broke and fixed it; scaler fixed; dataset.csv is not saved; nice

app.py

@@ -16,8 +16,7 @@ st.set_page_config(
 
 alt.themes.enable("dark")
 
-get_data()
-dataset = pd.read_csv("dataset.csv")
+dataset = get_data()
 today = dataset.iloc[-1]
 previous_day = dataset.iloc[-2]
 prediction = run_model("O3", data=dataset)

data_api_calls.py

@@ -153,7 +153,7 @@ def insert_pollution(NO2, O3, data):
     while O3:
         df.loc[start_index, 'O3'] = O3.pop()
         start_index += 1
-        df.to_csv('dataset.csv', index=False)
+    return df
 
 def weather_data():
   today = date.today().isoformat()
@@ -186,5 +186,6 @@ def get_data():
     NO2, O3 = clean_values()
     df = add_columns()
     scaled_df = scale(df)
-    insert_pollution(NO2, O3, scaled_df)
+    output_df = insert_pollution(NO2, O3, scaled_df)
     os.remove('weather_data.csv')
+    return output_df

dataset.csv

@@ -1,9 +0,0 @@
-date,NO2,O3,wind_speed,mean_temp,global_radiation,percipitation,pressure,minimum_visibility,humidity,weekday
-2024-10-16,22.602711656441716,22.88128805620609,61,151,40,0,10103,358,82,Wednesday
-2024-10-17,23.104327323162277,23.038637566137567,51,169,43,6,10100,371,86,Thursday
-2024-10-18,23.68285714285714,23.71661094224924,21,156,42,39,10140,64,97,Friday
-2024-10-19,24.532038834951457,23.604722719141325,43,147,43,28,10140,236,92,Saturday
-2024-10-20,23.019101941747575,24.173377192982453,68,145,0,0,10160,241,82,Sunday
-2024-10-21,21.275629139072848,25.05873563218391,58,144,27,43,10206,220,92,Monday
-2024-10-22,22.334374999999998,24.5942194092827,76,123,57,12,10265,100,87,Tuesday
-2024-10-23,24.261733333333336,23.56,31,115,7,0,10328,105,95,Wednesday

scalers/feature_scaler_NO2.joblib

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:005a752194f98e66653af7e3b3461c788fe9a902fb14e1b526aea7ea07201c48
-size 1487
+oid sha256:6281e460d3a5a83a3d6a240aa76c26e45bd15089364b88d3a26fd638536a30b5
+size 5791

scalers/feature_scaler_O3.joblib

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:389fb707d241a8df5c7a228e4aa3ca1ebf434a0c551bdbd66f000cf2e5850fb1
-size 1375
+oid sha256:d6e30fc2c7ce7a00bc1b8db08e5f4ffa110136a796f55a68beedb479b07189f7
+size 5023

src/data_loading.py

@@ -130,7 +130,7 @@ def create_features(
     feature_scaler = joblib.load(f"scalers/feature_scaler_{target_particle}.joblib")
 
     # Fit the scalers on the training data
-    X_scaled = feature_scaler.fit_transform(x)
+    X_scaled = feature_scaler.transform(x)
 
     # Convert scaled data back to DataFrame for consistency
     X_scaled = pd.DataFrame(

test.ipynb

@@ -0,0 +1,694 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/mihkelmariuszjezierski/anaconda3/envs/ml-industry/lib/python3.12/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from .autonotebook import tqdm as notebook_tqdm\n"
+     ]
+    }
+   ],
+   "source": [
+    "from src.models_loading import run_model\n",
+    "from data_api_calls import get_data\n",
+    "import pandas as pd\n",
+    "from past_data_api_calls import get_past_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from src.data_loading import create_features"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = get_data()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = pd.read_csv(\"dataset.csv\")\n",
+    "target_particle = \"O3\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>NO2</th>\n",
+       "      <th>O3</th>\n",
+       "      <th>wind_speed</th>\n",
+       "      <th>mean_temp</th>\n",
+       "      <th>global_radiation</th>\n",
+       "      <th>percipitation</th>\n",
+       "      <th>pressure</th>\n",
+       "      <th>minimum_visibility</th>\n",
+       "      <th>humidity</th>\n",
+       "      <th>weekday</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2024-10-16</td>\n",
+       "      <td>22.602712</td>\n",
+       "      <td>22.881288</td>\n",
+       "      <td>61</td>\n",
+       "      <td>151</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10103</td>\n",
+       "      <td>358</td>\n",
+       "      <td>82</td>\n",
+       "      <td>Wednesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2024-10-17</td>\n",
+       "      <td>23.104327</td>\n",
+       "      <td>23.038638</td>\n",
+       "      <td>51</td>\n",
+       "      <td>169</td>\n",
+       "      <td>43</td>\n",
+       "      <td>6</td>\n",
+       "      <td>10100</td>\n",
+       "      <td>371</td>\n",
+       "      <td>86</td>\n",
+       "      <td>Thursday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2024-10-18</td>\n",
+       "      <td>23.682857</td>\n",
+       "      <td>23.716611</td>\n",
+       "      <td>21</td>\n",
+       "      <td>156</td>\n",
+       "      <td>42</td>\n",
+       "      <td>39</td>\n",
+       "      <td>10140</td>\n",
+       "      <td>64</td>\n",
+       "      <td>97</td>\n",
+       "      <td>Friday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2024-10-19</td>\n",
+       "      <td>24.532039</td>\n",
+       "      <td>23.604723</td>\n",
+       "      <td>43</td>\n",
+       "      <td>147</td>\n",
+       "      <td>43</td>\n",
+       "      <td>28</td>\n",
+       "      <td>10140</td>\n",
+       "      <td>236</td>\n",
+       "      <td>92</td>\n",
+       "      <td>Saturday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2024-10-20</td>\n",
+       "      <td>23.019102</td>\n",
+       "      <td>24.173377</td>\n",
+       "      <td>68</td>\n",
+       "      <td>145</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10160</td>\n",
+       "      <td>241</td>\n",
+       "      <td>82</td>\n",
+       "      <td>Sunday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2024-10-21</td>\n",
+       "      <td>21.275629</td>\n",
+       "      <td>25.058736</td>\n",
+       "      <td>58</td>\n",
+       "      <td>144</td>\n",
+       "      <td>27</td>\n",
+       "      <td>43</td>\n",
+       "      <td>10206</td>\n",
+       "      <td>220</td>\n",
+       "      <td>92</td>\n",
+       "      <td>Monday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2024-10-22</td>\n",
+       "      <td>22.334375</td>\n",
+       "      <td>24.594219</td>\n",
+       "      <td>76</td>\n",
+       "      <td>123</td>\n",
+       "      <td>57</td>\n",
+       "      <td>12</td>\n",
+       "      <td>10265</td>\n",
+       "      <td>100</td>\n",
+       "      <td>87</td>\n",
+       "      <td>Tuesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2024-10-23</td>\n",
+       "      <td>24.261733</td>\n",
+       "      <td>23.560000</td>\n",
+       "      <td>31</td>\n",
+       "      <td>115</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10328</td>\n",
+       "      <td>105</td>\n",
+       "      <td>95</td>\n",
+       "      <td>Wednesday</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         date        NO2         O3  wind_speed  mean_temp  global_radiation  \\\n",
+       "0  2024-10-16  22.602712  22.881288          61        151                40   \n",
+       "1  2024-10-17  23.104327  23.038638          51        169                43   \n",
+       "2  2024-10-18  23.682857  23.716611          21        156                42   \n",
+       "3  2024-10-19  24.532039  23.604723          43        147                43   \n",
+       "4  2024-10-20  23.019102  24.173377          68        145                 0   \n",
+       "5  2024-10-21  21.275629  25.058736          58        144                27   \n",
+       "6  2024-10-22  22.334375  24.594219          76        123                57   \n",
+       "7  2024-10-23  24.261733  23.560000          31        115                 7   \n",
+       "\n",
+       "   percipitation  pressure  minimum_visibility  humidity    weekday  \n",
+       "0              0     10103                 358        82  Wednesday  \n",
+       "1              6     10100                 371        86   Thursday  \n",
+       "2             39     10140                  64        97     Friday  \n",
+       "3             28     10140                 236        92   Saturday  \n",
+       "4              0     10160                 241        82     Sunday  \n",
+       "5             43     10206                 220        92     Monday  \n",
+       "6             12     10265                 100        87    Tuesday  \n",
+       "7              0     10328                 105        95  Wednesday  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of rows with missing values dropped: 7\n"
+     ]
+    }
+   ],
+   "source": [
+    "input_data = create_features(\n",
+    "    data=data,\n",
+    "    target_particle=target_particle,\n",
+    "    lag_days=7,\n",
+    "    sma_days=7,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>NO2</th>\n",
+       "      <th>O3</th>\n",
+       "      <th>wind_speed</th>\n",
+       "      <th>mean_temp</th>\n",
+       "      <th>global_radiation</th>\n",
+       "      <th>percipitation</th>\n",
+       "      <th>pressure</th>\n",
+       "      <th>minimum_visibility</th>\n",
+       "      <th>humidity</th>\n",
+       "      <th>weekday_sin</th>\n",
+       "      <th>...</th>\n",
+       "      <th>O3_last_year_4_days_before</th>\n",
+       "      <th>NO2_last_year_4_days_before</th>\n",
+       "      <th>O3_last_year_5_days_before</th>\n",
+       "      <th>NO2_last_year_5_days_before</th>\n",
+       "      <th>O3_last_year_6_days_before</th>\n",
+       "      <th>NO2_last_year_6_days_before</th>\n",
+       "      <th>O3_last_year_7_days_before</th>\n",
+       "      <th>NO2_last_year_7_days_before</th>\n",
+       "      <th>O3_last_year_3_days_after</th>\n",
+       "      <th>NO2_last_year_3_days_after</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-0.126371</td>\n",
+       "      <td>-0.855455</td>\n",
+       "      <td>-0.206181</td>\n",
+       "      <td>0.082314</td>\n",
+       "      <td>-1.330268</td>\n",
+       "      <td>-0.493936</td>\n",
+       "      <td>1.783274</td>\n",
+       "      <td>2.813837</td>\n",
+       "      <td>1.547919</td>\n",
+       "      <td>1.37753</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-1.036205</td>\n",
+       "      <td>-0.802392</td>\n",
+       "      <td>-0.883032</td>\n",
+       "      <td>-0.968984</td>\n",
+       "      <td>0.333776</td>\n",
+       "      <td>-1.446199</td>\n",
+       "      <td>-1.180992</td>\n",
+       "      <td>-0.54567</td>\n",
+       "      <td>-1.15814</td>\n",
+       "      <td>-0.358079</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1 rows × 87 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        NO2        O3  wind_speed  mean_temp  global_radiation  percipitation  \\\n",
+       "0 -0.126371 -0.855455   -0.206181   0.082314         -1.330268      -0.493936   \n",
+       "\n",
+       "   pressure  minimum_visibility  humidity  weekday_sin  ...  \\\n",
+       "0  1.783274            2.813837  1.547919      1.37753  ...   \n",
+       "\n",
+       "   O3_last_year_4_days_before  NO2_last_year_4_days_before  \\\n",
+       "0                   -1.036205                    -0.802392   \n",
+       "\n",
+       "   O3_last_year_5_days_before  NO2_last_year_5_days_before  \\\n",
+       "0                   -0.883032                    -0.968984   \n",
+       "\n",
+       "   O3_last_year_6_days_before  NO2_last_year_6_days_before  \\\n",
+       "0                    0.333776                    -1.446199   \n",
+       "\n",
+       "   O3_last_year_7_days_before  NO2_last_year_7_days_before  \\\n",
+       "0                   -1.180992                     -0.54567   \n",
+       "\n",
+       "   O3_last_year_3_days_after  NO2_last_year_3_days_after  \n",
+       "0                   -1.15814                   -0.358079  \n",
+       "\n",
+       "[1 rows x 87 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "input_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#prediction = run_model(particle=\"O3\", data=df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>NO2</th>\n",
+       "      <th>O3</th>\n",
+       "      <th>wind_speed</th>\n",
+       "      <th>mean_temp</th>\n",
+       "      <th>global_radiation</th>\n",
+       "      <th>percipitation</th>\n",
+       "      <th>pressure</th>\n",
+       "      <th>minimum_visibility</th>\n",
+       "      <th>humidity</th>\n",
+       "      <th>weekday</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2023-10-16</td>\n",
+       "      <td>17.958784</td>\n",
+       "      <td>32.611400</td>\n",
+       "      <td>31</td>\n",
+       "      <td>90</td>\n",
+       "      <td>68</td>\n",
+       "      <td>9</td>\n",
+       "      <td>1022</td>\n",
+       "      <td>348</td>\n",
+       "      <td>88</td>\n",
+       "      <td>Monday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2023-10-17</td>\n",
+       "      <td>10.842703</td>\n",
+       "      <td>39.812600</td>\n",
+       "      <td>61</td>\n",
+       "      <td>85</td>\n",
+       "      <td>75</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1019</td>\n",
+       "      <td>348</td>\n",
+       "      <td>84</td>\n",
+       "      <td>Tuesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2023-10-18</td>\n",
+       "      <td>17.970267</td>\n",
+       "      <td>31.779024</td>\n",
+       "      <td>71</td>\n",
+       "      <td>90</td>\n",
+       "      <td>71</td>\n",
+       "      <td>23</td>\n",
+       "      <td>1006</td>\n",
+       "      <td>238</td>\n",
+       "      <td>77</td>\n",
+       "      <td>Wednesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2023-10-19</td>\n",
+       "      <td>17.233056</td>\n",
+       "      <td>18.715600</td>\n",
+       "      <td>61</td>\n",
+       "      <td>145</td>\n",
+       "      <td>39</td>\n",
+       "      <td>114</td>\n",
+       "      <td>990</td>\n",
+       "      <td>212</td>\n",
+       "      <td>94</td>\n",
+       "      <td>Thursday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2023-10-20</td>\n",
+       "      <td>15.023600</td>\n",
+       "      <td>22.040000</td>\n",
+       "      <td>71</td>\n",
+       "      <td>119</td>\n",
+       "      <td>7</td>\n",
+       "      <td>204</td>\n",
+       "      <td>981</td>\n",
+       "      <td>104</td>\n",
+       "      <td>97</td>\n",
+       "      <td>Friday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2023-10-21</td>\n",
+       "      <td>8.723378</td>\n",
+       "      <td>48.334400</td>\n",
+       "      <td>61</td>\n",
+       "      <td>131</td>\n",
+       "      <td>39</td>\n",
+       "      <td>35</td>\n",
+       "      <td>989</td>\n",
+       "      <td>277</td>\n",
+       "      <td>88</td>\n",
+       "      <td>Saturday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2023-10-22</td>\n",
+       "      <td>20.634267</td>\n",
+       "      <td>15.586000</td>\n",
+       "      <td>71</td>\n",
+       "      <td>121</td>\n",
+       "      <td>55</td>\n",
+       "      <td>39</td>\n",
+       "      <td>1003</td>\n",
+       "      <td>323</td>\n",
+       "      <td>87</td>\n",
+       "      <td>Sunday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2023-10-23</td>\n",
+       "      <td>15.115600</td>\n",
+       "      <td>24.628085</td>\n",
+       "      <td>50</td>\n",
+       "      <td>99</td>\n",
+       "      <td>43</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1011</td>\n",
+       "      <td>59</td>\n",
+       "      <td>95</td>\n",
+       "      <td>Monday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2023-10-24</td>\n",
+       "      <td>22.885676</td>\n",
+       "      <td>27.117600</td>\n",
+       "      <td>61</td>\n",
+       "      <td>116</td>\n",
+       "      <td>32</td>\n",
+       "      <td>65</td>\n",
+       "      <td>1001</td>\n",
+       "      <td>231</td>\n",
+       "      <td>92</td>\n",
+       "      <td>Tuesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2023-10-25</td>\n",
+       "      <td>21.531757</td>\n",
+       "      <td>13.321600</td>\n",
+       "      <td>50</td>\n",
+       "      <td>93</td>\n",
+       "      <td>14</td>\n",
+       "      <td>153</td>\n",
+       "      <td>996</td>\n",
+       "      <td>157</td>\n",
+       "      <td>96</td>\n",
+       "      <td>Wednesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2023-10-26</td>\n",
+       "      <td>23.072267</td>\n",
+       "      <td>16.154167</td>\n",
+       "      <td>31</td>\n",
+       "      <td>94</td>\n",
+       "      <td>36</td>\n",
+       "      <td>1</td>\n",
+       "      <td>995</td>\n",
+       "      <td>48</td>\n",
+       "      <td>97</td>\n",
+       "      <td>Thursday</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         date        NO2         O3  wind_speed  mean_temp  global_radiation  \\\n",
+       "0  2023-10-16  17.958784  32.611400          31         90                68   \n",
+       "1  2023-10-17  10.842703  39.812600          61         85                75   \n",
+       "2  2023-10-18  17.970267  31.779024          71         90                71   \n",
+       "3  2023-10-19  17.233056  18.715600          61        145                39   \n",
+       "4  2023-10-20  15.023600  22.040000          71        119                 7   \n",
+       "5  2023-10-21   8.723378  48.334400          61        131                39   \n",
+       "6  2023-10-22  20.634267  15.586000          71        121                55   \n",
+       "7  2023-10-23  15.115600  24.628085          50         99                43   \n",
+       "8  2023-10-24  22.885676  27.117600          61        116                32   \n",
+       "9  2023-10-25  21.531757  13.321600          50         93                14   \n",
+       "10 2023-10-26  23.072267  16.154167          31         94                36   \n",
+       "\n",
+       "    percipitation  pressure  minimum_visibility  humidity    weekday  \n",
+       "0               9      1022                 348        88     Monday  \n",
+       "1               0      1019                 348        84    Tuesday  \n",
+       "2              23      1006                 238        77  Wednesday  \n",
+       "3             114       990                 212        94   Thursday  \n",
+       "4             204       981                 104        97     Friday  \n",
+       "5              35       989                 277        88   Saturday  \n",
+       "6              39      1003                 323        87     Sunday  \n",
+       "7               5      1011                  59        95     Monday  \n",
+       "8              65      1001                 231        92    Tuesday  \n",
+       "9             153       996                 157        96  Wednesday  \n",
+       "10              1       995                  48        97   Thursday  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "get_past_data()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-10-23 19:40:20.321 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n",
+      "2024-10-23 19:40:20.322 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n",
+      "2024-10-23 19:40:20.323 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of rows with missing values dropped: 7\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-10-23 19:40:34.183 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n",
+      "2024-10-23 19:40:34.184 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n"
+     ]
+    }
+   ],
+   "source": [
+    "prediction=run_model(particle=target_particle, data=data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[19.90814701,  8.8039613 , 26.57711386]])"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "prediction"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "ml-industry",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

test.py

@@ -0,0 +1,3 @@
+from models_loading import run_model
+
+