VOL. XV, 12: BIAŁOWIEŻA August, John B. GENTRY, Frank B. GOLLEY & Michael H. SMITH
|
|
- Krystian Klimek
- 7 lat temu
- Przeglądów:
Transkrypt
1 A C T A T H E R I O L O G I C A VOL. XV, 12: BIAŁOWIEŻA August, John B. GENTRY, Frank B. GOLLEY & Michael H. SMITH Yearly Fluctuations in Small Mammal Populations in a Southeastern United States Hardwood Forest* [With 3 Tables & 3 Fig.] A 5.8 hectare grid, consisting of 256 stations spaced 15 meters apart, was laid out in a mature cove hardwood forest near Aiken, South Carolina, USA. Snap traps were used to remove animals from the grid. The grid was trapped once each year from Emphasis was placed upon population levels, changes in species composition and habitat utilization of the small mammals. Also considered were the effects of various environmental and treatment variables upon the final trapping results. Population levels declined during the study. Species composition did not remain the same over the four year period. Prebaiting resulted in different removal rates. Weather changes also influenced removal rates. I. INTRODUCTION One major factor which can affect the results of small mammal trapping studies is time. We usually fail to recognize how fast environmental and population parameters can change over time. Several investigators (Hayne, 1949; Sidorowicz, 1960; Calhoun, 1964; Gentry, Golley & McGinnis, 1966; Grodzinski, Pucek & Ryszkowski, 1966; Wiegert & Mayenschein, 1966; Gentry, Golley & Smith, 1968; Buchalczyk & Pucek, 1968; Pucek, 1969; Smith, Kaufman, Jones, Gentry & Smith, 1971) have pointed out that such factors as season, weather, type of trap, probability of capture, movement, mortality, reproduction, and intra and interspecific interactions may affect trapping results. Many of these factors may prove difficult, sometimes impossible, to measure. Thus, assumptions are made that certain variables remain constant during the study. Most investigators will readily admit that most of such * This study was carried out under contract AT(38-1)-310 between the University of Georgia and the United States Atomic Energy Commision. [179]
2 180 J. B. Gentry et al. assumptions are rarely met in nature. These assumptions may even be more critical if one makes several isolated observations and attempts to make direct comparisons between them. At the Savannah River Ecology Laboratory (SREL), we have collected data on small mammal populations through the extensive use of removal trapping. This paper reports on one trapping study in which changes in a small mammal population are compared over a four year period. The main objective of this report is to emphasize how treatment, environmental, and population parameters may influence the results of small mammal trapping studies. II. METHODS A 5.8 ha grid, consisting of 256 stations spaced 15 m apart, was laid out in a mature cove hardwood forest. Two mouse snap-traps (one Victor and one Museum Special) were placed at each station. The area was trapped once each summer between (Table 1). The traps were prebaited with peanut butter for five days for the 1967 and 1968 periods. The prebaiting treatment was eliminated from the 1969 and 1970 trapping periods. During the small mammal removal phase of the study, the traps were checked, rebaited and reset as necessary each day thereafter. Location of capture, sex, reproductive condition and weight of each animal were recorded. The area was trapped for 27 consecutive days during 1967 and 1970 and 18 consecutive days during 1968 and All comparisons are made on the basis of an 18-day trapping period unless stated otherwise. III. HABITAT DESCRIPTION The study area could be divided into three different habitat types. On the drier slopes upland hardwoods covered 2.6 ha (44.8% of the total area). This type was dominated by oak (Quercus sp.) and hickory (Carya sp.). Lowland hardwood-swamp forest, located in the flat, damp stream bottom, covered 2.7 ha (46.6 /o) and was dominated by sweet gum (Liquidambar styraciflua), black gum (Nyssa sylvatica), yellow poplar (Liriodendron tulipifera) and lowland oaks (Quercus sp.). Many of the shrubs and trees in the lowland hardwood swamp were covered with vines, which were mostly wild grape (Vitis sp.) and greenbriar (Smilax sp.). A small area of old-field habitat (0.5 ha; 8.6 /o of the total area), dominated by broomsedge (Andropogon sp.) and scattered second-growth pines (Pinus sp.), extended into the eastern border of the study area. IV. RESULTS The small mammal species captured in the greatest abundance are listed in Table 1. The southeastern shrew, Sorex longirostris B a c h m a n, 1837, was relatively abundant the first year (1967) but declined rapidly by 1968; none were captured in Captures of the cotton mouse, Peromyscus gossypinus (Le C o n t e, 1853), the short-tailed shrew, Bla-
3 Yearly fluctuations in small mammal populations 181 rina brevicauda (S a y, 1823), and the golden mouse, Ochrotomys nuttalli (Harlan, 1832), fluctuated from year to year. The eastern wood rat, Neotoma floridana (Ord, 1818), was occasionally captured. The wood rat captures were incidental since the traps were too small to provide accurate capture data for this species. Two captures of the least shrew Cryptotis parva (S a y, 1823) were made in the old-field habitat in Table 1 Small mammal captures in a southeastern U. S. hardwood forest. Each species is expressed as a per cent of the total number of animals captured during an 18-day period of removal. Numbers in parentheses = number of captures. (P) = prebaited; (NP) = not prebaited. Species 1967 (Sept.-Oct.) (P) 1968 (July-Aug.) (P) 1969 (May-June) (NP) 1970 (Apr.-May) (NP) Mean per cent Total captures P. gossypinus 22.2(25) 33.3(41) 24.6(14) 29.7(11) (91) B. brevicauda 52.2(59) 26.0(32) 45.6(26) 18.9( 7) (124) O. nuttalli 8.8(10) 38.2(47) 28.1(16) 51.4(19) (92) S. longirostris 16.8(19) 2.5( 3) 1.7< 1) 0.0( 0) (23) Total captures (113) (123) (57) (37) (330) Table 2 Number of each sex captured during each removal period and all periods combined. M male, F female Species M F M F M F M F Total P. gossypinus O. nuttalli * * B. brevicauda 11 48** ** S. longirostris 5 14* 5 14* ** Significantly different from 1:1 ratio at.001 level. * Significantly different from 1:1 ratio at.05 level. The number of individuals of each of the three species captured in the greatest numbers varied from year to year (Table 1). In most cases, one species made up a large percentage of the total in a given year. Rarely were the total numbers captured equally distributed among the three species, although 1968 came close in this respect. Over the four trapping periods, S. longirostris made up significantly (P<.05) the least proportion of the populations. Mean proportions of the other three species did not differ from each other (P>.05).
4 182 J. B. Gentry et al. 1. Sex Ratios There was a tendency to capture more male P. gossypinus during each of the trapping periods (Table 2). Significantly fewer female O. nuttalli were captured in 1968 and more female B. brevicauda were captured in For the four combined removal periods, significantly fewer female O. nuttalli were captured while more female B. brevicauda were captured. In 1967, the only year that sufficient numbers were taken, female S. longirostris were captured almost at the rate of 3 : 1 over males. Table 3 The proportion of animals, by species, captured in two habitat types. Numbers in parentheses represent the number of captures during a given 18-day removal period. Year Peromyscus Ochrotomys Blarina Sore x Total LOWLAND HARDWOOD FOREST (18) 100.0(12) 78.3(47) 90.5(19) (96) (18) 47.8(22) 56.7(17) 100.0( 3) (60) (12) 68.7(11) 76.9(20) 100.0( 1) (44) (15) 72.4(12) 55.5( 5) 0.0( 0) (41) Total (63) (66) (89) (23) (241) UPLAND HARWOOD FOREST ( 9) 0.0( 0) 21.7(13) 9.5( 2) (24) (18) 45.6(21) 40.0(12) 0.0( 0) (51) ( 2) 31.3( 5) 19.3( 5i 0.0( 0) (12) ( 4) 24.1( 7) 33.3( 3) 0.0( 0) (14) Total (33) (33) (33) (2) (10D 2. Habitat Utilization The proportion of animals captured in the lowland hardwood-swamp and the upland hardwood habitat during the 1968 removal period was not far from a 1 : 1 ratio (Table 3). On the other hand, a similar comparison during 1967, 1969 and 1970 was rather close to a 3 : 1 ratio. Although there was some variation from year to year, all four species preferred the lowland hardwood-swamp habitat (Table 3). Ninety-two percent of the S. longirostris were captured in the lowland hardwood-swamp habitat. During the 1967 period of trapping, 100% of the O. nuttalli were captured in the lowland forest-swamp habitat (Table 3). There was some indication that, when captures were relatively low, P. gossypinus and O. nuttalli were captured in the lowland hardwood-swamp habitat in
5 Yearly fluctuations in small mammal populations 183 relatively greater numbers. This trend was not evident for B. brevicauda. In the old-field with scattered pine habitat, only 21 animals were captured during the four removal periods combined. Of these animals, 14 (67%) were P. gossypinus. 3. Removal Rates Removal rates, expressed daily as the accumulative proportion of total captures, varied with time and beween species. In 1967, B. brevicauda was removed faster (Fig. 1A) than the other three species captured. S. longirostris first appeared in the traps on day 6; O. nuttali showed up for the first time on day 9. Weather conditions remained relatively constant during the 1967 trapping period. In 1968, each species was removed at about the same rate (Fig. IB). In 1969, P. gossypinus was removed faster than the other two species (Fig. 1C). Unlike 1967 and 1968, traps were not prebaited during the 1969 period. Again, in 1970 (Fig. ID) there were wide differences in removal rates. No animals were captured on the first day of trapping. P. gossypinus showed up on day 2, O. nuttalli on day 4, and B. brevicauda on day 13. A marked weather charge (cloudy with rain) took place between the 12th and 13th days. Cloudy weather with showers continued until day 15. Only 27% of the total number captured by day 18 were removed by day 12. The study area was trapped for a total of 27 days during 1967 and Even though the probability of capture for each species varied widely in 1967 (Fig. 2A; prebaited), the removal curve for combined species indicates a uniform removal rate. The curve for combined species for 1970 (Fig. 2A; not prebaited) reflects a slower and more variable removal rate. The removal rates for combined species captured in 1968 (prebaited) and 1969 (not prebaited) are compared in Fig. 2B. Animals were removed at a faster rate following prebaiting. Small mammals removed during the 1967 and 1968 trapping periods were removed at a faster rate than those removed during the 1969 and 1970 periods (Fig. 3). Other factors which may have influenced the trapping results may be summarized as follows: 1. Season: The 1967 trapping took place during the fall (September- -October) while the 1970 trapping took place during late spring (April * May; Table 1). 2. Numbers: Relative numbers of small mammals were lower in 1970 than This fact was substantiated by other studies taking place
6 184 J. B. Gentry et al. a 100 LLI > o 80 DtL i f i i ! ^ ' - Z 60 u QC I i 0 L 1 1 f ~ DAYS - / ^ V (B) _ r P.g.-41 B.b n Fig. 1. Removal rates of different species of small mammals at different seasons. (A) Sept. Oct., 1967 prebaited; (B) July Aug., 1968 prebaited; (C) May ' June, 1969 not prebaited; (D) April May, 1970 not prebaited. in similar habitats at the same time (Gentry, Smith & Chelton, 1971a; Kaufman et al, 1971). 3. Length of trapping period: The length of each trapping period was not the same (Table 1), although comparisons could easily be made on an 18-day basis for all four periods. The additional nine days for the 1967 period added only one animal, or 5.9% of the total 60 animals
7 Yearly fluctuations in small mammal populations 185 DAYS Fig. 1. Continued. removed in 27 days. However, the additional nine days for the 1970 removal period added seven animals, or 26.9% of the total 26 animals removed in 27 days. 4. Movement: The degree of small mammal movement was not determined. Movement likely differed between removal periods since movements may be correlated with relative density and season (Brant, 1962; White, 1964; Van Vleck, 1969). Several investegators (Adamczyk & Ryszkowski, 1968; T ant on, 1969; R y s z-
8 186 J. B. Gentry et al. DAYS Fig. 2. Comparison of the removal rates of the small mammals captured during 1967 and 1970 (A) with the 1968 and 1969 (B) trapping periods. The small mammal species are: P. gossypinus, O. nuttalli, B. brevicauda, and S. longirostris. (P = prebaited; NP = not prebaited). kowski, 1971; Faust, Smith & Wray, 1971; Gentry, Smith & Beyers, 1971b have recently shown interest in small mammal movement patterns. The amount of movement in a small mammal population can influence the size of the area from which ani-
9 Yearly fluctuations in small mammal populations 187 mals are removed by trapping. Area is an essential variable in the calculation of absolute density. V. DISCUSSION It is obvious that certain factors can and do influence small mammal trapping results. Such biases cast doubts upon the accuracy of density estimates. The effect of these variables and their interactions is reflected in a change in the probability of capture. To circumvent this basic problem, the probability of capture may be assumed to be constant (H a y n e, 1949). Prebaiting may be applied to remove the animals more quickly and thus reduce the effects of a changing probability of capture DAYS Fig. 3. Comparison of the removal rates of the small mammal captured at prebaited (1967, 1968) and not prebaited (1969, 1970) stations. (P= prebaited; NP = not prebaited. (Grodziński et al., 1966). Prebaiting serves to reduce the bias due to variable probability of capture and tends to increase the removal rate (Babińska & Bock, 1969), at least during the first days of removal. Prebaiting is essential if the linear regression method (H a y n e, 1949) is used to estimate small mammal numbers (Grodziński et al., 1969). Certain mathematical treatments may be applied to the data to correct for varying probability of capture (J anion, Ryszkowski & Wierzbowska, 1968; Parr, Gaskell & George, 1968). Many such mathematical treatments are themselves based on certain
10 188 J. B. Gentry et al. statistical assumptions. The end result is usually an estimate of the number of animals captured by traps on a grid or line. To get a true density estimate, we must know the area from which the animals were removed. If varying conditions influenced removal rates, this should be reflected in the size of the area of effect. Thus, the obvious approach is to develop a way to measure the area of effect around a grid or census line. Such an approach has been adopted at the Savannah River Ecology Laboratory and methods have been developed to assess the area of effect created by removal trapping (Kaufman et al., 1971; Gentry et al., 1971a; Smith, Blessing, Chelton, Gentry, Galley & McGinnis, 1971). Acknowledgements: We wish to thank Messrs. Beyers W r a y and Ronald Blessing for help with the field work. REFERENCES 1. Adamczyk K. & Ryszkowski L., 1968: Estimation of the density of a rodent population using stained bait. Acta theriol., 13: Babińska J. & Bock E., 1969: The effect of prebaiting on captures of rodents. Acta theriol., 14: Brant D. H., 1962: Measures of the movements and population densities of small rodents. Univ. Calif. Publ. Zool., 62: Buchalczyk T. & Pucek Z., 1968: Estimation of the numbers of Microtus oeconomus using the standard minimum method. Acta theriol., 13: Calhoun J. B., 1964: The social use of space [In: Mayer W. & Van Gel der R., Eds.»Physiological Mammalogy«] Vol. 1: Academic Press, New York. 6. Faust B. F., Smith M. H. & Wray W. B, 1971: Distances moved by small mammals as an apparent function of grid size. Acta theriol., 16: Gentry J. B., G o 11 e y F. B. & McGinnih J. T., 1966: Effect of weather on the captures of small mammals. Amer. Midi. Nat., 75: Gentry J. B., Golley F. B. & Smith M. H., 1968: An evaluation of the proposed International Biological Program census method for estimating small mammal populations. Acta theriol., 13: Gentry J. B., Smith M. H. & Chelton J. G., 1971a: An evaluation of the octagon census method for estimating small mammal populations. Acta theriol., 16: Gentry J. B., Smith M. H. & Beyers R. J., 1971b: Use of radioactively tagged bait to study movement patterns in small mammal populations. Ann. Zool. Fennici, 8: Grodziński W., Pucek Z. & Ryszkowski L., 1966: Estimation of rodent numbers by means of prebaiting and intensive removal. Acta theriol., i I: Hayne D. W., 1949: Two methods for estimating population from trapping records. J. Mamm, 30: J ani on M., Ryszkowski L. & Wierzbowska T., 1968: Estimate of number of rodents with variable probability of capture. Acta theriol., 13:
11 Roczne wahania w populacjach drobnych ssaków Kaufman D. W., Smith G. C, J o n e s R. M. Gentry J. B. & Smith M. H., 1971: Use of assessment lines to estimate density of small mammals. Acta theriol., 16: Parr M. J., Gaskell T. J. & George B. J., 1968: Capture-recapture methods of estimating animal numbers. J. Biol. Educ., 2: P u c e k Z., Trap response and estimation of numbers of shrews in removal catches. Acta theriol., 14: Ryszkowski L., 1971: Estimates of small rodent density by use of coloured bait. Ann. Zool. Fennici, 8: Smith G. C., KaufraanD. W, Jones R. M, G e n t r y J. B. & Smith M. H., 1971: The relative effectiveness of two types of snap traps. Acta theriol., 16: Smith M. H., Blessing R., Chelton J. G., Gentry J. B., Golley F. B. & McGinnis J. T., 1971: Determining density for small mammal populations using a grid and assessment lines. Acta theriol., 16: T ant on M. T., 1969: The estimation and biology of populations of the bank vole (Clethrionomys glareolus (Schr.)) and wood mouse (Apodemus sylvaticus (L.)) J. Animal Ecol., 38: White J. E., 1964: An index of the range of activity. Amer. Midi. Nat., 71: Van Vleck D. B., 1969: Standardization of Microtus home range calculation. J. Mamm., 50: Accepted, March 15, Savannah River Ecology Laboratory, SROO, P. O. Box A, Aiken, South Carolina, USA or Department of Zoology and Institute of Ecology, University of Georgia, Athens, Georgia, USA John B. GENTRY, Michael H. SMITH i Frank B. GOLLEY ROCZNE WAHANIA W POPULACJACH DROBNYCH SSAKÓW W LESIE LIŚCIASTYM Streszczenie W kompleksie dojrzałego lasu liściastego w pobliżu Aiken (Południowa Karolina, USA) założono powierzchnię Standard Minimum, czynne raz w roku w latach (Tabela 1). Pułapki były zanęcane w 1967 i 1968 r., podczas gdy w 1969 i 1970 r. przynęty nie stosowano. Odłowy prowadzono w ciągu 18 dni w latach 1968 i 1969 i 27 dni w latach 1967 i Populacje drobnych ssaków w tym lesie składały się z: Peromyscus gossypinus, (L e C o n t e, 1853), Blarina brevicauda, (S a y, 1823), Ochrotomys nuttalli (H a r 1 a n, 1823) i Sorex longirostris (B a c h m a n, 1837). W każdym z okresów połowów chwytano więcej samców P. gossypinus (Tabela 3). To samo dotyczy O. nuttalli w sezonach złowień w 1968 i 1969 r.; w 1967 i 1970 r., jednak samców było znacznie więcej niż samic. Odłowy samic były większe dla
12 190 J. B. Gentry et al. B. brevicauda w każdym roku, z wyjątkiem 1968 r. W 1967 r. łowiono więcej samic S. longirostris niż samców w stosunku jak 3 : 1. Udział zwierząt łowionych w nizinnym, bagiennym lesie liściastym i wyżynnym lesie liściastym w 1968 r. nie odbiegał znacznie od stosunku jak 1 : 1 (Tabele 4 i 5). Z drugiej strony, analogiczne porównanie dla 1967, 1969 i 1970 r. zbliżało się raczej do stosunku jak 3 : 1. Mimo pewnej zmienności pomiędzy latami, wszystkie cztery gatunki preferowały nizinne środowisko bagiennego lasu liściastego (Tabela 4). Tempo wyłowu wykazywało zmienność w czasie i pomiędzy gatunkami. W 1967 r. osobniki B. brevicauda były wyławiane w najszybszym tempie (Rye. 1). Osobniki P. gossypinus były usuwane w najszybszym tempie podczas trzech kolejnych okresów odłowów. W 1967 r. (Rye. 1) S. longirostris znalazła się po raz pierwszy w pułapkach 6 dnia; O. nuttalli ujawnił się po raz pierwszy 9 dnia. W 1970 r. nie zanotowano żadnych złowień pierwszego dnia (Ryc. 4). P. gossypinus został po raz pierwszy złowiony 2 dnia, O. nuttalli 3 dnia a B. brevicauda 13 dnia. Trzynastego dnia zwiększyło się tempo wyłowu wszystkich gatunków. Pomiędzy 12 a 13 dniem nastąpiła znaczna zmiana pogody (pochmurno i deszczowo). Skutki wstępnego zanęcania ilustruje Ryc. 7. Tempo wyłowu w latach 1967 i 1968 było wyższe niż w odpowiednich okresach 1969 i 1970 r. Innymi czynnikami wpływającymi na tempo wyłowu były: sezon, względna liczebność ssaków, długość okresu odłowiania oraz zmienne warunki pogody. Po to, by otrzymać prawdziwe oszacowanie zagęszczenia, musimy znać powierzchnię, z której usunięto zwierzęta. Jeśli zmienne warunki wpływają na tempo wyłowu, powinno to znaleźć odzwierciedlenie w wielkości obszaru wpływu. A zatem, należy opracować sposób pomiaru obszaru, oddziaływanie podziałki lub linii inwentaryzacyjnej. Takie podejście zostało przyjęte przez kilku badaczy w Pracowni Ekologicznej Savannah River (Kaufman et al., 1971; Gentry et al., 1971; Smith et al., 1971).
Has the heat wave frequency or intensity changed in Poland since 1950?
Has the heat wave frequency or intensity changed in Poland since 1950? Joanna Wibig Department of Meteorology and Climatology, University of Lodz, Poland OUTLINE: Motivation Data Heat wave frequency measures
SSW1.1, HFW Fry #20, Zeno #25 Benchmark: Qtr.1. Fry #65, Zeno #67. like
SSW1.1, HFW Fry #20, Zeno #25 Benchmark: Qtr.1 I SSW1.1, HFW Fry #65, Zeno #67 Benchmark: Qtr.1 like SSW1.2, HFW Fry #47, Zeno #59 Benchmark: Qtr.1 do SSW1.2, HFW Fry #5, Zeno #4 Benchmark: Qtr.1 to SSW1.2,
www.irs.gov/form990. If "Yes," complete Schedule A Schedule B, Schedule of Contributors If "Yes," complete Schedule C, Part I If "Yes," complete Schedule C, Part II If "Yes," complete Schedule C, Part
www.irs.gov/form990. If "Yes," complete Schedule A Schedule B, Schedule of Contributors If "Yes," complete Schedule C, Part I If "Yes," complete Schedule C, Part II If "Yes," complete Schedule C, Part
Machine Learning for Data Science (CS4786) Lecture11. Random Projections & Canonical Correlation Analysis
Machine Learning for Data Science (CS4786) Lecture11 5 Random Projections & Canonical Correlation Analysis The Tall, THE FAT AND THE UGLY n X d The Tall, THE FAT AND THE UGLY d X > n X d n = n d d The
Weronika Mysliwiec, klasa 8W, rok szkolny 2018/2019
Poniższy zbiór zadań został wykonany w ramach projektu Mazowiecki program stypendialny dla uczniów szczególnie uzdolnionych - najlepsza inwestycja w człowieka w roku szkolnym 2018/2019. Tresci zadań rozwiązanych
aforementioned device she also has to estimate the time when the patients need the infusion to be replaced and/or disconnected. Meanwhile, however, she must cope with many other tasks. If the department
Wojewodztwo Koszalinskie: Obiekty i walory krajoznawcze (Inwentaryzacja krajoznawcza Polski) (Polish Edition)
Wojewodztwo Koszalinskie: Obiekty i walory krajoznawcze (Inwentaryzacja krajoznawcza Polski) (Polish Edition) Robert Respondowski Click here if your download doesn"t start automatically Wojewodztwo Koszalinskie:
Cracow University of Economics Poland. Overview. Sources of Real GDP per Capita Growth: Polish Regional-Macroeconomic Dimensions 2000-2005
Cracow University of Economics Sources of Real GDP per Capita Growth: Polish Regional-Macroeconomic Dimensions 2000-2005 - Key Note Speech - Presented by: Dr. David Clowes The Growth Research Unit CE Europe
Tychy, plan miasta: Skala 1: (Polish Edition)
Tychy, plan miasta: Skala 1:20 000 (Polish Edition) Poland) Przedsiebiorstwo Geodezyjno-Kartograficzne (Katowice Click here if your download doesn"t start automatically Tychy, plan miasta: Skala 1:20 000
www.irs.gov/form990. If "Yes," complete Schedule A Schedule B, Schedule of Contributors If "Yes," complete Schedule C, Part I If "Yes," complete Schedule C, Part II If "Yes," complete Schedule C, Part
The impact of the global gravity field models on the orbit determination of LAGEOS satellites
models on the Satelitarne metody wyznaczania pozycji we współczesnej geodezji i nawigacji, Poland 2-4.06.2011 Krzysztof Sośnica, Daniela Thaller, Adrian Jäggi, Rolf Dach and Gerhard Beutler Astronomical
Rozpoznawanie twarzy metodą PCA Michał Bereta 1. Testowanie statystycznej istotności różnic między jakością klasyfikatorów
Rozpoznawanie twarzy metodą PCA Michał Bereta www.michalbereta.pl 1. Testowanie statystycznej istotności różnic między jakością klasyfikatorów Wiemy, że możemy porównywad klasyfikatory np. za pomocą kroswalidacji.
Helena Boguta, klasa 8W, rok szkolny 2018/2019
Poniższy zbiór zadań został wykonany w ramach projektu Mazowiecki program stypendialny dla uczniów szczególnie uzdolnionych - najlepsza inwestycja w człowieka w roku szkolnym 2018/2019. Składają się na
Proposal of thesis topic for mgr in. (MSE) programme in Telecommunications and Computer Science
Proposal of thesis topic for mgr in (MSE) programme 1 Topic: Monte Carlo Method used for a prognosis of a selected technological process 2 Supervisor: Dr in Małgorzata Langer 3 Auxiliary supervisor: 4
Sargent Opens Sonairte Farmers' Market
Sargent Opens Sonairte Farmers' Market 31 March, 2008 1V8VIZSV7EVKIRX8(1MRMWXIVSJ7XEXIEXXLI(ITEVXQIRXSJ%KVMGYPXYVI *MWLIVMIWERH*SSHTIVJSVQIHXLISJJMGMEPSTIRMRKSJXLI7SREMVXI*EVQIVW 1EVOIXMR0E]XS[R'S1IEXL
Analysis of Movie Profitability STAT 469 IN CLASS ANALYSIS #2
Analysis of Movie Profitability STAT 469 IN CLASS ANALYSIS #2 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
Network Services for Spatial Data in European Geo-Portals and their Compliance with ISO and OGC Standards
INSPIRE Conference 2010 INSPIRE as a Framework for Cooperation Network Services for Spatial Data in European Geo-Portals and their Compliance with ISO and OGC Standards Elżbieta Bielecka Agnieszka Zwirowicz
VOL. XVI, 14: BIAŁOWIEŻA August, Robert J. BEYERS, Michael H. SMITH, John B. GENTRY & Linda L. RAMSEY
A C T A T H E R I O L O G I C A VOL. XVI, 14: 203 211. BIAŁOWIEŻA August, 1971 Robert J. BEYERS, Michael H. SMITH, John B. GENTRY & Linda L. RAMSEY Standing Crops of Elements and Atomic Ratios in a Small
OpenPoland.net API Documentation
OpenPoland.net API Documentation Release 1.0 Michał Gryczka July 11, 2014 Contents 1 REST API tokens: 3 1.1 How to get a token............................................ 3 2 REST API : search for assets
Katowice, plan miasta: Skala 1: = City map = Stadtplan (Polish Edition)
Katowice, plan miasta: Skala 1:20 000 = City map = Stadtplan (Polish Edition) Polskie Przedsiebiorstwo Wydawnictw Kartograficznych im. Eugeniusza Romera Click here if your download doesn"t start automatically
ARNOLD. EDUKACJA KULTURYSTY (POLSKA WERSJA JEZYKOWA) BY DOUGLAS KENT HALL
Read Online and Download Ebook ARNOLD. EDUKACJA KULTURYSTY (POLSKA WERSJA JEZYKOWA) BY DOUGLAS KENT HALL DOWNLOAD EBOOK : ARNOLD. EDUKACJA KULTURYSTY (POLSKA WERSJA Click link bellow and free register
Karpacz, plan miasta 1:10 000: Panorama Karkonoszy, mapa szlakow turystycznych (Polish Edition)
Karpacz, plan miasta 1:10 000: Panorama Karkonoszy, mapa szlakow turystycznych (Polish Edition) J Krupski Click here if your download doesn"t start automatically Karpacz, plan miasta 1:10 000: Panorama
www.irs.gov/form990. If "Yes," complete Schedule A Schedule B, Schedule of Contributors If "Yes," complete Schedule C, Part I If "Yes," complete Schedule C, Part II If "Yes," complete Schedule C, Part
Patients price acceptance SELECTED FINDINGS
Patients price acceptance SELECTED FINDINGS October 2015 Summary With growing economy and Poles benefiting from this growth, perception of prices changes - this is also true for pharmaceuticals It may
Pro-tumoral immune cell alterations in wild type and Shbdeficient mice in response to 4T1 breast carcinomas
www.oncotarget.com Oncotarget, Supplementary Materials Pro-tumoral immune cell alterations in wild type and Shbdeficient mice in response to 4T1 breast carcinomas SUPPLEMENTARY MATERIALS Supplementary
MULTI-MODEL PROJECTION OF TEMPERATURE EXTREMES IN POLAND IN
MULTI-MODEL PROJECTION OF TEMPERATURE EXTREMES IN POLAND IN 2021-2050 Joanna Jędruszkiewicz Department of Meteorology and Climatology University of Lodz, Poland jjedruszkiewicz@gmail.com Funded by grant
Zarządzanie sieciami telekomunikacyjnymi
SNMP Protocol The Simple Network Management Protocol (SNMP) is an application layer protocol that facilitates the exchange of management information between network devices. It is part of the Transmission
Wykaz linii kolejowych, które są wyposażone w urządzenia systemu ETCS
Wykaz kolejowych, które są wyposażone w urządzenia W tablicy znajdującej się na kolejnych stronach tego załącznika zastosowano następujące oznaczenia: - numer kolejowej według instrukcji Wykaz Id-12 (D-29).
Machine Learning for Data Science (CS4786) Lecture 11. Spectral Embedding + Clustering
Machine Learning for Data Science (CS4786) Lecture 11 Spectral Embedding + Clustering MOTIVATING EXAMPLE What can you say from this network? MOTIVATING EXAMPLE How about now? THOUGHT EXPERIMENT For each
С R A C OV I E N S I A
POLSKA AKADEMIA NAUK Z A K Ł A D Z O O L O G I I S Y S T E M A T Y C Z N E J I D O Ś W I A D C Z A L N E J A C T A Z O O L O G I C A С R A C OV I E N S I A Tom X X Kraków, 30. IX..1975 Nr 13 Stanisław
Dominika Janik-Hornik (Uniwersytet Ekonomiczny w Katowicach) Kornelia Kamińska (ESN Akademia Górniczo-Hutnicza) Dorota Rytwińska (FRSE)
Czy mobilność pracowników uczelni jest gwarancją poprawnej realizacji mobilności studentów? Jak polskie uczelnie wykorzystują mobilność pracowników w programie Erasmus+ do poprawiania stopnia umiędzynarodowienia
Wykaz linii kolejowych, które są wyposażone w urzadzenia systemu ETCS
Wykaz kolejowych, które są wyposażone w urzadzenia W tablicy znajdującej się na kolejnych stronach tego załącznika zastosowano następujące oznaczenia: - numer kolejowej według instrukcji Wykaz Id-12 (D-29).
!850016! www.irs.gov/form8879eo. e-file www.irs.gov/form990. If "Yes," complete Schedule A Schedule B, Schedule of Contributors If "Yes," complete Schedule C, Part I If "Yes," complete Schedule C,
Zakopane, plan miasta: Skala ok. 1: = City map (Polish Edition)
Zakopane, plan miasta: Skala ok. 1:15 000 = City map (Polish Edition) Click here if your download doesn"t start automatically Zakopane, plan miasta: Skala ok. 1:15 000 = City map (Polish Edition) Zakopane,
Gdański Uniwersytet Medyczny Wydział Nauk o Zdrowiu z Oddziałem Pielęgniarstwa i Instytutem Medycyny Morskiej i Tropikalnej. Beata Wieczorek-Wójcik
Gdański Uniwersytet Medyczny Wydział Nauk o Zdrowiu z Oddziałem Pielęgniarstwa i Instytutem Medycyny Morskiej i Tropikalnej Beata Wieczorek-Wójcik Poziom obsad pielęgniarskich a częstość i rodzaj zdarzeń
Financial support for start-uppres. Where to get money? - Equity. - Credit. - Local Labor Office - Six times the national average wage (22000 zł)
Financial support for start-uppres Where to get money? - Equity - Credit - Local Labor Office - Six times the national average wage (22000 zł) - only for unymployed people - the company must operate minimum
SPIS TREŚCI / INDEX OGRÓD GARDEN WYPOSAŻENIE DOMU HOUSEHOLD PRZECHOWYWANIE WINA WINE STORAGE SKRZYNKI BOXES
KATALOG 2016 CATALOGUE 2016 SPIS TREŚCI / INDEX WYPOSAŻENIE DOMU HOUSEHOLD OGRÓD GARDEN PRZECHOWYWANIE WINA WINE STORAGE 31-38 21-30 4-20 SKRZYNKI BOXES 39-65 3 WYPOSAŻENIE DOMU HOUSEHOLD 4 WYPOSAŻENIE
Country fact sheet. Noise in Europe overview of policy-related data. Poland
Country fact sheet Noise in Europe 2015 overview of policy-related data Poland April 2016 The Environmental Noise Directive (END) requires EU Member States to assess exposure to noise from key transport
QUANTITATIVE AND QUALITATIVE CHARACTERISTICS OF FINGERPRINT BIOMETRIC TEMPLATES
ZESZYTY NAUKOWE POLITECHNIKI ŚLĄSKIEJ 2014 Seria: ORGANIZACJA I ZARZĄDZANIE z. 74 Nr kol. 1921 Adrian KAPCZYŃSKI Politechnika Śląska Instytut Ekonomii i Informatyki QUANTITATIVE AND QUALITATIVE CHARACTERISTICS
SPITSBERGEN HORNSUND
Polska Stacja Polarna Instytut Geofizyki Polska Akademia Nauk Polish Polar Station Institute of Geophysics Polish Academy of Sciences BIULETYN METEOROLOGICZNY METEOROLOGICAL BULLETIN SPITSBERGEN HORNSUND
STATISTICAL METHODS IN BIOLOGY
STATISTICAL METHODS IN BIOLOGY 1. Introduction 2. Populations and samples 3. Hypotheses testing and parameter estimation 4. Experimental design for biological data 5. Most widely used statistical tests
Hard-Margin Support Vector Machines
Hard-Margin Support Vector Machines aaacaxicbzdlssnafiyn9vbjlepk3ay2gicupasvu4iblxuaw2hjmuwn7ddjjmxm1bkcg1/fjqsvt76fo9/gazqfvn8y+pjpozw5vx8zkpvtfxmlhcwl5zxyqrm2vrg5zw3vxmsoezi4ogkr6phieky5crvvjhriqvdom9l2xxftevuwcekj3lktmhghgniauiyutvrwxtvme34a77kbvg73gtygpjsrfati1+xc8c84bvraowbf+uwnipyehcvmkjrdx46vlykhkgykm3ujjdhcyzqkxy0chur6ax5cbg+1m4bbjptjcubuz4kuhvjoql93hkin5hxtav5x6yyqopnsyuneey5ni4keqrxbar5wqaxbik00icyo/iveiyqqvjo1u4fgzj/8f9x67bzmxnurjzmijtlybwfgcdjgfdtajwgcf2dwaj7ac3g1ho1n4814n7wwjgjmf/ys8fenfycuzq==
MaPlan Sp. z O.O. Click here if your download doesn"t start automatically
Mierzeja Wislana, mapa turystyczna 1:50 000: Mikoszewo, Jantar, Stegna, Sztutowo, Katy Rybackie, Przebrno, Krynica Morska, Piaski, Frombork =... = Carte touristique (Polish Edition) MaPlan Sp. z O.O Click
Domy inaczej pomyślane A different type of housing CEZARY SANKOWSKI
Domy inaczej pomyślane A different type of housing CEZARY SANKOWSKI O tym, dlaczego warto budować pasywnie, komu budownictwo pasywne się opłaca, a kto się go boi, z architektem, Cezarym Sankowskim, rozmawia
Fizyka Procesów Klimatycznych Wykład 11 Aktualne zmiany klimatu: atmosfera, hydrosfera, kriosfera
Fizyka Procesów Klimatycznych Wykład 11 Aktualne zmiany klimatu: atmosfera, hydrosfera, kriosfera prof. dr hab. Szymon Malinowski Instytut Geofizyki, Wydział Fizyki Uniwersytet Warszawski malina@igf.fuw.edu.pl
ANNALES UNIVERSITATIS MARIAE CURIE-SKŁODOWSKA LUBLIN POLONIA
DOI: 10.2478/v10084-009-0002-6 ANNALES UNIVERSITATIS MARIAE CURIE-SKŁODOWSKA LUBLIN POLONIA VOL. XIX (1) SECTIO EEE 2009 Department of Entomology, University of Life Sciences in Lublin Leszczyńskiego str.
STATISTICAL OFFICE IN WARSAW 1 Sierpnia 21, 02-134 Warszawa POPULATION AND VITAL STATISTICS IN THE MAZOWIECKIE VOIVODSHIP IN 2014
STATISTICAL OFFICE IN WARSAW 1 Sierpnia 21, 02-134 Warszawa Brief information Prepared on: 29.05.2015 r. Contact: e-mail: sekretariatuswaw@stat.gov.pl tel. 22 464 23 15, 22 464 23 12 faks 22 846 76 67
Jak zasada Pareto może pomóc Ci w nauce języków obcych?
Jak zasada Pareto może pomóc Ci w nauce języków obcych? Artykuł pobrano ze strony eioba.pl Pokazuje, jak zastosowanie zasady Pareto może usprawnić Twoją naukę angielskiego. Słynna zasada Pareto mówi o
Wydział Fizyki, Astronomii i Informatyki Stosowanej Uniwersytet Mikołaja Kopernika w Toruniu
IONS-14 / OPTO Meeting For Young Researchers 2013 Khet Tournament On 3-6 July 2013 at the Faculty of Physics, Astronomy and Informatics of Nicolaus Copernicus University in Torun (Poland) there were two
Extraclass. Football Men. Season 2009/10 - Autumn round
Extraclass Football Men Season 2009/10 - Autumn round Invitation Dear All, On the date of 29th July starts the new season of Polish Extraclass. There will be live coverage form all the matches on Canal+
EPS. Erasmus Policy Statement
Wyższa Szkoła Biznesu i Przedsiębiorczości Ostrowiec Świętokrzyski College of Business and Entrepreneurship EPS Erasmus Policy Statement Deklaracja Polityki Erasmusa 2014-2020 EN The institution is located
Warsztaty Ocena wiarygodności badania z randomizacją
Warsztaty Ocena wiarygodności badania z randomizacją Ocena wiarygodności badania z randomizacją Każda grupa Wspólnie omawia odpowiedź na zadane pytanie Wybiera przedstawiciela, który w imieniu grupy przedstawia
POLITECHNIKA WARSZAWSKA. Wydział Zarządzania ROZPRAWA DOKTORSKA. mgr Marcin Chrząścik
POLITECHNIKA WARSZAWSKA Wydział Zarządzania ROZPRAWA DOKTORSKA mgr Marcin Chrząścik Model strategii promocji w zarządzaniu wizerunkiem regionu Warmii i Mazur Promotor dr hab. Jarosław S. Kardas, prof.
EGARA 2011. Adam Małyszko FORS. POLAND - KRAKÓW 2-3 12 2011r
EGARA 2011 Adam Małyszko FORS POLAND - KRAKÓW 2-3 12 2011r HISTORIA ELV / HISTORY ELV 1992r. 5 Program działań na rzecz ochrony środowiska / EAP (Environmental Action Plan) 1994r. Strategia dobrowolnego
Wojewodztwo Koszalinskie: Obiekty i walory krajoznawcze (Inwentaryzacja krajoznawcza Polski) (Polish Edition)
Wojewodztwo Koszalinskie: Obiekty i walory krajoznawcze (Inwentaryzacja krajoznawcza Polski) (Polish Edition) Robert Respondowski Click here if your download doesn"t start automatically Wojewodztwo Koszalinskie:
Test sprawdzający znajomość języka angielskiego
Test sprawdzający znajomość języka angielskiego Imię i Nazwisko Kandydata/Kandydatki Proszę wstawić X w pole zgodnie z prawdą: Brak znajomości języka angielskiego Znam j. angielski (Proszę wypełnić poniższy
Akademia Morska w Szczecinie. Wydział Mechaniczny
Akademia Morska w Szczecinie Wydział Mechaniczny ROZPRAWA DOKTORSKA mgr inż. Marcin Kołodziejski Analiza metody obsługiwania zarządzanego niezawodnością pędników azymutalnych platformy pływającej Promotor:
Formularz recenzji magazynu. Journal of Corporate Responsibility and Leadership Review Form
Formularz recenzji magazynu Review Form Identyfikator magazynu/ Journal identification number: Tytuł artykułu/ Paper title: Recenzent/ Reviewer: (imię i nazwisko, stopień naukowy/name and surname, academic
EXAMPLES OF CABRI GEOMETRE II APPLICATION IN GEOMETRIC SCIENTIFIC RESEARCH
Anna BŁACH Centre of Geometry and Engineering Graphics Silesian University of Technology in Gliwice EXAMPLES OF CABRI GEOMETRE II APPLICATION IN GEOMETRIC SCIENTIFIC RESEARCH Introduction Computer techniques
Fig 5 Spectrograms of the original signal (top) extracted shaft-related GAD components (middle) and
Fig 4 Measured vibration signal (top). Blue original signal. Red component related to periodic excitation of resonances and noise. Green component related. Rotational speed profile used for experiment
Przewody do linii napowietrznych Przewody z drutów okrągłych skręconych współosiowo
POPRAWKA do POLSKIEJ NORMY ICS 29.060.10 PNEN 50182:2002/AC Wprowadza EN 50182:2001/AC:2013, IDT Przewody do linii napowietrznych Przewody z drutów okrągłych skręconych współosiowo Poprawka do Normy Europejskiej
Krytyczne czynniki sukcesu w zarządzaniu projektami
Seweryn SPAŁEK Krytyczne czynniki sukcesu w zarządzaniu projektami MONOGRAFIA Wydawnictwo Politechniki Śląskiej Gliwice 2004 SPIS TREŚCI WPROWADZENIE 5 1. ZARZĄDZANIE PROJEKTAMI W ORGANIZACJI 13 1.1. Zarządzanie
Wprowadzenie do programu RapidMiner, część 2 Michał Bereta 1. Wykorzystanie wykresu ROC do porównania modeli klasyfikatorów
Wprowadzenie do programu RapidMiner, część 2 Michał Bereta www.michalbereta.pl 1. Wykorzystanie wykresu ROC do porównania modeli klasyfikatorów Zaimportuj dane pima-indians-diabetes.csv. (Baza danych poświęcona
Installation of EuroCert software for qualified electronic signature
Installation of EuroCert software for qualified electronic signature for Microsoft Windows systems Warsaw 28.08.2019 Content 1. Downloading and running the software for the e-signature... 3 a) Installer
deep learning for NLP (5 lectures)
TTIC 31210: Advanced Natural Language Processing Kevin Gimpel Spring 2019 Lecture 6: Finish Transformers; Sequence- to- Sequence Modeling and AJenKon 1 Roadmap intro (1 lecture) deep learning for NLP (5
LEARNING AGREEMENT FOR STUDIES
LEARNING AGREEMENT FOR STUDIES The Student First and last name(s) Nationality E-mail Academic year 2014/2015 Study period 1 st semester 2 nd semester Study cycle Bachelor Master Doctoral Subject area,
Stargard Szczecinski i okolice (Polish Edition)
Stargard Szczecinski i okolice (Polish Edition) Janusz Leszek Jurkiewicz Click here if your download doesn"t start automatically Stargard Szczecinski i okolice (Polish Edition) Janusz Leszek Jurkiewicz
General Certificate of Education Ordinary Level ADDITIONAL MATHEMATICS 4037/12
UNIVERSITY OF CAMBRIDGE INTERNATIONAL EXAMINATIONS General Certificate of Education Ordinary Level www.xtremepapers.com *6378719168* ADDITIONAL MATHEMATICS 4037/12 Paper 1 May/June 2013 2 hours Candidates
XT001_ INTRODUCTION TO EXIT INTERVIEW PYTANIE NIE JEST ZADAWANE W POLSCE W 2006 ROKU. WCIŚNIJ Ctrl+R BY PRZEJŚĆ DALEJ. 1.
Share w2 Exit Questionnaire version 2.7 2006-09-29 XT001_ INTRODUCTION TO EXIT INTERVIEW 1. Kontynuuj XT006_ PROXY RESPONDENT'S SEX 1. Mężczyzna 2. Kobieta XT002_ RELATIONSHIP TO THE DECEASED IF XT002_
Pomiary hydrometryczne w zlewni rzek
Pomiary hydrometryczne w zlewni rzek Zagożdżonka onka i Zwoleńka Hydrometric measurements in Zwoleńka & Zagożdżonka onka catchments Anna Sikorska, Kazimierz Banasik, Anna Nestorowicz, Jacek Gładecki Szkoła
HemoRec in Poland. Summary of bleeding episodes of haemophilia patients with inhibitor recorded in the years 2008 and 2009 04/2010
HemoRec in Poland Summary of bleeding episodes of haemophilia patients with inhibitor recorded in the years 2008 and 2009 04/2010 Institute of Biostatistics and Analyses. Masaryk University. Brno Participating
y = The Chain Rule Show all work. No calculator unless otherwise stated. If asked to Explain your answer, write in complete sentences.
The Chain Rule Show all work. No calculator unless otherwise stated. If asked to Eplain your answer, write in complete sentences. 1. Find the derivative of the functions y 7 (b) (a) ( ) y t 1 + t 1 (c)
Pielgrzymka do Ojczyzny: Przemowienia i homilie Ojca Swietego Jana Pawla II (Jan Pawel II-- pierwszy Polak na Stolicy Piotrowej) (Polish Edition)
Pielgrzymka do Ojczyzny: Przemowienia i homilie Ojca Swietego Jana Pawla II (Jan Pawel II-- pierwszy Polak na Stolicy Piotrowej) (Polish Edition) Click here if your download doesn"t start automatically
PLSH1 (JUN14PLSH101) General Certificate of Education Advanced Subsidiary Examination June 2014. Reading and Writing TOTAL
Centre Number Surname Candidate Number For Examiner s Use Other Names Candidate Signature Examiner s Initials Section Mark Polish Unit 1 Reading and Writing General Certificate of Education Advanced Subsidiary
DUAL SIMILARITY OF VOLTAGE TO CURRENT AND CURRENT TO VOLTAGE TRANSFER FUNCTION OF HYBRID ACTIVE TWO- PORTS WITH CONVERSION
ELEKTRYKA 0 Zeszyt (9) Rok LX Andrzej KUKIEŁKA Politechnika Śląska w Gliwicach DUAL SIMILARITY OF VOLTAGE TO CURRENT AND CURRENT TO VOLTAGE TRANSFER FUNCTION OF HYBRID ACTIVE TWO- PORTS WITH CONVERSION
PORTS AS LOGISTICS CENTERS FOR CONSTRUCTION AND OPERATION OF THE OFFSHORE WIND FARMS - CASE OF SASSNITZ
Part-financed by EU South Baltic Programme w w w. p t m e w. p l PROSPECTS OF THE OFFSHORE WIND ENERGY DEVELOPMENT IN POLAND - OFFSHORE WIND INDUSTRY IN THE COASTAL CITIES AND PORT AREAS PORTS AS LOGISTICS
Relaxation of the Cosmological Constant
Relaxation of the Cosmological Constant with Peter Graham and David E. Kaplan The Born Again Universe + Work in preparation + Work in progress aaab7nicdvbns8nafhypx7v+vt16wsycp5kioseifw8ekthwaepzbf7apztn2n0ipfrhepggifd/jzf/jzs2brudwbhm5rhvtzakro3rfjqlpewv1bxyemvjc2t7p7q719zjphi2wcisdr9qjyjlbblubn6ncmkccoweo6vc7zyg0jyrd2acoh/tgeqrz9ryqdo7sdgq9qs1t37m5ibu3v2qqvekpqyfmv3qry9mwbajnexqrbuemxp/qpxhtoc00ss0ppsn6ac7lkoao/yns3wn5mgqiykszz80zkz+n5jqwotxhnhktm1q//zy8s+vm5nowp9wmwygjzt/fgwcmitkt5oqk2rgjc2hthg7k2fdqigztqgklwfxkfmfte/qnuw3p7xgzvfhgq7gei7bg3nowdu0oqumrvaiz/dipm6t8+q8zamlp5jzhx9w3r8agjmpzw==
Surname. Other Names. For Examiner s Use Centre Number. Candidate Number. Candidate Signature
A Surname _ Other Names For Examiner s Use Centre Number Candidate Number Candidate Signature Polish Unit 1 PLSH1 General Certificate of Education Advanced Subsidiary Examination June 2014 Reading and
Trend in drug use in Poland
Prevalence and patterns of drug use among general population Indicator (GPS) Annual Expert Meeting 214 Trend in drug use in Poland Janusz Sierosławski Institute of Psychiatry i Neurology Warsaw Lisbon,
DIVERSITY OF NEEDLES OF THE SCOTS PINE (Pinus sylvestris L.)
Proceedings of ECOpole DOI: 10.2429/proc.2012.6(2)074 2012;6(2) Monika SPOREK 1 DIVERSITY OF NEEDLES OF THE SCOTS PINE (Pinus sylvestris L.) ZRÓŻNICOWANIE IGLIWIA SOSNY ZWYCZAJNEJ (Pinus sylvestris L.)
www.irs.gov/form990. If "Yes," complete Schedule A Schedule B, Schedule of Contributors If "Yes," complete Schedule C, Part I If "Yes," complete Schedule C, Part II If "Yes," complete Schedule C, Part
METODA OGÓLNEJ OCENY STANU ŚRODO- WISKA OBSZARÓW WIEJSKICH NA PODSTAWIE INFORMACJI Z BANKU DANYCH REGIONALNYCH GUS I OSZACOWAŃ PROGRAMU EMEP
Ekonomia i Środowisko 2 (49) 2014 Jan Cetner Kazimierz Dyguś Marta Ogonowska Jerzy Wojtatowicz METODA OGÓLNEJ OCENY STANU ŚRODO- WISKA OBSZARÓW WIEJSKICH NA PODSTAWIE INFORMACJI Z BANKU DANYCH REGIONALNYCH
Institutional Determinants of IncomeLevel Convergence in the European. Union: Are Institutions Responsible for Divergence Tendencies of Some
Institutional Determinants of IncomeLevel Convergence in the European Union: Are Institutions Responsible for Divergence Tendencies of Some Countries? Dr Mariusz Próchniak Katedra Ekonomii II, Szkoła Główna
Revenue Maximization. Sept. 25, 2018
Revenue Maximization Sept. 25, 2018 Goal So Far: Ideal Auctions Dominant-Strategy Incentive Compatible (DSIC) b i = v i is a dominant strategy u i 0 x is welfare-maximizing x and p run in polynomial time
Emilka szuka swojej gwiazdy / Emily Climbs (Emily, #2)
Emilka szuka swojej gwiazdy / Emily Climbs (Emily, #2) Click here if your download doesn"t start automatically Emilka szuka swojej gwiazdy / Emily Climbs (Emily, #2) Emilka szuka swojej gwiazdy / Emily
ROZPRAWY NR 128. Stanis³aw Mroziñski
UNIWERSYTET TECHNOLOGICZNO-PRZYRODNICZY IM. JANA I JÊDRZEJA ŒNIADECKICH W BYDGOSZCZY ROZPRAWY NR 128 Stanis³aw Mroziñski STABILIZACJA W ASNOŒCI CYKLICZNYCH METALI I JEJ WP YW NA TRWA OŒÆ ZMÊCZENIOW BYDGOSZCZ
Linear Classification and Logistic Regression. Pascal Fua IC-CVLab
Linear Classification and Logistic Regression Pascal Fua IC-CVLab 1 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
ERASMUS + : Trail of extinct and active volcanoes, earthquakes through Europe. SURVEY TO STUDENTS.
ERASMUS + : Trail of extinct and active volcanoes, earthquakes through Europe. SURVEY TO STUDENTS. Strona 1 1. Please give one answer. I am: Students involved in project 69% 18 Student not involved in
Updated Action Plan received from the competent authority on 4 May 2017
1 To ensure that the internal audits are subject to Response from the GVI: independent scrutiny as required by Article 4(6) of Regulation (EC) No 882/2004. We plan to have independent scrutiny of the Recommendation
Knovel Math: Jakość produktu
Knovel Math: Jakość produktu Knovel jest agregatorem materiałów pełnotekstowych dostępnych w formacie PDF i interaktywnym. Narzędzia interaktywne Knovel nie są stworzone wokół specjalnych algorytmów wymagających
1 Nazwisko i imiona lub nazwa firmy będącej podmiotem uprawnionym /Surname and forenames or name of firm of applicant/
Naczelnik Drugiego Urzędu Skarbowego 02-013 Warszawa-Śródmieście ul. Lindleya 14 Czy jest to twój pierwszy wniosek? Jeśli nie, należy podać numer ewidencyjny /Is this your first application? If not, please
Prices and Volumes on the Stock Market
Prices and Volumes on the Stock Market Krzysztof Karpio Piotr Łukasiewicz Arkadiusz Orłowski Warszawa, 25-27 listopada 2010 1 Data selection Warsaw Stock Exchange WIG index assets most important for investors
Dispersion of Young Bank Voles from Their Place of Birth
A C T A T H E R I O L O G I C A VOL. 20, 5: 71 81. April, 1975 Maria MAZURKIEWICZ & Ewa RAJSKA Dispersion of Young Bank Voles from Their Place of Birth [With 6 Tables & 4 Figs.l The effect of population
Working Tax Credit Child Tax Credit Jobseeker s Allowance
Benefits Depending on your residency status (EU citizen or not) there are various benefits available to help you with costs of living. A8 nationals need to have been working for a year and be registered
TYRE PYROLYSIS. REDUXCO GENERAL DISTRIBUTOR :: ::
TYRE PYROLYSIS Installation for rubber waste pyrolysis designed for processing of used tyres and plastic waste (polyethylene, polypropylene, polystyrene), where the final product could be electricity,
SPITSBERGEN HORNSUND
Polska Stacja Polarna Instytut Geofizyki Polska Akademia Nauk Polish Polar Station Institute of Geophysics Polish Academy of Sciences BIULETYN METEOROLOGICZNY METEOROLOGICAL BULLETIN SPITSBERGEN HORNSUND
Employment. Number of employees employed on a contract of employment by gender in 2012. Company
Im not found /sites/eneacsr2012.mess-asp.com/themes/eneacsr2012/img/enea.jpg Employt Capital Group is one of the largest companies in the energy industry. Therefore it has an influence, as an employer,
Cracow University of Economics Poland
Cracow University of Economics Poland Sources of Real GDP per Capita Growth: Polish Regional-Macroeconomic Dimensions 2000-2005 - Keynote Speech - Presented by: Dr. David Clowes The Growth Research Unit,