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Process inspire data
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taz-chiles committed Jul 30, 2024
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4 changes: 3 additions & 1 deletion .gitignore
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Expand Up @@ -2,4 +2,6 @@
_site/

# I've had problems with deno.lock. It's in my bad books.
deno.lock
deno.lock

/lcc-env/
Binary file added data/lcip/inspire-data.xlsx
Binary file not shown.
25 changes: 18 additions & 7 deletions scripts/lcip/transform.py
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Expand Up @@ -4,8 +4,8 @@
from thefuzz import process

OUT_DIR = os.path.join('src', '_data', 'viz', 'lcip')
DATA_DIR = os.path.join('data', 'lcip', 'lcip_grant_stats.xlsx')
INSPIRE_DATA = os.path.join('data', 'lcip', 'inspire.xlsx')
# DATA_DIR = os.path.join('data', 'lcip', 'lcip_grant_stats.xlsx')
INSPIRE_DATA = os.path.join('data', 'lcip', 'inspire-data.xlsx')
WARD_DATA = os.path.join('data', 'leeds_wards.csv')

# Function to fuzzy match and merge dataframes
Expand All @@ -24,9 +24,20 @@ def fuzzy_merge(df1, df2, key1, key2, threshold=90):

# Process Inspire data

inspire_data = pd.read_excel(INSPIRE_DATA).drop(columns={'R2','R3','R4'})
inspire_data = pd.read_excel(INSPIRE_DATA).drop(columns={'R2 Q2','R3 Q3','R4 Q4'})
ward_data = pd.read_csv(WARD_DATA)

# inspire_data = inspire_data.pivot(index='METRIC', columns='THEME', values='R1 Q1')

inspire_data_na = inspire_data.dropna().loc[inspire_data['R1 Q1'] != 0]
themes = inspire_data_na['THEME'].unique()

for theme in themes:
theme_df = inspire_data_na[inspire_data_na['THEME'] == theme]
theme_df = theme_df.pivot_table(index='THEME', columns='METRIC', values='R1 Q1')
theme_filename = theme.replace(" ", "_").replace("/", "_") + '.csv'
theme_df.to_csv(os.path.join(OUT_DIR, theme_filename), index=False)

wards_applied = inspire_data.loc[inspire_data['THEME']== 'WARDS - APPLICANT BASED']
wards_received = inspire_data.loc[inspire_data['THEME']== 'WARDS - RECEIVING ACTIVITY']

Expand All @@ -38,8 +49,8 @@ def fuzzy_merge(df1, df2, key1, key2, threshold=90):
'WD21CD': 'ward_code',
'THEME': 'metric',
'METRIC': 'ward_name',
'R1': 'value'
})).to_csv(os.path.join(OUT_DIR, 'inspire', 'applications_by_ward.csv'))
'R1 Q1': 'value'
})).to_csv(os.path.join(OUT_DIR, 'inspire', 'APPLICATIONS_BY_WARD.csv'), index=False)

funded = (
fuzzy_merge(ward_data, wards_received, 'WD21NM', 'METRIC')
Expand All @@ -49,5 +60,5 @@ def fuzzy_merge(df1, df2, key1, key2, threshold=90):
'WD21CD': 'ward_code',
'THEME': 'metric',
'METRIC': 'ward_name',
'R1': 'value'
})).to_csv(os.path.join(OUT_DIR, 'inspire', 'funding_received_by_ward.csv'))
'R1 Q1': 'value'
})).to_csv(os.path.join(OUT_DIR, 'inspire', 'RECEIVED_BY_WARD.csv'), index=False)
4 changes: 3 additions & 1 deletion src/_components/dashboard/big_number.njk
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@@ -1,2 +1,4 @@
<div class='big-number'>{{ prefix | d('') }}{{ number }}{{ suffix | d('') }}</div>
<div class='big-number' style="
{%- if fontsize %}font-size:{{ fontsize }};{% endif -%}
">{{ prefix | d('') }}{{ number }}{{ suffix | d('') }}</div>

2 changes: 2 additions & 0 deletions src/_components/dashboard/pane.njk
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{% if rows %}grid-row:auto/span {{ rows }};{% endif %}
{% if columns %}grid-column:span {{ columns }};{% endif %}
{% if bg %}background: {{ bg }}!important;{% endif %}
{% if color %}color: {{ color }}!important;{% endif %}
{% if height %}min-height: {{ height }}!important;{% endif %}
">
{%-if link -%}<a class="impact-link" href="{{ link | url }}">{%- endif -%}
{{ content | safe }}
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11 changes: 11 additions & 0 deletions src/_components/dashboard/text-panel.njk
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<li class="text-panel" style ="
{% if rows %}grid-row:auto/span {{ rows }};{% endif %}
{% if columns %}grid-column:span {{ columns }};{% endif %}
{% if bg %}background: {{ bg }}!important;{% endif %}
{% if color %}color: {{ color }}!important;{% endif %}
{% if height %}min-height: {{ height }}!important;{% endif %}
">
{%-if link -%}<a class="impact-link" href="{{ link | url }}">{%- endif -%}
{{ content | safe }}
{%-if link -%}</a>{%- endif -%}
</li>
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/AGE_(APPLIED).csv
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18 - 24,25 - 34,35 - 44,45 - 54,55 - 64,65 - 74,75 - 84,85+,Not known
11.0,16.0,24.0,14.0,9.0,8.0,13.0,1.0,2.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/AGE_(FUNDED).csv
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18 - 24,25 - 34,35 - 44,45 - 54,55 - 64,65 - 74,75 - 84,85+
1.0,3.0,17.0,3.0,7.0,4.0,8.0,1.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/APPLICATIONS_RECEIVED.csv
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No. of eligible applications ,No. of ineligible ,Total amount of funding requested (£),from an individual artist,from an organisation
25.0,1.0,31695.0,17.0,8.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/ARTFORM_(APPLIED).csv
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Combined Arts,Crafts,Dance,Digital Media,Festival/Carnival ,Film,Literature / Poetry / Spoken Word,Music,Photography,Theatre,Visual Art
4.0,1.0,1.0,2.0,1.0,2.0,1.0,7.0,2.0,1.0,5.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/ARTFORM_(FUNDED).csv
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@@ -0,0 +1,2 @@
Crafts,Digital Media,Music,Photography,Visual Art
1.0,2.0,2.0,1.0,3.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/CARER_(APPLIED).csv
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@@ -0,0 +1,2 @@
No,Not known,Prefer not to say,Yes
18.0,61.0,10.0,5.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/CARER_(FUNDED).csv
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@@ -0,0 +1,2 @@
No,Not known,Prefer not to say,Yes
5.0,12.0,10.0,4.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/CONTRIBUTION_TO_WORKFORCE.csv
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@@ -0,0 +1,2 @@
Artists/Creatives,Volunteers
390.0,48.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/DISABILITY_(APPLIED).csv
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@@ -0,0 +1,2 @@
Hearing impairment ,Learning disability,Long-standing illness or health condition,Mental health condition ,Neuro Diverse,Not known,Physical impairment ,Prefer not to say
1.0,7.0,4.0,5.0,8.0,39.0,6.0,10.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/DISABILITY_(FUNDED).csv
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@@ -0,0 +1,2 @@
Hearing impairment ,Learning disability,Long-standing illness or health condition,Mental health condition ,Neuro Diverse,Not known,Physical impairment ,Prefer not to say
1.0,2.0,2.0,2.0,3.0,4.0,6.0,10.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/ETHNIC_ORIGIN_(APPLIED).csv
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@@ -0,0 +1,2 @@
African,Any other white background,Caribbean,Chinese,Indian,Prefer not to say,White British,White English,White Scottish,White Welsh,White and Asian ,White and Black African,White and Black Caribbean
1.0,8.0,2.0,1.0,1.0,8.0,7.0,64.0,3.0,3.0,1.0,1.0,1.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/ETHNIC_ORIGIN_(FUNDED).csv
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@@ -0,0 +1,2 @@
Any other white background,Caribbean,White British,White English,White Welsh,White and Asian
3.0,2.0,1.0,31.0,1.0,1.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/FUNDING.csv
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Funding invested from Leeds City Council
11401.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/FUNDING_ADVICE_SESSIONS.csv
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No. of funding surgeries booked,No. of funding surgeries offered ,No. of in person sessions,No. of online/Telephone sessions
20.0,26.0,6.0,14.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/LEEDS_CULTURE_PROGRAMMES_WEBSITE.csv
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No. applications started,No. of applications completed
35.0,26.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/PROJECT_OUTPUTS_-_APPLIED.csv
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@@ -0,0 +1,2 @@
Days employment for freelance artists and creatives,Learning or participation sessions,New cultural activities/products,Performances or exhibition days,Training opportunities,Volunteer opportunities
380.5,112.0,153.0,746.0,192.0,136.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/PROJECT_OUTPUTS_-_FUNDED.csv
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@@ -0,0 +1,2 @@
Days employment for freelance artists and creatives,Learning or participation sessions,New cultural activities/products,Performances or exhibition days,Training opportunities,Volunteer opportunities
81.0,52.0,87.0,311.0,39.0,55.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/REACH.csv
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@@ -0,0 +1,2 @@
Audience - in person,Broadcast/online audiences,Participants - in person
21710.0,75720.0,1147.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/RELIGIOUS_BELIEF_(APPLIED).csv
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@@ -0,0 +1,2 @@
Christian,Jewish,No religion/belief,Not known,Prefer not to say
15.0,1.0,21.0,54.0,16.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/RELIGIOUS_BELIEF_(FUNDED).csv
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@@ -0,0 +1,2 @@
Christian,No religion/belief,Not known,Prefer not to say
13.0,13.0,16.0,12.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/RESULTS_.csv
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No. of withdrawn by applicant ,No. of funded individual artists,No. of funded organisations,No. of unsucessful artist applications ,No. of unsucessful organisation applications ,Total amount awarded to individual artists (£),Total amount awarded to organisations(£),Total amount not awarded to individual artists (£),Total amount not awarded to organisations(£)
1.0,5.0,4.0,12.0,3.0,6473.0,3428.0,14897.0,3497.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/SEXUAL_ORIENTATION_(APPLIED).csv
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@@ -0,0 +1,2 @@
Bi-sexual,Gay ,Heterosexual or Straight ,Lesbian,Not known,Other,Prefer not to say
7.0,3.0,38.0,2.0,54.0,1.0,3.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/SEXUAL_ORIENTATION_(FUNDED).csv
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@@ -0,0 +1,2 @@
Bi-sexual,Gay ,Heterosexual or Straight ,Lesbian,Not known,Other
1.0,1.0,32.0,2.0,7.0,1.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/SEX_(APPLIED).csv
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@@ -0,0 +1,2 @@
Female,Male,Non Binary,Not known
52.0,44.0,4.0,8.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/SEX_(FUNDED).csv
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@@ -0,0 +1,2 @@
Female,Male,Non Binary
26.0,17.0,1.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/TARGET_GROUPS_-_APPLIED.csv
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Carers,Disabled people,Ethnically diverse people,LGBT+,Men,Non-binary people,Not targeted at a specific group,Older people (over 55),"People with challenging lives (e.g., those who are socially excluded, those from a low-income household, young people at risk, in care or NEET, carers)",Pupils in schools,Religious or Belief Communities,Women,Younger people (under 25)
2.0,3.0,2.0,2.0,1.0,3.0,13.0,4.0,2.0,1.0,1.0,6.0,2.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/TARGET_GROUPS_-_FUNDED.csv
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@@ -0,0 +1,2 @@
Carers,Disabled people,Ethnically diverse people,LGBT+,Non-binary people,Not targeted at a specific group,Older people (over 55),"People with challenging lives (e.g., those who are socially excluded, those from a low-income household, young people at risk, in care or NEET, carers)",Pupils in schools,Religious or Belief Communities,Women
2.0,3.0,2.0,1.0,1.0,2.0,3.0,2.0,1.0,1.0,3.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/WARDS_-_APPLICANT_BASED.csv
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@@ -0,0 +1,2 @@
Beeston & Holbeck ,Calverley & Farsley ,Chapel Allerton ,Farnley & Wortley ,Kirkstall ,Otley & Yeadon ,Pudsey ,Weetwood ,Wetherby
1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
2 changes: 2 additions & 0 deletions src/_data/viz/lcip/WARDS_-_RECEIVING_ACTIVITY.csv
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@@ -0,0 +1,2 @@
Beeston & Holbeck ,Calverley & Farsley ,Farnley & Wortley ,Gipton & Harehills ,Guiseley & Rawdon ,Headingley & Hyde Park ,Horsforth ,Kirkstall ,Little London & Woodhouse ,Otley & Yeadon ,Pudsey ,Roundhay ,Weetwood ,Wetherby
1.0,2.0,1.0,1.0,1.0,2.0,1.0,2.0,1.0,1.0,1.0,1.0,1.0,1.0
15 changes: 15 additions & 0 deletions src/_data/viz/lcip/inspire/RECEIVED_BY_WARD.csv
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@@ -0,0 +1,15 @@
ward_code,metric,ward_name,value
E05011395,WARDS - RECEIVING ACTIVITY,Guiseley & Rawdon ,1.0
E05011549,WARDS - RECEIVING ACTIVITY,Otley & Yeadon ,1.0
E05011414,WARDS - RECEIVING ACTIVITY,Wetherby ,1.0
E05011547,WARDS - RECEIVING ACTIVITY,Horsforth ,1.0
E05011413,WARDS - RECEIVING ACTIVITY,Weetwood ,1.0
E05011411,WARDS - RECEIVING ACTIVITY,Roundhay ,1.0
E05011389,WARDS - RECEIVING ACTIVITY,Calverley & Farsley ,2.0
E05011402,WARDS - RECEIVING ACTIVITY,Kirkstall ,2.0
E05011397,WARDS - RECEIVING ACTIVITY,Headingley & Hyde Park ,2.0
E05011409,WARDS - RECEIVING ACTIVITY,Pudsey ,1.0
E05011403,WARDS - RECEIVING ACTIVITY,Little London & Woodhouse ,1.0
E05011394,WARDS - RECEIVING ACTIVITY,Gipton & Harehills ,1.0
E05012648,WARDS - RECEIVING ACTIVITY,Farnley & Wortley ,1.0
E05012647,WARDS - RECEIVING ACTIVITY,Beeston & Holbeck ,1.0
43 changes: 10 additions & 33 deletions src/_data/viz/lcip/inspire/applications_by_ward.csv
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@@ -1,33 +1,10 @@
,ward_code,metric,ward_name,value
0,E05011395,WARDS - APPLICANT BASED,Guiseley & Rawdon ,0.0
1,E05011549,WARDS - APPLICANT BASED,Otley & Yeadon ,1.0
3,E05012842,WARDS - APPLICANT BASED,Alwoodley ,1.0
4,E05011396,WARDS - APPLICANT BASED,Harewood ,1.0
5,E05011414,WARDS - APPLICANT BASED,Wetherby ,0.0
6,E05011547,WARDS - APPLICANT BASED,Horsforth ,0.0
7,E05011413,WARDS - APPLICANT BASED,Weetwood ,0.0
8,E05011405,WARDS - APPLICANT BASED,Moortown ,0.0
9,E05011411,WARDS - APPLICANT BASED,Roundhay ,0.0
10,E05011389,WARDS - APPLICANT BASED,Calverley & Farsley ,1.0
11,E05011387,WARDS - APPLICANT BASED,Bramley & Stanningley ,0.0
12,E05011402,WARDS - APPLICANT BASED,Kirkstall ,0.0
13,E05011397,WARDS - APPLICANT BASED,Headingley & Hyde Park ,0.0
14,E05011390,WARDS - APPLICANT BASED,Chapel Allerton ,2.0
15,E05011400,WARDS - APPLICANT BASED,Killingbeck & Seacroft ,0.0
16,E05011409,WARDS - APPLICANT BASED,Pudsey ,0.0
17,E05011385,WARDS - APPLICANT BASED,Armley ,1.0
18,E05011403,WARDS - APPLICANT BASED,Little London & Woodhouse ,2.0
19,E05011394,WARDS - APPLICANT BASED,Gipton & Harehills ,0.0
20,E05011391,WARDS - APPLICANT BASED,Cross Gates & Whinmoor ,0.0
21,E05012648,WARDS - APPLICANT BASED,Farnley & Wortley ,0.0
22,E05012647,WARDS - APPLICANT BASED,Beeston & Holbeck ,2.0
23,E05011399,WARDS - APPLICANT BASED,Hunslet & Riverside ,0.0
24,E05011388,WARDS - APPLICANT BASED,Burmantofts & Richmond Hill ,0.0
25,E05013831,WARDS - APPLICANT BASED,Temple Newsam ,0.0
26,E05011406,WARDS - APPLICANT BASED,Morley North ,2.0
27,E05011404,WARDS - APPLICANT BASED,Middleton Park ,0.0
28,E05011410,WARDS - APPLICANT BASED,Rothwell ,0.0
29,E05013830,WARDS - APPLICANT BASED,Garforth & Swillington ,0.0
30,E05011407,WARDS - APPLICANT BASED,Morley South ,0.0
31,E05011384,WARDS - APPLICANT BASED,Ardsley & Robin Hood ,0.0
32,E05011401,WARDS - APPLICANT BASED,Kippax & Methley ,0.0
ward_code,metric,ward_name,value
E05011549,WARDS - APPLICANT BASED,Otley & Yeadon ,1.0
E05011414,WARDS - APPLICANT BASED,Wetherby ,1.0
E05011413,WARDS - APPLICANT BASED,Weetwood ,1.0
E05011389,WARDS - APPLICANT BASED,Calverley & Farsley ,1.0
E05011402,WARDS - APPLICANT BASED,Kirkstall ,1.0
E05011390,WARDS - APPLICANT BASED,Chapel Allerton ,1.0
E05011409,WARDS - APPLICANT BASED,Pudsey ,1.0
E05012648,WARDS - APPLICANT BASED,Farnley & Wortley ,1.0
E05012647,WARDS - APPLICANT BASED,Beeston & Holbeck ,1.0
33 changes: 0 additions & 33 deletions src/_data/viz/lcip/inspire/funding_received_by_ward.csv

This file was deleted.

56 changes: 47 additions & 9 deletions src/_includes/css/oi.css
Original file line number Diff line number Diff line change
Expand Up @@ -17,6 +17,7 @@ h1,h2,h3,h4, .title, .subtitle {
h1, .title {
font-size: 1.8em;
margin-top: 0.5em;
margin-bottom: 1em;
font-weight: 600;
text-decoration: underline;
color: #0a2f45;
Expand All @@ -27,11 +28,20 @@ h1, .title {
text-align:center;
}

h2 { font-size: 1.7em; margin-top: 1.764706em; font-weight: 500; }
h2 { font-size: 1.6em;
margin-top: 1.5em;
font-weight: 500;
text-align: center;
text-decoration: underline;
text-underline-offset: 10px;
text-decoration-color: #0a2f45;
text-decoration-thickness: 3px;
}
h3 {
font-size: 1.4em;
margin-top: 1.428571em;
font-weight: 600;
text-align: center;
}
h2:first-child, h3:first-child, .title { margin-top: 0; }
h1 + *, h2 + *, h3 + * { margin-top: 2em; }
Expand Down Expand Up @@ -72,7 +82,7 @@ a.button:hover, button:hover, button:focus, a.button:focus { background-color: #
.tallpadded { padding-top: 2em; padding-bottom: 2em; }
section { padding: 2em 0; }

.block { padding:2em; border-style: groove; margin-top: 2em; margin-bottom: 2em; border-width: 1px 1px; border-color: #bbbb}
.block { padding:2em; border-style: solid; margin-top: 2em; margin-bottom: 2em; border-width: 1px 1px; border-color: #bbbb}

.skip-to-content-link { position: absolute; top: -3rem; right: 0.5rem; z-index: 2000; transition: top 0.2s; padding: 0.5rem 1rem; }
.skip-to-content-link:focus { top: 0.25rem; }
Expand Down Expand Up @@ -100,9 +110,9 @@ header nav ul li { display: inline-block; }
header nav ul > li > a { padding: 0.5em 1em; display: inline-block; width: 100%; color: inherit; }
.header-holder { max-width: 1300px; position: relative; margin: auto;}

.about { padding: 2em; margin-bottom: 1em; border-style: groove; border-width: 1px; border-color: #bbbb;}
.about { padding: 2em; margin-bottom: 1em; border-style: solid; border-width: 1px; border-color: #bbbb;}

.summary { padding-top: 2em; padding-bottom: 1em; }
.summary { padding-top: 2em; }

.read-more { margin-top: 1em; padding-bottom: 0.5em; }
.read-more a {
Expand All @@ -112,7 +122,7 @@ header nav ul > li > a { padding: 0.5em 1em; display: inline-block; width: 100%;
text-underline-offset: 3px;
text-decoration-color: #91cfce;
text-decoration-thickness: 2px;
border-style: groove;
border-style: solid;
border-width: 1px 1px 1px;
border-color: #bbbb;
padding: 1em;
Expand All @@ -127,15 +137,13 @@ header nav ul > li > a { padding: 0.5em 1em; display: inline-block; width: 100%;
/* Dashboard */
.pane {
padding: 2em;
justify-content: space-evenly;

}

.grid { display: grid; grid-template-columns: 50% 50%; grid-gap: 0.5em; }
.grid { display: grid; grid-template-columns: 50% 50%; grid-gap: 0.5em; margin-top: 0.5em; margin-bottom:0;}
.grid .pane {
background: #91cfce;
color: #0a2f45;
border-right: groove;
border-right: solid;
border-width: 1px 1px;
border-color: #7eb4b3;
transition: color 0.15s linear, background-color 0.15s linear;
Expand All @@ -146,14 +154,44 @@ header nav ul > li > a { padding: 0.5em 1em; display: inline-block; width: 100%;
}
}

.grid .pane h2 {
text-decoration: none;
font-size: 1.4em;
margin:0;
}

ul.grid { list-style: none; margin-left: 0em; grid-template-columns: repeat(auto-fill, minmax(min(100%, 300px), 1fr));}
ul.grid > li > a { display: block; text-decoration: none;}
ul.grid > li > a > h3 { text-align: center; font-weight: 500; font-size: 1.2em; color: inherit;
color:rgba(92, 176, 177, 0.881) 0%;
color: rgb(0, 50, 71) 100%;
line-height: 1.4em;
}

ul.grid > li > h3 {
text-align: center;
font-weight: 500;
font-size: 1.1em;
color: inherit;
color:rgba(92, 176, 177, 0.881) 0%;
color: rgb(0, 50, 71) 100%;
line-height: 1.4em;
}

.text-panel {
padding: 5em;
background: #91cfce;
color: #0a2f45;
border-right: solid;
border-width: 1px 1px;
border-color: #7eb4b3;
transition: color 0.15s linear, background-color 0.15s linear;

&:hover {
color: white;
background: #002331;
}
}


.impact-link:hover {
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