50 % done until water time prediction

ProjectFiles/applibs/README.txt

+Add Your Custom Modules Here.
+
+If you have a module named module_name.py in
+libs/applibs dir. You can call it directly in your
+uix dir via:
+`import module_name` instead of `from libs.applibs import module`
\ No newline at end of file

ProjectFiles/applibs/utils.py

+import os
+
+from main_imports import Builder
+
+
+def load_kv(file_name, file_path=os.path.join("ProjectFiles", "uix", "kv")):
+    """
+    `load_kv` func is used to load a .kv file.
+    args that you can pass:
+        * `file_name`: Name of the kv file.
+        * `file_path`: Path to the kv file, it defaults
+                       to `project_name/libs/kv`.
+
+    Q: Why a custom `load_kv`?
+    A: To avoid some encoding errors.
+    """
+    with open(os.path.join(file_path, file_name), encoding="utf-8") as kv:
+        Builder.load_string(kv.read())

ProjectFiles/uix/baseclass/Water_filling.py

+from main_imports import MDScreen
+from ProjectFiles.applibs import utils
+import warnings
+import pandas as pd
+from sklearn import metrics
+from sklearn.model_selection import train_test_split
+from sklearn.tree import export_graphviz
+from six import StringIO
+import pydotplus
+from sklearn.tree import DecisionTreeClassifier
+
+warnings.filterwarnings('ignore')
+utils.load_kv("Water_filling.kv")
+
+
+class Water_filling_Screen(MDScreen):
+
+
+
+    def btnA(self):
+        import pandas as pd
+        import warnings
+        from tqdm import tqdm
+        from time import sleep
+        warnings.filterwarnings('ignore')
+        from sklearn.model_selection import train_test_split
+        from sklearn.ensemble import RandomForestClassifier
+        from sklearn.metrics import accuracy_score
+        import matplotlib.pyplot as plt
+        import seaborn as sns
+
+        WaterData_Load = pd.read_csv("WaterData/DataSet.csv")
+        WaterData_Load = WaterData_Load.head()
+        print(WaterData_Load)
+
+        X = WaterData_Load[['Temperature', 'Humidity', 'Rainfall_Forcasting', 'Water_level', 'Light']]
+        y = WaterData_Load['Filling_Time_Minutes']
+
+        # Train Test split DataSet for ML
+        X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.20)
+
+        #  Fitting RandomForestClassifier
+        rf = RandomForestClassifier()
+        rf.fit(X_train, y_train)
+
+        # Dataload
+        for i in tqdm(range(5)):
+            sleep(0.4)
+
+        Rainfall_Forcasting = WaterData_Load["Rainfall_Forcasting"].mean()
+        Water_level = WaterData_Load["Water_level"].mean()
+        Light = WaterData_Load["Light"].mean()
+
+        # ML prediction
+        Temperature = self.txt3.text
+        Humidity = self.txt4.text
+        new_input = [[Temperature, Humidity, Rainfall_Forcasting, Water_level, Light]]
+        pred = rf.predict(new_input)
+        print(int(pred))
+
+        feature_imp = pd.Series(rf.feature_importances_, index=WaterData_Load['Filling_Time_Minutes']).sort_values(
+            ascending=False)
+        sns.barplot(x=feature_imp, y=feature_imp.index)
+        # Add labels to your graph
+        plt.xlabel('Feature Importance')
+        plt.ylabel('Features')
+        plt.title("Visualizing Important Features")
+        plt.legend()
+
+        # Accurac Level
+        Y_pred_rf = rf.predict(X_test)
+        current_accuracy = round(accuracy_score(Y_pred_rf, y_test) * 100, 2)
+        print(current_accuracy)
+
+
+        self.l1.text = str(pred[0]) + str(" ") + str("Minutes")
+
+    pass

ProjectFiles/uix/baseclass/login.py

+from main_imports import MDScreen
+from ProjectFiles.applibs import utils
+
+utils.load_kv("login.kv")
+
+import mysql.connector
+
+
+class Login_Screen(MDScreen):
+
+
+    def LoginButton(self):
+        email = format(self.txt1.text)
+        password = format(self.txt2.text)
+        try:
+            connection = mysql.connector.connect(host='localhost',
+                                                 database='SystemUser',
+                                                 user='root',
+                                                 password='')
+            cursor = connection.cursor()
+
+            sql_select_query = "SELECT * FROM People WHERE email = '" + email + "' AND password = '" + password + "'"
+            cursor.execute(sql_select_query)
+            cursor.fetchall()
+            rowcount = cursor.rowcount
+            if rowcount > 0:
+               self.parent.current = "Water_filling"
+            else:
+
+
+                self.l1.text = "Login  Invalid"
+
+
+
+        finally:
+            if connection.is_connected():
+                connection.close()
+
+    def ClearButton(self):
+        self.txt1.text = ""
+        self.txt2.text = ""
+        self.l1.text = ""
+
+
+    pass
+
+
+
+
+

ProjectFiles/uix/baseclass/root.py

+from kivy.core.window import Window
+
+from main_imports import ScreenManager
+from ProjectFiles.applibs import utils
+
+utils.load_kv("root.kv")
+
+class Root(ScreenManager):
+    def __init__(self, **kwargs):
+        super(Root, self).__init__(**kwargs)
+        Window.bind(on_keyboard=self._key_handler)
+        self.screen_list = list() #this list have all screen that user switched
+    
+    def _key_handler(self, instance, key, *args):
+        
+        if key is 27:
+            #in Desktop this key 27 is Esc and in Phone it's Back btn
+            self.previous_screen()
+            return True
+    
+    def previous_screen(self):
+        """
+        Switch to previous screen last screen in screen_list
+        """
+        last_screen=self.screen_list.pop()
+        if last_screen == "home" or last_screen == "login":
+            exit()
+        print(self.screen_list)
+        self.transition.direction = "left"
+        self.current = self.screen_list[len(self.screen_list)-1]
+        
+        
+    
+    
+    def change_screen(self,name):
+        """
+        Switch Screen using screen name and 
+        """
+        self.current = name 
+        if name not in self.screen_list:
+            self.screen_list.append(self.current)
+        else:
+            self.screen_list.remove(name)
+            self.screen_list.append(self.current)
+        
+        print(self.screen_list)
+
+#        if name == "home":
+            # MDBottomNavigation not resize there tabs when app stat in android 
+            # to resize when switch to home screen 
+#            self.get_screen(name).ids.android_tabs.on_resize()
\ No newline at end of file

ProjectFiles/uix/baseclass/ui_class.py

+from main_imports import BoxLayout
+from ProjectFiles.applibs import utils
+
+
+utils.load_kv("ui_class.kv")
+
+class OneLineTextDialog(BoxLayout):
+    
+    def input_text(self):
+        return self.ids.dialog_text.text

ProjectFiles/uix/baseclass/verification.py

+from main_imports import MDScreen
+from ProjectFiles.applibs import utils
+
+utils.load_kv("verification.kv")
+
+class Verification_Screen(MDScreen):
+    pass
\ No newline at end of file

ProjectFiles/uix/kv/Water_filling.kv

+<Water_filling_Screen>:
+    name: "Water_filling"
+
+    txt3:txt3
+    txt4:txt4
+    l1:l1
+    l2:l2
+    l3:l3
+
+
+    MDToolbar:
+        title: "FILLING TIME PREDICTION"
+        size_hint: 1,.08
+        elevation: 5
+        pos_hint: {"center_y": .95}
+
+
+    MDToolbar:
+        title: app.APP_NAME
+        size_hint: 1,.08
+        elevation: 5
+        font_size: 20
+        color: 0,100,0
+        pos_hint: {"center_y": .95}
+
+
+
+
+    MDToolbar:
+        size_hint: 1,.08
+        elevation: 5
+
+        canvas.before:
+            Color:
+                rgba: (1, 1, 1, 1)
+            Rectangle:
+                source:'assets//img//bk.jpg'
+                size: 500, 500
+                pos: self.pos
+
+    Image:
+        source: "assets//img//2022.png"
+        id: avatar_image
+        size_hint: 1, 1
+        pos_hint: {"center_x":0.5, "center_y":0.78}
+
+
+
+    MDIconButton:
+        icon: "home"
+        text_color: "white"
+        theme_text_color: "Custom"
+        pos_hint: {"center_x": 0.1}
+        pos_hint: {"center_x": 0.50}
+        user_font_size: "35sp"
+        on_release: app.screen_manager.change_screen("login")
+
+
+
+
+    GridLayout:
+        cols: 2
+        padding : 30,30
+        spacing: 20, 20
+        row_default_height: '30dp'
+
+    MDLabel:
+        text: "WATER FILLING TIME PREDICTION"
+        halign: "center"
+        pos_hint: {"center_x":0.5, "center_y":0.58}
+        font_style: "H6"
+        color: 223, 55, 19
+        background_color: (1.0, 0.0, 0.0, 1.0)
+
+    MDTextField:
+        hint_text: "Enter Temperature"
+        id: txt3
+        pos_hint: {"center_x":0.5, "center_y":0.50}
+        size_hint: .75,0.08
+        # mode: "rectangle"
+    
+    MDTextField:
+        hint_text: "Enter Humidity"
+        id: txt4
+        pos_hint: {"center_x":0.5, "center_y":0.41}
+        size_hint: .75,0.08
+        # mode: "rectangle"
+
+
+    MDFillRoundFlatButton:
+        text: "PREDICT TIME"
+        pos_hint: {"center_x": 0.5, "center_y":0.33}
+        size_hint: .7,0.05
+        on_release:
+            root.btnA()
+
+
+
+    MDLabel:
+        text: ""
+        halign: "center"
+        pos_hint: {"center_y":.20}
+        font_style: "Subtitle2"
+        id: l1
+        color: 223, 55, 19
+        background_color: (1.0, 0.0, 0.0, 1.0)
+
+    MDLabel:
+        text: ""
+        halign: "center"
+        pos_hint: {"center_y":.0}
+        font_style: "Subtitle2"
+        id: l2
+        color: 223, 55, 19
+        background_color: (1.0, 0.0, 0.0, 1.0)
+
+
+
+    MDLabel:
+        text: ""
+        halign: "center"
+        pos_hint: {"center_y":.0}
+        font_style: "Subtitle2"
+        id: l3
+        color: 223, 55, 19
+        background_color: (1.0, 0.0, 0.0, 1.0)
+
+

ProjectFiles/uix/kv/login.kv

+<Login_Screen>:
+    name: "login"
+    txt1:txt1
+    txt2:txt2
+    l1:l1
+    l2:l2
+
+
+
+
+    MDToolbar:
+        title: app.APP_NAME
+        size_hint: 1,.08
+        elevation: 5
+        font_size: 20
+        color: 0,100,0
+        pos_hint: {"center_y": .95}
+
+
+
+
+    MDToolbar:
+        size_hint: 1,.08
+        elevation: 5
+
+        canvas.before:
+            Color:
+                rgba: (1, 1, 1, 1)
+            Rectangle:
+                source:'assets//img//bk.jpg'
+                size: 500, 500
+                pos: self.pos
+
+
+    Image:
+        source: "assets//img//2022.png"
+        id: avatar_image
+        size_hint: 1, 1
+        pos_hint: {"center_x":0.5, "center_y":0.78}
+
+
+
+
+
+
+    MDLabel:
+        text: "USER LOGIN"
+        halign: "center"
+        pos_hint: {"center_y":.55}
+        font_style: "Subtitle2"
+        font_size: 20
+        color: 0,100,0
+
+    MDTextField:
+        hint_text: "Username"
+        id: txt1
+        pos_hint: {"center_x": 0.5, "center_y": 0.46}
+        size_hint: .75,0.085
+        # mode: "rectangle"
+
+    MDTextField:
+        hint_text: "Password"
+        id: txt2
+        pos_hint: {"center_x":0.5, "center_y":0.38}
+        size_hint: .75,0.085
+        password: True
+        # mode: "rectangle"
+
+
+    MDLabel:
+        text: ""
+        halign: "center"
+        pos_hint: {"center_y":.30}
+        font_style: "Subtitle2"
+        id: l1
+        color: 1,0,1,1
+
+
+    MDLabel:
+        text: ""
+        halign: "center"
+        pos_hint: {"center_y":.35}
+        font_style: "Subtitle2"
+        id: l2
+        color: 1,0,1,1
+
+
+    MDFillRoundFlatButton:
+        text: "LOGIN"
+        pos_hint: {"center_x": 0.2, "center_y":0.24}
+        size_hint: .11,0.05
+        on_release:
+            root.LoginButton()
+
+
+
+    MDFillRoundFlatButton:
+        text: "Clear"
+        pos_hint: {"center_x": 0.8, "center_y":0.24}
+        size_hint: .11,0.05
+        on_release:
+            root.ClearButton()
+

ProjectFiles/uix/kv/root.kv

+<Root>:
+    
\ No newline at end of file

ProjectFiles/uix/kv/ui_class.kv

+<OneLineTextDialog>
+    orientation: "vertical"
+    spacing: "6dp"
+    size_hint_y: None
+    height: "60dp"
+
+    MDTextField:
+        id:dialog_text
+        # Enter text in textfiled
\ No newline at end of file

ProjectFiles/uix/kv/verification.kv

+<Verification_Screen>:
+    name: "verification"
+    MDLabel:
+        text: app.APP_NAME
+        halign: "center"
+        pos_hint: {"center_y": .8}
+        font_style: "H3"
+    
+    MDLabel:
+        text: "Account verification"
+        halign: "center"
+        pos_hint: {"center_y":.73}
+        font_style: "Subtitle2"
+    
+    MDLabel:
+        text: "We've sent a verification code to your email."
+        halign: "center"
+        pos_hint: {"center_y":.67}
+        font_style: "Body2"
+        
+    MDTextField:
+        hint_text: "Enter your verification Code"
+        pos_hint: {"center_x": 0.5, "center_y": 0.6}
+        size_hint: .75,0.08
+        max_text_length: 6
+        # mode: "rectangle"
+
+    MDRaisedButton:
+        text: "Submit"
+        pos_hint: {"center_x": 0.5, "center_y":0.52}
+        size_hint: .7,0.05
+    
+    MDTextButton:
+        text: "Resend code"
+        pos_hint: {"center_x": 0.5, "center_y":0.45}
+        on_release: app.screen_manager.change_screen("verification")
+
+    MDLabel:
+        text: "Never share your verification code to anyone."
+        halign: "center"
+        pos_hint: {"center_y":.4}
+        font_style: "Caption"
+
+    MDLabel:
+        text: f"[font=Icons] {md_icons['copyright']}[/font]  [font=Roboto]{app.COMPANY_NAME}  [/font]"
+        markup: True
+        halign: "center"
+        pos_hint: {"center_y":0.05}
+        
+        
+        
\ No newline at end of file

WaterData/DataSet.csv

+Temperature,Humidity,Rainfall_Forcasting,Water_level,Light,Filling_Time_Minutes
+28,29,27,0.5,26,60
+28,29,27,0.5,26,60
+28,29,27,0.5,26,60
+32,28,29,0.7,31,45
+32,28,29,0.7,31,45
+32,28,29,0.7,31,45
+32,28,29,0.7,31,45
+33,28,28,0.9,32,15
+33,28,28,0.9,32,15
+33,28,28,0.9,32,15

Water_Filling_Time_Prediction.py

+import pandas as pd
+import warnings
+from tqdm import tqdm
+from time import sleep
+warnings.filterwarnings('ignore')
+from sklearn.model_selection import train_test_split
+from sklearn.ensemble import RandomForestClassifier
+from sklearn.metrics import accuracy_score
+import matplotlib.pyplot as plt
+import seaborn as sns
+
+
+WaterData_Load = pd.read_csv("WaterData/DataSet.csv")
+WaterData_Load = WaterData_Load.head()
+print(WaterData_Load)
+
+X = WaterData_Load[['Temperature', 'Humidity', 'Rainfall_Forcasting', 'Water_level', 'Light']]
+y = WaterData_Load['Filling_Time_Minutes']
+
+# Train Test split DataSet for ML
+X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.20)
+
+#  Fitting RandomForestClassifier
+rf = RandomForestClassifier()
+rf.fit(X_train, y_train)
+
+# Dataload
+for i in tqdm(range(5)):
+    sleep(0.4)
+
+# ML prediction
+
+
+Rainfall_Forcasting = WaterData_Load["Rainfall_Forcasting"].mean()
+Water_level = WaterData_Load["Water_level"].mean()
+Light = WaterData_Load["Light"].mean()
+new_input = [[28, 29, Rainfall_Forcasting, Water_level, Light]]
+pred = rf.predict(new_input)
+print(int(pred))
+
+
+feature_imp = pd.Series(rf.feature_importances_,index= WaterData_Load['Filling_Time_Minutes']).sort_values(ascending=False)
+sns.barplot(x=feature_imp, y=feature_imp.index)
+# Add labels to your graph
+plt.xlabel('Feature Importance')
+plt.ylabel('Features')
+plt.title("Visualizing Important Features")
+plt.legend()
+
+# Accurac Level
+Y_pred_rf = rf.predict(X_test)
+current_accuracy = round(accuracy_score(Y_pred_rf, y_test) * 100, 2)
+print(current_accuracy)
+
+

main.py

+#--[Start platform specific code]
+"""This code to detect it's Android or not 
+if it's not android than app window size change in android phone size"""
+from kivy.utils import platform
+
+if platform != 'android':
+    from kivy.config import Config
+    Config.set("graphics","width",360)
+    Config.set("graphics","height",740)
+    Config.set('graphics', 'borderless', 'True')
+#--[End platform specific code]
+
+#--[Start Soft_Keyboard code ]Config
+"""code for android keyboard. when in android keyboard show textbox 
+automatic go to top of keyboard so user can see when he type msg"""
+from kivy.core.window import Window
+
+Window.keyboard_anim_args = {"d":.2,"t":"linear"}
+Window.softinput_mode = "below_target"
+#--[End Soft_Keyboard code ]
+
+from ProjectFiles.uix.baseclass.login import Login_Screen
+from ProjectFiles.uix.baseclass.root import Root
+from ProjectFiles.uix.baseclass.Water_filling import Water_filling_Screen
+
+
+from ProjectFiles.uix.baseclass.verification import Verification_Screen
+from main_imports import ImageLeftWidget, MDApp, TwoLineAvatarListItem
+
+
+class HamsterApp(MDApp):
+    """
+    Hamster App start from here this class is root of app.
+    in kivy (.kv) file when use app.method_name app is start from here
+    """
+
+    def __init__(self, **kwargs):
+        super(HamsterApp, self).__init__(**kwargs)
+        
+        self.APP_NAME = "SMART FARMING"
+        self.COMPANY_NAME = "2022"
+        
+
+    
+    def all_chats(self):
+        # self.change_screen("profile")
+        twolineW= TwoLineAvatarListItem(text=f"DIABETES IDENTIFICATION WITH ML",
+            secondary_text="@username",
+            on_touch_up=self.chat_room)
+
+        twolineW.add_widget(ImageLeftWidget(source="assets//img//hamster_icon.png"))
+        self.screen_manager.get_screen("login").ids.chat_tab.add_widget(twolineW)
+
+    def build(self):
+        self.theme_cls.primary_palette = "LightGreen"
+        self.theme_cls.primary_hue = "500"
+        self.theme_cls.accent_palette = "LightGreen"
+        self.theme_cls.accent_hue = "500"
+        self.theme_cls.theme_style = "Light"
+    
+        self.screen_manager = Root()
+        self.screen_manager.add_widget(Login_Screen())
+        self.screen_manager.add_widget(Water_filling_Screen())
+        self.screen_manager.add_widget(Verification_Screen())
+        return self.screen_manager
+    
+    def on_start(self):
+        self.screen_manager.change_screen("Water_filling")
+
+if __name__ == "__main__":
+    HamsterApp().run() 

main_imports.py

+"""
+IMPORT all modules here that use in this app.
+
+"""
+
+
+#--[Start UI Imports]
+"""All imports for UI here Kivy,KivyMD or etc that help in UI"""
+from kivy.lang import Builder
+from kivy.uix.boxlayout import BoxLayout
+from kivy.uix.floatlayout import FloatLayout
+from kivy.uix.screenmanager import ScreenManager
+from kivymd.app import MDApp
+from kivymd.uix.bottomsheet import MDGridBottomSheet
+from kivymd.uix.button import MDFlatButton
+from kivymd.uix.card import MDCard, MDSeparator
+from kivymd.uix.dialog import MDDialog
+from kivymd.uix.label import MDLabel
+from kivymd.uix.list import ImageLeftWidget, TwoLineAvatarListItem
+from kivymd.uix.screen import MDScreen
+from kivymd.uix.tab import MDTabsBase
+from kivymd.uix.textfield import MDTextField
+
+from ProjectFiles.uix.baseclass.ui_class import OneLineTextDialog
+
+#--[End UI Imports]
+
+
+#--[Start Non UI Imports]
+"""All imports that use in application """
+
+#--[End Non UI Imports]
\ No newline at end of file