clustering start

cluster_test1.py

@@ -0,0 +1,51 @@
+#go through csv file, speichern x und y
+#dann loop durch alle anderen x und y:
+#    if abstand x weniger als
+#    if abstand y weniger als
+#    dann selber cluster
+#    alles in ein file/variable speichern und werte löschen??? oder markieren als bereits geclustert
+#    alles durchgehen
+#wenn alles durch dann neues x und y und nochmal alles von vorn
+
+
+import csv
+#csvfile = open('values.csv','r')
+#spamreader1 = list(csv.reader(csvfile, dialect='excel', delimiter=','))
+#csvFileArray = []
+csvfile1 = open('values.csv', 'r')
+spamreader1 = list(csv.reader(csvfile1, dialect='excel', delimiter=','))
+csvfile1.close()
+#print(spamreader1)
+#csvfile = open('values.csv', 'r+')
+new_rows_list = []
+with open("values.csv", "r") as csvfile:
+    reader = csv.reader(csvfile, delimiter=',')
+    for row in reader:
+        #print(row)
+        x = row[5]
+        #print(x)
+        y = row[6]
+        #print(y)
+        for row1 in spamreader1:
+            #print(row1)
+            x1 = row1[5]
+            #print(x1)
+            y1 = row1[6]
+            #print(abs(float(x1) - float(x)))
+            #print(abs(float(y1) - float(y)))
+            if (abs(float(x1) - float(x)) < 21.0) and (abs(float(y1) - float(y)) < 40.0): # and row[7] == False:
+                #print(row)
+                row[4] = row[4] + " " + row1[4]
+                print(row[4])
+                row[7] = True
+                writer = csv.writer(csvfile)
+                writer.writerow(row)
+            new_row = [row[0], row[1], row[2],row[3],row[4],row[5],row[6]] #write all values, including new merged text
+            new_rows_list.append(new_row)
+csvfile.close()
+
+
+file2 = open("merged_values.csv", 'wb')
+writer = csv.writer(file2)
+writer.writerows(new_rows_list)
+file2.close()

drawings/5129275_Rev01-GV12.txt

@@ -0,0 +1,117 @@
+                 1                                        2                               3                                 4                                                5                                                                   6                                     7                                 8
+
+                                                                                                                    A-A ( 5 : 1 )
+A                                                                                                                                                                                                                                                                                                                                               A
+                                         Z ( 20 : 1 )                                                                                        b 0,01 A
+                                                                                                                                                                                                                                        2x
+                                                                                                                    X                                                                                                                   r Ø0,05 CZ B
+                                                                                                                                           g 0,01
+
+
+
+                                         R2                                                                                                                                                                                                                                  X ( 10 : 1 )
+
+
+
+
+                                                                            5°
+
+
+
+
+                                                                                                                       ,8
+                                                                                                                     R0
+
+
+                                                                                                                                   Ø 4,1
+B                                                                                                                                            Z                                                                                                                                         -0,1                                                     B
+
+
+
+
+                                                                                                                                                                                                             2x Ø19,2 +- 00,05 CT
+                                                                                                                                                                                                                                                                                                          -0,05
+
+
+
+
+                                                                                                                                                                                            Ø15,15 +- 0,05
+                                                   1,65                                                                                                                                                                                                                                -0,1
+
+
+
+
+                                                                                                                                                                                                      0
+                                                                                                                                                                                 n11
+                                   Y ( 10 : 1 )                                                                                                                                                                                                                      ,5
+                                                                                                                                                                                                                                                                                                              R0,
+                                                                                                                                                                                                                                                                                                                  5
+                                                                                                                                                                                                                                                                   R0
+C                                              E                                                                                                                                                                                                                                                                                                C
+                                                               Rz 1,6
+                                                               Rpk 0,2
+                                                                                            °
+                                                                                          45
+
+                                                    E #F
+
+
+
+
+                                                                                                                                                      Ø4,5 x7 (++ 0,028) È
+                                                    f 0,01 A                              0,7                             Y                                                                                  b 0,01 A
+                                                    c 0,01                                                                                                                                                    r Ø0,05 B
+
+
+
+
+                                                                                                                                                      0,04
+                                                                                      A
+                                               F                                       1,5 +- 0,1
+D                                                                                             0                                                                                                                                                                                                                                                 D
+    All dimensions apply to the finished part including surface/material                                                2 +- 0,1
+                                                                                                                             0
+    treatment.
+    Material: 1.4021                  Quality standard: EN 10095                   c 0,005                                      9,3 +- 0,1
+
+
+
+
+                                                                                                                                                    Ra 0,8
+    Surface/material treatment:
+                                                                                                        4,8 `0,05                      0
+                                       Hardened to 48 HRC +2/-0
+    Raw part No:                       -
+                                                                                              Rz 0,25
+
+
+
+
+    Surface texture:                            Edge finish:
+                                                        -0,2
+              Rz 16                                     -0,05         +0,2
+
+E   valid for machined surface
+    according to DIN ISO 1302                         according to DIN ISO 13715
+                                                                                                                                                                         B                                                                                                                                                                      E
+    Concepts, principales and rules according to:          ISO 8015
+    Dimensions according to:                               ISO 14405 1-3                                                                                                     1   Start drawing                                                                                                   04.04.2018     LKA          -          -
+    Tolerances of form, orientation, location and run-out: ISO 1101                                                                                                    REV.                                                           DESCRIPTION                                      SECTION     DATE       DRAWN BY INSP. DATE    INSP. BY
+    Edge finish according to:                              ISO 13715
+    Surface texture according to:                          ISO 1302                                                                                                                                                                                                 REVISION HISTORY
+    Limits according to:                                   ISO 286-2                                                                                                    Copyright
+    16% - rule                                             not applicable                                                                                               The reproduction, distribution and utilization of this document as well as the communication of its contents to others without
+    Nominal geometry (theoretically exact) defined by CAD file:                                                                                                         express authorization is prohibited. Offenders will be held liable for the payment of damages. All rights reserved in the event
+                                 5129275_Rev01.stp                                                         A                                 A                          of the grant of a patent, utility model or design. (ISO 16016)
+                                                                                                                                                                        Weight:             Scale:                                  Unit:            Projection:                Document type:
+    Valid for all untoleranced dimensions:                                                                                                                                                                                                                                                       Component Drawing
+                                                d 0,2 A B                                                                                                                         -                      2:1                                mm       ISO 128
+                                                                                                                                                                                                                                                     Method 1
+                                                                                                                                                                                                                                                                                Description:
+F   Cleanliness:
+                                                                                                                                                                                   HUM                  11.07.2018                                                                               Valve Lifter GV12.2                            F
+    Part has to be degreased and free of deposits, detachable
+    burrs and visual detectable particles.                                                                                                                                   Design Freeze Release B1 -Sample                                                                   Part Number:                                        Page:
+    Delivery conditions:         tbd                                                                                                                                                   Drawing Approval Stamp                                         ENGINE Division                             5129275                            1/1
+                 1                                        2                               3                                 4                                                5                                                                   6                                     7                                A3
+

drawings/Laeufer.txt

@@ -0,0 +1,58 @@
+                 4                                  3                                           2                      1
+
+
+
+F                                                                                                                               F
+
+
+
+
+                                                                      +0.10
+                                                                 4.00 - 0.03
+E                                                                                                                               E
+
+
+
+
+                                                                                                  +0.10
+                                                                                            38.00 - 1.00
+D                                                                                                                               D
+
+
+
+
+                                                             40.00 ±0.00 0,2
+
+
+
+C                                                                                                                               C
+
+
+
+
+B                                                                                                                               B
+    Material: Aluminium      Surface Texture:
+
+                                                Entgratet
+
+
+    Surface material/treatment:                   Harden                       Designation:
+
+
+
+    Concepts, principales and rules according to:
+    Dimensions according to:
+                                                              ISO 8015
+                                                              ISO 14405 1-3
+                                                                                              BEATE Laeufer
+    Tolerances of form, orientation, location and run-out:    ISO 1101
+A   Edge finish according to:                                 ISO 13715                                                         A
+                                                                                                       Laeufer
+    Surface texture according to:                             ISO 1302         Drawing nr.:
+    Limits according to:                                      ISO 286-2                                                    A4
+    16% rule:                                                 not applicable
+    Quality Standard: EN 10095
+                                                                               Scale: 1:1                   Page 1/1
+
+                 4                                  3                                           2                      1
+

find_groups.py

@@ -0,0 +1,30 @@
+from itertools import combinations, product
+def canMerge (g, h):
+    for i, j in g:
+        for x, y in h:
+            if abs(i - x) <= 1 and abs(j - y) <= 1:
+                return True
+    return False
+
+def findGroups (field):
+    # initialize one-element groups
+    groups = [[(i, j)] for i, j in product(range(len(field)), range(len(field[0]))) if field[i][j] != '  ']
+
+    # keep joining until no more joins can be executed
+    merged = True
+    while merged:
+        merged = False
+        for g, h in combinations(groups, 2):
+            if canMerge(g, h):
+                g.extend(h)
+                groups.remove(h)
+                merged = True
+                break
+
+    return groups
+
+# intialize field
+field = "drawings/5129275_Rev01-GV12.txt"
+groups = findGroups(field)
+
+print((groups)) # 3

find_page_in_pdf.py

@@ -0,0 +1,18 @@
+import PyPDF2
+import re
+
+# Open the pdf file
+object = PyPDF2.PdfFileReader("iso_documents/ISO8015.PDF")
+
+# Get number of pages
+NumPages = object.getNumPages()
+
+# Enter code here
+String = "Inhalt"
+
+# Extract text and do the search
+for i in range(0, NumPages):
+    PageObj = object.getPage(i)
+    Text = PageObj.extractText()
+    if re.search(String,Text):
+         print("Pattern Found on Page: " + str(i))

main.py

@@ -1,10 +1,10 @@
 import read_data
 import read_text_lines
-import merge_pandas
+#import merge_pandas
 
 
 
-file = "drawings/GV_12.DXF"
-file_out = "GV12_extracted.csv"
+file = "drawings/5129275.dxf"
+file_out = "5129275_extracted.csv"
 read_text_lines.read(file, file_out)
-read_data.read_dimensions(file_out)
+read_data.read_dimensions(file_out, 0)

read_html_to_csv.py

@@ -0,0 +1,34 @@
+import re
+import csv
+
+
+with open("/home/bscheibel/PycharmProjects/dxf_reader/drawings/5129275_Rev01-GV12.html", "r") as f:
+    with open('values.csv', 'w') as writeFile:
+        for line in f.readlines():
+            #print(line)
+            row = []
+            if "<word" in line:
+                exMin = r"xMin=\"(\d*\.?\d*)"
+                exMin = re.findall(exMin,line)[0]
+                row.append(exMin)
+                eyMin = r"yMin=\"(\d*\.?\d*)"
+                eyMin = re.findall(eyMin,line)[0]
+                row.append(eyMin)
+                exMax = r"xMax=\"(\d*\.?\d*)"
+                exMax = re.findall(exMax,line)[0]
+                row.append(exMax)
+                eyMax = r"yMax=\"(\d*\.?\d*)"
+                eyMax = re.findall(eyMax,line)[0]
+                row.append(eyMax)
+                Text = r">(.+)<" #wieso wird was mit "" extrahiert???
+                Text = re.findall(Text,line)[0]
+                row.append(Text.replace(',','.'))
+                avgX=(float(exMin)+float(exMax))/2.0
+                row.append(avgX)
+                avgY=(float(eyMin)+float(eyMax))/2.0
+                row.append(avgY)
+                row.append(False)
+                writer = csv.writer(writeFile)
+                writer.writerow(row)
+    writeFile.close()
+

read_isos.py

@@ -1,16 +1,46 @@
 import nltk
-nltk.download('punkt')
+import re
 from tika import parser
-einleitung = False
-raw = parser.from_file('iso_documents/ISO1101.PDF')
+#einleitung = False
+#raw = parser.from_file('iso_documents/ISO286-2.PDF')
+#raw = parser.from_file('iso_documents/ISO286-2.PDF')
 #print(raw['content'])
-text = raw['content']
-sent_text = nltk.sent_tokenize(text)
+#text = raw['content']
+#sent_text = nltk.sent_tokenize(text)
 #tokenized_text = nltk.word_tokenize(sent_text.split)
 #tagged = nltk.pos_tag(tokenized_text)
 #match = text.concordance('Toleranz')
-for text in sent_text:
-    if "Toleranz" in text and einleitung is True:
-        print(text)
-    if "Einleitung" in text:
-        einleitung = True
+#for text in sent_text:
+#    if "Toleranz" in text and einleitung is True:
+#        print(text)
+#    if "Einleitung" in text:
+#        einleitung = True
+
+
+import subprocess
+#subprocess.check_output(['ls','-l']) #all that is technically needed...
+cmd = 'pdftotext -layout "home/bscheibel/PycharmProjects/dxf_reader/iso_documents/ISO8015.PDF"'
+print(subprocess.Popen(cmd, shell=True))
+
+#convert iso document to text
+text = "iso_documents/ISO8015.txt"
+#search for table of content with regex
+contents = []
+regex = r"(.*?)[\W]+(\d+)(?=\n|$)"
+r"([^\.]\d\.?\d?\.?\d?\.?\d?)\s([a-zA-Z]*)\s([a-zA-Z]*)\s*([a-zA-Z]*)\W?\s*([a-zA-Z]+)\s*\.{10,}([\d]+)"
+matches = re.finditer(regex, text, re.MULTILINE)
+#contents = re.findall(r"(.*?)[\W]+(\d+)(?=\n|$)", text, flags=re.M)
+#print(contents)
+for matchNum, match in enumerate(matches, start=1):
+
+    print("Match {matchNum} was found at {start}-{end}: {match}".format(matchNum=matchNum, start=match.start(),
+                                                                        end=match.end(), match=match.group()))
+
+    for groupNum in range(0, len(match.groups())):
+        groupNum = groupNum + 1
+
+        print("Group {groupNum} found at {start}-{end}: {group}".format(groupNum=groupNum, start=match.start(groupNum),
+                                                                        end=match.end(groupNum),
+                                                                        group=match.group(groupNum)))
+#only search for sections with toleranzen/abmaße
+

read_tables.py

@@ -1,4 +1,4 @@
-import tabula
+#import tabula
 
 
 #tables = tabula.read_pdf("iso_documents/ISO1101.PDF", multiple_tables=True)
@@ -7,6 +7,65 @@ import tabula
 
 #pdftotext - layout!!!!
 
-tabula.convert_into("iso_documents/ISO1101.PDF", "output.csv", output_format="csv", pages='all', multiple_tables=True)
-df = tabula.read_pdf("iso_documents/ISO1101.PDF", pages='all', multiple_tables=True)
-print(df)
+#tabula.convert_into("iso_documents/ISO1101.PDF", "output.csv", output_format="csv", pages='all', multiple_tables=True)
+#df = tabula.read_pdf("iso_documents/ISO1101.PDF", pages='all', multiple_tables=True)
+#print(df)
+
+"""def file_read(fname):
+    content_array = []
+    with open(fname) as f:
+        # Content_list is the list that contains the read lines.
+        for line in f:
+            content_array.append(line.strip().replace(" ",""))
+        print(content_array)"""
+
+
+#file_read('drawings/5129275_Rev01-GV12.txt')
+
+class UnionFind:
+    def __init__(self):
+        self.rank = {}
+        self.parent = {}
+
+    def find(self, element):
+        if element not in self.parent: # leader elements are not in `parent` dict
+            return element
+        leader = self.find(self.parent[element]) # search recursively
+        self.parent[element] = leader # compress path by saving leader as parent
+        return leader
+
+    def union(self, leader1, leader2):
+        rank1 = self.rank.get(leader1,1)
+        rank2 = self.rank.get(leader2,1)
+
+        if rank1 > rank2: # union by rank
+            self.parent[leader2] = leader1
+        elif rank2 > rank1:
+            self.parent[leader1] = leader2
+        else: # ranks are equal
+            self.parent[leader2] = leader1 # favor leader1 arbitrarily
+            self.rank[leader1] = rank1+1 # increment rank
+
+nodes = set()
+groups = UnionFind()
+
+with open('/home/bscheibel/PycharmProjects/dxf_reader/drawings/5129275_Rev01-GV12.txt') as f:
+    for y, line in enumerate(f): # iterate over lines
+        for x, char in enumerate(line): # and characters within a line
+            if char != ' ':
+                nodes.add((x, y)) # maintain a set of node coordinates
+
+                # check for neighbors that have already been read
+                neighbors = [(x-1, y-1), # up-left
+                             (x, y-1),   # up
+                             (x+1, y-1), # up-right
+                             (x-1, y)]   # left
+                for neighbor in neighbors:
+                    if neighbor in nodes:
+                        my_group = groups.find((x, y))
+                        neighbor_group = groups.find(neighbor)
+                        if my_group != neighbor_group:
+                            groups.union(my_group, neighbor_group)
+
+# finally, count the number of unique groups
+number_of_groups = len(set(groups.find(n) for n in nodes))

values.csv

@@ -0,0 +1,401 @@
+67.790402,11.570546,73.239534,20.626588,1,70.51496800000001,16.098567000000003,False
+268.068994,11.450546,273.518126,20.506588,3,270.79355999999996,15.978567,False
+167.989461,11.570546,173.438592,20.626588,2,170.7140265,16.098567000000003,False
+368.268523,11.450546,373.717654,20.506588,4,370.9930885,15.978567,False
+468.348387,11.450546,473.797518,20.506588,5,471.07295250000004,15.978567,False
+568.547916,11.450546,573.997047,20.506588,6,571.2724814999999,15.978567,False
+122.630951,46.695792,131.613209,60.279874,Z,127.12208000000001,53.487832999999995,False
+135.590904,46.695792,140.486308,60.279874,(,138.03860600000002,53.487832999999995,False
+144.590872,46.695792,160.924548,60.279874,20,152.75770999999997,53.487832999999995,False
+164.990792,46.695792,169.077646,60.279874,:,167.034219,53.487832999999995,False
+173.150760,46.695792,181.324468,60.279874,1,177.237614,53.487832999999995,False
+185.390712,46.695792,190.286116,60.279874,),187.838414,53.487832999999995,False
+120.761894,84.160811,129.817431,91.199965,R,125.28966249999999,87.680388,False
+121.481894,78.819233,130.537431,84.239966,2,126.00966249999999,81.52959949999999,False
+646.430741,113.055766,656.236251,126.639848,X,651.333496,119.847807,False
+660.350702,113.055766,665.246107,126.639848,(,662.7984045000001,119.847807,False
+669.350715,113.055766,685.564420,126.639848,10,677.4575675000001,119.847807,False
+689.630708,113.055766,693.717562,126.639848,:,691.674135,119.847807,False
+697.910705,113.055766,706.084413,126.639848,1,701.997559,119.847807,False
+710.150701,113.055766,715.046105,126.639848,),712.598403,119.847807,False
+475.533479,190.281023,487.801050,198.119921,n,481.6672645,194.200472,False
+478.841359,179.470821,487.897401,190.319924,11,483.36938,184.8953725,False
+150.110940,166.850483,169.239999,175.906526,1.65,159.67546950000002,171.37850450000002,False
+108.590957,216.735724,118.396466,230.319806,Y,113.4937115,223.527765,False
+122.390911,216.735724,127.286315,230.319806,(,124.83861300000001,223.527765,False
+131.390879,216.735724,147.724555,230.319806,10,139.55771700000003,223.527765,False
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+172.310718,216.735724,177.206123,230.319806,),174.7584205,223.527765,False
+141.830943,335.450416,147.819107,344.506458,F,144.82502499999998,339.978437,False
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+363.950855,355.365249,368.017384,361.799805,+,365.9841195,358.582527,False
+364.790854,361.245246,367.109611,367.679803,-,365.95023249999997,364.4625245,False
+368.390849,355.005249,378.142400,361.439805,0.1,373.26662450000003,358.222527,False
+368.390849,361.845246,372.262407,368.279803,0,370.326628,365.0625245,False
+144.590942,406.782692,157.633904,411.906450,Edge,151.112423,409.344571,False
+159.230977,406.782692,173.852474,411.906450,finish:,166.54172549999998,409.344571,False
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+63.230575,420.770382,75.090844,429.826424,Rz,69.1607095,425.298403,False
+77.870510,420.770382,88.839620,429.826424,16,83.355065,425.298403,False
+42.470583,443.753959,51.160863,447.626414,valid,46.815723,445.6901865,False
+52.190604,443.753959,57.186258,447.626414,for,54.688431,445.6901865,False
+58.310621,443.753959,76.480937,447.626414,machined,67.395779,445.6901865,False
+77.630682,443.753959,91.480973,447.626414,surface,84.55582749999999,445.6901865,False
+42.470583,447.833957,60.640885,451.706412,according,51.555734,449.7701845,False
+61.790626,447.833957,65.320897,451.706412,to,63.5557615,449.7701845,False
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+83.270682,447.833957,92.560972,451.706412,1302,87.91582700000001,449.7701845,False
+193.670836,421.547845,210.211285,429.293089,+0.2,201.9410605,425.42046700000003,False
+375.230850,378.050399,388.719939,387.106441,9.3,381.9753945,382.57842000000005,False
+390.470845,376.725240,394.537373,383.159797,+,392.50410899999997,379.9425185,False
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