Residential Solar in NY (g12)

solar.py output

Columns:
['total_cost', 'total_incentive', 'total_kw', 'projects']

Index:
['Albany', 'Allegany', 'Bronx', 'Broome', 'Cattaraugus', 'Cayuga', 'Chautauqua', 'Chemung', 'Chenango', 'Clinton', 'Columbia', 'Cortland', 'Delaware', 'Dutchess', 'Erie', 'Essex', 'Franklin', 'Fulton', 'Genesee', 'Greene', 'Hamilton', 'Herkimer', 'Jefferson', 'Kings', 'Lewis', 'Livingston', 'Madison', 'Monroe', 'Montgomery', 'Nassau', 'New York', 'Niagara', 'Oneida', 'Onondaga', 'Ontario', 'Orange', 'Orleans', 'Oswego', 'Otsego', 'Putnam', 'Queens', 'Rensselaer', 'Richmond', 'Rockland', 'Saratoga', 'Schenectady', 'Schoharie', 'Schuyler', 'Seneca', 'St. Lawrence', 'Steuben', 'Suffolk', 'Sullivan', 'Tioga', 'Tompkins', 'Ulster', 'Warren', 'Washington', 'Wayne', 'Westchester', 'Wyoming', 'Yates']

Projects:
County
Albany           2514
Allegany           98
Bronx            1662
Broome            294
Cattaraugus       154
Cayuga            290
Chautauqua        307
Chemung           159
Chenango          116
Clinton           205
Columbia          807
Cortland          211
Delaware          129
Dutchess         3317
Erie             2369
Essex             249
Franklin          139
Fulton            354
Genesee           178
Greene            598
Hamilton           25
Herkimer          168
Jefferson         225
Kings            3643
Lewis              45
Livingston        233
Madison           283
Monroe           1160
Montgomery        643
Nassau           9159
New York          522
Niagara           532
Oneida            608
Onondaga          994
Ontario           384
Orange           5533
Orleans           165
Oswego            341
Otsego            254
Putnam            522
Queens           8271
Rensselaer       1740
Richmond         7355
Rockland         3162
Saratoga         2006
Schenectady      1683
Schoharie         348
Schuyler          135
Seneca            117
St. Lawrence      460
Steuben           103
Suffolk         16793
Sullivan          406
Tioga             210
Tompkins         1274
Ulster           2920
Warren            508
Washington        548
Wayne             272
Westchester      5965
Wyoming           116
Yates             105
Name: projects, dtype: int64

Projects in selected counties:
County
Onondaga    994
Oswego      341
Wayne       272
Name: projects, dtype: int64

Projects in Albany county: 2514

Counties with the most projects:
County
Suffolk        16793
Nassau          9159
Queens          8271
Richmond        7355
Westchester     5965
Name: projects, dtype: int64

Mean project by county:
                total_cost  total_incentive  total_kw  projects
County                                                         
Albany        32878.788302      4710.961698  7.126595       1.0
Allegany      32713.353673      5781.522959  8.628469       1.0
Bronx         24796.286661      2243.324308  5.409952       1.0
Broome        31191.257551      6869.594388  7.447653       1.0
Cattaraugus   32467.253442      6156.292208  8.932143       1.0
Cayuga        31769.206000      6275.334897  8.869828       1.0
Chautauqua    28948.279088      5872.493485  7.781954       1.0
Chemung       33513.740755      6189.369497  8.795912       1.0
Chenango      32407.412241      6587.706897  7.965086       1.0
Clinton       37324.022293      9422.400000  9.065024       1.0
Columbia      39137.516753      7578.827361  7.812144       1.0
Cortland      32438.619810      6416.549763  8.862986       1.0
Delaware      35302.597132      7660.341085  7.309225       1.0
Dutchess      37386.002945      5692.963976  8.342451       1.0
Erie          26746.840464      4403.672740  7.274360       1.0
Essex         28845.736787      5674.321285  7.213494       1.0
Franklin      28715.156259      5337.496403  7.136619       1.0
Fulton        38155.437486      5097.471751  8.212768       1.0
Genesee       31916.359775      6288.528090  9.079607       1.0
Greene        37155.436254      5688.593645  7.941288       1.0
Hamilton      30164.988000      4219.920000  7.667600       1.0
Herkimer      39943.502560      5918.940476  9.125655       1.0
Jefferson     34230.899600      7141.697778  9.390933       1.0
Kings         27520.647719      2496.582281  5.395762       1.0
Lewis         37639.982222      6846.844444  9.872667       1.0
Livingston    32594.745751      6274.255365  8.940858       1.0
Madison       32405.195548      6639.621908  8.681378       1.0
Monroe        26211.411707      4810.596983  7.408802       1.0
Montgomery    36855.187807      5049.596812  8.085505       1.0
Nassau        34351.162530      5424.913575  7.389717       1.0
New York      32239.257969      3528.006226  6.296130       1.0
Niagara       30612.764305      5409.855695  8.638195       1.0
Oneida        31763.327664      5321.106086  8.090757       1.0
Onondaga      30348.478873      5825.753712  8.397243       1.0
Ontario       34364.184740      6806.467448  9.841172       1.0
Orange        36636.363864      4892.391406  8.411773       1.0
Orleans       31867.283939      6411.119879  8.983818       1.0
Oswego        31705.810176      6262.718475  9.066628       1.0
Otsego        32254.673307      5535.309055  7.555039       1.0
Putnam        37465.099521      4825.842529  8.286686       1.0
Queens        25188.748758      2563.404165  5.752000       1.0
Rensselaer    35782.366098      5399.421897  7.678494       1.0
Richmond      32571.397402      4351.611928  7.268502       1.0
Rockland      34136.300633      4443.711142  8.284991       1.0
Saratoga      35724.790499      4850.920040  7.843604       1.0
Schenectady   33700.410624      4431.876441  7.106910       1.0
Schoharie     37356.146236      6070.933908  8.169655       1.0
Schuyler      32918.407333      5867.022222  9.358148       1.0
Seneca        33123.664188      6466.082906  8.955299       1.0
St. Lawrence  26146.985000      5077.932522  7.492739       1.0
Steuben       33042.914078      5843.349515  9.072816       1.0
Suffolk       38719.354622      6914.414844  7.893762       1.0
Sullivan      34761.665320      6306.169557  8.302241       1.0
Tioga         32153.539619      6968.790476  8.111000       1.0
Tompkins      31001.140447      6983.760055  7.399647       1.0
Ulster        36685.692767      6170.377990  8.059329       1.0
Warren        35501.467913      5140.772539  8.250039       1.0
Washington    39086.165073      6182.245438  8.647719       1.0
Wayne         33249.742537      6538.983456  9.758860       1.0
Westchester   31096.770443      4305.744687  7.484199       1.0
Wyoming       31405.400603      5262.306034  9.037500       1.0
Yates         34933.255905      7639.914286  9.690000       1.0

Means via high_to_low
                total_cost  total_incentive  total_kw  projects
County                                                         
Albany        32878.788302      4710.961698  7.126595       1.0
Allegany      32713.353673      5781.522959  8.628469       1.0
Bronx         24796.286661      2243.324308  5.409952       1.0
Broome        31191.257551      6869.594388  7.447653       1.0
Cattaraugus   32467.253442      6156.292208  8.932143       1.0
Cayuga        31769.206000      6275.334897  8.869828       1.0
Chautauqua    28948.279088      5872.493485  7.781954       1.0
Chemung       33513.740755      6189.369497  8.795912       1.0
Chenango      32407.412241      6587.706897  7.965086       1.0
Clinton       37324.022293      9422.400000  9.065024       1.0
Columbia      39137.516753      7578.827361  7.812144       1.0
Cortland      32438.619810      6416.549763  8.862986       1.0
Delaware      35302.597132      7660.341085  7.309225       1.0
Dutchess      37386.002945      5692.963976  8.342451       1.0
Erie          26746.840464      4403.672740  7.274360       1.0
Essex         28845.736787      5674.321285  7.213494       1.0
Franklin      28715.156259      5337.496403  7.136619       1.0
Fulton        38155.437486      5097.471751  8.212768       1.0
Genesee       31916.359775      6288.528090  9.079607       1.0
Greene        37155.436254      5688.593645  7.941288       1.0
Hamilton      30164.988000      4219.920000  7.667600       1.0
Herkimer      39943.502560      5918.940476  9.125655       1.0
Jefferson     34230.899600      7141.697778  9.390933       1.0
Kings         27520.647719      2496.582281  5.395762       1.0
Lewis         37639.982222      6846.844444  9.872667       1.0
Livingston    32594.745751      6274.255365  8.940858       1.0
Madison       32405.195548      6639.621908  8.681378       1.0
Monroe        26211.411707      4810.596983  7.408802       1.0
Montgomery    36855.187807      5049.596812  8.085505       1.0
Nassau        34351.162530      5424.913575  7.389717       1.0
New York      32239.257969      3528.006226  6.296130       1.0
Niagara       30612.764305      5409.855695  8.638195       1.0
Oneida        31763.327664      5321.106086  8.090757       1.0
Onondaga      30348.478873      5825.753712  8.397243       1.0
Ontario       34364.184740      6806.467448  9.841172       1.0
Orange        36636.363864      4892.391406  8.411773       1.0
Orleans       31867.283939      6411.119879  8.983818       1.0
Oswego        31705.810176      6262.718475  9.066628       1.0
Otsego        32254.673307      5535.309055  7.555039       1.0
Putnam        37465.099521      4825.842529  8.286686       1.0
Queens        25188.748758      2563.404165  5.752000       1.0
Rensselaer    35782.366098      5399.421897  7.678494       1.0
Richmond      32571.397402      4351.611928  7.268502       1.0
Rockland      34136.300633      4443.711142  8.284991       1.0
Saratoga      35724.790499      4850.920040  7.843604       1.0
Schenectady   33700.410624      4431.876441  7.106910       1.0
Schoharie     37356.146236      6070.933908  8.169655       1.0
Schuyler      32918.407333      5867.022222  9.358148       1.0
Seneca        33123.664188      6466.082906  8.955299       1.0
St. Lawrence  26146.985000      5077.932522  7.492739       1.0
Steuben       33042.914078      5843.349515  9.072816       1.0
Suffolk       38719.354622      6914.414844  7.893762       1.0
Sullivan      34761.665320      6306.169557  8.302241       1.0
Tioga         32153.539619      6968.790476  8.111000       1.0
Tompkins      31001.140447      6983.760055  7.399647       1.0
Ulster        36685.692767      6170.377990  8.059329       1.0
Warren        35501.467913      5140.772539  8.250039       1.0
Washington    39086.165073      6182.245438  8.647719       1.0
Wayne         33249.742537      6538.983456  9.758860       1.0
Westchester   31096.770443      4305.744687  7.484199       1.0
Wyoming       31405.400603      5262.306034  9.037500       1.0
Yates         34933.255905      7639.914286  9.690000       1.0

Mean project relative to Onondaga:
              total_cost  total_incentive  total_kw  projects
County                                                       
Albany              1.08             0.81      0.85       1.0
Allegany            1.08             0.99      1.03       1.0
Bronx               0.82             0.39      0.64       1.0
Broome              1.03             1.18      0.89       1.0
Cattaraugus         1.07             1.06      1.06       1.0
Cayuga              1.05             1.08      1.06       1.0
Chautauqua          0.95             1.01      0.93       1.0
Chemung             1.10             1.06      1.05       1.0
Chenango            1.07             1.13      0.95       1.0
Clinton             1.23             1.62      1.08       1.0
Columbia            1.29             1.30      0.93       1.0
Cortland            1.07             1.10      1.06       1.0
Delaware            1.16             1.31      0.87       1.0
Dutchess            1.23             0.98      0.99       1.0
Erie                0.88             0.76      0.87       1.0
Essex               0.95             0.97      0.86       1.0
Franklin            0.95             0.92      0.85       1.0
Fulton              1.26             0.87      0.98       1.0
Genesee             1.05             1.08      1.08       1.0
Greene              1.22             0.98      0.95       1.0
Hamilton            0.99             0.72      0.91       1.0
Herkimer            1.32             1.02      1.09       1.0
Jefferson           1.13             1.23      1.12       1.0
Kings               0.91             0.43      0.64       1.0
Lewis               1.24             1.18      1.18       1.0
Livingston          1.07             1.08      1.06       1.0
Madison             1.07             1.14      1.03       1.0
Monroe              0.86             0.83      0.88       1.0
Montgomery          1.21             0.87      0.96       1.0
Nassau              1.13             0.93      0.88       1.0
New York            1.06             0.61      0.75       1.0
Niagara             1.01             0.93      1.03       1.0
Oneida              1.05             0.91      0.96       1.0
Onondaga            1.00             1.00      1.00       1.0
Ontario             1.13             1.17      1.17       1.0
Orange              1.21             0.84      1.00       1.0
Orleans             1.05             1.10      1.07       1.0
Oswego              1.04             1.08      1.08       1.0
Otsego              1.06             0.95      0.90       1.0
Putnam              1.23             0.83      0.99       1.0
Queens              0.83             0.44      0.68       1.0
Rensselaer          1.18             0.93      0.91       1.0
Richmond            1.07             0.75      0.87       1.0
Rockland            1.12             0.76      0.99       1.0
Saratoga            1.18             0.83      0.93       1.0
Schenectady         1.11             0.76      0.85       1.0
Schoharie           1.23             1.04      0.97       1.0
Schuyler            1.08             1.01      1.11       1.0
Seneca              1.09             1.11      1.07       1.0
St. Lawrence        0.86             0.87      0.89       1.0
Steuben             1.09             1.00      1.08       1.0
Suffolk             1.28             1.19      0.94       1.0
Sullivan            1.15             1.08      0.99       1.0
Tioga               1.06             1.20      0.97       1.0
Tompkins            1.02             1.20      0.88       1.0
Ulster              1.21             1.06      0.96       1.0
Warren              1.17             0.88      0.98       1.0
Washington          1.29             1.06      1.03       1.0
Wayne               1.10             1.12      1.16       1.0
Westchester         1.02             0.74      0.89       1.0
Wyoming             1.03             0.90      1.08       1.0
Yates               1.15             1.31      1.15       1.0

Mean incentive relative to Onondaga:
County
Bronx           0.39
Kings           0.43
Queens          0.44
New York        0.61
Hamilton        0.72
Westchester     0.74
Richmond        0.75
Schenectady     0.76
Rockland        0.76
Erie            0.76
Albany          0.81
Putnam          0.83
Saratoga        0.83
Monroe          0.83
Orange          0.84
Fulton          0.87
Montgomery      0.87
St. Lawrence    0.87
Warren          0.88
Wyoming         0.90
Oneida          0.91
Franklin        0.92
Niagara         0.93
Nassau          0.93
Rensselaer      0.93
Otsego          0.95
Essex           0.97
Dutchess        0.98
Greene          0.98
Allegany        0.99
Steuben         1.00
Onondaga        1.00
Chautauqua      1.01
Schuyler        1.01
Herkimer        1.02
Schoharie       1.04
Chemung         1.06
Ulster          1.06
Washington      1.06
Cattaraugus     1.06
Sullivan        1.08
Oswego          1.08
Genesee         1.08
Cayuga          1.08
Livingston      1.08
Cortland        1.10
Orleans         1.10
Seneca          1.11
Wayne           1.12
Chenango        1.13
Madison         1.14
Ontario         1.17
Lewis           1.18
Broome          1.18
Suffolk         1.19
Tioga           1.20
Tompkins        1.20
Jefferson       1.23
Columbia        1.30
Delaware        1.31
Yates           1.31
Clinton         1.62
Name: total_incentive, dtype: float64
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URL: https://wilcoxen.maxwell.insightworks.com/pages/6230.html
Peter J Wilcoxen, The Maxwell School, Syracuse University
Revised 02/26/2022