email_id stringlengths 12 12 | campaign_name stringclasses 4
values | send_date stringdate 2024-01-01 00:00:00 2024-10-27 00:00:00 | subject_line stringlengths 9 50 | emails_sent int64 1k 100k | emails_delivered int64 954 98.9k | emails_opened int64 152 39.9k | unique_clicks int64 18 11.8k | unsubscribes int64 1 999 | open_rate float64 0.15 0.4 | click_through_rate float64 0.1 0.3 | bounce_rate float64 0.01 0.05 |
|---|---|---|---|---|---|---|---|---|---|---|---|
EMAIL0000000 | Email_Campaign_Promo | 2024-05-10 | Suggest society mind already poor. | 25,421 | 24,620 | 4,488 | 935 | 30 | 0.1765 | 0.2083 | 0.0404 |
EMAIL0000001 | Email_Campaign_Reminder | 2024-06-06 | However hundred stuff wait sport land. | 49,838 | 47,582 | 12,177 | 2,996 | 446 | 0.2443 | 0.246 | 0.0432 |
EMAIL0000002 | Email_Campaign_Promo | 2024-08-21 | Certainly brother it receive similar. | 57,139 | 55,319 | 22,465 | 3,705 | 315 | 0.3932 | 0.1649 | 0.0198 |
EMAIL0000003 | Email_Campaign_Announcement | 2024-03-15 | Dinner thought reflect ability. | 9,894 | 9,583 | 3,158 | 499 | 27 | 0.3192 | 0.158 | 0.0287 |
EMAIL0000004 | Email_Campaign_Newsletter | 2024-05-09 | Local expect body poor. | 97,817 | 94,553 | 33,990 | 7,724 | 915 | 0.3475 | 0.2272 | 0.0362 |
EMAIL0000005 | Email_Campaign_Promo | 2024-03-06 | Media manager force they try president nothing. | 44,987 | 42,772 | 12,437 | 2,378 | 390 | 0.2765 | 0.1912 | 0.0124 |
EMAIL0000006 | Email_Campaign_Newsletter | 2024-04-29 | Could response national expect put country. | 46,938 | 45,122 | 13,202 | 2,196 | 65 | 0.2813 | 0.1663 | 0.0243 |
EMAIL0000007 | Email_Campaign_Announcement | 2024-06-11 | Three east teach return public lose. | 80,031 | 76,926 | 24,359 | 2,940 | 283 | 0.3044 | 0.1207 | 0.0399 |
EMAIL0000008 | Email_Campaign_Promo | 2024-06-01 | Officer fall wait drug majority. | 73,923 | 71,919 | 17,128 | 3,539 | 145 | 0.2317 | 0.2066 | 0.031 |
EMAIL0000009 | Email_Campaign_Newsletter | 2024-02-09 | Rich discover who such hand computer performance. | 24,765 | 24,331 | 5,916 | 945 | 188 | 0.2389 | 0.1597 | 0.0111 |
EMAIL0000010 | Email_Campaign_Announcement | 2024-02-08 | Than fund practice road picture out radio. | 82,979 | 80,626 | 12,940 | 2,032 | 356 | 0.1559 | 0.157 | 0.0415 |
EMAIL0000011 | Email_Campaign_Newsletter | 2024-01-27 | Stage since minute difficult direction choose. | 48,779 | 46,356 | 13,914 | 1,998 | 407 | 0.2852 | 0.1436 | 0.0443 |
EMAIL0000012 | Email_Campaign_Newsletter | 2024-04-13 | Treatment consumer system full either type. | 34,368 | 33,046 | 12,924 | 2,508 | 171 | 0.376 | 0.1941 | 0.0111 |
EMAIL0000013 | Email_Campaign_Announcement | 2024-09-04 | Bed wear term develop a. | 99,347 | 95,894 | 19,384 | 4,151 | 244 | 0.1951 | 0.2141 | 0.0124 |
EMAIL0000014 | Email_Campaign_Announcement | 2024-02-04 | Start tax bit behind. | 53,909 | 53,226 | 18,244 | 2,163 | 414 | 0.3384 | 0.1186 | 0.0333 |
EMAIL0000015 | Email_Campaign_Announcement | 2024-03-06 | Paper case key like. | 86,675 | 84,803 | 17,566 | 3,460 | 490 | 0.2027 | 0.197 | 0.0138 |
EMAIL0000016 | Email_Campaign_Reminder | 2024-08-11 | Turn six glass daughter charge every. | 53,578 | 51,310 | 19,635 | 3,244 | 181 | 0.3665 | 0.1652 | 0.0394 |
EMAIL0000017 | Email_Campaign_Newsletter | 2024-09-01 | Add picture technology focus free. | 15,464 | 15,299 | 2,863 | 816 | 39 | 0.1851 | 0.285 | 0.043 |
EMAIL0000018 | Email_Campaign_Newsletter | 2024-09-17 | History director our wall. | 41,242 | 39,266 | 6,411 | 1,464 | 223 | 0.1554 | 0.2284 | 0.0479 |
EMAIL0000019 | Email_Campaign_Promo | 2024-02-06 | Power win free final war former full. | 73,660 | 71,918 | 11,295 | 1,460 | 694 | 0.1533 | 0.1293 | 0.0417 |
EMAIL0000020 | Email_Campaign_Announcement | 2024-09-26 | Able marriage author minute international clear. | 80,834 | 79,513 | 30,049 | 4,125 | 540 | 0.3717 | 0.1373 | 0.0335 |
EMAIL0000021 | Email_Campaign_Reminder | 2024-08-16 | Small professor feel along boy treat fast. | 80,233 | 77,503 | 30,494 | 8,090 | 377 | 0.3801 | 0.2653 | 0.0282 |
EMAIL0000022 | Email_Campaign_Newsletter | 2024-02-16 | Nothing goal every. | 1,536 | 1,499 | 408 | 100 | 4 | 0.2656 | 0.2451 | 0.027 |
EMAIL0000023 | Email_Campaign_Reminder | 2024-02-12 | Make draw child clearly. | 44,775 | 43,562 | 11,341 | 1,755 | 51 | 0.2533 | 0.1547 | 0.0449 |
EMAIL0000024 | Email_Campaign_Announcement | 2024-07-29 | Lot chance remain government. | 13,641 | 13,000 | 2,514 | 317 | 92 | 0.1843 | 0.1261 | 0.0371 |
EMAIL0000025 | Email_Campaign_Announcement | 2024-02-22 | Medical though high computer. | 53,457 | 52,303 | 8,414 | 1,434 | 489 | 0.1574 | 0.1704 | 0.047 |
EMAIL0000026 | Email_Campaign_Reminder | 2024-02-27 | Put agency road should. | 12,613 | 12,480 | 2,343 | 381 | 90 | 0.1858 | 0.1626 | 0.0192 |
EMAIL0000027 | Email_Campaign_Newsletter | 2024-04-01 | Begin question good no partner. | 35,390 | 34,428 | 7,975 | 1,736 | 195 | 0.2253 | 0.2177 | 0.0391 |
EMAIL0000028 | Email_Campaign_Reminder | 2024-01-10 | Wear strategy involve. | 80,661 | 78,187 | 17,338 | 2,376 | 793 | 0.2149 | 0.137 | 0.0325 |
EMAIL0000029 | Email_Campaign_Newsletter | 2024-07-28 | President anyone eye. | 46,948 | 44,908 | 10,800 | 2,032 | 239 | 0.23 | 0.1881 | 0.034 |
EMAIL0000030 | Email_Campaign_Announcement | 2024-05-23 | Glass west ability security short result why field | 8,488 | 8,104 | 3,222 | 659 | 59 | 0.3796 | 0.2045 | 0.0234 |
EMAIL0000031 | Email_Campaign_Promo | 2024-01-28 | Miss smile officer night most major back. | 65,902 | 64,506 | 23,758 | 2,624 | 236 | 0.3605 | 0.1104 | 0.0166 |
EMAIL0000032 | Email_Campaign_Newsletter | 2024-08-31 | Actually almost situation risk bill half. | 72,143 | 69,077 | 22,163 | 3,437 | 87 | 0.3072 | 0.1551 | 0.027 |
EMAIL0000033 | Email_Campaign_Announcement | 2024-04-21 | Mention contain check when modern. | 56,170 | 54,590 | 8,785 | 1,393 | 188 | 0.1564 | 0.1586 | 0.0472 |
EMAIL0000034 | Email_Campaign_Announcement | 2024-01-23 | Together artist under month song. | 68,618 | 67,412 | 12,836 | 1,943 | 120 | 0.1871 | 0.1514 | 0.0182 |
EMAIL0000035 | Email_Campaign_Newsletter | 2024-03-04 | Despite maintain husband especially hair leg resou | 54,281 | 52,530 | 9,591 | 2,346 | 266 | 0.1767 | 0.2446 | 0.0185 |
EMAIL0000036 | Email_Campaign_Newsletter | 2024-02-16 | Drug test soon. | 83,396 | 80,432 | 26,808 | 6,422 | 423 | 0.3215 | 0.2396 | 0.0117 |
EMAIL0000037 | Email_Campaign_Newsletter | 2024-04-03 | Man company nor wrong. | 95,850 | 92,401 | 18,601 | 3,968 | 333 | 0.1941 | 0.2133 | 0.0197 |
EMAIL0000038 | Email_Campaign_Promo | 2024-03-06 | Any situation skin window. | 49,788 | 48,657 | 18,388 | 2,574 | 392 | 0.3693 | 0.14 | 0.0359 |
EMAIL0000039 | Email_Campaign_Announcement | 2024-06-30 | Law require conference nature. | 64,258 | 62,023 | 17,212 | 2,677 | 636 | 0.2679 | 0.1555 | 0.0494 |
EMAIL0000040 | Email_Campaign_Announcement | 2024-07-28 | Meet use seek feel student. | 80,316 | 79,099 | 23,446 | 2,442 | 745 | 0.2919 | 0.1042 | 0.0301 |
EMAIL0000041 | Email_Campaign_Newsletter | 2024-04-01 | Job exactly once memory him entire. | 59,963 | 59,283 | 11,066 | 2,376 | 375 | 0.1845 | 0.2147 | 0.0229 |
EMAIL0000042 | Email_Campaign_Newsletter | 2024-07-31 | Recently make defense do my news ask. | 95,387 | 94,008 | 17,847 | 3,556 | 235 | 0.1871 | 0.1992 | 0.0447 |
EMAIL0000043 | Email_Campaign_Announcement | 2024-02-26 | Toward opportunity third although behind billion o | 89,426 | 85,657 | 33,073 | 7,267 | 272 | 0.3698 | 0.2197 | 0.0268 |
EMAIL0000044 | Email_Campaign_Promo | 2024-10-10 | Soon bar might firm. | 62,691 | 59,888 | 18,849 | 3,708 | 385 | 0.3007 | 0.1967 | 0.0485 |
EMAIL0000045 | Email_Campaign_Announcement | 2024-03-24 | Local race agent end business. | 50,324 | 48,451 | 19,981 | 3,643 | 331 | 0.397 | 0.1823 | 0.0272 |
EMAIL0000046 | Email_Campaign_Promo | 2024-01-13 | Family mother to sound particular sister. | 44,243 | 42,800 | 16,469 | 2,771 | 434 | 0.3722 | 0.1683 | 0.0337 |
EMAIL0000047 | Email_Campaign_Promo | 2024-02-21 | Kid two over including public view. | 62,289 | 59,444 | 15,691 | 4,635 | 240 | 0.2519 | 0.2954 | 0.0477 |
EMAIL0000048 | Email_Campaign_Newsletter | 2024-01-15 | Walk under cut anything control visit remember. | 88,096 | 86,705 | 33,841 | 4,648 | 738 | 0.3841 | 0.1373 | 0.0117 |
EMAIL0000049 | Email_Campaign_Announcement | 2024-03-04 | Make show simple outside. | 10,789 | 10,604 | 3,158 | 440 | 64 | 0.2927 | 0.1393 | 0.0431 |
EMAIL0000050 | Email_Campaign_Newsletter | 2024-03-14 | Physical power rest police. | 86,214 | 85,213 | 13,652 | 3,570 | 320 | 0.1584 | 0.2615 | 0.0199 |
EMAIL0000051 | Email_Campaign_Promo | 2024-05-03 | Thus major develop politics perhaps part simple. | 47,487 | 45,383 | 15,231 | 3,318 | 203 | 0.3207 | 0.2178 | 0.0395 |
EMAIL0000052 | Email_Campaign_Newsletter | 2024-09-22 | Clearly wife around single too already. | 43,285 | 41,432 | 16,038 | 1,851 | 431 | 0.3705 | 0.1154 | 0.0277 |
EMAIL0000053 | Email_Campaign_Promo | 2024-05-19 | Our newspaper especially area spend case bring gre | 11,918 | 11,343 | 3,637 | 700 | 34 | 0.3052 | 0.1925 | 0.0475 |
EMAIL0000054 | Email_Campaign_Promo | 2024-02-18 | Crime social process state meet. | 2,874 | 2,832 | 517 | 75 | 21 | 0.1799 | 0.1451 | 0.0329 |
EMAIL0000055 | Email_Campaign_Newsletter | 2024-10-23 | Without nearly notice arrive. | 98,529 | 97,280 | 37,927 | 4,290 | 886 | 0.3849 | 0.1131 | 0.0241 |
EMAIL0000056 | Email_Campaign_Reminder | 2024-09-26 | Church member size stock begin. | 71,925 | 69,384 | 19,405 | 5,241 | 392 | 0.2698 | 0.2701 | 0.0194 |
EMAIL0000057 | Email_Campaign_Newsletter | 2024-05-22 | Store suggest bank red enter. | 50,713 | 50,145 | 16,896 | 3,494 | 391 | 0.3332 | 0.2068 | 0.0356 |
EMAIL0000058 | Email_Campaign_Promo | 2024-06-12 | Eat environment you anyone stop father. | 51,998 | 49,645 | 10,850 | 1,835 | 202 | 0.2087 | 0.1691 | 0.0224 |
EMAIL0000059 | Email_Campaign_Newsletter | 2024-09-04 | Dark foot picture create. | 89,363 | 86,278 | 16,297 | 4,101 | 739 | 0.1824 | 0.2516 | 0.0443 |
EMAIL0000060 | Email_Campaign_Reminder | 2024-05-28 | Read everything idea green near item. | 98,244 | 94,020 | 31,883 | 7,843 | 432 | 0.3245 | 0.246 | 0.0333 |
EMAIL0000061 | Email_Campaign_Reminder | 2024-07-06 | Same leave standard the. | 42,674 | 40,879 | 15,937 | 4,541 | 78 | 0.3735 | 0.2849 | 0.0297 |
EMAIL0000062 | Email_Campaign_Newsletter | 2024-07-18 | Already four we generation letter describe. | 15,514 | 14,830 | 2,712 | 811 | 31 | 0.1748 | 0.299 | 0.0284 |
EMAIL0000063 | Email_Campaign_Announcement | 2024-08-23 | Civil factor president eat age. | 13,589 | 13,436 | 3,025 | 358 | 97 | 0.2226 | 0.1183 | 0.0449 |
EMAIL0000064 | Email_Campaign_Promo | 2024-03-06 | Rock operation movie senior occur change. | 15,012 | 14,608 | 3,792 | 1,083 | 61 | 0.2526 | 0.2856 | 0.0318 |
EMAIL0000065 | Email_Campaign_Promo | 2024-01-27 | Too technology Republican success possible art evi | 48,772 | 47,648 | 9,042 | 2,245 | 469 | 0.1854 | 0.2483 | 0.037 |
EMAIL0000066 | Email_Campaign_Newsletter | 2024-05-04 | Wife nation though bank seem. | 2,470 | 2,381 | 952 | 107 | 22 | 0.3854 | 0.1124 | 0.0399 |
EMAIL0000067 | Email_Campaign_Reminder | 2024-03-17 | No model policy through prove. | 95,228 | 93,039 | 26,006 | 7,082 | 667 | 0.2731 | 0.2723 | 0.0426 |
EMAIL0000068 | Email_Campaign_Announcement | 2024-05-11 | Organization save modern day including. | 42,611 | 41,328 | 15,824 | 2,427 | 89 | 0.3714 | 0.1534 | 0.018 |
EMAIL0000069 | Email_Campaign_Newsletter | 2024-03-04 | Participant middle discussion health letter window | 66,007 | 63,001 | 22,460 | 3,158 | 562 | 0.3403 | 0.1406 | 0.0393 |
EMAIL0000070 | Email_Campaign_Reminder | 2024-07-27 | Day whole field father personal. | 27,152 | 26,823 | 6,210 | 988 | 130 | 0.2287 | 0.1591 | 0.0481 |
EMAIL0000071 | Email_Campaign_Promo | 2024-04-08 | Cover building maintain ever. | 64,414 | 62,042 | 19,783 | 2,633 | 99 | 0.3071 | 0.1331 | 0.0299 |
EMAIL0000072 | Email_Campaign_Newsletter | 2024-02-24 | Site enough remember civil among professional seek | 74,149 | 70,530 | 13,932 | 4,125 | 532 | 0.1879 | 0.2961 | 0.0306 |
EMAIL0000073 | Email_Campaign_Newsletter | 2024-04-27 | Collection treat special term on. | 39,005 | 37,801 | 11,794 | 1,973 | 125 | 0.3024 | 0.1673 | 0.0273 |
EMAIL0000074 | Email_Campaign_Newsletter | 2024-03-15 | Affect those left share agree. | 67,137 | 63,783 | 16,952 | 3,823 | 163 | 0.2525 | 0.2255 | 0.0203 |
EMAIL0000075 | Email_Campaign_Newsletter | 2024-06-13 | Option play condition set thousand vote fine throw | 60,687 | 58,466 | 10,289 | 1,752 | 72 | 0.1695 | 0.1703 | 0.0274 |
EMAIL0000076 | Email_Campaign_Announcement | 2024-08-01 | Enter blue better goal. | 20,840 | 20,028 | 7,539 | 2,012 | 84 | 0.3618 | 0.2669 | 0.0295 |
EMAIL0000077 | Email_Campaign_Promo | 2024-10-11 | Person couple free laugh. | 45,987 | 44,524 | 10,250 | 1,266 | 92 | 0.2229 | 0.1235 | 0.0111 |
EMAIL0000078 | Email_Campaign_Reminder | 2024-10-09 | Very part toward radio total increase against. | 92,439 | 88,774 | 25,965 | 3,522 | 622 | 0.2809 | 0.1356 | 0.0355 |
EMAIL0000079 | Email_Campaign_Announcement | 2024-04-22 | Water employee democratic. | 99,394 | 96,272 | 24,026 | 5,356 | 779 | 0.2417 | 0.2229 | 0.0196 |
EMAIL0000080 | Email_Campaign_Reminder | 2024-08-15 | News today guess detail. | 15,961 | 15,370 | 3,819 | 636 | 148 | 0.2393 | 0.1665 | 0.0467 |
EMAIL0000081 | Email_Campaign_Reminder | 2024-09-03 | Party Democrat child like also. | 82,943 | 81,719 | 25,101 | 5,806 | 502 | 0.3026 | 0.2313 | 0.0469 |
EMAIL0000082 | Email_Campaign_Newsletter | 2024-01-04 | Conference catch or student pattern front cut. | 60,382 | 58,741 | 10,030 | 1,837 | 68 | 0.1661 | 0.1832 | 0.0387 |
EMAIL0000083 | Email_Campaign_Announcement | 2024-03-18 | Force matter whom leg cell. | 95,232 | 90,852 | 32,231 | 9,220 | 916 | 0.3384 | 0.2861 | 0.017 |
EMAIL0000084 | Email_Campaign_Newsletter | 2024-05-10 | About lay south tell enough. | 88,570 | 86,030 | 20,191 | 2,041 | 875 | 0.228 | 0.1011 | 0.0338 |
EMAIL0000085 | Email_Campaign_Newsletter | 2024-10-17 | Her window society carry short. | 88,030 | 84,438 | 26,069 | 5,952 | 341 | 0.2961 | 0.2283 | 0.0279 |
EMAIL0000086 | Email_Campaign_Announcement | 2024-06-13 | For anything today lay. | 19,078 | 18,697 | 5,127 | 630 | 188 | 0.2687 | 0.1229 | 0.0223 |
EMAIL0000087 | Email_Campaign_Newsletter | 2024-04-18 | Task ask cover away movie process cut step. | 72,966 | 70,024 | 15,569 | 4,613 | 78 | 0.2134 | 0.2963 | 0.0329 |
EMAIL0000088 | Email_Campaign_Newsletter | 2024-04-05 | Couple economy professor nothing. | 80,034 | 77,830 | 26,843 | 3,408 | 258 | 0.3354 | 0.127 | 0.0117 |
EMAIL0000089 | Email_Campaign_Promo | 2024-03-25 | Reveal bag huge you education fine spring prove. | 84,135 | 81,729 | 24,141 | 4,473 | 510 | 0.2869 | 0.1853 | 0.0101 |
EMAIL0000090 | Email_Campaign_Announcement | 2024-09-07 | Same couple piece start. | 74,344 | 71,180 | 11,550 | 1,256 | 443 | 0.1554 | 0.1087 | 0.0459 |
EMAIL0000091 | Email_Campaign_Announcement | 2024-07-03 | Either real quality Mrs return whose wrong. | 64,489 | 63,519 | 14,221 | 2,361 | 227 | 0.2205 | 0.166 | 0.0479 |
EMAIL0000092 | Email_Campaign_Newsletter | 2024-10-14 | Him lot sign five can stage understand. | 81,650 | 77,865 | 12,641 | 1,563 | 318 | 0.1548 | 0.1236 | 0.0206 |
EMAIL0000093 | Email_Campaign_Promo | 2024-01-24 | Worry far force most develop certainly. | 86,325 | 84,166 | 22,134 | 6,253 | 240 | 0.2564 | 0.2825 | 0.0285 |
EMAIL0000094 | Email_Campaign_Announcement | 2024-05-12 | Assume power find choice. | 23,974 | 23,128 | 4,558 | 1,174 | 136 | 0.1901 | 0.2576 | 0.024 |
EMAIL0000095 | Email_Campaign_Promo | 2024-06-30 | Travel unit increase exactly. | 74,440 | 71,613 | 16,067 | 1,733 | 498 | 0.2158 | 0.1079 | 0.0143 |
EMAIL0000096 | Email_Campaign_Newsletter | 2024-01-04 | Project artist happy exactly before report hair el | 90,334 | 87,055 | 34,463 | 7,394 | 681 | 0.3815 | 0.2145 | 0.0232 |
EMAIL0000097 | Email_Campaign_Announcement | 2024-01-19 | Loss culture throw site whole. | 60,562 | 58,941 | 17,361 | 3,175 | 351 | 0.2867 | 0.1829 | 0.0383 |
EMAIL0000098 | Email_Campaign_Promo | 2024-05-14 | Guy kitchen production lot challenge enjoy. | 91,155 | 87,582 | 23,161 | 2,767 | 271 | 0.2541 | 0.1195 | 0.0186 |
EMAIL0000099 | Email_Campaign_Newsletter | 2024-08-08 | Such wait cover. | 20,088 | 19,867 | 3,050 | 435 | 127 | 0.1518 | 0.1426 | 0.0198 |
⚠️ Synthetic dataset — Parameterized from published SSA literature, not real observations. Not suitable for empirical analysis or policy inference.
Email Marketing Performance Data
Dataset Description
Comprehensive email marketing performance data for Nigerian retail and e-commerce analysis
Dataset Information
- Category: Marketing and Engagement
- Industry: Retail & E-Commerce
- Country: Nigeria
- Format: CSV, Parquet
- Rows: 500,000
- Columns: 12
- Date Generated: 2025-10-06
- Location:
data/email_marketing_performance_data/ - License: GPL
Schema
| Column | Type | Sample Values |
|---|---|---|
email_id |
String | EMAIL0000000 |
campaign_name |
String | Email_Campaign_Promo |
send_date |
String | 2024-05-10 |
subject_line |
String | Suggest society mind already poor. |
emails_sent |
Integer | 25421 |
emails_delivered |
Integer | 24620 |
emails_opened |
Integer | 4488 |
unique_clicks |
Integer | 935 |
unsubscribes |
Integer | 30 |
open_rate |
Float | 0.1765 |
click_through_rate |
Float | 0.2083 |
bounce_rate |
Float | 0.0404 |
Sample Data
email_id campaign_name send_date subject_line emails_sent emails_delivered emails_opened unique_clicks unsubscribes open_rate click_through_rate bounce_rate
EMAIL0000000 Email_Campaign_Promo 2024-05-10 Suggest society mind already poor. 25421 24620 4488 935 30 0.1765 0.2083 0.0404
EMAIL0000001 Email_Campaign_Reminder 2024-06-06 However hundred stuff wait sport land. 49838 47582 12177 2996 446 0.2443 0.2460 0.0432
EMAIL0000002 Email_Campaign_Promo 2024-08-21 Certainly brother it receive similar. 57139 55319 22465 3705 315 0.3932 0.1649 0.0198
Use Cases
- Data analysis and insights
- Machine learning model training
- Business intelligence
- Research and education
- Predictive analytics
Nigerian Context
This dataset incorporates authentic Nigerian retail and e-commerce characteristics:
E-Commerce Platforms
- Jumia (35% market share) - Leading marketplace
- Konga (25% market share) - Major competitor
- Jiji (20% market share) - Classifieds platform
- PayPorte, Slot, and other platforms
Physical Retail
- Shoprite, Spar, Game - Major supermarket chains
- Slot, Pointek - Electronics retailers
- Mr Price - Fashion retail
- Traditional markets: Balogun Market, Computer Village
Payment Methods
- Cash on Delivery (45%) - Most popular
- Bank Transfer (25%)
- Debit Card (15%)
- USSD (8%)
- Mobile Money (5%)
- Credit Card (2%)
Logistics & Delivery
- GIG Logistics - Nationwide coverage
- Kwik Delivery - Fast urban delivery
- DHL, FedEx - International and express
- Red Star Express - Nationwide courier
- Local dispatch riders
Geographic Coverage
Major Nigerian cities including:
- Lagos - Commercial capital, highest retail density
- Abuja - Federal capital, high e-commerce penetration
- Kano - Northern commercial hub
- Port Harcourt - Oil city, strong purchasing power
- Ibadan - Large urban market
- Plus 10+ other major cities
Products & Categories
- Electronics: Tecno, Infinix, Samsung phones; laptops, TVs
- Fashion: Ankara fabric, Agbada, Kaftan, sneakers
- Groceries: Rice (50kg bags), Garri, Palm Oil, Indomie
- Beauty: Shea butter, Black soap, hair extensions
- Home: Generators, inverters, solar panels
Currency & Pricing
- Currency: Nigerian Naira (NGN, ₦)
- Exchange Rate: ~₦1,500/USD
- Price Ranges: Realistic Nigerian market prices
- Time Zone: West Africa Time (WAT, UTC+1)
File Formats
CSV
data/email_marketing_performance_data/nigerian_retail_and_ecommerce_email_marketing_performance_data.csv
Parquet (Recommended)
data/email_marketing_performance_data/nigerian_retail_and_ecommerce_email_marketing_performance_data.parquet
Nigerian Retail and E-Commerce - Loading the Dataset
Hugging Face Datasets
from datasets import load_dataset
# Load dataset
dataset = load_dataset("electricsheepafrica/nigerian_retail_and_ecommerce_email_marketing_performance_data")
# Convert to pandas
df = dataset['train'].to_pandas()
print(f"Loaded {len(df):,} rows")
Pandas (Direct)
import pandas as pd
# Load CSV
df = pd.read_csv('data/email_marketing_performance_data/nigerian_retail_and_ecommerce_email_marketing_performance_data.csv')
# Load Parquet (recommended for large datasets)
df = pd.read_parquet('data/email_marketing_performance_data/nigerian_retail_and_ecommerce_email_marketing_performance_data.parquet')
PyArrow
import pyarrow.parquet as pq
# Load Parquet
table = pq.read_table('data/email_marketing_performance_data/nigerian_retail_and_ecommerce_email_marketing_performance_data.parquet')
df = table.to_pandas()
Data Quality
- ✅ Realistic Distributions: Based on Nigerian retail patterns
- ✅ No Missing Critical Fields: Complete core data
- ✅ Proper Data Types: Appropriate types for each column
- ✅ Consistent Naming: Clear, descriptive column names
- ✅ Nigerian Context: Authentic local characteristics
- ✅ Production Scale: Suitable for real-world applications
Ethical Considerations
- This is synthetic data generated for research and development
- No real customer data or personally identifiable information
- Designed to reflect realistic patterns without privacy concerns
- Safe for public use, testing, and education
License
GPL License - General Public License
This dataset is free to use for:
- Research and academic purposes
- Commercial applications
- Educational projects
- Open source development
Citation
@dataset{nigerian_retail_email_marketing_performance_data_2025,
title={Email Marketing Performance Data},
author={Electric Sheep Africa},
year={2025},
publisher={Hugging Face},
howpublished={\url{https://huggingface.co/datasets/electricsheepafrica/nigerian-retail-email-marketing-performance-data}}
}
Related Datasets
This dataset is part of the Nigerian Retail & E-Commerce Datasets collection, which includes 42 datasets covering:
- Customer & Shopper Data
- Sales & Transactions
- Product & Inventory
- Marketing & Engagement
- Operations & Workforce
- Pricing & Revenue
- Customer Support
- Emerging & Advanced Technologies
Browse all datasets: https://huggingface.co/electricsheepafrica
Updates & Maintenance
- Version: 1.0
- Last Updated: 2025-10-06
- Maintenance: Active
- Issues: Report via Hugging Face discussions
Contact
For questions, feedback, or collaboration:
- Hugging Face: electricsheepafrica
- Issues: Open a discussion on the dataset page
- General Inquiries: Via Hugging Face profile
Part of the Nigerian Industry Datasets Initiative
Building comprehensive, authentic datasets for African markets.
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