DATA-310_Applied_Machine_Learning
Project maintained by cning0506
Hosted on GitHub Pages — Theme by mattgraham
After downloading the population raster from Worldpop for Pakistan and downloading the 12 rasters for Pakistan, here is the raster stack with the summary statistics using the script shared on Slack
| “sum.water” |
“sum.dst011” |
“sum.dst040” |
“sum.dst130” |
“sum.dst140” |
“sum.dst150” |
“sum.dst160” |
“sum.dst190” |
“sum.dst200” |
“sum.topo” |
“sum.slope” |
“sum.ntl” |
“sum.pop19” |
“mean.water” |
“mean.dst011” |
“mean.dst040” |
“mean.dst130” |
“mean.dst140” |
“mean.dst150” |
“mean.dst160” |
“mean.dst190” |
“mean.dst200” |
“mean.topo” |
“mean.slope” |
“mean.ntl” |
“mean.pop19” |
| 2359439.25 |
61286.921875 |
-33347.33984375 |
17118006 |
544797.125 |
8530712 |
2940670 |
2478341.25 |
8457202 |
385192352 |
4411844.5 |
65853.2265625 |
591077.25 |
11.8367338180542 |
0.307461589574814 |
-0.167295500636101 |
85.8768768310547 |
2.73311495780945 |
42.7965087890625 |
14.7526273727417 |
12.4332361221313 |
42.4277267456055 |
1932.41650390625 |
22.1331520080566 |
0.330369651317596 |
2.96592378616333 |
| 1177338.375 |
-272855.40625 |
550971.8125 |
8654744 |
693247.6875 |
19603498 |
3331165.5 |
1244200.125 |
11224508 |
92894496 |
1442601.75 |
101720.5390625 |
432603.5625 |
6.26784753799438 |
-1.45261216163635 |
2.93323254585266 |
46.0756378173828 |
3.69067287445068 |
104.363998413086 |
17.7342700958252 |
6.62380218505859 |
59.7564010620117 |
494.546478271484 |
7.68004179000854 |
0.541534066200256 |
2.30533623695374 |
| 1740237 |
-48974.390625 |
101213.3984375 |
21080018 |
394312.125 |
18125422 |
10226358 |
2194150 |
16486995 |
218112176 |
3367414.25 |
206359.3125 |
805428.625 |
6.65467119216919 |
-0.187278211116791 |
0.387040317058563 |
80.6100463867188 |
1.50785076618195 |
69.3116683959961 |
39.1056213378906 |
8.39043617248535 |
63.0463180541992 |
834.061584472656 |
12.8770017623901 |
0.789118587970734 |
3.08406043052673 |
| 175536.046875 |
-43559.640625 |
728850.25 |
6463822.5 |
347427.15625 |
12534331 |
2173636.25 |
350798.09375 |
10514321 |
47004892 |
495817.375 |
116939.2109375 |
380328.6875 |
1.39173340797424 |
-0.345361560583115 |
5.7786717414856 |
51.2482643127441 |
2.75456786155701 |
99.3781433105469 |
17.2336235046387 |
2.78129434585571 |
83.3625411987305 |
372.677154541016 |
3.93107628822327 |
0.927149772644043 |
3.56973767280579 |
| 1565644.25 |
100509.453125 |
-48863.88671875 |
20554276 |
509159.125 |
9298718 |
4110142.5 |
3618057 |
8128825.5 |
501724096 |
6845255 |
150666 |
738855.0625 |
5.79268264770508 |
0.371872067451477 |
-0.180790096521378 |
76.0481796264648 |
1.88382339477539 |
34.4040603637695 |
15.2069988250732 |
13.3863458633423 |
30.0756092071533 |
1856.31469726562 |
25.3265647888184 |
0.557444870471954 |
2.73504495620728 |
| 7208534 |
5529852.5 |
965043.25 |
23897790 |
-118777.703125 |
13073809 |
5907824 |
31216160 |
2629168 |
2674988800 |
19211254 |
158831.21875 |
188452.90625 |
9.79772186279297 |
7.51608514785767 |
1.31167101860046 |
32.4814872741699 |
-0.161440715193748 |
17.7697067260742 |
8.02981758117676 |
42.4284934997559 |
3.57352209091187 |
3635.80102539062 |
26.1116218566895 |
0.215880796313286 |
0.256166398525238 |
| 998965.625 |
23660.8046875 |
-7795.83544921875 |
11342283 |
461022.5 |
6125419 |
2745532.75 |
1262759.5 |
6254888 |
156763456 |
1999302.375 |
51269.0078125 |
522541.78125 |
8.86632633209229 |
0.21000163257122 |
-0.0691919922828674 |
100.668510437012 |
4.0918083190918 |
54.3661956787109 |
24.3679943084717 |
11.2076301574707 |
55.5153007507324 |
1391.35510253906 |
17.7448215484619 |
0.45503842830658 |
4.63897609710693 |
| 438254.15625 |
7036.96337890625 |
1747.095703125 |
6447652.5 |
104863.171875 |
4077868.25 |
1812388.625 |
512519.75 |
4148590 |
74182024 |
1053962.75 |
22709.39453125 |
220299.59375 |
7.13644409179688 |
0.114588521420956 |
0.028449360281229 |
104.992301940918 |
1.70757114887238 |
66.4031982421875 |
29.5125770568848 |
8.34576988220215 |
67.554817199707 |
1207.96545410156 |
17.1625213623047 |
0.369795292615891 |
3.59113025665283 |
| 183799440 |
45396496 |
130841632 |
63000864 |
16489871 |
45902068 |
271927712 |
138689008 |
-13641487 |
1733027712 |
20025012 |
253482.734375 |
135745.546875 |
62.4083290100098 |
15.4141893386841 |
44.4267272949219 |
21.3916797637939 |
5.59906673431396 |
15.5858545303345 |
92.331916809082 |
47.0912704467773 |
-4.63190984725952 |
588.442260742188 |
6.79940891265869 |
0.0860690027475357 |
0.0460918471217155 |
| 8227408.5 |
1970282.25 |
6284547.5 |
1011934.6875 |
23028.94921875 |
830794.125 |
18585716 |
14546008 |
111790.6015625 |
97579872 |
3117775 |
30672.689453125 |
16020.1943359375 |
26.4428367614746 |
6.33247423171997 |
20.1984939575195 |
3.25235152244568 |
0.074014887213707 |
2.67016673088074 |
59.7343673706055 |
46.7507743835449 |
0.359294265508652 |
313.621063232422 |
10.0205087661743 |
0.0985818207263947 |
0.0514887981116772 |
| 554112.75 |
37265.28125 |
113850.6015625 |
35997.94140625 |
-7916.697265625 |
18530.359375 |
1039733.9375 |
656391.25 |
47809.4921875 |
10851309 |
124693.5078125 |
1626.81372070312 |
1245.94165039062 |
32.2824020385742 |
2.17106151580811 |
6.63289356231689 |
2.09722661972046 |
-0.461223840713501 |
1.07957184314728 |
60.5745124816895 |
38.2411117553711 |
2.78536319732666 |
632.193237304688 |
7.26459741592407 |
0.0947775617241859 |
0.0725880935788155 |
| 58175404 |
3238847.5 |
30517976 |
7964177 |
257084.453125 |
10076780 |
207921632 |
29892098 |
151570.375 |
2647500800 |
9426167 |
183965.0625 |
270281.9375 |
41.1541557312012 |
2.29120945930481 |
21.5888767242432 |
5.63397884368896 |
0.18186542391777 |
7.12846612930298 |
147.086898803711 |
21.1461200714111 |
0.10722316801548 |
1872.88195800781 |
6.66821241378784 |
0.130139663815498 |
0.191201657056808 |
| 496290208 |
115841680 |
532157280 |
138300976 |
23202214 |
79289480 |
897358912 |
358487456 |
-17633192 |
6237610496 |
26786068 |
664649.4375 |
287997.5 |
76.8454284667969 |
17.9368915557861 |
82.3990707397461 |
21.4144821166992 |
3.5926239490509 |
12.2771596908569 |
138.946792602539 |
55.5080909729004 |
-2.73031806945801 |
965.829711914062 |
4.14754676818848 |
0.102914117276669 |
0.0445936806499958 |
| 183935152 |
10362744 |
26774064 |
17123998 |
-1135697.625 |
12702378 |
348353568 |
164219760 |
4382956.5 |
4480938496 |
40735472 |
428907.0625 |
515126.46875 |
48.0074157714844 |
2.70469546318054 |
6.9880805015564 |
4.46939563751221 |
-0.296419203281403 |
3.31534433364868 |
90.9209289550781 |
42.8616638183594 |
1.14395976066589 |
1169.53332519531 |
10.6320343017578 |
0.111945539712906 |
0.134449705481529 |
| 44332088 |
6108660 |
33946080 |
8762243 |
696625.9375 |
7241845.5 |
88774008 |
70203816 |
2982313.75 |
486108128 |
9512075 |
342597.34375 |
369489.9375 |
22.8483276367188 |
3.14834403991699 |
17.4954795837402 |
4.51597499847412 |
0.359034240245819 |
3.73237681388855 |
45.7532615661621 |
36.1823654174805 |
1.53705561161041 |
250.535415649414 |
4.90243101119995 |
0.17657133936882 |
0.192153468728065 |
| 29234200 |
2312398 |
13126966 |
4682667 |
-3597.22119140625 |
7194037.5 |
209755952 |
20333126 |
361491.53125 |
2099604224 |
12815303 |
188587.1875 |
255635.1875 |
23.9885540008545 |
1.89747226238251 |
10.7715253829956 |
3.84243154525757 |
-0.00295175286009908 |
5.90317344665527 |
172.118347167969 |
16.6846466064453 |
0.296627193689346 |
1722.86120605469 |
10.5157861709595 |
0.154747992753983 |
0.209766775369644 |
| 14000872 |
28015646 |
137792896 |
34370108 |
19569884 |
21342678 |
61920880 |
77236408 |
-9791073 |
125468176 |
5716539 |
190635.296875 |
236441.21875 |
8.38289833068848 |
16.7741203308105 |
82.5022735595703 |
20.5787982940674 |
11.7172946929932 |
12.7787389755249 |
37.074577331543 |
46.2446136474609 |
-5.86231803894043 |
75.1229553222656 |
3.42272710800171 |
0.114141196012497 |
0.1422029286623 |
| 102833080 |
42326584 |
302057472 |
64281840 |
31472910 |
45329964 |
146378752 |
64013060 |
-18113302 |
1322486912 |
16961228 |
308599.40625 |
521829.40625 |
33.2171669006348 |
13.6723442077637 |
97.570686340332 |
20.7643375396729 |
10.1663875579834 |
14.6424970626831 |
47.2833023071289 |
20.6775150299072 |
-5.8509635925293 |
427.190063476562 |
5.47882032394409 |
0.0996838584542274 |
0.168565437197685 |
| 77627064 |
44542500 |
132919144 |
43455700 |
11072320 |
17156274 |
205590336 |
79896840 |
-5530106 |
2336737792 |
10152213 |
216533.328125 |
283406.84375 |
33.3941841125488 |
19.1616230010986 |
57.1801414489746 |
18.6940956115723 |
4.76317262649536 |
7.38041305541992 |
88.4423751831055 |
34.3706130981445 |
-2.37898206710815 |
1005.23516845703 |
4.36735439300537 |
0.0931499153375626 |
0.121920786798 |
| 16315997 |
1707880.5 |
33935032 |
1301023.75 |
2124963.5 |
4376862.5 |
108224120 |
32410226 |
-235048.46875 |
240437360 |
2898025 |
187164.21875 |
343352.25 |
16.175235748291 |
1.69314634799957 |
33.6422691345215 |
1.28979957103729 |
2.10663104057312 |
4.33910274505615 |
107.290451049805 |
32.1306190490723 |
-0.233020663261414 |
238.363067626953 |
2.87302327156067 |
0.185549527406693 |
0.340440720319748 |