| \n", " | id | \n", "timestamp | \n", "hour | \n", "day | \n", "month | \n", "datetime | \n", "timezone | \n", "source | \n", "destination | \n", "cab_type | \n", "... | \n", "precipIntensityMax | \n", "uvIndexTime | \n", "temperatureMin | \n", "temperatureMinTime | \n", "temperatureMax | \n", "temperatureMaxTime | \n", "apparentTemperatureMin | \n", "apparentTemperatureMinTime | \n", "apparentTemperatureMax | \n", "apparentTemperatureMaxTime | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "424553bb-7174-41ea-aeb4-fe06d4f4b9d7 | \n", "1.544953e+09 | \n", "9 | \n", "16 | \n", "12 | \n", "2018-12-16 09:30:07 | \n", "America/New_York | \n", "Haymarket Square | \n", "North Station | \n", "Lyft | \n", "... | \n", "0.1276 | \n", "1544979600 | \n", "39.89 | \n", "1545012000 | \n", "43.68 | \n", "1544968800 | \n", "33.73 | \n", "1545012000 | \n", "38.07 | \n", "1544958000 | \n", "
| 1 | \n", "4bd23055-6827-41c6-b23b-3c491f24e74d | \n", "1.543284e+09 | \n", "2 | \n", "27 | \n", "11 | \n", "2018-11-27 02:00:23 | \n", "America/New_York | \n", "Haymarket Square | \n", "North Station | \n", "Lyft | \n", "... | \n", "0.1300 | \n", "1543251600 | \n", "40.49 | \n", "1543233600 | \n", "47.30 | \n", "1543251600 | \n", "36.20 | \n", "1543291200 | \n", "43.92 | \n", "1543251600 | \n", "
| 2 | \n", "981a3613-77af-4620-a42a-0c0866077d1e | \n", "1.543367e+09 | \n", "1 | \n", "28 | \n", "11 | \n", "2018-11-28 01:00:22 | \n", "America/New_York | \n", "Haymarket Square | \n", "North Station | \n", "Lyft | \n", "... | \n", "0.1064 | \n", "1543338000 | \n", "35.36 | \n", "1543377600 | \n", "47.55 | \n", "1543320000 | \n", "31.04 | \n", "1543377600 | \n", "44.12 | \n", "1543320000 | \n", "
| 3 | \n", "c2d88af2-d278-4bfd-a8d0-29ca77cc5512 | \n", "1.543554e+09 | \n", "4 | \n", "30 | \n", "11 | \n", "2018-11-30 04:53:02 | \n", "America/New_York | \n", "Haymarket Square | \n", "North Station | \n", "Lyft | \n", "... | \n", "0.0000 | \n", "1543507200 | \n", "34.67 | \n", "1543550400 | \n", "45.03 | \n", "1543510800 | \n", "30.30 | \n", "1543550400 | \n", "38.53 | \n", "1543510800 | \n", "
| 4 | \n", "e0126e1f-8ca9-4f2e-82b3-50505a09db9a | \n", "1.543463e+09 | \n", "3 | \n", "29 | \n", "11 | \n", "2018-11-29 03:49:20 | \n", "America/New_York | \n", "Haymarket Square | \n", "North Station | \n", "Lyft | \n", "... | \n", "0.0001 | \n", "1543420800 | \n", "33.10 | \n", "1543402800 | \n", "42.18 | \n", "1543420800 | \n", "29.11 | \n", "1543392000 | \n", "35.75 | \n", "1543420800 | \n", "
5 rows × 57 columns
\n", "| \n", " | 0 | \n", "
|---|---|
| id | \n", "0 | \n", "
| timestamp | \n", "0 | \n", "
| hour | \n", "0 | \n", "
| day | \n", "0 | \n", "
| month | \n", "0 | \n", "
| datetime | \n", "0 | \n", "
| timezone | \n", "0 | \n", "
| source | \n", "0 | \n", "
| destination | \n", "0 | \n", "
| cab_type | \n", "0 | \n", "
| product_id | \n", "0 | \n", "
| name | \n", "0 | \n", "
| price | \n", "55095 | \n", "
| distance | \n", "0 | \n", "
| surge_multiplier | \n", "0 | \n", "
| latitude | \n", "0 | \n", "
| longitude | \n", "0 | \n", "
| temperature | \n", "0 | \n", "
| apparentTemperature | \n", "0 | \n", "
| short_summary | \n", "0 | \n", "
| long_summary | \n", "0 | \n", "
| precipIntensity | \n", "0 | \n", "
| precipProbability | \n", "0 | \n", "
| humidity | \n", "0 | \n", "
| windSpeed | \n", "0 | \n", "
| windGust | \n", "0 | \n", "
| windGustTime | \n", "0 | \n", "
| visibility | \n", "0 | \n", "
| temperatureHigh | \n", "0 | \n", "
| temperatureHighTime | \n", "0 | \n", "
| temperatureLow | \n", "0 | \n", "
| temperatureLowTime | \n", "0 | \n", "
| apparentTemperatureHigh | \n", "0 | \n", "
| apparentTemperatureHighTime | \n", "0 | \n", "
| apparentTemperatureLow | \n", "0 | \n", "
| apparentTemperatureLowTime | \n", "0 | \n", "
| icon | \n", "0 | \n", "
| dewPoint | \n", "0 | \n", "
| pressure | \n", "0 | \n", "
| windBearing | \n", "0 | \n", "
| cloudCover | \n", "0 | \n", "
| uvIndex | \n", "0 | \n", "
| visibility.1 | \n", "0 | \n", "
| ozone | \n", "0 | \n", "
| sunriseTime | \n", "0 | \n", "
| sunsetTime | \n", "0 | \n", "
| moonPhase | \n", "0 | \n", "
| precipIntensityMax | \n", "0 | \n", "
| uvIndexTime | \n", "0 | \n", "
| temperatureMin | \n", "0 | \n", "
| temperatureMinTime | \n", "0 | \n", "
| temperatureMax | \n", "0 | \n", "
| temperatureMaxTime | \n", "0 | \n", "
| apparentTemperatureMin | \n", "0 | \n", "
| apparentTemperatureMinTime | \n", "0 | \n", "
| apparentTemperatureMax | \n", "0 | \n", "
| apparentTemperatureMaxTime | \n", "0 | \n", "
| \n", " | count | \n", "
|---|---|
| surge_multiplier | \n", "\n", " |
| 1.00 | \n", "617001 | \n", "
| 1.25 | \n", "11085 | \n", "
| 1.50 | \n", "5065 | \n", "
| 1.75 | \n", "2420 | \n", "
| 2.00 | \n", "2239 | \n", "
| 2.50 | \n", "154 | \n", "
| 3.00 | \n", "12 | \n", "
| \n", " | count | \n", "mean | \n", "min | \n", "25% | \n", "50% | \n", "75% | \n", "max | \n", "std | \n", "
|---|---|---|---|---|---|---|---|---|
| timestamp | \n", "637976 | \n", "2018-12-05 21:34:05.403672320 | \n", "2018-11-26 03:40:46 | \n", "2018-11-28 22:26:08 | \n", "2018-12-02 07:53:00 | \n", "2018-12-14 22:45:05 | \n", "2018-12-18 19:15:11 | \n", "NaN | \n", "
| hour | \n", "637976.0 | \n", "11.618528 | \n", "0.0 | \n", "6.0 | \n", "12.0 | \n", "18.0 | \n", "23.0 | \n", "6.948776 | \n", "
| day | \n", "637976.0 | \n", "17.797674 | \n", "1.0 | \n", "13.0 | \n", "17.0 | \n", "28.0 | \n", "30.0 | \n", "9.982083 | \n", "
| month | \n", "637976.0 | \n", "11.58655 | \n", "11.0 | \n", "11.0 | \n", "12.0 | \n", "12.0 | \n", "12.0 | \n", "0.492452 | \n", "
| price | \n", "637976.0 | \n", "16.545125 | \n", "2.5 | \n", "9.0 | \n", "13.5 | \n", "22.5 | \n", "97.5 | \n", "9.324359 | \n", "
| distance | \n", "637976.0 | \n", "2.189261 | \n", "0.02 | \n", "1.27 | \n", "2.16 | \n", "2.93 | \n", "7.86 | \n", "1.135413 | \n", "
| surge_multiplier | \n", "637976.0 | \n", "1.015068 | \n", "1.0 | \n", "1.0 | \n", "1.0 | \n", "1.0 | \n", "3.0 | \n", "0.095422 | \n", "
| latitude | \n", "637976.0 | \n", "42.338161 | \n", "42.2148 | \n", "42.3503 | \n", "42.3519 | \n", "42.3647 | \n", "42.3661 | \n", "0.047856 | \n", "
| longitude | \n", "637976.0 | \n", "-71.066144 | \n", "-71.1054 | \n", "-71.081 | \n", "-71.0631 | \n", "-71.0542 | \n", "-71.033 | \n", "0.020303 | \n", "
| temperature | \n", "637976.0 | \n", "39.582406 | \n", "18.91 | \n", "36.45 | \n", "40.49 | \n", "43.58 | \n", "57.22 | \n", "6.7255 | \n", "
| apparentTemperature | \n", "637976.0 | \n", "35.87844 | \n", "12.13 | \n", "31.91 | \n", "35.9 | \n", "40.01 | \n", "57.22 | \n", "7.91726 | \n", "
| precipIntensity | \n", "637976.0 | \n", "0.008909 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.1447 | \n", "0.02688 | \n", "
| precipProbability | \n", "637976.0 | \n", "0.145941 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "1.0 | \n", "0.328776 | \n", "
| humidity | \n", "637976.0 | \n", "0.741056 | \n", "0.38 | \n", "0.64 | \n", "0.71 | \n", "0.88 | \n", "0.96 | \n", "0.138575 | \n", "
| windSpeed | \n", "637976.0 | \n", "6.186795 | \n", "0.45 | \n", "3.41 | \n", "5.91 | \n", "8.41 | \n", "15.0 | \n", "3.147856 | \n", "
| windGust | \n", "637976.0 | \n", "8.470616 | \n", "0.8 | \n", "4.06 | \n", "7.55 | \n", "11.74 | \n", "27.25 | \n", "5.288683 | \n", "
| windGustTime | \n", "637976.0 | \n", "1544048801.371838 | \n", "1543150800.0 | \n", "1543431600.0 | \n", "1543755600.0 | \n", "1544846400.0 | \n", "1545127200.0 | \n", "692850.701694 | \n", "
| visibility | \n", "637976.0 | \n", "8.46918 | \n", "0.717 | \n", "8.432 | \n", "9.88 | \n", "9.996 | \n", "10.0 | \n", "2.601828 | \n", "
| temperatureHigh | \n", "637976.0 | \n", "45.039586 | \n", "32.68 | \n", "42.57 | \n", "44.66 | \n", "46.91 | \n", "57.87 | \n", "5.996033 | \n", "
| temperatureHighTime | \n", "637976.0 | \n", "1544049817.874027 | \n", "1543154400.0 | \n", "1543438800.0 | \n", "1543788000.0 | \n", "1544814000.0 | \n", "1545159600.0 | \n", "693821.060871 | \n", "
| temperatureLow | \n", "637976.0 | \n", "34.148928 | \n", "17.85 | \n", "30.17 | \n", "34.18 | \n", "38.73 | \n", "46.6 | \n", "6.381731 | \n", "
| temperatureLowTime | \n", "637976.0 | \n", "1544102097.376077 | \n", "1543233600.0 | \n", "1543489200.0 | \n", "1543816800.0 | \n", "1544835600.0 | \n", "1545220800.0 | \n", "692313.312578 | \n", "
| apparentTemperatureHigh | \n", "637976.0 | \n", "41.612514 | \n", "22.62 | \n", "36.57 | \n", "40.95 | \n", "44.12 | \n", "57.2 | \n", "7.665189 | \n", "
| apparentTemperatureHighTime | \n", "637976.0 | \n", "1544050160.264963 | \n", "1543186800.0 | \n", "1543438800.0 | \n", "1543788000.0 | \n", "1544817600.0 | \n", "1545159600.0 | \n", "694198.042257 | \n", "
| apparentTemperatureLow | \n", "637976.0 | \n", "30.137973 | \n", "11.81 | \n", "27.7 | \n", "30.03 | \n", "35.32 | \n", "47.25 | \n", "8.056278 | \n", "
| apparentTemperatureLowTime | \n", "637976.0 | \n", "1544098646.578555 | \n", "1543233600.0 | \n", "1543478400.0 | \n", "1543816800.0 | \n", "1544835600.0 | \n", "1545199200.0 | \n", "692757.96988 | \n", "
| dewPoint | \n", "637976.0 | \n", "31.652281 | \n", "4.39 | \n", "27.49 | \n", "30.69 | \n", "38.12 | \n", "50.67 | \n", "9.14139 | \n", "
| pressure | \n", "637976.0 | \n", "1010.092744 | \n", "988.09 | \n", "999.82 | \n", "1009.25 | \n", "1021.86 | \n", "1035.55 | \n", "13.47558 | \n", "
| windBearing | \n", "637976.0 | \n", "220.112705 | \n", "2.0 | \n", "124.0 | \n", "258.0 | \n", "303.0 | \n", "356.0 | \n", "99.087172 | \n", "
| cloudCover | \n", "637976.0 | \n", "0.686291 | \n", "0.0 | \n", "0.37 | \n", "0.82 | \n", "1.0 | \n", "1.0 | \n", "0.358599 | \n", "
| uvIndex | \n", "637976.0 | \n", "0.249031 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "2.0 | \n", "0.474306 | \n", "
| ozone | \n", "637976.0 | \n", "313.515634 | \n", "269.4 | \n", "290.9 | \n", "307.4 | \n", "331.8 | \n", "378.9 | \n", "27.951377 | \n", "
| sunriseTime | \n", "637976.0 | \n", "1544027024.788157 | \n", "1543146535.0 | \n", "1543405938.0 | \n", "1543751761.0 | \n", "1544789239.0 | \n", "1545135001.0 | \n", "691163.407229 | \n", "
| sunsetTime | \n", "637976.0 | \n", "1544060365.292961 | \n", "1543180615.0 | \n", "1543439721.0 | \n", "1543785233.0 | \n", "1544822019.0 | \n", "1545167693.0 | \n", "690687.509513 | \n", "
| moonPhase | \n", "637976.0 | \n", "0.579076 | \n", "0.09 | \n", "0.3 | \n", "0.68 | \n", "0.79 | \n", "0.93 | \n", "0.244674 | \n", "
| precipIntensityMax | \n", "637976.0 | \n", "0.037369 | \n", "0.0 | \n", "0.0 | \n", "0.0004 | \n", "0.0916 | \n", "0.1459 | \n", "0.055216 | \n", "
| uvIndexTime | \n", "637976.0 | \n", "1544043892.592825 | \n", "1543161600.0 | \n", "1543420800.0 | \n", "1543770000.0 | \n", "1544806800.0 | \n", "1545152400.0 | \n", "691226.766446 | \n", "
| temperatureMin | \n", "637976.0 | \n", "33.456171 | \n", "15.63 | \n", "30.17 | \n", "34.24 | \n", "38.88 | \n", "43.1 | \n", "6.466349 | \n", "
| temperatureMinTime | \n", "637976.0 | \n", "1544041541.947032 | \n", "1543122000.0 | \n", "1543399200.0 | \n", "1543726800.0 | \n", "1544788800.0 | \n", "1545192000.0 | \n", "690208.663712 | \n", "
| temperatureMax | \n", "637976.0 | \n", "45.259945 | \n", "33.51 | \n", "42.57 | \n", "44.66 | \n", "46.91 | \n", "57.87 | \n", "5.644414 | \n", "
| temperatureMaxTime | \n", "637976.0 | \n", "1544047221.708027 | \n", "1543154400.0 | \n", "1543438800.0 | \n", "1543788000.0 | \n", "1544814000.0 | \n", "1545109200.0 | \n", "690159.666479 | \n", "
| apparentTemperatureMin | \n", "637976.0 | \n", "29.729028 | \n", "11.81 | \n", "27.76 | \n", "30.13 | \n", "35.71 | \n", "40.05 | \n", "7.109907 | \n", "
| apparentTemperatureMinTime | \n", "637976.0 | \n", "1544047956.88051 | \n", "1543136400.0 | \n", "1543399200.0 | \n", "1543744800.0 | \n", "1544788800.0 | \n", "1545134400.0 | \n", "687201.147789 | \n", "
| apparentTemperatureMax | \n", "637976.0 | \n", "41.995876 | \n", "28.95 | \n", "36.57 | \n", "40.95 | \n", "44.12 | \n", "57.2 | \n", "6.935538 | \n", "
| apparentTemperatureMaxTime | \n", "637976.0 | \n", "1544047919.254016 | \n", "1543186800.0 | \n", "1543438800.0 | \n", "1543788000.0 | \n", "1544817600.0 | \n", "1545109200.0 | \n", "691103.627154 | \n", "
| weekday | \n", "637976.0 | \n", "2.781699 | \n", "0.0 | \n", "1.0 | \n", "3.0 | \n", "5.0 | \n", "6.0 | \n", "2.05667 | \n", "
| \n", " | price | \n", "
|---|---|
| price | \n", "1.000000 | \n", "
| distance | \n", "0.345061 | \n", "
| surge_multiplier | \n", "0.240458 | \n", "
| latitude | \n", "0.002088 | \n", "
| visibility | \n", "0.001497 | \n", "
| windGust | \n", "0.001218 | \n", "
| precipIntensityMax | \n", "0.001114 | \n", "
| windSpeed | \n", "0.000990 | \n", "
| cloudCover | \n", "0.000883 | \n", "
| pressure | \n", "0.000866 | \n", "
| windGustTime | \n", "0.000851 | \n", "
| apparentTemperatureLow | \n", "0.000831 | \n", "
| apparentTemperatureMinTime | \n", "0.000814 | \n", "
| temperatureMinTime | \n", "0.000769 | \n", "
| temperatureMaxTime | \n", "0.000766 | \n", "
| uvIndexTime | \n", "0.000763 | \n", "
| apparentTemperatureLowTime | \n", "0.000761 | \n", "
| sunsetTime | \n", "0.000760 | \n", "
| sunriseTime | \n", "0.000760 | \n", "
| temperatureHighTime | \n", "0.000759 | \n", "
| temperatureLowTime | \n", "0.000754 | \n", "
| apparentTemperatureMaxTime | \n", "0.000746 | \n", "
| apparentTemperatureHighTime | \n", "0.000741 | \n", "
| ozone | \n", "0.000460 | \n", "
| temperatureLow | \n", "0.000182 | \n", "
| precipIntensity | \n", "0.000166 | \n", "
| temperature | \n", "-0.000084 | \n", "
| apparentTemperature | \n", "-0.000193 | \n", "
| precipProbability | \n", "-0.000243 | \n", "
| apparentTemperatureHigh | \n", "-0.000261 | \n", "
| apparentTemperatureMax | \n", "-0.000290 | \n", "
| uvIndex | \n", "-0.000424 | \n", "
| temperatureMin | \n", "-0.000428 | \n", "
| temperatureHigh | \n", "-0.000516 | \n", "
| temperatureMax | \n", "-0.000550 | \n", "
| apparentTemperatureMin | \n", "-0.000580 | \n", "
| dewPoint | \n", "-0.000615 | \n", "
| day | \n", "-0.000722 | \n", "
| humidity | \n", "-0.001238 | \n", "
| windBearing | \n", "-0.001382 | \n", "
| longitude | \n", "-0.001417 | \n", "
| moonPhase | \n", "-0.001602 | \n", "
| \n", " | price | \n", "
|---|---|
| source | \n", "\n", " |
| Boston University | \n", "18.853034 | \n", "
| Fenway | \n", "18.379491 | \n", "
| Financial District | \n", "18.181372 | \n", "
| Northeastern University | \n", "17.901124 | \n", "
| Theatre District | \n", "16.596994 | \n", "
| North Station | \n", "16.364006 | \n", "
| West End | \n", "16.108498 | \n", "
| Back Bay | \n", "16.047394 | \n", "
| South Station | \n", "15.672479 | \n", "
| Beacon Hill | \n", "15.664030 | \n", "
| North End | \n", "15.153373 | \n", "
| Haymarket Square | \n", "13.578114 | \n", "
LinearRegression()In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
LinearRegression()
| \n", " | feature | \n", "coefficient | \n", "
|---|---|---|
| 1 | \n", "surge_multiplier | \n", "22.561930 | \n", "
| 0 | \n", "distance | \n", "2.781128 | \n", "
| 7 | \n", "precipIntensity | \n", "0.692768 | \n", "
| 3 | \n", "apparentTemperature | \n", "0.010759 | \n", "
| 6 | \n", "windSpeed | \n", "0.008400 | \n", "
| 5 | \n", "visibility | \n", "-0.002602 | \n", "
| 2 | \n", "temperature | \n", "-0.009910 | \n", "
| 4 | \n", "humidity | \n", "-0.028267 | \n", "
| 8 | \n", "precipProbability | \n", "-0.053428 | \n", "
| \n", " | price | \n", "distance | \n", "surge_multiplier | \n", "hour | \n", "weekday | \n", "month | \n", "temperature | \n", "apparentTemperature | \n", "humidity | \n", "visibility | \n", "... | \n", "visibility^2 | \n", "visibility windSpeed | \n", "visibility precipIntensity | \n", "visibility precipProbability | \n", "windSpeed^2 | \n", "windSpeed precipIntensity | \n", "windSpeed precipProbability | \n", "precipIntensity^2 | \n", "precipIntensity precipProbability | \n", "precipProbability^2 | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "5.0 | \n", "0.44 | \n", "1.0 | \n", "9 | \n", "6 | \n", "12 | \n", "42.34 | \n", "37.12 | \n", "0.68 | \n", "10.000 | \n", "... | \n", "100.000000 | \n", "86.60000 | \n", "0.000000 | \n", "0.000 | \n", "74.9956 | \n", "0.000000 | \n", "0.00 | \n", "0.000000 | \n", "0.0000 | \n", "0.0 | \n", "
| 1 | \n", "11.0 | \n", "0.44 | \n", "1.0 | \n", "2 | \n", "1 | \n", "11 | \n", "43.58 | \n", "37.35 | \n", "0.94 | \n", "4.786 | \n", "... | \n", "22.905796 | \n", "57.33628 | \n", "0.621701 | \n", "4.786 | \n", "143.5204 | \n", "1.556202 | \n", "11.98 | \n", "0.016874 | \n", "0.1299 | \n", "1.0 | \n", "
| 2 | \n", "7.0 | \n", "0.44 | \n", "1.0 | \n", "1 | \n", "2 | \n", "11 | \n", "38.33 | \n", "32.93 | \n", "0.75 | \n", "10.000 | \n", "... | \n", "100.000000 | \n", "73.30000 | \n", "0.000000 | \n", "0.000 | \n", "53.7289 | \n", "0.000000 | \n", "0.00 | \n", "0.000000 | \n", "0.0000 | \n", "0.0 | \n", "
| 3 | \n", "26.0 | \n", "0.44 | \n", "1.0 | \n", "4 | \n", "4 | \n", "11 | \n", "34.38 | \n", "29.63 | \n", "0.73 | \n", "10.000 | \n", "... | \n", "100.000000 | \n", "52.80000 | \n", "0.000000 | \n", "0.000 | \n", "27.8784 | \n", "0.000000 | \n", "0.00 | \n", "0.000000 | \n", "0.0000 | \n", "0.0 | \n", "
| 4 | \n", "9.0 | \n", "0.44 | \n", "1.0 | \n", "3 | \n", "3 | \n", "11 | \n", "37.44 | \n", "30.88 | \n", "0.70 | \n", "10.000 | \n", "... | \n", "100.000000 | \n", "91.40000 | \n", "0.000000 | \n", "0.000 | \n", "83.5396 | \n", "0.000000 | \n", "0.00 | \n", "0.000000 | \n", "0.0000 | \n", "0.0 | \n", "
5 rows × 92 columns
\n", "| \n", " | price | \n", "distance | \n", "surge_multiplier | \n", "hour | \n", "weekday | \n", "month | \n", "temperature | \n", "apparentTemperature | \n", "humidity | \n", "visibility | \n", "... | \n", "visibility^2 | \n", "visibility windSpeed | \n", "visibility precipIntensity | \n", "visibility precipProbability | \n", "windSpeed^2 | \n", "windSpeed precipIntensity | \n", "windSpeed precipProbability | \n", "precipIntensity^2 | \n", "precipIntensity precipProbability | \n", "precipProbability^2 | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "-1.238169 | \n", "-1.54064 | \n", "-0.157905 | \n", "9 | \n", "6 | \n", "12 | \n", "0.410021 | \n", "0.156817 | \n", "-0.440597 | \n", "0.588364 | \n", "... | \n", "0.630450 | \n", "1.104980 | \n", "-0.316501 | \n", "-0.448499 | \n", "0.598486 | \n", "-0.298323 | \n", "-0.405272 | \n", "-0.267268 | \n", "-0.323985 | \n", "-0.405068 | \n", "
| 1 | \n", "-0.594693 | \n", "-1.54064 | \n", "-0.157905 | \n", "2 | \n", "1 | \n", "11 | \n", "0.594394 | \n", "0.185868 | \n", "1.435644 | \n", "-1.415614 | \n", "... | \n", "-1.629835 | \n", "0.167549 | \n", "5.566014 | \n", "3.222924 | \n", "2.128172 | \n", "5.425333 | \n", "3.767395 | \n", "5.356756 | \n", "4.508079 | \n", "2.725473 | \n", "
| 2 | \n", "-1.023677 | \n", "-1.54064 | \n", "-0.157905 | \n", "1 | \n", "2 | \n", "11 | \n", "-0.186218 | \n", "-0.372407 | \n", "0.064545 | \n", "0.588364 | \n", "... | \n", "0.630450 | \n", "0.678929 | \n", "-0.316501 | \n", "-0.448499 | \n", "0.123748 | \n", "-0.298323 | \n", "-0.405272 | \n", "-0.267268 | \n", "-0.323985 | \n", "-0.405068 | \n", "
| 3 | \n", "1.013998 | \n", "-1.54064 | \n", "-0.157905 | \n", "4 | \n", "4 | \n", "11 | \n", "-0.773535 | \n", "-0.789218 | \n", "-0.079782 | \n", "0.588364 | \n", "... | \n", "0.630450 | \n", "0.022234 | \n", "-0.316501 | \n", "-0.448499 | \n", "-0.453316 | \n", "-0.298323 | \n", "-0.405272 | \n", "-0.267268 | \n", "-0.323985 | \n", "-0.405068 | \n", "
| 4 | \n", "-0.809185 | \n", "-1.54064 | \n", "-0.157905 | \n", "3 | \n", "3 | \n", "11 | \n", "-0.318550 | \n", "-0.631335 | \n", "-0.296271 | \n", "0.588364 | \n", "... | \n", "0.630450 | \n", "1.258743 | \n", "-0.316501 | \n", "-0.448499 | \n", "0.789215 | \n", "-0.298323 | \n", "-0.405272 | \n", "-0.267268 | \n", "-0.323985 | \n", "-0.405068 | \n", "
5 rows × 92 columns
\n", "| \n", " | price | \n", "distance | \n", "surge_multiplier | \n", "hour | \n", "weekday | \n", "month | \n", "temperature | \n", "apparentTemperature | \n", "humidity | \n", "visibility | \n", "... | \n", "visibility windSpeed | \n", "visibility precipIntensity | \n", "visibility precipProbability | \n", "windSpeed^2 | \n", "windSpeed precipIntensity | \n", "windSpeed precipProbability | \n", "precipIntensity^2 | \n", "precipIntensity precipProbability | \n", "precipProbability^2 | \n", "cluster | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "-1.238169 | \n", "-1.54064 | \n", "-0.157905 | \n", "9 | \n", "6 | \n", "12 | \n", "0.410021 | \n", "0.156817 | \n", "-0.440597 | \n", "0.588364 | \n", "... | \n", "1.104980 | \n", "-0.316501 | \n", "-0.448499 | \n", "0.598486 | \n", "-0.298323 | \n", "-0.405272 | \n", "-0.267268 | \n", "-0.323985 | \n", "-0.405068 | \n", "3 | \n", "
| 1 | \n", "-0.594693 | \n", "-1.54064 | \n", "-0.157905 | \n", "2 | \n", "1 | \n", "11 | \n", "0.594394 | \n", "0.185868 | \n", "1.435644 | \n", "-1.415614 | \n", "... | \n", "0.167549 | \n", "5.566014 | \n", "3.222924 | \n", "2.128172 | \n", "5.425333 | \n", "3.767395 | \n", "5.356756 | \n", "4.508079 | \n", "2.725473 | \n", "1 | \n", "
| 2 | \n", "-1.023677 | \n", "-1.54064 | \n", "-0.157905 | \n", "1 | \n", "2 | \n", "11 | \n", "-0.186218 | \n", "-0.372407 | \n", "0.064545 | \n", "0.588364 | \n", "... | \n", "0.678929 | \n", "-0.316501 | \n", "-0.448499 | \n", "0.123748 | \n", "-0.298323 | \n", "-0.405272 | \n", "-0.267268 | \n", "-0.323985 | \n", "-0.405068 | \n", "3 | \n", "
| 3 | \n", "1.013998 | \n", "-1.54064 | \n", "-0.157905 | \n", "4 | \n", "4 | \n", "11 | \n", "-0.773535 | \n", "-0.789218 | \n", "-0.079782 | \n", "0.588364 | \n", "... | \n", "0.022234 | \n", "-0.316501 | \n", "-0.448499 | \n", "-0.453316 | \n", "-0.298323 | \n", "-0.405272 | \n", "-0.267268 | \n", "-0.323985 | \n", "-0.405068 | \n", "3 | \n", "
| 4 | \n", "-0.809185 | \n", "-1.54064 | \n", "-0.157905 | \n", "3 | \n", "3 | \n", "11 | \n", "-0.318550 | \n", "-0.631335 | \n", "-0.296271 | \n", "0.588364 | \n", "... | \n", "1.258743 | \n", "-0.316501 | \n", "-0.448499 | \n", "0.789215 | \n", "-0.298323 | \n", "-0.405272 | \n", "-0.267268 | \n", "-0.323985 | \n", "-0.405068 | \n", "3 | \n", "
5 rows × 93 columns
\n", "| \n", " | Model | \n", "RMSE | \n", "MAE | \n", "R2 | \n", "
|---|---|---|---|---|
| 0 | \n", "Baseline Linear Regression | \n", "8.480719 | \n", "6.952982 | \n", "0.175014 | \n", "
| 1 | \n", "Improved Linear Regression | \n", "0.902310 | \n", "0.740252 | \n", "0.188049 | \n", "
| 2 | \n", "Random Forest (Improved) | \n", "0.904314 | \n", "0.744518 | \n", "0.184439 | \n", "
| 3 | \n", "Gradient Boosting (Improved) | \n", "0.902435 | \n", "0.739843 | \n", "0.187823 | \n", "