Number of Polling Stations in Each Electoral Area
Patrick Mensah
2023-08-12
## tibble [130 × 15] (S3: tbl_df/tbl/data.frame)
## $ Polling_Station_Number: Factor w/ 130 levels "E270101","E270102",..: 1 2 3 4 5 6 7 8 9 10 ...
## $ Electoral_Area : Factor w/ 28 levels "Abaase","Abooso",..: 15 15 15 15 9 9 9 11 11 11 ...
## $ Location : Factor w/ 130 levels "A M E Zion Prim Begoro 1",..: 94 113 59 60 91 92 89 16 15 20 ...
## $ NPP : num [1:130] NA NA NA NA NA NA NA NA NA NA ...
## $ NDC : num [1:130] NA NA NA NA NA NA NA NA NA NA ...
## $ GUM : num [1:130] NA NA NA NA NA NA NA NA NA NA ...
## $ CPP : num [1:130] NA NA NA NA NA NA NA NA NA NA ...
## $ GFP : num [1:130] NA NA NA NA NA NA NA NA NA NA ...
## $ GCPP : num [1:130] NA NA NA NA NA NA NA NA NA NA ...
## $ APC : num [1:130] NA NA NA NA NA NA NA NA NA NA ...
## $ LPG : num [1:130] NA NA NA NA NA NA NA NA NA NA ...
## $ PNC : num [1:130] NA NA NA NA NA NA NA NA NA NA ...
## $ PPP : num [1:130] NA NA NA NA NA NA NA NA NA NA ...
## $ NDP : num [1:130] NA NA NA NA NA NA NA NA NA NA ...
## $ Independent : num [1:130] NA NA NA NA NA NA NA NA NA NA ...# Finding duplicate records####
duplicate_rows <- data[duplicated(data) | duplicated(data, fromLast = TRUE), ]
# Check if there are duplicate records
if (nrow(duplicate_rows) == 0) {
cat("There are no duplicate records.\n")
} else {
cat("Number of duplicate records:", nrow(duplicate_rows), "\n")
print(duplicate_rows)
}## There are no duplicate records.# Calculate the total number of Polling stations in Fanteakwa North
total_observations <- nrow(data)
# Display the total number of observations
cat("Total number of Polling Stations in Fanteakwa North is ", total_observations, "\n")## Total number of Polling Stations in Fanteakwa North is 130# Filter records where Polling_Station_Number is "E2701sps"
records_e2701sps <- data %>%
filter(Polling_Station_Number == "E2701sps")
# Display the filtered records
print(records_e2701sps)## # A tibble: 1 × 15
## Polling_Station_Number Electoral_Area Location NPP NDC GUM CPP GFP
## <fct> <fct> <fct> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 E2701sps Begoro-zongo Local Cou… NA NA NA NA NA
## # ℹ 7 more variables: GCPP <dbl>, APC <dbl>, LPG <dbl>, PNC <dbl>, PPP <dbl>,
## # NDP <dbl>, Independent <dbl>## # A tibble: 28 × 2
## Electoral_Area Polling_Station_Count
## <fct> <int>
## 1 Dominase 8
## 2 Nteso/Ntanoam 8
## 3 Obuase 8
## 4 Abooso 7
## 5 Amotare/Agyamamu 7
## 6 Mpaem 7
## 7 Mission 6
## 8 Opare 6
## 9 Bonterase 5
## 10 Dedesewurako 5
## 11 Miaso 5
## 12 Odortom 5
## 13 Odumasi East 5
## 14 Ahomahomasu 4
## 15 Akoradarko 4
## 16 Akwamu/Kotoku 4
## 17 Asirebuso 4
## 18 Koradaso 4
## 19 Abaase 3
## 20 Addokrom 3
## 21 Begoro-zongo 3
## 22 Besebuom 3
## 23 Feyiase 3
## 24 Obooho 3
## 25 Onuku 3
## 26 Sekyere 3
## 27 Odumasi West 2
## 28 Paramanteng 2
## Polling_Station_Number Electoral_Area Location
## E270101 : 1 Dominase : 8 A M E Zion Prim Begoro 1: 1
## E270102 : 1 Nteso/Ntanoam : 8 A M E Zion Prim Begoro 2: 1
## E270103 : 1 Obuase : 8 A Prim Sch Abooso : 1
## E270104 : 1 Abooso : 7 Abaase ''A''begoro : 1
## E2701sps: 1 Amotare/Agyamamu: 7 Abaase ''B''begoro : 1
## E270201 : 1 Mpaem : 7 Abease Begoro : 1
## (Other) :124 (Other) :85 (Other) :124
## NPP NDC GUM CPP
## Min. : 4.0 Min. : 19.0 Min. : 10.0 Min. : 5.0
## 1st Qu.:160.2 1st Qu.:234.8 1st Qu.:112.5 1st Qu.:107.0
## Median :366.5 Median :455.0 Median :212.5 Median :188.5
## Mean :385.8 Mean :426.6 Mean :216.0 Mean :194.7
## 3rd Qu.:600.0 3rd Qu.:613.2 3rd Qu.:317.5 3rd Qu.:301.5
## Max. :799.0 Max. :796.0 Max. :400.0 Max. :399.0
##
## GFP GCPP APC LPG
## Min. : 7.00 Min. : 1.0 Min. : 4.0 Min. : 1.00
## 1st Qu.: 94.75 1st Qu.:104.2 1st Qu.: 78.0 1st Qu.: 92.25
## Median :181.50 Median :229.5 Median :199.5 Median :172.00
## Mean :186.97 Mean :211.6 Mean :200.6 Mean :184.72
## 3rd Qu.:261.25 3rd Qu.:318.2 3rd Qu.:319.5 3rd Qu.:283.25
## Max. :395.00 Max. :398.0 Max. :400.0 Max. :399.00
##
## PNC PPP NDP Independent
## Min. : 3.0 Min. : 0.0 Min. : 8.0 Min. : 3.0
## 1st Qu.: 95.0 1st Qu.:111.5 1st Qu.:107.2 1st Qu.: 83.0
## Median :197.5 Median :223.5 Median :200.5 Median :191.5
## Mean :192.9 Mean :213.8 Mean :199.0 Mean :187.0
## 3rd Qu.:289.5 3rd Qu.:314.0 3rd Qu.:277.5 3rd Qu.:279.8
## Max. :400.0 Max. :400.0 Max. :399.0 Max. :400.0
## 
## # A tibble: 133 × 15
## Polling_Station_Number Electoral_Area Location NPP NDC GUM CPP GFP
## <chr> <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 E270101 Koradaso Market C… 414 237 169 300 22
## 2 E270102 Koradaso Presby S… 462 763 133 9 114
## 3 E270103 Koradaso D.A Prim… 178 338 198 169 87
## 4 E270104 Koradaso D.A Prim… 525 38 360 279 131
## 5 E2701sps Begoro-zongo Local Co… 194 136 175 347 185
## 6 E270201 Begoro-zongo Local Co… 117 454 400 208 250
## 7 E270202 Begoro-zongo Islamic … 298 737 244 314 202
## 8 E270301 Bonterase Anglican… 228 559 308 136 245
## 9 E270302 Bonterase Anglican… 243 588 103 308 245
## 10 E270303 Bonterase Apostoli… 13 82 308 394 177
## # ℹ 123 more rows
## # ℹ 7 more variables: GCPP <dbl>, APC <dbl>, LPG <dbl>, PNC <dbl>, PPP <dbl>,
## # NDP <dbl>, Independent <dbl># Assuming there is a new Polling station called 'Manchester Shs' in Koradaso Electoral Area
# but due to some confusions that happens, the figures for both NPP and NDC are not yet.
# New polling station data
new_polling_station <- data.frame(
Polling_Station_Number = 'E272811',
Electoral_Area = 'Koradaso',
Location = 'Manchester SHS',
NPP = NA, # NPP votes not available
NDC = NA, # NDC votes not available
GUM = 153,
CPP = 7,
GFP = 3,
GCPP = 4,
APC = 130,
LPG = 20,
PNC = 112,
PPP = 613,
NDP = 7,
Independent = 27
)
# Add new polling station to the data dataset
data <- bind_rows(data, new_polling_station)
# Print the updated dataset
print(data)## # A tibble: 134 × 15
## Polling_Station_Number Electoral_Area Location NPP NDC GUM CPP GFP
## <chr> <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 E270101 Koradaso Market C… 414 237 169 300 22
## 2 E270102 Koradaso Presby S… 462 763 133 9 114
## 3 E270103 Koradaso D.A Prim… 178 338 198 169 87
## 4 E270104 Koradaso D.A Prim… 525 38 360 279 131
## 5 E2701sps Begoro-zongo Local Co… 194 136 175 347 185
## 6 E270201 Begoro-zongo Local Co… 117 454 400 208 250
## 7 E270202 Begoro-zongo Islamic … 298 737 244 314 202
## 8 E270301 Bonterase Anglican… 228 559 308 136 245
## 9 E270302 Bonterase Anglican… 243 588 103 308 245
## 10 E270303 Bonterase Apostoli… 13 82 308 394 177
## # ℹ 124 more rows
## # ℹ 7 more variables: GCPP <dbl>, APC <dbl>, LPG <dbl>, PNC <dbl>, PPP <dbl>,
## # NDP <dbl>, Independent <dbl># After recounting the ballots, we got the new figures for NPP and NDC we have to update the figures
# Update NPP and NDC figures for Manchester SHS
data[data$Polling_Station_Number == 'E272811', 'NPP'] <- 203
data[data$Polling_Station_Number == 'E272811', 'NDC'] <- 5000
# Print the updated dataset
print(data)## # A tibble: 134 × 15
## Polling_Station_Number Electoral_Area Location NPP NDC GUM CPP GFP
## <chr> <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 E270101 Koradaso Market C… 414 237 169 300 22
## 2 E270102 Koradaso Presby S… 462 763 133 9 114
## 3 E270103 Koradaso D.A Prim… 178 338 198 169 87
## 4 E270104 Koradaso D.A Prim… 525 38 360 279 131
## 5 E2701sps Begoro-zongo Local Co… 194 136 175 347 185
## 6 E270201 Begoro-zongo Local Co… 117 454 400 208 250
## 7 E270202 Begoro-zongo Islamic … 298 737 244 314 202
## 8 E270301 Bonterase Anglican… 228 559 308 136 245
## 9 E270302 Bonterase Anglican… 243 588 103 308 245
## 10 E270303 Bonterase Apostoli… 13 82 308 394 177
## # ℹ 124 more rows
## # ℹ 7 more variables: GCPP <dbl>, APC <dbl>, LPG <dbl>, PNC <dbl>, PPP <dbl>,
## # NDP <dbl>, Independent <dbl>#Finding the new total votes for each political party####
# Calculate the new total votes for each political party
total_votes <- data %>%
summarise_at(vars(NPP:Independent), sum, na.rm = TRUE)
# Print the new total votes
print(total_votes)## # A tibble: 1 × 12
## NPP NDC GUM CPP GFP GCPP APC LPG PNC PPP NDP Independent
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 52479 62507 28367 25520 25068 27682 26593 24280 25228 28690 26149 24417
## There are no duplicate records.## # A tibble: 6 × 15
## Polling_Station_Number Electoral_Area Location NPP NDC GUM CPP GFP
## <chr> <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 E272802 Mpaem D/A Prim … 325 647 247 304 219
## 2 E272803 Mpaem D A Prim … 783 54 288 390 179
## 3 E272804 Mpaem D A Prim … 279 216 47 60 221
## 4 E272805 Mpaem D A Prim … 799 596 330 107 323
## 5 E272806 Mpaem Abuakwa 788 556 99 291 89
## 6 E272807 Mpaem Akakpokope 566 657 107 372 121
## # ℹ 7 more variables: GCPP <dbl>, APC <dbl>, LPG <dbl>, PNC <dbl>, PPP <dbl>,
## # NDP <dbl>, Independent <dbl>## Overall Percentage of Votes:## NPP: 13.78 %## NDC: 15.24 %## GUM: 7.71 %## CPP: 6.95 %## GFP: 6.68 %## GCPP: 7.56 %## APC: 7.17 %## LPG: 6.6 %## PNC: 6.89 %## PPP: 7.63 %## NDP: 7.11 %## Independent: 6.68 %
## # A tibble: 130 × 4
## Polling_Station_Number Electoral_Area Location NPP
## <chr> <chr> <chr> <dbl>
## 1 E270101 Koradaso Market Center Koradaso 414
## 2 E270102 Koradaso Presby Shs Begoro 462
## 3 E270103 Koradaso D.A Prim Akrumso 178
## 4 E270104 Koradaso D.A Prim. Opesika 525
## 5 E2701sps Begoro-zongo Local Council Office,Begoro 194
## 6 E270201 Begoro-zongo Local Council Offices 117
## 7 E270202 Begoro-zongo Islamic Kg School Begoro 298
## 8 E270301 Bonterase Anglican Prim A Begoro 228
## 9 E270302 Bonterase Anglican Jhs Begoro 243
## 10 E270303 Bonterase Apostolic Church Begoro 13
## # ℹ 120 more rows## # A tibble: 5 × 4
## Polling_Station_Number Electoral_Area Location NPP
## <chr> <chr> <chr> <dbl>
## 1 E272805 Mpaem D A Prim Sch Adakope 799
## 2 E272507 Dominase Omafele 791
## 3 E272806 Mpaem Abuakwa 788
## 4 E272503 Dominase D A Prim Sch Yokperm 784
## 5 E272803 Mpaem D A Prim Sch Tramleveme 783
## Total number of votes NPP had in Fanteakwa North is: 50154## Maximum number of votes NPP had in Fanteakwa North is: 799## Minimum number of votes NPP had in Fanteakwa North is: 4## Average number of votes NPP had in Fanteakwa North is: 385.8## Polling station with the maximum NPP votes:## # A tibble: 1 × 4
## Polling_Station_Number Electoral_Area Location NPP
## <chr> <chr> <chr> <dbl>
## 1 E272805 Mpaem D A Prim Sch Adakope 799##
## Polling station with the minimum NPP votes:## # A tibble: 1 × 4
## Polling_Station_Number Electoral_Area Location NPP
## <chr> <chr> <chr> <dbl>
## 1 E272801 Mpaem Presby Primary Sch Mpaem 4## # A tibble: 28 × 2
## Electoral_Area Total_NPP_Votes
## <chr> <dbl>
## 1 Dominase 3877
## 2 Obuase 3593
## 3 Mpaem 3544
## 4 Mission 3115
## 5 Amotare/Agyamamu 2562
## 6 Odortom 2522
## 7 Asirebuso 2147
## 8 Besebuom 2124
## 9 Nteso/Ntanoam 2118
## 10 Opare 1908
## # ℹ 18 more rows
## # A tibble: 28 × 2
## Electoral_Area Avg_NPP_Votes
## <chr> <dbl>
## 1 Besebuom 708
## 2 Paramanteng 581
## 3 Sekyere 578.
## 4 Odumasi West 554.
## 5 Asirebuso 537.
## 6 Mission 519.
## 7 Mpaem 506.
## 8 Odortom 504.
## 9 Dominase 485.
## 10 Obooho 478.
## # ℹ 18 more rows
## # A tibble: 130 × 4
## Polling_Station_Number Electoral_Area Location NDC
## <chr> <chr> <chr> <dbl>
## 1 E270101 Koradaso Market Center Koradaso 237
## 2 E270102 Koradaso Presby Shs Begoro 763
## 3 E270103 Koradaso D.A Prim Akrumso 338
## 4 E270104 Koradaso D.A Prim. Opesika 38
## 5 E2701sps Begoro-zongo Local Council Office,Begoro 136
## 6 E270201 Begoro-zongo Local Council Offices 454
## 7 E270202 Begoro-zongo Islamic Kg School Begoro 737
## 8 E270301 Bonterase Anglican Prim A Begoro 559
## 9 E270302 Bonterase Anglican Jhs Begoro 588
## 10 E270303 Bonterase Apostolic Church Begoro 82
## # ℹ 120 more rows
## Total number of votes NDC had in Fanteakwa North is: 55452## Maximum number of votes NDC had in Fanteakwa North is: 796## Minimum number of votes NDC had in Fanteakwa North is: 19## Average number of votes NDC had in Fanteakwa North is: 426.5538## Polling station with the maximum NDC votes:## # A tibble: 1 × 4
## Polling_Station_Number Electoral_Area Location NDC
## <chr> <chr> <chr> <dbl>
## 1 E272401 Amotare/Agyamamu R/C Prim Sch Agyamamu 796##
## Polling station with the minimum NDC votes:## # A tibble: 1 × 4
## Polling_Station_Number Electoral_Area Location NDC
## <chr> <chr> <chr> <dbl>
## 1 E270505 Obuase S D A Prim Sch Obuase Begoro 19
## # A tibble: 130 × 7
## Polling_Station_Number Electoral_Area Location NPP NDC Vote_Difference
## <chr> <chr> <chr> <dbl> <dbl> <dbl>
## 1 E270701 Abaase Abaase ''A… 372 83 289
## 2 E270702 Abaase Abaase ''B… 142 522 -380
## 3 E270703 Abaase Opoku Stre… 543 632 -89
## 4 E272301 Abooso A Prim Sch… 66 645 -579
## 5 E272302 Abooso R/C Prim S… 662 346 316
## 6 E272303 Abooso Ampasakyi … 84 128 -44
## 7 E272304 Abooso D A Prim S… 164 217 -53
## 8 E272305 Abooso D A Prim S… 647 617 30
## 9 E272306 Abooso D/A Prim S… 50 697 -647
## 10 E272307 Abooso Amanfroso … 73 336 -263
## # ℹ 120 more rows
## # ℹ 1 more variable: Winner <chr>## # A tibble: 2 × 2
## Winner Count
## <chr> <int>
## 1 NDC Won 68
## 2 NPP Won 62
## NPP won with the highest difference at:## # A tibble: 1 × 17
## Polling_Station_Number Electoral_Area Location NPP NDC GUM CPP GFP
## <chr> <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 E272803 Mpaem D A Prim … 783 54 288 390 179
## # ℹ 9 more variables: GCPP <dbl>, APC <dbl>, LPG <dbl>, PNC <dbl>, PPP <dbl>,
## # NDP <dbl>, Independent <dbl>, Vote_Difference <dbl>, Winner <chr>##
## NPP won with the least difference at:## # A tibble: 1 × 17
## Polling_Station_Number Electoral_Area Location NPP NDC GUM CPP GFP
## <chr> <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 E270603 Sekyere Near Ofor… 554 553 197 351 107
## # ℹ 9 more variables: GCPP <dbl>, APC <dbl>, LPG <dbl>, PNC <dbl>, PPP <dbl>,
## # NDP <dbl>, Independent <dbl>, Vote_Difference <dbl>, Winner <chr>##
## NDC won with the highest difference at:## # A tibble: 1 × 17
## Polling_Station_Number Electoral_Area Location NPP NDC GUM CPP GFP
## <chr> <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 E271903 Akwamu/Kotoku D/A Prim … 88 793 114 310 64
## # ℹ 9 more variables: GCPP <dbl>, APC <dbl>, LPG <dbl>, PNC <dbl>, PPP <dbl>,
## # NDP <dbl>, Independent <dbl>, Vote_Difference <dbl>, Winner <chr>##
## NDC won with the least difference at:## # A tibble: 1 × 17
## Polling_Station_Number Electoral_Area Location NPP NDC GUM CPP GFP
## <chr> <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 E271706 Nteso/Ntanoam Nteso No 2 515 521 93 187 184
## # ℹ 9 more variables: GCPP <dbl>, APC <dbl>, LPG <dbl>, PNC <dbl>, PPP <dbl>,
## # NDP <dbl>, Independent <dbl>, Vote_Difference <dbl>, Winner <chr>## Number of instances where NPP or NDC won by a close margin: 3## Number of instances where NPP or NDC won by a significant margin: 119## # A tibble: 3 × 6
## Polling_Station_Number Electoral_Area Location NPP NDC Vote_Difference
## <chr> <chr> <chr> <dbl> <dbl> <dbl>
## 1 E270603 Sekyere Near Oforiw… 554 553 1
## 2 E271706 Nteso/Ntanoam Nteso No 2 515 521 -6
## 3 E272604 Odortom D A Prim Sc… 665 672 -7## # A tibble: 28 × 5
## Electoral_Area Total_NPP_Votes Total_NDC_Votes Vote_Difference Winning_Party
## <chr> <dbl> <dbl> <dbl> <chr>
## 1 Abaase 1057 1237 -180 NDC
## 2 Abooso 1746 2986 -1240 NDC
## 3 Addokrom 1090 824 266 NPP
## 4 Ahomahomasu 1179 1795 -616 NDC
## 5 Akoradarko 1021 1316 -295 NDC
## 6 Akwamu/Kotoku 1208 2282 -1074 NDC
## 7 Amotare/Agyama… 2562 3850 -1288 NDC
## 8 Asirebuso 2147 1519 628 NPP
## 9 Begoro-zongo 609 1327 -718 NDC
## 10 Besebuom 2124 859 1265 NPP
## 11 Bonterase 1521 1962 -441 NDC
## 12 Dedesewurako 1894 1572 322 NPP
## 13 Dominase 3877 3632 245 NPP
## 14 Feyiase 998 1479 -481 NDC
## 15 Koradaso 1579 1376 203 NPP
## 16 Miaso 1119 1646 -527 NDC
## 17 Mission 3115 3031 84 NPP
## 18 Mpaem 3544 3262 282 NPP
## 19 Nteso/Ntanoam 2118 3156 -1038 NDC
## 20 Obooho 1435 1352 83 NPP
## 21 Obuase 3593 2320 1273 NPP
## 22 Odortom 2522 2307 215 NPP
## 23 Odumasi East 1461 2936 -1475 NDC
## 24 Odumasi West 1109 692 417 NPP
## 25 Onuku 721 963 -242 NDC
## 26 Opare 1908 3527 -1619 NDC
## 27 Paramanteng 1162 982 180 NPP
## 28 Sekyere 1735 1262 473 NPP## Number of Electoral Areas won by NPP: 14## Number of Electoral Areas won by NDC: 14## Number of ties:
## # A tibble: 28 × 4
## Electoral_Area Avg_NPP_Votes Avg_NDC_Votes Average_Difference
## <chr> <dbl> <dbl> <dbl>
## 1 Abaase 352. 412. -60
## 2 Abooso 249. 427. -177.
## 3 Addokrom 363. 275. 88.7
## 4 Ahomahomasu 295. 449. -154
## 5 Akoradarko 255. 329 -73.8
## 6 Akwamu/Kotoku 302 570. -268.
## 7 Amotare/Agyamamu 366 550 -184
## 8 Asirebuso 537. 380. 157
## 9 Begoro-zongo 203 442. -239.
## 10 Besebuom 708 286. 422.
## 11 Bonterase 304. 392. -88.2
## 12 Dedesewurako 379. 314. 64.4
## 13 Dominase 485. 454 30.6
## 14 Feyiase 333. 493 -160.
## 15 Koradaso 395. 344 50.8
## 16 Miaso 224. 329. -105.
## 17 Mission 519. 505. 14.0
## 18 Mpaem 506. 466 40.3
## 19 Nteso/Ntanoam 265. 394. -130.
## 20 Obooho 478. 451. 27.7
## 21 Obuase 449. 290 159.
## 22 Odortom 504. 461. 43
## 23 Odumasi East 292. 587. -295
## 24 Odumasi West 554. 346 208.
## 25 Onuku 240. 321 -80.7
## 26 Opare 318 588. -270.
## 27 Paramanteng 581 491 90
## 28 Sekyere 578. 421. 158.## # A tibble: 130 × 19
## Polling_Station_Number Electoral_Area Location NPP NDC GUM CPP GFP
## <chr> <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 E270101 Koradaso Market … 414 237 169 300 22
## 2 E270102 Koradaso Presby … 462 763 133 9 114
## 3 E270103 Koradaso D.A Pri… 178 338 198 169 87
## 4 E270104 Koradaso D.A Pri… 525 38 360 279 131
## 5 E2701sps Begoro-zongo Local C… 194 136 175 347 185
## 6 E270201 Begoro-zongo Local C… 117 454 400 208 250
## 7 E270202 Begoro-zongo Islamic… 298 737 244 314 202
## 8 E270301 Bonterase Anglica… 228 559 308 136 245
## 9 E270302 Bonterase Anglica… 243 588 103 308 245
## 10 E270303 Bonterase Apostol… 13 82 308 394 177
## 11 E270304 Bonterase Salvati… 373 695 318 107 250
## 12 E270305 Bonterase Dansor … 664 38 198 7 47
## 13 E270401 Mission Presby … 601 195 209 113 130
## 14 E270402 Mission Presby … 602 768 348 260 32
## 15 E270403 Mission Begoro … 767 679 400 28 161
## 16 E270404 Mission Adawso … 708 285 224 305 321
## 17 E270405 Mission Foundat… 90 605 257 325 63
## 18 E270406 Mission Apinto 347 499 176 73 167
## 19 E270501 Obuase Osuben … 648 783 385 281 275
## 20 E270502 Obuase Osuben … 354 343 140 72 77
## 21 E270503 Obuase Old Sto… 25 309 23 266 152
## 22 E270504 Obuase Mfum St… 518 458 129 374 198
## 23 E270505 Obuase S D A P… 425 19 164 261 94
## 24 E270506 Obuase A M E Z… 648 194 190 223 378
## 25 E270507 Obuase A M E Z… 765 163 75 203 341
## 26 E270508 Obuase Distric… 210 51 376 210 220
## 27 E270601 Sekyere Sekyere… 589 533 268 218 183
## 28 E270602 Sekyere Apeanin… 592 176 169 183 160
## 29 E270603 Sekyere Near Of… 554 553 197 351 107
## 30 E270701 Abaase Abaase … 372 83 361 154 241
## 31 E270702 Abaase Abaase … 142 522 233 118 180
## 32 E270703 Abaase Opoku S… 543 632 367 343 301
## 33 E270801 Odumasi West Abease … 489 391 63 66 23
## 34 E270802 Odumasi West Apeboos… 620 301 79 109 315
## 35 E270901 Odumasi East Odumasi… 774 596 35 133 228
## 36 E270902 Odumasi East Odumasi… 22 705 290 35 223
## 37 E270903 Odumasi East Sda Jhs… 308 618 252 54 272
## 38 E270904 Odumasi East R C Jhs… 134 588 342 239 186
## 39 E270905 Odumasi East R C Pri… 223 429 322 378 170
## 40 E271001 Opare D A Jhs… 165 709 47 119 22
## 41 E271002 Opare D A Pri… 216 760 110 349 217
## 42 E271003 Opare D A Pri… 289 711 278 303 300
## 43 E271004 Opare D A Pri… 580 427 392 9 135
## 44 E271005 Opare Salvati… 71 671 316 152 78
## 45 E271006 Opare Akwaawa 587 249 294 99 163
## 46 E271101 Obooho D/A Pri… 574 428 221 104 236
## 47 E271102 Obooho D/A Jhs… 140 397 286 280 66
## 48 E271103 Obooho Teyemuni 721 527 221 387 294
## 49 E271201 Onuku D/A Pri… 152 380 72 179 217
## 50 E271202 Onuku D A Pri… 293 544 291 277 283
## 51 E271203 Onuku D/A Pri… 276 39 225 372 208
## 52 E271301 Akoradarko D A Pri… 462 521 277 240 86
## 53 E271302 Akoradarko D A Pri… 40 472 377 23 180
## 54 E271303 Akoradarko Amoafoa… 430 199 171 166 357
## 55 E271304 Akoradarko Bommoden 89 124 296 46 137
## 56 E271401 Ahomahomasu D/A Pri… 315 264 347 190 364
## 57 E271402 Ahomahomasu D/A Jhs… 222 774 92 36 357
## 58 E271403 Ahomahomasu Cmb She… 527 185 124 173 40
## 59 E271404 Ahomahomasu Tadieso 115 572 298 53 391
## 60 E271501 Besebuom R/C Pri… 605 251 38 302 128
## 61 E271502 Besebuom Besebuom 773 457 236 206 335
## 62 E271503 Besebuom D/A Pri… 746 151 164 399 373
## 63 E271601 Addokrom D/A Pri… 455 53 106 18 231
## 64 E271602 Addokrom D/A Pri… 597 537 32 199 333
## 65 E271603 Addokrom Cmb She… 38 234 82 158 395
## 66 E271701 Nteso/Ntanoam Ntanoam 158 288 395 377 217
## 67 E271702 Nteso/Ntanoam Marfokr… 751 184 353 36 327
## 68 E271703 Nteso/Ntanoam Darkwak… 208 764 276 102 126
## 69 E271704 Nteso/Ntanoam Kronkro… 373 412 208 243 40
## 70 E271705 Nteso/Ntanoam D/A Pri… 33 626 75 47 263
## 71 E271706 Nteso/Ntanoam Nteso N… 515 521 93 187 184
## 72 E271707 Nteso/Ntanoam D/A Pri… 12 308 290 392 200
## 73 E271708 Nteso/Ntanoam D/A Pri… 68 53 29 138 51
## 74 E271801 Paramanteng D/A Pri… 754 204 216 298 224
## 75 E271802 Paramanteng D/A Pri… 408 778 174 370 66
## 76 E271901 Akwamu/Kotoku D/A Pri… 307 536 373 157 167
## 77 E271902 Akwamu/Kotoku D/A Jhs… 277 563 322 188 257
## 78 E271903 Akwamu/Kotoku D/A Pri… 88 793 114 310 64
## 79 E271904 Akwamu/Kotoku D A Pri… 536 390 376 188 390
## 80 E272001 Feyiase D/A Pri… 290 408 337 56 28
## 81 E272002 Feyiase D A Jhs… 423 726 95 381 19
## 82 E272003 Feyiase D/A Pri… 285 345 357 37 205
## 83 E272101 Miaso D/A Pri… 670 159 169 83 123
## 84 E272102 Miaso D/A Pri… 120 467 95 318 79
## 85 E272103 Miaso D A Pri… 109 508 25 173 262
## 86 E272104 Miaso D A Pri… 157 56 396 333 227
## 87 E272105 Miaso D A Pri… 63 456 229 325 44
## 88 E272201 Asirebuso D Aprim… 482 616 147 129 331
## 89 E272202 Asirebuso D A Pri… 476 356 349 119 280
## 90 E272203 Asirebuso D Aprim… 479 278 391 199 90
## 91 E272204 Asirebuso D A Pri… 710 269 201 330 140
## 92 E272301 Abooso A Prim … 66 645 80 20 137
## 93 E272302 Abooso R/C Pri… 662 346 337 198 93
## 94 E272303 Abooso Ampasak… 84 128 231 86 126
## 95 E272304 Abooso D A Pri… 164 217 242 71 267
## 96 E272305 Abooso D A Pri… 647 617 105 314 7
## 97 E272306 Abooso D/A Pri… 50 697 374 201 326
## 98 E272307 Abooso Amanfro… 73 336 10 164 270
## 99 E272401 Amotare/Agyam… R/C Pri… 177 796 112 80 82
## 100 E272402 Amotare/Agyam… Cmb She… 361 25 363 54 234
## 101 E272403 Amotare/Agyam… D/A Pri… 235 538 385 133 166
## 102 E272404 Amotare/Agyam… Presby … 609 518 140 243 254
## 103 E272405 Amotare/Agyam… D A Pri… 329 756 30 5 86
## 104 E272406 Amotare/Agyam… R C Pri… 725 665 114 127 121
## 105 E272407 Amotare/Agyam… Osubuer 126 552 277 366 389
## 106 E272501 Dominase D A Pri… 211 723 93 155 70
## 107 E272502 Dominase D A Jhs… 685 389 201 287 259
## 108 E272503 Dominase D A Pri… 784 497 15 48 80
## 109 E272504 Dominase R C Pri… 309 221 196 226 263
## 110 E272505 Dominase Sabisea… 743 670 177 238 66
## 111 E272506 Dominase D A Pri… 242 656 176 339 363
## 112 E272507 Dominase Omafele 791 420 11 192 383
## 113 E272508 Dominase Amakom 112 56 65 196 237
## 114 E272601 Odortom D A Pri… 618 659 49 302 269
## 115 E272602 Odortom Penteco… 476 162 203 147 133
## 116 E272603 Odortom D A Pri… 150 237 174 385 136
## 117 E272604 Odortom D A Pri… 665 672 372 189 160
## 118 E272605 Odortom Penteco… 613 577 133 111 115
## 119 E272701 Dedesewurako R C Pri… 766 515 383 190 45
## 120 E272702 Dedesewurako R C Jhs… 159 329 121 118 63
## 121 E272703 Dedesewurako D A Jhs… 390 224 398 114 18
## 122 E272704 Dedesewurako D A Pri… 154 388 314 9 228
## 123 E272705 Dedesewurako D A Pri… 425 116 258 114 97
## 124 E272801 Mpaem Presby … 4 536 352 58 128
## 125 E272802 Mpaem D/A Pri… 325 647 247 304 219
## 126 E272803 Mpaem D A Pri… 783 54 288 390 179
## 127 E272804 Mpaem D A Pri… 279 216 47 60 221
## 128 E272805 Mpaem D A Pri… 799 596 330 107 323
## 129 E272806 Mpaem Abuakwa 788 556 99 291 89
## 130 E272807 Mpaem Akakpok… 566 657 107 372 121
## # ℹ 11 more variables: GCPP <dbl>, APC <dbl>, LPG <dbl>, PNC <dbl>, PPP <dbl>,
## # NDP <dbl>, Independent <dbl>, Total_Valid_Votes_Cast <dbl>,
## # Total_Registered_Voters <int>, Voting_Difference <chr>,
## # Vote_Discrepancy <dbl>## Number of over voting instances: 28## # A tibble: 28 × 19
## Polling_Station_Number Electoral_Area Location NPP NDC GUM CPP GFP
## <chr> <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 E271904 Akwamu/Kotoku D A Pri… 536 390 376 188 390
## 2 E271402 Ahomahomasu D/A Jhs… 222 774 92 36 357
## 3 E272806 Mpaem Abuakwa 788 556 99 291 89
## 4 E272302 Abooso R/C Pri… 662 346 337 198 93
## 5 E272503 Dominase D A Pri… 784 497 15 48 80
## 6 E270404 Mission Adawso … 708 285 224 305 321
## 7 E270402 Mission Presby … 602 768 348 260 32
## 8 E272404 Amotare/Agyama… Presby … 609 518 140 243 254
## 9 E272506 Dominase D A Pri… 242 656 176 339 363
## 10 E270603 Sekyere Near Of… 554 553 197 351 107
## # ℹ 18 more rows
## # ℹ 11 more variables: GCPP <dbl>, APC <dbl>, LPG <dbl>, PNC <dbl>, PPP <dbl>,
## # NDP <dbl>, Independent <dbl>, Total_Valid_Votes_Cast <dbl>,
## # Total_Registered_Voters <int>, Voting_Difference <chr>,
## # Vote_Discrepancy <dbl>