diff --git a/getting-started/frames.ipynb b/getting-started/frames.ipynb
index 8c9fa887..59115e0a 100644
--- a/getting-started/frames.ipynb
+++ b/getting-started/frames.ipynb
@@ -380,286 +380,6 @@
" \n",
" \n",
" | no | \n",
- " secondary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 149 | \n",
- " single | \n",
- " no | \n",
- " 10218 | \n",
- " nov | \n",
- " cellular | \n",
- " 2 | \n",
- " no | \n",
- " 2916 | \n",
- " admin. | \n",
- " 19 | \n",
- " 32 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 1 | \n",
- " no | \n",
- " failure | \n",
- " 699 | \n",
- " married | \n",
- " no | \n",
- " 11219 | \n",
- " aug | \n",
- " cellular | \n",
- " 2 | \n",
- " no | \n",
- " 276 | \n",
- " housemaid | \n",
- " 12 | \n",
- " 35 | \n",
- " 79 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 249 | \n",
- " married | \n",
- " no | \n",
- " 19317 | \n",
- " aug | \n",
- " cellular | \n",
- " 1 | \n",
- " yes | \n",
- " 3553 | \n",
- " retired | \n",
- " 4 | \n",
- " 68 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 14 | \n",
- " married | \n",
- " no | \n",
- " 17555 | \n",
- " aug | \n",
- " cellular | \n",
- " 14 | \n",
- " no | \n",
- " 1776 | \n",
- " management | \n",
- " 26 | \n",
- " 43 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 215 | \n",
- " married | \n",
- " no | \n",
- " 16264 | \n",
- " nov | \n",
- " telephone | \n",
- " 3 | \n",
- " no | \n",
- " 3289 | \n",
- " management | \n",
- " 17 | \n",
- " 58 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | yes | \n",
- " tertiary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 197 | \n",
- " divorced | \n",
- " no | \n",
- " 13204 | \n",
- " nov | \n",
- " cellular | \n",
- " 2 | \n",
- " no | \n",
- " 3329 | \n",
- " management | \n",
- " 20 | \n",
- " 34 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 106 | \n",
- " married | \n",
- " no | \n",
- " 22370 | \n",
- " may | \n",
- " unknown | \n",
- " 1 | \n",
- " no | \n",
- " 2624 | \n",
- " entrepreneur | \n",
- " 15 | \n",
- " 53 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " primary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 205 | \n",
- " married | \n",
- " no | \n",
- " 71188 | \n",
- " oct | \n",
- " cellular | \n",
- " 1 | \n",
- " no | \n",
- " 3700 | \n",
- " retired | \n",
- " 6 | \n",
- " 60 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 29 | \n",
- " married | \n",
- " no | \n",
- " 13893 | \n",
- " jun | \n",
- " unknown | \n",
- " 2 | \n",
- " no | \n",
- " 3608 | \n",
- " management | \n",
- " 11 | \n",
- " 44 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 288 | \n",
- " married | \n",
- " no | \n",
- " 10758 | \n",
- " jun | \n",
- " cellular | \n",
- " 1 | \n",
- " no | \n",
- " 1005 | \n",
- " management | \n",
- " 1 | \n",
- " 41 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 92 | \n",
- " single | \n",
- " no | \n",
- " 11269 | \n",
- " may | \n",
- " unknown | \n",
- " 1 | \n",
- " no | \n",
- " 554 | \n",
- " technician | \n",
- " 29 | \n",
- " 43 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 2 | \n",
- " yes | \n",
- " failure | \n",
- " 208 | \n",
- " single | \n",
- " no | \n",
- " 16957 | \n",
- " jan | \n",
- " telephone | \n",
- " 1 | \n",
- " no | \n",
- " 3025 | \n",
- " management | \n",
- " 29 | \n",
- " 38 | \n",
- " 247 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 115 | \n",
- " single | \n",
- " no | \n",
- " 20453 | \n",
- " may | \n",
- " telephone | \n",
- " 1 | \n",
- " no | \n",
- " 4334 | \n",
- " entrepreneur | \n",
- " 4 | \n",
- " 37 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 523 | \n",
- " single | \n",
- " no | \n",
- " 10378 | \n",
- " nov | \n",
- " cellular | \n",
- " 3 | \n",
- " no | \n",
- " 468 | \n",
- " management | \n",
- " 17 | \n",
- " 40 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
" primary | \n",
" 0 | \n",
" no | \n",
@@ -672,1647 +392,163 @@
" cellular | \n",
" 1 | \n",
" yes | \n",
- " 368 | \n",
- " technician | \n",
- " 26 | \n",
- " 60 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 77 | \n",
- " married | \n",
- " no | \n",
- " 12531 | \n",
- " aug | \n",
- " cellular | \n",
- " 8 | \n",
- " no | \n",
- " 2955 | \n",
- " technician | \n",
- " 13 | \n",
- " 49 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 3 | \n",
- " yes | \n",
- " failure | \n",
- " 27 | \n",
- " divorced | \n",
- " no | \n",
- " 26306 | \n",
- " feb | \n",
- " cellular | \n",
- " 1 | \n",
- " no | \n",
- " 2196 | \n",
- " management | \n",
- " 11 | \n",
- " 54 | \n",
- " 84 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " primary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 107 | \n",
- " married | \n",
- " no | \n",
- " 14752 | \n",
- " may | \n",
- " unknown | \n",
- " 2 | \n",
- " no | \n",
- " 709 | \n",
- " housemaid | \n",
- " 19 | \n",
- " 42 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 198 | \n",
- " married | \n",
- " no | \n",
- " 11494 | \n",
- " nov | \n",
- " cellular | \n",
- " 1 | \n",
- " no | \n",
- " 213 | \n",
- " self-employed | \n",
- " 19 | \n",
- " 57 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 8 | \n",
- " no | \n",
- " other | \n",
- " 138 | \n",
- " married | \n",
- " no | \n",
- " 13669 | \n",
- " oct | \n",
- " cellular | \n",
- " 1 | \n",
- " no | \n",
- " 822 | \n",
- " self-employed | \n",
- " 15 | \n",
- " 40 | \n",
- " 136 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 118 | \n",
- " married | \n",
- " no | \n",
- " 12877 | \n",
- " jun | \n",
- " unknown | \n",
- " 3 | \n",
- " no | \n",
- " 4441 | \n",
- " management | \n",
- " 17 | \n",
- " 38 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 125 | \n",
- " single | \n",
- " no | \n",
- " 11555 | \n",
- " apr | \n",
- " cellular | \n",
- " 2 | \n",
- " no | \n",
- " 561 | \n",
- " student | \n",
- " 8 | \n",
- " 28 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 4 | \n",
- " yes | \n",
- " failure | \n",
- " 8 | \n",
- " married | \n",
- " no | \n",
- " 22546 | \n",
- " may | \n",
- " cellular | \n",
- " 6 | \n",
- " no | \n",
- " 3332 | \n",
- " management | \n",
- " 14 | \n",
- " 31 | \n",
- " 267 | \n",
- "
\n",
- " \n",
- " | yes | \n",
- " unknown | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 166 | \n",
- " married | \n",
- " no | \n",
- " 21244 | \n",
- " aug | \n",
- " cellular | \n",
- " 2 | \n",
- " no | \n",
- " 1821 | \n",
- " housemaid | \n",
- " 4 | \n",
- " 51 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 214 | \n",
- " married | \n",
- " no | \n",
- " 21664 | \n",
- " jun | \n",
- " unknown | \n",
- " 8 | \n",
- " no | \n",
- " 3274 | \n",
- " management | \n",
- " 17 | \n",
- " 56 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 111 | \n",
- " married | \n",
- " no | \n",
- " 10786 | \n",
- " jun | \n",
- " unknown | \n",
- " 3 | \n",
- " no | \n",
- " 717 | \n",
- " management | \n",
- " 20 | \n",
- " 40 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 36 | \n",
- " married | \n",
- " no | \n",
- " 12223 | \n",
- " nov | \n",
- " cellular | \n",
- " 1 | \n",
- " no | \n",
- " 2881 | \n",
- " services | \n",
- " 19 | \n",
- " 42 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " unknown | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 117 | \n",
- " divorced | \n",
- " no | \n",
- " 10287 | \n",
- " may | \n",
- " unknown | \n",
- " 1 | \n",
- " no | \n",
- " 899 | \n",
- " blue-collar | \n",
- " 29 | \n",
- " 51 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 60 | \n",
- " married | \n",
- " no | \n",
- " 14440 | \n",
- " nov | \n",
- " cellular | \n",
- " 1 | \n",
- " no | \n",
- " 3910 | \n",
- " admin. | \n",
- " 21 | \n",
- " 49 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 27 | \n",
- " single | \n",
- " no | \n",
- " 13494 | \n",
- " jun | \n",
- " unknown | \n",
- " 25 | \n",
- " no | \n",
- " 1433 | \n",
- " blue-collar | \n",
- " 20 | \n",
- " 33 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " unknown | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 415 | \n",
- " married | \n",
- " no | \n",
- " 18347 | \n",
- " may | \n",
- " unknown | \n",
- " 1 | \n",
- " no | \n",
- " 1887 | \n",
- " management | \n",
- " 23 | \n",
- " 33 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " primary | \n",
- " 1 | \n",
- " no | \n",
- " failure | \n",
- " 154 | \n",
- " married | \n",
- " no | \n",
- " 22856 | \n",
- " jul | \n",
- " cellular | \n",
- " 1 | \n",
- " no | \n",
- " 2776 | \n",
- " management | \n",
- " 2 | \n",
- " 37 | \n",
- " 388 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 297 | \n",
- " married | \n",
- " no | \n",
- " 16178 | \n",
- " nov | \n",
- " cellular | \n",
- " 1 | \n",
- " no | \n",
- " 3603 | \n",
- " blue-collar | \n",
- " 21 | \n",
- " 44 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 135 | \n",
- " divorced | \n",
- " no | \n",
- " 10787 | \n",
- " jun | \n",
- " unknown | \n",
- " 2 | \n",
- " no | \n",
- " 3345 | \n",
- " technician | \n",
- " 4 | \n",
- " 31 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " primary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 106 | \n",
- " divorced | \n",
- " no | \n",
- " 10924 | \n",
- " may | \n",
- " cellular | \n",
- " 2 | \n",
- " no | \n",
- " 339 | \n",
- " self-employed | \n",
- " 6 | \n",
- " 51 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 1 | \n",
- " no | \n",
- " failure | \n",
- " 172 | \n",
- " married | \n",
- " no | \n",
- " 15834 | \n",
- " apr | \n",
- " cellular | \n",
- " 3 | \n",
- " no | \n",
- " 1805 | \n",
- " retired | \n",
- " 5 | \n",
- " 70 | \n",
- " 186 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 3 | \n",
- " yes | \n",
- " failure | \n",
- " 44 | \n",
- " married | \n",
- " no | \n",
- " 22171 | \n",
- " may | \n",
- " cellular | \n",
- " 1 | \n",
- " no | \n",
- " 3231 | \n",
- " admin. | \n",
- " 18 | \n",
- " 29 | \n",
- " 355 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 7 | \n",
- " no | \n",
- " success | \n",
- " 245 | \n",
- " single | \n",
- " no | \n",
- " 15459 | \n",
- " may | \n",
- " cellular | \n",
- " 3 | \n",
- " no | \n",
- " 1216 | \n",
- " management | \n",
- " 26 | \n",
- " 29 | \n",
- " 97 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " primary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 94 | \n",
- " single | \n",
- " no | \n",
- " 25824 | \n",
- " jun | \n",
- " unknown | \n",
- " 1 | \n",
- " no | \n",
- " 1031 | \n",
- " retired | \n",
- " 17 | \n",
- " 49 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 1 | \n",
- " no | \n",
- " failure | \n",
- " 344 | \n",
- " single | \n",
- " no | \n",
- " 12569 | \n",
- " sep | \n",
- " cellular | \n",
- " 1 | \n",
- " yes | \n",
- " 2963 | \n",
- " management | \n",
- " 9 | \n",
- " 31 | \n",
- " 295 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 231 | \n",
- " married | \n",
- " no | \n",
- " 14093 | \n",
- " aug | \n",
- " cellular | \n",
- " 5 | \n",
- " no | \n",
- " 94 | \n",
- " blue-collar | \n",
- " 11 | \n",
- " 57 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 87 | \n",
- " married | \n",
- " no | \n",
- " 21515 | \n",
- " jun | \n",
- " unknown | \n",
- " 1 | \n",
- " no | \n",
- " 4014 | \n",
- " admin. | \n",
- " 5 | \n",
- " 41 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 157 | \n",
- " single | \n",
- " no | \n",
- " 15311 | \n",
- " apr | \n",
- " cellular | \n",
- " 6 | \n",
- " no | \n",
- " 714 | \n",
- " management | \n",
- " 29 | \n",
- " 56 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 476 | \n",
- " married | \n",
- " no | \n",
- " 17361 | \n",
- " jun | \n",
- " unknown | \n",
- " 1 | \n",
- " no | \n",
- " 3993 | \n",
- " management | \n",
- " 18 | \n",
- " 44 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " unknown | \n",
- " 2 | \n",
- " no | \n",
- " other | \n",
- " 102 | \n",
- " single | \n",
- " no | \n",
- " 10788 | \n",
- " dec | \n",
- " cellular | \n",
- " 2 | \n",
- " no | \n",
- " 1870 | \n",
- " student | \n",
- " 23 | \n",
- " 25 | \n",
- " 210 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 356 | \n",
- " single | \n",
- " no | \n",
- " 11386 | \n",
- " nov | \n",
- " cellular | \n",
- " 1 | \n",
- " no | \n",
- " 2461 | \n",
- " services | \n",
- " 20 | \n",
- " 31 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 2 | \n",
- " yes | \n",
- " failure | \n",
- " 199 | \n",
- " single | \n",
- " no | \n",
- " 23663 | \n",
- " apr | \n",
- " cellular | \n",
- " 2 | \n",
- " no | \n",
- " 650 | \n",
- " housemaid | \n",
- " 16 | \n",
- " 33 | \n",
- " 146 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 420 | \n",
- " married | \n",
- " no | \n",
- " 15520 | \n",
- " nov | \n",
- " cellular | \n",
- " 1 | \n",
- " no | \n",
- " 1778 | \n",
- " management | \n",
- " 18 | \n",
- " 56 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 397 | \n",
- " married | \n",
- " no | \n",
- " 14220 | \n",
- " sep | \n",
- " cellular | \n",
- " 1 | \n",
- " yes | \n",
- " 2962 | \n",
- " retired | \n",
- " 9 | \n",
- " 71 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 223 | \n",
- " married | \n",
- " no | \n",
- " 16353 | \n",
- " oct | \n",
- " cellular | \n",
- " 2 | \n",
- " no | \n",
- " 922 | \n",
- " blue-collar | \n",
- " 27 | \n",
- " 67 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 74 | \n",
- " single | \n",
- " no | \n",
- " 10907 | \n",
- " may | \n",
- " cellular | \n",
- " 3 | \n",
- " no | \n",
- " 4174 | \n",
- " management | \n",
- " 4 | \n",
- " 42 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 223 | \n",
- " married | \n",
- " no | \n",
- " 16873 | \n",
- " oct | \n",
- " cellular | \n",
- " 1 | \n",
- " no | \n",
- " 64 | \n",
- " admin. | \n",
- " 7 | \n",
- " 56 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 7 | \n",
- " yes | \n",
- " other | \n",
- " 167 | \n",
- " single | \n",
- " no | \n",
- " 15030 | \n",
- " may | \n",
- " cellular | \n",
- " 1 | \n",
- " no | \n",
- " 874 | \n",
- " management | \n",
- " 13 | \n",
- " 38 | \n",
- " 174 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 40 | \n",
- " single | \n",
- " no | \n",
- " 12437 | \n",
- " nov | \n",
- " telephone | \n",
- " 1 | \n",
- " no | \n",
- " 548 | \n",
- " management | \n",
- " 18 | \n",
- " 39 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | yes | \n",
- " tertiary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 174 | \n",
- " married | \n",
- " no | \n",
- " 27069 | \n",
- " jun | \n",
- " unknown | \n",
- " 3 | \n",
- " no | \n",
- " 3830 | \n",
- " technician | \n",
- " 20 | \n",
- " 57 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 95 | \n",
- " single | \n",
- " no | \n",
- " 11797 | \n",
- " aug | \n",
- " cellular | \n",
- " 2 | \n",
- " no | \n",
- " 3177 | \n",
- " management | \n",
- " 11 | \n",
- " 32 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 197 | \n",
- " married | \n",
- " no | \n",
- " 16430 | \n",
- " jun | \n",
- " unknown | \n",
- " 3 | \n",
- " no | \n",
- " 2299 | \n",
- " self-employed | \n",
- " 6 | \n",
- " 36 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 3 | \n",
- " yes | \n",
- " failure | \n",
- " 609 | \n",
- " single | \n",
- " no | \n",
- " 11971 | \n",
- " nov | \n",
- " unknown | \n",
- " 2 | \n",
- " no | \n",
- " 40 | \n",
- " management | \n",
- " 17 | \n",
- " 38 | \n",
- " 101 | \n",
- "
\n",
- " \n",
- " | yes | \n",
- " secondary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 77 | \n",
- " married | \n",
- " no | \n",
- " 13229 | \n",
- " jul | \n",
- " telephone | \n",
- " 2 | \n",
- " no | \n",
- " 3213 | \n",
- " admin. | \n",
- " 8 | \n",
- " 49 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 29 | \n",
- " married | \n",
- " no | \n",
- " 12186 | \n",
- " jun | \n",
- " unknown | \n",
- " 3 | \n",
- " no | \n",
- " 272 | \n",
- " management | \n",
- " 20 | \n",
- " 46 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 164 | \n",
- " single | \n",
- " no | \n",
- " 27733 | \n",
- " jun | \n",
- " unknown | \n",
- " 7 | \n",
- " no | \n",
- " 1483 | \n",
- " technician | \n",
- " 3 | \n",
- " 43 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 500 | \n",
- " married | \n",
- " no | \n",
- " 11303 | \n",
- " may | \n",
- " cellular | \n",
- " 2 | \n",
- " no | \n",
- " 875 | \n",
- " admin. | \n",
- " 26 | \n",
- " 37 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 297 | \n",
- " married | \n",
- " no | \n",
- " 14412 | \n",
- " nov | \n",
- " cellular | \n",
- " 1 | \n",
- " no | \n",
- " 4032 | \n",
- " retired | \n",
- " 18 | \n",
- " 58 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 3 | \n",
- " yes | \n",
- " success | \n",
- " 638 | \n",
- " single | \n",
- " no | \n",
- " 13711 | \n",
- " may | \n",
- " cellular | \n",
- " 1 | \n",
- " no | \n",
- " 1779 | \n",
- " technician | \n",
- " 14 | \n",
- " 32 | \n",
- " 175 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 258 | \n",
- " single | \n",
- " no | \n",
- " 19358 | \n",
- " nov | \n",
- " cellular | \n",
- " 2 | \n",
- " no | \n",
- " 877 | \n",
- " management | \n",
- " 19 | \n",
- " 30 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 293 | \n",
- " single | \n",
- " no | \n",
- " 14058 | \n",
- " jul | \n",
- " telephone | \n",
- " 20 | \n",
- " no | \n",
- " 4212 | \n",
- " blue-collar | \n",
- " 17 | \n",
- " 38 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 206 | \n",
- " married | \n",
- " no | \n",
- " 26394 | \n",
- " aug | \n",
- " cellular | \n",
- " 4 | \n",
- " no | \n",
- " 3011 | \n",
- " services | \n",
- " 25 | \n",
- " 50 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 272 | \n",
- " married | \n",
- " no | \n",
- " 11417 | \n",
- " may | \n",
- " unknown | \n",
- " 2 | \n",
- " no | \n",
- " 2682 | \n",
- " services | \n",
- " 28 | \n",
- " 29 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 189 | \n",
- " married | \n",
- " no | \n",
- " 22196 | \n",
- " nov | \n",
- " cellular | \n",
- " 1 | \n",
- " no | \n",
- " 3791 | \n",
- " services | \n",
- " 21 | \n",
- " 56 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 352 | \n",
- " married | \n",
- " no | \n",
- " 16063 | \n",
- " may | \n",
- " unknown | \n",
- " 3 | \n",
- " no | \n",
- " 4369 | \n",
- " technician | \n",
- " 30 | \n",
- " 57 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 113 | \n",
- " married | \n",
- " no | \n",
- " 11084 | \n",
- " jun | \n",
- " unknown | \n",
- " 1 | \n",
- " no | \n",
- " 670 | \n",
- " blue-collar | \n",
- " 11 | \n",
- " 40 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 1 | \n",
- " yes | \n",
- " failure | \n",
- " 291 | \n",
- " single | \n",
- " no | \n",
- " 13156 | \n",
- " apr | \n",
- " cellular | \n",
- " 4 | \n",
- " no | \n",
- " 4363 | \n",
- " blue-collar | \n",
- " 17 | \n",
- " 38 | \n",
- " 331 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 36 | \n",
- " married | \n",
- " no | \n",
- " 13044 | \n",
- " aug | \n",
- " cellular | \n",
- " 4 | \n",
- " no | \n",
- " 2039 | \n",
- " management | \n",
- " 18 | \n",
- " 43 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " primary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 654 | \n",
- " single | \n",
- " no | \n",
- " 26965 | \n",
- " apr | \n",
- " cellular | \n",
- " 2 | \n",
- " yes | \n",
- " 871 | \n",
- " housemaid | \n",
- " 21 | \n",
- " 31 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 1 | \n",
- " no | \n",
- " failure | \n",
- " 203 | \n",
- " single | \n",
- " no | \n",
- " 12607 | \n",
- " aug | \n",
- " cellular | \n",
- " 5 | \n",
- " no | \n",
- " 500 | \n",
- " management | \n",
- " 14 | \n",
- " 32 | \n",
- " 84 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 132 | \n",
- " married | \n",
- " no | \n",
- " 14363 | \n",
- " jun | \n",
- " unknown | \n",
- " 1 | \n",
- " no | \n",
- " 3508 | \n",
- " housemaid | \n",
- " 5 | \n",
- " 52 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 220 | \n",
- " married | \n",
- " no | \n",
- " 13658 | \n",
- " dec | \n",
- " telephone | \n",
- " 2 | \n",
- " no | \n",
- " 2908 | \n",
- " technician | \n",
- " 9 | \n",
- " 35 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 465 | \n",
- " married | \n",
- " no | \n",
- " 13342 | \n",
- " nov | \n",
- " cellular | \n",
- " 1 | \n",
- " no | \n",
- " 2316 | \n",
- " entrepreneur | \n",
- " 18 | \n",
- " 43 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 5 | \n",
- " married | \n",
- " no | \n",
- " 10655 | \n",
- " jul | \n",
- " telephone | \n",
- " 3 | \n",
- " no | \n",
- " 3967 | \n",
- " technician | \n",
- " 31 | \n",
- " 48 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " unknown | \n",
- " 2 | \n",
- " no | \n",
- " success | \n",
- " 646 | \n",
- " married | \n",
- " no | \n",
- " 14533 | \n",
- " dec | \n",
- " cellular | \n",
- " 3 | \n",
- " no | \n",
- " 1603 | \n",
- " technician | \n",
- " 31 | \n",
- " 32 | \n",
- " 198 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " primary | \n",
- " 4 | \n",
- " yes | \n",
- " success | \n",
- " 146 | \n",
- " married | \n",
- " no | \n",
- " 12519 | \n",
- " apr | \n",
- " cellular | \n",
- " 2 | \n",
- " no | \n",
- " 602 | \n",
- " blue-collar | \n",
- " 17 | \n",
- " 50 | \n",
- " 147 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 219 | \n",
- " married | \n",
- " no | \n",
- " 26452 | \n",
- " jul | \n",
- " telephone | \n",
- " 2 | \n",
- " no | \n",
- " 4047 | \n",
- " retired | \n",
- " 15 | \n",
- " 75 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 115 | \n",
- " single | \n",
- " no | \n",
- " 13683 | \n",
- " jun | \n",
- " unknown | \n",
- " 3 | \n",
- " no | \n",
- " 3878 | \n",
- " blue-collar | \n",
- " 3 | \n",
- " 34 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 205 | \n",
- " married | \n",
- " no | \n",
- " 42045 | \n",
- " aug | \n",
- " cellular | \n",
- " 2 | \n",
- " no | \n",
- " 2989 | \n",
- " entrepreneur | \n",
- " 8 | \n",
- " 42 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " primary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 42 | \n",
- " married | \n",
- " no | \n",
- " 13117 | \n",
- " jun | \n",
- " unknown | \n",
- " 2 | \n",
- " no | \n",
- " 4440 | \n",
- " blue-collar | \n",
- " 11 | \n",
- " 45 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " tertiary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 71 | \n",
- " married | \n",
- " no | \n",
- " 27359 | \n",
- " jun | \n",
- " unknown | \n",
- " 2 | \n",
- " no | \n",
- " 1881 | \n",
- " management | \n",
- " 3 | \n",
- " 36 | \n",
- " -1 | \n",
- "
\n",
- " \n",
- " | no | \n",
- " secondary | \n",
- " 0 | \n",
- " no | \n",
- " unknown | \n",
- " 272 | \n",
- " single | \n",
- " no | \n",
- " 10177 | \n",
- " may | \n",
- " cellular | \n",
- " 4 | \n",
- " no | \n",
- " 1211 | \n",
- " admin. | \n",
- " 5 | \n",
- " 66 | \n",
+ " 368 | \n",
+ " technician | \n",
+ " 26 | \n",
+ " 60 | \n",
" -1 | \n",
"
\n",
" \n",
" | no | \n",
" secondary | \n",
" 0 | \n",
- " yes | \n",
+ " no | \n",
" unknown | \n",
- " 163 | \n",
+ " 14 | \n",
" married | \n",
" no | \n",
- " 10888 | \n",
+ " 17555 | \n",
" aug | \n",
" cellular | \n",
- " 1 | \n",
+ " 14 | \n",
" no | \n",
- " 4346 | \n",
- " technician | \n",
- " 5 | \n",
- " 44 | \n",
+ " 1776 | \n",
+ " management | \n",
+ " 26 | \n",
+ " 43 | \n",
" -1 | \n",
"
\n",
" \n",
+ " | no | \n",
+ " primary | \n",
+ " 4 | \n",
" yes | \n",
- " tertiary | \n",
- " 0 | \n",
- " yes | \n",
- " unknown | \n",
- " 117 | \n",
- " single | \n",
+ " success | \n",
+ " 146 | \n",
+ " married | \n",
" no | \n",
- " 16874 | \n",
- " may | \n",
+ " 12519 | \n",
+ " apr | \n",
" cellular | \n",
" 2 | \n",
" no | \n",
- " 3485 | \n",
- " entrepreneur | \n",
- " 15 | \n",
- " 25 | \n",
- " -1 | \n",
+ " 602 | \n",
+ " blue-collar | \n",
+ " 17 | \n",
+ " 50 | \n",
+ " 147 | \n",
"
\n",
" \n",
" | no | \n",
- " tertiary | \n",
+ " secondary | \n",
" 0 | \n",
" yes | \n",
" unknown | \n",
- " 58 | \n",
+ " 60 | \n",
" married | \n",
" no | \n",
- " 16992 | \n",
- " may | \n",
- " unknown | \n",
+ " 14440 | \n",
+ " nov | \n",
+ " cellular | \n",
" 1 | \n",
" no | \n",
- " 2386 | \n",
- " technician | \n",
- " 29 | \n",
- " 33 | \n",
+ " 3910 | \n",
+ " admin. | \n",
+ " 21 | \n",
+ " 49 | \n",
" -1 | \n",
"
\n",
" \n",
- " | yes | \n",
+ " no | \n",
" tertiary | \n",
" 0 | \n",
- " yes | \n",
+ " no | \n",
" unknown | \n",
- " 166 | \n",
+ " 420 | \n",
" married | \n",
" no | \n",
- " 19447 | \n",
+ " 15520 | \n",
" nov | \n",
" cellular | \n",
" 1 | \n",
" no | \n",
- " 4338 | \n",
+ " 1778 | \n",
" management | \n",
- " 21 | \n",
- " 50 | \n",
+ " 18 | \n",
+ " 56 | \n",
" -1 | \n",
"
\n",
" \n",
" | no | \n",
" secondary | \n",
" 0 | \n",
- " yes | \n",
+ " no | \n",
" unknown | \n",
- " 66 | \n",
+ " 29 | \n",
" married | \n",
" no | \n",
- " 10910 | \n",
+ " 12186 | \n",
+ " jun | \n",
+ " unknown | \n",
+ " 3 | \n",
+ " no | \n",
+ " 272 | \n",
+ " management | \n",
+ " 20 | \n",
+ " 46 | \n",
+ " -1 | \n",
+ "
\n",
+ " \n",
+ " | no | \n",
+ " secondary | \n",
+ " 0 | \n",
+ " no | \n",
+ " unknown | \n",
+ " 272 | \n",
+ " single | \n",
+ " no | \n",
+ " 10177 | \n",
" may | \n",
" cellular | \n",
- " 2 | \n",
+ " 4 | \n",
" no | \n",
- " 4394 | \n",
- " blue-collar | \n",
- " 15 | \n",
- " 43 | \n",
+ " 1211 | \n",
+ " admin. | \n",
+ " 5 | \n",
+ " 66 | \n",
" -1 | \n",
"
\n",
+ " \n",
+ " | no | \n",
+ " tertiary | \n",
+ " 1 | \n",
+ " no | \n",
+ " failure | \n",
+ " 172 | \n",
+ " married | \n",
+ " no | \n",
+ " 15834 | \n",
+ " apr | \n",
+ " cellular | \n",
+ " 3 | \n",
+ " no | \n",
+ " 1805 | \n",
+ " retired | \n",
+ " 5 | \n",
+ " 70 | \n",
+ " 186 | \n",
+ "
\n",
""
],
"text/plain": [
- "[('no', 'secondary', 0, 'yes', 'unknown', 149, 'single', 'no', 10218, 'nov', 'cellular', 2, 'no', 2916, 'admin.', 19, 32, -1),\n",
- " ('no', 'tertiary', 1, 'no', 'failure', 699, 'married', 'no', 11219, 'aug', 'cellular', 2, 'no', 276, 'housemaid', 12, 35, 79),\n",
- " ('no', 'secondary', 0, 'yes', 'unknown', 249, 'married', 'no', 19317, 'aug', 'cellular', 1, 'yes', 3553, 'retired', 4, 68, -1),\n",
+ "[('no', 'primary', 0, 'no', 'unknown', 323, 'single', 'no', 11262, 'aug', 'cellular', 1, 'yes', 368, 'technician', 26, 60, -1),\n",
" ('no', 'secondary', 0, 'no', 'unknown', 14, 'married', 'no', 17555, 'aug', 'cellular', 14, 'no', 1776, 'management', 26, 43, -1),\n",
- " ('no', 'tertiary', 0, 'no', 'unknown', 215, 'married', 'no', 16264, 'nov', 'telephone', 3, 'no', 3289, 'management', 17, 58, -1),\n",
- " ('yes', 'tertiary', 0, 'yes', 'unknown', 197, 'divorced', 'no', 13204, 'nov', 'cellular', 2, 'no', 3329, 'management', 20, 34, -1),\n",
- " ('no', 'tertiary', 0, 'yes', 'unknown', 106, 'married', 'no', 22370, 'may', 'unknown', 1, 'no', 2624, 'entrepreneur', 15, 53, -1),\n",
- " ('no', 'primary', 0, 'no', 'unknown', 205, 'married', 'no', 71188, 'oct', 'cellular', 1, 'no', 3700, 'retired', 6, 60, -1),\n",
- " ('no', 'tertiary', 0, 'no', 'unknown', 29, 'married', 'no', 13893, 'jun', 'unknown', 2, 'no', 3608, 'management', 11, 44, -1),\n",
- " ('no', 'tertiary', 0, 'yes', 'unknown', 288, 'married', 'no', 10758, 'jun', 'cellular', 1, 'no', 1005, 'management', 1, 41, -1),\n",
- " ('no', 'secondary', 0, 'no', 'unknown', 92, 'single', 'no', 11269, 'may', 'unknown', 1, 'no', 554, 'technician', 29, 43, -1),\n",
- " ('no', 'tertiary', 2, 'yes', 'failure', 208, 'single', 'no', 16957, 'jan', 'telephone', 1, 'no', 3025, 'management', 29, 38, 247),\n",
- " ('no', 'secondary', 0, 'yes', 'unknown', 115, 'single', 'no', 20453, 'may', 'telephone', 1, 'no', 4334, 'entrepreneur', 4, 37, -1),\n",
- " ('no', 'secondary', 0, 'yes', 'unknown', 523, 'single', 'no', 10378, 'nov', 'cellular', 3, 'no', 468, 'management', 17, 40, -1),\n",
- " ('no', 'primary', 0, 'no', 'unknown', 323, 'single', 'no', 11262, 'aug', 'cellular', 1, 'yes', 368, 'technician', 26, 60, -1),\n",
- " ('no', 'secondary', 0, 'no', 'unknown', 77, 'married', 'no', 12531, 'aug', 'cellular', 8, 'no', 2955, 'technician', 13, 49, -1),\n",
- " ('no', 'tertiary', 3, 'yes', 'failure', 27, 'divorced', 'no', 26306, 'feb', 'cellular', 1, 'no', 2196, 'management', 11, 54, 84),\n",
- " ('no', 'primary', 0, 'no', 'unknown', 107, 'married', 'no', 14752, 'may', 'unknown', 2, 'no', 709, 'housemaid', 19, 42, -1),\n",
- " ('no', 'secondary', 0, 'no', 'unknown', 198, 'married', 'no', 11494, 'nov', 'cellular', 1, 'no', 213, 'self-employed', 19, 57, -1),\n",
- " ('no', 'tertiary', 8, 'no', 'other', 138, 'married', 'no', 13669, 'oct', 'cellular', 1, 'no', 822, 'self-employed', 15, 40, 136),\n",
- " ('no', 'tertiary', 0, 'no', 'unknown', 118, 'married', 'no', 12877, 'jun', 'unknown', 3, 'no', 4441, 'management', 17, 38, -1),\n",
- " ('no', 'secondary', 0, 'no', 'unknown', 125, 'single', 'no', 11555, 'apr', 'cellular', 2, 'no', 561, 'student', 8, 28, -1),\n",
- " ('no', 'tertiary', 4, 'yes', 'failure', 8, 'married', 'no', 22546, 'may', 'cellular', 6, 'no', 3332, 'management', 14, 31, 267),\n",
- " ('yes', 'unknown', 0, 'no', 'unknown', 166, 'married', 'no', 21244, 'aug', 'cellular', 2, 'no', 1821, 'housemaid', 4, 51, -1),\n",
- " ('no', 'tertiary', 0, 'no', 'unknown', 214, 'married', 'no', 21664, 'jun', 'unknown', 8, 'no', 3274, 'management', 17, 56, -1),\n",
- " ('no', 'tertiary', 0, 'no', 'unknown', 111, 'married', 'no', 10786, 'jun', 'unknown', 3, 'no', 717, 'management', 20, 40, -1),\n",
- " ('no', 'tertiary', 0, 'yes', 'unknown', 36, 'married', 'no', 12223, 'nov', 'cellular', 1, 'no', 2881, 'services', 19, 42, -1),\n",
- " ('no', 'unknown', 0, 'yes', 'unknown', 117, 'divorced', 'no', 10287, 'may', 'unknown', 1, 'no', 899, 'blue-collar', 29, 51, -1),\n",
+ " ('no', 'primary', 4, 'yes', 'success', 146, 'married', 'no', 12519, 'apr', 'cellular', 2, 'no', 602, 'blue-collar', 17, 50, 147),\n",
" ('no', 'secondary', 0, 'yes', 'unknown', 60, 'married', 'no', 14440, 'nov', 'cellular', 1, 'no', 3910, 'admin.', 21, 49, -1),\n",
- " ('no', 'secondary', 0, 'yes', 'unknown', 27, 'single', 'no', 13494, 'jun', 'unknown', 25, 'no', 1433, 'blue-collar', 20, 33, -1),\n",
- " ('no', 'unknown', 0, 'yes', 'unknown', 415, 'married', 'no', 18347, 'may', 'unknown', 1, 'no', 1887, 'management', 23, 33, -1),\n",
- " ('no', 'primary', 1, 'no', 'failure', 154, 'married', 'no', 22856, 'jul', 'cellular', 1, 'no', 2776, 'management', 2, 37, 388),\n",
- " ('no', 'secondary', 0, 'yes', 'unknown', 297, 'married', 'no', 16178, 'nov', 'cellular', 1, 'no', 3603, 'blue-collar', 21, 44, -1),\n",
- " ('no', 'secondary', 0, 'yes', 'unknown', 135, 'divorced', 'no', 10787, 'jun', 'unknown', 2, 'no', 3345, 'technician', 4, 31, -1),\n",
- " ('no', 'primary', 0, 'no', 'unknown', 106, 'divorced', 'no', 10924, 'may', 'cellular', 2, 'no', 339, 'self-employed', 6, 51, -1),\n",
- " ('no', 'tertiary', 1, 'no', 'failure', 172, 'married', 'no', 15834, 'apr', 'cellular', 3, 'no', 1805, 'retired', 5, 70, 186),\n",
- " ('no', 'secondary', 3, 'yes', 'failure', 44, 'married', 'no', 22171, 'may', 'cellular', 1, 'no', 3231, 'admin.', 18, 29, 355),\n",
- " ('no', 'tertiary', 7, 'no', 'success', 245, 'single', 'no', 15459, 'may', 'cellular', 3, 'no', 1216, 'management', 26, 29, 97),\n",
- " ('no', 'primary', 0, 'no', 'unknown', 94, 'single', 'no', 25824, 'jun', 'unknown', 1, 'no', 1031, 'retired', 17, 49, -1),\n",
- " ('no', 'tertiary', 1, 'no', 'failure', 344, 'single', 'no', 12569, 'sep', 'cellular', 1, 'yes', 2963, 'management', 9, 31, 295),\n",
- " ('no', 'secondary', 0, 'no', 'unknown', 231, 'married', 'no', 14093, 'aug', 'cellular', 5, 'no', 94, 'blue-collar', 11, 57, -1),\n",
- " ('no', 'secondary', 0, 'yes', 'unknown', 87, 'married', 'no', 21515, 'jun', 'unknown', 1, 'no', 4014, 'admin.', 5, 41, -1),\n",
- " ('no', 'tertiary', 0, 'no', 'unknown', 157, 'single', 'no', 15311, 'apr', 'cellular', 6, 'no', 714, 'management', 29, 56, -1),\n",
- " ('no', 'tertiary', 0, 'no', 'unknown', 476, 'married', 'no', 17361, 'jun', 'unknown', 1, 'no', 3993, 'management', 18, 44, -1),\n",
- " ('no', 'unknown', 2, 'no', 'other', 102, 'single', 'no', 10788, 'dec', 'cellular', 2, 'no', 1870, 'student', 23, 25, 210),\n",
- " ('no', 'secondary', 0, 'yes', 'unknown', 356, 'single', 'no', 11386, 'nov', 'cellular', 1, 'no', 2461, 'services', 20, 31, -1),\n",
- " ('no', 'tertiary', 2, 'yes', 'failure', 199, 'single', 'no', 23663, 'apr', 'cellular', 2, 'no', 650, 'housemaid', 16, 33, 146),\n",
" ('no', 'tertiary', 0, 'no', 'unknown', 420, 'married', 'no', 15520, 'nov', 'cellular', 1, 'no', 1778, 'management', 18, 56, -1),\n",
- " ('no', 'tertiary', 0, 'yes', 'unknown', 397, 'married', 'no', 14220, 'sep', 'cellular', 1, 'yes', 2962, 'retired', 9, 71, -1),\n",
- " ('no', 'secondary', 0, 'no', 'unknown', 223, 'married', 'no', 16353, 'oct', 'cellular', 2, 'no', 922, 'blue-collar', 27, 67, -1),\n",
- " ('no', 'tertiary', 0, 'no', 'unknown', 74, 'single', 'no', 10907, 'may', 'cellular', 3, 'no', 4174, 'management', 4, 42, -1),\n",
- " ('no', 'secondary', 0, 'no', 'unknown', 223, 'married', 'no', 16873, 'oct', 'cellular', 1, 'no', 64, 'admin.', 7, 56, -1),\n",
- " ('no', 'tertiary', 7, 'yes', 'other', 167, 'single', 'no', 15030, 'may', 'cellular', 1, 'no', 874, 'management', 13, 38, 174),\n",
- " ('no', 'tertiary', 0, 'no', 'unknown', 40, 'single', 'no', 12437, 'nov', 'telephone', 1, 'no', 548, 'management', 18, 39, -1),\n",
- " ('yes', 'tertiary', 0, 'no', 'unknown', 174, 'married', 'no', 27069, 'jun', 'unknown', 3, 'no', 3830, 'technician', 20, 57, -1),\n",
- " ('no', 'tertiary', 0, 'yes', 'unknown', 95, 'single', 'no', 11797, 'aug', 'cellular', 2, 'no', 3177, 'management', 11, 32, -1),\n",
- " ('no', 'tertiary', 0, 'yes', 'unknown', 197, 'married', 'no', 16430, 'jun', 'unknown', 3, 'no', 2299, 'self-employed', 6, 36, -1),\n",
- " ('no', 'tertiary', 3, 'yes', 'failure', 609, 'single', 'no', 11971, 'nov', 'unknown', 2, 'no', 40, 'management', 17, 38, 101),\n",
- " ('yes', 'secondary', 0, 'no', 'unknown', 77, 'married', 'no', 13229, 'jul', 'telephone', 2, 'no', 3213, 'admin.', 8, 49, -1),\n",
" ('no', 'secondary', 0, 'no', 'unknown', 29, 'married', 'no', 12186, 'jun', 'unknown', 3, 'no', 272, 'management', 20, 46, -1),\n",
- " ('no', 'tertiary', 0, 'yes', 'unknown', 164, 'single', 'no', 27733, 'jun', 'unknown', 7, 'no', 1483, 'technician', 3, 43, -1),\n",
- " ('no', 'secondary', 0, 'no', 'unknown', 500, 'married', 'no', 11303, 'may', 'cellular', 2, 'no', 875, 'admin.', 26, 37, -1),\n",
- " ('no', 'secondary', 0, 'no', 'unknown', 297, 'married', 'no', 14412, 'nov', 'cellular', 1, 'no', 4032, 'retired', 18, 58, -1),\n",
- " ('no', 'tertiary', 3, 'yes', 'success', 638, 'single', 'no', 13711, 'may', 'cellular', 1, 'no', 1779, 'technician', 14, 32, 175),\n",
- " ('no', 'tertiary', 0, 'no', 'unknown', 258, 'single', 'no', 19358, 'nov', 'cellular', 2, 'no', 877, 'management', 19, 30, -1),\n",
- " ('no', 'tertiary', 0, 'no', 'unknown', 293, 'single', 'no', 14058, 'jul', 'telephone', 20, 'no', 4212, 'blue-collar', 17, 38, -1),\n",
- " ('no', 'secondary', 0, 'no', 'unknown', 206, 'married', 'no', 26394, 'aug', 'cellular', 4, 'no', 3011, 'services', 25, 50, -1),\n",
- " ('no', 'secondary', 0, 'yes', 'unknown', 272, 'married', 'no', 11417, 'may', 'unknown', 2, 'no', 2682, 'services', 28, 29, -1),\n",
- " ('no', 'secondary', 0, 'yes', 'unknown', 189, 'married', 'no', 22196, 'nov', 'cellular', 1, 'no', 3791, 'services', 21, 56, -1),\n",
- " ('no', 'secondary', 0, 'yes', 'unknown', 352, 'married', 'no', 16063, 'may', 'unknown', 3, 'no', 4369, 'technician', 30, 57, -1),\n",
- " ('no', 'secondary', 0, 'no', 'unknown', 113, 'married', 'no', 11084, 'jun', 'unknown', 1, 'no', 670, 'blue-collar', 11, 40, -1),\n",
- " ('no', 'secondary', 1, 'yes', 'failure', 291, 'single', 'no', 13156, 'apr', 'cellular', 4, 'no', 4363, 'blue-collar', 17, 38, 331),\n",
- " ('no', 'tertiary', 0, 'no', 'unknown', 36, 'married', 'no', 13044, 'aug', 'cellular', 4, 'no', 2039, 'management', 18, 43, -1),\n",
- " ('no', 'primary', 0, 'no', 'unknown', 654, 'single', 'no', 26965, 'apr', 'cellular', 2, 'yes', 871, 'housemaid', 21, 31, -1),\n",
- " ('no', 'tertiary', 1, 'no', 'failure', 203, 'single', 'no', 12607, 'aug', 'cellular', 5, 'no', 500, 'management', 14, 32, 84),\n",
- " ('no', 'secondary', 0, 'no', 'unknown', 132, 'married', 'no', 14363, 'jun', 'unknown', 1, 'no', 3508, 'housemaid', 5, 52, -1),\n",
- " ('no', 'secondary', 0, 'yes', 'unknown', 220, 'married', 'no', 13658, 'dec', 'telephone', 2, 'no', 2908, 'technician', 9, 35, -1),\n",
- " ('no', 'tertiary', 0, 'yes', 'unknown', 465, 'married', 'no', 13342, 'nov', 'cellular', 1, 'no', 2316, 'entrepreneur', 18, 43, -1),\n",
- " ('no', 'secondary', 0, 'no', 'unknown', 5, 'married', 'no', 10655, 'jul', 'telephone', 3, 'no', 3967, 'technician', 31, 48, -1),\n",
- " ('no', 'unknown', 2, 'no', 'success', 646, 'married', 'no', 14533, 'dec', 'cellular', 3, 'no', 1603, 'technician', 31, 32, 198),\n",
- " ('no', 'primary', 4, 'yes', 'success', 146, 'married', 'no', 12519, 'apr', 'cellular', 2, 'no', 602, 'blue-collar', 17, 50, 147),\n",
- " ('no', 'secondary', 0, 'no', 'unknown', 219, 'married', 'no', 26452, 'jul', 'telephone', 2, 'no', 4047, 'retired', 15, 75, -1),\n",
- " ('no', 'secondary', 0, 'yes', 'unknown', 115, 'single', 'no', 13683, 'jun', 'unknown', 3, 'no', 3878, 'blue-collar', 3, 34, -1),\n",
- " ('no', 'tertiary', 0, 'no', 'unknown', 205, 'married', 'no', 42045, 'aug', 'cellular', 2, 'no', 2989, 'entrepreneur', 8, 42, -1),\n",
- " ('no', 'primary', 0, 'no', 'unknown', 42, 'married', 'no', 13117, 'jun', 'unknown', 2, 'no', 4440, 'blue-collar', 11, 45, -1),\n",
- " ('no', 'tertiary', 0, 'yes', 'unknown', 71, 'married', 'no', 27359, 'jun', 'unknown', 2, 'no', 1881, 'management', 3, 36, -1),\n",
" ('no', 'secondary', 0, 'no', 'unknown', 272, 'single', 'no', 10177, 'may', 'cellular', 4, 'no', 1211, 'admin.', 5, 66, -1),\n",
- " ('no', 'secondary', 0, 'yes', 'unknown', 163, 'married', 'no', 10888, 'aug', 'cellular', 1, 'no', 4346, 'technician', 5, 44, -1),\n",
- " ('yes', 'tertiary', 0, 'yes', 'unknown', 117, 'single', 'no', 16874, 'may', 'cellular', 2, 'no', 3485, 'entrepreneur', 15, 25, -1),\n",
- " ('no', 'tertiary', 0, 'yes', 'unknown', 58, 'married', 'no', 16992, 'may', 'unknown', 1, 'no', 2386, 'technician', 29, 33, -1),\n",
- " ('yes', 'tertiary', 0, 'yes', 'unknown', 166, 'married', 'no', 19447, 'nov', 'cellular', 1, 'no', 4338, 'management', 21, 50, -1),\n",
- " ('no', 'secondary', 0, 'yes', 'unknown', 66, 'married', 'no', 10910, 'may', 'cellular', 2, 'no', 4394, 'blue-collar', 15, 43, -1)]"
+ " ('no', 'tertiary', 1, 'no', 'failure', 172, 'married', 'no', 15834, 'apr', 'cellular', 3, 'no', 1805, 'retired', 5, 70, 186)]"
]
},
"execution_count": 5,
@@ -2321,7 +557,7 @@
}
],
"source": [
- "%sql select * from $sql_table_path where balance > 10000"
+ "%sql select * from $sql_table_path where balance > 10000 limit 8"
]
},
{
@@ -2415,58 +651,58 @@
" \n",
" \n",
" \n",
- " | 871 | \n",
- " 31 | \n",
- " 26965 | \n",
- " 2 | \n",
- " cellular | \n",
- " 21 | \n",
- " no | \n",
- " 654 | \n",
- " primary | \n",
+ " 2624 | \n",
+ " 53 | \n",
+ " 22370 | \n",
+ " 1 | \n",
+ " unknown | \n",
+ " 15 | \n",
" no | \n",
- " housemaid | \n",
+ " 106 | \n",
+ " tertiary | \n",
+ " yes | \n",
+ " entrepreneur | \n",
" no | \n",
- " single | \n",
- " apr | \n",
+ " married | \n",
+ " may | \n",
" -1 | \n",
" unknown | \n",
" 0 | \n",
- " yes | \n",
+ " no | \n",
"
\n",
" \n",
- " | 2989 | \n",
- " 42 | \n",
- " 42045 | \n",
- " 2 | \n",
- " cellular | \n",
- " 8 | \n",
- " no | \n",
- " 205 | \n",
- " tertiary | \n",
+ " 4014 | \n",
+ " 41 | \n",
+ " 21515 | \n",
+ " 1 | \n",
+ " unknown | \n",
+ " 5 | \n",
" no | \n",
- " entrepreneur | \n",
+ " 87 | \n",
+ " secondary | \n",
+ " yes | \n",
+ " admin. | \n",
" no | \n",
" married | \n",
- " aug | \n",
+ " jun | \n",
" -1 | \n",
" unknown | \n",
" 0 | \n",
" no | \n",
"
\n",
" \n",
- " | 3011 | \n",
- " 50 | \n",
- " 26394 | \n",
- " 4 | \n",
+ " 1821 | \n",
+ " 51 | \n",
+ " 21244 | \n",
+ " 2 | \n",
" cellular | \n",
- " 25 | \n",
- " no | \n",
- " 206 | \n",
- " secondary | \n",
+ " 4 | \n",
" no | \n",
- " services | \n",
+ " 166 | \n",
+ " unknown | \n",
" no | \n",
+ " housemaid | \n",
+ " yes | \n",
" married | \n",
" aug | \n",
" -1 | \n",
@@ -2475,103 +711,103 @@
" no | \n",
"
\n",
" \n",
- " | 4047 | \n",
- " 75 | \n",
- " 26452 | \n",
+ " 871 | \n",
+ " 31 | \n",
+ " 26965 | \n",
" 2 | \n",
- " telephone | \n",
- " 15 | \n",
+ " cellular | \n",
+ " 21 | \n",
" no | \n",
- " 219 | \n",
- " secondary | \n",
+ " 654 | \n",
+ " primary | \n",
" no | \n",
- " retired | \n",
+ " housemaid | \n",
" no | \n",
- " married | \n",
- " jul | \n",
+ " single | \n",
+ " apr | \n",
" -1 | \n",
" unknown | \n",
" 0 | \n",
- " no | \n",
+ " yes | \n",
"
\n",
" \n",
- " | 2624 | \n",
- " 53 | \n",
- " 22370 | \n",
- " 1 | \n",
+ " 1483 | \n",
+ " 43 | \n",
+ " 27733 | \n",
+ " 7 | \n",
" unknown | \n",
- " 15 | \n",
+ " 3 | \n",
" no | \n",
- " 106 | \n",
+ " 164 | \n",
" tertiary | \n",
" yes | \n",
- " entrepreneur | \n",
+ " technician | \n",
" no | \n",
- " married | \n",
- " may | \n",
+ " single | \n",
+ " jun | \n",
" -1 | \n",
" unknown | \n",
" 0 | \n",
" no | \n",
"
\n",
" \n",
- " | 3700 | \n",
- " 60 | \n",
- " 71188 | \n",
- " 1 | \n",
- " cellular | \n",
- " 6 | \n",
- " no | \n",
- " 205 | \n",
- " primary | \n",
+ " 3830 | \n",
+ " 57 | \n",
+ " 27069 | \n",
+ " 3 | \n",
+ " unknown | \n",
+ " 20 | \n",
" no | \n",
- " retired | \n",
+ " 174 | \n",
+ " tertiary | \n",
" no | \n",
+ " technician | \n",
+ " yes | \n",
" married | \n",
- " oct | \n",
+ " jun | \n",
" -1 | \n",
" unknown | \n",
" 0 | \n",
" no | \n",
"
\n",
" \n",
- " | 1881 | \n",
- " 36 | \n",
- " 27359 | \n",
+ " 2989 | \n",
+ " 42 | \n",
+ " 42045 | \n",
" 2 | \n",
- " unknown | \n",
- " 3 | \n",
+ " cellular | \n",
+ " 8 | \n",
" no | \n",
- " 71 | \n",
+ " 205 | \n",
" tertiary | \n",
- " yes | \n",
- " management | \n",
+ " no | \n",
+ " entrepreneur | \n",
" no | \n",
" married | \n",
- " jun | \n",
+ " aug | \n",
" -1 | \n",
" unknown | \n",
" 0 | \n",
" no | \n",
"
\n",
" \n",
- " | 1483 | \n",
- " 43 | \n",
- " 27733 | \n",
- " 7 | \n",
- " unknown | \n",
- " 3 | \n",
+ " 650 | \n",
+ " 33 | \n",
+ " 23663 | \n",
+ " 2 | \n",
+ " cellular | \n",
+ " 16 | \n",
" no | \n",
- " 164 | \n",
+ " 199 | \n",
" tertiary | \n",
" yes | \n",
- " technician | \n",
+ " housemaid | \n",
" no | \n",
" single | \n",
- " jun | \n",
- " -1 | \n",
- " unknown | \n",
- " 0 | \n",
+ " apr | \n",
+ " 146 | \n",
+ " failure | \n",
+ " 2 | \n",
" no | \n",
"
\n",
" \n",
@@ -2579,27 +815,27 @@
""
],
"text/plain": [
- " age balance campaign contact day default duration education \\\n",
- "idx \n",
- "871 31 26965 2 cellular 21 no 654 primary \n",
- "2989 42 42045 2 cellular 8 no 205 tertiary \n",
- "3011 50 26394 4 cellular 25 no 206 secondary \n",
- "4047 75 26452 2 telephone 15 no 219 secondary \n",
- "2624 53 22370 1 unknown 15 no 106 tertiary \n",
- "3700 60 71188 1 cellular 6 no 205 primary \n",
- "1881 36 27359 2 unknown 3 no 71 tertiary \n",
- "1483 43 27733 7 unknown 3 no 164 tertiary \n",
+ " age balance campaign contact day default duration education \\\n",
+ "idx \n",
+ "2624 53 22370 1 unknown 15 no 106 tertiary \n",
+ "4014 41 21515 1 unknown 5 no 87 secondary \n",
+ "1821 51 21244 2 cellular 4 no 166 unknown \n",
+ "871 31 26965 2 cellular 21 no 654 primary \n",
+ "1483 43 27733 7 unknown 3 no 164 tertiary \n",
+ "3830 57 27069 3 unknown 20 no 174 tertiary \n",
+ "2989 42 42045 2 cellular 8 no 205 tertiary \n",
+ "650 33 23663 2 cellular 16 no 199 tertiary \n",
"\n",
" housing job loan marital month pdays poutcome previous y \n",
"idx \n",
+ "2624 yes entrepreneur no married may -1 unknown 0 no \n",
+ "4014 yes admin. no married jun -1 unknown 0 no \n",
+ "1821 no housemaid yes married aug -1 unknown 0 no \n",
"871 no housemaid no single apr -1 unknown 0 yes \n",
+ "1483 yes technician no single jun -1 unknown 0 no \n",
+ "3830 no technician yes married jun -1 unknown 0 no \n",
"2989 no entrepreneur no married aug -1 unknown 0 no \n",
- "3011 no services no married aug -1 unknown 0 no \n",
- "4047 no retired no married jul -1 unknown 0 no \n",
- "2624 yes entrepreneur no married may -1 unknown 0 no \n",
- "3700 no retired no married oct -1 unknown 0 no \n",
- "1881 yes management no married jun -1 unknown 0 no \n",
- "1483 yes technician no single jun -1 unknown 0 no "
+ "650 yes housemaid no single apr 146 failure 2 no "
]
},
"execution_count": 6,
@@ -2634,21 +870,21 @@
"name": "stdout",
"output_type": "stream",
"text": [
- " age balance campaign contact day default duration education \\\n",
- "idx \n",
- "4047 75 26452 2 telephone 15 no 219 secondary \n",
- "3011 50 26394 4 cellular 25 no 206 secondary \n",
- "2989 42 42045 2 cellular 8 no 205 tertiary \n",
- "1881 36 27359 2 unknown 3 no 71 tertiary \n",
- "871 31 26965 2 cellular 21 no 654 primary \n",
+ " age balance campaign contact day default duration education \\\n",
+ "idx \n",
+ "2624 53 22370 1 unknown 15 no 106 tertiary \n",
+ "4014 41 21515 1 unknown 5 no 87 secondary \n",
+ "1821 51 21244 2 cellular 4 no 166 unknown \n",
+ "871 31 26965 2 cellular 21 no 654 primary \n",
+ "1483 43 27733 7 unknown 3 no 164 tertiary \n",
"\n",
" housing job loan marital month pdays poutcome previous y \n",
"idx \n",
- "4047 no retired no married jul -1 unknown 0 no \n",
- "3011 no services no married aug -1 unknown 0 no \n",
- "2989 no entrepreneur no married aug -1 unknown 0 no \n",
- "1881 yes management no married jun -1 unknown 0 no \n",
- "871 no housemaid no single apr -1 unknown 0 yes \n"
+ "2624 yes entrepreneur no married may -1 unknown 0 no \n",
+ "4014 yes admin. no married jun -1 unknown 0 no \n",
+ "1821 no housemaid yes married aug -1 unknown 0 no \n",
+ "871 no housemaid no single apr -1 unknown 0 yes \n",
+ "1483 yes technician no single jun -1 unknown 0 no \n"
]
}
],
@@ -2777,7 +1013,7 @@
"output_type": "stream",
"text": [
"\n",
- "DatetimeIndex: 60 entries, 2019-09-15 10:05:00-05:00 to 2019-09-15 15:00:00-05:00\n",
+ "DatetimeIndex: 60 entries, 2019-12-04 14:05:00-05:00 to 2019-12-04 19:00:00-05:00\n",
"Freq: 300S\n",
"Data columns (total 3 columns):\n",
"cpu 60 non-null float64\n",
@@ -2786,11 +1022,11 @@
"dtypes: float64(3)\n",
"memory usage: 1.9 KB\n",
"None cpu mem disk\n",
- "2019-09-15 10:05:00-05:00 0.057680 0.864139 -0.844771\n",
- "2019-09-15 10:10:00-05:00 0.174364 -0.566146 -0.780971\n",
- "2019-09-15 10:15:00-05:00 -0.380715 1.346382 -1.492667\n",
- "2019-09-15 10:20:00-05:00 -1.351383 3.514912 -1.476890\n",
- "2019-09-15 10:25:00-05:00 -1.418901 3.645923 -1.368978\n"
+ "2019-12-04 14:05:00-05:00 -0.902722 -1.481140 0.388379\n",
+ "2019-12-04 14:10:00-05:00 -1.442563 -1.527384 -0.063397\n",
+ "2019-12-04 14:15:00-05:00 -1.635814 -3.987430 1.085080\n",
+ "2019-12-04 14:20:00-05:00 -0.320096 -4.944848 1.271489\n",
+ "2019-12-04 14:25:00-05:00 0.475710 -6.538720 0.503685\n"
]
}
],
@@ -2858,12 +1094,12 @@
" \n",
" | \n",
" | \n",
- " avg(cpu) | \n",
- " max(cpu) | \n",
- " min(cpu) | \n",
" avg(mem) | \n",
" max(mem) | \n",
" min(mem) | \n",
+ " avg(cpu) | \n",
+ " max(cpu) | \n",
+ " min(cpu) | \n",
" avg(disk) | \n",
" max(disk) | \n",
" min(disk) | \n",
@@ -2884,30 +1120,30 @@
" \n",
"
\n",
" \n",
- " | 2019-09-15 14:33:38 | \n",
+ " 2019-12-04 18:09:37 | \n",
" 11 | \n",
- " -0.415523 | \n",
- " 0.425815 | \n",
- " -1.418901 | \n",
- " 2.148689 | \n",
- " 4.086927 | \n",
- " -0.566146 | \n",
- " -1.109473 | \n",
- " -0.692562 | \n",
- " -1.492667 | \n",
+ " -1.48114 | \n",
+ " -1.48114 | \n",
+ " -1.48114 | \n",
+ " -0.902722 | \n",
+ " -0.902722 | \n",
+ " -0.902722 | \n",
+ " 0.388379 | \n",
+ " 0.388379 | \n",
+ " 0.388379 | \n",
"
\n",
" \n",
"\n",
""
],
"text/plain": [
- " avg(cpu) max(cpu) min(cpu) avg(mem) max(mem) \\\n",
+ " avg(mem) max(mem) min(mem) avg(cpu) max(cpu) \\\n",
"time node \n",
- "2019-09-15 14:33:38 11 -0.415523 0.425815 -1.418901 2.148689 4.086927 \n",
+ "2019-12-04 18:09:37 11 -1.48114 -1.48114 -1.48114 -0.902722 -0.902722 \n",
"\n",
- " min(mem) avg(disk) max(disk) min(disk) \n",
+ " min(cpu) avg(disk) max(disk) min(disk) \n",
"time node \n",
- "2019-09-15 14:33:38 11 -0.566146 -1.109473 -0.692562 -1.492667 "
+ "2019-12-04 18:09:37 11 -0.902722 0.388379 0.388379 0.388379 "
]
},
"execution_count": 13,
@@ -3138,17 +1374,17 @@
"text": [
" cpu disk index-0 mem raw_data \\\n",
"seq_number \n",
- "1 0.617594 -0.904056 2019-09-15T07:05:00Z -0.100935 \n",
- "2 -1.161206 0.305356 2019-09-15T07:10:00Z -0.010497 \n",
- "3 -0.177504 -0.941991 2019-09-15T07:15:00Z 1.214677 \n",
- "4 1.234641 0.279839 2019-09-15T07:20:00Z -0.521239 \n",
+ "1 -0.686514 -0.578615 2019-12-04T12:05:00Z -0.306454 \n",
+ "2 -1.165091 0.103203 2019-12-04T12:10:00Z -0.662130 \n",
+ "3 -0.916776 0.541890 2019-12-04T12:15:00Z 0.121151 \n",
+ "4 -0.626842 -1.128642 2019-12-04T12:20:00Z -1.509152 \n",
"\n",
" stream_time \n",
"seq_number \n",
- "1 2019-09-15 15:30:07.145829941 \n",
- "2 2019-09-15 15:30:07.145829941 \n",
- "3 2019-09-15 15:30:07.145829941 \n",
- "4 2019-09-15 15:30:07.145829941 \n"
+ "1 2019-12-04 19:09:55.255494682 \n",
+ "2 2019-12-04 19:09:55.255494682 \n",
+ "3 2019-12-04 19:09:55.255494682 \n",
+ "4 2019-12-04 19:09:55.255494682 \n"
]
}
],