Spaces:
Sleeping
Sleeping
File size: 22,087 Bytes
aff5425 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 | import pandas as pd
import numpy as np
import streamlit as st
import joblib
from sklearn.preprocessing import StandardScaler
from sklearn.model_selection import train_test_split
from sklearn.experimental import enable_iterative_imputer
from sklearn.impute import IterativeImputer
from sklearn.linear_model import LinearRegression
df = pd.read_csv('train.csv')
df=df.drop('ID_LAT_LON_YEAR_WEEK',axis=1)
kolon_adları = df.columns.tolist()
lr = LinearRegression()
imp = IterativeImputer(estimator=lr)
df_imp = imp.fit_transform(df)
df = pd.DataFrame(df_imp)
df.columns = kolon_adları
df[['year','week_no']]=df[['year','week_no']].astype(int)
x = df.drop('emission', axis=1)
y = df[['emission']]
x = x.select_dtypes(include=[np.number])
x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.20, random_state=42)
preprocessor = StandardScaler()
# Tahmin fonksiyonu
def time_pred(latitude,longitude,year,week_no,SulphurDioxide_SO2_column_number_density,SulphurDioxide_SO2_column_number_density_amf,
SulphurDioxide_SO2_slant_column_number_density,SulphurDioxide_cloud_fraction,SulphurDioxide_sensor_azimuth_angle,
SulphurDioxide_sensor_zenith_angle,SulphurDioxide_solar_azimuth_angle,SulphurDioxide_solar_zenith_angle,
SulphurDioxide_SO2_column_number_density_15km,CarbonMonoxide_CO_column_number_density,CarbonMonoxide_H2O_column_number_density,
CarbonMonoxide_cloud_height,CarbonMonoxide_sensor_altitude,CarbonMonoxide_sensor_azimuth_angle,CarbonMonoxide_sensor_zenith_angle,
CarbonMonoxide_solar_azimuth_angle,CarbonMonoxide_solar_zenith_angle,NitrogenDioxide_NO2_column_number_density,
NitrogenDioxide_tropospheric_NO2_column_number_density,NitrogenDioxide_stratospheric_NO2_column_number_density,
NitrogenDioxide_NO2_slant_column_number_density,NitrogenDioxide_tropopause_pressure,NitrogenDioxide_absorbing_aerosol_index,
NitrogenDioxide_cloud_fraction,NitrogenDioxide_sensor_altitude,NitrogenDioxide_sensor_azimuth_angle,
NitrogenDioxide_sensor_zenith_angle,NitrogenDioxide_solar_azimuth_angle,NitrogenDioxide_solar_zenith_angle,
Formaldehyde_tropospheric_HCHO_column_number_density,Formaldehyde_tropospheric_HCHO_column_number_density_amf,
Formaldehyde_HCHO_slant_column_number_density,Formaldehyde_cloud_fraction,Formaldehyde_solar_zenith_angle,
Formaldehyde_solar_azimuth_angle,Formaldehyde_sensor_zenith_angle,Formaldehyde_sensor_azimuth_angle,UvAerosolIndex_absorbing_aerosol_index,
UvAerosolIndex_sensor_altitude,UvAerosolIndex_sensor_azimuth_angle,UvAerosolIndex_sensor_zenith_angle,UvAerosolIndex_solar_azimuth_angle,
UvAerosolIndex_solar_zenith_angle,Ozone_O3_column_number_density,Ozone_O3_column_number_density_amf,Ozone_O3_slant_column_number_density,
Ozone_O3_effective_temperature,Ozone_cloud_fraction,Ozone_sensor_azimuth_angle,Ozone_sensor_zenith_angle,Ozone_solar_azimuth_angle,
Ozone_solar_zenith_angle,UvAerosolLayerHeight_aerosol_height,UvAerosolLayerHeight_aerosol_pressure,UvAerosolLayerHeight_aerosol_optical_depth,
UvAerosolLayerHeight_sensor_zenith_angle,UvAerosolLayerHeight_sensor_azimuth_angle,UvAerosolLayerHeight_solar_azimuth_angle,
UvAerosolLayerHeight_solar_zenith_angle,Cloud_cloud_fraction,Cloud_cloud_top_pressure,Cloud_cloud_top_height,Cloud_cloud_base_pressure,
Cloud_cloud_base_height,Cloud_cloud_optical_depth,Cloud_surface_albedo,Cloud_sensor_azimuth_angle,Cloud_sensor_zenith_angle,
Cloud_solar_azimuth_angle,Cloud_solar_zenith_angle):
input_data = pd.DataFrame({
'latitude': [latitude],
'longitude': [longitude],
'year': [year],
'week_no': [week_no],
'SulphurDioxide_SO2_column_number_density': [SulphurDioxide_SO2_column_number_density],
'SulphurDioxide_SO2_column_number_density_amf': [SulphurDioxide_SO2_column_number_density_amf],
'SulphurDioxide_SO2_slant_column_number_density': [SulphurDioxide_SO2_slant_column_number_density],
'SulphurDioxide_cloud_fraction': [SulphurDioxide_cloud_fraction],
'SulphurDioxide_sensor_azimuth_angle': [SulphurDioxide_sensor_azimuth_angle],
'SulphurDioxide_sensor_zenith_angle': [SulphurDioxide_sensor_zenith_angle],
'SulphurDioxide_solar_azimuth_angle': [SulphurDioxide_solar_azimuth_angle],
'SulphurDioxide_solar_zenith_angle': [SulphurDioxide_solar_zenith_angle],
'SulphurDioxide_SO2_column_number_density_15km': [SulphurDioxide_SO2_column_number_density_15km],
'CarbonMonoxide_CO_column_number_density': [CarbonMonoxide_CO_column_number_density],
'CarbonMonoxide_H2O_column_number_density': [CarbonMonoxide_H2O_column_number_density],
'CarbonMonoxide_cloud_height': [CarbonMonoxide_cloud_height],
'CarbonMonoxide_sensor_altitude': [CarbonMonoxide_sensor_altitude],
'CarbonMonoxide_sensor_azimuth_angle': [CarbonMonoxide_sensor_azimuth_angle],
'CarbonMonoxide_sensor_zenith_angle': [CarbonMonoxide_sensor_zenith_angle],
'CarbonMonoxide_solar_azimuth_angle': [CarbonMonoxide_solar_azimuth_angle],
'CarbonMonoxide_solar_zenith_angle': [CarbonMonoxide_solar_zenith_angle],
'NitrogenDioxide_NO2_column_number_density': [NitrogenDioxide_NO2_column_number_density],
'NitrogenDioxide_tropospheric_NO2_column_number_density': [NitrogenDioxide_tropospheric_NO2_column_number_density],
'NitrogenDioxide_stratospheric_NO2_column_number_density': [NitrogenDioxide_stratospheric_NO2_column_number_density],
'NitrogenDioxide_NO2_slant_column_number_density': [NitrogenDioxide_NO2_slant_column_number_density],
'NitrogenDioxide_tropopause_pressure': [NitrogenDioxide_tropopause_pressure],
'NitrogenDioxide_absorbing_aerosol_index': [NitrogenDioxide_absorbing_aerosol_index],
'NitrogenDioxide_cloud_fraction': [NitrogenDioxide_cloud_fraction],
'NitrogenDioxide_sensor_altitude': [NitrogenDioxide_sensor_altitude],
'NitrogenDioxide_sensor_azimuth_angle': [NitrogenDioxide_sensor_azimuth_angle],
'NitrogenDioxide_sensor_zenith_angle': [NitrogenDioxide_sensor_zenith_angle],
'NitrogenDioxide_solar_azimuth_angle': [NitrogenDioxide_solar_azimuth_angle],
'NitrogenDioxide_solar_zenith_angle': [NitrogenDioxide_solar_zenith_angle],
'Formaldehyde_tropospheric_HCHO_column_number_density': [Formaldehyde_tropospheric_HCHO_column_number_density],
'Formaldehyde_tropospheric_HCHO_column_number_density_amf': [Formaldehyde_tropospheric_HCHO_column_number_density_amf],
'Formaldehyde_HCHO_slant_column_number_density': [Formaldehyde_HCHO_slant_column_number_density],
'Formaldehyde_cloud_fraction': [Formaldehyde_cloud_fraction],
'Formaldehyde_solar_zenith_angle': [Formaldehyde_solar_zenith_angle],
'Formaldehyde_solar_azimuth_angle': [Formaldehyde_solar_azimuth_angle],
'Formaldehyde_sensor_zenith_angle': [Formaldehyde_sensor_zenith_angle],
'Formaldehyde_sensor_azimuth_angle': [Formaldehyde_sensor_azimuth_angle],
'UvAerosolIndex_absorbing_aerosol_index': [UvAerosolIndex_absorbing_aerosol_index],
'UvAerosolIndex_sensor_altitude': [UvAerosolIndex_sensor_altitude],
'UvAerosolIndex_sensor_azimuth_angle': [UvAerosolIndex_sensor_azimuth_angle],
'UvAerosolIndex_sensor_zenith_angle': [UvAerosolIndex_sensor_zenith_angle],
'UvAerosolIndex_solar_azimuth_angle': [UvAerosolIndex_solar_azimuth_angle],
'UvAerosolIndex_solar_zenith_angle': [UvAerosolIndex_solar_zenith_angle],
'Ozone_O3_column_number_density': [Ozone_O3_column_number_density],
'Ozone_O3_column_number_density_amf': [Ozone_O3_column_number_density_amf],
'Ozone_O3_slant_column_number_density': [Ozone_O3_slant_column_number_density],
'Ozone_O3_effective_temperature': [Ozone_O3_effective_temperature],
'Ozone_cloud_fraction': [Ozone_cloud_fraction],
'Ozone_sensor_azimuth_angle': [Ozone_sensor_azimuth_angle],
'Ozone_sensor_zenith_angle': [Ozone_sensor_zenith_angle],
'Ozone_solar_azimuth_angle': [Ozone_solar_azimuth_angle],
'Ozone_solar_zenith_angle': [Ozone_solar_zenith_angle],
'UvAerosolLayerHeight_aerosol_height': [UvAerosolLayerHeight_aerosol_height],
'UvAerosolLayerHeight_aerosol_pressure': [UvAerosolLayerHeight_aerosol_pressure],
'UvAerosolLayerHeight_aerosol_optical_depth': [UvAerosolLayerHeight_aerosol_optical_depth],
'UvAerosolLayerHeight_sensor_zenith_angle': [UvAerosolLayerHeight_sensor_zenith_angle],
'UvAerosolLayerHeight_sensor_azimuth_angle': [UvAerosolLayerHeight_sensor_azimuth_angle],
'UvAerosolLayerHeight_solar_azimuth_angle': [UvAerosolLayerHeight_solar_azimuth_angle],
'UvAerosolLayerHeight_solar_zenith_angle': [UvAerosolLayerHeight_solar_zenith_angle],
'Cloud_cloud_fraction': [Cloud_cloud_fraction],
'Cloud_cloud_top_pressure': [Cloud_cloud_top_pressure],
'Cloud_cloud_top_height': [Cloud_cloud_top_height],
'Cloud_cloud_base_pressure': [Cloud_cloud_base_pressure],
'Cloud_cloud_base_height': [Cloud_cloud_base_height],
'Cloud_cloud_optical_depth': [Cloud_cloud_optical_depth],
'Cloud_surface_albedo': [Cloud_surface_albedo],
'Cloud_sensor_azimuth_angle': [Cloud_sensor_azimuth_angle],
'Cloud_sensor_zenith_angle': [Cloud_sensor_zenith_angle],
'Cloud_solar_azimuth_angle': [Cloud_solar_azimuth_angle],
'Cloud_solar_zenith_angle': [Cloud_solar_zenith_angle],
})
input_data_transformed = preprocessor.fit_transform(input_data)
model = joblib.load('CO2.pkl')
prediction = model.predict(input_data_transformed)
return float(prediction[0])
def main():
st.title("Sıcaklık Tahmin Uygulaması")
st.write("Veri Girin")
latitude = st.sidebar.number_input("Latitude", value=0.0, format="%.6f")
longitude = st.sidebar.number_input("Longitude", value=0.0, format="%.6f")
year = st.sidebar.number_input("Year", value=2024, step=1)
week_no = st.sidebar.number_input("Week No", value=1, step=1)
SulphurDioxide_SO2_column_number_density = st.sidebar.number_input("SO2 Column Number Density", value=0.0, format="%.6f")
SulphurDioxide_SO2_column_number_density_amf = st.sidebar.number_input("SO2 Column Number Density AMF", value=0.0, format="%.6f")
SulphurDioxide_SO2_slant_column_number_density = st.sidebar.number_input("SO2 Slant Column Number Density", value=0.0, format="%.6f")
SulphurDioxide_cloud_fraction = st.sidebar.number_input("SO2 Cloud Fraction", value=0.0, format="%.6f")
SulphurDioxide_sensor_azimuth_angle = st.sidebar.number_input("SO2 Sensor Azimuth Angle", value=0.0, format="%.6f")
SulphurDioxide_sensor_zenith_angle = st.sidebar.number_input("SO2 Sensor Zenith Angle", value=0.0, format="%.6f")
SulphurDioxide_solar_azimuth_angle = st.sidebar.number_input("SO2 Solar Azimuth Angle", value=0.0, format="%.6f")
SulphurDioxide_solar_zenith_angle = st.sidebar.number_input("SO2 Solar Zenith Angle", value=0.0, format="%.6f")
SulphurDioxide_SO2_column_number_density_15km = st.sidebar.number_input("SO2 Column Number Density 15km", value=0.0, format="%.6f")
CarbonMonoxide_CO_column_number_density = st.sidebar.number_input("CO Column Number Density", value=0.0, format="%.6f")
CarbonMonoxide_H2O_column_number_density = st.sidebar.number_input("H2O Column Number Density", value=0.0, format="%.6f")
CarbonMonoxide_cloud_height = st.sidebar.number_input("CO Cloud Height", value=0.0, format="%.6f")
CarbonMonoxide_sensor_altitude = st.sidebar.number_input("CO Sensor Altitude", value=0.0, format="%.6f")
CarbonMonoxide_sensor_azimuth_angle = st.sidebar.number_input("CO Sensor Azimuth Angle", value=0.0, format="%.6f")
CarbonMonoxide_sensor_zenith_angle = st.sidebar.number_input("CO Sensor Zenith Angle", value=0.0, format="%.6f")
CarbonMonoxide_solar_azimuth_angle = st.sidebar.number_input("CO Solar Azimuth Angle", value=0.0, format="%.6f")
CarbonMonoxide_solar_zenith_angle = st.sidebar.number_input("CO Solar Zenith Angle", value=0.0, format="%.6f")
NitrogenDioxide_NO2_column_number_density = st.sidebar.number_input("NO2 Column Number Density", value=0.0, format="%.6f")
NitrogenDioxide_tropospheric_NO2_column_number_density = st.sidebar.number_input("Tropospheric NO2 Column Number Density", value=0.0, format="%.6f")
NitrogenDioxide_stratospheric_NO2_column_number_density = st.sidebar.number_input("Stratospheric NO2 Column Number Density", value=0.0, format="%.6f")
NitrogenDioxide_NO2_slant_column_number_density = st.sidebar.number_input("NO2 Slant Column Number Density", value=0.0, format="%.6f")
NitrogenDioxide_tropopause_pressure = st.sidebar.number_input("NO2 Tropopause Pressure", value=0.0, format="%.6f")
NitrogenDioxide_absorbing_aerosol_index = st.sidebar.number_input("NO2 Absorbing Aerosol Index", value=0.0, format="%.6f")
NitrogenDioxide_cloud_fraction = st.sidebar.number_input("NO2 Cloud Fraction", value=0.0, format="%.6f")
NitrogenDioxide_sensor_altitude = st.sidebar.number_input("NO2 Sensor Altitude", value=0.0, format="%.6f")
NitrogenDioxide_sensor_azimuth_angle = st.sidebar.number_input("NO2 Sensor Azimuth Angle", value=0.0, format="%.6f")
NitrogenDioxide_sensor_zenith_angle = st.sidebar.number_input("NO2 Sensor Zenith Angle", value=0.0, format="%.6f")
NitrogenDioxide_solar_azimuth_angle = st.sidebar.number_input("NO2 Solar Azimuth Angle", value=0.0, format="%.6f")
NitrogenDioxide_solar_zenith_angle = st.sidebar.number_input("NO2 Solar Zenith Angle", value=0.0, format="%.6f")
Formaldehyde_tropospheric_HCHO_column_number_density = st.sidebar.number_input("Tropospheric HCHO Column Number Density", value=0.0, format="%.6f")
Formaldehyde_tropospheric_HCHO_column_number_density_amf = st.sidebar.number_input("Tropospheric HCHO Column Number Density AMF", value=0.0, format="%.6f")
Formaldehyde_HCHO_slant_column_number_density = st.sidebar.number_input("HCHO Slant Column Number Density", value=0.0, format="%.6f")
Formaldehyde_cloud_fraction = st.sidebar.number_input("HCHO Cloud Fraction", value=0.0, format="%.6f")
Formaldehyde_solar_zenith_angle = st.sidebar.number_input("HCHO Solar Zenith Angle", value=0.0, format="%.6f")
Formaldehyde_solar_azimuth_angle = st.sidebar.number_input("HCHO Solar Azimuth Angle", value=0.0, format="%.6f")
Formaldehyde_sensor_zenith_angle = st.sidebar.number_input("HCHO Sensor Zenith Angle", value=0.0, format="%.6f")
Formaldehyde_sensor_azimuth_angle = st.sidebar.number_input("HCHO Sensor Azimuth Angle", value=0.0, format="%.6f")
UvAerosolIndex_absorbing_aerosol_index = st.sidebar.number_input("UV Aerosol Index Absorbing Aerosol Index", value=0.0, format="%.6f")
UvAerosolIndex_sensor_altitude = st.sidebar.number_input("UV Aerosol Index Sensor Altitude", value=0.0, format="%.6f")
UvAerosolIndex_sensor_azimuth_angle = st.sidebar.number_input("UV Aerosol Index Sensor Azimuth Angle", value=0.0, format="%.6f")
UvAerosolIndex_sensor_zenith_angle = st.sidebar.number_input("UV Aerosol Index Sensor Zenith Angle", value=0.0, format="%.6f")
UvAerosolIndex_solar_azimuth_angle = st.sidebar.number_input("UV Aerosol Index Solar Azimuth Angle", value=0.0, format="%.6f")
UvAerosolIndex_solar_zenith_angle = st.sidebar.number_input("UV Aerosol Index Solar Zenith Angle", value=0.0, format="%.6f")
Ozone_O3_column_number_density = st.sidebar.number_input("O3 Column Number Density", value=0.0, format="%.6f")
Ozone_O3_column_number_density_amf = st.sidebar.number_input("O3 Column Number Density AMF", value=0.0, format="%.6f")
Ozone_O3_slant_column_number_density = st.sidebar.number_input("O3 Slant Column Number Density", value=0.0, format="%.6f")
Ozone_O3_effective_temperature = st.sidebar.number_input("O3 Effective Temperature", value=0.0, format="%.6f")
Ozone_cloud_fraction = st.sidebar.number_input("O3 Cloud Fraction", value=0.0, format="%.6f")
Ozone_sensor_azimuth_angle = st.sidebar.number_input("O3 Sensor Azimuth Angle", value=0.0, format="%.6f")
Ozone_sensor_zenith_angle = st.sidebar.number_input("O3 Sensor Zenith Angle", value=0.0, format="%.6f")
Ozone_solar_azimuth_angle = st.sidebar.number_input("O3 Solar Azimuth Angle", value=0.0, format="%.6f")
Ozone_solar_zenith_angle = st.sidebar.number_input("O3 Solar Zenith Angle", value=0.0, format="%.6f")
UvAerosolLayerHeight_aerosol_height = st.sidebar.number_input("Aerosol Height", value=0.0, format="%.6f")
UvAerosolLayerHeight_aerosol_pressure = st.sidebar.number_input("Aerosol Pressure", value=0.0, format="%.6f")
UvAerosolLayerHeight_aerosol_optical_depth = st.sidebar.number_input("Aerosol Optical Depth", value=0.0, format="%.6f")
UvAerosolLayerHeight_sensor_zenith_angle = st.sidebar.number_input("Aerosol Sensor Zenith Angle", value=0.0, format="%.6f")
UvAerosolLayerHeight_sensor_azimuth_angle = st.sidebar.number_input("Aerosol Sensor Azimuth Angle", value=0.0, format="%.6f")
UvAerosolLayerHeight_solar_zenith_angle = st.sidebar.number_input("Aerosol Solar Zenith Angle", value=0.0, format="%.6f")
UvAerosolLayerHeight_solar_azimuth_angle = st.sidebar.number_input("Aerosol Solar Azimuth Angle", value=0.0, format="%.6f")
Cloud_cloud_fraction = st.sidebar.number_input("Cloud Fraction", value=0.0, format="%.6f")
Cloud_cloud_top_pressure = st.sidebar.number_input("Cloud Top Pressure", value=0.0, format="%.6f")
Cloud_cloud_top_height = st.sidebar.number_input("Cloud Top Height", value=0.0, format="%.6f")
Cloud_cloud_base_pressure = st.sidebar.number_input("Cloud Base Pressure", value=0.0, format="%.6f")
Cloud_cloud_base_height = st.sidebar.number_input("Cloud Base Height", value=0.0, format="%.6f")
Cloud_cloud_optical_depth = st.sidebar.number_input("Cloud Optical Depth", value=0.0, format="%.6f")
Cloud_surface_albedo = st.sidebar.number_input("Cloud Surface Albedo", value=0.0, format="%.6f")
Cloud_sensor_azimuth_angle = st.sidebar.number_input("Cloud Sensor Azimuth Angle", value=0.0, format="%.6f")
Cloud_sensor_zenith_angle = st.sidebar.number_input("Cloud Sensor Zenith Angle", value=0.0, format="%.6f")
Cloud_solar_azimuth_angle = st.sidebar.number_input("Cloud Solar Azimuth Angle", value=0.0, format="%.6f")
Cloud_solar_zenith_angle = st.sidebar.number_input("Cloud Solar Zenith Angle", value=0.0, format="%.6f")
if st.button('Tahmin Et'):
time = time_pred(latitude,longitude,year,week_no,SulphurDioxide_SO2_column_number_density,SulphurDioxide_SO2_column_number_density_amf,
SulphurDioxide_SO2_slant_column_number_density,SulphurDioxide_cloud_fraction,SulphurDioxide_sensor_azimuth_angle,
SulphurDioxide_sensor_zenith_angle,SulphurDioxide_solar_azimuth_angle,SulphurDioxide_solar_zenith_angle,
SulphurDioxide_SO2_column_number_density_15km,CarbonMonoxide_CO_column_number_density,CarbonMonoxide_H2O_column_number_density,
CarbonMonoxide_cloud_height,CarbonMonoxide_sensor_altitude,CarbonMonoxide_sensor_azimuth_angle,CarbonMonoxide_sensor_zenith_angle,
CarbonMonoxide_solar_azimuth_angle,CarbonMonoxide_solar_zenith_angle,NitrogenDioxide_NO2_column_number_density,
NitrogenDioxide_tropospheric_NO2_column_number_density,NitrogenDioxide_stratospheric_NO2_column_number_density,
NitrogenDioxide_NO2_slant_column_number_density,NitrogenDioxide_tropopause_pressure,NitrogenDioxide_absorbing_aerosol_index,
NitrogenDioxide_cloud_fraction,NitrogenDioxide_sensor_altitude,NitrogenDioxide_sensor_azimuth_angle,
NitrogenDioxide_sensor_zenith_angle,NitrogenDioxide_solar_azimuth_angle,NitrogenDioxide_solar_zenith_angle,
Formaldehyde_tropospheric_HCHO_column_number_density,Formaldehyde_tropospheric_HCHO_column_number_density_amf,
Formaldehyde_HCHO_slant_column_number_density,Formaldehyde_cloud_fraction,Formaldehyde_solar_zenith_angle,
Formaldehyde_solar_azimuth_angle,Formaldehyde_sensor_zenith_angle,Formaldehyde_sensor_azimuth_angle,UvAerosolIndex_absorbing_aerosol_index,
UvAerosolIndex_sensor_altitude,UvAerosolIndex_sensor_azimuth_angle,UvAerosolIndex_sensor_zenith_angle,UvAerosolIndex_solar_azimuth_angle,
UvAerosolIndex_solar_zenith_angle,Ozone_O3_column_number_density,Ozone_O3_column_number_density_amf,Ozone_O3_slant_column_number_density,
Ozone_O3_effective_temperature,Ozone_cloud_fraction,Ozone_sensor_azimuth_angle,Ozone_sensor_zenith_angle,Ozone_solar_azimuth_angle,
Ozone_solar_zenith_angle,UvAerosolLayerHeight_aerosol_height,UvAerosolLayerHeight_aerosol_pressure,UvAerosolLayerHeight_aerosol_optical_depth,
UvAerosolLayerHeight_sensor_zenith_angle,UvAerosolLayerHeight_sensor_azimuth_angle,UvAerosolLayerHeight_solar_azimuth_angle,
UvAerosolLayerHeight_solar_zenith_angle,Cloud_cloud_fraction,Cloud_cloud_top_pressure,Cloud_cloud_top_height,Cloud_cloud_base_pressure,
Cloud_cloud_base_height,Cloud_cloud_optical_depth,Cloud_surface_albedo,Cloud_sensor_azimuth_angle,Cloud_sensor_zenith_angle,
Cloud_solar_azimuth_angle,Cloud_solar_zenith_angle)
st.write(f'Tahmin edilen sıcaklık: {time:.2f} °C')
if __name__ == '__main__':
main()
|