This repo contains 2 python Jupyter notebooks:
-
scrape_cryptovoxels.ipynbfor downloading cryptovoxels.com parcel data -
analysis.ipynbfor compiling, parsing and analyzing the scraped parcel data
Downloads parcel data for cryptovoxel plots.
For example, here is the data for my plot ("alex's bunker") as at 2020/11/08:
{
"id":1041,
"description":"the truth is out there",
"address":"8 Stoll Freeway\nArea 51\nOrigin City",
"neighbourhood":"Area 51 ",
"visits":1094,
"location":"178W,265N,",
"size":"23\u00d716 metres",
"area":368,
"build_height":6,
"elevation":"0 to 6 meters",
"volume":17664
}
First download the data using "scrape_cryptovoxels.ipynb" then
Questions answered include:
- how many plots are there per neighbourhood?
- what are the most popular neighbourhoods ranked on visits?
- what are the most popular streets ranked on visits?
- which neighbourhood has the largest parcels on average?
- which neighbourhood has the highest build heights on average?
- how do visits relate to parcel area?
- how do visits relate to the order in which parcels were minted?
- what are the top 5 plots in each neighbourhood ranked on visits?
- what are the top 5 most popular streets per neighbourhood?
See analysis.ipynb for full analysis - some findings below:
###################### Top 5 parcels in AREA 51 ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 1253 1259 4144 194 1
1 592 595 3904 219 2
2 1175 1180 3435 273 3
3 607 610 3164 317 4
4 1341 1347 2954 357 5
###################### Top 5 parcels in AXIES ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 2466 2476 8233 41 1
1 2554 2564 3962 213 2
2 2627 2637 2497 470 3
3 2678 2688 2237 549 4
4 1677 1685 2069 616 5
###################### Top 5 parcels in BABYLON ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 2175 2183 7393 58 1
1 2045 2053 5496 113 2
2 1852 1860 3023 349 3
3 1902 1910 2954 357 4
4 2027 2035 2570 442 5
###################### Top 5 parcels in BERLIN ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 3940 3950 2141 580 1
1 3955 3965 2030 632 2
2 4002 4012 1614 872 3
3 3937 3947 1493 960 4
4 3973 3983 1251 1209 5
###################### Top 5 parcels in CERES ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 3160 3170 3606 252 1
1 3192 3202 3429 274 2
2 3161 3171 3321 290 3
3 3135 3145 2503 469 4
4 3110 3120 2136 582 5
###################### Top 5 parcels in DEEP SOUTH ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 2401 2411 3508 260 1
1 2161 2169 3465 267 2
2 1664 1672 3115 326 3
3 2444 2454 2986 355 4
4 1415 1421 2771 398 5
###################### Top 5 parcels in DOOM ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 203 204 6741 72 1
1 793 797 6570 79 2
2 496 498 5717 103 3
3 198 199 5593 110 4
4 505 507 5175 126 5
###################### Top 5 parcels in ELECTRON ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 3359 3369 639 2300 1
1 3373 3383 503 2683 2
2 3372 3382 494 2706 3
3 3357 3367 482 2751 4
4 3378 3388 457 2850 5
###################### Top 5 parcels in EURO ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 3646 3656 1248 1213 1
1 3639 3649 1218 1260 2
2 3634 3644 1115 1380 3
3 3638 3648 945 1640 4
4 3650 3660 804 1899 5
###################### Top 5 parcels in FANTASY FIELDS ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 537 539 9265 30 1
1 692 696 5208 123 2
2 795 799 3753 233 3
3 721 725 3146 325 4
4 304 305 3113 327 5
###################### Top 5 parcels in FRANKFURT ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 1131 1136 9160 32 1
1 1272 1278 7934 48 2
2 1344 1350 7618 50 3
3 511 513 7123 63 4
4 604 607 7110 64 5
###################### Top 5 parcels in GANGNAM ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 2506 2516 15092 9 1
1 2510 2520 15018 10 2
2 2440 2450 12444 16 3
3 2555 2565 12409 17 4
4 2580 2590 11076 23 5
###################### Top 5 parcels in HIRO ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 541 543 4705 152 1
1 208 209 4003 212 2
2 174 175 3821 227 3
3 191 192 3509 259 4
4 912 916 3362 285 5
###################### Top 5 parcels in JUNKYARD ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 2057 2065 4130 198 1
1 1359 1365 4089 204 2
2 1506 1512 3417 275 3
3 1467 1473 2739 404 4
4 1399 1405 2625 432 5
###################### Top 5 parcels in KITTIES ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 761 765 13091 12 1
1 693 697 13001 13 2
2 835 839 9833 28 3
3 898 902 6710 74 4
4 812 816 5223 122 5
###################### Top 5 parcels in LE MARAIS ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 439 441 12079 18 1
1 324 325 10780 26 2
2 362 364 8425 38 3
3 261 262 7249 60 4
4 546 549 7224 61 5
###################### Top 5 parcels in LITTLE CERES ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 3193 3203 2001 644 1
###################### Top 5 parcels in LITTLE TOKYO ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 1291 1297 13530 11 1
1 1336 1342 7572 52 2
2 851 855 3762 231 3
3 890 894 3689 238 4
4 1096 1101 3570 257 5
###################### Top 5 parcels in MAKERS ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 991 995 4923 139 1
1 356 358 4662 156 2
2 320 321 4202 188 3
3 270 271 3901 220 4
4 318 319 3372 283 5
###################### Top 5 parcels in MARS ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 2865 2875 2459 481 1
1 2748 2758 2424 490 2
2 2830 2840 2001 644 3
3 2719 2729 1549 927 4
4 2842 2852 1544 929 5
###################### Top 5 parcels in MEMES ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 2578 2588 3457 269 1
1 2619 2629 1934 673 2
2 2317 2325 1664 839 3
3 2526 2536 1622 865 4
4 1648 1656 1294 1156 5
###################### Top 5 parcels in MIDTOWN ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 2640 2650 6465 84 1
1 2987 2997 5911 96 2
2 2542 2552 4886 146 3
3 2973 2983 4422 172 4
4 2955 2965 4287 180 5
###################### Top 5 parcels in MODVILLE ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 2960 2970 12589 15 1
1 2936 2946 11720 19 2
2 2898 2908 10899 24 3
3 2924 2934 9451 29 4
4 2690 2700 5745 102 5
###################### Top 5 parcels in MOON ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 1152 1157 11590 20 1
1 1267 1273 8288 39 2
2 1098 1103 7327 59 3
3 2325 2333 6734 73 4
4 1395 1401 3283 299 5
###################### Top 5 parcels in MUSIC DISTRICT ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 130 131 4425 171 1
1 308 309 4091 203 2
2 83 84 3614 250 3
3 165 166 3485 264 4
4 53 54 3108 329 5
###################### Top 5 parcels in NEUTRON ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 3558 3568 1621 867 1
1 3591 3601 1458 993 2
2 3593 3603 1365 1084 3
3 3546 3556 1295 1154 4
4 3545 3555 1286 1165 5
###################### Top 5 parcels in NORTH POLE ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 2108 2116 5407 117 1
1 2265 2273 4093 202 2
2 1935 1943 2815 389 3
3 1810 1818 2475 478 4
4 1916 1924 2336 518 5
###################### Top 5 parcels in NORTH TERRACE ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 139 140 10825 25 1
1 181 182 9253 31 2
2 309 310 9049 34 3
3 500 502 8667 37 4
4 30 31 8091 45 5
###################### Top 5 parcels in OASIS ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 2154 2162 4595 160 1
1 1798 1806 4455 170 2
2 1588 1596 4307 178 3
3 1727 1735 3318 291 4
4 1915 1923 2629 430 5
###################### Top 5 parcels in PROTON ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 3496 3506 5641 107 1
1 3495 3505 4675 154 2
2 3497 3507 3733 236 3
3 3471 3481 2112 597 4
4 3460 3470 2066 618 5
###################### Top 5 parcels in PROXIMA ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 3017 3027 4713 151 1
1 3102 3112 3147 324 2
2 3103 3113 3052 342 3
3 3099 3109 2767 399 4
4 3106 3116 2302 528 5
###################### Top 5 parcels in PUNKS ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 2186 2194 7197 62 1
1 2298 2306 6512 81 2
2 1663 1671 5642 106 3
3 2490 2500 5022 136 4
4 2467 2477 4902 142 5
###################### Top 5 parcels in ROME ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 2704 2714 5559 112 1
1 2782 2792 4034 209 2
2 2735 2745 3463 268 3
3 2302 2310 2565 444 4
4 2657 2667 2278 537 5
###################### Top 5 parcels in SCRIPTING ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 1156 1161 11578 21 1
1 838 842 4832 149 2
2 725 729 4205 187 3
3 1277 1283 3047 344 4
4 876 880 2937 362 5
###################### Top 5 parcels in SHENZHEN ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 2642 2652 8673 36 1
1 2357 2367 6492 82 2
2 2669 2679 6346 89 3
3 2473 2483 5561 111 4
4 2757 2767 5255 120 5
###################### Top 5 parcels in TE ARO ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 2595 2605 8025 46 1
1 2231 2239 5707 104 2
2 2528 2538 5603 109 3
3 2392 2402 5419 116 4
4 2461 2471 5197 124 5
###################### Top 5 parcels in THE BRONX ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 3286 3296 6883 69 1
1 3285 3295 5927 94 2
2 3277 3287 3691 237 3
3 3278 3288 3398 277 4
4 3276 3286 3282 300 5
###################### Top 5 parcels in THE CENTER ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 0 1 66039 1 1
1 1 2 45086 2 2
2 3 4 30591 3 3
3 2 3 25316 4 4
4 6 7 19296 5 5
###################### Top 5 parcels in THE PLAYA ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 2849 2859 5127 129 1
1 2882 2892 4275 183 2
2 2919 2929 3148 323 3
3 2890 2900 2277 538 4
4 2790 2800 2150 577 5
###################### Top 5 parcels in TOKYO ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 3725 3735 2861 381 1
1 3851 3861 2442 484 2
2 3739 3749 2421 491 3
3 3745 3755 2384 505 4
4 3733 3743 2377 509 5
###################### Top 5 parcels in TRINITY ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 3221 3231 1384 1070 1
1 3242 3252 1344 1101 2
2 3229 3239 1138 1348 3
3 3220 3230 1029 1503 4
4 3234 3244 879 1747 5
###################### Top 5 parcels in WEST END ######################
index id visits visits_rank_overall visits_rank_neighbourhood
0 1352 1358 4599 159 1
1 1374 1380 4055 206 2
2 1499 1505 4005 211 3
3 1890 1898 2798 392 4
4 1686 1694 2529 463 5
Want more analysis, reach out to me on Twitter :)
https://twitter.com/alxcnwy
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