diff --git a/notebooks/generative_ai/bq_dataframes_ai_forecast.ipynb b/notebooks/generative_ai/bq_dataframes_ai_forecast.ipynb
index 05e75b37f0..7734bd815d 100644
--- a/notebooks/generative_ai/bq_dataframes_ai_forecast.ipynb
+++ b/notebooks/generative_ai/bq_dataframes_ai_forecast.ipynb
@@ -71,10 +71,14 @@
"source": [
"PROJECT = \"bigframes-dev\" # replace with your project\n",
"\n",
+ "import warnings\n",
+ "warnings.filterwarnings(\"ignore\") \n",
+ "\n",
"import bigframes\n",
"# Setup project\n",
"bigframes.options.bigquery.project = PROJECT\n",
"bigframes.options.display.progress_bar = None\n",
+ "bigframes.options.bigquery.ordering_mode = \"partial\" # Optional: partial ordering mode can accelerate executions and save costs\n",
"\n",
"import bigframes.pandas as bpd"
]
@@ -138,603 +142,603 @@
"
\n",
" \n",
" | 0 | \n",
- " 1304531 | \n",
- " 597 | \n",
- " 2016-08-05 10:55:00+00:00 | \n",
- " San Francisco Caltrain 2 (330 Townsend) | \n",
- " 69 | \n",
- " 2016-08-05 11:05:00+00:00 | \n",
- " Powell Street BART | \n",
- " 39 | \n",
- " 214 | \n",
- " 95121 | \n",
- " ... | \n",
- " Subscriber | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
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+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 2018-02-09 21:48:17+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 3596 | \n",
" <NA> | \n",
+ " ... | \n",
" <NA> | \n",
- " None | \n",
- " None | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " 1984 | \n",
+ " Male | \n",
+ " Yes | \n",
+ " POINT (-122.24878 37.79271) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 1 | \n",
- " 184870 | \n",
- " 403 | \n",
- " 2014-02-14 14:50:00+00:00 | \n",
- " Howard at 2nd | \n",
- " 63 | \n",
- " 2014-02-14 14:56:00+00:00 | \n",
- " Commercial at Montgomery | \n",
- " 45 | \n",
- " 342 | \n",
- " 94122 | \n",
- " ... | \n",
- " Subscriber | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
+ " 20171217135737144 | \n",
+ " 1072 | \n",
+ " 2017-12-17 13:57:37+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 2017-12-17 14:15:30+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 144 | \n",
" <NA> | \n",
+ " ... | \n",
" <NA> | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " 1984 | \n",
+ " Male | \n",
" <NA> | \n",
- " None | \n",
- " None | \n",
+ " POINT (-122.24878 37.79271) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 2 | \n",
- " 20170702115603836 | \n",
- " 16695 | \n",
- " 2017-07-02 11:56:03+00:00 | \n",
- " Union Square (Powell St at Post St) | \n",
- " 324 | \n",
- " 2017-07-02 16:34:19+00:00 | \n",
- " Union Square (Powell St at Post St) | \n",
- " 324 | \n",
- " 836 | \n",
+ " 201803261642393539 | \n",
+ " 486 | \n",
+ " 2018-03-26 16:42:39+00:00 | \n",
+ " 10th St at Fallon St | \n",
+ " 201 | \n",
+ " 2018-03-26 16:50:46+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 3539 | \n",
" <NA> | \n",
" ... | \n",
" <NA> | \n",
- " 37.7883 | \n",
- " -122.408531 | \n",
- " 37.7883 | \n",
- " -122.408531 | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
- " POINT (-122.40853 37.7883) | \n",
- " POINT (-122.40853 37.7883) | \n",
+ " 37.797673 | \n",
+ " -122.262997 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " 1984 | \n",
+ " Male | \n",
+ " Yes | \n",
+ " POINT (-122.263 37.79767) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 3 | \n",
- " 1066810 | \n",
- " 953 | \n",
- " 2016-01-21 08:24:00+00:00 | \n",
- " Civic Center BART (7th at Market) | \n",
- " 72 | \n",
- " 2016-01-21 08:40:00+00:00 | \n",
- " Embarcadero at Sansome | \n",
- " 60 | \n",
- " 212 | \n",
- " 94103 | \n",
- " ... | \n",
- " Subscriber | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
+ " 201802281657253632 | \n",
+ " 560 | \n",
+ " 2018-02-28 16:57:25+00:00 | \n",
+ " 10th St at Fallon St | \n",
+ " 201 | \n",
+ " 2018-02-28 17:06:46+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 3632 | \n",
" <NA> | \n",
+ " ... | \n",
" <NA> | \n",
- " None | \n",
- " None | \n",
+ " 37.797673 | \n",
+ " -122.262997 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " 1984 | \n",
+ " Male | \n",
+ " Yes | \n",
+ " POINT (-122.263 37.79767) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 4 | \n",
- " 220481 | \n",
- " 679 | \n",
- " 2014-03-19 19:20:00+00:00 | \n",
- " San Francisco Caltrain 2 (330 Townsend) | \n",
- " 69 | \n",
- " 2014-03-19 19:31:00+00:00 | \n",
- " Civic Center BART (7th at Market) | \n",
- " 72 | \n",
- " 478 | \n",
- " 94107 | \n",
- " ... | \n",
- " Subscriber | \n",
- " <NA> | \n",
- " <NA> | \n",
+ " 201708152357422491 | \n",
+ " 965 | \n",
+ " 2017-08-15 23:57:42+00:00 | \n",
+ " 10th St at Fallon St | \n",
+ " 201 | \n",
+ " 2017-08-16 00:13:48+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 2491 | \n",
" <NA> | \n",
+ " ... | \n",
" <NA> | \n",
+ " 37.797673 | \n",
+ " -122.262997 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
" <NA> | \n",
" <NA> | \n",
" <NA> | \n",
- " None | \n",
- " None | \n",
+ " POINT (-122.263 37.79767) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 5 | \n",
- " 738474 | \n",
- " 358 | \n",
- " 2015-04-23 16:45:00+00:00 | \n",
- " 2nd at Folsom | \n",
- " 62 | \n",
- " 2015-04-23 16:51:00+00:00 | \n",
- " Steuart at Market | \n",
- " 74 | \n",
- " 443 | \n",
- " 94105 | \n",
- " ... | \n",
- " Subscriber | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
+ " 201801161800473291 | \n",
+ " 489 | \n",
+ " 2018-01-16 18:00:47+00:00 | \n",
+ " 10th St at Fallon St | \n",
+ " 201 | \n",
+ " 2018-01-16 18:08:56+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 3291 | \n",
" <NA> | \n",
+ " ... | \n",
" <NA> | \n",
- " None | \n",
- " None | \n",
+ " 37.797673 | \n",
+ " -122.262997 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " 1984 | \n",
+ " Male | \n",
+ " Yes | \n",
+ " POINT (-122.263 37.79767) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 6 | \n",
- " 229264 | \n",
- " 286 | \n",
- " 2014-03-27 17:56:00+00:00 | \n",
- " Embarcadero at Sansome | \n",
- " 60 | \n",
- " 2014-03-27 18:01:00+00:00 | \n",
- " Davis at Jackson | \n",
- " 42 | \n",
- " 342 | \n",
- " 94133 | \n",
- " ... | \n",
- " Subscriber | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
+ " 201802201913231257 | \n",
+ " 596 | \n",
+ " 2018-02-20 19:13:23+00:00 | \n",
+ " 10th St at Fallon St | \n",
+ " 201 | \n",
+ " 2018-02-20 19:23:19+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 1257 | \n",
" <NA> | \n",
+ " ... | \n",
" <NA> | \n",
- " None | \n",
- " None | \n",
+ " 37.797673 | \n",
+ " -122.262997 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " 1984 | \n",
+ " Male | \n",
+ " Yes | \n",
+ " POINT (-122.263 37.79767) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 7 | \n",
- " 352010 | \n",
- " 3621 | \n",
- " 2014-07-06 13:55:00+00:00 | \n",
- " Embarcadero at Sansome | \n",
- " 60 | \n",
- " 2014-07-06 14:55:00+00:00 | \n",
- " Embarcadero at Sansome | \n",
- " 60 | \n",
- " 390 | \n",
- " 4038 | \n",
- " ... | \n",
- " Customer | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
+ " 201708242325001279 | \n",
+ " 1341 | \n",
+ " 2017-08-24 23:25:00+00:00 | \n",
+ " 10th St at Fallon St | \n",
+ " 201 | \n",
+ " 2017-08-24 23:47:22+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 1279 | \n",
" <NA> | \n",
+ " ... | \n",
" <NA> | \n",
+ " 37.797673 | \n",
+ " -122.262997 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " 1969 | \n",
+ " Male | \n",
" <NA> | \n",
- " None | \n",
- " None | \n",
+ " POINT (-122.263 37.79767) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 8 | \n",
- " 156255 | \n",
- " 416 | \n",
- " 2014-01-16 18:06:00+00:00 | \n",
- " Embarcadero at Bryant | \n",
- " 54 | \n",
- " 2014-01-16 18:13:00+00:00 | \n",
- " San Francisco Caltrain (Townsend at 4th) | \n",
- " 70 | \n",
- " 510 | \n",
- " 94107 | \n",
- " ... | \n",
- " Subscriber | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
+ " 20170913210653295 | \n",
+ " 367 | \n",
+ " 2017-09-13 21:06:53+00:00 | \n",
+ " 10th St at Fallon St | \n",
+ " 201 | \n",
+ " 2017-09-13 21:13:00+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 295 | \n",
" <NA> | \n",
+ " ... | \n",
" <NA> | \n",
+ " 37.797673 | \n",
+ " -122.262997 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " 1987 | \n",
+ " Male | \n",
" <NA> | \n",
- " None | \n",
- " None | \n",
+ " POINT (-122.263 37.79767) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 9 | \n",
- " 1040197 | \n",
- " 1054 | \n",
- " 2015-12-15 18:05:00+00:00 | \n",
- " Steuart at Market | \n",
- " 74 | \n",
- " 2015-12-15 18:22:00+00:00 | \n",
- " San Francisco Caltrain (Townsend at 4th) | \n",
- " 70 | \n",
- " 700 | \n",
- " 94111 | \n",
- " ... | \n",
- " Subscriber | \n",
- " <NA> | \n",
- " <NA> | \n",
+ " 201708192053311490 | \n",
+ " 743 | \n",
+ " 2017-08-19 20:53:31+00:00 | \n",
+ " 2nd Ave at E 18th St | \n",
+ " 200 | \n",
+ " 2017-08-19 21:05:54+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 1490 | \n",
" <NA> | \n",
+ " ... | \n",
" <NA> | \n",
+ " 37.800214 | \n",
+ " -122.25381 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
" <NA> | \n",
" <NA> | \n",
" <NA> | \n",
- " None | \n",
- " None | \n",
+ " POINT (-122.25381 37.80021) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 10 | \n",
- " 1152693 | \n",
- " 562 | \n",
- " 2016-04-07 08:18:00+00:00 | \n",
- " San Francisco Caltrain (Townsend at 4th) | \n",
- " 70 | \n",
- " 2016-04-07 08:27:00+00:00 | \n",
- " Steuart at Market | \n",
- " 74 | \n",
- " 419 | \n",
- " 94158 | \n",
- " ... | \n",
- " Subscriber | \n",
- " <NA> | \n",
- " <NA> | \n",
+ " 20170810204454839 | \n",
+ " 1256 | \n",
+ " 2017-08-10 20:44:54+00:00 | \n",
+ " 2nd Ave at E 18th St | \n",
+ " 200 | \n",
+ " 2017-08-10 21:05:50+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 839 | \n",
" <NA> | \n",
+ " ... | \n",
" <NA> | \n",
+ " 37.800214 | \n",
+ " -122.25381 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
" <NA> | \n",
" <NA> | \n",
" <NA> | \n",
- " None | \n",
- " None | \n",
+ " POINT (-122.25381 37.80021) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 11 | \n",
- " 201804191735183401 | \n",
- " 887 | \n",
- " 2018-04-19 17:35:18+00:00 | \n",
- " Montgomery St BART Station (Market St at 2nd St) | \n",
- " 21 | \n",
- " 2018-04-19 17:50:06+00:00 | \n",
- " Civic Center/UN Plaza BART Station (Market St ... | \n",
- " 44 | \n",
- " 3401 | \n",
+ " 201711181823281960 | \n",
+ " 353 | \n",
+ " 2017-11-18 18:23:28+00:00 | \n",
+ " 2nd Ave at E 18th St | \n",
+ " 200 | \n",
+ " 2017-11-18 18:29:22+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 1960 | \n",
" <NA> | \n",
" ... | \n",
" <NA> | \n",
- " 37.789625 | \n",
- " -122.400811 | \n",
- " 37.781074 | \n",
- " -122.411738 | \n",
- " 1979 | \n",
+ " 37.800214 | \n",
+ " -122.25381 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " 1988 | \n",
" Male | \n",
- " No | \n",
- " POINT (-122.40081 37.78963) | \n",
- " POINT (-122.41174 37.78107) | \n",
+ " <NA> | \n",
+ " POINT (-122.25381 37.80021) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 12 | \n",
- " 209283 | \n",
- " 943 | \n",
- " 2014-03-11 09:01:00+00:00 | \n",
- " South Van Ness at Market | \n",
- " 66 | \n",
- " 2014-03-11 09:16:00+00:00 | \n",
- " Temporary Transbay Terminal (Howard at Beale) | \n",
- " 55 | \n",
- " 532 | \n",
- " 94105 | \n",
- " ... | \n",
- " Subscriber | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
+ " 201801111613101305 | \n",
+ " 858 | \n",
+ " 2018-01-11 16:13:10+00:00 | \n",
+ " Frank H Ogawa Plaza | \n",
+ " 7 | \n",
+ " 2018-01-11 16:27:28+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 1305 | \n",
" <NA> | \n",
+ " ... | \n",
" <NA> | \n",
- " None | \n",
- " None | \n",
+ " 37.804562 | \n",
+ " -122.271738 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " 1984 | \n",
+ " Male | \n",
+ " Yes | \n",
+ " POINT (-122.27174 37.80456) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 13 | \n",
- " 201708281404312530 | \n",
- " 389 | \n",
- " 2017-08-28 14:04:31+00:00 | \n",
- " 16th St at Prosper St | \n",
- " 105 | \n",
- " 2017-08-28 14:11:00+00:00 | \n",
- " Mission Playground | \n",
- " 121 | \n",
- " 2530 | \n",
+ " 201712181738372587 | \n",
+ " 807 | \n",
+ " 2017-12-18 17:38:37+00:00 | \n",
+ " Frank H Ogawa Plaza | \n",
+ " 7 | \n",
+ " 2017-12-18 17:52:04+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 2587 | \n",
" <NA> | \n",
" ... | \n",
" <NA> | \n",
- " 37.764285 | \n",
- " -122.431804 | \n",
- " 37.75921 | \n",
- " -122.421339 | \n",
- " 1981 | \n",
+ " 37.804562 | \n",
+ " -122.271738 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " 1984 | \n",
" Male | \n",
" <NA> | \n",
- " POINT (-122.4318 37.76428) | \n",
- " POINT (-122.42134 37.75921) | \n",
+ " POINT (-122.27174 37.80456) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 14 | \n",
- " 20171124115158841 | \n",
- " 384 | \n",
- " 2017-11-24 11:51:58+00:00 | \n",
- " 2nd Ave at E 18th St | \n",
- " 200 | \n",
- " 2017-11-24 11:58:23+00:00 | \n",
- " El Embarcadero at Grand Ave | \n",
- " 197 | \n",
- " 841 | \n",
+ " 201803161910283751 | \n",
+ " 564 | \n",
+ " 2018-03-16 19:10:28+00:00 | \n",
+ " Frank H Ogawa Plaza | \n",
+ " 7 | \n",
+ " 2018-03-16 19:19:52+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 3751 | \n",
" <NA> | \n",
" ... | \n",
" <NA> | \n",
- " 37.800214 | \n",
- " -122.25381 | \n",
- " 37.808848 | \n",
- " -122.24968 | \n",
- " 1977 | \n",
- " Female | \n",
- " <NA> | \n",
- " POINT (-122.25381 37.80021) | \n",
- " POINT (-122.24968 37.80885) | \n",
+ " 37.804562 | \n",
+ " -122.271738 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " 1987 | \n",
+ " Male | \n",
+ " No | \n",
+ " POINT (-122.27174 37.80456) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 15 | \n",
- " 1321042 | \n",
- " 874 | \n",
- " 2016-08-18 08:14:00+00:00 | \n",
- " San Francisco Caltrain (Townsend at 4th) | \n",
- " 70 | \n",
- " 2016-08-18 08:29:00+00:00 | \n",
- " Beale at Market | \n",
- " 56 | \n",
- " 390 | \n",
- " 95050 | \n",
- " ... | \n",
- " Subscriber | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
+ " 201802241826551215 | \n",
+ " 1235 | \n",
+ " 2018-02-24 18:26:55+00:00 | \n",
+ " Frank H Ogawa Plaza | \n",
+ " 7 | \n",
+ " 2018-02-24 18:47:31+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 1215 | \n",
" <NA> | \n",
+ " ... | \n",
" <NA> | \n",
- " None | \n",
- " None | \n",
+ " 37.804562 | \n",
+ " -122.271738 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " 1969 | \n",
+ " Male | \n",
+ " No | \n",
+ " POINT (-122.27174 37.80456) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 16 | \n",
- " 201712131325183120 | \n",
- " 1376 | \n",
- " 2017-12-13 13:25:18+00:00 | \n",
- " Steuart St at Market St | \n",
- " 16 | \n",
- " 2017-12-13 13:48:14+00:00 | \n",
- " The Embarcadero at Sansome St | \n",
- " 6 | \n",
- " 3120 | \n",
+ " 20171212152403227 | \n",
+ " 854 | \n",
+ " 2017-12-12 15:24:03+00:00 | \n",
+ " Frank H Ogawa Plaza | \n",
+ " 7 | \n",
+ " 2017-12-12 15:38:17+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 227 | \n",
" <NA> | \n",
" ... | \n",
" <NA> | \n",
- " 37.79413 | \n",
- " -122.39443 | \n",
- " 37.80477 | \n",
- " -122.403234 | \n",
- " <NA> | \n",
- " <NA> | \n",
+ " 37.804562 | \n",
+ " -122.271738 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " 1984 | \n",
+ " Male | \n",
" <NA> | \n",
- " POINT (-122.39443 37.79413) | \n",
- " POINT (-122.40323 37.80477) | \n",
+ " POINT (-122.27174 37.80456) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 17 | \n",
- " 201708310827151646 | \n",
- " 200 | \n",
- " 2017-08-31 08:27:15+00:00 | \n",
- " Powell St BART Station (Market St at 4th St) | \n",
- " 3 | \n",
- " 2017-08-31 08:30:36+00:00 | \n",
- " Montgomery St BART Station (Market St at 2nd St) | \n",
- " 21 | \n",
- " 1646 | \n",
+ " 201803091621483450 | \n",
+ " 857 | \n",
+ " 2018-03-09 16:21:48+00:00 | \n",
+ " Frank H Ogawa Plaza | \n",
+ " 7 | \n",
+ " 2018-03-09 16:36:06+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 3450 | \n",
" <NA> | \n",
" ... | \n",
" <NA> | \n",
- " 37.786375 | \n",
- " -122.404904 | \n",
- " 37.789625 | \n",
- " -122.400811 | \n",
- " 1988 | \n",
+ " 37.804562 | \n",
+ " -122.271738 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " 1984 | \n",
" Male | \n",
- " <NA> | \n",
- " POINT (-122.4049 37.78638) | \n",
- " POINT (-122.40081 37.78963) | \n",
+ " Yes | \n",
+ " POINT (-122.27174 37.80456) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 18 | \n",
- " 201801251754102907 | \n",
- " 1490 | \n",
- " 2018-01-25 17:54:10+00:00 | \n",
- " Esprit Park | \n",
- " 126 | \n",
- " 2018-01-25 18:19:01+00:00 | \n",
- " The Embarcadero at Vallejo St | \n",
- " 8 | \n",
- " 2907 | \n",
+ " 201801021932232717 | \n",
+ " 914 | \n",
+ " 2018-01-02 19:32:23+00:00 | \n",
+ " Frank H Ogawa Plaza | \n",
+ " 7 | \n",
+ " 2018-01-02 19:47:38+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 2717 | \n",
" <NA> | \n",
" ... | \n",
" <NA> | \n",
- " 37.761634 | \n",
- " -122.390648 | \n",
- " 37.799953 | \n",
- " -122.398525 | \n",
- " 1989 | \n",
- " Female | \n",
- " No | \n",
- " POINT (-122.39065 37.76163) | \n",
- " POINT (-122.39852 37.79995) | \n",
+ " 37.804562 | \n",
+ " -122.271738 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " 1984 | \n",
+ " Male | \n",
+ " Yes | \n",
+ " POINT (-122.27174 37.80456) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 19 | \n",
- " 201709230951302222 | \n",
- " 319 | \n",
- " 2017-09-23 09:51:30+00:00 | \n",
- " 7th St at Brannan St | \n",
- " 79 | \n",
- " 2017-09-23 09:56:49+00:00 | \n",
- " San Francisco Caltrain (Townsend St at 4th St) | \n",
- " 30 | \n",
- " 2222 | \n",
+ " 201803131437033724 | \n",
+ " 917 | \n",
+ " 2018-03-13 14:37:03+00:00 | \n",
+ " Grand Ave at Webster St | \n",
+ " 181 | \n",
+ " 2018-03-13 14:52:20+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 3724 | \n",
" <NA> | \n",
" ... | \n",
" <NA> | \n",
- " 37.773492 | \n",
- " -122.403672 | \n",
- " 37.776598 | \n",
- " -122.395282 | \n",
- " 1975 | \n",
+ " 37.811377 | \n",
+ " -122.265192 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " 1989 | \n",
" Male | \n",
- " <NA> | \n",
- " POINT (-122.40367 37.77349) | \n",
- " POINT (-122.39528 37.7766) | \n",
+ " No | \n",
+ " POINT (-122.26519 37.81138) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 20 | \n",
- " 20180220172815415 | \n",
- " 4009 | \n",
- " 2018-02-20 17:28:15+00:00 | \n",
- " Franklin St at 9th St | \n",
- " 162 | \n",
- " 2018-02-20 18:35:05+00:00 | \n",
- " Telegraph Ave at 27th St | \n",
- " 179 | \n",
- " 415 | \n",
+ " 20170930184510496 | \n",
+ " 1367 | \n",
+ " 2017-09-30 18:45:10+00:00 | \n",
+ " Lake Merritt BART Station | \n",
+ " 163 | \n",
+ " 2017-09-30 19:07:58+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 496 | \n",
" <NA> | \n",
" ... | \n",
" <NA> | \n",
- " 37.800516 | \n",
- " -122.27208 | \n",
- " 37.816073 | \n",
- " -122.267886 | \n",
- " 1973 | \n",
- " Male | \n",
- " Yes | \n",
- " POINT (-122.27208 37.80052) | \n",
- " POINT (-122.26789 37.81607) | \n",
+ " 37.79732 | \n",
+ " -122.26532 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " <NA> | \n",
+ " <NA> | \n",
+ " <NA> | \n",
+ " POINT (-122.26532 37.79732) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 21 | \n",
- " 201710191714443003 | \n",
- " 691 | \n",
- " 2017-10-19 17:14:44+00:00 | \n",
- " Harrison St at 20th St | \n",
- " 129 | \n",
- " 2017-10-19 17:26:16+00:00 | \n",
- " Valencia St at 22nd St | \n",
- " 133 | \n",
- " 3003 | \n",
+ " 201712061755593426 | \n",
+ " 519 | \n",
+ " 2017-12-06 17:55:59+00:00 | \n",
+ " Lake Merritt BART Station | \n",
+ " 163 | \n",
+ " 2017-12-06 18:04:39+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 3426 | \n",
" <NA> | \n",
" ... | \n",
" <NA> | \n",
- " 37.758862 | \n",
- " -122.412544 | \n",
- " 37.755213 | \n",
- " -122.420975 | \n",
- " 1958 | \n",
+ " 37.79732 | \n",
+ " -122.26532 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " 1986 | \n",
" Male | \n",
" <NA> | \n",
- " POINT (-122.41254 37.75886) | \n",
- " POINT (-122.42098 37.75521) | \n",
+ " POINT (-122.26532 37.79732) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 22 | \n",
- " 595146 | \n",
- " 453 | \n",
- " 2015-01-07 18:34:00+00:00 | \n",
- " Market at 10th | \n",
- " 67 | \n",
- " 2015-01-07 18:42:00+00:00 | \n",
- " Townsend at 7th | \n",
- " 65 | \n",
- " 421 | \n",
- " 95014 | \n",
- " ... | \n",
- " Subscriber | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
- " <NA> | \n",
+ " 201711062204002182 | \n",
+ " 420 | \n",
+ " 2017-11-06 22:04:00+00:00 | \n",
+ " Lake Merritt BART Station | \n",
+ " 163 | \n",
+ " 2017-11-06 22:11:00+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 2182 | \n",
" <NA> | \n",
+ " ... | \n",
" <NA> | \n",
+ " 37.79732 | \n",
+ " -122.26532 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " 1992 | \n",
+ " Male | \n",
" <NA> | \n",
- " None | \n",
- " None | \n",
+ " POINT (-122.26532 37.79732) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 23 | \n",
- " 201708290913502454 | \n",
- " 788 | \n",
- " 2017-08-29 09:13:50+00:00 | \n",
- " San Francisco Caltrain (Townsend St at 4th St) | \n",
- " 30 | \n",
- " 2017-08-29 09:26:58+00:00 | \n",
- " The Embarcadero at Vallejo St | \n",
- " 8 | \n",
- " 2454 | \n",
+ " 201709122036152238 | \n",
+ " 612 | \n",
+ " 2017-09-12 20:36:15+00:00 | \n",
+ " Lake Merritt BART Station | \n",
+ " 163 | \n",
+ " 2017-09-12 20:46:27+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 2238 | \n",
" <NA> | \n",
" ... | \n",
" <NA> | \n",
- " 37.776598 | \n",
- " -122.395282 | \n",
- " 37.799953 | \n",
- " -122.398525 | \n",
- " 1979 | \n",
+ " 37.79732 | \n",
+ " -122.26532 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " 1984 | \n",
" Male | \n",
" <NA> | \n",
- " POINT (-122.39528 37.7766) | \n",
- " POINT (-122.39852 37.79995) | \n",
+ " POINT (-122.26532 37.79732) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
" | 24 | \n",
- " 201712271150433036 | \n",
- " 150 | \n",
- " 2017-12-27 11:50:43+00:00 | \n",
- " Powell St BART Station (Market St at 4th St) | \n",
- " 3 | \n",
- " 2017-12-27 11:53:14+00:00 | \n",
- " 4th St at Harrison St | \n",
- " 47 | \n",
- " 3036 | \n",
+ " 201712062310481332 | \n",
+ " 442 | \n",
+ " 2017-12-06 23:10:48+00:00 | \n",
+ " Lake Merritt BART Station | \n",
+ " 163 | \n",
+ " 2017-12-06 23:18:11+00:00 | \n",
+ " 10th Ave at E 15th St | \n",
+ " 222 | \n",
+ " 1332 | \n",
" <NA> | \n",
" ... | \n",
" <NA> | \n",
- " 37.786375 | \n",
- " -122.404904 | \n",
- " 37.780955 | \n",
- " -122.399749 | \n",
- " 1989 | \n",
+ " 37.79732 | \n",
+ " -122.26532 | \n",
+ " 37.792714 | \n",
+ " -122.24878 | \n",
+ " 1981 | \n",
" Male | \n",
" <NA> | \n",
- " POINT (-122.4049 37.78638) | \n",
- " POINT (-122.39975 37.78095) | \n",
+ " POINT (-122.26532 37.79732) | \n",
+ " POINT (-122.24878 37.79271) | \n",
"
\n",
" \n",
"\n",
@@ -742,221 +746,194 @@
"[1947417 rows x 21 columns in total]"
],
"text/plain": [
- " trip_id duration_sec start_date \\\n",
- "0 1304531 597 2016-08-05 10:55:00+00:00 \n",
- "1 184870 403 2014-02-14 14:50:00+00:00 \n",
- "2 20170702115603836 16695 2017-07-02 11:56:03+00:00 \n",
- "3 1066810 953 2016-01-21 08:24:00+00:00 \n",
- "4 220481 679 2014-03-19 19:20:00+00:00 \n",
- "5 738474 358 2015-04-23 16:45:00+00:00 \n",
- "6 229264 286 2014-03-27 17:56:00+00:00 \n",
- "7 352010 3621 2014-07-06 13:55:00+00:00 \n",
- "8 156255 416 2014-01-16 18:06:00+00:00 \n",
- "9 1040197 1054 2015-12-15 18:05:00+00:00 \n",
- "10 1152693 562 2016-04-07 08:18:00+00:00 \n",
- "11 201804191735183401 887 2018-04-19 17:35:18+00:00 \n",
- "12 209283 943 2014-03-11 09:01:00+00:00 \n",
- "13 201708281404312530 389 2017-08-28 14:04:31+00:00 \n",
- "14 20171124115158841 384 2017-11-24 11:51:58+00:00 \n",
- "15 1321042 874 2016-08-18 08:14:00+00:00 \n",
- "16 201712131325183120 1376 2017-12-13 13:25:18+00:00 \n",
- "17 201708310827151646 200 2017-08-31 08:27:15+00:00 \n",
- "18 201801251754102907 1490 2018-01-25 17:54:10+00:00 \n",
- "19 201709230951302222 319 2017-09-23 09:51:30+00:00 \n",
- "20 20180220172815415 4009 2018-02-20 17:28:15+00:00 \n",
- "21 201710191714443003 691 2017-10-19 17:14:44+00:00 \n",
- "22 595146 453 2015-01-07 18:34:00+00:00 \n",
- "23 201708290913502454 788 2017-08-29 09:13:50+00:00 \n",
- "24 201712271150433036 150 2017-12-27 11:50:43+00:00 \n",
+ " trip_id duration_sec start_date \\\n",
+ "201802092135083596 788 2018-02-09 21:35:08+00:00 \n",
+ " 20171217135737144 1072 2017-12-17 13:57:37+00:00 \n",
+ "201803261642393539 486 2018-03-26 16:42:39+00:00 \n",
+ "201802281657253632 560 2018-02-28 16:57:25+00:00 \n",
+ "201708152357422491 965 2017-08-15 23:57:42+00:00 \n",
+ "201801161800473291 489 2018-01-16 18:00:47+00:00 \n",
+ "201802201913231257 596 2018-02-20 19:13:23+00:00 \n",
+ "201708242325001279 1341 2017-08-24 23:25:00+00:00 \n",
+ " 20170913210653295 367 2017-09-13 21:06:53+00:00 \n",
+ "201708192053311490 743 2017-08-19 20:53:31+00:00 \n",
+ " 20170810204454839 1256 2017-08-10 20:44:54+00:00 \n",
+ "201711181823281960 353 2017-11-18 18:23:28+00:00 \n",
+ "201801111613101305 858 2018-01-11 16:13:10+00:00 \n",
+ "201712181738372587 807 2017-12-18 17:38:37+00:00 \n",
+ "201803161910283751 564 2018-03-16 19:10:28+00:00 \n",
+ "201802241826551215 1235 2018-02-24 18:26:55+00:00 \n",
+ " 20171212152403227 854 2017-12-12 15:24:03+00:00 \n",
+ "201803091621483450 857 2018-03-09 16:21:48+00:00 \n",
+ "201801021932232717 914 2018-01-02 19:32:23+00:00 \n",
+ "201803131437033724 917 2018-03-13 14:37:03+00:00 \n",
+ " 20170930184510496 1367 2017-09-30 18:45:10+00:00 \n",
+ "201712061755593426 519 2017-12-06 17:55:59+00:00 \n",
+ "201711062204002182 420 2017-11-06 22:04:00+00:00 \n",
+ "201709122036152238 612 2017-09-12 20:36:15+00:00 \n",
+ "201712062310481332 442 2017-12-06 23:10:48+00:00 \n",
"\n",
- " start_station_name start_station_id \\\n",
- "0 San Francisco Caltrain 2 (330 Townsend) 69 \n",
- "1 Howard at 2nd 63 \n",
- "2 Union Square (Powell St at Post St) 324 \n",
- "3 Civic Center BART (7th at Market) 72 \n",
- "4 San Francisco Caltrain 2 (330 Townsend) 69 \n",
- "5 2nd at Folsom 62 \n",
- "6 Embarcadero at Sansome 60 \n",
- "7 Embarcadero at Sansome 60 \n",
- "8 Embarcadero at Bryant 54 \n",
- "9 Steuart at Market 74 \n",
- "10 San Francisco Caltrain (Townsend at 4th) 70 \n",
- "11 Montgomery St BART Station (Market St at 2nd St) 21 \n",
- "12 South Van Ness at Market 66 \n",
- "13 16th St at Prosper St 105 \n",
- "14 2nd Ave at E 18th St 200 \n",
- "15 San Francisco Caltrain (Townsend at 4th) 70 \n",
- "16 Steuart St at Market St 16 \n",
- "17 Powell St BART Station (Market St at 4th St) 3 \n",
- "18 Esprit Park 126 \n",
- "19 7th St at Brannan St 79 \n",
- "20 Franklin St at 9th St 162 \n",
- "21 Harrison St at 20th St 129 \n",
- "22 Market at 10th 67 \n",
- "23 San Francisco Caltrain (Townsend St at 4th St) 30 \n",
- "24 Powell St BART Station (Market St at 4th St) 3 \n",
+ " start_station_name start_station_id end_date \\\n",
+ " 10th Ave at E 15th St 222 2018-02-09 21:48:17+00:00 \n",
+ " 10th Ave at E 15th St 222 2017-12-17 14:15:30+00:00 \n",
+ " 10th St at Fallon St 201 2018-03-26 16:50:46+00:00 \n",
+ " 10th St at Fallon St 201 2018-02-28 17:06:46+00:00 \n",
+ " 10th St at Fallon St 201 2017-08-16 00:13:48+00:00 \n",
+ " 10th St at Fallon St 201 2018-01-16 18:08:56+00:00 \n",
+ " 10th St at Fallon St 201 2018-02-20 19:23:19+00:00 \n",
+ " 10th St at Fallon St 201 2017-08-24 23:47:22+00:00 \n",
+ " 10th St at Fallon St 201 2017-09-13 21:13:00+00:00 \n",
+ " 2nd Ave at E 18th St 200 2017-08-19 21:05:54+00:00 \n",
+ " 2nd Ave at E 18th St 200 2017-08-10 21:05:50+00:00 \n",
+ " 2nd Ave at E 18th St 200 2017-11-18 18:29:22+00:00 \n",
+ " Frank H Ogawa Plaza 7 2018-01-11 16:27:28+00:00 \n",
+ " Frank H Ogawa Plaza 7 2017-12-18 17:52:04+00:00 \n",
+ " Frank H Ogawa Plaza 7 2018-03-16 19:19:52+00:00 \n",
+ " Frank H Ogawa Plaza 7 2018-02-24 18:47:31+00:00 \n",
+ " Frank H Ogawa Plaza 7 2017-12-12 15:38:17+00:00 \n",
+ " Frank H Ogawa Plaza 7 2018-03-09 16:36:06+00:00 \n",
+ " Frank H Ogawa Plaza 7 2018-01-02 19:47:38+00:00 \n",
+ " Grand Ave at Webster St 181 2018-03-13 14:52:20+00:00 \n",
+ "Lake Merritt BART Station 163 2017-09-30 19:07:58+00:00 \n",
+ "Lake Merritt BART Station 163 2017-12-06 18:04:39+00:00 \n",
+ "Lake Merritt BART Station 163 2017-11-06 22:11:00+00:00 \n",
+ "Lake Merritt BART Station 163 2017-09-12 20:46:27+00:00 \n",
+ "Lake Merritt BART Station 163 2017-12-06 23:18:11+00:00 \n",
"\n",
- " end_date \\\n",
- "0 2016-08-05 11:05:00+00:00 \n",
- "1 2014-02-14 14:56:00+00:00 \n",
- "2 2017-07-02 16:34:19+00:00 \n",
- "3 2016-01-21 08:40:00+00:00 \n",
- "4 2014-03-19 19:31:00+00:00 \n",
- "5 2015-04-23 16:51:00+00:00 \n",
- "6 2014-03-27 18:01:00+00:00 \n",
- "7 2014-07-06 14:55:00+00:00 \n",
- "8 2014-01-16 18:13:00+00:00 \n",
- "9 2015-12-15 18:22:00+00:00 \n",
- "10 2016-04-07 08:27:00+00:00 \n",
- "11 2018-04-19 17:50:06+00:00 \n",
- "12 2014-03-11 09:16:00+00:00 \n",
- "13 2017-08-28 14:11:00+00:00 \n",
- "14 2017-11-24 11:58:23+00:00 \n",
- "15 2016-08-18 08:29:00+00:00 \n",
- "16 2017-12-13 13:48:14+00:00 \n",
- "17 2017-08-31 08:30:36+00:00 \n",
- "18 2018-01-25 18:19:01+00:00 \n",
- "19 2017-09-23 09:56:49+00:00 \n",
- "20 2018-02-20 18:35:05+00:00 \n",
- "21 2017-10-19 17:26:16+00:00 \n",
- "22 2015-01-07 18:42:00+00:00 \n",
- "23 2017-08-29 09:26:58+00:00 \n",
- "24 2017-12-27 11:53:14+00:00 \n",
+ " end_station_name end_station_id bike_number zip_code ... \\\n",
+ "10th Ave at E 15th St 222 3596