diff --git "a/EDA and modelling.ipynb" "b/EDA and modelling.ipynb" new file mode 100644--- /dev/null +++ "b/EDA and modelling.ipynb" @@ -0,0 +1,3580 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "9048b835", + "metadata": {}, + "source": [ + "# Use AI-powered tools to recommend optimal water usage based on crop types, soil, and weather data." + ] + }, + { + "cell_type": "markdown", + "id": "7ed72255", + "metadata": {}, + "source": [ + "### Project Topic:\n", + "# EDA on Agricultural Data and prediction of optimal water usage based on crop types, soil, and weather data." + ] + }, + { + "cell_type": "markdown", + "id": "bd6d582c", + "metadata": {}, + "source": [ + "### Data Description:\n", + "
| \n", + " | count | \n", + "mean | \n", + "std | \n", + "min | \n", + "25% | \n", + "50% | \n", + "75% | \n", + "max | \n", + "
|---|---|---|---|---|---|---|---|---|
| temperature | \n", + "10000.0 | \n", + "27.353989 | \n", + "7.190753 | \n", + "15.000291 | \n", + "21.158222 | \n", + "27.313215 | \n", + "33.500159 | \n", + "39.992942 | \n", + "
| humidity | \n", + "10000.0 | \n", + "60.362390 | \n", + "23.143564 | \n", + "20.012620 | \n", + "40.315664 | \n", + "60.471742 | \n", + "80.518338 | \n", + "99.993986 | \n", + "
| wind_speed | \n", + "10000.0 | \n", + "7.750731 | \n", + "4.158219 | \n", + "0.500698 | \n", + "4.179345 | \n", + "7.779987 | \n", + "11.297771 | \n", + "14.998564 | \n", + "
| evapotranspiration | \n", + "10000.0 | \n", + "5.488420 | \n", + "2.600951 | \n", + "1.000050 | \n", + "3.221715 | \n", + "5.500272 | \n", + "7.724046 | \n", + "9.998104 | \n", + "
| rainfall_pattern | \n", + "10000.0 | \n", + "99.372761 | \n", + "57.856836 | \n", + "0.003347 | \n", + "48.854444 | \n", + "98.743438 | \n", + "150.095407 | \n", + "199.994429 | \n", + "
| soil_moisture_levels | \n", + "10000.0 | \n", + "22.471766 | \n", + "10.074207 | \n", + "5.001640 | \n", + "13.860081 | \n", + "22.477858 | \n", + "31.265796 | \n", + "39.997889 | \n", + "
| water_retention_capacity | \n", + "10000.0 | \n", + "30.074961 | \n", + "11.471362 | \n", + "10.005200 | \n", + "20.098278 | \n", + "30.110084 | \n", + "40.026922 | \n", + "49.995004 | \n", + "
| drainage_properties | \n", + "10000.0 | \n", + "3.022900 | \n", + "1.412577 | \n", + "1.000000 | \n", + "2.000000 | \n", + "3.000000 | \n", + "4.000000 | \n", + "5.000000 | \n", + "
| crop_water_requirement | \n", + "10000.0 | \n", + "7.002511 | \n", + "2.889619 | \n", + "2.002289 | \n", + "4.475812 | \n", + "7.046044 | \n", + "9.467741 | \n", + "11.999170 | \n", + "
| water_requirement | \n", + "10000.0 | \n", + "11.619264 | \n", + "4.059433 | \n", + "1.280000 | \n", + "8.650000 | \n", + "11.560000 | \n", + "14.500000 | \n", + "23.580000 | \n", + "
| \n", + " | count | \n", + "mean | \n", + "std | \n", + "min | \n", + "25% | \n", + "50% | \n", + "75% | \n", + "max | \n", + "
|---|---|---|---|---|---|---|---|---|
| temperature | \n", + "10000.0 | \n", + "27.353989 | \n", + "7.190753 | \n", + "15.000291 | \n", + "21.158222 | \n", + "27.313215 | \n", + "33.500159 | \n", + "39.992942 | \n", + "
| humidity | \n", + "10000.0 | \n", + "60.271793 | \n", + "17.357673 | \n", + "30.009465 | \n", + "45.236748 | \n", + "60.353807 | \n", + "75.388753 | \n", + "89.995490 | \n", + "
| wind_speed | \n", + "10000.0 | \n", + "10.001008 | \n", + "5.735475 | \n", + "0.000962 | \n", + "5.074958 | \n", + "10.041362 | \n", + "14.893477 | \n", + "19.998020 | \n", + "
| evapotranspiration | \n", + "10000.0 | \n", + "5.989707 | \n", + "2.311957 | \n", + "2.000044 | \n", + "3.974858 | \n", + "6.000242 | \n", + "7.976930 | \n", + "9.998315 | \n", + "
| soil_moisture_levels | \n", + "10000.0 | \n", + "27.580465 | \n", + "12.944606 | \n", + "5.012156 | \n", + "16.424813 | \n", + "27.689425 | \n", + "38.861113 | \n", + "49.986044 | \n", + "
| water_retention_capacity | \n", + "10000.0 | \n", + "34.961224 | \n", + "14.298403 | \n", + "10.006501 | \n", + "22.599920 | \n", + "34.961572 | \n", + "47.391100 | \n", + "59.993755 | \n", + "
| crop_water_requirement | \n", + "10000.0 | \n", + "11.504598 | \n", + "4.900640 | \n", + "3.001664 | \n", + "7.192825 | \n", + "11.552267 | \n", + "15.749134 | \n", + "19.996182 | \n", + "
| water_requirement | \n", + "10000.0 | \n", + "14.416114 | \n", + "5.394774 | \n", + "0.000000 | \n", + "10.174467 | \n", + "14.516146 | \n", + "18.683850 | \n", + "25.000000 | \n", + "
| \n", + " | temperature | \n", + "humidity | \n", + "wind_speed | \n", + "evapotranspiration | \n", + "rainfall_pattern | \n", + "soil_type | \n", + "soil_moisture_levels | \n", + "water_retention_capacity | \n", + "drainage_properties | \n", + "crop_type | \n", + "crop_water_requirement | \n", + "growth_stage | \n", + "water_requirement | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "24.363503 | \n", + "49.891265 | \n", + "11.084976 | \n", + "6.743301 | \n", + "Moderate | \n", + "Sandy | \n", + "19.897240 | \n", + "35.673364 | \n", + "4 | \n", + "Wheat | \n", + "11.656577 | \n", + "Vegetative | \n", + "17.80 | \n", + "
| 1 | \n", + "38.767858 | \n", + "46.632968 | \n", + "3.175424 | \n", + "5.133632 | \n", + "Low | \n", + "Silty | \n", + "19.440264 | \n", + "46.812501 | \n", + "2 | \n", + "Rice | \n", + "5.141654 | \n", + "Fruiting | \n", + "10.58 | \n", + "
| 2 | \n", + "33.299849 | \n", + "34.092313 | \n", + "5.526276 | \n", + "9.680487 | \n", + "Low | \n", + "Clay | \n", + "30.805983 | \n", + "43.495237 | \n", + "5 | \n", + "Rice | \n", + "5.427771 | \n", + "Flowering | \n", + "16.74 | \n", + "
| 3 | \n", + "29.966462 | \n", + "68.581334 | \n", + "10.117569 | \n", + "2.970806 | \n", + "Low | \n", + "Clay | \n", + "5.105964 | \n", + "44.601767 | \n", + "4 | \n", + "Rice | \n", + "2.668952 | \n", + "Seedling | \n", + "4.76 | \n", + "
| 4 | \n", + "18.900466 | \n", + "58.129933 | \n", + "7.490295 | \n", + "6.290708 | \n", + "Low | \n", + "Sandy | \n", + "38.141026 | \n", + "10.108229 | \n", + "4 | \n", + "Soybean | \n", + "3.652293 | \n", + "Vegetative | \n", + "9.54 | \n", + "
| \n", + " | temperature | \n", + "humidity | \n", + "wind_speed | \n", + "evapotranspiration | \n", + "rainfall_pattern | \n", + "soil_type | \n", + "soil_moisture_levels | \n", + "water_retention_capacity | \n", + "drainage_properties | \n", + "crop_type | \n", + "crop_water_requirement | \n", + "growth_stage | \n", + "water_requirement | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9995 | \n", + "36.441400 | \n", + "82.622318 | \n", + "19.045509 | \n", + "8.032271 | \n", + "moderate | \n", + "loamy | \n", + "31.747844 | \n", + "26.106453 | \n", + "good | \n", + "maize | \n", + "15.084630 | \n", + "seedling | \n", + "15.641018 | \n", + "
| 9996 | \n", + "37.437721 | \n", + "32.808837 | \n", + "14.956484 | \n", + "8.116215 | \n", + "low | \n", + "clay | \n", + "47.597710 | \n", + "28.731312 | \n", + "poor | \n", + "maize | \n", + "4.992290 | \n", + "vegetative | \n", + "10.341907 | \n", + "
| 9997 | \n", + "38.667698 | \n", + "48.221908 | \n", + "0.389117 | \n", + "4.156555 | \n", + "moderate | \n", + "clay | \n", + "46.441333 | \n", + "29.085087 | \n", + "poor | \n", + "wheat | \n", + "13.740037 | \n", + "vegetative | \n", + "18.723048 | \n", + "
| 9998 | \n", + "24.937200 | \n", + "56.599200 | \n", + "8.020097 | \n", + "5.474558 | \n", + "moderate | \n", + "clay | \n", + "14.020896 | \n", + "16.481613 | \n", + "moderate | \n", + "wheat | \n", + "3.225509 | \n", + "seedling | \n", + "6.158259 | \n", + "
| 9999 | \n", + "20.428510 | \n", + "40.335889 | \n", + "5.147960 | \n", + "5.899390 | \n", + "high | \n", + "clay | \n", + "9.463352 | \n", + "57.364348 | \n", + "good | \n", + "rice | \n", + "3.960593 | \n", + "vegetative | \n", + "3.657213 | \n", + "
| \n", + " | temperature | \n", + "humidity | \n", + "wind_speed | \n", + "evapotranspiration | \n", + "rainfall_pattern | \n", + "soil_type | \n", + "soil_moisture_levels | \n", + "water_retention_capacity | \n", + "drainage_properties | \n", + "crop_type | \n", + "crop_water_requirement | \n", + "growth_stage | \n", + "water_requirement | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "24.363503 | \n", + "49.891265 | \n", + "11.084976 | \n", + "6.743301 | \n", + "moderate | \n", + "sandy | \n", + "19.897240 | \n", + "35.673364 | \n", + "good | \n", + "wheat | \n", + "11.656577 | \n", + "vegetative | \n", + "17.800000 | \n", + "
| 1 | \n", + "38.767858 | \n", + "46.632968 | \n", + "3.175424 | \n", + "5.133632 | \n", + "low | \n", + "silty | \n", + "19.440264 | \n", + "46.812501 | \n", + "poor | \n", + "rice | \n", + "5.141654 | \n", + "fruiting | \n", + "10.580000 | \n", + "
| 2 | \n", + "33.299849 | \n", + "34.092313 | \n", + "5.526276 | \n", + "9.680487 | \n", + "low | \n", + "clay | \n", + "30.805983 | \n", + "43.495237 | \n", + "good | \n", + "rice | \n", + "5.427771 | \n", + "flowering | \n", + "16.740000 | \n", + "
| 3 | \n", + "29.966462 | \n", + "68.581334 | \n", + "10.117569 | \n", + "2.970806 | \n", + "low | \n", + "clay | \n", + "5.105964 | \n", + "44.601767 | \n", + "good | \n", + "rice | \n", + "2.668952 | \n", + "seedling | \n", + "4.760000 | \n", + "
| 4 | \n", + "18.900466 | \n", + "58.129933 | \n", + "7.490295 | \n", + "6.290708 | \n", + "low | \n", + "sandy | \n", + "38.141026 | \n", + "10.108229 | \n", + "good | \n", + "soybean | \n", + "3.652293 | \n", + "vegetative | \n", + "9.540000 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 9995 | \n", + "36.441400 | \n", + "82.622318 | \n", + "19.045509 | \n", + "8.032271 | \n", + "moderate | \n", + "loamy | \n", + "31.747844 | \n", + "26.106453 | \n", + "good | \n", + "maize | \n", + "15.084630 | \n", + "seedling | \n", + "15.641018 | \n", + "
| 9996 | \n", + "37.437721 | \n", + "32.808837 | \n", + "14.956484 | \n", + "8.116215 | \n", + "low | \n", + "clay | \n", + "47.597710 | \n", + "28.731312 | \n", + "poor | \n", + "maize | \n", + "4.992290 | \n", + "vegetative | \n", + "10.341907 | \n", + "
| 9997 | \n", + "38.667698 | \n", + "48.221908 | \n", + "0.389117 | \n", + "4.156555 | \n", + "moderate | \n", + "clay | \n", + "46.441333 | \n", + "29.085087 | \n", + "poor | \n", + "wheat | \n", + "13.740037 | \n", + "vegetative | \n", + "18.723048 | \n", + "
| 9998 | \n", + "24.937200 | \n", + "56.599200 | \n", + "8.020097 | \n", + "5.474558 | \n", + "moderate | \n", + "clay | \n", + "14.020896 | \n", + "16.481613 | \n", + "moderate | \n", + "wheat | \n", + "3.225509 | \n", + "seedling | \n", + "6.158259 | \n", + "
| 9999 | \n", + "20.428510 | \n", + "40.335889 | \n", + "5.147960 | \n", + "5.899390 | \n", + "high | \n", + "clay | \n", + "9.463352 | \n", + "57.364348 | \n", + "good | \n", + "rice | \n", + "3.960593 | \n", + "vegetative | \n", + "3.657213 | \n", + "
20000 rows × 13 columns
\n", + "| crop_type | \n", + "cotton | \n", + "maize | \n", + "rice | \n", + "soybean | \n", + "wheat | \n", + "
|---|---|---|---|---|---|
| soil_type | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| clay | \n", + "408 | \n", + "1233 | \n", + "1638 | \n", + "418 | \n", + "1293 | \n", + "
| loamy | \n", + "389 | \n", + "1546 | \n", + "2085 | \n", + "388 | \n", + "1619 | \n", + "
| peaty | \n", + "381 | \n", + "410 | \n", + "381 | \n", + "401 | \n", + "397 | \n", + "
| sandy | \n", + "396 | \n", + "1289 | \n", + "1512 | \n", + "445 | \n", + "1327 | \n", + "
| silty | \n", + "445 | \n", + "416 | \n", + "372 | \n", + "409 | \n", + "402 | \n", + "
| \n", + " | temperature | \n", + "humidity | \n", + "wind_speed | \n", + "evapotranspiration | \n", + "rainfall_pattern | \n", + "soil_type | \n", + "soil_moisture_levels | \n", + "water_retention_capacity | \n", + "drainage_properties | \n", + "crop_type | \n", + "crop_water_requirement | \n", + "growth_stage | \n", + "water_requirement | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "24.363503 | \n", + "49.891265 | \n", + "11.084976 | \n", + "6.743301 | \n", + "moderate | \n", + "sandy | \n", + "19.897240 | \n", + "35.673364 | \n", + "good | \n", + "wheat | \n", + "11.656577 | \n", + "vegetative | \n", + "17.800000 | \n", + "
| 1 | \n", + "38.767858 | \n", + "46.632968 | \n", + "3.175424 | \n", + "5.133632 | \n", + "low | \n", + "silty | \n", + "19.440264 | \n", + "46.812501 | \n", + "poor | \n", + "rice | \n", + "5.141654 | \n", + "fruiting | \n", + "10.580000 | \n", + "
| 2 | \n", + "33.299849 | \n", + "34.092313 | \n", + "5.526276 | \n", + "9.680487 | \n", + "low | \n", + "clay | \n", + "30.805983 | \n", + "43.495237 | \n", + "good | \n", + "rice | \n", + "5.427771 | \n", + "flowering | \n", + "16.740000 | \n", + "
| 3 | \n", + "29.966462 | \n", + "68.581334 | \n", + "10.117569 | \n", + "2.970806 | \n", + "low | \n", + "clay | \n", + "5.105964 | \n", + "44.601767 | \n", + "good | \n", + "rice | \n", + "2.668952 | \n", + "seedling | \n", + "4.760000 | \n", + "
| 4 | \n", + "18.900466 | \n", + "58.129933 | \n", + "7.490295 | \n", + "6.290708 | \n", + "low | \n", + "sandy | \n", + "38.141026 | \n", + "10.108229 | \n", + "good | \n", + "soybean | \n", + "3.652293 | \n", + "vegetative | \n", + "9.540000 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 9945 | \n", + "21.337525 | \n", + "62.197254 | \n", + "2.344412 | \n", + "4.631634 | \n", + "low | \n", + "sandy | \n", + "17.896590 | \n", + "44.737860 | \n", + "moderate | \n", + "rice | \n", + "9.162647 | \n", + "seedling | \n", + "13.950691 | \n", + "
| 9946 | \n", + "23.272177 | \n", + "46.771673 | \n", + "2.904303 | \n", + "3.088485 | \n", + "moderate | \n", + "sandy | \n", + "37.309088 | \n", + "20.675634 | \n", + "moderate | \n", + "rice | \n", + "19.589935 | \n", + "reproductive | \n", + "24.287477 | \n", + "
| 9947 | \n", + "21.744901 | \n", + "39.783952 | \n", + "1.656181 | \n", + "8.191589 | \n", + "low | \n", + "loamy | \n", + "37.343293 | \n", + "27.072254 | \n", + "moderate | \n", + "wheat | \n", + "8.793199 | \n", + "reproductive | \n", + "10.117127 | \n", + "
| 9948 | \n", + "27.785910 | \n", + "58.924869 | \n", + "18.705377 | \n", + "9.882006 | \n", + "moderate | \n", + "loamy | \n", + "7.039639 | \n", + "22.525524 | \n", + "poor | \n", + "rice | \n", + "10.566823 | \n", + "reproductive | \n", + "12.651426 | \n", + "
| 9949 | \n", + "26.003711 | \n", + "57.810094 | \n", + "9.503248 | \n", + "6.371027 | \n", + "high | \n", + "sandy | \n", + "31.465744 | \n", + "58.007976 | \n", + "moderate | \n", + "maize | \n", + "6.606401 | \n", + "vegetative | \n", + "11.557175 | \n", + "
19950 rows × 13 columns
\n", + "| \n", + " | temperature | \n", + "humidity | \n", + "wind_speed | \n", + "evapotranspiration | \n", + "rainfall_pattern | \n", + "soil_type | \n", + "soil_moisture_levels | \n", + "water_retention_capacity | \n", + "drainage_properties | \n", + "crop_type | \n", + "crop_water_requirement | \n", + "growth_stage | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "24.363503 | \n", + "49.891265 | \n", + "11.084976 | \n", + "6.743301 | \n", + "2 | \n", + "3 | \n", + "19.897240 | \n", + "35.673364 | \n", + "0 | \n", + "4 | \n", + "11.656577 | \n", + "5 | \n", + "
| 1 | \n", + "38.767858 | \n", + "46.632968 | \n", + "3.175424 | \n", + "5.133632 | \n", + "1 | \n", + "4 | \n", + "19.440264 | \n", + "46.812501 | \n", + "2 | \n", + "2 | \n", + "5.141654 | \n", + "1 | \n", + "
| 2 | \n", + "33.299849 | \n", + "34.092313 | \n", + "5.526276 | \n", + "9.680487 | \n", + "1 | \n", + "0 | \n", + "30.805983 | \n", + "43.495237 | \n", + "0 | \n", + "2 | \n", + "5.427771 | \n", + "0 | \n", + "
| 3 | \n", + "29.966462 | \n", + "68.581334 | \n", + "10.117569 | \n", + "2.970806 | \n", + "1 | \n", + "0 | \n", + "5.105964 | \n", + "44.601767 | \n", + "0 | \n", + "2 | \n", + "2.668952 | \n", + "4 | \n", + "
| 4 | \n", + "18.900466 | \n", + "58.129933 | \n", + "7.490295 | \n", + "6.290708 | \n", + "1 | \n", + "3 | \n", + "38.141026 | \n", + "10.108229 | \n", + "0 | \n", + "3 | \n", + "3.652293 | \n", + "5 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 9945 | \n", + "21.337525 | \n", + "62.197254 | \n", + "2.344412 | \n", + "4.631634 | \n", + "1 | \n", + "3 | \n", + "17.896590 | \n", + "44.737860 | \n", + "1 | \n", + "2 | \n", + "9.162647 | \n", + "4 | \n", + "
| 9946 | \n", + "23.272177 | \n", + "46.771673 | \n", + "2.904303 | \n", + "3.088485 | \n", + "2 | \n", + "3 | \n", + "37.309088 | \n", + "20.675634 | \n", + "1 | \n", + "2 | \n", + "19.589935 | \n", + "3 | \n", + "
| 9947 | \n", + "21.744901 | \n", + "39.783952 | \n", + "1.656181 | \n", + "8.191589 | \n", + "1 | \n", + "1 | \n", + "37.343293 | \n", + "27.072254 | \n", + "1 | \n", + "4 | \n", + "8.793199 | \n", + "3 | \n", + "
| 9948 | \n", + "27.785910 | \n", + "58.924869 | \n", + "18.705377 | \n", + "9.882006 | \n", + "2 | \n", + "1 | \n", + "7.039639 | \n", + "22.525524 | \n", + "2 | \n", + "2 | \n", + "10.566823 | \n", + "3 | \n", + "
| 9949 | \n", + "26.003711 | \n", + "57.810094 | \n", + "9.503248 | \n", + "6.371027 | \n", + "0 | \n", + "3 | \n", + "31.465744 | \n", + "58.007976 | \n", + "1 | \n", + "1 | \n", + "6.606401 | \n", + "5 | \n", + "
19950 rows × 12 columns
\n", + "| \n", + " | temperature | \n", + "humidity | \n", + "wind_speed | \n", + "evapotranspiration | \n", + "rainfall_pattern | \n", + "soil_type | \n", + "soil_moisture_levels | \n", + "water_retention_capacity | \n", + "drainage_properties | \n", + "crop_type | \n", + "crop_water_requirement | \n", + "growth_stage | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5894 | \n", + "26.598407 | \n", + "42.149641 | \n", + "0.695710 | \n", + "5.608873 | \n", + "0 | \n", + "2 | \n", + "15.138744 | \n", + "25.487128 | \n", + "1 | \n", + "1 | \n", + "2.691879 | \n", + "0 | \n", + "
| 3728 | \n", + "19.069775 | \n", + "35.054734 | \n", + "5.761526 | \n", + "7.116713 | \n", + "2 | \n", + "4 | \n", + "26.096311 | \n", + "24.745144 | \n", + "0 | \n", + "0 | \n", + "3.429500 | \n", + "0 | \n", + "
| 8958 | \n", + "30.229885 | \n", + "51.106921 | \n", + "2.499416 | \n", + "6.382200 | \n", + "2 | \n", + "1 | \n", + "32.859179 | \n", + "49.931009 | \n", + "0 | \n", + "4 | \n", + "11.339668 | \n", + "4 | \n", + "
| 7671 | \n", + "29.033896 | \n", + "76.898183 | \n", + "12.474345 | \n", + "1.979009 | \n", + "1 | \n", + "0 | \n", + "31.801616 | \n", + "43.191603 | \n", + "0 | \n", + "4 | \n", + "9.009872 | \n", + "5 | \n", + "
| 5999 | \n", + "18.734541 | \n", + "92.398151 | \n", + "11.483827 | \n", + "6.459768 | \n", + "2 | \n", + "1 | \n", + "37.455377 | \n", + "24.536591 | \n", + "2 | \n", + "0 | \n", + "8.775372 | \n", + "0 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 1284 | \n", + "23.161533 | \n", + "82.783232 | \n", + "5.913171 | \n", + "7.638741 | \n", + "0 | \n", + "1 | \n", + "22.048223 | \n", + "37.835740 | \n", + "0 | \n", + "2 | \n", + "12.828733 | \n", + "3 | \n", + "
| 1964 | \n", + "29.296807 | \n", + "62.887204 | \n", + "16.136234 | \n", + "8.060363 | \n", + "0 | \n", + "3 | \n", + "31.350929 | \n", + "28.752004 | \n", + "0 | \n", + "2 | \n", + "5.458406 | \n", + "3 | \n", + "
| 5390 | \n", + "18.486256 | \n", + "31.967812 | \n", + "3.335577 | \n", + "9.486479 | \n", + "2 | \n", + "4 | \n", + "5.619945 | \n", + "44.365977 | \n", + "1 | \n", + "4 | \n", + "7.783862 | \n", + "0 | \n", + "
| 860 | \n", + "34.388190 | \n", + "95.962995 | \n", + "4.532613 | \n", + "2.478128 | \n", + "1 | \n", + "1 | \n", + "18.492764 | \n", + "14.965406 | \n", + "1 | \n", + "1 | \n", + "10.760131 | \n", + "1 | \n", + "
| 5795 | \n", + "34.877757 | \n", + "42.627733 | \n", + "6.945767 | \n", + "7.173486 | \n", + "2 | \n", + "0 | \n", + "10.330274 | \n", + "55.375904 | \n", + "0 | \n", + "2 | \n", + "15.078790 | \n", + "5 | \n", + "
16000 rows × 12 columns
\n", + "GridSearchCV(cv=5, estimator=LinearRegression(),\n",
+ " param_grid={'copy_X': [True, False],\n",
+ " 'fit_intercept': [True, False]},\n",
+ " scoring='neg_mean_squared_error', verbose=1)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. GridSearchCV(cv=5, estimator=LinearRegression(),\n",
+ " param_grid={'copy_X': [True, False],\n",
+ " 'fit_intercept': [True, False]},\n",
+ " scoring='neg_mean_squared_error', verbose=1)LinearRegression()
LinearRegression()