The time complexity of "Sort 1D Array"

Does anyone know the time complexity of "Sort 1D Array"? The document of this function does not say anything about that, so I write test VI to sort an array of 10000 integer elements. It seems that the excution time is less than 1 second, so I guess the complexity is O(n*logn). Any suggestion would be appreciated, thanks.

A few thoughts based on my recollection of that old coding challenge.  There are different kinds of algorithmic approaches you may consider.
1. A simple approach to that challenge could involve a lot of search / lookup functions.  Each time you parse a word, you perform a search to see if it's in your list already.  If so, increment its count.  If not, add it to the list with count=1.
   This was far too slow for word counting large docs.  Too many slow-ish searches.  But pretty easy to implement and maybe good enough for smaller docs.
2. I pursued an approach that used hashing instead of searches.  It *seemed* too slow, but some months after the challenge when I had another use for the core hash table functionality, I found a really dumb bug that I'd overlooked before.  Fixing it improved the speed by something like 100x.  (Missed one spot where I needed a shift register to enforce in-placeness).
   This is largely the same approach, merely trying to speed up the lookup/search function via a more complex technique (hash tables).  As I found out, the complexity makes it more bug-prone.  Still, once fixed, lookup speed is in the order of constant with no clear dependency on the number of elements in the hash table.  (Note: it *is* still dependent on the "fill ratio".  You want enough memory available to size your table for maybe ~25% usage or less.)
3.  One idea I tried out was to maintain a separate list of the 10 or 25 most-common words, sorted by count.  (The main reason was that there could be a tie for 4th place at the end, and I wanted enough extra candidates around to get the correct tie-breaker result.)  Each time I parsed another word and incremented its count, I'd check to see whether its new count qualified it to belong in the special most-common list.  I still did a lot of lookup and sort stuff, but it was always on a very
There are surely other kinds of data structures and algorithms available.  Do you have a specific app in mind for this?  Or just generally curious?  I ask because some of the things one might do to optimize for a specific app (or code challenge) wouldn't be so appropriate as a general-purpose routine.
-Kevin P.

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    Tel. +61 8 9266 4657 Fax. +61 8 9266 3699
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com.google.keystone.daemon com.microsoft.office.licensing.helper com.oracle.java.Helper-Tool com.oracle.java.JavaUpdateHelper com.oracle.java.JavaUpdateHelper org.macosforge.xquartz.privileged_startx org.macosforge.xquartz.startx ' ' 879294308 4071182229 461455494 3627668074 1083382502 1274181950 1855907737 2758863019 1848501757 464843899 3694147963 1233118628 2456546649 2806998573 2778718105 2636415542 842973933 2051385900 3301885676 891055588 998894468 695903914 1443423563 4136085286 523110921 3873345487 ' 51 5120 files );N5=${#p[@]};p[N5]=` networksetup -listnetworkserviceorder|awk ' NR>1 { sub(/^\([0-9]+\) /,"");n=$0;getline;} $NF=="'${p[26]}')" { sub(/.$/,"",$NF);print n;exit;} ' `;f=('\n%s: %s\n' '\n%s\n\n%s\n' '\nRAM details\n%s\n' %s\ %s '%s\n-\t%s\n' );S0() { echo ' { q=$NF+0;$NF="";u=$(NF-1);$(NF-1)="";gsub(/^ +| +$/,"");if(q>='${p[$1]}') printf("%s (UID %s) is using %s '${p[$2]}'",$0,u,q);} ';};s=(' s/[0-9A-Za-z._]+@[0-9A-Za-z.]+\.[0-9A-Za-z]{2,4}/EMAIL/g;/faceb/s/(at\.)[^.]+/\1NAME/g;/\/Shared/!s/(\/Users\/)[^ /]+/\1USER/g;s/[-0-9A-Fa-f]{22,}/UUID/g;' ' s/^ +//;/de: S|[nst]:/p;' ' {sub(/^ +/,"")};/er:/;/y:/&&$2<'${p[10]} ' 1s/://;3,6d;/[my].+:/d;s/^ {4}//;H;${ g;s/\n$//;/s: (E[^m]|[^EO])|x([^08]|02[^F]|8[^0])/p;} ' ' 5h;6{ H;g;/P/!p;} ' ' ($1~/^Cy/&&$3>'${p[11]}')||($1~/^Cond/&&$2!~/^N/) ' ' /:$/{ N;/:.+:/d;s/ *://;b0'$'\n'' };/^ *(V.+ [0N]|Man).+ /{ s/ 0x.... //;s/[()]//g;s/(.+: )(.+)/ (\2)/;H;};$b0'$'\n'' d;:0'$'\n'' x;s/\n\n//;/Apple[ ,]|Genesy|Intel|SMSC/d;s/\n.*//;/\)$/p;' ' s/^.*C/C/;H;${ g;/No th|pms/!p;} ' '/= [^GO]/p' '{$1=""};1' ' /Of/!{ s/^.+is |\.//g;p;} ' ' $0&&!/ / { n++;print;} END { if(n<10) print "com.apple.";} ' ' { sub(/ :/,"");print|"tail -n'${p[12]}'";} ' ' NR==2&&$4<='${p[13]}' { print $4;} ' ' END { $2/=256;if($2>='${p[15]}') print int($2) } ' ' NR!=13{next};{sub(/[+-]$/,"",$NF)};'"`S0 21 22`" 'NR!=2{next}'"`S0 37 17`" ' NR!=5||$8!~/[RW]/{next};{ $(NF-1)=$1;$NF=int($NF/10000000);for(i=1;i<=3;i++){$i="";$(NF-1-i)="";};};'"`S0 19 20`" 's:^:/:p' '/\.kext\/(Contents\/)?Info\.plist$/p' 's/^.{52}(.+) <.+/\1/p' ' /Launch[AD].+\.plist$/ { n++;print;} END { if(n<200) print "/System/";} ' '/\.xpc\/(Contents\/)?Info\.plist$/p' ' NR>1&&!/0x|\.[0-9]+$|com\.apple\.launchctl\.(Aqua|Background|System)$/ { print $3;} ' ' /\.(framew|lproj)|\):/d;/plist:|:.+(Mach|scrip)/s/:[^:]+//p ' '/^root$/p' ' !/\/Contents\/.+\/Contents|Applic|Autom|Frameworks/&&/Lib.+\/Info.plist$/ { n++;print;} END { if(n<1100) print "/System/";} ' '/^\/usr\/lib\/.+dylib$/p' ' /Temp|emac/{next};/(etc|Preferences|Launch[AD].+)\// { sub(".(/private)?","");n++;print;} END { split("'"${p[41]}"'",b);split("'"${p[42]}"'",c);for(i in b) print b[i]".plist\t"c[i];if(n<500) print "Launch";} ' ' /\/(Contents\/.+\/Contents|Frameworks)\/|\.wdgt\/.+\.([bw]|plu)/d;p;' 's/\/(Contents\/)?Info.plist$//;p' ' { gsub("^| |\n","\\|\\|kMDItem'${p[35]}'=");sub("^...."," ") };1 ' p '{print $3"\t"$1}' 's/\'$'\t''.+//p' 's/1/On/p' '/Prox.+: [^0]/p' '$2>'${p[43]}'{$2=$2-1;print}' ' BEGIN { i="'${p[26]}'";M1='${p[16]}';M2='${p[18]}';M3='${p[31]}';M4='${p[32]}';} !/^A/{next};/%/ { getline;if($5<M1) a="user "$2"%, system "$4"%";} /disk0/&&$4>M2 { b=$3" ops/s, "$4" blocks/s";} $2==i { if(c) { d=$3+$4+$5+$6;next;};if($4>M3||$6>M4) c=int($4/1024)" in, "int($6/1024)" out";} END { if(a) print "CPU: "a;if(b) print "I/O: "b;if(c) print "Net: "c" (KiB/s)";if(d) print "Net errors: "d" packets/s";} ' ' /r\[0\] /&&$NF!~/^1(0|72\.(1[6-9]|2[0-9]|3[0-1])|92\.168)\./ { print $NF;exit;} ' ' !/^T/ { printf "(static)";exit;} ' '/apsd|BKAg|OpenD/!s/:.+//p' ' (/k:/&&$3!~/(255\.){3}0/ )||(/v6:/&&$2!~/A/ ) ' ' $1~"lR"&&$2<='${p[25]}';$1~"li"&&$3!~"wpa2";' ' BEGIN { FS=":";p="uniq -c|sed -E '"'s/ +\\([0-9]+\\)\\(.+\\)/\\\2 x\\\1/;s/x1$//'"'";} { n=split($3,a,".");sub(/_2[01].+/,"",$3);print $2" "$3" "a[n]$1|p;b=b$1;} END { close(p);if(b) print("\n\t* Code injection");} ' ' NR!=4{next} {$NF/=10240} '"`S0 27 14`" ' END { if($3~/[0-9]/)print$3;} ' ' BEGIN { L='${p[36]}';} !/^[[:space:]]*(#.*)?$/ { l++;if(l<=L) f=f"\n   "$0;} END { F=FILENAME;if(!F) exit;if(!f) f="\n   [N/A]";"cksum "F|getline C;split(C, A);C="checksum "A[1];"file -b "F|getline T;if(T!~/^(AS.+ (En.+ )?text(, with v.+)?$|(Bo|PO).+ sh.+ text ex|XM)/) F=F" ("T", "C")";else F=F" ("C")";printf("\nContents of %s\n%s\n",F,f);if(l>L) printf("\n   ...and %s more line(s)\n",l-L);} ' ' s/^ ?n...://p;s/^ ?p...:/-'$'\t''/p;' 's/0/Off/p' ' END{print NR} ' ' /id: N|te: Y/{i++} END{print i} ' ' / / { print "'"${p[28]}"'";exit;};1;' '/ en/!s/\.//p' ' NR!=13{next};{sub(/[+-M]$/,"",$NF)};'"`S0 39 40`" ' $10~/\(L/&&$9!~"localhost" { sub(/.+:/,"",$9);print $1": "$9|"sort|uniq";} ' '/^ +r/s/.+"(.+)".+/\1/p' 's/(.+\.wdgt)\/(Contents\/)?Info\.plist$/\1/p' 's/^.+\/(.+)\.wdgt$/\1/p' ' /l: /{ /DVD/d;s/.+: //;b0'$'\n'' };/s: /{ /V/d;s/^ */- /;H;};$b0'$'\n'' d;:0'$'\n'' x;/APPLE [^:]+$/d;p;' ' /^find: /d;p;' "`S0 44 45`" ' BEGIN{FS="= "} /Path/{print $2} ' ' /^ *$/d;s/^ */   /;' ' s/^.+ |\(.+\)$//g;p ' '/\.(appex|pluginkit)\/Contents\/Info\.plist$/p' ' /2/{print "WARN"};/4/{print "CRITICAL"};' ' /EVHF|MACR/d;s/^.+: //p;' );c1=(system_profiler pmset\ -g nvram fdesetup find syslog df vm_stat sar ps crontab iotop top pkgutil 'PlistBuddy 2>&1 -c "Print' whoami cksum kextstat launchctl smcDiagnose sysctl\ -n defaults\ read stat lsbom mdfind ' for i in ${p[24]};do ${c1[18]} ${c2[27]} $i;done;' pluginkit scutil dtrace profiles sed\ -En awk /S*/*/P*/*/*/C*/*/airport networksetup mdutil lsof test osascript\ -e );c2=(com.apple.loginwindow\ LoginHook '" /L*/P*/loginw*' "'tell app \"System Events\" to get properties of login items'|tr , \\\n" 'L*/Ca*/com.ap*.Saf*/E*/* -d 1 -name In*t -exec '"${c1[14]}"' :CFBundleDisplayName" {} \;|sort|uniq' '~ $TMPDIR.. \( -flags +sappnd,schg,uappnd,uchg -o ! -user $UID -o ! -perm -600 \)' '.??* -path .Trash -prune -o -type d -name *.app -print -prune' :${p[35]}\" :Label\" '{/,}L*/{Con,Pref}* -type f ! -size 0 -name *.plist -exec plutil -s {} \;' "-f'%N: %l' Desktop L*/Keyc*" therm sysload boot-args status " -F '\$Time \$(RefProc): \$Message' -k Sender Req 'fsev|kern|launchd' -k RefProc Rne 'Aq|WebK' -k Message Rne 'Goog|ksadm|probe|Roame|SMC:|smcD|sserti|suhel| VALI|ver-r|xpma' -k Message Req 'abn|bad |Beac|caug|corru|dead[^bl]|FAIL|fail|GPU |hfs: Ru|inval|jnl:|last value [1-9]|NVDA\(|pagin|proc: t|Roamed|rror|SL|TCON|Throttli|tim(ed? ?|ing )o|WARN' " '-du -n DEV -n EDEV 1 10' 'acrx -o comm,ruid,%cpu' '-t1 10 1' '-f -pfc /var/db/r*/com.apple.*.{BS,Bas,Es,J,OSXU,Rem,up}*.bom' '{/,}L*/Lo*/Diag* -type f -regex .\*[cght] ! -name .?\* ! -name \*ag \( -exec grep -lq "^Thread c" {} \; -exec printf \* \; -o -true \) -execdir stat -f:%Sc:%N -t%F {} \;|sort -t: -k2 |tail -n'${p[38]} '/S*/*/Ca*/*xpc* >&- ||echo No' '-L /{S*/,}L*/StartupItems -type f -exec file {} +' '-L /S*/L*/{C*/Sec*A,Ex}* {/,}L*/{A*d,Ca*/*/Ex,Co{mpon,reM},Ex,In{p,ter},iTu*/*P,Keyb,Mail/B,Pr*P,Qu*T,Scripti,Sec,Servi,Spo,Widg}* -path \\*s/Resources -prune -o -type f -name Info.plist' '/usr/lib -type f -name *.dylib' `awk "${s[31]}"<<<${p[23]}` "/e*/{auto,{cron,fs}tab,hosts,{[lp],sy}*.conf,mach_i*/*,pam.d/*,ssh{,d}_config,*.local} {,/usr/local}/etc/periodic/*/* /L*/P*{,/*}/com.a*.{Bo,sec*.ap}*t {/S*/,/,}L*/Lau*/*t .launchd.conf" list getenv /Library/Preferences/com.apple.alf\ globalstate --proxy '-n get default' -I --dns -getdnsservers\ "${p[N5]}" -getinfo\ "${p[N5]}" -P -m\ / '' -n1 '-R -l1 -n1 -o prt -stats command,uid,prt' '--regexp --only-files --files com.apple.pkg.*|sort|uniq' -kl -l -s\ / '-R -l1 -n1 -o mem -stats command,uid,mem' '+c0 -i4TCP:0-1023' com.apple.dashboard\ layer-gadgets '-d /L*/Mana*/$USER&&echo On' '-app Safari WebKitDNSPrefetchingEnabled' "+c0 -l|awk '{print(\$1,\$3)}'|sort|uniq -c|sort -n|tail -1|awk '{print(\$2,\$3,\$1)}'" -m 'L*/{Con*/*/Data/L*/,}Pref* -type f -size 0c -name *.plist.???????|wc -l' kern.memorystatus_vm_pressure_level '3>&1 >&- 2>&3' " -F '\$Time \$Message' -k Sender kernel -k Message CSeq 'n Cause: -' " );N1=${#c2[@]};for j in {0..9};do c2[N1+j]=SP${p[j]}DataType;done;N2=${#c2[@]};for j in 0 1;do c2[N2+j]="-n ' syscall::'${p[33+j]}':return { @out[execname,uid]=sum(arg0) } tick-10sec { trunc(@out,1);exit(0);} '";done;l=(Restricted\ files Hidden\ apps 'Elapsed time (s)' POST Battery Safari\ extensions Bad\ plists 'High file counts' User Heat System\ load boot\ args FileVault Diagnostic\ reports Log 'Free space (MiB)' 'Swap (MiB)' Activity 'CPU per process' Login\ hook 'I/O per process' Mach\ ports kexts Daemons Agents XPC\ cache Startup\ items Admin\ access Root\ access Bundles dylibs Apps Font\ issues Inserted\ dylibs Firewall Proxies DNS TCP/IP Wi-Fi Profiles Root\ crontab User\ crontab 'Global login items' 'User login items' Spotlight Memory Listeners Widgets Parental\ Controls Prefetching SATA Descriptors App\ extensions Lockfiles Memory\ pressure SMC Shutdowns );N3=${#l[@]};for i in 0 1 2;do l[N3+i]=${p[5+i]};done;N4=${#l[@]};for j in 0 1;do l[N4+j]="Current ${p[29+j]}stream data";done;A0() { id -G|grep -qw 80;v[1]=$?;((v[1]==0))&&sudo true;v[2]=$?;v[3]=`date +%s`;clear >&-;date '+Start time: %T %D%n';};for i in 0 1;do eval ' A'$((1+i))'() { v=` eval "${c1[$1]} ${c2[$2]}"|'${c1[30+i]}' "${s[$3]}" `;[[ "$v" ]];};A'$((3+i))'() { v=` while read i;do [[ "$i" ]]&&eval "${c1[$1]} ${c2[$2]}" \"$i\"|'${c1[30+i]}' "${s[$3]}";done<<<"${v[$4]}" `;[[ "$v" ]];};A'$((5+i))'() { v=` while read i;do '${c1[30+i]}' "${s[$1]}" "$i";done<<<"${v[$2]}" `;[[ "$v" ]];};A'$((7+i))'() { v=` eval sudo "${c1[$1]} ${c2[$2]}"|'${c1[30+i]}' "${s[$3]}" `;[[ "$v" ]];};';done;A9(){ v=$((`date +%s`-v[3]));};B2(){ v[$1]="$v";};for i in 0 1;do eval ' B'$i'() { v=;((v['$((i+1))']==0))||{ v=No;false;};};B'$((3+i))'() { v[$2]=`'${c1[30+i]}' "${s[$3]}"<<<"${v[$1]}"`;} ';done;B5(){ v[$1]="${v[$1]}"$'\n'"${v[$2]}";};B6() { v=` paste -d: <(printf "${v[$1]}") <(printf "${v[$2]}")|awk -F: ' {printf("'"${f[$3]}"'",$1,$2)} ' `;};B7(){ v=`grep -Fv "${v[$1]}"<<<"$v"`;};C0() { [[ "$v" ]]&&sed -E "$s"<<<"$v";};C1() { [[ "$v" ]]&&printf "${f[$1]}" "${l[$2]}" "$v"|sed -E "$s";};C2() { v=`echo $v`;[[ "$v" != 0 ]]&&C1 0 $1;};C3() { v=`sed -E "${s[63]}"<<<"$v"`&&C1 1 $1;};for i in 1 2 7 8;do for j in 0 2 3;do eval D$i$j'(){ A'$i' $1 $2 $3; C'$j' $4;};';done;done;{ A0;D20 0 $((N1+1)) 2;D10 0 $N1 1;B0;C2 27;B0&&! B1&&C2 28;D12 15 37 25 8;A1 0 $((N1+2)) 3;C0;D13 0 $((N1+3)) 4 3;D23 0 $((N1+4)) 5 4;D13 0 $((N1+9)) 59 50;for i in 0 1 2;do D13 0 $((N1+5+i)) 6 $((N3+i));done;D13 1 10 7 9;D13 1 11 8 10;B1&&D73 19 53 67 55;D22 2 12 9 11;D12 3 13 10 12;D23 4 19 44 13;D23 5 54 12 56;D23 5 14 12 14;D22 6 36 13 15;D22 20 52 66 54;D22 7 37 14 16;D23 8 15 38 17;D22 9 16 16 18;B1&&{ D82 35 49 61 51;D82 11 17 17 20;for i in 0 1;do D82 28 $((N2+i)) 45 $((N4+i));done;};D22 12 44 54 45;D22 12 39 15 21;A1 13 40 18;B2 4;B3 4 0 19;A3 14 6 32 0;B4 0 5 11;A1 17 41 20;B7 5;C3 22;B4 4 6 21;A3 14 7 32 6;B4 0 7 11;B3 4 0 22;A3 14 6 32 0;B4 0 8 11;B5 7 8;B1&&{ A8 18 26 23;B7 7;C3 23;};A2 18 26 23;B7 7;C3 24;D13 4 21 24 26;B4 4 12 26;B3 4 13 27;A1 4 22 29;B7 12;B2 14;A4 14 6 52 14;B2 15;B6 14 15 4;B3 0 0 30;C3 29;A1 4 23 27;B7 13;C3 30;B3 4 0 65;A3 14 6 32 0;B4 0 16 11;A1 26 50 64;B7 16;C3 52;D13 24 24 32 31;D13 25 37 32 33;A2 23 18 28;B2 16;A2 16 25 33;B7 16;B3 0 0 34;B2 21;A6 47 21&&C0;B1&&{ D73 21 0 32 19;D73 10 42 32 40;D82 29 35 46 39;};D23 14 1 62 42;D12 34 43 53 44;D12 22 20 32 25;D22 0 $((N1+8)) 51 32;D13 4 8 41 6;D12 21 28 35 34;D13 27 29 36 35;A2 27 32 39&&{ B2 19;A2 33 33 40;B2 20;B6 19 20 3;};C2 36;D23 33 34 42 37;B1&&D83 35 45 55 46;D23 32 31 43 38;D12 36 47 32 48;D13 10 42 32 41;D13 37 2 48 43;D13 4 5 32 1;D13 4 3 60 5;D12 21 48 49 49;B3 4 22 57;A1 21 46 56;B7 22;B3 0 0 58;C3 47;D22 4 4 50 0;D12 4 51 32 53;D23 22 9 37 7;A9;C2 2;} 2>/dev/null|pbcopy;exit 2>&-
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  • TableView - How to update a running balance column after any other column in the view is re-sorted

    To keep this simple and to illustrate a problem that I am trying to solve let's say we have
    a domain class that contains an income per day.
    This class has two persistent properties - populated from a database table - date and income.
    And there is one transient property - running balance - that shows the accumulated income
    starting from the first record. This property is not persisted and it is used only to show
    the running/accumulated income in a table view.
    This domain object is shown in a table view with three columns:
         - date
         - income
         - running balance
    The first two columns - date and income - are sortable. When the user clicks on the column
    heading these can will be sorted in ascending or descending order. The running balance
    column needs to reflect this change and be correctly updated.
    So the question is : how would you implement the running balance update after the data in
    the table has been updated by the user?
    Take 1)
    =============
    The obvious approach is to use "setOnSort" method to consume the SortEvent event and re-sort the
    data but the sort-event does not contain any useful information that would tell from which column
    the sort event originated.
    Take 2)
    =============
    Found a possible solution:
         - TableView.getSortOrder() returns a list that defines the order in which TableColumn instances are sorted after the user clicked one or more column headings.
         - TableColumn.getSortType() returns the sort type - ascending/descending.
         - This info can be used in the TableView.setOnSort() event handler to re-sort the data and update the balance at the same time.
    Take 3)
    =============
    When the TableView.setOnSort() event handler is called the data is already sorted therefore the only thing that needs to be done is to update the running balance.

    I  think I understand what you're trying to do. If I've missed it, apologies, but I think this will provide you with something you can work from anyway.
    I would listen to the data instead of watching specifically for sorting. This will be much more robust if you add new functionality later (such as adding and removing rows, editing the data that's there, etc).
    Specifically, for the runningBalance column, create a cellValueFactory that provides a DoubleBinding; this binding should listen for changes to the data and compute the value by running through the table's items up to the point of the item for which it's displaying the value. (Hope you can untangle that sentence.)
    Example. The important part is the cellValueFactory for the cumulativeAmountCol. I guess I should mention that you shouldn't try this exact approach with very large tables as the performance might be pretty bad (computations of the order of n x m on changing data, where n is the number of rows in the table and m is the number of visible rows in the table).
    import java.text.DateFormat;
    import java.text.NumberFormat;
    import java.util.ArrayList;
    import java.util.Arrays;
    import java.util.Calendar;
    import java.util.Date;
    import java.util.Iterator;
    import java.util.List;
    import java.util.Random;
    import javafx.application.Application;
    import javafx.beans.Observable;
    import javafx.beans.binding.DoubleBinding;
    import javafx.beans.property.DoubleProperty;
    import javafx.beans.property.ObjectProperty;
    import javafx.beans.property.SimpleDoubleProperty;
    import javafx.beans.property.SimpleObjectProperty;
    import javafx.beans.value.ObservableValue;
    import javafx.collections.FXCollections;
    import javafx.scene.Scene;
    import javafx.scene.control.TableCell;
    import javafx.scene.control.TableColumn;
    import javafx.scene.control.TableColumn.CellDataFeatures;
    import javafx.scene.control.TableView;
    import javafx.scene.control.cell.PropertyValueFactory;
    import javafx.scene.layout.BorderPane;
    import javafx.stage.Stage;
    import javafx.util.Callback;
    public class CumulativeTableColumnExample extends Application {
      private final static int NUM_ITEMS = 20 ;
    @Override
      public void start(Stage primaryStage) {
      final TableView<LineItem> table = new TableView<>();
      // using the extractor here makes sure the table item list fires a list changed event if any amounts change
      // this enables the cumulative amount column to keep up to date when the amount in a different row changes.
      table.setItems(FXCollections.observableList(createRandomData(), new Callback<LineItem, Observable[]>() {
          @Override
          public Observable[] call(LineItem item) {
            return new Observable[] {item.amountProperty()};
      final TableColumn<LineItem, Date> dateCol = new TableColumn<>("Date");
      final TableColumn<LineItem, Number> amountCol = new TableColumn<>("Amount");
      final TableColumn<LineItem, Number> cumulativeAmountCol = new TableColumn<>("Cumulative Amount");
      table.getColumns().addAll(Arrays.asList(dateCol, amountCol, cumulativeAmountCol));
      dateCol.setCellValueFactory(new PropertyValueFactory<LineItem, Date>("date"));
        amountCol.setCellValueFactory(new PropertyValueFactory<LineItem, Number>("amount"));
        cumulativeAmountCol.setCellValueFactory(new PropertyValueFactory<LineItem, Number>("amount"));
        cumulativeAmountCol.setSortable(false); // otherwise bad things might happen
      final DateFormat dateFormat = DateFormat.getDateInstance(DateFormat.SHORT);
      dateCol.setCellFactory(new Callback<TableColumn<LineItem, Date>, TableCell<LineItem, Date>>() {
          @Override
          public TableCell<LineItem, Date> call(TableColumn<LineItem, Date> col) {
            return new TableCell<LineItem, Date>() {
              @Override
              public void updateItem(Date date, boolean empty) {
                super.updateItem(date, empty);
                if (empty) {
                  setText(null);
                } else {
                  setText(dateFormat.format(date));
      cumulativeAmountCol.setCellValueFactory(new Callback<CellDataFeatures<LineItem, Number>, ObservableValue<Number>> () {
          @Override
          public ObservableValue<Number> call(CellDataFeatures<LineItem, Number> cellData) {
            final LineItem currentItem = cellData.getValue() ;
            DoubleBinding value = new DoubleBinding() {
                super.bind(table.getItems());
              @Override
              protected double computeValue() {
                double total = 0 ;
                LineItem item = null ;
                for (Iterator<LineItem> iterator = table.getItems().iterator(); iterator.hasNext() && item != currentItem; ) {
                  item = iterator.next() ;
                  total = total + item.getAmount() ;
                return total ;
            return value;
        final NumberFormat currencyFormat = NumberFormat.getCurrencyInstance();
      // generics hell.. can't wait for lambdas...
      final Callback<TableColumn<LineItem, Number>, TableCell<LineItem, Number>> currencyCellFactory = new Callback<TableColumn<LineItem, Number>, TableCell<LineItem, Number>>() {
          @Override
          public TableCell<LineItem, Number> call(TableColumn<LineItem, Number> column) {
            return new TableCell<LineItem, Number>() {
              @Override
              public void updateItem(Number amount, boolean empty) {
                if (empty) {
                  setText(null) ;
                } else {
                  setText(currencyFormat.format(amount));
        amountCol.setCellFactory(currencyCellFactory);
        cumulativeAmountCol.setCellFactory(currencyCellFactory);
        BorderPane root = new BorderPane();
      root.setCenter(table);
      primaryStage.setScene(new Scene(root, 600, 400));
      primaryStage.show();
      public List<LineItem> createRandomData() {
        Random rng = new Random();
        List<LineItem> items = new ArrayList<>();
        for (int i=0; i<NUM_ITEMS; i++) {
          Calendar cal = Calendar.getInstance();
          cal.add(Calendar.DAY_OF_YEAR, rng.nextInt(365)-365);
          double amount = (rng.nextInt(90000)+10000)/100.0 ;
          items.add(new LineItem(cal.getTime(), amount));
        return items ;
      public static void main(String[] args) {
      launch(args);
    public static class LineItem {
        private final ObjectProperty<Date> date ;
        private final DoubleProperty amount ;
        public LineItem(Date date, double amount) {
          this.date = new SimpleObjectProperty<>(this, "date", date);
          this.amount = new SimpleDoubleProperty(this, "amount", amount);
        public final ObjectProperty<Date> dateProperty() {
          return date;
        public final Date getDate() {
          return date.get();
        public final void setDate(Date date) {
          this.date.set(date);
        public final DoubleProperty amountProperty() {
          return amount ;
        public final double getAmount() {
          return amount.get();
        public final void setAmount(double amount) {
          this.amount.set(amount);

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