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9 changes: 9 additions & 0 deletions GISi.sh
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#!/bin/sh
#
#SBATCH --account=apam
#SBATCH --job-name=GISi
#SBATCH -c 1
#SBATCH --time 4:00:00
#SBATCH --mem-per-cpu=1gb

python main_opt_loop_new.py 163 163 5.0 2040 1529
3,436 changes: 3,436 additions & 0 deletions Gaussian Processes and Active Learning 200722a 2d version.ipynb

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5,272 changes: 5,272 additions & 0 deletions Gaussian Processes and Active Learning 200722a iter testing.ipynb

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4,333 changes: 4,333 additions & 0 deletions Gaussian Processes and Active Learning 200722a.ipynb

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38 changes: 19 additions & 19 deletions LMN_Slope.csv
Original file line number Diff line number Diff line change
@@ -1,19 +1,19 @@
Div,Slope Percentage,Slope
0,0.844473945,0.008445
1,0.962320838,0.009623
2,0.875744486,0.008757
3,1.045122883,0.010451
4,1.274639841,0.012746
5,1.230273086,0.012303
6,1.206995941,0.01207
7,0.877258343,0.008773
8,0.939072681,0.009391
9,0.857724884,0.008577
10,1.35960051,0.013596
11,1.082900459,0.010829
12,0.918819854,0.009188
13,1.04422032,0.010442
14,1.111052197,0.011111
15,0.928986203,0.00929
16,1.24460843,0.012446
17,0.959082267,0.009591
Div,Slope Percentage,Slope
0,0.844473945,0.008445
1,0.962320838,0.009623
2,0.875744486,0.008757
3,1.045122883,0.010451
4,1.274639841,0.012746
5,1.230273086,0.012303
6,1.206995941,0.01207
7,0.877258343,0.008773
8,0.939072681,0.009391
9,0.857724884,0.008577
10,1.35960051,0.013596
11,1.082900459,0.010829
12,0.918819854,0.009188
13,1.04422032,0.010442
14,1.111052197,0.011111
15,0.928986203,0.00929
16,1.24460843,0.012446
17,0.959082267,0.009591
164 changes: 164 additions & 0 deletions LMN_div_id.csv

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14,444 changes: 14,444 additions & 0 deletions LMN_pluto_Div.csv

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38 changes: 19 additions & 19 deletions Roughness.csv
Original file line number Diff line number Diff line change
@@ -1,19 +1,19 @@
Div18,Target Area (sqm),Target (sqft),Building Area,Road Area,Density - Bldg,Density - Road,Roughness,Roughness0.03,Slope,
0,1398696.1,15055424.7,6440911.41,3490961.536,0.4278,0.2319,0.1748,0.1850,0.01000,0.01000
1,1241888.9,13367568.2,3772975.06,2599454.703,0.2822,0.1945,0.116,0.1317,0.00111,0.00111
2,1171097.2,12605572.7,5170077.35,2688469.267,0.4101,0.2133,0.1675,0.1788,0.00010,0.00010
3,706382,7603425.2,2519300.52,1540184.5,0.3313,0.2026,0.1358,0.1498,0.01000,0.01000
4,642446.7,6915232,2217236.75,1842912.764,0.3206,0.2665,0.1325,0.1449,0.00051,0.00051
5,919381.9,9896135.1,2916104.73,1908689.521,0.2947,0.1929,0.121,0.1363,0.01000,0.01000
6,846856.5,9115479.1,3327933.48,1971706.827,0.3651,0.2163,0.1495,0.1621,0.01000,0.01000
7,1170509.4,12599246.1,5803632.94,2614354.18,0.4606,0.2075,0.1876,0.1975,0.00028,0.00028
8,1113490,11985494.7,5277756.64,2216392.581,0.4403,0.1849,0.1791,0.1903,0.01000,0.01000
9,1246136.4,13413287.6,5354061.96,2728908.363,0.3992,0.2034,0.1629,0.1748,0.00323,0.00323
10,712482.3,7669088.7,3546432.86,1463475.078,0.4624,0.1908,0.188,0.1984,0.01000,0.01000
11,866160.9,9323269.4,3798517.19,2034204.911,0.4074,0.2182,0.1665,0.1777,0.00170,0.00170
12,1098093.2,11819765.4,3968919.17,2361576.387,0.3358,0.1998,0.1375,0.1514,0.01000,0.01000
13,1135996.5,12227752.3,2950854.37,3241428.219,0.2413,0.2651,0.1008,0.1156,0.01000,0.01000
14,871295.6,9378539.1,3895760.7,2232273.803,0.4154,0.2380,0.1700,0.1804,0.01000,0.01000
15,471372.5,5073806.1,1177017.41,1254663.354,0.2320,0.2473,0.0967,0.1124,0.00050,0.00050
16,686892,7393637.3,1661986.72,1818207.372,0.2248,0.2459,0.0938,0.1097,0.00010,0.00010
17,339949.3,3659179.8,1266461.9,877518.3636,0.3461,0.2398,0.1423,0.1547,0.00010,0.00010
Div18,Target Area (sqm),Target (sqft),Building Area,Road Area,Density - Bldg,Density - Road,Roughness,Roughness0.03,Slope,
0,1398696.1,15055424.7,6440911.41,3490961.536,0.4278,0.2319,0.1748,0.1850,0.01000,0.01000
1,1241888.9,13367568.2,3772975.06,2599454.703,0.2822,0.1945,0.116,0.1317,0.00111,0.00111
2,1171097.2,12605572.7,5170077.35,2688469.267,0.4101,0.2133,0.1675,0.1788,0.00010,0.00010
3,706382,7603425.2,2519300.52,1540184.5,0.3313,0.2026,0.1358,0.1498,0.01000,0.01000
4,642446.7,6915232,2217236.75,1842912.764,0.3206,0.2665,0.1325,0.1449,0.00051,0.00051
5,919381.9,9896135.1,2916104.73,1908689.521,0.2947,0.1929,0.121,0.1363,0.01000,0.01000
6,846856.5,9115479.1,3327933.48,1971706.827,0.3651,0.2163,0.1495,0.1621,0.01000,0.01000
7,1170509.4,12599246.1,5803632.94,2614354.18,0.4606,0.2075,0.1876,0.1975,0.00028,0.00028
8,1113490,11985494.7,5277756.64,2216392.581,0.4403,0.1849,0.1791,0.1903,0.01000,0.01000
9,1246136.4,13413287.6,5354061.96,2728908.363,0.3992,0.2034,0.1629,0.1748,0.00323,0.00323
10,712482.3,7669088.7,3546432.86,1463475.078,0.4624,0.1908,0.188,0.1984,0.01000,0.01000
11,866160.9,9323269.4,3798517.19,2034204.911,0.4074,0.2182,0.1665,0.1777,0.00170,0.00170
12,1098093.2,11819765.4,3968919.17,2361576.387,0.3358,0.1998,0.1375,0.1514,0.01000,0.01000
13,1135996.5,12227752.3,2950854.37,3241428.219,0.2413,0.2651,0.1008,0.1156,0.01000,0.01000
14,871295.6,9378539.1,3895760.7,2232273.803,0.4154,0.2380,0.1700,0.1804,0.01000,0.01000
15,471372.5,5073806.1,1177017.41,1254663.354,0.2320,0.2473,0.0967,0.1124,0.00050,0.00050
16,686892,7393637.3,1661986.72,1818207.372,0.2248,0.2459,0.0938,0.1097,0.00010,0.00010
17,339949.3,3659179.8,1266461.9,877518.3636,0.3461,0.2398,0.1423,0.1547,0.00010,0.00010
82 changes: 82 additions & 0 deletions SurgeData/0-num_storm.csv
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Year,Warm,Cold
2020,2.0,0.0
2021,4.0,7.0
2022,0.0,3.0
2023,1.0,4.0
2024,1.0,6.0
2025,1.0,0.0
2026,2.0,5.0
2027,2.0,0.0
2028,2.0,5.0
2029,4.0,1.0
2030,2.0,5.0
2031,4.0,4.0
2032,0.0,4.0
2033,2.0,6.0
2034,4.0,8.0
2035,2.0,2.0
2036,0.0,5.0
2037,2.0,2.0
2038,1.0,3.0
2039,1.0,4.0
2040,1.0,4.0
2041,2.0,3.0
2042,2.0,1.0
2043,2.0,6.0
2044,1.0,6.0
2045,5.0,1.0
2046,1.0,0.0
2047,1.0,9.0
2048,0.0,6.0
2049,3.0,2.0
2050,3.0,3.0
2051,1.0,5.0
2052,1.0,4.0
2053,2.0,4.0
2054,2.0,3.0
2055,2.0,3.0
2056,1.0,3.0
2057,4.0,6.0
2058,1.0,7.0
2059,2.0,9.0
2060,2.0,3.0
2061,3.0,5.0
2062,3.0,6.0
2063,2.0,5.0
2064,1.0,2.0
2065,2.0,8.0
2066,3.0,3.0
2067,1.0,4.0
2068,1.0,5.0
2069,4.0,7.0
2070,1.0,4.0
2071,0.0,3.0
2072,4.0,4.0
2073,0.0,3.0
2074,2.0,4.0
2075,1.0,1.0
2076,0.0,1.0
2077,1.0,8.0
2078,1.0,4.0
2079,0.0,6.0
2080,2.0,3.0
2081,0.0,3.0
2082,1.0,4.0
2083,0.0,4.0
2084,0.0,2.0
2085,3.0,3.0
2086,2.0,7.0
2087,0.0,2.0
2088,0.0,9.0
2089,3.0,4.0
2090,2.0,4.0
2091,1.0,5.0
2092,3.0,3.0
2093,2.0,3.0
2094,1.0,0.0
2095,1.0,6.0
2096,0.0,6.0
2097,1.0,12.0
2098,2.0,9.0
2099,3.0,6.0
2100,1.0,2.0
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82 changes: 82 additions & 0 deletions SurgeData/1-num_storm.csv
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Year,Warm,Cold
2020,1.0,3.0
2021,2.0,5.0
2022,1.0,8.0
2023,0.0,5.0
2024,5.0,3.0
2025,1.0,5.0
2026,4.0,7.0
2027,2.0,3.0
2028,3.0,1.0
2029,1.0,3.0
2030,3.0,1.0
2031,2.0,5.0
2032,1.0,8.0
2033,0.0,4.0
2034,2.0,2.0
2035,3.0,1.0
2036,2.0,3.0
2037,0.0,1.0
2038,0.0,5.0
2039,1.0,6.0
2040,0.0,3.0
2041,0.0,7.0
2042,2.0,4.0
2043,3.0,4.0
2044,1.0,3.0
2045,0.0,4.0
2046,0.0,6.0
2047,0.0,6.0
2048,6.0,4.0
2049,0.0,6.0
2050,1.0,4.0
2051,0.0,3.0
2052,2.0,2.0
2053,1.0,4.0
2054,2.0,1.0
2055,1.0,1.0
2056,2.0,5.0
2057,2.0,5.0
2058,2.0,6.0
2059,1.0,4.0
2060,3.0,2.0
2061,1.0,3.0
2062,2.0,4.0
2063,2.0,4.0
2064,0.0,4.0
2065,2.0,4.0
2066,5.0,2.0
2067,1.0,4.0
2068,0.0,6.0
2069,0.0,3.0
2070,2.0,2.0
2071,3.0,6.0
2072,2.0,4.0
2073,1.0,5.0
2074,0.0,3.0
2075,1.0,6.0
2076,0.0,4.0
2077,2.0,5.0
2078,2.0,5.0
2079,2.0,5.0
2080,1.0,0.0
2081,5.0,5.0
2082,0.0,1.0
2083,1.0,5.0
2084,3.0,6.0
2085,3.0,6.0
2086,1.0,5.0
2087,0.0,6.0
2088,1.0,2.0
2089,0.0,4.0
2090,1.0,2.0
2091,0.0,4.0
2092,2.0,4.0
2093,5.0,2.0
2094,2.0,5.0
2095,0.0,2.0
2096,2.0,8.0
2097,2.0,0.0
2098,0.0,2.0
2099,0.0,4.0
2100,1.0,6.0
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82 changes: 82 additions & 0 deletions SurgeData/10-num_storm.csv
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Year,Warm,Cold
2020,4.0,2.0
2021,1.0,3.0
2022,2.0,4.0
2023,1.0,4.0
2024,2.0,3.0
2025,3.0,4.0
2026,1.0,3.0
2027,1.0,1.0
2028,2.0,5.0
2029,0.0,1.0
2030,2.0,5.0
2031,4.0,5.0
2032,2.0,5.0
2033,1.0,4.0
2034,2.0,2.0
2035,2.0,4.0
2036,2.0,5.0
2037,4.0,8.0
2038,1.0,2.0
2039,4.0,6.0
2040,0.0,6.0
2041,1.0,2.0
2042,0.0,9.0
2043,1.0,3.0
2044,0.0,5.0
2045,1.0,5.0
2046,1.0,5.0
2047,0.0,4.0
2048,2.0,4.0
2049,1.0,2.0
2050,1.0,4.0
2051,0.0,4.0
2052,1.0,3.0
2053,1.0,3.0
2054,0.0,4.0
2055,2.0,4.0
2056,1.0,3.0
2057,0.0,6.0
2058,3.0,8.0
2059,0.0,4.0
2060,1.0,3.0
2061,1.0,3.0
2062,4.0,5.0
2063,1.0,3.0
2064,2.0,7.0
2065,0.0,4.0
2066,2.0,3.0
2067,3.0,5.0
2068,1.0,1.0
2069,1.0,4.0
2070,2.0,2.0
2071,3.0,9.0
2072,1.0,6.0
2073,3.0,5.0
2074,0.0,3.0
2075,3.0,9.0
2076,0.0,3.0
2077,2.0,5.0
2078,2.0,5.0
2079,1.0,4.0
2080,1.0,5.0
2081,1.0,3.0
2082,2.0,7.0
2083,4.0,1.0
2084,1.0,6.0
2085,3.0,2.0
2086,2.0,4.0
2087,3.0,6.0
2088,2.0,6.0
2089,1.0,2.0
2090,1.0,6.0
2091,2.0,5.0
2092,3.0,1.0
2093,2.0,4.0
2094,1.0,4.0
2095,4.0,3.0
2096,5.0,2.0
2097,2.0,5.0
2098,2.0,2.0
2099,1.0,6.0
2100,2.0,4.0
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