Need help finishing assignment - World Population Statistics - Italy

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I need help finishing this assignment. I'm struggling a bit with bringing it all together.

*Attached is the both population information and my excel workbook so far*

Instructions

Today there are 195 sovereign countries in the world that are officially recognized. One can choose to look at many types of data coming from these countries, as there is a plethora of existing information. For this assignment you will be looking at populations of cities within Italy at five different times (depending on when a census was taken). The data for these cities can be found in the file named Populations. Use all of the data points for each of the years given, but please note that not every city has a population for each census.

Prepare a report (see below) using the numerical methods of descriptive statistics presented in this module to show how the populations of the cities vary over the years (growth rates). Be sure to include the following three (3) items in your report.

  1. Compute descriptive statistics for each of the years along with an explanation of what the descriptive statistics tell us about the different years. Are they continually growing, or is there a decrease in the number of people? The descriptive statistics will include the mean, mode, range, standard deviation, and the 5-number summary (minimum, first quartile (Q1), median (Q2), third quartile (Q3), and maximum).
  2. Determine which cities, if any, should be considered outliers in each of the years? If there are any outliers in any year, please list them and state for which year each one is an outlier. Use the z-score method to determine outliers for this question showing the z-score calculations for each city and year in your spreadsheet.
  3. Determine the correlation coefficient between the first year and each of the other years. Please provide an explanation of the relationships. Show your calculations for each correlation coefficient within the spreadsheet. I have not done this step.

Paper Requirements
Write a report that uses the Written Assignment Requirements under the heading Expectations for CSU-Global Written Assignments found in the CSU-Global Guide to Writing and APA (Links to an external site.)Links to an external site.. Items that should be included, at a minimum, are a title page, an introduction, a body which answers the questions posed in the problem, and a conclusion paragraph that addresses your findings and what you have determined from the data and your analysis. As with all written assignments, you should have in-text citations and a reference page. Please include any tables of calculations, calculated values, and graphs associated with this problem in the body of your assignment response.

Note: You must submit your Excel file with your report. This will aid in grading with partial credit if errors are found in the report.

Unformatted Attachment Preview

Italy Cities Name Acerra Acireale Afragola Agrigento Alessandria Altamura Ancona Andria Anzio Aprilia Arezzo Ascoli Piceno Asti Avellino Aversa Bagheria Bari Barletta Battipaglia Benevento Bergamo Bisceglie Bitonto Bologna Bolzano (Bozen) Brescia Brindisi Busto Arsizio Cagliari Caltanissetta Carpi Carrara Casalnuovo di Napoli Caserta Casoria Castellammare di Stabia Catania Administrative Regions CAM SIC CAM SIC PIE PUG MAR PUG LAZ LAZ TOS MAR PIE CAM CAM SIC PUG PUG CAM CAM LOM PUG PUG EMI TRE LOM PUG LOM SAR SIC EMI TOS CAM CAM CAM CAM SIC Population 25/Oct/1981 36,052 48,493 57,367 51,325 100,523 51,346 106,498 84,661 27,169 37,807 92,105 54,298 77,681 56,892 56,425 40,076 371,022 83,453 40,797 62,636 122,142 46,538 49,714 459,080 105,180 206,661 89,786 79,728 233,848 61,146 60,614 68,702 21,033 66,318 68,521 70,685 380,328 Catanzaro Cava de' Tirreni Cerignola Cesena Chieti Cinisello Balsamo Civitavecchia Collegno Como Cosenza Cremona Crotone Cuneo Ercolano (Resina) Faenza Fano Ferrara Firenze [Florence] Fiumicino Foggia Foligno Forlì Gallarate Gela Genova [Genoa] Giugliano in Campania Grosseto Guidonia Montecelio Imola Lamezia Terme (Nicastro) L'Aquila La Spezia Latina Lecce Legnano Livorno Lucca Manfredonia Marano di Napoli Marsala Massa Matera Mazara del Vallo Messina CAL CAM PUG EMI ABR LOM LAZ PIE LOM CAL LOM CAL PIE CAM EMI MAR EMI TOS LAZ PUG UMB EMI LOM SIC LIG CAM TOS LAZ EMI CAL ABR LIG LAZ PUG LOM TOS TOS PUG CAM SIC TOS BAS SIC SIC 100,832 50,667 50,819 89,455 54,927 80,757 49,389 46,578 95,571 106,801 80,929 58,262 55,875 58,310 55,167 52,116 149,453 448,331 156,467 52,551 110,806 47,259 74,806 762,895 44,220 69,523 50,816 60,661 63,989 63,678 115,392 93,738 91,289 49,687 175,741 91,246 53,030 41,571 79,175 65,687 50,712 43,748 260,233 Milano [Milan] Modena Modica Molfetta Moncalieri Montesilvano Monza Napoli [Naples] Novara Olbia Padova [Padua] Palermo Parma Pavia Perugia Pesaro Pescara Piacenza Pisa Pistoia Pomezia Pordenone Portici Potenza Pozzuoli Prato Quartu Sant'Elena Ragusa Ravenna Reggio di Calabria Reggio nell'Emilia Rho Rimini Roma [Rome] Rovigo Salerno Sanremo (San Remo) San Severo Sassari Savona Scafati Scandicci Sesto San Giovanni Siena LOM EMI SIC PUG PIE ABR LOM CAM PIE SAR VEN SIC EMI LOM UMB MAR ABR EMI TOS TOS LAZ FRI CAM BAS CAM TOS SAR SIC EMI CAL EMI LOM EMI LAZ VEN CAM LIG PUG SAR LIG CAM TOS LOM TOS 1,604,773 180,312 47,537 65,625 64,035 29,240 123,145 1,212,387 102,086 30,787 234,678 701,782 179,019 85,029 142,348 90,412 131,330 109,039 104,509 92,274 29,925 52,094 80,410 64,358 69,861 160,220 43,896 64,492 138,034 173,486 130,376 50,666 127,813 2,840,259 52,218 157,385 61,170 54,205 119,596 75,353 34,061 54,038 95,833 61,989 Siracusa [Syracuse] Taranto Teramo Terni Tivoli Torino [Turin] Torre del Greco Trani Trapani Trento Treviso Trieste Udine Varese Velletri Venezia [Venice] Verona Viareggio Vicenza Vigevano Viterbo Vittoria SIC PUG ABR UMB LAZ PIE CAM PUG SIC TRE VEN FRI FRI LOM LAZ VEN VEN TOS VEN LOM LAZ SIC Mean Median Mode Standard Deviation Range Minimum First Quartile Median Third Quartile Maximum 117,615 244,101 51,092 111,564 50,985 1,117,154 103,605 44,510 71,927 99,179 87,696 252,369 102,021 90,527 41,213 346,146 265,932 58,263 114,598 65,179 57,632 51,240 149633.1644 73366.5 NA 303058.4692 2819226 21033 52301.25 73,367 113839.5 2840259 Z Score -0.37478 -0.33373 -0.30445 -0.32439 -0.16205 -0.32432 -0.14233 -0.21439 -0.40409 Population 20/Oct/1991 41,311 46,199 60,065 55,283 90,753 57,874 101,285 90,063 33,497 47,037 91,626 53,591 73,557 55,662 54,032 47,085 342,309 89,527 47,139 62,561 114,936 47,408 53,772 404,378 98,158 194,502 95,383 77,094 204,237 61,319 60,715 67,197 33,827 69,027 79,707 68,733 333,075 Population 21/Oct/2001 45,688 50,190 62,319 54,619 85,438 64,167 100,507 95,653 36,952 56,028 91,589 51,375 71,276 52,703 53,369 50,854 316,532 92,094 50,359 61,791 113,143 51,718 56,929 371,217 94,989 187,567 89,081 75,916 164,249 61,438 61,476 65,034 47,940 75,208 81,888 66,929 313,110 Population 9/Oct/2011 56,465 51,456 63,820 58,323 89,411 69,529 100,497 100,052 49,731 66,979 98,144 49,958 73,899 54,222 52,830 54,257 315,933 94,239 50,464 61,489 115,349 54,678 56,258 371,337 102,575 189,902 88,812 79,692 149,883 61,711 67,268 64,689 48,621 75,640 78,647 65,944 293,902 Population 31/Dec/2013 59,436 52,792 65,489 59,010 93,805 70,171 101,742 100,333 53,557 71,597 99,232 50,079 76,135 55,448 53,324 55,854 322,751 94,903 50,812 60,770 118,717 55,424 56,043 384,202 105,713 193,599 89,165 81,744 154,019 63,034 69,530 64,234 50,114 77,099 78,144 66,832 315,576 96,614 52,502 55,052 88,487 55,876 76,262 51,201 47,161 87,059 86,664 74,113 59,001 55,794 61,233 54,139 53,909 138,015 403,294 41,342 156,268 53,202 109,541 44,977 72,535 678,771 60,096 71,257 57,473 62,567 70,114 66,813 101,442 106,203 100,884 50,018 167,512 87,100 58,318 47,961 80,177 66,737 54,919 47,750 231,693 95,251 52,616 57,366 90,948 52,486 72,050 50,032 46,641 78,680 72,998 70,887 60,010 52,334 56,738 53,641 57,529 130,992 356,118 50,535 155,203 51,130 108,335 46,361 72,774 610,307 97,999 71,263 67,516 64,348 70,501 68,503 91,391 107,898 83,303 53,797 156,274 81,862 57,704 57,448 77,784 66,769 57,785 50,377 252,026 89,364 53,885 56,653 95,990 51,484 71,128 51,229 49,083 82,045 69,484 69,589 58,881 55,013 53,677 57,748 62,901 132,545 358,079 67,626 147,036 56,045 116,434 50,456 75,668 586,180 108,793 78,630 81,447 67,892 70,336 66,964 92,659 117,892 89,916 57,647 157,052 87,200 56,257 57,204 80,218 68,856 59,796 49,995 243,262 91,028 53,997 58,063 97,131 52,563 74,669 52,911 50,057 84,834 67,910 71,184 60,741 55,972 54,141 58,869 63,977 133,423 377,207 74,855 153,143 57,146 118,359 52,455 76,826 596,958 120,157 81,536 88,098 69,614 70,452 70,967 94,535 125,375 93,302 60,269 160,512 89,204 57,285 59,470 82,937 70,202 60,556 51,740 241,997 1,369,231 176,990 50,529 66,839 59,700 35,153 120,651 1,067,365 101,112 41,095 215,137 698,556 170,520 76,962 144,732 88,713 122,236 102,268 98,928 87,830 37,512 50,192 68,980 65,714 75,142 165,707 61,636 67,535 135,844 177,580 132,030 51,848 127,960 2,775,250 52,472 148,932 56,003 55,085 122,339 67,177 40,710 53,523 86,721 56,956 1,256,211 175,502 52,639 62,546 53,350 40,700 120,204 1,004,500 100,910 45,366 204,870 686,722 163,457 71,214 149,125 91,086 116,286 95,594 89,694 84,274 43,960 49,122 60,218 69,060 78,754 172,499 68,040 68,956 134,631 180,353 141,877 50,246 128,656 2,546,804 50,289 138,188 50,608 55,861 120,729 59,907 47,082 50,136 78,850 52,625 1,242,123 179,149 53,959 60,433 55,875 50,413 119,856 962,003 101,952 53,307 206,192 657,561 175,895 68,280 162,449 94,237 117,166 100,311 85,858 89,101 56,372 50,583 55,765 66,777 80,357 185,456 69,296 69,794 153,740 180,817 162,082 50,052 139,601 2,617,175 50,164 132,608 54,137 54,906 123,782 60,661 50,013 49,765 76,514 52,839 1,324,169 184,525 54,854 60,397 56,884 52,829 123,151 989,111 104,736 57,889 209,678 678,492 187,938 71,297 166,030 94,705 121,325 102,404 88,627 90,192 61,187 51,758 55,937 67,403 81,769 191,268 70,675 72,812 158,784 184,937 172,525 50,844 146,856 2,863,322 52,099 133,885 55,498 54,293 127,715 61,761 50,911 50,416 80,932 54,126 125,941 232,334 51,756 108,248 52,372 962,507 101,361 50,429 69,497 101,545 83,598 231,100 99,189 85,687 43,423 309,422 255,824 57,514 107,454 60,384 58,380 55,280 123,657 202,033 51,023 105,018 49,342 865,263 90,607 53,139 68,346 104,946 80,144 211,184 95,030 80,511 48,236 271,073 253,208 61,103 107,223 57,450 59,308 55,317 118,385 200,154 54,294 109,193 52,910 872,367 85,922 55,842 69,241 114,198 81,014 202,123 98,287 79,793 52,295 261,362 252,520 61,857 111,500 60,109 63,209 61,006 122,304 203,257 54,716 112,227 56,461 902,137 87,384 55,680 69,293 117,285 83,145 204,849 99,528 80,927 52,956 264,534 259,966 63,447 113,655 63,268 66,558 62,937 142017.7551 71257 NA 281100.305 2741753 33497 55068.5 71,257 107851 2775250 136140.8639 71263 NA 257589.959 2509852 36952 54208 71,263 107560.5 2546804 137985.0476 71128 NA 259609.2912 2568554 48621 56315 71,128 114773.5 2617175 143364.0544 74855 NA 279847.0176 2813265 50057 57976 74,855 118538 2863322 (No two numbers show up more than once) Italy Cities Name Acerra Acireale Afragola Agrigento Alessandria Altamura Ancona Andria Anzio Aprilia Arezzo Ascoli Piceno Asti Avellino Aversa Bagheria Bari Barletta Battipaglia Benevento Bergamo Bisceglie Bitonto Bologna Bolzano (Bozen) Brescia Brindisi Busto Arsizio Cagliari Caltanissetta Carpi Carrara Casalnuovo di Napoli Caserta Casoria Castellammare di Stabia Catania Catanzaro Cava de' Tirreni Cerignola Administrative Regions CAM SIC CAM SIC PIE PUG MAR PUG LAZ LAZ TOS MAR PIE CAM CAM SIC PUG PUG CAM CAM LOM PUG PUG EMI TRE LOM PUG LOM SAR SIC EMI TOS CAM CAM CAM CAM SIC CAL CAM PUG Population Population 25/Oct/1981 20/Oct/1991 36,052 41,311 48,493 46,199 57,367 60,065 51,325 55,283 100,523 90,753 51,346 57,874 106,498 101,285 84,661 90,063 27,169 33,497 37,807 47,037 92,105 91,626 54,298 53,591 77,681 73,557 56,892 55,662 56,425 54,032 40,076 47,085 371,022 342,309 83,453 89,527 40,797 47,139 62,636 62,561 122,142 114,936 46,538 47,408 49,714 53,772 459,080 404,378 105,180 98,158 206,661 194,502 89,786 95,383 79,728 77,094 233,848 204,237 61,146 61,319 60,614 60,715 68,702 67,197 21,033 33,827 66,318 69,027 68,521 79,707 70,685 68,733 380,328 333,075 100,832 96,614 50,667 52,502 50,819 55,052 Cesena Chieti Cinisello Balsamo Civitavecchia Collegno Como Cosenza Cremona Crotone Cuneo Ercolano (Resina) Faenza Fano Ferrara Firenze [Florence] Fiumicino Foggia Foligno Forlì Gallarate Gela Genova [Genoa] Giugliano in Campania Grosseto Guidonia Montecelio Imola Lamezia Terme (Nicastro) L'Aquila La Spezia Latina Lecce Legnano Livorno Lucca Manfredonia Marano di Napoli Marsala Massa Matera Mazara del Vallo Messina Milano [Milan] Modena Modica Molfetta Moncalieri Montesilvano EMI ABR LOM LAZ PIE LOM CAL LOM CAL PIE CAM EMI MAR EMI TOS LAZ PUG UMB EMI LOM SIC LIG CAM TOS LAZ EMI CAL ABR LIG LAZ PUG LOM TOS TOS PUG CAM SIC TOS BAS SIC SIC LOM EMI SIC PUG PIE ABR 89,455 54,927 80,757 49,389 46,578 95,571 106,801 80,929 58,262 55,875 58,310 55,167 52,116 149,453 448,331 … 156,467 52,551 110,806 47,259 74,806 762,895 44,220 69,523 50,816 60,661 63,989 63,678 115,392 93,738 91,289 49,687 175,741 91,246 53,030 41,571 79,175 65,687 50,712 43,748 260,233 1,604,773 180,312 47,537 65,625 64,035 29,240 88,487 55,876 76,262 51,201 47,161 87,059 86,664 74,113 59,001 55,794 61,233 54,139 53,909 138,015 403,294 41,342 156,268 53,202 109,541 44,977 72,535 678,771 60,096 71,257 57,473 62,567 70,114 66,813 101,442 106,203 100,884 50,018 167,512 87,100 58,318 47,961 80,177 66,737 54,919 47,750 231,693 1,369,231 176,990 50,529 66,839 59,700 35,153 Monza Napoli [Naples] Novara Olbia Padova [Padua] Palermo Parma Pavia Perugia Pesaro Pescara Piacenza Pisa Pistoia Pomezia Pordenone Portici Potenza Pozzuoli Prato Quartu Sant'Elena Ragusa Ravenna Reggio di Calabria Reggio nell'Emilia Rho Rimini Roma [Rome] Rovigo Salerno Sanremo (San Remo) San Severo Sassari Savona Scafati Scandicci Sesto San Giovanni Siena Siracusa [Syracuse] Taranto Teramo Terni Tivoli Torino [Turin] Torre del Greco Trani Trapani LOM CAM PIE SAR VEN SIC EMI LOM UMB MAR ABR EMI TOS TOS LAZ FRI CAM BAS CAM TOS SAR SIC EMI CAL EMI LOM EMI LAZ VEN CAM LIG PUG SAR LIG CAM TOS LOM TOS SIC PUG ABR UMB LAZ PIE CAM PUG SIC 123,145 1,212,387 102,086 30,787 234,678 701,782 179,019 85,029 142,348 90,412 131,330 109,039 104,509 92,274 29,925 52,094 80,410 64,358 69,861 160,220 43,896 64,492 138,034 173,486 130,376 50,666 127,813 2,840,259 52,218 157,385 61,170 54,205 119,596 75,353 34,061 54,038 95,833 61,989 117,615 244,101 51,092 111,564 50,985 1,117,154 103,605 44,510 71,927 120,651 1,067,365 101,112 41,095 215,137 698,556 170,520 76,962 144,732 88,713 122,236 102,268 98,928 87,830 37,512 50,192 68,980 65,714 75,142 165,707 61,636 67,535 135,844 177,580 132,030 51,848 127,960 2,775,250 52,472 148,932 56,003 55,085 122,339 67,177 40,710 53,523 86,721 56,956 125,941 232,334 51,756 108,248 52,372 962,507 101,361 50,429 69,497 Trento Treviso Trieste Udine Varese Velletri Venezia [Venice] Verona Viareggio Vicenza Vigevano Viterbo Vittoria TRE VEN FRI FRI LOM LAZ VEN VEN TOS VEN LOM LAZ SIC 99,179 87,696 252,369 102,021 90,527 41,213 346,146 265,932 58,263 114,598 65,179 57,632 51,240 101,545 83,598 231,100 99,189 85,687 43,423 309,422 255,824 57,514 107,454 60,384 58,380 55,280 Population 21/Oct/2001 45,688 50,190 62,319 54,619 85,438 64,167 100,507 95,653 36,952 56,028 91,589 51,375 71,276 52,703 53,369 50,854 316,532 92,094 50,359 61,791 113,143 51,718 56,929 371,217 94,989 187,567 89,081 75,916 164,249 61,438 61,476 65,034 47,940 75,208 81,888 66,929 313,110 95,251 52,616 57,366 Population Population 9/Oct/2011 31/Dec/2013 56,465 59,436 51,456 52,792 63,820 65,489 58,323 59,010 89,411 93,805 69,529 70,171 100,497 101,742 100,052 100,333 49,731 53,557 66,979 71,597 98,144 99,232 49,958 50,079 73,899 76,135 54,222 55,448 52,830 53,324 54,257 55,854 315,933 322,751 94,239 94,903 50,464 50,812 61,489 60,770 115,349 118,717 54,678 55,424 56,258 56,043 371,337 384,202 102,575 105,713 189,902 193,599 88,812 89,165 79,692 81,744 149,883 154,019 61,711 63,034 67,268 69,530 64,689 64,234 48,621 50,114 75,640 77,099 78,647 78,144 65,944 66,832 293,902 315,576 89,364 91,028 53,885 53,997 56,653 58,063 90,948 52,486 72,050 50,032 46,641 78,680 72,998 70,887 60,010 52,334 56,738 53,641 57,529 130,992 356,118 50,535 155,203 51,130 108,335 46,361 72,774 610,307 97,999 71,263 67,516 64,348 70,501 68,503 91,391 107,898 83,303 53,797 156,274 81,862 57,704 57,448 77,784 66,769 57,785 50,377 252,026 1,256,211 175,502 52,639 62,546 53,350 40,700 95,990 51,484 71,128 51,229 49,083 82,045 69,484 69,589 58,881 55,013 53,677 57,748 62,901 132,545 358,079 67,626 147,036 56,045 116,434 50,456 75,668 586,180 108,793 78,630 81,447 67,892 70,336 66,964 92,659 117,892 89,916 57,647 157,052 87,200 56,257 57,204 80,218 68,856 59,796 49,995 243,262 1,242,123 179,149 53,959 60,433 55,875 50,413 97,131 52,563 74,669 52,911 50,057 84,834 67,910 71,184 60,741 55,972 54,141 58,869 63,977 133,423 377,207 74,855 153,143 57,146 118,359 52,455 76,826 596,958 120,157 81,536 88,098 69,614 70,452 70,967 94,535 125,375 93,302 60,269 160,512 89,204 57,285 59,470 82,937 70,202 60,556 51,740 241,997 1,324,169 184,525 54,854 60,397 56,884 52,829 120,204 1,004,500 100,910 45,366 204,870 686,722 163,457 71,214 149,125 91,086 116,286 95,594 89,694 84,274 43,960 49,122 60,218 69,060 78,754 172,499 68,040 68,956 134,631 180,353 141,877 50,246 128,656 2,546,804 50,289 138,188 50,608 55,861 120,729 59,907 47,082 50,136 78,850 52,625 123,657 202,033 51,023 105,018 49,342 865,263 90,607 53,139 68,346 119,856 962,003 101,952 53,307 206,192 657,561 175,895 68,280 162,449 94,237 117,166 100,311 85,858 89,101 56,372 50,583 55,765 66,777 80,357 185,456 69,296 69,794 153,740 180,817 162,082 50,052 139,601 2,617,175 50,164 132,608 54,137 54,906 123,782 60,661 50,013 49,765 76,514 52,839 118,385 200,154 54,294 109,193 52,910 872,367 85,922 55,842 69,241 123,151 989,111 104,736 57,889 209,678 678,492 187,938 71,297 166,030 94,705 121,325 102,404 88,627 90,192 61,187 51,758 55,937 67,403 81,769 191,268 70,675 72,812 158,784 184,937 172,525 50,844 146,856 2,863,322 52,099 133,885 55,498 54,293 127,715 61,761 50,911 50,416 80,932 54,126 122,304 203,257 54,716 112,227 56,461 902,137 87,384 55,680 69,293 104,946 80,144 211,184 95,030 80,511 48,236 271,073 253,208 61,103 107,223 57,450 59,308 55,317 114,198 81,014 202,123 98,287 79,793 52,295 261,362 252,520 61,857 111,500 60,109 63,209 61,006 117,285 83,145 204,849 99,528 80,927 52,956 264,534 259,966 63,447 113,655 63,268 66,558 62,937
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Italy
Cities
Name
Roma [Rome]
Milano [Milan]
Napoli [Naples]
Torino [Turin]
Palermo
Genova [Genoa]
Bologna
Firenze [Florence]
Bari
Catania
Venezia [Venice]
Verona
Messina
Padova [Padua]
Trieste
Taranto
Brescia
Prato
Parma
Reggio di Calabria
Modena
Reggio nell'Emilia

Administrative Regions
LAZ
LOM
CAM
PIE
SIC
LIG
EMI
TOS
PUG
SIC
VEN
VEN
SIC
VEN
FRI
PUG
LOM
TOS
EMI
CAL
EMI
EMI

Perugia
Livorno
Ravenna
Cagliari
Foggia
Rimini
Salerno
Ferrara
Sassari
Latina
Monza
Siracusa [Syracuse]
Pescara
Giugliano in Campania
Bergamo
Forlì
Trento

UMB
TOS
EMI
SAR
PUG
EMI
CAM
EMI
SAR
LAZ
LOM
SIC
ABR
CAM
LOM
EMI
TRE

Population
25/Oct/1981
2,840,259
1,604,773
1,212,387
1,117,154
701,782
762,895
459,080
448,331
371,022
380,328
346,146
265,932
260,233
234,678
252,369
244,101
206,661
160,220
179,019
173,486
180,312
130,376
142,348
175,741
138,034
233,848
156,467
127,813
157,385
149,453
119,596
93,738
123,145
117,615
131,330
44,220
122,142
110,806
99,179

Z score
8.88
4.80
3.51
3.19
1.82
2.02
1.02
0.99
0.73
0.76
0.65
0.38
0.36
0.28
0.34
0.31
0.19
0.03
0.10
0.08
0.10
-0.06
-0.02
0.09
-0.04
0.28
0.02
-0.07
0.03
0.00
-0.10
-0.18
-0.09
-0.11
-0.06
-0.35
-0.09
-0.13
-0.17

Vicenza
Terni
Bolzano (Bozen)
Novara
Piacenza
Ancona
Andria
Udine
Arezzo
Cesena
Barletta
Pesaro
La Spezia
Alessandria
Lecce
Catanzaro
Pistoia
Lucca
Brindisi
Pisa
Guidonia Montecelio
Torre del Greco
Como
Treviso
Marsala
Pozzuoli
Busto Arsizio
Grosseto
Sesto San Giovanni
Varese
Casoria
Caserta
Gela
Asti
Fiumicino
Cinisello Balsamo
Ragusa
Aprilia
Pavia
Cremona
L'Aquila
Quartu Sant'Elena
Lamezia Terme (Nicastro)
Massa
Altamura
Imola
Carpi

VEN
UMB
TRE
PIE
EMI
MAR
PUG
FRI
TOS
EMI
PUG
MAR
LIG
PIE
PUG
CAL
TOS
TOS
PUG
TOS
LAZ
CAM
LOM
VEN
SIC
CAM
LOM
TOS
LOM
LOM
CAM
CAM
SIC
PIE
LAZ
LOM
SIC
LAZ
LOM
LOM
ABR
SAR
CAL
TOS
PUG
EMI
EMI

114,598
111,564
105,180
102,086
109,039
106,498
84,661
102,021
92,105
89,455
83,453
90,412
115,392
100,523
91,289
100,832
92,274
91,246
89,786
104,509
50,816
103,605
95,571
87,696
79,175
69,861
79,728
69,523
95,833
90,527
68,521
66,318
74,806
77,681

80,757
64,492
37,807
85,029
80,929
63,678
43,896
63,989
65,687
51,346
60,661
60,614

-0.12
-0.13
-0.15
-0.16
-0.13
-0.14
-0.21
-0.16
-0.19
-0.20
-0.22
-0.20
-0.11
-0.16
-0.19
-0.16
-0.19
-0.19
-0.20
-0.15
-0.33
-0.15
-0.18
-0.20
-0.23
-0.26
-0.23
-0.26
-0.18
-0.20
-0.27
-0.27
-0.25
-0.24
#VALUE!
-0.23
-0.28
-0.37
-0.21
-0.23
-0.28
-0.35
-0.28
-0.28
-0.32
-0.29
-0.29

Trapani
Cosenza
Potenza
Castellammare di Stabia
Viterbo
Afragola
Carrara
Fano
Viareggio
Vigevano
Caltanissetta
Vittoria
Savona
Pomezia
Benevento
Crotone
Matera
Molfetta
Legnano
Marano di Napoli
Acerra
Agrigento
Faenza
Cerignola
Olbia
Manfredonia
Foligno
Moncalieri
Tivoli
Bitonto
Cuneo
Portici
Bagheria
Trani
Sanremo (San Remo)
Avellino
Bisceglie
Modica
Teramo
San Severo
Ercolano (Resina)
Siena
Cava de' Tirreni
Anzio
Aversa
Velletri
Civitavecchia

SIC
CAL
BAS
CAM
LAZ
CAM
TOS
MAR
TOS
LOM
SIC
SIC
LIG
LAZ
CAM
CAL
BAS
PUG
LOM
CAM
CAM
SIC
EMI
PUG
SAR
PUG
UMB
PIE
LAZ
PUG
PIE
CAM
SIC
PUG
LIG
CAM
PUG
SIC
ABR
PUG
CAM
TOS
CAM
LAZ
CAM
LAZ
LAZ

71,927
106,801
64,358
70,685
57,632
57,367
68,702
52,116
58,263
65,179
61,146
51,240
75,353
29,925
62,636
58,262
50,712
65,625
49,687
41,571
36,052
51,325
55,167
50,819
30,787
53,030
52,551
64,035
50,985
49,714
55,875
80,410
40,076
44,510
61,170
56,892
46,538
47,537
51,092
54,205
58,310
61,989
50,667
27,169
56,425
41,213
49,389

-0.26
-0.14
-0.28
-0.26
-0.30
-0.30
-0.27
-0.32
-0.30
-0.28
-0.29
-0.32
-0.25
-0.40
-0.29
-0.30
-0.33
-0.28
-0.33
-0.36
-0.37
-0.32
-0.31
-0.33
-0.39
-0.32
-0.32
-0.28
-0.33
-0.33
-0.31
-0.23
-0.36
-0.35
-0.29
-0.31
-0.34
-0.34
-0.33
-0.31
-0.30
-0.29
-0.33
-0.40
-0.31
-0.36
-0.33

Montesilvano
Acireale
Chieti
Gallarate
Rovigo
Pordenone
Mazara del Vallo
Scafati
Rho
Battipaglia
Scandicci
Casalnuovo di Napoli
Ascoli Piceno
Collegno

ABR
SIC
ABR
LOM
VEN
FRI
SIC
CAM
LOM
CAM
TOS
CAM
MAR
PIE

29,240
48,493
54,927
47,259
52,218
52,094
43,748
34,061
50,666
40,797
54,038
21,033
54,298
46,578

-0.40
-0.33
-0.31
-0.34
-0.32
-0.32
-0.35
-0.38
-0.33
-0.36
-0.32
-0.42
-0.31
-0.34

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Anonymous
Excellent! Definitely coming back for more study materials.

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