxaA8XspzGGPSeEgkzVtjUA6dEa5Plx12nuJGbBvxdIKNjjk/3gbq8wCMLHdhwQFbruT57lguZBuGh+2Q1PJBCVQM83pq0BChUkzb0nLgGAhSqGuDx1qQlQKGatKE39cQpVE0dXk7OoAQoVDUGhkJVI0CD3i6yQF9Yasfi7QFZeVFLL27u5IHVYDVCZ62x4ZO1Frh8gdrE4v/7NfPiho5eNZtWzyayYR//wY5Vey2o51Tw7Nku5Oic/arneOP5LArVeNJn34lKgEI1USPHcceTAIVqPOmz70QlQKGaqJHjuGsiQKHK9UECsSdAoaqROYWqRoAGvH13sYQxi+zYViTDLiu4v6sbPZvEb4t/TYgeWeDAn3tlnN3Ui9xU4IsNFrV2aqpNwbXtvejfwqvWfNXaxIFcoobssl0W1LUreOYsFxrX1VfYah2jke6nUDVSNDiWRCFAoZookeI4jUSAQtVI0eBYEoUAhWqiRIrjDIcAhWo4tHgtCehDgEJVI0cKVY0ADXb7r7tkPPOzHaVeCbmpfjze043j0o0jDv8ulFHslsq38+8ukbCn+Mj2/oNuCf9aacW3m60Qo25cR5QB8KBDTuRCWFGAib/Y8MM2K1KsCp7q7ULzTOMwMdgSUodDoWrEqHBMRidAoWr0CHF8RiRAoWrEqHBMRidAoWr0CHF8kRCgUI2EGu8hAW0EKFS18QOFqkaABrldZGC+s8qKT9bZ1BGdkufDiNPdSA38Ne6t2COph019scGqZp++3t+FNNuxpeamAgkv/2bHugOBGgXdG/swtLMH2Snhi9Cpv9kwb5MVNlnB2F7xPZAr7oEIcQAUqiGC4mUkUIEAhSqXAwmET4BCNXxmvIMEKFS5BsxIgELVjFHlnIxOgEJVY4QoVDUCNMDtha7Adva/9lsgS8B1Hby4vI3HACM7MgQhVO/91oH8Ekmt53pNe2+NQjV45/dbrXhzpRUHyiTYZeCyEzy44kSv+udQ2nurbfhgjRWypKjZuifnRZ7pGkp/ZrmGQtUskeQ8YkmAQjWWtNmXWQhQqJolkpxHLAlQqMaSNvuKFQEK1ViRZj8kcIQAharG1UChqhFgnG9ft1/C2MUOFLgk9RCn0T2Mk4G5Mt+CNLuCFhkBiVn176GiK/NBlaKfrbfB54d6kJQ4YKtnY1+Nj5i9wYIZK+yQoGBkNzd6NKZMDZU5hWqopHgdCRwhQKHK1UAC4ROgUA2fGe8gAQpVrgEzEqBQNWNUOSejE6BQ1RghClWNAON4+5yNVrz+R0Ayts7y49EeLmQ54zigw12LuqizVlvx3RYrOmT7Mb63S5dB7SqW8Npym3qwlGht6/twz6keNDnK4VLzN1sw+Ve7et19p7rRt1nN8lWXAZroIRSqJgompxIzAhSqMUPNjkxEgELVRMHkVGJGgEI1ZqjZUQwJUKjGEDa7IoHDBChUNS4FClWNAONwu8sHvLDUjsXbA2LxgpZe3NrJA2uI2+CjPWQhVIfOdaq1Uge08mJga19I2/tDHdeKPTJEXdSdxbJa4uCC5l6c28KHb7dYsOmADIdNwbKdAoaEWzu7MaAVZWqobIPXUaiGS4zXkwBAocpVQALhE6BQDZ8Z7yABClWuATMSoFA1Y1Q5J6MToFDVGCEKVY0AY3z77mIJYxbZsa1Ihl1WcH9XN3o2if9WdrGdv0Wmv1yc/rTDguaZfuSlhn+IVKhIP10n6qNaUOyVIF5YVmyi1wtaeHDHyd5QH8frKhCgUOVyIIHwCVCohs+Md5AAhSrXAAmET4BCNXxmvMP4BChUjR8jjtB8BChUNcaUQlUjwBjeLiTlpKU2lHglNEhTMLq7G00P1yeN4TAqdSWyUScvtWPVXlk9bOq2k2J7GNYBl4SJP9vU+qxV26B2XgxpG9vxxCsOevdLoao3UT4vGQhQqCZDlDlHvQlQqOpNlM9LBgIUqskQ5eSbI4Vq8sWcM44/AQpVjTGgUNUIMEa3i5PuRUamaF0b+PDAaR5dt9FHOg0heccvsavb+4e086pb/GPdZq6x4f3VVgpVHcFTqOoIk49KGgIUqkkTak5URwIUqjrC5KOShgCFatKEOqkmSqGaVOHmZA1CgEJVYyAoVDUCjPLthW4Jz/x0JAPzhg5eXH5CbLMuP19vxS87LBDZqGJbf7tsPy5pfUSczlxt1b1OajhY/y6QMGx+9dO4eBhVOBQrX0uhGjk73pm8BChUkzf2nHnkBChUI2fHO5OXAIVq8sbezDOnUDVzdDk3oxKgUNUYGQpVjQCjePu6/RLGLnagwCWhjk3BqO5udMiJbb3UYAZqxWmK+qS3n+zBhS1in416LNzTV9jwxYYjWap9mvowrIs7itEx96MpVM0dX84uOgQoVKPDlU81NwEKVXPHl7OLDgEK1ehw5VPjS4BCNb782XtyEqBQ1Rh3ClWNADXeLg6Z+m5LoP7n6Y18aJEZOMTpy41WzPjDBp8faJHhx2M9XaiforGzKrcXeyRsKgwc57S7WEbfpgFBKjJRX19hwyG3pMrcbUVVj3wChrTzYFBb4wjVwBwkdeziIKy8tOgdhqVvFIz5NApVY8aFozI2AQpVY8eHozMmAQpVY8aFozI2AQpVY8eHo4uMAIVqZNx4FwloIUChqoUeAApVjQA13H607M8rTvRiR5GExdsDkrV/Cy+GdvbAKh/pqKIITbUFhGtQhH63xYpNBRKyU5TyA6LEgU2jF9rVa9pn+zGht0v9cyhfz3QoqlSt2sb2cqFTjLNlNaDmrWESoFANExgvJwEAFKpcBiQQPgEK1fCZ8Q4SoFDlGjAjAQpVM0aVczI6AQpVjRGiUNUIUMPtoxY6sHJPBVMqniWp/4NVVjC4nRcfr7WixCOFLUJDEad/F8qYvjxw0FW/Zr5KGaqr8i3ITVWwaq+MWVUOfEqzAdP7l6JO4FY2ExKgUDVhUDmlqBOgUI06YnZgQgIUqiYMKqcUdQIUqlFHzA7iQIBCNQ7Q2WXSE6BQ1bgEKFQ1Agzj9mBmqcgMLXIB320VsrT6A3JT/Xi0hxtFbvmomaUVRWjzDH95JqrY7j5/s0UtG5CbppRnroYxxKNeOmmZvbwsgZCp93Vxo1sjn9bH8n4DE6BQNXBwODTDEqBQNWxoODADE6BQNXBwODTDEqBQNWxoODANBChUNZUs1OUAACAASURBVMDjrSQQIQEK1QjBBW+jUNUIsIbbhfjcUyyVy0chPIfOPXIavdMKlB2lDOn7A8qQalMgBKxoaTbWA41elPjkoxGgUOW6IIHwCVCohs+Md5AAhSrXAAmET4BCNXxmvMP4BChUjR8jjtB8BChUNcaUQlUjwMO3C/lZUXwOmu1Ut+qLNvvyUvX3dftlTFlmh0dRsK9Ehssf2N5ftQWv12dkfAoJhE+AQjV8ZryDBChUuQZIIHwCFKrhM+MdJEChyjVgRgIUqmaMKudkdAIUqhojRKGqDeDM1Vb8vMOCTaIeaf8y9YR50e79xoECt6TWGU23K9hwQIY7cHZUeRMvhqrmnuakKni9f5m2QfFuEtBIgEJVI0DenpQEKFSTMuyctEYCFKoaAfL2pCRAoZqUYTf9pClUTR9iTtCABChUNQaFQjU0gGL7vipOCyQMauctr0/6yAIH/twrq2L0jpM92F8CrNprUbNRvVVsqdjG366+H+1zFHTI9kGSFDz9kwP5JcGt/cAj3V3olFPFvIY2RF5FAroRoFDVDSUflEQEKFSTKNicqm4EKFR1Q8kHJREBCtUkCnYSTZVCNYmCzakahgCFqsZQUKhWByhqnf6Zb0H7HF95xum4xXb8vNOiXnxrZw/6NvWpIvXHbTI27LdgZ7EEXxWBmuk4LFBz/eiQ7UezDP9Rt/j/XRAQquIwKTYSMAIBClUjRIFjSDQCFKqJFjGO1wgEKFSNEAWOIdEIUKgmWsQ43lAIUKiGQonXkIC+BChUNfI0u1DdWuJEilVBluXY2+iFQA1u1Rdb+N9fY1OpDmrrwZB2gVOj5my0YtlOC3x+BftKJWw/FMhKrdjEdv322T50zFHQLtuHxnUoSDUuT94eJwIUqnECz24TmgCFakKHj4OPEwEK1TiBZ7cJTYBCNaHDx8EfgwCFKpcGCcSeAIWqRuZmFarzN1sw4w87ij0BQLmpCsb1ciEvLSA5f9phwez1VqzaK+Oill7cdlLgwvlbrJi+wooT6vmRmwr4FQWr98qqQK3amtT1o122Hx2zFXTM9aGekwJV43Lk7QYhQKFqkEBwGAlFgEI1ocLFwRqEAIWqQQLBYSQUAQrVhAoXBxsiAQrVEEHxMhLQkQCFqkaYZhWqg2enlMvUICKRMfrKeYFM1ZX5FoxeaFf/3KepF1ed6FVrn67Kl/DnXkt5XdPgveKFS/OMwwI1x48OOX7UtVOgalx+vN2gBChUDRoYDsvQBChUDR0eDs6gBChUDRoYDsvQBChUDR0eDi5CAhSqEYLjbSSggQCFqgZ44lYzCtXdxRJunedEcE++FChRCpsMfHxpqfrltfss+GGbBXtKxJ9lFLgOX3SYp0UGWmeKA6R8aJ8ttvD7kWqlQNW43Hh7ghCgUE2QQHGYhiJAoWqocHAwCUKAQjVBAsVhGooAhaqhwsHB6ESAQlUnkHwMCYRBgEI1DFhHu9SMQlXM8+KPU6odAJVmg1rjdPU+GYfclQWqwwKcUM+H9jmKeoDUifV9qoBlI4FkJEChmoxR55y1EqBQ1UqQ9ycjAQrVZIw656yVAIWqVoK834gEKFSNGBWOyewEKFQ1RtisQnXAxynVyIj80qBGTbUpaFdfZKAGDpBqW8+vkSRvJwHzEKBQNU8sOZPYEaBQjR1r9mQeAhSq5oklZxI7AhSqsWPNnmJHgEI1dqzZEwkECVCoalwLZhSqYsv/ULHlv0pLtwNXt/OoGajNMvzVMlg1ouTtJGAaAhSqpgklJxJDAhSqMYTNrkxDgELVNKHkRGJIgEI1hrDZVcwIUKjGDDU7IoFyAhSqGheDGYWqQHK0Q6n6NPVhWBe3RmK8nQTMT4BC1fwx5gz1J0Chqj9TPtH8BChUzR9jzlB/AhSq+jPlE+NPgEI1/jHgCJKPAIWqxpibVajO32zBjD/sKPYEAOWkKhjfy4W8NB4spXHJ8PYkIEChmgRB5hR1J0ChqjtSPjAJCFCoJkGQOUXdCVCo6o6UDzQAAQpVAwSBQ0g6AkkpVN1uDw4UHkJudiak4BH2h0Pvcnvg9ytIcdpDWgxmFapi8laLhK0lTqRYFWRZykLiwYtIgAQAClWuAhIInwCFavjMeAcJUKhyDZBA+AQoVMNnxjuMT4BC1fgx4gjNR8C0QnX7rr245KZHMfiSPnjgH1epkVMUBa+8PRsvv/mp+vd6mXXx0vhh6Nyupfr3mZ/Ox4yZc9Q/D7m0H24dcqH6530HDuL8ISMw5+0JyMvJqrQKzC5UczOd8PoU7CmgUDXfjz9nFC0CFKrRIsvnmpkAhaqZo8u5RYsAhWq0yPK5ZiZAoWrm6Cbv3ChUkzf2nHn8CJhSqBYdKsE1d43Fxi07cMvgC8qF6u+r1uPau8fhnRdHoeOJLTDl9U/w5fwl+PaD59UI9L7sXsx4bgRSnA70v2YEln8zAzabFROnfQCfz4+Rdw2uFikK1fgtXvZMAkYlQKFq1MhwXEYmQKFq5OhwbEYlQKFq1MhwXEYmQKFq5OhwbJESoFCNlBzvI4HICZhOqHp9Ptw9ahIa5NTHwUMlaNIwu1yoPjftQ6zZsAUzJj6kEtuztwBnXzEMH00fg7p1UnHe4IewbN5rcNht6NjnJnz25lik10nDRdc/gq/efQo59TMpVCNfa7yTBJKGAIVq0oSaE9WRAIWqjjD5qKQhQKGaNKHmRHUkQKGqI0w+yjAEKFQNEwoOJIkImE6ojp/yHjZs2oZXn3kQI8e9VkmoDv/nK8jKqIPR911XHuL2Z92IqRPuxxmndUS3i+7ErKmPITXFgXMGDVczVJ+ZOgupKU7cf9uVqoBNS3Wqv4Jt9wHzboW3yBKyMxzw+RXsLXQl0Y8Fp0oC2gjUcVoBScKhUnGqm3jZzsPctBHl3clAwOmwwGGVURg8DTEZJs05koBGAkKopqfZsO+gW+OTeLuxCfC1hJ7xETRzspzYY+L3cXry4rMSg0Be1hFHkRgj5ihJIPEJmEqozvpsPt76YB4+fPUJZKSn4YEnplYSqrc9NBEntDweD94eqKkqWtf+t+OJ4Tfiwr7dMGPml/jXh/PUrw8a2AcDzz8Dl978GL5+/1m1PMCCJcvh8Xhx902X4uqBfdTrhGw0cxNSNRnmaeYYcm6xJxA8605RoNYgFge8sZEACdRMQPyUiIMi/eIHh40ESCBkAjJ/bkJmlagX8rWE/pET73HM/j5Of2p8opEJBN+3G3mMHBsJmI2AqYSq2LLftEkeWjVrrMZp/o+/Bbbyn9UVQ6+5CCJDVRxENerea8vjGMxQ7d29s/o1USZA8SuqkH3smTfQMK8+hlzSFz0H3o2lc1/F6nWb8X/PvoGv3n1avZ41VM32I8H5kIB2Atzyr50hn5B8BLjlP/lizhlrJ8At/9oZ8gnJR4Bb/pMv5skwY275T4Yoc45GI2AqofrB59+hsKi4nPFn835Evcx0XHxOdzWjVNRQXbtxK157drh6TcUaqm1bN60Um01bd+Kqf4zB/H8/jzXrt2D4mKn44bMXsXP3PvS7+kEsnTtNLQVAoWq0Jc3xkED8CVCoxj8GHEHiEaBQTbyYccTxJ0ChGv8YcASJR4BCNfFixhHXToBCtXZGvIIE9CZgKqFaFU7VLf+/r1qPa+8eh3deHI2ObVtg8oyP8NX8n/DtB89DPry1PfiMEU9OQ5uWx+HWIReqkrbHxXfhpzlT8efazRg/5V3M/td49VIKVb2XJJ9HAolPgEI18WPIGcSeAIVq7Jmzx8QnQKGa+DHkDGJPgEI19szZY/QJUKhGnzF7IIGqBJJKqCqKgpfe/BTT3p6tchAZpq89+yBO7tC6EpeNm7dj0B1PYsEnk9RrRJs47QN8Pu9H2GxW3D/0Slx8bg8KVf48kQAJHJUAhSoXBgmET4BCNXxmvIMEKFS5BkggfAIUquEz4x3GJ0ChavwYcYTmI2BqoXqscJW53Nh/4CAa5NavlplaU4iLDpXA6bCrUjXYmKFqvh8KzogEtBKgUNVKkPcnIwEK1WSMOueslQCFqlaCvD8ZCVCoJmPUzT9nClXzx5gzNB6BpBSqeoaBQlVPmnwWCZiDAIWqOeLIWcSWAIVqbHmzN3MQoFA1Rxw5i9gSoFCNLW/2FhsCFKqx4cxeSKAiAQpVjeuBQlUjQN5OAiYkQKFqwqBySlEnQKEadcTswIQEKFRNGFROKeoEKFSjjpgdxIEAhWocoLPLpCdAoapxCVCoagTI20nAhAQoVE0YVE4p6gQoVKOOmB2YkACFqgmDyilFnQCFatQRs4M4EKBQjQN0dpn0BChUNS4BClWNAHk7CZiQAIWqCYPKKUWdAIVq1BGzAxMSoFA1YVA5pagToFCNOmJ2EAcCFKpxgM4uk54AharGJUChqhEgbycBExKgUDVhUDmlqBOgUI06YnZgQgIUqiYMKqcUdQIUqlFHzA7iQIBCNQ7Q2WXSE6BQ1bgEKFQ1AuTtJGBCAhSqJgwqpxR1AhSqUUfMDkxIgELVhEHllKJOgEI16ojZQRwIUKjGATq7THoCFKoalwCFqkaAvJ0ETEiAQtWEQeWUok6AQjXqiNmBCQlQqJowqJxS1AlQqEYdMTuIAwEK1ThAZ5dJT4BCVeMSoFDVCJC3k4AJCVComjConFLUCVCoRh0xOzAhAQpVEwaVU4o6AQrVqCNmB3EgQKEaB+jsMukJUKhqXAIUqhoB8nYSMCEBClUTBpVTijoBCtWoI2YHJiRAoWrCoHJKUSdAoRp1xOwgDgQoVOMAnV0mPQEKVY1LgEJVI0DeTgImJEChasKgckpRJ0ChGnXE7MCEBChUTRhUTinqBChUo46YHcSBAIVqHKCzy6QnQKGqcQlQqGoEyNtJwIQEKFRNGFROKeoEKFSjjpgdmJAAhaoJg8opRZ0AhWrUEbODOBCgUI0DdHaZ9AQoVJN+CRAACZAACZAACZAACZAACZAACZAACZAACZAACZBAqAQoVEMlxetIgARIgARIgARIgARIgARIgARIgARIgARIgASSngCFatIvAQIgARIgARIgARIgARIgARIgARIgARIgARIgARIIlQCFaqikkvS6vfsLkZaaghSnPUkJcNokQAIkQALRIuD1+WC1WI76+KJDJRDfz8qoG63u+VwSSEgC4udClmTIsqgEyUYCJFAbgcKiYrhcHuRmZx71UrfbgwOFh9TvSxJ/rmrjye+TAAmQAAkECFCociUclcDW7btx+8jnsWXbbvX7l13QC//3wA2wWY/+xpcYSYAEgPk//IZ7H5tSDcVvX0+Hw24jIhIggQoEtm7fg/7XjMA3709EowbZ5d8pKS3DyLGv4rtFv6tf69SuJV4cey+y62WQHwkkPYHSsv9v787DrSrrPYD/LsgkIM5zmnIdw7HQ0LwKDqgMogIWAjKDKAIKQhAJKaiBOICKIGCgBkgigzgkino1tdJrmmVEKHpkngSVQOA+a9XZcZhcHI047M/6h+ec/Vtrve9nvTzr7O9+17vXxBXt+0a7pvWi7vk1ch7uP3k/NABsQSCZGNL8ugG59zNVDz842l5ZN+pdcEZavWHDhrh/zJS4d/Sk9Oe996wcQwd0iZOOr8qTAAECBAh8pYBA9SuJ8rOgXfdBUalihejfs23MX7gkGrfvFz/t2jz3B0h+qug1gW0LPPfy7+PHA0bExBH9ihQedsj+ZjwYPAQ2EvhRx5vjD+/NTn+zaaD64KNPxmNTZ8bYIb3TpyOu7nlnHHHYQXHzja0YEshrgUHDxsfocU+lBrf3bl8kUHX/yeuhofNbEVi4eHk88fTLUb/2mVGxQvkYO/HZGD3+6Xhp0j3p/eWtd2dF02v7x9ghveKEY4+Me0Y+Hk/O+E08N36wGeBGFQECBAh8pYBA9SuJ8q8geSzmjHrXxMNDe8cp1Y5KAfrfPTbmL1waQ/p3zj8QPSaQUSB5Q9vvjofi5SeGZNxDGYH8FEje5CYf1iXB6qaBasO2N0Xtc6qns4iS7ZmZb8T1fe+Ld18Y7YOJ/Bwuev1PgeUrVsXqNWuiSceb4/p2jTcLVN1/DBUC2xb4eN6iqP2j7mmAeuoJR8cdwybEn/76YTw4qHu6Y3JvqtmwS/rB+HFHHY6TAAECBAhsU0CgaoBsJjD7g4Ko36J3zPzVXbHfPv9Yayj5RHfyM69sNvMOHwEC/xJIAtXOfYbEJbXPjHLlysb3TjomDYa2tkYkOwL5LLBg0bKo1ajrZoFq9Ys6xC09Wqf/d5Ltvb98EI3a9Y1Xp94bVSpXzGcyfSeQCiSBUKdWl20WqLr/GCAEti0w6amX4ye3j0w/+E4e7+/2s/tjryqVonfnZrkdv3NOi7jv1q5xdo2TcBIgQIAAAYGqMbB9AoWPv2z85nXC1JkxbMzkeP6xO7fvYKoJ5JHAO3+ek86mS0KfTxYsiQlTXogml55b5A/1POLQVQLbFNhSoJqsZ1etZssib2YLP+R7bvwdcdAB+1AlkPcCWwpU3X/yflgA+AqBWXM+jiYdb4mrGtWOa1tdmlYnS5wdU/WwuKFD49zeyYd6fbu1iDrnfp8pAQIECBAQqBoD2ydQ+Ob1xcfvzn0JiBmq22eomkAi8Pj0l6LPz0fF2zNGmqVqSBDYRGBbM1T792wTF5z9vXQPM1QNHQJFBbYUqG5q5P5j1BD4l0DB/MXRrFP/qH7ysTGgZ9soXbpU+mIyQzWZqdrruqa5YjNUjRwCBAgQyCrgkf+sUnlUt6U1VG++c0wsXLzMGqp5NA509esLvPz6O9Ghxx3x+2eGR/lyZb/+AR2BwC4ksLVANVlD9cKap0WbJnXS3lpDdRe66LryjQhkCVTdf74RagfZBQT+OqcgWna9LWr94NTo07V5kQ+4kzVU3589N4YP7Jb21Bqqu8AF1wUCBAjsQAGB6g7ELkmnatNtYOxRqWIks4SSLw5p3L5f/LRr86h3wRklqRvaSmCHCjw6aUYcU/VbcfzR344VK1dF958NizK7lY5Rd/bYoe1wMgI7u8DaL9el95YLm9wY0x++PQ4+cN/0/0qyjXhkWkyc9mKMHdI7dq9QLjr0GBxHHHZQ3Hxjq529W9pH4N8q8OW6dbFh/Yao2/zH0aF5/ah7Xo0oU2a39JzuP/9WegcvoQLvz/4oLmvdJ318v1Pry6JUqX/MTE3uLXtVqRyFy5wl95sTjjsy7n5wYkyf8Vo8N35wlCr1XyW015pNgAABAjtKQKC6o6RL2HnmzJ2XvolNvg0z2Rpc+IPoe0OL3B/uJaw7mktghwgMfmBCjPzl9Ny5Tjy+agzs0yEOPWi/HXJ+JyFQUgSSNeo+/2J1rrnJI5fJl4Qk22efr04fw3zptbfTn6sdc0T6dMT++/7jSxJtBPJV4Pq+96Uztjfepo25Nf3Awf0nX0eFfm9L4KnnX0/vJ5tuyQSR23q1i2Td7qGjJ8WwMVPSkt0rlI/hA2+IU6odBZYAAQIECHylgED1K4nyuyB5JLNSxQpRcffy+Q2h9wQyCqz++5pYtGR5VK64e+xZpVLGvZQRILCpQLL8zNq1X+bW8iZEgMC2Bdx/jBACxRNI/u8sXfZpHLj/PmamFo/QXgQIEMhLAYFqXl52nSZAgAABAgQIECBAgAABAgQIECBAoDgCAtXiqNmHAAECBAgQIECAAAECBAgQIECAAIG8FBCo5uVl12kCBAgQIECAAAECBAgQIECAAAECBIojIFAtjpp9CBAgQIAAAQIECBAgQIAAAQIECBDISwGBal5edp0mQIAAAQIECBAgQIAAAQIECBAgQKA4AgLV4qjZhwABAgQIECBAgAABAgQIECBAgACBvBQQqOblZddpAgQIECBAgAABAgQIECBAgAABAgSKIyBQLY6afQgQIECAAAECBAgQIECAAAECBAgQyEsBgWpeXnadJkCAAAECBAgQIECAAAECBAgQIECgOAIC1eKo2YcAAQIECBAgQIAAAQIECBAgQIAAgbwUEKjm5WXXaQIECBAgQIAAAQIECBAgQIAAAQIEiiMgUC2Omn0IECBAgAABAgQIECBAgAABAgQIEMhLAYFqXl52nSZAgAABAgQIECBAgAABAgQIECBAoDgCAtXiqNmHAAECBAgQIECAAAECBAgQIECAAIG8FBCo5uVl12kCBAgQIECAAAECBAgQIECAAAECBIojIFAtjpp9CBAgQIAAgRIj8OJv3o5DD9o3qn77kCJt/tvcefHhx/Oj5hmn7LR9WbdufTz/ypsx5ZlX4sOPF8R1bS6P8876bqb2XtPrrrRvDeuenaleEQECBAgQIECAAAEC2QQEqtmcVBEgQIAAAQIlVOA757SI9s3qxXWtLy/Sg/t+MTnuHT0p/jjzoZ22Z2+89edo2fW2NBQ98vCDo9oxR8R3Tzw6U3vPatApfnhJrbim5aWZ6hURIECAAAECBAgQIJBNQKCazUkVAQIECBAgUEIFSnKgetvQR+P1N9+LSaNu2W59gep2k9mBAAECBAgQIECAQCYBgWomJkUECBAgQIBASRXYnkB16rOvxqhx0+Mvf/s4jj7y0Gj9ozpR9/waadeXrVgZnXrfEzd0aBynVDsq/d2X69ZFi863ResmF6eP13+xek207TYwnRFbMH9xvPz6H2LPPSpF/55ttsj3x/c/iIH3j4vf/t+f49CD9kvP1aFZ/ShTZrd4aMLTce/oJ9L9jqn6rShbZrcYdWePLR4nacfIR6fH+CnPx4JFy6L6ycemx+x41SXpDNX5i5ZGz/7DY/YHBbF0+co4YL+9ov4FZ6avldmtdEyYOjOmz3gt7ru1S+xeoXzuHIMfmBBLln261faX1DGh3QQIECBAgAABAgS+joBA9evo2ZcAAQIECBDY6QWSQPXcs06NBrV/UKSt0557LZ6Z+Ubukf8nZ7wWN948LM6sXi0urHlaPP3CG/HKb9+NgX2ujovPPT0NKms16hr33do1zq5xUi5QPenc1tGvW8v0sfyVqz6P79ftmL62956Vo/rJx0WVPSrGTddftZnT3IKFcdGVN8bhhx4QzRvVjj/N+jAmTnsxGtevmdYngehNg0ZHubJl0t+VLlUq/XdLWxJ8jvzl9LTtdc6rEQXzFsW9Dz2RC1TnFiyIu0ZMjNNPOS723muPmDWnIF3uoEvbhtH2yroxa87H0aDlT3L9SM6xcPHyqNmwS/S67sq48rLzd/rrrIEECBAgQIAAAQIEdpSAQHVHSTsPAQIECBAg8B8RSALVbW2Fa6he3LRHOjtz4oh+ufJLW/0k/r5mbUx/+PbtClSvuKRW/PjaJulM061t/e8eG49OmhGvTr03qlSumJYNGjY+Ro97Kl6YeFfsv++e0a77oKhUsUIM7nvNVo+zYuVncUa9a9JANwl2C7etPfL/2eer09m2yYzVShXLx7Dbb0h3adHltljx6arc8gIPjJ0a94z8VZH2/UcuoJMSIECAAAECBAgQ2MkEBKo72QXRHAIECBAgQOCbFUgC1TZN6kSn1pcVOfCwX0yJ+8dMTmeoJqHpqRe0Teu6tmuUqyuc+fnWsyNi2YpVmWeoFs5q3VZPmnUaEGvWrI3xD9yUK0uWCOjQY3CMvrNnnHbKsZkC1bfenRVNr+0fd9/cKc4767tbDFSTJQFGPDItHps6Mw2GC7dTTzg6xg7plf7465d+F11+OjQeHto7qh17ZNRq2CWdqdu7c7Nv9oI4GgECBAgQIECAAIESLiBQLeEXUPMJECBAgACBbQtkWUM1mbV52sUdonOby6Nd03q5AyaB69BRk+J3Tw+PT1d+lgaqQwd0TtdLTbYkqNzSI/9ZAtUr2veLiruXL7IuavKYfzJT9MFB3aPG976TKVBNliVIZrImQWjh2q5J2zaeoZrMNE1mnF7fvnGcdfqJceD+e8eAex6OgnmLc4Hq2i/XpSHqGdWrpcFsEq5OHt0//vuIQwwxAgQIECBAgAABAgQ2EhCoGg4ECBAgQIDALi2QJVAtDCCrfvuQeOiunjmPZBbpBx/Ni5efGBKrPvsiTq9zddzSo3VcetFZac3atV/Gyee32WwN1SyBas8BwyP5EqwkrK1Qvmx6vPt+MTld2/SpR26Pww45IFOg+tc5BXFJy97R89om0azhBbm2bxyoJuFtspbr8IHdcq/3unVEfPTJolygmrxQ+Jh/1cMPjv332ysNdm0ECBAgQIAAAQIECBQVEKgaEQQIECBAgMAuLZA1UE0eiU++uKl9s3rpDM0Z//tmDBszJV0CIFkKINnadBsYy1esit6dm8bSZSvjwV8+GX94b3axAtU335kVzTr1j9rnnBZXNa4d78/+KIaM/FUcd9ThueAzyxqq69dviAYte6frol59VYM44lsHxmPTXky/cKvjVZfENS0vjTuGTYhxk5+P23q1i333qRIvvfZ22reNH/lP+rdoyfI45/IuaV83nom7Sw8QnSNAgAABAgQIECCwnQIC1e0EU06AAAECBAiULIEkUO3QvH50alV0DdXC2aCFX0qVrGc6aNiEeOTxX+c6mMz4vL5doyhbtkz6u9d+/176qPzsDz9Jf271w4tj1Ljp8bPureLyOv+Tm8WaZYZqsv/j01+KPj8flTtf8pj/gJ5t0y+kSrYOPe5IvyhrW19KldT9adaH6WzWpctXpvtdVOv0ePE3b0fLKy6Mji0aRMH8xemXUL35zl/S1088vmqsX7c+KlQoV2RGbvJasuTA3IIF8ey4QbFb6dIl62JrLQECBAgQIECAAIEdICBQ3QHITkGAAAECBAiUHIEvVq+J+QuXxIH775N7FH/T1s8tWBgH7LdXlPtn0Pp1epesw/rJ/MWxR6WKsWeVSsU+1Lp166Ng/qLYs0rl2KPS7ls8zrwFS6JUqVJp27e0LV66Is6+rHN07/jDaNH4wmK3xY4ECBAgQIAAAQIEdmUBgequfHX1jQABAgQIECCwHQKFs3ZfnXJvuuaqjQABAgQIECBAL5m7hQAABBdJREFUgACBzQUEqkYFAQIECBAgQIBAbNiwIa7uOTiqHXNkXNvqUiIECBAgQIAAAQIECGxFQKBqaBAgQIAAAQIECBAgQIAAAQIECBAgQCCjgEA1I5QyAgQIECBAgAABAgQIECBAgAABAgQICFSNAQIECBAgQIAAAQIECBAgQIAAAQIECGQUEKhmhFJGgAABAgQIECBAgAABAgQIECBAgAABgaoxQIAAAQIECBAgQIAAAQIECBAgQIAAgYwCAtWMUMoIECBAgAABAgQIECBAgAABAgQIECAgUDUGCBAgQIAAAQIECBAgQIAAAQIECBAgkFFAoJoRShkBAgQIECBAgAABAgQIECBAgAABAgQEqsYAAQIECBAgQIAAAQIECBAgQIAAAQIEMgoIVDNCKSNAgAABAgQIECBAgAABAgQIECBAgIBA1RggQIAAAQIECBAgQIAAAQIECBAgQIBARgGBakYoZQQIECBAgAABAgQIECBAgAABAgQIEBCoGgMECBAgQIAAAQIECBAgQIAAAQIECBDIKCBQzQiljAABAgQIECBAgAABAgQIECBAgAABAgJVY4AAAQIECBAgQIAAAQIECBAgQIAAAQIZBQSqGaGUESBAgAABAgQIECBAgAABAgQIECBAQKBqDBAgQIAAAQIECBAgQIAAAQIECBAgQCCjgEA1I5QyAgQIECBAgAABAgQIECBAgAABAgQICFSNAQIECBAgQIAAAQIECBAgQIAAAQIECGQUEKhmhFJGgAABAgQIECBAgAABAgQIECBAgAABgaoxQIAAAQIECBAgQIAAAQIECBAgQIAAgYwCAtWMUMoIECBAgAABAgQIECBAgAABAgQ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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mask = (df[\"stop_purpose_group\"] == \"Safety Violation\") & (df[\"driver_race\"].isin([\"Black\", \"White\"]))\n", + "fig = px.line(\n", + " df[mask],\n", + " x=\"hour_of_day\",\n", + " y='percent_stops_for_race_gender',\n", + " color=\"driver_race\",\n", + " title=\"Figure 1: Percent of stops for safety-related purposes, by race, gender, and hour of day, Fayetteville PD, 2002-2022\",\n", + " labels={\n", + " 'percent_stops_for_race_gender': 'Percent of stops for safety-related purposes',\n", + " 'hour_of_day': 'Hour of day',\n", + " \"driver_race\": \"Driver race\",\n", + " \"driver_gender\": \"Driver gender\"\n", + " },\n", + " color_discrete_sequence=(px.colors.diverging.Picnic[1], px.colors.diverging.Picnic[7]),\n", + " height=600,\n", + " markers=True,\n", + " line_dash=\"driver_gender\",\n", + " line_dash_map={\"male\": \"solid\", \"female\": \"dot\"},\n", + " line_group=\"driver_gender\",\n", + ")\n", + "fig.layout.yaxis.tickformat = ',.0%'\n", + "fig.update_traces(textposition=\"bottom right\")" + ] + }, + { + "cell_type": "markdown", + "id": "34c500d7-6a70-47f5-abb1-e48b1970ccbb", + "metadata": {}, + "source": [ + "## Figure 2. Percent of traffic stops by race, gender, and hour of day" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8e67ee03-870f-46a2-8ae8-51b90b51c8a0", + "metadata": {}, + "outputs": [], + "source": [ + "df2 = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS ({stops_summary_sql})\n", + " SELECT\n", + " hour_of_day\n", + " , driver_race\n", + " , driver_gender\n", + " , count(*) AS stop_count\n", + " , sum(count(*)) OVER (PARTITION BY hour_of_day)::integer AS total_hour_stops\n", + " FROM stops\n", + " GROUP BY 1, 2, 3\n", + " \"\"\",\n", + " pg_engine,\n", + ")\n", + "df2[\"percent_stops_for_race_gender\"] = df2.stop_count / df2.total_hour_stops" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "7c96bf29-9097-4e71-a6ad-188925d7dd01", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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hour_of_daydriver_racedriver_genderstop_counttotal_hour_stopspercent_stops_for_race_gender
00.0Asianfemale249491490.005066
10.0Asianmale327491490.006653
20.0Blackfemale10750491490.218723
30.0Blackmale19817491490.403203
40.0Hispanicfemale726491490.014771
50.0Hispanicmale1779491490.036196
60.0Native Americanfemale163491490.003316
70.0Native Americanmale255491490.005188
80.0Otherfemale94491490.001913
90.0Othermale229491490.004659
100.0Whitefemale5388491490.109626
110.0Whitemale9372491490.190685
\n", + "
" + ], + "text/plain": [ + " hour_of_day driver_race driver_gender stop_count total_hour_stops \\\n", + "0 0.0 Asian female 249 49149 \n", + "1 0.0 Asian male 327 49149 \n", + "2 0.0 Black female 10750 49149 \n", + "3 0.0 Black male 19817 49149 \n", + "4 0.0 Hispanic female 726 49149 \n", + "5 0.0 Hispanic male 1779 49149 \n", + "6 0.0 Native American female 163 49149 \n", + "7 0.0 Native American male 255 49149 \n", + "8 0.0 Other female 94 49149 \n", + "9 0.0 Other male 229 49149 \n", + "10 0.0 White female 5388 49149 \n", + "11 0.0 White male 9372 49149 \n", + "\n", + " percent_stops_for_race_gender \n", + "0 0.005066 \n", + "1 0.006653 \n", + "2 0.218723 \n", + "3 0.403203 \n", + "4 0.014771 \n", + "5 0.036196 \n", + "6 0.003316 \n", + "7 0.005188 \n", + "8 0.001913 \n", + "9 0.004659 \n", + "10 0.109626 \n", + "11 0.190685 " + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "midnight = df2[\"hour_of_day\"] == 0\n", + "df2[midnight]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "e92dc31e-7b2e-4f41-9eeb-88d2bc32f07e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "49149" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2[midnight].stop_count.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "557f529a-8f8c-41be-a48f-bedd9fa58d94", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Driver race=Black
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Percent of traffic stops by race, gender, and hour of day, Fayetteville PD, 2002-2022" + }, + "xaxis": { + "anchor": "y", + "autorange": true, + "domain": [ + 0, + 1 + ], + "range": [ + -1.3788358114520722, + 24.37883581145207 + ], + "title": { + "text": "Hour of day" + }, + "type": "linear" + }, + "yaxis": { + "anchor": "x", + "autorange": true, + "domain": [ + 0, + 1 + ], + "range": [ + 0.0697179078488313, + 0.4848239645294559 + ], + "tickformat": ",.0%", + "title": { + "text": "Percent of stops" + }, + "type": "linear" + } + } + }, + "image/png": 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WxZv1a6g+mKfEri3Ju33nARVf8PDxOC/0iuVLKG9mR+NMWg7o8LHTav7p0CQvV3tWxa0WL0EREnRy5fWt65RYd7MXfYe1m3ep9VfmQu6cWfDznsMJtvyLODBxzkrsP3xCXdfivdWxVQPTdS11JraeG1ls5dqZvvBbnP7nvLr2ZM6XLl4QLZrURvXKj+KX6jWzSd2q6p6xZsMOiAeZjOHDDm+pnQPmSba1j5u5HD/tPqj6Lx6KDx6GqzKObPmXMAi21k3dnghTIjhs+eV3xVWuHSn3duOX1Poq6catO+j/+RxUqVDGtMbr8r0+na52T3zUpbn6k5H7gy22sm165XdxXnR6R8UH7d4wxYgUJku/2aqukRcrxjErXCA3enV4y665jv71NybNXaXmithIPAvlv+VaN9/yP3raV2oHwPlLVxV36cNLVZ9Bm7fqqJ0AMq97fDJFiVqjPu5g4qMbF+/Bfy9cxbjBnR0SzWyJceaDMjLXRLT7Zv0OvFW/eoKPswePnlKha8yfaSQW7ZT/rmexvaw7sv6L7SXWpr372eWrN1Rb5raQ/n7cvYVJlEtsHZLQMHKPlWeq3P8JeXrMEqZm00+/q+3pck2JbeTamfBpF5XFEUHVyHpgawJZE1Qlr/bq1M9m9mwoHxk795+g1s3ObRpBtt27MnX8aLxaKxZNGaDWOknP1umgbHNwy9x4Zwt8NHwW5Nl4ybSB6vlCfzCWa0LEYfNUpWFXdR3o50NbfXbFc6qu25mx2Oqf3LeadvxUeaeKl6q95MqxuNLGrIsESIAESIAESMA+AQqqVvgYFVStxc3Sf5OXJxE75eAqOdRDkrnH67ote9B76HSMHtgRr9Z8FINNRJT6rQegbbNXIbGXJI2ftQJzlnyvhCx50dBJYpvJS0infhPUQ620KXG9dvx6WD2MigeobPXSL6eOXAw6ftfn/d9TIk9Skj2OpgfmTXOUKGJkDLLdrUPfcerFW17wddKeDPO/+gFjZixTf5aX3pu375p4ydZAEXKNtKO3rur6hatsh9ShCsRrQtqUF2DZDiiChgjnObJlVkVE5NO2s8bt7LnLeL3dJ+qlQwTUDOnT4sddB9W/tZeJtPXh4GkJ6h7UsxVKlyiUoNrE+mJvDklZEVrkhSh71scgAqvMMxn3twuGKc+T5d9tx+S5q0wv+1qol+2gIopoEUD/fem0gZj55XcJ4sqJONm6+wjVfxFrxNNr/x8n1diljMxxa0m/fMlv8nIiAqoc1CUCsNij+vPl0KLrMFOMNx3HTg4Ska2DRphL3dZsL2Kgnm+f9W1r+tAxaMx8JUSL0P5MmWI4f+ma8urWMZbtXTMiqOr5JPnkWtX/1uuEiCjVX++u2O78biok1IhOOm6eiEkt3qhtsyk9HumTvFzr+I8yXxdP/Vh5DclvwkuEjF2/HVW2kI8GH3aIW38kJXZtWeYRwVOYa27bVk6we9iIPVYiQHXoO1ZlkQ8P6dOmVgK09FPGoYUpV1/f0p7U+X6fsUqQkLZKFS+E6zdum2xl7hWmQ2LouZ02TZgSzyRJCAq9C8DetWj0wDkRZT8eOVcJUY/nzalYaLF52uc9TEKpXjM1X7F1ujSplVeYJHORVOZGg9b91RyROV8wfy7IGi7rm2Vea/Yyum5KWRGp3+n8meIoYyj2RH4lQktb5vdJEfprvdkT8jFA1j7zJMKN9FPiVkpK7P5ga46NmroUX6zYoOz7/HOlceafC6pfUveqOUPVGqWvdalD+hsUFKSuGXvxRfWOASmjP0LJHLGct/K73A8fhkfiqZKFkSFdWhz584xiIevC4mkfK2FKe8iabx+WsjpWuRwENnnYB/YupQS/GRFUjcw1vT7LPUTENfOknyVWzBqMJ4sWUAf2NGk/KN7HOx0rVK879u5nFy9fN8UWNY9XKnF78+fJEW+tsrUO6XHLB0rzj1VyqFCtt3qqD3Y/fT1J2V7v1tHhBYwKqkbXA1sGsyWoanvo7fOJ2VA+5r/SvA8qlCuBeeP7OjQ/7GUWVlUbd1Prxfolo5RTgXzAe/rl9upZwnIeLF69GcMnLVIfOOWD4+7fj6Lth6OUyCtir3nqNnCSOvwysfuGK55TpV1nx2KLkzwfyNohz+ny7GAvuWosLjMwKyIBEiABEiABEjBEgIKqFUxaCNRCmmUW/YJjKaiKl1q9lv3Ui9iCCf1MAoIIC3Xe7uO0oCr96d3xLRV3VE5Dla1Fe/YfhTx4yyEFH3VuhtDQEOXNMmTsF+pAIHnBcvTEZXlAfrlZb/Xi9+PqiU7HULUMnSAv/u17j1EvpPIyLN4tRsZgLg60a/6a8vwVATAiMgqRkZFKHBLPHhHQ9Paz8xevYtK81Up0M9qOFgaE9yc9WuK1WpWUKK23opl7VCRlm71+cDYPpyAeMA3bfKym2raV49WJwvJSL8KbUc8Se33RIo61OXT91h3kyPpYvBN7xctQtguKiCFihiQRHUR8mD/+I/WxQCdbf7e8PkTQk9jE4pFkXofMM/E8le1ytk5MF+9E8XL6tPe7pph+8hIk8X7FS028gu1t+TfKXNve8mCMfYdPKMFW5te6RSMRHhGhPHFEoFq/eJS67iRdvnoT327cAZmf9pIWVMXD7Z3XX1Le1LItUrZzikist0CK9+rEOavUPDQ/FbzRux8r8dhSaLVs01zkko8tLd94WXk7y3ZNuXbOXbiiYvPqJJ5jdVt8pMQdfWCWeBQndm2J+CNrhlzTIvjoOL/65V/iC0ucYUeTeAHXa9VfiUvmXlAiyEk/Ze5oQdUd1/eG7XvRc/BUJeJP/uwDk/efeFqJx5UWVGXNbfzuQCVuyUcIORBGkhaaZF5/Pe8z9Td716Kt+MiW3GSOSDgZ8xOxxUNT5o/5oVB6zRSP1KF925oOAtRbUUU0FxFLkng5SjiWDi3rq7jgOlyNPnzRqIeqkXVTCw2ytgzs3lKtryJUdfxonPII115sSRFUZSyW94dc2eM+dlkm/QFT5u388X1NOzrEI3Xu0nXqo4LmI55+4vl4YNMcdb3aS+bzYdboXiYPZfn7a+/En7dSj3x4KFIor8mjT9a2DwZOwtYd+7Fm/jB1jUrMUNnqbnnol3hQysE+5u0Yvc60GCfrmJxIbp6eLFZArf9G59q7PUaqnRzfzP8MRQrmVVXJmla18QdKUJYPZpIkZqZ4Wcq1I978Ms/kOpa4m3Jv0M8cSYmhanQdknWucr3Oaj2Xea0/OmvG4ikrO48kJUVQdWQ9sGUra4Kq1Nv6gxHqw53+cJKYoGq+I8jSa9ToPLGWTxwF2vUabXqOkzwXr1xHzSY9rcYxl/tiv+GzlSdxs4Y1oZ0KZIdFS4v48/KxSO4dq+cOjRdmwLwfrnpOlTqdHYs1PnINS8x5mVPmH9Ss5XXlWJyxKcuSAAmQAAmQAAk4ToCCqhVmWlCVn0RYMU/yIiVih3iMWApGEjdK4kdZxh3VLxXOeqha8+DT25Tk5Pdc2eNiWEkS8U9ES6NinC4nQkXnfuOVt1PXdxurl+ukJs1RPBHfeb0WJP7X8VP/g5zQK0m/ABodgxYHRIRq07ROvG7JQQZjZyyHPY9ao+3YOlxFv5hky5JRiWqSHBVU5YXoqZpt1Zbbb78YHm8MWuTQL0ruEFTteYFKuIm//3dRvQSfOPOvEhSEs97W6qygKls/m3caashbw3LOSYiAqfO/VgdadGzVMMF2dMlvS1B1hLm9g3XES1I8DjcvH4eM6dMoQTXO03Og3dPPrV0/tg6l0vNYe66LQFv9je7x5ot4DzfrNDReXDZb16gej7VtlbqMeBWd/PscLl2+geu3bqvwISIMarHWyLUlgo4IO7L2yanSOsmhZSJcyBogB5c4mmTLdJP2g62O1TIWpTuubxFTRVSVQ+FEkNbJMoaqhDho2mGI+vjw8Qct4g1TXqpFANm/cbYS3rWgau9aNMpJhCERBa9cu6k8xT6b8KX6KKHFW71mWgry+mAUCZUy4L/+6q264pkn28x1ciaGqtRhbd2Ue5PcYyw/2OmPVnqHRlIEVWv3B1s8ZeeH2EO2c0vYEdO8vfcAFV7rGE8sckRQ1XytrfO2YqiKAHPmrIRwkG3/t1VoH/HS02KMcHytxUfxREcRoV9s1E2tQ+bCoNH5o8U4EcElDIF5erZsCVO4FPl7YnNNwhL1GDRFiWM6DIn2bNfPRDLG0jXaKCHz+0UjEIBHJ75P++Ib9dFMf2xLiqDqyDoku0u+Wf8LFk7qj6fLFFVD157Iq+Z8agqtkxRB1ZH1wJattKAqwm7G9Olw6eoNrFn/i1qbxQP0i4n91K6CxARVqV+PIbGPIkbnjdyXXm83MMHhUfKRTz72WYr+Uq/+4KW9gnXoAvOPtrp9/XFH7hly77BM9p5TRRyVZw3zJB8MdAgty7pcMRZr3PQzi3yMmzWql82dYq585jZqP+YjARIgARIgARJwHQEKqlZYJnXLv5yWKw+35h5KUr2rBFVzzw/dbfEK01syrU0LiYc4pFcbQzNGTizuN3yW2k4nL5djBnWMFwPLUCVmmcyFacuH22F925lOPTU6BlvigNStvahEpJSXWGvJaDv2RDWpIzIqCltXjFdNOCqoiidq7aa94h24oPuqRRoROETocIegam0OiSDTd9iseGEUdJ/MPQudFVS1V58cziCHNDiS9IualImLRVhGxeeU+Lj6gBhbgqojzO3ZXsJJiECgvef0Flzpk3hglSv5hLKr+TZUW2O0JaiKB5wIN+aikBb1dLt6rot3d2Jt2RuPXO8zF32nhGpraceaKcrT1Mi1pdc+W+M1EgbBWlntxTTow9bx4tdKXkthyh3Xt7QhXnOWnsCWgqrup705vemrMSpeoxZUrV2LRq8JEbdkF4KIFJbJiKCqhUp9f9D3KL1rwLxOZwVVqcty3azRpIf6AGIeR9T8XinitYjYSRFULcVje0z13F678HMV4sA8advrrd6OCKp6fpiH7tF1WxNUxdN+yNgFppAc5v0w32Wy9JstSjSXkDJSt15TRXQTr0pHkxExzuhcE3tWrh8XZ1REedlBIztzROj/Zc1k9W9tT3v9HDngfXWyfVIEVUfWIe2NKmE2JHTD/QfheLbO+yrMgvlhmUkRVB1ZD2yx0IKq5e/y0aZn+yYmb2ojNtQhlvRHHUfniXn+m7fuomW34UrYtQw5IzuCXmraS318kuvXPD2aq+/g7ca11AFvcg/t3y3u3+bJ3j0usedUfZ82r8/cQ9odY7HkqW0iHw7kvm3+gco8b2JjccZOLEsCJEACJEACJJA8BCioWuGcVEG1/+ezVSzKr2YMUocZ6OROQVV7FdkSTeXQGn1Aj70pJV/JB46aq17QJNafHG5hflppUqaj5ihf6GULptQncbZki7Z5MjoGe4KqHFDyw9Y9EE9deYi1loy2405BVce70y9x5v0Uj6Qu/SeaxLTkEFTl5ej5BnEvwSKeSuzZvLmz4fade8oz0JWCqsRhFdFAx6B1dE7Jy5qcmCueULJFVJJ4ZomHkYghtgRVR5jbs72OtSgv2/LSLZ6vsnVZ/mce09fcq9fWGBMTVHt3bIrWb72iiuvtiDJnenV8S3l82npBtGzP3ni0h718gJAD0WTLsVybMk75qKIFVSPXlg6pIF7tlte39ElEcPNY0UZtr0MG9O7UFK3fjOOhk6Uw5Y7rW+q0PEBI2rcUVHVMWxHUJZ6utSTjFw6uEFS1yCNrtYiiBfLmRObHMqgwCMI/MQ9V7fmsBVUdmsAyPIuMwx2CqnCVQ9z0hynNS2/F1h7V7hZU9bw1P2Vc90WH1fhj23y1Ld0RQXXV9z/hk9HzVNxES884y3mrr2+ZG13ebYQyJQpBDsSTw7pEPDUXVDUf+UCx6auxakuxeD8nFvrD1vVmRIwzOtekDb2myBov81C2hMsuF1kXJOm1WNbPJmYH/Jn3T8LJSCzUpAiqjqxD4vErsUXlg7SEN9m28wCkvHlYGelXUgRVR9YDW7bRgqrsupGUThW9AAAgAElEQVTwLNmyZFLPNpbPZYnZUARtEVQl/rSEQ3ImybPse71Gq3Az1g4s1aK0tXit2iN1zCcdUadGBeWhLp7qlnFspX/6I6KsDzLXdTLynCprxtVrN+MNUw671GFY9A+uHIt5Y3qcluGnLLkbGYsztmJZEiABEiABEiCB5CFAQdUK56QKquLpJdt8tIeh+YObxBEzf1kV8U+ECvGMMD+IxN6hVNY8mvTD/t4fZto9Id3edJJtg32GTlfx2mSr1sgB7RONEWdkehrlaHQM9gRVzd7ywA7zfhptJymCqnmsvcRYP/NKe6svN9r7SB/akFRB1VpfbIk4W3/Zh64fT1KCmrwg6aTjZrpSUNWHUHRs2UAJB0lN8iIs8YrFW1QENwkDIAd0aEHVcnu7PkTE2gulJXN7tteCihYazfuvYnnuOaQEEGuHSFmO1ZagqvtjvsVctsmKp5e8+As3ES0sD7OzxdLeeOq36h9va7+uQ38Y0uM0cm3pcBVzx/ZRMZ5dlfScsebxZClMueP61rFuLeNmWgqqequ6tQNWLFk4K6jeuHUHLzTomsCTTtoR4SQpgqqeJ9aEEHcIqhKyQkJX7Ns4O55AZBmKQOJ3ijerPnjQnKWtQ6kc8VDVsZll+7T5h0fxHKtYtxPMw7s4Iqjqe5U1schy3kqsaolZLSedy9qlk/6YYBkHXW9LFy9VifVq7cAuo9dfYmKcI3NN2tQxTOWDj8StlXAZ2jNbfrd3aJFln7Wgau1+JrFkxcNUew/rso6uQzpEgAjAazbuUB+v9nw/XcUw1ykpgqoj64EtW9k6lMoyvz0byr1S4pFKaIPOrRuiU+uGRqdGgnyy00Pi5IqN7XlEy3UpSTiaH4iq560OsSBhhSRuvBwcJh/wzZNc83Ltm3vUuvI51dVj0X3XMc/lI+WcsX1sHsToyrEk2aAsSAIkQAIkQAIk4BICFFStYDQqBFrGUNUv//IyIcJe2jSp1OEvEhdMHtzNBVV92rkcNCMvgJLk4XfpN1vV4SDmWwXtvYBPmrtKnaZubWuhePSJR4u9bcHywtR1wCTl5SLbzPt2aW53m7/EPz3zv4vqIVjieNlLRjkaHYM9QVVvlZYX0qnDe6jYYjqJUCwHcxltxxFB9fjJs3i93SeKnY5FmNiVKYdviEejeXgC8XZs8t4g5fmhT8x1VFC11xdbc0h7jVq+bGnB35WCqvbUFk+szcvHxju1XnhkzpQhnjeKOUexfenihUyHHclvUkZYmp9uXbJaa3UonI5xq+swytyW7TVbvSVaRFM5BMhcAJG29OnEiW3HtyaoiiAsc0m8uLasGIec2R4dpKNf/KUN4ae30CY21+zNZe3RuXvtNNP20dt376tT7UXs0oKqkWtLexvJmjB/wkfxYtyK2HzwyClTiA+Z6xLvWNY7EYMKWWy1Nh+T9siTMS+fOUh5Ikt58aQXoUA8lPW2cXdc31oEMBewReCWtmYvXms6lEoLT9JP2T5u7lUl+bfv3I8aL8TFYLV1LcqBUPIho2L5J9UuAVtJf3SzPElbQhOIWGdky7+lh6q0pUUMc29NsZ14zcthQ4nFX3Rk3RT7S2xe2VkhXrI6ySngchq49mLXH0nkml67cIRJoDl87DSadvw0XoxTe/cHWyx/3HUQnfqNV1vMZau5TjoeqPlOAkcEVR1mRIQVWQv0oXX68EFzr2ftAT53XB9le0kyx8VTXFhYCqo6Pqfuq+VaI9eisJCDGWX9tpcSE1QdmWu6HR3LWP5t7UOIFtNnjOypQreYJ3kOEe9U2SJt735m6xR4R9YhaVffk8SbUIRCCUUjIWnMU1IEVUfWA1v2cVZQlXuUrFEi1otH8PwJfdW9Qyej642+14o3qdSZ2A4THXbB3L7mhx2KN3VIcJBa/8VDWOr8/ssRJvFRx1o3F1odfU61N+flucHVY5Hr9fNJi9Vha7IuTxn2QbxnFfP+uHIsid3/+TsJkAAJkAAJkID7CVBQtcLYqBBoKahKVbLFTbwcJMlLoLzk6mQuqMoDZq03P1Rbl1u8URsZM6TFT7sPKSFDklFBVV5idZwy2a5d/flyylPv8PHTSnSwFp/KfMjywD1h9kr1JxF3Hx0R8SiXxMnSpxrrw0SMxME0ytHoGOy9MMvDedueo9SLv3hZ1alZAeJl9P3m3SZPFqPtOCIMiP2qNu6u7CjegxnSpUFQUBCaNqhh8+rVL30iBsmhYWlTp1KeltJ3KTfwP4HdUUHVXl9siTjaI0xetBq+8jxyZs+CvQeOqcOXJLlSUJX6pi9cozws5QW2eeNaipeMW+aqvUN6RHQQ8ePNetWUiHLv/gN8s2GHul7MvSL19SdCyJNFH8f5i9fUSd1GmWvbS19F6BFxSjxl5IAuSfrAFC00yFyrWrkscmZ7DMdOnFUvsHKIhni8mXvnWE4G7fnY4OXnlbeynGa/et3PKm6unCoufTZPetum/M0RD197c1m/sMsLoKwbIi6s3bTTFMdRC6pGri3pV9cBE5WXu4hIwi5tmtQ4fvIfrN/2K8qVLmKKqadPo5c5J7EWdQxcWxeM+RpluaaaC6ruuL719SF9k5AD8pFMxqhDPMhJ5WJDSYtXb1Lb42VcEvYhT86skK30P+46oD6UaG86a9eivJBXqttZrSOJHVYl67uInzInXqtZEXIa+4nT/yovNElJFVS1d7SIwW/UrYa7d+/jO7P54EpB9dqN2+owJUnyMadwgdzYve+YikEu82f1vKGmD3utu4+AfICUDydlSxXBwaMn1WFNksxjviZFUJW53bzzZ2odES/YqhWfUsKavieai8uOCKrSN71tWa6vqpWewtlzl7F63U+q3+bzVj5Sfjp+oVoT670kp94DElNV5owkS0FVrU3/fZSzFNUVz/4TIB9BjBzOlZig6shc09evFqnl39Z2jOjrX36X+12p4gXVoWq/HfxTrdNaILZ3P9NrgqydIrzJGi3PL+IVa3Qd0v3VdpJ/W7v2kiKoOrIe2Fr3HBVUhUWRgnnU4Z+ylst9VZK1OJ6OrDdSh76vSl0vPPfIi1r3PU+urOq+JUk/t8g62P6duurD6dfrf1HXmOWHW71myprVpF51RERGYu6S79XaZn5fd/Q51RZTd41l3+ETaNF1mGpW7gepU4Ul6II878ja5sqx2BsnfyMBEiABEiABEkgeAhRUrXDWYom1OJfm2fVW2NVzh6JY4XzqJxFG5n61Dnv2HUNUVLQSdWQbvQTxt4ytqLeN6jrlYVWC88sWQIk52qN9E/WTvNzJQ9ia+cPwRME8CXos3kZjZy5TQf7Nk4g9so1bPGZtJfOHO1t5fls/yyR66JPOLT2LrJU1ylHKGhmDFsWsnQordYhIPWXeaojnhU7yUN+ozgtKWDbazr37D/Hcqx2snlQrHmAi1EqsVp3kBVI4ineNJBE55FRje0ls3//zOaZYoJJX5ke3dxubvJn0i6fEn5M4dEaSrb7Ym0M65peuXwsqMr9FRJL4lZLE00XmpuX2WFt/t3Z9yIvc8m+3Ky89HQdV6hZPpoHdW6o4cdaSCK5T5n8d7wA2sW33916PdxiLzDmJsypbTSVJHomPJ8kIcy1AiuAhSV7sJAmTIb3eNXmkSuzZT8fLoUBx7egk8YJlfkqsYHtJC6raM0rnlZfSbu1ej+fhqX/Tnl2bl41V3mdGkr25LNeciA/yAqyTzF39Mr7z26nqQ48kI9eWbOedv+wHzFv6Qzzbiggq87d+7TjhccGy9Rg9/asEYSbsjUfsv377r0o4kTVQPMkkNIHExtPxQqW8kXXE0evb8oAZGc8Lz5VRAqrEN9TjEnFOxGMZm/RTJ5mDbzWorgQuSdauRe1xaXkgji0m8gL/wcBJ8Q4xErFi/rL1yJsrq4mJrTVTe6iabxeXa3P8zBVqN4VO2lNWBDrtOW+rT45yFcGw72czTMKh1Cse35/1bRcvDq9c0536TTBd+8Kz5/tNMG7mCuXdrA8QSuz+YKvfIkANGbcg3rUs1+WYQZ3ixUI3Caqb51q9Pi3rl3rl1HstbMnv8qF07eZd8Q7kEu6DRs83CeKST+7ZxZ/IrwTmKcM/QPXK5eJVr72xLUN/aI9eyWwtNIllH43EtTY613Tdsq6L97swFBHe2oclWXNGTF5iumearz+yS0Yf4mPrfibr9MQ5K/HN+h2mtUYfBmp0HdJtysdDea4RsUt2jVgmW4KqHNw54dO4+OPW7nVG1wNb89JI7Gopq21ovt5IqAo5AE/W89pVn1UfgsyTo+uNuaOAtf5axvSWa7H7J1Pi3QfkmfaDdm8kmA96m7x5/4d91A61qz5jasrR51RbTOXv7hiLPPvJPLGX9McFV47FboP8kQRIgARIgARIIFkIUFBNBsz6gf3j7i3QrGHNeC1KEP//nb+sPPWMiiS2uiwvZhcuXYNsMRUBKFVYaDKMzrVNuGIMUocIGuJtmz3bY1ZDGLiiHcuRi0ghL1EiCtrzTtTlxE7iDSUvgCLSOHsImHl/HO2LbPX+9/xl5VnxeN6chvrvjOWF05Vrt/AwPFwduGF0roqwJ7aVF0QpJ1sHrSUZjxyslUPyhASbsiTG3Nyjc/TADkpcFFvaEnr1XBMxSa458cZxJIk4f+7iFUh54S4CobWkt3Nb20LrSHuWeYWHrD8iguTOkdUkoNpbYxK7tsS2wk0EJWGSPl2aeNVpL3fz2IqOjkGHArAWf0/qcvX1LR/KJNSJCMzmoRhs9Vv6d/nqDTyWMb0Sh+RQI3tpzpLv1UcGo7Fxpa7wiEjTDggR8BPz9DXKWMLUyLokgoyj89loG+b5ZK6Ih2KeXNnUfdBaEnuKh6dQzJcnu92wNEnpg5SRa1+uhSyPZbQZ+zApdctaLNt85YBIe2u85BMOWTJnsDvHhEXtpr1w5+4D7Fgz2fQBTvqmhR1n4qpaG6Mjc03Hfk1sd4y0I/e+85euIXVYKLJlzWTTrrbuZyIgX7h8TQnw5tvZpe7E1qGk2DKpZRxdD5LajtFySVlvjNat8wl/sa3cW+TQPPP7sGVdMqflHif3c1nLElsvHe2Ls/kdGYuzbbE8CZAACZAACZCAbxGgoOpie4l3ZPq0qZUXlQgJp/4+D4kLJy+olnERXdw0qyMBEnCSgL0t8k5W7VRxHVvS3qFrTjWQTIX1oTTm3l2JNS1buSW2aKnihZAtc0ZcuX4LcpiQhFaZOLQralV5OrEqvP53OexFDmnZsnxcPIHM6zvODiY7AR3f1VroD4mnLt6r5rtmkrODIjw1aD3A6mF3ydkPtmWfANcbzhASIAESIAESIAEScA0BCqqu4WiqxfxABvOq5cALOfiCiQRIwHsJeKOgKp6elet3Vl7M5gfzeC9F2z3Th/EtmPCRih1rJJkfyGWev2WTl9G3czMjVXh1Hjnx+ZlX2qsYzCKSMZGAPQL2Qn9IvFlJcn15IumwC672kPXEWPy1Ta43/mpZjosESIAESIAESMATBCioupj6+YtX1YFQso1RtvPmzZ0dZUoUihcTzsVNsjoSIAEXEZCth99u2KG2O+sTt11UdZKrkTVl976jKFwgD56yEw85yQ0kY0HhK2FObG3tttYV2S574I+TOH/pKh4+jEDO7JlVfMmC+XMlY8/d25SEqJBwD8FB1kNYuLd11u4rBCT0hMRgzZA+rVXPbNleLYciujJ8jCNs5OChk3+fU2unrKFM3kmA64132oW9IgESIAESIAES8D0CFFR9z2bsMQmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQgIcIUFD1EHg2SwIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIk4HsEKKj6ns3YYxIgARIgARIgARIgARIgARIgARIgARIgARIgAQ8RoKDqIfBslgRIgARIgARIgARIgARIgARIgARIgARIgARIwPcIUFD1PZuxxyRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAh4iQEHVQ+DZLAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQgO8RoKDqezZjj0mABEiABEiABEiABEiABEiABEiABEiABEiABDxEgIKqh8CzWRIgARIgARIgARIgARIgARIgARIgARIgARIgAd8jQEHV92zGHpMACZAACZAACZAACZAACZAACZAACZAACZAACXiIAAVVD4FnsyRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAr5HgIKq79mMPSYBEiABEiABEiABEiABEiABEiABEiABEiABEvAQAQqqHgLPZkmABEiABEiABEiABEiABEiABEiABEiABEiABHyPAAVV37MZe0wCJEACJEACJEACJEACJEACJEACJEACJEACJOAhAhRUPQSezZIACZAACZAACZAACZAACZAACZAACZAACZAACfgeAQqqvmcz9pgESIAESIAESIAESIAESIAESIAESIAESIAESMBDBCioegg8myUBEiABEiABEiABEiABEiABEiABEiABEiABEvA9AhRUfc9m7DEJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkICHCFBQ9RB4NksCJEACJEACJEACJEACJEACJEACJEACJEACJOB7BCio+p7N2GMSIAESIAESIAESIAESIAESIAESIAESIAESIAEPEaCg6iHwbJYESIAESIAESIAESIAESIAESIAESIAESIAESMD3CFBQ9T2bscckQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIeIkBB1UPg2SwJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkIDvEaCg6ns2Y49JgARIgARIgARIgARIgARIgARIgARIgARIgAQ8RICCqofAs1kSIAESIAESIAESIAESIAESIAESIAESIAESIAHfI0BB1fdsxh6TAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAl4iAAFVQ+BZ7MkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAK+R4CCqu/ZjD0mARIgARIgARIgARIgARIgARIgARIgARIgARLwEAEKqh4Cz2ZJgARIgARIgARIgARIgARIgARIgARIgARIgAR8jwAFVd+zGXtMAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiTgIQIUVD0Ens2SAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAn4HgEKqr5nM/aYBEiABEiABEiABEiABEiABEiABEiABEiABEjAQwQoqHoIPJslARIgARIgARIgARIgARIgARIgARIgARIgARLwPQIUVH3PZuwxCZAACZAACZAACZAACZAACZAACZAACZAACZCAhwhQUPUQeDZLAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiTgewQoqPqezdhjEiABEiABEiABEiABEiABEiABEiABEiABEiABDxGgoOoh8GyWBEiABEiABEiABEiABEiABEiABEiABEiABEjA9whQUPU9m7HHJEACJEACJEACJEACJEACJEACJEACJEACJEACHiJAQdVD4NksCZAACZAACZAACZAACZAACZAACZAACZAACZCA7xGgoOp7NmOPSYAESIAESIAESIAESIAESIAESIAESIAESIAEPESAgqqHwLNZEiABEiABEiABEiABEiABEiABEiABEiABEiAB3yNAQdX3bMYekwAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJeIgABVUPgWezJEACJEACJEACJEACJEACJEACJEACJEACJEACvkeAgqrv2Yw9JgESIAESIAESIAESIAESIAESIAESIAESIAES8BABCqoeAs9mSYAESIAESIAESIAESIAESIAESIAESIAESIAEfI8ABVXfsxl7TAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIk4CECFFQ9BJ7NkgAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJ+B4BCqpO2uz8tQdO1uC9xYODApA9UypERcfi8s2H3ttR9owEvIxA+tTBQEAA7tyP9LKesTsk4L0EUocFIVVIEG7cjfDeTrJnJOBlBEKCApApXSiu3Ar3sp6xOyTgvQQCAOTMkhoX/Pg9znvps2fuIpA7S2p3Vc16SYAEbBCgoOrk1KCg6iRAFicBPyRAQdUPjcohuZ0ABVW3I2YDfkiAgqofGpVDcjsBCqpuR8wGPECAgqoHoLPJFE+AgqqTU4CCqpMAWZwE/JAABVU/NCqH5HYCFFTdjpgN+CEBCqp+aFQOye0EKKi6HTEb8AABCqoegM4mUzwBCqpOTgEKqk4CZHES8EMCFFT90KgcktsJUFB1O2I24IcEKKj6oVE5JLcToKDqdsRswAMEKKh6ADqbTPEEKKg6OQUoqDoJkMVJwA8JUFD1Q6NySG4nQEHV7YjZgB8SoKDqh0blkNxOgIKq2xGzAQ8QoKDqAehsMsUToKDq5BSgoOokQBYnAT8kQEHVD43KIbmdAAVVtyNmA35IgIKqHxqVQ3I7AQqqbkfMBjxAgIKqB6CzyRRPgIKqk1OAgqqTAFmcBPyQAAVVPzQqh+R2AhRU3Y6YDfghAQqqfmhUDsntBCiouh0xG/AAAQqqHoDOJlM8AQqqTk4BCqpOAmRxEvBDAhRU/dCoHJLbCVBQdTtiNuCHBCio+qFROSS3E6Cg6nbEbMADBNwtqJ49dxknz/yrRhYUFIS0aVIhT65syJU9s+HRbti+FxnSpUGlZ0oaLpNSMh46egpXr99Sww0JCUa6tKlR6PHcyJg+rSEE9x+EY8P2X1GqeEEUKZjXUBl/ydS5/wRUr1wOb9StmuxDoqDqJHIKqk4CZHES8EMCFFT90KgcktsJUFB1O2I24IcEKKj6oVE5JLcToKDqdsRswAME3C2oLl69GcMnLUowsmfLFsfA7i1QuECeREddo0kPlCjyOKYO755o3pSWodvASdjy874Ew65XuzI+/qCFEljtpQuXrqHWWx+iT+dmaNXk5RSFr0rDrmjaoAY6t2mU7OOmoOokcgqqTgJkcRLwQwIUVP3QqByS2wlQUHU7YjbghwQoqPqhUTkktxOgoOp2xGzAAwSSS1Dd+8NMhIYG49bte9j12xGMm7UckZFRWDJtIPLlzm535Lfv3kdQYKDybmWKT0AE1SvXbmHptIGIiIjE5Ws3sfHHvRg7YzlEtJ4xsidShYXaxBYTE4vbd+4hdeowhIWGpCi8FFR92NwUVH3YeOw6CbiJAAVVN4FltX5NgIKqX5uXg3MTAQqqbgLLav2aAAVVvzZvih1ccgqqaVKHmTifPXcJb3f+THmoLpjwkfr7wFHzUDB/TrX1/LuNO5U4OHFoV0yYvRK5c2TBe2/XxeAxCxAQGIBBPVuZ6oqKjkaX/hNQpUIZvN34JURHx2DR6k1YtfZHnPrnPIoWyosOLRvg5WrPqjLL1mzFnv3H0bl1Ayz+egtO/3Me3do2RvnSRRPMA1t5Dx09jeXfbVNipqSnShZG13cb46knC8cb44TZq3DgyAklHj9dphg6tKyP4k/kx5279zFp7ips+WUfLl25gQrlSigvUfnNkWQuqJqX27pjP7oOmKj6JG0+eBiB93qNxvst6uHcxav4ec8hZMqQDgN7tES7D0ejY6sGeP7ZUob4JtZ3R/hGRkVj9uK1WLl2u+IgInBwcBDqVK+A1197UQ0psfZk3mR5LANiYmKwdvMuhAQHo1nDmmjeqCZC/xOJZY7MXbIOy77dampn74Hj6NSqgclD1Ug71uan0fAK5vahh6ojs9xKXgqqTgJkcRLwQwIUVP3QqByS2wlQUHU7YjbghwQoqPqhUTkktxOgoOp2xGzAAwQ8JajKUMfNXI65S9dh/8bZSvh6471BOHbiH0WhWuWyCAoKxNDebdHho3F4okAeDO3zLpZ8vQXDJn6JDUtHI2+ubCrvjr1/oH3vMcrbVQRNqXfpN1vRrGENlHmyMNZv+xU/bN0T73dpV5KIqDmyPYa36ldXYp5l0n20zLt731El3BYtlA/R0dFYtGoTTp+9gG0rx6tt9iIOSqiCzJnSK5H3sYzpsHrdz3i5+rNo1eQVNO80FDdv30XzxrWQOWN6U/mtK8Yhfbo0hmeCLUFVKhCemTKmw5wxvZUoWbFuJ1Wv9OnZsiWQMUNa9O7YFM/WeR8j+reHhAlIjG+pYgUT7bstZtb4Dp+0GItXb0LNKuXxcrXn8PfZC5j2xRqT0CmME2Ol5025UkVQu+oz+N/5y2ocM0Z+iCoVSqsx6z6JaPxarUo4d+EKpi74JkntWM5P4ehooqDqKDGL/BRUnQTI4iTghwQoqPqhUTkktxOgoOp2xGzADwlQUPVDo3JIbidAQdXtiNmABwh4UlBdt2UPeg+djuUzB6NksQJKAJSDlSRWqoh+OjXrNNQkqErIgMr1OyuvQvEulNRz8DScOXseX8/7DNdu3MaLjbqh5/tvom2zV9Xv4p1YqW5n5fH4UZfmJsF10ZQBKFY4n13qWpy1lVfqvnnrLsTbsden09XWexFxR05dioUrNmDz8nGmA7hke/31m7dx+PhpdOk/0STwSgf+Ov0vGr37sfLIrVXlacMzwZ6gOmTcF1j+7TYc3jof9+4/UILqWw1qoF+X5oqzJDmUylxQTYzvtp37E+17Ysz04LStxJN0wActTGM234pvpD2ZNyKujx/SGQEBslID9Vv1R4XyJVS9t+7cQ+V6ndXhU0N6tXGqHWvz07CxzDJSUE0KNbMyFFSdBMjiJOCHBCio+qFROSS3E6Cg6nbEbMAPCVBQ9UOjckhuJ0BB1e2I2YAHCHhSUF31/U/4ZPQ8/LB4JPLnyaEE1dIlCsXbzi9IzAVV+feAEXPw0+6D2LZqAm7fuQ8R4Ab3ao0mdavht4N/otUHnyuBzdzTUzxfxetVxFoR/DZs36u8XBNLtvIeP3kWY2YsU/FgzdP88R/huXLF0aLrcNy9d1+JvJZpxhtmHO8AACAASURBVMJvMXneanXQlk7i5Sqiat/OzdDSgcOh7AmqfYfNxM69f+DnbyabPFRHD+yIV2tWMLVrKagmxtdI343y/f3QX2jZbbiK8yrhGnQyF1SNtGdt3nT8aLyqbvqIHtj/xwm802VYArHaFe0kNn9s/U5BNank/itHQdVJgCxOAn5IgIKqHxqVQ3I7AQqqbkfMBvyQAAVVPzQqh+R2AhRU3Y6YDXiAgCcFVYl9uX3nfiX4STIqqGqBTIQ4icUq28b3fD9dbbX/ec9hdOg7Fv27vYP8eeIfdpUpY3qULl7QaUFVezyKJ2q3dxuj0OO5cfvuPTRs8zG0oPrW+0PUQU86Pqy5aSUmrMQNlf5bpsfz5kzQb3vTwpagKlvlX32nL8qVLqK28+st/0YEVXt8jfTdqKAqYnS7XqNNzMwFVYmB2ql1QxU/NzFW1uaNxI+Nio5RgqoOCSFexhIWwJpwm9R2knrJUlBNKjkKqk6SY3ES8F8CFFT917YcmfsIUFB1H1vW7L8EKKj6r205MvcRoKDqPras2XMEPCWobvzxN/QYNEVty5ft+Y4IqpJXtnSLkCkHSj1Ttjg+6dFS1XH23GXUebuP8nJ9s371eGBjY2PVlnCjgp8UtpZXi7bmAp0Iu3Xe7msSB/t/PhtrNuzArrXTkMEsJqoInXJwkvp9/jA8UTCP1T7KH2VLvPQ5a+aMNieILUF1xJQl+HLlRkz7vAeqVnrKIUHVHl8ZU2J9N8pX28o8fMPD8AhUadgNrd98WYV1MNJeYoLqyTPn0KDNABXuocUbta0KqkltJ6lXLgXVpJKjoOokORYnAf8lQEHVf23LkbmPAAVV97Flzf5LgIKq/9qWI3MfAQqq7mPLmj1HILkE1XGDOyMwMAA3bt5RJ8zLKfQvV3sWowZ2QHBQkMOC6ldrtmLo+IWq3MrZQ+JtnxeRccvP+1S8zKfLFFXCpIQICAwMRPf33nBaUL1+844KM9Dg5efRtEENXLp6AzO//E4dqKU9VLWXZ4VyJdCmaR1ky5IJ32/ejaxZMuKN16qiXqt+SBUWir6dm6NAvpz4+38XsWbDL+pgqOqVy+HuvQeo8FpHNS4Zn60kY/3z5P+UR+79Bw9VX9Zu2qX60r/b2+pALEmOeKhKflt8791/mGjfjQqq0o5szRfbvFjxKRTKnws/bNujDvSS+LgiqBppLzFBVWLXNmwzADdu3UHHVg1RMF9OrFj7IzZs/9XpdpJ65VJQTSo5CqpOkmNxEvBfAhRU/de2HJn7CFBQdR9b1uy/BCio+q9tOTL3EaCg6j62rNlzBJJLUNUjzJHtMRUvtX7tyqhbqxJCQ0NMg5dt8k8WK5BoDFUpoLfdy6nzy2YOigdQfpMt3HIgk05yyJWIjnVqVMD4WSuwftuvhmKo2sq7YNl6dUq8iJiSGr7yAr5Z/4va4q9Ps5dDtz6fvAgiwEqSsQ/t0xZy0vzpsxfw2fiF2LP/mKmPIp4O+6idOihLROcOfcdh5ID3UfelSjYniBaPdQaJHVvsiXxoUre66YR7+U0LtJZb/h88jMAzr7RXYQFEzNXJHt/E+u4IX+nXpLmrsPv3o8oT99WaFdWBXiKoihAtKbH2rM0b4SLewBIzV5IIzO17jzHZQubBj7sOos1br6jQAkltJ6lXLgXVpJL7rxxjqDoJkMVJwA8JUFD1Q6NySG4nQEHV7YjZgB8SoKDqh0blkNxOgIKq2xGzAQ8QcLeg6oEhmZqMio7Glas3kSpVKB7LmN7lXQmPiMT5i1eRM3sWpE4VarP+q9dvqd+yPJbBdAq9zixb3OV36V/aNKlMdciBV8vWbMOONZPjic4uH4QTFdrquxNV4uKV66jZpCcmfNoFL734TLyqnG1PBNZzF69AYumah2Gw7K+z7RgZPwVVI5Ts5KGg6iRAFicBPyRAQdUPjcohuZ0ABVW3I2YDfkiAgqofGpVDcjsBCqpuR8wGPEDAnwVVD+B0WZMSI/aVGhWUp6Y/py9WbMDRv/5GkYJ5ERMTg1Xf/4TIqCisWzRShUTw10RB1UnLUlB1EiCLk4AfEqCg6odG5ZDcToCCqtsRswE/JEBB1Q+NyiG5nQAFVbcjZgMeIEBB1QPQE2lSPGtnLVqLN+tVs3sglff13PEeSSzdhSs24MKla8iUIR1KFS+I91vUR/asmRyvzIdKUFB10lgUVJ0EyOJeQ+BuJHDmZiCyp4lFjrSxXtMvX+wIBVVftBr77GkCFFQ9bQG274sEKKj6otXYZ08ToKDqaQuwfXcQoKDqDqqskwTsE6Cg6uQMoaDqJEAW9woCsw+G4LuTwaa+1Hg8Gt2fifCKvvliJyio+qLV2GdPE6Cg6mkLsH1fJEBB1Retxj57mgAFVU9bgO27gwAFVXdQZZ0kQEHVrXOAgqpb8bLyZCBw+mYAum95FDhbN/nB0xGoWSA6GXrgf01QUPU/m3JE7idAQdX9jNmC/xGgoOp/NuWI3E+Agqr7GbOF5CdAQTX5mbNFEqCHqpNzgIKqkwBZ3OME1pwIxtxDIQn60fTJKDQvEenx/vliByio+qLV2GdPE6Cg6mkLsH1fJEBB1Retxj57mgAFVU9bgO27gwAFVXdQZZ0kYJ8ABVUnZwgFVScBsrhHCdyOCMCYPSE4cDmIgqoLLUFB1YUwWVWKIUBBNcWYmgN1IQEKqi6EyapSDAEKqinG1ClqoBRUU5S5OVgvIUBB1UlDUFB1EiCLe4RAVAzw/elgLD0ajHuRAQgEYHkM1eAXIlA+B7f8J8VAFFSTQo1lUjoBCqopfQZw/EkhQEE1KdRYJqUToKCa0meAf46fgqp/2pWj8m4CFFSdtA8FVScBsniyE/jtYhDmHgzGubuBCAoA6hSKQu1C0dh0JghnbgXifiRw6mYgsqWOweSXwpE2YTSAZO+zrzVIQdXXLMb+egMBCqreYAX2wdcIUFD1NYuxv95AgIKqN1iBfXA1AQqq1omeOXsBl6/dRIVyJZKMfP8fJ5AmdSoUK5wvyXVcuHQNvx44jgL5cuKpJwsnuR5HCv5+6C9kTJ8WTxTM40gx5nWAAAVVB2BZy0pB1UmALJ5sBM7fDcC0fSE4dCVue3/JrNHoXD4SedPH902NjQU++SUUBy8H4ans0fj0hQgEyJMnk2ECFFQNo2JGEjARoKDKyUACjhOgoOo4M5YgAQqqnAP+SCClCqoDR83D6nU/mUyaOVN6tGzyMto1fw0BAQFYuGIDtu88gHnj+ybZ7D0HT0OBfDnQre3rSapD+if9rFa5LEoXL4QOLesnqR5HC3XuPwFlShTG+y3qOVqU+Q0SoKBqASo8IhIxMbFInSrUEEIKqoYwMZMHCdyPCsCSI8Fqi390DJAjTSzaPhWJirltb+e/Fwl03RSGqw8CwcOpHDceBVXHmbEECVBQ5RwgAccJUFB1nBlLkAAFVc4BfyTg7YLq7xfiqOdKB+RO7zoLiFB57/4D9O7UDJGRUdix9zA+m/AlVswajCeLFvAKQbV19xF4pfpzaNqghusGbqAmCqoGIDmZxW8F1XMXr6Jhm4/RrGEN9Hz/TYXp+s07qNKwawJkc8f1QcXyT2LJ11swZ8la9XvzRrXUVw1J127cxivN+2Dtws+RI9tj8cpTUHVyBrK42wjExAKb/g7Gl38EQw6fCgsC3iwRhYZFIhEiQVMTSX/fCkDPrWGQeKvipVo2R0xiRfj7fwQoqHIqkIDjBCioOs6MJUiAgirnAAk4ToCCquPMWML7CXiroHonAmi+Erhw9xHDQVWBesVcw1QE1djYWHzWt62q8Mq1m6j2enesmvMpij+RP56gevPWXXTsNx4nz5xTeUsWK4B+Xd82beWXbfmjpy/D3gPHEBISjFpVnkb/bu/A3EM1KjoawyYuwoOH4arN4KCEhzubj2zKvK8xfeEa5M2VDZkypMPgXq3VNvzPJy/G7n3H8FTJwmhStxpervasKjZiyhIEBQbi1D/n8POew6j0TEl81Lk5Zi9Zi62/7Mdz5YorT1kdfqDvsJnYufcPpXUVfjw3OrdpZKrLXFAVRsu/3YYvVmzAnbv30fjVF9GsUU3kzJbZNYZIobX4paAqE+Ttzp/h1D/n0bbZqyZBVYTRFxt1w4yRHyJ/nuwmk2fP+hjCQkNQtXE3zBnbB6lThaHO231wYNMcdSGNmbEM0dEx6Nu5WYJpQkE1hV45Xj7so1cDMXVfCP53J045rZovCu+WicJjqSyPnrI/kB/PBmHs3lCkCY5V8VSzpXGsvJdjclv3KKi6DS0r9mMCFFT92LgcmtsIUFB1G1pW7McEKKj6sXFT8NCSS1D98xpwNyIOdNEsQPr/Nvba+vuALcCGUwkNs/h1x+qxZVoRVP869T80eOUFhIdHYP22X1XMUBE7Lbf837pzD1//8DPKlyqC0NAQzFu6DqfPXsDK2UOUd2uDNgMg2pBoSLJrefbitVg0ZYBJUO3SpjEGjZmP3w/9iYWT+iNr5oyJzjjRpJp2+BTt36mLsiWfQKECedCiy2fqv1u8URtnzl5E76HTsfGrMciTMys6fjQevx38Ez3fb4KC+XKp9v69cAXvvV1XiasSwiB9ujQY0b+9anvx6k14omBeZMmUAdt3HcD4WSuw89upyJghLcwF1e+37MbgMQswpFcbFMyfU4m8GdOnw9A+7yY6BmawTcDvBFX5YtCl/wTkzJYFt+/eR95cWRMIquJpWjB/rnhUZJK+3Kw3fls/S4mrpWu0wTfzP0OGdGlRt2U/rFs0AtmyZKKgyqvJqwlcvh+AeQdDsPN83JeyAhlj0Ll8BIplTroQOn1/CH44HYzHM8RgTPVwhAV7NQKv6BwFVa8wAzvhYwQoqPqYwdhdryBAQdUrzMBO+BgBCqo+ZjB21xCB5BJU238H7Ptv+/6MusAzueO6Z+vv1RY8Ek7NB1IkC3DiWtxfjNRjC4IIqrLNv2zJIgBiceHydeWBOnJAe9R4oXyCLf8PHkbg0LFT+PvsBRw+fkYJrEe2L8Cu346gXa/RWLdoJB7PmyNec+KhKg55D8MjsG3Hfnw5WYTXhNqQrT4+W6cDxg3uhCoVymD3vqNo23MUvpjYD2nTpFJFROgUQbh5o5pKUC1fuogSUCVNmL0SJ878i6nDu6t/b9u5H5+Mmoefv5ms/i2Of3+eOovjJ8/i8tWbmDxvNZbNHIRSxQrGE1Tf6TJMjeud119S5Y6d+AefT16CXWunJupla2gCptBMfieoDp+0GCfP/IuZoz5E32GzrAqqNZ4vh4wZ0qFoobxq4orLtUzEinU7Yem0gUiTOgwvNe2lPFRHTVuqTnTr0b6JmqAy6fXElzlDD9UUeuV42bDDo4EVx4Lx9YkQRMYAGUJj0ap0FGoViIKz50nJlv9e28Jw+mYgKuWORr9K/32S9DIG3tQdCqreZA32xVcIUFD1FUuxn95EgIKqN1mDffEVAhRUfcVS7KcjBJJLUB2zE/jrPyH0w8pAsSxxvbT19wZLgXN3Eo6kXtFHfzdSjy0Wllv+JZ94X363cacSR80PpRKhtU2PEcrD89myxSHn50g+EVRXff+T2m6/94cZCZoSQfXnPYdw/8FD5fnaqE4VR0wDc0FVH1BVrpQIwI9S9efLKc9YS0F11qLvcPDoKZOgqgVZ6fO9+w/Roe84JabWeKEccmXPorxqRdMq82TheIKqhL4UXcvSSXDCp10Medo6NOAUlNmvBNWl32zBgmXrsXzmYOXiLBPf3EP17r0HmDhnpXLjlrAA8jVC3LSXzRikXL7nLPkeXyxfr8wvAYNFbG307kBs/Go0Js1djR93HVCu4F3aNMJb/wUUviZBQfw0BQUGIFPaEETHxOKmnFLkheniXeDwlbht7aWzxSBnOi/spJu7tPXvQMw5EIRrDwIQFADUKxqNVmWikcaFnqTX7gPv/xCCOxEB6Ph0NBoWtX2glZuH6xPVpwkNgijZ90Xpjo0FApyVtX1i2OwkCThFICwkEKFBgbjzMMqpeliYBFISgeBAIF2qENy8753PaSnJFm4dK58lXIpXnsoypw+FP7/HuRQYK/MJAln03nsv6+1v54EOccfUmFL5XMAsFx08b01Q3fjjb+gxaAoObJ6LpV9vxvadBzBvfF+MnLpUeWbOHdsHQUGBSqhs3mmoElQlj2yR/3H1xAQCo+hK5y5cwQsVSmPGwm/x1YxBKF28oGHS5oLqj7sOoten0216hloKqiKQHjhy0qqguuXnfeg2cBJ2fjdVOQlKKlmttVVB9Y33BqHBy8+rMANMriPgV4KqbNkXN+YnCuRRhLb8sk99fZAAv9pl2hzdmbMX1HZ+reDLbxImIDYmVgmycnHmypEFzRvWxPMNumDvDzNx9K+/8cnoeeprh6TwCP8VlkQDCg0JUnpQRKT3jXPfhQD02xZoiuEi9hjwfAxeLZL07e2uu7TcX9Pxq8DY3YE4ejVOrHs6Vyx6V4pBvgzuafvARaDL+kClDU5/NQalsrmnHX+oNUiUbQQoz/foWCihm4kESMA+gcDAAMj/osQtnokESMAQAYkPFxwcgEjZnsLktwT4LOF604aGBiHCj9/jXE+MNXo7gTBx6PDSJKLq9r+BC3eAp3PHHUjlKv1XNJt79x+gd6dmiIyMxP/OX8HIKUuQL092JUKae6hOnf81tu08gOkjeiAqKhpTF3xj2vJ/49Yd1G7aG3VfqoSOLRsgODhIle3+3hvxDqUSL1bxZl0+c5AKIykhBFp0Haa8Vt9uXMuqBcwFVYnjWuvND1X+7u+9rvLvPfAnIqOi1CFYjgiqu38/irYfjsLquUPV4VISJ3XYxC+tCqri6frlyo2Y9nkPPFm0AOQQ95Vrt5vCY3rp1PH6bvmVoLpszVbIBNXpm/W/IHOmDKj3UiWTR6m5RcRF+rlXO6ivFRXKlYhnLBFb33x/CLasGKe+YvQaMk3FqZCT32q99aFyBReXaW7599wc7/9TGP74zztV9yJtCLC0/gPPdSoZWr4ZHoCFh4Ox+Z84F1Q5KKpdmUhUyuN+0fvrv0Iw/3CwCikgh1Q5eshVMuDxiia45d8rzMBO+BgBbvn3MYOxu15BgFv+vcIM7ISPEeCWfx8zGLtriEBybfk31JlkzCSCqmyj1ylzpvR4qeqz+KDt68pJTkREiXsqmo/EV+06YKLSdyRVqVAaP+85rDxUJUkc1QEj5+DSlRvq3+VLF8WXk/srj1Jx3Ov6buO4w8qHzcS+w3+pndESRkBEzW+/GI7Cj/8XUNZi/HGCamfVnqT9f5zAgBFz8M+/l9S/RVeSQ6ZqVimvBNWnyxRFu+avqd8sPVT37D+GLv0nKj1KDs7qOXgqNv30m8oroS237tiPr6Z/gtIlCqmxyv+3f6ceIiIiMX72SiUS6yRhDxZM+CgZreV/TfmVoGppHsst/+Je/TA8HBWfLomQ4CBMmL1KfZHYvHysyUVa19Fn6AwULZxPTWQRaSvX64zda6fhyJ9/Y/ikReqCkURB1XMXRbNvU8NaJIK3S0bhqWzRKJ7F/7w1Vh4PwbLjwZCd5KGBQNMSUXijePJu8xu2KxR7zgehWOYYjK4e7rkJ4MUtU1D1YuOwa15LgIKq15qGHfNiAhRUvdg47JrXEqCg6rWmYcecIJBSBdWkIDt/8SoyZUyvzs6xlq7duI1UYaHxzs6x1c6kuavwx/EzmDW6l8NdEZ1JQkpmeSwDZMdJUtPV67dUCIPHMqZPtAo5xP3a9dvIkD4tUqcKTTQ/M9gnkKIEVVHu+38+RwUTliRfL0YP7IiKTz8Zj9Kpv8+haceh+HH1BPW1QNKYGcuwZv0vCAkJRo/3mqBe7crq7xRUPXeJfbg1FU7csL3wpAqSuKrReCZXDMpkj0aedL4bCmDXuSDMOxSCS/fjxls9fxRal47yiIfogyig55YwnLsbiLqFotC+XPIKup6bccZbpqBqnBVzkoAmQEGVc4EEHCdAQdVxZixBAhRUOQf8kQAFVc9YVWKTiudq1UpPeaYDbNWjBPxaULVGVivy8lv2rJkc+hIgB1nJlwoRVXWioOqZ+Xv9YQA6bwzDvcj4gmqtAtHIniYWBy4F4s/rgSp+pU6yNb5s9miUyxGDp7LHIH2o9wus/94JwNR9IThyNS4mToGMMehcPgLFMnu279Kv7lvCEBEdgA+fjUDV/O4PN+CZmZa0VimoJo0bS6VsAhRUU7b9OfqkEaCgmjRuLJWyCVBQTdn299fRU1D1jGXPnruMPDmzKg9RppRHIMUJqq42MQVVVxNNvL67EUCvbWE4fzcQBTLEoEKeGHVQUqms0SiT7dE2f/GkPHQlSImr8j/xqNRJHqQKZYpB2RzRKJs9Fk9mjUaIF62BdyICsOhIMDacCUZMLJAxNBYtSkfhpQJRcni8V6Sd5wIxYncYggNjMa5GOApk9KzI6xVQ/usEBVVvsgb74isEKKj6iqXYT28iQEHVm6zBvvgKAQqqvmIp9tMRAhRUHaHFvCTgGgIUVJ3kSEHVSYAOFg+PAvr9FIaTNwKVt+boauEIe+QwbLc28Wr9/VIQ9l8MxKHLgbgd8UialHikJbPFiasiskrdnhAuxaN23elgLDkSrLxv5UPXa4Wi0LxkFNIEe59gOfdQCNacCEbW1DHqkCo5FIwJoKDKWUACjhOgoOo4M5YgAQqqnAMk4DgBCqqOM2MJ7ydAQdX7bcQe+h8BCqpO2pSCqpMAHSgeHQMM/DkUf1wNQu50MRhVLRwZrMeRTrRWkSZP3xTP1SDsvxSAo1eDEGWmV4pHqPJezRGLcjmikTmV+8XMg5cDMWN/iMmTtky2aHQqH4ncXhz7VQTgvtvD8Nf1QDyVPRqfvhChvIVTeqKgmtJnAMefFAIUVJNCjWVSOgEKqil9BnD8SSFAQTUp1FjG2wlQUPV2C7F//kiAgqqTVqWg6iRAg8VjY4ERu0Ox63yQEjfH1niILKkNFjaQLSIGSqg9cDEQ+y8F4p/b8ff/500fg7LZYlA2Z9wBV3LglavSxXsBmHMwBL9eiKs0Z9pYtH0qEhVy+UZc0psPga6bU+FWeADeKhGFt5/kIVUUVF11dbCelESAgmpKsjbH6ioCFFRdRZL1pCQCFFRTkrVTzlgpqKYcW3Ok3kOAgqqTtqCg6iRAg8Wn7QvB+jPBSBsSizHVw5EnvXs9Rm9FBGD/xTjv1QOXg3Dj4SO3y6AAoFhmib8aow65KpI5BvI3R9PDaGDp0WB8ezIE4n0rIq0Ikg2LRKqt/r6U/rwWoDxVJYKteKkKm5ScKKimZOtz7EklQEE1qeRYLiUToKCakq3PsSeVAAXVpJJjOW8mQEHVm63DvvkrAQqqTlqWgqqTAA0UX3YsGIuPhiA0KBafvxiOIh444f7s7UAcuByIfRcDceRqEMLNnEfThMSidNb/BNYc0chjZYv+oSuBKiarCMIFM8Vi8z/B+PJwMG6GxymxVfNHoW2ZKGQKc69QbAB3krN8dzIYsw+GqFiv42uGI5cXhypI8iANFqSgahAUs5GAGQEKqpwOJOA4AQqqjjNjCRKgoMo54I8EKKj6o1U5Jm8nQEHVSQtRUHUSYCLFt/wdhIm/hyIwIBZDq0SgdDbPez6KN+nRa4+8V0/dCIS5DJotTSzKygFXOWNQ5LEYfPxTGC7ff+TCmj40Fnf+OxBLDr/qXD4CxTwgErvDcp/vigvLkCddDCbUNH5gmDv64sk6Kah6kj7b9lUCFFR91XLstycJUFD1JH227asEKKj6quXYb3sEKKhap3Pm7AVcvnYTFcqVSPIE2v/HCaRJnQrFCudLch2uKHjrzj3s3PsHXqn+HAJ4cIkrkDpdBwVVJxFSUHUSoJ3iu88HYfiuUJWjd4UIVMnrnTFF70UG4JB4r16S+KtB8cRTEVqtRQMQr9a2T0Xhpcej3AfQAzWL5+6HW8MgHr0v5o1GrwoRHuiF55ukoOp5G7AHvkeAgqrv2Yw99jwBCqqetwF74HsEKKj6ns3Y48QJpFRBdeCoeVi97icToMyZ0qNlk5fRrvlrSnRcuGIDtu88gHnj+yYO0UaOnoOnoUC+HOjW9vUk1+GKgkf+/Btvvj8YB7fMRXCQCw91cUXnUmgdFFSdNDwFVScB2ih++EoQBvwUJ6Z2KBuJVwv7jvD4751AHPwvPMDvF4NUXFHL9HHlCDznI4dOOWphOWSr++Yw3I8KwHtlI1HPh2zn6Fht5aeg6iqSrCclEaCgmpKszbG6igAFVVeRZD0piQAF1ZRk7ZQzVm8XVH+/EGeLXOmA3OldZxcRVO/df4DenZohMjIKO/YexmcTvsSKWYPxZNECFFRdh5o1WSFAQdXJaUFB1UmAVoqfuhmIftvDIIc2NS0RieZP+o6YajmcJcdC8NXR4ASj/OzFcJTxgvAFrrdeXI2/XgjCZzvjBPER1cLxZBbPh2pw11it1UtBNTlpsy1/IUBB1V8syXEkJwEKqslJm235CwEKqv5iSY7DnIC3Cqp3IoDmK4ELdx/1dlBVoF4x19hPBNXY2Fh81retqvDKtZuo9np3rJrzKYo/kT+eoHrz1l107DceJ8+cU3lLFiuAfl3fNm3lv3DpGkZPX4a9B44hJCQYtao8jf7d3oG5h2pUdDSGTVyEBw/DVZtGPEWbdRqKFyuWwcbte/HvhatoVOcF1HupMsbOXA7xOq1XuzK6vdsYmTKmw28H/8Sn477AhcvXVR+rVy6LAd1bIGP6tCqvuYfq+YtX8fnkxdi97xieKlkYTepWw8vVnnUNWNZiiAAFVUOYbGeioOokQIviF+8G4MNtYSrGaI3Ho9D9mUjXNpDMtZ2+GYDuW1LFa7VUthgMfzE8mXuS/M19eSQEK44HI2NYLCbXeohM8TEkf4eSsUUKqskIm035DQEKqn5jSg4kGQlQUE1G2GzKbwhQUPUbU3IgZgSSS1A9fhW460BUt2V/ANv+TmiqGXUdoMdXzwAAIABJREFUM1/xrEC6OH+deEkE1b9O/Q8NXnkB4eERWL/tVzxRMI8SOy23/EsM0q9/+BnlSxVBaGgI5i1dh9NnL2Dl7CHKu7VBmwHInvUxtG32KmJiYjF78VosmjLAJKh2adMYg8bMx++H/sTCSf2RNXNGQ4MoWa01ihbKiw4tGwCIVfVJTNZeHd5E/jw5MGDkHHRp0wiNX30Rf/x5BidO/4sSRR5Xou2g0fNRrXJZ9Hz/zXiCamws0KB1f5Qt+QRavFEbZ85eRO+h07HxqzHIkzOroX4xk/MEKKg6yZCCqpMAzYrffAj03BqGqw8CUSl3NPpWjECgtQCkrmsyWWq6dC8AW87GeammDY5FzQJRSBeSLE17tJGYWKiwDUeuBqFo5hiMrBaOID+wpxGoFFSNUGIeEohPgIIqZwQJOE6AgqrjzFiCBCiocg74I4HkElTbfQscuOg8QVtnjdiqeXZ9oFzOhL+KoCrb/MuWLKLESvHsFA/UkQPao8YL5RNs+X/wMAKHjp3C32cv4PDxM0pgPbJ9AXb9dgTteo3GukUj8XjeHPEaEgE0f57seBgegW079uPLySK8ZjIMQQRVEWbLlZI+Am+9PwSv1aqoYr1KGj3tK1y7eRsj+rdX/xYv232HT+Dy1RvY+ONvyJA+DaYO7x5PUBVP1rY9R+GLif2QNk2c59LgMQuUsNy8UU3DfWNG5whQUHWOHyioOgnwv+Lylavv9jD8704gSmWNxtAqEQgKdE3drMVzBGSLR9dNqXD9YQBeKxyF98v6tsexUZIUVI2SYj4SeESAgipnAwk4ToCCquPMWIIEKKhyDvgjgeQSVEfvAE7G7UY3lCTvLSubM0tlB8IcOFep1/NAkcwJm7Tc8i85pi9cg+827lTiqPmhVCK0tukxAunTpcGzZYsjPCJS5RNBddX3P2HElCXY+8OMBI2IoPrznkO4/+Ch8nxtVKeKobHrTJaC6rs9RqJq5bJo9Z+gOm3BN/jr9L+Y8GkX/LB1D3p9Oh3lSxdFiSL51d9ThYVgxsgP4wmq327YARm7Fml1W9WfL6c8bJmShwAFVSc5U1B1EiCAiGjgox/DcPJGIApkjMHoauEISxh21PmGWINHCJy6EYBe28IQHRuAD5+NQNX80R7pR3I2SkE1OWmzLX8hQEHVXyzJcSQnAQqqyUmbbfkLAQqq/mJJjsOcQHIJqo5S/+080GFt/FLlcwGz6jlak/X81gRV8ersMWgKDmyei6Vfb8b2nQcwb3xfjJy6FMdO/IO5Y/sgKCgQB4+eQvNOQ5WgKnk695+AH1dPTLCVXwTVcxeu4IUKpTFj4bf4asYglC5e0PAALAVV8YStUqGMVUG1fqv+eKVGBXRqJeEBgHlfrcOv+48lEFR3/PqHEl53rZ1qKI6r4c4yo0MEKKg6hCthZgqqzgGMjgWG/BKKA5eDkDtdDEZVC0eGMOfq/D97ZwJuU9XG8f+Z7jyap3CNEaLIFMqYKakolEpRpIFIUaGigShKiAz1FRoNmUoZIkVFlMzTldmdpzN+z9rnXu7EPefsM+y9z38/z/d8ufZa612/d90693fXehdbK4/A+qMGvP9HCIx6B6a1z0H1WHHIQ7sPhap2c8uZ+Y4Aharv2LJn7RKgUNVubjkz3xGgUPUdW/YcOAJKFaqCiJCqG48Bp9OAmys5L6SKLqYeqif0hFDNyMzC6GH9YLFYcPK/83jr/c9wXeVy0jH5/DtUP1jwDX7atgsfvjkCVqsNHyz89vKR/6SUNHS+fzR6dGqJoQN7wWg0SG2fHXxvgUupxC5WsZt12ZzxSKhaEaKEwINPTZJ2rQ64u2OxU3BHqD4wfBJq16iCkUP6IPH0eekYf3xcVBGhmpGZjY59n5PGfXbwPdK4O3bth8VqlS7T4uMfAhSqMjlTqHoOUBRSnvqbCVsSjSgV5sA77bNROtzz/thS2QRErjefNKJMuB0zO+UgUsN1ZClUlb0WGZ0yCVCoKjMvjErZBChUlZ0fRqdMAhSqyswLo5JHQMlCVd7Mrt1aCNWvV2++/FKpuGh0atcMzzx6D2JjIvHJl+uluqdih6qor/rUuPekXariadO8Ibb8ukfaoSoeUUdVXBB19nyS9Gdx7P6TmWOlnaCirupTg+6GzWbHmElz8MeeA1g2Z4JUr/XR597GikWTUbNaJc+E6qLlOHQ0EdMmPImtO/bihUlzcCk5Tbq4qm7N66QSBUIC/3PgGPoMmYDdG+ZLu1L/3HsQ496ch+OJZ6VxxfuiDmuHNjf5Ejn7zkeAQlXmcqBQ9RzgrD9MWHvUiEiTA1Nvz0HlaG3vWvSclDZaWmzOS8eOp+pxYzkbXr3VDJ1GL6miUNXGmuUs/EuAQtW/vDmaNghQqGojj5yFfwlQqPqXN0fzD4FgFaqe0P3vzAXExUYjIrz4o7EXk1IRFhpy+bKna40xY/5X2PvvUcydMsqTUIptY7XZcPrsRVQoVxomY8mFZlPSMmCxWFE6PgY6rf6A7TW63u2IQlUmTwpVzwB+ud+IxXtNMOkdeLNdDmqXokz1jKS6Wp3P1OGp70ORadXhvnpWDKivzUuqKFTVtS4ZrTIIUKgqIw+MQl0EKFTVlS9GqwwCFKrKyAOj8C4BClXv8nS1t3sHj5d2rrZreaOrTfiehghQqMpMJoWq+wA3nzRg6m8h0OscGN/ajCbl7e53whaqJbDrrB6v/OwsmiN2qTbWYP4pVFW7PBl4AAlQqAYQPodWLQEKVdWmjoEHkACFagDhc2ifEaBQ9Rnaa3Z84tQ5VK5QRrrkik/wEaBQlZlzClX3AO44rcekbSEQCvWFFma0qkyZ6h5Bbby9dJ8R//vHhAijA9M75KBilLZ2KFOoamOdchb+JUCh6l/eHE0bBChUtZFHzsK/BChU/cubo/mHAIWqfzhzFBLIT4BCVeZ6oFB1HeC+i3qM2xQCq0OHoU3M6FrD5npjvqkpAuJCMrFLdfc5AypH2fFuhxyEGrUzRQpV7eSSM/EfAQpV/7HmSNohQKGqnVxyJv4jQKHqP9YcyX8EKFT9x5ojkUAeAQpVmWuBQtU1gCdSdRj9UyiyrDr0vd6KB27QZu1M12jwLUEgwwKpnuqFLD1aVrLhxZZmzYChUNVMKjkRPxKgUPUjbA6lGQIUqppJJSfiRwIUqn6EzaH8RoBC1W+oORAJXCZAoSpzMVColgzwTLoOozeGIiVHh/bVrHi2KWVqydSC441jKTqM/DEUVrsOjzWy4M7aVk1MnEJVE2nkJPxMgELVz8A5nCYIUKhqIo2chJ8JUKj6GTiH8wsBClW/YOYgJFCAAIWqzAVBoXptgMnZkISZ2IXYtIINL7UyQy8+xfAhgVwCm04Y8M6OEOjhwFu35aBuafXXU6VQ5fImAfcJUKi6z4wtSIBClWuABNwnQKHqPjO2UD4BClXl54gRao8AharMnFKoXh1gpgXSMf+TaXo0KGPDxDZmmHj5ncwVp83ms3eZsPqwEbGhDszsmI24MHXPk0JV3flj9IEhQKEaGO4cVd0EKFTVnT9GHxgCFKqB4c5RfUuAQtW3fNk7CRRHgEJV5rqgUC0eoMUO6QKqfy8ZUD3Wjim3aevSIZnLhs0LEbDagVE/heJIsh51StmlnaoGFe9kplDlEicB9wlQqLrPjC1IgEKVa4AE3CdAoeo+M7ZQPgEKVddytG7jb7ilST3Ex0YXaWCz2ZFjtiAiPNS1zjx4y2K14bc/9+FiUgo6trkZEeG+30mUkpaBbTv24o7bb4FOp+Ifsj3g7esmFKoyCVOoFgVocwCTtoVg5xkDykfa8c7tOYjx3b+TZGaQzZVC4GKWuKQqDOkWHbrVtOKJxuqttUuhqpRVxTjURIBCVU3ZYqxKIUChqpRMMA41EaBQVVO2GKurBIJRqB45cRo9B76IVYvfQELVihKqaXOWYf7nq7Hrh/kwGQ3S14aMnopG9Wpi+KDeuOG2h/Hp++PQpEHtImh/2fk3Hhs1BVuXv4+42CiMmTQHj/XvjtoJVVxNwzXfs9ps6Hz/KERFhKNalfJ48akBqFShjFf6vlYnf+8/hr6PT8DuDfNhNDiZ8PEOAQpVmRwpVIsCnPKrCVsSjSgV5sCU23NQNkL9NTFlLhM2d5HA3vN6jNscAgd0eK6ZGe2q2lxsqazXKFSVlQ9Gow4CFKrqyBOjVBYBClVl5YPRqIMAhao68sQo3SOgeKF6Onc+UQCKbg51b7K5bzscDrTt/TRGDOmDu7u1lb567+Dx2HfwOJbMHo+G1yfAYrGicafHMG/qaLRsesM1hWp6RhaOJ55F3VrXSeJRyNcF01/ALU2u9yi+wo127PoXw158F9tXzYLB4L9aiBSqXklfsZ1QqMpkS6FaEODCPSZ8fcCISJMDU2/PQeVoylSZSyzomn9zwIgFe0ww6h2Y1j4H1WPVt4YoVINu2XLCXiBAoeoFiOwi6AhQqAZdyjlhLxCgUPUCRHahOAKKFapmAF8CSM+HrB2Aut5B+MLkuVJHb44dgtT0TLTsMQy3tWqM5k3qYWCfLvjrn8PoN+w17FgzWzpeLySp2HW6dcdeSZ7e36s9hj18F8LDQnD4+H8YO/kjfDbrZbw370tpp2uVimURFxOF3t3aSO/u3L0fU2Ytgdgd26ntzejXu6Mkbkt6/jtzAQ88NQlnzyehQd0E3HB9Al4ZMfCq/R06egpibt06NMenX30vieGRj/dFSIgJcxavQFJKGh68tzOGPNBTGlrE9eq0RTh97pL059tbNca4Zx9EbHQkCgtVEcsbM/+H7X/sw4031ESfHrehy23NSpoC/74YAhSqMpcFheoVgCsOGTBvdwhMegfebJeD2qXUJ8JkLgc29xKBV7c6S0aUCbdjZqccRJq81LGfuqFQ9RNoDqMpAhSqmkonJ+MnAhSqfgLNYTRFgEJVU+nkZHIJ+E2oXgQgJKl4SgMIyf3nq319A4DDxaTpHjf7uUqml6/biqkfLsGWb2dKknT24hXo2bkVtmzfjZmTnsHCpWvxw5bfpWP+4hFCtWa1SnhiYC+pVuro12Zj2oRhaNO8UQHxePTEadz1yEt4/sl+qF+7GiqUKwWHA+g64Hk890Rf6f11P+3A12s2Y8OyaSXWJs3KNmPm/K+w4ec/8PqYRxEdFSEJ3qv1t/ffo7h/6Kvo1LYp+vS8Dbv/OYwPFnyDerWrSRLVarVh9GsfXi53sHf/URw8kij9fVZ2DsZPWSCJZSFh8wtVMYdeD49F4xtqSUL26IkzUj/rl0xFZT+UH9DaNyyFqsyMUqg6AW4+acDU30Kg1zkwvrUZTcrbZZJl82AmkGUFnvkhFGcy9LixnA2v3mqGmupnU6gG8+rl3D0lQKHqKTm2C2YCFKrBnH3O3VMCFKqekmM7JRPwm1BdCSDv+H4PAJVyqVzt6wvzidP8AIWMFRJWPK70cxX4iafPo0u/0Vj96VtYvu5n6ai+2G15/9DXpKP1w8e9h4b1amDYQ70uC9X8NVRFndQy8bEYPez+Ijs5Cx/5n7XwW6z64Re8M36Y1JeQmkJ6fjXvVVxfq2qJy+PLVZvwxcqNWDpnvPTutfoTO1JF33t/WiDJ2sysbDTr+gSWzZmAG+pWl9r3HvSStAu3d9c20p/PX0zGH3sO4tyFJKzftBMx0RH4YPKzBeYldrI+OvJtLHrvRURGOC/EmjB1IXrdcSv69+5Q4hz4QkECFKoyVwSFKvDnWT0m/hwCoVBfaGFGq8qUqTKXFZsDSEzT4dkNoTDbdLivnhUD6qvnkioKVS5hEnCfAIWq+8zYggQoVLkGSMB9AhSq7jNjC+UT8JtQ3ZZPhLbK3aUq8Fzt658DSCuGX518X3eln2ukoH2fEXhq0N1YtnIjnh50N5rfVB/Nuw/FgnfH4L7HJ2Lhuy+gWWNnHdTCl1JNeu8TWG12jB/5UIlCVRzB37DlD9SteV2BaIY+1AutmzUocZEUFqrX6i8mKqKAULXZ7GjUYZAkY0XJAPE8MHwSunVoIYnQNT/+ilGvfoibGtZBvdpVceBIIsJCTZj91nMF5rVi3Va8/PbHRS7lur11Ezzar1uJc+ALFKpeXQPBLlQPXtLhhU2hsNh1GNrEjK411HmJkFcXBTvzGoFtp/R4c3soAIe0S7WxSnY+U6h6bQmwoyAiQKEaRMnmVL1GgELVayjZURARoFANomQH0VT9JlTdZfofgFWFGlUE4Cz96ZXn1emLcf5CEn7c+id+Wz1b2nk5csIsmEwGrPr+F/y+bi7CQp21CdwVqvOnPY8WN9WX2r4zexmOnTwtlRLw5CksVK/V3559RwoIVbvdgYbtH7mqUL3zobG4o33zyztxP16yGr/9ua+IUN36215JvP6y6gNpNy8feQS4Q1UePwSzUD2RqsOYjaHIsOjQ53orHrxBPTsIZaadzf1I4OO/TPj2oBERRgemd8hBxSjl1+alUPXjAuFQmiFAoaqZVHIifiRAoepH2BxKMwQoVDWTSk4kHwHFClURo5Cqx3J3pIoSAeJCqrzaq17I4rqNOzBywgfSzs284/TLVvyEidMWSZdTfTx9zOVR3BGqg0a8hWZNrsdj/XsgMzMbh4+fwoNPTZYuwOraoTlSUjPw/eadaNqoLmolVMZn32zA8rU/Q0jYqMjwIjMrLFT/2HPgqv2JOqj5j/yXJFTFbtXaNapg5JA+EGUQxDH++LioIkI1IzMbHfs+J5UJeHawKGQL7Ni1HxarFR3b3OyFbARXFxSqMvMdrEL1fKYOI38MRUqODu2rWfFsU8pUmUuJza9CwOaAJO73X9IjLsQh1eetGGXHDWXtaFRWmeUlKFS5nEnAfQIUqu4zYwsSoFDlGiAB9wlQqLrPjC2UT0DRQtXH+C5cSkG7u5+RjqyLS5jEc/BoonSp1LOD78XgAaJIq/MpTqja7A68MmIg/jlwDH2GTMDuDfOl3ZvieP+EdxbgUnIahg7sheGDeuPr1ZvxxszPpJqm4qlWpTxmvzUSVSuXl47gVypfGm+//ESxM/7qu80QojdP+oqXrtZfSlom7n9i4uUaqsUJVSF3u3Vojn53dZAu5Hph0hwpVnHZlShLIC6++vDNEUXm9efegxj35jwcTzwrxSneF5K4Q5ubfJwp7XVPoSozp8EoVFNzgOd+CsXZDD2aVrDhpVZm6MUnEz4k4CMCydnAI2vCYSvkT19vm6NIqUqh6qOFwG41TYBCVdPp5eR8RIBC1Udg2a2mCVCoajq9QTu5YBaqvky6qF2alJKG0vEx0uVQ4nE4HLiYlAqTyYjY6Ejpa+kZWVLd1vwXXrkaV3H9udo2/3tWmw2nz15EhXKlYTKWfJw/JS0D4vKr/HPzZNxgbkOhKjP7wSZUxe3rY34KxbFUPRqWtWFSW7NMgmxOAiUTOJuhw+C1zlsI8z/NK9owrpXy1iCFask55RskUJgAhSrXBAm4T4BC1X1mbEECFKpcA1okQKEa2Kxu+fUvvDfvK3z50cTABsLR/UqAQlUm7mATqmM3hWLvBT1qxtkxuV0Owo0yAbI5CbhA4K/zery0WVxOVfBpUNaOyW1zXOjBv69QqPqXN0fTBgEKVW3kkbPwLwEKVf/y5mjaIEChqo08chYFCVCoBnZFpKZnwmq1oVRcdGAD4eh+JUChKhN3sAjVM0nZeH1bCHaeMaB8pB3v3J6DmKJ+SyZNNieBqxO486uihb171rJi8I3Kq99LocqVTALuE6BQdZ8ZW5AAhSrXAAm4T4BC1X1mbKF8AhSqys8RI9QeAQpVmTnVslA9nqbHRXMowo0OrNpvw5aTRpQKc2DK7TkoG6H8m9ZlppbNFUZg+UEj5v9luhyVqNs7u3M2KkQpby1SqCps8TAcVRCgUFVFmhikwghQqCosIQxHFQQoVFWRJgbpJgEKVTeB8XUS8AKBoBSqZrMFSSnpKFcm7nJh4TyWOWYLxA1q4WEhLuHVqlAtLK+EsgozOPBuhxxUjlaewHIpWXxJ9QRELdXT6Tq8+WsIMi06vNI6B00rFLqpSgGzpFBVQBIYguoIUKiqLmUMWAEEKFQVkASGoDoCFKqqSxkDdoEAhaoLkPgKCXiZgGaF6qkzF3DXIy+h313tMfLxvhI2cXvah4tX4IMF30h/FvUt3p/8LG6sX1P682ffbMC8z1ZJ/9y/d0c81r+79M/iBrc7+j+PVYvfQPmy8QVSoFWhWtzx6gZlnHVT+ZBAoAks3WfE//4xoXE5O15to7w1SaEa6BXC8dVIgEJVjVljzIEmQKEa6AxwfDUSoFBVY9YYc0kEKFRLIsS/JwHvE9CkUE1Lz8SAJ1/H4eP/4dF+3S4L1T/3HsQDwyfhk5lj0fD6Gpgx/2t8t+EX/LB0mkS23d1PY947zyM8LBRdBzyPXd/Pg8lkxNTZS2Gz2THmyX5FMqBFoZpuAfqvKFqvUqkXAHn/24I9Kp1Amhl46LswWO06zOqcjSoK2zVNoar0FcT4lEiAQlWJWWFMSidAoar0DDE+JRKgUFViVhiTXAIUqnIJsj0JuE9Ac0LVarNh+Nh3UaFsaYib1qpULHNZqL4zexn2HTqOeVNHS6TOXUjG7fc+iy8/mojoqAh06TcaO9fORWiICQ3bP4JvF7yOmKhI9Bj4IlZ/+ibKlo4LCqEqJlnsDlWF3qju/rJnCy0QmPm7Cd8fM6JTdSueullZF1NRqGphhXEO/iZAoepv4hxPCwQoVLWQRc7B3wQoVP1NnOP5gwCFqj8ocwwSKEhAc0J18oz/4dDRRMx5+zmMmTS3gFAd9eqHiI+NwrhnHrxM4YbbHsasN0bg1lsaokWPYfh81suICA9Fp/tHSTtU3571OSLCwzBiSB9JwEZGhEn/y3u0uENVzO2j3SasPGQssFpeb5uDRmWVV6+S39TBSSAxTYdh68Ng1DuwqHs2ol0re+wXWBSqfsHMQTRGgEJVYwnldPxCgELVL5g5iMYIUKhqLKGcjkSAQtW1hbBu42+4pUk9xMdGF2kgTiWLO3WED1L68/tfBxAbHYlaCZWVHqqm49OUUP382w1YuHQtls2ZgNiYSIycMKuAUB0yeirq1qyK555w1lQVT7OuT2DCqIfRvUMLzPvsOyxatlb6+v292qPXHbei96CXsX7JFKk8wKZfdsFisWL4I71xX6/20nvZZptmF8iaQzqcy9JL82tZ2YY6pTQ7VU5MpQRGfq/Hb6d0eLSxHY80Vs5laUaD+KgOWG0O2OwOGPTOP/MhARK4OgG9Xid9r1is/MUd1wkJuEpApwNMBj3M/L5xFZkq3+NnCe+nLTTEgBwN/xznfWLq7VGUCkvPASoW9WfqnVQxkYeFGDQ1H1cmc+TEafQc+KJ0101C1YpSk2lzlmH+56ux64f5MBmdTIQHalSvJoYP6g2xoe7T98ehSYPaRYb4ZeffeGzUFGxd/j7iYqMwZtIc6V6d2glVXAnHr+88OfZdaU6PP9jTr+NysIIENCVUxZH9alXKo1Z1p6Xf8PMfzqP8tzXD4AE9IHaoiouoxj79wGUKeTtU27W8UfqaKBPgsDskIfvy2x+jYvnS6H9XB7TuNRw71szBPweO4ZUpH2P1p29J718S/4bW6CN+uI2LNMFudyA5Q1lHqjWKnNNyk8DO0zqM3WhCbKgD/+tlgVI+R4SLQHQ6ZOVY3ZwRXyeB4CUQatLDZNQjPYvfN8G7CjhzdwkY9TpEhhuRws9p7qLj+0FMQPyaOz46RNM/xwVxei9P/Uw68M6vJuw+59zYEBkCjL/VgsbllbMJw5t5KqWk43rFTex07hejAHhJbotLx9v2flo6TXx3t7bSAPcOHo99B49jyezxaHh9grQhrnGnx6Syjy2b3nBNoZqekYXjiWdRt9Z1MBoM0rsLpr+AW5pc781UeaUvClWvYJTdiaaE6tLlPyIlLeMylG/X/oxScTHo2amltKNU1FDdf/gE5k4ZJb2Tv4ZqvdrVCsA8euI0+j4+ERu+mCZ9Q46aOAtbvp2J02cvouN9z2HHmtlSKQCtHvkXMMQuu3JxYdIuu3PJ2bIXGzsgAV8QGLouFKfS9XjmZjM6VFfGjnEe+fdFptmn1gnwyL/WM8z5+YIAj/z7gir71DoBHvnXeoad83t3Zwh+PF5w12akCfj8zixNAlDskX+x/+xLAOn5sLcDUNc7aXhh8lypozfHDpE2x7XsMQy3tWqM5k3qYWCfLvjrn8PoN+y1y/5GSFKx63Trjr2SPBUnk4c9fBfCw0KkS83HTv4In816Ge/N+1La6VqlYlnExUShd7c20rs7d+/HlFlLIHbHdmp7M/r17iiJW1eeleu3YdP23dKmv1Xf/4KK5UpJp6XFztgly39EmVKxGP7I3ejQ5iapO7FDdtuOvbiUnIaa1SrhyUd6S5sFxZNfqAqxvGzFT1j0xTqIC9qFXO7XuwMqlOURY1fyIucdTQnVwiAKH/n/c+9BPDB8Ej6ZOQ4N69WQvklWb9iOH5ZOg9iNmf95/rXZqFPzOumbTUjaVj2fxPZVs/D3/mOYPONTrFg0WXqdQlXO8mNbEpBPYN0RAz74MwSVo+z4sEuO/A690AOFqhcgsougI0ChGnQp54S9QIBC1QsQ2UXQEaBQDY6Uj90cir3nneXr8j+f3ZmFKJP2GPhNqF4A4M4h3b0AjhXDu4ebOSgDoJg7M5av24qpHy6RNr8JSTp78Qr07NwKW7bvxsxJz0glIX/Y8rt0zF88QqgKOfnEwF5SrdTRr83GtAnD0KZ5I8n19H18AnZvmA+xwe6uR17C80/2Q/3a1VChXCk4HEDXAc9LJSTF++t+2oGv12zGhmXToBM1eEp4RCxTPlyCR/t1Q+tbGuJ/X3+PDVv+QJfbbsE93dvi97/244uVG7H5mxlSf+LvayVUQem4GGz8ZRemz/0C21Z8IJ2mzi9Uv9uwHROmLsTEUY8goWoFfLh4OWKjo/Da84NKCol/L5PsB9AiAAAgAElEQVRAUAlVYe7fX/CN9E0mHrHDdO6U54rUzzh87BTuH/oaNn39rvSOeKbOXorla3+GyWTEiMF9pG9S8VCoylyBbE4CMgmY7cCg78KQatbh9bZmNCob+F2qFKoyk8rmQUmAQjUo085JyyRAoSoTIJsHJQEKVe2nPTVHhye/D0VKTlHJteIe7lCVtQKESjkjqwfPGt8JoELRpomnz0OUfhQlGZev+1k6qi92cQqfIzbEDR/3nrSZbthDvS4L1fw1VMUu0DLxsRg97P4CQrW4I/+zFn6LVT/8gnfGD5P6slptuH/oq/hq3qu4vlbVEuclhOrPO/ZI5QfEIwSwqO/698aF0p9TUjPQ6s4npbmIUpbikixxwvrfQyek09UzP/4aS+eMR4O6CQWEqtg0KN5/4J5OUj/ihPUbMz/DL6s+kHjw8R0BTQvVq2HLzjHjUlIqKpQrXWRn6rVQi+3TYaEhklTNeyhUfbc42TMJuErgf/+YsHSfEU0r2vFKq8DvUqVQdTVzfI8ErhCgUOVqIAH3CVCous+MLUiAQlXba2DTCSM+2m1EilmHwjq1QVk7JrcN/M8KvsiA33aobhUXybgxA/FuccjLAXDH9bUGcJUT7O37jMBTg+7GspUb8fSgu9H8pvpo3n0oFrw7Bvc9PhEL330BzRo766AWvpRq0nufwGqzY/zIh0oUqqK8gNhRWrfmdQUADH2oF1o3a1AilMJC9Y89B/DgU5MvC9UcswU3dR6Mr+e/JpUaeGLMNEmmtr+1CSqWK42P/rcKn896GY3q1ywgVNvc9ZS0EbBs6bgCMbz76nCpjAAf3xEISqHqTZwUqt6kyb5IwDMCosTvw6vDYHcAc7vkoEJUYIvNU6h6lke2Cm4CFKrBnX/O3jMCFKqecWOr4CZAoarN/F/IBGb8HoJd55yWrk4pOxqWsWF/kvPP5SIceOxGsyaP+4v5+U2ourt8/gOwqlCjigC8eDn9q9MX4/yFJPy49U/8tno2IiPCIMo/mkwGqVbp7+vmShvjPBGq86c9jxY31Zfaijt5jp08LZUS8OQpKlQP4sGnJhUrVBP/O4+nX56BbSs/QGx05OXYixOq4iKuXl1a48F7O3sSFtvIIEChKgOeaEqhKhMgm5OAlwjkFZ7vWsOKoU0sXurVs24oVD3jxlbBTYBCNbjzz9l7RoBC1TNubBXcBChUtZV/sY3iu8NGLN5jQrYNiDA68FBDK+6oYS2yQ1VbMy84G8UKVUma5NZRTRPmN/dCqmLqoXqan3Ubd2DkhA+ko/DiSLx4xCVNE6ctki6n+nj6mMtdu7NDddCIt9CsyfV4rH8PZGZm4/DxU9KOUnEBVtcOzaUj+t9v3ommjeqiVkJlfPbNBqlMpJCwUZHhRabjjlBNSk7Do8+9Le1WFZdLiTqpYjdtcUJ17qcr8cmX6zHrjRGoX6c6Tp25gC9XbcTIx/t6ipTtXCRAoeoiqKu9RqEqEyCbk4CXCCSm6TBsfRhCDA4s7p6NiAAWm6dQ9VJS2U1QEaBQDap0c7JeIkCh6iWQ7CaoCFCoaifdJ1N1mL4jBIeSnZdPNa1gw/CbzChV1GVpZ9JXmYmihaqP6V+4lIJ2dz8jXfaUJxEPHk2ULpV6dvC9GDzgyg1YxQlVm92BV0YMxD8HjqHPEOelVKL2qDjeP+GdBbiUnIahA3th+KDe+Hr1Zqk+aWZWtjQrUbt09lsjUbVyeekC9ErlS+Ptl58odsYLl63Fth17MXfKKOnv/9hTcIeq2WxBk9wj/7UTqkiSWAhb8bRv3UTagbvkw1ekmrBP5daGHfJAT4h20z/6Eou/WHd5XFHiQJQ64ONbAhSqMvlSqMoEyOYk4EUC4zaHYs95PQY2sODeulYv9uxeVxSq7vHi2yQgCFCoch2QgPsEKFTdZ8YWJEChqv41YLUDy/414ov9JtjsQHyYA080tqBl5cBfThsousEsVH3JXFwMlZSShtLxMdDpnFV5xWXnF5NSpbt18o7jp2dkSXVb81945Y24hCw2GPSIj40usTurzYaLl1IREx2J8DAvbgEuceTgfYFCVWbuKVRlAmRzEvAigR2n9XhtWyhiQx1Y2C0bBucvq/3+UKj6HTkH1AABClUNJJFT8DsBClW/I+eAGiBAoaruJB5M0mHqryE4neH8oH9HghUPN7JKR/2D+aFQDWz2t/z6F96b9xW+/GhiYAPh6H4lQKEqEzeFqkyAbE4CXiTgcABD1oXibIYez91iRrvrAvNbagpVLyaVXQUNAQrVoEk1J+pFAhSqXoTJroKGAIWqOlMt6qMu2mPC6sNGCHVaMdKOkc3MqFs6uEVqXjYpVAO7rlPTM2G12lAqruSdpIGNlKN7kwCFqkyaFKoyAbI5CXiZgPiQNXuXCdVj7ZjRMcfLvbvWHYWqa5z4FgnkJ0ChyvVAAu4ToFB1nxlbkACFqvrWwJ9n9ZjxewguZumkE2h9r7eiT10LjAE6jaZEghSqSswKY9I6AQpVmRmmUJUJkM1JwMsEcqzAwO/CkGXV4c12Oahfxu7lEUrujkK1ZEZ8gwQKE6BQ5ZogAfcJUKi6z4wtSIBCVT1rINWsw0e7jNh00igFXaeUc1dqpSjuSi2cRQpV9axrRqodAhSqMnNJoSoTIJuTgA8IiONAXx0womUlG15safbBCNfukkLV78g5oAYIUKhqIImcgt8JUKj6HTkH1AABClV1JHHjCSPm7TZCSNUIkwMPNbDijhpWOK8F4kOhyjVAAoEnQKEqMwcUqjIBsjkJ+IBAcjbw8OowiJqq87tmo0yEDwa5RpcUqv7lzdG0QYBCVRt55Cz8S4BC1b+8OZo2CFCoKjuPFzKB6TtDsOe8QQq0RSUbhjaxID6Mu1KvlTnuUFX2umZ02iRAoSozrxSqMgGyOQn4iMA7v4Vg00kD7qxtxWONLD4apfhuKVT9ipuDaYQAhapGEslp+JUAhapfcXMwjRCgUFVmIoUuXXXIiMV7TcixQRKow28yo1lF/5fvUiaha0dFoarGrDFmtROgUJWZQQpVmQDZnAR8ROBosg7PbAhDuNGBBd2yEWHy0UDFdEuh6j/WHEk7BChUtZNLzsR/BChU/ceaI2mHAIWq8nJ5MlWH6TtCcCjZectU1xpWPNTQiggjd6W6mi0KVVdJ8T0S8B4BClWZLClUZQJkcxLwIYEXNoXinwt6DGpkwV21rT4cqWDXFKp+Q82BNESAQlVDyeRU/EaAQtVvqDmQhghQqConmVY7sHSfEV8eMMFmB6pE2/HMzWbULU2R6m6WKFTdJcb3SUA+AQpVmQwpVGUCZHMS8CGBbacMeHN7CEqHO6Raqno/VbGnUPVhUtm1ZglQqGo2tZyYDwlQqPoQLrvWLAEKVWWk9mCSDlN/DcHpDD2MOqBvPSv61LXA4NykysdNAhSqbgLj6yTgBQIUqjIhUqjKBMjmJOBDAnYH8OiaMFzM0mFMCzNaV7b5cLQrXVOo+gUzB9EYAQpVjSWU0/ELAQpVv2DmIBojQKEa2IRm24BFe0xYfdgIsQ+1Tik7RjYzo1IUd6XKyQyFqhx6bEsCnhGgUPWM2+VWFKoyAbI5CfiYwIqDRsz7y4R6pe1467YcH4/m7J5C1S+YOYjGCFCoaiyhnI5fCFCo+gUzB9EYAQrVwCX0z7N6zPg9RNrsEGFy4JGGVnROsMJPh8gCN3E/jEyh6gfIHIIEChGgUJW5JChUZQJkcxLwMYEcKzDwuzBkWXV4r0M2EuJ8/9tvClUfJ5Xda5IAhaom08pJ+ZgAhaqPAbN7TRKgUPV/WlPNOsz904TNiQZp8JaVbRjaxIK4UN9/Lvf/bAMzIoVqYLhz1OAmQKEqM/8UqjIBsjkJ+IHA/L9MWH7QiLZVbBjV3OzzESlUfY6YA2iQAIWqBpPKKfmcAIWqzxFzAA0SoFD1b1J/OmHEvN1GpJl1iA9zYPhNZjSraPdvEEEwGoVqECSZU1QcAQpVmSmhUJUJkM1JwA8ELmQ6a6nqdMC8O7JRJsK3g1Ko+pYve9cmAQpVbeaVs/ItAQpV3/Jl79okQKHqn7yKz9/Td4Zgz3mDdKS/a00rBjawIsLIXam+yACFqi+osk8SuDYBClWZK4RCVSZANicBPxF469cQbE004J46VjzU0OLTUSlUfYqXnWuUAIWqRhPLafmUAIWqT/Gyc40SoFD1bWKFLl11yIjFe03IsQFVou0Y0cyM2vEUqb4kT6HqS7rsmwSKJ0ChKnNlUKjKBMjmJOAnAv9e1OP5jaEINzqwuHs2Qo2+G5hC1Xds2bN2CVCoaje3nJnvCFCo+o4te9YuAQpV3+X2ZKoO03eE4FCyHkYdcF99K+6tY4FB77sx2bOTAIUqVwIJ+J8AhapM5hSqMgGyOQn4kcCoH0NxIEmPJxpb0K2m1WcjU6j6DC071jABClUNJ5dT8xkBClWfoWXHGiZAoSo/uekW4MdjRvz6n/OSqduqWXEuQ4cvD5hgswP1S9vwdFMLKkVxV6p82q71QKHqGie+RQLeJEChKpMmhapMgGxOAn4ksOWkAVN+C0H5SDvmdsmRaqr64qFQ9QVV9ql1AhSqWs8w5+cLAhSqvqDKPrVOgEJVfobf3RmCH487ZWreI9RppMmBQQ2t6Jzgu40L8qPXZg8UqtrMK2elbAIUqjLzQ6EqEyCbk4CfCQxaHYYLWTq80tqMphVsPhmdQtUnWNmpxglQqGo8wZyeTwhQqPoEKzvVOAEKVfkJvvOr8CKdxIQCMztlIz6Uu1LlE3a/BwpV95mxBQnIJUChKpMghapMgGxOAn4m8O1BIz7+y4Qby9nwWhuzT0anUPUJVnaqcQIUqhpPMKfnEwIUqj7Byk41ToBCVV6Cf0404O1fQ4p0UjbCgflds+V1ztYeE6BQ9RgdG5KAxwQoVD1G52xIoSoTIJuTgJ8JZFqAgd+FwWzTYVbnbFSJ9v5v0SlU/ZxUDqcJAhSqmkgjJ+FnAhSqfgbO4TRBgELV/TTaHMCWk0Z88a8BJ9P0EJ+eC1fOal7RhnGtfLNZwf2Ig68FhWrw5ZwzDjwBClWZOaBQlQmQzUkgAATm7jJh1WEj2lez4dmm3v/gR6EagKRySNUToFBVfQo5gQAQoFANAHQOqXoCFKqup9BiBzYcN+Krf404m+lUqOUjHGhe2YYNx4zIsDj7ErtTx7XMQY04729UcD3a4H6TQjW488/ZB4YAhapM7hSqMgGyOQkEgMCZdB2GrAuFXgcs7JaNuDDvBkGh6l2e7C04CFCoBkeeOUvvEqBQ9S5P9hYcBChUS85zjg1Yc8SIbw4YkZTtFKlVou24t64N7apaYcjdnnok2fkPFKklM/X1GxSqvibM/kmgKAEKVZmrgkJVJkA2J4EAEZi0LQS/njbgvnpWDKif++t1L8VCoeolkOwmqAhQqAZVujlZLxGgUPUSSHYTVAQoVK+e7kyLDisPG7HioAFpZqcsrR5jx331rWhZySZtRuCjTAIUqsrMC6PSNgEKVZn5pVCVCZDNSSBABPae12Ps5lBEmRxY1D0bJoP3AqFQ9R5L9hQ8BChUgyfXnKn3CFCoeo8lewoeAhSqRXOdYtbh2wMGrDlsRKbVaU3rlLJLGw+aVbAFz+JQ8UwpVFWcPIauWgIUqjJTR6EqEyCbk0AACTz9QyiOpegx/CYzOid478MihWoAk8qhVUuAQlW1qWPgASRAoRpA+BxatQQoVK+k7kKWDl//a8T6Y0aY7c6vNyhjR996VjQu573PxqpdLCoKnEJVRcliqJohQKEqM5UUqjIBsjkJBJDATycMmL4jBJWj7PiwS47XIqFQ9RpKdhREBChUgyjZnKrXCFCoeg0lOwoiAhSqwOkMHb7YZ8RPJ42w5YrUm8rb0K++FXVL5X4hiNaEFqZKoaqFLHIOaiNAoSozYxSqMgGyOQkEkID4APnw6jCk5Ogw8dYcNCnvnQ+QFKoBTCqHVi0BClXVpo6BB5AAhWoA4XNo1RIIZqF6IlWPJfuM2JpogCM3g80r2XB/PStqxnnnc7BqF4bKA6dQVXkCGb4qCVCoykwbhapMgGxOAgEmsOxfIz7924SbK9gxvrV3dqlSqAY4qRxelQQoVFWZNgYdYAIUqgFOAIdXJYFgFKoHk/RY8o8RO844Lw0Ql0u1qWLFffVsqBJNkarKhVwoaApVLWSRc1AbAQpVmRmjUJUJkM1JIMAE0szAQ9+FwWoHZnXOQZXovN/Xex4Yharn7NgyeAlQqAZv7jlzzwlQqHrOji2Dl0AwCdXd5wxY9q8Be847RapBD7S/zoo+9a2oECH/M2/wriLlzZxCVXk5YUTaJ0ChKjPHFKoyAbI5CSiAwKw/TFh71Ig7EqwYdpNFdkQUqrIRsoMgJEChGoRJ55RlE6BQlY2QHQQhgWAQqr+dFiLViAOX9FKGTXqgc4IV99S1okw4RaoWlz2FqhazyjkpnQCFqswMUajKBMjmJKAAAmfSdRiyLhRGPbCoezaiQ+QFRaEqjx9bBycBCtXgzDtnLY8Ahao8fmwdnAS0KlTtDuDnUwbpsqnjqU6RGmYAuta04O66NsSGUKRqecVTqGo5u5ybUglQqMrMDIWqTIBsTgIKIfDq1lDsPKPHAzdY0Pd6q6yoKFRl4WPjICVAoRqkiee0ZRGgUJWFj42DlIDWhKooW/XjCSO++teI0xlidkCEyYGeNa24q44NkSaK1GBY6hSqwZBlzlFpBChUZWaEQlUmQDYnAYUQ2HVOj1e2hCI21IGF3bKlGlOePhSqnpJju2AmQKEazNnn3D0lQKHqKTm2C2YCWhGqZjuw/qgRX+834kKWU6TGhDhwV20butWyIsJIkRpM65xCNZiyzbkqhQCFqsxMUKjKBMjmJKAgAkPXheJUuh4jmplxe1Wbx5FRqHqMjg2DmACFahAnn1P3mACFqsfo2DCICahdqGZadVhz2IhvDxiQYnaK1Pgwh1QftUuCFaHO+6f4BBkBCtUgSzinqwgCmhSq6RlZSEpJQ6m4GERGhLkFOsdsgd3uQHiYa0UUKVTdwsuXSUDRBH44ZsCM30NQPdaOGR1zPI6VQtVjdGwYxAQoVIM4+Zy6xwQoVD1Gx4ZBTECtQjXNrMPyAwasOmJEpsUpUstHOHDP9VZ0qmaVdboqiJeDZqZOoaqZVHIiKiKgKaGamZWNAU++jgNHEi+noH/vDnhh+AAYDHpcSk5Dm7ueKpKe+dOeR4ub6uOzbzZg3merpL/v37sjHuvfXfrni0mpuKP/81i1+A2ULxtfoD2FqopWO0MlgRIIWGzAoDVhSMnRYVLbHDQsa/eIGYWqR9jYKMgJUKgG+QLg9D0iQKHqETY2CnICSheq2/8z4PN9JhxN1iHSBHSqboW4cGrdUSNycg9QVY6yo8/1NrSraoXB6Vb5BDkBCtUgXwCcfkAIaEqoip2pC5euRa87WqNS+TLYtnMvnhgzDZ/MHIubGtaRxGjb3k9j9lvPoWrlcpeBlysTj9AQE9rd/TTmvfM8wsNC0XXA89j1/TyYTEZMnb0UNpsdY57sVyRJFKoBWbcclAR8RuDzf4zSh9jmFW0Y18rs0TgUqh5hY6MgJ0ChGuQLgNP3iACFqkfY2CjICShZqKZbgMFrwpFhKZgkhwPQ6YDqMXb0rWdFq8o26ClSg3wlF5w+hSqXAwn4n4CmhGphfIePncKdD4/D8gWTUCuh8mWhKnaaJlStWOD1xNPn0aXfaOxcO1eSqw3bP4JvF7yOmKhI9Bj4IlZ/+ibKlo6jUPX/GuWIJOBXAqIW1YMrnaVC5nbNRoUI9wv6U6j6NWUcTCMEKFQ1kkhOw68EKFT9ipuDaYSA0oSqqIl6Kk2Hk6l6/HFWh80njUVIR4c48HRTi/QLfz4kUBwBClWuCxLwPwFNClUhR5et+Ak/bPkd3dq3wPBBvSWyeTtU27dugtiYKNSpUQW97rgVsdGR0g7UFj2G4fNZLyMiPBSd7h8l7VB9e9bniAgPw4ghfXDuQrJUkzV/XdYzSdn+z5qfRjTodSgbGwqb3YHzKZ7Xk/RTuByGBLxGYMYOE9YfM6BnLRseb1Joi4ALo0SFGQEdkJ5lBSCELLcQuICNrwQ5gfAQA0JNeiQX3pYT5Fw4fRK4FgEhVGMjTLiQ5tmJCtJVCwF+lvBmpsSnsnLxYTjr55/jLmbpcDJNh8Q0PU6mQBKo4s9J2Vc+J+btRC083w7VbRjRzP3PpN7kxr6UTaBCvHt3xyh7NoyOBNRBQJNCdd/B45jzyUr8/td+tGvZGONHPiQd3RclAd6b9yXEEf+09Ex8s2YLypSKxdLZ4xESYsK8z77DomVrpczd36u9JFt7D3oZ65dMwYz5X2PTL7tgsVgx/JHeuK9Xe+k9cYGVlh997lkSrc9Tyznk3NwncCwZ6PulDqEGB9YOACJdu6Pu8kDiSJaQqA6HAxabA+IHXj4kQAIlENCJ7xrn9w0fEiAB1wno9Do4NP551HUa2nyTnyW8n1fxM44vfr6x2oETKcDxFB2OJgPHkh04lqTDiVQg8yo+VHxKrBwDVIt1oFI0sOKADjnid/L5nlfaOtCjjvc5sEftEMj7uV07M+JMSED5BDQpVPOwp6RloGPf5/DyiAdxZ+fWRbJx9MRp6Ti/2JXaqH5N6e9T0zOlD6WxMZF4+e2PUbF8afS/qwNa9xqOHWvm4J8Dx/DKlI+x+tO3pPdZQ1X5i5wRkoAnBF7ZEopd5/R4pKEFvesU+lRbQoc88u8JcbYJdgI88h/sK4Dz94QAj/x7Qo1tgp2AN478Z1jEEX0dEtP1SEyFc9dpqh5nM3XSBVLFPaEGQFwmdV2MHVVigCrRdlSJdqBSlB0m/ZUWR5J1mPdXCPae16NshANid2r/etydGuzrtqT588h/SYT49yTgfQKaFqoCV7cHxqB31zYYPKBHEXoZmdm4pdsT+Hj6GDRvUq/A3wvZ2vfxidjwxTSIHa+jJs7Clm9n4vTZi+h433PYsWa2VAqAQtX7i5I9koASCOw8o8erW0NROtyB+V2z3Sr8T6GqhAwyBrURoFBVW8YYrxIIUKgqIQuMQU0ExKVPf5834Jw5BGVDzGhR6eo1SYUXPZ/plKanUsUuU+dxfVHvNDnn6qeP4kIdkigVwrRqrAOVo5z/XCbCwSJQalosKouVQlVlCWO4miCgKaH6596D2HfwBDq2uRlxMZH4bsN2vPTWfCyeMRY3N6qDTb/sRnZODlrcfANMRgPe/egr6dj/D8vekeqo5n+ef2026tS8Do/17w6x07VVzyexfdUs/L3/GCbP+BQrFk2WXqdQ1cT3ASdBAkUIiFPHw9aH4lS6Hs/fYsat17l+CQCFKhcUCbhPgELVfWZsQQIUqlwDJOA6ASFTx20Ow9HkKzI0Ic6BqbdnS5/3EnOFqfh/Udv0v3Q9cq7y8U9Uc6oQ6dxhWjla7Dp17ji9LtqBCBNL17ieFb7pLQIUqt4iyX5IwHUCmhKqe/YdwbAXp+NSctplAmOe7IeBfbpIf/5+806MfWMeMrOcF0mViovGlJeHosXN9QsQO3zsFO4f+ho2ff2utAtVPFNnL8XytT9LtVhHDO6Dnp1bUai6vs74JgmoksC6o0Z88IcJdUvZMeV21y9mo1BVZboZdIAJUKgGOAEcXpUEKFRVmTYGHSACyw8aMf8vU5HRr3YRlHgx3OjcYVo5xo6qQppG2VE52oGqMfYAzYLDkkDxBChUuTJIwP8ENCVUBT5xmUVyarp0AVWFcqWlnaj5H6vNhouXUqUvlSsTB53z9hiXHnGRVVhoiCRV8x7uUHUJHV8iAdUSGLAyDGlmHabenoM6pVz78Eyhqtp0M/AAEqBQDSB8Dq1aAhSqqk0dAw8AgTd/DcG2xII/G0o/PwIoHZZ7RF/UNI1xSDtNxY5TUfqJDwmogQCFqhqyxBi1RkBzQtXfCaJQ9TdxjkcC/iXw6V4jlu03oU0VG0Y3N7s0OIWqS5j4EgkUIEChygVBAu4ToFB1nxlbBBeBLCuw/pgRKw8apQujittK80rrHDSt4NovzYOLHmerJgIUqmrKFmPVCgEKVZmZpFCVCZDNSUDhBJKzgYdXh0EcBxOXU5WJKDlgCtWSGfENEihMgEKVa4IE3CdAoeo+M7YIDgLnMnVYcdCIH44ZkGl1atRwUdvUoYOQrHlP9VgHZnR0loPjQwJqJkChqubsMXa1EqBQlZk5ClWZANmcBFRAYPqOEPx0woC7alsxqJGlxIgpVEtExBdIoAgBClUuChJwnwCFqvvM2ELbBP65qIeolfrrfwbYc0/rV4h0oGdtKzpXt8JiB349ZUAmQhABMzpUd/3SUW2T4+zUToBCVe0ZZPxqJEChKjNrFKoyAbI5CaiAgLgN9pkNYdLFBIu7ZyP0ShnlYqOnUFVBUhmi4ghQqCouJQxIBQQoVFWQJIbocwJWO7D1lEESqYeS9JfHu6GMHb1qW9G8kq3AUX+xX7VC6XCcvpjl89g4AAn4iwCFqr9IcxwSuEKAQlXmaqBQlQmQzUlAJQTGbQrFngt6DL7Rgp618p0VKyZ+ClWVJJVhKooAhaqi0sFgVEKAQlUliWKYPiGQadFhzREjVh024GKW81i/QQ+0qWLFPXVtqBZTfF1UClWfpIOdBpgAhWqAE8Dhg5IAharMtFOoygTI5iSgEgK/njZg0rYQlI+0Y26XHOiKu9Ugdy4UqipJKsNUFAEKVUWlg8GohACFqkoSxTC9SuB0hg7fHjDix+NG5OSe2I8JcaBLghU9atkQH5Z71v8qo1KoejUd7EwhBChUFZIIhhFUBChUZaabQlUmQDYnAZUQEJdSDVkXirMZeoxtaUaLSlevuUWhqpKkMkxFEaBQVVQ6GIxKCFCoqiRRDNMrBP46b8C3BwzYecZwub8q0eJYvw3tq1lhunLa/5rjUah6JR3sRGEEKFQVlhCGExQEKFRlpplCVRtmOIMAACAASURBVCZANicBFRFYddiIubtMaFDWjsltc64aOYWqipLKUBVDgEJVMalgICoiQKGqomQxVI8IiPqom04aJZF6PPWKMW1S3iaJ1JvKu3+pFIWqR6lgI4UToFBVeIIYniYJUKjKTCuFqkyAbE4CKiKQYwUGfheGLKsO73XIRkJc8UfKKFRVlFSGqhgCFKqKSQUDUREBClUVJYuhukUgNUeH1UeMWH3YgOQcZ50lsQP1tqpW9K5jg9iZ6ulDoeopObZTMgEKVSVnh7FplQCFqszMUqjKBMjmJKAyAgv3mPD1ASNur2rDiGbmYqOnUFVZUhmuIghQqCoiDQxCZQQoVFWWMIZbIoETqXppN+rGE0ZYc39vHRfqQPdaNnRNsCIm9Nr1UUscAACFqiuU+I7aCFCoqi1jjFcLBChUZWaRQlUmQDYnAZURuJAJPLomTLqUamG3bMSFFZ0AharKkspwFUGAQlURaWAQKiNAoaqyhDHcYgkIRfr7GQOWHzRg97kr9VETYp31UdtdZ4XBxfqoriCmUHWFEt9RGwEKVbVljPFqgYDPhWpmVg5MJiNMxiv/cdQCuLw5UKhqKZucCwm4RmDKbyHYctKAPtdb8eANliKNKFRd48i3SCA/AQpVrgcScJ8Ahar7zNhCOQRybMCPx41YeciAxDSnMRWys2kFG+6qY0PDsu7XR3VldhSqrlDiO2ojQKGqtowxXi0Q8KpQXbl+GxZ9sQ7zpo5GXGwUps5eigVL1kicZr0xAu1a3qgFZgXmQKGquZRyQiRQIoGjyTo8syEMUSYHFnXPhqnQ74soVEtEyBdIoAgBClUuChJwnwCFqvvM2CLwBC5l6ySJuu6oEelmZ33UUAPQoboVd9W2okKk/GP915olhWrg1wAj8D4BClXvM2WPJFASAa8K1SfGvIPYmCi8Ne5xHDiSiN6DXsLd3doiJS0dZ88lYemc8SXFo7q/p1BVXcoYMAl4hcDzG0Px70U9hjUx444aBXdQUKh6BTE7CTICFKpBlnBO1ysEKFS9gpGd+InA4WQ9vjlgwNZTRthy75QqE36lPmqEybciNW+aFKp+SjiH8SsBClW/4uZgJCAR8KpQ7dJvNB7t1w1977wdC5etxZRZS7BjzRykZ2Th9nufxeZvZqB0fIym0FOoaiqdnAwJuExg6ykD3toegspRdszqnCPVVM17KFRdxsgXSeAyAQpVLgYScJ8Ahar7zNjCtwSOJOuQYdGhYVmnMbU7gN9OG/DtASP+uXilEGrteDt61bGidWUbDPk+Q/k2OmfvFKr+oMwx/E2AQtXfxDkeCXhZqN73+ER0atcUj/XvjiGjpyIr24xPZo5FSloGWvV8Utqh2qBugqa4U6hqKp2cDAm4TED8gCAup7qYpcP41jm4uULuVgsAFKouY+SLJEChyjVAAjIIUKjKgMemXiWQbgHGbQ6DKIsknggT0KyCTTrNczbT+TW9DmhR0YZeda2oV+rK5yavBuJCZxSqLkDiK6ojQKGqupQxYA0Q8OoO1Rnzv8KcT1aie4cW+G7DdkwY9TD69LgNG7ftwpNj3+UOVZUtGKNBh3JxYbDaHDiXnK2y6BkuCfiewMpDRny024Qm5WyY2MZ8eUAKVd+z5wjaI8AdqtrLKWfkewIUqr5nzBFcIyA+D4nPRfkfcYBfyMtwowMdq9uk+qhlI/xzrP9aUVOoupZTvqUuAhSq6soXo9UGAa8K1YzMbEx8ZyF++f1vtGvZWBKqRoMB9w4eD4NezxqqKlszFKoqSxjD9TuBTKsOD68KQ7YNeL9TDqrGOHdbUKj6PRUcUAMEKFQ1kEROwe8EKFT9jpwD5iNwNEWPI8nifzpsOG5EpqUonu41rRjYwILwgq41oBwpVAOKn4P7iACFqo/AslsSuAYBrwrVYCTNI//BmHXOmQSuEJi324QVh4zoVN2Kp252/iRBocoVQgLuE6BQdZ8ZW5AAhSrXgL8IHLikh7hU6nCyDkeT9TiYdKUeqojB4UCBevJ5cX10RzbKRwZ+V2p+ThSq/lo1HMefBChU/UmbY5GAk4DXhWpSShrWbdyBE4lnpQGqV62ILrc1Q2x0pCaZU6hqMq2cFAm4TOBCprOWqkEPLOqejegQClWX4fFFEshHgEKVy4EE3CdAoeo+M7a4NoEsK3BE7DxNcsrTw0l6JKbpYSvGicaEOFAz3o4acXbYHTp8c6DgNtQGZe2Y3DZHccgpVBWXEgbkBQIUql6AyC5IwE0CXhWqxxPPotsDY4qEEBEehjlvj8RNDeu4GZ7yX6dQVX6OGCEJ+JrAm9tDsO2UAQPqW3BfPSt3qPoaOPvXJAEKVU2mlZPyMQEKVR8D1nj3aWYdDiU5j+3nydPTGc4LpAo/ZcIdqBlnR4343P+Ps0N8Lf+z/T8DNhwzIMOqQ/OKNnSobkWUSXkQKVSVlxNGJJ8Ahap8huyBBNwl4FWhOmT0VGzdsRefvj8ODeomQKfXYc++I5j03qc4e/4SNn71HgxiG5eGHgpVDSWTUyEBDwn8c0GPFzaFIjbUgYXdshEXaZTOvaUVV0zMwzHYjAS0ToBCVesZ5vx8QYBC1RdUtdnnhSxdrjgVu0910vF98bXinoqRzp2nNeMc0u7TWvF2RIco69i+nCxRqMqhx7ZKJUChqtTMMC4tE/CqUG3fZwQ63HoTxj3zYAFm32/eiWdfeR+rFr+BhKoVNcWTQlVT6eRkSMBjAk//EIpjKXo829SMXtfrKFQ9JsmGwUqAQjVYM895yyFAoSqHnvrans3dPXqtmqRCe57JcMrTQ0m63KP7eqSai8pTgw6oEm2X5GmteAcSxA7UWLuiLpDyRZYoVH1BlX0GmgCFaqAzwPGDkYBXherICbMQEmLEm2OHFGCZePo8uvQbjTX/ewtVK5fXFGcKVU2lk5MhAY8JbDphwDs7QlA5yo5P77JRqHpMkg2DlQCFarBmnvOWQ4BCVQ499bQ9kqzD5F9CcS7TKUXLRTgwtmUOqsU6kJiql2qeSvI0WY+jyTpkWovKU5MeqB4rdp0KgerceSr+LL4ebA+FarBlPDjmS6EaHHnmLJVFwKtCdf2mnRgx/n3MnTIKpeKiL89UlAGY88lKLHrvBeh0OpiMRtRKqKwsEh5GQ6HqITg2IwENEnjouzAkZeswvZMNjSs4eORfgznmlHxHgELVd2zZs3YJUKhqN7f5ZzZpWwh+PW0oMNlIE5BhKX7+YQZIwtR5XN+BGvF2VI+xBwcsF2ZJoeoCJL6iOgIUqqpLGQPWAAGvCtWnxr2HH7f+WSKW8mXj8eMX00t8Tw0vUKiqIUuMkQT8Q+CrAyYs/MuIuqXteLCRAxXCLLjWsTz/RMVRSEAdBChU1ZEnRqksAhSqysqHL6I5lqrH09+HXrXrqBAHasfZpeP6tUs5kBBrR6Uo7dQ79QVTClVfUGWfgSZAoRroDHD8YCTgVaF6PPEsUtMySuRoMhlxfa2qJb6nhhcoVNWQJcZIAv4hsPGEAdN2hBQYbGxLM1pUsvknAI5CAiomQKGq4uQx9IARoFANGHqfDiwk6taTemw9ZUBiWvFn8sOMwKzO2SgTTnnqbjIoVN0lxvfVQIBCVQ1ZYoxaI+BVoao1OK7Mh0LVFUp8hwSCg8DTP4ThWErBumUJcQ681yE7OABwliQggwCFqgx4bBq0BChUtZP6a0lUUTM1r35q3ox71rJi8I1XOfOvHSw+mQmFqk+wstMAE6BQDXACOHxQEvC6UD18/D989L9V+Gf/MaRnZqFGtUq4u2tb3HH7LdDrixZIVzt1ClW1Z5Dxk4D3CNz5VXixna24J8t7g7AnEtAoAQpVjSaW0/IpAaUL1XQL8Nt/Bojb6UXNz/bVrYgy+RSJqjo/nqrHz8XsRBUXRd1cwYZbr7Phloo2WO3AikMm7D3v3K3aoKwdd9aykKWH2aZQ9RAcmymaAIWqotPD4DRKwKtCdc+/R3H/ExMlVC2b3oBSsdH45fe/cSk5DYMH9MCzg+/VHEYKVc2llBMiAY8JPLomDOdzb+DN60T8Humt23JQtxQvg/AYLBsGBQEK1aBIMyfpZQJKF6qFT24IqfpR16ygFoF5EvXnRANOpV85zh8iJGpFG26t4pSooQXvoPLyygnu7ihUgzv/Wp09hapWM8t5KZmAV4Xqk2PfxaGjp/DtgkkID3PWEXQ4HJg+9wvM/3w1ti5/H3GxUUrm4XZsFKpuI2MDEtAsgc/2mbDkH2OB+YnKZuKDe9+6FjzQwKrZuXNiJCCXAIWqXIJsH4wElCxUt/9nwORfCtYVFzl6tJEFvWoH138P8yTqppNGnMm4cmJPSNSWla1oXsmOZpSofvsWplD1G2oO5EcCFKp+hM2hSCCXgFeFapu7nsLAPl2k3aj5n1NnLqDz/aPwycxxuKlhbU3Bp1DVVDo5GRKQTeCv83ocTDZJFrV2rAU7/jNg+SGnZK0ZZ8fo5mbeviubMjvQIgEKVS1mlXPyNQElC9U3fw3BtsSi2yzFzsv6pW2oEW9HrXgHasTZUTFSexcrlSRRW1R2SlQhVfn4lwCFqn95czT/EKBQ9Q9njkIC+Ql4Vag+MHwSIsJDMXfKqAKUV67fhhcmz8XKxW+gRtWKmsoAhaqm0snJkIBXCESHGwGdDmmZzssidp0z4N0dJlzKdu5KGdLYgh41g2t3jlfAshNNE6BQ1XR6OTkfEVCaUL2QpcO6IwasO2pEUrZO/KewyONwSP+JLPCEGx1IiHWgZrwdNeMckmytHqO+Ujl5F0sV3okqJHLzija0qmJDU0pUH303uN4tharrrPimeghQqKonV4xUOwS8KlS/WLURE6YuRPcOLaQaqvGx0dix61+sWL8VlcqXwZLZr0BX3CcrFfOkUFVx8hg6CfiIQGGhKoZJNwMzfw/BL/85d+s0KmvDc7eYER/moyDYLQmojACFqsoSxnAVQUApQnXHGQPWHDZg55krO1IrRDqQY9MhKfsKquqxDoy6JQdnM/U4nKTHkWQdDifri9QfFy3ExUzVYoVgtaOm2Mkaa0f1OLvidnRe7WIpIYlFLdTWVezSBVNiPnyUQYBCVRl5YBTeJUCh6l2e7I0EXCHgVaEq6qXO++w7vPvRlwXGbt+6CV56diDKl413JSZVvUOhqqp0MVgS8AuB4oRq3sAbTxgxe5cRmRZx47EDT91sRqvK6tuF4xeQHCSoCFCoBlW6OVkvEQikUE3O0Uk7UdcfNVwWogY90KKiDV1r2qRfHIpHlMLZe8EgCdEWlZxfK/ykm51iVfzvSJIOR1J0OJWmR+FCAOKixyrRdqlMQF65ALGzVfz31J+PkKhbTuix9VTBi6UijA5pB+qtVexoWsEGIyWqP9Pi8lgUqi6j4osqIkChqqJkMVTNEPCqUM2jkpVtxqnT55FtNqNiudIoHR+jGWCFJ0KhqtnUcmIk4DGBawlV0enFLGDqbyH4+4JzJ0/b66wY2sTq9x8IPZ4gG5KADwhQqPoAKrvUPAF/C1WhLf88Z8DawwbsOG2ALddjihqoXWrY0Km6FdEh3pGbOTbgSIoQrGI3qw5HkvU4nqaHrZjfQYrdsELY1izlkHa0CuEaF+qdOPIWkTjO/3NxEtWUbydqeUpUNXzTUaiqIUuM0V0CFKruEuP7JCCfgFeFqjjuX7tGZQy4u1OByPYfPomhL0zDV/NelcoAaOmhUNVSNjkXEvAOgZKEqhhF/Jj3zQETPvnbKP1wWCpMHIM0o0FZ7lb1ThbYi9oIUKiqLWOMVwkE/CVUU806rD9ixLqjBpzNdBZAFbtRW1ay4Y4aV3aj+pqJ+O+lEJtCtEqSNUmPoyl6CPla+IkPy5WrQrTGO5AQb0eFiOIl6/KDRpzP0iHS6MANZe1olPvf4mtJVFET9dbr7LipnE1iwUc9BChU1ZMrRuo6AQpV11nxTRLwFgGvCtWnxr2H+nWrY+jAXgXiO38xGbfd8yy+/Ggi6tWu5q3YFdEPhaoi0sAgSEBRBFwRqnkBH0vR4e1fQ5CY5vxp7M5aVjzc0MJjgorKKIPxBwEKVX9Q5hhaI+Brobpb7EY9YsB2sRs19/d9YjeqkKgdvbgbVU5e7A7gv3RRLkDsYtU5a7Om6CHKCBR+RGkAsXu1RqxDKhmQEGfHh3+a8PeFgka03XVWHEwy4L/0K31EmBxSyQJxnL8JJaqclAW8LYVqwFPAAHxAgELVB1DZJQmUQMArQnXfweOwWKx4e9YSJFStiD492l0e1mqzYc2Pv+KzbzZg59q5CA8L0VRSKFQ1lU5OhgS8QsAdoZo34PzdJiw/ZJT+KOrDjW5uQUIsd6t6JSHsRBUEKFRVkSYGqTACvhCqYjfq98eMWHfEgDMZV4Rimyo26Vh/Xm1UhaEoEo7YSXtU1GVNulKfNSm7oGR1OIDi7svN+7qoidqysnMn6s3li6//qnQOjK8oAQpVrgotEqBQ1WJWOSelE/CKUG1z11O4lJx21bmWiovGo/274+G+d/iFR3pGFpJS0lAqLgaREUWv0DabLUhKSUe5MnHQFfoUlWO2wG53uCx+KVT9klIOQgKqIuCJUBUT/Ou8AdN+M+FS7g98DzWw4p66FlXNncGSgKcEKFQ9Jcd2wUzAm0JV7NIUu1E3nXT+ck88Yjdq59zaqDFeqo0ayHyl5F5+deSSHoeSdNh3SY/CklXEFxfmwDNNLZSogUyWD8emUPUhXHYdMAIUqgFDz4GDmIBXhOrhY6dgsdow6b1PUSuhMu678/bLSE0mIxKuqwi9uJbTx09mVjYGPPk6DhxJvDxS/94d8MLwATAY9HA4HPhw8Qp8sOAb6e+F6H1/8rO4sX5N6c9iF+28z1ZJ/9y/d0c81r+79M8Xk1JxR//nsWrxGyhfNr7ALChUfZxUdk8CKiTgqVAVU82w6PD+7ybp5mDx1C9tx8hbzCh3lbpvKsTDkEmgWAIUqlwYJOA+AblCNdOiw/pjBqw/arhcekZEIS5L7Jwgaolqf1fmnV+FFwHfs5YVg2/kLzTdX5HqaEGhqo48MUr3CFCouseLb5OANwh4RajmBZKZlSOJy9AQ0+XYxNeEVDUZnXLAl4/Ymbpw6Vr0uqM1KpUvg2079+KJMdPwycyxuKlhHfy59yAeGD5J+nPD62tgxvyv8d2GX/DD0mlSWO3ufhrz3nke4WGh6Drgeez6fp4U+9TZS2Gz2THmyX5FwqdQ9WVG2TcJqI+AKVmHmPPi34E6pJY1wxLn2S3Dm04Y8eEuI8QPu+FGBwY3tqJjNav6gDBiEnCRAIWqi6D4GgnkI+CpUBU7M9ceNuDnRCMsudVlKkfZpSP9HarZEK2B3aiuLhRxIdX8v6787FI2woHJbXNQPtKz/367Oi7fCxwBCtXAsefIviNAoeo7tuyZBK5GwKtCdeX6bVj0xTrMmzoacbFRkohcsGSNNPasN0agXcsb/ZoJsXP2zofHYfmCSdLO2XdmL8O+Q8el+MRz7kIybr/XeVlWdFQEuvQbLdV5FUK4YftH8O2C1xETFYkeA1/E6k/fRNnScRSqfs0gByMBdRGIOGZA3O8F60Qn32xGZnXPdvhczAKm/haCvy84fyHVrIINzzQ1IyZUXVwYLQm4QoBC1RVKfIcEChJwR6hmWnX46bjzkqnjqc5LmIw6oFVlG+6oaUWDMsFbt/tshg6i5qp4xKVVUVf8KpecBglQqGowqZwSKFS5CEjA/wS8KlSfGPMOYmOi8Na4x6Vj970HvYS7u7VFSlo6zp5LwtI54/0yw8TT57FsxU/4Ycvv6Na+BYYP6i2NO+rVDxEfG4Vxzzx4OY4bbntYkr233tIQLXoMw+ezXkZEeCg63T9K2qH69qzPEREehhFD+kgCVtRkzV+XlTtU/ZJSDkICqiBQfk0YDLk/kOUFbItw4GzXbI/jF/tjvj1gwuK/jdINy7GhDjzb1IybKwTvD74ew2RDRROgUFV0ehicQgm4IlQPiN2oRwzYkmhETu7v9/J2o3aqboO4+Z4PCQQTAQrVYMp28MyVQjV4cs2ZKoeAV4Wq2OH5aL9u6Hvn7Vi4bC2mzFqCHWvmQBzFFztBN38zA6XjY3w++30Hj2POJyvx+1/70a5lY4wf+ZB0dH/I6KmoW7Mqnnui7+UYmnV9AhNGPYzuHVpg3mffYdGytdLf3d+rPXrdcSt6D3oZ65dMkcoDbPplFywWK4Y/0hv39WovvZeWpd0juKLsbWSYEXYHkJGt3Xn6fEFygKAhEP3JlYs88k867UH53z9HkoCJmw04kercQdOjth3Dm9oRWvyQQcOcE9UOASGGjAY9ssye7ejWDgnOhARcJ2DQAWEhBmTkmdLcplkW4IdjeqzYr5MuXxKPSQ+0rWpHjzoONC5Pieo65cC/Ke6BKHyRbuCjUm8E4jsiKtyo6Z/j1JsdRu4pAekOBz4kQAJ+JeBVoXrf4xPRqV1T6TInIS+zss1SvdKUtAy06vmktEO1Qd0Ev01QjNux73N4ecSDuLNza2mHqriIauzTD1yOIW+Hal45gtT0TDjsDsTGROLltz9GxfKl0f+uDmjda7gkh/85cAyvTPkYqz99S+ojLVO7BesloRpucgpV8cmcDwmQwDUJRK4yQp9c8AI+eyyQ0dM73z+izt1Hf+jxxb/OEgAVoxx45VYbri/DH4y5NNVPwGjUw6jXIZtCVf3J5Az8QuDLfXpsTXTeVi8E6cBGNgjB+s1+PX44okd27u8mqsY4JInataaNR9n9khnvD+KADjrwv/XeJBsVYUK6hn+O8yYr9qUOAtERrFWijkwxSi0R8KpQnTH/K2lnqNjt+d2G7dLOzz49bsPGbbvw5Nh3/bZDNX+Cuj0wBr27tsHgAT2kGqr7D5/A3CmjpFfy11CtV7tagbwePXEafR+fiA1fTIPY8Tpq4ixs+XYmTp+9iI73PYcda2ZLpQB45F9L3w6cCwnIIxB52IjYXQU/zJjj7LjQIUdex4Va7z2vl2qrXsrWQfzio09dC+6rZ4XRWRKPDwmokgCP/KsybQw6QAS2/2fA5F8K1uzW6SD9Elz8Wk+qjVrFiq41bLghiGujBig9HFbhBHjkX+EJYngeEeCRf4+wsREJyCLgVaGakZmNie8sxC+//y0dtRdC1Wgw4N7B42HQ631eQ/XPvQex7+AJdGxzM+JiIiWp+9Jb87F4xljc3KgOxN8/MHwSPpk5Dg3r1cB7877E6g3b8cPSadALK5Hvef612ahT8zppt23eDtvtq2bh7/3HMHnGp1ixaLL0NoWqrPXHxiSgKQJxO0yIOG6ErbQD1uscMP2tg96qQ3ITCzJryD/2nx9WhkWHWX+YsCXRuVu1Vpwdo5qbUSmKO1g0taiCaDIUqkGUbE7VYwKi0tShJAM+/suEw4VORIhOy4Tb0buODe2rsTaqx5DZUPMEKFQ1n+KgnCCFalCmnZMOMAGvCtUAzwV79h3BsBen41Jy2uVQxjzZDwP7dJH+LOoPvb/gG8xevEL6s9hhOnfKc2jSoHaB0A8fO4X7h76GTV+/K70jnqmzl2L52p+lWqwjBvdBz86tKFQDnXCOTwIKImBI16HculApooxeVjhidDAftqH0tlA49A6c65gDW7T3Zeemk0Z8+KcRmRYdQvTAI40s6F7Tu/JWQZgZioYJUKhqOLmcmkcERJmXw0l6HErWY/8lnfTPiWnXPorwetscNCrLSws9As5GQUOAQjVoUh1UE6VQDap0c7IKIaApoZonTZNT06WLsCqUKw2T0bl7K/+TnWPGpaRU6e8L70y9Vl7S0jMRFhoiSdW8hztUFbKSGQYJBJhA/G8hCD9pQFYVG6y32QGdTqqxHPdHCCKOGmCJseO8OPrvg2P5F7MglQD4+4Lz33eNytrw3C1mxDt/H8SHBFRBgEJVFWlikD4iYLUDx1NFPVQ9DlzS4eAlPU6m6WEr5vdwVaLtiDQ5sP9Swc+4kSbgo65ZrJPqoxyxW+0QoFDVTi45kysEKFS5GkjA/wQ0J1T9jZBC1d/EOR4JKI9A/t2p57rkIKKs4bJQhQ0o90MojOl6pNe2IrWRdy6oKkxB/My9/KARi/eY8H/2zgRMiupq/29t3T37DLOwyb4oKOKCCmhQWVSiQjQxEUzMoviPSRT8oiZijCYR1GgMkMQYQfPF5AP10xjRiJ8BFUwQFRcWQUHZZJGZYfatl6r6P6equ6d7FqZ7urq7uvrch3lm6Km6de97bvd0/+q95wR0GB+2bzrTh8kD2alkvxXDI+pKAQaqvC6yRQF6vSanKUHT3bUCdteK2FsnghypHVvfXB0jSzSM6qNjVImGkSUqQoWcl29R8OKn5k1+gqnzJ/gwcUCwElW2iMnzZAV6oQAD1V6IxqfYXgEGqrYPEQ/QgQowUE0wqAxUExSQT2cFHKBAybsu5Bww3am15/hQQJ92gw5Vmp5cL6B8nRtUoPfYFB98SdyO+XmDgPs2ucLbQs8fHMD3TwsYgJUbK2BnBRio2jk6PLZEFPiiWWh3ntZK2FMnoDUQnbuf+u/jMaHpqFIToo4u1pDvOv5rtyIJKM53oare2uKHicyXz2UF7K4AA1W7R4jH1xsFGKj2RjU+hxVITAEGqonpx0WpEtSPT2cFMl2Bju5UNV/vBFRpjvm7ZBRuU6C6dVRe1AY9ujizpTLQ1tEntyv4x27TuUQf0m8924dTkghyLZ0Ad5aVCtgdqDb5YbgI6WtYsYZx/HzKynXa06TrvAI+PibiU9q2H8x/2ujrDE8LXTpGFGsY3cd0n9L3Ynf8N74YqPYUEf49K9BZAQaqvCqcqAADVSdGledkdwUSBqpLlj+L/LwcXD/3UuzcvR95uR4MHtjX7vO2bHzsULVMSu6IFchIBcLu1EEqas/2GXPo6FA1HtSB0g0uuKsltPVTUXOueWwy2/Yq0citWtNmfpj/yqgArj3FDzkJeVyTOQ/uOzsUsDNQJZi6YK0HI3DvUQAAIABJREFUlS3tYIy2Vi+clPzncXZE336z3Fol4qMq88Wyb56OqUM6b6Vv8gnYVWfmPd19TMCuWhG1wdfbyBnlKiY8NdynfUz3KW3lt6IxULVCRe4j2xRgoJptEc+O+TJQzY448yztpUDCQPV7tzyAcWOG45YbrsJNdy7F2BOH4sZrZ9trlkkcDQPVJIrLXbMCNlegK3cqDblLoApAbAMqXvVA9AuoO8OHlmHJz3XX7Bfw6Icy1h8w3apUzGTO2AAONphgiPLuzRoVsLnSPLxsUMCuQLXFL+CZj2X8fVd7QcpQPH54hh8nlWogt2GJxxpAlg2xtvsc1+2TsPS96G0EXzspgNMrtPDWfYKoRyMAe2hOLhEYHnSejiwx4Sm97iarMVBNlrLcr5MVYKDq5Ohm79wYqGZv7Hnm6VMgYaD66JOr8fK6TfjtL3+EJY/9L04aORg3fPPyLmekKJ0/jKRv6tZcmYGqNTpyL6xAJipQ/K4LuZQ7NcKdejygSr9zHxFRutENTdJRNcMLNS81EObNgxL+8L6CZp9A6V2jGjvtMnH1OW/M6QKqR5oFVLeIqGoRUNUqoLIZqG4RUN1qflGuS3qWdt60Dei6kS453HJlHQUuoMijG5C10E3fgSI3jJ8LIh4L/T4ZkTzaLBiuSjs2GtvjWxXsqROR5wIm9g/g8lGBlFSmbw0APk2ALwB4VQFelf4PBNTo6K7YomBvfVcR76woAdMT+2gYVmxu2x9amDx42lU8GajacZXzmOyuAANVu0eIx9cbBRio9kY1PocVSEyBhIHqwSNVmHPjL1FT19jjSDa++AcUFeT1eFwmHcBANZOixWNlBaxToDt3ak9AlX5f/L4LuXsl+Is0VE31Ainagn+sVcD8tW40dJHPb+Ws1pQADesiwD05TYFkAFUDigZBqQFNCZa2CaDnAoG9rp4LHXUlx6FLBpq62N0/uFAzoGqDV0B9F8+rWGIUCV5D0JVyaRYQhHUBxTk68mUTzhKsPV6BuRd2y3hqp4Jmv3ll2qa+YIK90hLcvNaDfR1g5ezRAVw6PABvwIScVO2egKdPhfEYQc82gp/Bn70B3fy9AUiDcDQISY1ztIhjVYBcxla0IYWa4TgdXqLjJMp9WpJaeMpA1Yooch+sgHmDrF9pDo4ca2U5WAHHKMBA1TGh5IlkkAIJA1Waq6bp2PbxHtzz0J8xoF8Zpn/pzC4luGz6JDjNpcpANYNWOw+VFbBQgeLNLuTu7+xOjQWoQgUq1rohN4loOjGAhlOC9MPC8XXX1cINblBu1Y7t3ilenGqjIju05Xb1Zwr21gmG82vOGD/IScvNmQpQvspPamW0qSIG5vq7zFfZceYEQ8lVSjkrqYo6fS6ubBYNWEq5TgmmxtLKcnRU5Ooope95GkpzgH555hb+8lzTaUrwdcE6TxhUUr9Di3Qsm94WdQkqPtTggwFqCbKGvte36eGfKe8mFS6i43oL+mhsNK6iIGQl2CoJOl76TOk05ctGBIyCdKoOqJqAgE7v2wAqXmc8FvG4qukGzFSN3wnG7+g44/jgcebv2r+M3+uxaU3nUcGmjq07B3As8YvnGBOO6zC+S4Bb0uGWze8hcO6SdOyokgy3cmTLVYCnZtkPvrBDNZ4VwMeyAqYCDFR5JThRAQaqTowqz8nuClgCVEOT/OSzz42iVCf0L7f7vC0bHwNVy6TkjliBjFFAahFQscZtjJe27QcKo7fWdpdDNXKCcr2A8nVuo1jVsSk++FIEM5dsduG1/VInrVd/1T6ggODazzaY+ka25Ze02XYbc8YsXhsOdNNhCYvfis5XecFgFV87MWAUVDO24rfAgKQGLA1CU3Im9tRoiz1tfe8ThKPluUBZroaKHBOgEjCNtVFhqtWfmsAyT9Yx26LcwwSECb42+oF6Aq1BEFvfBjR2AWfJwRlPSxWsjGVM3Y1FEoFSjw6CmW4DdBLwNH8m8Gn8LAMuMfR7AW4Co8HfG0A08rzgsVGPdX7Z63bI9Bp031vuKIA+/0wfpg2NU/xYREnwGAaqCQrIp2elAgxUszLsjp80A1XHh5gnaEMFLAWqND+vz2/kVCW42trmNeDqJReejUEDKmw4/cSHxEA1cQ25B1Yg0xQ4njuV5hILUKXj8nfJKNymQHXrqLy4DXpnc5nl0pDTjlyqBKlCjSDH+SeouPUce2wNXrlTwVM7OufctivQsDxIWdZhd67pnmQg2FaeqxlQlGBcRR5Qmqsb1dMJoCazEFBPY0v27+n5S+5XcsQShCXwuuuYgDc+7/y86Z+vg1ITyAIgizoIXhJbpO/0mEjf6XEh+JgkmD8L5rHmefT/4JeoG/8XIx8P9mv0R4+H+oroN9TXTWvdRhqGyHb5yADmjU+dUz+W+BBApzyv1GhN2TUnLQPVWKLJx7AC0QowUOUV4UQFGKg6Mao8J7srYClQra6pxzU/vBeUV5Vabo4HLa3mdriH7/khLr7gLLvrEff4GKjGLRmfwApktAKGO/UV01nalTuVJhcrUKU+Sje44K6W0DpARe2k1ADNSFBAYOaP77uMPIRfHhHA909LP9ToDqhOGaTi1rNTo1FGL9IMGfwHRyW8+bmI1w7I0LowipKDlEAWbckvz9NQlgPTbUr/zzELPHFrV4Ce1/PW5ES5Kum3dkvnsadOwKK32m/qnNNfxfyzfJzDuZeLmYFqL4Xj07JaAQaqWR1+x06egapjQ8sTs7EClgLVu379BF55/R08ct8CnDp2BNwuBXsOHMFvHn0ab2z8EJtfeQw5nuhtfTbWJqahMVCNSSY+iBVwjALF77mQu6/r3KmhScYMVAGIbUDFqx6IfgF1Z/rQkoYtpe9XSrjnTfO1+eoxfswdG0hrvLrb8r90uhfDisx93it3yOiXR0V30jvWtAqVgRd/76iEjZ+L+M9hKZw/lIo6CR1ScOYpwCob5qu0u+QEK1ftUNAcMAWdNTLAuYftHrQEx8dANUEB+fSsVICBalaG3fGTZqDq+BDzBG2ogKVAdepVt4AKT/3X//t61FQ//vQAvnr9z/H0n+7GKScOs6EMvR8SA9Xea8dnsgKZpkAs7lSaUzxAlY53HxFRutENTdIN16ual3rn3cZDIu7fRFBVwI2n+zBzePpyBa7+VMZr+yRjSzMVFqIt3bQdOFSU6miLgHlrPMbyyVV0PD7Te9zK55m2zpw0XipYtKVKwr8/F/H2EQlUkCnUqLDSuQNUDOuj4YktrozIV+mk2PBcnKEAA1VnxJFnkVoFGKimVm++WmoUYKCaGp35KqxApAKWAtUrvvczjB87Evfc+p0old/54GN895b7Gahm2NqTJQEVxR4EVB2VddGVjDNsKjxcVsASBcLu1BNU1B4n32i8QJUGV/y+C7l7JfiLNFRN85olaFPc1uyR8McPCKrq+OlEHyYPjKHqj8Vj3FMvYuF6l+FeXDjJ16W7rtkvgAoZvbBLMraA3znZTANAj799WMI5A1QGrBbHJZ7uIiEqxYni0hGinjdYxZhSLbzMabv6oWYZLllCruCzbb7KeHTgY1mBVCjAQDUVKvM1nKYAA1WnRZTnQwowUOV1wAqkXgFLgerDf3oGj6962QCqZ582BsVF+Xhv6y786cnVOHy0Gq89uwSKHEeZ1dTrEfcV2aEat2R8AiuQkQrE6k6lyfUGqEIFKta6ITeJaDwpgMaT05PLdNUOGat2KhAFHXef68PpfVMLVcmdumKLgstGBHBDDPlcCdblKaajN3QuuVYpbQFtd+aWGgVUDfigUsK/D4oG7CYg3hGinjtYxdgIiNpxZDluCR5FQm0T58lNTdT4Kk5QgIGqE6LIc0i1AgxUU604Xy8VCjBQTYXKfA1WIFoBS4Fqa5sP8+9ahv+8uz3qKn2KC7D0VzfjjHGjHKc/A1XHhZQnxAp0qUCs7tReA1UAcr2A8nVmwavqC73w90n91n8a/yPvK3hlrwxF1HHvFJ/hJExlIyA3rlyL22VquFZ3y/ioWsT8CX5MC+ZXJdcrQVcqcMTNOgWsgKiRo2Ggal1suKfsUYCBavbEmmdqnQIMVK3TknuyjwIMVO0TCx5J9ihgKVANyfbB9t3YvecgWlq9OGFAOSZPOBm5OWa+O6c1BqpOiyjPhxXorEA87tREgCqdm79LRuE2BWqOhsoZXuhK6iNCRYIeekfBmwdl5Mg6HrzQi8GFmQMjKcdqvoIwkJ2/1o299aKRPuC68X4GqwksKYKoVMQslBO1N07U7i7PQDWBwPCpWasAA9WsDT1PPAEFGKgmIB6falsFGKjaNjQ8MAcrkBSg6mC9Ok2NgWo2RZvnmq0KxONOTRSokju1dIML7moJrQNU1E5Kz/ZnVQd+8W8XPqyUUOTW8eAFXvTLTx5UXbjejUkDVVxu8TZ9Sgmw5F3FKIhEbdWstjBoJfDKrtWen9WUE/X9o+Z2/neO9G47f89XARioxqISH8MKRCvAQJVXBCsQvwIMVOPXjM+wvwIMVO0fIx6h8xRgoJpgTBmoJiggn84K2FyBeN2pCQNVAGIbUPGqB6JfQO1ZPrQOVtOikk8FfrbBhY9rJJTlaHh4qhfFSdhssHKHjKd2KijP1bFsujfurf6xiENgdVuV6VKlRjB13hoPTinTMH2oiqnB9ACx9JUNxxBEfS8IUd+lnKiB+HOixqsTA9V4FePjWQGAgSqvAlYgfgUYqMavGZ9hfwUYqNo/RjxC5ynAQDXBmDJQTVBAPp0VsLkCxe+7kLtXQusJKmrPic0t2quiVB10cB8RUbrRDU3Wja3/Wpryf7b4gdted+PzRhGDCjQ8cIEX+S5rg3bzv9zY1yBi0RQfxpWnBh5TvtUlmxWjeNI5/VXcOTm22Fo7c3v1RhB18xemE3UzOVFTAFEjFWCgaq/1wKPJDAUYqGZGnHiU9lKAgaq94sGjsUYBBqrW6Mi9sALxKMBANR61ujiWgWqCAvLprICNFeiNO5WmYwVQpX5CMNdXohlFqtBuEkypanVtwG1vuHG0WcTIEg33n++Fy9xBb1nbVkWFqFIDU0ODJtcqgdWKXD187dWfyli3Twq6VtWkuGUtE82CjvzkRP1Cwn+C2/lbO0DUyQNVnDdIxdhSLenLj4GqBQHlLrJOAQaqWRdynrAFCjBQtUBE7sJ2CjBQtV1IeEBZoAAD1QSDzEA1QQH5dFbAxgqEgGbbQBU1E2N3MFoFVKECFWvdkJtENI7xo3FsIG1qVbUI+K/X3Kj3CjitQsXd5/ogiWkbTtIuHHLL0gXmT/BjWoanAthTJ2Dpe27srTNp/LgyDbdN9OLjY1RYSjJyorZFcOwSj45UQtTIQDJQTdqy5o4drAADVQcHl6eWNAUYqCZNWu44jQowUE2j+HzprFXAUqB6z0P/jVHDB+KaK2dECfrJZ5/jxp8+jOdW/BIlRQWOEpuBqqPCyZNhBcIK9NadSh1YBlQByPUCyte5QcWqyKXq75O8wlA9hf9Ag4CfvOEGOTsnDVDx04k+CL10zZIjdelmxYCWqXam9jRPcq2SSzUyDcDit1wYVqwbuVYzqZDVzWs92FcfHSRJAKjoWKilE6IyUO1pNfLvWYHjK8BAlVcIKxC/AgxU49eMz7C/AgxU7R8jHqHzFLAUqN5051KMPXEobrx2dpRSVcfqcMFXF+DZ5b/AmFFDHKUiA1VHhZMnwwqEFSh+X0HuXhnxulOtBqrUX/4uGYXbFKg5Giov8kKX0xeo3TUC7tjghk8VcMmwAH5whj/uwRCQnb/WjcoWAVeP8WNuGp23sQx+T72IBWvdxqG5io6nZrUZPxN4XbFFMeaRpwCzRvoxx2ZzmfVcTqcpEkvtk0Ynaneas0M1ltXIx7AC0QowUOUVwQrErwAD1fg14zPsrwADVfvHiEfoPAUsAao7d++H3x/Arx95CsMG98dVl50fViqgqljz2ttY+fw6bH7lMeR4LK5mkuaYMFBNcwD48qxAEhRIxJ2aDKBK7tTSDS64qyW0DFZRd1bs6QeSIA8+OCrh7n+br+UEQwmKxtMIUC5c70JFjo5lM7zxnJq2Y8lRu26/meNgwQQ/mvzAdWty0Nph6vPP9GHa0NTmgu1KFK8KvPyZgj9v60zf++XpeOwSEwrbqTFQtVM0eCyZogAD1UyJFI/TTgowULVTNHgsVinAQNUqJbkfViB2BSwBql/6yk2oqWvs9qp9igtw3dxL8Z2vXxL7yDLkSAaqGRIoHiYrEIcCibhT6TJWbvkPDVtsAype9UD0C6iZ6EXbQC2OGVl/6MZDIh7Y5IIOATee7sPM4fFBxKMtgpE6YHhReufRW2W2Von42QbTtRrZpg5RsWBC+oA3FZl6eY+M5z6WUecViMV3KiZ1+cgA5o2PD4L3Vqd4zmOgGo9afCwrYCrAQJVXAisQvwIMVOPXjM+wvwIMVO0fIx6h8xSwBKh+tu8Q/AEVi5b+DSOHDcQ3Zl0YVkpRZAwb1B+i2MtEezbXnIGqzQPEw2MF4lQgUXcqXS4ZQJX6dR8RUbrRDU3WUTnDCy03fflUaTyUZ3Tpe+RU1Y18qpPTDHnjDHVChx8PqObKOj6qFjFxoJaynKsBDXhlr4z//VhGbZv59/bUchVfHxPAa/tlbKsSjbQElK92zlg/8pWEpp+UkxmoJkVW7tThCjBQdXiAeXpJUYCBalJk5U7TrAAD1TQHgC+flQpYAlRDyrW0eiFJItwuG35SS1J4GagmSVjulhVIkwJF7yvI62Xu1NCQkwVUqf/i913I3SvBV6IZRao62Q9TrNszH8v420cKREHH3ef6cHrf7h2nVNiJGhWiylPSC4MTlYm2/M9bk4PmLrb8r/5Uxt56Mz3Aoim+cNEtyrlakadb6spVNeDVfTIoDsdaTZA6uo+G743zY2xZZrl/Gagmuir5/GxUgIFqNkad55yoAgxUE1WQz7ejAgxU7RgVHpPTFbAUqIbE2nvgCA4eqe6k3aQJYyFLkqM0ZaDqqHDyZLJcAbEV6LvGQ4ZLVM3wIlDYO+iXTKAKFahY64bcJKLhZD+aTgqkPWqPvK8Y7khF1HH/+V6M6tNZN4KJBFSpqNPS6V70TbO71grR9tQJWLHVhe1VIoYW6Zg4UMXcYD5Zmu/WShE3nNZOXK9f4zEKWFmhATlSXzsg4+mdMqpaTJA6skTDN08J4IyK+NIvWKGFFX0wULVCRe4j2xRgoJptEef5WqEAA1UrVOQ+7KYAA1W7RYTHkw0KWApUt3+yFz++5xEcPFLVpXYbX/wDigryHKUrA1VHhZMnk+UKhN2pA1TUTOp9HsykAlUAcr2A8nVm/s6qqV4EinsHfq0Kt64DD72j4M2DsuE8feACLwZ3gNErd8h4aqeC68f7MWtk+iGwVXOPp58lmxVQcStytT41q70o1Py1bgwr1jBxAH0dH4aqOrD+gIxVO2RQHlpqQws1XHNKAOf0z0yQGtKQgWo8q4mPZQVMBRio8kpgBeJXgIFq/JrxGfZXgIGq/WPEI3SeApYC1ZvuXIpdew7il7d/D/0rSqHI0W7UvuV9HJdLlYGq854UPKPsVMAqdyqpl2ygStfI3yWjcJuCQK5muGn1zsXcUxpIAn2LNrqw+QsJRW4dD0/1oryDC3VPvWjpdveUTtDCi1ExrlDKA9JkwVoTjpNej89sB63bq0WcEty2r+nAm5/LWLVTxuEmE6SeUKDhmpMDmDxQTXfmB0vUYaBqiYzcSZYpwEA1ywLO07VEAQaqlsjIndhMAQaqNgsIDycrFLAUqE696hZcdfkFuPHa2VkhHk2SgWrWhJon6nAFij5QkLdHRluC7tRUAVVKS1C6wQV3tYSWoSrqzuy9o9aq0FKF+TvXu/BxjYS+eRoevMCLYo9VvTu3H4KqlDagyQfMHWu6d8nJeucGM+fsGX01VLYABxvNvKz98nTjuCmDAnBSvUcGqs5d4zyz5CnAQDV52nLPzlWAgapzY5vNM2Ogms3R57mnSwFLgepPFv0Jfr+Kh+/5Qbrmk/LrMlBNueR8QVbAcgWsdKemDKgCENuAilc9EP0Cjk32wts//UWIWvzAT9e7sa9exIB8zag4/5XRKuYEc4taHjyHdvjWYQkrtijh/Kg0TXKwnneChkONwOSBGk4uVx2RizYUQgaqDl3MPK2kKsBANanycucOVYCBqkMDm+XTYqCa5QuAp58WBSwFquvf2oIf3PFb/H7xfPQr79NpQqOHD4IkmQ4bpzQGqk6JJM8jmxWw0p2aSqBK13IfEVG60Q1N0VF5URs0GzhCG7zAj19342iz+Xp/Vj8Vd52bfgdtpqzxt49IWPmRjL31pn6UQmHOmAAuHhbA795X8Np+M7/D1WP8YUcr5VPNVxBOJZApc40cJwPVTIwajzndCjBQTXcE+PqZqAAD1UyMGo+5JwUYqPakEP+eFbBeAUuBKuVQfe0/H3Q7Si5KZX0Ak9mjLAmoKPYgoOqorGvP65fMa3LfrECqFbDanZpqoErXK37fhdy9ErxlKo5N8cEOCTUPNAigYkuqLmBcuYpfnueDw+6nWb5U3zsq4X+2y/i0LghSXTq+NiaALw8PQAneiyRwur1KwqZDIuacHAjnpKWCVwRahxVpuH58wNCc2p46AUvfc2NvnZl3dVyZhjsmew34arfGQNVuEeHxZIICDFQzIUo8RrspwEDVbhHh8VihAANVK1TkPliB+BSwFKjuP3gUDY3N3Y5gzOghkKXoQlXxDdd+R7ND1X4x4RGxAvEoUPShgrzPrMmdGrpuKopSRc1RBSrWuiE3iWgY50fTaDMPZ7rboUbBcKq2+AVMGqDipxN9EEyuxy1CgQ8IpO6QsavGpKb5Lh1fHa3ispF+uGP8kxkCqnT+kuneMGi95sUcNHYwB08domLBBPs5hhmo8tOCFYhfAQaq8WvGZ7ACDFR5DThRAQaqTowqz8nuClgKVCMn29rmgyxLUOQYPw3aXaluxsdANUMDx8NmBSgHaSvQd40HVOCpaoYXgULdEl1SDlQByPUCyteZ1eKrpnoRKLZmLr0RJLKKPTkjb3vDDZ8q4JJhAfzgDH9vunTkOTuqRTyxTQmD1FxFx+xRKr4yyo8cc1d/3I2KWYXcqXTyrOdyOvUxrFjH0mn223XAQDXucPMJrAAYqPIiYAXiV4CBavya8Rn2V4CBqv1jxCN0ngKWAtWAquKxv72EVc+vRU1dI+5feAMuv2gyvv+T38DlUrDsVzc7TkEGqo4LKU8oixRIhjuV5EsHUKXr5u+SUbhNQSBXQ+VFXiAN97NWfypj9W4Z8yf4w2BvW5WIu990IaALRnGqOcFK9lm01KKm+kmNiCe3yyD4Sc0jAZeO9ONrJ6qW5kAlsD1ndeekuoMLdVBKhokDVEwcoGHqEHs4mhmoZuszguediAIMVBNRj8/NVgUYqGZr5J09bwaqzo4vz86eClgKVN/Y+CF+uHAJrvzyFLzzwU786LtXGED11fWbccvdvwfnULXnIuhuVJxDNbPixaONT4FkuVPTCVTJaVu6wQV3tYSWYQHUpdgNuqdexML1LmOL/8JJPgPYhdq7R0Tcu9EFHQJuPN2HmcPbfxdf5DL36N21Iv66XcaHlSZIdYnAzOEBXDUmgEJXchzFCze4sb0quhjkhH4qNn9hjmFooYZlM7zGzwRgm/xA39zkjKWnyDFQ7Ukh/j0r0FkBBqq8KliB+BVgoBq/ZnyG/RVgoGr/GPEInaeApUCVnKiDBlTgzvnfwg23PYTLZ0w2gOoXVTWYdtV/4dnlv8CYUUMcpSI7VB0VTp5MFimQLHdqWoEqpTFoAype9UD0Czg22Qtvfy1lUSXH5aK3FAOkLpjQeWv/un0Slr7nAuVYoHyqkwembmwpE6GLC31WZ4LU94+aEJOKc1H6g6+fFECJJ7nwkgDpii0ukEs4T4HhGp4z1m/AUypulafoYfC9br+MpZsVo7DVrFEqpqXYucpANZ2rlK+dqQowUM3UyPG406kAA9V0qs/XTpYCDFSTpSz3ywp0r4ClQHXqVbfgxm/PxlWXXdAlUF39l8UYMWRA0uNR39gMr9ePirLiuK/l9fmhaTpyPPShv+fGQLVnjfgIVsBuCoTcqYIuoHJGm2W5U0PzTNeW/9D13UdElG50Q1N0VF7UBq3zru+khYRAHTUCdV2153bJ+Ms2BaKg4+5zfTi9r3Oh6v4GE6S+cyQIUgUY2+vnjg2gNCe5ILU3AaZ0DSt3yIbD+PrxfswaaaYCIFAuCDpOKUturBio9iZqfE62K8BANdtXAM+/NwowUO2NanyO3RVgoGr3CPH4nKiApUB1wc9/j7qGJjzx8E+MvKkhh+qyx5/Dn/76It5/dTncLiVpOlbX1OPamxdj/8GjxjUI3s675jLDJUuN8rp+6Ss3dbr+4w/fjolnjMXK59dhxcqXjN/PvWI6rp97qfHzsdoGXDL3drz05H3oW14SdT4D1aSFkztmBZKmQNEWBXmfymjrr6JmsvXVztMNVEm44vddyN0rwVum4tj51s8xMjhHW4S4tokv/1DBi5/JUEQd95/vxag+9oOLiSy+Aw0i/vaRjE2HTZAqCsD5gwKYc3IA/dK0nT6e+dC4hxVr4Zgu2ujC20ckUNEsch5HpnKIp9+ejmWg2pNC/HtWoLMCDFR5VbAC8SvAQDV+zfgM+yvAQNX+MeIROk8BS4HqJ599jiuvuwtDTuiLxqYWnHbySARUDRs2bcGCeV8z4GYyW2V1Hf7xypuYdfG5yMvx4K/Pvoo/P/0KNjy/zHCcEhidcsXNePSBH2PwwIrwUCrKSgzQe/6VN2PFb25HjseNmdfcjg//tQKKIuOhR5+Gqmr4yQ/ndBo+A9VkRpT7ZgWsVyDKnTqtDYFi62GeHYAqVKBirRtyk4iGcX40jU5e4aH5a93GdvI7J/tiLqq0ZLOC1/bLxvEPXOAFFUrKtEbgccUWBZUtgjH/CwYHUNcm4D/5+ssKAAAgAElEQVSH2quBnXeCajhSTyhIrrszmdo99qFiANWqFgHLZ7aFQSu5WfvlAecMsKaYFgPVZEaR+3aqAgxUnRpZnlcyFWCgmkx1ue90KcBANV3K83WzWQFLgSoJSVCVHKnvfPAxWlrbMHr4CbjmyhlGoSqRbDopbAePVOHiObfhr79biDPGjQ4DVXKaDhvcP2okoWM3v/KYAVfHTf0u/vHne1GYn4fLrr0DL//tfpSXdk4hwEA1hQHlS7ECFiiQbHcqDdEWQBWAXC+gfJ3bUK1qmheBIuuhJUG1p3YqKM/VsWy6N2agqukwilRRcaQit46Hp3qNPjKlUW7SeWty0NwhVayuA4IAw8X5zZMDGFyYuSC1Yyyo6NjwInM+lNphzur2XBKrZrXFHPvuYsxANVNWf3aMc2uViI+qRDQHBGPdTx1iv0J69Dq0/oCMgCCjQPLbcozZsVp4lpmmAAPVTIsYjzcWBRioxqISH8MKWKuApUA1oKpoafUiN8cNWZKg6zoEQTDcqrIsx5yX1KopPr/mTfzsgcfx5j9+hz7FBWGgOvXc01FUmG/A3tmXnIeigjzDgTrxsh9g1SN3GeOfcfWthkP114+sQm6OB7fccBXIAZuX6zG+Qo2BqlXR4n5YgeQrkAp3qp2AKo0lf5eMwm0KAvkaKqd7gXbzpCWCk3vxpc9kLJriMwoexdvuetOFLZUS+uXpeOBCL0rc9oaqh5oEfN4gGo5NKrLVsVFu1J9N9mFEsXNAalcxJaC6br+EbZUijjYLWDbDGwatC9e7MH2oipPLtTCAjWVdMFCNRSU+JhUKvLBbxuNbo1NUXT4ygHnjOxfbS8V4uroGPe8WrPNE3dQZV6Zh0fnmc5EbK8AKdK8AA1VeHU5UgIGqE6PKc7K7ApYC1f9+5hU8+MhT+L9VD+KE/uXhud/409+i6lgdnl3+i5TpsXvvQcz9wb349lUX40ffu8K4blNzK5aueBa0xZ8gLwHXsj5FePrRu+FyKVix8p/4yzOvGMdePXuqAVuv+N5dePWpB7Hs8b9j/Vsfwu8P4EffvQLfmD3VOI4KWDm5hVzFTp+nk2PIc2tXQHhLgPARgCGANiN5z11yKFIjt6Jf1aHIqXXnR8WcHJMvAcIXAvSxgH6u9fM+3AgMKOjdSmsLANe9AOyuETCsWMcTs4G82GoC9u6CMZxFCh1pBPbUCfisBvisRseeWgH76gBfkBmHnKgdu7t0NHD3+dZrHMOwbXHIS7sE/HK9OZSRfYCVX41dCwEC6B/djOXGCqRTge+/JOD9I51H8M48c23Sa94/d5uv6/3zgctGp/7xT44BG/Z1HuNfr9RxYmk61eNrJ0MBv1+DIovJ6Dpr+xREAbrDP8dlbXCzdOKp3g2cpTLztFmBKAUsBarfu+UBDBnUD3f/17ejLrJlx2eY+4NfYd3/Pox+5X2SHoJDX1TjWzctwlmnnYTFP50HSer6DcjeA0eM7fzkSj117AhjXA1NLcYf16LCPNz16yfQv28p5n5lGs6d/SO8u+ZP2LFrH37+4BN4+W8PGMcfqWlN+nzSdQFJFFBR7EFA01FV15auYfB1WQFLFBC8QN+XPBB0AVWUO7UkedAm3yMb+76bWk03kwGK0tjENqDs/9wQ/QJqvuSDr2/i7klyKFL+Uytagxe49XUXDjeJOKlUw+IpPrgsdtJ2N87qVgEHGgTsbxCxv14wvqiolLcbs22hW8fgAh398zWs/1wOA9ZQ/1S0idyZ2dwot+xbh0SMK9fCWqzdJ+GxLTImDdAwe7TapXM1IIjwaxJyBPu4ALM5jtk0d8NxvU/C1irzxs7q3XKndB6kx0tfM98LUToAcmJTO6VMw/0XmIX/Uvl4rgK0dPFUuXSEihtP5+eQ09avDmv+3jpNl97Oh96V9e2Tgy8c/Dmut9rweZmrQP8+OZk7eB45K5ChClgKVL/8zZ/g65dfiO9845IoOWir/IVfW4Bn/nQPTj5xaFKl+nTvIXz3lvsx9bwzcNct1xqpB7przS1tOPvL38cTv/0Jzjl9TNRhBFu//v9+YUDgnbv349ZfPGKkDjhy9Bimf+PHeHfNo0YqAN7yn9RwcuesgGUKFG1VkLdbRlt/FTWTk1v13i45VCPFcx8RUbrRDdWlo+qiNmhmatVetW1VEu7c4MKcsQHMGWPNB/djrcCPX/Ogpk3AaRUq7j7PB8lCDl3rNbfqEzzdR9C0XsSBRgEt/q4vUujScUKBjiFFmlEwi74GFWoojkhJQA7WFVtd2F4lYmiRjokDVcy1SI9eBcbGJ4WKkNEQrx/vx6yRZpG0oy1mDFZ8qGBbtXnzkwp83THJi1PLEwf/NpaEh5YmBWjN7a0TjTzA04aY6zD0mkY/V+TqGFakGWk9IluODDw927yJTn2EUn70zUO4n1Q+vrdewtuHOxsGvnRCALedY74uU95jaqHcx2mSnC/LCthOAd7yb7uQ8IAsUIC3/FsgInfBCsSpgKVA9YcLl+DwF9V4/ol7o4YRSgWw4fllKC0pjHOIsR9OBbGuvO4uXDptIm667kqIovlGknKilhQVYP1bW9Dm9WLimSdDkSUsWf6cse1/7TO/MfKoRrbbf/UoRo8YhOvnXor6xmZMvvyH2PTSI/jok31YvOxvWP2XxcbhDFRjjw8fyQqkSwGR3KkveyBoAirJnVqcXKeHHYEqaV/8vgu5eyV4K1Qc+1LvoDJBiPlr3UZl+6vH+I0K9la1Q40Cbn/DjUafAIICt57tNwo8xdNofAYwbRDD3z9vENDg67qjApeOQUFwOqhQx5AuwGk81+dju1eA4A7B53MGqOgbLEB2x3o3PgqC1MgzCaqumuXcHSC8TlKnwPZq0XCRUiPgOW+NmQc/V9Hx1Kz23TcE/ceV6xhWrKHJB9z3ljvKpbpwks8oNmeX1mUO1XINN0/whZ9foRsZBInpRoadxm8XHXkc2akAA9XsjLvTZ81A1ekR5vnZUQFLgerrGz/AjxYuxZfOGYep555h5Cf9z7vbsfrVjZgw/kT88f5bkqrBmtfexq2//GOna1x+0WTcv/AG/GvDZiy8bwVaWs030FSo6sG7bsTEM8dGnfPZvkO4+sZfYf3flxguVGoPPfo0Xnjl31AUGbfMuwrUJzUGqkkNKXfOCliiQOFWBfnkTu2noubc3oHEeAZiV6AKFahY64bcJMJfpENXdLQOUNEyNAA9uv5Kt9MlYHnvRheafQgXIopHm56O3Vsn4Kfr3WgJtCdKILhG8Hb2qHZ4S78/UC/g80YRdM7njbRdX0Sd9/jgdHChhsFFJjg9oVCzfRGsnvTK9N8v2ujCpiNSl0kxLhkewEl9dEwNuggzfa48/tQqQDd+9gYdmqu/2g7nr1vjMVyoVETveDeEmvyUR9m8MU83APrmJfdGXG/UoTHuPCbhcIuCYQW+Tq5uKhr42gHJcIEvme4NO1XX7ZcNcMzO1d6ozuc4QQEGqk6IIs+howIMVHlNsAKpV8BSoErDf2b163jwj0+HoSU9NvXc03H3j79jANZ0t4Cq4lhNgzGMirJiCHHYn6iQlcftMqBqqDFQTXdE+fqswPEVSLU7lUZjW6BK26l3SyjaGl31yVemoTrOytDk9Aq5DK1egy98KuPxLZ0J74VDAqijnKeNIo61dg1OyXU2NOgypW36tBX/hAINJR77wRCrdcvU/n7yhhs7j3VfbCUShpHjbkSx6SIMuQ4zdd48bmsUWLVTMW6qUP7Sx2d6w7mdb/6XG/saRAwt1LDgbL9j4aEiCSjOd6Gq3tutoJTXONKdevVqjwFZCSwvOt+btNdyayLMvbAC1ivAQNV6TbnH9CvAQDX9MeARZJ8ClgLVo1W18Pp86FveB58fqjSg6qCBFcZ2e6c2BqpOjSzPyykKhN2pKcidGtLMzkC1z0YXPB1yA9K4j17SBvU4DixyplKzqhDV8dbXyp0KntrRfuMqdCwh0RBGDYFTcpmGwOkgBqcZ+bTtKt7DinScMyCAJp+AG04z80Eeb7s2QTVyHJaTkzCYTiAjxeBBd6sApYzYVycahaNmjWovbBaZNiJyWz4dnw0OzFiAaqSo9DxatUMGQVZy/z8+sz3twfItCqYN7bponJOXJjl9nyIwXysiz0WueJXTIzg54MH3Ev1Kc3CEErhzYwUcogADVYcEkqeRUQpYClT/654/oKauEf+95KcZJUIig2Wgmoh6fC4rkFwFRJ+Avv+k3KlA1TQv/MWpKXJjZ6BatsENV1VnN2D1FC98xykCtPgtl+EAW3y+L+mQojugOmWQihlDVdC2fXacJve5k+reX9gt490vZIiigD5uFdeP9yG/g0nZqMS+XwIVA8uVEQatkQWFyI24bIbp1CNw9FGVhKG8tTnV4ezxelTQifIwU6OcusM75LWmWO+tF6IAOaWHCBWKmj/BH1VQivo6pbw9N2+PA3DQAfEC1cipR0JnAqz0Ok/t5DIN98W5ayGTJV24wW3kd45sdsuZm8n62nHs7FC1Y1R4TIkqwEA1UQX5fFYgfgUsBaq//sMqvPPhx3h2+S/iH0mGnsFANUMDx8POCgVSnTs1JKqdgWrRFgV5n3Zwf4rA4a+0tts/O6yO0AdtcoUunZ787aFUbGXeK2b+6lAjJ9WSaW22zGOYFU+mFEwyxy3Bo0iopYpAcTSCQpsOiUaldqrOHnK0RoLWSEAUgnWcMiAOkS08lFyQL3Z4DfrZZB/O7m8WfFq5QzbcgtQiC99R3k+K87gKLaqwmYVDy8iuEgGqkROm59Hq3ZLhXJ06WI16HlFhL8pl7DT3N805T9Y7/b0hXc7pr+LOyfG9FmXkAsrSQTNQzdLAO3zaDFQdHmCeni0VsBSo7ty9H1+bdzdefPI+DB/c35YTtnpQDFStVpT7YwWsUSAduVNDI7czUBX8QNl6D5T6iBykOtA8IoD6082t1R0bfcCm3JVUwGXWyPbCUNZEqute6JqrI6ALgZVTj+OgTeZYuO/UKNBboNrd6AioEiAiaEJwJARaCcwt3WwCu8tGBMKPx5LWglzaZu5JrZOrMjUqZf5VZj2X02kSlKohtPU8FB+C4NOHqmEnaubPPDkzsAqoRo6Onguh9C7dOYOTMxvre6Xnf4sfUTmXr1/jCTuk753ixc82uDtd+JRyDYunmG53WrN0s4Zu7C2OcO5mS1oJ66OS/h4ZqKY/BjwC6xVgoGq9ptwjK9CTApYC1eX/8xKWLH8WJ/Qvx4kjB3W69v0Lb0BuTrTrqKcB2v33DFTtHiEeX7YqkC53KultZ6AaWg9KnQDBL0CXdZS94YagCag/1Y/mUV0D08gP2Nm6pnjeyVXAaqDa3WgJ2L2wSzIKFkU6IEPOSHJizxsfCIM8Wvs6dCxY2w5hqG8q8kPbgrnFpgDBpwP1Ah5+N7oonvGa6QL+53IzlyG/1sSmZ/i1PIaiVPH1GH003dzadFg0nKuROxQe+1BB/3wdZw9If6oFSu9R1SJgb52IyyNu+kXC+1Wz2sKQ+Lo1HuN4ShFy57k+47nd3OF+4tVjA5g7xn/c3M2h/qm414qIXLTk6M1VkPT0OInENdvPZaCa7SvAmfNnoOrMuPKs7K2ApUD1j0++gK079nQ749/cfSMDVXuvh6jRyZKAimIPAqqOyrr2ogUZNAUeapYqkE53aqYA1cil4TkkomSTCTlqJvvg7W/mmqUPqU7b4pmlT4mMmHaqgGp3YhBQJVc0OVAjc3TS41T0KsLTHe6C0lB0zP+ZEWKncJAEUhdvdBmOQAJPodypkUPg7dW9D0gyHKo9jYag95zV7QaJ5TPbUvK3IlSYjP42RaYguPlfbuMGCbUl071hkEkFy0Lrbt5p/vDjHf+2UU7fFVtdYahK7tSFk7xReZzp2tRChc7o/+TeDYHZyNzN89aY2kQ6r0kzen2h4nkMW3taYcn/PQPV5GvMV0i9AgxUU685X5EVsBSoZqOc7FDNxqjznO2uQNid2l9DzWRzy14qWyY4VDvqkb9LRuE2Bbqoo/oCL+rygevWuDG8SDfyyIW2f6ZSR75WdimQbqAaUptgCxXEitzyvOmI1CVQPaufihnDVIwrp+3AenYFrJvZkpNxb72IOWPaLX9Xr/YY26UJnPbN0/H41vaKY/T4HZO8nNKjl6snHUCVhhpyrh5tFsMFrAgaLlzvMlI1hJyrlBP7xc9k7K0VUZ6nY9ZIf483IUJraG+dAHKKhiAmAdKPqk2wuWiKz4CTxs8bXWjyC+ibp2HO2N7neqWUHnQTkdZoPC0S0BJoXf6hEga5oeJe3eV0DuWu7ZtnpiUIzanj9Zv8wIotLrx9WDJ+RcXcuireF8+4k3Us6UjAkm6gxKtlssbUsV8GqqlSmq+TSgUYqKZSbb4WK2AqYDlQ1XUd+z7/Al9U1mD4kAHoW16CA4eOGs7Usj5FjtOdgarjQsoTynAF0u1OJfkyEajSuIs3K8jdL0N16bg1T8ebtWbuSS7MkeFPigwZvl2Aaldy/WW7guc+6VDMDYCuA4IQDXey2dkd2kpNGkY6BTtqsqfO3J6d5wJOKVejnIAZslxtM8x0AdWuBIjMT0zb6Rdf4MW8NTlR2+kjCwzS8duqBFQ2i7g+wkEaCU4prQal16BGbvGQ43Ta0PSnGohnEdBzgJywsRbPI9C64kMFFXkEWXVsqxLx2n4Tpoba1CEqFkywT9oRgr4dU6PMP9MHipXdGgNVu0WEx2OFAgxUrVCR+2AF4lPAUqDa3NKG7//kYby/bZcxCsqZevlFk3HzXcuw78AXWP2XxfGNLgOOZqCaAUHiIWaVAuSyJLdlW5rcqSR2pgJV6ECff7vgqZRwzKXjGg343Ze97LzLqmdQ+iZrZ6BKLrsF66LzLA7I1zFlUMAAJCEXGqlHbkxqVESNUgc41bkacijOGqWGHYRUvI70oBsxs0f33imYvlWYeVe2E1Al9ULrgiAgrf3Fb3XOmRvKT0rr5bX95o2K68f7w0UPqQ+C7oZrszyzwGm8K4hAK7lOm3xAvgthDSLhND2f3j4SDVPpOooIPHeFmXuYYDP1Q8CaAOa0IWY+dOqHQC61WB6n5y/lgKUW6Zg93uOUfzbfpWPdPhnrOkBfGs+qWeYY7dQYqFoTDYLodHOMGu3U4JZeBRiopld/vnp2KmApUH3mxTfwu8efw+0/mIO/PfcvfPOrMwyg+s4HH+O7t9yP159dgoqyYkcpzUDVUeHkyWS4AnZwp5KEGQtUadtCACh7zQ2lUYS3TMWxKT50udc5w9cKD99+CtgZqJJaBFXXHTDhT56sY9rQQCdnJcGRhevdRl5FKm711Kz2/OPLtyjGB04npAeIBGGXjQjghtPM7f1cUCr1zyu7AdVIBV7YLUeldwj9LgRUCdKFHKfDizltRqR29FpCzt299QKGUeqdDZ3BNB2/+qvtQPWpnWYqja6K7aXiccoZS699HdtJfTT8+kIz/RLNiyB6unPJMlBN/LXKKFS3uT33MKV4oNzDdssrHgl97ZyGIvGIAAxUrVCR+2AF4lPAUqB6xfd+hosvOBvfv3YWbrjtIVw+Y7IBVGvqGvGlr9yEpx69G+NOGhbfCG1+NANVmweIh5dVCoTcqd5+Go6dm/rcqSGxMxmo0jbDkYqG8tc8kLwCWoYEUDehQ/njrFpVPNlUKWB3oBqPDiEYEsqHGJk/MbJQTTx9puNYAqTkeqMq72U5ehic0gfplR/JmD5MNXI5cvG6dETHvKadgSq5TMnZ3bHZdRt4+qLY85UpT2xHl2rHlDz097vZJxhpAkLPydBrEV0hlsfptYrSMFAjl3Hka1h3j6/eLRk5bFsDguEs7tguG+HHDaeZjlly0nYFfkNO2mHFGiYO6D6XbM9KxXYEA9XYdDreUXNWR6fzoGPHlGr41inme0ZyOKe70Xq8c0P07hInv/4wUE33iuPrZ6MClgLVWd9eiK/MPA/fu/rLUUD1s32HMOs7d+LVpx7CwH5ljtKZgaqjwsmTyWAF7OJOJQkzFahSBeIVWxRj6+WV5SrKX3ND0AQ0nOxH00nmhyFurECyFHASUO2oUWT+RCqcsyB4k4LAJLk9KT0A5UMM5YpMlsbx9kvjC23ZJmfPipntjtt4++Ljk6OAnYEqzZic2S9+2p5/2G55P5MTFet7JZfd0nfboSrB1Pln+WyVf5iKUf1sgztq8qeUa1g8pf0GNwHbtw6R81Y0ipeFUhN0B1pDj9PrDxUcCx1P8LjFD+QqCKcciUd1yklbWuRGW0ub7RyV8cwjFceS1tRCxeHo/0vfVYwYdmyhvOInl2nhVDiRNxQpt/KyGeZ6oH4WrDXXS8fHKX+w8XiRFr6RF8or3PHxkOuZHqd1Eloj9Pg9b7pxqCka8ts1DYUVsWSgaoWK3AcrEJ8ClgLVX/32Sfz7nW34y7I78PNfP2E4VKd96Uzc9qs/YuuOz/DGc0shSZ1ffOMbsr2OZqBqr3jwaLJXAbu4UykCmQhU6Y3n/LVutFCV5mAREPcREX02uiBAQM1EL9oGpt9tkL0r3PkzdzJQ7S56kRAhcus8fQClvISpSg8Q6UTdUydGgVMqEDRpIDtR7foMtDtQJd0IBtK6ItekXau+2zW+mTYugqrkaq9sFkAwtavUKF3NKeSkJRdspDP2sQ8VvPRZ5zy7x3O6UhoJalOHdJ3HeeEGN7ZXtX8epRtZ9L4nWxu9/lNqCUoxQX93Lh9p3kCnmMxbYzrMO6awmfVcTpdyEeAeVqQZX6FUMJFAtTvQmqzHF26g97Cd28pZrba6GWHV2mOgapWS3A8rELsClgLV2vpGfPX6n+NoVa0xghP6lxvb/Vta2/D7xfNx4eTTYx9ZhhzJQDVDAsXDdLQCgg/o90+P4aasnNaGQLGe1vlmKlBd8q4Lke454030ZxKKP3RBF3VUT/HBX8pQNa2Ly8EXz0agGvrQur1Kiiq+E5mjlApbhRw3VoafPixHbtWnYlp0Q4Xa8pltvI3fSrGT2FcmANUkTp+7zhIFyJ1Ir1ehIn8EVEM5eOeN94fd/d29dhKY/ahahE8VOjkWScLrxvsxOwgSnSzpqmCe3W2VIhaf3+4cjgSkoby8pAM9Tu7RPBeiii9SPFbvlvFahyJk153qx+xRie1oIsBLN2Co5bn0sDO2u8dDO0DoeCpkF+lQDeU07xjTyDk6Kd4MVJ0UTZ5LpihgKVClSbe2+fDMi6/jo4/3orG5FcMG9cMVX/4SRg07IVM0iWucDFTjkosPZgWSokDhdgX5n8hId+7U0OQyEaiGxt5VUZmiLQryPpWhKTqqpnqh5qcXWCdlEXGnaVcgW4FqV8JTPsG1+yQDACyZ7g1/oCRYQNCTcgxS7tIQXOjYBzkC880dk50a9U05D2m7ZmTflPKDtkKSW6u7ftO+SHgAnRRgoMqLghVoVyCUA7bJJxg5nkPb1MlpT6+n9O6lK8ciPb54ii+cM5aOp5QC9Jp4/Wn+cD/0+tmVA7Yj8E00JlQEkeBnVbNgQMXLRgaM1DDdtY7v3ehvBTlO99QLUcURuwOnNN98RQflsJ07NnYgSoXnyO1LwHVcmYppQ9VEp27p+ZFpa0IdOzntCANVS5cPd8YKxKSAZUD1/954F+9t/QSSJGH6l87EmaeOjmkAmX4QA9VMjyCPP9MVIHdq35c9EFV7uFNJz0wCqjF9CNBhbP33fCEhkKuhapoXetcFhzN9OfH406gAA9XO4nf8kBzpIo2EoaHnMUFYKvhC2zap0QfHOWPN/4TcqKlwv6ZxGWXdpRmoZl3IecK9VIBg638OSnh5j9Sph0EFGr5/eiAKqBKApbaoA2iN53Fyxu4L5hrtCGbpxlW+S8ewonbnbWhg163xoCqYuiD02A/P8GNggRZV7IlSNYVyma6a1Ra+GRZ5fscbZ00+s+DY8GItK26eURqK7dUSmn1mHli7Qd9eLucuT2OgaqWa3BcrEJsClgDVR59cjd898feoKy6+Yx5mX3xubKPI4KMYqGZw8HjojlDAbu7UTAGq9AaTXBp//EBBTZuAxef7jl/YQYVRpEppEOHroxrb/9H5M4kj1hRPIj0KMFDtWXfa2kjpASjPYKiwFZ1FrqNQMZCOvdDjlBMvlM+O4OveOpGdqD3LnRFHMFDNiDDxIG2iALn3562Jrk5fnqtj6fS2Tq5+ArDUIsEjOVSPNpuTmThQC79visz1mgiAJacoOT6FLmy0odf4SEAact5SjtPI93GhsVfkaZy+xSZrLxXDYKCaCpX5GqxAtAIJA1XKj3rWzO/jyi9Pwd0//jb8fhV33r8Cb769Ff9+4Xdwu7rZc+aQSDBQdUggeRoZqYAd3al2B6q0jezODe7wljUaL7kkVsz09uhUENsIqnogtQpoHaCiNouLOGTkE8bmg2ag2rsAEWSl/Mch11THXmQJ+Npof1zbOHs3Ej4rHQowUE2H6nzNTFaA3ge9dkCGLsqAFsCskf6kFSiiG1jNPpOOdgSzmw6JaPILmBeRUuB4QDVHNvuIPJ76D6U1yOSY8NitUYCBqjU6ci+sQDwKJAxUP917CLO/eydeevI+DBvc37j2ngNHcPm1d+DFJ+/D8OBj8Qwqk45loJpJ0eKxOk2Bwo8U5H8sw9tXw7Hz2pPrp3uedt7yv2Szq1MRAdIr1gT9coOAstfdEAMCmk4KoOHk4N7idIvO1894BRioJhbCd45IuHdj51wcV48NYO4Yfp4mpq59z2agat/Y8MjsqwAhzn6lOThyrNV2gyTgO+8VT6dxWVHwyXaT5QFZqgADVUvl5M5YgZgUSBiovr9tN7510yK89dIjKMzPNS7a0urFWTP/H5747U9wzuljYhpIph7EQDVTI8fjznQF7OpOJV3tDFQXbjC3k3Vs907xHrfgQeTxrioRpRtcECCg9kwfWm1WhCDT13a2jp+BamKR72orK/UYz3M7sRHw2elQgIFqOlTna2a6Aq/DHHoAACAASURBVHYGqqTtun0Slr7XfoPslHINCyd5k+akzfR48vhNBRio8kpgBVKvgGVA9Re3fhc5OW5jBoGAioX3Lcf1cy/F6BGDwrO6aMoEKIqc+lkm8YoMVJMoLnfNChxHAbu6U+0OVBdtdOHtI52Tn66c1RrXG/WcfRJK3nNBh45jU3zwHaf6LC9kViAWBRioxqLS8Y/ZUydg1Q4FzQFzi+mskQEjVyo35yrAQNW5seWZJU8BuwPV0Mwp3z1t8893dga95AU6y3pmoJplAefp2kIBy4BqLLPZ+OIfUFSQF8uhGXMMA9WMCRUP1EEK2Nmdaneg+t/bFPx9V/SNLXI+LJ4Sf8qEUEEwTdZRfaEXgULdQauMp5JqBRioplpxvp4TFGCg6oQo8hxSrUCmANVU68LXy2wFGKhmdvx49JmpQMJA1efz41hdY0yz71tWAlHsomxhTGfb8yAGqvaMC4/K2QoUfKSgwIa5U0Oq23XLPxWvmb/WbRRIoOq0VIxqWJGGaUMDvXM/6EDJJhdyDktQc3RUTW2D1jntl7MXI8/OMgUYqFomJXeURQowUM2iYPNULVOAgaplUnJHNlKAgaqNgsFDyRoFEgaqWaNUNxN1KlClXGxvHJDx3lEF+S7g9HIfpg7hbYPZvt7TOX+pWUDRVgWiV4DrmAjoQNWFbfCX2s8VaVegSvFbuUNGZYuABRMsKlKjAmUbXHDVSPAXaqia6gU6ZxRI59Lha2eIAgxUEw+U4Afyd8tQ6kX4izS0DFGh5tnvNTLxmXIPIQUYqPJaYAXiV4CBavya8Rn2V4CBqv1jxCN0ngIMVBOMqVOBaleFa7i6ZIKLhU9PSIG+azyQWqId7nVn+tBiw4JIdgaqCQWhm5MpBUP5OjfkFhFt/VTUTPYBztqMkAzZuM8OCjBQTXxJdPU6efSSNoaqiUtr2x4YqNo2NDwwGyvAQNXGweGh9VoBBqq9lo5PZAV6rQAD1V5LZ57oVKA667mcTsr0Ns9ighLz6awAlDoB5es67yWnQkjVvcj9mWxJ7QZU1+2XUZGrY1x58lzmcrOAsnVuiH4BTSMDaBhvkQM22cHi/m2jAAPV3oeCnPs5n0so2tK5cknj2AAax/Dzsffq2vtMBqr2jg+Pzp4KMFC1Z1x4VIkpwEA1Mf34bFagNwowUO2NahHnOBGoHm0WMO+VzvBqcKGO389oS1AxPp0ViF8BBqrxaxY6Y0+9iIXrXWjxC1g+sw19c5O3/ddVI6Lsdbdx6frT/GgeEej9wPnMrFOAgWrPIZebBMiNovnVgODPgnEjo7tGN55qzvFBcyfvud/zyPmIZCnAQDVZynK/TlaAgaqTo5u9c2Ogmr2x55mnTwEGqglq70SgSpLMWZ2D5g6GlhMKdDxyEQPVBJcMn95LBQY8nwNo0SfXn+pH8yj7QTs7OVTvWO/GR9Uipg4JWJc39TgxJJdcyTsu44iac31GCgBurEAsCjBQNVUSAgKURhOcSkFoGvp/dzpqLh2qR4fSIHZ5iC4CLcMCaBodgJrEmyqxxJmPsVYBBqrW6sm9ZYcCDFSzI87ZNksGqtkWcZ6vHRRgoJpgFJwKVDcdlrB0sysMVft4dNx9ns+oCE5tW5WU1O3DCYaFT3eYAoVbFaPQSmRr66+i9iwf9M47XNM+ezsB1WZypm6RMW98AHlKahxqBTtlFOxQoIu6UaQqUJSa66Y98DyAhBTINqAqtYbcpvRdgNwQhKht3btNCYb6CzQECnSohbpRCI5+JqBKrXizC7n726vC0XNPVTS4q4OPCUDrABVNJwXgL+5whyqh6PHJ6VKAgWq6lOfrZrICDFQzOXo89u4UYKDKa4MVSL0CDFQT1NypQJVkkSUBB1o8yJF1lEjtztSjLQLmrfEYcPX68QEGqwmuIT79+Ark7JNQ8p4LOnTUnOeDt6/9IYCdgGq61lfxOwpyP5ehugmqtkHLTddI+LqZokAmAFVKPyL4BcPlqeb1fKNA0ILb8oNb9clxqgS37AvdmLfJTRrI1xAo1M0vAqj0PV8D/a6nFhojHUfb/akpdSLyP5GRc0gCgsP2lmloPjHALvKeBLX57xmo2jxAPDxbKsBA1ZZh4UElqAAD1QQF5NNZgV4owEC1F6JFnuJ0oFpR7EFA1VFZ1w5UKSfjoo0uVLUIOLlMw33nexNUkU9nBbpWwH1URJ9/uyBAQO2ZPrQOzYzt4+kGqnTT4/EtCuZP8KfMldopghpQ+qbLcMaRo656qhd6tMmYlz0rEKWA3YFq2QY3XFXtRDOy2JPoM12mBEslw2kadJ+2CGGA2THc5Coldyk9P9SiiJ+TuCWfXLF5u2Tk7ZURArrkcm0eraJ1UCAmYMvL1l4KMFC1Vzx4NJmhAAPVzIgTjzI+BRioxqcXH80KWKEAA9UEVcxGoBqSbOUOGRMHahgeTANAECeZBW8SDBWfnmEKyA0iyl93GfkEm0YF0HBq5lSpTjdQnb/Wjb31qcub2t3SokI5ZevckJsFePuqOHaeL8NWIQ83lQrYGajm7ZZRtLVzfhGCkQQpj1cUKpBLTlMNgXzdAKehLfuhbfqp1Dh0LXLZElTN2y1BCqYYoBys5FhtHqJCT1F6kHTM3WnXZKDqtIjyfFKhAAPVVKjM10i1AgxUU604X48VABioJrgKshmoRkpHeRoJ4lTk6rj+NH8YsiYoL5+epQqIXgHl69wGqKBcqTWTMwvEpROoUn7jOze4UJ6rY9l0b/ocqsG1K7WYsSQHX8uQAOomZA4Yz9KnX9qmbTegSmtXqRehHBOQc0iG3NRFblPaPk8mVNqmH8xtGt6mT+7T4A3HtIkaw4VzD8jI+0QKF7TSJaB5WMCAqwRZudlbAQaq9o6PlaOTmgW4q02XPKXsiCXtiJXXj6UvuvmUc9jM2Uw3jah4qN3GKfhh5OXPz1XQ4PejZWjAlvn4Y9Gbj2EFIhVgoMrrgRVIvQIMVBPUnIGqKSClAVi43oUWv4BcRcdTs9pTBCQoMZ+eZQrQNtSyN9xGzj+CEdUXekEf8DOppROokk4EVfNcum1ubLhqRZS+4Qblk2wYR5XGGapm0npO1VjTCVTD8LRGgFIrgtYs3QToqTWc4kfrINXIqZrpzXNUQt4uCe7K9hfclsEEVlWj+BU3eyrAQNWecbF6VJ7DEvq85YrqtmaSD20D7JMKKXefhOL3osfoL9ZRNc0+nwkIpvZbkwP6Hmr0+l05vY2hqtWLlvtLuQIMVFMuOV+QFWCHaqJrgIFqu4LkUv2fj2SMKNExbUggUWn5/CxVoOQtl+FuUHN0I+9mJjqk0g1U7bh0qBhOySbzg1btRB9aB9rnQ6Ad9crGMaUKqBrwtE6EUnt8eEo3cuimjq+PBt0FFOyITgLs1A/hSoNoOFbJuRpqtFOgeZQKbzk/b+323GSgareIJGc8Fa96jNzMkU2jNB3D7PN+O3e/DHp97diaRviN11A7NFeNCPfRznfp6870oSVD8vTbQUcegz0VYKBqz7jwqJytADtUE4wvA9XjC7hwvds4YP5ZPs6vmuBay4bTC7fJyN+lGI5UcqZmwnbZruKSDqBKKTcop/GcMfZ1f9IWu8JgHsrqC7zwlbLrLRue17HOMRlAtTfwNFCsw1+idXJlKnUCCBhQGgBvuYamkX5HO5oot6pRwGpPRAGrIg1NJwYMVy43eyjAQNUecbBqFOSMV6iwXb0IOfhdaRRicsxbNYZs7sdI3ZKrQ6Wc1/l6+OdAnpZxu6WyOY7ZOncGqtkaeZ53OhVgoJqg+gxUuxeQilQR5AmlAXh8ZvrzOSYYbj49iQoQqCjebBZ9qTnXh7Z+mfuBPdVAlQrEPbVTsU3e1OMtk6L3FaMYjqboqJ7mRSAv87dKJ/FpkVVdJwpUewVPS3T4ijWjaBS3rhXosoBVro6m0QEz92CGpWRxWpwZqGZmRKngplJP8FSE1ND+M+WQj7XpCowbO3Zp7moJriozx2u4SUCjjdL80O4Ez5HOL1r0nuR4xQVpPpQT1igumKcZ713UfJg/E4B1QNoXu6wjHkfvFWCg2nvt+ExWoLcKMFDtrXLB8xioHl9ASgOwfIuMXBm44TT7vOlLMOx8usUK0Bvw0g0uCBBQP96P5pH22cLWm6mmGqjesd6Nj6pFLJriwzi7b8nVgT7/dsFTKYEcH1VTvbbZCtibWPM51ikQD1ClgnWU6zSmbfvFGnwlGgIET+l7AcPTXkVNA3IPRhewIsDQPDyA5pEqNDffHOmVrgmexEA1QQGTfDrlhSdoKtNXPTlPBSiNolF0s6tGNyjoNYryFgeKYNzsoZ/dlWKn/KR226ZOeUlL3nWFgSUB39oJ9srzSpqXr/UYMDvUQsVPKVZSiwi5RQAVAJOaAakp+P+W47uEdSEIVw3QStBVD0JX+s7u1iQ/zbj7oAIMVHkpsAKpV4CBaoKaM1CNX0By01W2CJg3PpD2CuTxj57PsFoBqSlYBT4gGB/M60/PfPCeaqBKMaFCVLaHqcHFIwSAstfdxodMXx8V1ef7gA6mFqvXGfdnXwVCFZdzv5CNba3eIjWqMjTDU/vFjgpX5X/SXsBKF4GWIVTAKsCu8xSHi4FqigXv5nJUdJGgqeE4rTchqvFzFzlFqQsCcMb28iITnBoAlb6Os2uDbj6TC5Sat0yFr5xvDvU2+u4qEX0K3TjW4I1ZR3rvIreIBmwl6Co2CZAN8Gr+n1zH3bWwuzXXBKxqAQxXq/Fzjg50OJUKfBVtdYWLZ7UMUVE3wdfb6fJ5WaIAA9UsCTRP01YKOBKo1jc2w+v1o6KsuEuxfT4/auubjN8LQvRfMK/PD03TkeOJLXs6A9X41jM5Vq9b054GYPH5PttUIo9vJny0FQqIXqDsNbfxBrWtQkXNeb5ObyqtuE6q+0gVUKXnU56Sma4wsc10iUheAS2DAqg7O/NBeqrXmVOuV7BT6VTwidyOtBXfVSt2mTvQKBjFztO0LwECSARWcw7KIKBErXWAiqaTAkYeWm7JV4CBqjUaU45kDxXEzNONNUzuyq6aAU7JtUj5TetMt6mR77S5G8epaDoX/YU6AkV60HFKW8c1R7zfsUb91PdC0epXmoMjx1otuzjdECSAbkDWsMs19H8R5IDtqtENKYKqRvqAfB2aAuR/2p67OnRO/al+NI/K7B1clonNHXWpAANVXhisQOoVcBRQra6px7U3L8b+g0cNJUcMGYB511yGyy+abPxf13X88cnV+MOfnzf+36e4AL9fvADjx44w/r/y+XVYsfIl4+e5V0zH9XMvNX4+VtuAS+bejpeevA99y0uiosRANf5FS7lVl7xrAuv7zvfG3wGf4QgF6ENJ6Xo3qOIqOTOoCJUeXUQ7Y+eZCqBKTu/Vn8q4c5I/Y5ypHQNK7h0C6vQho/EkPxpPzqwPCuRKKdqqhIEf5ZMkFwm3dgUoHyBBc5FMyPSdvvwChFYYj9HvXLVS2IXT5YfNDvCUQCq9ZnCzjwJGAavdklnAKujSoqJzlGe1bQA/J5IZKQaqiatbtEVB3qftb0AIplZOa4OgEjAVzO36BjwVIDd2v52C3KXGFn3DdaojUKBnbHHNxFW1dw/JAKo9zZj+/oVgK0F5sZkcr+Rw7QDk6T55F3y+baCKmonsUu1J52z+PQPVbI4+zz1dCjgKqFZW1+Efr7yJWRefi7wcD/767Kv489OvYMPzywzH6Qfbd+ObP1qEv/5uIcadNBzLHv87/rnuLax9+mFD//OvvBkrfnM7cjxuzLzmdnz4rxVQFBkPPfo0VFXDT344p1OcGKj2fulGuus2HZawrUrE3LGcBqD3imbWmSWbXMg5JEF166ie6nVUQv9kA1Xa3n/nBvOmREbkTT3O0vQclYycqtTqJviNbcOZ0GibegU5bDts56yeEvv2wVTNM2+3jJzDklFQg+BWb6EvuW/CYNT42QSkgk8HATUDlgYfM47zx15cpSst6s/wg6Acw9NUrZTEr0NbYvP2ycjbJYdzRNK25qbRqlHAipv1CtgdqNI29cIdivFaSVucm0alDrIbN2+I52uASKBfheGkFrT21yZas302xrYrLRQ9mge9LhE4VQvN7fp0o4db5iiQDqDakzqU3oaeJ1Q0K/+TLhwGOow1R3/H2wbx38ae9MzG3zNQzcao85zTrYCjgGpHMQ8eqcLFc24zAOoZ40bjN48+g52f7seKh24zDiUAe+HXFuDZ5b9AQX6ucezmVx6D26Vg3NTv4h9/vheF+Xm47No78PLf7kd5aecUAgxUrVnC16/xGHlVK3J1LJzMaQCsUdW+vRRsl1HwiQLa5kTOVKd9EEkFUF30loJZIwPGTYhMb+RqK/rA3F95bIoPXhsX1qIP53KzCPdhEYUfdd4TSttFaau6Lpk50WhrOuXKg6Sb1dBFIfi4Hnzc/H2XxwfPp/yyuqgbzxfz5+A5MaR7KN7sQu7+6IrGjWMDaBzjNz64hQBoyEUqeINO0ggwavwujsrTkeuRKidrLhgFi4wvlw7Vo0N3CeH/U/zdX0S7vghYHJ3ZlulLO6vHn/O5bKQDUOrN2NLNs5ZRKtr6qSDIT4/rsm4832lNcuudAnYGquTi7/uKp9PEqs/3QnMH4WbABJz02mp8BYI/E/hUKdGobj5m/L/z7wmImr+jHJbB7/GYortxAxprNodcpiYsDRS2F4gyXsu5ZbQCdgSqIUG7u2FL+Vbp/UeoUXqA1oEBtJ3AQD+jF6OFg2egaqGY3BUrEKMCjgaqz695Ez974HG8+Y/fGdv7b/3lH1FSlI87538rLM/JF3wHj9x3C847exwmXvYDrHrkLuTmuDHj6lsNh+qvH1mF3BwPbrnhKgPA5uV6jK9QY6Aa40rr4bA99SKWf6hgb72Ax2d6MzYvpDVqOLuX3P0yijebIKpmkv2qv1qhfrKBKo0xk/OndqVx4VYF+btlEICrvtCX1krsgl+A0hQsNNEsQmoMVvqlvGhtQWfTcT6EW7GG4u3DALei3g5cDfiqH3d7am+uEYaiLh2ax4SlugcGKDW+3DrUCIAayzU6VoYmmFoziW60ZGZ+4FjmnE3HuKsk5H0igdzo3bUQ5M8mXayaq12BKr1W5u+UjTQQ6WrG6yLdzJKDN6Xo/5E/B183cz/vPMbWwSpqz+Lt1emKXbKva2egSnOnnL4FOxTTWQ2gZXAALUNV40YorVfPQRFKXTtcpb+brScE0DZQg68Pu6WTvX7s2j8DVbtGhsflZAUcC1R37z2IuT+4F9++6mL86HtXGDG84baHcOKIwfjx978ejulZM7+Pe279Di6dNhErVv4Tf3nmFeN3V8+eitmXnIcrvncXXn3qQSM9wPq3PoTfH8CPvnsFvjF7qgmEGp2bA1QUBRTnuYwiXXXNqXlT+UWzgH7BCqf087/2SvjWKexcseZFKLHtt1aMQakUUbDO/ODSerqK1pPisZFYMYLU9JHjEgFBQKvXnF+H2ne9HsSWoyLG93XuG+W8DTJcB0VouToaZgagu5MH1ETaok7QtFGAQMC0kf5P30UIPbzcqQUmTFSqOufS8/fXECg7zriN7aZkfQIEOiy4BRW0BTXowDK+h39nPt5+XHC7atDN1evFRLtgc3TobtM9akBR0tuN6MdcwWNykxeL0BxcsghFFtHcxq/5icTVrudKDQLcO0S493QGq2qxjuYpAaj5yV9ndtWnt+OSRAF5HhkNLekt7CfVCsZrolQpQK4WIHZT3Z7mSTlK6fXdBJ4AZNOBb+RRN6Bn0JFP/ycAGno8+DvzGNOtb5wb6id0bjcFpbrTOPc9Ce5P2tel7gIap/mhlthnPer0dyD9b+N6u0xtdx5JWVzgQm1jaj7fJEMAsVmA+4AIZb8IubZ9cdDfdt9gDb5BOgLl6XjPaJ/nTTJ0t3OffQrcdh4ej40VcKQCjgSqh76oxrduWoSzTjsJi386D5Jkfuglhyo5VRfe/M1wMEMO1fMnjTcea2hqga7pKCrMw12/fgL9+5Zi7lem4dzZP8K7a/6EHbv24ecPPoGX//aACYWCwMSJq4MgkMclQdeBNl/qwdfNr4j44CgBVmDxNA2jbPTGNjPjnd43OAJ9mH7JLD4TGKXBPzkdb/JSEzk5+JoTUDWoOiBZQFQ/+ELAzf8n4vS+OpZd4lDtAoB7jQixRoDWR4d3JpVT7n3MhGZAJGDaIACNOsQGAUITjO84HrOTAa1Ah14AaIU6UCBAL9TNx/LaxyN9KsD1rggEP4+pg3T4pqYpNv52CGsCWHOLrPtVEehQxFgbqMM7PU3jPE44JUkwniu+gP3G1vtVyGdGKeADclYdZ7+0BGglOrRiHXqJAJ1+LqUUEaxjdwpQFhG6EeH1p/B5EwCkKgFilQDhC/Pnjq+pBE21Ih1SdWcK6L1Yg9Yvve9JOuopHRAg1grQFR3qYB16vr3WnKppIHjOzToFPG4ZbV5n3MATmgTI+wSIewXjPVSo6TmAOkSDNkSHmrLnHK9T61ZpfD3luDkfSXyK8dGsQOIKOA6ofrr3EL57y/2Yet4ZuOuWayFL7S8slEP1k88O4LEHbzWUi8yhOmbUkCg19x44gq//v19g3f8+jJ279+PWXzxipA44cvQYpn/jx3h3zaNGKgDe8p/4IuyuByq8s2SzgqoWAUumezG8KIUfFpI3razsmRx/5evckFtEeMtUI0+mk50WVm/5p+3989e6jTzDV4/xOyJvardwwEtrxSz2RB/IKScebf2mnJ+dqoXrERVyGwVI9IGCvmhrfrNoOkG7aeTGNCoy52tQ8wHKfUo/U04y2roeT6M8gXS+HZvnsISSzS7jRgY1O2+npw8CHkVCbVPmOobsuAbsNqa+azoXczOK++TqkOtFo+p1x0bPVzrGX6gjUGz+TNXUDYdilrdUbPmn7fuuahFUYMpVI5p5cTu85NHrp1FErlQ3vxeQ1R5GvtzCnUr4NYjTO2T5grXJ9O2+5T8Rmej9U85BMy2Aq7b9RZLe27QOVI20AN4K2uaSyFX4XDsqwFv+7RgVHpPTFXAUUP3ks89x5XV3Gdv3b7ruSoii+UeEcqKWFBXgg+278c0fLcJff3cnxo0ZjqUrnsXL6zZh7dMPg7a3R7bbf/UoRo8YhOvnXor6xmZMvvyH2PTSI/jok31YvOxvWP2XxcbhDFST/xTZdFjCxAGmQ5bA0tuHJUzNkErgyVcnM65Q9rrb+BBGxR2qLvQZDhAnN6uBKmm1coeMTYckLJvh3DQjoTWRs19GSTDPbuQ6aTzJbxRRMoBpY9fgJfJ4AjRUxIHAqVpA0NT8mdZhthUVIRBCzzs75yVloOrkV8X2udFaJMhPH/qp+co1HJvkNW6gUKPCQwTs6IvSBCj1gpErkCq2///2zgQ8rqps/O/s2ZqkNOmGUqAsUpaigNKqVAGVChQBRcSVHREEFAHhz/fBh4AKIopiZf1EPzYXpCJFBaT1E1BRKSJ8UpAW7Zq0zd5k1v/z3smdTJJJMzN3ljvn/s7z8NAm99x7zu89aWZ+8573jG3Wz7OesD51RLLqhyJeauUQqso7ssVvbeHX3916+nh2U5EdnZawajXG2lLW/wv9IMpLMWKu7iNgslDNpj1RzVWtV68fUuuBVnpQIM0MAghVM+LILGqLgFFCdfmTf7C29Y9tx75/oXz18rMklUrJd+5+SJbes8y6RDNMb7vhi/LW/fYc1eW1Nevk5M9eIyt+drN1jbYblz4gDz/2vxIKBeWiMz8iek9tCNXKLniVSve/HJLdWpJywSExaQym5PVuv2jpsH3bkjLDpVlilaXkrqe1/jFkFdDXN1sdRwxZWUimt3IIVdOZZc9vysshmfJSjr3+OQ6CUjkaV3E6JWXVX9T/0n8no73W1gxCtdYiVtnxapZksEdFq0+C+p/159yZ6NGp6QzWeIuK1rR0TdSZ+bvHqVD1xX0S3uKXcOfw/7cGLKmd3VRcq0CN7TScfdrKv6+VXf08rdQEvCJU85GrWrN4uy1XZyFXS73WKnk/hGolafMsCKQJGCVU8w3q4FBUtm7rkZnTp43LTN3RPXr7BqQuErakqt0QqvlSL811mq16+6p0GYAT9orLr14PSn/WOQwXHBSVI3Z154sBPbHTzdlhpYnQ6LvYYkyzWbYsGvLMyaOlEqr/7PZLf9Qn+7e7c02XY83oPScSqppFMbSzbstPS1QvyPlyMXbjfRGqboyK+8dklfkYlqvBLp+EerT0x/haAJqRFWtNWoI1oaJVM1tbJs5W10zaSIffOmVbrxuY485/hwsVqpqxplmn1hb+zuHt+1lhtrJPpyYl2pbIbN8n+9T9PweMsDACXhSqecnVgMjgLM1cTViZq17bzVPYKnLf1QhV98WEEZlPwJNCtZRhRaiWkmZ+99Jt/ypWn1gbkBfHnLLdGBK5b8mYE1jyu23Zrtrp6bDUbUjX8tUtjd0HRGXApdK3lBDq3wjI1D+lTxLZeuiQVbPJK60UQjW7buq1h0U9JVVVZLStHH9S6aajBl1bq9Qra7uc80SolpOut+6t9ZMtydrjl2C3SLAr/WfNch3brLIBVn3WZLo+a3NKIhv90vLC6KPi+/eIS/f8rE9wXYBU6zc3/StoHSDal4jLwK7xTOmE9IsOscolWNv3VaBuGc9AP5jSLfvRtuEaqFqvntqKLoguQygnAa8L1bFyNVfNVf1wRaWqJVdnJSTl4JDQcsaSe48QQKiyGiBQeQIIVYfMTRaq4UG/tMUikgimZHNwcPSLdIfcStH9Y8vqR2Wn2vdcdqJ7hKoexjD2TZmO03QxpG/a2p5KC7He/eLSu7e73oSWYv3t6B6lEKp6INuTa4Oya3PSE3VTx/LUn52mV4NWnUV9w68iY9yhVOUOJPevKAGEakVxe/JhWofVqsmq9VmH/2+VDcgz+VS3xUogZR2GZR2INfz/lD8lEvCl/+4TSQVSme+pnNS/j7s+1bFrOAAAIABJREFU01fvkxruZ98zNWlmmO560QP8spseBqWHPoU36/b9gJWJOvZwPkue6vb9aSkZakuKHvhFg4DXCCBUc0d8opqrenVariat12Ka8a9N/x0KdwQkFU7/e+LWAzq9sr4Rql6JNPN0EwGEqsNomCpUx4pAzazsPGzQVVvWL18ZGZehquF0g1C1ttNt80vjP4LjDnPQMXYeNmQdxGFi0wOD2p6MWIcHDcyJS9fBpZOp/+zyWQeTadutNSlNoxOIXIOzFEJV53nzn0JyxoExmeGBurOuCR4DqRoBhGrV0Hv+wSoRQr1+CW3zS7BHrBOyx55iXy1IaRE7VuKmrEO6/EM5Ukmzak0n6lPW9v2YZp9aItXM1x3Vig3PrV0CCNXJY7dDuTo9IamISP2/0jvw7Gby+5vJiVX/CoRq9WPACLxHAKHqMOamCtVZy+rFN8aDDc1IypZ3ueeEcd32f90z6S3ldjt2z7iceUB64Jrht7nfL0v2jMuhmlVSpqbbCK03Ydt8lkRVmZppOQ7R0e/pp7jdB0XFLacRP7w6KHdmbW9UZmcMcywEm0pUlakqVXWOWje1VO3el0Nyf9ZBRdMbUnLtYUOuPIisFEK1VNy4DwRqhQBCtVYiZf44s0v12LPV7a5dB0XFl/SJ6K744f8k6ROf/q5PpEQS+nX773pQgYgvkXW9dZ0vq699nxz3nMx9TvD6wjpcZpeEJU9NPYjL/BXIDMtNAKFaGOEdydXsO2myiEpVWnUIIFSrw52nepsAQtVh/E0UqipSVajmanowgR7OYB3q0Dx8qENzSlLDWz8c4iy4+wsdfnmxM/3p6O4tyYw41ey+05dHZGA4m/HmI4es7zttmg2itciCW4cPdchxGq4+Q2uxaT0yfQPW9MrERYc0g7N337hoFkm1mmZ9Xjhm26CO5fT5Mdm/PZnhpkxf705nwzSE0ry1ZX/9HatC0tLlF61J98ZhUXl1ID2ria7P9+svbfHJNb8fX1Pz8DkJufDgaLXQTfjcYoWqsrx9VVDOnB+Xxir9TLkOJgPyDAGEqmdC7fqJah3nac9ERn2wvHVBtCplR7QcQS6JqyVRGv45OjtMwXYc4a7dRK4PNgP0JAGEavFht+XqlBdzvL/xifTtHpfozKQMtXOoVfGUi+uJUC2OG70g4IQAQtUJPRExUagqktk/zS1UJ8KlWRDpQx30/ymJT9nx6bkOsefVXeWUHlxlCcPhbee2sPrYvPik26h9cZHw1oCVdRra6pPQ1twHWtgHOsSmJdNb66Ym07XShlvd+oBVC1JbMpiSvj3j0vhaUOrXjbwR6tsjLn37xKUaJ+ne9beQ/DyH9FXFu19bUq4fzjL9W0dArliZzgjeN8fXr0mJLNYkm1BKOo8Ykr8O+Hd4/UT3yfX1y1eExZdjZ+PcqSn55uGDea2HSl5UrFC166Zm863kuHkWBKpJAKFaTfo8eywB/XBZD3TSpr/n3VYbUMc3/fE6q8603dx4cBYrCwJuJIBQdR6VfN4rqlQdmpmSoRkJKyGHVl4CCNXy8uXuEMhFAKHqcF2YKlRbnwtLw9rRmQ9bD41a0tQ6ObfXL8EunwR7fBLsG3/ogY1V34Rotqb+Ek00i/V/la3ZwtFhCArq/sTaoHzruXThzWPmxuWsA9PlAXTrnh5ModJU5alK1GBvlhUdfooKT0uaTktJTOuRTU0WLUG1VMCUVUGp25zmnAqI9O0Rk769ExXJ+N004JMrVkRkU78vp6xsb0jJO2YlMoz+2e2X259Ps9utJTnq65ueDsuJeniQpGTre6KicnlH1090n4m+/t0/h2T1tvHxSKXEyqJVQb5/e/nKOhS0yESkGKGq8ThzeZ00hFJy3aJoSTKqCx0310OgmgQQqtWkz7NrlUDDloA01QdlWzTqqjr3tcqTcXuDAELVeZynvBySKVmluPSOvW+Jiz8mEtkYsMp/ZTdNvlGxOqTZqzOSmYOtnI+EO9gEEKqsBQhUngBC1SFzU4WqYml6IyjNyZAkUyJbm3ZwiFJKLKkaUrna45egnpw7LFpzHurgE2tLuIrWuP6nGa2a2dpUftGq0krrcK5bF5DTZyfl7aFUWqJ2+dM10LKaSt9Ya/ogBxWEmnmq4y51C23xScsL4UztVc3w7N87YclVlaylaio4n1gTkDPnjxTHPX15nfRGReJJn8THfHB8+1GDedUnrVvnl52eTW/H33ZIVLbvUh6xmesQsnAgJdGET07eJyanzIuXCpXj+xQjVPWhmgW8ecAnR8xxz1wcw+AGEMiTAEI1T1BcBoEsAqGAT1qbwtLRTd1CFgYE8iWAUM2X1I6v0/IokeHSawO7xEdl8mv2fN2GgEQ2+iXSERAtX5LdNCnFEqyz0gkqkmMnWmlG6Z27IFS9E2tm6h4CCFWHsTBZqAYDPpneWifxREo2dxW+rVqzPjXLM9jrS2ez6gm6Klz1E8scXlIFpkrV+JSUxFuHywYMi9aJfskG+n2ZTNqh9qRoMfSxLbDdZx0aZWWeDstTPR03u2mvNT6R7qaktM1JSt3MhCV8K/nLvW5jQLQekWbKaktEUlYZgIHd4o4zer+8IiJ/70zf9/IF0UytWRXMeoK81qL9xeqg9MfTXFRQHpCD5Vi2oW0+aXsqYtV3690nLr3zxpxk5vDna2x3PTzLHuOhs+Iyo1Hk4dUBOW7PRKbm6L0vBWVmo8jhVZSSxQrVEuPidhCoKQII1ZoKF4N1CQGEqksCwTBqigBCtbLh0veE4S0BCW/0Sd2mQOa9jj0KTSbR93EqV4dmJjhQr8jwIFSLBEc3CDgggFB1AE+7IlQLB2iLVhWHgZ70VnsrszWrDlj2XVOa0TpckzVTNqA5KcFuv+z0TLqmp9363hK3fiFb4nTbJHVPdev+Trp1PyGXvRiSv25JC8fbFw9OWl+18Fnn36P+3wGZ8veQBPvSclPLJvTOi4t+8puP4LUzUQ+dncxsg7/t+ZD8YUPA2sJ/3F6T14/NZ7Qqs9uejEgg6hM9VXjbguofDmVvm9fxT29IyR2LC/8gIJ+5T3ZNIUJV66aqGP7YPuWV0ZONme9DoNoEEKrVjgDPr0UCCNVajBpjrjYBhGp1I+CPDmevbvJJZFNA9O/ZTd/3Dc5QuarJMgnHiSXVnW3lno5QrRxrngQBmwBC1eFaQKg6BJjVXbeCWBms1n8iwa50rVbNMHXSUsGUtW0/vXU/XQM1GRmfIqsi8vUuf2a7tR5gpYchafZjNbIdG9YErdpE9vw1e7d3v7hs33niLfWanXn/y+k6pzpm+zAuJ/xy9dUM37bfhq2sY+Xa+V73bDXUOrnKYfeWpFyxMC15NZbaGkOlL9mQi0++QtWu6at1U7915FBVRX6p1wj3g0ChBBCqhRLjegiIIFRZBRAonABCtXBm5eyhiTCRzenyAOHhBJfs51mlAVSwztADkDncaqJYIFTLuUq5NwRyE0CoOlwZCFWHAPPo7otniVa7PmuPXwKDuUWrLU/jU1MSbU3XaS2mZctJzey05Vwx93LSp+nVoDS9HMx8eqsHe6lYfSop8ux6vzQEZdQBUdc+HbYyUY/cLVG2g42mrQxb9ZDiDSnpPGKo6IO5nHCZrK9dzkCv01guezVoyfEle8TLLlbzFaoaK80cvuDgGHVTJwso3zeeAELV+BAzwTIQQKiWASq3NJ4AQtW9Idb3fXpgb3iTX+rWB8a939Ode4MzExKdrlmsCUkF3TuXSo8MoVpp4jwPAiIIVYerAKHqEKCD7lq7c+ynmKmQyIYl2x3cdXRXzSB8+JWAHLdXIiO89OAgbZU8VV6zd5teDUnT/wXEN1zn9C8pkVv8Iq8FU3L/ksptbW99LiQNa4Oimb8dRwxJvKkyWZ9OgmqLS71HJeRlvkJVx6NrjEOonESXvqYQQKiaEknmUUkCCNVK0uZZphBAqNZOJHX3YmSTX8J6uFVnQLR0XHaLThuuvTo9kT7cysMNoerh4DP1qhFAqDpEj1B1CNBBdz1Zsm1l+nR5u3UdFJWBXctzyrz9jDOW11knse/XlpQzDoyVLQvUft6z6wNWJuqLHQG568ghS6o2vhrKvKDYOi0pibfFKrIFpukfQWl+MSQpX0q2vDua8xAwByEta1cV4U+s9Y8qg3DfyyGrNIIezFXKVohQLeVzuRcEapkAQrWWo8fYq0UAoVot8jy3lgkgVGszetbhVh3p0gCRzenDjrNbMpySdHmAlAzOSljvV5pfDknduoBoubKh9oR0HxCTRGNpX/e7hSZC1S2RYBxeIoBQdRhthKpDgA6768FIkQ6/+GI+q2h5rLX8vyDt7eM69DsXD2W2j2udznLU6Dx9eZ10DB/Yde1hUSsz1j/ks+qrap1V+5Nara3au39M4mV6kRDZ4Jedng6LT3yy7ZCobN+lvOLa4dKYtLsK1itWpg81K3W92R0JVRXkehDVFQtiFc1ynhQIF0CgygQQqlUOAI+vSQII1ZoMG4OuMgGEapUDUKLHa/m3yMYRwarSdJRgrUuJf0yJOH2v2HFE5Xb2lWiqed0GoZoXJi6CQEkJIFQd4kSoOgRYo91Vnv6zy58RYvbp8irmluxZXO1SO4NShZseJnXo7LSw1Nqf2t4xOzEukzIw4JMpfw9KwxvDBYR8IgO7xKV337gk6ksnl0PbfKIlFnxJn/TtHZee/Wr/RHqN2X0vBeXJtcGKCVV95gWPR2Qg5pMz5seseq40CEAgTQChykqAQOEEEKqFM6MHBBCqBq6BlIh1uNUm/S9g/Xmitv7E0pWHcxNJhKqbosFYvEIAoeow0ghVhwAN6a7S845VobT4HHOA1aZ+nzy5Nl13tTEksmTPtERTKdsXk4wkve35kDzyWlqMnrxPTE6Zl79sC/b6pfnFoFW8XVvKL9K/W1z65sUdHxjlHxBpf6JOAlGfVQR+68KoSO7zwGoymio5m0Iam7SA1jis6fbLx+bFi84gnShD9Z/dfrl8RVj2b0tW7ZCzmgySiwcd6vJJqNtvHdAWa02K1nGmFUcAoVocN3p5mwBC1dvxZ/bFEUCoFsetlnpptqomgwR7xr9p0fM2THy9hlCtpRXKWE0hgFB1GEmEqkOABnVXMffwK0FZsHMyI+L+56WgPPRKSKJZu+N3a0nJjMakaCZq9lZzlW0vdvhzZqLmiynU5ZfmvwUlsnlYrAZE+vaISd/eCUkNC8N876XX+WIibb+NSKjXL9HWpHS+Z0gkfWtjW64SC4VOdkdb/lWkaytHeYhCx+nm63Xt1evprv0+q9bVwBz3lZhofS4sDcMflihLPXl285GDRr5Ir8RaQahWgjLPMI0AQtW0iDKfShBAqFaCcvWf0bIqJI3DO/3s0ehrtU2L2fJf/egwAgiYQQCh6jCOCFWHAA3vfvKyehnIsTtecyH1xdy+bUm5ftFQySmEO/3SvCok4a70dpdkKCX9eyWkb8+YpPIVoimRaSvD1omaWj5A6w0lR58BVvJxu+GGKjyfWBuQv232j8oitUsD5DPGsUJVZfnuLd4+eTQfbvY1KlOnP14nWtLCbpWqeaUZDfrzok3/HOpOjyEZEokNx1C/XrfOL61/TtfgzW698+LSu0/tl8QoJF6luhahWiqS3MdLBBCqXoo2cy0VAYRqqUi6+z76erJl1ciH39H2pHQfEK3ImRvVIEOGajWo80yvE0CoOlwBCFWHAA3vft5v6uSNHFtNPjg3LsfvVfrT5cfirNsQkCkvBjOnYCYjKendJy4Du8WtsgA7aq3PhaRhbVCSgZR0Hj4k8ebS1WSttbA/sTYo33ouJNMbUlbJhslqn2YLVbtu6u4tKUvQkpk6efQbVwel5YXxe+c1S1VfDA/MSZfD0K32zc+nr1PZ2XNgWmRO9PVIR8D6kEDbUFtStgx/mFHU11eEc5a+0J+roZnpcfZRI3fyYGddgVAtCFfNX6xvdE3cclnpwCBUK02c55lAAKFqQhSZw1gCCFXWBAQqTwCh6pA5QtUhQMO73/tySO5/afjAqKy53nzEoOzeWjlBqYdWNb0UlGB/OttOt7toJp0eYJWrHmrTK0Fp/ltIUpKSre+KytAMb2dXanmGe/8elDU9/rzq22YLVT2E6vVu/7jauoYvfUfTm/JySKbk+LkpiQidRKgOzhquEzyJsG39YyjzQUWuyWYLW1vwRqcnJdqWlKF295UvcBSwEnVGqJYIpMtvE+7wy9TnwpkMdP2Z2LJwCLlaZNwQqkWCo5unCSBUPR1+YyePUDU2tEzMxQQQqg6Dg1B1CNDw7nro1AWP10lH1tblw+ck5MKDo5WfeVKkcW1arAYG02I13pSU3v3isn3nhHWglR6wI0mRpn8ExSc+2XZQVLbvivyxg/W3joDs3pocdYCVz5c+aGxGw4ggzxaq974UFM1w/faRQ2Sn5rnqVear1B/b9AOA6HStp5rOULW25NtlLcKpUVvyc309z8fnfVnbyoioHMpunYuGxB/1WXLIFqea6a0Z39rGCtv6NQGJt6YPtLJLCuQ9AMMuRKg6D2jDmoC0vBC26l9r698zLt0HuKsExYzlo8t56Dg1+7yrGr8XnSOv+h0QqlUPAQOoQQII1RoMGkOelABCdVJEXACBkhNAqDpEilB1CNAD3VWq/rPLLx39PtmtNVnRzNSJ8Da9EpKmfwQs8aNNtyn7xiSh9u0el563uuuNuJuWi27lP3N5XWZIty8etITp/S+H5I2edKHaXZoTVkarymm2+ucXPc3mnLYinF6bWQezxlpS0nGk+w4R0PIE/nh6oCp89QCtsU1rwQb7/RLu8Fl1uwZnpz+k0CxczcbV1jc3nilZoCUItHarSlbNdPVKQ6g6i7Qe4DbjsZF/k+y7dR0UlUTTyLrMXlP68+aPiYQ7AqNq/9rrUu/Rv0c8U1d4p6dV1qbX+7aF0Um/ni1PNy4ZtHY9zFpWP26iWiKj87Ahq4SHjkmzufWDE91NoU2/ps3rHzrkWiEIVWc/N/T2JgGEqjfjbvqsEaqmR5j5uZEAQtVhVBCqDgHSvWoEfHGxsgCb/hEaJ1N1UJrVpNlNtIkJqFS976WgbOr3W4eL3fxcWJ7MOvVde1YtI7lGA2cL1VhzSgZ2j1siUiWKLSFrdFo5h62iVTMK9f+Ds0fmqFKp6bV0hq4ecKXlObSpaBWfZuKmMiLLJB4IVWfR1F0GOz2T+6C08Ga/RDrTUnLLYdFM9vS0FZGKf332TycWqtnfUwFrHxCXLWb1dGZbtGrmt2aq6wcV2eK3FAJWedrM9N8gzaJ1Y0OoujEqjMntBBCqbo8Q4yuGAEK1GGr0gYAzAghVZ/wEoeoQIN2rTqD5Rc1WHb+9mtPKCw/Nx5bVS/+YpN7GkMh9S7YXfjMP91DBaAsTL2LQEgGazRra5peeA+MZ+WUfFKdMeubHModeKS9tEzHTUh6agahNxXSuLFo3cEao5h8FXSNaLkIzmbcsilofOmj5CS1DMbbpv+W+oZEsTz28zc70zGSEtidkYNdEZg3p/QP96Ttlf93KaB3e2aAZ1LbwnOjruWaUq1SG/ftGPzTQcgW6Zu0PEvQeKn79UbHqFq8/ceTf02wBm8/X9T4pLQ/Sqgc0jvxjreI03pDKzD/XwXgqbLvnu2/XBkI1/58broSATQChylowkQBC1cSoMie3E0CoOowQQtUhQLpXncBEb8LJUC08NEtyZF7pXZZlCYDC72p+D5UxKodUEtImJtD0alAi69JZc7myDFVu2XJN76KitW6d1tRMlxWw29YFUVdm/CJUx8deBWO40y+aYZotQrMzS+14qoic+Wi96O6D7KZb6XVLvVualibQkgLB4Q8ChtqTo+RmIeMsl4DNJX11XLa0tUsiRNsTo8pyjGS0ViaLXMdRvz4gwS7Nck9YHFUW0yAAgR0TQKiyQkwkgFA1MarMye0EEKoOI4RQdQiQ7q4g0P54nZXpZDfdUty5aJBTlwuMzrVPh+UPG9KZgHZ7x6yEXLGwCoeQFTj2al2eqZka80nXwbHMgVPVGk8tPlfrWqp0063P2duh2x+PZGpPZs9LD8Hqnq/1L91Vk9LLQlV/DvQgNRVjQ7OTk2Yl2yJRs0SzM5P1A7Km1UGJdAasGrxa11czTGlpAspNP2jQ7NuxGbAqePV7Kk21zqt9sFc2O1uoFpoZa1+vmcEdRw5lbqliXJvGKvsDJVvYji13ki1s69b5pfXPo0s86GF4Gxdv53c3Cx4CkxBAqLJETCSAUDUxqszJ7QQQqg4jhFB1CJDuriFg1XLc7pdEfVK275zgDVkRkflnl09ufi4ia4bl9K4tKbnw4CFXHERWxHQq0sXexq4H0KhQpRVPYGyphFynqY+9e/Y2aVvu6DVbFo1IH82MVeGjrVyHZKm8ahoISiQRkG2RqGvLEhQfnZGetjxVETrUPv6Asuy6ufbWe806HCtPSzEW7pGbgH5IUTfmwzGVlRuGy7fogXLatJRG9s+K/TOk4jOfEgTFill9ttZ0bRhTs1u/7raMZNYYBNxIAKHqxqgwJqcEEKpOCdIfAoUTQKgWzmxUD4SqQ4B0h4CJBAJBEZ9PJI4gzCe8Ko1UqNJKTyBXpp2KoWhL0qpJ2fG+EXFajNxRKai1J7Ol0kTboSeandbLbFtZNyoj0JSSIyrWsjOBVcTZfPrmxq1t/No0c7JxdTqrdHDnJKfZl/5HoaA7jl2T+jOz7WDnpTJUptv1a+246/91h0jfHiP/BtrCVrOWt2btcLCFrV6vB9lNJlT1ZzrXz6jX61Tv6N+ieGOKD5QL+mmpzYsRqrUZN0a9YwIIVVYIBCpPAKHqkDlC1SFAukPAQAJT6tNCtXcAoZorvCpQVRxliwUDl4ErpqTyzpYz9oAmqqGqUs9uduak/t0+uEj/nC1OixGweg+t9aonuNtt+q/qJNg3UnJEv64Ca+vCEdlbrszYQoKkLK1M/oH0qfKaSap1K+2WLcv0hPidnklvxx6clchIMWWsWdnWVu6d9eR4PkgoJAaVvDZ9OJbfeqRKSbcd5qZrcdyW/6DIxg+mt/zrWpu2Mr0GY83JzIcnun41e33s2tS/6wcAbvhZq2Sc9VnKsuWFcOZDnWhbUrYsHEKsVjoQFXweQrWCsHlUxQggVCuGmgdBIEMAoepwMSBUHQKkOwQMJIBQnTioKlNVKKlU27x4KHNKuIHLwDVT0my7ug3pLcpaU7OUYsg+3T1bwE60HTofATsRtHy2T6sk0mxZbbm2YUenjz78yM4U1evHnvhuj8OWS9mC1P6eJX3fHpXmF4NWrVq91n6u/l1r2KrIGtw5Mapep2sWBgOpeQItq0Ki/6aq/FXp2z1/tOTXCepa1GZ/gJVdtzp7zWYL2OwPAbQ2s2bE6s9Wdr3emoeXNYFcmfxaYzf73wWT5stcRBCqrAITCSBUTYwqc3I7AYSqwwghVB0CpDsEDCSAUM0dVH1jPn15xDo8iQOoDFz4eU5J469C3W4T1XrNzpQrRWasPi8fMZtL/ObK9NX7bXt7VKb+cXwWYJ4ouAwCjgmEAj5pbQpLR/dIRnc+N9WfQyvbuiVdH1mFavPzQQn1+MdlVduZrtkCVvtqBm8qnNphVqtVH3l1UAIDfkk0aFZ2oqQf6thz1fHowWJpeZzK/BujH4aoRNaDyLbPyXHgm/5TNDpB3rpHdFpSOt9TGNN8uHONOwggVN0RB0ZRWgII1dLy5G4QyIcAQjUfSju4BqHqECDdIWAgAYTqxEG1D+Rhq7OBC7/IKeXK/uzfI25l2xXSLKHSn87Gy86YtUsZhDt8ozJFs0shjD3x3X6uLXInEqp6AJBPfKOeV8iYuRYCTgkUK1Tzfa7+fDau1ixsnwzsksjU/bV3G+h9sjNa9edQvxdtT0gilJL2FaPrI2tm98bF6bIE2U1/N+gHLXYWrP7chjvTP8+6Bd/+mdZ7169RSeoT/XfC/tnNrk+cfbDbpF+fQKiqZN16qPO6ufly5rrKEkCoVpY3T6sMAYRqZTjzFAhkE0CoOlwPCFWHAOkOAQMJIFRHB5VDpwxc5CWeUrjDL03bghIM+KUvEJOBXUdqk5b4UUXdbqIt/5uPGCxLtl1Rg6STJwmUW6hOBNU+SC3Q7xtV1iJbYA7OTEjdxpHazPa9tr85YWV3a5tUeA6X5JhMnNqiVe+5fddEpj6xJWY7fJJoTH/QYgvb7Ez59sfrLEGb3VL+lGw6ZqQszdgDxTy52AyaNELVoGAylQwBhCqLAQKVJ4BQdcgcoeoQIN0hYCABhOpIULVeqi1UdZs/DQITEaiPBKQuFJBtfWnR4rY26lCqlpT0zhtfr9JtY2Y85hOollCdiKwKzMg6v7XNPhUWqVufzjLNbtH2pGh2tzZbqGq94f69xotQvSbanspkqNqZ6PHGZMlqumpZgpZV4UzJAK01rYfG2aVJ7IO8tORB37w4GekG/FghVA0IIlMYRwChyqKAQOUJIFQdMkeoOgRIdwgYSAChmg5q9iEn1Ew1cKGXeEpuF6olni63g0BJCLhNqGZPSjPP21ZGxs2zZ/+Y9O0VL8n8K3ETzVDXDwc1q1XL1fDhYCWol/cZCNXy8uXu1SGAUK0Od57qbQIIVYfxR6g6BEh3CBhIAKE6ElR9E6rZRdRMNXChl3hKCNUSA+V2niDgZqGqAdjp6bDUbRjZ9p+dnVpLAVKZ2rg6MCpbtunVoCRDIoOzE6MO2quleXl1rAhVr0be7HkjVM2OL7NzJwGEqsO4IFQdAqQ7BAwk4HWhqpmp2YcCGRhiplQGAgjVMkDllsYTcLtQ1QCEunzii6VrlKpQNaXNXFZnZa1qaYAti6ISazFnbqbEaKJ5IFRNj7A354dQ9WbcmXV1CSBUHfJHqDoESHcIGEjAy0LVrpnaceQQby4NXNvlnBJCtZx0ubepBGpBqJrKXksBNK4OWrVXNy0ezExTa67ah1+ZOvdanxdCtdZMQoM6AAAgAElEQVQjyPhzEUCosi4gUHkCCFWHzBGqDgHSHQIGEvCqULUPFyFbx8BFXYEpIVQrAJlHGEcAoVr9kNpZqjoSu3a4lrnZPifJbo3qhyfnCBCqLg0Mw3JEAKHqCB+dIVAUAWOFajyREL/PL35/eotRvm0oGpNkMiX1deG8uiBU88LERRDwFAGvClV9U9n+eES2LmTro6cWfIkmi1AtEUhu4ykCCFV3hVvrqjavClmD4gArd8UmezQIVffGhpEVTwChWjw7ekKgWAJGCtXtg1H56NlXyVmfOFaOed+CDJutXb3y7g+dP47VnTddIoe+bZ7c+9ATcse9j1jfP+X4I+WMU462/rxlW48cdcol8sg918uM9qmj+iNUi1169IOAuQS8JFRVomrTrFQaBJwQQKg6oUdfrxJAqLov8rrlv2FNQAZ2TWS2/usOjkRjWrLSqk8AoVr9GDCC0hNAqJaeKXeEwGQEjBOqNy59QO6+f7k1769dcfYooapi9LDjPy9Lv/ZF2WXn6Rk209umSiQckkUnfF7u+MYlUl8XkcUfv0Se/80dEgoFRe+ZSCTl0s99bBxPhOpkS4zvQ8B7BLwiVFWmTluRzubXmqk0CDghgFB1Qo++XiWAUHV/5PV35fTlEesAK62tqr8v+RCyunFDqFaXP08vDwGEanm4clcI7IiAcUK1q7tPBqNROeXca+QLZ52UU6hqpuluu8waxeXfGzrkAx/7kjz32G2WXN3/8FPl53d/RZqbGuWYT31ZHv3RV6V9WitClZ8nCEBgUgJeEaq6vT/U7ZdYc1K2vjPKIRyTrgwu2BEBhCrrAwKFE0CoFs6sGj0a1gZFs1STwZR0vG/kA8js+qvVGJdXn4lQ9WrkzZ43QtXs+DI7dxIwTqjamFWOnn/aCTmF6uHvfKu0NDfJXru/SY476l3SMqXRykA99Jhz5b5br5SG+oi87+SLrQzVr996nzTU18lFZ31ENnd2SWNDnfWf3chQdefCZlQQqCYBrwhVfYPY+EpAtrwnSrZNNRecIc9GqBoSSKZRUQII1YridvwwLQegWara9Hdo63MhqwxA77w4H0o6ppv/DRCq+bPiytohgFCtnVgxUnMIeEqo9vVvl2/d8RPRLf69fQPy0PLfSdtOLfLA0v+UcDgkd9z7S/nBg49Z0T35uMMt2Xr8aVfKr++/Qb59589kxTPPSywWl/NOPV4+etzh1nVDsYQ5q2HMTPTFRjgUEH3ZFzV4nsYGkIlVjUDAOgzPJ4lkUhJJkfTfaRCAwI4IBPwifp9PYgnq8bJSIJAvAf31Egz4JBrn5yZfZm65LvisTwIvp18fxA9MSeKtE8cwnkhacaaVjoC+x+H9Tel4cqfqE4iEAtUfBCOAgMcIeEqojo3t629ssLbza1bqAfPmWt/u6RuQVDIlLc2NcuXX75JZM6bJKR86Qt553Hnyp+Xfl5deWSP/ccNd8uiPvmZd39ltbt1AlUBTp4QlkUzJtt6ox340mC4EiifQEAmI+HwyMJg+fMLnM+NNULDLJ43PBmVo76QM7mbuh0nFR56eTghEQn4JB/3Su51DW5xwpK+3CAT9Ik31Ienqj3lr4obMNtDvk/q/+aX/oISkQulJ1b8SkHhrSmLTk5lZJiUlPpx5yaKur8p2aonIFoPfx5UMFjeqGQJtLZGaGSsDhYApBDwtVPsHBuXtHzxH7vrmpfKOt+4zKqYqW086+2p54sc3ycur18rFV98qv/v5LbJh0xY58qNflD8tX2qVAmDLvyk/CswDAqUjYOKWf62VqgdQab03rZmaXQOudOS4k5cJsOXfy9Fn7sUSYMt/seTc2U9LAsxYni4tpqUBNi0eHDVQFbDW9xqxq04iyJZ/J/To61YCbPl3a2QYl8kEjBOq8UTCyjDVzNNzPrVEjjlygYRCQSuGK55ZJYNDQ3LoQftKKBiQm2//qbXt//EHv2HVUc1ul1yzVPaa+2Y545Sjpbu3XxYe+zl59pFb5e//WCPXfftHsuwH11mXI1RN/vFgbhAojoCJQlVF6rSnwhYQaqYWty7otWMCCFVWCAQKJ4BQLZyZm3vo79qGtQFpXB2UeENKtixK74QLd/pl6h/DEtg+LFQbUrJ1wZDEWhGrxcQToVoMNfq4nQBC1e0RYnwmEjBOqH7hqlvlV0/9cVSsHrnnetltl1nym5XPyeXX3yED29Of9u7UOkVuuPKzcuhB80Zd/9qadXLyZ6+RFT+72cpC1Xbj0gfk4cf+15KzF535ETn2/QsRqib+RDAnCJSAgIlCVbHoGz1tyRBv4EqwTLjFGAIIVZYEBAongFAtnFmt9Mg+wGr6b+ok2DO6fNDgrIRsXUhJrmLiiVAthhp93E4Aoer2CDE+EwkYJ1QnC5JmsG7Z2mNdNr2ttaDahnqQVV0knMl41XuQoToZcb4PAe8RMEWo6jb/5udDsm1hFInqvWVc8RkjVCuOnAcaQAChakAQ85jC7J/W57yq6+CYJBqTEmtJ8Xs6D472JQjVAmBxac0QQKjWTKgYqEEEPCdUSx07hGqpiXI/CNQ+AROEanbN1N59YtI7j4OCan9lunsGCFV3x4fRuZMAQtWdcSn1qGYtqxffmHPH9BCreENS9Pe1ti2HRWWoPX1gpH4t1jJyqFWpx1Pr90Oo1noEGX8uAghV1gUEKk8AoeqQOULVIUC6Q8BAAiYI1Ya1QWl9LiQDc+KiGTA0CJSbAEK13IS5v4kEEKomRnX8nFpWhaTx1fSZEHbr3yMuqVRankY6/bL+xO2Z781cVmeV6RlqS7LLJMcSQah64+fGa7NEqHot4szXDQQQqg6jgFB1CJDuEDCQgAlCVcMS6Qhksl0MDBNTchkBhKrLAsJwaoIAQrUmwlSSQU55OSSRjnQ26lB7UnT3SK5mHyIZ6vFbZQA2LkmfHaFNRauWB4hOn7h/SQbr8psgVF0eIIZXFAGEalHY6AQBRwQQqo7wUUPVIT66Q8BIArUqVDUrVZtmpdIgUGkCCNVKE+d5JhBAqJoQxfLNIXvrv35IOm1l2HpYoiElmxanRasKWN2REmtNSbQ9YWW1mt4QqqZH2JvzQ6h6M+7MuroEEKoO+ZOh6hAg3SFgIIFaFKr2Fn8NR3YdNgPDw5RcSgCh6tLAMCxXE0Coujo8rhtcYMAnoS6/JVHtD0+zRavK1C2Lhqxx67X6vVirHnpllmRFqLpuaTKgEhBAqJYAIreAQIEEEKoFAht7OULVIUC6Q8BAArUoVNt/ExHdHsgBVAYuyBqZEkK1RgLFMF1FAKHqqnDU5GBscRrc5pNkU0r69kjvUsn+oHVwVkK2LoxaX1cZqwdkaZbr2KZfr18fkEC/TwZnJ6ysVzc2hKobo8KYnBJAqDolSH8IFE4AoVo4s1E9EKoOAdIdAgYScLtQbVgTsN4oaYs3pqR7flR84pNwh996A0SDQDUIIFSrQZ1n1joBhGqtR9C949fs1Pq1fitLVbNZe+elRWvTq0FpXhWy6rP2zYtnBGyoyydtK+ss2Wo3PTire777DrZEqLp33TGy4gkgVItnR08IFEsAoVosueF+CFWHAOkOAQMJuFmoqkxt/XO6hprdNIOk44iRQysMDAlTqgECCNUaCBJDdB0BhKrrQmL8gKa8FJTGV4NWpmrP/FhGqLY/HhGt2Tq2bViyXVIhd2FBqLorHoymNAQQqqXhyF0gUAgBhGohtHJci1B1CJDuEDCQgJuF6k5Ph6VuQ2Ac9U1HDUqi0Z1b8wxcIkwpBwGEKssCAoUTQKgWzowepSGgpQJUlGqmqrZZy+pHZafaT+mZF5N4ix54lcxcW5oRFH8XhGrx7OjpXgIIVffGhpGZSwCh6jC2CFWHAOkOAQMJuFmotq2MWFv7x7bOw4asNzs0CFSLAEK1WuR5bi0TQKjWcvTMGnvrc2FpWDv+A9tYc9Kq0a6t48ghVxxwhVA1a+0xmzQBhCorAQKVJ4BQdcgcoeoQIN0hYCABNwvVKS+HRLfrZTfNMNEteTQIVJMAQrWa9Hl2rRJAqNZq5Mwb90Q1VDWDtW5dwJKq608cea0xbUVEEo1JibanrPrtdqZrJcggVCtBmWdUmgBCtdLEeR4ERBCqDlcBQtUhQLpDwEACbhSq9iFU22fHZdozI1mqKlO7D4jKwK4cRmXgUqypKSFUaypcDNYlBBCqLgkEw7AIBPp9Urc+IP64z8pEneigS621qjVXtalI3bhkpI67fk/7lrMhVMtJl3tXiwBCtVrkea6XCSBUHUYfoeoQIN0hYCABtwlVPY1XT+XVZm+301N4g/0+0QOpaBBwAwGEqhuiwBhqjQBCtdYixnhtAipOIx1+8ff5pOfAmPVlW7SqZO3fIy698+JlAYZQLQtWblplAgjVKgeAx3uSAELVYdgRqg4B0h0CBhJwm1DVbXWRTr90HRyTgTnleXNiYBiZUoUJIFQrDJzHGUEAoWpEGJnEMAHNbm1ZFRI98Epfr+jrFlu01q8JyNDOCRlqc569ilBlyZlIAKFqYlSZk9sJIFQdRgih6hAg3SFgIAG3CVV/zGe9OSn3FjoDQ8mUKkgAoVpB2DzKGAIIVWNCyUSyCOhrFn3tYr9uaX4+JE2vpXfa9M2NZzJai4WGUC2WHP3cTACh6uboMDZTCSBUHUYWoeoQIN0hYCCBagtVrZfavCoomxcPVfSQBwNDyZQqSAChWkHYPMoYAghVY0LJRHZAQEsB1L8esEoE9O4bz9RmbX0uJJGOgGyfnZDtuyby/uAYocpyM5EAQtXEqDIntxNAqDqMEELVIUC6Q8BAAtUUqtlZHL37xMpWf8zAsDGlKhNAqFY5ADy+JgkgVGsybAy6RATafxORUI/futuWw6Iy1J4+YFNLB8Rak5JoyF0nHqFaogBwG1cRQKi6KhwMxiMEEKoOA41QdQiQ7hAwkEA1hapmakx9JiQ98+PUSzVwbZk8JYSqydFlbuUigFAtF1nuWysE9HVPuMM36gPkmcvqrJIBKlQ7Fw2NEqsqW5tWByUc8ks0lpSeeTGJtjuvy1pqXnp4aKjLL6lQigNESw3X0PshVA0NLNNyNQGEqsPwIFQdAqQ7BAwkUGmhqlvhsuuj6psIPSGXBoFaIoBQraVoMVa3EECouiUSjMMtBPQ1kJY9UnGqbeOSwczQ2p6MSHhbOqPVbqmQyOYjBiXR6J7XTVNeDsmUl9I1Y7VF25KyZeGQ6FhpEJiIAEKVtQGByhNAqDpkjlB1CJDuEDCQQCWFatOrWi81JGzvN3AheWxKCFWPBZzploQAQrUkGLmJoQT0cCt7279msk5bGc4503hTShJ1KevD6Z4DY9Y1+mG1llHSls/X9Vlaw16bPnNgTtz682Rf1wzUofZk5oNxfW7745Fx4+w+ICb9e6bvSYNALgIIVdYFBCpPAKHqkDlC1SFAukPAQAKVEqr6wl0PZNBWilNvDQwFU6ohAgjVGgoWQ3UNAYSqa0LBQFxOQDNXW/4akvp/pTNXc7UhzQRdNGR9K1vAVvLrWo6g+YXxqahD05MyNCsxSr66HDnDqzABhGqFgfM4CIgIQtXhMkCoOgRIdwgYSKBSQlXR7fR0WAZ2TWROvDUQJ1PyCAGEqkcCzTRLSgChWlKc3MxwAuEOv7StHJ/92fW2mCSaUpIMp7NUtamA1Rqm2vL5upWJuiYtaxONMjpDdQdf90X1iCzJZMY2vB6U1r/kFqqRzenxDM5KyNaF0cw4KfNk+MLNc3oI1TxBcRkESkgAoeoQJkLVIUC6Q8BAAuUUqpoxkf3C3kB8TMmjBBCqHg0803ZEAKHqCB+dPUgguz6p1iTt2cd9W+nbH6+TUHdatNqt54CYBLt9VuaslhPonZfe/m+XflIRrF8bnJ3wYFSZshJAqLIOIFB5AghVh8wRqg4B0h0CBhIol1C13wRoJsLmxUMcPGXg2vHylBCqXo4+cy+WAEK1WHL08zIBVZUzp9XLhi3bXYnBF1NRGpJIh1/iw/VYo+3pzNmxTeu8Nr2Wrt3adXAskxmrZaHCHT6Jt6Zk++xEppasKyfMoEpCAKFaEozcBAIFEUCoFoRr/MUIVYcA6Q4BAwmUQ6jq1rPpyyPWFjQOoDJw0TAlQaiyCCBQOAGEauHM6AEBtwvVYiKkmavxxmRGnE5bEZFIZ7pEwNYF0UzmqorWRGNStC4szSwCCFWz4slsaoMAQtVhnBCqDgHSHQIGEiiHUFVM+mJZ21A727kMXDaenxJC1fNLAABFEECoFgGNLp4nYKJQHRvUULffynANdvmkZ348s6up/fGI6Pe0bTksmnlNqR/YU4u1tn80EKq1HT9GX5sEEKoO44ZQdQiQ7hAwkECphGrd+oA0rA1YmQU0CJhOAKFqeoSZXzkIIFTLQZV7mk7AC0J1ohhqiQAVraEev6w/caTkwcxldaI1ZfVD+2wBa/paMGl+CFWToslcaoUAQtVhpBCqDgHSHQIGEiiFUG1eFbIOGtCWXRPLQFxMCQIWAYQqCwEChRNAqBbOjB4Q8LJQzRX97LJSmqW6cclg5jItHRCdnpRoe2JcmYDG1UGpX58+LFUPwxqYww6qav50IVSrSZ9ne5UAQtVh5BGqDgHSHQIGEiiFUJ3yUlD0EKqe+THp2yN9kisNAiYTQKiaHF3mVi4CCNVykeW+JhNAqOaOrpYCCPT7MvVW9e9aIkBboiElmxanRasK2KnPhK1M1+zWOy9u1fmnVYcAQrU63HmqtwkgVB3GH6HqECDdIWAggWKF6tj6VfpCNtbCoQEGLhGmlIMAQpVlAYHCCSBUC2dGDwggVPNbA/q6NNzhl/Bmv6TCKVFhqk1r+k9bGR53k2h7UjoPG8rv5lxVcgII1ZIj5YYQmJQAQnVSRDu+AKHqECDdIWAggWKEqp662rwqKNsWxDh0ysA1wZQmJ4BQnZwRV0BgLAGEKmsCAoUTQKgWziy7x0RCNamONZWSWEtKtu+qJQDYYeWMdGG9EaqF8eJqCJSCAELVIUWEqkOAdIeAgQQKFapaK1VrpmrrmxuXngPZLmXgsmBKkxBAqLJEIFA4AYRq4czoAQGEqvM1MGN5nQQGlORIizelJNiX/ppu/bczWjVpINjlE81gjbUmrfIBtNITQKiWnil3hMBkBBCqkxGa5PsmC9XwoF/aYhFJBFOyOThonfxIgwAEJidQqFC1DwPQU1X5NH9yvlxhJgGEqplxZVblJYBQLS9f7m4mAYSq87jWrQ/I1OfC4hvOAVBJunXBkGiWaqjLP0qc7vR0WOo2BKyHZp8NoKWttFHeynk89A4I1dJw5C4QKIQAQrUQWjmuNVWo6qmNLS+MGFSVqZ2HDUqslU8UHS4ZunuAQD5CVV9E6otPPU2VBgEIiCBUWQUQKJwAQrVwZvSAAEK1dGtAa6ymQqkdvkfU17x16/wS7ghYu7BsgTptRUQinX7rtfCWRVHEqsOwIFQdAqQ7BIoggFAtAlp2F1OF6qxl9ZlPHO35Ds5KyNaFUYfEvNddX2hYW136fVZtzL4942T7Gr4MJhOquh5anwvJUFtStiyieL/hy4Hp5UkAoZonKC6DQBYBhCrLAQKFE0CoFs6sHD30tbDWY9XSAZsWD2ZKAbQ/HrEeN9SelP4945QIyBM+QjVPUFwGgRISQKg6hGmiUNWtGypUx7ZEfUo2fXDQITFvdVeZ2rYy/aLAbprl23EEHE1eCTsSqvopvf1CkXqpJq8C5lYoAYRqocS4HgIiCFVWAQQKJ4BQLZxZOXto6avsHVuzfzryPnT9idszj1YBG29NWaKVMgHjI4JQLecq5d4QyE0AoepwZZgoVBVJ9i8yG5HWxNl4bPqXmn6SqL/8+GW24wXUsiokja8Gx13UediQVZidZiaByTJU9RCqZEiol2pm+JlVkQQQqkWCo5unCSBUPR1+Jl8kAYRqkeAq2E0zV0PdPunbI55576kHYdktW7Rq2YBYy8RltDTBRZseiGXymSAI1QouUB4FgWECCFWHS8FUodr6XFga1qaLh9tNT2rUExu12aeSaw3I7vkxGZydcEjSzO7tT0YktC39Szy7db0tJnUb/ZZU5VNW82I/VqiOfVFo3oyZEQScE0CoOmfIHbxHAKHqvZgzY+cEEKrOGVb6DprIowdhhTs0eiJdB6ffk2bv/Bpbni7Q77N2CmoikDaVqd0HRGVgVzPftyJUK70qeR4ERBCqDleBqULVkqZvBKU5GZJkSmRr0+iMyikvBa3MS/3lpr/Q7JPJ9ZeabtlQ0eqlphxUQOsnoPrLu+PIdF3Mpv8LSvPfRw73spn0zY1J02vprys7+0UBmb9mrJrmRFDE55Mefyzz4YPObMthUauOLg0CEBhPAKHKqoBA4QQQqoUzowcEEKrmrAF979n8fMg63CpbqGoyw7TfhUXGvCVVqbphyUgZAXNIiCBUTYomc6kVAghVh5EyWagGAz6Z3lon8URKNnflrvmpnxRqlqVd90ZrQ+ovNi0FoAdYmSxW7XnaSyi7TMLGJYMWE61HO+2ZiCVa7aaZvipR9Re9fso6ODuZyfDVFwRNr+l28JT0zE9fR6sdAqEun+z0zMgn4br+E+GUhLv8Vna3xp4GAQjkJoBQZWVAoHACCNXCmdEDAghVM9eAJqbY7z01+WfKy+OTWnTmm44alESjeck/CFUz1zWzcjcBY4VqPJEQv88vfn86xT+7RaMx2dbdJ9PbWsXnG/39oWhMksmU1NeF84qc14XqWEhaLFwlq2Zs2lJRr9FTzTUzzwTBqtKz4Y30HDUT1a4ja9fF1PIH2YXVdf4q2nxac3aS2j36y19Z6QuCrQuiGdGqX9evRdu1ELsZHPP6Aauxi3Z6Oix1G0aXyhiamZT+3eKUxaixWDLcyhNAqFaeOU+sfQII1dqPITOoPAGEauWZV+OJ7b+NSGjr+NJr2fVXqzGucj0ToVoustwXAhMTMFKobh+MykfPvkrO+sSxcsz7FmRmn0ql5Hv3LJPv3v2Q9bWdWqfId667UObPm2v9/d6HnpA77n3E+vMpxx8pZ5xytPXnLdt65KhTLpFH7rleZrRPHUUToZp7cWVnb6oItIuIq3y0t8PXwg+mjr1+fUC2zx6RmCqNVXqqHNat+uXYwp39CatyUn52/Z/sbeOa5RpvTBohqmthPUw2xlyHuWkfU1+4TcaD70OgEAII1UJocS0E0gQQqqwECBROAKFaOLNa7NGwJiCtfx6dJDW2zmotzmuiMSNUTYomc6kVAsYJ1RuXPiB337/c4v+1K84eJVT/+uJq+cR518oPb7lc9n/L7vLtO38mv3ziGXn8gZus6xed8Hm54xuXSH1dRBZ//BJ5/jd3SCgUFL1nIpGUSz/3sXFxRahOvtRVrk75e9DK3Mv+JaaCUIVgrozOye9a/iuyt4pkb9euRp1YfWakwy/hzX6rlILdZi6rszJlVe52LhpCrJZ/WVhPsMo1dKbj0XNgLJOlPPtn9Z6q1VQh3DzGIwQQqh4JNNMsKQGEaklxcjOPEECoeiTQItbOSWv3ZFSsg4AHdo1bh1OZ2BCqJkaVObmdgHFCtau7TwajUTnl3GvkC2edNEqofmPpg/Lyq2vljhu/ZMVlc2eXvPfDF8pPbr9apjQ1yAc+9iV57rHbJBIOyf6Hnyo/v/sr0tzUKMd86svy6I++Ku3TWhGqDla0ij+tKWpv+9ct8s2r0r/RqllfUselNU7r1vutsdl1LvWXr2ajqvDNrnPqAEFJu+q4W/8UssSevjDYtHikzq3WstUXDVrfVsdPK56ALf6zSy1kb+3vmR+Tvj3StVFbnwtbh5Nlt/494tI9P30SKQ0CEJiYAEKV1QGBwgkgVAtnRg8IIFRZAyYSQKiaGFXm5HYCxglVG7jK0fNPO2GUUL34v74nU1ua5IoLPpmJy77v+Yzcev1F8q637y+HHnOu3HfrldJQH5H3nXyxlaH69Vvvk4b6OrnorI9YAraxoc76z26btuU+rMntgc9nfAG/T9paIpJIpqSzO31qfSmb9YnhP/0S2RCQnkNisn3XtPjTr6t4HZo9cthVKZ+r91IZadc51ee1/D4tdq1Mz6PTc82+ptTPL/X9Av2+THF1lcNTn0pvb4m3JGXL+9MZrTqfUIdfYlmHiGWPQ5kHu/wSn6TOa6nH7rb7ZbOc8tegNLwatIbYNy8u/fumxWn9moD4lfnU1KhD2fR7TS8Fpa4zLVUH2xJWv7G1mt02Z8YDATcQqAv7JRIMSPcAH0C4IR6MoTYIBAMizQ0h2drLz01tRKy4UWrZMlrpCKhQbZ9aJ5sNfh9XOlrcqVYIzJg64ihqZcyMEwK1TsBTQvWsL90oe8/dRb54zkmZuB2y+By56uLPyNFHHCp33PtL+cGDj1nfO/m4w+W4o94lx592pfz6/hus8gArnnleYrG4nHfq8fLR4w63rosnkrW+BnY4/mAgXci7rPO0d7APl7gJPOQT39b0YWGJD6YkNatELyKjIv6/+MS3QUSiPkl8dCR2gV/6JLWrSGpOSlJNtR9S34bheUZEkvum+fnX+sT/eJprcs+UJA8b4ep/1if+v48c0JbaMyWJrO/XPpEdz0B5+f8i4tvok+S8lCQXDDNb7RNlk5yZEtk1zS2f5h8+7C6ZSkkskbJq3NEgAIFJfg59PtEfHT0YkgYBCORHwCc+6wDWRNLs16P50TD3qlg8JaEgryVKGeFAwG+VdKNBwBQC9vt2U+bDPCBQCwQ8JVQ1Q1UPorr885/IxMbOUF20YL71tZ6+AUklU9LS3ChXfv0umTVjmpzyoSPkncedJ39a/n156ZU18h833CWP/uhr1vXUUC39MtcDnxpfCUioxy8blwxmMkmnvByyalVmb2HXrMpQV1r6anZpojFLEg5v5c++3q45qtmpejiWXX6g9LNw3x217qdmT0Y6/aNKLChXrRc7tnUdFJWB4axh982muBFplq5mJOm5GtAAACAASURBVIc70nVn7fIOymbayrTRH5gTtw4bc9Km1AdFzVAvmXZOMNLXYwTY8u+xgDPdkhBgy39JMHITjxFgy7/HAu6R6bLl3yOBZpquIuApoao1VP/x2hty2w0XW0HIrqG6z55zRgXm9Tc2yElnXy1P/PgmeXn1Wrn46lvldz+/RTZs2iJHfvSL8qflS61SAAjV8q3n7C33eiiT1gW1xanWC9Wt7dOeiVjlAey2dUHUEq5a+1TFrDYVpypitenXVKRpPUwvt2y2bU9GJLwtLaWzm9ZfDXb5JNaSssoxqGjUpvIx1O2TWGtS4iqxG9ybTabyONDvz4w91zrSOVnlELr81pzsUhBO1gdC1Qk9+nqVAELVq5Fn3k4IIFSd0KOvVwkgVL0aebPnjVA1O77Mzp0EjBOq8UTCyjDVg6TO+dQSOebIBRIKpcXaX19cLZ8471r54S1XyP777C7fuuMn8ugTz8rjD9xkbZfKbpdcs1T2mvtmOeOUo6W7t18WHvs5efaRW+Xv/1gj1337R7LsB9dZlyNUK7Ow9WCg+vUBqX89ILGpSSuDMPtgIHsUejjThiXbM0J1qC1p1bD0ukDdUZQa1gSk9c/D9RayLoxPSUmwN/1zYYtq/XM2d42DLVqbnw9JwxsBS8D27xnPZBJbJ2vGtMarMwGr4rxhTdBaB8lwSgbm6GFhucW4Pk+zkbWpINVMZ7vp+KPTk9ahXbZoL/UqRqiWmij38wIBhKoXoswcS00AoVpqotzPCwQQql6IsvfmiFD1XsyZcfUJGCdUv3DVrfKrp/44iuwj91wvu+0yS7Sg+3fufkiW3rPM+r5mmN52wxflrfvtOer619ask5M/e42s+NnN1jXablz6gDz82P9acvaiMz8ix75/ofV1hGr1FvGsZfWjslPtkaw/cbuogFW5Wopsw+rNsDJPVlE5c/lolspu8xGDkgqnSypkZ25qlm9wm08027PnwFhGSk5bEbHKCWjbclg0I7En+rqKTb2HZrlm38fOLFYBq3LWjmHbyoiVlZzdVPTWrfdbWbMac4293WYsr5NkULORk9K3b7yiawGhWpm1y1PMIoBQNSuezKYyBBCqleHMU8wigFA1K57MJk0AocpKgEDlCRgnVPNBODgUla3bemTm9GnjMlN31L+3b0DqIuFMxitCNR/a5bsml2CzYpIl1cr3dLPurCfbay3V4IDPEpz9e8Qk1lr4Vn6VmsH+8QJWa5bq1vtiBayOb8Zj40+uHJyVEP2e1ttV8bplUbRsWaeFRByhWggtroVAmgBClZUAgcIJIFQLZ0YPCCBUWQMmEkComhhV5uR2Ap4UqqUMChmqpaRZ2L0aVwel5YXQqE79e8Sle76zA4UKGwVXOyEwkYCtW+cXX8yXEbCamaoCfWzTOq99e8Stw8jKtX2/mPkhVIuhRh+vE0Coen0FMP9iCCBUi6FGH68TQKh6fQWYOX+EqplxZVbuJoBQdRgfhKpDgA67q2iLdAbEHxVLqJl2Kr1DPEZ1z1Xiwa0CHaFq1NJjMhUigFCtEGgeYxQBhKpR4WQyFSKAUK0QaB5TUQII1Yri5mEQsAggVB0uBISqQ4B0h0CeBPTwrJYXwpm6uVpftXPRoFUr120Noeq2iDCeWiCAUK2FKDFGtxFAqLotIoynFgggVGshSoyxUAII1UKJcT0EnBNAqDpkiFB1CJDuECiQgGYlp0Kpomq8Fviooi9HqBaNjo4eJoBQ9XDwmXrRBBCqRaOjo4cJIFQ9HHyDp45QNTi4TM21BBCqDkODUHUIkO4QMJAAQtXAoDKlshNAqJYdMQ8wkABC1cCgMqWyE0Colh0xD6gCAYRqFaDzSM8TQKg6XAIIVYcA6Q4BAwkgVA0MKlMqOwGEatkR8wADCSBUDQwqUyo7AYRq2RHzgCoQQKhWATqP9DwBhKrDJYBQdQiQ7hAwkABC1cCgMqWyE0Colh0xDzCQAELVwKAypbITQKiWHTEPqAIBhGoVoPNIzxNAqDpcAghVhwDpDgEDCSBUDQwqUyo7AYRq2RHzAAMJIFQNDCpTKjsBhGrZEfOAKhBAqFYBOo/0PAGEqsMlgFB1CJDuEDCQAELVwKAypbITQKiWHTEPMJAAQtXAoDKlshNAqJYdMQ+oAgGEahWg80jPE0CoOlwCCFWHAOkOAQMJIFQNDCpTKjsBhGrZEfMAAwkgVA0MKlMqOwGEatkR84AqEECoVgE6j/Q8AYSqwyWAUHUIkO4QMJAAQtXAoDKlshNAqJYdMQ8wkABC1cCgMqWyE0Colh0xD6gCAYRqFaDzSM8TQKg6XAIIVYcA6Q4BAwkgVA0MKlMqOwGEatkR8wADCSBUDQwqUyo7AYRq2RHzgCoQQKhWATqP9DwBhKrDJYBQdQiQ7hAwkABC1cCgMqWyE0Colh0xDzCQAELVwKAypbITQKiWHTEPqAIBhGoVoPNIzxNAqDpcAghVhwDpDgEDCSBUDQwqUyo7AYRq2RHzAAMJIFQNDCpTKjsBhGrZEfOAKhBAqFYBOo/0PAGEqsMlgFB1CJDuEDCQAELVwKAypbITQKiWHTEPMJAAQtXAoDKlshNAqJYdMQ+oAgGEahWg80jPE0CoOlwCCFWHAOkOAQMJIFQNDCpTKjsBhGrZEfMAAwkgVA0MKlMqOwGEatkR84AqEECoVgE6j/Q8AYSqwyWAUHUIkO4QMJAAQtXAoDKlshNAqJYdMQ8wkABC1cCgMqWyE0Colh0xD6gCAYRqFaDzSM8TQKg6XAIIVYcA6Q4BAwkgVA0MKlMqOwGEatkR8wADCSBUDQwqUyo7AYRq2RHzgCoQQKhWATqP9DwBhKrDJYBQdQiQ7hAwkABC1cCgMqWyE0Colh0xDzCQAELVwKAypbITQKiWHTEPqAIBhGoVoPNIzxNAqDpcAghVhwDpDgEDCSBUDQwqUyo7AYRq2RHzAAMJIFQNDCpTKjsBhGrZEfOAKhBAqFYBOo/0PAGEqsMlgFB1CJDuEDCQAELVwKAypbITQKiWHTEPMJAAQtXAoDKlshNAqJYdMQ+oAgGEahWg80jPE0CoOlwCCFWHAOkOAQMJIFQNDCpTKjsBhGrZEfMAAwkgVA0MKlMqOwGEatkR84AqEECoVgE6j/Q8AYSqwyWAUHUIkO4QMJAAQtXAoDKlshNAqJYdMQ8wkABC1cCgMqWyE0Colh0xD6gCAYRqFaDzSM8TQKg6XAIIVYcA6Q4BAwkgVA0MKlMqOwGEatkR8wADCSBUDQwqUyo7AYRq2RHzgCoQQKhWATqP9DwBhKrDJYBQdQiQ7hAwkABC1cCgMqWyE0Colh0xDzCQAELVwKAypbITQKiWHTEPqAIBhGoVoPNIzxNAqHp+CQAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQyJcAQjVfUlwHAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIeJ4AQtXzSwAAEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQL4EEKr5kvLodZ1bu6WxoV7q68IeJcC0IQABCECgXATiiYQEA4Gct+/tGxD9/tSWKeV6PPeFQE0S0J8Lv88vfr9WgqRBAAKTEeju7ZehoZhMb2vNeWk0GpNt3X3W930+fq4m48n3IQABCEAgTQChykrISeCNdZvknEtvkrX/3mR9/4QPHib/8YVPSyiY+40vGCEAAZEnfvcX+fyV3x6H4i+/vl0i4RCIIACBLAJvrNssiz9+ifzm/htl9sy2zHcGtg/KpV/5vjz5+79aXztg3ly55Sufl7adWuAHAc8T2D4YlY+efZWc9Ylj5Zj3Lcjw4PeP55cGAHIQ0MSQT33+usz7mblzZsuZHz9Gjn3/QuvqVCol37tnmXz37oesv+/UOkW+c92FMn/eXHhCAAIQgAAEJiWAUJ0UkTcvOOtLN0pTY71ce9mZsnHzFjnp7KvlPy76VOYFiDepMGsI7JjA47/7s3z5utvlJ7dfPerCXXaeTsYDiwcCWQQ+du418sJLr1lfGStU77j3l/LjXzwlP7zlCmt3xGcv+6bstsssueaS02AIAU8TuHHpA3L3/cstBl+74uxRQpXfP55eGkx+AgKbO7vk54/9TpZ84J3SWF8nP/zJr+XuBx6TlQ992/r98tcXV8snzrtWfnjL5bL/W3aXb9/5M/nlE8/I4w/cRAY4qwoCEIAABCYlgFCdFJH3LtBtMQuP/Zz86DtXyFv329MCcO23figbN2+VW669wHtAmDEE8iSgb2iv/sZ/y+9+fkuePbgMAt4koG9y9cM6FatjheqHz/xP+cB7DrGyiLT96qk/yheuulVe/O3dfDDhzeXCrIcJdHX3yWA0Kqece4184ayTxglVfv+wVCCwYwL/3tAhH/jYlyyB+rb995JvLH1QXn51rdxx45esjvq76b0fvtD6YHyfPeeAEwIQgAAEILBDAghVFsg4Aq+tWSdLPnOFPPXTm6V9WrrWkH6i+/Cvfj8u8w58EIDACAEVqhdceYsc94F3SiQSloPn722JoYlqRMIOAl4msKljmxz+kYvGCdVDFp8jX7n0dOtnR9tLr6yRj5x1lTz9i+9Ky5RGLyNj7hCwCKgQOv+0E8YJVX7/sEAgsGMCDy3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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mask = df2[\"driver_race\"].isin([\"Black\", \"White\"])\n", + "fig = px.line(\n", + " df2[mask],\n", + " x=\"hour_of_day\",\n", + " y='percent_stops_for_race_gender',\n", + " color=\"driver_race\",\n", + " title=\"Figure 2. Percent of traffic stops by race, gender, and hour of day, Fayetteville PD, 2002-2022\",\n", + " labels={\n", + " 'percent_stops_for_race_gender': 'Percent of stops',\n", + " 'hour_of_day': 'Hour of day',\n", + " \"driver_race\": \"Driver race\",\n", + " \"driver_gender\": \"Driver gender\"\n", + " },\n", + " color_discrete_sequence=(px.colors.diverging.Picnic[1], px.colors.diverging.Picnic[7]),\n", + " height=600,\n", + " markers=True,\n", + " line_dash=\"driver_gender\",\n", + " line_dash_map={\"male\": \"solid\", \"female\": \"dot\"},\n", + " line_group=\"driver_gender\",\n", + ")\n", + "fig.layout.yaxis.tickformat = ',.0%'\n", + "fig.update_traces(textposition=\"bottom right\")" + ] + }, + { + "cell_type": "markdown", + "id": "0d616c91-c6c2-4eb5-a4b9-edf9c74c013d", + "metadata": {}, + "source": [ + "## Figure 3. Percent of drivers searched by race, gender, and hour of day" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "b04332d0-4be2-4f29-b385-6a776cbde601", + "metadata": {}, + "outputs": [], + "source": [ + "df3 = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS ({stops_summary_sql})\n", + " SELECT\n", + " hour_of_day\n", + " , driver_race\n", + " , driver_gender\n", + " , count(*) AS stop_count\n", + " , count(*) FILTER (WHERE driver_searched = true) AS search_count\n", + " FROM stops\n", + " GROUP BY 1, 2, 3\n", + " \"\"\",\n", + " pg_engine,\n", + ")\n", + "df3[\"percent_stops_searched\"] = df3.search_count / df3.stop_count" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "518ab740-4f08-48a8-a1bc-21affce565a0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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hour_of_daydriver_racedriver_genderstop_countsearch_countpercent_stops_searched
20.0Blackfemale107503600.033488
30.0Blackmale1981719540.098602
100.0Whitefemale53881860.034521
110.0Whitemale93725590.059646
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" + ], + "text/plain": [ + " hour_of_day driver_race driver_gender stop_count search_count \\\n", + "2 0.0 Black female 10750 360 \n", + "3 0.0 Black male 19817 1954 \n", + "10 0.0 White female 5388 186 \n", + "11 0.0 White male 9372 559 \n", + "\n", + " percent_stops_searched \n", + "2 0.033488 \n", + "3 0.098602 \n", + "10 0.034521 \n", + "11 0.059646 " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "black_white_drivers = df3[\"driver_race\"].isin([\"Black\", \"White\"])\n", + "midnight = df3[\"hour_of_day\"] == 0\n", + "df3[black_white_drivers & midnight]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "61c74433-3ce1-490a-8c30-17005cf82c01", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Driver race=Black
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Percent of drivers searched by race, gender, and hour of day, Fayetteville PD, 2002-2022" + }, + "xaxis": { + "anchor": "y", + "autorange": true, + "domain": [ + 0, + 1 + ], + "range": [ + -1.3788358114520722, + 24.37883581145207 + ], + "title": { + "text": "Hour of day" + }, + "type": "linear" + }, + "yaxis": { + "anchor": "x", + "autorange": true, + "domain": [ + 0, + 1 + ], + "range": [ + -0.004699895566693885, + 0.1317870303284693 + ], + "tickformat": ",.0%", + "title": { + "text": "Percent of drivers searched" + }, + "type": "linear" + } + } + }, + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mask = df3[\"driver_race\"].isin([\"Black\", \"White\"])\n", + "fig = px.line(\n", + " df3[mask],\n", + " x=\"hour_of_day\",\n", + " y='percent_stops_searched',\n", + " color=\"driver_race\",\n", + " title=\"Figure 3. Percent of drivers searched by race, gender, and hour of day, Fayetteville PD, 2002-2022\",\n", + " labels={\n", + " 'percent_stops_searched': 'Percent of drivers searched',\n", + " 'hour_of_day': 'Hour of day',\n", + " \"driver_race\": \"Driver race\",\n", + " \"driver_gender\": \"Driver gender\"\n", + " },\n", + " color_discrete_sequence=(px.colors.diverging.Picnic[1], px.colors.diverging.Picnic[7]),\n", + " height=600,\n", + " markers=True,\n", + " line_dash=\"driver_gender\",\n", + " line_dash_map={\"male\": \"solid\", \"female\": \"dot\"},\n", + " line_group=\"driver_gender\",\n", + ")\n", + "fig.layout.yaxis.tickformat = ',.0%'\n", + "fig.update_traces(textposition=\"bottom right\")" + ] + }, + { + "cell_type": "markdown", + "id": "beb91a1d-2e7a-4921-9663-0bf8bd3f2b65", + "metadata": {}, + "source": [ + "## Figure 4. Percent of drivers arrested by race, gender, and hour of day" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "1faaabac-463a-4501-82b9-46fcb011996d", + "metadata": {}, + "outputs": [], + "source": [ + "df4 = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS ({stops_summary_sql})\n", + " SELECT\n", + " hour_of_day\n", + " , driver_race\n", + " , driver_gender\n", + " , count(*) AS stop_count\n", + " , count(*) FILTER (WHERE driver_searched = true) AS search_count\n", + " , count(*) FILTER (WHERE driver_arrest = true) AS driver_arrest_count\n", + " FROM stops\n", + " GROUP BY 1, 2, 3\n", + " \"\"\",\n", + " pg_engine,\n", + ")\n", + "df4[\"percent_drivers_arrested\"] = df4.driver_arrest_count / df4.stop_count" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "05378300-afca-4dbe-8d25-727c5e8a60a1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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hour_of_daydriver_racedriver_genderstop_countsearch_countdriver_arrest_countpercent_drivers_arrested
20.0Blackfemale107503601720.016000
30.0Blackmale1981719546880.034718
100.0Whitefemale53881861020.018931
110.0Whitemale93725592900.030943
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" + ], + "text/plain": [ + " hour_of_day driver_race driver_gender stop_count search_count \\\n", + "2 0.0 Black female 10750 360 \n", + "3 0.0 Black male 19817 1954 \n", + "10 0.0 White female 5388 186 \n", + "11 0.0 White male 9372 559 \n", + "\n", + " driver_arrest_count percent_drivers_arrested \n", + "2 172 0.016000 \n", + "3 688 0.034718 \n", + "10 102 0.018931 \n", + "11 290 0.030943 " + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "black_white_drivers = df4[\"driver_race\"].isin([\"Black\", \"White\"])\n", + "midnight = df4[\"hour_of_day\"] == 0\n", + "df4[black_white_drivers & midnight]" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "82d8e172-68fb-4359-9868-aa44baaf1a4c", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Driver race=Black
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Percent of drivers arrested by race, gender, and hour of day, Fayetteville PD, 2002-2022" + }, + "xaxis": { + "anchor": "y", + "autorange": true, + "domain": [ + 0, + 1 + ], + "range": [ + -1.3788358114520722, + 24.37883581145207 + ], + "title": { + "text": "Hour of day" + }, + "type": "linear" + }, + "yaxis": { + "anchor": "x", + "autorange": true, + "domain": [ + 0, + 1 + ], + "range": [ + -0.004569815967474285, + 0.10843552766981301 + ], + "tickformat": ",.0%", + "title": { + "text": "Percent of drivers arrested" + }, + "type": "linear" + } + } + }, + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mask = df4[\"driver_race\"].isin([\"Black\", \"White\"])\n", + "fig = px.line(\n", + " df4[mask],\n", + " x=\"hour_of_day\",\n", + " y='percent_drivers_arrested',\n", + " color=\"driver_race\",\n", + " title=\"Figure 4. Percent of drivers arrested by race, gender, and hour of day, Fayetteville PD, 2002-2022\",\n", + " labels={\n", + " 'percent_drivers_arrested': 'Percent of drivers arrested',\n", + " 'hour_of_day': 'Hour of day',\n", + " \"driver_race\": \"Driver race\",\n", + " \"driver_gender\": \"Driver gender\"\n", + " },\n", + " color_discrete_sequence=(px.colors.diverging.Picnic[1], px.colors.diverging.Picnic[7]),\n", + " height=600,\n", + " markers=True,\n", + " line_dash=\"driver_gender\",\n", + " line_dash_map={\"male\": \"solid\", \"female\": \"dot\"},\n", + " line_group=\"driver_gender\",\n", + ")\n", + "fig.layout.yaxis.tickformat = ',.0%'\n", + "fig.update_traces(textposition=\"bottom right\")" + ] + }, + { + "cell_type": "markdown", + "id": "7c85b139-0a8e-4321-90ad-dc69a06151f7", + "metadata": {}, + "source": [ + "## Figure 5. Percent of black of drivers pulled over" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "9b2da9d7-62c8-49b7-8be3-d89059f08b4e", + "metadata": {}, + "outputs": [], + "source": [ + "df5 = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS ({stops_summary_sql})\n", + " SELECT\n", + " officer_id\n", + " , driver_race\n", + " , count(*) AS stop_count\n", + " , sum(count(*)) OVER (PARTITION BY officer_id)::integer AS total_by_officer\n", + "\n", + " FROM stops\n", + " GROUP BY 1, 2\n", + " \"\"\",\n", + " pg_engine,\n", + ")\n", + "df5[\"percent_drivers_stopped\"] = df5.stop_count / df5.total_by_officer" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "d438f5bb-2669-4538-9e0e-cf444ffc5a7f", + "metadata": {}, + "outputs": [], + "source": [ + "minimum_100_stops = df5[\"total_by_officer\"] >= 100\n", + "black_drivers = df5[\"driver_race\"] == \"Black\"\n", + "black_and_white_drivers = df5[\"driver_race\"].isin([\"Black\", \"White\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "a45bb58f-f84c-4c7e-a7c6-96072c598045", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Percent black of drivers stopped=%{x}
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mask = black_drivers & minimum_100_stops\n", + "fig = px.histogram(\n", + " df5[mask],\n", + " title=\"Figure 5. Percent of black of drivers pulled over by Fayetteville PD officers, 2002-2022\",\n", + " x=\"percent_drivers_stopped\",\n", + " labels={\n", + " 'percent_drivers_stopped': 'Percent black of drivers stopped',\n", + " },\n", + " height=600,\n", + " marginal=\"rug\",\n", + " text_auto=True,\n", + ")\n", + "fig.layout.xaxis.tickformat = ',.0%'\n", + "fig.update_layout(yaxis_title=\"Number of officers\")\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "b82b2f7b-0320-4337-a958-92ec83133eac", + "metadata": {}, + "source": [ + "## Figure 5a. Percent of drivers pulled over" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "ccf45f32-ed43-4259-9ac7-d197ca48b832", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Driver race=Black
Percent drivers stopped=%{x}
count=%{y}", + "legendgroup": "Black", + "marker": { + "color": "#636efa", + "pattern": { + "shape": "" + } + }, + "name": "Black", + "offsetgroup": "Black", + "orientation": "v", + "showlegend": true, + "texttemplate": "%{value}", + "type": "histogram", + "x": [ + 0.5955284552845529, + 0.7348314606741573, + 0.5375939849624061, + 0.5910596026490066, + 0.5119876256767208, + 0.489769820971867, + 0.7348242811501597, + 0.4869281045751634, + 0.4827586206896552, + 0.7223618090452262, + 0.6128, + 0.5383615084525357, + 0.6109215017064846, + 0.6012396694214877, + 0.7054337464251669, + 0.6156901688182721, + 0.7037037037037037, + 0.6033755274261603, + 0.5306122448979592, + 0.6110776640577965, + 0.6973684210526315, + 0.6138014527845036, + 0.6829787234042554, + 0.5580495356037152, + 0.5870535714285714, + 0.7198364008179959, + 0.583969465648855, + 0.4222503160556258, + 0.512987012987013, + 0.773109243697479, + 0.5251617541337168, + 0.37719298245614036, + 0.6328042328042328, + 0.6122448979591837, + 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+ "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mask = black_and_white_drivers & minimum_100_stops\n", + "fig = px.histogram(\n", + " df5[mask],\n", + " title=\"Figure 5a. Percent of drivers pulled over by Fayetteville PD officers, 2002-2022\",\n", + " color=\"driver_race\",\n", + " x=\"percent_drivers_stopped\",\n", + " labels={\n", + " 'percent_drivers_stopped': 'Percent drivers stopped',\n", + " 'driver_race': 'Driver race',\n", + " },\n", + " height=600,\n", + " marginal=\"rug\",\n", + " text_auto=True,\n", + ")\n", + "fig.layout.xaxis.tickformat = ',.0%'\n", + "fig.update_layout(yaxis_title=\"Number of officers\")\n", + "fig.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.16" + }, + "toc-autonumbering": true, + "toc-showcode": true, + "toc-showmarkdowntxt": true, + "vscode": { + "interpreter": { + "hash": "3ab0d64f7fb02d199241109eded95bbda3a0e882b4218b3ffbccdd3971421a7c" + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/nc/notebooks/2023-01-contraband/mecklenburg-sheriff.ipynb b/nc/notebooks/2023-01-contraband/mecklenburg-sheriff.ipynb new file mode 100644 index 00000000..17eee17d --- /dev/null +++ b/nc/notebooks/2023-01-contraband/mecklenburg-sheriff.ipynb @@ -0,0 +1,8559 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "749b210b-9e23-4456-91ee-7331ad1cbedb", + "metadata": { + "tags": [] + }, + "source": [ + "# Mecklenburg County Sheriff's Office Traffic Stops\n", + "\n", + "Date: February 7, 2023\n", + "\n", + "Recreate analysis from Frank R. Baumgartner's [Benchmarking Traffic Stop Data: Examining Patterns in North Carolina and the City of Raleigh](https://fbaum.unc.edu/TrafficStops/Baumgartner-benchmarking.pdf)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "270347fe-ee5a-414c-9f96-e41ce3bd5548", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import logging\n", + "\n", + "\n", + "def configure_root_logger():\n", + " console_logger = logging.StreamHandler()\n", + " console_logger.setLevel(logging.DEBUG)\n", + " console_logger.setFormatter(\n", + " logging.Formatter(\"%(asctime)s - %(levelname)s - %(message)s\")\n", + " )\n", + "\n", + " logger = logging.getLogger()\n", + " logger.handlers = [] # reset handlers in case this cell is re-run\n", + " logger.setLevel(logging.DEBUG)\n", + " logger.addHandler(console_logger)\n", + " return logger" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "67f817c3-47a6-4fd6-95b5-0dda28527f4b", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import os\n", + "\n", + "from sqlalchemy import create_engine\n", + "\n", + "from dash import Dash, html, dcc\n", + "import plotly.express as px\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "60c0fadf-757e-42fe-afe6-aaa975550952", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly\n", + "plotly.offline.init_notebook_mode()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "72d94156-79ae-44ae-8fee-1bad846aed31", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "logger = configure_root_logger()\n", + "pg_engine = create_engine(\"postgresql://postgres@db:5432/traffic_stops_nc\")\n", + "pg_conn = pg_engine.connect()" + ] + }, + { + "cell_type": "markdown", + "id": "ed90f8a1-17cc-4f7a-b4a2-04e152bf58a3", + "metadata": { + "tags": [] + }, + "source": [ + "# Data prep" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "3da18013-be2c-4434-9545-57cddc8b1044", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
idname
0168Mecklenburg County Sheriff's Office
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" + ], + "text/plain": [ + " id name\n", + "0 168 Mecklenburg County Sheriff's Office" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def lookup_agencies(agency_names):\n", + " return pd.read_sql(\n", + " f\"\"\"\n", + " SELECT\n", + " id\n", + " , name\n", + " FROM nc_agency\n", + " WHERE name ~ '{\"|\".join(agency_names)}'\n", + " ORDER BY 2\n", + " \"\"\",\n", + " pg_conn,\n", + " )\n", + "df = lookup_agencies({\n", + " \"Mecklenburg County Sheriff\",\n", + "})\n", + "agency_ids = df['id'].tolist()\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "b90f97b5-f808-4838-984b-619ea8ffd4ed", + "metadata": {}, + "outputs": [], + "source": [ + "from enum import Enum\n", + "\n", + "class StopPurpose(Enum):\n", + " SPEED_LIMIT_VIOLATION = 1 # Safety Violation\n", + " STOP_LIGHT_SIGN_VIOLATION = 2 # Safety Violation\n", + " DRIVING_WHILE_IMPAIRED = 3 # Safety Violation\n", + " SAFE_MOVEMENT_VIOLATION = 4 # Safety Violation\n", + " VEHICLE_EQUIPMENT_VIOLATION = 5 # Regulatory and Equipment\n", + " VEHICLE_REGULATORY_VIOLATION = 6 # Regulatory and Equipment\n", + " OTHER_MOTOR_VEHICLE_VIOLATION = 9 # Regulatory and Equipment\n", + " SEAT_BELT_VIOLATION = 7 # Investigatory\n", + " INVESTIGATION = 8 # Investigatory\n", + " CHECKPOINT = 10 # Investigatory\n", + " \n", + " @classmethod\n", + " def safety_violation(cls):\n", + " return [cls.SPEED_LIMIT_VIOLATION.value, cls.STOP_LIGHT_SIGN_VIOLATION.value, cls.DRIVING_WHILE_IMPAIRED.value, cls.SAFE_MOVEMENT_VIOLATION.value]\n", + " \n", + " @classmethod\n", + " def regulatory_equipment(cls):\n", + " return [cls.VEHICLE_EQUIPMENT_VIOLATION.value, cls.VEHICLE_REGULATORY_VIOLATION.value, cls.OTHER_MOTOR_VEHICLE_VIOLATION.value]\n", + " \n", + " @classmethod\n", + " def investigatory(cls):\n", + " return [cls.SEAT_BELT_VIOLATION.value, cls.INVESTIGATION.value, cls.CHECKPOINT.value]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "21db2796-45aa-41d3-89d6-76f942ff29b2", + "metadata": {}, + "outputs": [], + "source": [ + "stops_summary_sql = f\"\"\"\n", + "SELECT\n", + " nc_stop.stop_id\n", + " , date AT TIME ZONE 'America/New_York' AS stop_date\n", + " , EXTRACT(hour FROM date AT TIME ZONE 'America/New_York') AS \"hour_of_day\"\n", + " , nc_stop.agency_id\n", + " , nc_stop.agency_description AS agency\n", + " , nc_stop.officer_id\n", + " , (CASE WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.safety_violation()))}) THEN 'Safety Violation'\n", + " WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.investigatory()))}) THEN 'Investigatory'\n", + " WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.regulatory_equipment()))}) THEN 'Regulatory and Equipment'\n", + " ELSE 'Other'\n", + " END) as stop_purpose_group\n", + " , (CASE WHEN nc_person.ethnicity = 'H' THEN 'Hispanic'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'A' THEN 'Asian'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'B' THEN 'Black'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'I' THEN 'Native American'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'U' THEN 'Other'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'W' THEN 'White'\n", + " END) as driver_race\n", + " , (CASE WHEN nc_person.gender = 'M' THEN 'male'\n", + " WHEN nc_person.gender = 'F' THEN 'female'\n", + " END) as driver_gender\n", + " , (nc_search.search_id IS NOT NULL) AS driver_searched\n", + " , (CASE\n", + " WHEN nc_contraband.contraband_id IS NULL THEN false\n", + " ELSE true\n", + " END) AS contraband_found\n", + " , driver_arrest\n", + "FROM \"nc_stop\"\n", + "INNER JOIN \"nc_person\"\n", + " ON (\"nc_stop\".\"stop_id\" = \"nc_person\".\"stop_id\" AND \"nc_person\".\"type\" = 'D')\n", + "LEFT OUTER JOIN \"nc_search\"\n", + " ON (\"nc_stop\".\"stop_id\" = \"nc_search\".\"stop_id\")\n", + "LEFT OUTER JOIN \"nc_contraband\"\n", + " ON (\"nc_stop\".\"stop_id\" = \"nc_contraband\".\"stop_id\")\n", + "WHERE nc_stop.agency_id IN ({\",\".join(map(str, agency_ids))})\n", + "\"\"\"" + ] + }, + { + "cell_type": "markdown", + "id": "2959f5b6-d589-4112-9669-0db505f85de8", + "metadata": { + "tags": [] + }, + "source": [ + "# Figures" + ] + }, + { + "cell_type": "markdown", + "id": "8ad8e417-ea2b-4c44-8a8d-e3cbe9e890d5", + "metadata": {}, + "source": [ + "## Figure 1: Percent of stops for safety-related purposes, by race, gender, and hour of day" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "517e3523-97e1-4b10-8514-d56047d6eb84", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS ({stops_summary_sql})\n", + " SELECT\n", + " hour_of_day\n", + " , stop_purpose_group\n", + " , driver_race\n", + " , driver_gender\n", + " , count(*) AS stop_count\n", + " , sum(count(*)) OVER (PARTITION BY hour_of_day, driver_race, driver_gender)::integer AS total_hour_stops_by_race\n", + " FROM stops\n", + " GROUP BY 1, 2, 3, 4\n", + " \"\"\",\n", + " pg_engine,\n", + ")\n", + "df[\"percent_stops_for_race_gender\"] = df.stop_count / df.total_hour_stops_by_race" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "52f2424a-7fbe-4d00-a441-ca2653ad05b7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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hour_of_daystop_purpose_groupdriver_racedriver_genderstop_counttotal_hour_stops_by_racepercent_stops_for_race_gender
50.0InvestigatoryBlackmale61840.032609
60.0Safety ViolationBlackmale1471840.798913
70.0Regulatory and EquipmentBlackmale311840.168478
\n", + "
" + ], + "text/plain": [ + " hour_of_day stop_purpose_group driver_race driver_gender \\\n", + "5 0.0 Investigatory Black male \n", + "6 0.0 Safety Violation Black male \n", + "7 0.0 Regulatory and Equipment Black male \n", + "\n", + " stop_count total_hour_stops_by_race percent_stops_for_race_gender \n", + "5 6 184 0.032609 \n", + "6 147 184 0.798913 \n", + "7 31 184 0.168478 " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "black_drivers = df[\"driver_race\"] == \"Black\"\n", + "male_drivers = df[\"driver_gender\"] == \"male\"\n", + "midnight = df[\"hour_of_day\"] == 0\n", + "df[black_drivers & male_drivers & midnight]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "6ce7a70a-8e2e-4761-bfe1-5fed8507884e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "184" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[black_drivers & male_drivers & midnight].stop_count.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "9ac8d2be-a835-4f6b-b65a-3cc3b9d6a10e", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Driver race=Black
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mask = (df[\"stop_purpose_group\"] == \"Safety Violation\") & (df[\"driver_race\"].isin([\"Black\", \"White\"]))\n", + "fig = px.line(\n", + " df[mask],\n", + " x=\"hour_of_day\",\n", + " y='percent_stops_for_race_gender',\n", + " color=\"driver_race\",\n", + " title=\"Figure 1: Percent of stops for safety-related purposes, by race, gender, and hour of day, Mecklenburg Sheriff, 2002-2022\",\n", + " labels={\n", + " 'percent_stops_for_race_gender': 'Percent of stops for safety-related purposes',\n", + " 'hour_of_day': 'Hour of day',\n", + " \"driver_race\": \"Driver race\",\n", + " \"driver_gender\": \"Driver gender\"\n", + " },\n", + " color_discrete_sequence=(px.colors.diverging.Picnic[1], px.colors.diverging.Picnic[7]),\n", + " height=600,\n", + " markers=True,\n", + " line_dash=\"driver_gender\",\n", + " line_dash_map={\"male\": \"solid\", \"female\": \"dot\"},\n", + " line_group=\"driver_gender\",\n", + ")\n", + "fig.layout.yaxis.tickformat = ',.0%'\n", + "fig.update_traces(textposition=\"bottom right\")" + ] + }, + { + "cell_type": "markdown", + "id": "34c500d7-6a70-47f5-abb1-e48b1970ccbb", + "metadata": {}, + "source": [ + "## Figure 2. Percent of traffic stops by race, gender, and hour of day" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8e67ee03-870f-46a2-8ae8-51b90b51c8a0", + "metadata": {}, + "outputs": [], + "source": [ + "df2 = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS ({stops_summary_sql})\n", + " SELECT\n", + " hour_of_day\n", + " , driver_race\n", + " , driver_gender\n", + " , count(*) AS stop_count\n", + " , sum(count(*)) OVER (PARTITION BY hour_of_day)::integer AS total_hour_stops\n", + " FROM stops\n", + " GROUP BY 1, 2, 3\n", + " \"\"\",\n", + " pg_engine,\n", + ")\n", + "df2[\"percent_stops_for_race_gender\"] = df2.stop_count / df2.total_hour_stops" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "7c96bf29-9097-4e71-a6ad-188925d7dd01", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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hour_of_daydriver_racedriver_genderstop_counttotal_hour_stopspercent_stops_for_race_gender
00.0Asianfemale36300.004762
10.0Asianmale106300.015873
20.0Blackfemale1146300.180952
30.0Blackmale1846300.292063
40.0Hispanicfemale296300.046032
50.0Hispanicmale406300.063492
60.0Native Americanfemale26300.003175
70.0Native Americanmale26300.003175
80.0Otherfemale46300.006349
90.0Othermale116300.017460
100.0Whitefemale896300.141270
110.0Whitemale1426300.225397
\n", + "
" + ], + "text/plain": [ + " hour_of_day driver_race driver_gender stop_count total_hour_stops \\\n", + "0 0.0 Asian female 3 630 \n", + "1 0.0 Asian male 10 630 \n", + "2 0.0 Black female 114 630 \n", + "3 0.0 Black male 184 630 \n", + "4 0.0 Hispanic female 29 630 \n", + "5 0.0 Hispanic male 40 630 \n", + "6 0.0 Native American female 2 630 \n", + "7 0.0 Native American male 2 630 \n", + "8 0.0 Other female 4 630 \n", + "9 0.0 Other male 11 630 \n", + "10 0.0 White female 89 630 \n", + "11 0.0 White male 142 630 \n", + "\n", + " percent_stops_for_race_gender \n", + "0 0.004762 \n", + "1 0.015873 \n", + "2 0.180952 \n", + "3 0.292063 \n", + "4 0.046032 \n", + "5 0.063492 \n", + "6 0.003175 \n", + "7 0.003175 \n", + "8 0.006349 \n", + "9 0.017460 \n", + "10 0.141270 \n", + "11 0.225397 " + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "midnight = df2[\"hour_of_day\"] == 0\n", + "df2[midnight]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "e92dc31e-7b2e-4f41-9eeb-88d2bc32f07e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "630" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2[midnight].stop_count.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "557f529a-8f8c-41be-a48f-bedd9fa58d94", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Driver race=Black
Driver gender=female
Hour of day=%{x}
Percent of stops=%{y}", + "legendgroup": "Black, female", + "line": { + "color": "rgb(51,153,255)", + "dash": "dot" + }, + "marker": { + "symbol": "circle" + }, + "mode": "markers+lines", + "name": "Black, female", + "orientation": "v", + "showlegend": true, + "textposition": "bottom right", + "type": "scatter", + "x": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23 + ], + "xaxis": "x", + "y": [ + 0.18095238095238095, + 0.16, + 0.18888888888888888, + 0.24, + 0.17307692307692307, + 0.16476774758983348, + 0.1753381893860562, + 0.23841059602649006, + 0.22969086987778575, + 0.23045744064852344, + 0.19957023905452592, + 0.1926264647042012, + 0.20828367103694875, + 0.2100026888948642, + 0.21043771043771045, + 0.216053108026554, + 0.18668831168831168, + 0.19296430419037766, + 0.19094766619519093, + 0.17584605175846052, + 0.21586475942782835, + 0.22921522921522922, + 0.17376294591484465, + 0.19768934531450577 + ], + "yaxis": "y" + }, + { + "hovertemplate": "Driver race=Black
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Percent of traffic stops by race, gender, and hour of day, Mecklenburg Sheriff, 2002-2022" + }, + "xaxis": { + "anchor": "y", + "autorange": true, + "domain": [ + 0, + 1 + ], + "range": [ + -1.3788358114520722, + 24.37883581145207 + ], + "title": { + "text": "Hour of day" + }, + "type": "linear" + }, + "yaxis": { + "anchor": "x", + "autorange": true, + "domain": [ + 0, + 1 + ], + "range": [ + 0.07314261982865455, + 0.37463425028454417 + ], + "tickformat": ",.0%", + "title": { + "text": "Percent of stops" + }, + "type": "linear" + } + } + }, + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mask = df2[\"driver_race\"].isin([\"Black\", \"White\"])\n", + "fig = px.line(\n", + " df2[mask],\n", + " x=\"hour_of_day\",\n", + " y='percent_stops_for_race_gender',\n", + " color=\"driver_race\",\n", + " title=\"Figure 2. Percent of traffic stops by race, gender, and hour of day, Mecklenburg Sheriff, 2002-2022\",\n", + " labels={\n", + " 'percent_stops_for_race_gender': 'Percent of stops',\n", + " 'hour_of_day': 'Hour of day',\n", + " \"driver_race\": \"Driver race\",\n", + " \"driver_gender\": \"Driver gender\"\n", + " },\n", + " color_discrete_sequence=(px.colors.diverging.Picnic[1], px.colors.diverging.Picnic[7]),\n", + " height=600,\n", + " markers=True,\n", + " line_dash=\"driver_gender\",\n", + " line_dash_map={\"male\": \"solid\", \"female\": \"dot\"},\n", + " line_group=\"driver_gender\",\n", + ")\n", + "fig.layout.yaxis.tickformat = ',.0%'\n", + "fig.update_traces(textposition=\"bottom right\")" + ] + }, + { + "cell_type": "markdown", + "id": "0d616c91-c6c2-4eb5-a4b9-edf9c74c013d", + "metadata": {}, + "source": [ + "## Figure 3. Percent of drivers searched by race, gender, and hour of day" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "b04332d0-4be2-4f29-b385-6a776cbde601", + "metadata": {}, + "outputs": [], + "source": [ + "df3 = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS ({stops_summary_sql})\n", + " SELECT\n", + " hour_of_day\n", + " , driver_race\n", + " , driver_gender\n", + " , count(*) AS stop_count\n", + " , count(*) FILTER (WHERE driver_searched = true) AS search_count\n", + " FROM stops\n", + " GROUP BY 1, 2, 3\n", + " \"\"\",\n", + " pg_engine,\n", + ")\n", + "df3[\"percent_stops_searched\"] = df3.search_count / df3.stop_count" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "518ab740-4f08-48a8-a1bc-21affce565a0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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hour_of_daydriver_racedriver_genderstop_countsearch_countpercent_stops_searched
650.0Whitefemale8910.011236
670.0Blackmale18470.038043
1060.0Whitemale14250.035211
1610.0Blackfemale11400.000000
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" + ], + "text/plain": [ + " hour_of_day driver_race driver_gender stop_count search_count \\\n", + "65 0.0 White female 89 1 \n", + "67 0.0 Black male 184 7 \n", + "106 0.0 White male 142 5 \n", + "161 0.0 Black female 114 0 \n", + "\n", + " percent_stops_searched \n", + "65 0.011236 \n", + "67 0.038043 \n", + "106 0.035211 \n", + "161 0.000000 " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "black_white_drivers = df3[\"driver_race\"].isin([\"Black\", \"White\"])\n", + "midnight = df3[\"hour_of_day\"] == 0\n", + "df3[black_white_drivers & midnight]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "61c74433-3ce1-490a-8c30-17005cf82c01", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Driver race=Black
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Percent of drivers searched by race, gender, and hour of day, Mecklenburg Sheriff, 2002-2022" + }, + "xaxis": { + "anchor": "y", + "autorange": true, + "domain": [ + 0, + 1 + ], + "range": [ + -1.3788358114520722, + 24.37883581145207 + ], + "title": { + "text": "Hour of day" + }, + "type": "linear" + }, + "yaxis": { + "anchor": "x", + "autorange": true, + "domain": [ + 0, + 1 + ], + "range": [ + -0.014314632735685366, + 0.22860034702139964 + ], + "tickformat": ",.0%", + "title": { + "text": "Percent of drivers searched" + }, + "type": "linear" + } + } + }, + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mask = df3[\"driver_race\"].isin([\"Black\", \"White\"])\n", + "fig = px.line(\n", + " df3[mask].sort_values(\"hour_of_day\"),\n", + " x=\"hour_of_day\",\n", + " y='percent_stops_searched',\n", + " color=\"driver_race\",\n", + " title=\"Figure 3. Percent of drivers searched by race, gender, and hour of day, Mecklenburg Sheriff, 2002-2022\",\n", + " labels={\n", + " 'percent_stops_searched': 'Percent of drivers searched',\n", + " 'hour_of_day': 'Hour of day',\n", + " \"driver_race\": \"Driver race\",\n", + " \"driver_gender\": \"Driver gender\"\n", + " },\n", + " color_discrete_sequence=(px.colors.diverging.Picnic[1], px.colors.diverging.Picnic[7]),\n", + " height=600,\n", + " markers=True,\n", + " line_dash=\"driver_gender\",\n", + " line_dash_map={\"male\": \"solid\", \"female\": \"dot\"},\n", + " line_group=\"driver_gender\",\n", + ")\n", + "fig.layout.yaxis.tickformat = ',.0%'\n", + "fig.update_traces(textposition=\"bottom right\")" + ] + }, + { + "cell_type": "markdown", + "id": "beb91a1d-2e7a-4921-9663-0bf8bd3f2b65", + "metadata": {}, + "source": [ + "## Figure 4. Percent of drivers arrested by race, gender, and hour of day" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "1faaabac-463a-4501-82b9-46fcb011996d", + "metadata": {}, + "outputs": [], + "source": [ + "df4 = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS ({stops_summary_sql})\n", + " SELECT\n", + " hour_of_day\n", + " , driver_race\n", + " , driver_gender\n", + " , count(*) AS stop_count\n", + " , count(*) FILTER (WHERE driver_searched = true) AS search_count\n", + " , count(*) FILTER (WHERE driver_arrest = true) AS driver_arrest_count\n", + " FROM stops\n", + " GROUP BY 1, 2, 3\n", + " \"\"\",\n", + " pg_engine,\n", + ")\n", + "df4[\"percent_drivers_arrested\"] = df4.driver_arrest_count / df4.stop_count" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "05378300-afca-4dbe-8d25-727c5e8a60a1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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hour_of_daydriver_racedriver_genderstop_countsearch_countdriver_arrest_countpercent_drivers_arrested
650.0Whitefemale89110.011236
670.0Blackmale184790.048913
1060.0Whitemale142560.042254
1610.0Blackfemale114010.008772
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" + ], + "text/plain": [ + " hour_of_day driver_race driver_gender stop_count search_count \\\n", + "65 0.0 White female 89 1 \n", + "67 0.0 Black male 184 7 \n", + "106 0.0 White male 142 5 \n", + "161 0.0 Black female 114 0 \n", + "\n", + " driver_arrest_count percent_drivers_arrested \n", + "65 1 0.011236 \n", + "67 9 0.048913 \n", + "106 6 0.042254 \n", + "161 1 0.008772 " + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "black_white_drivers = df4[\"driver_race\"].isin([\"Black\", \"White\"])\n", + "midnight = df4[\"hour_of_day\"] == 0\n", + "df4[black_white_drivers & midnight]" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "82d8e172-68fb-4359-9868-aa44baaf1a4c", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Driver race=Black
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mask = df4[\"driver_race\"].isin([\"Black\", \"White\"])\n", + "fig = px.line(\n", + " df4[mask].sort_values(\"hour_of_day\"),\n", + " x=\"hour_of_day\",\n", + " y='percent_drivers_arrested',\n", + " color=\"driver_race\",\n", + " title=\"Figure 4. Percent of drivers arrested by race, gender, and hour of day, Mecklenburg Sheriff, 2002-2022\",\n", + " labels={\n", + " 'percent_drivers_arrested': 'Percent of drivers arrested',\n", + " 'hour_of_day': 'Hour of day',\n", + " \"driver_race\": \"Driver race\",\n", + " \"driver_gender\": \"Driver gender\"\n", + " },\n", + " color_discrete_sequence=(px.colors.diverging.Picnic[1], px.colors.diverging.Picnic[7]),\n", + " height=600,\n", + " markers=True,\n", + " line_dash=\"driver_gender\",\n", + " line_dash_map={\"male\": \"solid\", \"female\": \"dot\"},\n", + " line_group=\"driver_gender\",\n", + ")\n", + "fig.layout.yaxis.tickformat = ',.0%'\n", + "fig.update_traces(textposition=\"bottom right\")" + ] + }, + { + "cell_type": "markdown", + "id": "7c85b139-0a8e-4321-90ad-dc69a06151f7", + "metadata": {}, + "source": [ + "## Figure 5. Percent of black of drivers pulled over" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "9b2da9d7-62c8-49b7-8be3-d89059f08b4e", + "metadata": {}, + "outputs": [], + "source": [ + "df5 = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS ({stops_summary_sql})\n", + " SELECT\n", + " officer_id\n", + " , driver_race\n", + " , count(*) AS stop_count\n", + " , sum(count(*)) OVER (PARTITION BY officer_id)::integer AS total_by_officer\n", + "\n", + " FROM stops\n", + " GROUP BY 1, 2\n", + " \"\"\",\n", + " pg_engine,\n", + ")\n", + "df5[\"percent_drivers_stopped\"] = df5.stop_count / df5.total_by_officer" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "d438f5bb-2669-4538-9e0e-cf444ffc5a7f", + "metadata": {}, + "outputs": [], + "source": [ + "minimum_100_stops = df5[\"total_by_officer\"] >= 100\n", + "black_drivers = df5[\"driver_race\"] == \"Black\"\n", + "black_and_white_drivers = df5[\"driver_race\"].isin([\"Black\", \"White\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "a45bb58f-f84c-4c7e-a7c6-96072c598045", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Percent black of drivers stopped=%{x}
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", + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mask = black_drivers & minimum_100_stops\n", + "fig = px.histogram(\n", + " df5[mask],\n", + " title=\"Figure 5. Percent of black of drivers pulled over by Mecklenburg Sheriff officers, 2002-2022\",\n", + " x=\"percent_drivers_stopped\",\n", + " labels={\n", + " 'percent_drivers_stopped': 'Percent black of drivers stopped',\n", + " },\n", + " height=600,\n", + " marginal=\"rug\",\n", + " text_auto=True,\n", + ")\n", + "fig.layout.xaxis.tickformat = ',.0%'\n", + "fig.update_layout(yaxis_title=\"Number of officers\")\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "e3a4afa2-493d-43bb-802b-0975e0cbda6c", + "metadata": {}, + "source": [ + "## Figure 5a. Percent of drivers pulled over" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "ccf45f32-ed43-4259-9ac7-d197ca48b832", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Driver race=Black
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mask = black_and_white_drivers & minimum_100_stops\n", + "fig = px.histogram(\n", + " df5[mask],\n", + " title=\"Figure 5a. Percent of drivers pulled over by Mecklenburg Sheriff officers, 2002-2022\",\n", + " color=\"driver_race\",\n", + " x=\"percent_drivers_stopped\",\n", + " labels={\n", + " 'percent_drivers_stopped': 'Percent drivers stopped',\n", + " 'driver_race': 'Driver race',\n", + " },\n", + " height=600,\n", + " marginal=\"rug\",\n", + " text_auto=True,\n", + ")\n", + "fig.layout.xaxis.tickformat = ',.0%'\n", + "fig.update_layout(yaxis_title=\"Number of officers\")\n", + "fig.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.16" + }, + "toc-autonumbering": true, + "toc-showcode": true, + "toc-showmarkdowntxt": true, + "vscode": { + "interpreter": { + "hash": "3ab0d64f7fb02d199241109eded95bbda3a0e882b4218b3ffbccdd3971421a7c" + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/nc/notebooks/2023-01-contraband/raleigh.ipynb b/nc/notebooks/2023-01-contraband/raleigh.ipynb new file mode 100644 index 00000000..b44131cd --- /dev/null +++ b/nc/notebooks/2023-01-contraband/raleigh.ipynb @@ -0,0 +1,16692 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "749b210b-9e23-4456-91ee-7331ad1cbedb", + "metadata": { + "tags": [] + }, + "source": [ + "# Raleigh Traffic Stops\n", + "\n", + "Date: February 7, 2023\n", + "\n", + "Recreate analysis from Frank R. Baumgartner's [Benchmarking Traffic Stop Data: Examining Patterns in North Carolina and the City of Raleigh](https://fbaum.unc.edu/TrafficStops/Baumgartner-benchmarking.pdf)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "270347fe-ee5a-414c-9f96-e41ce3bd5548", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import logging\n", + "\n", + "\n", + "def configure_root_logger():\n", + " console_logger = logging.StreamHandler()\n", + " console_logger.setLevel(logging.DEBUG)\n", + " console_logger.setFormatter(\n", + " logging.Formatter(\"%(asctime)s - %(levelname)s - %(message)s\")\n", + " )\n", + "\n", + " logger = logging.getLogger()\n", + " logger.handlers = [] # reset handlers in case this cell is re-run\n", + " logger.setLevel(logging.DEBUG)\n", + " logger.addHandler(console_logger)\n", + " return logger" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "67f817c3-47a6-4fd6-95b5-0dda28527f4b", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import os\n", + "\n", + "from sqlalchemy import create_engine\n", + "\n", + "from dash import Dash, html, dcc\n", + "import plotly.express as px\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "60c0fadf-757e-42fe-afe6-aaa975550952", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly\n", + "plotly.offline.init_notebook_mode()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "72d94156-79ae-44ae-8fee-1bad846aed31", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "logger = configure_root_logger()\n", + "pg_engine = create_engine(\"postgresql://postgres@db:5432/traffic_stops_nc\")\n", + "pg_conn = pg_engine.connect()" + ] + }, + { + "cell_type": "markdown", + "id": "ed90f8a1-17cc-4f7a-b4a2-04e152bf58a3", + "metadata": { + "tags": [] + }, + "source": [ + "# Data prep" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "3da18013-be2c-4434-9545-57cddc8b1044", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
idname
0225Raleigh Police Department
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" + ], + "text/plain": [ + " id name\n", + "0 225 Raleigh Police Department" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def lookup_agencies(agency_names):\n", + " return pd.read_sql(\n", + " f\"\"\"\n", + " SELECT\n", + " id\n", + " , name\n", + " FROM nc_agency\n", + " WHERE name ~ '{\"|\".join(agency_names)}'\n", + " ORDER BY 2\n", + " \"\"\",\n", + " pg_conn,\n", + " )\n", + "df = lookup_agencies({\n", + " \"Raleigh\",\n", + "})\n", + "agency_ids = df['id'].tolist()\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "b90f97b5-f808-4838-984b-619ea8ffd4ed", + "metadata": {}, + "outputs": [], + "source": [ + "from enum import Enum\n", + "\n", + "class StopPurpose(Enum):\n", + " SPEED_LIMIT_VIOLATION = 1 # Safety Violation\n", + " STOP_LIGHT_SIGN_VIOLATION = 2 # Safety Violation\n", + " DRIVING_WHILE_IMPAIRED = 3 # Safety Violation\n", + " SAFE_MOVEMENT_VIOLATION = 4 # Safety Violation\n", + " VEHICLE_EQUIPMENT_VIOLATION = 5 # Regulatory and Equipment\n", + " VEHICLE_REGULATORY_VIOLATION = 6 # Regulatory and Equipment\n", + " OTHER_MOTOR_VEHICLE_VIOLATION = 9 # Regulatory and Equipment\n", + " SEAT_BELT_VIOLATION = 7 # Investigatory\n", + " INVESTIGATION = 8 # Investigatory\n", + " CHECKPOINT = 10 # Investigatory\n", + " \n", + " @classmethod\n", + " def safety_violation(cls):\n", + " return [cls.SPEED_LIMIT_VIOLATION.value, cls.STOP_LIGHT_SIGN_VIOLATION.value, cls.DRIVING_WHILE_IMPAIRED.value, cls.SAFE_MOVEMENT_VIOLATION.value]\n", + " \n", + " @classmethod\n", + " def regulatory_equipment(cls):\n", + " return [cls.VEHICLE_EQUIPMENT_VIOLATION.value, cls.VEHICLE_REGULATORY_VIOLATION.value, cls.OTHER_MOTOR_VEHICLE_VIOLATION.value]\n", + " \n", + " @classmethod\n", + " def investigatory(cls):\n", + " return [cls.SEAT_BELT_VIOLATION.value, cls.INVESTIGATION.value, cls.CHECKPOINT.value]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "21db2796-45aa-41d3-89d6-76f942ff29b2", + "metadata": {}, + "outputs": [], + "source": [ + "stops_summary_sql = f\"\"\"\n", + "SELECT\n", + " nc_stop.stop_id\n", + " , date AT TIME ZONE 'America/New_York' AS stop_date\n", + " , EXTRACT(hour FROM date AT TIME ZONE 'America/New_York') AS \"hour_of_day\"\n", + " , nc_stop.agency_id\n", + " , nc_stop.agency_description AS agency\n", + " , nc_stop.officer_id\n", + " , (CASE WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.safety_violation()))}) THEN 'Safety Violation'\n", + " WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.investigatory()))}) THEN 'Investigatory'\n", + " WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.regulatory_equipment()))}) THEN 'Regulatory and Equipment'\n", + " ELSE 'Other'\n", + " END) as stop_purpose_group\n", + " , (CASE WHEN nc_person.ethnicity = 'H' THEN 'Hispanic'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'A' THEN 'Asian'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'B' THEN 'Black'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'I' THEN 'Native American'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'U' THEN 'Other'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'W' THEN 'White'\n", + " END) as driver_race\n", + " , (CASE WHEN nc_person.gender = 'M' THEN 'male'\n", + " WHEN nc_person.gender = 'F' THEN 'female'\n", + " END) as driver_gender\n", + " , (nc_search.search_id IS NOT NULL) AS driver_searched\n", + " , (CASE\n", + " WHEN nc_contraband.contraband_id IS NULL THEN false\n", + " ELSE true\n", + " END) AS contraband_found\n", + " , driver_arrest\n", + "FROM \"nc_stop\"\n", + "INNER JOIN \"nc_person\"\n", + " ON (\"nc_stop\".\"stop_id\" = \"nc_person\".\"stop_id\" AND \"nc_person\".\"type\" = 'D')\n", + "LEFT OUTER JOIN \"nc_search\"\n", + " ON (\"nc_stop\".\"stop_id\" = \"nc_search\".\"stop_id\")\n", + "LEFT OUTER JOIN \"nc_contraband\"\n", + " ON (\"nc_stop\".\"stop_id\" = \"nc_contraband\".\"stop_id\")\n", + "WHERE nc_stop.agency_id IN ({\",\".join(map(str, agency_ids))})\n", + "\"\"\"" + ] + }, + { + "cell_type": "markdown", + "id": "2959f5b6-d589-4112-9669-0db505f85de8", + "metadata": { + "tags": [] + }, + "source": [ + "# Figures" + ] + }, + { + "cell_type": "markdown", + "id": "8ad8e417-ea2b-4c44-8a8d-e3cbe9e890d5", + "metadata": {}, + "source": [ + "## Figure 1: Percent of stops for safety-related purposes, by race, gender, and hour of day" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "517e3523-97e1-4b10-8514-d56047d6eb84", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS ({stops_summary_sql})\n", + " SELECT\n", + " hour_of_day\n", + " , stop_purpose_group\n", + " , driver_race\n", + " , driver_gender\n", + " , count(*) AS stop_count\n", + " , sum(count(*)) OVER (PARTITION BY hour_of_day, driver_race, driver_gender)::integer AS total_hour_stops_by_race\n", + " FROM stops\n", + " GROUP BY 1, 2, 3, 4\n", + " \"\"\",\n", + " pg_engine,\n", + ")\n", + "df[\"percent_stops_for_race_gender\"] = df.stop_count / df.total_hour_stops_by_race" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "52f2424a-7fbe-4d00-a441-ca2653ad05b7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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hour_of_daystop_purpose_groupdriver_racedriver_genderstop_counttotal_hour_stops_by_racepercent_stops_for_race_gender
90.0Safety ViolationBlackmale7442213500.348571
100.0Regulatory and EquipmentBlackmale12714213500.595504
110.0InvestigatoryBlackmale1194213500.055925
\n", + "
" + ], + "text/plain": [ + " hour_of_day stop_purpose_group driver_race driver_gender \\\n", + "9 0.0 Safety Violation Black male \n", + "10 0.0 Regulatory and Equipment Black male \n", + "11 0.0 Investigatory Black male \n", + "\n", + " stop_count total_hour_stops_by_race percent_stops_for_race_gender \n", + "9 7442 21350 0.348571 \n", + "10 12714 21350 0.595504 \n", + "11 1194 21350 0.055925 " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "black_drivers = df[\"driver_race\"] == \"Black\"\n", + "male_drivers = df[\"driver_gender\"] == \"male\"\n", + "midnight = df[\"hour_of_day\"] == 0\n", + "df[black_drivers & male_drivers & midnight]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "6ce7a70a-8e2e-4761-bfe1-5fed8507884e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "21350" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[black_drivers & male_drivers & midnight].stop_count.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "9ac8d2be-a835-4f6b-b65a-3cc3b9d6a10e", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Driver race=Black
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mask = (df[\"stop_purpose_group\"] == \"Safety Violation\") & (df[\"driver_race\"].isin([\"Black\", \"White\"]))\n", + "fig = px.line(\n", + " df[mask],\n", + " x=\"hour_of_day\",\n", + " y='percent_stops_for_race_gender',\n", + " color=\"driver_race\",\n", + " title=\"Figure 1: Percent of stops for safety-related purposes, by race, gender, and hour of day, Raleigh PD, 2002-2022\",\n", + " labels={\n", + " 'percent_stops_for_race_gender': 'Percent of stops for safety-related purposes',\n", + " 'hour_of_day': 'Hour of day',\n", + " \"driver_race\": \"Driver race\",\n", + " \"driver_gender\": \"Driver gender\"\n", + " },\n", + " color_discrete_sequence=(px.colors.diverging.Picnic[1], px.colors.diverging.Picnic[7]),\n", + " height=600,\n", + " markers=True,\n", + " line_dash=\"driver_gender\",\n", + " line_dash_map={\"male\": \"solid\", \"female\": \"dot\"},\n", + " line_group=\"driver_gender\",\n", + ")\n", + "fig.layout.yaxis.tickformat = ',.0%'\n", + "fig.update_traces(textposition=\"bottom right\")" + ] + }, + { + "cell_type": "markdown", + "id": "327b1d32-7deb-4abf-a5bb-3b637d15c2c0", + "metadata": {}, + "source": [ + "> Safety-related stops are moving violations and may be more likely to be related to keeping the roads safe. Other traffic stops may be more related to the desire to conduct an informal criminal investigation. (Baumgartner, p8)\n", + "\n", + "> Black drivers, whether male or female, are much more likely to be stopped for reasons other than moving violations, particularly in the evening and at night. White drivers, particularly white women, are much more likely to be stopped for moving violations. **The numbers are stark: at any given time of the day..., white drivers may be 20 percent higher in their share of safety-related stops than black drivers**. At noon, for example, black male drivers show a value of 40 percent safety-related stops but white female drivers show a value around 60 percent. (Baumgartner, p9)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "b8aa1f21-2b61-4e49-ba1c-c502acd6867e", + "metadata": {}, + "outputs": [], + "source": [ + "# fig = px.colors.diverging.swatches()\n", + "# fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "34c500d7-6a70-47f5-abb1-e48b1970ccbb", + "metadata": {}, + "source": [ + "## Figure 2. Percent of traffic stops by race, gender, and hour of day" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "8e67ee03-870f-46a2-8ae8-51b90b51c8a0", + "metadata": {}, + "outputs": [], + "source": [ + "df2 = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS ({stops_summary_sql})\n", + " SELECT\n", + " hour_of_day\n", + " , driver_race\n", + " , driver_gender\n", + " , count(*) AS stop_count\n", + " , sum(count(*)) OVER (PARTITION BY hour_of_day)::integer AS total_hour_stops\n", + " FROM stops\n", + " GROUP BY 1, 2, 3\n", + " \"\"\",\n", + " pg_engine,\n", + ")\n", + "df2[\"percent_stops_for_race_gender\"] = df2.stop_count / df2.total_hour_stops" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "7c96bf29-9097-4e71-a6ad-188925d7dd01", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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hour_of_daydriver_racedriver_genderstop_counttotal_hour_stopspercent_stops_for_race_gender
00.0Asianfemale289590900.004891
10.0Asianmale842590900.014249
20.0Blackfemale9757590900.165121
30.0Blackmale21350590900.361313
40.0Hispanicfemale1176590900.019902
50.0Hispanicmale4401590900.074480
60.0Native Americanfemale10590900.000169
70.0Native Americanmale25590900.000423
80.0Otherfemale97590900.001642
90.0Othermale645590900.010916
100.0Whitefemale6577590900.111305
110.0Whitemale13921590900.235590
\n", + "
" + ], + "text/plain": [ + " hour_of_day driver_race driver_gender stop_count total_hour_stops \\\n", + "0 0.0 Asian female 289 59090 \n", + "1 0.0 Asian male 842 59090 \n", + "2 0.0 Black female 9757 59090 \n", + "3 0.0 Black male 21350 59090 \n", + "4 0.0 Hispanic female 1176 59090 \n", + "5 0.0 Hispanic male 4401 59090 \n", + "6 0.0 Native American female 10 59090 \n", + "7 0.0 Native American male 25 59090 \n", + "8 0.0 Other female 97 59090 \n", + "9 0.0 Other male 645 59090 \n", + "10 0.0 White female 6577 59090 \n", + "11 0.0 White male 13921 59090 \n", + "\n", + " percent_stops_for_race_gender \n", + "0 0.004891 \n", + "1 0.014249 \n", + "2 0.165121 \n", + "3 0.361313 \n", + "4 0.019902 \n", + "5 0.074480 \n", + "6 0.000169 \n", + "7 0.000423 \n", + "8 0.001642 \n", + "9 0.010916 \n", + "10 0.111305 \n", + "11 0.235590 " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "midnight = df2[\"hour_of_day\"] == 0\n", + "df2[midnight]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "e92dc31e-7b2e-4f41-9eeb-88d2bc32f07e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "59090" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2[midnight].stop_count.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "557f529a-8f8c-41be-a48f-bedd9fa58d94", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Driver race=Black
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Percent of traffic stops by race, gender, and hour of day, Raleigh PD, 2002-2022" + }, + "xaxis": { + "anchor": "y", + "autorange": true, + "domain": [ + 0, + 1 + ], + "range": [ + -1.3788358114520722, + 24.37883581145207 + ], + "title": { + "text": "Hour of day" + }, + "type": "linear" + }, + "yaxis": { + "anchor": "x", + "autorange": true, + "domain": [ + 0, + 1 + ], + "range": [ + 0.060304593054307847, + 0.42616570492969186 + ], + "tickformat": ",.0%", + "title": { + "text": "Percent of stops" + }, + "type": "linear" + } + } + }, + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mask = df2[\"driver_race\"].isin([\"Black\", \"White\"])\n", + "fig = px.line(\n", + " df2[mask],\n", + " x=\"hour_of_day\",\n", + " y='percent_stops_for_race_gender',\n", + " color=\"driver_race\",\n", + " title=\"Figure 2. Percent of traffic stops by race, gender, and hour of day, Raleigh PD, 2002-2022\",\n", + " labels={\n", + " 'percent_stops_for_race_gender': 'Percent of stops',\n", + " 'hour_of_day': 'Hour of day',\n", + " \"driver_race\": \"Driver race\",\n", + " \"driver_gender\": \"Driver gender\"\n", + " },\n", + " color_discrete_sequence=(px.colors.diverging.Picnic[1], px.colors.diverging.Picnic[7]),\n", + " height=600,\n", + " markers=True,\n", + " line_dash=\"driver_gender\",\n", + " line_dash_map={\"male\": \"solid\", \"female\": \"dot\"},\n", + " line_group=\"driver_gender\",\n", + ")\n", + "fig.layout.yaxis.tickformat = ',.0%'\n", + "fig.update_traces(textposition=\"bottom right\")" + ] + }, + { + "cell_type": "markdown", + "id": "d2863d0c-7459-42be-9918-f5d26dcb02a6", + "metadata": {}, + "source": [ + "> Figure 2 shows how drivers of different race and gender characteristics represent a different share of overall traffic stops by time of the day. (Baumgartner, p9)\n", + "\n", + "> **Black males are more than 35 percent of those pulled over during the period following midnight, but only 20 percent of drivers stopped during the morning daylight hours. White men, by contrast, show a relatively consistent pattern throughout the day. Why would this be? It may be because the traffic stop is a convenient tool for a police officer to conduct an informal criminal investigation.** Officers can find a reason to pull over virtually any car, and without unduly prolonging the traffic stop, they may ask questions about the driver’s identity and plans. This may involve a request to search the car, or a decision that probable cause of some kind of contraband or criminal activity is apparent. (Baumgartner, p10)" + ] + }, + { + "cell_type": "markdown", + "id": "0d616c91-c6c2-4eb5-a4b9-edf9c74c013d", + "metadata": {}, + "source": [ + "## Figure 3. Percent of drivers searched by race, gender, and hour of day" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "b04332d0-4be2-4f29-b385-6a776cbde601", + "metadata": {}, + "outputs": [], + "source": [ + "df3 = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS ({stops_summary_sql})\n", + " SELECT\n", + " hour_of_day\n", + " , driver_race\n", + " , driver_gender\n", + " , count(*) AS stop_count\n", + " , count(*) FILTER (WHERE driver_searched = true) AS search_count\n", + " FROM stops\n", + " GROUP BY 1, 2, 3\n", + " \"\"\",\n", + " pg_engine,\n", + ")\n", + "df3[\"percent_stops_searched\"] = df3.search_count / df3.stop_count" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "518ab740-4f08-48a8-a1bc-21affce565a0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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hour_of_daydriver_racedriver_genderstop_countsearch_countpercent_stops_searched
20.0Blackfemale97574020.041201
30.0Blackmale2135019950.093443
100.0Whitefemale65773150.047894
110.0Whitemale139219490.068170
\n", + "
" + ], + "text/plain": [ + " hour_of_day driver_race driver_gender stop_count search_count \\\n", + "2 0.0 Black female 9757 402 \n", + "3 0.0 Black male 21350 1995 \n", + "10 0.0 White female 6577 315 \n", + "11 0.0 White male 13921 949 \n", + "\n", + " percent_stops_searched \n", + "2 0.041201 \n", + "3 0.093443 \n", + "10 0.047894 \n", + "11 0.068170 " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "black_white_drivers = df3[\"driver_race\"].isin([\"Black\", \"White\"])\n", + "midnight = df3[\"hour_of_day\"] == 0\n", + "df3[black_white_drivers & midnight]" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "61c74433-3ce1-490a-8c30-17005cf82c01", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Driver race=Black
Driver gender=female
Hour of day=%{x}
Percent of drivers searched=%{y}", + "legendgroup": "Black, female", + "line": { + "color": "rgb(51,153,255)", + "dash": "dot" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", + "name": "Black, female", + "orientation": "v", + "showlegend": true, + "textposition": "bottom right", + "type": "scatter", + "x": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23 + ], + "xaxis": "x", + "y": [ + 0.04120118889002767, + 0.048846309539873164, + 0.056268034626482846, + 0.0498049116364471, + 0.035194744251525106, + 0.011607661056297156, + 0.009103977000479156, + 0.009896729776247849, + 0.0109204368174727, + 0.013202466776687223, + 0.016100480485543286, + 0.017004936917169502, + 0.016625013582527437, + 0.017100704146641332, + 0.01833947971693412, + 0.019592399330510976, + 0.018023695487774136, + 0.018361303060217177, + 0.021517302573203195, + 0.022332506203473945, + 0.025069637883008356, + 0.02773259596616786, + 0.03177997345524259, + 0.03334402051939724 + ], + "yaxis": "y" + }, + { + "hovertemplate": "Driver race=Black
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+ "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "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": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Figure 3. Percent of drivers searched by race, gender, and hour of day, Raleigh PD, 2002-2022" + }, + "xaxis": { + "anchor": "y", + "autorange": true, + "domain": [ + 0, + 1 + ], + "range": [ + -1.3788358114520722, + 24.37883581145207 + ], + "title": { + "text": "Hour of day" + }, + "type": "linear" + }, + "yaxis": { + "anchor": "x", + "autorange": true, + "domain": [ + 0, + 1 + ], + "range": [ + -0.004609939058477406, + 0.12556330452564246 + ], + "tickformat": ",.0%", + "title": { + "text": "Percent of drivers searched" + }, + "type": "linear" + } + } + }, + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mask = df3[\"driver_race\"].isin([\"Black\", \"White\"])\n", + "fig = px.line(\n", + " df3[mask],\n", + " x=\"hour_of_day\",\n", + " y='percent_stops_searched',\n", + " color=\"driver_race\",\n", + " title=\"Figure 3. Percent of drivers searched by race, gender, and hour of day, Raleigh PD, 2002-2022\",\n", + " labels={\n", + " 'percent_stops_searched': 'Percent of drivers searched',\n", + " 'hour_of_day': 'Hour of day',\n", + " \"driver_race\": \"Driver race\",\n", + " \"driver_gender\": \"Driver gender\"\n", + " },\n", + " color_discrete_sequence=(px.colors.diverging.Picnic[1], px.colors.diverging.Picnic[7]),\n", + " height=600,\n", + " markers=True,\n", + " line_dash=\"driver_gender\",\n", + " line_dash_map={\"male\": \"solid\", \"female\": \"dot\"},\n", + " line_group=\"driver_gender\",\n", + ")\n", + "fig.layout.yaxis.tickformat = ',.0%'\n", + "fig.update_traces(textposition=\"bottom right\")" + ] + }, + { + "cell_type": "markdown", + "id": "fdfa1d9d-98cf-4876-ad1f-8c8a76df0df8", + "metadata": {}, + "source": [ + "> Figure 3 shows the percent of drivers subjected to a search. With the exception of driving while impaired, most traffic or vehicle infractions do not involve an arrest... Rather, arrests come from criminal investigations relating to the presence of contraband. **When traffic stops divert from the purpose of keeping the roads safe from poor driving behaviors and into informal criminal investigations, as they often do, then black drivers, particularly males, are subjected to significantly more scrutiny.** (Baumgartner, p10-11)\n", + "\n", + "> Several things are noteworthy with regards to Figures 3 and 4. **First, rates are very low; the vast majority of traffic stops involve neither a search nor an arrest, including for black drivers. Second, they vary dramatically by time of day. It appears that the very purpose and function of a traffic stop differs between daylight, evening, and the after-midnight period. And finally, there are strong differences in odds of search and arrest by driver race, with black male drivers being much more likely to see these outcomes.** (Baumgartner, p12)" + ] + }, + { + "cell_type": "markdown", + "id": "beb91a1d-2e7a-4921-9663-0bf8bd3f2b65", + "metadata": {}, + "source": [ + "## Figure 4. Percent of drivers arrested by race, gender, and hour of day" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "1faaabac-463a-4501-82b9-46fcb011996d", + "metadata": {}, + "outputs": [], + "source": [ + "df4 = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS ({stops_summary_sql})\n", + " SELECT\n", + " hour_of_day\n", + " , driver_race\n", + " , driver_gender\n", + " , count(*) AS stop_count\n", + " , count(*) FILTER (WHERE driver_searched = true) AS search_count\n", + " , count(*) FILTER (WHERE driver_arrest = true) AS driver_arrest_count\n", + " FROM stops\n", + " GROUP BY 1, 2, 3\n", + " \"\"\",\n", + " pg_engine,\n", + ")\n", + "df4[\"percent_drivers_arrested\"] = df4.driver_arrest_count / df4.stop_count" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "05378300-afca-4dbe-8d25-727c5e8a60a1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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20.0Blackfemale97574021710.017526
30.0Blackmale2135019955960.027916
100.0Whitefemale65773151730.026304
110.0Whitemale139219494370.031391
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Percent of drivers arrested by race, gender, and hour of day, Raleigh PD, 2002-2022" + }, + "xaxis": { + "anchor": "y", + "autorange": true, + "domain": [ + 0, + 1 + ], + "range": [ + -1.3788358114520722, + 24.37883581145207 + ], + "title": { + "text": "Hour of day" + }, + "type": "linear" + }, + "yaxis": { + "anchor": "x", + "autorange": true, + "domain": [ + 0, + 1 + ], + "range": [ + -0.003032080265450047, + 0.06706795805221082 + ], + "tickformat": ",.0%", + "title": { + "text": "Percent of drivers arrested" + }, + "type": "linear" + } + } + }, + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mask = df4[\"driver_race\"].isin([\"Black\", \"White\"])\n", + "fig = px.line(\n", + " df4[mask],\n", + " x=\"hour_of_day\",\n", + " y='percent_drivers_arrested',\n", + " color=\"driver_race\",\n", + " title=\"Figure 4. Percent of drivers arrested by race, gender, and hour of day, Raleigh PD, 2002-2022\",\n", + " labels={\n", + " 'percent_drivers_arrested': 'Percent of drivers arrested',\n", + " 'hour_of_day': 'Hour of day',\n", + " \"driver_race\": \"Driver race\",\n", + " \"driver_gender\": \"Driver gender\"\n", + " },\n", + " color_discrete_sequence=(px.colors.diverging.Picnic[1], px.colors.diverging.Picnic[7]),\n", + " height=600,\n", + " markers=True,\n", + " line_dash=\"driver_gender\",\n", + " line_dash_map={\"male\": \"solid\", \"female\": \"dot\"},\n", + " line_group=\"driver_gender\",\n", + ")\n", + "fig.layout.yaxis.tickformat = ',.0%'\n", + "fig.update_traces(textposition=\"bottom right\")" + ] + }, + { + "cell_type": "markdown", + "id": "7c85b139-0a8e-4321-90ad-dc69a06151f7", + "metadata": {}, + "source": [ + "## Figure 5. Percent of black of drivers pulled over" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "9b2da9d7-62c8-49b7-8be3-d89059f08b4e", + "metadata": {}, + "outputs": [], + "source": [ + "df5 = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS ({stops_summary_sql})\n", + " SELECT\n", + " officer_id\n", + " , driver_race\n", + " , count(*) AS stop_count\n", + " , sum(count(*)) OVER (PARTITION BY officer_id)::integer AS total_by_officer\n", + "\n", + " FROM stops\n", + " GROUP BY 1, 2\n", + " \"\"\",\n", + " pg_engine,\n", + ")\n", + "df5[\"percent_drivers_stopped\"] = df5.stop_count / df5.total_by_officer" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "d438f5bb-2669-4538-9e0e-cf444ffc5a7f", + "metadata": {}, + "outputs": [], + "source": [ + "minimum_100_stops = df5[\"total_by_officer\"] >= 100\n", + "black_drivers = df5[\"driver_race\"] == \"Black\"\n", + "black_and_white_drivers = df5[\"driver_race\"].isin([\"Black\", \"White\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "a45bb58f-f84c-4c7e-a7c6-96072c598045", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Percent black of drivers stopped=%{x}
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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mask = black_drivers & minimum_100_stops\n", + "fig = px.histogram(\n", + " df5[mask],\n", + " title=\"Figure 5. Percent of black of drivers pulled over by Raleigh PD officers, 2002-2022\",\n", + " x=\"percent_drivers_stopped\",\n", + " labels={\n", + " 'percent_drivers_stopped': 'Percent black of drivers stopped',\n", + " },\n", + " height=600,\n", + " marginal=\"rug\",\n", + " text_auto=True,\n", + ")\n", + "fig.layout.xaxis.tickformat = ',.0%'\n", + "fig.update_layout(yaxis_title=\"Number of officers\")\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "822f4d23-45f1-447c-ae53-b11160a6c506", + "metadata": {}, + "source": [ + "> Figure 5 shows such results for over \\[1,400\\] officers in the Raleigh Police Department, all those who reported at least 100 traffic stops during the period of 2002 to \\[2022\\]. For each officer it reports the percentage of drivers pulled over who were black. (Baumgartner, p12)\n", + "\n", + "> ...**the population of Raleigh is approximately 26 percent black. However, just 41 officers, or less than 3 percent of those shown, have a lower share of black drivers. If traffic stops were racially neutral with regards to the local population, half of the officers would be below the population average and half would be above it. Instead, we see that the average officer pulls over 46 black drivers out of 100 traffic stops, nearly twice the population average...** A significant share of officers pull over 75 or more black drivers for every 100 traffic stops they make. For any given officer, the further to the right on this graph, the greater the disparity of their stops compared to the population average. (Baumgartner, p13)" + ] + }, + { + "cell_type": "markdown", + "id": "9cdf0e64-ca15-4069-8872-c6e0b487a22f", + "metadata": {}, + "source": [ + "## Figure 5a. Percent of drivers pulled over" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "ccf45f32-ed43-4259-9ac7-d197ca48b832", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Driver race=Black
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", + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mask = black_and_white_drivers & minimum_100_stops\n", + "fig = px.histogram(\n", + " df5[mask],\n", + " title=\"Figure 5a. Percent of drivers pulled over by Raleigh PD officers, 2002-2022\",\n", + " color=\"driver_race\",\n", + " x=\"percent_drivers_stopped\",\n", + " labels={\n", + " 'percent_drivers_stopped': 'Percent drivers stopped',\n", + " 'driver_race': 'Driver race',\n", + " },\n", + " height=600,\n", + " marginal=\"rug\",\n", + " text_auto=True,\n", + ")\n", + "fig.layout.xaxis.tickformat = ',.0%'\n", + "fig.update_layout(yaxis_title=\"Number of officers\")\n", + "fig.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.16" + }, + "toc-autonumbering": true, + "toc-showcode": true, + "toc-showmarkdowntxt": true, + "vscode": { + "interpreter": { + "hash": "3ab0d64f7fb02d199241109eded95bbda3a0e882b4218b3ffbccdd3971421a7c" + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/nc/notebooks/2023-03-contraband-graph/contraband-graph.ipynb b/nc/notebooks/2023-03-contraband-graph/contraband-graph.ipynb new file mode 100644 index 00000000..1c963d24 --- /dev/null +++ b/nc/notebooks/2023-03-contraband-graph/contraband-graph.ipynb @@ -0,0 +1,4798 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "749b210b-9e23-4456-91ee-7331ad1cbedb", + "metadata": { + "tags": [] + }, + "source": [ + "# Contraband Graph Ideas: Greensboro Police Department\n", + "\n", + "Date: March 28, 2023" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "5fe4cd8b-31af-4c0c-8820-67f41696ca9d", + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "60c0fadf-757e-42fe-afe6-aaa975550952", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# jupyter nbconvert nc/notebooks/2023-03-contraband-graph/durham-contraband-graph.ipynb --to html --no-input --output=durham-contraband-graph.html\n", + "# inv deploy-html-notebooks --dir-name 2023-03-contraband-graph\n", + "\n", + "import os\n", + "\n", + "from sqlalchemy import create_engine\n", + "\n", + "from dash import Dash, html, dcc\n", + "import plotly\n", + "import plotly.express as px\n", + "import pandas as pd\n", + "\n", + "import queries" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "4078fd28-f92d-4bfd-82b9-6c27683fcdb3", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotly.offline.init_notebook_mode()\n", + "pg_engine = create_engine(\"postgresql://postgres@db:5432/traffic_stops_nc\")\n", + "pg_conn = pg_engine.connect()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "24b33100-be21-4b27-b79e-642ba8dd3234", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "agency_name = \"Greensboro Police\"\n", + "# queries.lookup_agencies([agency_name], pg_conn)\n", + "# pd.read_sql(\n", + "# f\"\"\"\n", + "# SELECT\n", + "# id\n", + "# , name\n", + "# FROM nc_agency\n", + "# WHERE name LIKE '{agency_name}%%'\n", + "# ORDER BY 2\n", + "# \"\"\",\n", + "# pg_conn,\n", + "# )" + ] + }, + { + "cell_type": "markdown", + "id": "24569764-fe5d-4db6-83e9-bfd4d2fb9e64", + "metadata": {}, + "source": [ + "# What's on NC CopWatch currently" + ] + }, + { + "cell_type": "markdown", + "id": "8ad8e417-ea2b-4c44-8a8d-e3cbe9e890d5", + "metadata": { + "tags": [] + }, + "source": [ + "## Contraband \"Hit rate\"" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "dcfbc194-c045-4075-ac4f-40107a3dc0c1", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "hovertemplate": "Driver race=%{y}
Contraband hit rate=%{text}", + "legendgroup": "White", + "marker": { + "color": "rgb(102, 197, 204)", + "pattern": { + "shape": "" + } + }, + "name": "White", + "offsetgroup": "White", + "orientation": "h", + "showlegend": true, + "text": [ + 0.33747464503042596 + ], + "textposition": "auto", + "texttemplate": "%{x:,.1%}", + "type": "bar", + "x": [ + 0.33747464503042596 + ], + "xaxis": "x", + "y": [ + "White" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Driver race=%{y}
Contraband hit rate=%{text}", + "legendgroup": "Black", + "marker": { + "color": "rgb(180, 151, 231)", + "pattern": { + "shape": "" + } + }, + "name": "Black", + "offsetgroup": "Black", + "orientation": "h", + "showlegend": true, + "text": [ + 0.35804078200546563 + ], + "textposition": "auto", + "texttemplate": "%{x:,.1%}", + "type": "bar", + "x": [ + 0.35804078200546563 + ], + "xaxis": "x", + "y": [ + "Black" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Driver race=%{y}
Contraband hit rate=%{text}", + "legendgroup": "Hispanic", + "marker": { + "color": "rgb(175, 100, 88)", + "pattern": { + "shape": "" + } + }, + "name": "Hispanic", + "offsetgroup": "Hispanic", + "orientation": "h", + "showlegend": true, + "text": [ + 0.2531839021905247 + ], + "textposition": "auto", + "texttemplate": "%{x:,.1%}", + "type": "bar", + "x": [ + 0.2531839021905247 + ], + "xaxis": "x", + "y": [ + "Hispanic" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Driver race=%{y}
Contraband hit rate=%{text}", + "legendgroup": "Asian", + "marker": { + "color": "rgb(255,242,174)", + "pattern": { + "shape": "" + } + }, + "name": "Asian", + "offsetgroup": "Asian", + "orientation": "h", + "showlegend": true, + "text": [ + 0.33221476510067116 + ], + "textposition": "auto", + "texttemplate": "%{x:,.1%}", + "type": "bar", + "x": [ + 0.33221476510067116 + ], + "xaxis": "x", + "y": [ + "Asian" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Driver race=%{y}
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Contraband hit rate=%{text}
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driver_racestop_purpose_groupstop_countsearch_countcountraband_countcontraband_hit_rate
0AsianInvestigatory88049240.489796
1AsianRegulatory and Equipment3109104310.298077
2AsianSafety Violation8431145440.303448
3BlackInvestigatory36000487417780.364793
4BlackRegulatory and Equipment1505411107736860.332762
5BlackSafety Violation174264783430520.389584
6HispanicInvestigatory4961316920.291139
7HispanicRegulatory and Equipment111456701520.226866
8HispanicSafety Violation177709772530.258956
9Native AmericanInvestigatory2202220.090909
10Native AmericanRegulatory and Equipment82739100.256410
11Native AmericanSafety Violation158431120.387097
12OtherInvestigatory48729110.379310
13OtherRegulatory and Equipment166167210.313433
14OtherSafety Violation382879290.367089
15WhiteInvestigatory2063915665430.346743
16WhiteRegulatory and Equipment7744228769040.314325
17WhiteSafety Violation176508344612150.352583
\n", + "
" + ], + "text/plain": [ + " driver_race stop_purpose_group stop_count search_count \\\n", + "0 Asian Investigatory 880 49 \n", + "1 Asian Regulatory and Equipment 3109 104 \n", + "2 Asian Safety Violation 8431 145 \n", + "3 Black Investigatory 36000 4874 \n", + "4 Black Regulatory and Equipment 150541 11077 \n", + "5 Black Safety Violation 174264 7834 \n", + "6 Hispanic Investigatory 4961 316 \n", + "7 Hispanic Regulatory and Equipment 11145 670 \n", + "8 Hispanic Safety Violation 17770 977 \n", + "9 Native American Investigatory 220 22 \n", + "10 Native American Regulatory and Equipment 827 39 \n", + "11 Native American Safety Violation 1584 31 \n", + "12 Other Investigatory 487 29 \n", + "13 Other Regulatory and Equipment 1661 67 \n", + "14 Other Safety Violation 3828 79 \n", + "15 White Investigatory 20639 1566 \n", + "16 White Regulatory and Equipment 77442 2876 \n", + "17 White Safety Violation 176508 3446 \n", + "\n", + " countraband_count contraband_hit_rate \n", + "0 24 0.489796 \n", + "1 31 0.298077 \n", + "2 44 0.303448 \n", + "3 1778 0.364793 \n", + "4 3686 0.332762 \n", + "5 3052 0.389584 \n", + "6 92 0.291139 \n", + "7 152 0.226866 \n", + "8 253 0.258956 \n", + "9 2 0.090909 \n", + "10 10 0.256410 \n", + "11 12 0.387097 \n", + "12 11 0.379310 \n", + "13 21 0.313433 \n", + "14 29 0.367089 \n", + "15 543 0.346743 \n", + "16 904 0.314325 \n", + "17 1215 0.352583 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "markdown", + "id": "82bcae50-4f8a-474f-b3c6-07d37a3aa21f", + "metadata": {}, + "source": [ + "## Figure 2: Hit rate per search by contraband type, for safety, regulatory, and investigatory-related stop purposes" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "374ff212-2cb4-4174-a0e1-7586c1b221ae", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "hovertemplate": "Contraband type=Drugs
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Hit rate per search=%{text}
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Stop purpose=Regulatory and Equipment
Hit rate per search=%{text}
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Hit rate per search=%{text}
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Stop purpose=Investigatory
Hit rate per search=%{text}
Driver race=%{y}", + "legendgroup": "Alcohol", + "marker": { + "color": "rgb(179,205,227)", + "pattern": { + "shape": "" + } + }, + "name": "Alcohol", + "offsetgroup": "Alcohol", + "orientation": "h", + "showlegend": true, + "text": [ + 0.04081632653061224, + 0.026672137874435783, + 0.07911392405063292, + 0, + 0.034482758620689655, + 0.05300127713920817 + ], + "textposition": "auto", + "texttemplate": "%{x:,.0%}", + "type": "bar", + "x": [ + 0.04081632653061224, + 0.026672137874435783, + 0.07911392405063292, + 0, + 0.034482758620689655, + 0.05300127713920817 + ], + "xaxis": "x", + "y": [ + "Asian", + "Black", + "Hispanic", + "Native American", + "Other", + "White" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Contraband type=Alcohol
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"title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Figure 2: Hit rate per search by contraband type, for safety, regulatory, and investigatory-related stop purposes (Greensboro Police)" + }, + "xaxis": { + "anchor": "y", + "autorange": true, + "domain": [ + 0, + 0.31999999999999995 + ], + "range": [ + 0, + 0.472610096670247 + ], + "tickformat": ",.0%", + "title": { + "text": "Hit rate per search" + }, + "type": "linear" + }, + "xaxis2": { + "anchor": "y2", + "autorange": true, + "domain": [ + 0.33999999999999997, + 0.6599999999999999 + ], + "matches": "x", + "range": [ + 0, + 0.472610096670247 + ], + "tickformat": ",.0%", + "title": { + "text": "Hit rate per search" + }, + "type": "linear" + }, + "xaxis3": { + "anchor": "y3", + "autorange": true, + "domain": [ + 0.6799999999999999, + 0.9999999999999999 + ], + "matches": "x", + "range": [ + 0, + 0.472610096670247 + ], + "tickformat": ",.0%", + "title": { + "text": "Hit 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+ "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, df = queries.get_figure_2(agency_name, pg_conn)\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "id": "69768bc5-9bdb-4d94-94fb-73cb9cfef84c", + "metadata": {}, + "source": [ + "## Figure 2: Data Table" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b7fcd74c-7258-48aa-9b3f-77199f856d5a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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driver_racestop_purpose_groupstop_countsearch_countdrug_countalcohol_countweapon_countmoney_countother_countDrugsAlcoholWeaponsMoneyOther
0AsianInvestigatory880491424020.2857140.0408160.0816330.0000000.040816
1AsianRegulatory and Equipment31091041528220.1442310.0192310.0769230.0192310.019231
2AsianSafety Violation84311452387510.1586210.0551720.0482760.0344830.006897
3BlackInvestigatory36000487410311302971481020.2115310.0266720.0609360.0303650.020927
4BlackRegulatory and Equipment1505411107723093184791931530.2084500.0287080.0432430.0174230.013812
5BlackSafety Violation17426478341902369535209820.2427880.0471020.0682920.0266790.010467
6HispanicInvestigatory49613163525102110.1107590.0791140.0316460.0063290.034810
7HispanicRegulatory and Equipment1114567077331910100.1149250.0492540.0283580.0149250.014925
8HispanicSafety Violation1777097710296241560.1044010.0982600.0245650.0153530.006141
9Native AmericanInvestigatory22022200100.0909090.0000000.0000000.0454550.000000
10Native AmericanRegulatory and Equipment82739503000.1282050.0000000.0769230.0000000.000000
11Native AmericanSafety Violation158431810000.2580650.0322580.0000000.0000000.000000
12OtherInvestigatory48729712010.2413790.0344830.0689660.0000000.034483
13OtherRegulatory and Equipment166167934040.1343280.0447760.0597010.0000000.059701
14OtherSafety Violation3828791755100.2151900.0632910.0632910.0126580.000000
15WhiteInvestigatory206391566259836119560.1653900.0530010.0389530.0121330.035760
16WhiteRegulatory and Equipment7744228764911138817590.1707230.0392910.0305980.0059110.020515
17WhiteSafety Violation176508344661922513438540.1796290.0652930.0388860.0110270.015670
\n", + "
" + ], + "text/plain": [ + " driver_race stop_purpose_group stop_count search_count \\\n", + "0 Asian Investigatory 880 49 \n", + "1 Asian Regulatory and Equipment 3109 104 \n", + "2 Asian Safety Violation 8431 145 \n", + "3 Black Investigatory 36000 4874 \n", + "4 Black Regulatory and Equipment 150541 11077 \n", + "5 Black Safety Violation 174264 7834 \n", + "6 Hispanic Investigatory 4961 316 \n", + "7 Hispanic Regulatory and Equipment 11145 670 \n", + "8 Hispanic Safety Violation 17770 977 \n", + "9 Native American Investigatory 220 22 \n", + "10 Native American Regulatory and Equipment 827 39 \n", + "11 Native American Safety Violation 1584 31 \n", + "12 Other Investigatory 487 29 \n", + "13 Other Regulatory and Equipment 1661 67 \n", + "14 Other Safety Violation 3828 79 \n", + "15 White Investigatory 20639 1566 \n", + "16 White Regulatory and Equipment 77442 2876 \n", + "17 White Safety Violation 176508 3446 \n", + "\n", + " drug_count alcohol_count weapon_count money_count other_count \\\n", + "0 14 2 4 0 2 \n", + "1 15 2 8 2 2 \n", + "2 23 8 7 5 1 \n", + "3 1031 130 297 148 102 \n", + "4 2309 318 479 193 153 \n", + "5 1902 369 535 209 82 \n", + "6 35 25 10 2 11 \n", + "7 77 33 19 10 10 \n", + "8 102 96 24 15 6 \n", + "9 2 0 0 1 0 \n", + "10 5 0 3 0 0 \n", + "11 8 1 0 0 0 \n", + "12 7 1 2 0 1 \n", + "13 9 3 4 0 4 \n", + "14 17 5 5 1 0 \n", + "15 259 83 61 19 56 \n", + "16 491 113 88 17 59 \n", + "17 619 225 134 38 54 \n", + "\n", + " Drugs Alcohol Weapons Money Other \n", + "0 0.285714 0.040816 0.081633 0.000000 0.040816 \n", + "1 0.144231 0.019231 0.076923 0.019231 0.019231 \n", + "2 0.158621 0.055172 0.048276 0.034483 0.006897 \n", + "3 0.211531 0.026672 0.060936 0.030365 0.020927 \n", + "4 0.208450 0.028708 0.043243 0.017423 0.013812 \n", + "5 0.242788 0.047102 0.068292 0.026679 0.010467 \n", + "6 0.110759 0.079114 0.031646 0.006329 0.034810 \n", + "7 0.114925 0.049254 0.028358 0.014925 0.014925 \n", + "8 0.104401 0.098260 0.024565 0.015353 0.006141 \n", + "9 0.090909 0.000000 0.000000 0.045455 0.000000 \n", + "10 0.128205 0.000000 0.076923 0.000000 0.000000 \n", + "11 0.258065 0.032258 0.000000 0.000000 0.000000 \n", + "12 0.241379 0.034483 0.068966 0.000000 0.034483 \n", + "13 0.134328 0.044776 0.059701 0.000000 0.059701 \n", + "14 0.215190 0.063291 0.063291 0.012658 0.000000 \n", + "15 0.165390 0.053001 0.038953 0.012133 0.035760 \n", + "16 0.170723 0.039291 0.030598 0.005911 0.020515 \n", + "17 0.179629 0.065293 0.038886 0.011027 0.015670 " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "b07eb553-8ba6-42bf-8839-1fded65ce367", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[NbConvertApp] Converting notebook contraband-graph.ipynb to html\n", + "[NbConvertApp] Writing 4318100 bytes to Greensboro-Police-contraband-graph.html\n" + ] + } + ], + "source": [ + "!jupyter nbconvert contraband-graph.ipynb --to html --no-input --output={agency_name.replace(\" \", \"-\")}-contraband-graph.html" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "836df530-bb44-4083-8816-4e179998f566", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.16" + }, + "toc-autonumbering": true, + "toc-showcode": true, + "toc-showmarkdowntxt": true, + "vscode": { + "interpreter": { + "hash": "3ab0d64f7fb02d199241109eded95bbda3a0e882b4218b3ffbccdd3971421a7c" + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/nc/notebooks/2023-03-contraband-graph/durham-contraband-graph.ipynb b/nc/notebooks/2023-03-contraband-graph/durham-contraband-graph.ipynb new file mode 100644 index 00000000..a64f741c --- /dev/null +++ b/nc/notebooks/2023-03-contraband-graph/durham-contraband-graph.ipynb @@ -0,0 +1,4996 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "749b210b-9e23-4456-91ee-7331ad1cbedb", + "metadata": { + "tags": [] + }, + "source": [ + "# Contraband Graph Ideas: Durham Police Department\n", + "\n", + "Date: March 1, 2023" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "60c0fadf-757e-42fe-afe6-aaa975550952", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# jupyter nbconvert nc/notebooks/2023-03-contraband-graph/durham-contraband-graph.ipynb --to html --no-input --output=durham-contraband-graph.html\n", + "# inv deploy-html-notebooks --dir-name 2023-03-contraband-graph\n", + "\n", + "import os\n", + "\n", + "from sqlalchemy import create_engine\n", + "\n", + "from dash import Dash, html, dcc\n", + "import plotly.express as px\n", + "import pandas as pd\n", + "\n", + "import plotly\n", + "plotly.offline.init_notebook_mode()\n", + "\n", + "pg_engine = create_engine(\"postgresql://postgres@db:5432/traffic_stops_nc\")\n", + "pg_conn = pg_engine.connect()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3da18013-be2c-4434-9545-57cddc8b1044", + "metadata": {}, + "outputs": [], + "source": [ + "def lookup_agencies(agency_names):\n", + " return pd.read_sql(\n", + " f\"\"\"\n", + " SELECT\n", + " id\n", + " , name\n", + " FROM nc_agency\n", + " WHERE name ~ '{\"|\".join(agency_names)}'\n", + " ORDER BY 2\n", + " \"\"\",\n", + " pg_conn,\n", + " )\n", + "df = lookup_agencies({\n", + " \"Durham Police\",\n", + "})\n", + "agency_ids = df['id'].tolist()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "b90f97b5-f808-4838-984b-619ea8ffd4ed", + "metadata": {}, + "outputs": [], + "source": [ + "from enum import Enum\n", + "\n", + "class StopPurpose(Enum):\n", + " SPEED_LIMIT_VIOLATION = 1 # Safety Violation\n", + " STOP_LIGHT_SIGN_VIOLATION = 2 # Safety Violation\n", + " DRIVING_WHILE_IMPAIRED = 3 # Safety Violation\n", + " SAFE_MOVEMENT_VIOLATION = 4 # Safety Violation\n", + " VEHICLE_EQUIPMENT_VIOLATION = 5 # Regulatory and Equipment\n", + " VEHICLE_REGULATORY_VIOLATION = 6 # Regulatory and Equipment\n", + " OTHER_MOTOR_VEHICLE_VIOLATION = 9 # Regulatory and Equipment\n", + " SEAT_BELT_VIOLATION = 7 # Investigatory\n", + " INVESTIGATION = 8 # Investigatory\n", + " CHECKPOINT = 10 # Investigatory\n", + " \n", + " @classmethod\n", + " def safety_violation(cls):\n", + " return [cls.SPEED_LIMIT_VIOLATION.value, cls.STOP_LIGHT_SIGN_VIOLATION.value, cls.DRIVING_WHILE_IMPAIRED.value, cls.SAFE_MOVEMENT_VIOLATION.value]\n", + " \n", + " @classmethod\n", + " def regulatory_equipment(cls):\n", + " return [cls.VEHICLE_EQUIPMENT_VIOLATION.value, cls.VEHICLE_REGULATORY_VIOLATION.value, cls.OTHER_MOTOR_VEHICLE_VIOLATION.value]\n", + " \n", + " @classmethod\n", + " def investigatory(cls):\n", + " return [cls.SEAT_BELT_VIOLATION.value, cls.INVESTIGATION.value, cls.CHECKPOINT.value]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "21db2796-45aa-41d3-89d6-76f942ff29b2", + "metadata": {}, + "outputs": [], + "source": [ + "stops_summary_sql = f\"\"\"\n", + "SELECT\n", + " nc_stop.stop_id\n", + " , date AT TIME ZONE 'America/New_York' AS stop_date\n", + " , EXTRACT(hour FROM date AT TIME ZONE 'America/New_York') AS \"hour_of_day\"\n", + " , nc_stop.agency_id\n", + " , nc_stop.agency_description AS agency\n", + " , nc_stop.officer_id\n", + " , (CASE WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.safety_violation()))}) THEN 'Safety Violation'\n", + " WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.investigatory()))}) THEN 'Investigatory'\n", + " WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.regulatory_equipment()))}) THEN 'Regulatory and Equipment'\n", + " ELSE 'Other'\n", + " END) as stop_purpose_group\n", + " , (CASE WHEN nc_person.ethnicity = 'H' THEN 'Hispanic'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'A' THEN 'Asian'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'B' THEN 'Black'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'I' THEN 'Native American'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'U' THEN 'Other'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'W' THEN 'White'\n", + " END) as driver_race\n", + " , (CASE WHEN nc_person.gender = 'M' THEN 'male'\n", + " WHEN nc_person.gender = 'F' THEN 'female'\n", + " END) as driver_gender\n", + " , (nc_search.search_id IS NOT NULL) AS driver_searched\n", + " , (CASE\n", + " WHEN nc_contraband.contraband_id IS NULL THEN false\n", + " ELSE true\n", + " END) AS contraband_found\n", + " , (CASE WHEN nc_contraband.ounces > 0 OR nc_contraband.pounds > 0 OR nc_contraband.dosages > 0 OR nc_contraband.grams > 0 OR nc_contraband.kilos > 0 THEN true\n", + " ELSE false\n", + " END) AS drugs_found\n", + " , (CASE WHEN nc_contraband.pints > 0 OR nc_contraband.gallons > 0 THEN true\n", + " ELSE false\n", + " END) AS alcohol_found\n", + " , (CASE WHEN nc_contraband.weapons > 0 THEN true\n", + " ELSE false\n", + " END) AS weapons_found\n", + " , (CASE WHEN nc_contraband.money > 0 THEN true\n", + " ELSE false\n", + " END) AS money_found\n", + " , (CASE WHEN nc_contraband.dollar_amount > 0 THEN true\n", + " ELSE false\n", + " END) AS other_found\n", + " , nc_contraband.ounces AS contraband_ounces\n", + " , nc_contraband.pounds AS contraband_pounds\n", + " , nc_contraband.dosages AS contraband_dosages\n", + " , nc_contraband.grams AS contraband_grams\n", + " , nc_contraband.kilos AS contraband_kilos\n", + " , nc_contraband.pints AS contraband_pints\n", + " , nc_contraband.gallons AS contraband_gallons\n", + " , nc_contraband.weapons AS contraband_weapons\n", + " , nc_contraband.money AS contraband_money\n", + " , nc_contraband.dollar_amount AS contraband_dollar_amount\n", + " , driver_arrest\n", + "FROM \"nc_stop\"\n", + "INNER JOIN \"nc_person\"\n", + " ON (\"nc_stop\".\"stop_id\" = \"nc_person\".\"stop_id\" AND \"nc_person\".\"type\" = 'D')\n", + "LEFT OUTER JOIN \"nc_search\"\n", + " ON (\"nc_stop\".\"stop_id\" = \"nc_search\".\"stop_id\")\n", + "LEFT OUTER JOIN \"nc_contraband\"\n", + " ON (\"nc_stop\".\"stop_id\" = \"nc_contraband\".\"stop_id\")\n", + "WHERE nc_stop.agency_id IN ({\",\".join(map(str, agency_ids))})\n", + "\"\"\"" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e5014de8-7271-46e6-83a6-69f6a0c48bdf", + "metadata": {}, + "outputs": [], + "source": [ + "colors = (\n", + " px.colors.qualitative.Pastel2[5], # Asian\n", + " px.colors.qualitative.Pastel[9], # Black\n", + " px.colors.qualitative.Antique[2], # Hispanic\n", + " px.colors.qualitative.Set2[2], # Native American\n", + " px.colors.qualitative.Set3[2], # Other\n", + " px.colors.qualitative.Pastel[0], # White\n", + ")\n", + "color_map = {\n", + " \"Asian\": px.colors.qualitative.Pastel2[5],\n", + " \"Black\": px.colors.qualitative.Pastel[9],\n", + " \"Hispanic\": px.colors.qualitative.Antique[2],\n", + " \"Native American\": px.colors.qualitative.Set2[2],\n", + " \"Other\": px.colors.qualitative.Set3[2],\n", + " \"White\": px.colors.qualitative.Pastel[0],\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "24569764-fe5d-4db6-83e9-bfd4d2fb9e64", + "metadata": {}, + "source": [ + "# What's on NC CopWatch currently" + ] + }, + { + "cell_type": "markdown", + "id": "8ad8e417-ea2b-4c44-8a8d-e3cbe9e890d5", + "metadata": { + "tags": [] + }, + "source": [ + "## Durham PD Contraband \"Hit rate\"\n", + "\n", + "Example: https://nccopwatch.org/agencies/80/contraband" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "dcfbc194-c045-4075-ac4f-40107a3dc0c1", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "hovertemplate": "Driver race=%{y}
Contraband hit rate=%{text}", + "legendgroup": "White", + "marker": { + "color": "rgb(102, 197, 204)", + "pattern": { + "shape": "" + } + }, + "name": "White", + "offsetgroup": "White", + "orientation": "h", + "showlegend": true, + "text": [ + 0.27106227106227104 + ], + "textposition": "auto", + "texttemplate": "%{x:,.1%}", + "type": "bar", + "x": [ + 0.27106227106227104 + ], + "xaxis": "x", + "y": [ + "White" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Driver race=%{y}
Contraband hit rate=%{text}", + "legendgroup": "Black", + "marker": { + "color": "rgb(180, 151, 231)", + "pattern": { + "shape": "" + } + }, + "name": "Black", + "offsetgroup": "Black", + "orientation": "h", + "showlegend": true, + "text": [ + 0.31716268134640746 + ], + "textposition": "auto", + "texttemplate": "%{x:,.1%}", + "type": "bar", + "x": [ + 0.31716268134640746 + ], + "xaxis": "x", + "y": [ + "Black" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Driver race=%{y}
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+ "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS ({stops_summary_sql})\n", + " SELECT\n", + " driver_race\n", + " , count(*) AS stop_count\n", + " , count(*) FILTER (WHERE driver_searched = true) AS search_count\n", + " , count(*) FILTER (WHERE contraband_found = true) AS countraband_count\n", + " FROM stops\n", + " GROUP BY 1\n", + " \"\"\",\n", + " pg_engine,\n", + ")\n", + "df[\"contraband_hit_rate\"] = df.countraband_count / df.search_count\n", + "fig = px.bar(\n", + " df,\n", + " x=\"contraband_hit_rate\",\n", + " y=\"driver_race\",\n", + " color=\"driver_race\",\n", + " color_discrete_map=color_map,\n", + " category_orders={\"driver_race\": [\"White\", \"Black\", \"Hispanic\", \"Asian\", \"Native American\", \"Other\"]},\n", + " title=\"Shows what percentage of searches discovered contraband for a given race / ethnic group\",\n", + " labels={\n", + " \"contraband_hit_rate\": \"Contraband hit rate\",\n", + " \"driver_race\": \"Driver race\",\n", + " },\n", + " text='contraband_hit_rate',\n", + " text_auto=',.1%',\n", + " range_x=[0, 1],\n", + " orientation='h',\n", + " height=600,\n", + ")\n", + "fig.update_xaxes(tickformat=\",.0%\")" + ] + }, + { + "cell_type": "markdown", + "id": "7ebf4492-1663-4791-8a65-1ccef9df7989", + "metadata": {}, + "source": [ + "# New contraband visualization ideas" + ] + }, + { + "cell_type": "markdown", + "id": "4019a962-0909-436f-9875-3ed14ae2d3be", + "metadata": {}, + "source": [ + "## Figure 1: Hit rate per search for safety, regulatory, and investigatory-related stop purposes" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "fbd51419-93cd-4ad7-8114-ac0199becf5e", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "hovertemplate": "Stop purpose=Investigatory
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS ({stops_summary_sql})\n", + " SELECT\n", + " driver_race\n", + " , stop_purpose_group\n", + " , count(*) AS stop_count\n", + " , count(*) FILTER (WHERE driver_searched = true) AS search_count\n", + " , count(*) FILTER (WHERE contraband_found = true) AS countraband_count\n", + " FROM stops\n", + " GROUP BY 1, 2\n", + " \"\"\",\n", + " pg_engine,\n", + ")\n", + "df[\"contraband_hit_rate\"] = df.countraband_count / df.search_count\n", + "fig = px.bar(\n", + " df,\n", + " x=\"contraband_hit_rate\",\n", + " y=\"driver_race\",\n", + " color=\"stop_purpose_group\",\n", + " color_discrete_sequence=px.colors.qualitative.Pastel1,\n", + " # title=\"Figure 1: Hit rate per search for safety, regulatory, and investigatory-related stop purposes, Durham Police Department\",\n", + " labels={\n", + " \"contraband_hit_rate\": \"Contraband hit rate\",\n", + " \"driver_race\": \"Driver race\",\n", + " \"stop_purpose_group\": \"Stop purpose\",\n", + " },\n", + " text='contraband_hit_rate',\n", + " text_auto=',.1%',\n", + " range_x=[0, 1],\n", + " orientation='h',\n", + " height=600,\n", + " barmode=\"group\",\n", + ")\n", + "fig.update_xaxes(tickformat=\",.0%\")" + ] + }, + { + "cell_type": "markdown", + "id": "3c03eddc-4532-4460-b958-225204b6f7fd", + "metadata": {}, + "source": [ + "## Figure 1: Data Table" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "c1227962-42bc-4d8a-91a5-925e44d93409", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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driver_racestop_purpose_groupstop_countsearch_countcountraband_countcontraband_hit_rate
0AsianInvestigatory3041320.153846
1AsianRegulatory and Equipment13561950.263158
2AsianSafety Violation442051100.196078
3BlackInvestigatory25202360111460.318245
4BlackRegulatory and Equipment92303939929200.310671
5BlackSafety Violation91274443914650.330029
6HispanicInvestigatory77163831000.261097
7HispanicRegulatory and Equipment1666110012010.200799
8HispanicSafety Violation1872210821920.177449
9Native AmericanInvestigatory87310.333333
10Native AmericanRegulatory and Equipment3581020.200000
11Native AmericanSafety Violation11151760.352941
12OtherInvestigatory1751130.272727
13OtherRegulatory and Equipment5312030.150000
14OtherSafety Violation12491750.294118
15WhiteInvestigatory80335301810.341509
16WhiteRegulatory and Equipment2803310262590.252437
17WhiteSafety Violation619169012260.250832
\n", + "
" + ], + "text/plain": [ + " driver_race stop_purpose_group stop_count search_count \\\n", + "0 Asian Investigatory 304 13 \n", + "1 Asian Regulatory and Equipment 1356 19 \n", + "2 Asian Safety Violation 4420 51 \n", + "3 Black Investigatory 25202 3601 \n", + "4 Black Regulatory and Equipment 92303 9399 \n", + "5 Black Safety Violation 91274 4439 \n", + "6 Hispanic Investigatory 7716 383 \n", + "7 Hispanic Regulatory and Equipment 16661 1001 \n", + "8 Hispanic Safety Violation 18722 1082 \n", + "9 Native American Investigatory 87 3 \n", + "10 Native American Regulatory and Equipment 358 10 \n", + "11 Native American Safety Violation 1115 17 \n", + "12 Other Investigatory 175 11 \n", + "13 Other Regulatory and Equipment 531 20 \n", + "14 Other Safety Violation 1249 17 \n", + "15 White Investigatory 8033 530 \n", + "16 White Regulatory and Equipment 28033 1026 \n", + "17 White Safety Violation 61916 901 \n", + "\n", + " countraband_count contraband_hit_rate \n", + "0 2 0.153846 \n", + "1 5 0.263158 \n", + "2 10 0.196078 \n", + "3 1146 0.318245 \n", + "4 2920 0.310671 \n", + "5 1465 0.330029 \n", + "6 100 0.261097 \n", + "7 201 0.200799 \n", + "8 192 0.177449 \n", + "9 1 0.333333 \n", + "10 2 0.200000 \n", + "11 6 0.352941 \n", + "12 3 0.272727 \n", + "13 3 0.150000 \n", + "14 5 0.294118 \n", + "15 181 0.341509 \n", + "16 259 0.252437 \n", + "17 226 0.250832 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "markdown", + "id": "82bcae50-4f8a-474f-b3c6-07d37a3aa21f", + "metadata": {}, + "source": [ + "## Figure 2: Hit rate per search by contraband type, for safety, regulatory, and investigatory-related stop purposes" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b7a0e512-bb2f-41ca-8bb1-85c6977ced2e", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "hovertemplate": "Contraband type=Drugs
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Hit rate per search=%{text}
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS ({stops_summary_sql})\n", + " SELECT\n", + " driver_race\n", + " , stop_purpose_group\n", + " , count(*) AS stop_count\n", + " , count(*) FILTER (WHERE driver_searched = true) AS search_count\n", + " , count(*) FILTER (WHERE drugs_found = true) AS drug_count\n", + " , count(*) FILTER (WHERE alcohol_found = true) AS alcohol_count\n", + " , count(*) FILTER (WHERE weapons_found = true) AS weapon_count\n", + " , count(*) FILTER (WHERE money_found = true) AS money_count\n", + " , count(*) FILTER (WHERE other_found = true) AS other_count\n", + " FROM stops\n", + " GROUP BY 1, 2\n", + " \"\"\",\n", + " pg_engine,\n", + ")\n", + "df[\"Drugs\"] = df.drug_count / df.search_count\n", + "df[\"Alcohol\"] = df.alcohol_count / df.search_count\n", + "df[\"Weapons\"] = df.weapon_count / df.search_count\n", + "df[\"Money\"] = df.money_count / df.search_count\n", + "df[\"Other\"] = df.other_count / df.search_count\n", + "fig = px.bar(\n", + " df.melt(id_vars=[\"driver_race\", \"stop_purpose_group\"], value_vars=[\"Drugs\", \"Alcohol\", \"Weapons\", \"Money\", \"Other\"], var_name=\"contraband_type\", value_name=\"hit_rate\"),\n", + " x=\"hit_rate\",\n", + " y=\"driver_race\",\n", + " color=\"contraband_type\",\n", + " color_discrete_sequence=px.colors.qualitative.Pastel1,\n", + " category_orders={\"driver_race\": [\"White\", \"Black\", \"Hispanic\", \"Asian\", \"Native American\", \"Other\"]},\n", + " # title=\"Figure 2: Hit rate per search by contraband type, Durham Police Department, 2002-2022\",\n", + " labels={\n", + " \"contraband_type\": \"Contraband type\",\n", + " \"driver_race\": \"Driver race\",\n", + " \"stop_purpose_group\": \"Stop purpose\",\n", + " \"hit_rate\": \"Hit rate per search\"\n", + " },\n", + " text='hit_rate',\n", + " text_auto=',.0%',\n", + " orientation='h',\n", + " height=600,\n", + " barmode=\"relative\",\n", + " facet_col=\"stop_purpose_group\",\n", + ")\n", + "fig.update_xaxes(tickformat=\",.0%\")" + ] + }, + { + "cell_type": "markdown", + "id": "69768bc5-9bdb-4d94-94fb-73cb9cfef84c", + "metadata": {}, + "source": [ + "## Figure 2: Data Table" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "b7fcd74c-7258-48aa-9b3f-77199f856d5a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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driver_racestop_purpose_groupstop_countsearch_countdrug_countalcohol_countweapon_countmoney_countother_countDrugsAlcoholWeaponsMoneyOther
0AsianInvestigatory30413000010.0000000.0000000.0000000.0000000.076923
1AsianRegulatory and Equipment135619202210.1052630.0000000.1052630.1052630.052632
2AsianSafety Violation442051420700.0784310.0392160.0000000.1372550.000000
3BlackInvestigatory25202360168761164130840.1907800.0169400.0455430.0361010.023327
4BlackRegulatory and Equipment92303939919771414692861570.2103420.0150020.0498990.0304290.016704
5BlackSafety Violation912744439913116221212600.2056770.0261320.0497860.0477590.013517
6HispanicInvestigatory7716383431616770.1122720.0417750.0417750.0182770.018277
7HispanicRegulatory and Equipment166611001108332917130.1078920.0329670.0289710.0169830.012987
8HispanicSafety Violation1872210824866221240.0443620.0609980.0203330.0110910.003697
9Native AmericanInvestigatory873100000.3333330.0000000.0000000.0000000.000000
10Native AmericanRegulatory and Equipment35810200000.2000000.0000000.0000000.0000000.000000
11Native AmericanSafety Violation111517203010.1176470.0000000.1764710.0000000.058824
12OtherInvestigatory17511300000.2727270.0000000.0000000.0000000.000000
13OtherRegulatory and Equipment53120300100.1500000.0000000.0000000.0500000.000000
14OtherSafety Violation124917501000.2941180.0000000.0588240.0000000.000000
15WhiteInvestigatory8033530105111513260.1981130.0207550.0283020.0245280.049057
16WhiteRegulatory and Equipment28033102614524269380.1413260.0233920.0253410.0087720.037037
17WhiteSafety Violation6191690195372414200.1054380.0410650.0266370.0155380.022198
\n", + "
" + ], + "text/plain": [ + " driver_race stop_purpose_group stop_count search_count \\\n", + "0 Asian Investigatory 304 13 \n", + "1 Asian Regulatory and Equipment 1356 19 \n", + "2 Asian Safety Violation 4420 51 \n", + "3 Black Investigatory 25202 3601 \n", + "4 Black Regulatory and Equipment 92303 9399 \n", + "5 Black Safety Violation 91274 4439 \n", + "6 Hispanic Investigatory 7716 383 \n", + "7 Hispanic Regulatory and Equipment 16661 1001 \n", + "8 Hispanic Safety Violation 18722 1082 \n", + "9 Native American Investigatory 87 3 \n", + "10 Native American Regulatory and Equipment 358 10 \n", + "11 Native American Safety Violation 1115 17 \n", + "12 Other Investigatory 175 11 \n", + "13 Other Regulatory and Equipment 531 20 \n", + "14 Other Safety Violation 1249 17 \n", + "15 White Investigatory 8033 530 \n", + "16 White Regulatory and Equipment 28033 1026 \n", + "17 White Safety Violation 61916 901 \n", + "\n", + " drug_count alcohol_count weapon_count money_count other_count \\\n", + "0 0 0 0 0 1 \n", + "1 2 0 2 2 1 \n", + "2 4 2 0 7 0 \n", + "3 687 61 164 130 84 \n", + "4 1977 141 469 286 157 \n", + "5 913 116 221 212 60 \n", + "6 43 16 16 7 7 \n", + "7 108 33 29 17 13 \n", + "8 48 66 22 12 4 \n", + "9 1 0 0 0 0 \n", + "10 2 0 0 0 0 \n", + "11 2 0 3 0 1 \n", + "12 3 0 0 0 0 \n", + "13 3 0 0 1 0 \n", + "14 5 0 1 0 0 \n", + "15 105 11 15 13 26 \n", + "16 145 24 26 9 38 \n", + "17 95 37 24 14 20 \n", + "\n", + " Drugs Alcohol Weapons Money Other \n", + "0 0.000000 0.000000 0.000000 0.000000 0.076923 \n", + "1 0.105263 0.000000 0.105263 0.105263 0.052632 \n", + "2 0.078431 0.039216 0.000000 0.137255 0.000000 \n", + "3 0.190780 0.016940 0.045543 0.036101 0.023327 \n", + "4 0.210342 0.015002 0.049899 0.030429 0.016704 \n", + "5 0.205677 0.026132 0.049786 0.047759 0.013517 \n", + "6 0.112272 0.041775 0.041775 0.018277 0.018277 \n", + "7 0.107892 0.032967 0.028971 0.016983 0.012987 \n", + "8 0.044362 0.060998 0.020333 0.011091 0.003697 \n", + "9 0.333333 0.000000 0.000000 0.000000 0.000000 \n", + "10 0.200000 0.000000 0.000000 0.000000 0.000000 \n", + "11 0.117647 0.000000 0.176471 0.000000 0.058824 \n", + "12 0.272727 0.000000 0.000000 0.000000 0.000000 \n", + "13 0.150000 0.000000 0.000000 0.050000 0.000000 \n", + "14 0.294118 0.000000 0.058824 0.000000 0.000000 \n", + "15 0.198113 0.020755 0.028302 0.024528 0.049057 \n", + "16 0.141326 0.023392 0.025341 0.008772 0.037037 \n", + "17 0.105438 0.041065 0.026637 0.015538 0.022198 " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b07eb553-8ba6-42bf-8839-1fded65ce367", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.16" + }, + "toc-autonumbering": true, + "toc-showcode": true, + "toc-showmarkdowntxt": true, + "vscode": { + "interpreter": { + "hash": "3ab0d64f7fb02d199241109eded95bbda3a0e882b4218b3ffbccdd3971421a7c" + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/nc/notebooks/2023-03-contraband-graph/queries.py b/nc/notebooks/2023-03-contraband-graph/queries.py new file mode 100644 index 00000000..3eaf1f7f --- /dev/null +++ b/nc/notebooks/2023-03-contraband-graph/queries.py @@ -0,0 +1,274 @@ +# flake8: noqa +from enum import Enum + +import pandas as pd +import plotly.express as px +import requests + + +class StopPurpose(Enum): + SPEED_LIMIT_VIOLATION = 1 # Safety Violation + STOP_LIGHT_SIGN_VIOLATION = 2 # Safety Violation + DRIVING_WHILE_IMPAIRED = 3 # Safety Violation + SAFE_MOVEMENT_VIOLATION = 4 # Safety Violation + VEHICLE_EQUIPMENT_VIOLATION = 5 # Regulatory and Equipment + VEHICLE_REGULATORY_VIOLATION = 6 # Regulatory and Equipment + OTHER_MOTOR_VEHICLE_VIOLATION = 9 # Regulatory and Equipment + SEAT_BELT_VIOLATION = 7 # Investigatory + INVESTIGATION = 8 # Investigatory + CHECKPOINT = 10 # Investigatory + + @classmethod + def safety_violation(cls): + return [ + cls.SPEED_LIMIT_VIOLATION.value, + cls.STOP_LIGHT_SIGN_VIOLATION.value, + cls.DRIVING_WHILE_IMPAIRED.value, + cls.SAFE_MOVEMENT_VIOLATION.value, + ] + + @classmethod + def regulatory_equipment(cls): + return [ + cls.VEHICLE_EQUIPMENT_VIOLATION.value, + cls.VEHICLE_REGULATORY_VIOLATION.value, + cls.OTHER_MOTOR_VEHICLE_VIOLATION.value, + ] + + @classmethod + def investigatory(cls): + return [cls.SEAT_BELT_VIOLATION.value, cls.INVESTIGATION.value, cls.CHECKPOINT.value] + + +colors = ( + px.colors.qualitative.Pastel2[5], # Asian + px.colors.qualitative.Pastel[9], # Black + px.colors.qualitative.Antique[2], # Hispanic + px.colors.qualitative.Set2[2], # Native American + px.colors.qualitative.Set3[2], # Other + px.colors.qualitative.Pastel[0], # White +) +color_map = { + "Asian": px.colors.qualitative.Pastel2[5], + "Black": px.colors.qualitative.Pastel[9], + "Hispanic": px.colors.qualitative.Antique[2], + "Native American": px.colors.qualitative.Set2[2], + "Other": px.colors.qualitative.Set3[2], + "White": px.colors.qualitative.Pastel[0], +} + + +def lookup_agencies(agency_names, pg_conn): + df = pd.read_sql( + f""" + SELECT + id + , name + FROM nc_agency + WHERE name LIKE '{list(agency_names)[0]}%%' + ORDER BY 2 + """, + pg_conn, + ) + return df["id"].tolist() + + +def get_stops_summary_sql(agency_names, pg_conn): + agency_ids = lookup_agencies(agency_names, pg_conn) + return f""" + SELECT + nc_stop.stop_id + , date AT TIME ZONE 'America/New_York' AS stop_date + , EXTRACT(hour FROM date AT TIME ZONE 'America/New_York') AS "hour_of_day" + , nc_stop.agency_id + , nc_stop.agency_description AS agency + , nc_stop.officer_id + , (CASE WHEN nc_stop.purpose IN ({",".join(map(str, StopPurpose.safety_violation()))}) THEN 'Safety Violation' + WHEN nc_stop.purpose IN ({",".join(map(str, StopPurpose.investigatory()))}) THEN 'Investigatory' + WHEN nc_stop.purpose IN ({",".join(map(str, StopPurpose.regulatory_equipment()))}) THEN 'Regulatory and Equipment' + ELSE 'Other' + END) as stop_purpose_group + , (CASE WHEN nc_person.ethnicity = 'H' THEN 'Hispanic' + WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'A' THEN 'Asian' + WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'B' THEN 'Black' + WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'I' THEN 'Native American' + WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'U' THEN 'Other' + WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'W' THEN 'White' + END) as driver_race + , (CASE WHEN nc_person.gender = 'M' THEN 'male' + WHEN nc_person.gender = 'F' THEN 'female' + END) as driver_gender + , (nc_search.search_id IS NOT NULL) AS driver_searched + , (CASE + WHEN nc_contraband.contraband_id IS NULL THEN false + ELSE true + END) AS contraband_found + , (CASE WHEN nc_contraband.ounces > 0 OR nc_contraband.pounds > 0 OR nc_contraband.dosages > 0 OR nc_contraband.grams > 0 OR nc_contraband.kilos > 0 THEN true + ELSE false + END) AS drugs_found + , (CASE WHEN nc_contraband.pints > 0 OR nc_contraband.gallons > 0 THEN true + ELSE false + END) AS alcohol_found + , (CASE WHEN nc_contraband.weapons > 0 THEN true + ELSE false + END) AS weapons_found + , (CASE WHEN nc_contraband.money > 0 THEN true + ELSE false + END) AS money_found + , (CASE WHEN nc_contraband.dollar_amount > 0 THEN true + ELSE false + END) AS other_found + , nc_contraband.ounces AS contraband_ounces + , nc_contraband.pounds AS contraband_pounds + , nc_contraband.dosages AS contraband_dosages + , nc_contraband.grams AS contraband_grams + , nc_contraband.kilos AS contraband_kilos + , nc_contraband.pints AS contraband_pints + , nc_contraband.gallons AS contraband_gallons + , nc_contraband.weapons AS contraband_weapons + , nc_contraband.money AS contraband_money + , nc_contraband.dollar_amount AS contraband_dollar_amount + , driver_arrest + FROM "nc_stop" + INNER JOIN "nc_person" + ON ("nc_stop"."stop_id" = "nc_person"."stop_id" AND "nc_person"."type" = 'D') + LEFT OUTER JOIN "nc_search" + ON ("nc_stop"."stop_id" = "nc_search"."stop_id") + LEFT OUTER JOIN "nc_contraband" + ON ("nc_stop"."stop_id" = "nc_contraband"."stop_id") + WHERE nc_stop.agency_id IN ({",".join(map(str, agency_ids))}) + """ + + +def get_current_hit_rate_graph(agency_name, pg_conn): + df = pd.read_sql( + f""" + WITH stops AS ({get_stops_summary_sql({agency_name}, pg_conn)}) + SELECT + driver_race + , count(*) AS stop_count + , count(*) FILTER (WHERE driver_searched = true) AS search_count + , count(*) FILTER (WHERE contraband_found = true) AS countraband_count + FROM stops + GROUP BY 1 + """, + pg_conn.engine, + ) + df["contraband_hit_rate"] = df.countraband_count / df.search_count + fig = px.bar( + df, + x="contraband_hit_rate", + y="driver_race", + color="driver_race", + color_discrete_map=color_map, + category_orders={ + "driver_race": ["White", "Black", "Hispanic", "Asian", "Native American", "Other"] + }, + title=f"Shows what percentage of searches discovered contraband for a given race / ethnic group ({agency_name})", + labels={ + "contraband_hit_rate": "Contraband hit rate", + "driver_race": "Driver race", + }, + text="contraband_hit_rate", + text_auto=",.1%", + range_x=[0, 1], + orientation="h", + height=600, + ) + fig.update_xaxes(tickformat=",.0%") + return fig, df + + +def get_figure_1(agency_name, pg_conn): + df = pd.read_sql( + f""" + WITH stops AS ({get_stops_summary_sql({agency_name}, pg_conn)}) + SELECT + driver_race + , stop_purpose_group + , count(*) AS stop_count + , count(*) FILTER (WHERE driver_searched = true) AS search_count + , count(*) FILTER (WHERE contraband_found = true) AS countraband_count + FROM stops + GROUP BY 1, 2 + """, + pg_conn.engine, + ) + df["contraband_hit_rate"] = df.countraband_count / df.search_count + fig = px.bar( + df, + x="contraband_hit_rate", + y="driver_race", + color="stop_purpose_group", + color_discrete_sequence=px.colors.qualitative.Pastel1, + title=f"Figure 1: Hit rate per search for safety, regulatory, and investigatory-related stop purposes ({agency_name})", + labels={ + "contraband_hit_rate": "Contraband hit rate", + "driver_race": "Driver race", + "stop_purpose_group": "Stop purpose", + }, + text="contraband_hit_rate", + text_auto=",.1%", + range_x=[0, 1], + orientation="h", + height=600, + barmode="group", + ) + fig.update_xaxes(tickformat=",.0%") + return fig, df + + +def get_figure_2(agency_name, pg_conn): + df = pd.read_sql( + f""" + WITH stops AS ({get_stops_summary_sql({agency_name}, pg_conn)}) + SELECT + driver_race + , stop_purpose_group + , count(*) AS stop_count + , count(*) FILTER (WHERE driver_searched = true) AS search_count + , count(*) FILTER (WHERE drugs_found = true) AS drug_count + , count(*) FILTER (WHERE alcohol_found = true) AS alcohol_count + , count(*) FILTER (WHERE weapons_found = true) AS weapon_count + , count(*) FILTER (WHERE money_found = true) AS money_count + , count(*) FILTER (WHERE other_found = true) AS other_count + FROM stops + GROUP BY 1, 2 + """, + pg_conn.engine, + ) + df["Drugs"] = df.drug_count / df.search_count + df["Alcohol"] = df.alcohol_count / df.search_count + df["Weapons"] = df.weapon_count / df.search_count + df["Money"] = df.money_count / df.search_count + df["Other"] = df.other_count / df.search_count + fig = px.bar( + df.melt( + id_vars=["driver_race", "stop_purpose_group"], + value_vars=["Drugs", "Alcohol", "Weapons", "Money", "Other"], + var_name="contraband_type", + value_name="hit_rate", + ), + x="hit_rate", + y="driver_race", + color="contraband_type", + color_discrete_sequence=px.colors.qualitative.Pastel1, + category_orders={ + "driver_race": ["White", "Black", "Hispanic", "Asian", "Native American", "Other"] + }, + title=f"Figure 2: Hit rate per search by contraband type, for safety, regulatory, and investigatory-related stop purposes ({agency_name})", + labels={ + "contraband_type": "Contraband type", + "driver_race": "Driver race", + "stop_purpose_group": "Stop purpose", + "hit_rate": "Hit rate per search", + }, + text="hit_rate", + text_auto=",.0%", + orientation="h", + height=600, + barmode="relative", + facet_col="stop_purpose_group", + ) + fig.update_xaxes(tickformat=",.0%") + return fig, df diff --git a/nc/notebooks/2023-03-safety-stops/durham.ipynb b/nc/notebooks/2023-03-safety-stops/durham.ipynb new file mode 100644 index 00000000..bda43439 --- /dev/null +++ b/nc/notebooks/2023-03-safety-stops/durham.ipynb @@ -0,0 +1,4988 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "749b210b-9e23-4456-91ee-7331ad1cbedb", + "metadata": { + "tags": [] + }, + "source": [ + "# City of Durham: Safety-related stop patterns\n", + "\n", + "Date: February 28, 2023\n", + "\n", + "Based on analysis from Frank R. Baumgartner's [Benchmarking Traffic Stop Data: Examining Patterns in North Carolina and the City of Raleigh](https://fbaum.unc.edu/TrafficStops/Baumgartner-benchmarking.pdf)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "73f48288-7901-4f61-a950-829dcdccae62", + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "67f817c3-47a6-4fd6-95b5-0dda28527f4b", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import os\n", + "\n", + "from sqlalchemy import create_engine\n", + "\n", + "from dash import Dash, html, dcc\n", + "import plotly\n", + "import plotly.express as px\n", + "import pandas as pd\n", + "\n", + "import queries" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "72d94156-79ae-44ae-8fee-1bad846aed31", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotly.offline.init_notebook_mode()\n", + "pg_engine = create_engine(\"postgresql://postgres@db:5432/traffic_stops_nc\")\n", + "pg_conn = pg_engine.connect()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "e418fd3d-2b66-4169-b669-2938ea7db36f", + "metadata": {}, + "outputs": [], + "source": [ + "agency_name = \"Durham Police\"\n", + "agency_name_acs = \"Durham\"" + ] + }, + { + "cell_type": "markdown", + "id": "2959f5b6-d589-4112-9669-0db505f85de8", + "metadata": { + "tags": [] + }, + "source": [ + "## Census demographics" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "7a2a9026-675d-42cd-b52d-a8034ebcc3ed", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "direction": "clockwise", + "domain": { + "x": [ + 0, + 1 + ], + "y": [ + 0, + 1 + ] + }, + "hovertemplate": "Driver race=%{label}
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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "queries.get_day_night_stop_purpose_group(agency_name, pg_conn)" + ] + }, + { + "cell_type": "markdown", + "id": "8ad8e417-ea2b-4c44-8a8d-e3cbe9e890d5", + "metadata": { + "tags": [] + }, + "source": [ + "## Figure 2: Percent of stops for safety-related purposes, by race, gender, and hour of day\n", + "\n", + "Figure 2 shows that white drivers are much more likely to be stopped for moving violations. Black drivers, whether male or female, are much more likely to be stopped for reasons other than moving violations, particularly in the evening and at night. " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "a3d8d240-d9ac-43a6-bdf6-ce93b52beb6b", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Driver race=Black
Driver gender=Female
Hour of day=%{x}
Percent of stops for safety-related purposes=%{y}", + "legendgroup": "Black, Female", + "line": { + "color": "rgb(51,153,255)", + "dash": "dot" + }, + "marker": { + "symbol": "circle" + }, + "mode": "markers+lines", + "name": "Black, Female", + "orientation": "v", + "showlegend": true, + "textposition": "bottom right", + "type": "scatter", + "x": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23 + ], + "xaxis": "x", + "y": [ + 0.4403646912556983, + 0.33796503809950695, + 0.3725369458128079, + 0.3738095238095238, + 0.40838323353293415, + 0.4672897196261682, + 0.5794205794205795, + 0.7000876936568254, + 0.7112515358960857, + 0.6017587939698492, + 0.5690060005217845, + 0.5019324916258696, + 0.4646827992151733, + 0.512, + 0.5108612317914644, + 0.539064300530076, + 0.4904093902089894, + 0.4468779123951538, + 0.3750583839327417, + 0.34552974864778874, + 0.35718029350104824, + 0.3242614561525936, + 0.34266997967020557, + 0.35010214504596526 + ], + "yaxis": "y" + }, + { + "hovertemplate": "Driver race=Black
Driver gender=Male
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, _ = queries.get_black_white_safety_stops(agency_name, pg_conn)\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "id": "34c500d7-6a70-47f5-abb1-e48b1970ccbb", + "metadata": {}, + "source": [ + "## Figure 3. Percent of traffic stops by race, gender, and hour of day\n", + "\n", + "Figure 3 shows how drivers of different race and gender characteristics represent a different share of overall traffic stops by time of the day. Black males are more than 45 percent of those pulled over during the period following midnight, but only 25 percent of drivers stopped during the morning daylight hours. White men, by contrast, show a relatively consistent pattern throughout the day. \n", + "\n", + "Why would this be? It may be because the traffic stop is a convenient tool for a police officer to conduct an informal criminal investigation. Officers can find a reason to pull over virtually any car, and without unduly prolonging the traffic stop, they may ask questions about the driver’s identity and plans. This may involve a request to search the car, or a decision that probable cause of some kind of contraband or criminal activity is apparent." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9c605ee7-c654-417c-8955-167e0ea5c6e2", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Driver race=Black
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, _ = queries.fig_percent_traffic_stops(agency_name, pg_conn)\n", + "fig" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.16" + }, + "toc-autonumbering": true, + "toc-showcode": true, + "toc-showmarkdowntxt": true, + "vscode": { + "interpreter": { + "hash": "3ab0d64f7fb02d199241109eded95bbda3a0e882b4218b3ffbccdd3971421a7c" + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/nc/notebooks/2023-03-safety-stops/queries.py b/nc/notebooks/2023-03-safety-stops/queries.py new file mode 100644 index 00000000..deb5021a --- /dev/null +++ b/nc/notebooks/2023-03-safety-stops/queries.py @@ -0,0 +1,276 @@ +# flake8: noqa +from enum import Enum + +import pandas as pd +import plotly.express as px +import requests + + +class StopPurpose(Enum): + SPEED_LIMIT_VIOLATION = 1 # Safety Violation + STOP_LIGHT_SIGN_VIOLATION = 2 # Safety Violation + DRIVING_WHILE_IMPAIRED = 3 # Safety Violation + SAFE_MOVEMENT_VIOLATION = 4 # Safety Violation + VEHICLE_EQUIPMENT_VIOLATION = 5 # Regulatory and Equipment + VEHICLE_REGULATORY_VIOLATION = 6 # Regulatory and Equipment + OTHER_MOTOR_VEHICLE_VIOLATION = 9 # Regulatory and Equipment + SEAT_BELT_VIOLATION = 7 # Investigatory + INVESTIGATION = 8 # Investigatory + CHECKPOINT = 10 # Investigatory + + @classmethod + def safety_violation(cls): + return [ + cls.SPEED_LIMIT_VIOLATION.value, + cls.STOP_LIGHT_SIGN_VIOLATION.value, + cls.DRIVING_WHILE_IMPAIRED.value, + cls.SAFE_MOVEMENT_VIOLATION.value, + ] + + @classmethod + def regulatory_equipment(cls): + return [ + cls.VEHICLE_EQUIPMENT_VIOLATION.value, + cls.VEHICLE_REGULATORY_VIOLATION.value, + cls.OTHER_MOTOR_VEHICLE_VIOLATION.value, + ] + + @classmethod + def investigatory(cls): + return [cls.SEAT_BELT_VIOLATION.value, cls.INVESTIGATION.value, cls.CHECKPOINT.value] + + +def lookup_agencies(agency_names, pg_conn): + df = pd.read_sql( + f""" + SELECT + id + , name + FROM nc_agency + WHERE name ~ '{"|".join(agency_names)}' + ORDER BY 2 + """, + pg_conn, + ) + return df["id"].tolist() + + +def get_stops_summary_sql(agency_names, pg_conn): + agency_ids = lookup_agencies(agency_names, pg_conn) + return f""" + SELECT + nc_stop.stop_id + , date AT TIME ZONE 'America/New_York' AS stop_date + , EXTRACT(hour FROM date AT TIME ZONE 'America/New_York') AS "hour_of_day" + , nc_stop.agency_id + , nc_stop.agency_description AS agency + , nc_stop.officer_id + , (CASE WHEN nc_stop.purpose IN ({",".join(map(str, StopPurpose.safety_violation()))}) THEN 'Safety Violation' + WHEN nc_stop.purpose IN ({",".join(map(str, StopPurpose.investigatory()))}) THEN 'Investigatory' + WHEN nc_stop.purpose IN ({",".join(map(str, StopPurpose.regulatory_equipment()))}) THEN 'Regulatory and Equipment' + ELSE 'Other' + END) as stop_purpose_group + , (CASE WHEN nc_person.ethnicity = 'H' THEN 'Hispanic' + WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'A' THEN 'Asian' + WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'B' THEN 'Black' + WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'I' THEN 'Native American' + WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'U' THEN 'Other' + WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'W' THEN 'White' + END) as driver_race + , (CASE WHEN nc_person.gender = 'M' THEN 'Male' + WHEN nc_person.gender = 'F' THEN 'Female' + END) as driver_gender + , (nc_search.search_id IS NOT NULL) AS driver_searched + , (CASE + WHEN nc_contraband.contraband_id IS NULL THEN false + ELSE true + END) AS contraband_found + , driver_arrest + FROM "nc_stop" + INNER JOIN "nc_person" + ON ("nc_stop"."stop_id" = "nc_person"."stop_id" AND "nc_person"."type" = 'D') + LEFT OUTER JOIN "nc_search" + ON ("nc_stop"."stop_id" = "nc_search"."stop_id") + LEFT OUTER JOIN "nc_contraband" + ON ("nc_stop"."stop_id" = "nc_contraband"."stop_id") + WHERE nc_stop.agency_id IN ({",".join(map(str, agency_ids))}) + """ + + +def get_day_night_stop_purpose_group(agency_name, pg_conn): + df = pd.read_sql( + f""" + WITH + stops AS ({get_stops_summary_sql({agency_name}, pg_conn)}), + day_stops AS ( + SELECT + driver_race + , driver_gender + , stop_purpose_group + , (CASE WHEN stop_purpose_group = 'Regulatory and Equipment' THEN 1 + WHEN stop_purpose_group = 'Safety Violation' THEN 2 + WHEN stop_purpose_group = 'Investigatory' THEN 3 + END) as stop_purpose_group_order + , (CASE WHEN hour_of_day BETWEEN 5 AND 16 THEN 'Day (5am to 5pm)' + WHEN (hour_of_day >= 17 OR hour_of_day <= 4) THEN 'Night (5pm to 5am)' + ELSE 'Missing' + END) as day_part + FROM stops + ) + SELECT + driver_race + , driver_gender + , stop_purpose_group + , stop_purpose_group_order + , day_part + , count(*) AS stop_count + , sum(count(*)) OVER (PARTITION BY driver_race, driver_gender, day_part)::integer AS total_group_stops_by_race + FROM day_stops + GROUP BY 1, 2, 3, 4, 5 + """, + pg_conn.engine, + ) + df["percent_stops_for_race"] = df.stop_count / df.total_group_stops_by_race + fig = px.bar( + df.sort_values( + ["stop_purpose_group_order", "percent_stops_for_race"], ascending=[True, False] + ), + x="driver_race", + y="percent_stops_for_race", + color="stop_purpose_group", + title=f"Percent of stops by stop purpose group, by time of day, by gender, by race, {agency_name}, 2002-2022", + labels={ + "percent_stops_for_race": "Percent of stops", + "driver_race": "Driver race", + "stop_purpose_group": "Stop purpose group", + "male": "Male", + }, + color_discrete_sequence=px.colors.qualitative.Vivid, + height=600, + facet_row="driver_gender", + facet_col="day_part", + category_orders={"day_part": ["Day (5am to 5pm)", "Night (5pm to 5am)"]}, + ) + fig.update_yaxes(tickformat=",.0%") + return fig + + +def get_black_white_safety_stops(agency_name, pg_conn): + df = pd.read_sql( + f""" + WITH stops AS ({get_stops_summary_sql({agency_name}, pg_conn)}) + SELECT + hour_of_day + , stop_purpose_group + , driver_race + , driver_gender + , count(*) AS stop_count + , sum(count(*)) OVER (PARTITION BY hour_of_day, driver_race, driver_gender)::integer AS total_hour_stops_by_race + FROM stops + GROUP BY 1, 2, 3, 4 + """, + pg_conn.engine, + ) + df["percent_stops_for_race_gender"] = df.stop_count / df.total_hour_stops_by_race + mask = (df["stop_purpose_group"] == "Safety Violation") & ( + df["driver_race"].isin(["Black", "White"]) + ) + fig = px.line( + df[mask], + x="hour_of_day", + y="percent_stops_for_race_gender", + color="driver_race", + title=f"Percent of stops for safety-related purposes, by race, gender, and hour of day, {agency_name}, 2002-2022", + labels={ + "percent_stops_for_race_gender": "Percent of stops for safety-related purposes", + "hour_of_day": "Hour of day", + "driver_race": "Driver race", + "driver_gender": "Driver gender", + }, + color_discrete_sequence=(px.colors.diverging.Picnic[1], px.colors.diverging.Picnic[7]), + height=600, + markers=True, + line_dash="driver_gender", + line_dash_map={"Male": "solid", "Female": "dot"}, + line_group="driver_gender", + ) + fig.layout.yaxis.tickformat = ",.0%" + fig.update_traces(textposition="bottom right") + return fig, df + + +def fig_percent_traffic_stops(agency_name, pg_conn): + df = pd.read_sql( + f""" + WITH stops AS ({get_stops_summary_sql({agency_name}, pg_conn)}) + SELECT + hour_of_day + , driver_race + , driver_gender + , count(*) AS stop_count + , sum(count(*)) OVER (PARTITION BY hour_of_day)::integer AS total_hour_stops + FROM stops + GROUP BY 1, 2, 3 + """, + pg_conn.engine, + ) + df["percent_stops_for_race_gender"] = df.stop_count / df.total_hour_stops + mask = df["driver_race"].isin(["Black", "White"]) + fig = px.line( + df[mask], + x="hour_of_day", + y="percent_stops_for_race_gender", + color="driver_race", + title=f"Percent of traffic stops by race, gender, and hour of day, {agency_name}, 2002-2022", + labels={ + "percent_stops_for_race_gender": "Percent of stops", + "hour_of_day": "Hour of day", + "driver_race": "Driver race", + "driver_gender": "Driver gender", + }, + color_discrete_sequence=(px.colors.diverging.Picnic[1], px.colors.diverging.Picnic[7]), + height=600, + markers=True, + line_dash="driver_gender", + line_dash_map={"Male": "solid", "Female": "dot"}, + line_group="driver_gender", + ) + fig.layout.yaxis.tickformat = ",.0%" + fig.update_traces(textposition="bottom right") + return fig, df + + +def get_census_data(location, geography): + acs = requests.get("https://nccopwatch.s3.us-east-2.amazonaws.com/acs-2021.json").json() + for entry in acs: + if entry["geography"] == geography and location in entry["location"]: + break + df = pd.DataFrame.from_dict([entry]) + df = df.melt( + value_vars=[ + "black", + "white", + "native_american", + "asian", + "native_hawaiian", + "hispanic", + "other", + "two_or_more_races", + ], + var_name="Driver race", + value_name="count", + ) + df["Driver race"] = df["Driver race"].str.replace("_", " ") + df["Driver race"] = df["Driver race"].str.title() + fig = px.pie( + df.sort_values("count", ascending=False), + values="count", + names="Driver race", + title=f"{entry['location']} {entry['source']}", + category_orders={"Driver race": ["White", "Black"]}, + color_discrete_sequence=[px.colors.diverging.Picnic[7], px.colors.diverging.Picnic[1]] + + px.colors.qualitative.Vivid, + height=500, + ) + fig.update_traces(textposition="inside", textinfo="percent+label") + return fig diff --git a/nc/notebooks/2023-04-stop-purpose/stop-types.ipynb b/nc/notebooks/2023-04-stop-purpose/stop-types.ipynb new file mode 100644 index 00000000..68662436 --- /dev/null +++ b/nc/notebooks/2023-04-stop-purpose/stop-types.ipynb @@ -0,0 +1,23186 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "749b210b-9e23-4456-91ee-7331ad1cbedb", + "metadata": { + "tags": [] + }, + "source": [ + "# Stop counts by stop purpose groups\n", + "\n", + "Date: April 4, 2023" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "60c0fadf-757e-42fe-afe6-aaa975550952", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import os\n", + "\n", + "from sqlalchemy import create_engine\n", + "\n", + "from dash import Dash, html, dcc\n", + "import plotly\n", + "import plotly.express as px\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "4078fd28-f92d-4bfd-82b9-6c27683fcdb3", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotly.offline.init_notebook_mode()\n", + "pg_engine = create_engine(\"postgresql://postgres@db:5432/traffic_stops_nc\")\n", + "pg_conn = pg_engine.connect()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "08a71ab4-a75c-4862-820f-9d9a2a58b9a2", + "metadata": {}, + "outputs": [], + "source": [ + "from enum import Enum\n", + "\n", + "color_map = {\n", + " \"Black\": px.colors.qualitative.Pastel[9],\n", + " \"White\": px.colors.qualitative.Pastel[0],\n", + " \"Asian\": px.colors.qualitative.Pastel2[5],\n", + " \"Hispanic\": px.colors.qualitative.Antique[2],\n", + " \"Native American\": px.colors.qualitative.Set2[2],\n", + " \"Other\": px.colors.qualitative.Set3[2],\n", + "}\n", + "\n", + "class StopPurpose(Enum):\n", + " SPEED_LIMIT_VIOLATION = 1 # Safety Violation\n", + " STOP_LIGHT_SIGN_VIOLATION = 2 # Safety Violation\n", + " DRIVING_WHILE_IMPAIRED = 3 # Safety Violation\n", + " SAFE_MOVEMENT_VIOLATION = 4 # Safety Violation\n", + " VEHICLE_EQUIPMENT_VIOLATION = 5 # Regulatory and Equipment\n", + " VEHICLE_REGULATORY_VIOLATION = 6 # Regulatory and Equipment\n", + " OTHER_MOTOR_VEHICLE_VIOLATION = 9 # Regulatory and Equipment\n", + " SEAT_BELT_VIOLATION = 7 # Investigatory\n", + " INVESTIGATION = 8 # Investigatory\n", + " CHECKPOINT = 10 # Investigatory\n", + "\n", + " @classmethod\n", + " def safety_violation(cls):\n", + " return [\n", + " cls.SPEED_LIMIT_VIOLATION.value,\n", + " cls.STOP_LIGHT_SIGN_VIOLATION.value,\n", + " cls.DRIVING_WHILE_IMPAIRED.value,\n", + " cls.SAFE_MOVEMENT_VIOLATION.value,\n", + " ]\n", + "\n", + " @classmethod\n", + " def regulatory_equipment(cls):\n", + " return [\n", + " cls.VEHICLE_EQUIPMENT_VIOLATION.value,\n", + " cls.VEHICLE_REGULATORY_VIOLATION.value,\n", + " cls.OTHER_MOTOR_VEHICLE_VIOLATION.value,\n", + " ]\n", + "\n", + " @classmethod\n", + " def investigatory(cls):\n", + " return [cls.SEAT_BELT_VIOLATION.value, cls.INVESTIGATION.value, cls.CHECKPOINT.value]\n", + "\n", + "\n", + "def lookup_agencies(agency_names, pg_conn):\n", + " df = pd.read_sql(\n", + " f\"\"\"\n", + " SELECT\n", + " id\n", + " , name\n", + " FROM nc_agency\n", + " WHERE name LIKE '{list(agency_names)[0]}%%'\n", + " ORDER BY 2\n", + " \"\"\",\n", + " pg_conn,\n", + " )\n", + " return df[\"id\"].tolist()\n", + "\n", + "\n", + "def get_stops_summary_sql(agency_names=\"\", exclude_ids=\"\"):\n", + " sql = f\"\"\"\n", + " SELECT\n", + " nc_stop.stop_id\n", + " , date_trunc('year', date AT TIME ZONE 'America/New_York') AS \"year\"\n", + " , nc_stop.agency_id\n", + " , nc_stop.agency_description AS agency\n", + " , nc_stop.officer_id\n", + " , (CASE WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.safety_violation()))}) THEN 'Safety Violation'\n", + " WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.investigatory()))}) THEN 'Investigatory'\n", + " WHEN nc_stop.purpose IN ({\",\".join(map(str, StopPurpose.regulatory_equipment()))}) THEN 'Regulatory and Equipment'\n", + " ELSE 'Other'\n", + " END) as stop_purpose_group\n", + " , (CASE WHEN nc_person.ethnicity = 'H' THEN 'Hispanic'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'A' THEN 'Asian'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'B' THEN 'Black'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'I' THEN 'Native American'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'U' THEN 'Other'\n", + " WHEN nc_person.ethnicity = 'N' AND nc_person.race = 'W' THEN 'White'\n", + " END) as driver_race\n", + " , (CASE WHEN nc_person.gender = 'M' THEN 'male'\n", + " WHEN nc_person.gender = 'F' THEN 'female'\n", + " END) as driver_gender\n", + " FROM \"nc_stop\"\n", + " INNER JOIN \"nc_person\"\n", + " ON (\"nc_stop\".\"stop_id\" = \"nc_person\".\"stop_id\" AND \"nc_person\".\"type\" = 'D')\n", + " \"\"\"\n", + " where = \"\"\n", + " if agency_names:\n", + " agency_ids = lookup_agencies(agency_names, pg_conn)\n", + " where = f\"\"\"nc_stop.agency_id IN ({\",\".join(map(str, agency_ids))})\"\"\"\n", + " if exclude_ids:\n", + " where = f\"\"\"nc_stop.agency_id NOT IN ({\",\".join(map(str, exclude_ids))})\"\"\"\n", + " return f\"{sql} WHERE {where}\"" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "24b33100-be21-4b27-b79e-642ba8dd3234", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# agency_name = \"Fayetteville\"\n", + "# lookup_agencies([agency_name], pg_conn)\n", + "# pd.read_sql(\n", + "# f\"\"\"\n", + "# SELECT\n", + "# id\n", + "# , name\n", + "# FROM nc_agency\n", + "# WHERE name LIKE '{agency_name}%%'\n", + "# ORDER BY 2\n", + "# \"\"\",\n", + "# pg_conn,\n", + "# )" + ] + }, + { + "cell_type": "markdown", + "id": "24569764-fe5d-4db6-83e9-bfd4d2fb9e64", + "metadata": {}, + "source": [ + "# What's currently on NC CopWatch" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "3a2faa41-3d3f-4d07-87b8-8b6930340246", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": 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Year=%{x}
Stops=%{y}", + "legendgroup": "Asian", + "line": { + "color": "rgb(255,242,174)", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines", + "name": "Asian", + "orientation": "v", + "showlegend": true, + "type": "scatter", + "x": [ + "2002-01-01T00:00:00", + "2003-01-01T00:00:00", + "2004-01-01T00:00:00", + "2005-01-01T00:00:00", + "2006-01-01T00:00:00", + "2007-01-01T00:00:00", + "2008-01-01T00:00:00", + "2009-01-01T00:00:00", + "2010-01-01T00:00:00", + "2011-01-01T00:00:00", + "2012-01-01T00:00:00", + "2013-01-01T00:00:00", + "2014-01-01T00:00:00", + "2015-01-01T00:00:00", + "2016-01-01T00:00:00", + "2017-01-01T00:00:00", + "2018-01-01T00:00:00", + "2019-01-01T00:00:00", + "2020-01-01T00:00:00", + "2021-01-01T00:00:00", + "2022-01-01T00:00:00" + ], + "xaxis": "x", + "y": [ + 251, + 204, + 215, + 163, + 178, + 261, + 382, + 213, + 444, + 511, + 387, + 462, + 378, + 359, + 259, + 236, + 280, + 274, + 204, + 250, + 169 + ], + "yaxis": "y" + }, + { + "hovertemplate": "Driver race=Black
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+ "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def traffic_stops_by_group(agency_name):\n", + " df = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS ({get_stops_summary_sql({agency_name})})\n", + " SELECT\n", + " year\n", + " , stop_purpose_group\n", + " , count(*) AS stop_count\n", + " FROM stops\n", + " WHERE year > '2001-12-31'\n", + " GROUP BY 1, 2\n", + " ORDER BY year\n", + " \"\"\",\n", + " pg_conn.engine,\n", + " )\n", + " totals = df.groupby(['year'])['stop_count'].agg('sum').reset_index()\n", + " totals['stop_purpose_group'] = 'Total'\n", + " df = pd.concat([df, totals]).sort_values(['year', 'stop_purpose_group'])\n", + " fig = px.line(\n", + " df,\n", + " x=\"year\",\n", + " y=\"stop_count\",\n", + " color=\"stop_purpose_group\",\n", + " color_discrete_map={\"Total\": px.colors.sequential.gray[8]},\n", + " line_dash=\"stop_purpose_group\",\n", + " line_dash_map={\"Total\": \"dash\", \"Investigatory\": \"solid\", \"Safety Violation\": \"solid\", \"Regulatory and Equipment\": \"solid\"},\n", + " title=f\"Traffic stops grouped by stop purpose ({agency_name})\",\n", + " labels={\n", + " \"stop_count\": \"Stops\",\n", + " \"stop_purpose_group\": \"Stop purpose group\",\n", + " \"year\": \"Year\",\n", + " },\n", + " height=600,\n", + " )\n", + " fig.update_xaxes(dtick=\"M24\")\n", + " return fig, df\n", + "fig, df = traffic_stops_by_group(\"Durham Police Department\")\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "id": "69d67072-cd06-4389-8af6-891b77ea4309", + "metadata": {}, + "source": [ + "## Figure 2: Stop purpose group percentage of stops distribution\n", + "\n", + "This graph shows the percentage of total stops for each stop purpose group by agency. The Y-axis uses a logorithmic scale and values closer to the top represent more total stops (or larger jurisdictions). Values closer to the right side of each chart indicate a greater percentage of overall stops for that group. \n", + "\n", + "Some highlights:\n", + "* 81% of stops by the Mecklenburg County Sheriff's Office are Safety Violations stops\n", + "* 51% of stops by the Statesville Police Department are Regulatory and Equipment stops\n", + "* 55% of stops by the Gaston County Police Department are Regulatory and Equipment stops" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "b88d7aee-e038-45fe-9eab-1ec507d674b0", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS ({get_stops_summary_sql(exclude_ids=[194])})\n", + " SELECT\n", + " agency\n", + " , stop_purpose_group\n", + " , count(*) AS stop_count\n", + " , sum(count(*)) OVER (PARTITION BY agency)::integer AS total_agency_stops\n", + " FROM stops\n", + " WHERE year > '2001-12-31'\n", + " GROUP BY 1, 2\n", + " \"\"\",\n", + " pg_conn.engine,\n", + ")\n", + "df[\"group_percent\"] = df.stop_count / df.total_agency_stops" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "87ec4293-4018-43e5-96ed-9f4aa6240354", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "customdata": [ + [ + "Aberdeen Police Department" + ], + [ + "Alamance County Sheriff's Office" + ], + [ + "Albemarle Police Department" + ], + [ + "Apex Police Department" + ], + [ + "Appalachian State University Police Department" + ], + [ + "Archdale Police Department" + ], + [ + "Asheboro Police Department" + ], + [ + "Asheville Police Department" + ], + [ + "Atlantic Beach Police Department" + ], + [ + "Beaufort County Sheriff's Office" + ], + [ + "Belmont Police Department" + ], + [ + "Blowing Rock Police Department" + ], + [ + "Boone Police Department" + ], + [ + "Brunswick County Sheriff's Office" + ], + [ + "Buncombe County Sheriff's Office" + ], 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", + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mask = df[\"total_agency_stops\"] > 10000\n", + "fig = px.scatter(\n", + " df[mask],\n", + " x=\"group_percent\",\n", + " y=\"total_agency_stops\",\n", + " hover_data=[\"agency\", \"total_agency_stops\"],\n", + " facet_col=\"stop_purpose_group\",\n", + " labels={\n", + " \"stop_count\": \"Stops\",\n", + " \"stop_purpose_group\": \"Stop purpose group\",\n", + " \"group_percent\": \"Group percent of stops\",\n", + " \"total_agency_stops\": \"Total agency stops\",\n", + " \"agency\": \"Agency\",\n", + " },\n", + " log_y=True,\n", + " height=600,\n", + ")\n", + "fig.update_xaxes(tickformat=\",.0%\")\n", + "fig.update_layout(hoverlabel_namelength=-1)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "bb84618a-7ddd-496f-bc33-212509e54d7c", + "metadata": {}, + "outputs": [], + "source": [ + "# mask = df[\"total_agency_stops\"] > 20000\n", + "# fig = px.strip(\n", + "# df[mask],\n", + "# x=\"group_percent\",\n", + "# y=\"stop_purpose_group\",\n", + "# hover_data=[\"agency\", \"total_agency_stops\"],\n", + "# labels={\n", + "# \"stop_count\": \"Stops\",\n", + "# \"stop_purpose_group\": \"Stop purpose group\",\n", + "# \"group_percent\": \"Group percent of stops\",\n", + "# \"total_agency_stops\": \"Total agency stops\",\n", + "# \"agency\": \"Agency\",\n", + "# },\n", + "# height=600,\n", + "# )\n", + "# fig.update_xaxes(tbickformat=\",.0%\")\n", + "# fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "2bae37b6-b4d3-4768-a56b-c554930850e6", + "metadata": {}, + "source": [ + "## Traffic stops grouped by stop purpose for select agencies\n", + "\n", + "### Figure 3: Mecklenburg County Sheriff\n", + "\n", + "The majority of Mecklenburg County Sheriff stops are for safety purposes." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "284e7c3d-2b3f-4a95-864e-a1dd9c59bf65", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Stop purpose group=Investigatory
Year=%{x}
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", 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Year=%{x}
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+ "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, _ = traffic_stops_by_group(\"Greensboro Police Department\")\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "id": "5b4bb695-80ce-4a24-83d4-e54d65ebcdac", + "metadata": {}, + "source": [ + "# Traffic stops grouped by stop purpose and driver race\n", + "\n", + "If we add an additional data point, driver race, to the graph, additional comparisons can be made. " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "e7107a85-35d4-4940-b371-ca9b3eb91e82", + "metadata": {}, + "outputs": [], + "source": [ + "def traffic_stops_by_group_with_race(agency_name):\n", + " df = pd.read_sql(\n", + " f\"\"\"\n", + " WITH stops AS ({get_stops_summary_sql({agency_name})})\n", + " SELECT\n", + " year\n", + " , driver_race\n", + " , stop_purpose_group\n", + " , count(*) AS stop_count\n", + " FROM stops\n", + " WHERE year > '2001-12-31'\n", + " GROUP BY 1, 2, 3\n", + " ORDER BY year\n", + " \"\"\",\n", + " pg_conn.engine,\n", + " )\n", + " fig = px.line(\n", + " df,\n", + " x=\"year\",\n", + " y=\"stop_count\",\n", + " color=\"driver_race\",\n", + " color_discrete_map=color_map,\n", + " category_orders={\n", + " \"stop_purpose_group\": ['Safety Violation', 'Regulatory and Equipment', 'Investigatory']\n", + " },\n", + " facet_col=\"stop_purpose_group\",\n", + " facet_col_spacing=0.05,\n", + " title=f\"Traffic stops grouped by stop purpose ({agency_name})\",\n", + " labels={\n", + " \"driver_race\": \"Driver race\",\n", + " \"stop_count\": \"Stops\",\n", + " \"stop_purpose_group\": \"Stop purpose group\",\n", + " \"year\": \"Year\",\n", + " },\n", + " height=600,\n", + " )\n", + " fig.update_xaxes(dtick=\"M24\", tickangle=45)\n", + " return fig, df" + ] + }, + { + "cell_type": "markdown", + "id": "ab73aa9b-78f1-4efd-ae66-f162bbf26dda", + "metadata": {}, + "source": [ + "### Figure 8: Durham Police Department\n", + "\n", + "The Durham Police Department stops black drivers 2-3 times as much as white drivers for Safety Violation and Regulatory and Equipment stops." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "4fa3b16c-06f0-4be3-9a43-fc4cb3412805", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Driver race=Asian
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", 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OSNoA/wSCaDL82/gY2/cekz4jZ0eKvPr76k2p0XKQtGlUVXq1r6++b/J3a2X+ih8Mpw0JBWGOe4Rz3bl8nGFhOQjkFt3HqG0xDTdBfG8lYlEw5VcTp7+euiiten6r/p4nR2ZJFOCn5DPOE/fDVmmrnRSY475pdVm7VixkU735ALMDeK1+rP1uuCHCzNy9GTZhkazbdlBda6E8H8mtuw/l1LnL6t/IpRjd9czSz14Ta5aYfNOvjSEtyYhJS2TNlv2yd+2kCC9G1mw9ICMmLpZZY3qqFxh69W3Tzl9srhu2/t70eOOcbK1nllhhunjZuj3UC5VpI7tF2kyTtmjrmnYZJW0bV5Oe7eqpF1n4faENu3PvkSxctT2CtDVuz/ASCNPNEeGIorWd+G9b2j1z0haSFXLss08LyfihHdULNHPS1lY+5to2vJgwjTDWq1vGbYuz6hbaaFvbRHP3+fHTQClZs6vqV7YsGW2pKkT4u611NCrXaNx/mDIG32ZdR6n+C0Xrr7Aw17BeLRxuw7TzRR1u1aBKhJcH5sDYWi+w76JVO1SkLkqlMoXl+s17hnZYe9mh1R+0mYgoRt+BorX1+I2hTUUao6g8W0AEG5eO/SerF8e/bJ4e4aWUTZWAG5EACZAACZAACZAACZAACTiFAKWtDRj1pC0OASGByKoUyRJLaNgrJdBu3r6vImO1guix6s36y8uQsAiLk+Qs01LJuWXTB0Y4G3N/R/5AU2mrCZrubb+Qdk0/V8dANNnmXb+o1a2NI2iMv0A7VvXPisnYQe0NHyGC+J9rtwz7WUqPoMlJDI4XTe5niCjTplZC1kCyoGgDWEjkpl98piJrIX0adhyhZPPOFeOUkG7UaaRgxXfIU20aLuTy6i37lHA1jmg0vXWIZh08doEa9I4Z2E4tqoKyedchGThmXgThqp0PZAQWdMuVPZOKZEqVPLE6BiTRuCEdpFr5T9QxEMFUq9Vg9d/7101WK3RHRdriGhA9hYE2Bt49hs1Q+ZKROxD3CdHXdVoPUSLdOA+oJk4hezcu/CbCdt+N722IwMX+1Zq+zbtoq7TFuYzo01otGIWCgT8EAITZjuXj1OJCiIzE4jubFn0jWTOmVdtBOpeu010J45Wzhlj8JeFcIPBM5TTu/5bdh9RvByU665mlk9XEiCmTk2cvKyEEJtu/H6uETVSkk7n6NnPxJiVt9eqGrb83W3jbWs+sNY879h1T0+K1umu6rfHUbPyu/7pyU/atnSTfzlihIoux0BGitE2l7cjJS2XV5n3q94pIbKRcwTUhqhcRnwc3TJVkSRKKLe2eqbSdtWSzzFy0Ub34mDKiiyHC31Ta2sNHa0s6NK8hbRtXVy+qIJQrN+6rzvv3vQtVfbFUt8z93pxVt9CO2dommrvXiKRv3GmkagfRHuoVW+sojhOVa9RjbC09giNtGM4X7R+OgYKXW5jpkj1LesmRLUOEfM0aI1vrxY3b96VSoz5KMiOvfaKEfuoQWn/Wol4l6du5kaH+4DO8KGlet5JkypBGLTqJ8zGWtto52PNsYXpv8eJ4yLiFMv2bblKuZAG9W8/PSYAESIAESIAESIAESIAE3gEBSlsboOpJW2vRrBCBf129qSI+Hz19JsvW7lZCzng6sT0DK1NpC7mQt3wbJZN++P5bJWltLdogFNGkiDgznd6sHceSTINoQgQppmMiak0rmpzAIBSrsaNYyu+nRRhpeQK17zKOUrT1eroOmir7Dp2KtCDSnp9OqGmz5iJtT+2eZ4hwxfdoPM1Fls1avEkg2LRzi4q0NZae+D4IaggtRDkhGgxTYxt2GKH+Pbh7swiXjuhbCB6c85V/70idNkPMRsA5I6dth34TVXSvFkUKydZz2AxpXq+S9OvcSJ2Xdu+M5ba5e6VJRIjQ5TOHSPoPUpi9pdFZzyzVqf+msBcRRJMbF43Jj2smSeoUSaIknUzrG46vRWHr1Q1bf2+28La1nnn9/8WHOV5L1u5SkfaYPo1p1KbFWNpqv0HUH0S5ItUIXpZMnLMmgrTFy6bc5VoZ2rN48l+O7FlLNinJu2hyfymQJ6tN7Z6xtMUijhDGaO+mj+pueKmD8zaVtvbwsdS2aQu0QU4jTYEtdUv7vUVFaJqrW/a0iebuMVKj9Bo+K8KsAWvtsa11FMew9xoRWYvFzoyLKWNr0taRNkz7zvU//CRT5q01RLlqf8dLV6TCQEohrdhaLxav2alSG6AdrVymyH/9aFCwFP+8s+GFrlZ/kAJnztivIt0GZ0tbbSbHkJ7NVWoiFhIgARIgARIgARIgARIggegnQGlrA3M9aTu0Z3NpYDKowVT9ud9vVVFd5sqhzTMMETWOSFtEgFZs2NvmSCjjc8EUynJ1exgGoBgM5s2ZRb6oWjpCjlVLMg1ROIjGMY6K1Y6v5UHEVE0USwNYRJl2HjhFpYtAVC4GxUPHL1T7IHqoYJ6PpGyJ/FK2eD7dRc4QrYQpo6YDe0vS1pwE0HiaWzlbO86g7s2kce3yUYq0NRVziL7GwFwbiGsi2Fq13LNqgpz/86oS0cYpGIzZI/rK1khb5BU1FZSYqgspiwhaRNJChhSv0UV9BXI6Ioq5SpO+ijemz2pRzZbOGykvkPoCBcfLnzOLiiw2TrkRnfXM0nlaE2saE22FeGdIJ5yHJWlrWjfs+b3p8ba1nqX5f95qc7ymzFsn85ZvE9RHc9sZS1u8DEE7hah6FKTEQOS1qbRFLukK9XtZbZUxKyB/7qw2tXuatMVsAtQ/pENZPHWAIW2L9kWm0tYePpbaNq1+aHxsqVva781ZdcueNtEc9N9+/1OadxutfquIqNYr9tRRZ1yjKWNr0tbRNky7dvTtSPHx5z//yrmLV2T/4VOGem08O8LWeqFdgyW2WgoZa/UH+zpb2iKqHf04FhhEuicWEiABEiABEiABEiABEiCB6CdAaWsD86hIW00CIGITUWVZM6VVU3oRmYYpq86Sttp0VNPV2W24LLUJFpDBwmDb9x41DDyVSBrRRS0uhWJJpml5SM3lmq3derDKLXhu/yIlWy0NYBEZi2gwTP/ENFAURBNDBiESWCuQLd/PHKzyT1oqpWp1VRLxzN4FESKO7ZG22r02xxOD8y4DpxryBDsj0lYTc5iujXy1WMBn+ITFSpIg96u5gpXLd+z7Vclt4xyr2rbOiLTVBOWq2UMN0WNanYa8QV1Gmg5MV+7auo5udYO0Q05b/M84/zPyLSNS3RX1zNxJWxMjWq7O1XOHKfmnyRYt8lY7nqWctuZeEqjf2v/zHVsS+lrdsOf3psfb1nqGPMeWinbepjl9te1NV67HwlNYcK5W5ZIyqn9btZmptNV+f+Bbz2jRN+NzKJI/u3qJgLzReu2eJm21/XE9SEODae3GxVTa2sPHUtumpXmwR9pqvzdn1S172kRz91nLW6ylZdH7odtTR51xjaaMrUlbnLsjbZila8d3jp6+XOW3RvQ4+nsUW+uFxgztKNpV04I6izY/uqXt9Zt3VV5+Slu9Ws/PSYAESIAESIAESIAESODdEaC0tYFtVKRtjRYDI6VBwFchtypyrDpL2iLfa6HK7ZyyyjNylG778Yiaqmmcp9SStJ2+cIOarrxk6gAplPc/wYhIpE+qd5LkSROq/J/WBrDaFGtMV9Zyqmq3BJHASB8AOYS0AMa5W83dNi3SaP38ryNIGXukrcazcL7ssnhK/whfs3LTXvlmyjIVlYroVC2n58i+rZU80oq1hchMxRwWZ8PgXstbePTkBWnTa5yKbMJg2VLRFsEzzmOsbesMaatNO0a0LtIaoGi5F1E3kB5g14HjFqMsrf2sVL7dY78rlpDsWqoQV9Uz43O1JkYQEY7IcO23+/XkpbJ6875IkebOkramdcOe35vxNZnjDXFuSz2zdh+1ad3GYt94e1Np+yLopeD3Xr3CJ2oRQxRTaYt0MgUr6bdntrZ7mrTFTIhPCuRQKT5Qn1fOHqpSMGjFVNra+ju01rbZI21Nf2/Oqlv2tInm7vWbN2/k09rd1O8U7SHaRXMFLwmQmseeOuqMa7QkbS2lEHCkDdOu0dz1a4vWVSlXVCYM7Wi1zzM9Zy3tzoKJfeWTgjks/uSiW9pqUdbazBIbHpW4CQmQAAmQAAmQAAmQAAmQgJMJUNraADQq0hbCArLk6LZZhgW6ENXavu9EJSKdJW1x+lpUq2luSSyGg8XQINnMFSw45uPtGWERFYhSTNfHuWupDboNmSZ7fz4p2irW2rEOHjkjnQZMFtOFzLTcgcZRcOaijjAIrdFyoIrw1fI+Inr1s9KFIkTULt/wo4ye9r0M7NZEmtT5zOIdQyoKLDTUpE4FGdC1iYrwxSrc30xZKoeOn4uU09ZS5CMWPILUwmrpiJRGwYC93pfDVPSwtmja8dMX1crsEEJIkYECybFy0z4VUWicusBcNCXyd2IhJ+SNRJQtIiq11doRXYW0E5gaqxVsf+DwKbUojJbGAeeHvMFa7lFtwTTc16imR/j31j21iBLSU2jSXTsHbUVx/BuL4Uwb2U33FwThg7oGkWJctHqF80eahOisZ5ZO2pIYwXToL9oOVeep5WmevXSzityDpIGsQYFMHDFpsWzdfdiQ+xh/txR1h89srRu2/t5s4Z0qRRIpWbOr6NUzazcXMwYQJai9xDDd1lTamjuWqbTFNtpihHPG9pJSRfNE2A0vbyB8kyYOsKndM12IDAucQZpB2CLNBY6DYiptbf0dWru3tkpbc783Z9Ute9pES/caiwUOGD1PtQezv+2l/t+4QO7hZSQWSESbaGuf4IxrNGWM80K6IXNtlyNtGPZF1HLfTo2kWoVianFG46LV4z4dG0rLBpXVR7ZG2qJvatdngnrxumhK/wh9H/rhM+f/lmKFckZ7pK12301z1us2+NyABEiABEiABEiABEiABEjAaQQobW1AGRVpi8VbIOMwEENOVhXFuuewIX+sM6WtJg9xKYjQhNS49M+/snrzfvVvTEE3V7SIQEzFL5gnm/h4ecnBo2dUBKlxpCdSFSB/JaKsKpUprCQrRGWq5ImlcedvlITGMUp/kldFY2JbFOO0CdpK2hCThfNmF0TUYXVsbN+ldW3p2PxtzjyIHkTC1apSUjKlT63kJHKrvgwJkx3Lx5qdPqpdG0QLIpwhrSCj/P18I6R8MF2IzJK01QbROA9Euybw9VHninQNWJAFC7OgILVBhfpfKcHdrG5FSRiQQH46+rvigWJO2kL6VShVUHy8veSno2fUMU2jepdv2COjpy1X14B790GqZHLl+m05eOS0ksaaTNei81DHShfLqwQ1cgyj4Nxtlbb4HlwXpkDff/RE8QZDc4vBaeIQ34GVziET9IoWeVw0/8dSung+VW/+uHxdpcDAAj6I1IYEic56ZumcNWmLz+tWL62YoL5D/qFgESxMz0fRfnfg17pRFQkODlGR6lreVmN+tkhbvbqBFwK2/N5s5W1rPbPE6vbdh1KhwVcW82lHVdpC8NdvP1x9LeplruwZ5f7DJ4JoRvw2NclvS7tnKm1xzGkL1svcZVtViotFU/qp35mptMV2tvKxVc5pdcuW35uz6pY9baKl+4yXRYgyR3uFgkUSs3z4gdx78FjO/vGPIY0Ncon7+njbVEed9fsxJ22RtgUpdvDSMEe2DHLrzkOVM10rUWnDsC9kMAqEMNpsMEAKAdRJ5H/F39d+N0ISxH+bUsTWeoFttQXj8BIO7U6C+L5y8a9rsnP/ryp/M16ORXekrfYS7eCGqVb7Xb32n5+TAAmQAAmQAAmQAAmQAAlEnQClrQ3sIPc+bz4gQi5G7KbJvWG9WqiBrHFBLkAMxDDFWSvVyn+i5C1E3eEtM5Xk0waD5qbjY5Bo+vejv12QNl+NE9MpizgXRHdi8KgVSIn+XRubXdkd2+Dcvp2+QqUeMC71qpeRAd2aGBaXwmBx6vx1smnnISUoUbQFV54+e6EiCzFVXiuIYpswrJPkzp7R8DdN2mJQCgmOAnkuZlSuAAAgAElEQVQBOdyifmVD5BIilhANp30PtsNgeEiP5jYJQnCfu2yLWiAGfCEFkyYJUHlitWhWHNOaRMPnSKkwcMz8COcBgdqtdR1DVKu2HRYEM752RPqOnblS2jauJj3b1VMfadGUxtePvyO/J6KC/RL4Go4BOYfB+vjZqyJIZ/BqULOsIQcs2GO6t3HuX4hiiEPkWdSTtpiuXqTqW0kOKW7MHIs9IYLatGAbyDjc4x3Lx0WKOIu0g4g8efpcvp68JEIdwXYQvvjtpEuTQu0WnfXM3Hlq51C0WkdDSgjIaxREPI/o3TpStLB2X7Xj4ZqyZkwrS9fuEuNIUVukrS11w5bfm628ba1nlljh71oaGOMZBdr2tkjbSXPXKCG+bPogKZA7q+GrLLVNaEP7dWlsiJDVa/fwAgL5mY1nIeC6h45fpF5wlCicS6Vd0SJSNywYKR9lTqfOw1Y+lu4t2mPk8dVyHtv7e3NG3cJ12NomWrvPELdb9xwWTOXHizbjAobIP4yXUZjdYEsd1fZ39BpNGeO4eGkxc/EmQ3uDdtN4ccqotGE4LiJPkfv952NnI6HCwpTtm9WIIDdtrRc4GF5iLlq9Qxau3BGp70Pe8BoVS4hWf8wtHIljWFqIzNZnC+OLQhtSomYX9WIDObxZSIAESIAESIAESIAESIAEXEOA0vYdcsdAF1NfMUhMkzKZQdK+w69U0Z+PHj+TpEkSSoBffJu+ClO679x7qLZNlSJppJXVtYNABN6+91ANTE0XKIJww7UmTZxQUiRLFOl7jQewiP7CABRMTKeZarIEqR3wPwhFHNPcdjZdnIiK/EUUp7GQsWVf3D8ICgyoIY69vTzN7hYUHKKuHbxTp0xqdhvjKfC47oePn0qq5EkiCGBzO+J+IqItcUJwCFBSxLRAyoDph+lSWTxHvesNCQ1TUWNu8eJJhnSpIizkZrwvIo4Hj10gA7s1VWko7ClIMYEoVNx7SNCE/m9fWpiW6Kpn5r7bOJpt/JAO6iUL6l7ypJHrtLY/2N+59yjKv/Go1A293xvOzVbe2NaWemaOl5ZbGYsvYREmZxf89m7dfSi+3l6SPFkii/UyKu2ePecaVT6WvsPW35ujdcvS90e1TcTx0F8g7Y67u5vV/sKWOorjvatrRDqiZ4EvJGWyxOLp6WFA4Ugbpv2uHj56Jo+eoH8KUG2DI/2T8T3CiwK0ORDfaCP9bezD7anLtmyLvPbIWb1wcj/BDAkWEiABEiABEiABEiABEiAB1xCgtHUN9zj3rXqRrc4CMm7mSimcP7tkSJtK3N3cVBTqiImL1TT3dfO+VqLBFcVc3lJXnIcj3wmhULPlILML7DlyXGfu62g905uC7Mxz1Y4V2+uGlgoGOU3xO2OJWQRiapvoCkqxoQ1zBRfj70Q+d+R1r1mphMoDz0ICJEACJEACJEACJEACJOA6ApS2rmMfp77ZUZlmKywt76Dx9pjKj8VUkDPUVSW2izlw09KBIBUI0hrExOJoPaO0tf+uItK7bN0eKjJw5ayhERbPs/9o3MPZBGJqm+js67TleLGhDbPlOt7VNrfuPJAGHUaodDlYcFNbqO9dfR+PSwIkQAIkQAIkQAIkQAIkYJ0ApS1rSLQQ2HfolLx4EawWLHuXBVFCWKzr8ZNAleYhbZoUbxdZ8/Z6l1+re+yzF6/I5X/+lfKlClpMC6B7EBdvgAXW/rp6Uz4pkEPSpErm4rMx//WO1jOkFNiy65C6PlxndJT3oW6cPPunXP33jsrnm/vjTNGBjd9hI4GY2ibaePpO3Sw2tGFOvWA7D4b89lj0MmP61BZz4dt5SG5OAiRAAiRAAiRAAiRAAiTgAAFKWwfgcVcSIAESIAESIAESIAESIAESIAESIAESIAESIAEScDYBSltnE+XxSIAESIAESIAESIAESIAESIAESIAESIAESIAESMABApS2DsDjriRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiTgbAKUts4myuORAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQgAMEKG0dgMddSYAESIAESIAESIAESIAESIAESIAESIAESIAESMDZBChtnU2UxyMBEiABEiABEiABEiABEiABEiABEiABEiABEiABBwhQ2joAj7uSAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQgLMJUNo6myiPRwIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIOEKC0dQAedyUBEiABEiABEiABEiABEiABEiABEiABEiABEiABZxOgtHU2UR6PBEiABEiABEiABEiABEiABEiABEiABEiABEiABBwgQGnrADzuSgIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQALOJkBp62yiPB4JkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJOECA0tYBeNyVBEiABEiABEiABEiABEiABEiABEiABEiABEiABJxNgNLW2UR5PBIgARIgARIgARIgARIgARIgARIgARIgARIgARJwgAClrQPwuCsJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJOJsApa2zifJ4JEACJEACJEACJEACJEACJEACJEACJEACJEACJOAAAUpbB+BxVxIgARIgARIgARIgARIgARIgARIgARIgARIgARJwNgFKW2cT5fFIgARIgARIgARIgARIgARIgARIgARIgARIgARIwAEClLYOwOOuJEACJEACJEACJEACJEACJEACJEACJEACJEACJOBsApS2zibK45EACZAACZAACZAACZAACZAACZAACZAACZAACZCAAwQobR2Ax11JgARIgARIgARIgARIgARIgARIgARIgARIgARIwNkEKG2dTZTHIwESIAESIAESIAESIAESIAESIAESIAESIAESIAEHCFDaOgCPu5IACZAACZAACZAACZAACZAACZAACZAACZAACZCAswlQ2jqbKI9HAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAg4QoLR1AB53JQESIAESIAESIAESIAESIAESIAESIAESIAESIAFnE6C0dTZRHo8ESIAESIAESIAESIAESIAESIAESIAESIAESIAEHCBAaesAPO5KAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAs4mQGnrbKI8HgmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAk4QIDS1gF43JUESIAESIAESIAESIAESIAESIAESIAESIAESIAEnE2A0tbZRHk8EiABEiABEiABEiABEiABEiABEiABEiABEiABEnCAAKWtA/C4KwmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAk4mwClrbOJvufHCw0NkyfPXkiSxP7i4e7+nl8tL88cgTdv3sj9h08lwD+++Hh72QXpwp9X5dLf/0rhfNklberkdu3rzI1fhoSKu5ubeHp6WD3s08AXcvj4OalctojEixfP7lMICg4RLy8P/lbsJscdHCHAdtoRetw3KgSuXL8t9x4+kaL5P47K7rFmn8tXbkjg8yApkDtbtJ5zePhrCQkNk/i+3tH6vfwyEnA1AfZnrr4D/H5TAny2Z50gARKIbgKUttFNPJZ+35kLf8uSNbtk14FfDVeAQcu4we0ldcqksmDldkmbOplUKlMkll4hT1uPwKMngTJj0UbZc/C44L9RMqRNKUN6NJdihXLq7S79R38nh349KwXzfCQ1KpWQciXyW9yn36i50rZxNcmaMa3ucU03aNZ1tGTKkFpG9G4V4aPte4/JsAmL5NDm6dK61zjJ83Em6du5kdXjn790Veq3Hy5n9i7QFa+mv4Hgl6FSqHI7mT6qu9VrtfsCuQMJWCDAdppVY8i4hbJh+08GEPlzZZWvOtQX/P+7LEvX7pIDh0/Lwsn9dL/GkfZd9+DveINZSzbLxb+uybSR3cx+U7l6PeXu/ceRPjt/YLFDZ3bkxHlp23u8HNo8QxIl9HPoWM7a+cbt+zJp7hoZN6SDbv/orO/kceIOAfZncedem7vSV+Hhkrd8G8NHGBP0bFcv2qG8q2d7tp/Rfiv5hSQQqwlQ2sbq2xc9Jw/59GntblKuZH7p3LKWJEkUIH9fu6UkbtvGVSVHtg+l25Bpkj1LBunUomb0nBS/JdoJ9Bo+U/66clPGDGwnmTKkkVt37svWPUckdYok0qBmOavnExT8UgpX6SAbF34j2TLpi9icZVrKosn9pUj+7HZf59ptB2TczFXyy+bp4u3ladi/88ApkiJZYhnWq4UgKszX11tSJU9i9fj2SFvT38Dr12/U4D5tmhQS4Bff7uvgDiRgDwG20/bQen+3hbR9ERQsfTo2lGfPg2TBih/kh71H5dTueeJl1B46m4A90taR9t3Z523v8WyRto1qlZcKpQoaDu3m5qZecDpSnr8Ilms37spHWdLFGEH6x+VrUvfLYXJ6z3zdWSuOXDv3jXsE2J/FvXtu7orDwl5J9eYDpHXDKlK3ehlxd3eLdjDv6tme7We030p+IQnEagKUtrH69kXPyUNwodNcMWuI5M2ROdKXIvp28NiF4uPtKWlSJpOsmdLKN/3aKLE7asoyOXbqD8mcIY10aV1HKpYupPb/dsYK9f//XLslh46fU1FAowd8Kek/SGH2ohp1GiklCuWSvb/8Jn/+c0M+r1hchvZsoaYKQtJdv3FPRROh3L73SHoMmS4LJvUVvwS+gn3bNa0uPx87K+gkcW6Dxy6weDxMQ1y4arus3LRXAp8HS/lSBWRAlyaSMCCBYFr9xDmrZef+X+VlSJjkzZlZBnVrKhnTp5Zbdx7ImOnL5ejJP9Tf61UvI5XKFDZ7PRB6i9fskEWrdqioVUSqhoSEybLpA9X25s4Zf7fEc/iExVK0wMdSpVxRtf/+w6fUOY4d1N5wPEv8bK1FkK4dmteQNo2qmt3lxJlL8vWkJYo/Stni+WRQj2aS0D+BIPr15Nk/5eOsGVRagpWzh8qdew/N8kLkzts328klUYCf1K5aSnDsIvmyS/0aZdWxkaKhy6CpUrNSSUOd0k7qydPnUqJmlwgRro+fBkrJml1l8ZT+KjXDuJkrJUvGD6RO1U/F2v02lbaIEEO6BNwz1OnOrWqre2zpN9C0yygZ1L2pum6kWsD37j54Qvz9fNUDKOol0oxs3X1YDh49o1ht2X1YsmdJL11a137vpxrbWve4nT4BttNsp1FLIG3RPqKfQ0E6mjpthsiO5WMl/QcpBTJk6vx18sOPRyRxQn9pULOs1KlaWnx9vMRavxT2Klyadv5GRVVqAnLW4k3i7xdfmtWtKMbSFm1wxwGT1Us+lJwffSgDujaRjzKnU5GZpu17w5rlVJ81ee5a9dyAWTxDejY3vOAz7Q8b1Cgr67YdlO/G9zakCzh45IwsW79bvhvXW9zcIqaysdY34RwxC6T6Z8Vk5ca96nzRx2l9DV444iUgxDeeceL7+ihxai3StseXdaVGxRKRfrTgu2TNTvV8oT0/aP2+Hl9wGTh6nnoOg7iw9kyk9Se4N9v+/2J1eO+WgmjdVZv3SbIkCaVLqzrq2QbF2rMLntU8PNzl76u3VD+Mfr1rmzqSLk0KJWzxTKX16wO7NzX7jKjfenELEohIIKb3Z7Y8c3PcYXncZk99r9Soj7Rr+rl8Ue1TtZu1NqnX8FlSrFAONf7SStdBU1X7jpmgaMPGz1ol/1y/LZ99WlAa1a4gubNnVJuu2LhXvl+/W6V/Qx/XpVVtCQkNNTu+NX62R7qccbNWqTEXSv5cWSRb5nTSu0MDsdYXmms/c32U0eL4E8c27QsL5f1IfcfIvq0N14sXiyEhoS6JSrbnvnJbEiAB+whQ2trHK05ujQFg5cZ9VdRiq4ZVJHf2TPJh+lSGaA9MBfxqxCwlXGtXKaVEKSIxqzTpKzmzfSgt6leWX0/9ITMXb5J180aoB/yO/SfLuYv/qE4RU/1mLtokuT/OJKP6tzXLGJE56MzaNK4m9x8+kSnz1snAbk3U95lGvly/eVeqNOknh7fOVBIM+6I0qfOZpEmVVHXcFer3sng8LVKzT6eGKop06vz1aj8M0uav+EENumaM7qEGTvsPnZJPCuSQfLmySs2WAyVfzixqAHvl+h3pM3K27F41QT5IlSzSNW3c8bMSx73a15fihXLKjn3H1EBWm0Jpes5liueX1j2/tcgTUhTCtnHt8uq7cHwMohHZimKN38PHz6TP17PNckc06szRPdRnIyYtUQPAji1qSKE8H0mWjGkj5Nc7d+mKXP7nhrq/wS9DZNj4RVKmeD51jUhNAB6zxvSUBPF9JG/OLBZ5YZBcq9VglbogR9YMkipFEtn7y0l1PXtWTVTcf/v9T2nebbSKpoV4MC14M+7h7iGThndSH2GAD1FxYP1UtT+ibvN8nFnaN/tcSX8Mys3db1Npu3zDHnXdSRMFyIEjp2Xyd2vl8JaZSuab/gbAAdyXThsoBfNkk74j58jFv64rHo+ePJMx01cIBvdN6lSQxat3yvjZq9Tvq2SR3Ko+4Lvxe2EhAVsIsJ1mO416Yipt12zZL9MXbpCDG6YpmQnZANHWs309lad7xMTF0rF5TfUi1Fq/hLyS+St+Kevnf61eKqEMHDNPkiQOUINTY2mLF1Q4VoFcWVV078KV29UgGe0ZcsKatu8QlzVbDZIvm1SXTz/JI9+v3yPHT1+UXSsnqD7GtD8sXSyf1G83XAb3aCY1K72Vo617jpVc2TOq9tW0WOubzv7xjzTs+LVKYQNR+++t+zJq6jLD8wP6vYNHTkvnlrXVi745S7eIp6e7VWmLtv/jLBkMpwHunVrWUv0nXvx1b/uFlCqaR3YdOC7zlm9T/b4eX9O+yFqfrvUnkM8liuQW9Ft7fz6pnn0gPn77/ZKs3XpAfto4TV6Fv7b67IJnNYiOHl9+ofq+SXPWqBfE4KzVl/kT+iixC1GBZy4WEnCUQEzvz2x55ua4w/K4zdZxBxiaSltrbRLGUejzdq4Yp/o3rd08sH6KemGJcSkCfFT7u/+4bNjxk+xdM0lOn/9LIGIxZsD49dS5v+TVq3ApX7KA7rM9+kGMSTCeheydtWST6vcwZrTWF5prP3cfPG5xPKKN5YzrVYa0qaTLwCmGl7Ivgl5KkaodZM7YXuoaWUiABN4fApS278+9fKdXgml5c5dtkc27DqnvQbQJIgEhnBApaDp9BNGz7fpMkB/XTFLiE6VGi4GqE4EcQ6dbIHdWNUhDQaTiN1OWqUGEuQWfMED5fsYgQ14+DKoCXwTLtwPb2SRt54z9SkoVzW1gZO14eJOJQSmm0aP8+PNv0n3IdCXnlq3bLVv3HJZp33RTUUDauR49eUHa9BonS6YOUFISBYPjmpVLGkSq8Q3CAx8ktyapfz11UVr1/DaCtDU+Zz2etjxAWuIH4Xjkt/Nm6w/urdbx4+Hj+3W7ZfGaXQKxigJJjMGslmMPQv3k2cty78FjFVGKxcogfTFg/7z5ADn2w2wl9fV4mU6f1SJlNSYY+Hp6eBiiyUxPfs9PJ6TH0BmG7wMfiFNIUhRjaWvtfiPnlHFOW0TlXvr7upKv9x48UTJk9dxh6gWAuRQhmrT9OGt6lR5i/JCOUrX822hoRAscO3lBiXUMsn85flYw+EXRokxQ5xDhzUICthBgO812GtL20PGz6mXinXuP5OzFKzJ2cHslJbU824O6N1PRQCjIf3v3wWM1wLTWL+lJRdP0CPiu3//4W65ev63OAQNU45eSxulvpi1YLz/8eFR2rRyvzgkDeqRkmjG6u5Qtnl9JW9M+HBG7x07+odpfrX/ZsXycxdk6lvomTdqe27/I0J+XqtVVvu7bWkoWzi35PmuropgwKwPFlvQImHFknA4B6RFwDIjlNKmSGfot435fj685aWupTzftT7TnB43/02cvpHiNzrL9+7Fy+95Dq88ups9q63/4SUWjod/i9F5bWmVuE1UCMbk/s+WZm+MOy+M2W8cdqDvmpK3x+NG4TcJzedm6PQzjxdHTlsuDR09k0vDOgpkh2348IhOHvQ3mgJTFCzu8iHz8JFDlDMc9Q6Su8ULb1p7tMYukYKV2aqao9gLRtI+w1Beaaz+tjUcwFjDXFyJiF8EeGN+AxczFGw0BLlH97XE/EiCBmEeA0jbm3ZMYfUYYWGCA9ONPv8nspZvV9MQShXNFElYYCCIK8edN0w3Xg0WgMI0EnafpQAApD2q3Hiz71yHvaKJIDEwlK6b4IbUABnm2RNoaD25wcGvHw4ANUSSI4kW5ffehVGjwlWxYMFIC/BPIoDHzVMoHiOtGtcpJh+Y1Zef+YyrCyXSxl7Il8ptNJ4Dv6PFlPcN0H3PS1vic9Xja8gBpfDxjfsgZdeHyNbP1DoNNbeqQtgGmeN64fU8xQIQqxD0eFhAd2vvr2WpqKyQl7immk+IhyFTa4nqs8TKX8xBvs58HBau0GKXrdDfIUnMnrskJSH1MH8L9M86nayxtrd1vPNRp0hbRYB36TVLCFvmdU6dIqqKkVs4aInlyZLYqbZMk8lcpRjBI1gbziLpCFNfxHXMiSVvtwXPv2km6eXdjdIPBk3MJAbbTcbedRruKwWCNisWVCA0NC5MVs4aq9AfayyBEgvp4exnqJvpc9MvW+iU9qWgsbZFyAC8hMT0f6WhCQsNUChhL0hbpCVDQXmsFC3rhpS7yw5r219hGm1GD6F20pVdv3DHMCjH90Vnrm8xJ26pN+6n0Abk/zqhmGW1dOkYypU+tDmuLtLWUHsERvnrS1rhPN5W2SE2EZwSNP+5HgYpfqmea85euWO2Lzb1gnzR3rXr2orR1SfMe5740JvZn9j5zc9whKjWLNm6zZ9yhJ20R9KO1SeAMyZokYYAM6NZEpUWb8nUXNU5FP4MZB0jTY1w6tqip0q+NmbFCVm/epz7CrIRe7eupNG3WpC36TvQR25aOUWnyTPsIa32hufbT2ngE522uL8QLUchpzDxs2GGE1KpSSlrUqxTn2gleMAm87wQobd/3O+yE68MbUUQ1miaAR+fSuE4FNbVSdWqZ06spgCjIT9dl4FQVnapFCmLqCWQeonxMBwIY0KFDtbRYimlHhYHpv7fuqRylc5dtVVNbZn/bU323ufQIetLW+HiQx5hSiCmfKNqqzcZCGSL319MXVXTwgK6NJWnihEpYHtk206ZFQrAtpJ+Wh1dP2urxRATPp5/klZYNKqtzNpcewZiB8fUiAqlF9zFma4p/gvhKjqJAhGLgb1yQ4gHRqLgPiKSuXK6oYTE65O1DWgxz0hb5B63xwv1GTmJEi2nl1LnLavoS8h+eu3jFcF6WqjheEty9/0iKFcol67cdlC1LRhs2NZa21u432GjS9uDhM6qea2k3tIfwCNLW6DegfY70CFk+/EBFNiHqGCkjUGYs3Cjb9x1VItd0kE1p64SGK44dgu30eRUpE9fbaeP0CA8ePVUvQwvm+UhJ2cAXQVL8886y9rvhagFR02KtX0LO1XwV2siq2UNVKiMUS+kRxs5cqYTegol91XMDVoFv3GlkBGlr3L4jx+DhE+cM6Xy0KZ6YqorBs7mBKr4fs3mQngEDcSWdjWbTGF+btb7JmrT9rHQhdc2YAYG88yiOSFvkVsz84QeGGR/G/b4eXz1pa9ynR5a2l6VZ11FmpS2isa31xdakLV5gftF2qJzcPS/Cop9xrOnl5b4DAjG9P7P3mVt7HrT0HM5xx3+VyHjcgb/aK21/Pva7CrBAXnfMhtPSqk2cs0au/ntbrXdhqWAWAmaIYCbHR1nSqxeJpuNb42d7BOoUrdZRJgztKKWL5Y3UR1jrC821n3r1wFxfGBQcogJZalUuofLyHto8wzD78R38NHlIEiABFxGgtHUR+Nj0tYioxKCqa2tEnmRSU0r2/HRcvdnTpjh+9/1WlfcMnSEGXPHiiVRs2EdForZtUl1OnL4oXQdPUzlN0bFhIIA3lBCjf129Kd9OXyEfpE6mBl7mCjoqLKRRrfwnakExyEIITwg8DHwg4TDFBQNE5J1FTiPjnLbmpK2l40GmIc/RlBFdJGXyJPLNlKVqcS0MdFds/FHlbEVkJa4THSxW6S5eOJdUqP+Vis5F7jeU46cvSdirVxFWkdauDWkmIHyRHzZ5kkSyZO0uNcg1jkQyPmekB7DGEwNJCNKpI7vKzdv3Vb7U5y+CIuS0tXS9ttRFRDqUr99LRQd/UjCHiqA6c/5v6dBvolqMq1OLmkqoYhG6Xu3qKZGL9BCJE/mZlbZItWCNFx6IC+fPLm0bV5egoJcG8Q/eiODFAmtYWMBa0QbEKZMnlub1KknL+m+FNoqxtLV2vy/8ec0gbU+cviRtvhqnopNSJU+iFqZBmg5N2pr+BhBda5zTFnz8EvjIsF4tBfez57CZUrF0YVWPKW1tqYXcxhoBttNsp1E/THPaatE8iFpFBCjaVghCLCiGBamQ7gX5+BCZo9cvaWlmWjeqKqfOXpbBY+erFECmOW1nLtoo+w+fVi9S8byAfPbG6RFM2/cLf15Vwh2StnihXCo/Lvo05CFMnjSRRWm775eT6rkC0VBIjWC6AJn2e7HWN1mTtkhlgwE70uL069xIMKDH7Agtx7253yMihBEdXKFUwQgfIwoLUVxzv98qI3q3khTJEqtprBDOWr9vja85aWupT7dH2iJnvLW+2Jq01Wa0LJzcT+WIRx5S5CBmIQFHCcT0/syWZ26OOyyP22ytH4jIxSy11g2rqMV7Mcaz1ibhuK/Cw6XsFz3UgsHo87Q0fNqMA4jYKuWLqvYcqdSwRgfSxDx7HiTlShQQd7d4aozp5xdfhvZsLnrP9oO+nS8IKsH3IHUc8p7nz51VpRyy1heaaz+R/93S+BPp+Cy9wIQcRr9Zt3pp1b+wkAAJvH8EKG3fv3vq9CuCgBszfbkcOHzacEY78GEAACAASURBVGykBkCEqZbnDdMuew2fqYQa3jziYUWLptTyn3ZoXkOJXxQtkbz2WdH8HxsGkeYuAB0VJBg6YRTkUu3XpbGKasUAtMfQ6Ybzq1SmsFrgQ0/aWjoezmngmPmqM0fBdPbp33RTETKIHsXbWhQwqFi6kIzo00qdBzptdN7Iw6V9jocDbYVm4+vC9MRp89eriGQM3rJlSqcGtZgqj2KuY7bG05g/zqtgnqzy4NEzw0JW1vjZUmHwEDRi4hK1Oqp2z7AfBvo929UTT08PQd68/qPmqnukVtjOnE7JXQzctWm5v26fY8j5a40XBrLDJy5Sx0IkN/Ino2CRATwQYRoQFsazVjDQLvNFd3UM0zQDiHjCCwisSGvtfkMm1Gs3XM7sXSBu8dxUHdfqBXJE7jt0yhB5Zu43AO7Lpg9UKSPwOXIjYxVwFETcon6A0eI1O+Xw8XMq3QgKInzLfNFD9q2dLJDOLCSgR4DtNNtp1BFTaYu/aTm+0d4Uyf+xDJ+4WH46esZQpbAgY7c2X6g0Btb6JUhSzGBAm4p+EW1wySJ51Isn5HvHwpwQeHjJiTYWwhgFEbB42arJSXPtO9It4QWaub7T0kBVi07t36WxWgDUUrHWNyHfLqaUGue0RXoEPKtgcU/0U+36TFT9BPo1LEaWPGlCqwuRYXFW04JrxyrfXQZNVcdEwbOBsbS1xte4L8LzhrU+3bQ/QZ5540hbLdUFXkCin7bWF+NZDfng2zaups4Zz1aIQtPyD+Oe4d6hGEck67VX/JwErBGI6f2ZLc/c5qQtxx1vx222FIw78pZvY9gUbRDGG3ptEnaAVIcwNX2GRmo2BLVo4xj0Y1i069adh+oFoPZ3pFMY/lVLlYNc79n+zv1HMm7mSpU6DWO5129ei4+XlxrT6vWFpu1n3pyZLY4/cV2W+kJtNoulWTS28OY2JEACMZsApW3Mvj8x6uzQgSJZO/KcJk0cYPbcsIAI8r56erztlCHO0KElSRQQYWq99qa0SZ3P1FvRAL/4Vq9V66gypU8j3t6eEfLxaTviuzGoMp3Cb+7AthwP0aAvX4ZGkmY434ePnknSJAFmHz6wH94Og5G5RdU0LogK0j5HbtSfjv6uBJ+1Yomntg9YI3rK9KHIluu1pbIhkubx0+cqTyIihE1TZoANUkekSpHUUAf0jmuJF64VEanGHBGJVCR/doP81zu2PZ9but+mx8CUY1x34oT+Nv0GTDdC6gPUYa6ybc/d4ba2EmA7/ZZUXG6nbakrmH6MSCPjfgxtrl6/pHG15WXSrTsPJFFCf7PRl+bad5wT2ldEf9oysEc0HqJ2jVPWWLr2qPRN2rEgh7G4JmZYmPZ5trA23QbcEyTwkZO/X46wAKlxvdXj66w+3fjcbHl2MXe9iBjDMwH7tKjUBu5jjUBM788sPXNz3PGfYLQ2bnNF7cc4BuNFBJsYt1na3zGONDdjwHR8q5076qjWX2HND8xAzJcrqyFVHLaz1heaaz9tHY9o5wBJjbQQmPnHQgIk8H4SoLR9P+9rjL8q0+kteids6e2i3n6WPnf28ew9D0S2fDViluTM9qEEh4SqvLnvMkrF1ddrLx9z25+7dEUatB8hP66eKKlTJnXGIXkMEiABKwTYTsetdjq6+yVHf3xIc4OZKsN6tXD0UC7Z3zSXvT0n8T706fZcL7clAUcJsD+LW/2Zo/XF1v2Rku+HH4+ohcgQlYsXj5jFgNQ+0VEgfT+t3U2lRUBKHxYSIIH3kwCl7ft5X2P8VWG6IiJCTVfxtHTiyLWH6SrYxxnF2cez95wwBQcM7j98qqKMkf/og1TJ7D2Mzdu7+nptPlErG2KqLaYwmUs34Yzj8xgkQAIRCbCdjlvtdHT3S4783hCpu2X3IUFqJUxhjY0FaXCO/nZBPq9Y3O7Tfx/6dLsvmjuQgAME2J/Frf7Mgapi166Itj5+6qIEvghWqXOKFcwpfgl87TqGIxujH/nl17NqzRcvnbRxjnwP9yUBEnAtAUpb1/Lnt5MACZAACZAACZAACZAACZAACZAACZAACZAACZBABAKUtqwQJEACJEACJEACJEACJEACJEACJEACJEACJEACJBCDCFDaOngzbj0MdvAIUd/d29NN/Hw95eGzkKgfxME90yT1FVcySBbgLc+CwyQ07LWDVxK13f18PdRiYoFBYVE7gIN7eXm4SUACT3nw1HV1IHUSX7nzKFjeOHgtUd09aYC3PA8OkxAX1YEEPh7i4R5Pnr5wTR3wdI8nify85L4L60CqJL5y73GwvI5iJfDxdJMkAd5RrQKxYr+7j19KeFQBOXiF7m7xJFlCb8E5uKqkSOQjjwJD5FV4FCuJgyeO30hoWLgEhYQ7eKSo7e7j5S7xvd3lUWBo1A7g4F5u8URSJH7bVruqJE/kI08CQyTMRXUgYQJPVf9evHzlEgSufmaLF08kVWJfue3COoB2CH1l2KuoPbOhLUuZ2Mcl9y+6vvTRsxB56aLnGVyjq5/rk/h7qXb6Zahr2mo/Hw+1IOMzFz3X43kyib+33Hviuv5aPdc/DpY3rumuJbG/l7wMCZdgF9UBVz/Xx4RnNkef6x1tL53xzIa2jIUE3hcClLYO3klXCktXDwBiwsMdpS2lLaUtpa2DzXi07E5pS2lLaUtp68oX7ZS20dLUO/wllLaUtpS2lLauftFOaetwU84DkIBTCVDaOoiT0paRtoy0ZaQtI20ZaavXlVDaUtpS2lLaUtoy0lavr6C0pbSltKW0pbR1fHYUI231eht+HpsIUNo6eLcobSltKW0pbSltKW31uhJKW0pbSltKW0pbSlu9voLSltKW0pbSltKW0lavr+DncYsApa2D95vSltKW0pbSltKW0lavK6G0pbSltKW0pbSltNXrKyhtKW0pbSltKW0pbfX6Cn4etwhQ2jp4vyltKW0pbSltKW0pbfW6EkpbSltKW0pbSltKW72+gtKW0pbSltKW0pbSVq+v4OdxiwClrYP3m9KW0pbSltKW0pbSVq8robSltKW0pbSltKW01esrKG0pbSltKW0pbSlt9foKfh63CFDaOni/KW0pbSltKW0pbSlt9boSSltKW0pbSltKW0pbvb6C0pbSltKW0pbSNnZI28DnQXL89EXVrMdziye+Pt6SLHFCyfxhGoEfsKWcOndZbty6L59XLG7L5twmjhKgtHXwxlPaUtpS2lLaUtpS2up1JZS2lLaUtpS2lLaUtnp9BaUtpS2lLaUtpW3skLZ/XL4mdb8cFqlZz5A2pfTu0EDKlSyg1+TL8AmLZe22A3L+wGLdbblB3CVAaevgvae0pbSltKW0pbSltNXrSihtKW0pbSltKW0pbfX6CkpbSltKW0pbStvYJW2/G99bihfKKYEvguX8xSsya8lmOXn2T5k1pqeULpbXarMfFBwiYa9eSUL/BHrdAz+PwwQobR28+ZS2lLaUtpS2lLaUtnpdCaUtpS2lLaUtpS2lrV5fQWlLaUtpS2lLaRv7pG2JwrkMzXvwy1Bp12eCErcndn4nvj5esnrzPjl26qJ0bllTlm/cK/9cuyXd2tSRv6/dkiMnzsuk4Z3l9wt/y7hZq6Rfl8aSO3tGw/F2HfhVvl//o8wY3V3J3Z+PnZW5y7YIUiukTZ1calYuKV82qS6eHu6C7/6y93hp3+xzuXnngfx87HdJFOAno/q3jdT9nLnwt4yftUpG9Gkl2/ceFfy7XIkCkjFdKpk4d41cu3FXgoJfSrZMaaVVwypSo2IJwzGevwiWWYs3yYEjp+X+w6eS86MPpUmdCvLZp4UkPPy1fL9hj6zfdlBdH/bv0LymVCpTWK8L5OcWCLw30vbNmzfy+OlzQQVKmTyxeHt52nXTX79+I/cePpZkSRKKh7t7pH2Rs+RVeLgkTugf4TNKW0pbSltKW0pbSlu9DofSltKW0pbSltKW0lavr6C0pbSltKW0pbSN3dIW7fzBI2ek04DJsmz6ICmQO6tMmrtGFqzcrrqAArmzKV/VoEZZOfLbedm08xfZt3ayhIaGSYmaXaVy2SIysm9rQ3fRoP0ISZzIT+aM/UpJ2A79JqkcuBVKFVSiF8f9qkN9ad2wqsBZfVK9k9o3SSJ/KZzvY0kYkECG9WoRqfvRjoUPMmdIIx9nyyB5c2SRpIn95ejJPyRfzizi4+0l+w6dlG17jhiuBVK2caeRcu7SFWlQs5wSzBDJQcHB6hxxrSs37ZNGtcpJnhyZZef+X2XHvmOyYtYQyZsjs143yM/NEHgvpC0qa+eBU+TRk0B1ifF9fWRgtyZSu0op9e+xM1fK0rW7Ilx+/lxZ5fsZg9Tf8KPq/fVs9SYBZdhXLaX+52XUf+Nv/b6ZK/sOnVL/RsWb/k03JXdRKG0pbSltKW0pbSlt9Z4wKG0pbSltKW0pbSlt9foKSltKW0pbSltK29gvbe/cfyTl6/WSfp0bSfN6lQwiE/7po8zpDF3BtAXrDdIWf5wyb53MW75Njm6bJf5+8eXylRtSq9VgmT6qu5QrkV9qtx4syZMmEqRk0Eqv4TPlrys3ZcuS0QZpC5k6oEtj8fT0sNjtaNJ2zMAvI0TRajsgKPJZYJA8fPJMPm8+QOXpRcTt3p9PSrch02T8kI5StXxRw/HvPXgi7u5u8mntbtKrfX1p06iq+gyBj8Wqd5Yvqn0q/bs01usG+fn7Km0Ryn35nxsq2TMq95ylm2XO0i1ycvc8FXH77YwV8u+te9K3UyMDAm9vT0mVPIkKIUfF6tK6tgrpPnD4tHQfMl12rRyvws3nr/hB1m49oN4sILS9Y//JkjF9asPbD0pbSltKW0pbSltKW70nDEpbSltKW0pbSltKW72+gtKW0pbSltKW0jb2S9sr129L9eYD5Jt+bVQgIaJPdx04rhyTcTGVttdv3pUqTfrJ131aK8k5Yc5q2bzzF9m/foq8ef1G8n3WVkXQpkyexHAYLY0BFjPTIm1Nhaq5vkeTtj+umSSpU/x3vMdPA2XC7NWy++AJQ1Aj9u/cqrZ0alFT5eyduWij/LJ5eqRZ6CfOXJIW3ccojwYvpxUs2lameD6ZObqHXjfIz99XaWt6XWu2HpDpC9bLvnVTVG4PSNsnz57LtwPbRUKgha6f2j1PvP6fUqFq035K4Dap85laERD5N5AnBAU5RXoNnyXn9i8SyDpKW0pbSltKW0pbSlu9JwxKW0pbSltKW0pbSlu9voLSltKW0pbSltI29kvbrbsPS//R38m2pWNUwJ+t0hZ9BPLhPn32QpZNH6jSJSC6FbL0RdBLKVK1g9SrXkbKlypg0p3Ek1JFcztF2jbqNFJu3Lon/bs2UakPkiVJJJUa9ZZGtSuo85j83VoV2Kjl6zU+EaRJ6NBvogzs1lTSf5AiwjkmSugfIVevXn/Iz/8j8F6kR9Au57ff/5Qtuw+pXB9fdWgg1cp/oj6CtN198Lh8UiCHehuAiNyCebKpzyB4F6/eIdu/H2ug0nXQVPkwXWqVG6RwlQ7qDYmWOPnCn1elXrvhcnjrTJUI+v7TEJfVJy8PN4nv7SFPXoS67BySJ/R2KYNECbzkRcgrCXv12iUMMAiHtH3x8pVLvt/T3U0S+HrIk+euqwPJArzl4bMQeeMSAiKoA0EhryTURXXA18td3N3jyfNg19QBD7d44h/fUx67uA48CgyR11GsBF7u8SShn5eLalD0fO3DZ6Hy+k0UATl4iu5u8SSRn6fgHFxVkvh7ybMXYfIqqpXEwRPHbyTsVbi8DHVNX+Ht6SY+nu7yNCjMwSuJ2u5u8UQgAh48c90zS2J/Lwl0YR3w8/WQ8PA3EhwaHjWIDu7l6me2ePFEkrq4DiTy81J95avwqP0O3eLFk6QB73df8fR5qISGu6avQBV39XN9wvie8jIsXELColZHHPyZSnwvd3FziyfPXfRcj2e6gASe8ijQdf21eq4PDBEXPbJIQHxPCQ0Ll5cuqgOufq6PCc9sqAOOPNc7+jt0xjMb2rJ3XRA9igA/pCowXogMUbb124+QDGlTytrvhitXYI+0/fHn39TMbwQNIlWCcSRsqVpdVZ7aScPf5q3VClIZqECy/+e0jWqkLdaHKlqto/RsV0/aNq5mOD6+V5O2G3f8LIPHLlD5ayGKtYJct1j8rEqTviqHbv0aZc2e47u+L+/j8d8raYsEyT/sPSrnLv4jHZrXUJGyKHjTcfXGHZUqAQmTkYcDFb1SmSLqLQGSI6+bN8Jwf5Hf1i++rwz7qoXkKttKZo3pKaWL5VWf/331ptRoOUh+XD1RUqdM6jJZiHPBAzgeLDAIcVXx9HBzKQNEOIa/fuOyBwvwR8FCdq4oqAPo3F/F4ToAYQr+rnq4RB1ALUA9dEWJCXXAw8NNXjkgzTGA9/W2nHPJFVyd/Z0hoeGqvXZV8XB3i7IoccY5q+9//Vpc9XYH7STaCFeJczxIu7mJS/trR3+njtYD1IHw169d1larOuDi/prPbI49s6Gf9fGKvFiwo3UzJu3/MiRcvQh2VXH1c/3bZzoRCAhXFFc/1+OB0sPNtf0164Brn+tR713+zObgc72jv11nPLOhHr/roklbpA3IniW9PH32XM5evCKrN+9T6QGw8FbSxAHqNOyRtmFhr6RcvZ5qvSbksUU+W62s2LhXRk1dpvLFYjGy0NBXcvr8ZbVGE+Sxo9IW3wMR7e7mpoIgw8PDZf32n9RCYlp6hKeBL6R6s/4q/QHELtaKOvLbBTl97rKMG9JB5buFbxvRu5UKlHz4+Jn8dPSMuLm5SY8v677r2/JeHv+9krbaHULEbfNuo2XninGSLk3EsGxsg1D1J08D1dsBWyJtR/VvKxVLF1KHN420ZXoEpkdgegSmR2B6BKZH0HtCYHoEpkdgegSmR2B6BKZH0OsrmB6B6RGYHoHpEZgeIXalR9DadS3XbIVSBaXe52UMwhafI6UAAgVNc9pOX7hBELm6b+3kCN3DjIUbZTbWaRrbS0oVzWP4DNGsyzfskekLN0bINwuJi8W/tEhZeyJt966dpNZ60sqh4+fk60lL5Mbt++pP1T8rJgiOxBpQHZvXNDixoeMXCcS1VjBLvXXDqgKpiwXV1mzZb/gMbJAyoUq5/xYu0+sP+fl/BN5Lafvg0VMpXae7YHU+mH/TgkoEsYs8IVpO29N75htW16vUqI80r1fRkNO2ctkihvBw5rSNSDNNUkpbSltKW0pbSlu9BwtKW0pbSltKW0pbSlu9voLSltKW0pbSltI2dkhbvfb8XX6O2QhwXpiUgGhed3fnRhbj+Ff/vSNJEgeolKCWCiJ7IYqTJ0skHu4RZ8K8Cg+X+w+eiI+PV6QFy94lm/fx2O+FtMXbCVSmgnk/EuS7mjxvnUqJsG/tJBW2jTcbNSoWl/RpU8mlv69Lqx5jlYRt3+xzCQoOkcJV2ku/zo2kcZ0KcuDwaZVDBG9BENaOPCLrth2UZdMHSXxfb+nQb5JKJj2yb2tVHxhpS2lLaUtpS2lLaav3gEBpS2lLaUtpS2lLaavXV1DaUtpS2lLaUtpS2ur1Ffw8bhF4L6QtUhyMmLjYcOdSJk8so/t/KZ8UzKH+1qD9CJXLViu1KpeUIT2bi4/328UM9h06JVh8TCuDezSTRrXKq39ilT7kuEUeDpRcH2VUeUVSJEtEaSsijLT1eJv020WLy2BhEyxY8MCFC+KlTkJpG5ulbeiL1xIa9Ea8E7iJZ/yo5dFLlYTSVu/RgdKW0pbSltKW0pbSVq+voLSltKW0pbSltKW01esr+HncIvBeSFvcMoRfP3z0TN7IG0mRNHGkBV8Quv34aaAkT5pYfH0irzyL/CB37j+SFEkTGdIkGFcF5OZAUuhkSRJGqCGMtGWkLaUtpW1slrZXjgTJkxthkjyrt6TN5xOlHpDSVh8bpS2lLaUtpS2lLaWtXm9BaUtpS2lLaUtpS2mr11fw87hF4L2Rtq66bZS2lLaUtpS2sVna/rEzUF4GvpaA1B6SuaTlnEXW2lhKW/0eiNKW0pbSltKW0pbSVq+3oLSltKW0pbSltKW01esr+HncIkBp6+D9prSltKW0pbSNzdL21NqnqhX09o8nOSoHRKlFpLTVx0ZpS2lLaUtpS2lLaavXW1DaUtpS2lLaUtpS2ur1Ffw8bhGgtHXwflPaUtpS2lLaxlZpG/TktVzaE2hoBfPXi5j+xdbmkdJWnxSlLaUtpS2lLaUtpa1eb0FpS2lLaUtpS2lLaavXV/DzuEWA0tbB+01pS2lLaUtpG1ul7aOrYXLteJChFcxZzV+84rvZ3SpS2uojo7SltKW0pbSltKW01estKG0pbSltKW0pbSlt9foKfh63CFDaOni/KW0pbSltKW1jq7S9cfql3L8cYmgFs3zqJ/4p3e1uFSlt9ZFR2lLaUtpS2lLaUtrq9RaUtpS2lLaUtpS2lLZ6fQU/j1sEKG0dvN+UtpS2lLaUtrFV2v518LkE3gsXN0+R12Ei6Qr4SrLMXna3ipS2+sgobSltKW0pbSltKW31egtKW0pbSltKW0pbSlu9vuJdfR4UHCJeXh7i4W5/EM+7OiceV4TS1sFaQGlLaUtpS2kbW6Xt75ueSniYSJIMnvLoWpgkz+otafP52N0qUtrqI6O0pbSltKW0pbSltNXrLShtKW0pbSltKW0pbfX6Cls+37D9JxkybqE0qFlOhvZsrrtL8MtQKVS5nUwf1V3Klcivuz03iD4ClLYOsqa0pbSltKW0jY3SNizkjZzb8kzc3ONJ+sK+cvVokASk9pDMJRPY3SpS2uojo7SltKW0pbSltKW01estKG0pbSltKW0pbSlt9foKWz5v1nW0PHz8VO4/fCq/bJ4u3l6eVnd7/fqNXPzrmqRNk0IC/OLb8hXcJpoIUNo6CJrSltKW0pbSNjZK28C74fLXT88lflJ3SVcgvlzaEyjefvEkR5UAu1tFSlt9ZJS2lLaUtpS2lLaUtnq9BaUtpS2lLaUtpS2lrV5foff5rTsP5LOGvWXN3OFSv/1wmf5NNylXsoDa7WVIqEycs1p27v9VXoaESd6cmWVQt6aSMX1qadpllAzq3lQ+zppBlq3bLYtW75C79x9LkkT+0qhWeenYoqbAfWzdfVgOHj0jCf0TyJbdhyV7lvTSpXVtKZr/Y71T4+dRIEBpGwVoxrtQ2lLaUtpS2sZGaXvvzxC5eealJM3kJR/k9ZXfNz5VTVv+egntbhUpbfWRUdpS2lLaUtpS2lLa6vUWlLaUtpS2lLaUtrFM2r55KfL6uV7z7vzP4/mIuPmZPe7CVdtl1/7jsnruMOk3aq6Ehb2SScM7q23nr/hBlqzZKTNG9xB3dzfZf+iUfFIghxTOl11ylmkpS6cNlIJ5ssnugyfEw8Nd0qVJLv/evCddB0+TWWN6SulieWXx6p0yfvYqadWwipQsklt27Dsm5y9dlXXzRjj/OnlE5rR1tA5Q2lLaUtpS2sZGaXvt1yCVx1ZbfOzslmfyKuSN5KzqL14J3OxqGilt9XFR2lLaUtpS2lLaUtrq9RaUtpS2lLaUtpS2sUzahv0j8vKMXvPu/M89M4n45DV73KpN+0mTOp9JkzoV5OCRM9JpwGQ5vHWmioydsXCjbN1zWKZ9002yZUqrIme1Yixt8be/r96UC39ek/uPnsiiVTukbZPq0qJeJSVtfzl+VuZP6KN2vXL9tlRvPkAOb5kpCQPsT7XnfDjv1xEZaevg/aS0pbSltKW0jY3S9uKeQAl+8lqylvUTv2Tu8ue+5/LiYbhkLuUnAansWzGU0la/I6G0pbSltKW0pbSltNXrLShtKW0pbSltKW1jmbR9dUsk9G+95t35n3ukEfHKHOm4f1y+JnW/HKYWE0uWNJGEhobJpp2/yDf92kjtKqXk9r1HMmjMPDl26g+J7+sjjWqVkw7Na0p8X+8IkbbfzlihUiTgOBnSpZLte49Ksy8qquhaU2l778ETKVu3h+xdO0lSJU/i/GuN40ektHWwAlDaUtpS2lLaxkZpe2rt23QIeesEqMXIrh0PkkdXwyRtfl9JnsXLrpaR0lYfF6UtpS2lLaUtpS2lrV5vQWlLaUtpS2lLaRvLpK1ewx7Nn0+au0YOHD4tlcsWMXzzkd8uqFQIi6f0N/zt9t2H8uvpi/LNlGUyoGtjqVP1U4O0/TBdKvm0djdZOLmfIU9th34TpWj+HJS20Xw/8XWUtg5Cp7SltKW0pbSNbdL25bPX8seuQPGK7yY5q/mrVvDuxRC5dfalJMviJeny+9rVMlLa6uOitKW0pbSltKW0pbTV6y0obSltKW0pbSltKW31+gpLn78KD5eyX/SQnu3qKQmrleOnL0rLHt/Kj6snyr5DJ9VCY3lyZJYXQS+lduvB0qdjQ6lSrqhB2mbNlFaKVe+konMrli4sJ85ckt5fz5ZOLWpS2kb15jiwH6WtA/CwK6UtpS2lLaVtbJO2j/8Nk6tHgyQgtYdkLvk279CTG2Fy5UiQ+KfykCyl7MtFRGmr35FQ2lLaUtpS2lLaUtrq9RaUtpS2lLaUtpS2lLZ6fYWlz389dVFa9fxWDm2eIYkS/rdIWXj4aynzRXdp07iavH79WibOWaMOgfQIFUsXkhF9WomHu7uStsumD5QCubPJgpXbBVG7KJkzpJGQ0DBpVKu8tGxQWRav2SmHj5+T78b3Vp/ff/hEynzRQ/atnSwpkyeO6ulzPwsEKG0drBqUtpS2lLaUtrFN2t48Gyz3LoZKyuzekia3j2oFkd8WeW69/dwkR5W30be2FkpbfVKUtpS2lLaUtpS2lLZ6vQWlLaUtpS2lLaUtpa1eX+Ho54jIffjomSRNEqBkraWCSNxnz4MkdQrmqXWUuSP7U9o6Qo+RtpImKaUtpS2lbWyTtn///EKe3XklGYvFl0RpPQ2toJbnNn+9hHa1jJS2+rgobSltKW0pbSltKW31egtKW0pbSltKW0pb9WYfHgAAIABJREFUSlu9voKfxy0ClLYO3m9G2lLaUtpS2sY2aXtu2zMJC34jH1f2Fx9/N0MreHbLM3kV8kZyVvUXrwT//V2vmaS01SMkQmlLaUtpS2lLaUtpq9dbUNpS2lLaUtpS2lLa6vUV/DxuEaC0dfB+U9pS2lLaUtrGJmn7OvyNnNnwTLV8phG1l/c/l+cPwiXLpwnEP6WHza0jpa0+KkpbSltKW0pbSltKW73egtKW0pbSltKW0pbSVq+v4OdxiwClrYP3m9KW0pbSltI2Nknb5w9eyeX9LyR+Ijf56LOIuWuvHw+Sh1fDJG1+X0mexcvm1pHSVh8VpS2lLaUtpS2lLaWtXm9BaUtpS2lLaUtpS2mr11fw87hFgNLWwftNaUtpS2lLaRubpO39v0LlxqlgSZLBUzIUiR+hBcTiZFikLFkWL0mX39fm1pHSVh8VpS2lLaUtpS2lLaWtXm9BaUtpS2lLaUtpS2mr11fw87hFgNLWwftNaUtpS2lLaRubpO31E0Hy8EqYpM3nI8mzekdoAZ/eCJN/jgSp1AhIkWBrobTVJ0VpS2lLaUtpS2lLaavXW1DaUtpS2lLaUtpS2ur1Ffw8bhGgtHXwflPaUtpS2lLaxiZpe2nvcwl6FC5ZS/uJXwr3CC3gy6ev5Y/dgWoRMixGZmuhtNUnRWlLaUtpS2lLaUtpq9dbUNpS2lLaUtpS2lLa6vUV/DxuEaC0dfB+U9pS2lLaUtrGJmmLRciwGFmemgnF3Uza2lNrn6pW0XSRMmtNJaWtfkdCaUtpS2lLaUtpS2mr11tQ2lLaUtpS2lLaUtrq9RX8PG4RoLR18H5T2lLaUtpS2sYWaRv64rWc3x4oHj7xJPfnAWZbv7Nbn8mrl28kZxV/8fJzs6mFpLTVx0RpS2lLaUtpS2lLaavXW1DaUtpS2lLaUtpS2ur1FY58/jTwhRw+fk4qly0i8BhRKddv3pWbtx9IsUI5o7I797GTAKWtncBMN6e0pbSltKW0jS3S9unNMPnncJAEpHSXzJ/6mW39/tz/Ql48eCVZSiUQ/1QeNrWQlLb6mChtKW0pbSltKW0pbfV6C0pbSltKW0pbSltKW72+wtrnW3cflv6jvzNsEt/XRyqWLiSDujcV/Pf5S1elfvvhcmbvAvFwj5gqz9bvXbNlv2zc+YusnDXE1l24nQMEKG0dgIddKW0pbSltKW1ji7S9cyFEbp9/KSmyeckHeX3Ntn7XTgTJoythki6/ryTLYiZ/gpm9KG31OxJKW0pbSltKW0pbSlu93oLSltKW0pbSltKW0lavr9CTtuNmrZQ1342Q169fy/Ubd6XbkOnSrU0daVb3f+zdd3wUVdsG4DvZkt3NpoeEQAglhF5VQKyAiIIFQcHesGEXUEFRwYJdULGjvtgL2BugVKUoSOg19FAS0rdksy3f70y+DYRAZncn7izJfd4/XsPMmdk8M3ueybVnnzOIaKskuCr1JdoqDDzRlmhLtCXanixou3O5HaW5LrTqbUJCS91xR7+8rU4cWFeOJm31SO95fNg9tiPRVj6REG2JtkRboi3Rlmgrly2ItkRboi3RlmhLtJXLFf6g7Z/fT6/ebch143Hd5YNwzbDzaqHt+CnvSuUSikosyGzZDHffPAwX9Osl9S13OPHWzO8xb/FK2Msd6NWjAx6591osXJpdY6btVz8swG8L/8GLj41GSnK8kpfPvseJANFW4W1BtCXaEm2JticL2m78zQKn1YuOg2JgiDt+vVqBugJ36yqhQLQNPHEQbYm2RFuiLdGWaCuXPYi2RFuiLdGWaHtyoa3D5oWt1C03vNf7dkO0BtFxtcsbiPIIT037GGNuHwG32401G3dg194DmPnaI4iLia6Ftp99+zvatk5HUnwsFi1fg2nvzcKyH99EXGw0Hn/xQyxduR73jhqOlump+OaXJbhq6ABs3r6nGm2/++1PPPbCB/j0jYno2SWr3n9PHhAg2iq8C4i2RFuiLdH2ZEBbr6cSa78tk0a8niPiTjjyOcq82DzXAn10JDoPifFrhORMW/kwEW2JtkRboi3Rlmgrly2ItkRboi3Rlmh7cqHt7g12bPyr6m+sULZWXUzofFbthaV9NW0v6NdbejllVhuWr9qIu24cKs2iPbamrcfjxdYde7ElZy/yC0ow/cNv8dW7k5DZsjlOu/B2PDP+FgwbfHaNX81X0/amkRdi7OQ38dFrj+C07u1D+es3qnMRbRVebqIt0ZZoS7Q9GdDWXuTB1vlWGGIj0fGCujE2e1apLO4ePXQSbeUTCdGWaEu0JdoSbYm2ctmCaEu0JdoSbYm2JxfaHtrlwO71drnhvd63p7Y2oHVXU63jCrQVNW2PLo+wcs0W3PTA81g4+1UcLiypXoisosKF0eOnSmA74KyeSEtJwozPfpYWGIsxm3DxDY/g54+fQ+uMtFpo++TUj6R/u+zCszBlwq31/vvxgEciQLRVeDcQbYm2RFui7cmAtmJxMbHIWEKGFq36RNc58m34uQyu8kp0GhyDKPPxyygQbQNLHkRboi3RlmhLtCXaymUOoi3RlmhLtCXanlxoKzeuh3r78dC2oKgU5w6/H59Mn4gova4abRcvW4v7Hn8dy356UyqdIFrnfjdJaNuyRVOcccndeO3pezHw7FNroe1Lb3+Fh+66Ck++MhNPjLkBVw4dEOpftdGcj2ir8FITbYm2RFui7cmAtrmry3F4hxPNuhmR2l5f58i3fZEV1sMeZJ4Vjdg0rewoyZm2siEC0ZZoS7Ql2hJtibZy2YJoS7Ql2hJtibZEW7lcUdd2H9p+/d6T8Hg8KCouw8yv50DMtp3z+UvYve9QNdquWrMVt4x7Ed9+8DSaNknEL/NXYMprn0ho261TJq67ZwqEdUy8/zq0atEUv/yxAj06Z+Lfdduqa9rOW7wKYya9gamT765ewEzJ62ff2hEg2iq8K4i2RFuiLdH2ZEDbbQttsBW40facaMSk1g2xe1fZUbjLhfSeRjRpWzfwiiGUaCufSIi2RFuiLdGWaEu0lcsWRFuiLdGWaEu0JdrK5Qo5tJ3w7HvVu5iMBvTu2QEP3HYFslqnY9O23Rhx+2Ssnf8BIiMipZq0vy9ZJe0/4MyeWLA0G1++/QS6dmyDvfvz8ehzM5C9Ybu0PT2tCWa8/BBWrN4EsQCZwF3Rvvh+Pp559RPWtlVy4eroS7RVGFiiLdGWaEu0PRnQdt33pfC4gC4Xx0JnjKhz5Mvb6sSBdeVIztSjxSlG2VGSaCsbIs60jSfaEm2JtkRboq1ctiDaEm2JtkRboi3RVi5X1Pd2UT5Bo4lEQtzx1z2x2srhdLmRGO/fItX1/foa+/GItgrvAKIt0ZZoS7QNd7QV9WlFnVqNDuh2WZzsqFey341dy2yISdWg7Tlm2f2JtrIhItoSbUG0JdoSbYm2ctmCaEu0JdoSbYm2RFu5XMHtjSsCRFuF15toS7Ql2hJtwx1tLYfcyPnTBnMTDbL6ySOso9SLzfMs0Jsi0fki+U9UibbyiYTlETjTlmhLtCXaEm3lsgXRlmhLtCXaEm2JtnK5gtsbVwSItgqvN9GWaEu0JdqGO9rmb3Fi//pyJLfVo0VP+XIHYljMnlUqjY49R8jPzCXayicSoi3RlmhLtCXaEm3lsgXRlmhLtCXaEm2JtnK5gtsbVwSItgqvN9GWaEu0JdqGO9ruXmFD8T43MnqZkNRK59eot+GXMrjsleh0YSyiYuqugUu0lQ8p0ZZoS7Ql2hJtibZy2YJoS7Ql2hJtibZEW7lcwe2NKwJEW4XXm2hLtCXaEm3DHW1FqQNR8qD9QDNMCRq/Rr3ti62w5nuQeVY0YtO0dfYh2sqHlGhLtCXaEm2JtkRbuWxBtCXaEm2JtkRboq1cruD2xhUBoq3C6020JdoSbYm24Y62gZQ68A2Je/8tR+FOJ9J7GNAkK4poqzBXEG2JtkRboi3Rlmgrl0qItkRboi3RlmhLtJXLFdzeuCJAtFV4vYm2RFuiLdE2nNHWt6hYlDkCnQbH+j3i5W+rwP61DiRn6tHilLrr4HKmrXxYibZEW6It0ZZoS7SVyxZEW6It0ZZoS7Ql2srlCm5vXBEg2iq83kRboi3RlmgbzmhbvMeF3f/YEd9ch9ZnmPwe8UoPuLFzqQ0xqRq0PcfMmbZ+R+74OxJtibZEW6It0ZZoK5dKiLZEW6It0ZZoS7SVyxXc3rgi0GDQtrKyEsWlVlht5UhtkoAofe3FdgqKShFtMsJo0Ne6yl5vJfILi5GcGAetpnbNR4vVDrfHg4S4mBp9ibZEW6It0Tac0Xb/2nLkb3MirYsBTTvWXebg6MHNUebF5rkW6KMj0XlIzXHv2AGUM23lHxyItkRboi3RlmhLtJXLFkRboi3RlmhLtCXayuUKpdtdbg88Hg8MUbVdTOmx/emv9vn9eY3htE+DQNt1m3bg7kdfRVGJRYqtyWjAo/ddi2GDz5Z+3rs/D6PHT8We3Dzp5+FDzsETY2+ETluFs4uXr8WDT70Ne7lD+nnSuJsw8pJ+0n+Lfxv/zLtYsDRb+rlbp0xMf+Y+CXdFI9oSbYm2RNtwRtsdS6woy/OgzZnRiGtW94JixyYnf2vhEm3l0zrRlmhLtCXaEm2JtnLZgmhLtCXaEm2JtkRbuVxR1/af5i3DtBmzsGDWtBq7XXD1Qxh9w6WSkb3x4XeY/9e/+O7DZ5ScKui+ap8/6BeuUscGgbZrN+3A9p25GHDWKYgxm/DOxz/gnY9/xOp5M6QZt7c/9DLM0UZMmXAbDuUXYuQdT+KJMTfgkkFnoNzhxDnD7sM9o4bh2uEDsWjZGtz/+HTM/eIlpKc1wfuf/4JZPy3CJ9MnSjN075wwDa0z0vD0w6OItgCaJRFtibZE23BG2/U/lcHtqETni2KgN0UGlGo2/mKB0+5FxwtiYIg9cV+irXxYibZEW6It0ZZoS7SVyxZEW6It0ZZoS7Ql2srlCjm0ffGtL/Dn99Nr7DZgxBjcO2q4hLb5BSWwWG3IbNVcyamC7qv2+YN+4Sp1bBBoe2zsvv5pEaZ/8A0WzH5Vmil7xiV349M3JqJnlyxp1ymvfYJD+UWYPuV+aZbtXY9MQ/a8GdD/f0mFIdeNlwD32uHn44rbJuGCfr1w27UXS33nLvoHYye/hQ0L/weBdZxpS7Ql2hJtwxVtPU5g3Q+liNREoPtw/xch842pOYutsOR70OasaMSlnXiWLtFWPoMTbYm2RFuiLdGWaCuXLYi2RFuiLdGWaEu0lcsVStH2l/kr8O+6bdJERtE+/24+Pv1mHg4XlqJleiruuXkY+p3RA8+/8bm0feeeA1i6coPkac8+chsymqdg1dqteGrqRziYXyTt0/+MHpj4wPWIi4lGzq79mPDse7j4/L744rv50vZbrh6CkZf2l/772POvXr8N096bjS05e5GelozrrxgkfTuerSoCDQptxY3347yl+PPvdRg3+kpcdN7p2LF7Py69aSIWffMqmiTFS7/0J7Pn4Ye5SzF7xpMQwDvzq9/w66cvVN8T9058Da1apGHc6JHoNXg0nhl/iwS3om3athsjbp+MZT+9Kd2QRFuiLdGWaBuuaGvN92D7YiuikzRoN6DuxcSOlxT3rS5HwQ4nmnc3IKXdievhEm3lHymItkRboi3RlmhLtJXLFkRboi3RlmhLtD250NZRXARr/iG54b3etxviE2FObVrruKI8ggDTO28YWmPbR7PmVpcQ/XjWXOkb5h9OG4/sDdtx3T1TMHXyXWjTshmyN+TA7fbgmmHnSd8y37Blp4S48XFmvPm/79G1YxtMmXArNmzdJX3bvWNWS5Q7KjDppf9J0Dv2jpFYv3knrrrzKQw4s6cEtfsOHJYmTvoM7ejzi1Kmg68dLyHt8CFnY/e+Q1izMQdPPnhzvcfsZD1gg0Lbn39fLqm9uLFEvQ4xU9Z3E/puEHGhBNSKEgqizocofzBn4T8S4PqaqG9rNhkxadyN6NL/Zrz13Bic27e7tNmHwH989QrSUpNgKXepdu21kRFSXd5yp1u11xBj1KkaA5NeiwpRSNtbqUoM9FrxlfEION0eVc6viYxAlE4De4V694DZoIPN4YI6VwAw6rUQxczdat0DmkhEREagwqXSPRARgSj98e+B/Zsc2LHShrT2BmSdHh3wPerr37SdAe36nri/0nsgEhGINgZWbzfgX0blDtZyNypVepdERkTAGKWBzaHeOBEdpUW50wNvpTojhUGnkfKEy+NV5U7QRkZCp42QYqBGiwAQbdDB6lDvmcUUpUWF0wOPSveAyJWV3ko4VbsH1H1mC5t7wBX8M1sEImBu4LlCjNNqjZNibFL7ud6o18DlroTbq85YrRfPdBER0t8WajQpX+s1sDXi53qDXgOPuxIuNe8BFZ/rw+GZTelzvdL3Tn08s4mxLFRt54K5WPfFzFCdrvo8bfoPQrdrasOmD20vu/CsGq/p+zl/SZMRRXmEo9F0+aqNuPXBl/DOC+PQ97RO0Gqq1n0STaDtKV2zanzr/JlXP8GS716XxsrDhSVYvX478guKMW/xKsTGmPDmsw9Uo63v2+niWGdfdi+eengU+p/Rs8b5RX3br35cUH3MkAfyJDhhg0JbX7zFjNsb7nsWcz5/EU6nS5ppu/jb16oXDwt0pq34JGHQuadJhz92pq3Frt4fwRqNALtI2B3qPFhID3cmLdSMgcmgQYXLC49HHQjQ68TDHVDhVOfhkvcAEA73QGQE4FDpHoiMFHAtQK72OLBtmQWHciqQ1ccswW2grSjXiQ0LyhDXVIfug6oWXzxeM5u0sAmUDPJtKN5DDf0PcTXHSRHfaIMWAo7VagLlyyvcUOlvMBiiNPB4vBIGqNG02gjoNJEor1AnX0v3gFELq4rPLKrfA/pIiM/2nK5Gmq8jBMip/8zmcHnhDfKZTbx7Y02N4AM+dYYpaWhU+7lefMAoPlxzqzRWq/1cLz3TRVU9U6nVpHtAnF+l+zAc7gE1n+vD4ZlN6XO90nu3Pp7ZxH0cqnYweyV2zJ8TqtNVnyetx2nIHDi41nkF2srVtD0abV0uN55743N89cMC6VgX9OuNsXeMkNZ3OhZtt+3MxbBRj2Hh7Ffx77qtEJMdT+naDh2zMiC2GaJ0Ev76ZtoejbaiBOk9Nw/HkPP61EDb8VPelc77wsQ7Qh7Dk+WEDRJtC4pKce7w+6U6tmKK97E1bZ+e9rH0acDRNW3X/P4+dLqqN7dYWe+GEYOqa9pe2L83br3mImkba9rWvLW5EJlW+pTJYldn9pKY6RsbrUNBaYVqY05aIssjhGt5hK1/WGEv9kilEUSJhEBbhaUSm+aUQWeKQJeLTlwTl+UR5CPL8ggsj8DyCCyPwPIILI8gly1YHoHlEVgegeURWB7h5CqPIDeuh3p7oGjre32lZTas27wDU9/9Gu3bZuD5R2+vhba+WbxiPSix9tOFA/rgrhuryjB8+OWv+Cd7c8Bo+/I7X2HJ8rX48aNnQx2qk+Z8DQJtv/vtT6m+7Knd20N8pWDajNkQN9SCWVMRYzZJ071jzdFS7Y1D+YUYeceTUtHlSwadAXt5BXoNvgPj774a1wwfKNX2uP/x6Zj7xUvSpwszPvsZs39ejE+mT4TJGIXR46eidUYann54lHSRWdOWNW2JtkTbcEXb7Fml0jglFiETi5EF03zH6DnixDNtibbykSXaEm2JtkRboi3RVi5bEG2JtkRboi3Rlmgrlyvq2h4o2or1oMqsdgw48xSI0ouPvfABzGaT5GVipm1KcjweHH0lcnbvx/PTP0fztGRMnXy3VAc3q006xt4+ArkHD2PyyzOREG8OGG1X/LsJt4x78f997kwczC/EspUbpMXI2Koi0CDQVtSoffKVI3VEUpsk4NkJt+H0UztJv+SuvQclbBU3k2iivsfkcTdVz6xdsDQbYvExX3vsgetx9WXnST/a7A5p2veSFWuln7u0by3N0BU3L9EW4ExbzrTlTFstwhFtfbNk9aZIdL4oJuict/EXC5x2LzpeEANDrKjhXLsRbeXDS7Ql2hJtibZEW6KtXLYg2hJtibZEW6It0VYuVwSDtuLb5GLdJ1HTVpQLXbg0W1qITKDpvY+9Dnu5Qzrsmb26SFbWrGmyhLar1m6t3tanZ0e8+Phoqezo0pUbMGHKuygqscBkNKB9ZgtpwuTbz4/B+i27cNXoJ3FseYR7Rw3H4AF9apxfnHPm13Pw0ltfVv9a4nWKfdkaENqKX8Xt8aCwqExa6CUlKQGRohjNMS3vcDHM0UZEm2rXdhS17g4dLkJKUnw15h7dvdRig6j3IW7Qoxtn2nKmLWfacqZtOKJtSa4Lu5bbEddMizZnBr4ImW+cy1lihSXPIx1DHItoG9zjA9GWaEu0JdoSbYm2chmEaEu0JdoSbYm2RFu5XFHf2ysrK1FYXCbhq/h2ua/5atpeO/x8ydtizaYapxb/djCvEE1TkqDTBl6K7+iDCY8TryE+Nhp6fegWkqvvWP4Xx2sQM23/i8D4e0yiLdGWaEu0DUe0PbDegbwtFWjaMQppXQJfhMw3Bu5bXY6CHU40725ESjs90dbf5HDsh4bFDnjEKkgqNPFVJ7X/AEiJJ9oSbYm2RFuirVwKINoSbYm2RFu1n9mUfoNObpyT2x5vJtrKxShU249diCxU5+V5akaAaKvwjiDaEm2JtkTbcETbnX/ZUHrQjdZnmBDfPPhPKw/nOJGbXY6kNnpknGok2gaZMzjTlmhLtCXaEm2JtnIphGhLtCXaEm2JtkRbuVwRqu2iBIL4prkofcCmXgSItgpjT7Ql2hJtibbhiLYbf7XAafOi0+AYRJmPX4vWn+Gv7KAbO/6ywZyiQda5ZqKtP0E7zj5EW6It0ZZoS7Ql2sqlEKIt0ZZoS7Ql2hJt5XIFtzeuCBBtFV5voi3RlmhLtA03tPV6KrH22zJpdOs5omYd7kCHvAqrF5t+s0BnjECXi2OJtoEG8P/3J9oSbYm2RFuiLdFWLoUQbYm2RFuiLdGWaCuXK7i9cUWAaKvwehNtibZEW6JtuKGtrdCDbQusMCZo0GHg8WfHBjL0Zc8qrROAlda+MugikRh7pOh9IK/tZNmXaEu0JdoSbYm2RFu5nEW0JdoSbYm2RFuirVyu4PbGFQGircLrTbQl2hJtibbhhrZi4TCxgFhSKx0yetVc5TOYIc9XaqHjoBgY4mqXWiDaykeVaEu0JdoSbYm2RFu5bEG0JdoSbYm2RFuirVyu4PbGFQGircLrTbQl2hJtibbhhrYCbAXctuhpRHJbvcJRDshZYoMlTyxqFo345tpaxyPayoeYaEu0JdoSbYm2RFu5bEG0JdoSbYm2RFuirVyu4PbGFQGircLrTbQl2hJtibbhhraiNIIokZDVzwxzE43CUQ7IXV2OwzucaNbNiNT2tRGYaCsfYqIt0ZZoS7Ql2hJt5bIF0ZZoS7Ql2hJtibZyuYLbG1cEiLYKrzfRlmhLtCXahhvaikXIxGJk3YbGQaN8oi0KcpzYl12OxNY6tDytdrkFoq18IiHaEm2JtkRboi3RVi5bEG2JtkRboi3RlmgrlytCvd3l9sDj8cAQVQ9/WIb6xddxPkeFE5rISOh0tb9JGkYvE0RbhVeDaEu0JdoSbcMJbZ12Lzb+YoHOGIEuF8cqHOGqulsOuZHzpw3mJlpk9YtmeYQgokq0JdoSbYm2RFuirVz6INoSbYm2RFuiLdFWLlfUtf2necsw4dn30LNLFj59Y2L1rlfcNgk3jrgAlww6o87D5x48jKnvfo0XHx8NrabqG5tvfPgd5v/1L7778BklL+2EfcXrFa/75SfuxOABff6TcxzvoNfdMwXdOrbBw3dfHbJzBnMiom0wUTuqD9GWaEu0JdqGE9qWHnBj51IbYlK1aHtObWANZshzWr3Y+NuJIZgzbeWjSrQl2hJtibZEW6KtXLYg2hJtibZEW6It0VYuV8ih7VPTPoa93IG3nhuDc/t2l3b3F203b98j7bvm9/erZ6DmF5TAYrUhs1VzJS/tuH1tdgd6DxmNlumpaJneFG8/P6bez3GiA+7aexBGYxSaNkkM2TmDORHRNpioEW2rI9AsiWhLtCXahhPa5m2pwIH1DqS016N5N6PCEe5I9+xZpdIPPUfE1Tom0VY+zERboi3RlmhLtCXaymULoi3RlmhLtCXaEm3lcoUc2n40ay7O7NUFS1asxTfvP43IyIgaaLtq7VY8NfUjHMwvkg7V/4wemPjA9YiLiZb2E3DbMaulVDrg0fuvg5h9+++6bXhizA0YO/kt9D2tE0Zc3K/6Zdw78TVcfH5fXNCvN8SxX3rrS+zcexDnn3Mqrh42EF07tD7hS/759+V44c3P8dITd+KWsS9iyXevIymh6tuiz7/xufQaduzZjz//Xo++p3XGhLuvwYzPf8aCv7LRu2cH3HfL5Wif2ULa/8ChAjw3/TOsWL0Z3TtnSq/xgn69qo+V0TwVpRYrlq3ciKsvOw8btuxE29bNMXzIOaisrMQ3vyzBZ9/+jtyDBejQNgNj7xiB1i3ScOcj05Cza790nM7tW+GRe6+tPufVdz0txW/e4lXYk5uHq4YOwF03XQajof5KSRBtlbwjxI1RWK7wCMF3j9JFQs0/AMQrJ9pqQbQl2oYT2u5abkdJrgst+0QjMaP+6vOImbZixm3HC2JgiI2sMXARbeXHcaIt0ZZoS7RV85ktIgJommDEwSL1nlsFRJTaXHC5vfKD5nH20ERGIDXBEFTfk6UT0ZZoS7Ql2hJtTy60tdpdKC5zhDzNmE16JMRG1TqvKDMg0Pb9lx/CmUPvwdTJd0twefRM2w1bd2H7zlwJZssdFZj00v/Q74weGHvHSHz325947IUPpP5arQbtMlvghzl/YdGyNfhw2nh88MWv+PrHhZjz+YuSg2zcuhsj75iMRd+8inKHE4NoqLIyAAAgAElEQVSvfRjjRo/E2X26Ye7Clfj2tyWY//VUad/jtdHjX0H7zAwJX/tdfj/uvnmYBJ+i3TlhmoTAPjyd9PL/JEC+7dqLJcD9eNZcxJhNeP7R2yHq7g696VH06NwW118xCLv2HsJDT7+NeV++jOZNk6VjCcQWsCxAt2uHNvjgi1/QrWMm7rj+Eqk8gyjTIF5H31M7YdmqjYiNicZFA0+XYnJKlyzo9Tp8+MWvEkjPnvFkFeL2uwmZLZth9A1DYTJG4aGn38HUyXdJv399NaKtwkgSbTnTlmhLtA0ntN00pwwVlkp0HBQDQ1xNXFUy3OUsscGS50abvibEpeuItgEGk2hLtCXaEm2JtkRbudRBtCXaEm2JtkTbkwtt12zJx4K/98oN7/W+vUeHFAzok3FCtBWo+M7HP+LHeUvx40fP4qrRT9WoaXu4sASr129HfkGxNEs0NsaEN599QJple2x5BIGjPrQVpRL6X/GAVC9X1M199vXPUFBUIuHwWzO/x89/LMcrk+6SXpfb7cFVdz6Fb95/Spq5emwTr6Hf5Q9IACoA+ZV3vsY/2Zvx1buTqtH2lK5ZEtKK9uqM2di+K1d6naItXJaNJ178EH9+Px0rVm+SZup+9NojiDZVfcA7+eWZGHrhWbhm2HkS2ooZuQ/cdkX1y7j70Ver0VbUt01v1kQC4GObwOh1m3dg996DWL9ll4S4GxfNrEZbXyzEP4yf8i6SE+Lw0F1X1ds1J9oqDCXRlmhLtCXahhPa1lXGQMlwty+7HAU5TjTrZkRq+5pf9+BMW/nIEm2JtkRboi3Rlmgrly2ItkRboi3Rlmh7cqFtzt4SrN6cJze81/v2thnxOKVjap1oa7WVo/8VY/DYA9fjk9nzqtH2twV/48Gn3sYpXduhY1YGtu3MhSFKh3deGCeLtuKE9z3+OhLjYvHIfdfirKH34tWn7pHKMYiZqvP/XF1dOsD34u68cai0/dj22bd/4NnXP8XIS/tLm/YdyMfyVRvx66cvSDVuBbQejbbvffoT1m7aUY22PqgVgPrtr0vw+IsfSpB8dOt/Zk/ccvWQWscS+xyNtr0Gj8aEe67B5RedU6O/KItw85jnpRm9vXp0QIXTJc3KPRHaTnntE7g9Xkwae2O9XXOircJQEm2JtkRbom24oK292IOtf1ilGbZipm19tsM5TuRmlyOxtQ4tTzPVODTRVj7SRFuiLdGWaEu0JdrKZQuiLdGWaEu0JdqeXGgrN66HeruvPILv6/uiVMJHX8+BIUqPO28YiksGnYFLb3wUFw7og7tuHCq9vA+//FWa4SrQdkvOXlx+6xNYPW8GovRV3648eqat+PnPv9dh9PipeGb8LZj+4bf4/ctXoNFESjNld+87iOlT7vfr1xYzepskxdeoeTv7l8UYcUk/6bUei7YzPvsZazbmHBdtFy9fK0H08p/fhFajqXX+Y491LNoOG/UY+pzSSYLbo9sLb34hQfYHrzws/Y4Cja+562mirV9XOEx2ItoSbYm2RNtwQdvC3S7sXWlHQksdWvWuCatKh8yyPDd2LLEhOlmLdv2jibYBBpRoS7Ql2hJtibZEW7nUQbQl2hJtibZEW6KtXK6oa/uxaCu+2j/oqnEoKrFIX/0XaCtKAWS1ScfY20dINWJFGYGEeLOEtmL/0y68XapfK+q9igW6Zv+8qLo8gji32+NB/8sfkI4pyg34yhesXr8N19/7rHSewef1QWmZDb8vWYXTurWXFvw6uu3Yc0DC458/fg6tM9KqN7398Q/4/re/pJq5dz3yao2ZtnWhbanFhoEjx2HY4LPxwG2XS8dbuWYrXG43Bp59quxM2zf/9x2+/GEBnn3kNqle7qo1W2G1l2Nrzl4sXLYGbz8/Rir38ObM7+ssj8CZtkru3v+oL9GWaEu0JdqGC9qKmbBiRmzz7kaktKu/FSvF8Om0ebHxVwu0hgh0vaRqRU9f40xb+QRDtCXaEm2JtkRboq1ctiDaEm2JtkRboi3RVi5XBIK2Yl+xcNiTUz+qRtulKzdgwpR3JXQ1GQ1SOQPx9X8Bk6K98eF3EHgqmliQLGf3fixcmi1Brq+99dEPENC5YNY0pDZJqP53Uabguemfw15etTibKHPwzgtjkdG8ZikH0X/BX6urF/TyHUAs8nXJDY/gy3cmSTVyT+3WDrdec5G0+Vi0/Tt7M+559DWs/O0daXv2hu2Y+Pz72JNbVa5C/G4CkM87+xQJbY8+lth+78TX0LVjG9x+3SUSVj/z6sf4fs5f1X1feOwOqdau2E/MthXt7D5d8eff6+ucaevxVuKJMTcouYw1+rI8gsJQEm2JtkRbom24oO32xVZY8z3IPNuM2Ka1vxaicLjDierlEm3lI0u0JdoSbYm2RFuirVy2INoSbYm2RFuiLdFWLlfUx3YxW/ZgXiGapiRBp639d6NATKfLhbiYmt+w9OfcYnZuYXEZdDptUP39OUdd+4hZty6XG0kJsRBWE0hzOl0oKbNJfUU5BF87cKgA8XExMBmjAjlcvexLtFUYRqIt0ZZoS7QNF7Rd930pPC5IM2HFjNj6bpt+s6DC6pXq5Yq6ub5GtJWPNNGWaEu0JdoSbYm2ctmCaEu0JdoSbYm2RFu5XMHtjSsCRFuF15toS7Ql2hJtwwFtD+Y5sP6nMmh0QLfL4hSObMfvvuNPG8oOudGmrwlx6VWF6UUj2sqHm2hLtCXaEm2JtkRbuWxBtCXaEm2JtkRboq1cruD2xhUBoq3C6020JdoSbYm24YC2O7baseNPK8wpGmSda1Y4sh2/e3XN3K5GpHQ4UjOXaCsfbqIt0ZZoS7Ql2hJt5bIF0ZZoS7Ql2hJtibZyuYLbG1cEiLYKrzfRlmhLtCXahgPablxpwf615WiSFYX0HgaFI9vxuxfscGLf6nIktdIho5eJM20DiDLRlmhLtCXaEm2JtnJpg2hLtCXaEm2JtkRbuVzB7Y0rAkRbhdebaEu0JdoSbcMBbVf+XoziPS607G1CYssjpQsUDnE1ulvyPMhZYkV0shbt+h8pSs+ZtvJRJtoSbYm2RFuiLdFWLlsQbYm2RFuiLdGWaCuXK7i9cUWAaKvwehNtibZEW6JtOKDtklkFcJR60f78GJjijywSpnCIq9Hdafdi4y8WaZEzsdiZrxFt5aNMtCXaEm2JtkRboq1ctiDaEm2JtkRboi3RVi5XcHvjigDRVuH1JtoSbYm2RNtwQNt57+dLo1nPEf/NImS+oTJ7Vmmt8xBt5RMJ0ZZoS7Ql2hJtibZy2YJoS7Ql2hJtibZEW7lcwe2NKwJEW4XXm2hLtCXaEm3VRlutS4Nl3xTCEBOJjhfGKBzV6u6+aU4ZKiyV6HB+DIz/P6OXaCsfcqIt0ZZoS7Ql2hJt5bIF0ZZoS7Ql2hJtibZyuYLbG1cEiLYKrzfRlmhLtCXaqo22jvxKrFtQivh0HVr3PbJAmMLh7bjdd/xlQ9lBN1qfYUJ886rauURb+UgTbYm2RFuiLdGWaCuXLYi2RFuiLdGWaEu0lcsV/m632R2w2OxITU6AMIu6WmmZDctWbcDgAX38PTz3C1EEiLYKA020JdoSbYm2aqNt/mYndq+1o1lXA1I7RCkc1erunrvGgcPbK9CsixGpHfVEWz+jTbQl2hJtibZEW6KtXMog2hJtibZEW6It0VYuV8ht37x9Dx5/8UOI/xfNZDTgtmsvwqirh0Cr0Uj/Nn7Ku7j1mouQ1Tpd+nn95p246s6nsGHh/2SBV+783F6/ESDaKown0ZZoS7Ql2qqNtjuW2lG4z4nMs6IRm6ZVOKrV3b1ghxP7VpcjsaUOLXtXzerlTFv5kBNtibZEW6It0ZZoK5ctiLZEW6It0ZZoS7SVyxV1bT9cWIJ+lz+ASwadgbG3j0RsjAl//bMejzw7A6OuHow7bxgqde/c7yb8b9oE9O7ZgWirJOAh6Eu0VRhkoi3RlmhLtFUbbdf+WIYKuxedL4qB3hSpcFSru7slz4OcJVZEJ2nQboCZaOtntIm2RFuiLdGWaEu0lUsZRFuiLdGWaEu0JdrK5Yq6tr/yzteYt3glfvn0+epZtWL/L76fj2de/QT//PoO3v3kR3zwxa9IT2uC+Fgzhg05G53btZJm2j5011X44rv50iluuXoIRl7aX/rvcocTr70/G7/8sRwJcTG4cmh/DB9yLowGPX6atwxrNuage+dM/Pz7cmn2rjgOW/1EgGirMI5EW6It0ZZoqybaRngisPrbEkRqItB9eKzCEU2+u9PmxcZfLdBGRaDrpVXn40xb+bgRbYm2RFuiLdGWaCuXLYi2RFuiLdGWaHtyoW1FhRvldpfc8F7v26OitDCaqtYXObqNGvMCOrVvhQdHX1nj3w/mF2HgyLGYPeNJaLUaXHbzY3j47qvRKaslmqYkoqTUKqHtgDN7SlC778BhTHntEyz76U3ExURj8sszpXILY+4YIZVPePKVmdKsXTGjd+ZXc/DS21+iW6dMDDz7VKSlJGHIeayNW18XnWirMJJEW6It0ZZoqybaOgo92LzACnOyBln9q2a+/tcte1apdIpuw+Kg0RJt/Yk30ZZoS7Ql2hJtibZy+YJoS7Ql2hJtibYnF9rm7ivB9i2H5Yb3et/evEU82nVoUuu4F1z9EK4aOgA3XzW4xjZHhROnXnA73npuDM7t292v8ghnX3Yvnnp4FE4/pTNOu/B2TLz/evTs0lY67re/LkFeQTFef/o+CW3nLl6Jz954DJGRdS94Vu+BaAQHJNoqvMhEW6It0ZZoqybaFu1wYc9qO5Iz9WhxilHhiOZf981zLXCUedHh/BgY4yM509aPsBFtibZEW6It0ZZoK5cuiLZEW6It0ZZoe3Kh7eF8K3L3lsgN7/W+vUmKGekZ8bWOe+uDL6F9mxa1yhMczCvEwCvH4Zv3n0KHthl+oe2Q68bjnpuHo2NWBi6+4RF0zGoJQ1TVQtSipSTHY+rkuyW0/Wvlerz/8kP1/nvygADRVuFdQLQl2hJtibZqou2+f+0o2OlCxqlGJLU5kkQVDm11dt+51IbSA2607mtCfLqOaOtHsIm2RFuiLdGWaEu0lUsXRFuiLdGWaEu0PbnQVm5cD/X2qe9+jZ//WI65n78Ene7IAtWffzdfKnew8rd3YDIaJLT9YOrDOP2UTtJLXL95p1QeYcPC/0nlD0Tzoe2ZvbvgjEvuxqz3JqNTu1a1fiWi7X97lYm2CuNLtCXaEm2Jtmqibc4SGyx5bmSda4Y5RaNwRPOv+/615cjf5kSzrgakdogi2voRNqIt0ZZoS7Ql2hJt5dIF0ZZoS7Ql2hJtibZyuaKu7YcLS9Dv8gdw0XmnY9zoKxEXG40lK9Zh4vPvSwuLjb7hUqm7qH3bq2cH3HrNxbDbHdi7P++EaCvq04r9XW4PXnx8NJIT47B1x178u24bbhxxAWfaKrlgfvQl2voRpLp2IdoSbYm2RFs10XbzbxY4rF50vDAGhphIhSOaf90Ldzqx999yJLbSoWUvE9HWj7ARbYm2RFuiLdGWaCuXLoi2RFuiLdGWaEu0lcsVctvFgmGPv/ihtHCYr91/6+UYdfUQaDVVk3zm/7kak1/5H4pKLNKCYuee0QNXjX6y1kzbe0cNx+ABfZB3uBiTX5mJJSvWVh/zjusvwX23XI6ZX8/BspUb8N5LD8q9NG4PIgJE2yCCdnQXoi3RlmhLtFUTbdd8W4pKz5FFwRQOaX51t+Z7sH2xFdFJGrQbYCba+hE1oi3RlmhLtCXaEm3l0gXRlmhLtCXaEm2JtnK5wt/tVls5LFY7UpskHneBMI/Hi+JSC5ISYqtLIsgdWyxoVlpmQ1JibDUAy/XhdmURINoqix+ItkRboi3RVi209biBdd+VIlILdB8Wp3A087+7y16JDb+UQRsVga6XxhJt/Qgd0ZZoS7Ql2hJtibZy6YJoS7Ql2hJtibZEW7lcwe2NKwJEW4XXm2hLtCXaEm3VQluHxYvNcywwxWnQfpBZ4WgWWPfsWaVSh27D4tA8xYj84nJ4KwM7hm9vgy4SibFRwXU+SXoRbYm2RFuiLdGWaCuXsoi2RFuiLdGWaEu0lcsV3N64IkC0VXi9ibZEW6It0VYttLXke5Cz2IqEZjq0OtOkcDQLrPvmeRY4Sr1oP9CMNplmoq1M+Ii2RFuiLdGWaEu0lcu0RFuiLdGWaEu0JdrK5Qpub1wRINoqvN5EW6It0ZZoqxbaFu1xYc8/dqS1NaBpz9DOVN251IbSA260Ot2Ejt1jibZE2zojkBJPtCXaEm2JtkRbuT87iLZEW6It0ZZoS7SVyxXc3rgiQLRVeL2JtkRboi3RVi20zdvsxIEN5WjV3YSEdjqFo1lg3fevLUf+NifSuhjQ48x4oi3RlmhbRwQMeg2ItkRboi3RVi7TEm2JtkRboi3Rlmgrlyu4vXFFgGir8HoTbYm2RFuirVpou291OQp2ONHxjBgYmkcqHM0C6164y4W9q+xIaKnD6RcmEW2JtkRbom2d90CTeKIt0ZZoK5dpibZEW6It0ZZoS7SVyxXc3rgi0GDQ1uutRFFJGXQ6LeJiogO+iqJ/fmExkhPjoNVoavW3WO1wezxIiIupsY1oS7Ql2hJt1UJbX4mCHufHISI+4GFPUQfrYQ+2L7LClKTBuVc0IdoSbYm2RFuibR0RiNJFgmhLtJVLvERboi3RlmhLtCXayuUKbm9cEWgQaLt81Ubc9/h02Msd0tXr1aMDHrzzSnRp31r6+YU3v8DHs+bWuLI9u2Th0zcmSv+2ePlaPPjU29X9J427CSMv6SdtE8cc/8y7WLA0W/q5W6dMTH/mPgl3RSPaEm2JtkRbtdB263wr7EUe9BmaCKfeE9Ls5SqvxIafy6DVR+D8m1OJtkRboi3RlmhLtK3zHhAQUWpzweX2BpWvNJERSE0wBNX3ZOlEtCXaEm2JtkRbou3JkrP4OkMTgQaBtitWb8LhghKc07c7HA4nnpr2EcTM2befHyNF8fk3Pse+A/l4+K6rq6MaFaVD0yaJKHc4cc6w+3DPqGG4dvhALFq2Bvc/Ph1zv3gJ6WlN8P7nv2DWT4vwyfSJMBr0uHPCNLTOSMPTD48i2gJolkS0JdoSbdVCW4GmAk/PvSYZZS5XaLLGUWfJnlUq/XT+qFQUWR3wVgb3Egy6SCTGhnYhteBeafC98ood8AQboOBPK/UU0KH2HwBciIw1bVkegTNtibbygznRlmhLtCXaqv3M1jTRqGgyhvxIV/ce8WairdIYBtJ/596DKCgsRe+eHY7bzV5eAb1ee9xvowdyHu4bfAQaBNoe++v/NG8ZJjz7HtbO/0C6uQTalpRZ8fyjt9eKlJhle9cj05A9bwb0+qqFfIZcN14C3GuHn48rbpuEC/r1wm3XXixtm7voH4yd/BY2LPwfBNZxpi3RlmhLtFULbX1oOujWFBwurQg+EwTZc/NcCxxlXpw5PAkOrZtoW0ccibYGFFkq4PYEKftB3qO+bvXxB4CSl8CFyACiLdGWaCs/ihBtibZEW6It0ZZoK58tTrxHr8Gj8ci912D4kHOknXze9eXbT6BrxzbSv4mJiWKyovjm+cyv5uCvlevx/ssP1TqomOB42oW3Y/qU+zHgzJ744ItfkZ6WjAv69VbyEtk3wAg0SLQVYJuzaz9mz3hSCodA23mLV+L0UzpJNWkHnHUKTu3WTtr29U+LMPOr3/Drpy9Uh+7eia+hVYs0jBs9EuKmf2b8LRLcirZp226MuH0ylv30plQ7l2hLtCXaEm3VQFtfeQKdIQL9r2uiCtruXGZH6X4XegyMhyaxkmhLtD1hBDjTljNtibZEW6Kt/F9pRFuiLdGWaEu0JdrKZ4sT7/Hw0+8gUhNZPWFx6rtfS9j60F1X4aaRF0odb3/oZQlw7x01vE60Fd9e35KzB+nNUhBrNuG+x19Hh7YtcdeNQ5W8RPYNMAINDm19s2zFJwV9T+sshUP82+7cQ4jS67Bh6y7M/3M1pk6+S/qEQHzKMGfhP9XAK/YX9W3NJiMmjbsRXfrfjLeeG4Nz+3aXjrVj935cetNE/PHVK0hLTYLbE1xdrgCv03F3F1gYGREBj1e916DVRKoaA01kJLyVlaisVGf2loi/aOI1qNF4D4ivfofBPRABqSRLKFvpYTdWfF+E2GQdzro8SZVxYNvfVuxaZ0e708xo3dMU9K8vZl+KmYgNuVW4vNBEqvUbRkCjiYBHxXwl3qdV5SFC+z7xRTwyMgJimFYrV1SN1VCtRIaIQ1jka28lxP/UaOIeEKdmvlbvmVFpvhZjSJSuYecKh9MD8UGwWk39cSJC+gBYrbFa7ed6IEIqadSY/7ZTO19L94AKz/VH3vPqP7OpPQ7Uxz0gfofG2r777U8IqP3z++lSCK6840mkpiRIfwe8+ewDcLk96DHwFnzwysM4/dROEtr+/MdydO+UiR/nLUOHthlS6dA+PTtK/a+7Zwom3n8d9u7Pw2MvfAhDlA7NUpOR1SZdmtx44FABnpv+GVas3ozunTMx4uJ+1RMeG+s1qO/fu0Gh7dKVG6RPDSaNvREjL+1/wliJmbglpRa888I4v2baTplwKwade5p0vGNn2uaXhP4ryb5fTK+NgMmgRYk19LUsfa8hJT4KasYgwayD1eGGy63OH4Emg0Yqk2Erd9f3e9Ov4+m0ETAbtSi2qHcPNImLQkFphUp/hgPxZh3sDjecat0DURrpAdsS4nugONeNnL8sSEjXoffgBBSpcA8U7HRi1z82NMsyosVphqBn2oqxTHx9vSE38R4JsetXh1M8tyaY9Sgoc6oW4qRYPUptTrhDu15e9e8ba9JJD6nlTnXAKkoXKX0wIRZhUqMJrxR1o8V9qFZLjNWjTMV7IMaoldDcXqHOTaj2M5twiOTYKFW+leG75xJidFKudAeZr8V9LGagNeRWYnWq9jwj4qr2c31ctA4CrsUHnWo0U5QGAoysIX6m8/2uWg0QF61HoYr5WnquL6uQPuhUo4l7oMLpgUPFe0CN53pfrMPhmU2Ms2LWv1rPrfXxzCbGslC1EqcLeQ5HqE5XfZ4EvR4phtq/5979+Rh87cPSN8kT42Nw+sV34ct3JmHUmBew/Oc3sXnbHlx151NY+du7MBmjJLR96e0vcfNVg3FW7674bcHf2Lh1d/Wkxs79bsLHrz8qrfc07sm3kNE8BcMGnw1ztBFtW6dj6E2Pokfntrj+ikHYtfcQHnr6bcz78mU0b5oc8pg01BM2GLT11ZoV2i9uorraqzNm49912/DJ9Eera3ys+f196HRaqdsFVz+EG0YMqq5pe2H/3rj1moukbaxpWzOyXIhMK6Gtxa7OH+J6bSRio3Wq/iGelsjyCGqURyjY4cS+1eVIaatHj37xqvwhbitwY9tCG+JSdGjbzxT0wx0XIvtvHzG4EJn4cEf5V+2UXCXWtGVNWwH3ZqMOhWXqwLlA26YJRhwsKldyKyvqy/II8uFjeQSWR2B5BJZHYHkE5c9swihC1RYezMeXu/aF6nTV5+nXtAmubpNx3PMOGDFGKn2QkpyAtz/6QXKv3kPuxMevP4K/szdL3zwX/ybasTVtd+09iItveATLfnwTcbHR8KGtKC96bHmEFas34ZaxL+Kj1x5BtMkgHW/yyzMx9MKzcM2w80Iek4Z6wgaBtj/MXYpHn5uBCfdcI9Wr9bWEODNMRgOmvTcLlw46AxnpTbF1x17c/MALEsLecf0lEKvh9Rp8B8bffTWuGT5QKsh8/+PTMfeLl6RPE2Z89jNm/7wYn0yfKH0SMXr8VLTOSMPTD4+STsOatqxpS7Ql2qqBtgfWlyNvixPp3Qzo1DtWFbStrqsbFYFuQ2OJtnU8KXAhMi5EJmZwFVnUme0sZiimJFSN1Wo11rQl2hJt5d99RFuiLdGWaEu0PbnQNruoBAsO5MsP8PW8R4+keJyXlnLcowo4dTid0mzXCERI5Q7GTn4Lp3Vvj6Ur16NLh9a484aqurTHom1+QQn6X/EA5s+aiqZNEutE229/XYLHX/wQPbtk1Xgd/c/siVuuHlLPv3HjPVyDQNunpn2Mr35YUOsq+mbdijoeopatr1124Vl4fMwNMERVfR13wdJsiMXHfO2xB67H1ZdVfTJgszukGrdLVqyVfu7SvrW0el5KcjzRFgBn2nKmLWfaaqX6c6H+2vOef+wo2uNCmz4mtO1qVgVtxSCYPatUGgt7DI9DRJClBjnT9r99COFMW860JdqKrxzrIOpn2xzqlDPiTNuq0gYiV7rcwX31XYxlqQlVM3kaaiPaEm2JtkRbou3JhbbhmI9EiYNnX/8ULdOb4s4bh+LMXl3w9Y8L8eff66Tas++8MBZi5mxQaJuZgbtuukzqu3j5WsnKRNkFrSbIPwTDMYBh9poaBNr6E1OL1Y7iUguaJCXAaKhdO1EUZj50uAgpSfHVZRKOPm6pxQaXy43kxLgap+NMW8605UxbzrRVA21zFlthyfegQ38zMjJNqqHt5nkWOEq96DDQDGNCcMmaaOtPFgt+H6It0ZZoS7RleYTgx9BQ9iTaEm2JtkRboi3RVmne8c2WFcdZ8fNbiDGbkLNrP4bePFE69Op5MxCl1wWMtu99+hNWrd0qTWIUkxs1mkgMHDlOKk/6wG2XS8dbuWYrXG43Bp59qtJfg/3/PwKNBm3/qytOtCXaEm2Jtmqg7eY5FjgsXnQbEoOmzYyqoe3OZXaU7neh9enRiG9RVRc80Ea0DTRige1PtCXaEm2JtkTbwMZNtfYm2hJtibZEW6It0bY+ctCQ68ZLpUJnz3hSOpzXW4k+F92J7p0z8f7LD1WfYubXc7Bs5Qa899KD0r8dLixBv8sfwIJZ05DaJEEqjyDq357StR1Evduxk9/Etp25UkmET9+YiOwN2zHx+fexJzdP6i/O+fyjt+O8s4+ULa2P36cxH4Noq/DqE22Jto+y0AkAACAASURBVERboq0aaLvuu1J43MCpl8cjKUGvGtruX1+O/C1ONOtsQGqn4FZqJdoqTEQy3Ym2RFuiLdGWaPvfjrP1dXSiLdGWaEu0JdoSbesrp/xXxyksLkNsTDR02iPfsvR9Mz0pIVZaqJ2t/iJAtFUYS6It0ZZoS7QNNdp6PZVY+22ZVEO214h4xJvVQ9vCnU7s/bccSW10yDjVFNSISrQNKmx+dyLaEm2JtkRboq3fQ6aqOxJtibZEW6It0ZZoq2oi4snDLgJEW4WXhGhLtCXaEm1DjbYVVi82/WZBlDkS3S+OVRVtS3Jd2LXcjoR0HVr1JdqeKKXkFTvg8VYqzDjBdSfaEm2JtkRbom1w42eoexFtibZEW6It0ZZoG+rcw/OFdwSItgqvD9GWaEu0JdqGGm2t+R5sX2yFuYkGnc6LURVtLXke5CyxIiZFg7bnmoMaUTnTNqiw+d2JaEu0JdoSbYm2fg+Zqu5ItCXaEm2JtkRboq2qiYgnD7sIEG0VXhKiLdGWaEu0DTXaFu9xYfc/diRkaJF1hllVtLUXe7D1DytMCRq0H0i05Uzb40cgJd6AIksF3B51ZhuLEiJOlwf2Co/CrB9cd4NeA1OUBkUWZ3AHUNiLaEu0JdoqfBOFqDvRlmhLtCXaEm2VP7M1SzKGaNTmaRiB/z4CRFuFMSbaEm2JtkTbUKOtWPhLLACW2l6Plj1NqqKt0+rFRlGqIToSnYbEBDWicqZtUGHzuxNn2nKmLdGWaEu09XvIVHVHoi3RlmhLtCXaEm1VTUQ8edhFgGir8JIQbYm2RFuibajRNnd1OQ7vcKJFTyPS2kepiraeCmDdj6XQ6IFuQ+OCGlGJtkGFze9ORFuiLdGWaEu09XvIVHVHoi3RlmhLtCXaEm1VTUQ8edhFgGir8JIQbYm2RFuibajRducyO0r3u9CmrwnJLfWqoq0YQrNnlUojac8RRNsTpRQuRMbyCCyPYECJpQIulUpkxEXrpPIcNodb4ZNfcN2jdJEwG3UoLKsI7gAKexFtFQYwRN2JtkRboi3RlmhLtA1RyuFpTpIIEG0VXiiiLdGWaEu0DTXabp1vhb3Ig/YDzIhL0aqOtuu+L4PHVYluw+Kg0QY+qHKmbeAxC6QHZ9pypi1n2nKmLdE2kFFTvX2JtkRboi3RlmhLtFUvC/HM4RgBoq3Cq0K0JdoSbYm2oUbbDT+XwVVeiS4XxcIUE6k62m7+1QKHzSu9Hp0pIuBRlWgbcMgC6kC0JdoSbYm2RNuAhk3VdibaEm2JtkRboi3RVrUkxBOHZQSItgovC9GWaEu0JdqGGm2PLkeg00Sojrbb59tgLXKj46AYGOIiAx5VibYBhyygDkRboi3RlmhLtA1o2FRtZ6It0ZZoS7Ql2hJtVUtCPHFYRoBoq/CyEG2JtkRbom0o0dbtqMT6n8qgjYpA10tjEQ5ou/uvchQfdKJd/2hEJwdeH4FoqzARyXQn2hJtibZEW6LtfzvO1tfRibZEW6It0ZZoS7Str5zC4zSMCBBtFV5Hoi3RlmhLtA0l2tqLPdj6hxXG+Eh0OD9GMdrOPpCLXEc5zklqglPi4oMaEff/40D+ngq0OTMacc2ItscLIhci40JkXIiMC5FxIbIolNpccLm9QeUa8QFUaoIhqL4nSyeiLdGWaEu0JdoSbU+WnMXXGZoIEG0VxploS7Ql2hJtQ4m2pQfc2LnUhtg0LTLPilaEtmVuN6bt2CaNgh3MMbiyeYugRsT8NU7s316Olr1MSGylC/gYnGkbcMgC6sCZtpxpy5m2nGnLmbYBDZuq7Uy0JdoSbYm2RFuirWpJiCcOywgQbRVeFqIt0ZZoS7QNJdoW7HBi3+pyJLXRI+NUoyK0nZN/CH8XF0mjYIxWi7GZ7YIaEYs3u7B7gx3pPQxokhUV8DGItgGHLKAORFuiLdGWaEu0DWjYVG1noi3RlmhLtCXaEm1VS0I8cVhGgGir8LIQbYm2RFuibSjR9sB6B/K2VCCtiwFNO0YFjbYV3kpMzdkKZ+WRr6k+2LY9ojWagEdF6y4Ptq+yommnKKR1Dvyrq0TbgEMeUAeiLdGWaEu0JdoGNGyqtjPRlmhLtCXaEm2JtqolIZ44LCNAtFV4WYi2RFuiLdE2lGi75x87iva4kNHLhKRWuqDRVsywFTNtU/RRMGg02FtuxzXpGciKNgc8KlYcqMSmpWVIbqtHi57GgPsTbQMOWUAdiLZEW6It0ZZoG9CwqdrORFuiLdGWaEu0JdqqloR44rCMANFW4WUh2hJtibZE21Cibc4SKyx5HmSeE43YVG3QaDt1xzZY3G4MT0vHAUc5VhQXol9yCs5NSg54VPQUAusWlCKhpQ6tepsC7k+0DThkAXUg2hJtibZEW6JtQMOmajsTbYm2RFuiLdGWaKtaEuKJwzICRFuFl4VoS7Ql2hJtQ4m2m+ZaUFHmRcdBMTDERQaFtlssFnx1YJ9UCkGURFhvKcW3B/ZLs2zFbNtAW6QlEv/OKa5eHC3Q/kTbQCMW2P5EW6It0ZZoS7QNbNxUa2+iLdGWaEu0JdoSbdXKQTxveEaAaKvwuhBtibZEW6JtKNF27fel8LqAbkPjoNEjKLT9357d2OuwY2CTVJyZmIQilxPTd+ZUI26gw2JUhQYrfiyCOVmDrP6Bl1cg2gYa8cD2J9oSbYm2RFuibWDjplp7E22JtkRboi3RlmirVg7iecMzAkRbhdeFaEu0JdoSbUOFtl5PJdZ+WyaNWj1HxEn/r9NEIN6sx+HSCr9Gs7yKCryzewe0ERF4sG0HRAnNATBl22a4KysxNrMdYrRav47l28kMHf6cVSDN/BUzgANtRNtAIxbY/kRboi3RlmhLtA1s3FRrb6It0ZZoS7Ql2hJt1cpBPG94RoBoq/C6EG2JtkRbom2o0LbC6sWm3yzQR0ei85AqHA0Ubb89kIv1ljL0ik/AkNS06hHwo327sdtux5XNW6CDOTB4jY+KwsJP86EzRqDLxbEBj6pE24BDFlAHoi3RlmhLtCXaBjRsqrYz0ZZoS7Ql2hJtibaqJSGeOCwjQLRVeFmItkRboi3RNlRoazvsxrZFNkQna9Guf3TAaGvzePByzlap332ZWUjQ6qpHwN8PH8KyoiKcnZiMAU1SAhoZm8QYMO/DPERqItB9ONH2eMHLK3bA460MKK71tTPRlmhLtCXaEm3ra0T9b49DtCXaEm2JtkRbou1/m2l49JMtAkRbhVeMaEu0JdoSbUOFtkV73djztw0JLbRodXrgaPvH4TwsLSpEe3MMrmreosbot8lahln7c5FpisZ1LVoGNDI2TTTit3cPSX18ZRsCOQBn2gYSrcD3JdoSbYm2RFuibeBjpxo9iLZEW6It0ZZoS7RVI//wnOEbAaKtwmtDtCXaEm2JtqFC27ytThxYV46Udno0724MaKatq9KLl7dvhbOyEjdntEKG0VRj9Ct2u/D6ju2IiozEhKwOAY2MAm3nzTwETwXQdWgstPqqOrn+NqKtv5EKbj+iLdGWaEu0JdoGN36GuhfRlmhLtCXaEm2JtqHOPTxfeEeAaKvw+hBtibZEW6JtqNB2X3Y5CnKcSO9hQJOsqIDQdlVJMX7JO4gUfRTubJ153JHv+e1bUOH14oE2WYjTHSmdIDdMCrSd/1k+nFYvOg2OQZQ5Uq5Lje1E24DCFfDORFuiLdGWaEu0DXjoVKUD0ZZoS7Ql2hJtibaqJCCeNGwjQLRVeGmItkRboi3RNlRou3OZHaX7XWjd14T49CpU9Xchstd2bEeJ24XLmzVHl5i44458n+buwQ6bDVc2a4EOMf4vRibQdvHXh2Ev9qD9eWaYEjUBjaxE24DCFfDORFuiLdGWaEu0DXjoVKUD0ZZoS7Ql2hJtibaqJCCeNGwjQLRVeGmItkRboi3RNlRou3WBFfZCD9oNMCM6qQpG/UHb7TYrPs/dixitFmMz251w1Jt/OA9/FRXizMQkDGyS6vfoKND2r+8Pw5LnQebZZsQ2JdoeGzwuRGZAkaUCbo86i7HFm5X/AeD3G+I4Oxr0GpiiNCiyOJUcJui+RFuiLdE26LdPSDsSbYm2RFuiLdFW+TNbs6SqMnJsjEBDiADRVuFVJNoSbYm2RNtQoe3GXyxw2r3oPCQG+uiqEgT+oO3H+3Zjl92OQSmp6JuQdMJRb4vVgq/270MbUzSuD2AxMoG2K34tRPG+mrOA/R1eOdPW30gFtx9n2nKmLdGWaEu0DW78DHUvoi3RlmhLtCXaEm1DnXt4vvCOANFW4fUh2hJtibZE21ChbfasUmnE6jniSHkDObQtcDrx5q4caCMi8GDbDogSenOCVup24dUgFiMTaLvy9yIU7HQi41QjktroAxpZibYBhSvgnYm2RFuiLdGWaBvw0KlKB6It0ZZoS7Ql2hJtVUlAPGnYRoBoq/DSEG2JtkRbom0o0NZdUYn1P5ZBq49A16Gx1SOXHNr+cHA/1pSVok98Ii5MbSo74vkWI7uvTVsk6PzDV4G2qxcVIW+rE827GpHSwb9+vhdDtJW9LIp2INoSbYm2RFuiraJhNGSdibZEW6It0ZZoS7QNWdLhiU6KCBBtFV4moi3RlmhLtA0F2paXeLHldwuMcZHoMOjIImF1oa3N48HLOVulUU7UshU1beXaZ7l7kWOz4opm6egccwSH6+on0Hb98lLkritHSns9mncLrI4U0VbuqijbTrQl2hJtibZEW2XjaKh6E22JtkRboi3RlmgbqpzD85wcESDaKrxORFuiLdGWaBsKtC076MaOv2yIbapF5tnRfs20XVSQj8WFBehojsXI5ul+jXYLC/KxpLAAZyQk4vwU+Zm54qACbTf9W4o9q8ql0giiREIgjWgbSLQC35doS7Ql2hJtibaBj51q9CDaEm2JtkRboi3RVo38w3OGbwSItgqvDdGWaEu0JdqGAm0Ldzqx999yJLXWIeM0k19o+0LOFjg8XtyS0RrpRv8gdZvNii9y96KV0YQbM1r5NUIKtN2ytgy7VtgRn65D675HXp8/ByDa+hOl4Pch2hJtibZEW6Jt8GNoKHsSbYm2RFuiLdGWaBvKvMNzhX8EiLYKrxHRlmhLtCXahgJtD25w4NDmCqR1NqBppyhZtBV1bEU922YGA25r2cbvkc7qceOVnG3SwmUT23X0q59A25zNVmxfYkVMqgZtzzH71c+3E9E2oHAFvDPRlmhLtCXaEm0DHjpV6UC0JdoSbYm2RFuirSoJiCcN2wgQbRVeGqIt0ZZoS7QNBdruXWlH4W6XNMtWzLb1tRPVtH1zVw4KnE6MaJ6OTmb/atP6jinq4Ip6uPe0aYskPxYjE2i7a4cVW/6wwpigQYeBRNtjU0tesQMeb6XCjBNcd6It0ZZoS7Ql2gY3foa6F9GWaEu0JdoSbYm2oc49PF94R4Boq/D6EG2JtkTb4NFWIKTAyJhULdqec6ROayBvy6TYKFjLXahweQPpVm/7Rhu0CAXa5iyxwZLnRtuzoxHT9MiCYsdD2112Oz7et1taeEwsQBZoE+URRJmE4c3S0dWPxcgE2u7bZ8OGXy3QmyPRefCRhdL8OTdn2voTpeD3IdoSbYm2RFuibfBjaCh7Em2JtkRboi3RlmgbyrzDc4V/BIi2Cq8R0ZZoS7QNHm0PrHcgb0sFomIj0emCwKDP99ZtLGi7ea4FjjIvOg6KgSEuss6Ztp/n7sV2mxUXpjRFn4TEgEc5sRCZWJBM9BXHkGsCbQ8csmPtD2XQ6iPQdWhgM3uJtnIRVradaEu0JdoSbYm2ysbRUPUm2hJtibZEW6It0TZUOYfnOTkiQLRVeJ2ItkRbom3waLt7hR3F+1yIiAR6XB4X1LuxsaDtuh9K4XEC3S6Ng+ZISVscO9O22OXE6ztzoI+IwINZ7aETwQ2w5dis+Cx3LzKMJtzsx2JkAm3zi8vx79el0pl6jgjsWhJtA7xAAe5OtCXaEm2JtkTbAAdOlXYn2hJtibZEW6It0ValFMTThmkEiLYKLwzRlmhLtA0ebbfOt8Je5JHehd0ui4PmSKlWv9+ZjQVts2cdH0SPRdtf8g5iVUkx+iYkYpAfs2SPF2hRz1bUtfV3MTIf2mZ/UwavpxLdh8ciUhPh9zUk2vodqqB2JNoSbYm2RFuibVDDZ8g7EW2JtkRboi3Rlmgb8uTDE4Z1BIi2Ci8P0ZZoS7QNHm3X/1AGt7NqcaZjv/bv71uzMaCt0+bFRlEv1hSJzhfVLCNxNNqWe7x4MWeLFDpRy1bUtA22vbpjO0rdLtzVui2a6PV1HsaHtut+KoOrvBJdLo6Fzki0PTpoXIjMgCJLBdwedRZjizcr/wMg2PeS6GfQa2CK0qDI4lRymKD7Em2JtkTboN8+Ie1ItCXaEm2JtkRb5c9szZKMIR27eTJG4L+MANFWYXSJtkRbom1waFvpBdZ8UzV7VLTMs6IRmxY4MjYGtLUVuLFtoQ3mZA2y+ptrjFpHo+3SokL8cTgPnWNicUWzdEWj21cH9mGLxYJhac3RLbbucgc+tN0o6u6W1q67K/dCONNWLkLKtnOmLWfaEm2JtkRbZeNoqHoTbYm2RFuiLdGWaBuqnMPznBwRINoqvE5EW6It0TY4tBWLaonFtXytxSlGJGfWPaPzeG/XxoC2ou6vqP+b0EKHVqebToi2oqSBKG0wunUmUvVHFb4NYpzzAXDv+EQMTq17MTIf2m5dYIW1wIOs/tEwJ/sP8ETbIC5QAF2ItkRboi3RlmgbwKCp4q5EW6It0ZZoS7Ql2qqYhnjqMIxAg0Fbr7cSRSVl0Om0iIuJPm6oC4pKEW0ywmioDUOif35hMZIT46DVaGr1t1jtcHs8SIir+dVkoi3RlmgbHNqWHnBj51Jb9XstpYMezbsG/lWWxoC2+dsqsH+tA02yopDew3BctF2QexjfHsj1e/EwuXy0027DJ/v2IN1gxC0tW9e5uw9tt/9pQ9lBN9qcFY24AGZNE23lroay7URboi3RlmhLtFU2joaqN9GWaEu0JdoSbYm2oco5PM/JEYEGgbbLV23EfY9Ph73cIUW9V48OePDOK9GlfRU07N2fh9Hjp2JPbp708/Ah5+CJsTdCp63C2cXL1+LBp96u7j9p3E0YeUk/aZs45vhn3sWCpdnSz906ZWL6M/dJuCsa0ZZoS7QNDm0Pb69A7hoHNHrA4wQSMrRo1ef4H7jUNZw2BrTNzS7H4Rwnmnc3IKVdzRm0vvIIT6/ZhDxnBa5s3gIdzDU/XAomHVV4vXh+e1V93EntO/mFtjv/tqN4jwste5uQ2NL/VeWItsFcIf/7EG2JtkRboi3R1v8xU809ibZEW6It0ZZoS7RVMw/x3OEXgQaBtitWb8LhghKc07c7HA4nnpr2EcTM2befHyNF/PaHXoY52ogpE27DofxCjLzjSTwx5gZcMugMlDucOGfYfbhn1DBcO3wgFi1bg/sfn465X7yE9LQmeP/zXzDrp0X4ZPpEaYbunROmoXVGGp5+eBTRFoAo8q0mXCfHRqGs3AWny6vKu8ts1IJoGxza+iAyrrkOpftdiE7SoN2AmvVa/bmojQFtdy23oyTXJZVGECUSjm4CbQsrXZi2eRvitTrcn5nlT9j82uf1nTkodjlxZ+tMpNRRbsE303bP6nIU5DjRoqcRyW39L3VBtPXrcgS9E9GWaEu0JdoSbYMeQkPakWhLtCXaEm2JtkTbkCYenizsI9Ag0PbYKP80bxkmPPse1s7/ADa7A2dccjc+fWMienapwowpr32CQ/lFmD7lfmmW7V2PTEP2vBnQ66swZMh14yXAvXb4+bjitkm4oF8v3HbtxdK2uYv+wdjJb2HDwv9JWKcmWEbpImE26lBYVqHajUa0JdqmJQaHtjl/2mA55EZ6TyME4OpMEehyUWzA93JjQNttC6ywFYpasWZpMbJj0XbWgVysLSnF4JSm6J2QGHAMT9Rh9oFcbLSUYWhac/SoYzEyH9ruX+/Aoc0VSOtsQNNO/tfUJdrW2yU77oGItkRboi3Rlmj7346z9XV0oi3RlmhLtCXaEm3rK6fwOA0jAg0SbQXY5uzaj9kznsSO3ftx6U0TseibV9EkKV66ap/Mnocf5i6Vtn/90yLM/Oo3/PrpC9VX9N6Jr6FVizSMGz0SvQaPxjPjb5HgVrRN23ZjxO2TseynN6XaufklVSUZ1Gh6bSRMBi1KrE41Ti+dMyXeoGoMEsx6WB1uuNzqzLQV8Y9ABGwOlyrXQKeJhNmkRbFFvXugSZwBBaUOVAYYgXW/lKHC4kXnC2OxcU6Z1LvXVVXv0UBavFkPu8MNp0r3gDFKC21kBCzl/909sPanMjhtXnS7JBZR0ZE1wlPmduGlbdugj4jEhA7toYuouT2QWB67719FhZh76BB6JSTg0rRmJzxUcpwBhWUOHNpSgb3Z5Uhtp0fGKTUXTKvrdeg1kYiP8X9mrpLfSa2+BaUV8FYG+i6pn1cbGRGBxBg9ClT8gE98uCJylcerTgxiTXo43R44nJ76CWqAR4nSaWDQa1BqU2esFmCXFFs1VqvVEsU3Y6xOuFW6B2KMOunc5RVuVUKg9jObuAeSYw04rOI9kBCjh8XuhtsT3DObGMsEZjTkVmJxwhlkfOojLmo/18dF66VxusKlzlhtitJC3GdWlZ7rxYes4rlWzQk50nN9mQMqPbIgNlqPChXvgVA819f1Xg2HZzbfc71q90A9PLOJsYyNEWgoEWhwaOubZfv+yw+h72mdkb1hO667Z0o1sooLJ6D2nY9/wIJZ06TyB3MW/iMBrq+J+rZmkxGTxt2ILv1vxlvPjcG5fbtLm30I/MdXryAtNQlujzp/gIrXIh7AxcCu1h/B4jVoNRGqxkA83AgIUSupiNlLiAC8wf39oXgcOZnvgbkzqmpMnz8qFUu+OowKmxf9rmlSCyXlgtQY7gFfrC64LbVWOL7Zm4sFB/MxKC0VQzOay4UroO3bLFa8tmkbWkab8HCXDifsK8YBj6cS+7c7sH5RKZplGdC1X1Xdb3+a+ANegFZDbqKES6Q0YIS+SeNEZNU1Uqup/j4Vn2VUAip54f/na0AtixF3nqax5+uwuAf4zKbkmU0874pvmTXkJrBKo1Hvd1T/ub5qnOZzvXr5OhzuAXH91crXYfG3ncrPbL7nerXuwsh6yNfid2BjBBpKBBoU2i5duUGqXztp7I0YeWn/Gsi6+NvXqhcPC3Sm7ZQJt2LQuadJxzt2pi3LI7CmLWvaBl4ewVVeiQ0/l0EbFYGul8Zi6wIr7IUeqaatqG0bSGvo5RHczkqs/6FMWrCt29DaEPrh3l3YV16O21q2QTND/X6qXOGtxPPbN0ODCDzWvuMJL4uvPELxfjd2LrUhrpkWbc70f1E5lkcI5I4PfF+WR2B5BJZHYHkElkcIfOxUowfLI7A8AssjsDwCyyOwPIIa+YfnDN8INBi09dWaFaUMhg0+uzripRZbrZq2T0/7GPkFxTVq2q75/X3odFqp3wVXP4QbRgyqrml7Yf/euPWai6RtrGlb82ZmTVvWtA2mpq21wIPtC62ITtSg3Xlm1LXQltzw2dDRtrzUiy3zLDDERqLjBTG1wvHcti1wVnoxIasjov6DmZxv7NyOQpcLt7dqg7So46OwD20t+W5sW2RDdLIW7foTbY++WHnFDtW+FUG0JdoSbYm2RFu5p4nw2E60JdoSbYm2RFuibXhkJL6KcIlAg0BbUZ/20edmYMI912DAWadUxzYhzgyT0YBbH3wJseZoiBmzh/ILMfKOJ/HEmP9j777j5KrK/4F/dnqf7b3X9EboEEILhBIgGhFEFCuCCoKAin5REYWviCKKBfzhV1GkSgsQakJJ6Mmm72Z777vT+8zvde8wu9lsm7I7M1k+95+UueeW5845Z/a9zzznSly47iTYHS4cu/6buOXay3D5xrOwdfsuXPeT+7DlkV+jMC8LD/zreTzx/Db8875boVErcfUt96CsOA+33/wV8TzMtGWmLTNtI8+0HWr1oPV9O9KKZSg9XovOWgf66t3IX6ZGTk1ktU3nO9qae7xofMsGfY4MlWvGQ6jd58OvG+qgk8lwY0X1nMwrT3Z1YK/FjA25+VhpnLzmcAht7SN+HJgGmKe6QGbazsmjGz0o0ZZoS7Ql2hJt53acna2jE22JtkRboi3Rlmg7W3MKjzM/IjAv0Pbnv/0HHn3m9QlPJJR129zWLWJrR3e/uM/F556Cn9745dHM2tff2Qlh8bHQ9uPrv4jLLj5T/KfN7oRQ4/bNd2vFfy+pKRMzdLMzg3hBtCXaEm0jR9vufU707HfBtMSNbZJ+FEODFbvTkFmhQNEqdUSj63xH28FmD9o+tCO9TI6S1eMX9+pwOPC3tmZU6LS4oqAkoriFu/O7w4PY0teLVcZUXJg7+WJkIbR12vzYt9kCuSYFS843hHsKEG3DDlVUOxJtibZEW6It0Taq4TPujYi2RFuiLdGWaEu0jfvkwxMmdQTmBdqGG+He/mHotGpoNRO/4uvz+dHTP4TsjNRRzD38uEKZBY/HO1oXN/Qa0ZZoS7SNHG1b3rdjuNWDrlV2fOgdRnqKAqfUZsGYJ0P5KeF/rV7oh/MdbUPAnbtIibzF48euWpMJT/d04oTMdJyTkRvuUBjRfm0OOx5qaxFLIwglEibbQmjr8QC7/2uCRAYsvyT8hciIthE9koh3JtoSbYm2RFuibcRDZ0IaEG2JtkRboi3RlmibkAmIJ03aCHyq0HYungLRlmhLtI0cbetft8I26EPdahPq3FbIUlJwXm0+1EYJFqybWLd1ur4739G29UM7hpo9KF6tQUaZfFwoXuvvxdtDg7ioKB8rNJOXLoh13PME/Phl/UHxMLfVLJoWbYWVfnc+bhL3WbmJaHt4sFjTVoUhiwteX2LWIk7Vxf4DQCx9SaWQQqOUYsjijuUwUbcl2hJtibZRcLIvKgAAIABJREFUd5+4NiTaEm2JtkRbom3sn9mEdXe4MQLzJQJE2xifJNGWaEu0jRxt9zxnhtcZwPurB9Hjdoq9cP2+PKikEiy7KHzsE9rNd7RteMsGS48XFadqYcgNLpYY2h7r7MABqxlfrypHvmTyRcJiHOLE5n9sbsCA242vl5QjXzXxPKFMWwFtdz9jgs8NLNtghFQZ3tmZaRtenKLdi5m2zLQl2hJtibbRjqDxbUe0JdoSbYm2RFuibXxnHp4t2SNAtI3xCRFtibZE28jQNuAHdj0ZzMZ8eWU3nD6/+PfTG7Kht8uxYqMRKdLwO+Z8R1thYS+nyS9mIAuZyIdvf2puRJ/bhR8tXQi5OyX8oEW459Pdnag1m3B+Th5Wp6ZNaH042u57wQK3zY/F5+mh0I6/3qlOS7SN8IFEuDvRlmhLtCXaEm0jHDgTtDvRlmhLtCXaEm2JtgmagnjaJI0A0TbGB0O0JdoSbSNDW6fZjwNbLJAYAni6tGu0B57Sm4n0XiUWnqOHyhAe9gmN5zvahjJXl24wQKYcD7M/q9svxu8Px61Ev8kV42g2dfP3h4fwYl8PVhpSsSFv4mJkh6Nt3SsW2Ef8qDlLB01aePpOtJ2zRycemGhLtCXaEm2JtnM7zs7W0Ym2RFuiLdGWaEu0na05hceZHxGIGW2FxbnsThd0GjWkUgm8Ph8+3n0IarUSSxeUzY8oTXMXRFuiLdE2MrQ1d3vR+LYNnkI/XkzvHu1dx5nTkduiRsUaLQw548sATDeQzHe0napGrMnrwe8aD8Eok+OOVUvmFG07HA78ra0ZOQolri6rmDbTtmGbFZY+HyrX6KDPIdqGgsWatqxpy5q2KoxYXPAkqK6xUSsXayrbnN6EfDZVyiXQqeUYNM/dL9imuzGibUIee8QnJdoSbYm2RFuiLdE24smDDeZ1BGJG2/v/7xk89J8X8epjv4FBp8Hnr/459tY1i0G74Zufw1cvO29eB5BoS7Ql2kaGtv0NbnTsdMBS48Ebyr7R8WGZy4DSOj1KVmuQfsSCW59WtHXZ/di/2SKWGRDKDRy+Ndvt+Ed7C8o1WtywpHpO0VY4byird7LFyA7PtG3aboep04OyEzVILRy/cNpUz5GZtnM7TTLTlpm2zLRlpi3Rdm7H2dk6OtGWaEu0JdoSbYm2szWn8DjzIwIxo+0Xv/NLLFlQhluuvQw7PtyHr33/1/jZ96/CsMmCR55+Da8//tv5Eakp7oJoS7Ql2kaGth27nOg/5EL/cid2BAahlUph8/lQFdBh4R4jchcqkbck/EW15nOmrXXAh0NvWKHNkKL6DN24UejDkWFs7u3GcWlpuLKqdM7R9s/Njeh1u/DV4jIUqsevyHo42rZ+aMdQswfFqzXICBPfibZzO00SbYm2RFuiLdF2bsfZ2To60ZZoS7Ql2hJtibazNafwOPMjAjGj7TmX3YSrr9yAS9afilDW7bvP3w+bw4kTL7gGLzx8F0oKc+ZHtCa5C6It0ZZoGxnaNr1jg6nLi6ZVFuz1mrFIZ8B+qxn5KSqsrs1AeokcJcdpwh4z5jPajnR40LzDLmasCpmrh28v9fbgvZEhnJ+bh/XFuXOOts92d2GneQTrs3NxXFr6uGs5HG07ax3oq3cjf5kaOTWKsJ4j0TasMEW9E9GWaEu0JdoSbaMeQuPakGhLtCXaEm2JtkTbuE48PFnSRyBmtBUybRdWleCH37kcF335VhFo77vjOvT0D+HMTTfgqb/djpqKoqQPRLQXSLQl2hJtI0NbYREyYTGyXauH0ea24/ycPDFj1CCRYe2uHOiypKhaOz6rdLr+OZ/RVshIFjKTs6qUKFwxPvv4Xx1taLBZcWVxCY7LTZ9ztA1l9i43GHFxXsGUaNt7wI2uvQ5kL1CgYOn4jNypniPRNtoZKLx2RFuiLdGWaEu0DW+8TPReRFuiLdGWaEu0Jdomei7i+ZMrAjGj7RPPb8Ntdz8EjVoFu8OJB+++CSeuXozHnn0DP7vn//D+C3+GVhP+V52TKzwzXw3RlmhLtI0MbXc9aULAD2xb1QdhMa1ryyrxx+YGsbNt2F0waf3WTyvadtY60VfvQsFyNbKrx2et/r6pAcMeN26orEJ5um7O0bbL6cQDrU3IUipwTWnllGg70OhG+8cOZJQrUHwM0TYUKC5ExoXIuBAZFyLjQmRKmGweeLz+mT9gT7KH8AuonLT5+zOFcMtEW6It0ZZoS7Ql2kY1SbLRvI1AzGgbCATw5OY38eHuOpy0ejE2rDtZDNatdz6IjDSDuBjZfN6ItkRbom34aOt1BbDnWTOkCuC/CzrFoUFY2Oruhjqxru26A7lQeaRYuckY9rAxnzNtW961Y7jdg9ITNEgrGr+oV2hhsF8sWoxUnWLO0VZ4IKFz/qh6AeQpktFndHh5BOF6hesWrle47nA2ZtqGE6Xo92GmLTNtmWnLTFtm2kY/hsazJdGWaEu0JdoSbYm28Zx3eK7kj0DMaJv8tzi3V0i0JdoSbcNHW/ugD3WvW+HLCmBzXhdS5XJcV14lZnAKmZxr27JhGJFjyQYD5MqUsDrvfEZbYREyYTGy6tO10GbKRuMx4HaL2ckZcjm+V1UdN7T9a0sTul1OXFVSimLVGMgejraWXi8a3rRBnyND5RptWM+QaBtWmKLeiWhLtCXaEm2JtlEPoXFtSLQl2hJtibZEW6JtXCcenizpIzAraPvOB3vx5OZtaG7rFm+4orQAl118Jo5ZVp30AYj1Aom2RFuibfhoO9TmRet7NtjLvHhV34syjQZXFpXi0a52HLRYcPJgJjI6lag5UwdNujSs7jmf0XbfZgvcdj8Wn6cXy0aEtnqbFY90tKFaq8OVJSVxQ9vnerrwsWkE5+bk4vjUscXIDkdb+5APda9ZxecnPMdwNqJtOFGKfh+iLdGWaEu0JdpGP4bGsyXRlmhLtCXaEm2JtvGcd3iu5I9AzGgrgO03brpbvNOTj10CuVyGrdt3if/+n+9diUsvOiP5oxDDFRJtibZE2/DRtvegC117nBhc5MI7sgGsNKZiQ24+XurrwXvDQzjGno6CBjXKT9TAWDi+HMBU3XQ+o+3Ox03ibR9ZLmLH8CBe7uvFiWkZOD8vN25ou9M0gmd7urDUYMDGvMLRR3I42rosAex/yQylLgWL1hvCGl2JtmGFKeqdiLZEW6It0ZZoG/UQGteGRFuiLdGWaEu0JdrGdeLhyZI+AjGj7YYv/QjDJgtefeweKBVBZHG5PfjhL/+KLVs/wEdb/gqVcvwCOkkflQgukGhLtCXaho+2bR/YMdjiQfsKG3b6R3BWVg5OTs/Au8OD2NLXi8UeAyoO6FG4QoWsKmVYPXG+oq3PDex+xiTW/1120fgav6GM1wtz83F8elrc0LbH5cJfWhqRqVCIC8iFtsPR1uMKYO+zZsiUKVi6gWgbihEXIuNCZFyIjAuRcSEyLkQ20wcboi3RlmhLtCXaEm1nmiv4+qcrAjGj7XlX3IKz16zG976xaVzkdu49hCu+fQee+tvtqKkomrdRJdoSbYm24aPtoa02WPu9OHCMCYc8VmwqKMQinQEHLGY81tWBcmixZHcqsioVKFypDmvcmK9o6zT7cWCLBSqDBAvP0Y+Lxd/bWtHqsOFLxaWo0mnjhrbCRUy2GNnhaCvsM1WG8FQPlJm2Yb3Vo96JmbbMtGWmLTNtmWkb9RAa14ZEW6It0ZZoS7Ql2sZ14uHJkj4CMaPtL3//MJrauvHg3TeNu9nGlk5s+PKteOOJ3yE7MzXpAxHtBRJtibZE2/DRdu9mMzz2AN49ZgB9Hhe+UVqOPKVKXIRMWIwsW6LECbsyYSyQo/yksYWupuuf8xVtQwt6GXKkqFgzvjbsbxrqYfV5cUNFNdKV8rii7YOtzeh0OvDl4lKUqIPP6Ei03fWkCQE/sHyjARLpzAvKEW2jnYHCa0e0JdoSbYm2RNvwxstE70W0JdoSbYm2RFuibaLnIp4/uSIQM9o+8fw23Hb3Q/jmFy9ERtrYV3iFTNttO2px/dc/K96xRq3EJetPTa67n4WrIdoSbYm24aNtKANz87Iu+BDALVULoJJIRIAUIFIjkeKsXblQp0mx4KzwFrGar2g72OxB24d2ZJTKUXzseMAOZbveVrMIcmlKXNH2hd5ufDAyjHXZOWJN3cnQds9zZnidASy5wAC5mmgrxIjlEVgegeURWB6B5RFYHmGmHz2ItkRboi3RlmhLtJ1pruDrn64IxIy21//PH/DKmx/OGLXCvCxseeTXM+53tO1AtCXaEm3DQ1uX1Y/9L1oQ0APPlXVCKUnBD6oWjnb5EERu2F0QUT3U+Yq2Pftd6N7nRO5CJfKWqEbj1O1y4q8tTchRKnF1aUXc0bbWZMLTPZ1YrDfgs/nBxciOzLQVyjoI5R0WrtNDZZTMOKwz03bGEMW0AzNtmWnLTFtm2jLTNqZhNG6NibZEW6It0ZZoS7SN26TDEx0VEYgZbY+Ku5zDiyTaEm2JtuGhrbnHh8a3rHAX+vBSeg/ylSp8vbR8tHfe23gII14PzjyYA61bhpWbxi++NVU3nq9oK2TZCtm2xceokVE+tpjjPosZT3R1iLWAhZrA8c607Xe5cX9LA9LkCny3PLgY2ZFoW/+6FbZBH6rP0EGbIZ1xBCbazhiimHYg2hJtibZEW6JtTMNo3BoTbYm2RFuiLdGWaBu3SYcnOioiMKtoOzhshsvlRnZWGmTSmX9QPyoiNMNFEm2JtkTb8NB2oNGN9o8dMFW7sU3VP4qOoS4WWlzrtK5sGAfkWLxeD4Vu5izN+Yq2jW/bYO72ouIULQx5stGR6M3BAbwx0IdT0zNxRlZ23NFWuJA76g/AGwjgB1ULoJRIJqBt41s2mHsmXvtUwynRdm5nQ6It0ZZoS7Ql2s7tODtbRyfaEm2JtkRboi3RdrbmFB5nfkRgVtD2vy++hXv+8hiGRiyjUfnchtPFerZGvXZ+RGqKuyDaEm2JtuGhbWetA331bvQsc+J9DOLk9AyclZUz2rP+292J3WYTTjRlIKtVharTdNBlz/zLn/mKtgdfscAx4seCs/VQp47h9VPdHdhjNuOSvAIsMxgTgrYPtbagzWnHlUWlKNNoJqBty3s2DLd5UXqcBmkl8hnnAKLtjCGKaQeiLdGWaEu0JdrGNIzGrTHRlmhLtCXaEm2JtnGbdHiioyICMaPt86/swC13/AXHrliAk49dgvRUA977eD82v/Yu1pywHPf/6noIqDVfN6It0ZZoGx7aNu2ww9ThQcMqM/Z7LdiQm4+VxtTRoeG1/l68PTSIla40FNVpUHKcBulhgN98Rds9z5rhdQWwZIMBcuXYGPpAaxO6nE58raQMBSp1QtD2pd4evDcyJKK7gO9Hlkfo2OlAf4MbhSvVyKocK+3ATNtAQqZCoi3RlmhLtCXaJmT4jfikRFuiLdGWaEu0JdpGPHmwwbyOQMxoe8W37xAD9PAfbh0XqMef34qf3v13vPKfu5Gfmzlvg0i0JdoSbcND21Dm6MfHDKHD48CXikpRqtGMjg0fm0bwXE8XFvj0qN5nEBffEhbhmmmbr2i783GTeOtH1vb9Vf0BuMXSBAvFxdziXdNWuCYh01fI+A3V1T0Sbbv3OtFzwBX2M2Sm7Uzv8theJ9oSbYm2RFuibWzjaLxaE22JtkRboi3RlmgbrzmH5zk6IhAz2p568Xdw1efX4yufP2/cHXf3DeGsz92Av//uB2IW7nzdiLZEW6JteGi760kTAn7gjZW9sPi8uK68Cqnysa/ON9is+FdHG4pTNFhRm4b0MjlKVo+h7lRjyHxEW7fNj30vWCDXpGDJ+YbRW7f5fLi7oQ4aiRQ3VdWI/58ItB1wu/HH5gakyuS4rqJqQqZtX70LnbVOZFUpUbhCNePwT7SdMUQx7UC0JdoSbYm2RNuYhtG4NSbaEm2JtkRboi3RNm6TDk90VEQgZrS9+pbfoKtnEE8/dAckwk8Fn2x/ffg53Pvgk3jjid8hO3PsK9BHRVQiuEiiLdGWaDsz2vrcwO5nTPBLgecXd4o97LaaReN6Wr/LjftbGpAuUeCUXVnQ50hRuUY3Y2+cj2hrG/Sh/nUrNBlS1JwxFgOhjqxQT7ZQpcZXS8oShrbCiQ9fjKwkU4u+YQf8n3z7f7DFg7YP7GJ5C6HMxUwb0XamCMX2OtGWaEu0JdoSbWMbR+PVmmhLtCXaEm2JtkTbeM05PM/REYGY0faj3fW48ru/RHqqHicftxSZ6Ua88/4e1Dd1YON5a3D7zV85OiIR5VUSbYm2RNuZ0dY+7EPdq1Z4svx4Ma8b6XIFvlNeOa7XufwB3HnoAGQpKTivNh9KfQoWnTuWZTpVF52PaDvS4UHzDjuMBXKUnzSGnrvMJjzT3YnlBiMuzitIKNr+va0VrQ4brigswclFmePQ1tTpQdN24fplKD9p5sUoibZRTkBhNiPaEm2JtkRbom2YA2aCdyPaEm2JtkRboi3RNsFTEU+fZBGIGW2F+/l4Tz3u/79nULuvEXaHExUl+dh04Vp8/qIzIJfLkuyWZ/dyiLZEW6LtzGgbQkhrmRev63tRodHiiqKSCZ0xlL25fn8+FP4UrPiMccYOOx/RVljES1jMK7NSgaKV6tEYvNrfi3eGBnFmVg5OSc9IKNq+3NeDHcND4rV8trJwHNpa+3w4tM0KXZYMVWuJtsKD6h12whdKRZ7xXT27OxBtibZEW6It0XZ2x9W5OhrRlmhLtCXaEm2JtnM1x/C4R2cEYkbbwWGzCLMGXTAbLBAIQEAsp8sN4bX8nAzx3/N1I9oSbYm2M6Nt30E3Ovc40L/IiR2yQaxOTcP5OXkThoU/NTeiz+3Cmc3Z0FrkWLbBCOkMa5HNR7TtrHWgr96N/GVq5NQoRuP0aGc7Dlot2FRQKC4CJmyJqGkrnHefxYwnujpQo9Pj+qXV49DWMeKHsPCc2ijBgnX6GYd/ZtrOGKKYdiDaEm2JtkRbom1Mw2jcGhNtibZEW6It0ZZoG7dJhyc6KiIQM9p+59Z7saimFN+68qJxN9zQ3ImLrroVrz76G+TlBDPC5uNGtCXaEm1nRtu2D+0YbPagZbkVuwMmrMvOwYlpE8cFYSEyYUGyU/uykNajwIKz9VCnSqYdOuYj2ra8a8Nwuxelx2uRVjz2bQWh5q9Q+/fqsgrkKIKanSi0Hfa48fumBhhkMtx17PJxaOu2+7FvswUKjQSLzyfaCs+JmbYqDFlc8Po+KXwc5w8EqbrYfwCI5ZJVCik0SimGLO5YDhN1W6It0ZZoG3X3iWtDoi3RlmhLtCXaxv6ZLT9j7JuKcR3EeTJGYA4iMGdo2907iLMuvRFP/e121FQUzcGlJ8chibZEW6LtzGjbsM0KS58Pe1eNoMlrw6UFRVigm4h5z/d04yPTMI6zZiC3SYXyk7Uw5k9fYmU+om39GzbYBryoWquDLks6Otj9rG6/+PfDF3FLFNoK13HnoYNw+f3439XL4bB6Rhci83uA2qdNkMiB5RfPXOKCmbZzO58x05aZtkRboi3Rdm7H2dk6OtGWaEu0JdoSbYm2szWn8DjzIwJRo+2jz7wOu8OFx5/fivzcTJy8esloRDxeL15762N09Q5g65P3QiqdPlPuaA4l0ZZoS7SdGW33vWCB2+bHO6v6Meh141tlFcj+JFP08P7/9tAgXuvvxTK3EaUHdShcqUZW5Vh5gMnGivmItqF4LVqvh1IXHD9HPB7c23RIzGz9XkX1aCgSibb/aG9Bs92OaxdWIjugGEVb4eJ2Pm4Sr3HlJqKtEAdm2jLTlpm2KoxYXPAkKNvaqJWLmd42pzchHzuVcgl0ajkGza6EnJ9om5CwR3xSoi3RlmhLtCXaEm0jnjzYYF5HIGq0Peeym9DR3T9pcDRqFU4/aQU2nr8GJ6xaNK8DSLQl2hJtZ0bbEOBtXtYFHwK4tXohZJPUut5jNuOp7g5UQYeFu43IrlagYPn0X2+Zj2gbitfyjQZIpMGa4I02Gx7uaEWZRoMri0qTAm1DC6NdUJSPY7Wp49B299Mm+DzAsouMkE7v7mCm7dxOk8y0ZaYtM22ZaUu0ndtxdraOTrQl2hJtibZEW6LtbM0pPM78iEDUaBu6/f/94yMoK8nDpgvWzo+IRHgXRFuiLdF2erQN1Tf1GfzYXNoNrVSK71fWTNrT2hx2PNTWgnyJCqt3ZSC1UI6yE4OLHE61zTe09bmB3c9MLC3wwcgwXujtnrCIWyIzbQ9YzHisqwNLU434bG7BOLQVatoKz37xeXootNN/24JoG+HEE+HuRFuiLdGWaEu0jXDgTNDuRFuiLdGWaEu0JdomaAriaZM0AjGj7ZH35XC64XC6kJ468+IzSRqTiC6LaEu0JdpOj7bWPh8ObbPCnu/Dq5k9KFSr8dXiskn72bDXg983HoJBIsPaXTnQpktRfabuU4W2TpMfB162QGmQYNE5Y+Poi709eH9kCOdk5+CEwxZxSyTahko26OUyfL+iehzaHnzFAseIHzVn66GZYTE5om1E007EOxNtibZEW6It0TbioTMhDYi2RFuiLdGWaEu0TcgExJMmbQSiRttb73wQFpsd9/78OxDQStju+uMj+MfjW8S/n3zsEtz1428izTi/8ZZoS7Ql2k6PtkPNHrR+aMdQlQtvqwewRG/AZ/ILpxwUQ4ttbdhdALk6BUsuMHyq0Nbc40PjW1boc6SoXDMG1g+3t6LRbsPlhcWo0o79fyLRVngwocXIvl9VDa1kbNE4AeoFsK88TQd99thiapM9TKLt3H5GINoSbYm2RFui7dyOs7N1dKIt0ZZoS7Ql2hJtZ2tO4XHmRwSiQtvu3kGcdemN+P7Vl+Kqz68XI/HBroP48vV34tTjl6KsOF/E2wvXnYQ7f/SN+RGpKe6CaEu0JdpOj7adexzoO+hGx1I7Pk4ZxpqMTJyemT3luPCbhnpYfV6sO5AHlUcy40JW8608wmCLB20f2JFeKkfJsWOlIe5tPIQRrwffKa9EunysSGyi0TaEyV8oKkalZgyTm3bYYerwoPxEDYyF8mnnAaLt3E6TRFuiLdGWaEu0ndtxdraOTrQl2hJtibZEW6LtbM0pPM78iEBUaPvWe3tw9S2/wauP3YO87HQxEjff/me8sX0Xtj31OwgLkf3nmddx+2//gXefvx963fQ1KY/mUBJtibZE2+nRtuVdO4bbPahbaUadz4KLcwuw3Gicsts/2NqMTqcDp3dkQz8kn7Em6nxD254DLnTvdSJngRL5S1WjcQplIN9WM35xx0Sj7ev9fXhraACnZWZibcYYxgvwLAB0yWoN0suItr3DTvj8gYRMd0Rboi3RlmhLtE3I8BvxSYm2RFuiLdGWaEu0jXjyYIN5HYGo0Pa/L76FH9/1N+x946HR0gjnXHYTqssLcd8d14kBq2tsx8av/gRPPvhzLKgsnrdBJNoSbYm206Nt3WtW2Id8+HDVILq8TlxVXIpi9dS/yHm8swP7rWacMpyJ9HYlqk7XQZc59dfrE422/ftccJh9yFuhFss5xLq1f+zAQKMbRavUyKwIZtT2u924v7lBzLAVMm0P3xKNtrvNJvy3uxPLDAZckjdW9qKz1oG+ejcKlquQXa1kpi3RFkMWF7y+xMB1qi72HwBi6dsqhRQapRRDFncsh4m6LdGWaEu0jbr7xLUh0ZZoS7Ql2hJtY//Mlp+hjuvYzZMxAnMZgajQdsvW93HDT+/H9uf+CKNeC5PZhpM2XItrr7oE13zpIvF6m9q6ceGVP8Tjf/0pFlWXzuU9JPTYRFuiLdF2erTd/YwJPjfw6soe2H0+3FBRDb1srPbpkR14S18v3h0exGpHGvIPaVB6vBZpxVPvn0i09boC2POsWbyFvMUq5C6aHifDGawa37bB3O1F+claGPOD933QasGjne1iLVuhpm0yoW2jzYaHO1pRptHgyqKxsb73oAtdeyZmDE8WA5ZHCOedEf0+zLRlpi3RlmhLtI1+DI1nS6It0ZZoS7Ql2hJt4znv8FzJH4Go0LaxpRMbvnwrbr72Mlz52XV48N+b8bsHnsCjf7kNS2qCq8KHYPeNJ36H7MzU5I9ElFdItCXaEm2nRtuAH9j1pAl+KfD84k5IkYIf1yyctre9NzKEl3p7sNhrQMV+PQqWqpG9YKyG65GNE4m2wkJbwoJbwiZTpmDphukXTQtnmKl7xQL7iB81Z+mgSQtmGG8fGsIr/T04IS0D52TnJBXa9rlc+FNLI7IUClxTNpYF3N/gRsdOh5gtLGQNT7cRbcN5Z0S/D9GWaEu0JdoSbaMfQ+PZkmhLtCXaEm2JtkTbeM47PFfyRyAqtBVuS8i0FWBWqF9rdzjFBcj+fNeN4h0HAgFcfu0v0Ns/hFcfvQcS4aeFeboRbYm2RNup0dZh8uPgyxa4snzYktczAfYmGxYOWix4tKsd5dBiye7UGdEvkWgbgsnQfVScqoUhd+qs4HCGQSFzV8jgXXqhATJVcOx8tqcLO00juCA3D8cY05IKbYXs6V831EElleCWygWj1zbU5kXrezakFclQeoKWaMvyCCyPwPIIGLG44ElQiQyjVi6W57A5veEMxbO+j1IugU4tx6DZNevHDueARNtwopT4fYi2RFuiLdGWaEu0TfxsxCtIpghEjbZutwcPPfoSdh9oxMnHLsX6M45DmlEv3lvt/kb89O6HcOG6k/CVz5+XTPc769dCtCXaEm2nRltTpwdN2+0wl7qx1dCPaq0Olx3x9f4jO2WX04kHWpuQI1Hi+F2ZIoIKGDrVlki0bf3QjqFmD1R6CZwWPwx5MlScMj1QzjQI7XzcJO6yctPYYm0PtbWgzWEXyw8IZQgO3xJd01a4lskWSTP3eNH4lg36HBkq1xBtuRCZimhLtCXaEm1hsnng8fpnmgonfV341kBO2tgCnVEdJMkbEW2JtkRboi1FKkldAAAgAElEQVTRlmib5FMVLy/OEYgabeN8nWGfzuvzQSadetGiqQ7k9wfQNziMzHTjpO0tVjuEY4dgOnQcoi3Rlmg7Ndr21bvQWetEz0IH3pcP4bjUdKzPyZ22P9t8PtzdUAeNRIqzduVCZZBg4TnBXwhNtiUSbUOLrC09y4g9rwax9fAM2bAHrk929NgD2LvZLC5otuSCsVILQjyEuHyvohqGI+oBJwPa/r75EIbdHlxfXgWjXC7ejW3Qh/rXrdBkSFFzhm7aULA8QqTvlMj2Z3kElkdgeQSWR2CmbWTjZqL2JtoSbYm2RFuiLdE2UXMQz5ucEZhXaNvW2Yf1X7gZr/znbuTnZo5G/K4/PoJ/PL5l3BNYuaQKD//hVvH/tu2oxfd//iexzIOw3Xbjl/G5C9eKfxf+75Zf/AWvv7NT/PeyRRW47xffFXFX2Ii2RFui7dRo2/6xAwONbjQtt2BvwIxzc3JxfGr6jKNhKHNzw+4CpEiAFZ8Zyzo9snEi0bb2KTP8vgDWXJGBPdvMGG73xLQgmX3QhzoBOtOlqDkzCJ0ufwB3HjoQHJtqFk2IXTKg7UOdLWiz2vG1kjIUqIL1a51mPw5ssUCpT8Gic6ev9Uu0nbFLxLQD0ZZoS7Ql2hJtYxpG49aYaEu0JdoSbYm2RNu4TTo80VERgXmDtpddczt2728Ug34k2t75h3+jvasPN19z2ehDUSrlyM1Kh8PpxppLvotvf+USfGHjWdi6fReu+8l92PLIr1GYlyUusvb4c1vxz/tuhVqlwLd+8FuUFefh9pu/QrQFkJ9BtCXaTo22DW/aYOn1onblMFp9dlxeWIwq7fRZl0LH+n1TA4Y9bpxVnwuNU4plFxshDSZwTtgShbZuux/7Nlug0KbgpE0Z6Gx2iouSxbIgmanDg6YddhgL5Cg/KVgGocvlxAMtTchRKHF1WUVSou1TvZ3YM2LCpQVFWKALZkV7nQHsec4cVjyItnP7eYFoS7Ql2hJtibZzO87O1tGJtkRboi3RlmhLtJ2tOYXHmR8RmDdo2zcwgp6+QQh4OxnajpituPNH35jw1IQs22t++FvsfPkBKBRBFTrviltEwP3CxrPx2a/fhnPWHouvf+EC8TVh8TVhEba9bzwEAeuYaUu0JdpOjbb7XzTDZQ3grZV9GPZ5cG1ZJTIVihlHz/9ra0GLw461Pdkw9MmxcJ0eKqMkqdDW1O1F09s2pOXLsXydUazTJ5Q2EEocCHVthfq2kW4DDW6073Qgq0KBwlXBjNU9FhOe6urEIp0BmwoKkxJtXxvuw9t9Azg/Jw+rU4MLpQX8wK4nJ9bnnSwmRNtI3ymR7U+0JdoSbYm2RNvIxs1E7U20JdoSbYm2RFuibaLmIJ43OSMwb9BWCG9v/zDO2PS9SdH25W0f4IRVi8SatGecsgrHLKsWn8hjz23F3x99ES88fNfoE/rOrfeitCgPN179ORy7/mr84pavinArbPvrW7DpGz/F9uf+CKNeS7Rlpq2I9xa7JyE9XCGTwKCVY8CUmNWohZvOS58abUOLaj27rFOMz63VCyETfnKcYXu6uxO1ZhNONGUiq1WJylO10OdOjqCJyrTtPeBG114HChepUHmcTkTbvno3OmsdMObJUB7FgmSdux3oq3OjYKka2QuCuL1tcABbB/pwSnoGzszKSUq0/dA2jM0d3TgtIxNrM7NHrzH0/IXyFkKZi6k2ou1MPSK214m2RFuiLdGWaBvbOBqv1kRboi3RlmhLtCXaxmvO4XmOjgh8KtD2uZe3o6WjB0qFHHvrmvHaWx/jnp9eg3PWHieWP3jpjffxxAM/G31iQn1bnUaN2278EpacfhXu/9X3cNqJy8XXG1s6seHLt+LVR3+DvJwMmBOEdcK1yKQSKOUS2JzehL3bDBp5QmOgVcng9Pjh80W3EnGsgVPKg4veuTy+WA8VVXupRAKVIvHvAQGtA0fcgdsewHtPDMGr9+OFsm4Y5DL8ZPHEmqyT3fiW7h682tuH1d505O9Xo+oELXKrJ18xWngPuDx+eOP8Hjj4pgX9LW4sPs2A/CoVnG4fvK4Adjw6JN7S8ZvSoVDPDNSH33/dWxb0NbtRc4oO2eVK8aV/t7Rh58gIPl9ShGPSglmsh28CyKkVUlgTOA7ssozgX41tOD4jHZ8tGssGfu+xIbidgRljIYCSTj1F/YuoekbyNUrkXCFJSYHQTyyOxPxySXgawvO1u7wQFv1MxKZWysR5wh3lqvWxXrNcKoFcJhFjkIhNADvhGSTqF4yh94DD5YUvQe8BlUIKvx9wexMzXyf6M5vwHtCrk+Azm9sPn/AgotyEz53zebM6vPAHEjNOCnFN9Od6jVIGj9cPT5w/04XeU0qZFEJfcSboc71EkgIhBtYEztfCe0D4vJCot6EwX3sT+B5QyKSQSCB+rk/Elgyf2fQaufgeTOR7INbPbPN9rkjEe5PnTFwEPhVoe2R4f/DLv2LEZMGf77oxrEzbO37wNaw7bbV4mCMzbYUPV4napBJALpMmbFIJ/hAmfLBIXAwErBJ+AEvQZzvIZSlipq3bE/0PILG8f4T3gEIuhcOVmA8WwrULGDTZLw5MvR7seskER6EXr6T3olynxbVVlWHd7ruDQ3i8rR2LUwyoqNWjeKkaZau0k7YVfhD3JOA98OEzw7CN+HD8JekwZgThWNgOvGkW4bV0hQYly4N1acPdal8yYaTXg+XnGJGaG/zB9LcH69HhcOC71VUo0U48ngCeSkVi3wMNDiv+dLARiwx6fLWifPR2P/jvMOxmH469OA0aY/AXHJNtwg9IwvtoPm+JHCeF+KqVUtidiRsnNMrgXJUgrxN/wSlgodeXGAyRSlMgLBrodCdmrhB+faSZYqyOV78T3oOuBL8HBAzzeBP0HkiCz2xTzddxfQ94fCKeR7sJnzvn8yZ8nkoUlCTD53ohEcHjC8CXoLE60Z/rhc90wudaexJ+ro9XvxPeA8Jcnaj5WngPCHAa+lwfr/sOnScZPrMJc4VdGIviffOfnG82PrPN97kiQY+Gp01QBD6VaPu7B57AR7vr8c/7foRQTdtdrzwIuTz4QfCcy27ClZvWjda0Pff04/C1y88XX2NN2/HvVC5EJmN5hCnKIwy1eND6gR0DVS5sVw9gudGIi3MLwhrqGuw2/Ku9FcUSDVbsSkNasQylx0+OtokqjxD66v8pX8yATJoilkcQNmu/D4e2Rrcg2f4XLXBZ/Vh0rgFKfTBL91f1B+AOBHBTZQ000onwKUBQqk6B/gSWyHAq/Lhrz0HkqVT4RskY2ta9boV90IfqM3TQZkyNtiyPEFa3iHonlkdgeQSWR2B5BJZHiHoIjWtDlkdgeQSWR2B5BJZHYHmEuE48PFnSR2DeoK2QaScsRHbu5TeL9WnzczPFLFRh++1fH8eGdSehuDAXdY1tuOr6u0SE/eYXL4Td4cKx67+JW669DJdvPAtbt+/CdT+5D1se+TUK87LwwL+exxPPb8M/77sVGrUSV99yD8qK83D7zV8Rj82FyLgQGWvaTl7TtnuvEz0HXGhdbEWt1ITTs7KxJj0zrEGx3+3G/c0NyJAocPKuLGgzZag+PXnQ1mny48DLFqj0Eqy+OG0c2go3GO2CZLueMiHgA5ZfYoBElgKrz4ffNNRBkZKCH1YvnDR2yYC2Cq0Ut368B3qZDDdUBOuFC1vDWzZYeryoOFULwxQ1iYX9iLZhdYuodyLaEm2JtkRbom3UQ2hcGxJtibZEW6It0ZZoG9eJhydL+gjMG7QVFgyzO5yjAU9P1eOtp+8T/33pN38m1rINbRefewp+8r0roVIGF/p5/Z2dEBYfC20/vv6LuOziM8V/2uxOCDVu33y3Vvz3kpoy3HfHdcjOTCXaAmCmLTNtp1qIrOU9G4bbvDiwwoRDfis25hdiqd4Q1qDoCfjxy/qD4qJl59XmQ6GRYPH5+knbJiLTdrjdg5Z37UgtkGPJGYYJaNtX70JnrROGPBkqwlyQzO8Bap82IUUKrNhoFO+11WHH39taUKBS42slZZPefzKgbW66Gt/a8ZF4fbfVjNUtbnnXhuF2L0qO1yK9eOqvtBJtw+oWUe9EtCXaEm2JtkTbqIfQuDYk2hJtibZEW6It0TauEw9PlvQRmDdoO1OkLVY7hk0WZGWkQa0KYu3hm1Dsuqd/CNkZqaNlEg5/3WSxwePxIjM9iCmhjZm2zLRlpu3kmbb1r1lhG/LhvZUD6PW5RHQU8DHc7a5DB+H0+7F+fz7k3hSs3DS+74WOkwi07drjRO9BF/IWq1CxSjsBbX0uYPezJvESl15ogEw184JkTrMfB7YEs3cXnhsE6o9NI3iupwvLDEZckjd5aYlkQdsb3t8Jh8+Pm6pqoJEEv+XQ/rEDA41uFK5UI6ty4rgbeoZE23B7RXT7EW2JtkRboi3RNrrxM96tiLZEW6It0ZZoS7SN99zD8yV3BD41aDtXj4FoS7Ql2k6OtnueNcPrCuDlFd0ivn6/sgbaSWqyTtU3/9TciD63C2e25kBrkmHJBQbI1RPxMxFo2/SODaYuL8pP0iC/Qj0BbYV7EjJxhYxcAXZzFylnHIIsvT40vGmFPluKytN04v6v9Pdg+9AQzsjKxqlTlJZIFrT9n4/2QChr8a2yCmQrgvcbwu38pSrkLJg6BkTbGd8eMe1AtCXaEm2JtkTbmIbRuDUm2hJtibZEW6It0TZukw5PdFREgGgb42Mi2hJtibYT0TbgB3Y9aYJH6seLi7shRQp+XDN5TdapuuC/O9pwyGbFmoEspHYpUHOGDppJFrNKBNrue8ECt82PRev1SM9UTIq2kS5IFlq4La1EjtLjNGJYHu1sx0GrBZsKCrFIN3lpiWRB2/+tPYBmux1XFJagQhusP9xX70ZnrQPZ1UoULFdNOdoSbWOciGZoTrQl2hJtibZE27kdZ2fr6ERboi3RlmhLtCXaztacwuPMjwgQbWN8jkRboi3RdiLahr7qb8/04tX8XuQolLi6rCKi3ra5txsfjgzjBFsGshtVKDtRg9RC+YRjxBtt/b4Aap8yi9chlGzQqmSToq3w+r4XLXBb/WJdW6G+7XSbUG5ByEzNXqBAwdJgGQlhMTYhe/Xq0grkKCfPVE0WtP3TvkPYbTbj4rwCLDcES1kMNnvQ9qEdGaVyFB8bhOjJNqJtRF0j4p2JtkRboi3Rlmgb8dCZkAZEW6It0ZZoS7Ql2iZkAuJJkzYCRNsYHw3RlmhLtJ2ItuZuLxrftmG41I23DP1YoNPj0oKiiHrbO0ODeLW/F8s8RpQe0KFguRrZ1RProsYbbe1DPtS9ZoUmVYKas/XTom0kC5JNVv/1Z3X7xZgdvrjXkUFMFrR9+GAz3hkewllZOTg5PUO8TFOHB0077DAWyMVSEkTbQER9YLZ2JtoSbYm2RFui7WyNqHN7HKIt0ZZoS7Ql2hJt53am4dGPtggQbWN8YkRboi3RdiLaDjS40b7Tge6FDnwgH8KJaelYl50bUW/bYzHjqa4OVEGHhbuNyKxUoGjlxIXM4o22gy0etH1gR3qJHCXHaaZF20gWJAvVyS07SYvUAhmGvR78vvEQ9DIZbqionjJ2yYK2Tzd2YEtfL45PTce5OcFnbe3z4dA2K3TZUlR9UqeXmbYRdYNZ2ZloS7Ql2hJtibazMpzO+UGItkRboi3RlmhLtJ3zyYYnOKoiQLSN8XERbYm2RNuJaCuArQC3h5aZcQAWnJ+Th9WpaRH1tlaHHX9va0G+VIXVOzNgzJeh/ORgrdTDt3ijbccuJ/oPucQarUKt1unKIwjXGe6CZHWvWmEf9qHmTB006VI02G34V3srStUafKm4NOnR9rW2HjzR2YnFegM+m18oXq99xI+6VyxQp0qw4Gz9lPfA8ggRdY2IdybaEm2JtkRbom3EQ2dCGhBtibZEW6It0ZZom5AJiCdN2ggQbWN8NERboi3RdiLaCqURhBIJO1cOod3nGLc4VbhdbsTjwb1Nh2CQyLB2V86U8BdvtG140wpLrw8Va7Qw5MhmRNtwFyTb85wZXmcASy4wQK5OwXsjQ3iptwerjKm4MDc/6dH2va5B/L21BcVqDa76BJlddj/2b7ZAoZFg8flEW5+f5RG8vsTEIFUX+w8A4Y5dk2aTK6TQKKUYsrhjOUzUbYm2RFuibdTdJ64NibZEW6It0ZZoG/tntvyMid/OjOtgzpMxArMYAaJtjMEk2hJtibYT0fbAyxY4TX5sXdELs9+L75ZXIk0+sR7tTN0vVNN1w+4CSBXAsouCC1wdvsUbbY/E1ZkybYVrDWdBsp2Pm8TbEhY3E7YXe3vw/sgQ1mXn4MS0YI3YybZkKY+wv9eE+5oakC5X4DvlleKl+tzA7mdMkMiB5RdPfHah+2Gm7Uw9IbbXmWnLTFuiLdGWaBvbOBqv1kRboi3RlmhLtCXaxmvO4XmOjggQbWN8TkRboi3RdiLa7nrShIAfeHZZp9jDpltIa7oueE9jPSxeL9YdyIPKI8GKjUakSBOHtqMIKU3B8o0G8ULCQduZFiTzOALY+7wZMlUKll4YPO7D7a1otNtwWWExqrW6pEfbtkEbflV/EEpJCn5QtXD0eo/E6MluhGgb40Q0Q3OiLdGWaEu0JdrO7Tg7W0cn2hJtibZEW6It0Xa25hQeZ35EgGgb43Mk2hJtibbj0dbjCmDvs2a4dD5sKe9BqkyO6yqqouppD7Y2o9PpwBmdOdANyrBovR5KnWTcseKZaWvr96J+qw26TCmqTg9CajhoO9OCZPYhH+pes0KdJsWCs4LHvbfxEEa8Hny7vBIZ02QpJ0umbd+wA7cd3D8B6WufNsHvAZZdbIRUPvnbgGgbVfcIuxHRlmhLtCXaEm3DHjITuiPRlmhLtCXaEm2JtgmdiHjypIsA0TbGR0K0JdoSbcejrW3Qh/rXrTDne7A1sw9lGg2uLJp6Ia3puuDjnR3YbzXjFFMm0luVqFyjgz5nfKptPNG2v8GNjp0OZFYoULQqWCspHLQV9ptuQTJTpwdN2+3jFlsLlYaYKUs5mdD2tw1BaD68HMa+Fyxw2/xiTVuhti0zbWOcdKJoTrQl2hJtibZE2ygGzwQ0IdoSbYm2RFuiLdE2AdMPT5nEESDaxvhwiLZEW6LteLQdbvOi5T0b+iqdeFczOONCWtN1wZf7erBjeAjHOtORV69G8bEaZJSOT9eMJ9q2feTAYJNbBFsBbiNB21CWrkyZgqUbgiUQQtuRGNzvduP+5gaxDrAAoNNtyYS2D7Q0o8PpwFUlpShWacTLPviyBQ6THwvO1ouLyRFtY5x0omhOtCXaEm2JtkTbKAbPBDQh2hJtibZEW6It0TYB0w9PmcQRINrG+HCItkRbou14tO054EL3XieaF1uwR2rGWVk5ODl96oW0puuCwkJcwoJcS/wGlO/VI3eREnmLVeOaxBNthQxiIZNYKI0glEiIBG2FfadakKxzjwN9B93IX6JGzkIFDloteLSzHZVaHb5QWHzUoO0jHe3itW8qKMQiXRCmD221wdrvRdVpOuiyjyhI/MmdsTxCjBPRDM2JtkRboi3Rlmg7t+PsbB2daEu0JdoSbYm2RNvZmlN4nPkRAaJtjM+RaEu0JdqOR9vW9+0YavVg7/IRNAVs4wAv0u4WwssyiRZLd6UivUSOkuOCGZyhLZ5oW/uUGX5fQFyETCJNiRhtp1qQrOV9O4ZbPeK9Cff4ztAgXu3vxfGp6Tg3J/eoQdvne7rxwcgw1mfn4ri0dPG6m7bbYOr0ovwkDYwFkxe1JdpG2jMi259oS7Ql2hJtibaRjZuJ2ptoS7Ql2hJtibZE20TNQTxvckaAaBvjcyHaEm2JtuPRtv4NG2wDXuxYMYB+vwvfKC1HnnJ8dmy43a7L5cQDLU3Ilihxwq5MMVNTyNhMBNp67AHs3WyGXJ2CJReMlTcIt6atcM1TLUh2aJsV1j7faM3eZ7u7sNM8gvNz8rA6Ne2oQdutgwN4o78Pp6Rn4MysHPG6Q4g/WWmL0I0RbcPtEdHtR7Ql2hJtibZE2+jGz3i3ItoSbYm2RFuiLdE23nMPz5fcESDaxvh8iLZEW6LteLTd+7wZHkcAm5d1wYcAbqlaAJVk8lqmM3U/m8+HuxvqoJFIcdauXCh1Eixar08I2lp6vGh4ywZ9jgyVa7Sj1xAJ2gqNJluQbP9LZrgsASw8Rw+VQYKH2lrQ5rCLC7gJC7lNtyVTTdsPR0bwXE8XVhiMuCivQLzsjl1O9B9yoWC5CtnVyklvhWg7U0+I7XWiLdGWaEu0JdrGNo7GqzXRlmhLtCXaEm2JtvGac3ieoyMCRNsYnxPRlmhLtB2PtjsfN8Et8+OlRd1QSSW4pXJBTL3sZ3X7xfYbdgcRcOUmY0LQtrfOja7dDmRXK1CwXB012k62INmup0wI+IBlFxshlUOEagGsr6+oglE2eUmB0AUkE9rWWa34d0cbKjRaXFFUIl5iqMZxzgIl8pdOnnFNtI2pi8zYmGhLtCXaEm2JtjMOlUmxA9GWaEu0JdoSbYm2STEh8SKSJgJE2xgfBdGWaEu0HUNbl9WP/S9aYM3w4vWCXuQrVfh6aXlMvey+pgYMedw4uykXaqsUSzcYIFMG68kKW7xq2h5ZdzZ0/kgzbYV2hy9Ips2SYfd/TUiRAis2GuHyB3DnoQPi4W+rWTRj7JIJbTudTvy1pQk5SiWuLq0Qr72/wY2OnQ5kVSpQuHIMuw+/MaLtjI85ph2ItkRboi3Rlmgb0zAat8ZEW6It0ZZoS7Ql2sZt0uGJjooIEG1jfExEW6It0XYMbS29XjS8acNgqQvvGAawWG/AZ/MLY+pl/2hvQbPdjrV92TD0yFFzlg6aNGnc0fbgyxY4TH7UnK2HJnWs3EM0aHv4gmRC1u6BlyxQ6lKwaL0BXU4nHmhtQrZCiW+VBeFzui2Z0Nbs9eI3DfXQSqX4fmWNeNnCAmsCeKcVy1B6/FhZCaLtTE929l4n2hJtibZEW6Lt7I2pc3kkoi3RlmhLtCXaEm3ncp7hsY++CBBtY3xmRFuiLdF2DG0HGt1o/9iBjgV2fKwYxsnpGTjrkwWpou1qT/d0otZkwsmWTGQ0K1F+kgbGgrGSAfHKtBXKPgjbkeUZokHbwxckKzlei9b3bKOLrO2xmPFUVwcW6PW4NL9oxrAlE9r6A0ConEUoS9jc7UXj2zYYcmWoOJVoO+MDnYMdiLZEW6It0ZZoOweD6xwckmhLtCXaEm2JtkTbOZheeMijOAJE2xgfHtGWaEu0HUPbzlonhCzSumVm1MGCC3PzscqYGlMve2OgD28ODmCVJw2FBzQoWqlGZqUirpm2wiJhwmJhky2EFg3aChff8q4Nw+1e8ZhCWYm0EjlKj9Ng60Aftg0OhA3eyYa2oXq8N1ZWQyeVwTboQ/3rVmgypKg5Qzfpe4HlEWLqIjM2JtoSbYm2RFui7YxDZVLsQLQl2hJtibZEW6JtUkxIvIikiQDRNsZHQbQl2hJtx9C2absdpk4PPlo5iE6fE18qKkWpRhNTL/vYNILnerqwEHpU7TYgu1qJguVjC1rFI9N2pNOD5u12McNXyPQ9fIsWbUMLkoWOlV2jQMEyNZ7s6sReiwkX5RVghWH8omuTBTLZ0PbPzY3odbvwjdJy5ClVcJr9OLDFApVBgoXn6Im2MfWG6BoTbYm2RFuiLdE2uvEz3q2ItkRboi3RlmhLtI333MPzJXcEiLYxPh+iLdGWaDuGtqG6r6+v6IXV78X15VUwysdKGUTT3RptNjzc0YpiqQYrdqYhtUCOssPgNB5o273PiZ79LuQuUiJv8RgYC/cTLdoKbUMLkgl/FxbpEhbrEhby6nY58ZWSMhSpJl+46/A4JhvaPtzeika7DZcXFqNKq4PHEcDe582QqVKw9EID0TaaThBjG6It0ZZoS7Ql2sY4kMapOdGWaEu0JdoSbYm2cZpyeJqjJAJE2xgfFNGWaEu0HUPbXU+a4A0Am5d2ij0rVNc0lm424Hbjj80NSJcqcMrOLGjSpag5c+xr9vFA21AGsYDFAhrPRqatcIzQgmTC38tP1MBYKB+tCXtTVQ00krEF16aKYbKhbagG8Ya8fKw0pCLgA3Y9ZUKKBFjxmckzh1keIZYeMnNboi3RlmhLtCXazjxWJsMeRFuiLdGWaEu0Jdomw3zEa0ieCBBtY3wWRFuiLdE2iLZeN7D7GRPsOi9eLe9FulyB75RXxtjDAE/Aj1/WH4QsJQXn1eZPyNiMB9ruf9Ei1p1ddK4BSn3KrKGt75OYCQcUINpvDOA3DfVQpKTgh9ULw4pdsqHtq/29eGdoEGdkZePU9EzxHqZaxC10g0TbsB511DsRbYm2RFuiLdE26iE0rg2JtkRboi3RlmhLtI3rxMOTJX0EiLYxPiKiLdGWaBtEW9uQD3WvWTGS58abWf2o0GhxRVFJjD0s2PyuhoNw+vxYvy8fcl8KVm4ay9ica7QN+AEhg1jYDj9v6MZiKY8gHMNp8kOqSoFcmYI2hx0PtbWgQKXG10rKwopdsqHteyNDeKm3B8empuG8nDzxHvY8a4bXFcCSDQbxPo/ciLZhPeqodyLaEm2JtkRbom3UQ2hcGxJtibZEW6It0ZZoG9eJhydL+ggQbWN8RERboi3RNoi2wx0eNO+wo7vCiQ+0g+PQLsZuhj+3NKLX5cLZ7blQD0ux+Dw9FFqJeNi5Rlv7iB91r1igNkqwYN3EhbRiRdvDY7PTNIJne7qw1GDAxrzCsMKWbGi732rG450dWKDX49L8IvEe9r9ohssamDRTWXidaBvWo456J6It0ZZoS7Ql2kY9hMa1IdGWaEu0JdoSbYm2cZ14eLKkjwDRNsZHRLQl2hJtg2jbe9CNzj0ONC6yYJ/MjHXZOTgxLSPGHhZs/khHG+ptVqwZykZqhxzVa7XQZsnigrZDrR60vm9HWhQpNz0AACAASURBVIkcpcdpJtzPbKLtK3092D48hNMzs7EmI1haYKYt2dA2lC1cqFLjq59kCwsZ2PYhH2rO0EGTMbFOL9F2pqcc2+tEW6It0ZZoS7SNbRyNV2uiLdGWaEu0JdoSbeM15/A8R0cEiLYxPieiLdGWaBtE25YP7Rhq9mD38mG0BOy4tKAIC3QTM1Oj6XIv9Hbjg5FhHO/MQE69SsRTAVGFba4zbTtrHeirdyN/mRo5NYo5Rdv/dLajzmrBZ/MLsVhvCCtUyYa2Qx437mtqQKpMjusqqsR7aHjTBkuvF5VrtNDnBLH98I1oG9ajjnonoi3RlmhLtCXaRj2ExrUh0ZZoS7Ql2hJtibZxnXh4sqSPANE2xkdEtCXaEm2DaFu/zQprnw9vr+jHkN+Nb5VVIFuhjLGHBZsLC1sJC1wt9xlRsk+H/KUq5CwIHnuu0TYEjhWnamHInQiOs5lp+8fmBgy43fhGaTnylKqwYpdsaOsO+PGr+oPitd9Ws0j8s+VdO4bbPSg9QYO0oiC2E23DeryzshPRlmhLtCXaEm1nZTid84MQbYm2RFuiLdGWaDvnkw1PcFRFgGgb4+Mi2hJtibZBtN272QK33Y/Ny7rgQwC3Vi+ETPgpcRa2PRYTnurqRHWKDgtqjcgok6N4dbBUwVyj7d7nzfA4AlhyvgFyzcT7mU20/Vnd/nHYGU7okg1thWv+Zf1BeAJ+3FK1ACqJBO0fOzDQ6EbRKjUyKyZmKzPTNpwnHf0+RFuiLdGWaEu0jX4MjWdLoi3RlmhLtCXaEm3jOe/wXMkfAaJtjM+IaEu0JdoG0fbjx01wyv14eWE3tFIpvl9ZE2PvGmve5rTjodYW5MvUWP1xuvgVe+Gr9nONtn5fALVPmSGRpmD5xsnLFcwW2g573Ph9UwN0UhlurKwOO3bJiLZCeQShTMK1ZZXIVCjEWsd9B93jMqSZaRv2I455R6It0ZZoS7Ql2sY8lMblAERboi3RlmhLtCXaxmXC4UmOmggQbWN8VERboi3RVo3WDhv2bbbAnO7B1sI+FKrV+GpxWYy9a6y5yePB75oOwSCVY+3ObKgMEiw8J1gvdy4zba0DPhx6wwpthhTVZ+gmvZ/ZQttGuw0Pt7eiRK3Fl4tLwo5dMqLtQ20tEBYk+1JxKUrVGvTWudG124HsagUKlqsn3BszbcN+3FHtSLQl2hJtibZE26iGz7g3ItoSbYm2RFuiLdE27pMPT5jUESDaxvh4iLZEW6KtGocOWnFomxX9JU7sMA5iqcGAjXmFMfau8c1DpQM27C5AigRY8RnjnKOt8JV+4av9GeUKFB8zERuFC5gttH1/ZAgv9vZglTEVF+bmhx27ZETbxzs7sN9qxmfyC7BEb8RgswdtH9qRXiZHySdlLZhpG/YjjnlHoi3RlmhLtCXaxjyUxuUARFuiLdGWaEu0JdrGZcLhSY6aCBBtY3xURFuiLdFWjb0fmUWUa62xolZpwpqMTJyemR1j7xrf/J7Geli8XpzbkAeFXYJlFxshlc9tpm2oFmvhSjWyKifWYhWu0Bzwokinhsnmiel+N/d248ORYZydnYuT0tLDPlYyoq2AzwJCr8vOwYlpGRjp9KB5ux3GAjnKTwrWIibahv2IY96RaEu0JdoSbYm2MQ+lcTkA0ZZoS7Ql2hJtibZxmXB4kqMmAkTbGB8V0ZZoS7RV46NtQ+g96MaBpSYcSrHi4rwCLDcEM2Fna/tbazM6nA6c2Z0Dbb8MC9fpoTJK5rQ8Qv0bNtgGvKheq4U2SzbprfyjoxUamRQX5xTEtPDaP9tb0WS34fMFRajRBUs/hLMlI9q+MzSIV/t7cVJ6Os7OyoWl14eGN63QZUtRddrEMhMsjxDOk45+H6It0ZZoS7Ql2kY/hsazJdGWaEu0JdoSbYm28Zx3eK7kjwDRNsZnRLQl2hJt1di+eRAjHR68v2IQPX4nriouRbF6YkZlLN3tia4O7LOYcaopC2mtClScooUhTzanaCssQiYsRrbsIiOkkyTaugN+/Kr+oHhb+UoVLi8qERdhi2YTavYKtXtDi3eFe4xkRNtakwlP93SOlsmwD/tQ96oVmlQJas6eCNJE23CfdnT7EW2JtkRboi3RNrrxM96tiLZEW6It0ZZoS7SN99zD8yV3BIi2MT4foi3RlmirxtbH+iHA3KsremD3+3BjZTV00skzU6Ptcq/09WD78BCO9WQg74AKRavUyKxQzBnaehwB7H3eDJkqBUsvNEx62Q12G/7V3jr6mnDPXywqQbZSGfFthmr23lazKKK2yYi2jTYbHu5oRZlGgyuLSuG2+bHvBQsUGgkWn0+0jegBz8LORFuiLdGWaEu0nYXBNA6HINoSbYm2RFuiLdE2DtMNT3EURYBoG+PDItoSbYm2amx5qAcuXwAvLO6CFCn4cc3CGHvWxObvjQzhpd4eLA0YUbZHh+waBQqWqecMbc09PjS+ZYU+R4rKNRO/0i9cYQiSj89IR5/DiWa7HfIUCTbmF2BBBCUO+lwu/KmlEWlyBb5bXhlR7JIRbXvdLvy5uRFZSgWuKa2EzwXsftYkZisLWctHbsy0jeiRR7wz0ZZoS7Ql2hJtIx46E9KAaEu0JdoSbYm2RNuETEA8adJGgGgb46Mh2hJtP+1om6VT4eWHemHRePBGZR8yFQrxK/6zvR20WvBoZzvKJTos2WVEWpEMpSdo5wxt++pd6Kx1IqtKicIVqklv568tTeh2OXFtdSUyUxR4obcbH4wMi/uemZmDUzIywgrDQYsFj3a1o0KjxRVFJWG1Ce0UK9q6Bnthbj4EVWY29KXVEZ07tHNuuhp9ww74A8H/sfl8uLuhDmqpBDdXLhD/b+fjJvHPlZuItlEFOYZGRFuiLdGWaEu0jWEQjWNToi3RlmhLtCXaEm3jOO3wVEdBBIi2MT4koi3R9tOOtlq/HG8/OYDBXBfeyR5AtVaHywqLY+xZE5sLOCogabZUiRN2ZkKbIUX1Gbo5Q9vWD+wYavGg+FgNMkrlEy7I6fPjroZgPdt7Vi2HyeYR/77LbMIz3Z3i3xfpDNhUUDhjLEILdx2Xmo71Obkz7n/4DrGi7f4/3wlrSz20hWVY/O2fRHTuqdBW+P8jyz3U/tcEvxdYdrER0iPCyUzbqMIediOiLdGWaEu0JdqGPWQmdEeiLdGWaEu0JdoSbRM6EfHkSRcBom2Mj4RoS7T9tKOtxJSCj14eQWeFHR9ph3F8ajrOjRAew+mGQq3cXx+qgzpFirNrcyHXpGDJ+YY5Q9u6Vyywj/hRc6YOmvSJi4sdsJjxWFcHqnQ6fKu6YhRthXtpddjxSEcrXP4A8lQqXFFYAs00C5QJyCtg73k5eTg2NS2ccIzuEwvauob7UXvXLaPHWnr97VDnFkR0fmHnIzNtRchurIfF68X1FVUwyuTYu9kMjz0g1rQVatsevhFtIw55RA2ItkRboi3Rlmgb0bCZsJ2JtkRboi3RlmhLtE3YJMQTJ2UEiLYxPhaiLdH20462zg4/DuywoH6RBQdlZhFsBbidiy2UvblhdxAWha/aZxiUsDo8cHn8s3rK0Nf5l280QCJNmXDszb3d+HBkGOvz83B2bvY4tBV2HvK48c/2Vox4PDDIhAXKSsXSEZNt/6+1Ge1Oh4i7FVptRPcRC9p2vvI0Ol97dvR82cevReklV0Z0/qnQ9oGWJnS5nPhaSRkKVGoc2GKB0+zHgnV6qI1E24iDHEMDoi3RlmhLtCXaxjCIxrEp0ZZoS7Ql2hJtibZxnHZ4qqMgAkTbGB8S0ZZo+2lH28F9HrTtt2PXsmG0wY7LC4tRpZ184a4Yuxv+0HQIgx4PzmnNhdIkFTNtc3NVs462bqsf+160QKGVYPF5+kkv+76mBhFmv1NVhTK9ZgLaCo2EEgr/6mhFh9MBRYoElxYWoVwzEWWFDGIhk/i68iqkyieWYpgubrGg7c47boDHMoKSDZej9dl/QyJXYtVPfgeJQhnRo5os0/bfHW04ZLPi8wVFqNHpUf+GDbYBL6rXaqHNko07PjNtIwp3xDsTbYm2RFuiLdE24qEzIQ2ItkRboi3RlmhLtE3IBMSTJm0E5h3aen0+yKb4GvLAkAlajRpq1cRsN78/gL7BYWSmGydtb7HaIRw7zTgecIi2RNtPO9q273BioMOFN1f0YcTvERchmyqjNNaR8B/tLWi223HGQA50XTKxpm1xmWbW0dbU6UHTdjuM+TKUnzwRWa0+H37TUAd5igR3LFsCmTRlUrQN3W+o/IHw73XZOTgxbWyBMqGEwp2HDoi73lazKOIQRYu2lqY6HPjrXVBl5WLZjb9E7f/+AK6hPpRt/BKyjjstouuYDG2f7enCTtMILsjNwzHGNDS9Y4Opy4uyk7RILSDaRhTgGHcm2hJtibZEW6JtjANpnJoTbYm2RFuiLdGWaBunKYenOUoiMK/Qtq2zD+u/cDNe+c/dyM/NHH0EbZ29uPqWe9Da0Sv+38bz1uB/bvgS5LJgncptO2rx/Z//CXaHMwgnN34Zn7twrfh34f9u+cVf8Po7O8V/L1tUgft+8V0Rd4WNaEu0/bSjbf3LVthMPjy7LLj41q3VCyETfjqcgy2Enyfbs5DRoEDpCRpULtbNOtr2HHChe68TOQuUyF+qmnAntWYTnu7uxAKdHl+pKJsRbYUDvDs8iC19wTFoid6Az+QHFyjrdDrwYGszspQKXFNaGXHUokXbpscexMDH21Fy4eeRc/I69L7zMlqf+w9UOflY9r1fRHQdk6HtG/19eHNoAGszs3FaRiZCC7uVHKdBesn4bGJm2kYU7oh3JtoSbYm2RFuibcRDZ0IaEG2JtkRboi3RlmibkAmIJ03aCMwbtL3smtuxe3+jGOgj0fYbN90NnVaNO37wdfT0DeJz3/wZ/ud7V+LCdSfB4XRjzSXfxbe/cgm+sPEsbN2+C9f95D5seeTXKMzLwoP/3ozHn9uKf953q5ih+60f/BZlxXm4/eavEG0B5GcQbT/taCvUfrUrfHh1QQ/0MhluqKieswFv60Aftg0O4BhvGgr2a5C/TI1Fx+pnHW2bd9gx0uERUTitaGK5gv92d2K32YT12bk4PS87LLQVgtJkt+HRjna4A34UqtT4QmGJWELgqe4OEYAvLSiKOHbRoK3f7cJHP/suAj4PVv3kXsi0evicTnz002vE8y/+9k+gLSwL+1omQ1uh3q9Q93eVMRUX5uajY6cD/Q1uFK5QIatqfPkFom3YoY5qR6It0ZZoS7Ql2kY1fMa9EdGWaEu0JdoSbYm2cZ98eMKkjsC8Qdu+gRERZAW8PRxtTRYbTrrwWjz8h1uxckmV+DDuuPef6Okbwn13XCdm2V7zw99i58sPQKEI4sx5V9wiAu4XNp6Nz379Npyz9lh8/QsXiK9t2fo+bvjp/dj7xkMQsI6ZtkTbTzPaeuwB7N1sxv9n777j26rO/4F/tIdlWd57ryRO4mwIhBB2WGFDoWWVTZlfIAHKClAg7NEyGiiU0f5o2HuFhEACZDnLjvfeW3tLv9e5jjxi2dayJdvP+acNPnc9555zpbfOfU5PlAU/p3QgTSbHlWkZ4zbo7dGowWbbzuQpkbs3HDHZYsxboQo42h78RguT1oGZp4RDqhy6aBa7uGcqy6Gz23BjZg4ylHKP0ZZt22G24L2mOqitVqiEIiRJZSjRaXB0VDROjI33Ona+oG3nrm2o3vA6VDMKkXfFrf3HdM2+jV20DJnn9/0w5Ulxh7alOi3eb2rg8tmyvLatJWa0FJuQMFOCxNlDZy8T2noSZd/rENoS2hLaEtoS2vo+hk7kloS2hLaEtoS2hLaEthP53KFjhX4EpgzaslC3dfTg+AtuH4K2VbVNWHXFX7H5w+cRG63iWuSdD77Dp99uxQfr1+J/n2/GW+9/ja/eXdffWjf/9QVkpCbijusvxOJTr8eja67i4JaVkvJaXHDtQ9j2+T8QER5GaEszbTm81xqsQentYiEfyjAROtXmoBxf32FD+WY9WlNN2B7ZhXnKCJyVmDxu58Jmqr7TUId0gRyFRZFQJgqx5LSogKMtmz3MyvwL+tKgDC6dFgv+UVOJMIEAd+bkI0wq9Apt2b4MdjvebaxDi6kvJQsrLG4sft4WX9D24D+fhLa6FLl/+gsiZy/sP6SurhIlrzzG/XvhQ/+AQCrz6HTcoW2j0Yg36muQJJXimvQsdFZa0FBkRGy2GCkLhu6X0NajMPtcidCW0JbQltCW0NbnIXRCNyS0JbQltCW0JbQltJ3QBw8dLOQjMOXRtuhABf5009/6kZW1CIPaV9/+FD9ueI5Lf/DNpu0c4LoKy2+rkMvw4B2XY/ZxV+Llx2/HsUsLuT+7EPiH959BYnw0LDZH0BqZfQnj83mw2Z1BOweGhsGMAVsAyu5wwhmkEDAMYYWdQzAK+xLGziFY90BzuQnFWzSom6HHXnEvTk9JxMqkhHELRZvJhEf3HUSsSIKlu2KgiBLgmAtiwBYSDFQTaLvt+O2jLigiBVh63sCCYa6L+rm9E/+rbcCiqEhcnpMBAWsEnm/3wL+rarGzq4fb9e0z85AVPnzRs7GCye5A1g+sHo4Dxq52bLrvdohkcpz07Pphu9/y8GroWpow+w9XIO3Yk8Y6PPd3kZAPm82Bwb2g22LBg3uKoRKJ8Mj82WipNOHAZg0ScqSYs0I5ZL92uwMyydDFyTw68CSqZLLYufE6GKXvHuHDag/e80ok4MNmH3qPTGQshHweHM7AjRPenjv3vObxYAvUQOXlCXD3gJAPaxA/swT7HuCe107AHqQPDPSZre9Z5c9nNvasl4r71qOYqsVotkEgGP6Gz0Rdb9A/1wd5rPbnM10g2igUntd0D/j+uX6q3APuPtcH4to83UcgPrOx+5gKRWCqRGDKo60LWX/66IX+xcO8nWn7t7uvxsnHLuLa/PCZtsGa4eiCErlECLXeErT7kf0SGMwYqMLE0JttQfsiKpMIuJm2BpMtKG3AHqpspmevLjj3QFuFGfVFBuyfpUYVT4cLU1NR6MNsUU+DZ3U68FBJCUQ8Pk7dmwihGDj+sngYAngPdNZZUbVNh+g0EXKOVgw7tffq61Ci1eLc5GQsVEWC3QMMA3RG3+6BPepeRIslSJV5Nqv18BNiX4IVMpHH90D995+i/tuPkXDUCcg599Jh19f664+o/PBtyOKTsfCuv3nUNNFKCbq15mE/nvy1+AC3/d8KZqOnyYryLTqokkTIP3ZoXNls4QiF2KNjTdZK3RoLh4bBKAyLVQoR2DkEq0SGi6ExWGH38MeFQJ+nQi7iflhgeB6MIhYJIBXzodEH560M9tsSm73VpQnOWxks5qpwMXQGa9B+ZFTIhBwYGs3BuQfY8zqYn9lC4h5QiKEz2bi+6Ethn7eilVP7WaHWWTz+EdaXGI61TbA/17O3x0wWByzW4PRT9pmO/cCmD9LneoGAB6VchB5t8J7XI32mG+veCdTfw8NEsFgcMAfxHvDnc72/cQiFz2zBvgcC8ZmNjWVUKAJTJQJTHm3d5bR95Lm30d7ZMySn7Z7vX4dI1DfT65SL78JlF5zcn9N25XFLcPUlp3N/o5y2Q299WohMOK3TI1T/aoC60YrfCjvR7jTj6vRMJHv4Sr2vg+iTlaUw2h047WAShFYejr88DgarFWarb18CDz+Ppv1GtJdakDRbhviZw78crqsohcnhwG1ZuYgQiXxKj+Drtbvbztv0CHvXrYa5p3PExcYcVjN2P3wrHFYLZt1wLxTpOWOerrv0CGwjV6zuysmHo8eJik16hEULkHf8ULSl9AhjhtivCpQegdIjUHoESo9A6RH8GkYnbGNKj0DpESg9AqVHoPQIlB5hwh46dKBJEYEpg7ZWm51biGzlJau5/LRJCTEQCfteobr6zqegVISBzZhldS68bi0euP0ynHnyUTAYzVh86nVY85eLccm5J2Lztj249f6X8O1/n0JKYizWv/cFPvjiJ7zz0l8hl0lw/ZpnkZmWiEdW9y3SQwuR0UJk0zmn7cFvtTBpHPimsBkWpxN35eZDzh/fVxdfq61Cq9mMk5sSIO1iKQyi4JQ4A4a2VT/roWm1IXtZGJczd3BpNpuwvrYakSIxbsnqw0xfctoG8ungDdrqaspQ8to6SGMTMPeOvty17kr1h2+hc8cWxCw4ClkXXj3m6Y6Etiz3L8sBfENGNpQmEQ5+p4VEycesU8KH7JPQdswQ+1WB0JbQltCW0JbQ1q9hdMI2JrQltCW0JbQltCW0nbCHDh1oUkRgyqAtWzDMYBxY1CdKFY6fP3mJa4Sa+hYOWxtbOrh/n71yGR6644r+mbU/bi0CW3zMVe677VJcfPYJ3D/1BhNYjtstv+3l/j07P5OboRsX07eoGaEtoe10Rlu2YJdV6MTXs5ohAA/35c8c94Hv/zU1oEynxQp1HJR1IsxfqYIkihcwtC3+UguLwYGC08Mhlg/Nh7S1uws/dLRhQYQKZyYkTTq0rd7wBjp3bUXqqRcg8dhTR2wrU1sz9j13H/d3TxYkGwlt/91Qi1qDAZempiOVJ8eBLzQQyXiYfcbQnLaEtuPbbQhtCW0JbQltCW3Hd5wN1N4JbQltCW0JbQltCW0D9Uyh/UyNCEwZtPWkOdo6eqAIkyFMLh1WnS2E09rRjbhoVT/mDq7E0ixYrbb+vLiuvxHaEtpOV7Q1aR04+I0W5jg7vk1oRbxEguszsj3pin7V+aqtBTt6e3CkORpxZVLMXKZERJogIGjrsDux9yMN+AIeCs8dCovspN9trEOVXo/zk1JQEN7398ky09Zps2LX2lvA0h/Mv+cZiCIiR22HA39/GIbGWqSfeTHijx59QbKR0PbD5kYc0GpwTmIyZocpR4wtoa1fXWLMjQltCW0JbQltCW3HHCpDogKhLaEtoS2hLaEtoW1IPJDoJEImAtMKbccj6oS2hLbTFW3VTVZUbzNAn2PDRnkbZijCcVFy6nh0syH73Nbdje87WlHoVCF9fxgyCsOQUCAOCNrqu+wo/1EHeZQA+ScMX4RsbVkJdy5rcmZAemh158mCtl27f0XV/9YjIrcA+VfdMWY7dez8BTUf/AuS6HgU3vX4qPVHQtvv2tvwa08XTopNwFFRUWAzs1mZf0HEkP0R2o7ZHH5VILQltCW0JbQltPVrGJ2wjQltCW0JbQltCW0JbSfsoUMHmhQRILT1s5kIbQltpyvatpWa0bzfhO5CC35xduCoyCicFJfgZ48ae/MDWjU+bG5CHj8cM/YokZgjRfoSWUDQtqvGivqdBkRlipC+SD7kZOqNBrxZX4s4sQQ3ZA7MKJ4saHtw/ZPQVpUi++JrEV145NiBBrDz/uv7FiS7bg0UmfkjbjMS2jKwZXB7RGQUVsYlYP+nGtgsTsxZpYRQwuvfH6GtR83hcyVCW0JbQltCW0Jbn4fQCd2Q0JbQltCW0JbQltB2Qh88dLCQjwChrZ9NRGhLaDtd0bb2dz166m1oWKJHkakXp8cnYpFq9Ffu/exu3OYNJiP+VVeDZIEMC4uiEJkgQv7xioCgbeNuIzqqLEidL0NMjnjI6W7qbMeWrk4coYrCyvgBnJ4MaGvV9KLosf8DXyzBwgdeBE8o8qgp6j59F22//ojowiOQffF1XqPtfo0GH7U0cqkkWEqJ4q+1sOgcmHVqOCSKgXzBhLYeNYfPlQhtCW0JbQltCW19HkIndENCW0JbQltCW0JbQtsJffDQwUI+AoS2fjYRoS2h7XRF29LvtTD2OlB8RC+qjHr8KSUd2WFhfvaosTfX2Gx4rqocSoEIK4riIAsXoPBMZUDQtmKzDroOO3KPVUARJxhyMgyKGRhfnJKGvLCB1AmTAW2bf/wcjd99jJhFxyDr/CvHDvKhGoMXJFtw/4sQDrruwTsZaaZtjcGAtxtqkS4LwxVp6SjbqIOh286lnmApKFyF0NbjJvGpIqEtoS2hLaEtoa1Pw+eEb0RoS2hLaEtoS2hLaDvhDx86YEhHgNDWz+YhtCW0na5o68pP+suiDnRbLLglKweRoqGzU/3sXiNu7sotu2pfMlfnyEsiA4K2+z5Rw27FsNf3LU4HHi8v5Y51T94MiHkDs0QnA9ruXbca5p5OzLrhHijSc71qlpJXHoeurgJpp1+IhGNWut12JLTtsFjwck0lokUi3JSVi8otOmjb7MheHgZlvJDQ1quW8L0yoS2hLaEtoS2hre9j6ERuSWhLaEtoS2hLaEtoO5HPHTpW6EeA0NbPNiK0JbSdjmhr0TtQ/JUWIhkPH+Y2cr3owfxZfvYmzzd/vqoCapsVp1YnQaTjYeE5KjiETs934Kam1ezEgc80EIiAuWcPXSirQq/DfxrrkSKT4aq0zCFbhzraamvLcfDVJyCJjEHhmie9jlFX0a+oen89xKoozLv7aa/Q1mR3YF1lKSR8Pu7OnYGaXw3obbQi40g5IlMHUjTQTFuvm8WrDQhtCW0nO9qaNA7U7zJCJOUhc+nQfOOedoaIMBFsdif0JpunmwS0nkTEh0ImQpfGHND9erozQltPIxXceoS2hLaEtoS2hLaEtsF9EtHRQy0ChLZ+tgihLaHtdERbbZsNlVv0QLITn0U3QyUU4dZs72Zw+tP1XKkKTmxPgLxVgNmnKCFSDixs5cu+te12VP6k49IisPQIg8u37W34racLy6KicUJs/KRC2+oP3kTnzp+RcvI5SDr+TF9Cg10P3gi72YQZ16yGMnvGsH2MNNOWVXTNimaoz9Clq9qC1AUyxGQPzMomtPWpWTzeiNCW0Hayo21bmQXN+4zcPT93VQQEEo9v//6KhLZAQqQMLd19cQxGYRCh1lthtTl8Ojwby+IjpT5tO1k2IrQltCW0JbQltCW0nSzPLDrPiYkAoa2fcSa0JbSdjmjbUWFG4x4TzPl2fCtpRaZcjstSM/zsTZ5v/mFzEw5oaNG5HwAAIABJREFU1Viui4OqWoS8YxQISxiag9bzvfXVdF0TW4CMLUQ2uLxaU4U2ixmXp2YgQz50llcoz7R12qzYtfYWOKxmzL/nGYgifFsorv7L99H687eImrMYOX+8wSu0fb66AmqrlUufYThoR3uZBclzZIibQWjr7T3qa31CW0LbyY62VT/roWntmyGbdXQYIpIG0qt42i8IbQltPb1XglmP0JbQltCW0JbQltA2mM8hOnboRYDQ1s82IbQltJ2OaFu304DuGivU8634yd6OhREqnJGQ5Gdv8nzz7zvasK27C0ts0UgokSJjoRyRWQOv23u+p4Ga9TsM6Kq1In2RHFGZA/vS2+14urKMq+guBUQoo21X0W+oev+fCM+agZnXrvYlLNw25q427H3qHu7/u1uQbLSZtq/X1aDJZMSf0zMhqRWgab8R8fliJM0dgHGaaetz03i0IaEtoe1kR9u9H2ngsPelwInLEyO5cOgPa550BEJbQltP7pNg1yG0JbQltCW0JbQltA32s4iOH1oRILT1sz0IbQltpyPalv+og77LjoYlehSZerEyLgFHREb52Zs833xHbw++amvBHF4EMvcqkJAnQWKhf69Mlm3UwdBtR/7xCsijB2btFms1+KC5ccTZxKGMtqWvPwVN5UFkXXAVYhYe7XmA3dQ8uP5JaKtKkbryfCSuOG1IjdHQ9v2mBpTqtLgwKQVxHVIuRUJ0pghpiwZmLBPa+tU0Y25MaEtoO5nR1tBjR9kPuv77nI3PbJz2thDaEtp6e88Eoz6hLaEtoS2hLaEtoW0wnj90zNCNAKGtn21DaEtoOx3Rdt8natitQNHibjSYjbgiNQPph6UN8LNrjbp5uV6H/zbWI1sQhoIiFaJSREj3cXEa14H2fKSG0w4UnqsEXzCQH/fz1mbsVvfihJh4LIuOHnZeoYq2Vk0vih77P/AEIix48AUIxP6hdvf+Hah87xW3C5KNhrZftrVgZ28PTotPRK5OwS1GpkoWIfMoQtvx7COD901oS2g7mdG2vdyMpr0mqFJE3EKGrMw7LwI8vnc9iNCW0Na7OyY4tQltCW0JbQltCW0JbYPzBKKjhmoECG39bBlCW0Lb6Ya2NrMT+z/TQCAGvpjZAqvTgbtzZkAi8PIbtB99r9Vsxmu1VYgXSnDE7hhuT8oEIdKXyCGUeL8gmdngQMmXWojD+Cg4LXzImb1YXYkeqwVXp2ciWTr8ldxQRduWzV+i4ZsPEb1gKbIvvMaPaA9suvvhm2Ez6JF/1f8hInd2/x9GQ9ufujqxubOdW8RtsT0GVT/rEB4vQM7ygZlyNNM2IM0z4k4IbQltJzPaVv2ih6bFhowlcrSWmWBSO5B3XBjCYrzLa0toS2g7viNtYPZOaEtoS2hLaEtoS2gbmCcK7WWqRIDQ1s+WJLQltJ1uaKvvsKF8sx68OODThCaoxCLclpmLvmyDE1OMdgeerCyFnC/AjZIcVOzUcbNkGSSnLwlDRKJ3X+bVzTZUb9VDmShE9rKw/otgC2ixhbREPD7uzZvh9uJCFW33rlsNc08nZlyzGsps9+fubWsxBGYYrCpYgLxLb/IIbdksZTZbeZ4yAidJEsDSUMgjBcg/kdDW2/j7Wp/QltB2MqOtK5/tnDOVaCkxobPKgqTZMsTPHFjM0JO+QWhLaOvJfRLsOoS2hLaEtoS2hLaEtsF+FtHxQysChLZ+tgehLaHtdENb9oW5YbcR+jwbNkrbUKCKwAXxyROKtqzb/q38IGxOJ55eWAh1uwXlW3Uw9jq4Hh2dIULKfBn4Qs9m3baVmtG834S4GWIkzxmYTbtHo8anLU3IC1Pg4pS0SYO2urpKlLzyGERKFebf+6yfo9zA5pbeLux54i7uPyz463MQhkdw/3+0mbauVBY5YQqcr0pBydfDZzTTTNuANZHbHRHaEtpOVrRlY3rp91qI5XwUnB6OngYran8zIDxBiJxjBn5g86QHEdoS2npynwS7DqEtoS2hLaEtoS2hbbCfRXT80IoAoa2f7UFoS2g73dC2ociIzkoL2gqN+N3ZjVOSErA0PGrC0fYfNZXotFhw39xZkDv4MFsdHLwygGWFfcnPOFKOsEGLio3U3RkCMAxIPyIMUWkDs3Q/bG7EAa0Gp8YnYInK/UJroTjTtuajt9CxfQsSV5yO1JXn+TnKDd287F/PQl1+ACknn4Ok488cE22bTSasr6tGgkSCq5KysP/TvtQac8/qA19WCG0D2kTDdkZoS2g7WdG2o8KMxj0mRKWLuPQ3FoMDxV9qwRcChecMjCGe9CBCW0JbT+6TYNchtCW0JbQltCW0JbQN9rOIjh9aESC09bM9CG0Jbacb2lb+pIO23Y7ShWqUW3W4Oi8TKTzZhKPtu411qNLrcdOMXCQJJRzasmLotqPmdwMsur5/Hz571l2XP/idlsuTOPOUcEiVA7l5n64sg95ux40ZOYiVuH8VN9TQ1mmzYtfaW+CwmlG4Zh0kkbF+jnJDN+8t2YPyt1+EUKHEgvueHxNttTYbnq0qh0IgxB05eSjaoOa2mX8BoW1AG2aUnRHaEtpOVrRlaWtY+hoGtgxuWdn/uQY2kxMzTw6HNMLzXOqEtoS2EzXm+nMcQltCW0JbQltCW0Jbf54jtO3UiwChrZ9tSmhLaDvd0PbAFxpYjU78PL8dPXYrHpxXAJ7ROeFo+1lLM4o0vfhjZjoKwsL70ZZ1aacDaNprREelpW8mp5KPzKVhQ0B2cNd3B4kdFgterqmElM/HmtyRc8KGGtp27f0NVf/9JxRpOZh1471+jnDuN9/96G2w6TTIu+I2qGbMHTU9AtvD2rISbkcP5s+CKz9l4TnK/vQVNNN2XJqpf6eEtoS2kxVtXeMFWyCSLRTJiuvNiLSFMkRneZ7XltCW0HZ8R9rA7J3QltCW0JbQltCW0DYwTxTay1SJAKGtny1JaEtoO53Q1mFzYu/HGtj5Tnw5u5nrPa8uXYjWbuOEo+1PXZ3Y3NmO05ITsSwyegjauro1mxFct13PITOPDyTPlSI2VzKk17MZtmymLYNdNtPWVX7v7cY3ba2YHR6B85KSRxwpQg1ty954BuqKYmSeezlilxzr5wjnfvOmjZ+h6ftPoJpRiLwrbh0TbZ+qKIPBYedm2tZ+beDaY/bpSojkfTmHCW3HpZkIbQeFVaXw/wuAP60kFQsglwjQre37IWmiy2REW6PagdLvtBBKeJizStkfMvZjXGOREZFpQmQc4XleW0JbQtuJ7ne+HI/QltCW0JbQltDW/89sSdEDa5T4MhbTNhSBUIoAoa2frUFoS2g7ndCWpR4o26iDId6GH+LbkCiR4sEFBUFBW9ciYUfGRGNVQqJbtGXd224FGnbr0VNv43p7WIwQmUfKIZL1gaFrYRtVigiZS+X9I8L/a2pAmU6LMxOSsCBCNSnQ1qrpRdFj/8ed68IH/w6BbOB6/Bzqhmxu06qx+2+3c/+NLUiWkp6A9h4jHE73R3mlpgrtFjOuy8hGz2YLTJqhqSgIbQPZOsP3RTNtaabtZERbF8668tm67uz+xcnC+GAzcD0thLaEtp7eK8GsR2hLaEtoS2hLaEtoG8znEB079CJAaOtnmxDaEtpOJ7TtrrWibocBHbkm/CrrwjxlBK4vyAkK2tYYDHi7oRYzlOG4LC19RLR1dXF1oxV1uwywWwC+CEhbKEdkqqh/8bLE2VIkzByYhftYeSmsTgduyc5FpLAvl6K7EkozbVs2f4WGbz5A1NwlyLnkej9Ht9E3r3j7JfSUFHGLkS36wyWjoq0r//AfU9Lg3A7oOu3IOy6MA3RWCG3HtalAaEtoOxnRtnqbHuomG9IWyxGdMXQM3vuxGg4bMPsMZf8PcGP1IkJbQtux7pFQ+DuhLaEtoS2hLaEtoW0oPI/oHEInAoS2frYFoS2h7XRC26Z9RrSXWVA1R4tingYr4xNwdlZyUNC222rBS9WViJdKcWtOzphoy7q61exE/Q4DNC19s27Z7FqryQl9pw1ZR4chIqkPEZtMRrxeV4MIoQi3ZeeOOkqEEtruXbca5p5O5F95OyLy5/g5uo2+ubriAMreeJZbkOy0Z18bFW0/aWnCXo0aZyUmI3yfkIv/4HgT2o5rUxHasr5O6REQFynjxupglViVFL1aM6z2EabkH3Zi+z5Vcz+yDc5n66pSuUUHbZudezuCjeOeFEJbQltP7pNg1yG0JbQltCW0JbQltA32s4iOH1oRILT1sz0IbQltpxPaVv+ih7rFhp3zutDsMOHytAwsTY4OCtqyWbBsNqyIz8PaWQUeoa2ru3fVWNG4x8DN1HKVwTDwS1cXNna2YX6ECqsSkiYF2tbuP4jilx+FUK7Aggde9HNk82zzPU/cCUtvN5b85Q7w0wpGTI/wfUcbtnV34YTYeKRUytBTZx2yGjyhrWfx9rUWzbQltJ1sM21ZCpWD3w7PZ+vqA60HzWg5YEJMjhip8z3LW0doS2jr6xg6kdsR2hLaEtoS2hLaEtpO5HOHjhX6ESC09bONCG0JbacT2hZ/pYVF78DXhS1c6oA1OTOQGRsWFLRlXde1wNV9M2dB4PCuM7PrqNtu4F7V5wmAeedG9O+ApV1g6RfYAmRsIbLRSqjMtN3+1np0/L4ZictPQeppF3kXDB9ru9IxxM4qRPblt46Itq5F3RarIjGnWYXOSgtS5ssQm9O38juhrY8N4OFmhLaEtpMNbcdabEzXbkfFTzrIVHzMOMmzvLaEtoS2Hg6ZQa1GaEtoS2hLaEtoS2gb1AcRHTzkIkBo62eTENoS2k4ntC3aoIZRbMf3M1qhFApxe3YeEqP6Xrn17IVXPzvcYZv/s7YaLWYTbs7JRZTAs1dkDz+D9nILehssyDtB0f+ntWUl3P+/IycfCoFgUqDt17f8GQ6rGXPveAzS2ITABnqEvdn0Oux+5BburwvueQrCiGi3NYu1GnzQ3IiZCiWO6Y1Ba4kZCbMkSCyQEtpOQEsR2hLaTja0rf7VAJaHPG2RHNGZw8d2pwPY86Ga6z3zzosAjz92RyK0JbQd+y4Jfg1CW0JbQltCW0JbQtvgP43oDEIpAoS2frYGoS2h7XRBW9frql3xZmyN70RumAKXpKQFFW3fb2pAqU6LyzLSkSkJ87k3222AoC+dLWoNBvy7oRaxEjFuzMgZc5+hMNPWWF6E3etfRFhyOgpufnDMcw5khcr/vIrufduRfMKZSD7pHLe7rjca8GZ9LVKlMpxpTUZjkZGbZctm27JCM20D2SLD90VoS2g72dC2P5/tqeEQK9yLbOkPOhh77MhZrkB4/Og/rrFeQWhLaDu+I21g9k5oS2hLaEtoS2hLaBuYJwrtZapEgNDWz5YktCW0nS5o29toRc2vBtTlGLBX3oNlUdFcjtJgzrT9uq0V23u7sSopCfPDVX725r7NN3a04ZfuLixRReHU+LFnrIYC2pb/+3l0HNiL9FWXIP6oEwMSB0930lu6F+VvvYDwzHzMvG6N281ci8ZFisT4Ez8ddTsMiEwXIWOJnNDW00D7UY/QltB2MqGtSe3Awe9Gzmfr6grsxx+WRoHN2Gcz98cqhLaEtmPdI6Hwd0JbQltCW0JbQltC21B4HtE5hE4ECG39bAtCW0Lb6YK2LcUm7rX2fQU9qBUYcH5SCgrClUFF22093fi+vRXLY2JwXHScn725b/PX62rQZDLiD8mpyFeMnSsx2GjLM+rw+9q+FAULH/w7BLI+CJ2oYjeZsOuhG8ETirD40dfcHtbscOKJioPc324Lz0P1Vj0iEoXIWtY3O5pm2o5vaxHaEtpOJrTtz2ebKkTGkSO/QcHSJ7A0CuFxAuQcO5DeZqTeRGhLaDu+I21g9k5oS2hLaEtoS2hLaBuYJwrtZapEgNDWz5YktCW0nS5oy2bZstm2PxW2Q+204i+ZOYgRi4OKtq5cqXMjInBOQrKfvRkYjIt3586EhEnHGCXYaNv+yzeo/eJ/UBUsQN6lN411uuPy9+Jn7oa+ox1zbnsYsoQUt8d4rLyUW7zu5qgc1G02IixGiLzjCG3HpUEO2ymhLaHtZELbmm0G9DZZkbZQhuisvsUK3RW7Gdj3mZrLZ8vy2o5VCG0Jbce6R0Lh74S2hLaEtoS2hLaEtqHwPKJzCJ0IENr62RaEtoS20wVtD36rhU5vx1cFzRCAh/vyZ3K9J5jpERqNRrxRX8Odx0XJqZjhwczY0bp8uV6H/zbWI0kqxTXpWR6NDsFG24OvPg5tbQVyL70JkQULPDrnQFdq+vANNO3Yiszzr0TsomPc7v7F6kr0WC24JjYbbRtNkCr5mHlK30xmmmkb6BYZuj9CW0LbyYS2rny2s04Nh2SEfLauO7z4Ky0segfyTwqHXDX6amSEtoS24zvSBmbvhLaEtoS2hLaEtoS2gXmi0F6mSgQIbf1sSUJbQtvpgrZFG9TokVvxc047EqVSXHsINYOJtqz7ftPVit87u7mevCoxCfOVvue2deXIPToqGifGxns0OgQTbXV1lSh55TGIFeGYd98LHp3veFQyFG3GgfffRszi5cg67wq3h3izrhb1JgP+FJcBzQ9WiGQ8zD5DSWg7Hg1y2D4JbQltJwvauha8FIiBuWeNPXu2drsBPXVWpM6XISZn5Fm5rEsQ2hLaTsBw6/chCG0JbQltCW0JbQlt/X6Y0A6mVAQIbf1sTkJbQtvpgLYWnQPFX2vRkGhAUWwPB6MMSFkJNtpGKyX4uK4Rm9o7uPNxLZDmS9d+ubYSHWYLLkvNQKbcs9ywwUTb6g1voHPXVmSdciZijjvHl0sOyDaS3kb8/MQDXGoEliLBXdnQ1IgSnQbnxqfA9r0TfAEPhecS2gakAcbYCaEtoe1kQdvOKgsadhuhShEhc+nYY3BXjRX1Ow0e1Se0JbSdiPHW32MQ2hLaEtoS2hLaEtr6+yyh7adWBAht/WxPQltC2+mAtuoWG6p/0aMkR41KuQ4r4xNwhCoqZNBWZ7Tit65ufNbSzJ3T7HAlzktyn1t1pC6vs9vxTGUZ9+cH82d5PDIEC23tJiN2PfQX7jyP/9sL0AnGXjTN44vysmJClAyfXXsxt9WiR14FXzR8xptrFvPKuASIfxBwdedf0DeTjtIjeBlwL6sT2hLaTha0deVOT10gQ0z26DNnWTfwZmYuoS2hrZdDZ1CqE9oS2hLaEtoS2hLaBuUBRAcN2QgQ2vrZNIS2hLbTAW3bSy1o2m/Eb7M70c4348q0DKTJ+mZBhcJMW4a2ZqsDpTot3m9q4M6LzZS9JCUdQt7Yi4mx+vu1anzU3IQMuRyXp2Z4PDIEC23bfv0RdZ++i4icmVh2x33oUJs9PudAV2Rou3HtPdA31WLmdWsQnpk/7BC/dHVhY2cbjoqKRvw2KewWYM5ZSgjFPELbQDfIYfsjtCW0nSxo68pny/Jds7zXnpS9H6vhsAEFp4dDLB95G0JbQltP7qdg1yG0JbQltCW0JbQltA32s4iOH1oRILT1sz0IbQltpwPa1m03oLvOiq/mNsMGJ9bkzIBU0PflOJTQlp0PW5zsnYZaWJxOJEmk+FNqBmSHznW07v5ZazOK1L04PjYOx0TFeDwyBAtt9z93P4xtTcj/0w3IOXpZ0NH29zfXg0Fy6mkXInH5ymHx26NR49OWJsxVRiCvSMktHlRwajjECj6hrcd3m28VCW0JbScD2pq0Dhz8RgtP89m6ekPVL3poWmzIWCJHZLpoxE5CaEto69sIOrFbEdoS2hLaEtoS2hLaTuyTh44W6hEgtPWzhQhtCW2nA9qWbdShQ2fGxhltiBCKcFt2bn/PCTW0ZSfG8tK+VV8Dg8OOSJEYl6WmQyUa+cs82+b5qgqobVZclZaJFJnM45EhGGirr69G8cuPQihX4Ii1L0GlEAcdbYs3bkTV+68jcvZC5P6pL23D4FJl0OPdhjpkycOwpCwahh478k9QQB4lILT1+G7zrSKhLaHtZEDbrmoL6ncZoUoWIfOosfPZunqD602Q6Cwx0haOPHYT2hLa+jaCTuxWhLaEtoS2hLaEtoS2E/vkoaOFegQIbf1sIUJbQtvpgLZ7P9KgSWHEjvQu5IUpcHFKWkijLTu5XqsVbzfUocdqgZwvwBVpmYiVuM+R2GOz4sWqCoh4fNybN8OrUSEYaFuz4V/o2PULEpefgqwz/xASaFtfXoM9T98LUUQk5t/zzLAYtprNeK22CnFiCU6qj4e23Y6c5QqExxPaenXD+VCZ0JbQdjKgbe1vBvQ0WJEyX4bYnLHz2bq6gq7TjopNOkgj+Jh58si5vQltCW19GD4nfBNCW0JbQltCW0JbQtsJf/jQAUM6AoS2fjYPoS2h7VRHW6vRiQNfaFCepEFpjJZLHcBSCLhKKM60dZ2b0e7Avxtq0GY2Q8zj4ZLUdKQfysU7uOuztAgsPUJumAKXDAJpT4aHiUZbh8WMnQ/cwJ3a3DsfR3h8QkigbXuPETseuBF2swkLHniRmwU8uLgWemOAfn5HKnqbrNzq8GyVeFqIzJM7zfc6hLaEtpMBbfd/poHN7OTglQGsN6Vog7pvTDwnAgKh+y0JbQltvbmnglWX0JbQltCW0JbQltA2WM8gOm5oRoDQ1s92IbQltJ3qaKtts6Nyiw67c7vRKDPiguQUzFIoJwXaspO0Oh14t6Ee9UYDd86Hnz/7bx80N6JYq8HKuAQcERnl1agw0Wjb/tsm1H7yDsKzZmDmtashEvBCBm1LXn8amooS5F56EyILFgyL49qyEu6/XaHNQHeNlXuVmb3STGjr1S3ndWVCW0LbUEdbs86Bkq+9z2fr6gzlG3XQd9uRfUwYlAnu1ZbQltDW68EzCBsQ2hLaEtoS2hLaEtoG4fFDhwzhCBDa+tk4hLaEtlMdbTsrLWgoMuLH2W3Q8W24KSsH0aKBV1dDeabt4O69oakRJToN959Oj0/EIlVk/5/XVZTC5HDghsxs7vV9b8pEo61rAbLsi69FdOGRIYW29d98hOZNXyBhxalIW3nBsDA+U1kOnd2GSyxp0JXakTxHhrgZhLbe3G++1CW0JbQNdbTtqrGifqcBEckiZHmRz9bVH5r3GdFWZuHGEzauuCuEtoS2voyfE70NoS2hLaEtoS2hLaHtRD976HihHQFCWz/bh9CW0Haqoy1bGKa91owvZzdzveXB/FlDes1kQVt20l+2tWBnbw93/kdFRuGkuAS0W8x4paYKUj4fa3K9y2fL9jORaKtvrEHx3x8BXyrFoode5q4jlGbadpfsQfm/X0R4Vj5mXrtm2Oj6z9pqtJhNONeZCtt+Rz+w0ExbPx9EY2xOaEtoG+poW/ubHj0NNq/z2bpufXWzDdVb9QiLESLvuDBCWzcR4PEIbcd3pA3M3gltCW0JbQltCW0JbQPzRKG9TJUIENr62ZKEtoS2Ux1tyzfp0WA04JfsDiRJpbgmPWvSoi078a3dXfiho427BpbmIUUuw3ftbSgIV+L8pBSvR4SJRNvqD95E586fEX/0yUg/8w8hh7YWvQ67H74FPKEIix99bVgs32usR6Veh9OFSRDs5nGpEViKBEJbr287rzYgtCW0DXW09SefLesMdjOw77O+vLbzL4ggtCW09WqMDKXKhLaEtoS2hLaEtoS2ofRconMJfgQIbf1sA0JbQtupjrbsy3SFQof9yb2YH6HCqoSkSY227OT3atT4pKVpyHWw62LX522ZKLRlC5DtfuQ2OKxmbgEyaUx8yKGtwwnsXbca5p5OzL39UUjjh94rn7U0o0jTixMk8QjbIeQWIWOLkRHaenvXeVef0JbQNpTR1qJzoPhrLfgCHgrPHciX7t1dDpR8o4FZ60T+8QrIowXDNqf0CDTT1tt7Khj1CW0JbQltCW0JbQltg/H8oWOGbgQIbf1sG0JbQtupjLau2Ut7U3tRF6nHafGJWDwoFyzrPpMpPcLg7l6h1+F/TQ2wOZ3cf74lKweRg3L1ejo0TBTadmz/CTUf/RvhGXmYef3d/acXSukRGNpWvvcKuvfvQOb5f0bsomVDwvhjRzt+7u7EUmkMYrdLoIwXIHu5gtDW05vNx3qEtoS2oYy2/flsk4TIOtp9agNPbv26nQZugcPkQhni8gbyrru2JbQltPXkPgp2HUJbQltCW0JbQltC22A/i+j4oRUBQls/24PQltB2KqOtrtOOik06bM3vQJfEgivSMpAukw/pNZMVbdlFNJtMeLuhFlK+ALdl5/o0GkwU2vYvQHbRNYievzRk0bb1529R/+X7iF2yHJnnXjEkpjt6e/BVWwsKpSqkbw+DPEqA/BMIbX268bzYiNCW0DaU0bb2dz166m1ImSdFbK53C0EO7gbddVbUbTcgYgT8JbQltPVi2AxaVUJbQltCW0JbQltC26A9hOjAIRkBQttDzeJwONHe1YOYqAgIBcNfq9PqDLDZ7YiMCB/SkIS2hLZTGW1dM6C+mtMMG8+Ju3NnQMLnTxm0ZRfSYbHggKYXx8XE+TRITwTa6pvqUPzS2iELkLlONtRm2urqKlDyyuOQJaRgzm0PD4lpqVaL95sbkCsNx8ztSkgUfMw6NZxm2vp053m+EaEtoW0oo60rn+2Mk8IhUw19vnh+lwOuNAsCMTD3rOF5bQltCW29uZ+CVZfQltCW0JbQltCW0DZYzyA6bmhGYFqg7bp//Bdvb/h2SAvMn52Ld//+V+6//fTrXtz58CswGE3cvx+84wpceOYK7v+z/7bm0dfw49Yi7t9zZ2XjpUdv4XCXFUJbQtupjLaNe0yorTdgY34rVCIRbs0aPht1Ms+0DcSwPBFoy9IisPQIcUediIxVlww57VBDW4fVgp33X8+d46JHXgV/UMqJBpMR/6qrQZJYhkU7oyAU8zDnLCWhbSBuxFH2QWhLaBuqaGvRO1D81dj5bEt1Wrzf1ACZgI/VOTNGvNv3faqG3QLuxyD2o9DgQmhMWmuzAAAgAElEQVRLaDvOQ21Adk9oS2hLaEtoS2hLaBuQBwrtZMpEYFqg7RN//w8amtux+saL+xtOIhEhITYKRpMFy8+5BTf9+Rz88dwTsXnbHtx6/0v49r9PISUxFq//50ts+Hwz3nnpr5BJxbjh7ueQmZaIR1b/mdAWQFI0oe1URtvKLXqUmbTYmd6NfEU4/pCcOmzwI7QVQijgQa23jsuDYaQFyFwHCzW0Zed14IWHYGip53Lvshy8rtJjs+LFqgpECEU4dnffzGa20jstRDYut07/TgltCW1DFW27aq2o32FARKIQWctGzmf7TkMdqg167p6+KCkVM8KHvvXkutmrtxmgbrIibbEc0RkiQttBEeDxCG3Hd6QNzN4JbQltCW0JbQltCW0D80ShvUyVCEwbtO3V6PDEvdcOazc2y/bGe55D0XfrIRb3fcA/7U9rOMD947kn4fxrHsQpKxbjmj+ewf3t283b8X8PvYwDm94EwzqaaUtoO5XRtvhLLfaG96IiXovlUTE4LnZ4CgFC2/FF284dW1D94VtQpOVg1o33DhvDQhFtXTODU0+7CInLTxlyzmvLSrh/n1WcDKcd3GrxcqkAUUrfc1lOhgdyW48JdrZSWxAKoS2hbaiibe12A3rq2OJhUsTluR8DeqwWvFhd2d9zcsMUuCQlzW1P6qgwg70hEpUuQvqSofnXaaYtoW0Qhl+vD0loS2hLaEtoS2hLaOv1w4M2mNIRmDZo+91PO3DkgllcTtrjly3Awrl9s7/+9/lmvPX+1/jq3XX9DX3zX19ARmoi7rj+Qiw+9Xo8uuYqDm5ZKSmvxQXXPoRtn/8DEeFhaO3pS6kQjCIR8hEmE6JbawnG4bljJkRKgxqD6HAxtEYbLDZHUGLAXo1ns1d0RltQji8W8BEuF6JrnO6BXe/34vf0TrRFmHFRSipmhSuHXWe8Sor2XhOCw1FAVLgYeqMN5iDdA3IJQ1tAYxife2D/i2uhb6xF9kVXI3bh0W7RNkIuQuc43QOe3NhxKik61Sa4TLJ958+o/t+/EDVnEfIu/cuQXTxedhAmhwNnVCWDrwfmroqAIpyPyPCpjbYdvWbYncHpJQxtWT/pUJs9ac5xqROjlKBXb4HNHpwYMLCzWh0wWOzjcn1j7VQqEkAm4aNHNz4z8sc6PkPbmIi+sTpYhd0Dar0F1kH3wL5P1LCanZh5cjjkkcPXE2Dn+lVrC37v6UZBuBLFWg13+nfm5SNcIBx2KfpuO0q/13KpEWafPvR5pZQLYbMDBvP4jNVjxTXYn9nYZ5W4CCnagnQP6DpsUNdaIQrjI26Wb+O9gMdDrMq3bcdqn1D5e4/WErTPM6HwuT5SIYLR7IDJGpyxOkwiBFu6gX23CEZhb26pwsTo1ATvec19rlebEKSPLFApRDCbHTAG6R4Y78/1Y91XofCZ7fDP9WOdc6D/HojPbMwoqFAEpkoEpgXafv7dNtQ2tkIiFuFAWQ02/rwbzz50I05ZsYRLf/DNpu34YP3a/jZl+W0VchkevONyzD7uSrz8+O04dmkh9/eq2iasuuKv+OH9Z5AYHw22gFnQCg/ggQdnsJ6qAPh8XlBjwGa5OhkXBqkZ2Jcg1gpBawN2D7AYjMN9qOm0YutH3dg4qw16oQ1r5xUgTjr8yxLdA+N3D2ib6rHp4bshEEtw+ktvjjjU8Pjjcw94OrYdfg9omxuxae1qyKKicdLjLw3Zzdq9JWg1mnBaSzKEHcAxF0RDEs6HROwebDw9h1CvZ7U5wD6IB6sEu58G+/jBflaAntc4fJwyau3Y/N9OCEQ8nHyl+4UgLQ4H1uzaB5PdgYfnFeCT+ibs7u7F2WnJOCUp3m13+vaNNjjswAmXxUIsHchry+4B9mEhaB+ZpuE9YLM60VRuQt0BPfTqPoQLjxZi2XnRPg2FNocTYqHvi9X5dNAJ3shstUMkCN41TvexOuif60PguxXdA+P3ud7T4STYbRDs4wfiMxu7BioUgakSgWmBtoc31t2P/RO9ai1eXXeHRzNt/3b31Tj52EXcbg6faUvpESg9wlRNj8BeWa3YpcfXBc0Q8fi4N8/94i+UHmH80iPUfvw22n/fjLilxyPjrD+5fe6EYnoEdqI77rsOTpsVCx54EUK5ov/c36qvQ51Rj+O74qFoEiL3OAViEkWUHmEcP1VQegRKjxCK6RG666yo226AMkGI7GPc57Pdpe7BF60tyJTLcVlqBioNerzXUDfiwpisG1Vs1kHXYUfW0WGISBqYjRvs9AgOgxNhchGMCM4MvonMaWvotqOj0oyeBiuch16EEkp4sJn7fmGffYYSIpn3X6jZWBY/xWdPUXoESo9A6REoPQKlR6D0COP4tYB2PQkjMC3R9vn1H2DXvnK889K9cOW03fP96xCJ+j7cn3LxXbjsgpP7c9quPG4Jrr7kdO5vlNN26F1OC5Gx9Ag8aA3BeeWVzThRhonQOQ6vPTfvN6KkQYet2R1IlspwdXqm2yHOH7S1Gw0wtDRAFB4BaWyCT0NotFICndEKszV4KTLGYyEyh9WC3Y/cCrYQ2ZzbHoYsIWVSoe3B9U9CW1WK3MtuRuSs+f3n/mFzEw5o1ThaG4voGjG3+FB8mpjQ1qe737ONCG0JbUMRbet2GNBda0XSXBni88Vub+aXayrRYbHgouRUzFD0LT72TGU5dHYbrkjLQLpsaN5a9vfm/Sa0lZoRlydGcqGsf7/BRtvqLXqo22yITBMisUDGpXCYyDLeaOuwO9HTYEN7uQkm9cDzWBEjQGyeBKpkERp+M6KzwYK0hTJEZ7lv89FiQmg7/ndMsD/Xs1Q+BrMdpiClslFIWXoEHjRB+lzPPk8S2hLaEtoS2o7/aE9HmEwRmBZo+9w/N2DVyUchLSUBZVX1uPK2dRzCXnfpmTAYzVh86nVY85eLccm5J2Lztj249f6X8O1/n0JKYizWv/cFPvjiJ7zz0l8hl0lw/ZpnkZmWiEdW/5lrZ5ppSzNtpyraVm/To8isxoGkXiyIUOHMhKSAo231hjfQuWsrhAol5q15EnyR91/ipiraduz6BTUb/oWwtCwU3HjfiM+VUJ1p2/DNB2jZ/BUSV5yO1JXn9Z//N+2tXH7KRaYoJJXLkLFEjsQcCaHtOH5yILQltA1FtGULXVoMDuSfoIA8anh6lHqjAW/W10IpFOL27L51CFjZ1NGOLd2dKIyIwNkJycN6jqbNhqotem6fbN+uEky01XXaULFJP+RcJxpvxwttTRoH2stMHNgyuGWFxwci00WIz5NCqhzAaVOzAwe3aqFMFCJ7mfvZ1YS2ZpiC9CM0iz2hLaEtNxmjxxi0VDKR4YS2hLaEtuP4tYB2PQkjMC3Q9qLr1nK5bF3l7JXLcP/tl0Eq6QOiH7cWgS0+5ir33XYpLj77BO6feoMJLMftlt/2cv+enZ+Jl/52K+JiVNy/CW0Jbacq2pZ8o8Hvym7URxtwWnwiFqsi3Q5xvs60NbU1Y99zAxiZcsq5SDruDK+H0amKtsX/eBT6hmpknv9nxC5aNmJcQhVte4p3o+Kdv0OZPQMzrlndf/7burvxfUcrZlsjkHVQgdT5MqTMlBLaen3ne74BoS2hbaihrdXoxIEvNOALeCg8d/gCl+zu3tDUiBKdBifExGNZ9EAO1F6bFS9UVUAAHlbn5UPMhHBQsVsBtsAZK/POjQDvkAcHE23LN+rAFklLnSWDwWRHV/XAArIMN5NmSSEe55m3gUbbrlorOqvMYKkQXEXMFhnLkyAqXQyBaPgYFS4SYct/OjnULTx7oG08Hc1opq2nkfK9HqEtoS2h7filPfOkZ4bCZ7aEKBnae4z9Cwx7ct6BrKNSENoGMp60r8kfgWmBtqyZtDoDetRaxEZHQiYdPpvPbnegtaMbcdGq/jQJg5tXrdXDarUhJipiSKsT2hLaTlW0Ldqgxk857VDLrbgyPQNp0uGvobLO4Cvaul6fZzNJ9fXV3GJbhXc/NST/qSdD7FREW2NrI/Y//wAXk/n3Pw++aOTVskMVbW1aNXb/7XbwxRIseviV/qbcp1Hj45YmZDsUKDgQgcQCKTIKZYS2ntzsPtYJhS8AbCXibq0ZtkMz8Xy8FJ83C8QXAJ8PDkAqFkAuEaBbO4B1/uzP221DDW1ZzvTa7QaExwuRs3z4jEuW/oClQWDlrpx8yAVDZ+L+u6EWtQYD9wYIexPk8HLwWy3YDNC848IQFtOX+ipYaKttt6PyJx2EYuCYP8Si12gBQ+uWYiO6agZSK4033gYCbS06B9orzOius4DhuKuw3MGxOVKEx4++oCSbPfbLB10w9tq5PMYsn7E3hdDWm2j5VpfQltCW0JbQltDWt/GTtqIIjFcEpg3ajlcACW0Jbaci2rIvu+xL72dzm7iuwxYhY4uRuSu+oK26/ADK/vUsBBIpCtc8hYr3/sHlP40/+mSkn/kHr7rrVETbuk/fRduvPyL2iBXIPOeyUeMRqmjLTrro8TtgVfdgzu2PQhbfl16j2qDHOw11SIYMC/dFITZXgpzFckJbr+567yoT2tJM21BD2/odBrCZmslzZIibMfyH9J+6OrG5sx1zlRE4J3F4CoT9Gg0+amlEilSGq9zkW2/YbURnlQVJc6SIn9H3o1ew0LZso46bjZo2X468BQp0acz9HZjD2xLThMy89QdtnXagaa8RHVUDPzoIxTxEZYkQly2FSO7ZomIMbQ9s03DXHJMtRuqCgZzDnoxqhLaeRMm/OoS2hLaEtoS2hLb+jaO0NUUg0BEgtPUzooS2hLZTEW3VjVbs263Bj/ltUAlFuDU7d8Se4gva7n3qHpi72pB2+kVIOOYUuGaWsoPMv+cZiCLcp2JwdxJTEW13PnQjHCbTqAuQuWIRymhb8e4/0HNgFzIv+DNiF/aleOgwW/BybSUieWIcszcWURki5B+lILT181k02uaEtoS2oYa2xV9pYdE7kH+8AvLo4bMzn64sg95uxzXpWUiSSofd3janE09WlMHqdOAvmTmIEQ+F354GK2p/MyA8QYicY/pm8gYDbbVtNlRu0YMB58JzVAhXiIagrevCGN62HjRx0OwqbOZt4ixpwBYs8xVt9V121P5u4NqLFZYrOC5HwuWs9bYwtG2uN6H4Ow1EMh5mn+E+NcZI+yW09Tbi3tcntCW0JbQltCW09X7spC0oAuMZAUJbP6NLaEtoOxXRtvWgGbsae7AzrZtbsZut3D1S8RZtO7ZvQc1Hb0ESGYPCNU/277byP6+ie992RC9YiuwLr/G4Z041tO3ctQ3VG15HWHIGCm5+YMw4hDLatmz5Bg1f/W/IjGGD3Y6nKssgBh8r9yWCvVY7a0U4oe2YLe17BUJbQttQQluj3oH9n2u4vKbzzhuacord5cVaDT5obkSiRIprM7JGvPG/bGvBzt4eHBUZhZPiEobUYwucsYXO+EKg8Jy+YwQDbQ9+p4VJ7UByoRSpBTIoZO7R1nXyNtMhvK22wNlnpByOBiLnrS9oy2bXtpf3QTLLV5u5VA555OgpEEYbqRjaqvVW7PqwB3YLMPPkcEgj3L/F424/hLa+Pwc83ZLQltCW0JbQltDW0xGT6lEEJiYChLZ+xpnQltB2KqJt7W96bLV0oTJeh2OjY7AiJi4gaOuwmrHnidWw6bXI+eMNiJqzuH+/5p4O7F23hvv3nNsehiwhxaPeOdXQtuTlx6Crr0TmuZcjdsmxY8YglNFWW1OGg6+tgzwxDbNvfaj/WtaWlXD/f9W+ZC7f5NyTCW3HbGg/KhDaEtqGEtq211hR+7uey3+as1wx7M5+s74W9UYDzk5MRqFyOOq6Nmg2m7C+thpyvgB35eYP2w+DYYagM08Jh1TJn3C0VbfYUP2LHgIxMOfMCEgl/DHR1nURVrMTrYfSJgQKb71BW6PagZptOph1Tu6UWBqb5LlSDtr9KS60rdymQ3eddUj6Ck/2S2jrSZT8q0NoS2hLaEtoS2jr3zhKW1MEAh0BQls/I0poS2g7FdG29HstNqs60KY0cbNs2WzbkYo3M20bv/sYzT9+DkVaNmbd+Ndhu6z95B20/7YJEflzkX/lbR71zqmEtqbONux7+h5u4bEFbAEy8cgLkLmCE8po67BasPP+67lTXfTIq+CL+l5hfq6qHBqbDSeWJSBKKsL80yNopq1Hd7tvlQhtCW1DCW0rf9eju8Z9PtsOiwUv11RCJuBjdc6MMW/4v1dXoMtqxR+SU5F/2HOKpUdgaRLSFsoQnSWecLR1zbJNmS9DbI4YEpHnaOu6cNfM247KvtmuDICV8ULE5koR5iatxGgB8xRtWw6YwN62YUUs5yP9CDkUMb7Prh18Ti607agzo2abAWFRAuSdMBzuR7oOQtsxu4TfFQhtCW0JbQltCW39HkppBxSBgEaA0NbPcBLaEtpORbQt2qDGdzNbYBI5cEtWDiIPYZu77uIp2lo1vdizbg2cditm3XAvFOk5w3Zn1Wmw5/G7DtW5B4r0kXPpujaeSmhb+9l/0L7tB8QsXo6s867waHQKZbRlF7D/+Qe4nMUzr78b4Rl53DWtr6tGs8mEYyrjEAcxFp2tIrT1qLV9q0RoS2gbSmi79wsNzDoH8o5XDIPHL1pbsEvdg6OjonFibPyYN/z23m583dbKgS2D28GFQWdjkRGRaUJkHBE2oWjL8sJX/2qAUMLDnFV9eVt9QVvX9bCZt20lJnTWWMAWBWNFpuIjPl/GXZ8nZSy0ZWkcan7Xc+kcWGELhaUUysALjNf27fNQegSzyY69H2u4/zb3rAgOoz0phLaeRMm/OoS2hLaEtoS2hLb+jaO0NUUg0BEgtPUzooS2hLZTDW3NBgf2fqPB1wXNEPH4uDdv9NlOnqJt9YY30LlrK6LmLkHOJX2zL90V12zcsOR0FNz84Jg9NNhoW/v+a3DarIhecjyUubPGPN/RKrgWICu46QGEpWR4tK9QR9vqD95E586f+xedYxf1/5oaUKbTYnFdNFL0Uiy5MJLQ1qPW9q0SoS2hbaigbUeHCUWfqN3mszU5HHi2spxbXOy27FxECMde6MrscOCJilKuY7AUCSxVgqsYex1gb42wXKwFp4VPKNqWfKOBWeuEa5YtOyd/0NZ1TXYb0FVtRkeFBSxvLysMhmNzJIjJEXMLno1URkPbtlIzmveb+vYn5SHzyDAoYgOotYdOyoW2VpsDFT/poGu3I2OJ3ONFzQhtfXsGeLMVoS2hLaEtoS2hrTejJtWlCIx/BAht/YwxoS2h7VRDW02rDb8XdWNbVidSpDJclZ45ai/xBG0NLQ048EIfwBauWQdJZOyI+7SbTdi7bjVsBh3yLr0JqoIFox4/mGjLUjmwlA6uIo2JR9wRKxC7+FgI3Kx4PtqFdO3+FVX/W8/l8mU5fT0toY62roXnWP5ilseYlc9bm7Fb3Ys5TSpkdoVh6SWEtp62ty/1CG0JbUMFbauLdajcpkd4nAA5xw59Ld41a3asxS8P7wMbmhpRotPgpNgEHBUVNeTPez5Ucwt6zT5DiZgYMWx2J/Qmmy/dyONtWEoGlpph8CxbtnEg0HbwSaibrGgrt0DfOXA9URkixOdLuRy+hxd3aGvROVDzqx6G3j4Ajs4QIXm+HALPJu96HBNXxcFo21FhRuMeE1QpIm6BM08Koa0nUfKvDqEtoS2hLaEtoa1/4yhtTREIdAQIbf2MKKEtoe1UQ9v2cjN+bu7CgcReLIyIxBkJiaP2Ek/QtnT9k9BUlSJx+SlIPe2iMXtd29bvUff5fyGNTcDcOx4btX6w0FbfWIviv/fhqjI1E7q2ZjgsfXkAeQIRYhYuRfzSEyBPHPrK7kgXc/DVJ6CtLUfGOZdx8OtpCXW0ZakRWIoEsSoa8+5+irusn7o6sbmzHfmd4chvVmLJhSrERkk9veRJWa+txwS7o29Rn4kuhLaEtqGCtkUbu9FRbUXibCkSZg7N2f1idSV6rBZclpqBTLlniMf6UpVej3cb6xAtEuGmrKEpdSq36KBts3MomJ4vnxC0Lf5Sy82CdeXSdfX3QKOta78mjQNtZSZ011r7hxa2wGN8nhgRyQOzlQ9HW/asZ7NrGWozYGYpJNjicONZBqMte6un5Estl35h3rkjLzg3+HwIbcezdfr2TWhLaEtoS2hLaDv+Yy0dgSLgTQQIbb2Jlpu6hLaEtlMNbet3GPCDrR0NUQacHp+IRarIUXvJWGirLtuPsjefg0Amx7w1T3s8A7Xosf8Dy4Obef6ViF10zIjnEAy0tel12P/CA9z5Rc+ahwU33IGeHh26in5F668/cjlcXUWRloP4o05A9LwjRrwG1wJkrMKih1/xaAEy185CHW3Zee647zouhcSCB16EUK7gclay3JUZ6jDMrVNh0TkqxMcT2vr5OBpxc0JbQttQQdst/+2ASedA7nGKIYtbVRv0eKehjsufzvKoe1ueqSyHzm7DVWmZSJHJ+jdvLTGjpdiE2GwxCo5Rjjva9tRZUbvdAJGMx83uHVzGC21dx7BZnOistKCj0gybue8HIpYagi2CFp0pgVAMJETKUNeoR82vBhi6+5LjRqYKkbowDIKxs1F42yzD6g9GW/bHkq9ZfmMnco9VQBE3NhgT2vrdBGPugNCW0JbQltCW0HbMoZIqUAQmNAKEtn6Gm9CW0HaqoW35Rh2+imqBWm4d9gXYXXcZC233PnUPzF1tSF91CeKPOtHjHscAtOr99RAplNwMTd4I+Q2DgbYH//kktNWl3OzRI+99HBKZDGr9wCwnXV0l2n77EV1Fv/VfrzAsHLGLlyP+yOMgVg19hZfNKmazi2MXLkPmBX/2OEas4mRA25LX1kFXU4a8y2+BauY8Lp8ty2ubaJRicUU0FpwZgcTkAWjxKgCTpDLNtJWiW2vm0CwYRaUQw2K1w2A+tIrTBJ+EVCyAXCJAt9YywUfuO1wooG2EWIzN73W4zWf7flMDSnVanBqXgCWRQ8dHTwK2qbMdW7o6MT9ChVUJSf2bsJypLHcqW7TriLOjxh1tXbNs0xfJEZU5VEHHG20Hx4nhcVu5CSyvLys8PhCdKUZsnASlv2v7ZteKeUhbJBsyG9eTWPtT53C0bdprApvxG5cnQXLh2D/cEdr6E33PtiW0JbQltCW0JbT1bLykWhSBiYoAoa2fkSa0JbSdami79yMNPinomynKFiFji5GNVkZD247tP6Hmo39DEhmDwjVPet3b9j93P4xtTUg99QIkHnuq2+0nGm2bNn6Gpu8/4c6F5Z6NyciAUMAbgrauE7UZ9OjY+TPaft0ES09H//mrZs1D/NITEXFo4bL+BchuvA9haVlexWkyoG3DV++jZcu3SFxxOlJXnocmkxGv19UgyirGsoOxmHuaEqlpnr8O7VWAQqQyoS2h7XRHW3sXD/t+7OVmVLKZla6itlnxfFUF96y5KzdvzGeOuy7da7PihUP7uDM3D+JDzy2H3Qn2TGNl+R+j4eBj3HLadtVawd5UEcv5KDg9fNhpTiTaug7O8t22VVigbhz4UZH9jaVNYOkbWFqEiSyHo62uw46KzTpIFDzMOnXozGR350VoO/6tRWhLaEtoS2hLaDv+Yy0dgSLgTQQIbb2Jlpu6hLaEtlMJbW0mJ7Z9341NeW0ev6Y6EtraLWxBsTWw6bXIu+wWMKj0tqjLD6DsX8+CL5ViPkutIBsOexOJturyYpT96xnuMrIvvAbRC5YiTOrZhzt2LWz2bW/Jnv4wSKLjEZaUhu79OyCLT8ac2x/xNkSTYqZtz/6dqHjvZShzZ2HGVXfChTQyuwAnFSdg9klKpGcT2nrd+B5uQOkRKD1CKMy07dhvQWOpEYkFUiTMGshn+0NHG7Z2d2GxKhKnxY+eQ320W/7thlrUGAw4KzEZ85QDOVLLftDB0GNH4ckRCI8XjhvaHvhCA6vRifQlckSlD881EAy0dcXLanCivcIEXYsdsbOkiEobp5XGxhiTDkdbVn3vJ2o4rEDBaeFcOofRCqGth4O+H9UIbQltCW09+1zvRzcbc5xjYyX7sT9YhdA2WJGn41IE3EeA0NbPO4PQltB2KqEte5V0074O7E7thqcreI+Eto3ffoTmTV+A5XSddeO9Pve0kpcfg66+csRFzCYKbS29Xdj3/P1wmEyIXbIcmedewV2Tp2jrCoCltxttv20Cm4VsM+j645K+6o9c7ltvy2SYacuuec8Td0IglmDhw69wl7i2rIT731X7kjHzOAWy8oeuJO9tHEK9Ps20pZm2032mbfl3eujVNuStCENY7AAaPllZCqPdweWyZTltfS37tWp81NyENJkcV6Zl9O+msciIjkoL0ufJkTpHNi5o21VtQf0uI4eODB/dlWCiLTufwxci8zXO/mznDm1Zft3eRitS5kkRmzt0cbrDj0Vo60/0PduW0JbQltCW0JbQ1rPxkmpRBCYqAoS2fkaa0JbQdiqhbWeVBd82t6IyTocVMXE4NjpmzB7iDm3ZAl171q2B025Fwc0PIiw5fcz9jFRB31SL4pceBk8gwrzVT0AUMXRhtIlC2+KX1kLfVAdZQgqXFsFVvEXbwdfZvW872n7bzOXHXfjQPyCQep/XdTKgLbvm3Q/fwiH13DsegzQ2AS6oOaUkEXOXKpFTQGjrcycZY0OaaUszbYM909ZuAfZ9qubu1HnnRXA5VlnZr9Hgo5ZGZMjluDx1AFp96Qs2pxNPV5bB7HDg1uxcqA7lQe9tsqJmmwGqRBFmn6gcF7Td/5mGW/wrY4kckW5m2bLrIbQF3KGta/G2w9NmuLsHCG196RnebUNoS2hLaEtoS2jr3bhJtSkC4x0BQls/I0xoS2g7ldCWzUj63NaMdqUZFyWncrNtxyru0LZ6wxvo3LUV0fOPRPZF1461izH/Xv7O39FbvBuxi5Yh8/yhC3VNBNrWfvw22n/fzKVpmHvbI9wCZIFAW9c+rDoNt+CaL2WyoBnNj1sAACAASURBVG3F2y+hp6QIWRdchZiFR+Pl2kp0mC1YUR6PhfMjkFc49r3mS3xCZRuaaUszbafzTFu22BRbdCo8VoicFWH93ZLltmY5rj193ozVn79qa8GO3h4cHRWNE2Pjueos7c/+zzXgC3k46uKogKMtm8XLnp0SBR+zTh15HCO0dY+2g0F/7tkREAzPLNHf7IS2Y/UA//9OaEtoS2hLaEto6/9YSnugCAQyAoS2fkaT0JbQdiqhLVtl+6PoJphEdtySnYvIQzOVRusmh6Otqa0Z+567r29m7Jp1EClVfvYywNTZin1P96VYmHvnY5DGJPTvc7zRtufATlS8+zJ3vPw/34GIvIIh1+PPTFu/AwNMipy27DpbNn2Jhm8/RNwRK5BxzmVw5Z88sjYGR+ZHYuZC39A6EDGciH0Q2hLaTle0tVuB4i/UsNuA7CPlUKb2qVyL2YR/1lYjTCDAnTn5AemGrn3K+QLclTuwz+IvtbAYHJh3WgR4A2bs9zGdDoDlsmWzbNOPCBs1VyyhrXu0ZY1Q/qMO+i47spbKEZEystoS2vp9y465A0JbQltCW0JbQtsxh0qqQBGY0AgQ2voZbkJbQtuphLa7v1Tj85wmbvXue/NmeNQ7Dkfbg/98knvdP3HFaUhdeb5H+/CkUvWHb6FzxxZEzpqP3MtunhC0Nba3gKVFcFgtSD7pbCSfsGrYqRLaAp58uNNUlaJ0/ZOQJ6Vh9i0Pca9Es1ej5zdE4pjMGBQsIbT1pB/4UofSI1B6hGCmR2jab0R7qQWKSCFmnaKA1e7kbuNPW5qwR6PGCTHxWBY98PaCL/f44G1eqalCu8WMS1LSkBvWl3aldrsB7DX87MUKKDME/h6if/uOCjMa95hGzWXrqkxoOzLasvuD3SdRGSKkLx55UUpC24DduiPuiNCW0JbQltDWk8/14zkaqRRiWKx2GMx2nw/DxjIqFIGpEgFCWz9b8sk9pVgSFY28Q18M/NydV5sH+wsAO9lgf7iLUUqgMVphsTq8il2gKitkQkwVtHXYnNj4fSe2ZXUgTSrHleme5RccjLb/n733gJPkqu79f5U7h8kzuzuzu9IGLYpIQhJJEkgIGYEBg2VMeJj0/PjbBD8M5vGxjW1s7Gf+NjYPsJ8DGDAGE00SwrKQBEhCQmFXu6vNefJM51zpfc6t7skz3T3ds7PhXGm2uqtvVd06Fe693/u756QP7sHBz30Sij+Aqz/0CSg+X7tMDXIh8PTHf7fqJ/cPENzglW+tlLZ2pYS9n/woyokJRLftwo63f2DJc2Fo2xi0tUslPPHRdwsbXvcnf4f/SibwcDKBy8aiuLW3C1e9oHVFdttutjXYESttWWl7MSptzaKLfT/IgBSp197ZASXqCGhbsG385ZGD4kn73Ut3IKC0D6T+PJXAD8fH5gXTrAUK6xrUsemG9nTk6Jye+W4aNL1/y00BxFZQiNJ5rneb7VwNREa2KaUdPPujLBQduPKXo8u+gRnarkHltGCX692u7wjrAtSUKquHNa1YKeRjaMvQlqEtQ9tW3iK8LVug/RZgaNuiTf/7w0+IPby4owu3dve0uLfmNl/vDgBDW+BCgraFaRs/eGYM+/rTuC4Wxyt6+xu6IedC291/+WGUp8fF9HeaBt/udOqHX8PYA/cgNHgpdr3bc5ewVtD20Of/BqkDu4V7hyvf/zEBopdKDG0bg7Zku2f+6iMg9TJdu73hOO6dGMeWqSBeFunFc2+ZH2Cu3ffOeu+PoS1D24sR2p56vIDpEyZC3Qqe/+oupLJlAW1pwOY/J8ZwRSSC1/ZvbOvjSYHI/vzwAQ8Ib9sBcpVQg4KqIWHgSj86N6/gOLXB0tTUoUZExq476vvkXu8227kMbcnk5GaCIP+Ol4YQ6Fga4jO0bfDmbCEbQ1uGtgxtGdoytG3hJcqbsgXWwAIMbVs06vePjeI7YyNiL5cEgnjdhk3wydWwyC3uu97m690BYGh7YUFb6lh/e3QYZzoKeGXfAJ4bbUz5WIO2FKjr+Le+AKOzF1f97sfr3b6r+p3Umk9//Hdgl0vY/tb3IbbzyjWBtmM//RFOfe8roozP+e1ZVS9D26UvW6ONu1qAusG7fg1TV92Ab4wMYyDlxy/p/bj+Noa2q3ooGtiI3SOwe4T1cI9Qyjh49t6suEN33B7G0ObADLT95NHDSFsm3jG0BRt87VG+zn0Uvj5yBvuyGbyspxc3xT3XC8d/WkBq1BSf9YCMDVf56qpjl3u8HNsVkJFUtvX8sNb2sd5ttnZBW9N1YDmARUu4sBxXfLbF0oUNF6bjeL+7gOU4Yh3l2xD1Y5sRgkk7WJBOP1nE1NEKencaGLhi6Vk6DG0beOG3mIWhLUNbhrYMbRtt17f4ull2c3aPsFaW5f2erxZgaNvilSOftiPlEr5y5hSyloWopuGNG4bQbegt7rn+5uvdAWBoe2FB2+HdRfy7exoZv4W3D27BRn9jHWlq3I2Mp/DUn38QVj47A1Pr38GryzH60L04/YOvwtfViys/8PG2Q9vcySPY/9k/E4Xb8pq3oLuOYpiVto0rbQnsn/jWF9Bx5fOgvuYt+JdTJ9CR0/FqdwNuuKNjdTfEebIVK21ZaXuxKW2P/jSPzKiF+CYNm28MoDvmE9B2fyaLL585hX7Dh3dt3romT/DRfB5fOnMSnZqG39q6TRwjGtQwebqCo7/ICeUtpUBcwcZr/Ah2NueeYezZMkb3luALy7js5fVVtnSs/xgfxvF8AZ2aji7dQI/PEMte3QefsvaD/a1C258lpnHf5HhL12tnNIw3bRxaEtpmxy0ceSgPf1TGzpctbVOGti2Zv6GNGdoytGVoy9CWoW1Dr0vOxBY4axZgaNuiqWuByMg/21eHT+NUsQBVkvAr/RuxM9xYQ361RWBoC7BPWxmRoIapdHm1t9HMdkd/kseXek6K7xSEjIKRNZKocff4l7+EkQe+j/DWnbjsXR9sZLNV53EtE0//7w/BzKSw9VffgR233Ipc0US5DX6NyW/u3k/+gfCf23nNjbjk7nfVLef5Dm1LRROpiSw6eiLQ/Wrd810qQ6ONu8LIKez924/CiHdhw/s/hk8fP4JAWcHrspvwgle1LxDRqk5ijTdiaMvQ9mKCtvlpG4fuz4mnatcrwjAC8gy0/dyJEzhayOPV/RtwVWR5/6WtPpJ/ffQQMpaFdw5txYDPJ6CtZbvIlywkTpoY2VuEWfCCokX6VGy4yg9fpH6955jAM99Pg5ZbXxBEdKD+e/Oe8TE8lkose0rkwqHLMNBjGOimpe5Dl6EjpNTfd6N2Wi20TVomvjl8BmdKxZlD6ZIEVZKhytWlJIGAKrUbqA3s/ckgFi3yVdddEg9jpz+8JLSlnT/9zTRcG7j8rgg0v7To1BjaNnq1V5+PoS1DW4a2DG0bbdev/k2z8pastF0ry/J+z1cLMLRt8crVoG1tNz+aGMMjSa9hfmO8E3f09LZ4hOU3Z2jL0FZX2wdtH74vgf/cNIa4ouE9l3rKpEZSXC7hRx9+rwgQRr5ffb0DjWzWUp7JJ36K41/7Z+Fv9rY//3TboO3+z/wpcqeOwtfdhyv/p6e2rZfOV2hL03snhlNIT+VnTjHc4Uf3QAya3pzqrJnG3WO/9zZxvOf8/ifxiTNnxOe3TG1maFvvRmvhd3aPwO4RzrZ7hIP/mUUh5aDrUh2brvFmbZDS9th0Fn915DAMWcbvbdvZwl1df9MHpibw4PSUcPVDLn/mQtva1uMHKxh/tgjb85qAjiENA1f4lwSGtW1IYUtK25UUoXNLR2WgslB689YhyKaElGVislzEVLmCqUoFCbOy5AmRnXp0Ywbo9vn82LyMf/V6FlkNtH0ynRJB3cglAqXbu/vw/I7Vz4roihpI581loe2xn+WRHrEweK0fnVsXz1hjaFvvKrf+O0NbhrYMbRnaNtOub/2ts3gPDG3Xwqq8z/PZAgxtW7x6C6Et7e5ANotvjg6LRu6gP4C7N2xqa2TkWpEZ2jK0bSe0/e59Y3hyUwKXhSL41Q2NB4YZ+fbncObRn6Dr2hdg6+vf3uIT1fjmez7xYZSmxnHZ696Erptua1lpe+qer2HswXsg6waueO9HhW/eRtL5CG3T0wVMDCfhkMNBAL6ggVJ+Vq0d6w6hayACpcEpu8007vZ/5s+QO3UE29/6XvyN5AUD+vXpIdz8yq5GzH3e5mGlLSttLxalbfqMiWOPFCArklBMKlX2RtD23w6fBE2zf0FHJ27rbuwdu9qHPmWa+JtjBIgl/M9Ld6ArZMwobefuk/zSjj1bxMQhD5zSJJOebTp6L/NDWRCvTKhsv5sBDXpd8sIgIv0rK2F/nkzghxNjYr9vGRrCdT0dmM4sPTOG4O1UpYzpSgWTlRIS5QrGyyVUXO89XUvkfuuOnn4RR6GZ1Ay0zdkWvj0yLBTRlPp9PhEwrktvzfVXPWibOG7i5C8Kwq5k34WJoW0zV3x1eRnaMrRlaMvQtpl2/ereNCtvxdB2LazK+zyfLcDQtsWr98DXJhEb0NF5qY65s9io8U0+25JmBWFVxa9tHMSAsXRghdUWgaEtQ9t2QdtiysE3njmDoz053NrVgxd3NgbQUgf24NDnPwlJ1XD1B/9CKF/PVkrufwqHv/ApaMEQrv/IX8KSjVUfunYetIPtb3kPYruubnhf5xO0LZcsjJ5IoFzw4EQgrKN3sBO6ocA2bUwOp5FOFMRvFE+xoy+KeE8IMsn0VkjNNO4owBsFehu49S5849IrhOLsdYlNuP2unoZtfj5mZGjL0PZigbb7vp9FpeCIYFIUVGoGNsZ8+N3Hn0bRcfC+S7Yhqi4gomvwYH/h9AkcLxTwmv4NeFF/15LQtnZYcpUwvLeI5ElPdkvAtm+XHz3bZ0Hl8DNFTByoNKSyfSqTwndGvUC1r9+wEdfEYwj5tWWh7XKnn7dtAXPp7+Hp6RlVLokCbu/ubdj/fKPQ9plsBj8YG0HJ8dS1L+3qxQs72+O+ph60tSounvmPjDjuNa9f7DqDoe0aPCQLdsnQlqEtQ1uGts2069fircTQdi2syvs8ny3A0LbFq/f9v/MUFLJGygwDvdt94jMlavB+c+QMDuc9v27Uabiyjf7bGNoytG0XtE2eNvFv46cwGS7j1zZswo5QfX/MVjaNPX/9+7AKOQy85JXY+LLXtPg0Nb/5vs98DPlTx9B/062IXfG8hnYgaxpk3QfFMMTSLuaw92//CHa5hL5b7sTgy1/f0H5qmc4HaEuqsMnhFFJVVwiqpqB3Uwyh2OJgc5WShYkzSeSrajBFldHVH0Wse3lVVzONu8Sex3Dky3+H6LZd+OltvyL8JL4quQGveEVfU3Y/3zIztGVoezFA26mjFZx+sgjV8FS2c12jHzbz+PKxk6J+oXrmbKS92TS+MTIsXAq857JtK0LbWnkoSNmZ3QVkx22xSgtIGLjcL9Sfe7+bAXkKuPTFQYR7l1fZHshlRZyDuW2/drXZnslkcP/kuBjwokSK25f19gk3CiuletCW2qzfGjmDQ9U2K6lqf3VgsK2BdetBWyp/zbXGJS8KCl/DcxND27V/ahjaMrRlaMvQtpl2/Vq8lRjaroVVeZ/nswUY2rZ49Q4dzGFsf3GmcS+rED7c+nb4Z6YEPpSYwo8nPX9mNd9qLR5WbN6uDkArZVnvxh0HImuPT1vy0fc56ThM1cV7t25DTKuvgKoB046t27DtXR/G/AmcrdxVjW9L0+xpun07UnjrDlz2rg81vatzHdqSK4TJM0nYtneFOvpC6OqLQqqjni3mK5g4nUSp4IEBTVfRvSGCcDywyEbNNO7KySns/osPQjF8OPLfPyzcybw83Y/X3Ln2vpCbvrht3IChLUPbCx3a0uAQqWytsouh6wLo2DK/Hvn7k8cwVirhzZuGsLXJqf2rfRQt18UnjhxE2XHw+5fvQlhRRSCyRlJ2wsbw0wUU057ilAbkyT1CoEPBjpeGlt3FsUIeXzztBfW8s6cPz4t7PmDb3Wb7RSqJB6cmQa4MKJFro9t6etChLe3CYCVoS2UmkQGpeinRbBuaddPu1Ai0Hdtfxui+Erou0bHpufMHFhnatvuKLN7ferfrO8I6CmUbpYp3L57tFPIxtGVoy9C2mXb9WjyjDG3Xwqq8z/PZAgxtW7x6NZ+2haQtGpmZUa/xTL7cqMFJUwNJcXKkkMfXh0+LjkO/4cOvbxpsOSpwuzsAqzHFejfuGNq2B9ruezSHr8dPQYWEj+y4rO6tcOI7X8bEw/dBDYTwkj/8c6TdwLpAWyqoMnkS6alpFPN52MUC7FIRFi3LRVilIpwSrSuJz3apACufXXR+5Nbhivf+EdRgfYXxwo3PVWi7lCuEvqEOAV+bSdlUEZNn0jAr3rvN8GtCpesPzaq6mm3cPfkn7xXXYew3P4KnymW8JNuLu+9o3I9yM+U/V/IytGVoe6FD2xpsM0Iydt05/11Kwax+nkqgQ9fx21suPauP5Q/GR/F4Konb+nrxst7ehqFtrZDkLoHcIphFb+DrkheFEOlbOljjyWIBnz91QuR7SXcPXtQx62poLdpsFDvhsWQSP01MomR7cPnqSBQ3d/UsGnxdCtpWXAc/Gh/HE+mk2JbUta8Z2Nh2d141WzYCbQsJGwf/KyeCwZFae25iaLv2j856t+sZ2kroCBuYSJXW/mIvcwSGtgxtm23Xt/tmZWjbbovy/s53CzC0bfEKLgxEVso4GNlXAgXioERTA7u26Ojb5UNOsfCVM6cwXikjICt4w8bBhn2RLVXMtegANGuO9W7cMbRtD7T98UOTeKh3Ehs0P96xdcuKt8H07kdx9N/+r8iz850fxI7rr8FYorhu0LYzYiBXNJsOREbQUEDcUlHAZyPemB/fhcY516DtIlcIuoLejUu7QmjmeU9O5jA9koFdBQOBsIGejTEBcZtt3JEfZPIjnHzTb+FRzYcXZLvwljuGminOeZeXoS1D2wsZ2pK6llS29P7Z+oIgogOzg0MEawnaUnrz4BC2+psLoNXqwz5WLuPvTxxFVFPxkV27moa2teNPHi4jM24tGSCL8oyUS/iXkydAIPT58Q7c3jPf5ctattlIEPDw9BQeTk6D1MWUro/FBbwNKh5gXghtCTB/e3QYFLCN0gs7OvHSNQ4O1wi0pbJQsDer5OKyO8LwReSZW4ChbatPQ/3t17tdz9CWoW08rKNUtlFcJ7X1erfr6T1H70pqN65XarZd3+5yMrRtt0V5f+e7BRjatngFF0Lb2u7KWRej+wpInp6dhte5VUf/Lh++mxoG+SSjRNF4r4jMVxI0WqS17AA0Wob1btwxtG0PtP3ag8PY35fGdZEYXtG//DT14sQo9n3qj+CYFWx6+a+g/5ZXQIzIn4fQttF7vF6+9W7caYoEatxMpsvwXCGkZsBqR28YXQMRSNRbb0NyHBeJsQwSEzm4jgcGyF3Crl29yJRMVFfVPdLI/d/FmR99C5k7X4+f9Q3h+nwn3nH75rrbnc8ZGNoytL2Qoe2Zp4qYPFJBICZjx+2zKts9mTS+NTosHt23XboVW3U/zKqrlrP5PH/2+FFMVMp4+9at2Ki1NygsncdkpYJ/OnlMzKa6JhrDq/oW16Nno81WcGw8ODmJx1IJYV5NknF9PI4XdXbDr8joi/sxmijiRxPjeCQ5LfLENR2v27B26tq517lRaHvq8QKmT5jCl3DvZbPuHhjarv1Ts97teoa2DG0Z2jK0ZWi79u96PsL5ZQGGti1er+Wg7Qy8LTgY21tCohqNmNZ3DGkY3lzEfybHRbYtgQDu6htY1g/ZckU8Gx2AeuZZ78YdQ9vWoW055+BLe0/iTLwoOprU4Vwq2ZUS9n7yoygnJkQQqR1v/4DIxtB2fadREbTVJAnP7htDKV8R14RUsH1D8aZdIdR73mu/25aDyZE00tXAZrS+bzCGaNfyfh7n7jt9eD8O/tMnkLnqRvzsuS/EFYUofuu2sztlutFzbVc+hrYMbS9UaFsuONj/fc/tzPaXhBDs9JSdtSBg9PmVfQO4Y6gPqWx5XaAtuUcgNwmD/gBe2t0jlu1KSZOA7XHhD5YG4Wkwfql0NttsacvEA5MTeDqTFkUxZBkv6OzCc3vj+Pyh45iqeHXFTfFO4cZBbdPAXj2bNgptU8MWjj+cR7BDwfY5/oMZ2tazcOu/r3e7nqEtQ1uGtgxtGdq2/i7nPVxYFmBo2+L1rAdta7snX2hjz5ZAkZVrydpq4/FYEpNWWay6Id6BW7t6YdQJEFTb/mx2AJYz03o37hjatg5t0yMW/nnyODI+E+8Y2oINvvmBP2rX/tDn/wapA7uhxzqF/1el2ullaHv2oW2lZKGQLaOQL6GUN2GWPUW/2qQrBF1Ow5CnoLlJODBgSwHYrg+264cNHyxnZbBRKVuYGE4jnyqK4/duiiPWXX/qM/kYfuKj70amsxc/e9WbsaMYxu+8dHuLb+Nze3OGtgxtL1Roe/yRAlJnTOESgVwjUDqYy+Irw6fF55f39uGGWAe6Y751g7Ylx8FfHD4w85Lo1Q3c2Nkl/L+2kigIGAFbcjGwMxzG3QOblt3derTZps0K7p+YwP6cN7urlmKqhtcMbGgrvG7Ejo1CW3KzsfubXpmv+OUIVN2bLcLQthErt5Znvdv1DG0Z2jK0ZWjL0La19zhvfeFZgKFti9e0UWhbO4xZdjG2v4SpI7PwdvzSEnYHkyi5jvA9dnt3H66K1u9IrEcHYKG51rtxx9C2dWg7caCCz0pHxKX9X9t3iumUC9PoQ/fi9A++6nWg3vfH8PfNKolahbaKVBSQcLVptT5tV3u8hdudDfcIxXwZxayJQq4E+kwd2oWpsy+Mzv6VXSFIkg2fPAlDGodPmoIseb4MV0q2a3gQ1/XDgg8OArDgh+P4xNJ1FaBk4uB+b+YABTuLdtZXse35xIeRLuRw/93/AzvlMN5/I0Pbetditb+fC/7RemIMbS9EaEtBWA/elxO3JgUfoyBkxwsFfOH04mBcrULb5L4nERgYghHvXNWjUFFdPDg+gV9MJ4XfWUoUX+C6WBzXd3Q0HRyWXBF87qSnWr0kEMSbNq3sl3s922yj5RLunxzHkXxe+Lq9vad3ybp+VYZtYqNGoS3t8uhDOWTGbWx+XgDxIU0chaFtE8ZeZdb1btcztGVoy9CWoS1D21W+wHmzC9YCDG1bvLTNQtva4Shox/hBT3nrWEBFdXB4awZHfXmRhdSONJ2w15iN0L6wqOvZAaiVZb0bdwxtW4e2Tz2RxndCw4hBw3t3bFv0ROROHsH+z/6ZWL/ldW9D93UvnJdntdBWk3MISYchWUkomoGMcxnKTkfTT+SFBm0dy0UhX0YhW0IxV0GpMDvAUzOOLEvwh3T4AjoiMR/6esJI5Bbno/xkZ59EoHYCuuxFCK8lx9VRdHrguLPvGVkqQ6E/lKBIpbpg13FVSEoIR4eHcPqkLXbdNxhHtGtlxe3Rr/4Dpp96BPf8xgewMxTG+69kaNv0zd/gBgxtIfw+V0wbhbJ3j57t5NMVXIjQ9tD9OeSnbXRu0TB4XQCnS0V88dRJmBSMq6MTt88JbLVaaFscG8aJ73wJ2WMHxWUjX+obXnoXZG359tFS1zca1GDZLpLFCvak03gkMY2EOfvevDwcwQs6u9G3Qrurtl+Cvp8/eQIEQwd9AbxpcLAuBF3vNht5QPAFVRRzs7EWzvZz0Ay0JR/J5Cs5tlHDlpu8gUCGtmt/xda7Xc/QlqEtQ1uGtu1os9G7jBNb4EKxAEPbFq/kaqFt7bC2CUwcLGHiSBmOCSQDFTwzlEJK8xRw5F+UlLcUQGJhWu8OAJVnvRt3DG1bh7Y/fGQcP++YxnY9hDdsGZx3m5m5DPZ+8g9Ay85rbsQld79r0X3YLLTVpRRC8hFk0xWcGe1AKhtCwF/G1k0TCMd0ZOydsNz6U+xrBVlPaJtNFpAYz6JUMCErEmRFBgFVSZbEUpZlsY7Ey/RZoTyyAknBTF5ab1k2igRp8xWQ64OFSdMV+IIGAiEd/pABw++pjijNDURG30lNa0gJT00rTwnwOjdV3CjKbg9KTjdMp7EgiKpc8CAuCOiWILtFyDJB3Rrc9Vy8HBm9DKdPev4s6yluxx+5Hyf/40u4/03vwZZ4J0PbFuuilTZnaMvQlrwu9cS9oJHtStkxC0d+khfvt+fcFUFCquCfTxwXKtalgnE1C22tQg6nf/gNTD724KIiq6EIhl75BnRedUPDp1ODtvk579gThQJ+npzGgZznk5cSDZrf2NGBy8NLz3iyXBefP3UCw6Ui+g0f3jq0GfoSM1TOtTYbQdtaILKGjVbNWE5OY/ShezDxyP3Nbroof+eV12HL694OWV8ZupNbsb3fy0DWgKte7V0LhrYtm7/uDta7Xc/QlqEtQ9uLG9pW8g7cHKD6ZSiNdVOWfK8xtK37uucM55EFGNq2eLFahba1w9sWMHWkLNS3dgU40ZnHgb4MKoojAkjc2t0jfMLNTQxtAYa2rUPbL/70FI5153BLvBs393TPu8f2f+ZPkTt1VLhDILcIS6VGoa0hJ+BzjmJqSsbwWBzlymxE6Np+Q4EStmyagD8cQ9bdDlJx1kvrAW2ziSKmRlOorJFqzxfU4Q/qCIQMAWkVdfGgTc0uBG3jIQuF3BkYmICheBHBa8lxFZSdbg/Uut1w3FngW8+2jf7eHz4FqbxfZD82vAUnT3vQvW9zB6IdS7tKyJ85gX3/54/xs9f+BgY2bGZo26ixV5GPoS1D27WAts/em0Up46B3pwHfThn/cPIYSrazbDCuZqDt2E/uxZn/+g84JW/Qqe+WO7HxJa9CcWIEx7/xLyiMnhLrQ4OXYstr/xv8fRvqPhlLQdvaRlnLwmPJaTyVTomAYpTCqornxTtxbTQ+b+CcXD+QC4guXcc7hraKNlojSYMJKTONSqSvkextHjXQSwAAIABJREFUz7MaaFuaHMPwff+B6d0/b2t5fL0D2PHW98GId6243/33ZlHOONh2SwihboWhbVuvwtI7Y2irikH3TKG++6i1uByqwtCWoe3FBW0L0zZy0xZyUzbyUxZoNnIt9e7UMXDF6hSzDG3X4g3F+1wvCzC0bdHyj3zun+Dr7kN819XQo81P7V54eNcGJo+WMX6gjIJtY39vGqc6CyIbdRBe2T8gpuJRYmjL0FZXW4O2ZsHF/332KKZCFbxh4yC2B0Mzt+TJ73wZ4w/fB9nnwxXv/eNlO1f1oK1PngDKpzE+amBsKjazf11XEOsNI9oRRCaRx/RoGpblVdThYAFbNiWghXuRs7es+JSeTWibThQwPZKBWfHUsIoio29jDJGogXxp/rRr1wUcxxF/ruMKP7SO48K27XnfHdsRytxAkACtp6Stl3Q5BVIsa1ISqmRCkxLzNrHcAEpOjwC1q3E5Ue/4C3/v6/Ajkz6JqPw0JMnBsTObcPKMp4zq39yByDLg9rHfexsev/216Nx+OX7n6suaPex5lf/Jh1KiURru1RDuURCIe4rks5EY2jK0bTe0TZwwcfLxAhQd2PhyP/759HEBO3eFInj9hlmf53Pv70agbXL/Uzj1va+gnJgUm8YvvxaDr7h7Uf0z+fMHcOqHX4dd9NpH3TfcgsGXv24mQOZSz9VK0HZu/j2ZNB5LJoSStpauicRwQ0cnHpiewIFsFh2ajrcNbRFxCOolmqky+uA9mHzsIdhlb5+BgUEBmoP9g8JPb3BgcMWy1ztGI783A23zZ45j+P7vIrX/6ZldRy69DAO3vhKRS3Y2crgl8wStNB792/+N4sSoON9tb/z/QPtdLg3vKWLiYAU92w1suMrH0HbVlm98Q4a2DG1Fuz5ZBLVj1yMxtL1woS0J0wSgnTRBsDafoD7R/LuMfOP7QwqyUxZsy4UvImPLTUGxbCYxtG3GWpz3XLcAQ9sWr9C33/mGmT0QvI1uvxLRbbtEo1bWFisJmzkc+fMaP1DChFTGnoEU0gFv1Pc54YiIxtzp0xHya5jOeFOT1yOtd+OOlbatQdvMmI3/M30IpurifVu3Iap5KszEM4/jyL9+Vnze8RvvR3THFcveXstBW78yhmJiHKPjfmRys2rLQFhHR28EwYhv3j5d10VyIo/psRScKv+MhvPYsikFBIdQtJdWJ50NaJueonIRrPUKpuoKOnrDiHUFxTNIyoh0fm1UGeSaQJPS0N0kNIK18vwo4DUjlu1OlNAr3B60EthtNe8RgrYTySIU5NChPi7cJhw52Y/To17AoIHNnQh3LB4p3/eZj+GRwW0IXHY1PvC8q1dz6PNmm299bwSFhI1YoRpQRwWC3SoivSpCPRr80eYao82cOENbhrbthLbUwdr3gwxo+nrnNTq+JZ9ByjTFoB8N/i2XVoK2C/3WBvo3YeiX34jw5uV9XVuFPE7/8GsChlIiCDh456+i+3kvXrIIjULb2sYj5RIeT0zj6Ux63v6iqiaAbURdeSYIqVRHHvg+pp74WUOPqxqOIti/Cf7+TQgObEKgd+O8oJ8N7WSFTI1A2/Th/Rj58Xdn/AfT7gicb3jJKwVobjWRT9tEMosDX/w7pJ71gPCmO1+P/pvvXHLXuSkLh3+cFwHuKNAdu0do9QrU33692/XsHoGVtquFtpWCg+QpE8lTFUiKhMFrA/DHmm9bnY0Awys9iedCm63WrndaBPelrCP83ucnTdD7vJybv0PyLBToUBHslBHq0hDqVKEYXpstmzLx7INZAXYp0cAdDeA1mhjaNmopznc+WIChbYtXafe9P0LqwB6kj+ybmcZX2yWpB2I7rkB02+UtNbwpWBkpbw8Fsni2NwNTcaBCwkt6e3HXYP95B22T5Qr2jKRxKJ/DmFKEIwOaI0GRJKiQxVJTZKiyBFKSqrRe/Mkg1760rK2L+XUEFRV9mg+dLULy1dwKIb8KSZKQXadpVK0qbQ8/k8OX9VNQHQkfucxTu5ACZt+n/giOWcHArXdh4x2vXdE0C6Gt7owgNTGNsckwTNPr1EqSK6bJx/ti0I2VlUmkRk2MZZCcyMBxJLF9PJLD0KY8LP+2RX5Y1xLaJidzSIxlYZleg4HK3tEfnTflv52NO0myoBOglVPQ4KlpZWkxDLYdPypuDCaicKQ4gsEeTKbXb/BmbuNOliroVB6HJmdx+EQfzox50183bO1EKDYf3J74zpfxk1IZuPxafOhFjfumXM2zut7bfHrPEezJEXyX0ZUz0JUx0JvxwW96zwMpFkPdWhXiqvCFm+9oLHeO50IHoCfmQyJbFoGg1iO1I6hFK+W+kAKRTRyqYHh3EW4YeHj7BKZNE1sDQbx509CKJloK2pLf2lM/+BqmfvETsa0WimDjna9D97XzA16utOP88Amc+OYXQEtK5M5ny2vfIlwnzE3NQtvatgXHxlOpFB5PJmC5Dt4+tAXxFdobueMHMfzAPUgf3DNz+OiOKzH4kjux8YorRZstf+oYCmOnkR85hcLoGRRGToo6d6kU2LgZgd4NQo0bqCpzFd/8Qc9G7s2VoG1y35MYuf+7yA+fnNlV17UvwIaX3AWjs7eR3TeUZ24gMjremR99y6vjL78Ol9z99iWDy+3+dlrEfHjOL4XhDyvojTd/7g0V7hzJlMiUUTIXSM/OYtkY2rLS9nxS2pL/0+RpD9QW04ufm44hTUyv1/xef6KR1M52fSPHW5jnXGizrRbaEpgtTDnITpnIT1vC5ePcpAdkBDsVBLtUBDsUBDqW7hPObbONPVvG6F7PVRK5ydl8Q7Ch68nQdjV3H29zrlqAoW2LV2auT9vcycNIHXgG6UN7ZzoPtd1rkRhi2y5HdKcHcRVf8/5ZkidNnDhYwNPhJE51eFMCKW3WAtgeD2NrMITeOoEdWjzdRZs32rg7ningmfEUjlVySKtrE7nYkCVs9AdEEJHBQBAbff6Gfc2t1i7nI7QlH4SJE2VMnzQxopXw6JYpDMCPd+7YArtSwt5PfhTlxATCW3fisnd9sK5patDWKZxBYjyHqeSsiwVNc9HRG0WkMywCdTWTHMvF1Fga6cksHNfbtjOWxcaNDkzfVhC4FOsiBnJFE+U2dXJI8ZuazGF6LAvb8hqAPr+Gzv7IDHQkMGnI0zAwBZ8yBRlluK4CV5Lhut4fRecR6yDP+8O8dfQ7DViUBaxVpfwiE9E+KHhYxYnDRAwVJwYHywcia8bG7cq7sHFHLhJi8h6Q2vrQsX4MT3iK24Xgdvrpn+P+3Y8hf9UN+F8vvbldxTkn9/PNo8P4yeQkCADNTRFbQ3faQEfGQHfegGp797rqkxDuVhDu1YU7BT24eoh7LnQAGNoqCBgKEtmlwdxa37TtUtpS8NR930uj5Dp4/PJpTLkVbPL58ebBIWh1gnEthLajD92L4ftn/db23/JLQtFZL0DVcraaevwhnLrn6yAQLOqGq27A4F13Qwt7bnlWC23nHi9nWwgpSytsk3ufwMhD9wggS4lmWxH47H/RywT4rOfSiurdwvCpKsg9jcLoaVTS813f1Mqixzo8gCtUueRiYRBGx3yf9AvttBS0nXriYYw88D2QKliUWTfQc8Mt6H/xHTN2a+e9ORfa0n7Th/fi8Bc+Dccsw/Nz+34Yca++qKUTP88jecrCxmv86NtuMLRt5wVZYl+NtuvXqhistGWlbT2l7QyoPV1BMTULailoYWyjhvgGHelREyR6okRVU892HX27fA31RRjaAo1AW/I9m5+0ZvzR0myyhSnQqQj1bLDLW1LbtpG0cKC9kHJw/JE8KjkHVAVvuCaAzs0rx+hgaNuIpTnP+WIBhrYtXqnlApHRtD1qjCb3PSWWNb9rtcOFBi9BdNtzEN1+OUJD89Ug9YpEI4r7j2TxeGx6xmXCzH6h4BJ/CDvjEWwJhkAgcy3Tco07AhMHE1k8k0jjtF2AJc+qqwhK9JZ9uMQfRl90dpqDWXJhlR2YRQfic8mFWXJAYktbcuHKrlg6tJS9dZbkIBs0kfabKCqLK4suTUefz4eNgYCAuAR025nOF2hLI52JUxUkjpdBFZ8tu5gOlnG8O4/xUAnXheN4xUA/Dn/p06COJw0yUOAxNTALYJezm1oaxfHjBRSKs9cyGHQQ7+1EMOYFpGol2aaDqdEkUlOz/gW7OjLo26DC1rciHg62BdqSwjc1lUdiNAPb9hqB/qAhYG04qkCXEgLSGsoUVGl20KSVc1tqW9OJzKhoCdBa7so2pEBk1Lg5V5S2c88pLB9CWD22LLgtT4/jx1/6LPJX34Tffu2r223Kc2p/48kSbMfFRKWMo/kcjuZyOFksgCLRz009FQNdaQOdaQPxwqyLHVInhHoURHo0hHrUhlQGtf0ytGX3CO2CtqSwHT1Sxs+2TSJlmOg3fHjr0GbodYAt3Ys1aDvxzJNL+K39tUWwbjUPMLW1Tt3z7zMuEyRVw8bbXoX+W17RFmi7VJnIv+7Ig/fM+OElSNz3ojvQ87wXzxugrwdtl9q3XSoK9SspcUmVS24kakHYFuYnSBzYsBmB/o0Ikc9cArobZ33C16DtyEQGE489iNEHfzgDhamu733Bbeh7/m1r6lt3IbSlcyBgfPBzfy3st5SfW2rznni0IAavdtwaZmi7mgejiW0Y2rLS9lxQ2qaLJlIlEyXbRsmxkS/YmJqsIJU0UazYqCiW6FtamgvX78IxAEt1RDBMyh9RNVzhj6HzuA5r2GtnqYYkVLedW1aGfQxtl4a2JPqhQGHkazY/aYPcUcxNBGRJQRsiJS2B2s76Pt+XezUtNTuKXDMNP13EZBXGR/pVbL4+KNwpLJUY2jbx4ues57wFGNq2eImWg7YLd0vT9jKH9wklbvbEoXk/UyOV1LfRHZcjtuNKMT2wkZQfs3F8NO+5GfAVMRlePD26TzKwLRLB9mgIG/3tBZZUxrmNu5FSCQdSWRxIZzCJ+WWJFzRssP3YEY1gx8ZwU8CBKgX6M/MuKkUH5ayNMq2j7/nZCqOsOkj5K0gFCOJWxOeStniqTC8M9Gl+bA4GMRDyoyCvXvnrNxT4FQURd2Xfdo1cz9XkqeceIT1sInHKROqMiYzPwmS4hIlQadG98sq+AQzs+TlOff+rohjP+e0/QHDD5mWLZBenkJlKY3pahe3MVsodnTYivX0wfI37HGr0vMmfbGJ0GqnpWaVaT2caQ1tiKCub6iptKRAYqWgpKJhYuoDrOLBtF8V8BYnxjAgWRikYNdA/QKAnAUOaXtKPLAX4qqALstop/OwtDES28LwkWJDgiD9IdvWzLVxHkDK3pqZt1B61fOcytKUy+pVRxJXdOHBsAKMTXrDGuYrbJ/7w3Yhu3YkX/86Hmj318yp/DdouLDRFoT+Sz+BYPo+x8vz3JrlS6C0b6Ez60J0yZlwp0D70kFxV4lJgM1V0RpZLDG0Z2rYD2pIP293fz+DRrZOYDlZEcNR3DG1teEaLrzCJp//1c8gcPSBuVVKKbn71GxEa2tb2Z5nA5vFvfWFG9arHu/Gcu9+C2M6rkC+tvs6vFdTK5zD+6P0Y/9l9M8peOp/+W16OzqtuXPJ8VgNtlzNMoQpw86MEck8jd+bEInFAbVtyFyHcK2wYREB1ceS+H86UWYvGMXDznei+/sUtx2Fo5CIuBW1pO4LTh//1s8gc3it2s+mXfhX9L365+EyuEchFAqVrXx9DXye7R1hoa2q7EFApZ712si8kwRdVhC/gZhNDW4a26wVtqR/5dDqJfdmMCMbdrrRFC6J/2I+uMa9vQu6nBq/1i7gCS6WLHdqSaKojZGB0tCgAbW7SQj5hiXfx3EQBdcnFAdmRlq3MCFt4HVZyaZWdsHHi0TxI6Utt3803BBDuXXwtGdq26wni/ZwLFmBo2+BVyOYKsGwb8Wh43haNQtu5G9EU9MyhfUgefAaZQ3sXTX/z925AbMflIqjZSlF153YAyNF3etLCsVQWJyp5jPrKyPrnv10JAAyqAVwWj2JHLNRQ1ON65smoFu47NobDhTxK0mwF66vI6Mn6sFkJYmd3GN0bDah6+1W/FIhsKlFBPm3NQNxS3oJVcFDOu8iUrBmQm/KVhTJ5KZBb7zwb+b1T09Bt+NBjGOg3/Og0DHTrrQWjq3fcpaBtIWkjcaKCsTNljPtKQkk7Hi6hsgBgD/h8uDQYwiWhEDrGR7D/s38mDjf0qjei9/kvXXRoyS2gMD2OqUlnnqpW1yx0dksIdg9AUVYeva53Po38XinbSI6MIZWcVSiGghXhQsF1JJDTfMempSwiktZcKzSy73iHjaENCcSD44uyE1QVoNbtFstaWu/G3bkObclOupxGh/IEDh7twdiUN1V5wyVdCEV9OPjPfwVFUS9aaDv3RqNOytFCTihxCeJmrflwKQINPXkDHQlPjUu+qGvJiMiIdKui4UqBzeY+igxtGdq2A9qefLyA70kjmApX0KHpIhhXUFlZSUNT/pP7n0b68D4UTh+DWchDDUWwqUm/tY28v5fKQ0HAaDCy5jKh57k3Qov3zM8qy1B0HYrugyz+dCi+AGRN89YZBhTDB0U3UMmmQG4dJh/7CVzyFUH+WHddI1wghLbsWLGY7YS2Sx3IyqZRICXu8Enkxk6hND4iXCwslXxdvcJnPblvOJtpOWhbK8OpH34NYw/cI752XnMjLrn7XeLzoR/nhcJr+80hbLus/gygs3lO7T7WSj5thWAh64Da/MW0LUQM9Jkgy1KJBPAEqHxRGf6I5i2j8opwhaEtQ9uzCW3J5czTqTR2Z5KYqsyKMhQX0CxFuIyiuCeqJQsXQ+GAhhjdy6oiBgx9ioygooFmEsxNWcvE7lQKRwuzbsf8ULAx4cfGqSDCJa+9tOm5/kWDG+vdrreLLgKqioxpwgg0P/DS6DuJIGwhbaGU9t4n5BO4lFnsh5b2R314Us5SsLBglyyChzUwwabRoizKVy8OAVW/1CYhcRKlji0aNl3th6zO3ggMbVdtft7wHLQAQ9s6F6VQLOFDH/t73P+zp0TOK3ddgk997D3o6oiK76uBtgsPWRwfQfrQM0gdegbZY4dnOgKUT9YMhLfu8AKabb8c1NCupZU6ANSAm5wsC+XrcZOUuCWYVAPOSXFHx0bZL5SHJlxYoKUjXA5UaFn7DhdlqX5QhO6sgZ6cD1uMELb0BxDboIH8C61lImibKZqorODPlGxBilxq7JJaN1UwMWoWMemWMaWUYM5x3bCaspZ1B3l9eeVOpKgiVNYQKWkIlzREyhqC5fkdXS0gQfPLolKk6SU6fTZk6D4Jql+GRuuW8GlZg7Zj4yUkTpg4OJ7BGamIiVAZqeB834kBWcGloRC2h8K4JBiCT/YaAmYug72f/AOxpGAg29707hkzUGAsOz+KxHgJ08n5Su14rIJYdwhDQ0MYSxTRSHghy3aQzJSQSpeQTBfF50yuAkNXEApoCAV0REI+BIPe53BQh0rR55ZI5ZKFxJkRZDKNNWhk2YYsu96f5C2pkUcwIxQoYvPGCfiMWZuZbghlpwsVtxNlt0P4p10qnc3GHU2vz2TLSGfLSGWLSGfKSOfKKBRNofYlv8EKAQhZglL9TOtksQ5QFFrKIM5C62TJy6dpKoI+DSGye9AABU1qJjXi+4r89nYov8Dho1GMT8+C2/QvfoTimRMMbZcw+GS5gmOFHI7kczhRyC92peAaoPdufNJAR37+ABFFTBaBzfpURHtU9HT6QGrf9Urs0/b89GlbmKaOnI1S3sYPCmMYiRURUTS8ffMWRNSlVUqkpBWg9tCeGV+pdN9pgSB6brxVuCpoxG9tpWzBLFsQyxItTciqDJ/fgOFToftVaHr9WS6k4jx97zcw8cj9bbv9ye1CN/mrvfnlMDoWQOBljrLW0Ha5kyP3CjW3Cm52GpErb0L8Oc9tmy2a2VE9aEv7Sj7zCxz9938UgdnIZ+/2//ZepCaCGN5dQt9OA9feEm/mkOdd3ulUGclJE2UCsxkPyhKcLRRs0Va3Fc81GLkJM2UHDn2n9kzQhaPRXB4XYUtFIKPAl166LpcUwB+WYUQV+KMqAlEZNPBHbngY2jK0XWtoa7oOns1mhaqWZhvVEgHa/rQfm1IBEbCVUrRfRWzQQGyD0pA/2oUPPA1+P5VJ4alkEilrVswULWgYSgaxMRlA72YDGy73z0yzPxvtetcGitVnu0R1bO1zzgH9NjeRmpQCqVHfUAt4z6nmq34W67CibYQSP+WI4xVTtgCzBGhXGuwJd2rQwxJCFDCsUxGzu+amsuOi4pDrCgclEqNNjiGXTCCbTqCQy6BQKkCWZPg0HYZuwO/zwx8MIRAKIRCMIhiNIxCOQJflJd0r1YO2tbIkTpo482QBtgVhl803BmbcMjC0Pe+qPy7wChZgaFvn9vjHL38fX/vuA/jipz4Cv0/H//i9v8aWwX78yQffJrZsB7SdWwTXMsXUwdQhcqWwG+TzcW4y4l2I7rwS0Ut3oWfXFYhEQyIScb1kl4GjEzkcSedwws5j0ld/m7mVqGbLUG0ZGo14ilFP+i7BsFV0FHVcGg4hvklDdEBdsuIglQv92YUCrGIe5PPXKubElDi3hSkwAUOFRZIyzQ/FTxVuACot/QGhlGnE1QRVZuTz1a64sC367ILqdcd0YJuen13LdOFQHovWVfOK32ZRJbllyPpMZHUTGb+FrGGiqC8/vYcaDOGyiv6MH2TfRpKAcgR2dQmyLkHXZSSsMo5beUyGyqIxPzcN+gPYFgxjayiIAWPpKYX7P/NnyJ06Al93Hy5/zx+KgQLZnkJ2OompCQWlyiwM8vssdPZo8Me7IVO4ewC1QGQLoW2uWEEqTXDRA7QEavPFBXNrGjhpAXSDugdxQwbCAe8zraPf/IqMQqEA2zUhyyZUyYSqWJAlC4pchipXoEgVyDBBAcRqy4WHpsBmJbdTuDwgJa3jNqaSXqvGXUrAWQ9wZ3JkxzLyhbMTxEhVpKrNDQFyCaQLmwc0BPyLR2IagbZkb0myEVeexpHDPkwmvYGvni4Z8ZiBgS0bG7gbzt8su7/3PaSOHoQaCApf0d5fEKo/IGCW4qfPQdB05eXSiUIBR/NZHM3nMVqeD2BVSBiwfejJ+hGZ0BEqze+sdw/qUEKLZzsQyJdUCHUCBXdQVEl8V1QZ8sx37zdKFCCQFO002Ed+oMnbh+OQqxH6o3UAjeCIzzaEKxJSvkf8KrIFCxYNsJF7EqGGr7orsWt5gYJroQAHeVjISzZykomCZKEg29AgISxpwlddRNMQ1TVEfRq6g3rdaXmNdgDW6g6jgZBzORAZuT4gQFRM2hjNlDBeKWHaLSPlJ9c6JsrVmRo+R8a7Lt2KuDb7fqS6Pbn/KSSf3S1mEVFQqVqiNkvHFdcitusabL36SvEeM6tuaOgemQWzNiolE2bFhFm2Qe5wGkmSLEH3qTD8Ggy/DsOnCaCrLjHwpBcSyI6NIp/Lw65U4FRKcMpl2GZFtEXsShlO9Y9mRDnVPLW8drkCJRBAv/BXe3PTAWXXC9rW7LhUILJGbFzLY1bo+SXXPhLI7pJESxr4pM+y+EzrV0qNQFvavjh2Bgc//0lUUgnxntz8mnfj5IEB4Svx5tevHHCtmXM6F/Pe+8Q47kuNidgDNTC7sG3XTLl7VANRW0O0oiOQV+BPKDByS8NcamN2bZytK0gwoAUUGEEZRrj9s+WWOg8ORHbhBiIjQPtUIokD+YwYgKglGnzelAqiP+2DrkroHDAQ6dUQ6FfmzRpq5r5fKi+1oZ5MJwQwrsUTkB1gIO3H5kwQVwzG0LNTRzvb9eTej9yWlEgVLwZhSCHvIG/a4hk3FUcMutAAjEUDMGIQxhFxWxRXgkr9bUeCYnufqZtH/XGF1MeOBN3y+o8kkhJQtwp3qa9ILlMIBs91JVhRHXEserdYmgOZwmaEXCAgwTUAW/fKoWgSUqUKyraDskN/tre0LVQaUek0ebEUm9p4LqhloSkKQrqOiOFDl+EXM1jpj2b4LJXo/Mjveb4aCI2u4YYr/GIAihNb4EKxAEPbOlfyde/8Q9xxy/V45xvvEjnvfeAx/M5HP4O9P/6caLC2G9ouLE45OSn84KYP7kH6yLMgqDs39V93E+So14CVDR/0UFR0+rVgSExBXA5alisODoxnMZIviY6wISkwaERMkqGjOuVE9paimUaNcQoIVkjDruSBcgFWuYCAUkapkoGZJwibh00wtlRdFvIwizk4pfVTd1HRJUUTQJfgiBoIC4UPfVZ8fmjBsOff1DLhWCZc01va9HlmnQXHqojvtmkJJbT4zST/Pl7nlKZN0n4pEIik62JJ0yodw0A60oFsOIp0IISUL4i04UdhGYVSqy+WsKTiUr+BLRKwwSpDymU9QJ7PwqS/Qhbki486oZTsYl50jgjUXvW+D0HWbExPWkimZ4NfKYqDeKeLSGcnNP/iaYkEbfcdS4jOeE09S6CRVLVLpXjEh1jEh3jMh2jIJ54jSgSAsnkPTGbzFWQLZeTzpgjetFwiFW5X3I++7hCsBflov+Q6gPIQgKKlpiogIKmqCnTVAbl28Kk2Kq6OsqnDIihvOTBtz9etadmwLFe4RqHf6Jwsy4ZZ/UxL4RyXyu96SlYSMKtCzeopWWWZjkfraZ0ElRSx1c/0GylfaZ8pUiDnPFCbzS0PZ8MhXdgtFjaEHQM+FSG/hlR+ZSBOwdXEn+sKm4rBCscRy4plI5erIF+sCEBsVaHKUnanMtdU0QTRCebuGIoLyfIKl2rersLKQRw75CCR9tzN7LiyBwO9HsS9UNNPP/MpTD31cEOnRyo+D+gGoQRC0OjdJT4HoVVhrxUMYcQXxClJwQnHQUbQ0tkUllUMVPzoShkC4mrW2elwr3SC5JqmqFnCRU1Rs1FSLW+pOSjpNoqqBaex8atFh6GOi8+UEXBVBF0VYVlDRFERIbCra9jUEUC4S0GqbKIhAA9XAAAgAElEQVTiOKjYjliaris6IyYBRNf2fnNc0TGp/Ubfzap9SRViKLKoM2lapiGrMBRJqEV8siKWhqg7JRiKAprhQOlcgrYUbZuUPdmMieFcEaNmGWmtgoxhLZqhUTN0h6OjVzVwc18PugM68iOnxQBz+thBFCfGIBHVp3OVJPh7NyK8ZRvCg5dCj826kvGpEibG0yiTerZki0HSlZKuW/AZFhSVZhKYoo6g97oLFZWyjlJZg2UtA5/I/n4Fuk+HEdChGxq6O/2QFLktPm1XKjfBTdFesAgIW7Aqpqg/HMvx2htwoUgOSO2oVGd9yIoj6iZZdqozQhwoCs0KoaUj8lMeMfFEjLIYcGVDDC7aMOBAh+1635dLy0FbqgNM04ZVoXrOWwpAS9/FekvUh80kqgcF0K22HWszXGhWB5VbVhWhklZ1GZquQNW873MTBZU79C9/OxMHQt/6GuibbsFtb2pM2dxMec+lvN/fM4rv5EYWFUmVJKFIE8o0WYYmy1CXmZ9M91jKrCCzwMVObae0r05ZR9TWEa1oCOYUGEkFRn7lWTak+KNZX6Ro04MSjKAHdEn954us8uW94EwZ2l5Y0HayWMHjY9PYX8wgPydgdKjgYtOkhU0TJcQMC0bQghGg910FhmSDXjm2TDM2vb4VubCh/pWiapCq68iVDf0mXNrojfu6JpXo3mwKT6aSID+6teQvK9iaC+HmLd249NIg0gva1YWSg0LZQqlio1BxULZsEfisSP0C20ZFclF2bZiSg3zBEkHUbAkCzAo4WwWyq23nrPSeUk0biu1AtWjpQnXoeDIsjcRNMipNzqCr905UzArUSgWqRcsyNFnx+sJVV0Jz/VW4NvWjq/ViFfqa1PdRFNiqDltrfFpuV6WMTllGr8+H/nAE/SRmq24/caCC4We8oNXkBuYlb7iw64p614h/v7AswNC2zvW8/s7fxMc+9HYBbintP3QCr3/XR/Hwdz+NaDiIXzx6AEQ1BXhyvQ7FzHd436mLMbuumrf6m0dE6WdvOy8f8Q9ZLF2XFAyz64tTUyiMT6AwPoZyMgmXZE5eRCVIQu5EQY1mpE7iu0xw0ucTClQ14Pc6/X5akrrLD6dUhk0QtlSClc/DLhVEQAuzVIBDS6GQzQuYWXUSCpekqXOS6LBRD6TaQpeqnTexTpKh+kj9ShCiqogVqlgqU0AoNIQ0i/4lU0lzOgduDTR4NpzJVP1II7KVUglmiZQyJdjlMiyhnCnBLZXFOXlMbe4+awUnu1WPS3avRXEnG9acI1XX0TWcDfJO21T3N68fQ/ubs+95eebklwBL1wXMzUXjKPv8cGQFDnVGZfqjRrMER5ZFORxaJyne3lTq8CjeUlJEHsV10Tt2Bh1njiIwQQ396jnRXJEGktOzDV033wFX6YDjzHaaXNmEKSvIO7KAeNR5W6rfVigQ7FsMDDVNRmfMj1jYh3jUj0jYAAHbZlOxZCFXKCObNwXUJbiYK9BfGWadTn+zxzqX8hMMjYYN7y/iQzTsgdqFaS182pYrNnJ5z87ZXBlZYW/6XEHFrK+AI0BuGAoMTYGuKzB0FbqmwEcqOE0Rv0WMFPKTBWRzIcRiJq65fte5ZP62l2Xv43uQTZdBMn4a+CGFn0PvqUrJU/kVC7AKWdi5DEn5xQCSa1F+GjCqzHObs1ThcvEuTPcPYmrTJZju2QB7wcDQZtNCp6N4ilihcK1VHbWgfPTqoDedTEjJ+0x+oUHb0FKGI5Hyy4IjOXAlF47iqUHoj77Tn/cSpxI6EK/y6rqiriDXQKdBtSz4yxX4yyX4SkX4SyVIji3K7NWP1AkxUDT8KBo6ij4fimsQ+LDdN4BmutBsVDtT1KGCmLVCSxUuSMiquoBO6hnXhUb+/OiV79LMFkCjwSBRP1YbCdUC1tocXoNhth1B38VlqOanyzAhuxhXbKQMF1kNyNMOl0hxW0KnrSDuqog7Mjpmgk22H/zbjgnLJYhuo2K7KJguChX6q++SSVSJBMs1GSFdBk0C8KkqdEURbaglk0L3UrUpUWsa0L08U30TWIVX11GdLAa5hKBcLMmoVEuSix2yMNXWdCzhaobWrKWTvyVOiOCcVzqq+anNSedSPcHqLSGU79U2pkxtDVuMw4tHU6hmZxpX7b7rm98fDXaSSlr8Uf1hqEjvfRzJPQ/DLWYhx67EK37/Hc3v+Dza4umHfoLd93wDimlCM03v/WCanoq59jwLZbPXRhT9jNp3cQ96SmjKa+kGsuEYMpE4MqEwMsEYMuEoSsvMvCK1W286gVgq43UtxO1Fz4HXH/FStVNSe7/MWSdAPc3a0CSQ5EPUKE516UrCHZVM/RqC+W71PkQ1r+uIbXRFhiP8tdP9LIP+E/mFeoRqItoPravevdU+mHgC6bmsqcBFvuoxqd1MfTRVbE2jJVDEO5KeXe+9Su9YodxXVTHoTjCODiyOTUvxSpBodH7GxqKrQAPx1NdR1RlOReftvZK95aypauc18wB6z9+cWXJULvLbSoP4RPzEjBSyPQXRFf0k770kunrVkfLa7Bey0kyg3do9P+c1P9/v62z/p/oCmXlKdLOA9MQEHGqLEGyzSbRiwxGiFQuO7QE4mikpBC+0vvrZsWyUJRenu/twqm8jUvHZ2UN6uYyB0dPYdOYEYqnU4qdyoWPamY5Xtd9VPXfRTxT/ezepZ1WvE6n4DMhUB6iqGBySyDe5okLRFCHikXUFCl0rlYCwiow/iAP+KA7qQZSqg6y0qw5yqUdqVPEnw6zviaept4xWKQnoqRDwrJS89lIDidp2tqrB1nSYmgbLaE5NqpWLHmwl6GqWQW0u77MplpplQrVMaJUKZNuEUTGh2JZ4H6l2WQi84t1xBLq6EezrRqi3E4HubtH8EO8Glxy01FL15p/tQM/rS9O9XEplYeZyyOSKKBaKKBRKyBfKKJVNJAoZpMMx5GLdyMU6UQ4u7c+cAHI8l0XMqqDDdmFMyvDngviV/3lLAxblLGyB88MCDG1XuE5U8V1+62/gMx9/P26+6SqR8+iJYbzqrR/BfV/9/9Hf24kf/+fh8+NKcynZAg1YoGI5SBQrmC5YohPdaIpHfeiJB9Dd4Ud3RwDd8YBQY651KpQs4d+1RMotGuk2HaGCJYUsLQkwiu9ivQ06P1IU1Zb0GwFKSqSE00jto8oCMNJS/FHHcc6ypgxu9txq6lxSuxIE95beZ1LgdsX8AnLX/kh1dS4m8h9NquBktuT51q351S2ZIMBO16SZdElHAPEY8OIXXdjQdv/T+zE+ufbPRM32k4qNUdnCuGJheo66pZlr0+68hivBT3+OLJYhyOJzwPW+B11JTAdcTSrKLsizdkF2UJQc4WKhINFnWueiSNMBadodwVBXFuCNgJtG0w/pD7T0wKgmetuNlYIEzKbkClUuLWe+02fXRaU94rPGCtNkLjr/mE1QVkXcVRC3ZcRnAO3yOxNK/epAJgGFGlSowcLZdVX3GORFQ/x5NinTe9dym6pjmjw1oUIkmOujwSJVEkFr/Koi/H2vdSIVN7mAIHU2vedJxT2nz7rs4QXQqs7OoHpGDN+K7wS3avCpuqTvbToXUjAL1TnNuqA6iT6TutzyzqFSXTZjN7KzKHv1nKpsC/2dGm68ckjU2eSXXvzVPpfr1x3W9Ahu/7WbmynKeZf3pz96EqY0P+hxu0+CFIFp2UFKdpCRbKRkGxnZEbCNE1ug3RbYZKoYojgqVpvJZ5sLelo1cUwxMaou/S7y2ggS9Gp7gWaqiu/VNoROv5NQqbau2p7wvnvbin2swUBZRbRFvHYOlZ4G08naYuB3DY/b5kswszufbuKmm3ehksuimJhGITGFVGIap3MFjJoWphwJ04YPmVAMpm9pcP33z792rYrH+2ULnHULMLStY3JS2v7p770DL7v5OpFzodL2H77ytFjvKWpn00xbes76mbFpMSruqTTEttV/a+to5FCM/FZ/9PJ5o8siidHl2vbVZe2nmfHG6jGqo5YzZSNlhSicC0l0jmtq4FpBPGVv7Zg1QOWNZwvpSds6Cmf9bucDLmuBimvBNbxR57nQcgZe1sAlTWnUPDcD+pwlm5YtMNcCZdMWALdYtmaWpZnv5rz11GG/+rIu3HDlhe3TNpcaRoncy5C7DYegvSt8ZpOYh8ZHxHeL1Hyy992RYFuyt3RIebR6+kcwMUkBazxdilBEVOdjrLxuJq8H5hTIAiSRolAoDMklCNUJoqNCS1rv+WGr/ebl9dZdrIk6T9ShsuEtLfpeDf5JkLf2uSI5HvilAJEEgikYaBUK0zZzh9FImFVTS4pmQVW4Je4SUh5VBc9iWZ1tQrMywqaDSMVGqGwjWPZmz7g0S4eU0p4TYvHdpUgo5D6lOpOHIqPQ775IAIHOEPwRcqHjqf08BRwtKZo0XWdv1o1QvgnlEs0cIhWaIlzF1AbDRF1THRBbqt5p5n6hwbe5A3ezA3a0nnzlVmCSWyO7qrQlmZqAqTWJbRWsCsmtmFvj/VabuFS9f0UrqDbln/w/U3uOfBbQ+VOER3JdQH9nK9VmEgnBmfd8CymtQ3cRXVu6pjWn0945SSIIpwtJ8VSJ3g1SPSlxJ4m7yTtR0aas+jqofZ75rfl3Uixi4LKtnctaZy7ArUHdGuAt5ovQpQquv/k5Z8u663KcJ3ePIj2RW5dj0+BXDg4cWei2Z+qHWt3hiJ5ArR5ZkEeMdXnryA0T/ec9PtUlzRyr5qgKeD2dePUeFsLR2niZN3nRm8HhPZLeQBrVXdXfvFkcNBOteu9X89TyCrFu9fie7JW2rW1TVZlWd1vLuy5Gv0APGrckDFZ09Fc8iDlvIHSp5sD8CYm1yz1nlmX1tTSn5+z1YWsy21rH2Zs56U08qc5+rb7ma7Ni5+5iXu+d3osuUJCBkkwzYiSoUm2wd8GcBPHq9N6ftUlF3uFqvWXv7vNc+lRfszPd+PVtD83Mxqg+U6KuqzIGT70MqAqg0cnPmlWcxIwVxPrazKrazB7vInr8Yg7jqA4Gzacec7YVP1S3rcIPwwCec/X2hp6O8YkJnJyawulMBqPFMiZcCUVJxl/e+sKGtudMbIHzwQIMbetcJfJp+/Jbn4d3/PorRM6z7dN2peKtd1ALKtt6R5ntihjIFE2Q+m89UshPHVEJ2ULzAbbaUV7q8EaCGqZo2vU6peUCkZ2t4nRGDOSKJsrrdA+0M2DBamy2Fu4Rmi1Ho4HIltsvKeI6IotdPzRbjnM5/3iytKJ/5rUsO6neKAAQlWG9Uk/Mh0R2ZX/Ja1k2DkQG9MT9GEt4/t7WI3XHfPMCkZ3tMkSDmpjZkG9yNkC7yrnebbZWA5G1ww6NBiJb7lj0LuuNN+9mqR1lP1v7SGTKKK1Te+ZcaNezT9sLy6ftap6beJh8ltsoNhiQcjXHWGmb9W7Xnwtttlbb9a1ek3a02TgQWatXgbc/lyzA0LbO1fiHf/0evv69B/HFT30EAb+B3/zQX2HLYD/+5INvE1uudSCylYq33h2Ac6Fxx9CWoS1DWwnUuJlcR3DfauOOoe3aNgvOhQ4AQ1sFAUNBIrt8kMG1vAtIUMnQlqFtX9yP0XUE9wxt6z/lDG11FMq2CPa0HinkU8WMwsw6iTHINVZH2MBEav0GWYUYI1lsyK3LWlwjhrbrP9Dearu+1fuCoW2rFuTtLzQLMLStc0XzhRI+8MefxUOP7hY5L9+xBZ/60/eipyvG0JaVtmClLcBKW1VE/V4YZfZsVRastD1blm7tOKy0ZaUtQ1tW2ob8GqYz6zMzhpW2rb3Dz9bWDG0Z2jK0ZaXtes+OYmh7tt74fBy2QGMWYGjbmJ2QzuZhmha6OqLztmClrX9d1castGWlLSttWWnb4Gt8XbMxtGVoy9CWoS1DW0MMcFJgztUkdo+wGqs1t816uz1j9wistGWlLSttWWnb3Hubc1/4FmBo2+I1ZmjL0JZ92np+Etcr5jBDW4a2Lb7Gz8rmDG0Z2jK0ZWjL0Jahbb0Kh5W2rLRlpS0rbVlpq4MCipKrlNUm9mm7WsvxdueiBRjatnhVGNoytGVoy9CW3SP4MZEsVqNAN/9SZZ+2zdusmS3Ypy2E3+dWOwDN2HxhXp/OPm05EJkMhrYMbeu9RxjaMrRlaMvQlqFt6202hrb1ahv+/XyyAEPbFq8WQ1uGtgxtGdoytGVoW68qYaUtK21ZactKW4a2DG3r1RUMbRnaMrRlaMvQlqFtvbqCf7+4LMDQtsXrzdCWoS1DW4a2DG0Z2tarShjaMrRlaMvQlqEtQ9t6dQVDW4a2DG0Z2jK0ZWhbr67g3y8uCzC0bfF6M7RlaMvQlqEtQ1uGtvWqEoa2DG0Z2jK0ZWjL0LZeXcHQlqEtQ1uGtgxtGdrWqyv494vLAgxtW7zeDG0Z2jK0ZWjL0Jahbb2qhKEtQ1uGtgxtGdoytK1XVzC0ZWjL0JahLUNbhrb16gr+/eKyAEPbFq83Q1uGtgxtGdoytGVoW68qYWjL0JahLUNbhrYMbevVFQxtGdoytGVoy9CWoW29uoJ/v7gswNC2xevN0JahLUNbhrYMbRna1qtKGNoytGVoy9CWoS1D23p1BUNbhrYMbRnaMrRlaFuvruDfLy4LMLRt8XoztGVoy9CWoS1DW4a29aoShrYMbRnaMrRlaMvQtl5dwdCWoS1DW4a2DG0Z2tarK/j3i8sCDG1bvN4MbRnaMrRlaMvQlqFtvaqEoS1DW4a2DG0Z2jK0rVdXMLRlaMvQlqEtQ1uGtvXqCv794rIAQ9sWrzdDW4a2DG0Z2jK0ZWhbryphaMvQlqEtQ1uGtgxt69UVDG0Z2jK0ZWjL0Jahbb26gn+/uCzA0LbF683QlqEtQ1uGtgxtGdrWq0oY2jK0ZWjL0JahLUPbenUFQ1uGtgxtGdoytGVoW6+u4N8vLgswtG3xejO0ZWjL0JahLUNbhrb1qhKGtgxtGdoytGVoy9C2Xl3B0JahLUNbhrYMbRna1qsr+PeLywIMbVu83gxtGdoytGVoy9CWoW29qoShLUNbhrYMbRnaMrStV1cwtGVoy9CWoS1DW4a29eoK/v3isgBD2xavN0NbhrYMbRnaMrRlaFuvKmFoy9CWoS1DW4a2DG3r1RUMbRnaMrRlaMvQlqFtvbqCf7+4LMDQtsXrzdCWoS1DW4a2DG0Z2tarShjaMrRlaMvQlqEtQ9t6dQVDW4a2DG0Z2jK0ZWhbr67g3y8uCzC0vbiuN58tW4AtwBZgC7AF2AJsAbYAW4AtwBZgC7AF2AJsAbYAW4AtcI5bgKHtOX6BuHhsAbYAW4AtwBZgC7AF2AJsAbYAW4AtwBZgC7AF2AJsAbbAxWUBhrYX1/Xms2ULsAXYAmwBtgBbgC3AFmALsAXYAmwBtgBbgC3AFmALsAXOcQswtD3HLxAXjy3AFmALsAXYAmwBtgBbgC3AFmALsAXYAmwBtgBbgC3AFri4LMDQ9uK63ny2bAG2AFuALcAWYAuwBdgCbAG2AFuALcAWYAuwBdgCbAG2wDluAYa25/gF4uKxBdgCbAG2AFuALcAWYAuwBdgCbAG2AFuALcAWYAuwBdgCF5cFGNq24Xrn8kV8/FP/il966Y14wfWXt2GPze3CdV38zT9+Az1dcdz9qluhKHJzO2hD7nsfeAx79h/Du978SkTDwTbssbldHD0xjH/4f+2dB3RVRRPH/5TQQ+hdikhVukiTIr03pSO9hAChhWIAQ2iBEEJN6L1X6UoVUJogCKigCCjSe+/lO7N875mElJtk73t5yX/P8UiS97b8du7M7tzZ2aWb0aV1PbyfPXPkvqzh05QBgDJAPWBvGdDwKJtaBXU1QF1Ne00ZoAzYWwZMVfQaKqetoK2gDFAGRJXYe11t7/btvb/WoM5ZBQloIUCnrQaMT54+x+79xzBx1mo0qPkp3No20FCr8Spev36Dw8dPY9aSTUiYID4mj3BHokROxivQ8Mm/zl/Cig27sPfgCczxH4BsmdNrqNV4FTdv38OmHQcQMG8d/Ie5oXypwsa/rOGTlAGAMkA9YG8Z0PAom1oFdTVAXU17TRmgDNhbBkxV9Boqp62graAMUAZEldh7XW3v9u29v9agzlkFCWghQKetFoxvK7n/8DGqNOmLySN6oszHH2qs2VhVYuC7e07Eh3lzokeHRsa+pPlTc5Ztwff7jmHx1MGaazZW3fHfz6JTv3HYtnwcUrs4G/uSxk9RBgDKAPWAvWVA4yNtSlXU1QB1Ne01ZYAyYG8ZMEXBa6yUtoK2gjJAGRCVYu91tb3bt/f+WqNaZ1UkECUCdNpGCVvYXxoxYSGSJU2Cfq5NNddsrDo5xjBryWasnuVt7AuaP3X56k1Ua+6B/RsD7JImQYZTuUkfePVth4plimgenbHqKAOUAcqA/WXA2NNqv09RV1NXUwYoA5QB+8uA/ayAsZYpI/aXEa7p7L+mi+t7O3vvr+3dvmhLez+HxjQ2P0UC5hCg01Yj15+OnVaRrjPH9UOxj/JorNlYVRcuXUP/4dNRtUIJdG5V19iXNH5K3oL5BizD1Ru3Mduvv8aajVX18tUrrNq4G/4zVmH3molIniyJsS9q/BRlgDJAGbCvDGh8nE2rirqaupoyQBmgDNhfBkxT8poqpozYX0a4prPvmo57u7cnee25v7Z3+6JO7f0calLprIYEokyATttIojt15h/lmE2SOBHSpEqJJEkS4enT57hx6y4uXrmBrl/Wg3vHzyNZq/GP33vwCK4D/XH7zn2kSpkCzs7J8PLlK/Xz2X8uo0r54hg1sBOcUyQzXmkkPimJ8b8eNw/7Dp9U40/5/3bu3HuAP89dRO4cWTBheA/1f7PKN9/+AP8ZK5EujQtSJE+GxImd8ODBY1y+dhNPn73AGM8uioNZhTJAGaAM2F8GzHq+ddVLXQ1QV9NeUwYoA/aWAV063ax6aCtoKygDlAF776/t3b7oV3vvrczS8ayXBHQQoNM2khQlirStuw8a1voU1SuWxJOnz/D8+UskTuSEHNkyIkXypKrGW3fuY/WmPTj/7xVU+bQ4qlX4OJIthf7x589foJ93IF6/eYN+rs3w7NlzPH32HPHjx0eWjGmRPm0q9UX53be7DmHf4V9RqMD7aNmwCpycEmrpw+ylm1VEq5+XG5wSJsCz5y/w+vVr5UTO+V4mxIsXD6L89x/5DRu370eGtKnQtmlNpE2dUkv7h46dQg/PSfDx7IzsWTPi6dNnePnqtYqsfT97Zus4JXn6yo278eLlSzStVwkF8uTQ0j5lAKAMUA/YWwa0PMwmVmJUV5tlK2RoRubITFthRFebaSuM6mqzbAVlAKAMGFuzxXU9IPrKrOfQRDWvpWqjesJMXW3EVpipq43oCTNlxKitMOs5pQwYsxWxWQZiwprN3nrA6HMYV22FFoPDShyWAJ22UZg6i1KRqNrGtSu8U4MlhF+iPSuUKoIFK79D7aql0bZJjSi09u5XLMY9pXNyDO/fAQkSxA/2oSvXbsHtqwlI5OSENk1r4IdDJ/Dg4WMEjO6tpX2LYdm84wDmTRiEVC4pgtUrC0svv3nYf/hX9GjfCHfuPVQRVyume73z2ah2SBZ4Ht6BmOHbDwXz5nynmoWrtmJswDJ0a9MAmTKkQeCCdRjv5aYtbQVl4K1DiDLgo6LrqQfsoweiqj9s9b2IdLXZtiIiXW0LWxGerraFrYhIV5ttKygDbzfjYdlrysB/xz7NWjPGdD0g/TP7ObSVzo9qOxHpCVvoaq7p3r6M55qOezt7yUBM0NX21gP2XrNFVYfzeyRgNgE6baNIOCylsufAceUwHTu4K+pWK6NqlzezFRq545cdc1Rkqo4S1gLv0tWbaO7qjZqffYJBPVoph668HW/ccSi8PdqjcMHcOppXdYSm2KVfXQaMVykbxEnskjK5+uz46SvVvzu1rKOt/bA2ghNnrcaazXswy68/8n+QXbUn87Jk7XbMHOehrX3KAGWAMmB/GdD2QJtUUVi62la2IixdbUtbEZqutqWtCOs5tZWtoAyE7rilDLxdm9hizRhT9YD0y1bPoUkqXlu1XNeH/YLHVjLCNZ3913RxfW8XE3S1vff39l6zaVPqrIgENBKg0zYaMEWpyDH9WX4eSO3irI52tXAbgVGDOqF6xf/SIdy++wDlG/bEz1tnqly4uoplgdeqcTWULlEQj588Uw7bsiU/wqAeLa3NiNO2QbvB+LpvW3xcJJ+u5q2OW+mHW7uG6uehvnPx19+XMGf8ACRLmtja1rjA5Sr/b88OjbW2L8Z91pJN1ovPNmzbhxETFmHlDC/kyp7Z2tb3+49h5uJNWBY4VGv7lIG3CzzKAPWAPWVA60NtQmUhdbWtbYVlE2CZI3vYipC62ta2IqSutrWtoAy8dcgEtdeUAduuGWOiHrD1c2iCetdaJdf17+oJW8sI1/Vc19tbBmKCrrb33s7eazatip2VkYAGAnTaRhPi69dvED9+PFWL+9DJyP9BDri1bRCs1sFjZqufxZmruwRtf8naHdi+9wjm+g+09knak9QEU+auxbblfkiYQE+kb9BxWPogCcTbuPtg67JxSJPK2fqRs39fQv12g/HtkrEqB63uYmlfjlmWb+iOqaN7oVSxAtZmHj95ii86e6Fzq7poVKu87uZBGYCVAWXAcfTAq1ev30mtEp2HI7J6QF4mSZEc2HGh2FtPCGNLH2gr4qatoAz89wzE1fVCVGTALFthdA7isq2gro6bupp7O+rqqOhq3Wtpe6/ro7K/122vdDNlfSQQVQJ02kaVXCjf+7BSO+xbPzVY3tbA+euwevMerJwxDOnSuOCfi9dUtEnBvDnwUb5cGlsHXAeOR9P6lVG5XDFrvXIRWZf+flg42RMlCufFvfuPsGvfUaRJlRLlSxUO5tyNbmemLVyPp0+fo0+XJtaqLl+9iWau3uoiMkmN8OLFS+w+8AtevHiFCs5CJ9MAACAASURBVKULWy9ui27b8v3Dv5yG37QVWDHDy1qdbArch0xGggQJMGWUu3Ja/3ziT/xz8SpKFy+ILJnS6WjaWocRGXj56hXiIZ5Wh5mlA0ZkQD4r0RyJEjlpHbtUZkQGzGzfqAyYNX4ZmyPIwI1bd9VzWb96OXRv11DbJYWRkYHABeuxfc9hjBjYUbsu1C7Ymis0IiNm6mojesJMXW1UT5ilq43qCTPttREZMFNXGpEBM9s3KgNm6WqjMmCmvXYEGZDxd/Hwg9yhMKT3l2odq6sYnYO4bCuMPKdm2gojz6mZtsKojJhlK4yu6cy0FUZkgLo6AeK6ro4JMmCWrjaqBw7+/Dv6j5iGAW4tUK96WV2mivWQQIwgQKetxmmo39YTQ3q3wSfF8ivnpP/MVVi9aQ8WTx2M97Nnhs/Updi4bT/qVCmNAz//hi/qVlTRn7qKXLzlnCKZNdJ30/YDGDhqhjW/7qpNuzHMbz5qVPoEt+/eR9Ikia2OTB19kCjfZd/sxOzxA5QzWKIuxWFcvWJJtdg/ceocenhORI5smZAlY1oc//2sciZnTJ9aR/O4fvMuPu80FBsWjFbpKiSXcD/vQDx58gyzx/eHOHD7eAVAHFaSQmLH3iPwHeKKMh9/qKV9qSQ8GciX+z3VjuSwW75+F5rWr4T48eKjYpki2tqPSAakIRl/t0ET0KV1PTx6/AQNanyqzXkfkQxIVKVEzbTvMxY1KpVUl+VVq/gxUqZIpoVBRDIgz4cU/xkrIYGe8vIkd86syPt+Ni3tO4oMSD/l6JFvwHI8fPQYgWP6aIvCNyID0r4ssHf+cBQjJy7EuKHdVIqXuFIi0hNm6+qI9IToZjN1dUQycvP2PVN1dUR6QtIYmW2vI5IBs3V1RDIg7ZupqyOSAUsEvlm6OiIZsNgKM+21I8iAyMHDR08gEZ8rNuzC8mleyJAulRZVbXQO4rKtiOg5NdtWRPScxvV1fUzY28UEXW2mrTCqJ+K6rjZzDiLSAxZ7bZauNioD8iycPH0eX/vOQc3PSqlLBVlIILYQoNNW40ye+P0suntORKWyxfDTsVNIlTIFJg7vgVQuzug2yF85D6eM6qUWvHJkv26brzBvwiDkyKYnZcDdew/Rxn00cmbPhDt3H+Lvf69gvFd35USWjc+ydbuU87LI/y8j6zssAJ9+UijUm++jgkUMxlc+s3D+nyvImjk9tu7+CQO7t0CbJjWw68ej6DlkMoZ5tEOTupVU9cvW7VSO2zGeXaLSXKjfWblxN6YvXK+iiLfsPKRyCw/t0wbXbtxB6x4jUeXTEhjUs6XKLXz6rwvqApDty8dri3oNSwYyZ0wbrL9+01dg3vJv4eneGq0aV9U2/vBkIGgju/f/omRVHPi+Q7tqc9iFJwNB2xcD/NkXvZXsi+NeZ/ROWDIQNJ/0i5ev0Lr7SPz6x3n1UqXYR3m0zYGjyIAMWI4RfdH5a/WM6kodYlQGLMDFcTts/DzsWTtZ28sDbZNpUkXhyYgtdHV4esIWujo8GZGIJVvo6rD0hLzMsYW9NqonzNLVRm2FWbraqJ4wU1cbsRWiAsyy144iAxY1KA7E+w8eaU31ZXQOpA9x0VZwXQ/E1HV9TNjb2WJdbVRXm2UrZIxG9URc19VmzYFRGTBzXW9UBqQPsuev3KSPaWkZTdoasFoSCJcAnbaaBUSiGCWKNmP6NPikaH4VzecxfBqu37yDmeP6IVnSJNYWv+w5WkXF6oz0fPL0OX44dAJv3rxWzuPEiZxUVOf46SvfuZxLLgSRBWF/t+ZaKRw8+juuXLuFimWKqty24hhr1tUbk0b0RNXyJaxtHfv1DIb7L8A3c0dqbf/M+Ys48fs5FP3oA+TOkQX3HjxC0y7DUOXT4mqsljeCcuyyWPXOOPLdTCRNou+CuJAyEDJn55/nLqJV95Ho3fkLrQ5bC8TQZCAo4PsPH6Nzv3HKsa7TYRu0jZAyEPRvkqNo1KRF6jnR7bC1tBNSBkIK2OadB1XUuTyTOh22lnZiugwE5eHpMwvyUkH3JYHhyUDQ9i05rw9uClQnBeJKCU1GbKmrQ9MTttbVIWXE1ro6pJ4Q3WRLex2RnjBbV0dkK2yhqyPSE2br6ohshdn2OqbLQFB9LPcjyMZZ94WuEc2BpQ9x1VZwXQ/EtHV9TNjb2XpdHdPX9XFdV8cEe222rjZqKyTi97PPe2s/TRtX9iccZ8wkQKetyfMiRwp8pixRjkkX5+TW1k6eOocOfX3x/eoJWvO6hhyO5a3bqpnDUDBvTuufZTNYp/VATBzeU+W6NavI27kG7QajecMqaNmoirUZ+X2PwZNQuEBu048vjJ68BDdv34Xf127BIvnmr/wOew8cx9wJA80a/jv1mr2oiGggZjsBImrfFouKiPpgthMgovbtIQOXrt5UL3CSJ0uKJImd8PTZC9x78BBrt/yAgHnf4LulvngvS4aIuh7lvz96/BR37z9UaTCSJk2scjo/fPwEf579V+Whzpv7PYwY0CHK9ceGL1JXA/bW1fa210HlmLoaiIu62t4yIKlJ5ASGc4qkSJwoEV6/eYMHDx9j308n4Ru4zPRcgbQVEVsz2graCls7bMOTypiwrrfHutreutreMmBvXS126tLVG0iZIjmSJ0uChAkT4PGTZ7h6/RZmLNqoTvJuXjxG20nSiDUzP0EC5hKg09Zcvug5eBKqVvgYDWqUs7YkDpTmrt5wa9cQLRq+dWRKdGz6tKmQ/4PsWnskR/D/vngV3h7trfU+e/4C3Qb6qwvT/Id119peyMrk+F//EdOxZfHYYCkIpsxdC8m5u3LmsGDObDM6I5d9fLvEF9mz/ueUEt6uA/3VpWWWC+EkZUXQSGgdfZG3fX+dv6Tm1V6LComekzFG5ASQKJYLl6+jUpmi1mhkHQxk3DmzZUTChAlNj7ANrb+S2/j5i5fInCGNXZwAkZEBeTYTJIivdZHxw6GT6pLCbJnT4/bdByo1i6VIlHG3tg1QruRHOqY61DrkBU3L7iPVcyCOADm2ZCkSiV+nahn0aN9IvbyS3Inb9hxGrcqltUa/mzY4jRUb1dVm2QpH0tUasQeryqi9NsNWSEeM6mqzxm9UV5tlKxxJV5s1B0ZlQBwlYi90nxKq3XqQerEnReyFpUgqo1aNq6k1q9xZYEaJjK2Qz6777keV4kvWznGpGLUVZj2ntBUwvLczY00nsm5UV5v1XBht36w1XWTW1WYxMKqrzWrf6ByYYSsio6vNGv/EWashJ4ZD29tUKV8c/bo2Uyn44rKtMIs967UPATptTeYuF4GVLl7Qmi/y3IUr6NTPVx3VH9zrS9W6GB9RPEvX7lC5JXVeTiZH2SSq1xLFJga0t9dUPHjwGPMmDkKypIlNJSCLRrevJmLTojFwSpgAYjwmzV6Npd/sVA5TSeIv4z9y/A/8cfZf9XO5koW0bgpK1nLFmtneyJ71be5gyYvmPnQy/L7uhlqVS0Fy5g31naN+X6JwHnRv1wiFCryvhYtErXToMxYtG1dVKSpCS4kgbwvXfrtX5biVf7dvXgvNG1TW0r7w7jV0MvLlzq5eDISXEuHbXYcwc/FG5MqeGSMHdtImGwtWbVU5niVlyEETUyKEBezoyTMY5jcPn9etiKlzvwkzJYLIn/RT8utWKF1EvbnVUYzIgLQzf8V3CJi/Ti0yOraojZqffaLFeS5pQORCPrn9e3j/DsopLHIRcuN94MhvSg/J8SNxmvbp0kSbQ+DQsVPw8A7EDN9+KuJfFlFSQqYOkUVwwLx1uHTlBqaO7h3sRYuOuYjJdRjR1WbaCiO62mx+Eelqs21FRPbaTFthRFebaStkbo3qarNshVFdbZYcGtXV8uJp76HjSBA/vlrfZcmUTkuXjMiANLTv8K8qtdSLly/RslFV5UzV5bydvXQzNu84oO5bkBf7odmK8xeuKFuxfe/P6s6Ewe6ttTEwaitkruSmcrncV+6OMPPFo5bJ1ViJEVshzZn1nDqCrZDxm7Wmk7ojshVmrumM6moz13RGbYVZazqjulrjYxesKqO62ixbYVQGzLQVRnS1mbZCLlNu6+6jTus2rl1BzU9o9iou2wqz5J/12ocAnbYmc5fFTbveY9CtbUN1PFiOIrt3/BxdWtd9x2EhUQ1yAYtrm/qoX/2/yNzodFGOCkhUb6WyRdXbqOmLNuCj/LnU5V+WqNKnz57j/oPH6ri0/F9+1rkAHjxmtrq8Qi69WrHhe9y6cw/Tx/ZVTlS55VGciuLQK1kkH3b88DMypEuN0YM6adsErN+6D3OWblbOcDEyW3cfhv8wN3VZmRS5sEwcyatneePOvYeqP+Lc0uW4tRiWcp8Uwtd92gSbTonYGjR6popCHNq7DTJmSIOvfefi8zoVtF0MZXHayQU/a+eOCDeKU5wSQ8bOhlPChBg5sGN0RC/Yd2UjOGHmKmxb7oesoWxwpV2REflPnhORw5JF82mLfJZ5F+e5xVEftHNi0AeMmK4i0qtXLKnaP3byjLps5eMi+bQwCE8GpIEr12+jatO+WDtnBLJkTAsvv/nqBYJsxnWU0By3lnrFgSob8FlLNuOrni1RtuRH6mjRy5evtKYsCLnAC29ccknhotXbFI+gF8jpYBFT6zCiqy19N8NWSN3h6Wr5u9m2IjxdbQtbEZG9NttWhKerbWErZI4j0tUWGTTLVoSnqy2bsgePHuPe/UcqX73YDHnRJesbHSU8Xf3ixUuMn7ESazbvRY1KJZWjdOePR9G1dT000/Si1Yi9rt16INo1rYnGdSpg0aptOHryT3XJra4S0nEbtF55+dt3WCBaNKysom73H/kNc5Ztxrq5I5Eo0dsI3eiWyNiK3//8G217jbEGAUS3bUf4fmRshVnPaUS2wuw1XXi2whZruohshdlruvB0ta3WdEZthfTVjDVdROtqceCZaSvC09W2sBVG7LXZtiI8XW0LWxGa4zYsHR4XbYUj2DP20TgBOm2Ns4ryJ+VNkxgsMaSf16kYbgoESRkgzgqJQtVV5Fj84tXb1NH3Wp+VUs7Kc/9cRt9hAep4nUTbpk3jgjQuzhDHnrwZXT7dC4Xy59LSBYkOWrNlL34+8YdygtWtWlZtdiwpCuSyMNlwyMZLPiuO3bVb9ionqq4ibxsl6kAiYr6oUxEZ0qVSuW8O/3Iaf/19SV2KNduvv2pu254j6oi2OPh0FTEsXTz84NWvnTWHsCxq5ZbyZ89eIMCnt8r3KUUuaPMNXK71sg/L4qJ4obwqkje88u/l66jZcgB0XwwlCzwZ2+QR7iraU6K+PYYH4vyFqyrfqkvKFEif1kXJpNyYPqB7C7RtUkPXFCiH/aiJizDHf4D1OOXlqzfRzNVb5XgNGq1jMe5bl41Tl+npKKHJgCwqJbpXxuz21QT8sn02nJwSQi6nkWOqhzZP0xZ1HpbjVqKVln2zQ+V2zpMrmxqq5ZK+o9tmqbnRVYxuxoVL1WZ9MWJAR60vkHSNw6x6QtPVYR1FNsNWhKarJerZVrZCuIamq21pK0Kz17a0FaHpalvaCstGMKiuDkvezbIVIXW1rJ0k97W81BXbkSZVSqR2SYHkyZOqSEt5KR0wure2xzJUe/3iJboOGK/siIdrM3zZpLp6ASovUDr2HYvenZugYpkiWvoQmgyITjx5+px6ceI9fr56sSzrKWEj9jrQpzdy58yqpX2LDASNuJXfHfz5d3Ts56teestLeEuRwAQJNpCoY13FqK2Q9rz85iG1i7M6yRRXSmRshRnPaWi24tWrVzZd04VmK2y5pgvNVthyTReWrrblmi7kuj6s58+sNV1IXW1rWxGqvbahrQhNBmxtK0LT1ba0FZFx3MZFWxFXbGJcGCedtjFoli1vxFMkS4qhISIydXdTjs0MGz8fs8f3t15AJEm7O/Ubp6JB61Uvq7vJYPXJwqpB+yEYObCDctbJUT/JPyN5aKTIItPMi5GuXLuF+u0Gq6N9ktdTIgu/XTIWaVOnVA5TcaKFjIqNLhAxLPHjxVcOYymSLkEcduIsC3oUf8X6Xdh76ITWTai0J4sLSc8RUd5kSV2xeM02bFo4RpvD0MJOcqEVLphb/ShzIJu9Ib2/tEY9W448lSiST0Ue686dd+rMP/ggVzaVqkPehLfp5YNC+d9XUUOjJi9GwTw50LdrU9NkMKgMyMKqVY+RePToCRrU/BSbtu9Hzw6NUfnT4so54T9jJTYvGqMlRYKFv8jApNlr0OXLeiqX9J4Dx+ExfBqWT/8a8vLEUiz5l/dvDFCsdBZZ4Mnz36hW+TCrlXn6orMXdqz0V7mIWYIToK2I3bYipK62ta0QaQuqq8N6/sy0FUF1tfCQlEYf5XsfPTo0Ut2RVBmDRs3Ev5euY6afh/bc+CHttd/0FTh87DT8vbtj8ZrtkP5NG9NXvYAWfSanhcShrKuElAHfgGVYtWkP2jeridNnLyBrpvQY2L2Fartacw9TdOXCVVtRsmh+FMiTQ50Gqd/WU92PULtKKeswxYlcrVk/zBznoT6nsxixFRJx3cJtOHp1+jyYI1lnPxy9LjOf06Bs7LGmC9q+PdZ0Qdu3x5oupK62x5rOiK0wc00XVFfbw1aE1NW2thUhZcAetiKorraHrRAZWPbNTpXWLaxCW+Holoz9p9PWxjIgb6cDF6xTx/AlslKcdbL5kOPgu348qi4JWho41FSHpWXIllw34riVaBFbOWylfUkTcfPOfXj1bau6c/HKDTTqMBQ7Vo7XvvkKbYonz1mDi5dvwHeoq/qz5Drd+ePP6t8yR1NH97LmwDVDROTCFYmOWTtneLC5lkhncVZJ1JA4lM0qEp300y+n30YrJUuKePGgLir79fR5FX0s7Uv0ktlFNpzt+4xVjlvZ8EkKA7MctiHHIi8ufKYswZo5I5RjUhZewt7TvTVKl9AXMRQWQ3n+Bo2agV2rJ6r2pT8DRk5X0a6SV1byCuuK3AqrDzLeDs1rB9uEP3n6HO16+aBi2aJwa9vANBGQaGZxfqRKmQIpUiRTDOQ2WtEFEhUv6UziUuRUSNC0FW+J0FbQVogcyItUSV0kjlvXtvVNddiGfBZFL31S2xU7VoxH5oxp1Z+9/RcgXeqU6N7+rRPZzCKbzbL1u2P9vFH4IFdWlRaiatN+KoXOzyfOqJeOlpeNZvVDXiI+ePTEumaztDN68hLlwF40xdOspnH33kNMmLUKiRMlUuvmxImdlL2WNaScOJAX0fLyW/cLRtMGZELFXNNBraG4puOajraCtoK2wgQjwyrtToBOWxtPgThHW3QbjvdzZEH1ih8rJ60cvZQIDYmckJtwdV2AZGRoFset9MsWEbaWPslxW8kJF/SIXeUmfTDBuweK/D8S00j/o/oZyclW9uMP8UXdiqoK2XR4+szC0sCv1XFw3RGeIfspF6/JzZeLpw62/kmii9v28kHjWhWs0URRHV9435PjQ+5DJqvbZ+VIozjpnjx9htevX6tIY7kILmP61GY0HWqdFset/FHyqZoRYRtawxJ9cv7CZeuFgPKZ4RMWqovIzHRWWvqycsP36gI+y4sDcdKVruuGLYvHIJWLs002oB9Waoeftky36hyRhT5eU/D8+UvMGOdhah8kDcyYqUuVk1z035Mnz9QLLHmJUOyjD7RHbdlMoDU1RFvxFiRtBW2F5ZGybMYvXLoO5+TJTImwDe3xlQuN+nhNxZbFY61/lhdLYkPMdFZaGpOc9y3cRgRLl+M6cLzKef5xkfzaLiELT3W9ba86ypcqZP1Y4Px1KvXXqlneyJTevBMRkqqjdY9RKrWTpNGSNbM4bWWtJi85SxbLH26ufk0qOcZWwzXd26nhmg7gmu6tLNBW/JdajbaCtiLGGi92LFIE6LSNFC49H45M/hU9LYZdiyUlQpLETjaL8JXeiMPq4NFTGDukq7qBec2WPfANWI7ty/3UjcVmF3FWy8VYCyd7qpy+cjnZ2ICl2LVqgtlNq/oln2utVgMweaS7Ss8g+X/6j5iGOlXLYIBbC9OdxuFdTGUTAEEakZQIbdxHq3zKgT59TI8utTQtTuuegydh2bSvVd7ak6fOoXm34Srnrc7cfGHxlLy1jTsOxZKAISqq23LM9bulvjaJtJd+yfhLFM6Hds1q4sKla/D0ma3SMUikuaRPMLuEd+GN2W07Qv20FbQVtBX/PamWlAjiMJUTAv1c36ayMbuIvazZagAmDe+pLii9fvOuykFeuVwxuLVraHbzKm/tlz1Ho2WjqupUhKRHadrFC51b1Qt2SsLMjshLNnGe+nh2UQ6R8dNXqNNhs8cPQL7c75nZtKo7MjluTe9MDGyAazqoQASu6bimk8eTtoK2YoZvPxTMmzMGamt2iQSiRoBO26hxi/a3YsJm3JK3UiJs06ROqZyX4kC0RZGoQsmpK5eTSbTExSs31eUWckmarYq8lZ+2YJ3KsfrTsdPv5Gozux/iMO/hOVFdPCW5uOR4Y3h5PnX3JyYs8i23IEtKhA7Na6nIU1syWL1pD8YGLFPHK+UGbsmX2K2NeSkBQs6htNlr6BQUK5QHB478riK/JU+hrYo4HySS8fK1m3jw8Ik6Zit5dUUmbVXouA2fNG0FbQVtxdtnRG6sl6hTubh04/b9aNu0hs0iLC1zkPO9zMpWVChdRF1eqfOixvA0wbUbd9QJGZeUydXlqZJDd/7EQTZrXxzFIycuxJadh9QJMbl/QE7FpE/7Nke/LQodt+FT5poO4JqOazraCtoK2gpbWGS2YWsCdNramniQ9iybce/+7W0S2RdyqLLAO3ryjE3yd4aFWS7Gunb9tjoKbYsI25D9EKeV5NYsUTgvnFMks7k0yEbo4uXryJYlg6lH0cMamGWRXyBvTpukBAitH3IzvKRkMDslRVgMJOJVXmDIsctsmdPbXAYkX6I4AeQisCyZ0tm8fYnikjyyklvWHs+ADFgct3KBhi2OGtscsIYGaSugLlGkrYjbtkIcpznfy2STUwChPbaiq3/74284p0iqXvTJqQRbFokek0t/nJycUCh/Lls2bW1LTsbIhUuWC1Vt3QnLZnzDgtFI7eJs6+ZjfHtc0wFc03FNR1tBW0FbEePNFTsYSQJ02kYSmO6Py4VUEjmRMIHeG9p195P1xV4CssiXiFd7OM1jL1WOLLIE5AWKvRwBke2rPT5PW2EP6mwzKAHaCspDTCBAWxH+LPA5jQlSyj7wOaUM2JsAZdDeM8D2dRKg01YnTdZFAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAtEkQKdtNAHy6yRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiSgkwCdtjppsi4SIAESIAESIAESIAESIAESIAESIAESIAESIAESiCYBOm2jCZBfJwESIAESIAESIAESIAESIAESIAESIAESIAESIAGdBOi01UmTdZEACZAACZAACZAACZAACZAACZAACZAACZAACZBANAnQaRtNgPw6CZAACZAACZAACZAACZAACZAACZAACZAACZAACegkQKetTpqsiwRIgARIgARIgARIgARIgARIgARIgARIgARIgASiSYBO22gC5NdJgARIgARIgARIgARIgARIgARIgARIgARIgARIQCcBOm110mRdJEACJEACJEACJEACJEACJEACJEACJEACJEACJBBNAnTaRhMgv04CJEACJEACJEACJEACJEACJEACJEACJEACJEACOgnQaauTJusiARIgARIgARIgARIgARIgARIgARIgARIgARIggWgSoNM2mgD5dRIgARIgARIgARIgARIgARIgARIgARIgARIgARLQSYBOW500WRcJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJRJMAnbbRBMivkwAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkIBOAnTa6qTJukiABEiABEiABEiABEiABEiABEiABEiABEiABEggmgTotI0mQH6dBGxB4Pv9x5AmVUoUKZg7WHMvX73C3oMnkDVTOuTL/Z4tusI2SIAESIAEYiiBY7+ewf0Hj1GhdGHEixcvWC8P/3Iar169RukSBWNo79ktEiABEiABWxA4f+EK5L8SRfLBxTl5sCb/On8JFy5dQ7lPCiFxIidbdIdtkAAJkAAJhEOATluKBwk4AIHhExZixfpd+HbJWGTPmtHa40Wrt2HM1KVYPt0LhfLncoCRsIskQAIkQAJmEfh21yF4DJ+GcUO7oXaVUtZmfv3jPJp19caA7i3QtkkNs5pnvSRAAiRAAg5A4N/L11Gz5QA0rf8ZvPq2tfb44aMnqNVqAAoXzI2A0b0dYCTsIgmQAAnEfgJ02sb+OeYIYwGBe/cfoWqzfihROA+mj+2nRnT1xm1UadIXrRpXg6d7q1gwSg6BBEiABEggOgTevHmDzv398MdfF7B58VikTJEMciKjuetwvHr1CqtmeSNhggTRaYLfJQESIAESiAUEZi3ZhImzVmNp4FDrST7fgGVYsGorti/3Q5ZM6WLBKDkEEiABEnB8AnTaOv4ccgRxhMDGbfsxaPRMTBzeA9UqfIy+wwIgx123LB4L5xTJ8ODhY0yeswY7fzyKazfuoFSxAiqqKv8H2RWhA0d+w/gZK/HPxWt4/OQp8r6fDe2b10L96uXU34//fhbjApfDu397bNl5UP1cuVxxtGxUJY4Q5jBJgARIwPEJyJHXum2+sr7QW7ZuJ0ZOXGQ9kSEpEhav3Y41m/bg7D+XlS1wbdMANSqVNGQrnjx9js4e49D1y3q4dPUmfjh0AqlSpsCoQZ0cHx5HQAIkQAJxhMDz5y/QsMMQlQJBXuidOXcRX3T2wsDuLdDm/ycyfjh0EjMWbYCk3smWOT0a1PwUnVvVhVPCBCp4ZNComTj79yXcvvsAGdOnVnuK7u0bqb9LGeo7F7myZ0KeXNkg+5jrt+5i0oie76RkiCPIOUwSuJEcYAAACUhJREFUIAESiBIBOm2jhI1fIgHbE5AIqjbuPvj73yv4qmdr9B8xTS18qpYvofIUtnQbgbv3H6Jl46pI4+KMxWu249yFK9i1yl85dbfu/gkHj55C0Q8/QJLEibBr31Fs2n4Ai6YMRvFCedTG23WgvxpY7hxZUCBvDhQp+AGdtrafarZIAiRAAtEiELhgPQLmfYOpo3uhh+ckfPlFdQzq0VLV6T9jJZat24UWDSurI7Dfff8TJK2CJdoqIlshLwhL13VTdaVJ5YySRQvAJWXyYEdso9V5fpkESIAESMAmBA4dO4UOfcYqR+3mHQfx/MUL64kMy76gXvWyaq9x4vezmLNsC/q5NkWH5rVV3luJ1JUgkTSpU+LM+UvK7vTu/IVy7EoRJ/CpM/+of1cqWxQJEsTHiP4dlc1gIQESIAESMEaATltjnPgpEogRBORtdv12g1VfKpcrhimjeql/y0VlsjEPesTpz3MX0ajDEKtj1zIAcf7KRTW37t5HvTZfwcO1mYq4tSzOfDw7W6NvY8Sg2QkSIAESIIFIEXj67DkatBuMi1duKMfqt0t8kSJ5Uty6cx8VGrmjb9em6NiitqpT0ieUqdsdn9epYHXsyu/DshUWp22zBpXxVY+WcHJKGKm+8cMkQAIkQAIxh4Cc4pMoWCkrZnjho3xv78iQPUT6tKkwc5yHtbNyyk8uKtuwYHSwATx6/BR37j1QkbcpkiexpnITp63YCMmPK7aIhQRIgARIIPIE6LSNPDN+gwTsSsCSbyropWTTF27AlLlrUSBPDmvfJH+hOG4tx5xkMeU3bQW27Tmi0iNYihxjcmvbwOq03bHSH5kzpLHrGNk4CZAACZB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", 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Stop purpose group=Safety Violation
Year=%{x}
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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, _ = traffic_stops_by_group_with_race(\"Fayetteville Police Department\")\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "id": "c58aae3c-2ceb-42c7-9f21-5bfec31b3ba1", + "metadata": {}, + "source": [ + "### Figure 12: Greensboro Police Department\n", + "\n", + "Greensboro Police Department stops black drivers 2-3 times as much as white drivers for Regulatory and Equipment stops." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "f9e30b85-f4ef-4541-8ae5-694c6deecc54", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Driver race=Asian
Stop purpose group=Safety Violation
Year=%{x}
Stops=%{y}", + "legendgroup": "Asian", + "line": { + "color": "rgb(255,242,174)", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines", + "name": "Asian", + "orientation": "v", + "showlegend": true, + "type": "scatter", + "x": [ + "2002-01-01T00:00:00", + "2003-01-01T00:00:00", + "2004-01-01T00:00:00", + "2005-01-01T00:00:00", + "2006-01-01T00:00:00", + "2007-01-01T00:00:00", + "2008-01-01T00:00:00", + "2009-01-01T00:00:00", + "2010-01-01T00:00:00", + "2011-01-01T00:00:00", + "2012-01-01T00:00:00", + "2013-01-01T00:00:00", + "2014-01-01T00:00:00", + "2015-01-01T00:00:00", + "2016-01-01T00:00:00", + "2017-01-01T00:00:00", + "2018-01-01T00:00:00", + "2019-01-01T00:00:00", + "2020-01-01T00:00:00", + "2021-01-01T00:00:00", + "2022-01-01T00:00:00" + ], + "xaxis": "x", + "y": [ + 372, + 349, + 408, + 332, + 587, + 529, + 397, + 522, + 556, + 504, + 582, + 467, + 412, + 317, + 340, + 362, + 360, + 374, + 246, + 251, + 164 + ], + "yaxis": "y" + }, + { + "hovertemplate": "Driver race=Asian
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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, _ = traffic_stops_by_group_with_race(\"Greensboro Police Department\")\n", + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "30c9c7d3-6e50-4c43-895b-8474b788763f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[NbConvertApp] Converting notebook stop-types.ipynb to html\n", + "[NbConvertApp] Writing 4527262 bytes to stop-types.html\n" + ] + } + ], + "source": [ + "!jupyter nbconvert stop-types.ipynb --to html --no-input --output=stop-types.html" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "990f0421-c5d3-4727-b382-8bd141f03884", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.16" + }, + "toc-autonumbering": false, + "toc-showcode": false, + "toc-showmarkdowntxt": true, + "vscode": { + "interpreter": { + "hash": "3ab0d64f7fb02d199241109eded95bbda3a0e882b4218b3ffbccdd3971421a7c" + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/nc/notebooks/requirements.txt b/nc/notebooks/requirements.txt index 3fc14ff4..d019ad08 100644 --- a/nc/notebooks/requirements.txt +++ b/nc/notebooks/requirements.txt @@ -1,6 +1,8 @@ -SQLAlchemy==1.4.39 -pandas==1.4.3 -jupyterlab==3.4.3 -dash==2.5.1 -plotly==5.9.0 +SQLAlchemy==1.4.46 +pandas==1.5.3 +jupyterlab==3.5.3 +jupyter-dash==0.4.2 +jupyter_server>=2.0.0 +dash==2.8.1 +plotly==5.13.0 psycopg2==2.9.3 diff --git a/tasks.py b/tasks.py index 8bdf1083..465b8127 100755 --- a/tasks.py +++ b/tasks.py @@ -38,6 +38,15 @@ def ansible_playbook(c, name, extra="", verbosity=1): c.run(f"ansible-playbook {name} {extra} -{'v'*verbosity}") +@invoke.task +def deploy_html_notebooks(c, dir_name): + """Upload html exports of Jupyter Notebooks to S3""" + c.run( + "aws s3 sync --acl public-read --exclude '*' --include '*.html' " + f"nc/notebooks/{dir_name}/ s3://nccopwatch-share/{dir_name}/" + ) + + ns = invoke.Collection() ns.add_collection(kubesae.image) ns.add_collection(kubesae.aws) @@ -50,6 +59,7 @@ def ansible_playbook(c, name, extra="", verbosity=1): ns.add_task(production) ns.add_task(pod_stats) ns.add_task(ansible_playbook, "playbook") +ns.add_task(deploy_html_notebooks) ns.configure( { From 82ac07492b52f703159ea6b90d3a9dd3176a021c Mon Sep 17 00:00:00 2001 From: Colin Copeland Date: Mon, 22 May 2023 10:40:25 -0400 Subject: [PATCH 26/26] increase migration timeout to 5 minutes (#203) --- deploy/group_vars/k8s.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/deploy/group_vars/k8s.yml b/deploy/group_vars/k8s.yml index 7e4bda23..7e5891fd 100644 --- a/deploy/group_vars/k8s.yml +++ b/deploy/group_vars/k8s.yml @@ -32,6 +32,7 @@ k8s_container_resources: memory: 256Mi cpu: 50m k8s_migrations_enabled: true +k8s_migrations_timeout: 300 # 5 minutes k8s_migration_command: - bash - migrate_all_dbs.sh