Cryptovoxels Scraper & Analysis
This repo contains 2 python Jupyter notebooks:
-
scrape_cryptovoxels.ipynb
for downloading cryptovoxels.com parcel data -
analysis.ipynb
for compiling, parsing and analyzing the scraped parcel data
Scraper
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
Analysis
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 per neighbourhood
###################### 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
Contact
Want more analysis, reach out to me on Twitter :)
https://twitter.com/alxcnwy