Merge pull request #18 from IRUSlan92I/debug

Debug

Background.py

@@ -28,6 +28,7 @@ class Background():
     for image in backgroundImages:
         image.set_colorkey((255,0,255))
 
+
     def __init__(self, mainGameClass):
         pygame.sprite.Sprite.__init__(self)
 

Cloud.py

@@ -5,24 +5,93 @@ Cloud entity class
 
 import pygame
 import random
+import os
 
 
 class Cloud(pygame.sprite.Sprite):
+    imgDir = os.path.join(os.path.dirname(__file__), 'data')
+    cloudImage = pygame.image.load(
+        os.path.join(imgDir, 'cloud.png')
+    )#.convert()
+    images = (
+        pygame.transform.scale(
+            cloudImage.subsurface((0, 0, 128, 32)), (512, 128)
+        ),
+        pygame.transform.scale(
+            cloudImage.subsurface((128, 0, 128, 32)), (512, 128)
+        ),
+        pygame.transform.scale(
+            cloudImage.subsurface((256, 0, 128, 32)), (512, 128)
+        ),
+        pygame.transform.scale(
+            cloudImage.subsurface((0, 32, 128, 32)), (512, 128)
+        ),
+        pygame.transform.scale(
+            cloudImage.subsurface((128, 32, 128, 32)), (512, 128)
+        ),
+        pygame.transform.scale(
+            cloudImage.subsurface((256, 32, 128, 32)), (512, 128)
+        ),
+        pygame.transform.scale(
+            cloudImage.subsurface((0, 64, 96, 32)), (384, 128)
+        ),
+        pygame.transform.scale(
+            cloudImage.subsurface((96, 64, 96, 32)), (384, 128)
+        ),
+        pygame.transform.scale(
+            cloudImage.subsurface((192, 64, 96, 32)), (384, 128)
+        ),
+        pygame.transform.scale(
+            cloudImage.subsurface((288, 64, 96, 32)), (384, 128)
+        ),
+        pygame.transform.scale(
+            cloudImage.subsurface((0, 96, 96, 32)), (384, 128)
+        ),
+        pygame.transform.scale(
+            cloudImage.subsurface((96, 96, 96, 32)), (384, 128)
+        ),
+        pygame.transform.scale(
+            cloudImage.subsurface((192, 96, 96, 32)), (384, 128)
+        ),
+        pygame.transform.scale(
+            cloudImage.subsurface((288, 96, 96, 32)), (384, 128)
+        ),
+        pygame.transform.scale(
+            cloudImage.subsurface((0, 128, 96, 32)), (384, 128)
+        ),
+        pygame.transform.scale(
+            cloudImage.subsurface((96, 128, 96, 32)), (384, 128)
+        ),
+        pygame.transform.scale(
+            cloudImage.subsurface((192, 128, 96, 32)), (384, 128)
+        ),
+        pygame.transform.scale(
+            cloudImage.subsurface((288, 128, 96, 32)), (384, 128)
+        ),
+    )
+    for image in images:
+        image.set_colorkey((255,0,255))
+
     def __init__(self, mainGameClass, cloudType):
         pygame.sprite.Sprite.__init__(self)
-        self.image = pygame.Surface((random.randint(150, 350),
-                                     random.randint(50, 150)))
 
-        color = 255 - 15 * (3-cloudType)
-        self.image.fill((color, color, color))
+        self.type = cloudType
+        self.mainGameClass = mainGameClass
+
+        self.image = Cloud.images[random.randint(0, len(Cloud.images)-1)]
+
+        # self.image = pygame.Surface((random.randint(128, 512),
+        #                              random.randint(32, 128)))
+
+        # color = 255 - 15 * (3-cloudType)
+        # self.image.fill((color, color, color))
 
         self.rect = self.image.get_rect()
         self.rect.center = (
-            mainGameClass.getScreenWidth() + self.rect.width,
-            mainGameClass.getScreenHeight()/2 - random.randint(100,
-                mainGameClass.getScreenHeight()/2-100) + 50*(2-cloudType)
+            self.mainGameClass.getScreenWidth() + self.rect.width,
+            self.mainGameClass.getScreenHeight()/2 - random.randint(100,
+                self.mainGameClass.getScreenHeight()/2-100) + 50*(2-cloudType)
         )
-        self.speed = cloudType*mainGameClass.getGameSpeed() / 6
 
         self.__doubleX = float(self.rect.x)
 
@@ -31,5 +100,5 @@ class Cloud(pygame.sprite.Sprite):
         if (self.rect.x < -self.rect.width):
             self.kill()
 
-        self.__doubleX -= self.speed
+        self.__doubleX -= self.type*self.mainGameClass.getGameSpeed() / 6
         self.rect.x = self.__doubleX

CollisionBox.py

@@ -17,8 +17,10 @@ class CollisionBox(pygame.sprite.Sprite):
         self.rect.x += self.offset[0]
         self.rect.y += self.offset[1]
 
+
     def setY(self, y):
         self.rect.y = y + self.offset[1]
 
+
     def setX(self, x):
         self.rect.x = x + self.offset[0]

Drakora.pyw

@@ -17,7 +17,6 @@ from Cloud import Cloud
 from Floor import Floor
 from EndSceen import EndSceen
 
-
 class Drakora():
     def getGameSpeed(self):
         return self.__gameSpeed
@@ -40,15 +39,15 @@ class Drakora():
 
 
     def speedUp(self):
-        self.__gameSpeed *= 2
+        self.__gameSpeed += 1.5
 
 
     def speedDown(self):
-        if self.__gameSpeed > 2: self.__gameSpeed /= 2
+        if self.__gameSpeed > 1.5: self.__gameSpeed -= 1.5
 
 
     def speedReset(self):
-        self.__gameSpeed = 2
+        self.__gameSpeed = 1.5
 
 
     def addScore(self, score):
@@ -58,6 +57,7 @@ class Drakora():
             self.speedUp()
             self.speedUpLabelCD = self.targetFps
 
+
     def getFont(self):
         return self.font
 
@@ -78,7 +78,7 @@ class Drakora():
 
         if self.player: self.player.kill()
 
-        self.player = Player()
+        self.player = Player(self)
         self.players.add(self.player)
 
         self.__score = 0
@@ -236,6 +236,7 @@ class Drakora():
         else:
             return 300
 
+
     def collideCheck(self):
         for enemy in self.enemies:
             if pygame.sprite.groupcollide(self.player.getCollisionBoxes(), enemy.getCollisionBoxes(), None, None):
@@ -247,13 +248,14 @@ class Drakora():
             self.player.rect.y += 1
             if not pygame.sprite.spritecollideany(self.player, self.floors):
                 self.player.isOnFloor = False
+            self.player.rect.y -= 1
         else:
             if pygame.sprite.spritecollideany(self.player, self.floors):
                 self.player.isOnFloor = True
 
         if self.player.isOnFloor:
             while pygame.sprite.spritecollideany(self.player, self.floors):
-                self.player.rect.y -= 1
+                self.player.moveDown(-0.1)
 
 
     def doCheats(self):
@@ -278,8 +280,6 @@ class Drakora():
 
 
     def logic(self):
-        self.player.updateSpeed(self.__gameSpeed)
-
         for event in pygame.event.get():
             self.player.control(event)
             self.endSceen.control(event)

EndSceen.py

@@ -1,11 +1,9 @@
 """
-Enemy entity class
+Endscreen class
 """
 
-import pickle
+
 import pygame
-import hashlib
-from cryptography.fernet import Fernet
 
 
 class EndSceen():
@@ -24,12 +22,23 @@ class EndSceen():
             mainGameClass.getFont(), 15
         )
 
-        key = b'Lh2b2rragfwD8QR4VU-V2TmSuio4yp-WbFwo4tcoyzs='
-        self.code = Fernet(key)
-
         self.game = mainGameClass
         self.saveFileName = 'leaders.lb'
 
+        self.maxNumberNameLetters = 13
+        self.fstr = ' {0:3d} {1:^'+str(self.maxNumberNameLetters)+'} {2:6d} {3:8.2f} ';
+
+
+    def getScorePosition(self, score):
+        counter = 1
+        for i in self.sortedDataByScores:
+            if i[1][1] < score:
+                return counter
+            else:
+                counter += 1
+        return counter
+
+
     def newEndScreen(self):
         self.endScreenTimer = 0;
         self.playerName = 'Player'
@@ -40,25 +49,57 @@ class EndSceen():
 
         self.isBackButton = True
 
+        self.data = self.getResultsFromFile()
+        self.sortedDataByScores = sorted(enumerate(self.data),
+                                        key=lambda i: i[1][1], reverse=True)
+
+
+    def getResultsFromFile(self):
+        data = []
+
         try:
-            fileWithData = open(self.saveFileName, 'rb')
-        except IOError as e:
+            with open(self.saveFileName, 'rb') as file:
+                fileData = self.shiftRight(file.read()).decode('utf-8')
+                for line in fileData.split('\n'):
+                        name, score, time = line.split('\t')
+                        data.append(
+                            [name[:self.maxNumberNameLetters], int(score), float(time)]
+                        )
+        except Exception:
             pass
-        else:
-            listPlayers = pickle.load(fileWithData)
 
-            for line in listPlayers:
-                oneStr = self.code.decrypt(line).decode().split()
+        return data
 
-                if (len(oneStr) == 3):
-                    self.data.append(
-                        [oneStr[0][:10], int(oneStr[1]), float(oneStr[2])]
-                    )
 
-            fileWithData.close()
+    def saveResults(self):
+        data = self.getResultsFromFile()
 
-            self.sortedDataByScores = sorted(enumerate(self.data),
-                                            key=lambda i: i[1][1], reverse=True)
+        data.append(
+            [self.playerName[:self.maxNumberNameLetters],
+            int(self.game.getScore()),
+            float(self.game.getTime())]
+        )
+
+        try:
+            with open(self.saveFileName, 'wb') as file:
+                for entry in data:
+                    string = '{}\t{}\t{}\n'.format(*entry)
+                    arr = string.encode('utf-8')
+                    file.write(self.shiftLeft(arr))
+        except Exception:
+            pass
+
+
+    def shift(self, c, offset):
+        return (c + offset)%0x100
+
+
+    def shiftLeft(self, arr):
+        return bytearray([self.shift(x, -77) for x in arr])
+
+
+    def shiftRight(self, arr):
+        return bytearray([self.shift(x, +77) for x in arr])
 
 
     def renderText(self, text, font, color, center, backColor=None):
@@ -67,14 +108,15 @@ class EndSceen():
         rect.center = center
         self.game.screen.blit(render, rect)
 
+
     def drawTableLB(self, number):
         j = 1
         placeFlag = False
 
         for i in [i[0] for i in self.sortedDataByScores[:number]]:
             if (self.game.getScore() > self.data[i][1] and not placeFlag):
-                self.renderText('>{0:3} {1:^10} {2:6d} {3:8.2f} '.format(j,
-                                    self.playerName[:10], self.game.getScore(),
+                self.renderText(('>'+self.fstr).format(j,
+                                    self.playerName[:self.maxNumberNameLetters], self.game.getScore(),
                                     self.game.getTime()
                                 ),
                                 self.fontLeaderBoard, (255, 255, 255),
@@ -85,7 +127,7 @@ class EndSceen():
             if (j > number):
                 break
 
-            formatDataForOnePlayer = ' {0:3} {1:^10} {2:6d} {3:8.2f} '.format(
+            formatDataForOnePlayer = (' '+self.fstr).format(
                                                             j, *self.data[i])
 
             self.renderText(formatDataForOnePlayer,
@@ -98,29 +140,20 @@ class EndSceen():
                 break
 
         if not placeFlag and j <= number:
-            self.renderText('>{0:3} {1:^10} {2:6d} {3:8.2f} '.format(
-                                j, self.playerName[:10], self.game.getScore(),
+            self.renderText(('>'+self.fstr).format(
+                                j, self.playerName[:self.maxNumberNameLetters], self.game.getScore(),
                                 self.game.getTime()
                             ),
                             self.fontLeaderBoard, (255, 255, 255),
                             (self.game.getScreenWidth()/2,100 + j*50))
 
-
-        self.renderText(' {0:>3} {1:^10} {2:>6} {3:>8} '.format(
+        tmpStr = '  {0:>3} {1:^'+str(self.maxNumberNameLetters)+'} {2:>6} {3:>8} '
+        self.renderText(tmpStr.format(
                             '..','.....', '..', '.....'
                         ),
                         self.fontLeaderBoard, (255, 255, 255),
                         (self.game.getScreenWidth()/2,100 + (number + 1)*50))
 
-    def getScorePosition(self, score):
-        counter = 1
-        for i in self.sortedDataByScores:
-            if i[1][1] < score:
-                return counter
-            else:
-                counter += 1
-        return counter
-
 
     def render(self):
         backGround = pygame.Surface(self.game.screenSize, pygame.SRCALPHA)
@@ -147,26 +180,27 @@ class EndSceen():
         self.endScreenTimer += 1
 
         if len(self.playerName) > 0:
-            self.renderText(' {0:3d} {1:^10} {2:6d} {3:8.2f} '.format(
+            self.renderText((' '+self.fstr).format(
                             self.getScorePosition(self.game.getScore()),
-                            self.playerName[:10] + (cursorChar
-                                if len(self.playerName) < 10 else ''),
+                            self.playerName[:self.maxNumberNameLetters] + (cursorChar
+                                if len(self.playerName) < self.maxNumberNameLetters else ''),
                             self.game.getScore(), self.game.getTime()
                         ),
                         self.fontLeaderBoard, (255, 255, 255),
                         (self.game.getScreenWidth()/2,100 + (5 + 2)*50))
         else:
-            self.renderText(' {0:3d} {1:^10} {2:6d} {3:8.2f} '.format(
+            self.renderText((' '+self.fstr).format(
                             self.getScorePosition(self.game.getScore()),
-                            self.playerName[:10] + (cursorChar
-                                if len(self.playerName) < 10 else ''),
+                            self.playerName[:self.maxNumberNameLetters] + (cursorChar
+                                if len(self.playerName) < self.maxNumberNameLetters else ''),
                             self.game.getScore(), self.game.getTime()
                         ),
                         self.fontLeaderBoard, (255, 255, 255),
                         (self.game.getScreenWidth()/2, 100 +
-                            (5 + 2)*50), (200, 20, 20))
+                            (5 + 2)*50), (208, 85, 52))
 
-            self.renderText(' {0:^30} '.format('Missing player name'),
+            tmpStr = '{0:^'+str(len(self.fstr))+'}'
+            self.renderText(tmpStr.format('Missing player name'),
                         self.fontError, (255, 255, 255),
                         (self.game.getScreenWidth()/2,100 + (5 + 2)*50 + 25))
 
@@ -182,6 +216,7 @@ class EndSceen():
                         (self.game.getScreenWidth()/2 + 100,
                             self.game.getScreenHeight() - 80))
 
+
     def control(self, event):
         if event.type == pygame.KEYDOWN and self.game.isGameOver:
             if event.key == pygame.K_RIGHT:
@@ -204,32 +239,8 @@ class EndSceen():
 
             elif len(
                 pygame.key.name(event.key)
-            ) == 1 and len(self.playerName) < 10:
+            ) == 1 and len(self.playerName) < self.maxNumberNameLetters:
                 if pygame.key.get_mods() & pygame.KMOD_LSHIFT:
                     self.playerName += pygame.key.name(event.key).upper()
                 else:
                     self.playerName += pygame.key.name(event.key).lower()
-
-    def saveResults(self):
-        newData = []
-
-        try:
-            fileWithData = open(self.saveFileName, 'rb')
-        except IOError as e:
-            pass
-        else:
-            tmpData = pickle.load(fileWithData)
-            fileWithData.close()
-
-            for line in tmpData:
-                oneStr = self.code.decrypt(line).decode()
-                if len(oneStr.split()) == 3:
-                    if not (oneStr.split()[0].rstrip() == self.playerName.rstrip()):
-                        newData.append(line)
-
-        newData.append(self.code.encrypt(('{0} {1} {2:.2f}\n'.format(self.playerName,
-                        self.game.getScore(), self.game.getTime())).encode()))
-
-        with open (self.saveFileName, 'wb') as fileWithData:
-            pickle.dump(newData, fileWithData)
-        fileWithData.close()

Enemy.py

@@ -11,7 +11,7 @@ class Enemy(pygame.sprite.Sprite):
     def __init__(self, mainGameClass):
         pygame.sprite.Sprite.__init__(self)
 
-        self.thisGame = mainGameClass
+        self.mainGameClass = mainGameClass
 
         self.height = (mainGameClass.getScreenHeight()
                         - mainGameClass.getFloorHeight())
@@ -26,9 +26,10 @@ class Enemy(pygame.sprite.Sprite):
     def update(self):
         if (self.rect.x < -self.rect.width):
             self.kill()
-            self.thisGame.addScore(1)
+            self.mainGameClass.addScore(1)
+        else:
+            self.doubleX -= self.speed
+            self.rect.x = self.doubleX
 
-        self.rect.x -= self.speed
-
-        for i in self.collisionBoxes:
-            i.setX(self.rect.x)
+            for i in self.collisionBoxes:
+                i.setX(self.rect.x)

FlyingEnemy.py

@@ -42,17 +42,21 @@ class FlyingEnemy(Enemy):
         self.rect.center = (mainGameClass.getScreenWidth() + self.rect.width,
                             self.height)
 
-        collision = CollisionBox(2, 0, self.rect.w - 28, self.rect.h - 8, self.rect.center)
+        self.doubleX = float(self.rect.x)
+
+        collision = CollisionBox(2, 0, self.rect.w - 28,
+                                self.rect.h - 8, self.rect.center)
         self.collisionBoxes.add(collision)
 
-        self.speed = self.thisGame.getGameSpeed()*2
+        self.speed = self.mainGameClass.getGameSpeed()*2
 
 
     def update(self):
         super().update()
 
         self.updateCount += 1
-        if self.updateCount >= 22 - math.log2(self.thisGame.getGameSpeed()) * 2:
+        if self.updateCount >= 22 - math.log2(
+                                        self.mainGameClass.getGameSpeed()) * 2:
             self.currentImage += 1
             if self.currentImage >= len(FlyingEnemy.images):
                 self.currentImage = 0

Player.py

@@ -78,12 +78,12 @@ class Player(pygame.sprite.Sprite):
         for image in array:
             image.set_colorkey((255,0,255))
 
-    def getCollisionBoxes(self):
-        return self.collisionBoxes
 
-    def __init__(self):
+    def __init__(self, mainGameClass):
         pygame.sprite.Sprite.__init__(self)
 
+        self.mainGameClass = mainGameClass
+
         self.currentWalkImage = 0
         self.currentUpImage = 0
         self.currentDownImage = 0
@@ -102,17 +102,19 @@ class Player(pygame.sprite.Sprite):
         self.isDownCrouch = False
         self.buttonsJump = (pygame.K_UP, pygame.K_SPACE,)
         self.buttonsCrouch = (pygame.K_DOWN,)
-        self.gameSpeed = 1
         self.updateCount = 0
 
         self.collisionBoxes = pygame.sprite.Group()
 
-        collision = CollisionBox(0, 20, 60, 20, self.rect.center)
-        self.collisionBoxes.add(collision)
-        collision = CollisionBox(-10, 5, 30, 20, self.rect.center)
-        self.collisionBoxes.add(collision)
-        collision = CollisionBox(0, 35, 25, 40, self.rect.center)
-        self.collisionBoxes.add(collision)
+        self.collisionBoxes.add(CollisionBox(0, 20, 60, 20, self.rect.center))
+        self.collisionBoxes.add(CollisionBox(-10, 5, 30, 20, self.rect.center))
+        self.collisionBoxes.add(CollisionBox(0, 35, 25, 40, self.rect.center))
+
+        self.__doubleY = float(self.rect.y)
+
+
+    def getCollisionBoxes(self):
+        return self.collisionBoxes
 
 
     def crouch(self):
@@ -125,10 +127,7 @@ class Player(pygame.sprite.Sprite):
         if self.isCrouching:
             self.isCrouching = False
             self.rect = self.rect.inflate(0, 32)
-            
 
-    def updateSpeed(self, newGameSpeed):
-        self.gameSpeed = newGameSpeed
 
     def control(self, event):
         if event.type == pygame.KEYDOWN:
@@ -144,6 +143,15 @@ class Player(pygame.sprite.Sprite):
                 self.isDownJump = False
 
 
+    def calcMaxHoverCount(self, speed):
+        return round(-0.44 + 0.079*math.log(speed) + 49.42 * (1/math.sqrt(speed)))
+        
+
+    def moveDown(self, value):
+        self.__doubleY += value
+        self.rect.y = self.__doubleY
+
+
     def update(self):
         self.updateCount += 1
 
@@ -151,7 +159,7 @@ class Player(pygame.sprite.Sprite):
             self.hoverCount = 0
 
         if self.isOnFloor:
-            self.speed = 0
+            self.speed = 0.0
 
             if self.isDownJump:
                 self.isJumping = True
@@ -166,32 +174,28 @@ class Player(pygame.sprite.Sprite):
             elif self.isCrouching:
                     self.standup()
 
+        gameSpeed = self.mainGameClass.getGameSpeed()
+
         if self.isJumping:
-            if self.gameSpeed <= 2:     maxHoverCount = 30
-            elif self.gameSpeed <= 4:   maxHoverCount = 23
-            elif self.gameSpeed <= 8:   maxHoverCount = 16
-            elif self.gameSpeed <= 16:  maxHoverCount = 9
-            elif self.gameSpeed <= 32:  maxHoverCount = 5
-            elif self.gameSpeed <= 64:  maxHoverCount = 2
-            else:                       maxHoverCount = 1
+            maxHoverCount = self.calcMaxHoverCount(gameSpeed)
 
             if self.isDownJump and self.hoverCount < maxHoverCount:
-                self.speed -= self.gameSpeed/8 * (
-                    (math.cos(2*math.pi*self.hoverCount/
-                                        (2*maxHoverCount))+1)/2.5 + 0.2
+                self.speed -= gameSpeed/8 * (
+                    (math.cos(2*math.pi*self.hoverCount/(2*maxHoverCount))
+                     + 1)/2.5 + 0.2
                 )
                 self.hoverCount += 1
             else:
                 self.isJumping = False
         else:
-            self.speed += 0.07 * self.gameSpeed
+            self.speed += 0.07 * gameSpeed
 
-        self.rect.y += self.speed
+        self.moveDown(self.speed)
 
-        for i in self.collisionBoxes:
-            i.setY(self.rect.y)
+        for collisionBox in self.collisionBoxes:
+            collisionBox.setY(self.rect.y)
 
-        if self.updateCount >= 22 - math.log2(self.gameSpeed) * 2:
+        if self.updateCount >= 22 - math.log2(gameSpeed) * 2:
             if self.isOnFloor:
                 if self.isCrouching:
                     self.currentCrouchImage += 1

StandingEnemy.py

@@ -147,7 +147,6 @@ class StandingEnemy(Enemy):
             for image in array:
                 image.set_colorkey((255,0,255))
 
-
         self.subtype = random.randint(0, len(StandingEnemy.images) - 1)
 
         self.image = random.choice(StandingEnemy.images[self.subtype])
@@ -158,7 +157,10 @@ class StandingEnemy(Enemy):
         self.rect.center = (mainGameClass.getScreenWidth() + self.rect.width,
                             self.height)
 
-        collision = CollisionBox(9, 3, self.rect.w - 18, self.rect.h - 6, self.rect.center)
+        self.doubleX = float(self.rect.x)
+
+        collision = CollisionBox(9, 3, self.rect.w - 18,
+                                self.rect.h - 6, self.rect.center)
         self.collisionBoxes.add(collision)
 
-        self.speed = self.thisGame.getGameSpeed()
+        self.speed = self.mainGameClass.getGameSpeed()

tools/Jumps calculating.bas

@@ -0,0 +1,6 @@
+Function JUMPHEIGHT(speed, hover)
+JUMPHEIGHT = 0
+FOR i = 1 TO hover
+JUMPHEIGHT = JUMPHEIGHT + speed/8 * ((COS(2*Pi*i/(2*hover)) + 1)/2.5 + 0.2) * (hover - i + 1)
+NEXT
+End Function

tools/Jumps calculating.csv

@@ -0,0 +1,668 @@
+speed,MAX HOVER COUNT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,40,39,38,37,36,35,34,33,32,31,30,29,28,27,26,25,24,23,22,21,20,19,18,17,16,15,14,13,12,11,10,9,8,7,6,5,4,3,2,1
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tools/calcMaxHoverbyPoints.py

@@ -0,0 +1,40 @@
+import matplotlib.pyplot as plt
+import numpy as np
+import pandas as pd
+import math
+
+data = pd.read_csv('Jumps calculating.csv', index_col=0, header=1)
+data = data.apply(pd.to_numeric)
+
+fig, ax = plt.subplots()
+threshold  = data.iloc[0,0]
+offset = threshold*0.05
+print(data.shape)
+
+data = data[(data > threshold-offset) & (data < threshold+offset)].fillna(0)
+indexNotNaN = np.flatnonzero(data)
+x = indexNotNaN // data.shape[1]
+y = indexNotNaN % data.shape[1]
+
+x = [data.index[i] for i in x]
+# x.append(6660)
+print(x)
+
+y = [int(data.columns[i]) for i in y]
+# y.append(1)
+print(y)
+
+X = np.array([[1, math.log(i), 1/math.sqrt(i)] for i in x])
+pX = np.linalg.pinv(X)
+w = np.dot(pX, y)
+print(w)
+
+tmpX = range(1, 666)
+tmpY = np.array([np.dot(np.array([1, math.log(i), 1/math.sqrt(i)]), w) for i in tmpX])
+
+ax.scatter(x, y)
+ax.plot(tmpX, tmpY)
+
+plt.show()
+
+print(data)