MATH150: Statistics Final Project Narrative

Part I

This project is considered in two parts. Each part has two research questions. In the first part, your research questions are provided for you, and it uses the data from the two files, East of MS River and West of MS River. In the second part, you are to make your own research questions based on the data in the file called Covid and Vaccine Data.

This project is to be formatted as a paper. Do not submit this as a list of answers to questions. Make sure to include the answers to the questions below.

Both parts will have the same setup, and need to have the same information, except that part II includes confidence intervals as well as hypothesis testing, while part I does not have the confidence intervals. Include the following bullets in each part, for each question.

• Include discussion of Methodology and Research.
  • Methodology is where the data you use is from. For the first part, that is listed below. For the second, I got the data from a site by the CDC listing information about the actual pandemic cases in the US
  • Research is the background on why this study is important. For the first part, that is listed below, but do not copy/paste the information from that paragraph. Make it concrete to the reader. No need to mention what the column labels are, but describe what is meant by eastern and western states, and what type of data is provided. This includes when this data is from. For the second part, we have all lived through the past two and a half years. What has it meant to you. Everyone has a different story from all of this.
• You will need to calculate descriptive statistics or exploratory data analysis like graphs, summary statistics, etc. This includes things like mean, standard deviation, sample size, and the like. Make sure you summarize your findings and discuss in the context of the problem. Describe the variability of the data.
• Check that each set of data is approximately normally distributed. How do you check this? Remember what was done in homework. Don't forget to provide graphical evidence.
• Perform a hypothesis testing analysis to answer the research questions involving the hypotheses described above. Make sure you follow all steps discussed in class and provide evidence of your work. (Use the P-value plot) Don't forget to make the hypotheses that you are testing from above into symbolical formats.
• In part II, include a confidence interval for each question. Make sure to explain how it relates to the hypothesis testing, and how it verifies your decision in the hypothesis testing.
• In both sections, discuss any further research ideas that you can think of, and any possible lurking variables that come to mind on each of the four hypothesis tests you ran. The further research ideas can include information that was not presented for this study. Think of what more you would like to look at in association with the type of data that was provided.

Research Background

In today's world, there is a new normal because of the novel coronavirus pandemic. According to the Centers for Disease Control and Prevention (Centers for Disease Control and Prevention [CDC], 2020), "COVID-19 (2019 Novel Coronavirus) is a virus (more specifically, a coronavirus) identified as the cause of an outbreak of respiratory illness first detected in Wuhan, China" (p. 1). The risk associated with this virus is devastating to workers in the frontline who are keeping the population safe. Full-time and part-time nurses often are the first contact patients have while entering hospitals or testing centers. Furthermore, the availability of beds becomes a critical component for patients' admission to hospitals. Prioritizing who gets a bed, makes a difficult decision for staff at hospitals and centers. You are asked to study the relationship between full-time nurses and the number of beds at hospitals at different geographic location in the United States to understand preparedness for this crisis. The data for this study provides information from the year 2012 to compare preparedness for a pandemic like COVID-19.

Methodology

The data for this study consists of a dataset from the Dartmouth Atlas Project, an affiliate of the Dartmouth Institute for Health Policy and Clinical Practice. The data was divided into the following variables: Hospital Referral Regions (HRR), State, Resident Population, Acute Care Hospital Beds per 1,000 Residents (2012), Hospital-based Registered Nurses per 1,000 Residents (2012), and Full-Time Equivalent (FTE) Hospital Employees per 1,000 Residents (2012). The variable Acute Care Hospital Beds are hospital beds that are available for curative care with the intent to cure them from a disease or illness. These patients may be admitted for a longer period.

The variable Hospital-based Registered Nurse refers to registered nurses who are employed by the hospitals, and not by healthcare agencies outside the health system. The data consists of 308 cases. The study at hand is to investigate the relationship between western states and eastern states of the United States. Eastern states are the states east of the Mississippi River and western states are those west of the Mississippi River. The data is divided as such.

Research Questions and Hypotheses

Consider the following two research questions: RQ1) Do the number of acute care hospital beds per 1,000 residents in the western states compared to the eastern states differ? RQ2) Do the number of hospital-based registered nurses per 1,000 residents in the western states compared to the eastern states differ? The null and alternative hypotheses for each research question are below.

RQ1:

H₀: There is no significant difference between the average number of acute care hospital beds per 1,000 residents in the western and eastern states

H_a: There is a significant difference between the average number of acute care hospital beds per 1,000 residents in the western and eastern states

RQ2:

H₀: There is no significant difference between the number of hospital-based registered nurses per 1,000 residents in the western and eastern states

H_a: There is a significant difference between the number of hospital-based registered nurses per 1,000 residents in the western and eastern states.

Part II

2. Using the data COVID-19.csv create two testable hypotheses comparing average deaths by months. Make sure you have two research questions and associated research hypotheses for each. Keep in mind, since everyone who dies from Covid had to have first been diagnosed with it, comparing between two columns is not advisable for one hypothesis pair. But, pick time frames that make sense to compare. These don't need to be the same length of time, either.

Follow the steps discussed in class and provide evidence of your findings. You need to turn in a written executive summary (similar to Part I above) where you explain the background of the research, methodology, and results. Include 95% Confidence Intervals with explanations.

Research Background:

This one is the one you have lived through. Make a very quick overview of what you have seen in this, and how the pandemic affected your life, and even those around you.

Methodology:

The data for this came from Our World in Data put together by Oxford Martin School. Et was from this site: https://ourworldindata.org/explorers/coronavirus-data-explorer?zoomToSelection=true&country=~OWID_WRL&hideControls=true&Interval=Cumulative&Align+outbreaks=false&Relative+to+Population=false&Metric=Confirmed+cases

Potential hypothesis comparisons for part II:

For the most part, I suggest staying within the same column.

• Compare number of deaths over some months with number of deaths per day over other months.
• Same with cases, recoveries, or even 14 day cumulative cases
• Use a time series plot of one of the columns to choose parts to compare. Maybe ones that look similar, but you want to check.
• One way you can safely cross columns is to compare number of deaths and number of recoveries in one time period or another. Since everyone either recovers or dies, it is a safe comparison to make.

Let me know if you want help choosing research questions for this part.

In total, there are two parts to this project, and each part has two research questions to do. As usual, you may email this to me early for proofreading.

DATA TABLES:

East of MS River:

HAR # HRR City State Resident Population (2010) Acute Care Hospital Beds per 1,000 Residents (2012) |Hospital-based Registered Nurses per 1,000 Residents (2012) |FTE Hospital Employees per 1,000 Residents (2012) 1 Birmingham AL 2266675 2.88 4.72 15.17 2 Dothan AL 375495 3 4.41 16.7 5 Huntsville AL 625318 2.4 4.88 14.97 6 Mobile AL 835841 2.59 4.18 14.22 7 Montgomery AL 477536 2.49 4.14 12.78 9 Tuscaloosa AL 268546 3.6 6.09 20.49 109 Bridgeport CT 682523 1.65 3.29 12.75 110 Hartford CT 151836 1.71 3 .66 14.94 111 New Haven CT 147348 1.99 3.95 14.85 113 Washington DC 2619174 2 4.2 15.49 112 Wilmington DE 99415 2.25 5.69 20.12 115 Bradenton 94147 1.95 3.04 9.4 116 Clearwater FL 506831 1.84 2.55 8.84 118 Fort Lauderdale F 2751603 1.86 3.03 9.94 119 Fort Myers 118179 1.77 3.4 11.12 120 Gainesville 562745 1.79 3.65 12.63 122 Hudson 106205 2.09 3.15 9.82 123 Jacksonville 1629762 2.26 4.4 13.87 124 Lakeland 379871 2.22 4 12.32 127 Miami 3206923 2.41 3.91 13.25 129 Ocala 529541 1.6 3.27 10.38 130 Orlando 363680 2.01 4.3 14.02 131 Ormond Beach 384147 1.88 3.3 13.28 133 Panama City 217194 2.26 3.75 11.3 134 Pensacola 759479 2.53 4.32 12.16 137 Sarasota 411215 1.64 2.8 8.88 139 St. Petersburg 109711 3.09 4.67 15.48 140 Tallahassee 840531 2.36 4.36 15.72 141 Tampa 382909 1.95 4.04 11.58 142 Albany GA 217537 2.5 3.17 18.35 144 Atlanta GA 6245951 1.66 3.39 11.9 145 Augusta GA 670255 2.53 4.19 13.87 146 Columbus GA 347403 2.57 3.25 13.9 147 Macon GA 738696 2.4 4.67 16.33 148 Rome GA 290619 2.08 3.56 16.67 149 Savannah GA 857892 2.06 4.13 14.33 154 Aurora F 328881 1.35 3 .66 11.72 155 Blue Island 850865 2.43 4.88 16.1 156 Chicago 2580102 2.93 5.89 19.49 158 Elgin 804491 1.65 3 .8 10.98 161 Evanston 911935 1.56 3.94 13.43 163 Hinsdale 475854 1.46 3.85 12.18 164 Joliet 712269 2.12 4.13 13.87 166 Melrose Park 35618 1.95 4.15 14.46 170 Peoria 619115 2.5 5.26 18.63 171 Rockford 725704 2.09 4.48 17.04 172 Springfield 839840 2.54 4.16 17.47 173 Urbana 447652 2.15 4 .6 16.18 175 Bloomington 205633 1.72 3. 26 11.78 179 Evansville Z 681289 2.58 5.28 19.19 180 Fort Wayne 874115 2.15 4.27 13.92 181 Gary Z 52370 2.51 4.42 16.52 183 Indianapolis IN 2852024 2.1 5.17 17.95 184 Lafayette 247432 1.77 4.34 15.34 Z ZZ 185 Muncie 166875 2.24 4.58 15.44 186 Munster IN 323286 2.51 4.86 17.63\f\fTable 1 HRR # HRR City 16 Fort Smith AR State Resident Population (2010) Acute Care Hospital Beds per 1,000 Residents (2012) Hospital-based Registered Nurses per 1,000 Residents (2012) FTE Hospital Employees per 1,000 Residents (2012) 376671 18 Jonesboro 2.77 AR 238879 3.71 19 Little Rock 2.8 14.3 AR 5.24 562672 2.73 16.31 21 Springdale AR 539119 5.01 22 Texarkana 1.73 16.25 AR 265125 3.58 11 Mesa 2.93 11.86 AZ 1383647 4.44 1.52 14.29 12 Phoenix AZ 3367249 3.28 1.81 9 .16 14 Sun City AZ 299382 3.87 13.02 15 Tucson AZ 1.99 1220712 3.39 1.8 10.78 23 Orange County CA 3326926 3.37 1.44 11.05 25 Bakersfield CA 162201 3.18 31 Chico 1.98 10.85 CA 298777 3.98 1.93 13.04 83 Contra Costa County CA 1042332 4.57 16.73 43 Fresno CA 1.36 124338 3.39 11.97 56 Los Angeles CA 2.01 9865879 3.41 12.56 8 Modesto 1.84 CA 901675 3.77 62 Napa 1.89 12.82 CA 273357 4.5 1.86 13.24 $5 Alameda County CA 1539335 4.5 1.75 15.98 9 Palm Springs/Rancho Mirage | CA 347347 3.19 3 Redding CA 1.56 11.73 344423 2.8 1.81 9.64 77 Sacramento CA 2599682 4.01 78 Salinas 1.54 11.84 CA 3.5 397642 10.77 79 San Bernardino CA 1.73 311062 3.54 12.27 0 San Diego CA 1.66 3699736 3.66 1.4 12.16 81 San Francisco CA 1435975 3.47 32 San Jose CA 1.74 10.03 76050 3.72 1.3 13.56 83 San Luis Obispo CA 253919 2.94 10.67 85 San Mateo County CA 1.53 798280 3.28 86 Santa Barbara CA 1.54 8.52 439613 3.52 1.51 12.25 37 Santa Cruz CA 276374 3.53 1.53 10.25 89 Santa Rosa CA 491019 2.94 10.88 91 Stockton CA 1.32 587662 2.76 1.78 3.48 10.69 96 Ventura CA 356948 13.35 101 Boulder co 1.59 308401 3.03 1.25 11.69 102 Colorado Springs co 822312 1.84 3.19 11.64 103 Denver Co 2854350 3.31 104 Fort Collins Co 1.9 12.08 330625 4.06 1.92 12.42 105 Grand Junction co 336195 4.06 106 Greeley co 1.54 14.68 362491 3.5 1.93 13.86 107 Pueblo co 174412 4.03 2.8 13.53 150 Honolulu 136030 5.2 1.34 18.31 190 Cedar Rapids 306104 3 1.89 10.69 191 Davenport 493646 4.73 192 Des Moine 2.49 17.54 1093635 4.42 193 Dubuque 2.29 14.71 151837 4.3 2.6 16.21 194 lowa City 345215 4.31 14.06 195 Mason City 2.28 134425 4.66 2.64 17.28 196 Sioux City 255569 5.23 20.71 197 Waterloo 2.56 2 2 2 2 6 7 6 6 5 5 5 5 5 5 5 5 1 213477 5.34 2.71 18.47 151 Boise 884532 4.59 152 Idaho Falls 1.49 20.21 234888 4.08 18.07 200 Topeka 2.1 455318 4.46 201 Wichita 2.62 13.91 1270655 4.79 2.87 18.73 203 Covington 414106 4.84 15.81 204 Lexington 2.38 1525915 4.11 205 Louisville 2.73 1764845 4.74 13.69 2.03 16.63 207 Owensboro 145206 4.03 13.07 208 Paducah KY 2.32 375728 3.03 5.38 18.57 4.98 18.01\fTable 1 1mm I 1mm I 17 1mm 2 1 1W 2 17 1mm 5 3 1mm 5 5 1mm 5 17 1W 5 1 1mm 5 17 1mm 3 2 mm a D m 5 5 m 11 3 m 11 5 m 11 17 m 12 1 217m 12 17 m 12 17 m 12 5 mm 12 5 2111mm 13 I mm 13 0 mm 1-1 I mm 14 I] mm 1-1 5 1mm 14 17 2mm 14 5 mm 1-1 17 211mm 14 17 W 1-1 5 2mm 15 2 2mm 15 5 W 15 17 2mm 15 17 W 15 17 W 15 5 2mm 17 I W 17 17 W a 5 I I mm 32 7 I 5 M5 345 m 55 23 5 5 373 515 mm 7-1 15 7 I 1-155 5217 m 107 53 11 4 2774 551 W 15-1 77 12 I 5577 1255 m 251 53 14 2 51m 1523 mm 4475 155 17 3 6572 1772 El 1131 5 3 man 515 115 21 4 5513 1541 11112 55 W 55-1 75 22 I 117512 2755 u 11 5.1 3111mm 752 155 25 5 14355 3-151 17.113 5.5 mm 1141 355 33 5 15225 4533 17.111 5 Manual 1555 455 43 15 25117 5551 515-1 95 annual 2215 5:13 51 5 35345 11132 171 15 mm 2575 755 55 7 52555 150417 5.555 117.2 MW 3212 234 117 12 8333 14-144 17.097 117.3 mm 4m 1-157 57 27 5455-1 27321 5.537 117.3 \"mm 5512 13:13 134 37 134552 35545 5154 95 mm 5155 2557 151 517 154551 517355 17.111 5 mm 13553 4-154 255 72 245554 517553 11114 5 5 mm 21171730 5357 372 155 321574 753217 5.121 5.3 mm 25n25 5555 415 153 357517 75555 5125 1 5 3mm 5454-1 5515 553 125 471514 75557 3157 13 mm 45095 11152 7911 157 551472 79355 0145 5.3 W 55714 10515 1035 245 555072 104550 5154 55 W 55341 12127 1355 335 7711792 1147211 11.15 52 W 55552 17321 1755 417 500057 125255 0155 5 Wm 105253 15591 23115 522 11135900 135345 0174 5.7 W 127417 22154 3015 715 1157554 121754 0.13 5.5 W 145544 15127 3573 555 1257909 110255 5154 54 W 155593 22154 42511 757 1391391 123452 5159 55 3491mm 152075 25351 5355 1079 1535555 14274 0153 5.2 3711111199 223254 31175 5535 1275 1535794 153129 5199 5 m 255530 32275 5142 1557 15455511 151755 5 204 49 41912529 257531 32401 9552 14211 2017352 159352 11 207 4.3 m 519775 31345 11155 1555 21555:: 147750 5 259 43 45111199 549015 292411 12751 1515 2304277 135545 11.21 43 41512539 550793 31752 14525 1742 2447379 14315211211 4.7 377mm 410334 30035 17099 2575 2527355 179955 5 255 45 m 441397 31053 19249 2150 2795592 155327 5 255 49 4799529 4775117 355111 21453 EH 2559754 174052 11 2115 4.9 471mm 511790 34255 23549 2155 3141359 172105 11 2115 4.9 471112999 540714 25924 25755 2135 3352342 2111455 5.2 5 371mm 557022 253115 27574 1359 3455395 111555 5 2 5 4713mm 554155 27145 29557 1555 3575051 114155 11 155 5 471m 522493 25325 32132 2475 37411539 15545 11 155 5.1 3719mm 545390 25397 347311 2595 3913023 172359 5197 51 4715mm 575023 29535 35915 2155 41197295 134255 0154 5.2 471mm 711135 35107 39005 2095 435352 195559 0155 5.5 371mm 735454 27329 40954 1945 4453225 157345 5155 55 371W 753355 25422 42934 1950 4597515 1343911 5155 55 4mm 795970 30054 45179 245 4755092 1511474 11 175 5.5 W 520045 25075 47552 2455 4979355 21251 11 175 5.3 mm 549925 29351 511125 2455 5215294 235911 0155 5 4mm 551391 31955 52542 2414 54455511 233355 0151 5.2 mm 915355 31955 54711 2159 5705255 59505 11 155 5.5 4mm 944770 311914 55445 1734 5927913 219555 11 155 5.5 W 970741 25971 573511 1455 MES 171555 5154 55 4mm 955390 24549 593311 14511 5325455 25357 0151 5.5 mm 11115553 24573 51571 241 5555255 259312 11 145 5.3 mm 11145315 25352 53952 2391 5590135 294355 5143 7 4191mm 11175517 29702 55154 2192 7212775 3225411 0139 7.2 57101539 11114119 34352 55055 1509 7549555 335792 11 135 7.4 m 1135173 25754 593114 1741 7517954 255415 5132 75 519111529 1151905 25733 71007 1205 51135555 215552 11127 7.9 51112529 1155703 25302 72355 1355 5234513 2511947 11 125 5.1 51521134 12119727 24019 74555 221 5504129 319515 0121 5.5 5151111199 1234209 244m 75905 2319 5954027 3593911 11115 55 5771111199 1251943 27739 75321 1915 93259111 35am: 11.112 59 5192529 1255131 27153 30555 1772 5730304 403354 11 105 5.4 57112529 1515555 24454 32055 1455 1111155754 3355511 0102 9.3 57152579 1532331 15745 33059 1051 10315959 245235 5 1 10 571112929 1551403 19077 34095 1034 10535135 320147 11 055 10.4 571m 1574790 25352 3515521559 11055351 422245 11 052 10.9 5713mm 15943m 20015 37415 1734 11509025 4511547 5 055 114 571mm 14211595 253911 39197 1751 11559524 4511595 11 055 11.3 5715mm 1445545 24351 90352 1555 12405537 445915 11 053 12 571\"\"! 1459595 240511 920511 1195 12771555 555119 5052 122 571mm 1455325 15729 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111443 1005 214361E 613673 0.051 15 4 9mm 1399534 25439 112321 373 22010033 573353 0.15 15 7 m 1313363 20259 11253 537 22474527 454533 0.059 15 3 mm 1337739 17325 113415 457 22330003 405531 0.053 17 2 m 1354633 15399 113926 511 23323706 443453] 0059 I5 3 m 1975009 20021 114340 914 23390251 550553 0.053 17 2 371mm 1995727 21713 115715 375 24513271 523010 0.053 17 2 371112929 2019005 2273 116532 317 25134297 615026 0.057 17 5 1171mm 2044553 25653 117157 326 25751037 616740 0053 I7 2 1171mm 2053720 24157 113077 720 2523256 531329 0053 I7 2 3714mm 2037521 13901 113425 {\"8 25595051 413133 0.059 15 3 mm 2106620 20999 113326 401 27202673 505619 0051 I5 4 mm 2133169 24549 113612 735 27375312 673139 0.053 15 3 1171mm 2150219 27050 120059 747 23531942 705130 0056 15 2 1171mm 2133446 23227 121059 750 29294110 702153 0059 14 5 mm 213500 31054 121593 534 29393553 704453 0.072 13 3 W 2251326 31326 122257 554 3057256 534313 0074 I3 5 11mm 2277152 25336 122674 317 30394313 421447 0075 I3 3 mm 23535953 23001 122952 373 31542330 543017 0.077 13 W 2345532 33729 123531 739 32243030 700750 0.073 12 3 mm 2331343 36251 124445 755 33010003 757213 0.073 12 7 11mm 2421241 33293 124994 543 33731931 771573 0.03 12 5 mm 2470237 43045 125520 525 34592193 310213 0.033 12 11mm 51104] 40754 126115 495 35235007 593303 0.035 11 3 mm 2553965 4225 125437 321 35352353 566351 0.036 11 6 W 2595253 41237 125335 359 35517430 555112 0033 11 4 W 2645037 43324 127355 559 37373331 355351 0091 11 mm 2694209 4312 123053 533 332332 334971 0.094 10 5 7m 2749152 54943 123302 739 33117752 353950 0097 10 3 7m Zmi 61504 123473 577 39313092 301340 0096 10 2 7m 2345501 45945 123731 302 40533357 520775 0.1 10 755429 2900331 53730 130104 323 41066936 527059 0.102 3 3 7m 243435 43155 130475 371 41732770 725334 0.101 3 5 mm 30537726 57230 131616 1141 42595559 303799 0105 9 5 7m 3051032 500535 132457 341 43577756 931197 0105 9 5 7m 3120533 53555 133433 1031 44590045 101273 0.105 9 5 771m 3139547 63359 134304 316 45706375 1016331 0.105 9 5 771112929 3249935 50433 135053 754 45546313 340437 0.105 9 5 1712911211 33101 50132 135531 473 47244359 593046 0104 9 5 771mm 3359435 53057 135955 435 43113101 353242 0.101 9 5 771m 3435147 55552 135352 395 43117250 1004143 0.103 9 7 7715mm 3501174 65027 137327 955 3245 33759 5015231 1005631 0110 9 7 771mm 3571939 70015 133733 951 3797 33537 5113203 1023027 0.101 9 3 171mm 3633451 55472 133730 915 10710 40050 52223913 1047705 0101 9 9 771m 3702733 5432 140535 332 10353 40375 5314270 312557 0.1 10 771m 3751715 53932 141051 476 10271 37950 53351022 713452 0093 10 2 7m 3322373 50653 141590 529 11291 41140 54763327 307305 0093 10 2 7mm 3390572 53194 142535 1095 11453 42195 30554 55305497 1005570 0.097 10 3 7m 3953117 57545 143911 1225 12437 46107 31354 55315559 1110072 0.036 10 4 7m 4026000 57336 144997 1035 13912 47324 31531 57393332 1034313 0.095 10 5 1mm 4101150 75147 145091 1094 13523 45733 31372 59074353 1074971 0093 10 3 7mm 4155350 54200 14m50 953 14393 51313 32307 59957044 332191 0.093 10 3 7mm 4221130 55940 147594 534 12403 43041 33552 60334911 677357 0.093 10 3 7727666: 4231914 59724 145594 111241 14231 47155 34626 61432915 795004 0 091 11 7mm 4645744 546311 149916 122 14576 46110 35636 624014411 955525 11.09 11.1 1W 4409672 54126 151356 1440 14021 45516 35272 634423211 10411650 0 066 11.4 1W 4479114 59242 152545 1259 14556 466311 36796 64460692 1035572 11 056 11 4 1.5mm 4546590 54515 155626 1156 14516 46150 35015 65471636 990941 11 056 11 6 M12021 4601269 57579 154947 1119 14401 50417 35567 65254792 79259 0 054 11.9 61211121 4646376 41109 155404 457 14056 50236 35554 65569299 624507 11 056 12 mm 46911063 41595155956 559 14245 45290 35035 61656529 1721311 11 062 12 2 6141211211 47517211 51557 157216 1255 14116 45136 37001 65550640 654211 0 051 12.6 mm 46156069 54349 155526 1406 14059 44551 36567 69516704 955654 11 079 12 7 m 4656249 501611 159607 1151 16665 46669 55111 70507596 990992 11 075 13 2 mm 4926655 50557 161095 1291 15759 46209 34744 71526759 1016056 0 075 13.6 m 4990769 53936 152155 1057 13356 415911 33355 72339557 515906 0 076 13.7 m 5045035 54257 152757 572 13156 41419 36011 72956406 626736 0 076 13.7 971W 5096553 51517 155214 517 15151 42055 32535 737516151 765397 11 071 141 M11202: 5156506 56955 154371 1097 16056 41542 32367 74651344 909544 11.07 14.6 mm 5206652 55244 155656 1515 12556 41516 319511 7566992 1025576 0 066 14.7 671mm 52511509 51557 156924 1036 12517 412411 31556 7567mm 990502 11 057 14 9 mm 5631534 70125 155236 1309 1512 399511 315711 77632375 951651 0 055 15.4 mm 5656030 52396 169276 1045 12246 35599 31655 75400259 757694 0 054 15.6 671mm 5417592 34552 159656 506 11991 35650 31556 76976222 512956 11 056 15 9 \"Tm 5455541 37649 170355 459 11957 39032 32156 79650269 617057 11 056 15 9 mm 55141443 44902 171591 1225 11955 35697 32112 50546054 595775 0 051 15.4 mm 5546327 45664 172259 559 11511 36002 31929 61551359 1005305 0.16 15 7 W 5591455 45129 175359 11:51 11256 37321 31156 62546314 997005 11 059 15 9 mm 5631047 47591 174451 1092 11031 35959 31102 53514154 9657511 0 055 17.2 mm 5654721 45514 175427 956 10719 34666 30652 54305556 794509 0 057 11.5 mm 5716532 31911 17592 495 10736 34509 30416 54670759 562096 0 057 11.5 mm 57511555 3692 176345 426 111591 34791 29505 55537791 657032 11 056 11 9 6mm 579622 42574 177571 1226 10506 34479 29226 55444051 906250 0 056 17.9 mm 5535303 42574 175725 1157 10356 33524 29374 57452256 1015217 0 056 17.9 mm 5555621 M16 179627 1099 9905 36255 29131 56466291 1021026 11 056 11 9 mm 5932292 46471 160755 925 9656 31695 29624 59470635 967544 0 056 17.9 mm 59753913 43101 161731 976 9697 31175 29715 90259459 795624 0 055 15.2 W 5009524 34131 162111 4411 9549 31016 29926 90664339 6146511 11 055 16 2 mm 5042657 36356 162656 455 9509 31395 311051 91546250 661921 0 055 15.2 yum 5054665 41975 165716 1052 9471 51116 29616 92454310 905050 0 055 15.2 W 5124625 39951 164717 1059 9352 30627 29474 93462054 1027754 0 054 15.5 W 5159967 45141 165794 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27165 1054669130 11411255 0 046 21.7 SWIM 5699293 45315 196459 655 5025 26055 26252 116597420 11554911 11 046 21 7 MW 5749479 50156 197425 956 79111 25636 25314 107527551 1230141 11 046 21 7 411mm 5795255 45777 1951211 595 7536 25451 24697 106765635 939074 0 045 22.2 W 5536665 415111 195319 259 76411 25546 24016 109391215 6245511 11 045 22 2 W 5556910 32044 195755 4:53 7656 26319 24157 110142011 M56 11 046 21 7 mm 5907152 35272 199511 1026 7652 26440 24044 111172372 1030301 0 046 21.7 W 5946301 41119 200656 1047 7651 26466 24257 112676055 1205596 11 046 21 7 W 5997153 46662 201756 695 76311 264156 24256 113561216 1203206 11 046 21 7 W 7044321 47136 202652 909 7316 26274 243511 114711657 1130594 0 046 21.7 mm 71157666 46547 205434 772 7796 25906 24656 115651416 939551 0 047 21.6 Wm 1121547 33719 203736 302 5057 25910 24676 115249051 597546 0 047 21.6 W 7156367 37740 204070 334 7615 27021 25357 115617417 666356 0.046 20.6 mm 7201421 42034 204655 665 6046 27506 25716 11760207 665060 0.046 20.6 W 7240054 36636 205672 607 6070 27656 26016 116104046 1201541 0046 206 11171721126 7266300 46246 206756 667 6005 27477 26476 120326647 125266 0.046 20.6 1mm 7636746 56445 207604 635 7667 27406 26726 121522101 1162754 0.046 20.4 10166020 766602 46260 206275 571 7654 27271 27244 12466565 676464 0.046 20.6 1W 7422156 36131 206644 356 6116 27671 27606 126140047 641452 0046 206 165mm 7456516 67656 206114 470 6332 26656 26466 126647616 607672 0046 206 1mm 7504061 44646 206610 666 6671 30005 26770 125176001 126062 0.046 20.6 101mm 7556166 46136 210715 605 6636 30542 60560 126560142 1414141 0046 206 1mm 7611060 57661 211662 677 6624 61014 61666126025066 1434647 0046 206 1W 7656171 55061 212656 657 672 31206 3250 126427476 1402367 0046 206 1mm 7721566 55357 216612 556 6730 30662 32766 130564025 1106546 0.046 20.4 \"VIM 7756466 46600 216756 457 6616 31460 36656 131262117 746062 0.05 20 11171612111 7610522 42064 214156 360 6057 32776 36745 12066166 611046 0052 162 \"mm 7650646 50124 214631 772 6411 36606 36766 136156676 1065616 0.056 16.6 1mm 7616066 56442 215620 637 6261 36607 64641 134361666 1232677 0.055 16.2 1111150064 7662626 66636 216746 626 6476 34367 34766 13556624 1606636 0.057 17.5 11111616060 6052601 70175 217674 626 6536 34636 35602 137060146 1631652 0.056 17.2 11111qu 6107666 5462 216466 606 6516 34316 36356 136150636 1120767 0056 172 \"VIM 6156606 52176 216641 456 6725 35011 36666 136621661 771056 0.056 15.6 11mm 227660 67654 216420 476 10075 36461 37657 13676625 676244 0.056 15.6 11116016060 6266426 61736 20356 636 10214 67406 36336 141076621 1276066 0.06 15.7 111mm 6650164 60706 221510 1157 10456 66166 36676 142557124 1460606 0.06 157 111mm 6426756 76621 222646 636 10646 66641 66656 144060776 1536652 0051 154 1W 6511417 61652 26266 645 10711 36074 40416 145557421 1466645 0.056 15.6 mm 6666166 76676 224256 650 10711 66346 41146 146767667 1160256 0054 156 1111661212 6650166 60675 224666 445 10654 66666 41405 147561671 764164 0056 152 111766\" 6715362 64654 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26106 1567 16061 76656 61557 166665532 1667556 0.16: 6.6 11mm 1267421 146567 267157 1051 16656 61762 62545 160416176 1422546 0101 66 11mm 12476662 161511 25622 1055 20176 64176 2417 162062216 1674040 01 10 um 12652464 176652 260354 2132 20672 66036 64715 164064636 1672716 0.066 10.1 11m 1262706 160212 262660 2266 2063117121 65645 166260665 225646 0066 101 \"W 12646656 117246 256666 1406 21065 66550 66416 167767666 1506516 0.066 10.1 11mm 13154561 214636 265537 1544 21327 36110 65020 1666066111 1512666 0101 66 11mm 1362615 166225 256666 1346 21466 666161 65674 2061556552 1646621 0104 66 um 13476161 140346 261621 1035 21616 62446 67362 ZDIBIW 1161615 0.107 6.6 \f\f\f33.21191 3340mm 14072 593512 315 4655 15742 15074 457132705 544742 0019 525 30505177 175145519 151357545 1011035 31372091 33493343 13040 593932 320 4603 15530 15129 455015550 535972 0013 555 31534151 175550293 152115479 1115354 37921131 33517413 15555 594417 435 4479 15255 15593 455335312 557552 0.013 55.5 522550505 175942295 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W 351157554 20231 626435 13311 24555 9462 3652 62476460 15224111 5.154 9.6 371212511 23147761 175754746 79112 522335 5mm 3241953 154455 627345 1411 25056 95591 57112 62423252 1511752 5156 57 372634556 255511454 177205516 55275 562776 5mm 3542566 175572 625355 16411 25571 56555 7525 62243565 1565767 5.152 5.11 373665457 241152534 177625615 551665 565452 56521121 35654755 12775 631656 2197 25245 96355 37296 6252621 1565512 5152 95 374646677 24561492 17555692 11556511 59512 mm 35546417 235652 635315 1735 25356 96192 37436 6311151564 1594576 51 15 37552255 25595322 175597647 1225571 1174556 mm 322357 755511 635565 645 25436 55571 37275 631555517 1437565 5.595 15.1 37653552 2541562 175535776 12542 71532 mm 35574319 52512 634275 315 25751 96126 36571 632523647 5346311 5596 152 375564754 25612155 179144655 15253411 435346 mm 39256697 225215 635956 1755 25915 972511 36546 6359112494 1465347 5557 155 377592716 265131556 175576627 142272 527951 55112721 39555479 175542 637456 142 25954 9732 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364995 1.9119022 53511050 732531 361531 2395 25233 152940 143725 772533757 2770295 02m 33 533407639 249514760 212111959 35723525 321544 17119112: 70352053 341003 364939 3353 25023 150245 145335 775042391 2453224 0.25 3.3 539469415 243395675 21227273 37345153 1061775 1mm 70554534 302431 365905 355 25679 145639 143635 775731349 1733353 0.257 3.9 540062051 250072734 212354753 37599654 512635 1mm 71019930 355395 565509 704 25625 144775 141793 777917354 1135615 0255 39 540410915 250155066 212413753 57371305 323355 19191122 71941924 321994 363772 2163 25552 144750 140524 779447212 1523343 0.25 4 541197350 250373501 212573359 33233041 795434 1.9591122 72435074 493150 371943 3171 25311 143297 133165 731371035 1323623 0242 41 541333359 250531335 212752799 33595503 791519 1mm 73059036 524014 375775 3633 25073 141701 135259 733453425 2062391 0.233 4.3 542763023 250735715 2129306211 39090632 773159 1127.902: 79555351 505273 373355 2579 24470 137504 132351 735492573 2033153 0224 45 543545995 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