In [48]:
%matplotlib inline
import matplotlib
import seaborn as sns
sns.set()
matplotlib.rcParams['figure.dpi'] = 144
import pandas as pd
import numpy as np
import requests as req
from bokeh.plotting import figure, show
from bokeh.models import ColumnDataSource
from bokeh.io import output_notebook
output_notebook()
pd.set_option('display.float_format', lambda x: '%.3f' % x)
In [62]:
solar = pd.read_csv('openpv_all.csv', parse_dates=[1], infer_datetime_format=True)
In [53]:
names = [col for col in solar]
solar.dtypes
Out[53]:
state object
date_installed datetime64[ns]
incentive_prog_names object
type object
size_kw float64
appraised object
zipcode float64
install_type object
installer object
cost_per_watt float64
cost float64
lbnl_tts_version_year float64
lbnl_tts object
city object
utility_clean object
tech_1 object
model1_clean object
county object
annual_PV_prod float64
annual_insolation float64
rebate object
sales_tax_cost float64
tilt1 float64
tracking_type object
azimuth1 float64
manuf2_clean object
manuf3_clean object
manuf1_clean object
inv_man_clean object
reported_annual_energy_prod float64
...
install_price_real_w float64
install_price float64
installer_clean float64
manuf1_ float64
inverter_reported float64
rebate_real float64
model1 float64
_3rdparty float64
inv_model_reported float64
microinv_solarhub float64
bipv_3 float64
bipv_2 float64
bipv_1 float64
sales_tax_rate float64
sales_tax_cost_real float64
bipv_all float64
thinfilm_all float64
china float64
sys_sizeac float64
pbi_rate float64
new_constr float64
effic_1 float64
cust_county float64
tracking float64
inv_model_clean float64
mod_cost_real float64
inv_cost_real float64
bos_powerclerk_real float64
permitting_real float64
3rdparty float64
Length: 81, dtype: object
In [40]:
pd.unique(solar['install_type'])
Out[40]:
array(['residential', 'Educational', 'Residential', 'Commercial',
'Nonprofit', 'commercial', 'government', 'Unknown', 'Utility',
'Agricultural', 'Government', 'educational', nan, 'utility',
'agricultural', 'nonprofit', 'unknown', 'Customer', 'education',
'Municipal', 'agriculture', 'public', 'Institutional', 'Public',
'Commercial - Other', "Gov't/NP", 'Residential/SF',
'Nonresidential', 'Commercial - Builders', 'Commerical',
'Commercial - Agriculture', 'Small Business',
'Commercial - Small Business', 'Not Stated'], dtype=object)
In [63]:
solar2 = solar
In [64]:
solar2['install_type']= solar2['install_type'].str.replace('Agricultural|agricultural|agriculture|Commercial - Agriculture', 'agriculture')
solar2['install_type']= solar2['install_type'].str.replace('residential|Residential|Residential/SF|residential/SF','residential')
solar2['install_type']= solar2['install_type'].str.replace('Commercial|commercial|Commercial - Other|Commerical|Small Business|Commercial - Small Business|commercial - Other|commercial - Builders|commercial - commercial', 'commercial')
solar2['install_type']= solar2['install_type'].str.replace('Educational|educational|education', 'educational')
solar2['install_type']= solar2['install_type'].str.replace('Nonprofit|government|Government|nonprofit|Municipal|public|Institutional|Public|Gov\'t/NP','institutional')
solar2['install_type']= solar2['install_type'].str.replace('Utility|utility','utility')
solar2['install_type']= solar2['install_type'].str.replace('Unknown|unknown| |Customer|Nonresidential|Not Stated','unknown')
In [7]:
pd.unique(solar2['install_type'])
Out[7]:
array(['residential', 'educational', 'commercial', 'institutional',
'unknown', 'utility', 'agriculture', nan, 'commercial - Other',
'residential/SF', 'commercial - Builders',
'commercial - commercial'], dtype=object)
In [65]:
solar_state = solar2.groupby('state')
totalpv = pd.DataFrame(solar_state['size_kw'].sum())
totalpv = totalpv.sort_values('size_kw', ascending=False).head()
totalpv
Out[65]:
size_kw
state
CA
7378789.585
NJ
2283736.896
MA
1941267.801
AZ
1647162.639
NY
575229.051
In [66]:
solar_date = solar2.groupby([solar2['date_installed'].dt.year])
totals = pd.DataFrame(solar_date['size_kw'].sum())
recenttotals = totals[1995:2015]
recenttotals
Out[66]:
size_kw
date_installed
1995.000
145.350
1996.000
726.883
1997.000
2864.283
1998.000
669.379
1999.000
9024.500
2000.000
2532.036
2001.000
12799.198
2002.000
32675.945
2003.000
51042.800
2004.000
70416.372
2005.000
88183.171
2006.000
159311.607
2007.000
362304.760
2008.000
494429.236
2009.000
715732.040
2010.000
1373380.224
2011.000
2383673.918
2012.000
3302048.840
2013.000
1881045.416
2014.000
2343808.089
2015.000
3153274.205
In [59]:
solar2.isnull().sum().head(20)
Out[59]:
state 0
date_installed 5
incentive_prog_names 222487
type 5
size_kw 5
appraised 796409
zipcode 5
install_type 42581
installer 318020
cost_per_watt 257572
cost 257411
lbnl_tts_version_year 222487
lbnl_tts 222487
city 221567
utility_clean 227725
tech_1 439526
model1_clean 439526
county 21793
annual_PV_prod 239476
annual_insolation 239476
dtype: int64
In [50]:
solar2['cost_per_watt'].hist()
Out[50]:
<matplotlib.axes._subplots.AxesSubplot at 0x260ef588>
In [61]:
source = ColumnDataSource(recenttotals)
a = figure(plot_width=800, plot_height=400)
a.line(x='date_installed', y='size_kw', source=source)
show(a)
In [19]:
dsireurl = "http://programs.dsireusa.org/api/v1/getprograms/json"
dsirejson = requests.get(dsireurl).json()
In [26]:
list(dsirejson.keys())
Out[26]:
[u'recordsTotal', u'recordsFiltered', u'draw', u'meta', u'data']
In [29]:
dsiredict = dsirejson['data']
In [31]:
incdf = pd.DataFrame(dsiredict)
incdf
Out[31]:
Administrator
Authorities
Budget
CategoryId
CategoryName
Cities
Code
Contacts
Counties
Details
...
Sectors
StartDate
State
Summary
Technologies
TypeId
TypeName
Utilities
WebsiteUrl
ZipCodes
0
None
[{u'website': u'http://www.legis.nd.gov/cencod...
None
2
Regulatory Policy
[]
ND02R
[{u'program': 1, u'webVisible': False, u'conta...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
North Dakota
<p> 	North Dakota's solar easement law ...
[{u'category': u'Solar Technologies', u'energy...
44
Solar/Wind Access Policy
[]
[]
1
[{u'website': u'http://www.azleg.gov/viewdocum...
1
Financial Incentive
[]
AZ10F
[{u'program': 2, u'webVisible': False, u'conta...
[]
[{u'templateId': 77, u'displayOrder': 0, u'id'...
...
[{u'name': u'Residential', u'id': 9, u'countCh...
01/01/1994
Arizona
<div> 	This incentive allows Arizona ta...
[{u'category': u'Biomass', u'energyCategoryId'...
32
Personal Tax Deduction
[]
[]
2
None
[{u'website': u'http://mgaleg.maryland.gov/web...
None
2
Regulatory Policy
[]
MD01R
[{u'program': 3, u'webVisible': True, u'contac...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Maryland
<p>\r\n\tMaryland has a long-standing law prot...
[{u'category': u'Solar Technologies', u'energy...
44
Solar/Wind Access Policy
[]
[]
3
None
[{u'website': u'https://www.oregonlegislature....
None
2
Regulatory Policy
[]
OR02R
[]
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Oregon
<p>\r\n\tOregon has several laws that protect ...
[{u'category': u'Solar Technologies', u'energy...
44
Solar/Wind Access Policy
[]
[]
4
None
[{u'website': u'http://www.legis.state.ak.us/b...
None
2
Regulatory Policy
[]
AK01R
[{u'program': 6, u'webVisible': True, u'contac...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Alaska
<p>\r\n\tAlaska's solar easement provision...
[{u'category': u'Solar Technologies', u'energy...
44
Solar/Wind Access Policy
[]
[]
5
None
[{u'website': u'http://legislature.idaho.gov/i...
None
2
Regulatory Policy
[]
ID02R
[{u'program': 7, u'webVisible': False, u'conta...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Idaho
<p>Similar to laws in other states, Idaho's s...
[{u'category': u'Solar Technologies', u'energy...
44
Solar/Wind Access Policy
[]
[]
6
None
[{u'website': u'http://kslegislature.org/li/st...
None
2
Regulatory Policy
[]
KS01R
[{u'program': 8, u'webVisible': False, u'conta...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Kansas
<p><span>Parties may voluntarily enter into so...
[{u'category': u'Solar Technologies', u'energy...
44
Solar/Wind Access Policy
[]
[]
7
None
[{u'website': u'http://www.lexisnexis.com/hott...
None
2
Regulatory Policy
[]
GA01R
[{u'program': 10, u'webVisible': True, u'conta...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Georgia
<p> 	In determining that the use of sol...
[{u'category': u'Solar Technologies', u'energy...
44
Solar/Wind Access Policy
[]
[]
8
None
[{u'website': u'http://www.lrc.state.ky.us/KRS...
None
2
Regulatory Policy
[]
KY01R
[{u'program': 11, u'webVisible': True, u'conta...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Kentucky
<p>\r\n\tIn Kentucky, solar easements may be o...
[{u'category': u'Solar Technologies', u'energy...
44
Solar/Wind Access Policy
[]
[]
9
None
[{u'website': u'http://janus.state.me.us/legis...
None
2
Regulatory Policy
[]
ME03R
[{u'program': 12, u'webVisible': False, u'cont...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Maine
<p> 	Maine allows for the creation of e...
[{u'category': u'Solar Technologies', u'energy...
44
Solar/Wind Access Policy
[]
[]
10
None
[{u'website': u'http://www.rilin.state.ri.us/S...
None
2
Regulatory Policy
[]
RI02R
[{u'program': 13, u'webVisible': True, u'conta...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Rhode Island
<p>\r\n\tRhode Island allows property owners t...
[{u'category': u'Solar Technologies', u'energy...
44
Solar/Wind Access Policy
[]
[]
11
None
[{u'website': u'http://apps.leg.wa.gov/RCW/def...
None
2
Regulatory Policy
[]
WA02R
[{u'program': 14, u'webVisible': True, u'conta...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Washington
<p> 	Washington's solar easement laws a...
[{u'category': u'Solar Technologies', u'energy...
44
Solar/Wind Access Policy
[]
[]
12
None
[{u'website': u'http://www.puc.state.tx.us/age...
None
2
Regulatory Policy
[]
TX01R
[{u'program': 15, u'webVisible': True, u'conta...
[]
[{u'templateId': 34, u'displayOrder': 0, u'id'...
...
[{u'name': u'Investor-Owned Utility', u'id': 4...
Texas
<p> 	<b><span>Disclosure Requirements</...
[]
25
Generation Disclosure
[]
http://www.powertochoose.org
[]
13
None
[{u'website': u'http://www.azleg.gov/viewdocum...
None
2
Regulatory Policy
[]
AZ07R
[]
[]
[]
...
[{u'name': u'Residential', u'id': 9, u'countCh...
Arizona
<p> 	Arizona law protects individual ho...
[{u'category': u'Solar Technologies', u'energy...
44
Solar/Wind Access Policy
[]
[]
14
None
[{u'website': u'http://www.lexisnexis.com/hott...
None
2
Regulatory Policy
[]
TN01R
[{u'program': 18, u'webVisible': False, u'cont...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Tennessee
<p>\r\n\tTennessee law allows for the creation...
[{u'category': u'Solar Technologies', u'energy...
44
Solar/Wind Access Policy
[]
[]
15
None
[{u'website': u'http://lis.njleg.state.nj.us/c...
None
2
Regulatory Policy
[]
NJ01R
[{u'program': 19, u'webVisible': False, u'cont...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
New Jersey
<p>\r\n\tNew Jersey law provides for the creat...
[{u'category': u'Solar Technologies', u'energy...
44
Solar/Wind Access Policy
[]
[]
16
[{u'website': u'http://www.moga.mo.gov/statute...
2
Regulatory Policy
[]
MO01R
[{u'program': 20, u'webVisible': True, u'conta...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Missouri
<p> 	In Missouri, the right to utilize ...
[{u'category': u'Solar Technologies', u'energy...
44
Solar/Wind Access Policy
[]
[]
17
None
[{u'website': u'http://www.gencourt.state.nh.u...
None
2
Regulatory Policy
[]
NH02R
[{u'program': 21, u'webVisible': False, u'cont...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
New Hampshire
<p>New Hampshire's "solar skyspace easemen...
[{u'category': u'Solar Technologies', u'energy...
44
Solar/Wind Access Policy
[]
[]
18
[{u'website': u'http://codes.ohio.gov/orc/5301...
2
Regulatory Policy
[]
OH01R
[{u'program': 22, u'webVisible': True, u'conta...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Ohio
<p>\r\n\tOhio's solar-easement provisions ...
[{u'category': u'Solar Technologies', u'energy...
44
Solar/Wind Access Policy
[]
[]
19
Glendale Water and Power
[]
$1.55 for FY 2015-2016
1
Financial Incentive
[]
CA31F
[{u'program': 23, u'webVisible': False, u'cont...
[]
[{u'templateId': 95, u'displayOrder': 0, u'id'...
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
California
<p><span>The Solar Solutions program provides ...
[{u'category': u'Solar Technologies', u'energy...
88
Rebate Program
[{u'state': 6, u'EIA_id': u'7294', u'id': 987,...
http://www.glendaleca.gov/government/departmen...
[]
20
None
[{u'website': u'http://leg.mt.gov/bills/mca/69...
None
2
Regulatory Policy
[]
MT04R
[{u'program': 26, u'webVisible': True, u'conta...
[]
[]
...
[{u'name': u'Investor-Owned Utility', u'id': 4...
Montana
<p>\r\n\tIn Montana, regulated electric utilit...
[{u'category': u'Geothermal Technologies', u'e...
12
Mandatory Utility Green Power Option
[]
[]
21
None
[{u'website': u'http://coolice.legis.state.ia....
None
2
Regulatory Policy
[]
IA04R
[{u'program': 27, u'webVisible': False, u'cont...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Iowa
<div>\r\n\tIowa's solar access easement pr...
[{u'category': u'Solar Technologies', u'energy...
44
Solar/Wind Access Policy
[]
[]
22
None
[{u'website': u'http://www.leg.state.fl.us/Sta...
None
2
Regulatory Policy
[]
FL01R
[{u'program': 28, u'webVisible': False, u'cont...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Florida
<p>\r\n\t<span style="font-size: 12px;">Florid...
[{u'category': u'Solar Technologies', u'energy...
44
Solar/Wind Access Policy
[]
[]
23
None
[{u'website': u'http://www.azleg.gov/viewdocum...
None
2
Regulatory Policy
[]
AZ06R
[]
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Arizona
<p> 	Collectors, heat exchangers, and s...
[{u'category': u'Solar Technologies', u'energy...
24
Equipment Certification
[]
[]
24
[{u'website': u'http://codes.ohio.gov/orc/4928...
2
Regulatory Policy
[]
OH02R
[{u'program': 36, u'webVisible': False, u'cont...
[]
[{u'templateId': 63, u'displayOrder': 0, u'id'...
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Ohio
<p> 	<strong><em>Note</em></strong><em>...
[{u'category': u'Solar Technologies', u'energy...
37
Net Metering
[]
http://www.puco.ohio.gov/puco/index.cfm/consum...
[]
25
[{u'website': u'http://leg.mt.gov/bills/mca_to...
2
Regulatory Policy
[]
MT05R
[{u'program': 37, u'webVisible': False, u'cont...
[]
[{u'templateId': 63, u'displayOrder': 0, u'id'...
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Montana
<p><b>Eligibility and Applicability</b></p><p>...
[{u'category': u'Solar Technologies', u'energy...
37
Net Metering
[{u'state': 30, u'EIA_id': u'12825', u'id': 17...
http://deq.mt.gov/Energy/Renewable/NetMeterRen...
[]
26
[{u'website': u'http://lis.njleg.state.nj.us/c...
2
Regulatory Policy
[]
NJ03R
[{u'program': 38, u'webVisible': False, u'cont...
[]
[{u'templateId': 63, u'displayOrder': 0, u'id'...
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
New Jersey
<p> 	<strong>Eligibility: </strong></p>...
[{u'category': u'Geothermal Technologies', u'e...
37
Net Metering
[{u'state': 35, u'EIA_id': u'963', u'id': 122,...
http://www.njcleanenergy.com/renewable-energy/...
[]
27
[{u'website': u'https://www.oregonlegislature....
2
Regulatory Policy
[]
OR03R
[{u'program': 39, u'webVisible': False, u'cont...
[]
[{u'templateId': 63, u'displayOrder': 0, u'id'...
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Oregon
<p><b>Eligibility and Availability</b><br/>...
[{u'category': u'Geothermal Technologies', u'e...
37
Net Metering
[{u'state': 42, u'EIA_id': u'907', u'id': 112,...
[]
28
[{u'website': u'http://leg1.state.va.us/cgi-bi...
2
Regulatory Policy
[]
VA02R
[{u'program': 40, u'webVisible': True, u'conta...
[]
[{u'templateId': 63, u'displayOrder': 0, u'id'...
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Virginia
<p>Net metering in Virginia is available on a ...
[{u'category': u'Geothermal Technologies', u'e...
37
Net Metering
[]
https://www.dom.com/residential/dominion-virgi...
[]
29
[{u'website': u'http://legislature.vermont.gov...
2
Regulatory Policy
[]
VT02R
[{u'program': 41, u'webVisible': False, u'cont...
[]
[{u'templateId': 63, u'displayOrder': 0, u'id'...
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Vermont
<p><b><i>Note: Vermont has adopted new net met...
[{u'category': u'Solar Technologies', u'energy...
37
Net Metering
[]
http://psb.vermont.gov/electric/net-metering
[]
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
3709
Idaho Power
[]
None
3
Technical Resource
[]
ID07T
[]
[]
[]
...
[]
Idaho
<p>Idaho Power offers customers technical trai...
[{u'category': u'Other', u'energyCategoryId': ...
2
Energy Analysis
[]
https://www.idahopower.com/EnergyEfficiency/Bu...
[]
3710
Rocky Mountain Power
[]
None
3
Technical Resource
[]
ID08T
[]
[]
[]
...
[]
Idaho
<p>Get technical expertise and cash incentives...
[{u'category': u'Lighting', u'energyCategoryId...
2
Energy Analysis
[]
https://www.rockymountainpower.net/bus/se/idah...
[]
3711
Otter Tail Power Company
[]
None
3
Technical Resource
[]
SD03T
[{u'program': 22017, u'webVisible': True, u'co...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
South Dakota
With efficient electric technology rebates, ou...
[{u'category': u'Appliances', u'energyCategory...
7
Other
[{u'state': 48, u'EIA_id': u'14232', u'id': 19...
https://www.otpco.com/ways-to-save/rebates-and...
[]
3712
Northeast Energy Efficiency Partnerships
[]
None
3
Technical Resource
[]
NH04T
[{u'program': 22018, u'webVisible': True, u'co...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
New Hampshire
The Regional Evaluation, Measurement and Verif...
[{u'category': u'Other', u'energyCategoryId': ...
6
Training and Information
[]
http://www.neep.org/initiatives/emv-forum
[]
3713
Northeast Energy Efficiency Partnerships
[]
None
3
Technical Resource
[]
VT01T
[{u'program': 22019, u'webVisible': True, u'co...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Vermont
The Regional Evaluation, Measurement and Verif...
[{u'category': u'Other', u'energyCategoryId': ...
6
Training and Information
[]
http://www.neep.org/initiatives/emv-forum
[]
3714
Northeast Energy Efficiency Partnerships
[]
None
3
Technical Resource
[]
MA01T
[{u'program': 22020, u'webVisible': True, u'co...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Massachusetts
The Regional Evaluation, Measurement and Verif...
[{u'category': u'Other', u'energyCategoryId': ...
6
Training and Information
[]
http://www.neep.org/initiatives/emv-forum
[]
3715
Northeast Energy Efficiency Partnerships
[]
None
3
Technical Resource
[]
ME01T
[{u'program': 22021, u'webVisible': True, u'co...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Maine
The Regional Evaluation, Measurement and Verif...
[{u'category': u'Other', u'energyCategoryId': ...
6
Training and Information
[]
http://www.neep.org/initiatives/emv-forum
[]
3716
Northeast Energy Efficiency Partnerships
[]
None
3
Technical Resource
[]
NY04T
[{u'program': 22022, u'webVisible': True, u'co...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
New York
The Regional Evaluation, Measurement and Verif...
[{u'category': u'Other', u'energyCategoryId': ...
6
Training and Information
[]
http://www.neep.org/initiatives/emv-forum
[]
3717
Northeast Energy Efficiency Partnerships
[]
None
3
Technical Resource
[]
NJ04T
[{u'program': 22023, u'webVisible': True, u'co...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
New Jersey
The Regional Evaluation, Measurement and Verif...
[{u'category': u'Other', u'energyCategoryId': ...
6
Training and Information
[]
http://www.neep.org/initiatives/emv-forum
[]
3718
Northeast Energy Efficiency Partnerships
[]
None
3
Technical Resource
[]
RI02T
[{u'program': 22024, u'webVisible': True, u'co...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Rhode Island
The Regional Evaluation, Measurement and Verif...
[{u'category': u'Other', u'energyCategoryId': ...
6
Training and Information
[]
http://www.neep.org/initiatives/emv-forum
[]
3719
Northeast Energy Efficiency Partnerships
[]
None
3
Technical Resource
[]
CT04T
[{u'program': 22025, u'webVisible': True, u'co...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Connecticut
The Regional Evaluation, Measurement and Verif...
[{u'category': u'Other', u'energyCategoryId': ...
6
Training and Information
[]
http://www.neep.org/initiatives/emv-forum
[]
3720
Northeast Energy Efficiency Partnerships
[]
None
3
Technical Resource
[]
PA04T
[{u'program': 22026, u'webVisible': True, u'co...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Pennsylvania
The Regional Evaluation, Measurement and Verif...
[{u'category': u'Other', u'energyCategoryId': ...
6
Training and Information
[]
http://www.neep.org/initiatives/emv-forum
[]
3721
Northeast Energy Efficiency Partnerships
[]
None
3
Technical Resource
[]
MD01T
[{u'program': 22027, u'webVisible': True, u'co...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Maryland
The Regional Evaluation, Measurement and Verif...
[{u'category': u'Other', u'energyCategoryId': ...
6
Training and Information
[]
http://www.neep.org/initiatives/emv-forum
[]
3722
Northeast Energy Efficiency Partnerships
[]
None
3
Technical Resource
[]
DE04T
[{u'program': 22028, u'webVisible': True, u'co...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Delaware
The Regional Evaluation, Measurement and Verif...
[{u'category': u'Other', u'energyCategoryId': ...
6
Training and Information
[]
http://www.neep.org/initiatives/emv-forum
[]
3723
Northeast Energy Efficiency Partnerships
[]
None
3
Technical Resource
[]
DC04T
[{u'program': 22029, u'webVisible': True, u'co...
[]
[]
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
District of Columbia
The Regional Evaluation, Measurement and Verif...
[{u'category': u'Other', u'energyCategoryId': ...
6
Training and Information
[]
http://www.neep.org/initiatives/emv-forum
[]
3724
Center for Energy and Environment
[]
None
3
Technical Resource
[]
MN01T
[]
[]
[]
...
[]
Minnesota
<p>CEE helps building owners and managers bett...
[]
2
Energy Analysis
[]
https://www.mncee.org/services/engineering-ser...
[]
3725
Central Minnesota Municipal Power Agency
[]
None
3
Technical Resource
[]
MN03T
[]
[]
[]
...
[]
Minnesota
<p>CMPAS utilities offer complimentary energy ...
[]
2
Energy Analysis
[]
http://customers.cmpasgroup.org/businesses/eff...
[]
3726
Southeast Energy Efficiency Alliance
[]
None
3
Technical Resource
[]
US01T
[]
[]
[]
...
[]
Federal
<p>SEEA's Resource Center offers a collection ...
[{u'category': u'Other', u'energyCategoryId': ...
6
Training and Information
[]
http://seealliance.org/resource-center/
[]
3727
Massachusetts Clean Energy Center
[]
$30 million through 2020 (entire Clean Heating...
1
Financial Incentive
[]
MA100F
[{u'program': 22036, u'webVisible': True, u'co...
[]
[{u'templateId': 38, u'displayOrder': 0, u'id'...
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
Massachusetts
<p>The <a href="http://www.masscec.com/">Massa...
[{u'category': u'Biomass', u'energyCategoryId'...
87
Grant Program
[]
http://www.masscec.com/get-clean-energy/busine...
[]
3728
Massachusetts Development Finance Agency
[{u'website': u'https://malegislature.gov/Laws...
None
1
Financial Incentive
[]
MA100F
[{u'program': 22037, u'webVisible': True, u'co...
[]
[{u'templateId': 69, u'displayOrder': 0, u'id'...
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
11/06/2016
Massachusetts
<p><b><i>Note: In 2010, the Federal Housing Fi...
[{u'category': u'Solar Technologies', u'energy...
76
PACE Financing
[]
http://www.massdevelopment.com/what-we-offer/k...
[]
3729
U.S. Department of Energy
[]
None
3
Technical Resource
[]
KY05T
[{u'program': 22038, u'webVisible': True, u'co...
[]
[]
...
[{u'name': u'Industrial', u'id': 3, u'countChi...
Kentucky
<p>University of Kentucky's IAC utilizes the u...
[{u'category': u'Industrial Equipment', u'ener...
2
Energy Analysis
[]
http://www.engr.uky.edu/power/kiac/
[]
3730
NYSERDA
[]
$325,000 (FY 2017)
1
Financial Incentive
[]
NY100F
[{u'program': 22039, u'webVisible': True, u'co...
[]
[{u'templateId': 38, u'displayOrder': 0, u'id'...
...
[{u'name': u'Nonprofit', u'id': 6, u'countChil...
06/23/2017
New York
<p>New York State Energy Research and Developm...
[]
87
Grant Program
[]
https://www.nyserda.ny.gov/All-Programs/Progra...
[]
3731
None
[]
None
1
Financial Incentive
[]
NM48F
[{u'program': 22040, u'webVisible': True, u'co...
[]
[{u'templateId': 95, u'displayOrder': 0, u'id'...
...
[{u'name': u'Low Income Residential', u'id': 2...
New Mexico
<p>The New Mexico EnergySaver Program provides...
[{u'category': u'HVAC', u'energyCategoryId': 2...
88
Rebate Program
[]
http://www.epesaver.com/index.php/component/co...
[]
3732
Maryland Energy Administration (MEA)
[]
$500,000
1
Financial Incentive
[]
MD100F
[{u'program': 22041, u'webVisible': True, u'co...
[]
[{u'templateId': 38, u'displayOrder': 0, u'id'...
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
08/11/2017
Maryland
<p>Maryland Energy Administration (MEA) provid...
[{u'category': u'Building Envelope', u'energyC...
87
Grant Program
[]
http://energy.maryland.gov/business/Pages/ince...
[]
3733
None
[{u'website': u'https://le.utah.gov/xcode/Titl...
None
2
Regulatory Policy
[]
UT16R
[]
[]
[]
...
[{u'name': u'Residential', u'id': 9, u'countCh...
Utah
<p>Under Utah's solar rights law, enacted in 2...
[{u'category': u'Solar Technologies', u'energy...
44
Solar/Wind Access Policy
[]
None
[]
3734
CT Green Bank
[]
None
1
Financial Incentive
[]
CT100F
[{u'program': 22043, u'webVisible': True, u'co...
[]
[{u'templateId': 60, u'displayOrder': 0, u'id'...
...
[{u'name': u'Multifamily Residential', u'id': ...
Connecticut
<p>The Sherpa Pre-Development Energy Loan offe...
[{u'category': u'Solar Technologies', u'energy...
89
Loan Program
[]
http://ctgreenbank.com/programs/multifamily/sh...
[]
3735
CT Green Bank
[]
None
1
Financial Incentive
[]
CT100F
[{u'program': 22044, u'webVisible': True, u'co...
[]
[{u'templateId': 60, u'displayOrder': 0, u'id'...
...
[{u'name': u'Multifamily Residential', u'id': ...
Connecticut
<p>Connecticut Green Bank’s Navigator Pre-Deve...
[{u'category': u'Solar Technologies', u'energy...
89
Loan Program
[]
http://ctgreenbank.com/programs/multifamily/na...
[]
3736
CT Green Bank
[]
None
1
Financial Incentive
[]
CT100F
[{u'program': 22045, u'webVisible': True, u'co...
[]
[{u'templateId': 60, u'displayOrder': 0, u'id'...
...
[{u'name': u'Multifamily Residential', u'id': ...
Connecticut
<p>The Low-Income Multifamily Energy (LIME) Lo...
[{u'category': u'Solar Technologies', u'energy...
89
Loan Program
[]
http://ctgreenbank.com/programs/multifamily/lime/
[]
3737
Efficiency Maine Trust
[]
None
1
Financial Incentive
[]
ME28F
[{u'program': 22046, u'webVisible': True, u'co...
[]
[{u'templateId': 60, u'displayOrder': 0, u'id'...
...
[{u'name': u'Residential', u'id': 9, u'countCh...
04/04/2011
Maine
<p>Efficiency Maine offers a variety of home e...
[{u'category': u'Solar Technologies', u'energy...
89
Loan Program
[]
http://www.efficiencymaine.com/at-home/energy-...
[]
3738
California Department of Tax and Fee Administr...
[{u'website': u'https://leginfo.legislature.ca...
None
1
Financial Incentive
[]
CA100F
[{u'program': 22048, u'webVisible': True, u'co...
[]
[{u'templateId': 107, u'displayOrder': 0, u'id...
...
[{u'name': u'Commercial', u'id': 1, u'countChi...
01/01/2018
California
<p>AB 389 of 2017 created an exemption from th...
[{u'category': u'Geothermal Technologies', u'e...
81
Sales Tax Incentive
[]
None
[]
3739 rows × 29 columns
In [ ]:
Content source: SarahU3/Incubator-Proposal
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