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Reconsidering Cuzco-Quechua Vowels —An acoustic Study on the Influence of Spanish in the Categorical Properties of Vowels Lowering—
Carlos Molina-Vital Rice University Abstract A three vowel system, /i-u-a/ is considered the basic one for Cuzco-Quechua (CQ). The presence of mid vowels, [e-o], is seen as a co-articulatory effect triggered by /q/. This lowering rule, and the absence of minimal pairs in CQ distinguishing high and mid vowels, are arguments against categorical status for [e] and [o]. In this study, this view of CQ vowels is reconsidered by observing acoustic data from vowels produced in (near) minimal pairs distinguished by the use of /q/ or /k/ in four groups —CQ monolinguals, CQ L1, CQ L2 and Spanish-CQ bilinguals. The first study performed found that the amount of vowel lowering in uvular context has categorical properties in the more Spanish-influenced groups (BL and QL2), while there is more variation and less lowering for the more CQ-influenced groups (QML and QL1). The second study determined that vowel lowering in both BL and QML groups can’t be explained as just a co-articulatory effect by observing the presence of linear effects on F1 trajectory of a vowel in uvular context. Two follow-up studys were made. The first one found an early lowering effect for high vowels in /q/ context, indicating an anticipatory process. The second one found that early lowering for BL group occurred in a more consistent way for /i-u/ than for /a/, while QML doesn’t differentiate significantly between /i-u/ and /a/ lowering. These results suggest that mid vowels do have categorical properties, contrary to what many standard descriptions of CQ hold.
1. Introduction and Aims of the Study
Cuzco-Quechua (CQ), a member of the Quechua family, is spoken in the region of Cuzco, Peru, in the Southern Andes. It has been grouped with other varieties spoken in the Southern Andes, from the Peruvian region of Ayacucho, to the western portion of Bolivia, based on their shared grammatical features and level of intelligibility (Cf. Cerrón-Palomino 1987). In spite of possessing a fairly big literature for an indigenous language (Cf. Cerrón-Palomino 1987, Calvo
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1993, Sánchez 2010), most of the description of CQ phonology included in modern grammars (particularly Cusihuamán 2001 [1976]) has been presented under a rather traditional approach that combines distributional principles and early Generative Phonology. Although very valuable, these descriptions don’t specify if they have used any kind of instrumental or quantitative methods.
Furthermore, the long-standing influence of Spanish onto CQ has been considered a problem for its modern description (Cf. Hosokawa 1981).The most notable consequence of this has been the debate around the number of CQ phonological vowels. This debate is fueled by practical and ideological reasons —orthography for CQ required an agreement on how to represent vowel variation among speakers with different levels of bilingualism; but the intellectual regionalist elite from Cuzco considers that the standard should be their heavily Spanish-influenced variety (Cf. Godenzzi 1992). The more conservative approach based on the notion of phonemes as contrastive units (for instance, Cerrón-Palomino 1987, 1992, Heggarty ND), considers only three CQ vowels —/i - a - u/. A less orthodox approach considers the influence of Spanish as an integral part of the CQ phonological system; thus /e/ and /o/ are included in the system. This was the position taken by linguists such as Cusihuamán (2001 [1976]) and Weber (2005).
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Studies making use of acoustic phonetics and quantitative methods have been few for CQ. Among them, those dealing with vowel variation have been Pasquale (2001, 2005), and Pérez et al. (2008). Pasquale (2001) dealt with the influence of level of bilingualism in the variation of CQ vowels, and made use of statistical analysis to determine differences in vowel production by speaker groups. Pérez et al. (2008) provided detailed quantitative descriptions of vowel space for diverse bilinguals, for both their Spanish and CQ vowels; however, a statistical comparison of the results was not one of the goals of their study.
My study aims to complement and develop the results of Pasquale (2001) and Pérez et al. (2008) by analyzing the variation of vowels in four different CQ speaker groups, divided by their level of Spanish knowledge. In my analysis, I will specifically ask the question of how much Spanish has influenced the categorical production of vowels in those CQ speaker groups. Also, I will complement that analysis with one inspired by Bessel’s (1998) work on local and long distance vowel lowering in Interior Salish. The objective of the second analysis is to determine if vowel lowering in uvular context is a purely co-articulatory process by observing the trajectory of F1 and F2 for vowels in (near) minimal pairs distinguished by the use of uvular or velar stops.
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Some basic standard notions of CQ phonology relevant to this study are presented in section 2. Section 3 will present the tested hypothesis, design and methodology of study one (Spanish influence in categorical production of vowels). Section 4 will do the same for study two (gradient vs. categorical vowel lowering). Section 5 will present and discuss the results of both studys. Finally, section 6 will present the main conclusions and discussion of the results.
2. Basics of CQ Vowel Phonology
The most accepted description of the CQ phonology states that the least Spanish-influenced system has three vowels grouped by height. High vowels, /i/ and /u/, are commonly pronounced as mid-high vowels [ɪ] and [ʊ], respectively. The low vowel, /a/, is produced slightly centralized (Cf. Cusihuamán 2000 [1976]: 43-48, Cerrón-Palomino 1987).
Allophones occur in the context of a uvular stop, /q/. It is important to notice that the influence of the uvular stop lowers high vowels that are located before and after that consonant. Moreover, the influence of the uvular stop usually affects other high vowels in different syllables (non–local effect), as long as they are in the same stem. CQ speakers spread the lowering even if there are [+ Continuant] consonants between the /q/ and a high vowel. Some instances of vowel lowering in CQ are: /ˈʧiqaq/ [ˈʧeqaq] (“true“), /ˈqiru/ [ˈqero]
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(“wooden cup“), /ˈsunqu/ /ˈsonqo/ (“heart“), /ˈirqi/ [ˈerqe] (“kid“), /q’iˈliti/ [q’eˈlete] (“node“), /ˈsuqta/ [ˈsoqta] (“six“).
Some morphophonological restrictions apply to the vowel lowering rule in CQ: if the stem has a suffix containing /q/, it won’t lower any high vowel in the stem, but it will lower any high vowel inside of the suffix. This restriction does not apply if the combination of stem and suffix is re-analyzed as a whole word (usually due to a prominent referential status of the concept alluded): /ˈyacha-/ + /-chi/ + /-q/ [yaˈʧaʧeq] (“teacher“, literally, “the one who makes learn”), /ˈwatu/ + /-q/ [ˈwatoq] (“fortune-teller“, literally “the one who guesses“). On the other hand, a compound like /ˈʧunka iskajˈniyuq/ (“twelve“, literally “ten having two”) is pronounced consistently as [ˈʧunka iskajˈniyoq], with the final vowel lowered to [o] inside of the suffix /-yuq/. However, I have noticed based on my observations and the different orthographic renditions of words like those in different books that use the five vowel system that there is much variation for vowel lowering inside suffixes and between stems and suffixes.
CQ has a series of glottalized stops (ejective and aspirated) that are unique to this and the Bolivian varieties. Although glottalization can be understood as a post-velar way of articulation, it has never been proposed that glottalization causes vowel lowering. I will assume
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this standard assumption in my study, and will consider glottalization or aspiration as nonrelevant factor in the comparison of vowel lowering.
Also, CQ doesn’t present uvular and velar stops at the same time in a stem. It seems plausible to propose a functional reason for this restriction: it might be difficult to distinguish between uvular and velar stops. As it has been noticed by Maddieson (1984) distinction between velar and uvular stops is not very common in world languages, and it can be problematic. Thus, the language has organized its lexicon to avoid the co-occurrence of potentially confusing consonants. An example of the difficulty in the distinction of a uvular and velar point of articulation is the palatalization of /k/ as a strategy to distinguish it from a /q/ that follows it after an intervening unrounded vowel Q’iche (Campbell 1998: 32). However, claims about difficulties in the perception of two confusing segments still need to acknowledge that human perception can easily deal with more complex consonant or vowel systems.
3. Study one: Effect of Spanish Influence on Lowering and of CQ Vowels By examining vowel pronunciation in CQ words that are (near) minimal pairs containing uvular vs. velar stops, I will investigate the claim that Spanish language contact influences vowel lowering in this language. Specifically, I will analyze the vowel production of four different speaker groups, ranging from little knowledge of Spanish to complete bilingualism.
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Because of the existence of categorically produced mid vowels in Spanish, it is claimed here that the most Spanish-influenced groups will show a greater difference in the production of [e] and [o] in uvular context compared to the most CQ-influenced groups. Thus, the main question addressed in study one is whether high vowels, regarded phonological categories, and mid vowels, regarded as allophones, are significantly different for different speaker groups of CQ.
3.1. Materials
A male bilingual CQ speaker from La Convención province in the Cuzco region was recorded reading twice the words in table 1. 1 Those recorded words were presented as stimuli to the consultants, who were asked to repeat twice what they heard. In some cases, they were also asked to provide a spontaneous sentence using some of the stimulus words. Since CQ is eminently an oral language, many of its speakers are not familiar with reading it. In addition, having used the Latin alphabet that is official for CQ would have biased those consultants with Spanish education towards a pronunciation of vowels that reflected the Spanish use, not the CQ one. I am aware of the fact that the stimuli, having been read by a bilingual speaker could have
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The amount of words recorded as stimulus and the ones provided by the consultants were organized in three sets
of words: the first one of 60 words, the second one with 25, and the third one with 55. Several minimal pairs and many other words using vowels in different contexts were present in these lists, and only some of them (presented in table 1) were used for this and the next study.
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introduced some priming effect on the participants. However, this method allowed me to avoid the influence of bias due to the influence of Latin alphabet. OK
The responses from the participants were recorded using an Audio-Technica headset mounted microphone using an Edirol R-09HR recorder into WAV format at 44.1 kHz and 16-bit resolution. The environment of the recordings was always a room, though some background noise was unavoidable —some participants were interviewed at their work place, others at their home, while some others were interviewed at an empty classroom.
Minimal pairs for /a/
Minimal pairs for /i/
Minimal pairs for /u/
aq-ak (taqi-taki)
qi-ki (taqi-taki)
qu-ku (qusa-kusa)
qa-kha (sinqa-sinkhay)
qi-ki (qiru-kiru)
urq-urk (urqu-kurku)
aq-ak (waqay-wakay)
iq -ik (siqi-siki)
qu-ku (urqu-kurku)
aq-ak (t'aqlla-taklla)
qi -ki (siqi-siki)
unq-unk (unquy-unkuy)
qha-ka (usqhay-puskay)
qi-ki (qilla-killa)
uq-uk (puquy-pukuy)
iq -ik (wiqi-piki)
qu-ku (qutu-kuti)
qi-ki (wiqi-piki)
qu-ku (qulla-kulla)
inq-inkh (sinqa-sinkhay)
uq-uk (t' uquy-tukuy)
Table 1. List of minimal pairs used in the study.
I selected those words that were (near) minimal pairs distinguished by their use of a uvular stop or a velar stop (for instance /puqu/ and /puku/, or /wiqi/ and /piki/). Then, I organized the words according to the vowel observed in relation to /q/ or /k/ and its phonetic context: vowels in pre- and post-consonant position. The lowering effect was considered to be the same on both sides of the uvular stop. I also assumed that long distance lowering is like local lowering, 8
although the long distance lowering in the data I have used include only one continuant consonant between the uvular stop and the lowered vowel, as in /ˈsinqa/ or /ˈurqu/. In addition, I didn’t make a distinction between glottalized and non-glottalized stops; consequently pairs like /ˈt’uquy/ and /ˈtukuy/ were compared disregarding any glottalization effects on the vowel.
3.2. Participants
I decided to use speakers from different backgrounds, as long as all of them were permanent residents of the Cuzco region, and who use or have used CQ on a regular basis. A broader view can only be achieved through the analysis of speakers with different degrees of bilingualism, which is the norm, rather than the exception in the majority of CQ speaking communities in that region (Cf. Chirinos 2001: 81, 203-206).
Eight male speakers of CQ, ranging from 25 to 69 years old, were recorded. They were organized in these groups: Bilinguals (BL), CQ first language (QL1), CQ second language (QL2) and (Near) CQ monolingual (QML). Each group had two members. The basis to assign a speaker to a group was based on the information they provided regarding their age of acquisition of Spanish and CQ (during the first 4 years of life, or after that), their level of instruction, and the situations in which Spanish and CQ are used. Although no test was conducted to determine their proficiency in CQ or Spanish, one set of questions was given only 9
in CQ. While the bilinguals understood perfectly both the CQ and the Spanish sections, the two (near) monolingual speakers had great difficulties understanding what was asked from them when being addressed in Spanish. Therefore, everything was conducted for them in CQ with the help of the research assistant. 2
3.3. General procedure The participants repeated the word they heard at least twice and gave its Spanish meaning (if they were bilingual), or explain its meaning using CQ (only the QML group). Many times, the pronunciations of the tokens were more than two, which allowed picking out the clearest utterances for analysis. I didn’t make use of a carrier phrase, so the words should be considered as coming from a word-list repetition task. However, in a few cases I had to use words from sentences asked or spontaneously used by the consultants during the recordings. If I had a poor quality token of, for instance, /taki/, but the consultant produced a sentence using that noun in the form /takita/ (with the accusative marker –ta), I decided to use that token in the analysis.
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See appendix for detailed sociolinguistic data of the participants.
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Those cases are marked in the tables with tokens analyzed and their formant values by the acronym IC (meaning “in context“) next to the name of the word and token number.
Once the words were recorded, I used PRAAT v.5.2.23 to segment each word, and then, by using PRAAT script, I saved them as separate files. Once this was done, I used another PRAAT Script, a text-grid maker, in order to mark the vowels I considered relevant to the study on each word (i.e. those in uvular and velar contexts). I marked the beginning and the end point of the vowel taking the first and last point in which F1 and F2 were both present.
The results were organized in four different spread sheets, one for every speaker group. Then, I proceeded to normalize all of the values obtained for F1 and F2 in each speaker group in order to reduce the variability due to physical differences. I used the vowel normalization and plotting suite NORM V.1.1. 3 The normalization method selected was the Labov ANAE (speaker extrinsic) since it provided results in Hertz values (which made scaling of values not necessary), and it required only the use of the first two formants, which are the only ones relevant for the observation of lowering (F1) and backing (F2).
Once the normalized results were available and organized in spreadsheets, I calculated the mean value of F1 and F2 for each word separately. Then, F1 and F2 values were averaged
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Available online at .
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across tokens within speaker groups, and a uvular vs. velar F1 or F2 difference was calculated for each speaker group for each (near) minimal pair.
To conduct the statistic measurements, I made a spreadsheet for each speaker group in which each word’s mean value for F1 and F2 of each token was averaged. Those average values for a word with velar context were subtracted from those obtained for a word with uvular context. For every case, the subtraction of a uvular influenced formant from a velar influenced one used (near) minimal pairs. For instance, in the comparison between the minimal pair /taqi/ and /taki/ for the bilingual group the following table was made to compare /a/ in uvular (represented by Aq) and velar (represented by ak) contexts. Each word has four tokens (two per speaker), and the mean values of F1 and F2 for each token were averaged (results shown in the “average“ row). Then, the difference between F1 average and F2 average for /a/ in /taqi/ and /taqi/ are shown in the “difference“ row. 4
BL: Aq 4
F1
F2
BL: ak
F1
F2
Here and in the following analyses, I will assume the following levels of significance for p numbers:
Equal or below 0.001: very highly significant Equal or below 0.01: highly significant Below 0.05: significant 0.1 or under: approaching significance (shows an interesting but non-significant trend). Reported p values are assuming sphericity. For complete details on the statistical results, refer to the appendix.
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taqi
650.855
1678.521
628.942
taki
575.543
1729.401
1690.611
543.555
1785.066
681.446
1636.27
571.51
1856.675
620.5
1538
541.164
1840.172
AVERAGE
645.4358
1635.851
557.943
1802.829
Difference F1
87.49275
AVERAGE Difference F2
-166.978
Table 3. An example from the table with the difference value between formants in uvular and velar contexts
3.3.1. Inter-group Comparison of Lowering of Vowels This is the part of Study one that deals with the difference in F1 between high and mid vowels in context of velar and uvular stops. The main hypothesis is that the difference in height for [e] in, for example, [qeru] and [i] in [kiru] will be affected by the level of Spanish influence in the speaker.
To obtain the statistical results for this part of study one, I have taken the value of the difference between average F1 for each token of, for instance, [qeru] (‘cup’) and [kiru] (‘tooth’), from each speaker group and make an inter-group comparison for those values. If there is a strong significant difference between two groups, this means that they are not doing the vowel lowering in the same way. Therefore, inter-group comparison will tell if the main hypothesis is correct —more Spanish-influenced speakers will show more lowering than less
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Spanish-influenced speakers. However, due to extended contact with Spanish, I believe that Spanish influence can be perceived even in QL1 and QML vowel lowering.
These data were subjected to a two different two-way mixed model ANOVAs. The dependent measure was the difference in F1 values, respectively, for uvular vs. velar contexts. For both ANOVAs, speaker group was a within-item variable with four levels (BL, QL2, QL1, ML) and vowel was a between-item variable with three levels (i, u, a). All the analyses in this study were done using the PASW 18.0.0 (formerly SPSS) statistics software.
4.
Study Two: Gradient vs. Categorical Vowel Lowering 5
Study two examines the evidence for gradient production of mid vowels in CQ, traditionally considered as allophones in most descriptions. The hypothesis here is that the way allophonic vowels are produced in CQ is gradient instead of categorical, which would support the idea of a more mechanical production of allophones. Evidence favoring that view would be the lack of stability of formant trajectory expressed in a linear effect.
A vowel will be affected by co-articulation if the trajectory of the formants in a vowel is progressively affected by the proximity of a uvular stop, which will continuously increase the F1 and decrease the F2 value of the vowel as they get closer to the source of co-articulation.
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Materials and participants for study two are the same as those for study one (see 3.1 and 3.2).
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Conversely, if mid vowels are produced categorically, then, there should be comparative parallelism between the F1 trajectory from the beginning to the end of a high vowel in a velar context and the corresponding F1 of the so-called allophonic mid vowel in a uvular context, provided that the comparison uses (near) minimal pairs.
Additionally, results from study two are followed up by two studys to clarify if gradience is the major factor in the articulation of lowered vowels. In the first one, I will measure the level of anticipatory lowering of the vowel for each speaker group. In the second one, I will observe which vowels are more affected by early lowering. To sum up, study two evaluates how much of the vowel lowering can be attributed to the co-articulatory pull of the uvular stop for every speaker group.
4.1. General procedure
The procedure is exactly the same as the one described in section 3.1 for study one. The only difference is that once the vowels were marked, I ran a formant-logging script to measure the first two formants at four time points in the vowels. This means that the formants were equally divided, so that the logger could obtain the formant values at each of the four points. In doing this, I tried to get a clearer view of the progressive articulation of a vowel in velar and uvular contexts (Cf. Bessel 1998: 11-14). 15
Again, all the results for the four points in each word’s F1 and F2 were normalized for each speaker group and organized in spread sheets. Then, I calculated the mean value for every time point in all the tokens of the same word in each speaker group, as well as the overall mean values of F1 and F2 for each word separately.
In order to examine the level of stability in the formant trajectory, I took the two intermediate F1 points of a vowel in a word with uvular context and the corresponding intermediate F1 points of its minimal pair with velar context. Then, I subtracted the formant point closer to the velar consonant from the one closer to the uvular consonant, and did the same for the formant points further from velar and uvular consonants. Table 4 provides an example from the BL group data to illustrate this process.
F1 Differences between second and third nearest points to source of co-articulatory effects Speaker
Context
Uvular context
Velar context
Closer to /q/
Closer to /k/
Mamani
a.q - a.k
taqi_1
Morante
a.q - a.k
Mamani
Difference Closer Points
taki_1
756.051
702.552
53.499
taqi_1
taki_1
751.788
642.108
109.68
a.q - a.k
taqi_2
taki_2
714.665
665.204
49.461
Morante
a.q - a.k
taqi_2
taki_2
721.972
605.903
116.069
Mamani
a.q - a.k
waqay_1
wakay_1
663.185
711.637
-48.452
Morante
a.q - a.k
waqay_1
wakay_1
617.616
621.876
-4.26
Mamani
a.q - a.k
waqay_2
wakay_2
690.439
586.47
103.969
Morante
a.q - a.k
waqay_2
wakay_2
660.211
527.104
133.107
Table 4. Part of the table to find difference between formant points closer and further from velar and uvular consonants.
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Once all the differences were obtained for each token of all the minimal pairs containing, for instance, /a/ in a speaker group, the results were subjected to a two different two-way mixed factor ANOVAs. The dependent measure was the difference in uvular and velar F1 values closer to the source of co-articulation and those values further to the source of co-articulation. For both ANOVAs, phonetic context was the between-item variable with as many levels as relevant contexts were identified for each vowel (for instance, a particular vowel in either pre or post consonant position, word initial or word final, etc.).
4.1.1. First Follow-Up study: Early Lowering Effect
In order to complement the results for the linear effect study, this study examines if there is an early lowering effect. This effect will make the furthest points from a uvular and velar consonant in two minimal pairs significantly different. The presence of early lowering effect in the production of allophonic vowels is evidence against purely co-articulatory motivation of the production of vowel allophones, since such a form of lowering could only be planned from the very onset of the vowel production, which is a more categorical characteristic.
The process to evaluate if there is early lowering effect, involved taking the F1 values of the furthest point from the uvular and the velar consonant on (near) minimal pairs for a given vowel in a speaker group. Then, those values were compared using a two different two-way 17
mixed factor ANOVAs. The dependent measure was the value of the furthest from uvular F1 formant point and the value of the corresponding furthest from velar F1 formant point in a (near) minimal pair. For both ANOVAs, phonetic context was the between-item variable with as many levels as relevant contexts were identified for each vowel (for instance, a particular vowel in either pre or post consonant position, word initial or word final, etc.).
If the furthest values for the words with uvular and velar context are significantly different, it means that there is an early lowering effect. Table 5 shows an example from the BL group data to illustrate this process.
Speaker
Phonetic Context
Word w/ uvular context
Word with velar context
Furthest
Furthest Point Velar
Point Uvular
F1
F1 Mamani
a.q - a.k -aq - ak
taqi_1
taki_1
559.215
557.197
Morante
a.q - a.k -aq - ak
taqi_1
Mamani
a.q - a.k -aq - ak
taqi_2
taki_1
552.66
614.422
taki_2
553.159
491.585
Morante
a.q - a.k -aq - ak
taqi_2
taki_2
Mamani
a.q - a.k -aq - ak
waqay_1
wakay_1
629.33
579.282
669.241
615.743
Morante
a.q - a.k -aq - ak
waqay_1
wakay_1
601.643
442.98
Mamani
a.q - a.k -aq - ak
waqay_2
wakay_2
698.514
604.639
Morante
a.q - a.k -aq - ak
waqay_2
wakay_2
464.277
522.844
Mamani
a.q - a.k -aq - ak
t_aqllay_1
taklla_1
647.432
547.102
Morante
a.q - a.k -aq - ak
t_aqllay_2
taklla_2
602.708
655.951
Mamani
a.q - a.k -aq - ak
t_aqlla_1
taklla_1
759.079
576.375
Morante
a.q - a.k -aq - ak
t_aqlla_2
taklla_2
731.825
582.476
Table 5. An example from the table comparing the furthest point from uvular and velar consonant in minimal pairs in the BL group.
4.1.2. Second Follow-Up Study: Comparison of Early Lowering Effect Between Vowels in Each Speaker Group 18
Finally, I wanted to observe if the early lowering effect takes place differently in high vowels (which most likely have that effect) than for /a/ (which being already low has not much need to lower in a systematic way different from its realization in velar context). This was performed to complement the previous follow-up study. Even if all the groups are doing early lowering, it is worth observing if there is an overall pattern in the way they do it.
Thus, I calculated the difference between the furthest point from uvular consonant and the one from velar consonant for each (near) minimal pair with /i/, /u/, and /a/. The comparison was made using a two-way single factor ANOVA. The dependent measure was the value of the difference between the furthest F1 points from uvular and velar stops for (near) minimal pairs for each vowel (difference from furthest point uvular and velar context /i/, difference from furthest point uvular and velar context /u/, difference from furthest point uvular and velar context /a/). There was no between item variable, since the only result relevant was the test of within-subject contrast. If there is a significant difference in the way the /i/ compares to /a/ and the way /u/ compares to /a/, then that complements the second study to determine if the lowering of vowels is mostly a co-articulatory phenomena.
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Two observations need to be made here. First, the comparison among (near) minimal pairs for words with different vowels is not as exact as one done for pairs that share the same vowels. In other words, while study two and the first follow-up focused on comparing the vowel /i/ in pairs like /wiqi/ and /piqi/, a comparison among (near) minimal pairs for /i/, /u/ and /a/ compares pairs like /wiqi/ and /piqi/, /taqi/ and /taki/, and /puquy/ and /pukuy/. The basis for the comparison is, therefore, the parallelism in phonetic contexts for the different vowels in the words compared.
Second, the number of words used as minimal pairs with /a/ is not the same as the number of minimal pairs analyzed with /i/ and /u/. Thus, I had to select words from the two last groups (/i/ and /u/) to closely match the phonetic context of those with /a/. Table 6 gives an illustration of the way the tokens were arranged for this final study.
Phonet
Word
Word
Diff
Phonet
Word
Word
Diff
Phonet
Word
Word
Diff
ic
with
with
eren
ic
with
with
eren
ic
with
with
eren
Contex
uvular
velar
ce
Conte
uvular
velar
ce
Conte
uvular
velar
ce
t
context
context
xt
context
context
xt
context
context
i.q -
wiqi_1
piki_1
144
a.q -
taqi_1
taki_1
2.0
u.q -
puquy_1
pukuy_1
.34
a.k -aq
18
u.k -
i.k -inq -inkh i.q -
wiqi_1
piki_1
i.k -inq -inkh i.q -
wiqi_2
piki_2
i.k -inq -inkh i.q i.k -inq
wiqi_2
piki_2
6
- ak
195
a.q -
.93
un - ur taqi_1
taki_1
-
u.q -
a.k -aq
61.
u.k -
4
- ak
762
un - ur
149
a.q -
61.
u.q -
.39
a.k -aq
574
u.k -
4
- ak
73.
a.q -
475
a.k -aq
30. 282
taqi_2
taki_2
puquy_2
pukuy_3
98. 922
t_uquy_1
tukuy_1
36. 339
un - ur taqi_2
taki_2
50.
u.q -
048
u.k -
t_uquy_2
tukuy_2
167 .56
20
-inkh
- ak
un - ur
3
Table 6. Distribution of differences between furthest point from uvular and velar for comparison between vowels in BL group.
5.
Results and Interpretation of the Studys
In this section I will present the results for study one, study two and the follow–up studys. After having done so, I will provide an interpretation of the results relating to the main hypotheses of this paper —the influence of Spanish in the production of lowering of vowels, and the gradient production of contextually determined vowels in CQ.
5.1. Study One 5.1.1. Inter-Group Vowel Lowering a.
Test of Within-Subjects Effects (i)
Speaker Group: F (3, 54)=5.510, p=.002. There was a significant main effect of speaker group. BL group produced vowels with a significant increase in F1 value (M=128.41 Hz), closely followed by QL2 (M=118.80 Hz), while the F1 increase for QML and QL1 was lower and more variable (M=79.56 and M=118, respectively). Therefore, not all the speaker groups do vowel lowering in the same way, when observed at the overall level. (See Graph 1 and (c) below for more details.)
(ii)
Speaker Group and Vowel: p=.245. There was not a significant interaction between speaker group and vowels. This indicates that when including the vowels in the comparison, no vowel is lowered in a significantly different way group by group.
21
b.
Test of Between-Subjects (i)
Effects for vowel: p=.176. There was not a significant main effect for vowels. This indicates in a comparison based only on vowels, without considering speaker groups, no vowel is doing lowering in a significantly different way.
The results for the speaker group comparison are significant —it tells us that there are differences in the way vowels are lowered between groups. We need, then, to see how each speaker group contrast to the other to determine any differences in vowel lowering. Thus, next section provides the results for the within-subject contrast analysis of every group.
c.
Test of Within-Subject Contrasts (i)
QL1 vs. QML: p=.372. This indicates that there is no difference in the way QL1 and QML do the vowel lowering in a uvular context (not significant p number).
(ii)
BL vs. QML: F(1,18)=15.107, p=.001. This indicates that BL1 does lowering in a different way from QML (very highly significant p number).
(iii)
QL2 vs. QML: F(1,18)=5.217, p=.035 This indicates that QL2 does lowering in a different way from QML (significant p number)
(iv)
QL1 vs. QL2: p=.090. This suggests that QL1 might be doing lowering in a way different from QL2 (p number is approaching significance)
(v)
BL vs. QL2: p=.389. This indicates that BL does lowering in the same way as QL2.
(vi)
QL1 vs. BL: F(1,18)=9.474, p=.006. This indicates that QL1 does lowering in a way that can be considered different from BL (p highly significant)
22
From the results shown above, we can see that there is a clear division between the four groups observed: those who have more Spanish influence (QL2 and BL) and those who have more CQ influence (QL1 and QML): this confirms our first hypothesis. When each member of the groups organized by Spanish influence is compared to each other (results i and v), they are doing lowering in the same way (not significant result). On the other hand, when the two extremes are compared (very little Spanish influence, QML, vs. high Spanish influence, BL) we have the most extreme difference in the way the lowering occurs (result ii).
Graph 1 below shows the error bar distribution of the values used in the statistical analysis. Let us remember that in this inter-group statistical analysis we are observing the amount of lowering expressed in Hz, obtained from the difference between the F1 of a vowel in a uvular context and the F1 of the corresponding vowel in a velar context.
The reason behind significant results is a combination of less variation and higher degree of lowering. This produces no overlap between the error bars of the significantly different groups. We can see that the best example of this in the extremes, represented by BL and QML. While the first has an average increase of F1 of 128.41 Hz, QML increases F1 in 79.56 Hz. Moreover, BL has visibly less variation than QML in the amount of lowering it does. Still, despite some
23
overlap, there is statistical significance in the difference between speakers groups that have different level of influence of Spanish and CQ, as it was hypothesized.
Graph 1. Error bars for the different amount of vowel lowering (F1 increase) by speaker group.
At the overall level of speaker groups there is validation for the fact that Spanish-influenced speakers are more systematic (i.e. significantly different) from those that have the least amount of Spanish influence. An interesting complementary result comes from the analysis of the interaction between speaker group and vowel. Although the lowering of high vowels in groups influenced by Spanish (BL and QL2) didn’t yield significant results, it appears that, as graph 2 below shows, there is a clear pattern emerging at a descriptive level —it seems that BL and
24
QL2 /i, u/ are lowering more than /a/, however, that pattern is not present in QML and QL1.
Graph 2. Error bars for the different amount of vowel lowering (F1 increase) by speaker group by vowel phoneme.
Although this pattern did not emerge as statistically significant in the current analysis (F(6,54)=1.366, p=.245), a more fine-grained analysis in section 5.2.3 confirms that Spanish influence is associated with more categorical lowering of /i/ and /u/ versus /a/.
Observing the variation and average degree of lowering for BL, it seems evident that there is a higher lowering for /i/ (143.72 Hz mean increase) and /u/ (132.68 Hz mean increase) in uvular context, and it has much less variation than the one present in the lowering of /a/. The other 25
Spanish-influenced group, QL2, is not following the same pattern, since the lowering of /i/ seems more unstable and has less lowering (113.63 Hz mean increase). Regarding the more CQ-influenced groups, QML shows a very big variation in vowel lowering. Also, since the highest level of average lowering is 109.87 Hz for /i/ and 50.68 Hz for /u/, this means that QML is doing lowering, but not that much altogether. This evidences an unstable variation. In other words, mid vowels do not seem to pattern in a clearly different way from high vowels in QML. Still, the results for BL, and to a lesser degree for QL2, make it evident that those two groups do much more lowering than the other two, which are less influenced by Spanish.
Perhaps, with more data and speakers a significant result can be achieved. This wouldn’t be a surprise, since it is not the case that every analysis rules out a significant difference in the way lowering is carried out, as the speaker group main effect results showed.
To summarize, the results for the inter-group analysis of lowering effect suggest that the main hypothesis is correct: there is clear difference in the way CQ high vowels are lowered related to the amount of Spanish influence in the speaker groups. Although there are no significant results for the speaker group by vowel interaction, there is still a clear descriptive pattern that suggests that high vowels are indeed lowered more consistently by the most Spanish-influenced speaker groups. 26
5.2. Study two: Gradient vs. Categorical Vowel Lowering While Study one found evidence supporting the influence of Spanish in BL and QL2 speaker groups of CQ, study two examined the gradient properties of vowel lowering. After study one showed that the most Spanish-influenced groups did mid-vowel lowering in a significantly different way from the most CQ-influenced groups, a question was left to solve —are coarticulatory factors the main responsible for lowering in CQ? Thus, the hypothesis to be tested is the traditional description of lowering for CQ vowels which claims that it is only a mechanical process, based on co-articulatory pressures.
If mid vowels are produced in a gradient way, then vowel articulation is progressively affected due to the uvular stop continuously increasing the F1 and decreasing the F2 values of the vowel as it gets closer to the source of co-articulation. In other words, vowel formants should start at a neutral position, and then progressively change towards lowered values anticipating or as a consequence of the articulation of /q/. On the other hand, if the effect of /q/ in the vowels is categorical, then there should be comparative parallelism between the F1 and F2 trajectories from the beginning to the end of a high vowel in a velar context and the corresponding F1 and F2 of the so-called allophonic mid vowel in a uvular context when using (near) minimal pairs for the comparison.
27
Still, it should be taken into account that expectation of complete parallelism when comparing formants for vowels in (near) minimal pairs would be untenable. There will always be some amount of co-articulatory effects based on the difference between /q/ and /k/. However, if there is lack of trajectory parallelism, then it would be expected to be of a similar magnitude to that seen in other systems with categorical lowering. Thus, since we know from study one that the BL group has categorical lowering of /i/ and /u/, any co-articulatory effects in the production of those vowels won’t be considered as a counterargument, but as a natural effect.
Considering that QML is the group that descriptions of CQ have in mind when stating that the production of allophones is inherently unstable due to the variability of the instantiation of the lowering rule, focusing on the results for that group is of great interest. Thus, instead of showing results for every group, I will concentrate in the results from study two that come from QML. To have a clear idea of the process of lowering, I will compare those results to those from BL. It provides an excellent term of comparison, since those speakers have categorical production of mid vowels in uvular context.
5.2.1. Linear effects for vowel lowering
Here we are comparing the value of the difference between F1 of the closer and the further point to a uvular and velar consonant in a (near) minimal pair. In other words, the value of the 28
difference from F1 in the closer point to /k/ in /i/ in /taki/ and F1 in the closer point to /q/ in /i/ in /taqi/ is compared to the value of the difference from F1 in the further point to /k/ in /i/ in /taki/ and F1 in the further point to /q/ in /i/ in /taqi/.
If the trajectory from one formant point to one closer to the source of allophonic effects shows a clear variation, then we are dealing with a linear effect. In the case of lowering, the F1 of the affected vowel will raise its value approaching to the source of co-articulation. If the coarticulatory pull is not operating progressively, then the trajectory from one point to the other in F1 towards the co-articulation source should be less noticeable. Thus, if the results of the comparison are not significant, there is evidence to consider the lowering more categorical.
a.
QML results for lowering linear effect (Test of Within-Subjects Contrasts): /a/: p=.178 (not significant) /i/: F(1, 28)=13.114, p= .001 (highly significant). There was a significant main effect when comparing closer (M=122.21) and further (M=100.34) formant trajectory point to source of articulation. /u/: p= .268 (not significant)
b.
BL results for lowering linear effect (Test of Within-Subjects Contrasts): /a/: p=.671 (Not significant) /i/: F(1, 27)=4.817, p= .037 (Significant). There was a significant main effect when comparing closer (M=153.03) and further (M=135.73) formant trajectory point to source of articulation. /u/: p= .607 (Not significant)
29
These results mean that for /a/ and /u/, the degree of lowering for two clearly different groups, QML and BL do not show any significant increase as the measurement points approach the coarticulatory source. This lack of linear effect goes against the hypothesis that CQ allophony is mainly due to co-articulatory reasons.
Although /i/ does show an increase in lowering, that doesn’t necessarily mean that its lowering is due to co-articulation. As it was mentioned in 5.2, there is always some amount of coarticulation. If we compare the QML result for /i/ with the one for BL, we can see that even for this group, which has categorical production of mid vowels, there is linear effect for lowering of /i/. Thus, when dealing with the distinction between co-articulation and categorical production of a sound, we have to remember that it is a matter of degree. Even categorical units will eventually feel the influence of co-articulatory processes, because it is impossible to produce sounds of speech continuously without some degree of co-articulation. In this regard, the position of /i/, being it the furthest from the uvular point of articulation, has a greater tendency to get lowered due to the pull of the consonant.
To sum up, the results here suggest that the mechanical lowering of vowels in CQ is not as prevalent as supposed under a view of allophony as purely mechanical or “parasitic“ (López et al. 1987:11, quoted by Weber 2005: 22). Two opposite groups in terms of the level of Spanish 30
influence, QML and BL show no linear effect for /a/ and /u/ and they share linear effect for /i/, which can be attributed to some influence of co-articulation due to the fronted position of /i/.
5.2.2. Early Lowering Effect
The first follow-up study will establish if there is early lowering effect. This effect will make the furthest points of F1 from a uvular and velar consonant in two (near) minimal pairs significantly different. If there is an early lowering effect in the production of allophonic vowels, then that will complement the results from study two, showing that the hypothesis of purely co-articulatory motivation of the production of vowel allophones is not correct. Such a form of lowering could only be planned from the very onset of the vowel production, which is a more categorical characteristic. Once again, I will focus on the QML and BL groups. Here are the results for the between furthest points from uvular and velar consonant in minimal pairs.
a.
QML results for early lowering effect (Tests of Within-Subject Contrast):
/a/: F(1, 16)=5.722, p=.029 (Significant). There was a significant main effect when comparing furthest F1 point in uvular context (M=502.780) and furthest F1 point in velar context (M=360.317). /i/: F(1, 28)=31.900, p= .000 (very highly significant). There was a significant main effect when comparing furthest F1 point in uvular context (M=386.988) and furthest F1 point in velar context (M=292.90).
31
/u/: F(1, 26)=6.507, p= .017 (Significant). There was a significant main effect when comparing furthest F1 point in uvular context (M=387.439) and furthest F1 point in velar context (M=350.838). b.
BL results for early lowering effect (Tests of Within-Subject Contrast):
/a/: F(1, 16)=13.745, p=.002 (Significant). There was a significant main effect when comparing furthest F1 point in uvular context (M=542.616) and furthest F1 point in velar context (M=479.121). /i/: F(1, 27)=81.799, p= .000 (very highly significant). There was a significant main effect when comparing furthest F1 point in uvular context (M=465.403) and furthest F1 point in velar context (M=320.815). /u/: F(1, 26)=115.701, p= .000 (very highly significant). There was a significant main effect when comparing furthest F1 point in uvular context (M=502.780) and furthest F1 point in velar context (M=360.317).
Graph 4. BL group vowel plot considering furthest from /q/ and /k/ formant points.
32
Graph 5. QML group vowel plot considering furthest from /q/ and /k/ formant points.
Here we have results that demonstrate that the onset of vowels in uvular context experience a lowering degree that makes them significantly different from the onset of the same vowel in a minimal pair with velar context. This suggests that despite the level of Spanish influence, CQ shows categorical vowel lowering in uvular contexts, reinforcing the results on study two. Graphs 4 and 5 above plot the position of CQ vowels for the observed contrasting groups QML and BL considering only the F1 and F2 points that are further from the uvular and velar contexts.
5.2.3. Comparison of early lowering effect between vowels in each speaker group
33
Study one showed us that CQ high vowels tend to lower more in BL and QL2 than in QML and QL1. Then, study two showed that QML had no linear effect for /u/ and /a/, and the linear effect for /i/ might well be the result of some co-articulation, just like it is the case for the linear effect on BL /i/. After the first follow-up study, in which early lowering effect is present in all the vowels for QML and BL, this second follow-up study will determine if early lowering effect takes place differently in high vowels (which most likely have that effect) than for /a/ (which being already low has not much need to lower in a systematic way different from its realization in velar context). I will focus again on BL and QML, the most contrasting groups of CQ speakers.
a.
BL results for early lowering effect comparison between high and low vowels: /i/ vs. /a/: F(1, 19)=6.843, p=.017 (Strongly significant). There was a significant main effect when comparing the difference from the furthest F1 point in uvular context and furthest F1 point in velar context for all the cases of /i/ (M=125.15) and the difference from the furthest F1 point in uvular context and furthest F1 point in velar context for all the cases of /a/ (M=63.49). /u/ vs /a/: F(1, 19)=12.645, p=.002 (Significant). There was a significant main effect when comparing the difference from the furthest F1 point in uvular context and furthest F1 point in velar context for all the cases of /u/ (M=139.82) and the difference from the furthest F1 point in uvular context and furthest F1 point in velar context for all the cases of /a/ (M=63.49).
b.
QML results for early lowering effect comparison between high and low vowels: /i/ vs. /a/: p=.977 (Not significant) /u/ vs /a/: p=.228 (Not significant) 34
Confirming what we found in study one, BL groups clearly high vowels against /a/ for early lowering, while QML has no significant distinction among high and low vowels, even if there is early lowering effect present. The contrast between BL and QML can be clearly appreciated in graphs 6 and 7, which show the error bars for the data compared in this analysis.
Graph 6. Error bars for BL early lowering effect by vowel.
35
Graph 7. Error bars for QML early lowering effect by vowel.
6. Conclusions and Discussion It has been showed in this study that the degree of influence of Spanish in the BL and QL2 groups of CQ affect in a categorical way the production of mid vowels [e] and [o], giving them a regularity that is far from a purely mechanical effect of the presence of /q/ in a word. Furthermore, even in the least Spanish-influenced group, QML, it was found that vowel lowering has categorical features. If we observe the consistency of vowel production based on their acoustic properties and then compare a number of instances of lowered vowels in (near) minimal pairs, evidence suggests that there is a significant contrast between /i - u/ vs. /e -o/ and /a/ vs. /ɑ/ even in the earliest moments of the vowels. Also, given that even BL group has some
36
degree of co-articulation for lowering of /i/, the fact that there is co-articulation for /i/ lowering in QML is not enough evidence for assuming, as it has been the norm in descriptions of CQ, that the current way QML speakers lower their vowels rests mostly on co-articulation.
Study one has shown that the variation in the overall values of F1 increase (vowel lowering) for QML is very high compared to BL. Under those results alone, it would be safe to claim, as Cerrón-Palomino (2007: 423) and Pérez et al. (2008: 43-46) do, that bilingual speakers with Spanish as their first language produce mid vowels in their CQ speech with a categorical level of lowering. Thus, /i – u / lowering is consistently produced because of their phonological awareness of the distinctiveness of mid and high vowels in the Spanish vowel system. 6 However, it has been argued that even CQ monolingual speakers are capable of categorical use of mid vowels. Corroborating Adelaar and Myusken impressions (2007: 196), Pasquale’s
6
Pasquale (2001: 63-65) shows that CQ speakers who have Spanish as their dominant language do not follow the
lowering rule in context of uvular. This is a particularly surprising result, since, corroborating Cerrón-Palomino and Pérez et al. impressions, my consultants with Spanish as L1 and CQ as L2 presented clearly articulated mid vowels. I think that Pasquale’s work has been affected by the kind of data he picked up and his disregard of the distinction between stem and suffixes in the lowering rule. By selecting his data from religious hymns he was using words that are not commonly used in CQ and that might have been interpreted by the CQ L2 speakers as they are read in Spanish. A word like qispichiqllay (”my savior‘) uses the verb qispi with a rather obscure sense – a neologism created during the evangelization process in the Colony to express Christian salvation, expanding the original sense of that verb (”to grow healthy‘, ”overcome disease‘) (Cesar Morante, personal communication). Also, he considers cases of faulty lowering rules words like willamuq (”the one who tells me‘), and as we will see when describing Quechua phonology, suffixes containing /q/, such as the agentive /-q/ in that word, do not necessarily exert lowering influence in high vowels. Another option to the lack of lowering is that those bilingual speakers Pasquale consulted have lost the distinction between velar and uvular. He doesn’t explore that possibility.
37
dissertation on the influence of Spanish influence in the CQ phonological system proposes found that CQ monolingual speakers produced “Quechua allophones (iq) and (uq) ≈ at the same height as [e] and [o], respectively, of the Spanish borrowed words (and of the Spanish monolingual system), but somewhat farther back.‘ (2001: 60)
These ideas are in agreement with the findings presented in study two, in which the analysis of formant trajectories showed that the degree of co-articulation in the less-Spanish-influenced groups is no greater than that found in the groups with heavier Spanish influence. Consequently, there is no basis to completely rule out categorical production of vowels in the most CQ-influenced speaker groups.
The high level of variation in the production of mid vowels of QML, and the categorical features with which vowels are produced leave open the following question for future research: what is the status of this variable vowel lowering? Is it a gradient, purely co-articulatory phenomenon, or is it a categorical change in vowel quality? Even if it is a categorical phenomenon, it would be one with an allowable range of variable phonetic implementation greater than that in the more Spanish-influenced groups. Perhaps, it is the case that categorical clustering —observed in study one— and stable production of sounds —observed in study two— are just two important factors to determine complete categorical status of a phonetic 38
element. Therefore, another study would be necessary to pursue this issue; for instance, one that takes into consideration the perception of minimal pairs with /k/ and /q/ controlling the amount of variation in the production of instances of [i], [e], [o], and [u] to determine at what point QML speakers can’t distinguish between minimal pairs.
In this study, I have made a conscious effort to stay away from a more traditional view of phonology based in the phonemic principle and the minimal pair as the decisive factor to determine categorical segments in the phonological knowledge of speakers. In doing this, I am assuming the principles of a usage-based approach to phonology (Cf. Bybee 2000, 2001, Pierrehumbert 1990, 1999, 2001, Port and Leary 2005, and Silverman 2006, 2010). This theory doesn’t consider the phonemic principle as the starting point of the organization of the system, but a consequence of the accumulation of particular experienced instances of sounds (exemplars) with phonetic details, even redundant ones, associated to them. Organizing those instances requires of multiple and coexisting layers of abstraction, regulated by human categorization processes via prototypes. Thus, a phoneme is not a primitive, underlying unit, but the result of categorization process. A consequence of this is that the acquisition of sound categories is not regulated by the phonemic principle —what learners acquire is not underlying
39
categories, but phonetic categories. As Maye and Gerken (2000: 532, n. 1) state, speakers learn how to group sounds together “in a particular phonological position.”
This form of categorization, strictly derived from the experienced exemplars, is coherent with the idea that eventually, phonetic categories might achieve a higher degree of abstraction, capable of including allophones, as understood in classical phonological analysis. However, the important contribution of Maye and Gerken is evidence against the idea that the acquisition of sounds classes requires the existence of minimal pairs. The minimal pair approach to categories learning implies that infants required to be exposed to sound in contrastive contexts, in order to acquire phonemic categories. However, children are capable of distinguishing consonants they are commonly exposed to around 8-10 months, while the development of a large understood vocabulary doesn’t occur before 12 months. Without a somewhat rich vocabulary, there is no way children can master basic contrastive opposition. Hence, the idea that the phonemic principle is relevant for acquisition of sound categories should be considered inadequate (Maye and Gerken 2000: 523-524).
Instead, these authors provide evidence from other studies that children seem to be aware, from 8 – 9 months of age, of ”the relative frequency with which various phonotactic patterns occur in their language“ (2000: 524). This means that one of the most important characteristic of the 40
early acquisition of sound categories in language is the relative frequency of listened exemplars. This is replicated by the learners, even if there is variation and overlapping in many of the perceived exemplars, because the most frequently heard tokens can still be organized in different clusters, which is equivalent to the cloud of exemplars mentioned earlier.
To sum up, if Maye and Gerken (2000) is right, minimal pairs are only a quick way to determine phonemic status; but the real basis for phonemic status would be whether the language uses that particular sound frequently and in a way that is stable enough to form an emergent category which will be used with functional purposes. In other words, the contrastive property of a phoneme to distinguish meaning is not its most basic property, but one that is derived from the possibilities of categorization of sounds. Instead, perceptual and frequency properties, both understood better through acoustic and quantitative analysis, are more basic in the determination of what makes a sound categorical in a language.
In the case of CQ, the lack of minimal pair data has been claimed as the most decisive factor in denying phonemic status to [e] and [o] (as claimed, for instance, in Heggarty ND, but see Weber 2005 for a detailed presentation of the minimal pair line of argumentation). However, minimal pairs are not as important to define a category as it is to know how variable or stable
41
those allophones are, and whether they can be accounted for by alternate means (i.e., as the effects of pure co-articulation).
In conclusion, the status of vowels in CQ is far from being a closed controversy. Although distributional and unit and allophonic rule descriptions have been presented as conclusive scientific evidence for a closed three vowel inventory, the reality of the actual production of vowels shows a more complex situation that still requires the attention from linguists, and requires the use of a different approach —one that considers actual usage and its inherent variability and quantitative techniques.
References Adelaar and Muysken. 2007. Languages of the Andes. Cambridge: CUP. Bessel, Nicola. 1998. Local and non-local consonant-vowel interaction in Interior Salish.
Phonology 15 (1998), 1-40. Bybee, Joan 2000. Usage-Based Phonology [Functionalist Phonology Position Paper]. In Michael Darnell et al. (eds.), Functionalism and Formalism in Linguistics Vol. I, 211–242. Amsterdam: John Benjamins. Bybee, Joan. 2001. Phonology and Language Use. Cambridge: CUP. Campbell, Lyle. 1998. Introduction to Historical Linguistics, 2nd Ed. Cambridge, MA: MIT Press. Calvo, Julio. 1993. Pragmática y gramática del quechua cuzqueño. Cuzco: CBC. 42
Cerrón-Palomino, Rodolfo. 1987. Lingüística Quechua. Cuzco: CBC. Cerrón-Palomino 2007. The Languages of the Andes (Review). Language 83 (2). 422-425. Chirinos, Andrés. 2001. Atlas lingüístico del Perú. Cuzco: CBC. Godenzzi, Carlos (ed.). 1992. El quechua en debate. Cuzco: CBC. Heggarty, Paul. ND. Three vowels or five? http://www.arch.cam.ac.uk/~pah1003/quechua/Eng/Main/i_ISSUES.HTM#ThreeVowelsOrFive. (23 February, 2011) Hosokawa, Koomei. 1981. On phonological redefinition of foreign lexical entries: A case of Spanish-Quechua contact. Studia Phonologica (15). 1-17. Maddieson, Ian. 1984. Patterns of sounds. Cambridge: CUP. Maye, Jessica and LouAnn Gerken. 2000. Learning phonemes without minimal pairs. In S. Catherine Howell et al. (eds.). BUCLD 24 Proceedings, 522-533. Somerville, MA: Cascadilla Press. Pasquale, Michael. 2001. Quechua and Spanish Language Contact: Influence on the Quechua phonological system. East Lansing, MI: Michigan State Univeristy, Ph.D. Dissertation. Pasquale, Michael. 2005. Phonological variation in a Quechua speech community. In James N. Stanford and Dennis Preston (eds.) Variation in indigenous minority languages, 245-258. Amsterdam: John Benjamins. Pierrehumbert, Janett. 1990. Phonological and Phonetic Representation. Journal of Phonetics (18) 375-394. Pierrehumbert, Janett. 1999. Knowledge of variation. In Papers from the Parasession on Variation. 30th Meeting of the Chicago Linguistics Society, 232-256. Chicago: Chicago Linguistics Society. Pierrehumbert 2001. Stochastic phonology. GLOT (5) 6. 1-13. 43
Port, Robert F. and Adam P. Leary. 2005. Against formal phonology. Language (81) 4. 927964. Sánchez, Liliana. 2010. The Morphology and Syntax of Focus and Topic: Minimalist Inquiries
in the Quechua periphery. Amsterdam: John Benjamins. Silverman, 2006. A critical introduction to phonology. Of sound, mind, and body. London/New York: Continuum. Silverman, Daniel. 2010. Usage Based Phonology. http://seedyroad.com/academics/usagebased-phonology.pdf (12 December 2010) Weber, David J. 2005 [1994] Writing Quechua. Latin American Center Publications. Los Angeles: UCLA.
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Appendix
A. Sociolinguistic Data of the consultants Speaker
Age
name
Place of
Place of
Age and
Age and
Level of
Current
origin
residence
condition of
condition
education
activities
acquisition of
of
Quechua
acquisition of Spanish
B. Table of words used and formant values B.1. Words and difference in formants by speaker group Differences in Formants
QML F1
aq-ak (taqi-taki) qa-kha (sinqa-sinkhay) aq-ak (waqay-wakay) aq-ak (t'aqlla-taklla)
QL1 F2
F1
BL
QL2
F2
F1
F2
F1
Vowel F2
50.36
-307.705
50.106
-74.3765
87.49275
-166.978
50.863
-31.146
a
192.7763
-674.606
184.4145
-655.636
142.6213
-297.931
167.5135
-398.996
a
16.361
-26.6237
-37.822
-41.69
77.27125
-90.5795
1.63075
205.2105
a
-0.09125
-62.9415
18.45
-85.1045
43.2945
-99.3125
157.443
-84.1095
a
qha-ka (usqhay-puskay)
46.9195
-471.555
140.133
-338.082
134.6998
246.0223
47.003
-82.9142
a
qi-ki (taqi-taki)
126.895
-396.256
103.7005
-348.866
137.824
-454.567
47.235
-279.371
i
qi-ki (qiru-kiru)
132.621
-118.857
109.852
-258.138
160.1053
-463.755
178.673
-355.227
i
iq -ik (siqi-siki)
88.4155
-283.932
37.48975
-51.5815
145.0188
-560.282
137.9088
-488.41
i
qi -ki (siqi-siki)
123.9455
-352.168
75.3395
-45.3293
125.7345
-500.705
97.55075
-355.88
i
qi-ki (qilla-killa)
101.4775
-218.36
101.5618
-210.632
128.376
-283.564
90.62125
-277.142
i
iq -ik (wiqi-piki)
157.5365
-632.4
185.2698
-379.343
145.39
-711.812
126.23
-565.48
i
qi-ki (wiqi-piki)
132.0613
-185.117
147.8665
-333.191
165.4368
-469.704
111.2065
-390.658
i
inq-inkh (sinqa-sinkhay)
16.04325
-469.169
75.41525
-553.674
141.9
-250.158
119.593
-587.522
i
77.3835
-16.5008
124.923
-108.199
132.8748
-22.3708
215.128
0.2575
u
16.25
-152.744
87.19025
-95.4953
128.853
-8.83225
170.4288
125.5245
u
145.4833
-23.5982
40.9445
-113.54
112.76
-53.3108
99.80825
-29.2845
u
qu-ku (qusa-kusa) urq-urk (urqu-kurku) qu-ku (urqu-kurku)
45
unq-unk (unquy-unkuy)
1.637
29.9555
6.91
85.5545
133.1788
82.74075
112.1515
57.5405
u
61.6115
-28.4465
37.62775
-36.004
127.8005
84.93275
95.5865
175.3053
u
4.0225
-155.923
150.9915
-208.584
140.3425
-47.7375
162.9223
-84.0775
u
qu-ku (qulla-kulla)
46.1455
-121.921
126.8258
-59.9438
163.8885
-20.6215
195.8243
101.8705
u
uq-uk (t' uquy-tukuy)
132.878
29.96075
161.7058
-102.318
121.7153
-87.6547
109.446
-179.957
u
uq-uk (puquy-pukuy) qu-ku (qutu-kuti)
B.2. Words used for analysis of four transition points, values of each point and averages for F1 and F2. a. Bilingual group (BL) Speak
Vow
er
el
Context
Average
a
killa_1
Mama ni Mama ni
i
killa_1
Mama ni
a
killa_2
Mama ni
i
killa_2
Mama ni
i
kiru_1
Mama ni
u
kiru_1
Mama ni
i
kiru_2
Mama ni
u
kiru_2
Mama ni
a
kulla_1
Mama ni
u
kulla_1
Mama ni
a
kulla_2
Mama ni
u
kulla_2
Mama ni
kur
kurku_1
Mama ni
ku
kurku_1
Mama ni
kur
kurku_2
Mama ni
ku
kurku_2
Mama
F1-1
F1-2
F1-3
F1-4
Average F2-1
F1
605.6
648.0
728.7
669.24
48
44
97
1
291.7
317.9
336.1
329.06
662.9325
F2-2
F2-3
F2-4
F2
1754.3
1692.7
1648.3
1628.1
62
87
73
85
1680.926 75
2605.2
2574.0
2541.7
2491.2
2553.060
21
65
35
9
318.7225
97
06
04
34
25
574.3
586.4
669.2
793.39
655.8667
1802.8
1747.2
1741.2
1665.5
1739.220
5
13
96
39
2224.7
2385.2
57
7
41
9
347.2
375.5
383.5
370.45 5
38
02
77
279.6
289.7
298.7
08
02
87
344.21
416.8
402.7
390.6
314.93
88
56
43
7
259.4
294.7
314.9
374.49
33
25
1914.8
2220.962
369.193
48
45
2359
58
75
303.0767
2527.5
2457.9
2454.8
2157.1
2399.377
18
5 381.306
73
23
95
1155.7
991.24
925.63
25 979.1317
79
5
3
843.87
5
2448.8
2438.7
2421.5
2181.3
2372.627
19
49
37
3
310.8995
38
44
84
44
5
439.0
436.0
403.7
397.70
419.1592
1090.1
1028.5
991.24
997.30
1026.826
5
95
67
66
9
553.1
577.3
633.9
716.68
67
93
5
1
5
1856.3
1786.6
1717.0
1612.0
1743.005 5
59
85
12
4
620.285
12
63
13
34
367.4
400.7
413.8
410.83
398.2137
935.72
934.71
975.09
1257.7
5
27
37
6
1
509.7
578.3
690.4
794.40
54
94
39
9
364.3
367.4
373.4
387.61 5
98
27
83
365.4
393.6
420.9
7
7
4
3
1025.817
1943.1
1887.6
1767.4
1702.8
1825.272
643.249
22
04
84
81
75
373.2307
882.22
943.80
1010.4
1295.0
1032.882
5
8
2
23
78
75
393.9237
1007.3
1028.5
1126.5
1287.0
1112.374
08
71
26
395.69
5
95
93
06
03
25
358.3
429.0
460.2
542.05
447.4227
1059.8
1081.0
1134.5
1149.7
1106.317 75
42
01
93
5
5
85
82
81
23
350.2
388.6
415.8
394.68
387.3627
977.11
1026.5
1109.3
1227.4
5
67
24
79
1
336.1
390.6
436.0
546.09
35
43
422.9
67
3
427.2345
392.6
391.65
400.9897
3
74
46
47
1085.12
1042.7
1055.8
1163.8
1170.9
1108.336
25
47
54
2
5
1013.4
1039.6
1207.2
1060.641
ni
kur
kurku_3
44
396.7
62
3
5
982.16
52
96
59
75
Mama
ku
kurku_3
305.8
361.3
346.2
279.60
323.2647
1106.3
1092.1
1057.8
931.68
1047.014
46
ni Mama ni
kur
kurku_4
Mama ni
ku
kurku_4
Mama ni
u
kusa_1
u
kusa_2
Mama ni Mama ni
u
kuti_1
Mama ni
u
kuti_2
Mama ni
u
kuti_3
u
kuti_4
Mama ni Mama ni
a
opa_1
Mama ni
o
opa_1
Mama ni
a
opa_2
o
opa_2
Mama ni Mama ni
pi
piki_1
Mama ni
ki
piki_1
Mama ni
pi
piki_2
Mama ni
ki
piki_2
Mama ni
pu
pukuy_1
Mama ni
kuy
pukuy_1
Mama ni
pu
pukuy_2
Mama ni
kuy
pukuy_2
Mama ni
pu
pukuy_3
Mama ni
kuy
Mama ni
pukuy_pukuyta pu
Mama ni
pukuy_3 _IC pukuy_pukuyta
kuy
_IC
Mama ni
pu
puquy_1
52
7
29
8
379.5
384.5
400.7
386.60
4
87
37
6
303.8
380.5
34
49
396.7
9
298.7
347.2
359.3
341.18
87
38
51
2
315.9
340.1
352.2
294.74
47
73
85
9
354.3
361.3
380.5
340.17
5
18
86
66
9
1094.2
1003.3
1069.9
1238.5
05
57
79
51
1101.523
1037.6
1029.6
1070.9
1168.9
1076.792
78
02
88
01
25
967.01
901.40
1061.9
1529.2
336.6395
9
7
04
62
1021.5
1120.4
1507.0
325.7885
982.16
27
5
55
856.99
904.43
937.74
1318.2
387.8675
415.87 374.2405
04
7
49
3
359.099
2
5
6
95
358.3
376.5
394.6
322.00
362.8842
921.59
1008.4
1112.3
1454.5
5
42
11
81
3
315.9
367.4
383.5
356.32
47
27
77
3
333.1
362.3
376.5
07
8
11
631.8
663.1
75
1114.898 1157.798 1004.367
5
05
74
66
1124.235
1007.3
987.20
1074.0
1387.9
1114.140
355.8185
95
7
16
44
5
326.04
349.5097
886.26
924.62
1059.8
1387.9
1064.679
1
5
5
3
85
44
25
700.5
744.94
685.1397
1207.2
1300.1
1362.7
1417.2
1321.827
8
93
85
33
421.9
514.8
517.8
5
59
25
09
17
5
449.9462
838.82
928.66
900.39
920.58
897.1167
35
01
29
345.22
481.4
609.6
653.0
814.59
9
86
91
7
484.5
534.9
517.8
287.68
19
89
29
3
456.255
343.2
347.2
330.0
289.70
327.5547 5
01
38
78
2
343.2
337.1
372.4
357.33
01
44
74
3
330.0
354.3
330.0
245.28
78
04
78
8
252.3
272.5
294.7
312.91
53
42
49
8
345.2
384.5
405.7
356.32
2
87
84
3
335.1
343.2
366.4
358.34 2
25
01
17
341.1
371.4
360.3
82
64
61
362.38
329.0
354.3
351.2
294.74
5 639.716
352.538 314.937 283.1405
12
97
8
299.7
234.18
37
41
96
4
297.7
323.0
337.1
342.19
77
12
44
1
375.5
497.6
471.3
407.80
02
41
96
3
932.69
916.54
914.52
917.8097
3
9
8
9
5
2342.8
2340.8
2387.2
2550.7
2405.433 5
5
31
64
89
2563.9
2633.5
2684.0
2657.7
12
61
32
87
2161.1
2227.7
2291.3
2448.8
55
77
7
38
2535.6
2405.4
2361.0
2323.6
2634.823 2282.285
903.1732
2
2
1
8
5
350.7712
944.81
959.95
1062.9
1325.3
1073.259 5
5
1
3
13
61
358.8467
969.03
882.22
845.88
765.13
5
5
326.0
907.46
372.9785
331.5922
11
5
2406.443
332.3495
314.9
92
71
9 7
74
830.74
297.77 330.07
95
19
76 98
41
962.98
364.3 332.0
5 1364.475
34
04 85
6 1564.5
943.80
352.2 323.0
7 1423.2
48
69 09
1 1318.2
875.16
311.9 290.7
3 1151.7
318.9745 293.7395 325.031 438.0855
7
8
9
6
956.92
988.21
1029.6
992.25
4
6
02
4
854.97
873.14
767.15
865.5725 991.749
879.2
4
3
5
843.618
1281.9
1329.3
1421.2
1680.6
1428.320 75
56
98
55
74
834.78
797.43
801.47
760.08
5
7
5
9
934.71
980.14
1092.1
1296.0
7
1
86
88
1008.4
1024.5
976.10
741.91
05
55
3
9
798.4465 1075.783 937.7455
47
Mama ni
quy
puquy_1
Mama ni
pu
puquy_2
Mama ni
quy
puquy_2
a
puskay_1
Mama ni Mama ni
u
puskay_1
Mama ni
a
puskay_2
Mama ni
u
puskay_2
A
q_upa_1
Mama ni Mama ni
U
q_upa_1
Mama ni
A
q_upa_2
Mama ni
U
q_upa_2
A
q_upa_3
Mama ni Mama ni
U
q_upa_3
Mama ni
A
qilla_1
Mama ni
I
qilla_1
I
qilla_2
Mama ni Mama ni
A
qilla_2
Mama ni
I
qilla_3_IC
Mama ni
A
qilla_3_IC
I
qiru_1
Mama ni Mama ni
U
qiru_1
Mama ni
I
qiru_2
Mama ni
U
qiru_2
U
qulla_1
Mama ni Mama
403.7
446.1
468.3
504.70
66
61
68
7
410.8
499.6
512.7
404.77
31
6
82
5
489.5
500.6
481.4
470.38
66
69
9
7
409.8
486.5
507.7
22
38
35
482.5
306.8
382.5
394.6
62
68
81
348.2
442.1
487.5
786.33
851.94
3
5
895.35
94
898.6305
1080.0
1061.9
1001.3
773.21
979.1317
73
04
39
1
5
1124.4
1154.7
1282.9
1474.7
485.528
87
7
65
54
1259.244
471.6487
1860.3
1783.6
1803.8
2000.6
1862.116
5
5
35
23
59
75
296.76
345.2197
868.09
1005.3
1211.2
1596.8
1170.415
8
5
455.7505 457.012
1060.8
6
76
97
93
5
1945.1
1887.6
1955.2
2026.9
1953.720
48
23
47
431.02
427.2345
41
04
35
03
75
298.7
363.3
379.5
259.41
325.2837
901.40
973.07
1085.1
1421.2
1095.214
87
89
4
9
5
7
5
2
55
25
490.5
605.6
671.2
759.07
75
48
6
9
522.8
570.3
548.1
1159.8
1217.3
1320.3
1404.0
1275.394
631.6405
17
53
13
95
5
509.2492
919.57
894.34
867.08
853.96
76
19
12
395.69
5
6
1
7
4
520.8
632.9
697.5
790.37
660.4092
1187.0
1289.0
1360.6
1414.1
883.742
58
03
05
1
5
71
22
9
89
1312.743
570.3
576.3
567.2
358.34
518.0817
925.63
933.70
944.81
921.59
931.4367
19
75
91
2
5
3
8
1
5
5
518.8
600.6
646.0
741.91
1207.2
1281.9
1345.5
1409.1
1310.976
39
01
25
9
59
56
49
42
5
541.0
553.1
535.9
962.98
968.02
909.48
942.5402
46
59
99
361.37
575.3
612.7
653.0
641.98
66
14
91
7
404.7
469.3
463.3
371.46
75
78
21
4
505.7
463.3
460.2
392.66
16
21
93
2
558.2
594.5
601.6
06
45
11
655.11
465.3
462.3
435.0
315.94
626.846 497.8935 620.7895 427.2345 455.498 602.368
4
12
57
7
550.1
640.9
638.9
940.77
31
78
59
4
692.7105
413.8
456.2
473.4
6
55
15
465.34
452.2175
472.4
469.3
453.2
404.7752
06
78
27
420.9
460.2
486.5
224.09
26
93
38
464.33
444.1
378.5
276.5
457.26
42
3
79
5
472.4
496.6
509.7
523.88
06
32
54
6
607.6
623.8
843.8
821.66
419.664
929.67
1
8
2
5
1847.2
1759.4
1705.9
1560.5
1718.275 25
28
09
1
54
2172.2
2116.7
2238.8
2235.8
59
41
8
52
2102.6
2099.5
2121.7
2222.7
09
81
88
3
2136.677
1975.4
1901.7
1847.2
1806.8
1882.809
23
36
28
51
5
2209.6
2186.3
2171.2
2241.9
2202.288
07
91
49
08
75
2023.8
1959.2
1827.0
1747.2
1889.370
75
73
39
96
75
2043.0
2081.4
2078.3
1808.8
2002.929
54
12
83
7
75
1162.8
1088.1
1018.4
1012.4
1070.483 5
5
45
48
99
42
458.0217
2028.9
1969.3
1980.4
1751.3 33
5 389.129 500.6695
2190.933
1932.523
22
67
7
1206.2
945.82
1049.7
5
1
91
1619.1
5
926.64
952.88
986.19
1303.1
1042.219
2
7
7
53
75
1845.2
1783.6
1835.1
1740.2
1801.047
1205.240
ni
A
qulla_2
67
18
7
3
724.2545
09
35
15
3
25
Mama
U
qulla_2
484.5
507.7
514.8
519.84
506.7257
966.00
995.28
1023.5
1304.1
1072.25
48
ni Mama ni
A
qulla_3
Mama ni
A
qusay_1
Mama ni
U
qusay_1
A
qusay_2_IC
Mama ni Mama ni
U
qusay_2_IC
Mama ni
qu
qutu_1
Mama ni
tu
qutu_1
qu
qutu_2
Mama ni Mama ni
tu
qutu_2
Mama ni
si
siki_1
Mama ni
ki
siki_1
si
siki_2
Mama ni Mama ni
ki
siki_2
Mama ni
si
siki_3
Mama ni
ki
siki_3
Mama ni
si
siki_4
Mama ni
ki
siki_4
Mama ni
a
sinkhay_1
Mama ni
i
sinkhay_1
Mama ni
i
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Mama ni
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Mama ni
19
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3
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437.076
1
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5
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1592.8
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5
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889.29
956.92
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86
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3
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1043.734
8
3
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491.08
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842.86
937.74
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7
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25
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1392.9
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383.5
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313.92
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83
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8
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369.44
316.7037
2567.9
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329.0
341.1
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294.74
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288.6
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328.0595
2270.172
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7
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293.73
327.0502
2227.7
2241.9
2240.8
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2245.441
02
27
33
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435.05
352.7902
2461.9
2448.8
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5
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49
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371.4
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61
38
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2177.306
08
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3
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2290.3
2322.6
03
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2187.4
25
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2021.8
1826.534
2284.556
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5
37
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2366.066
68
55
8
3
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17
48
24
77
5
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560.2
533.9
489.56
549.1212
1862.3
1896.6
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2091.5
1953.468
5
14
25
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590.5
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618.77
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1
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1
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16
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449.4417
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1956.2
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5
57
12
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9
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658.1
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7
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5
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722.488
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1822.244
5
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Mama ni
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Mama ni Mama ni
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Mama ni
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Mama ni
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Mama ni Mama
438.0
466.3
480.4
416.88
86
49
81
8
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469.3
480.4
1982.4
1986.5
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450.451
1930
89
27
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1937.570 25
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1962.3
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2005.200 75
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5
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465.8447
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1952.2
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92
25
66
6
5
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1
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13
411.8
455.2
458.2
478.46
450.9557
1869.4
1999.6
2092.5
2096.5
41
46
74
2
5
35
49
15
53
2014.538
759.0
770.1
777.2
828.72
1639.2
1566.6
1576.7
1518.1
1575.190
79
83
49
9
783.81
88
11
05
59
75
494.6
508.7
504.7
454.23
490.5752
2034.9
1993.5
5
13
45
07
6
731.8
748.9
765.1
799.45
25
85
36
6
470.3
499.6
476.4
419.91
87
6
43
6
466.6015
421.9
504.7
499.6
474.42
475.1817
761.3505
1935.299
2124.8
79
93
2015.8
16
2042.297
1731.1
1668.5
1598.9
1553.4
1638.026
45
61
12
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5
2092.5
2017.8
2007.7
2165.1
2070.812
15
19
24
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75
1013.4
1042.7
996.29
848.91
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418.9
453.2
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484.51
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845.88
903.42
953.89
1213.3
979.1317
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27
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9
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9
6
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530.9
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1265.8
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1103.037
71
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428.7487
1143.6
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4
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12
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695.4
702.5
351.27
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1677.6
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5
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86
52
6
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547.1
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4
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618.7
633.9
770.18
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3
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544.579
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14
25
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2431.6
2489.2
2543.7
2479.625
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78
15
23
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1740.2
1758.3
1943.1
1788.429
66
3
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22
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2473.0
2496.2
2533.6
2501.327
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64
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1683.7
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5
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1643.831
666.2132
1815.9
1782.6
1728.1
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1748.052
5
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33
75
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1682.6
1660.4
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630.1267
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1693.796
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2102.6
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2109.6
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448.18
436.824
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543.06
1682.6
1710.9
1683.7
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1674.870
ni
A
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1
16
87
5
621.2945
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28
25
Mama
I
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389.6
422.9
430.0
417.89
415.1212
1903.7
1995.6
2032.9
1967.3
1974.918
50
ni Mama ni
tu
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Mama ni
kuy
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Mama ni
tu
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Mama ni Mama ni
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Mama ni
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Mama ni
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Mama ni Mama ni
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Mama ni
kuy
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Mama ni
un
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quy
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Mama ni Mama ni
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Mama ni
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34
44
1
7
385.5
406.7
399.7
341.18
96
94
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2
339.1
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378.5
381.55
63
51
3
8
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392.6
382.5
08
62
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un
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Mama ni
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Mama ni
qu
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Mama ni
A
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Mama ni
U
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Mama ni
A
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Mama ni
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Mama ni
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55
11
6
48
1400.0
1263.7
1118.4
881.21
57
86
31
8
1165.873
962.98
996.29
1069.9
1215.3
1061.146
364.6505
1
2
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34
5
311.90
363.1367
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1386.9
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68
9
5
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35
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1
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294.74
1047.7
1000.3
1178.9
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8
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9
335.8825
72
29
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2
25
374.4
367.4
323.01
357.0802
1440.4
1237.5
1107.3
876.17
1165.368
27
1
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93
27
2
5
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42
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5
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25
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443.1
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407.8032
882.22
863.04
840.84
836.80
855.7307
33
1
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4
5
8
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4
5
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382.5
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85
27
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362.38
366.165
05
51
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78
372.4
350.2
330.0
336.3872
859.01
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685.39
74
67
78
292.73
5
1
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7
2
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346.2
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339.16
323.0122
1280.9
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5
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3
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485.5
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28
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6
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9
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83
Mama ni
5
1402.833 774.9775
46
77
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89
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25
9
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951.87
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9
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485.5
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482.5
15
28
3
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480.48
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87
9
1
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530.9
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52
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8
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390.643 475.434
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77
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1064.679
45
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6
535.7465
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4
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5
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522.8
529.9
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1079.820
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76
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5
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49
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5
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5
3
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33
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9
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494.61
46
18
29
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5 1721.303
32
93
32
3
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22
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1930
25
334.1
370.4
372.4
195.82
318.2177
900.39
974.08
1049.7
1493.9
1104.551
7
16
55
74
6
5
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426.9
419.9
439.09
430.7672
4
91
33
25
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1894.6
1911.8
1836.628 5
76
82
16
5
5
1790.7
14
7
3
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418.9
429.0
306.86
378.0257
1002.3
1030.6
1017.4
1258.7
33
07
01
2
5
48
12
89
39
1077.297
615.7
689.4
711.6
514.80
632.9027
1198.1
1325.3
1397.0
1448.5
1342.268
43
3
37
1
5
74
61
29
09
25
51
Mama ni
kay
wakay_1
Mama ni
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Mama ni
kay
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Mama ni Mama ni
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Mama ni
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wa
waqay_1
Mama ni Mama ni
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Mama ni
wa
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Mama ni
qay
waqay_2
wi
wiqi_1
Mama ni Mama ni
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Mama ni
wi
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Mama ni
qi
wiqi_2
a
killa_1
Moran te Moran te
i
killa_1
Moran te
a
killa_2
Moran te
i
killa_2
i
kiru_2
Moran te Moran te
u
kiru_2
Moran te
i
kiru_3
Moran te
u
kiru_3
u
kulla_1
Moran te Moran
467.3
509.7
521.8
463.32
490.5752
1855.3
1907.7
1985.5
2166.2
1978.703
59
54
67
1
5
03
92
17
02
5
604.6
615.7
586.4
420.92
1284.9
1366.7
1422.2
1514.1
6
39
43
7
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504.7
499.6
02
07
6
448.18
726.7
760.0
758.0
590.50
78
89
7
7
610.6
647.0
665.2
95
34
04
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09
38
48
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659.1
656.1
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47
19
669.2
688.4
41
2
577.3
656.1
556.9445
84
47
64
21
1397.029
478.4622
1967.3
1989.5
2030.9
2192.4
2045.072
5
48
55
41
47
75
1343.5
1406.1
1425.2
1423.2
1399.552
708.861
3
14
93
74
75
627.3507
1569.6
1624.1
1644.3
1961.2
5
39
47
35
91
1699.853
695.7387
1295.0
1356.6
1371.7
1383.9
1351.857
5
78
52
94
07
75
624.5747
1694.8
1668.5
1787.6
1942.1
585.46
5
06
61
72
13
663.1
500.66
630.3787
1239.5
1288.0
1294.0
1307.1
85
9
5
6
12
69
91
646.0
549.12
1516.1
1569.6
1656.4
1951.1
586.47 585.46
1773.288 1282.208
85
19
25
1
607.1625
4
39
48
97
1673.356
698.5
709.6
690.4
530.95
657.3807
1323.3
1369.7
1384.9
1396.0
1368.513
14
18
39
2
5
42
75
16
2
25
698.5
635.9
606.6
528.93
1683.7
1743.2
1845.2
2053.1
1831.329
14
31
58
3
617.509
03
58
09
48
5
487.5
495.6
500.6
446.16
482.4997
1387.9
1580.7
1685.7
1604.9
1564.843
47
22
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1
5
44
42
21
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75
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466.3
467.3
449.18
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2021.8
2083.4
2233.8
2079.140
83
49
59
9
479.4
476.4
470.3
419.91
439.095
42
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3
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25
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1666.5
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72
43
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6
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33
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38
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75
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404.7
448.1
510.76
501.6787
2241.9
2108.6
2108.6
2069.2
2132.134
97
75
8
3
5
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75
658.0
688.9
699.6
495.15
635.4527
1830.4
1774.0
1739.9
1717.6
1765.530
81
62
1
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5
87
5
74
12
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284.3
312.0
322.6
283.25
2427.8
2609.9
2573.7
2634.4
2561.510
16
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2
300.5555
71
61
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53
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601.6
670.8
641.04
623.4727
1948.6
1880.5
1750.6
1624.9
1801.203
46
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59
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5
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35
23
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5
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304.5
321.5
255.56
291.7702
2427.8
2468.3
2480.0
2223.4
2399.918
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49
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321.5
329.0
363.11
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367.3
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27
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291.7
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329.3065
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520.4482
1143.6
1088.2
1040.3
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997.77
5
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83
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304.0162
2521.5
2410.8
2352.2
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1077.101
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668.7
1644.1
1590.8
1624.9
1716.5
842.30
te
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29
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1
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37
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Moran
u
kulla_2
247.0
357.7
343.9
315.19
315.996
1120.2
1043.5
1039.2
1232.0
1108.781
52
te
47
Moran te
ku
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Moran te
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Moran te
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Moran te Moran te
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Moran te
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Moran te
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Moran te Moran te
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Moran te
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Moran te Moran te
ki
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Moran te
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Moran te
ki
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Moran te
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puquy_1
Moran te
quy
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Moran te
pu
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Moran te
quy
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Moran te
a
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Moran te
u
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Moran te
a
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Moran te
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Moran te
A
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Moran te
48
7
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28
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38
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352.4
402.51
344.7467
1109.5
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1137.2
978.8687
293.9
05
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5
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387.6
403.5
379.08
1033.9
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908.32
44
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75
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2
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337.5
359.9
389.7
396.12
370.8357
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990.31
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1186.2
1063.258
59
21
37
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6
24
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5
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381.2
393.9
315.19
356.1942
1032.9
1022.2
1040.3
1038.2
1033.442
65
18
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5
1
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64
34
5
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345.0
327.9
211.90
298.4257
1020.1
1036.1
1008.4
1248.0
1078.166
5
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6
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322.6
317.3
273.66
68
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27
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380.1
378.0
339.68
38
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24
9
342.351
549.4
630.3
676.1
66
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83
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658.6135
535.6
529.2
547.3
427.00
22
33
634.6
Moran te
92
36
7
697.4
661.27
306.6785
509.7995
32
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18
11
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972.21
972.21
1192.6
6
3
3
38
1023.06
1123.4
1045.6
986.05
1348.1
1125.818
23
88
6
07
5
1056.3
1291.6
1408.8
1536.5
1323.349
37
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04
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5
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1049.9
1068.0
954.11
1040.896
77
48
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1318.2
1351.3
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1364.346
54
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81
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3
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02
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571.8
554.7
337.55
497.8202
1002.0
1030.7
1045.6
932.81
1002.827
04
28
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29
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4
75
301.3
307.7
298.1
234.26
285.3812
2259.6
2516.2
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2698.3
2513.325
54
43
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8
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24
54
81
44
75
278.9
268.3
269.4
313.06
282.4532
2293.6
2472.5
2436.3
2484.3
8
92
44
09
348.2
373.7
347.1
08
64
43
256.63
276.8
322.6
320.5
252.37
62
51
22
1
528.1
500.4
482.3
396.12
68
82
8
6
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489.8
478.1
450.43
5
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95
9
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331.4362
2279.8
2351.2
2417.2
2599.3
2411.898
5
56
01
23
13
25
2510.9
2534.3
2490.6
2472.5
293.1015 476.789
3
57
98
95
2502.145
1079.7
974.34
839.10
733.68
906.7247
64
3
6
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1114.9
6
5
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1192.372
18
34
2
4
469.6015
89
04
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96
25
485.5
499.4
504.7
493.02
495.6902
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983.92
932.81
757.11
924.2947
74
17
42
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26
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5
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494.0
489.8
437.65
468.5367
942.39
1031.8
1190.5
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1157.764
64
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34
6
5
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45
09
06
25
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396.1
400.3
332.23
343.6822
914.71
1026.5
1087.2
1284.2
1078.166
5
5
82
26
86
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416.3
438.7
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59
21
440.85
305.6
340.7
306.6
199.12
414.229
1
21
18
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5
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1713.3
1702.7
1893.3
1830.220 75
12
53
04
14
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1104.2
1147.9
1383.2
14
54
78
8
288.0435
23
55
14
48
1179.86
366.3
383.3
382.2
358.85
372.6992
2070.0
2013.6
2004.0
2196.7
2071.144 5
1
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83
6
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59
97
598.4
700.6
712.3
691.09
675.6507
1234.1
1378.9
1419.4
1502.5
49
75
88
1
5
68
88
53
11
563.3
572.8
553.7
433.39
1090.4
1076.5
1042.4
1036.1
09
92
25
6
12
69
94
05
530.8305
1383.78 1061.395
53
Moran te
A
q_upa_2
Moran te
U
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Moran te
A
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I
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Moran te Moran te
U
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Moran te
I
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Moran te
I
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Moran te Moran te
A
qulla_1
Moran te
U
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Moran te
A
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Moran te Moran te
A
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Moran te
U
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Moran te
A
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Moran te Moran te
qu
qutu_2_UNK
Moran te
tu
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Moran te
qu
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tu
qutu_UNK
Moran te Moran te
si
siki_1
Moran te
ki
siki_1
Moran te
si
siki_2
ki
siki_2
Moran te Moran
586.7
571.8
684.7
354.59
549.4657
1300.1
1359.8
1423.7
1513.1
1399.220
36
28
02
7
5
89
21
12
6
5
520.7
511.1
542.0
364.18
1071.2
1037.1
1059.5
1033.9
14
31
12
1
484.5095
45
69
31
75
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571.8
593.1
576.0
446.17
546.8037
1988.0
1992.3
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1985.9
1996.870
28
25
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5
5
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45
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56
75
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534.5
518.5
415.29
1965.7
2033.8
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47
58
85
4
24
74
49
09
2074.339
286.4
306.6
289.6
155.46
1295.9
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1000.9
964.75
1095.203
46
78
41
9
259.5585
29
63
64
9
75
485.5
515.3
513.2
509.00
505.8062
1816.6
1852.8
1877.3
1804.9
1
5
74
9
6
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496.2
505.8
75
23
06
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434.4
413.1
37
61
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492.496
44
49
41
3
1837.941
1774.0
1862.4
1902.8
1629.2
1792.152
5
33
97
29
25
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480.25
472.2635
1230.9
1222.4
879.57
64
480.25
429.403
73
54
1
58
1103.989
757.1
703.8
814.61
751.2557
1683.5
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1639.8
1686.7
1663.570
26
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5
5
37
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31
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489.8
540.9
521.77
980.73
912.58
998.83
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58
34
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717.7
651.6
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13
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37
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542.0
526.03
74
79
12
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730.4
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29
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4
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507.9
543.0
428.07
511.9295 776.28 528.701 721.706
2
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31
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5
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966.88
982.86
966.88
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1044.889
9
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1521.6
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1519.5
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95
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76
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658.0
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665.2687
1619.6
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49
81
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5
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3
45
1585.304
387.6
515.3
532.4
314.13
437.3892
878.50
1109.5
1099.9
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1132.740
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28
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5
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8
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528.1
547.3
490.89
524.9737
941.33
967.95
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1179.8
1023.326
6
93
68
36
8
5
2
4
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277.9
403.5
356.7
218.29
314.1322
1226.7
1181.9
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27
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500.4
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474.9257
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959.43
72
82
31
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18
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75
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53
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3
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281.1
281.1
267.27
474.6595 327.177
962.63
25 1023.592
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5
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09
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9
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38
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74
26
75
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359.9
329.0
253.43
313.3337
2088.1
2142.4
2292.6
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38
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75
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327.9
339.68
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2390.6
2321.3
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3
05
76
9
55
01
86
56
5
347.1
520.7
546.2
474.92
1898.6
1741.0
1810.2
1875.2
1831.285
333.3
te
a
sinkhay_1
43
14
71
6
472.2635
38
39
55
11
75
Moran
i
sinkhay_1
362.0
325.8
272.6
227.87
297.0947
977.53
1120.2
1174.5
1248.0
1130.078
54
te Moran te
a
sinkhay_2
Moran te
i
sinkhay_2
a
sinkhay_3
i
sinkhay_3
Moran te
A
sinqa_1
Moran te
I
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Moran te
A
sinqa_2
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Moran te Moran te
si
siqi_1
Moran te
qi
siqi_1
Moran te
si
siqi_2
qi
siqi_2
Moran te Moran te
taq
t_aqlla_1
Moran te
lla
t_aqlla_1
Moran te
taq
t_aqlla_2
Moran te
lla
t_aqlla_2
Moran te
tu
t_uquy_1
Moran te
quy
t_uquy_1
Moran te
tu
t_uquy_2
Moran te
quy
t_uquy_2
Moran te
a
taki_1
Moran te
i
taki_1
Moran te
a
taki_2
Moran te
i
taki_2
Moran te
03
9
5
8
28
36
11
25
403.5
477.0
475.9
423.81
445.1097
1853.9
1795.3
1816.6
1901.8
1841.934
8
55
91
3
5
14
47
44
32
25
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353.53
2281.9
2240.4
2054.1
2503.4
2270.006
21
372.7
542.0
Moran te
46
399.3
Moran te
51
tak
taklla_1
67
2
389.205
86
56
07
76
25
580.3
469.60
544.9397
2053.0
1898.6
1906.0
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1979.833
5
42
38
92
61
25 2292.900
12
587.8
46
1
308.8
316.2
334.3
494.09
2026.4
2212.7
2411.8
2520.5
08
62
65
3
363.382
2
7
98
14
5
652.7
649.5
678.3
740.07
680.1767
1572.7
1596.2
1602.6
1602.6
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57
62
13
5
5
92
19
08
08
75
460.0
480.2
564.3
408.90
478.3867
1700.5
1699.5
1770.8
1601.5
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18
5
74
5
5
75
1
55
43
75
636.7
646.3
659.1
688.96
657.8147
1547.2
1503.5
1515.2
1565.3
1532.859
84
67
46
2
5
35
76
9
38
75
564.3
581.4
578.2
1728.2
1683.5
1673.9
1562.1
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74
11
17
519.65
560.913
61
37
53
43
5
401.4
437.6
452.5
314.13
401.4507
1749.5
1815.5
1828.3
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51
56
64
2
5
58
79
57
34
292.8
350.3
356.7
247.04
311.7367
1797.4
1828.3
1835.8
1807.0
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35
38
27
7
5
76
57
11
6
473.8
483.4
462.1
474.92
473.5947
1758.0
1778.3
1768.7
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61
45
47
6
5
77
09
25
29
1753.285
440.8
446.1
428.0
518.58
1818.7
1829.4
1827.2
1862.4
1834.480
5
75
72
5
458.4205
74
22
92
33
25
647.4
645.3
671.9
724.10
672.1902
727.29
1536.5
1545.1
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1333.199
1817.176
32
03
24
2
5
6
87
06
09
5
610.1
653.8
691.0
646.36
650.3602
1731.4
1680.3
1655.8
1663.3
1682.738
62
21
91
7
5
55
42
51
05
25
602.7
639.9
699.6
708.12
662.6062
1552.5
1638.8
1620.7
1617.5
1607.399
08
78
1
9
5
6
13
1
16
75
569.6
604.8
609.0
770.95
638.6472
1719.7
1698.4
1683.5
1653.7
1688.861
5
98
38
97
6
561.1
370.5
442.9
367.37
42
45
37
21
25
1191.5
1101.0
979.66
746.46
1004.691 5
79
7
8
5
435.526
74
61
7
4
380.1
496.2
497.2
408.90
445.6422
1150.0
1199.0
1291.6
1500.3
53
23
88
5
5
44
28
7
82
1285.281
583.5
439.7
499.4
502.61
506.3387
1294.8
1204.3
1137.2
954.11
1147.648
41
85
17
2
5
65
52
66
1
5
534.5
497.2
522.8
484.50
509.7997
906.19
989.25
1118.0
1364.0
1094.405
5
58
88
44
9
614.4
636.7
642.1
392.93
22
84
08
2
256.6
249.1
250.2
222.55
3
76
41
5
579.2
618.6
605.9
360.98
571.5615 244.6505
2
1
99
8
5
1890.1
1796.4
1727.1
2013.6
1856.842 25
19
12
96
42
2119.0
2408.7
2489.6
2493.8
63
04
33
92
1670.7
1815.5
1776.1
2098.8
2377.823
82
81
03
6
541.213
59
79
79
31
264.0
286.4
314.1
259.82
281.1217
2408.7
2270.2
2386.3
2456.6
84
46
32
5
5
04
72
42
22
2380.485
655.9
697.4
730.4
819.93
1677.1
1583.4
1616.4
1720.8
1649.461
51
81
91
9
48
4
51
07
5
725.9655
1840.337
55
Moran te
lla
taklla_1
Moran te
tak
taklla_2
Moran te
lla
taklla_2
A
taqi_1
Moran te Moran te
I
taqi_1
Moran te
A
taqi_2
Moran te
I
taqi_2
tu
tukuy_1
Moran te Moran te
kuy
tukuy_1
Moran te
tu
tukuy_2
Moran te
kuy
tukuy_2
un
unkuy_2_UNK
Moran te Moran te
kuy
unkuy_2_UNK
Moran te
un
unkuy_UNK
Moran te
kuy
unkuy_UNK
un
unquy_1
Moran te Moran te
quy
unquy_1
Moran te
un
unquy_2
Moran te
quy
unquy_2
ur
urqu_1
Moran te Moran te
qu
urqu_1
595.2
611.2
696.4
665.53
1745.2
1706.9
1663.3
1633.4
1687.264
54
27
16
5
642.108
99
64
05
89
25
582.4
637.8
686.8
724.10
657.8147
1613.2
1589.8
1622.8
1634.5
5
54
76
49
32
2
628.2
686.8
727.2
624.00
65
32
96
5
552.6
736.8
751.7
684.70
6
8
88
2
681.5075
434.4
463.2
373.7
567.56
61
12
64
8
629.3
727.2
721.9
564.37
ur
urqu_2
Moran te
qu
urqu_2
A
usqhay_1
Moran te Moran
3
4
1730.3
1675.0
96
91
18
1627.1
1404.5
1778.3
1747.4
1615.3
45
09
28
86
1636.417
459.7512
1950.8
1940.1
2028.5
1956.1
1968.918
5
16
67
5
4
25
1608.9
1732.5
1679.2
1530.1
1637.748
666.5995
1615.12 1699.776 25
3
96
72
4
660.743
97
2
78
98
25
466.4
458.9
382.2
571.82
469.8677
1868.8
1915.6
1909.2
1885.8
1894.910
07
53
83
8
5
22
75
86
6
75
384.4
364.1
343.9
237.46
332.5012
1370.4
1060.5
969.01
896.60
1074.173
13
81
48
3
5
69
96
9
9
25
318.3
335.4
334.3
329.3067
973.27
1042.4
1108.5
1222.4
1086.685
5
8
25
92
3
65
329.04
402.5
389.7
366.3
268.34
15
37
1
4
291.7
314.1
351.4
338.62
7
32
02
4
456.8
331.1
413.1
409.96
23
7
64
9
272.6
379.0
373.7
346.07
03
89
64
8
341.8
330.1
310.9
284.31
356.7265 323.982 402.7815 342.8835
15
54
1026.5
824.19
1293.8
77
21
8
973.27
1042.4
1072.3
1241.6
1068.849
8
94
1
22
987.12
947.72
894.47
936.00
1
2
9
8
941.3325
1246.9
1317.2
1365.1
1174.5
1275.963
46
27
45
36
5
918.97
872.11
906.19
1082.426
1
7
2
778.41
868.9225
1090.4
1186.2
1153.2
1130.344
312.8015
77
12
49
39
25
422.74
542.0117
1090.4
1052.0
1011.6
864.66
1004.691
8
5
12
77
13
3
25
1021.1
1044.6
1180.9
1533.3
1195.034
05
38
6
310.9
318.3
319.45
19
38
92
7
651.6
568.6
524.9
92
33
74
420.6
503.6
505.8
444.04
316.7945
94 1130.8
1091.4
19 302.4
18
77
06
5
468.5365
97
23
25
92
25
649.5
527.1
518.5
532.42
556.9197
1150.0
1080.8
1068.0
1028.6
1081.893
62
04
85
8
5
44
29
5
51
5
371.6
451.4
468.5
428.07
429.9357
1005.2
1179.8
1331.0
1567.4
1270.905
35
99
37
2
5
24
6
7
68
5
376.9
429.1
464.2
445.9082
902.99
998.83
916.84
1194.7
1003.360
59
37
77
513.26
5
8
5
1
68
5
432.3
490.8
510.0
418.48
462.9457
881.70
1026.5
1033.9
998.83
5
31
Moran te
56 1766.5
98
66
8
552.6
514.3
419.55
666.6
6
25
3
551.5
557.9
575.0
568.63
95
84
22
3
634.6
561.1
545.2
451.49
54
79
06
9
425.9
402.5
415.2
247.04
538.2845 563.3085 548.1345
1
21
75
5
985.258
1051.0
1030.7
1041.4
1244.8
1092.009
13
8
29
16
5
1043.5
961.56
1008.4
1024.3
1009.483
59
5
18
91
25
1654.7
1670.7
1734.6
1898.6
1739.708
86
59
5
38
25
947.72
978.60
965.82
1272.5
1041.162
te
U
usqhay_1
42
15
94
7
372.6995
2
2
4
03
75
Moran
A
usqhay_2
529.2
529.2
501.5
425.94
496.4887
1656.9
1717.6
1779.3
1885.8
1759.940
56
te Moran te
U wa kay
wakay_1
wa
wakay_2
Moran te Moran te
kay wa qay
waqay_1
wa
waqay_2
Moran te Moran te
qay wi qi
wiqi_1
wi
wiqi_2
Moran te Moran te
qi
74
6
307.7
523.9
449.3
332.23
43
09
69
5
944.52
1044.6
1028.6
1212.8
7
23
51
442.9
560.1
621.8
71
1057.668
1053.1
1290.6
1464.1
1618.5
8
14
76
372.7
1356.626
499.4175
42
05
77
81
391.8
460.0
493.0
25
398.25
435.7922
1831.5
1801.7
1802.8
1927.3
1840.869
67
18
28
6
5
52
36
01
89
5
522.8 44
529.2
527.1
308.80
471.9972
1127.6
1309.7
1410.9
1482.2
33
04
8
5
82
73
34
79
1332.667
373.7
465.3
483.4
428.07
437.6557
1736.7
1781.5
1765.5
1916.7
1800.138
64
42
45
2
5
8
04
31
4
75
601.6
624.0
617.6
549.46
1175.6
1241.6
1262.9
1276.7
6
43
05
16
628.2
585.6
565.4
65
71
38
482.38
464.2
609.0
660.2
77
97
11
581.4
645.3
643.1
593.12
403.314
5
01
22
19
62
1239.226
1698.4
1788.9
1954.0
1776.445
565.4385
7
45
58
1
75
604.83
584.6057
918.97
1142.5
1307.6
1335.3
1176.133
8
5
1
9
43
29
25
1521.6
1626.0
1648.3
1813.4
11
03
73
5
504.7
498.3
425.94
88
42
52
2
424.8
456.8
461.0
446.17
77
23
83
5
421.6
418.4
418.4
83
88
88
481.3
454.6
458.9
563.30
15
93
53
9
wiqi_2
5
1664.3
497.2 wiqi_1
Moran te
12
waqay_2
Moran te
16
waqay_1
Moran te
2
wakay_2
Moran te
47
wakay_1
Moran te
33
usqhay_2
Moran te
33
598.1825
79
35
97
49
1814.5
1886.9
2117.9
1980.6
615.753
1652.39
14
24
98
32
1950.017
1866.6
1936.9
1988.0
2000.8
1948.153
447.2395
92
73
86
64
75
388.67
411.8327
1573.8
1705.8
1769.7
1746.3
1698.977
2
5
57
99
9
63
25
1808.1
1829.4
1844.3
1850.7
25
22
3
19
481.581
489.5675
1833.149
b. Quechua first language (QL1) Speak
Vow
er
el
Average Context
Peralt a
a
killa_1
i
killa_1
Peralt a Peralt a
a
killa_2
Peralt a
i
killa_2
i
kiru_1
Peralt a Peralt a
u
kiru_1
i
kiru_2
Peralt a Peralt a
u
kiru_2
F1-1
F1-2
F1-3
F1-4
Average F2-1
F1
F2-2
F2-3
F2-4
F2
512.1
659.5
691.4
652.2
628.8557
1924.9
1817.7
1673.5
1501.4
1729.417
53
13
58
99
5
53
82
14
22
75
221.5
271.0
278.2
209.1
244.9987
2310.3
2348.4
2367.0
2302.1
2331.996
55
19
32
89
5
56
84
33
12
25
429.7
491.5
539.9
773.8
2066.1
1884.7
1678.6
1578.7
1802.067
14
43
76
97
558.7825
3
64
66
09
25
230.8
258.6
269.9
205.0
241.1342
2344.3
2376.3
2419.5
2335.0
2368.836
29
53
88
67
5
62
07
88
88
25
203.0
262.7
283.3
306.0
2145.4
2146.5
2136.2
1820.8
2062.265
06
75
84
55
263.805
78
08
03
74
75
320.4
354.4
363.7
231.8
317.6482
1407.6
1173.7
1010.9
968.65
82
88
63
6
5
48
27
1
9
223.6
277.2
285.4
292.6
269.7302
2211.4
2220.7
2179.4
1917.7
16
01
45
59
5
29
03
84
4
2132.339
272.0
285.4
308.1
203.0
1442.6
1320.0
1178.8
1132.5
1268.531
49
45
16
06
84
56
79
07
5
267.154
1140.236
57
Peralt a
a
kulla_1
u
kulla_1
Peralt a Peralt a
a
kulla_2
Peralt a
u
kulla_2
ku
kurku_1
Peralt a Peralt a
kur
kurku_1
ku
kurku_2
Peralt a Peralt a
kur
kurku_2
Peralt a
539.9
655.3
720.3
863.5
694.8072
1882.7
1722.9
1650.8
1529.2
76
91
12
5
5
03
77
43
45
1696.442
264.8
323.5
309.1
285.4
295.7502
1015.0
979.99
1055.2
1302.5
1088.196
36
73
47
45
5
31
5
21
38
25
465.7
519.3
517.3
724.4
1836.3
1709.5
1620.9
1505.5
1668.103
81
66
05
34
272.0
294.7
296.7
278.2
49
2
81
32
268.9
336.9
336.9
58
7
7
240.1
335.9
04
31
81
59
44
75
922.28
911.98
988.23
1319.0
1035.383
285.4455
7
3
9
26
75
238.0
295.2352
1020.1
941.86
43
5
84
7
864.58
3
908.6335
352.4
339.0
316.8752
1080.9
1106.7
1173.7
1345.8
1176.818
39
27
31
5
83
45
27
18
25
362.7
389.5
391.5
194.7
334.6512
968.65
929.50
895.49
732.67
881.5832
32
25
86
62
5
9
1
5
8
5
258.6
322.5
339.0
328.7
312.2382
1042.8
1035.6
1124.2
1261.3
1116.019
5
53
43
31
26
631.6
479.1
461.6
349.3
77
59
36
a
kusa_1
9
324.6
330.7
187.5
u
kusa_1
253.5
04
87
49
567.7
581.1
596.6
696.6
Peralt a Peralt a
a
kusa_2
Peralt a
u
kusa_2
i
kuti_1
Peralt a Peralt a
u
kuti_1
i
kuti_2
Peralt a Peralt a
u
kuti_2
Peralt a
a
opa_1
u
opa_1
Peralt a Peralt a
o
opa_2
Peralt a
ki
piki_1
pi
piki_1
Peralt a Peralt a
ki
piki_2
pi
piki_2
Peralt a Peralt a
kuy
pukuy_1
556.7215
480.4655 274.11
807.90
55
41
63
18
25
1482.8
1466.3
1525.1
1603.4
1519.455
73
86
23
41
75
1189.1
1180.9
1181.9
1379.8
84
4
71
25
1232.98
1411.7
1436.5
1411.7
1416.9
1419.240
99
96
53
1
610.5645
7
01
7
22
75
235.9
349.3
350.3
297.8
308.3737
1163.4
1129.4
1171.6
1312.8
1194.336
82
36
66
11
5
22
16
66
43
75
267.9
293.6
308.1
250.4
280.0352
2215.5
2350.5
2471.1
2474.2
27
89
16
09
5
51
45
12
04
2377.853
240.1
317.3
323.5
336.9
1046.9
1024.3
1067.5
1269.5
1102.107
04
91
73
7
77
06
86
62
75
287.5
310.1
367.8
333.8
2070.2
2137.2
2202.1
2448.4
2214.520
06
77
85
78
52
34
55
41
5
266.8
332.8
347.2
319.4
1121.1
1068.6
1140.7
1260.2
97
48
75
52
512.1
580.1
629.6
647.1
53
65
29
47
370.9
280.2
332.8
330.7
76
93
48
87
498.7
369.9
333.8
345.2
304.5095 324.8615 316.618 592.2735 328.726 386.9485
57
45
78
14
203.0
261.7
259.6
247.3
06
44
83
17
151.4
249.3
254.5
220.5
82
78
31
25
218.979
255.5
264.8
266.8
322.5
61
36
97
220.5
268.9
25
58
247.3 17
72
17
51
88
1147.707
1066.5
1208.7
1257.1
1163.4
1173.984
56
63
96
22
25
1006.7
893.43
891.37
840.87
88
4
3
9
870.76
799.65
849.12
790.38
908.1185 827.4825
3
9
3
5
2339.2
2394.8
2462.8
2597.8
1
56
68
62
2448.699
2054.7
2188.7
2232.0
2413.4
2222.249
95
58
39
05
25
277.4592
2393.8
2445.3
2456.6
2526.7
2455.654
43
5
25
5
85
59
75
267.9
199.9
239.3312
2142.3
2205.2
2285.6
2481.4
2278.668
27
15
5
86
46
24
17
25
299.8
307.0
282.3
284.1572
1201.5
1262.3
1332.4
1676.6
1368.231
72
86
54
5
5
49
22
05
5
242.9375
58
Peralt a
pu
pukuy_1
kuy
pukuy_2
Peralt a Peralt a
pu
pukuy_2
Peralt a
pu
puquy_1
quy
puquy_1
Peralt a Peralt a
pu
puquy_2
quy
puquy_2
Peralt a Peralt a
a
puskay_1
Peralt a
u
puskay_1
a
puskay_2
Peralt a Peralt a
u
puskay_2
Peralt a
A
q_upa_1
U
q_upa_1
Peralt a Peralt a
A
q_upa_2
U
q_upa_2
Peralt a Peralt a
lla
qilla_1
Peralt a
qi
qilla_1
lla
qilla_2
Peralt a Peralt a
qi
qilla_2
Peralt a
I
qiru_1
U
qiru_1
Peralt a Peralt a
I
qiru_2
U
qiru_2
Peralt a Peralt a
A
qulla_1
232.8
325.6
340.0
331.8
1021.2
961.44
958.35
789.35
932.5922
9
34
61
17
307.6005
14
6
5
4
5
376.1
286.4
293.6
273.0
307.3432
1340.6
1164.4
1426.1
1293.778
28
76
89
8
5
66
52
1243.8
96
5
189.6
323.5
333.8
323.5
1063.4
1010.9
952.17
831.60 4
964.5375
1
73
78
73
292.6585
64
1
2
408.0
364.7
387.4
403.9
391.0707
1259.2
904.76
847.06
74
93
64
52
5
57
9
2
716.19
931.8195
400.8
393.6
395.7
385.4
820.26
898.58
968.65
1232.4
979.9947
6
47
08
03
9
6
9
65
5
249.3
387.4
445.1
352.4
895.49
855.30
807.90
714.12
818.2082
78
64
71
27
5
6
3
9
5
432.8
432.8
419.4
368.9
890.34
965.56
1072.7
1377.7
1076.603
05
05
09
15
413.4835
2
8
39
64
25
445.1
468.8
462.6
364.7
435.3812
1874.4
1888.8
1948.6
2111.4
1955.867
5
393.9045 358.61
71
72
89
93
274.1
302.9
332.8
256.5
1
64
48
92
393.6
448.2
440.0
410.1
47
63
19
35
423.016
218.4
290.5
297.8
256.5
265.8662
291.6285
59
86
54
72
75
1167.5
987.20
1046.9
1325.2
1131.734
44
8
77
09
5
1749.7
1830.1
1814.6
1951.7
1836.588
7
48
91
46
75
1136.6
1112.9
1204.6
1440.6
1223.705
64
98
11
92
5
29
28
41
23
25
529.6
641.9
629.6
817.1
654.6182
964.53
1110.8
1206.7
1309.7
1147.964
71
95
29
78
5
8
67
02
51
5
400.8
457.5
450.3
389.5
783.17
756.37
726.49
756.3787
6
37
24
25
424.5615
759.47
1
9
5
5
417.3
514.2
657.4
564.7
1244.8
1131.4
1224.2
1078.9
1169.862
48
14
52
08
538.4305
3
77
21
22
5
416.3
466.8
454.4
331.8
417.3477
772.86
797.59
751.22
813.05
783.6867
17
11
46
17
5
7
8
6
6
5
656.4
685.2
606.9
678.0
1714.7
1673.5
1573.5
1479.7
1610.396 25
21
75
58
62
656.679
33
14
56
82
420.4
406.0
362.7
289.5
369.6877
1905.3
1998.1
2081.5
2126.9
39
13
32
67
5
74
18
87
29
2028.002
586.3
651.2
701.7
741.9
1790.9
1764.1
1682.7
1658.0
1724.007
48
69
63
52
9
97
88
56
75
499.7
411.1
387.4
325.6
1907.4
1950.7
2025.9
2110.4
670.333
35
15
41
41
1998.633
1982.6
2024.9
1966.1
1626.1
1899.963
390.04
6
1
73
11
5
189.6
357.8372
1089.2
925.37
853.24
849.12
1
5
27
9
5
3
420.4
370.9
404.4667
1896.0
2000.1
1940.4
1669.3
92
39
76
5
99
79
1
92
1876.52
391.5
403.9
388.4
246.2
357.5797
1322.1
1131.4
1008.8
865.61
1082.013
86
52
94
87
5
17
77
49
1
5
611.0
732.6
818.2
686.3
1753.8
1620.9
1566.3
1451.9
1598.288
8
78
08
06
92
59
43
59
25
87
65
64
34
392.6
404.9
397.7
364.7
16
82
69
93
430.7
402.9
408.0
44
21
74
400.8
425.5
6
406.0125
712.068
929.2435
59
Peralt a
U
qulla_1
U
qulla_2
Peralt a Peralt a
A
qusa_1
Peralt a
U
qusa_1
A
qusa_2
Peralt a Peralt a
U
qusa_2
tu
qutu_1
Peralt a Peralt a
qu
qutu_1
Peralt a
tu
qutu_2
qu
qutu_2
Peralt a Peralt a
ki
siki_1
Peralt a
si
siki_1
ki
siki_2
Peralt a Peralt a
si
siki_2
ki
siki_3
Peralt a Peralt a
si
siki_3
426.6
497.7
470.9
458.5
463.4622
922.28
904.76
1063.4
22
26
33
68
5
927.44
7
9
64
431.7
396.7
383.3
361.7
393.3892
941.86
884.15
951.14
75
38
42
02
5
7
9
1
1243.8
75
568.8
573.9
647.1
599.7
597.4257
1329.3
1329.3
1313.8
1325.208
ki
siki_4
si
siki_4
Peralt a Peralt a
sinkhay_ a
Peralt a
sinkhay_ i
Peralt a
3 sinkhay_
a
Peralt a
3
4 sinkhay_
i
4
a
sinqa_1
Peralt a Peralt a
I
sinqa_1
1005.241
3
82
47
44
5
31
1328.3
31
73
75
487.4
465.7
456.5
460.6
467.5842
1053.1
1040.7
1084.0
1061.4
1059.857
21
81
07
28
5
6
94
74
03
75
526.5
558.5
539.9
669.8
573.7247
1291.2
1321.0
1301.5
1249.9
1290.944
8
25
76
18
5
02
87
07
83
446.2
438.9
401.8
303.9
397.7687
818.20
857.36
02
88
91
94
5
8
7
885.19
990.3
340.0
373.0
366.8
306.0
346.5017
1113.9
899.61
847.06
714.12
61
37
54
55
5
58
7
2
9
893.6915
420.4
410.1
415.2
366.8
403.1787
932.59
942.89
955.26
1031.5
965.5677
5
19
39
35
87
54
321.5
397.7
392.6
218.4
13
69
16
64
402.9
413.2
429.7
318.4
21
26
14
21
391.0705
196.8
245.2
267.9
229.7
234.9512
332.5905
75 887.7662 5
2
7
3
1090.2
930.53
875.91
5
57
1
5
759.47
833.66
859.42
898.58
1046.9
5
8
6
77
909.664
2166.0
2309.3
2340.2
2414.4
2307.521
914.0432 5
23
56
27
99
5
87
25
4
35
75
203.0
239.0
210.2
177.2
207.3857
2126.9
2263.9
2258.8
2206.2
2214.005
06
73
2
44
5
29
84
31
77
25
240.1
264.8
284.4
301.9
2363.9
2356.7
2376.3
1815.7
2228.174
04
36
15
33
272.822
41
28
07
21
25
241.1
294.7
279.2
242.1
264.3202
1965.1
2072.3
2188.7
2378.3
2151.145
34
2
62
65
5
42
13
58
68
25
237.0
278.2
274.1
222.5
2358.7
2374.2
2402.0
2522.6
2414.435
12
32
1
86
89
46
69
37
25
251.4
294.7
271.0
193.7
2037.2
2126.9
2232.0
2384.5
2195.198
252.985
2
19
32
252.7275
76
29
39
51
75
264.8
268.9
347.2
283.6422
2320.6
2337.1
2411.3
2489.6
2389.703
253.5
36
58
75
5
61
49
44
61
75
228.7
290.5
281.3
248.3
2029.0
2118.6
2246.4
2420.6
2203.700
69
98
23
48
32
85
66
18
25
365.8
553.3
533.7
369.9
1751.8
1922.8
1974.4
2225.8
17
39
Peralt a
954.49
24
72
93
45
295.7
294.7
292.6
281.3
5
2
59
23
484.3
468.8
438.9
3
72
88
288.5
296.7
37
262.2595 455.7335
56
1968.749
31
92
2024.9
2229.9
291.113
1
78
2487.6
44
359.6
437.9577
1919.8
1938.3
2005.3
2136.2
41
5
01
49
31
03
1999.921
292.6
273.0
287.7642
2322.7
2581.3
2383.5
2359.304
81
59
8
5
2149.6
22
74
21
25
578.1
665.6
673.9
812.0
682.4412
1408.6
1448.8
1461.2
1464.3
1445.775
04
96
4
25
5
78
67
33
25
75
373.0
372.0
329.7
303.9
344.6982
1637.4
1846.6
1920.8
2232.0
1909.238
37
06
56
94
5
47
36
31
39
25
2411.3 2288.458
60
Peralt a
a
sinqa_2
I
sinqa_2
Peralt a Peralt a
qi
siqi_1
Peralt a
si
siqi_1
qi
siqi_2
Peralt a Peralt a
si
siqi_2
a
t_aqlla_1
Peralt a Peralt a
lla
t_aqlla_1
Peralt a
a
t_aqlla_2
lla
t_aqlla_2
Peralt a Peralt a
quy
t_uquy_1
Peralt a
t_u
t_uquy_1
quy
t_uquy_2
Peralt a Peralt a
t_u
t_uquy_2
quy
t_uquy_4
Peralt a Peralt a
t_u
t_uquy_4
Peralt a
a
taki_1
i
taki_1
Peralt a Peralt a
a
taki_2
Peralt a
i
taki_2
lla
taklla_1
Peralt a Peralt a
tak
taklla_1
lla
taklla_2
Peralt a Peralt a
tak
taklla_2
622.4
662.6
697.6
778.0
690.1697
1389.0
1397.3
1446.8
1469.4
1425.681
15
04
41
19
5
99
43
06
77
25
380.2
363.7
344.1
296.7
346.2442
1613.7
1668.3
1762.1
1894.0
5
63
83
81
5
45
61
36
38
1734.57
336.9
389.5
376.1
393.6
1922.8
2015.6
2145.4
2179.4
2065.872 5
7
25
28
47
374.0675
92
36
78
84
352.4
384.3
392.6
388.4
379.4772
1808.5
1862.0
1933.1
1812.6
27
72
16
94
5
08
93
97
3
1854.107
301.9
339.0
319.4
348.3
327.1802
1969.2
2046.5
2097.0
2224.8
2084.421
33
31
52
05
5
64
51
45
25
25
379.2
383.3
399.8
269.9
1803.3
1820.8
1819.8
1815.7
1814.948
2
42
3
88
358.095
55
74
43
21
25
636.8
710.0
736.7
626.5
677.5462
1516.8
1506.5
1529.2
1432.3
1496.269
42
07
99
37
5
8
75
45
79
75
529.6
659.5
745.0
889.3
705.8847
1913.6
1826.0
1727.0
1657.0
1780.942
5
25
71
13
43
12
565.7
730.6
733.7
715.1
18
26
99
26
1372.6
1455.0
1476.6
1393.2
38
17
08
59
686.3055
11
5
9
21
1424.393
450.3
549.2
684.2
24
51
45
853.2
634.2662
1973.3
1879.6
1774.5
1465.3
1773.213
45
5
86
12
02
55
426.6
416.3
409.1
424.5
75
899.61
960.41
979.99
1277.8
1029.458
5
06
5
22
17
04
61
419.151
7
6
440.0
455.4
406.0
401.8
425.8497
1012.9
985.14
19
76
13
91
5
7
7
990.3
3
953.975
387.4
408.0
412.1
401.8
402.4062
1018.1
1050.0
1140.7
1356.1
1141.266
64
74
96
91
5
23
68
51
23
25
418.3
427.6
398.7
398.7
410.9072
1132.5
1095.4
1068.6
1035.6
1083.043
78
53
99
99
5
07
1
17
41
75
387.4
415.2
416.3
413.2
874.88
856.33
959.38
1231.4
64
87
17
26
5
6
5
34
980.51
432.8
456.5
443.1
388.4
1160.3
1100.5
1093.3
984.11
1084.589
408.0735
827.48
05
07
1
94
430.229
3
62
49
7
5
591.5
653.3
680.1
367.8
573.2097
1668.3
1571.4
1597.2
1795.1
1658.056
01
3
23
85
5
61
95
58
11
25
231.8
248.3
226.7
210.2
2454.6
2479.3
2497.9
2331.9
2440.970
6
48
08
2
229.284
24
56
05
96
25
582.2
591.5
570.8
293.6
509.5767
1531.3
1562.2
1630.2
1835.3
1639.765
5
26
01
91
89
223.6
286.4
327.6
381.2
06
21
33
01
25
2458.7
2462.8
2555.6
2651.4
2532.168
16
76
95
81
46
68
12
48
5
586.3
735.7
786.2
839.8
48
69
63
48
1783.7
1702.3
1649.8
1516.8
76
67
13
664.6
670.8
671.8
623.4
8
1663.209
1548.8
1577.6
1583.8
1589.0
65
48
79
46
1574.844
25
78
61
14
5
569.8
660.5
738.8
714.1
6
43
6
29
670.848
1871.3
1780.6
1722.9
1548.8
1730.963
68
85
77
25
559.5
605.9
606.9
672.9
75
611.3372
1569.4
1577.6
1599.3
1668.3
55
27
58
09
5
34
78
19
61
304.767 737.057 657.7095
1603.698
61
Peralt a
a
taqi_1
i
taqi_1
Peralt a Peralt a
A
taqi_2
Peralt a
i
taqi_2
kuy
tukuy_1
Peralt a Peralt a
tu
tukuy_1
kuy
tukuy_2
Peralt a Peralt a
tu
tukuy_2
Peralt a
kuy
tukuy_4
tu
tukuy_4
Peralt a Peralt a
kuy
unkuy_1
Peralt a
un
unkuy_1
kuy
unkuy_4
Peralt a Peralt a
un
unkuy_4
quy
unquy_1
Peralt a Peralt a
un
unquy_1
Peralt a
quy
unquy_2
un
unquy_2
Peralt a Peralt a
qu
urqu_1
Peralt a
ur
urqu_1
qu
urqu_2
Peralt a Peralt a
ur
urqu_2
a
usqhay_1
Peralt a Peralt a
u
usqhay_1
595.6
672.9
708.9
532.7
627.5677
1555.0
23
09
76
63
5
08
346.2
417.3
386.4
433.8
395.9652
44
48
33
36
5
489.4
592.5
632.7
490.5 551.3115
82
31
2
13
346.2
355.5
339.0
303.9
44
19
31
94
254.5
308.1
313.2
283.3
31
16
69
84
289.825
266.8
336.9
330.7
313.2
97
7
87
69
234.9
284.4
283.3
261.7
51
15
84
44
277.2
335.9
324.6
257.6
01
39
04
22
255.5
302.9
295.7
272.0
61
64
5
49
221.5
329.7
325.6
322.5
55
56
34
43
280.2
308.1
310.1
290.5
1561.1
1506.5
1551.143
1581.8
91
75
5 2124.095
2144.4
2198.0
2088.8
2065.1
47
33
01
25
1631.2
1628.1
1545.7
1466.3
1567.888
64
72
33
86
75
2054.7
2052.7
2221.7
2134.1
2115.851
95
34
34
42
25
1129.4
1151.0
1251.0
1477.7
1252.301
16
56
13
21
5
311.9807
1309.7
1173.7
1128.3
986.17
1149.510
5
51
27
85
8
25
1177.8
1221.1
1332.4
1539.5
1317.737
49
29
22
5
5
1321.0
1197.4
1106.7
995.45
45
336.197
266.1235 298.8415 281.581 299.872
28 1110.8
45
67
1159.3
64
1381.8
1249.9
1175.7
978.96
85
83
88
4
1196.655
1091.2
1183.0
1323.1
1644.6
1310.524
93
16
77
98
310.1
315.3
321.5
295.7
77
3
13
5
264.8
297.8
286.4
280.2
36
11
76
93
289.5
341.0
328.7
285.4
67
92
26
45
311.2075
19
340.0
390.5
385.4
342.1
364.5352
61
55
03
22
5
315.3
242.1
287.5
251.4
297.296 310.6925 282.354
2
1155.178
87 1106.7
1377.7 1188.669
88
01
48
6
25
848.09
857.36
904.76
846.03
864.0647
2
7
9
1
5
1260.2
1236.5
1372.6
1582.8
1363.079
88
87
11
31
25
955.26
1041.8
1015.546
949.08
3
24
5
865.61
1038.7
1152.0
1435.4
1122.975
1
33
86
71
25
859.42
815.11
1116.0
1056.2
3
65
06
39
274.11
51
864.58
8
7
898.844
454.4
442.0
409.1
393.6
424.8192
1008.8
1076.8
1187.1
1436.5
1177.333
46
8
04
47
5
49
61
23
01
5
483.2
234.9
268.9
255.5
310.6922
1049.0
959.38
881.06
841.90
99
51
58
61
5
38
5
8
9
394.6
390.5
383.3
256.5
816.14
872.82
855.30
932.85 841.3942
77
55
42
92
356.2915
7
4
6
821.3
5
442.0
312.2
400.8
326.6
370.4607
916.10
853.24
940.83
1080.9
947.7922
8
38
6
65
5
5
5
6
83
5
298.8
408.0
431.7
290.5
357.3222
880.03
824.39
848.09
832.63
846.2887
42
74
75
98
5
7
1
2
5
5
407.0
305.0
402.9
399.8
378.7047
890.34
945.98
43
25
21
3
5
2
9
991.33
79
1001.635
596.6
618.2
564.7
428.6
552.0842
1607.5
1647.7
1645.6
1841.4
1685.622
53
93
08
83
5
63
52
91
83
25
317.3
333.8
344.1
395.7
1105.7
1112.9
1132.5
1524.0
1218.810
91
78
83
08
14
28
07
93
5
347.79
1178.8
62
Peralt a
a
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Peralt a Peralt a
kay
wakay_1
Peralt a
665.6
600.7
562.6
466.8
573.9822
1572.5
1621.9
1684.8
1879.6
96
75
47
11
5
26
89
49
12
344.1
336.9
387.4
386.4
1261.3
1195.3
1251.0
1383.9
83
7
64
33
363.7625
18
67
13
46
1272.911
509.0
547.1
558.5
453.4
517.0477
1813.6
1788.9
1889.9
2105.2
1899.448
5
61
9
25
15
527.6
636.8
656.4
377.1
42
21
59
1835.3
1778.6
1838.3
2099.1
5
01
24
92
06
75
528.6
569.8
530.7
362.7
497.9837
1113.9
1229.3
1299.4
1463.2
1276.517
41
6
02
32
5
58
73
46
94
75
618.2
573.9
558.5
490.5
560.3282
1634.3
1624.0
1985.7
1748.739
93
82
25
13
5
55
5
1750.8
52
25
531.7
572.9
619.3
432.8
539.2032
1158.2
1240.7
1320.0
1358.1
1269.304
wa
wakay_2
qa
waqay_1
wa
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A
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97
Peralt a
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520.3
Peralt a
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4
Peralt a
47
504.9
Peralt a
549.508
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Peralt a
5 1252.559
wakay_2
Peralt a
89 1462.2
kay
Peralt a
16 1270.5
1
Peralt a
29 1207.7
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Peralt a
6 1069.6
wa
Peralt a
1689.744
u
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32
52
24
05
5
69
09
56
84
5
547.1
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525.5
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529.9287
1112.9
1208.7
1233.4
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1225.766
9
6
49
16
5
28
63
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79
25
586.3
599.7
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501.8
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1536.4
1728.1
1557.326
48
44
4
48
08
09
59
3
5
464.7
465.7
459.5
610.0
2104.2
2098.0
2160.9
2225.8
5
81
98
49
384.3
418.3
454.4
442.0
72
78
46
8
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427.6
406.0
53
53
13
385.4
411.1
436.9
386.4
03
65
27
33
513.1
609.7
668.5
674.8
99
52
23
2
228.7
312.7
298.0
256.0
569.345
58
75
35
56
2147.281
1645.6
1784.8
1812.6
1789.9
1758.271
424.819
91
07
3
59
75
332.8
398.5417
2170.2
2096.0
2141.3
2285.6
2173.300
48
5
09
14
56
24
75
1616.8
1746.6
1810.5
1746.6
37
79
69
79
1872.2
1688.6
1616.2
1543.7
84
24
09
95
2097.9
2155.6
2197.6
2075.8
500.0445
404.982 616.5735 273.916
88
47
54
75
501.6
604.5
660.1
597.1
55
04
27
58
305.4
290.7
290.7
283.3
01
08
08
61
292.5445
256.0
291.7
308.5
379.9
309.0737
590.861
1730.191 1680.228 2131.77
24
46
25
85
1825.0
1668.6
1568.9
1443.0
57
84
83
44
1626.442
2144.1
2182.9
2246.9
2245.9
2204.971
01
32
51
01
25
2132.5
2214.4
2208.1
2038.1
2148.299
75
57
49
14
5
57
17
2
03
25
356.8
430.2
434.4
268.6
372.5677
1370.6
1217.4
1117.7
912.00
1154.435
25
9
87
69
5
3
04
03
4
25
263.4
309.5
345.2
370.4
2195.5
2189.2
2177.6
2016.0
21
99
81
69
26
29
85
64
2144.626
407.2
428.1
407.2
215.1
1248.8
1179.6
1121.9
1021.1
1142.890
01
91
01
45
89
23
01
5
75
443.9
536.2
522.6
672.7
1780.9
1682.3
1583.6
1524.9
1642.971
33
88
44
21
543.8965
79
27
75
04
25
235.0
338.9
342.1
313.7
307.4997
988.61
958.18
949.78
1261.4
1039.516
85
84
33
97
5
6
1
5
83
25
322.1925 364.4345
63
Quisp e
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5
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5
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5
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17
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177.3
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979.17
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1006.457
63
9
3
24
5
8
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1
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5
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1674.9
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88
4
44
5
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59
3
4
5
319.0
285.4
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65
286.772
5
5
1
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826.9955
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491.9467
1586.8
1601.5
1559.5
1519.6
1566.883
612.9
7
5
24
17
37
57
75
320.0
313.7
312.7
295.6927
793.41
822.79
841.68
1180.6
93
97
47
5
2
8
8
72
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305.4
306.4
324.2
295.6927
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2202.8
2260.5
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2172.174
5
44
6
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556.2
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28
236.1 34 246.6 29
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5
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1201.6
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1233.146
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04
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35
293.8565
62
63
42
2
75
253.9
297.0
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76
05
55
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294.9057
2287.8
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5
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72
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293.0692
997.01
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5
2
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25
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1246.265
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42
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3
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19
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5
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881.56
868.97
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400.6415
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5
3
5
872.9105
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1138.6
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1146.301
276.802
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75
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380.9637
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801.80
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5
2
7
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8
5
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269.4557
2190.2
2198.6
2328.8
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2331.434
81
08
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158.4
327.4
396.7
224.5
72
4
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9
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423.9
415.5
67
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97
257.1
286.5
282.3
291.495
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1
12
77
5
79
74
11
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5
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283.3
352.6
276.5397
2103.1
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2187.1
2185.293
56
14
61
28
5
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18
3
5
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287.5
308.5
231.9
276.5397
2200.7
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2316.479
14
59
49
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5
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18
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25
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49
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5
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770.32
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38
34
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3
3
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1081.233
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59
53
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9
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25
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5
301.7275 297.0045
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503.229 375.454 368.8945 396.706 425.3045 375.9785
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28
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464.9
454.1652
1807.2
1999.2
2086.3
1747.3
1910.065
23
5
16
72
79
95
5
c. Quechua second language (QL2) Vow Speaker
el
Average Context
F1-1
F1-2
F1
Average F2-1
F2-2
F2-3
F2-4
F2
69
Gutierre z
a
killa_1
i
killa_1
Gutierre z Gutierre z
i
killa_2
Gutierre z
i
kiru_1
u
kiru_1
Gutierre z Gutierre z
i
kiru_2
u
kiru_2
Gutierre z Gutierre z
a
kulla_U
Gutierre z
u
kulla_U
u
kulla_4_U
Gutierre z Gutierre z
a
kulla_4_U
Gutierre z
kur
kurku_U
ku
kurku_U
Gutierre z Gutierre z
kur
kurku_2_U
ku
kurku_2_U
Gutierre z Gutierre z
a
kusa_1
Gutierre z
u
kusa_1
u
kusa_2
Gutierre z Gutierre z
i
kuti_1
Gutierre z
u
kuti_1
u
kuti_2
Gutierre z Gutierre z
a
opa_1
o
opa_1
Gutierre z Gutierre z
a
opa_2
587.0
578.3
578.3
546.76
572.630
1599.9
1615.2
1596.7
1409.3
1555.33
62
49
49
3
8
89
38
22
85
35
259.2
267.9
264.6
277.73
2087.9
2184.8
2237.1
2104.2
2153.55
22
36
68
8
37
73
53
75
95
248.3
307.1
279.9
245.06
2168.5
2191.4
2230.6
2181.6
2193.04
267.391
31
46
16
3
270.114
36
08
18
06
2
289.7
294.0
313.6
337.64
308.779
2057.4
2084.6
2116.2
2016.0
2068.60
19
76
81
2
5
4
7
55
52
425
365.9
363.7
365.9
377.94
368.411
1051.0
61
82
61
2
5
48
996.59
8
904.01
5
210.2
272.2
267.9
312.59
265.757
2122.7
2099.9
2105.3
2019.3
2086.84
1
92
36
2
5
9
18
64
19
775
357.2
341.9
340.9
348.53
347.172
1387.6
1136.0
1006.3
951.93
1120.48
47
99
1
4
5
01
03
92
4
25
608.8
652.4
655.6
725.38
1706.7
1689.3
1609.7
1541.1
1636.74 875
45
12
8
7
161.1
247.2
318.0
273.38
97
41
37
1
262.4
334.3
326.7
9
75
51
567.4
570.7
601.2
660.581
985.69
984.336
28
01
92
74
1220.9
892.02
1030.3
1299.3
249.964
58
9
54
79
1110.68
321.30
311.230
981.34
962.82
925.79
1094.6
991.143
5
3
1
5
4
15
75
519.53
564.734
1680.5
1660.9
1567.3
1515.0
1605.97
57
25
21
4
3
88
83
14
34
975
284.2
325.6
307.1
318.03
308.779
915.99
803.80
788.55
791.82
825.045
73
62
46
7
5
1
7
8
6
5
257.0
381.2
377.9
369.22
346.355
1015.1
910.54
910.54
984.60
955.201
44
09
42
8
8
06
5
5
9
25
309.3
362.6
368.1
364.87
939.95
919.25
953.02
1023.8
959.013
24
93
39
2
3
9
3
19
5
274.4
310.4
328.9
331.10
876.78
824.50
71
13
29
7
311.23
1
1
812.52
8
835.665
468.3
514.0
544.5
673.10
550.030
1630.4
1599.9
1561.8
1540.0
1583.10 7
351.257
828.85
43
88
85
6
5
86
89
68
85
257.0
319.1
336.5
325.66
309.596
934.50
961.73
1015.1
1113.1
44
27
53
2
5
7
6
06
31
1006.12
339.8
324.5
346.3
242.88
313.408
1079.3
1124.0
1174.1
1215.5
1148.25
21
72
56
5
5
67
22
24
13
65
186.2
258.1
233.0
255.95
233.354
1964.8
2112.9
2187.0
2195.7
2115.16
48
33
82
5
5
61
88
51
65
625
330.0
371.4
391.0
358.33
362.693
1177.3
1046.6
1104.4
1307.0
1158.87
18
07
12
7
5
92
91
17
03
575
215.6
367.0
408.4
371.40
340.637
1196.9
1187.1
1281.9
1426.8
1273.23
55
5
38
7
5
97
94
52
11
85
493.3
585.9
587.0
567.457
1058.6
1228.5
1272.1
1377.7
1234.30
94
73
62
603.4
3
72
83
49
99
075
447.6
461.8
463.9
444.38
454.455
837.57
829.94
826.67
767.86
815.515
48
08
86
1
8
1
7
9
4
25
515.1
564.1
567.4
1146.8
1250.3
1308.0
1342.9
1262.07
77
9
57
95
66
92
45
45
551.12
549.486
70
Gutierre z
o
opa_2
pi
piki_1
Gutierre z Gutierre z
ki
piki_1
Gutierre z
pi
piki_3
ki
piki_3
Gutierre z Gutierre z
kuy
pukuy_1
pu
pukuy_1
Gutierre z
470.5
472.6
469.4
401.90
453.638
896.38
886.58
784.20
21
99
32
3
8
890.94
6
4
2
864.528
245.0
298.4
303.8
272.29
279.916
2110.8
2160.9
2203.3
2263.2
2184.60
63
32
78
2
3
1
11
89
93
075
198.2
249.4
260.3
270.11
244.518
2193.5
2192.4
2252.4
2272.0
2227.62
29
2
11
4
5
86
97
02
07
3
764.5
261.4
279.9
228.72
383.659
2303.5
2150.0
2214.2
2346.0
2253.49
97
01
16
5
8
93
2
81
7
1
260.3
289.7
272.2
370.31
298.159
2211.0
2319.9
2338.4
2477.8
2336.81
11
19
92
7
8
13
3
46
6
225
139.4
241.7
252.6
272.29
226.547
1053.2
1028.1
1207.8
1626.1
1228.85
14
96
87
2
3
26
76
88
29
475
395.3
399.7
344.1
709.04
723.20
715.58
673.10
705.236
68
25
77
314.77
363.51
9
8
4
6
75
333.2
336.5
316.94
322.121
712.31
748.25
755.88
733.01
737.367
8
Gutierre z
pu
pukuy_2
Gutierre z
kuy
pukuy_2
quy
puquy_1
Gutierre z Gutierre z
pu
puquy_1
Gutierre z
quy
puquy_2
pu
puquy_2
Gutierre z Gutierre z
a
puskay_1
u
puskay_1
Gutierre z Gutierre z
a
puskay_2
Gutierre z
u
puskay_2
a
q_upa_1
Gutierre z Gutierre z
u
q_upa_1
Gutierre z
a
q_upa_2
u
q_upa_2
Gutierre z Gutierre z
i
Gutierre z
qillallanan a
Gutierre z
qilla_1 _IC qillallanan
i
_IC
301.7
86
53
206.9
241.7
289.7
42
96
19
328.9
398.6
29
36
467.2
512.9
506.4
8
7
9
3
1
5
263.306
1287.3
1168.6
1256.9
1584.7
1324.42
314.77
8
98
78
01
41
95
402.9
392.10
380.664
875.69
981.34
1072.8
1359.2
1072.28
93
1
8
2
1
32
83
7
551.936
875.69
892.02
915.99
2672.8
1339.13
54
99
64
721.03
340.9
364.8
379.0
345.26
1
72
31
7
422.5
459.6
505.3
98
29
74
327.8
345.2
4
8
2
9
1
21
325
788.55
914.90
1005.3
1279.7
997.134
357.52
8
2
03
74
25
413.88
450.371
950.84
900.74
880.04
804.89
884.133
4
3
5
3
9
6
25
398.6
454.18
381.481
2066.1
1888.6
1750.2
1756.8
1865.47
67
36
3
5
54
19
95
3
45
306.0
362.6
388.8
824.50
973.71
1031.4
926.882
57
93
33
340.91
3
877.87
1
7
43
75
300.6
356.1
425.8
425.86
377.124
1840.6
1892.9
1845.0
1875.5
1863.56
76
349.623
11
58
65
5
8
96
312.5
325.6
355.0
326.75
330.018
852.81
52
49
825
1045.6
1234.0
1015.92
92
62
69
1
5
9
931.24
02
29
25
553.2
583.7
582.7
562.01
570.452
98
95
05
1
3
1165.4
1289.5
1376.7
1414.8
1311.63
11
76
1
31
515.1
512.9
490.1
435.66
488.492
2
873.51
853.90
871.33
795.09
848.462
77
99
26
8
5
4
9
5
3
75
401.9
502.1
466.1
913.81
570.996
1004.2
1207.8
1336.4
1280.8
1207.34
03
07
64
3
8
14
88
1
63
375
539.1
495.5
465.0
396.45
902.92
913.81
906.18
852.81
893.935
39
72
75
8
474.061
1
3
9
9
360.5
444.3
406.2
332.19
385.838
2038.9
2054.1
2099.9
15
81
6
7
3
24
73
18
2071.6
375
579.4
581.6
1799.3
1754.6
1801.4
1920.2
1818.91
38
16
563.1
4
531.242
07
51
86
05
225
338.7
448.7
447.6
375.76
402.720
2049.8
1933.2
1962.6
1999.7
1986.37
32
38
48
3
3
16
75
83
14
2
400.81
5 2066.15
71
Gutierre z
i
qiru_1
u
qiru_1
Gutierre z Gutierre z
i
qiru_2
Gutierre z
u
qiru_2
a
qulla_1
Gutierre z Gutierre z
u
qulla_1
a
qulla_2
Gutierre z Gutierre z
u
qulla_2
Gutierre z
u
qusa_1
a
qusa_1
Gutierre z Gutierre z
u
qusa_2
Gutierre z
a
qusa_2
qu
qutu_1
Gutierre z Gutierre z
tu
qutu_1
tu
qutu_2
Gutierre z Gutierre z
qu
qutu_2
Gutierre z
si
siki_1
ki
siki_1
Gutierre z Gutierre z
si
siki_2
Gutierre z
ki
siki_2
a
sinkhay_1
Gutierre z Gutierre z
sin
sinkhay_1
a
sinkhay_2
Gutierre z Gutierre z
sin
sinkhay_2
429.1
441.1
449.8
478.14
449.554
1890.7
1935.4
1940.8
1785.1
1888.07
33
13
27
5
5
97
53
99
48
425
490.1
465.0
459.6
423.68
459.629
967.18
945.39
908.36
26
75
29
7
3
2
9
7
931.24
938.047
519.5
495.5
493.3
449.82
489.581
1843.9
1837.4
1845.0
1683.8
1802.57
7
34
72
94
446.5
411.7
386.6
8
63
28
52
55
45
325.933
1063.0
976.98
889.85
814.69
936.140
59
06
55
58.815
8
29
5
1
8
75
516.2
533.6
573.9
698.15
66
93
92
7
580.527
1635.9
1597.8
1542.2
1549.8
1581.47
32
11
63
88
411.7
459.6
445.4
447.64
441.113
873.51
35
984.60
1324.4
1031.44
06
29
7
8
3
4
943.22
9
3
325
521.7
536.9
542.4
675.28
569.090
12
6
06
5
8
1657.7
1559.6
1593.4
1568.4
1594.81
15
9
54
03
412.7
424.7
436.7
423.68
424.503
955.20
55
1064.1
1254.7
1067.65
95
76
57
7
8
1
996.59
18
23
8
469.4
512.9
515.1
486.85
496.116
926.88
972.62
1022.7
1084.8
1001.76
32
99
77
9
8
3
8
3
12
325
438.9
607.7
674.1
739.54
615.108
1480.1
1448.5
1493.2
1540.0
1490.52
35
56
96
6
3
81
95
51
85
8
494.4
480.3
509.7
473.78
489.581
1019.4
1015.1
1057.5
1122.9
1053.77
83
24
31
9
8
62
06
83
33
1
630.6
680.7
727.5
756.97
698.974
1494.3
1456.2
1458.3
1532.4
1485.35
29
31
65
2
3
4
19
97
61
425
417.1
487.9
494.4
438.93
459.629
826.67
910.54
962.82
1079.3
52
48
83
5
5
9
5
5
67
944.854
388.8
412.7
412.7
496.66
1078.2
915.99
850.64
884.40
932.328
33
95
95
1
427.771
77
1
1
5
5
373.5
362.6
377.9
341.99
364.054
925.79
841.92
811.43
846.28
856.359
85
93
42
9
8
4
8
1
4
25
417.1
452.0
489.0
369.22
431.855
868.06
945.39
1021.6
1106.5
8
5
8
9
41
96
985.426
273.381
2214.2
2285.0
2292.7
2466.9
2314.75
288.63
8
81
77
01
68
675
319.1
145.94
295.437
2221.9
2118.4
2179.4
2281.8
2200.39
27
9
3
05
34
27
09
375
331.1
235.26
2073.7
2116.2
2136.9
2227.3
2138.58
1
52
05
37
261.4
267.9
275.5
01
36
6
412.7
303.8
95
78
180.8
311.5
264.668
78
55
5
51
35
263.306
2193.5
2193.5
2248.0
2286.1
2230.34
249.42
5
86
86
45
66
575
501.0
482.50
414.701
1737.2
1712.1
1703.4
1877.7
1757.64
18
2
3
25
74
6
27
65
424.7
399.7
446.55
381.753
2531.2
2489.8
2529.0
2766.4
2579.15
55
76
25
9
8
29
4
51
89
225
477.0
455.2
436.7
363.78
1664.2
1793.8
1887.5
2012.7
1839.60
56
73
57
2
433.217
5
61
3
84
625
313.6
397.5
434.5
360.51
376.580
2559.5
2595.4
2693.5
2838.3
2671.73
81
47
78
5
3
47
9
15
75
175
02
02
07
298.4
253.7
251.5
32
76
98
201.4
473.7
96
89
255.9
72
Gutierre z
a
sinqa_1
sin
sinqa_1
Gutierre z Gutierre z
sin
sinqa_2
Gutierre z
a
sinqa_2
qi
siqi_1
Gutierre z Gutierre z
si
siqi_1
si
siqi_3
Gutierre z Gutierre z
qi
siqi_3
Gutierre z
lla
t_aqlla_1
t_aq
t_aqlla_1
Gutierre z Gutierre z
lla
t_aqlla_2
Gutierre z
t_aq
t_aqlla_2
quy
t_uquy_1
Gutierre z Gutierre z
tu
t_uquy_1
quy
t_uquy_2
Gutierre z Gutierre z
tu
t_uquy_2
Gutierre z
a
taki_1
i
taki_1
Gutierre z Gutierre z
a
taki_2
Gutierre z
i
taki_2
tak
taklla_1
Gutierre z Gutierre z
lla
taklla_1
tak
taklla_2
Gutierre z Gutierre z
lla
taklla_2
394.2
521.7
568.5
619.73
526.068
1637.0
1525.9
1505.2
1540.0
1552.06
79
12
46
7
5
21
26
32
85
6
263.5
467.2
518.4
652.41
475.422
1733.9
1705.6
1780.7
2085.7
1826.53
79
54
44
2
3
57
39
91
59
65
312.5
414.9
483.5
556.56
441.930
1610.8
1625.0
1676.2
1831.9
1686.03
92
73
91
5
3
81
4
31
82
35
544.5
673.1
658.9
785.29
665.482
1606.5
1572.7
1535.7
1531.3
1561.59
85
06
47
1
3
24
6
28
72
6
290.8
382.2
409.5
401.90
371.134
2130.4
2143.4
2143.4
2150.0
2141.85
08
98
28
3
3
15
85
85
2
267.9
443.2
494.4
414.97
1616.3
1823.2
1904.9
36
92
83
3
405.171
27
69
57
2071.6
825
341.9
430.2
452.0
324.57
387.199
1809.1
1889.7
1941.9
2098.8
1934.90
99
22
05
2
5
1
08
88
29
875
343.0
371.4
374.6
277.73
341.726
2058.5
2069.4
2107.5
2098.8
2083.58
8
88
07
74
8
595.7
581.6
572.9
553.29
75
16
03
8
665.4
685.0
694.8
496.66
82
87
9
1
635.53
443.2
533.6
526.0
775.48
569.635
575.898
125 1854.03
29
21
42
29
025
1596.7
1599.9
1523.7
1458.3
1544.71
22
89
47
97
375
1475.8
1487.8
1485.6
1530.2
1494.88
24
05
27
83
475
1810.1
1690.3
1517.2
1507.4
1631.30
92
93
69
8
5
99
9
12
1
275
694.8
691.6
694.8
623.00
676.101
1450.7
1510.6
1457.3
1516.1
1483.72
9
22
9
5
8
73
77
08
23
025
347.4
376.8
394.2
368.13
371.678
959.55
1022.7
1096.7
1446.4
1131.37
45
52
79
9
8
8
3
93
16
425
538.0
518.4
535.8
399.72
498.022
1072.8
1090.2
997.67
845.19
1001.49
5
44
71
5
5
32
58
9
5
1
320.2
380.1
409.5
399.72
377.397
833.21
1055.4
1341.8
1050.23
16
2
28
5
3
4
970.45
05
56
125
484.6
494.4
487.9
444.38
1020.5
1023.8
1063.0
889.85
999.312
8
83
48
1
477.873
51
19
29
1
5
522.8
624.0
613.2
414.97
543.767
1645.7
1544.4
1570.5
1787.3
1637.02
01
94
02
3
5
34
42
82
26
1
384.4
385.5
309.3
418.24
2617.2
2317.7
2260.0
2273.0
2367.03
77
66
24
1
73
52
26
96
675
428.0
584.8
583.7
325.66
1656.6
1557.5
1574.9
1815.6
1651.18
43
84
95
2
254.8
254.8
253.7
272.29
66
66
76
2
554.3
593.5
87
97
563.1
578.3
620.8
49
374.402 480.596
26
12
38
45
025
2000.8
2103.1
2188.1
2001.8
2073.50
258.95
04
85
41
93
575
499.92
552.753
1567.3
1608.7
1660.9
1683.8
1630.21
9
3
14
03
83
55
375
623.0
565.27
596.864
1700.1
1608.7
1623.9
1485.6
1604.61
26
05
9
8
93
03
51
27
85
519.5
533.6
512.9
358.33
481.140
1610.8
1666.4
1730.6
1820.0
1707.00
34
93
99
7
8
81
29
9
01
025
581.6
597.9
547.8
632.80
590.057
1659.8
1529.1
1518.3
1592.3
1574.93
16
54
52
7
3
94
93
02
65
85
73
Gutierre z
ta
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Gutierre z Gutierre z
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Gutierre z Gutierre z
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Gutierre z Gutierre z
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Gutierre z
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kuy
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Gutierre z Gutierre z
un
unkuy_3
Gutierre z
609.9
660.0
672.0
581.61
1573.8
1535.7
1573.8
1658.8
1585.55
35
36
17
6
630.901
49
28
49
04
75
501.0
351.8
330.0
226.54
352.346
2025.8
2143.4
2270.9
2154.3
2148.65
18
02
18
7
3
54
85
17
76
8
545.6
648.0
651.3
555.47
600.132
1592.3
1606.5
1568.4
1650.0
1604.34
74
56
23
6
3
65
24
03
91
575
288.6
340.9
339.8
316.94
321.577
2001.8
2119.5
2128.2
2218.6
2117.07
3
1
21
8
3
93
23
36
37
225
336.5
363.7
312.5
307.14
330.018
933.41
925.79
881.13
1042.3
945.671
53
82
92
6
3
8
4
8
35
25
194.9
218.9
277.7
265.75
239.344
1281.9
1344.0
1420.2
1628.3
1418.64
61
23
38
7
8
52
35
76
08
275
315.8
352.8
358.3
345.26
343.088
1307.0
1300.4
1174.1
1027.0
1202.17
59
91
37
7
5
03
68
24
86
025
233.0
273.3
294.0
284.27
908.36
909.45
926.88
1277.5
1005.57
82
81
76
3
271.203
7
6
3
95
525
323.4
335.4
336.5
318.03
328.384
772.22
727.56
702.51
2502.9
1176.30
83
64
53
7
3
1
5
4
1
25
231.9
308.2
347.4
336.55
306.056
1041.2
1008.5
1047.7
1268.8
93
35
45
3
5
46
71
81
82
1091.62
376.8
363.7
355.0
313.68
817.96
776.57
735.18
872.42
800.539
8
9
52
82
69
1
352.346
425.8
376.8
375.7
365.96
386.110
52
63
1
3
773.31
7
335.464
1096.7
3
93
899.65
893.663
6
4
5
482.5
384.47
01
4
02
7
462.08
918.17
4
597.9
428.0
430.2
401.90
464.530
961.73
909.45
1296.1
1040.97
54
43
22
3
5
6
6
996.59
11
325
482.5
496.6
411.7
334.37
827.76
792.91
779.84
815.78
un
unquy_0
quy
unquy_0
un
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quy
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ur
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qu
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qu
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a
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Gutierre z
844.10
458.5
Gutierre z
725
912.72
522.8
Gutierre z
1268.33
27
340.91
Gutierre z
1485.6
11
91
Gutierre z
1296.1
18
352.8
56
Gutierre z
1194.8
346.3 301.7
Gutierre z
75
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Gutierre z
8
kuy
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734.1
65
Gutierre z
25 764.868
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Gutierre z
4 814.69
737.36
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Gutierre z
6
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usqhay_2
02
61
06
5
431.311
8
5
5
8
804.079
437.8
397.5
429.1
369.22
408.438
829.94
901.83
1045.6
1460.5
1059.48
46
47
33
8
5
7
2
02
76
925
527.1
533.6
565.2
478.14
526.068
874.60
920.34
1010.7
1203.5
1002.30
58
93
79
5
8
3
8
49
32
8
399.7
399.7
414.9
420.41
408.710
817.96
829.94
854.99
832.125
25
25
73
9
5
825.59
6
7
8
25
474.8
504.2
520.6
425.86
481.412
933.41
939.95
993.32
1052.1
979.707
78
85
23
5
8
8
3
2
37
5
381.2
409.5
398.6
495.57
421.236
858.26
846.28
836.48
889.85
857.720
09
28
36
2
3
5
4
2
1
5
391.0
376.8
365.9
357.24
848.46
935.59
12
52
61
7
372.768
3
6
983.52
09
970.722
331.1
411.7
486.8
462.89
423.142
1650.0
1681.6
1644.6
1806.9
1695.83
07
06
59
7
3
91
77
45
31
6
388.8
379.0
392.1
335.46
373.857
1014.0
1052.1
1138.1
1321.1
1131.37
33
31
01
4
3
16
37
82
62
425
1115.3
74
Gutierre z
a
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Gutierre z Gutierre z
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Gutierre z Gutierre z
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Gutierre z Gutierre z
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Gutierre z Gutierre z
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Valenzu ela Valenzu ela
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Valenzu ela
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Valenzu ela Valenzu ela
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Valenzu ela
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kiru_1
ki
kiru_2
Valenzu ela Valenzu ela
ru
kiru_2
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Valenzu ela Valenzu ela
399.7
421.5
398.63
365.416
1611.9
1677.3
1678.4
1870.1
1709.45
96
25
08
6
3
7
2
09
03
05
542.4
573.9
565.2
359.42
510.275
997.67
1218.7
1422.4
1538.9
1294.47
06
92
79
6
8
9
8
55
96
75
552.2
543.4
496.6
351.80
486.041
1086.9
1218.7
1346.2
1532.4
1296.11
13
09
95
61
2
8
91
8
408.4
379.0
413.8
372.49
393.462
2070.5
2055.2
38
31
84
6
3
1
62
355.0
398.6
422.5
386.65
390.739
1855.9
69
36
98
5
5
44
504.2
502.1
484.6
464.530
85
07
8
367.05
393.1
446.5
445.4
9
59
7
593.5
583.7
553.2
lla
kulla_1
61
125
2089.0
2061.52
2031.3
26
45
1871.1
1804.7
1939.8
1867.92
92
53
1
475
987.87
1159.9
1267.7
1400.6
1204.07
5
6
65
93
71
625
389.92
418.785
1605.4
1649.0
1804.7
1921.2
1745.12
3
5
35
02
53
94
1
637.16
591.963
1242.7
1313.5
1361.4
1437.7
1338.86
97
95
98
4
5
42
38
61
03
1
431.3
463.9
468.3
428.04
447.920
1588.0
1622.8
1730.6
1853.7
1698.83
11
86
43
3
8
08
62
9
66
15
1208.9
1281.9
1344.0
1460.5
1323.88
78
52
35
76
525
1902.7
1867.9
2045.4
2091.2
1976.84
611.0
Gutierre z
241.7
573.9
495.57
24
603.4
92
2
414.9
371.4
383.3
312.59
73
07
88
2
455.2
445.4
440.0
410.61
73
7
24
7
360.5
381.2
389.9
313.68
15
09
23
1
426.9
429.1
424.7
418.24
54
33
76
1
246.0
255.0
268.9
86
17
09
533.8
582.4
673.7
570.997
78
25
59
05
175
1554.2
1675.1
1792.7
1829.8
1712.99
44
42
72
04
05
1944.1
1921.2
2000.8
2162.0
2007.06
67
94
04
01
65
1422.4
1544.4
1649.0
1654.4
1567.58
424.776
55
42
02
48
675
246.08
254.024
2581.9
2563.0
2463.8
2507.5
2529.08
6
5
23
69
41
02
375
510.03
575.028
1842.6
1752.3
1705.7
1565.8
1716.65
370.59 437.846 361.332
49
71
61
4
8
71
73
36
24
1
210.3
272.8
253.0
238.14
243.605
2591.8
2558.1
2556.1
2545.2
2562.82
64
78
32
8
5
46
08
24
08
15
707.4
777.9
790.8
783.90
765.050
1830.7
1731.5
1699.7
1676.9
1734.76
98
51
5
4
8
64
36
82
6
05
175.6
281.8
304.6
282.80
261.218
1823.8
2506.5
2423.1
1910.1
2165.90
8
34
09
31
1
290.7
292.7
280.8
198.45
18
09
57
47
775
1015.1
845.42
794.81
840.46
873.954
39
24
16
7
265.684
07
6
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5
25
197.4
283.7
290.7
65
93
39
309.59
270.397
2380.4
2447.9
2474.7
2352.7
2413.97
3
5
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65
56
05
283.7
272.8
875
268.9
221.27
261.714
1044.8
827.56
739.25
713.45
93
78
09
9
8
75
5
2
2
237.1
285.7
295.7
289.74
277.095
778.94
759.09
784.89
946.63
56
78
01
7
5
3
7
7
9
817.394
629.1
701.5
752.1
667.80
687.652
1695.8
1562.8
1536.0
1333.6
1532.08
08
45
51
7
8
13
47
56
3
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831.286
75
Valenzu ela
ku
kulla_2
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Valenzu ela Valenzu ela
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Valenzu ela
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kurku_1
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Valenzu ela Valenzu ela
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Valenzu ela Valenzu ela
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Valenzu ela
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Valenzu ela Valenzu ela
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Valenzu ela
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Valenzu ela Valenzu ela
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Valenzu ela Valenzu ela
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Valenzu ela
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Valenzu ela Valenzu ela
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piki_2
Valenzu ela Valenzu ela
kuy
pukuy_1
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pukuy_1
Valenzu ela Valenzu ela
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pukuy_2
214.3
277.8
290.7
291.73
268.660
814.66
833.51
891.07
1095.4
908.684
33
4
39
1
8
5
9
1
82
25
680.7
669.7
826.5
818.63
748.926
1505.2
1513.2
1582.6
1640.2
1560.36
07
92
73
4
5
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33
93
45
65
335.3
320.5
361.1
414.77
357.966
931.75
858.32
853.36
1130.2
92
08
91
5
5
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6
4
11
943.414
361.1
324.4
324.4
329.43
334.895
753.14
695.59
750.16
969.46
792.090
91
77
77
8
8
4
1
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1
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336.3
339.3
335.39
336.384
786.88
770.01
791.84
976.40
831.285
84
61
334.4
2
3
1
2
3
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75
310.5
324.4
332.4
315.54
320.755
1069.6
1068.6
1153.0
1337.5
1157.25
85
77
15
6
8
82
9
34
99
125
293.7
282.8
293.7
281.80
288.010
877.17
836.49
921.83
1114.3
937.460
16
01
16
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5
9
5
2
35
25
297.6
301.6
312.5
237.15
955.56
887.10
932.74
1162.9
984.593
287.266
85
54
69
6
473.3
619.1
692.6
427.67
19
85
14
4
229.2
263.9
287.7
266.92
18
48
62
4
261.963
216.3
269.9
279.8
258.98
256.257
553.198
9
2
7
57
75
1604.5
1482.4
1449.7
1379.2
1478.99
23
72
27
75
925
919.84
866.26
897.02
1081.5
941.181
7
4
5
9
5
2034.1
2436.0
2538.2
2391.90
18
01
24
6
3
82
57
2559.1
62
025
253.0
282.8
287.7
279.82
275.854
900.99
926.79
939.69
1086.5
963.507
32
01
62
4
8
4
3
3
51
75
149.8
211.3
213.3
153.80
1803.9
2274.3
2439.0
2439.0
2239.08
35
56
41
4
72
15
34
34
875
496.1
519.9
524.9
360.19
829.54
890.07
833.51
746.19
824.836
42
57
18
9
475.304
9
9
9
8
25
562.6
696.5
702.5
733.29
673.760
1037.9
1160.9
1227.4
1239.3
1166.42
25
83
37
8
8
29
72
55
63
975
548.7
533.8
538.8
320.50
980.37
944.65
918.85
862.29
926.545
8
182.084
485.475
7
4
5
5
25
730.569
1032.9
1286.9
1339.5
1113.3
1193.22
3
68
92
83
43
15
2484.6
2541.2
2522.3
2506.5
2513.70
79
39
86
09
325
2072.8
2381.4
2416.2
2355.6
2306.56
33
49
1
621.1
752.1
767.0
7
51
36
781.92
217.3
282.8
279.8
296.69
1
01
24
3
269.157
261.9
291.7
293.7
304.63
288.010
1
63
31
16
190.5
210.3
211.3
3
81
82
11
82
4
212.844
2490.6
2502.5
2564.0
2474.7
2507.99
19
64
56
239.14
8
33
4
62
56
775
295.7
294.7
01
08
283.7
275.85
287.514
2113.5
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1024.0
1086.5
1288.9
1090.76
93
01
16
9
3
8
37
51
77
825
264.9
357.2
344.3
258.98
306.367
1284.0
1138.1
1021.0
749.17
1048.09
4
22
23
6
8
15
5
6
4
975
327.4
359.2
398.8
219.29
326.213
748.18
785.88
54
07
98
5
5
2
9
769.02
5
782.664
392.9
343.3
299.6
231.20
316.786
821.61
779.93
633.07
639.03
718.413
827.56
44
3
7
2
5
1
5
7
1
5
281.8
336.3
307.6
186.54
278.087
741.23
779.93
787.87
675.74
746.197
09
84
08
9
5
6
5
3
5
25
339.3
338.3
310.58
324.228
835.50
771.00
675.74
736.27
61
69
308.6
5
8
3
5
5
5
482.2
513.0
518.9
490.436
881.14
879.16
850.38
827.56
754.632
5
11
65
447.52
5
8
4
7
5
859.566
350.2
397.9
443.5
439.58
407.828
887.10
930.76
982.36
1250.2
1012.62
76
06
51
2
8
2
2
1
78
575
479.2
499.1
504.0
453.47
483.986
952.59
982.36
935.72
857.33
932.002
73
19
8
4
5
3
1
4
3
342.3
419.7
411.7
400.88
393.688
941.67
945.64
1014.1
38
36
98
3
8
7
7
14
1298.9
45
296.6
505.0
525.9
569.57
914.88
972.43
1043.8
1019.0
987.570
93
73
11
1
6
8
83
76
75
556.6
508.0
510.0
510.03
954.57
1154.0
980.872
474.312
898.01
75 1050.08
71
49
34
4
521.197
7
916.87
7
26
5
250.0
478.2
496.1
503.08
431.891
1075.6
1055.7
1054.7
1200.6
1096.72
56
81
42
8
8
36
9
98
64
2
495.1
496.1
505.0
445.53
485.475
944.65
940.68
944.65
959.53
5
42
73
6
3
4
5
4
9
947.383
506.0
483.2
466.3
441.56
474.311
1578.7
1659.0
1785.1
1976.6
1749.89
65
42
73
6
5
24
99
19
3
3
440.5
454.4
418.7
300.66
403.611
1107.3
1127.2
1168.9
1246.3
1162.46
74
66
44
2
5
89
35
11
09
1
357.2
423.7
389.9
253.03
355.981
944.65
1020.0
1175.8
1031.72
22
05
68
2
8
4
986.33
68
57
725
388.9
406.8
438.5
448.51
420.728
1437.8
1556.8
1641.2
1929.9
1641.48
75
36
9
2
3
19
94
38
92
575
476.2
561.6
653.9
492.17
546.004
1695.8
1634.2
1646.1
1809.9
1696.55
96
33
15
3
3
13
92
99
26
75
700.5
687.6
571.5
227.23
546.748
1181.8
1249.2
1232.4
1242.3
1226.46
52
53
56
3
5
1
86
17
4
325
80
Valenzu ela
kay
wakay_2
wa
wakay_2
Valenzu ela Valenzu qay
ela
waqay_1
Valenzu ela
wa
waqay_1
qay
waqay_2
Valenzu ela Valenzu ela
wa
waqay_2
qi
wiqi_1
Valenzu ela Valenzu wi
ela
wiqi_1
Valenzu ela
qi
wiqi_2
wi
wiqi_2
Valenzu ela
425.6
556.6
566.5
442.55
497.878
1691.8
1619.4
1732.5
2069.9
1778.42
9
71
94
9
5
44
07
28
04
075
673.7
674.7
351.26
588.920
1241.3
1284.0
1292.9
1226.4
1261.19
61
53
655.9
9
8
47
15
46
63
275
625.1
637.0
637.0
561.63
1520.1
1530.1
1584.6
1759.3
1598.56
39
46
46
3
673.7
694.5
694.5
491.18
61
99
99
1
600.3
614.2
584.4
32
24
55
564.6
684.6
1
615.216
79
02
78
19
95
1210.5
1238.3
1256.2
1241.3
1236.63
638.535
86
7
32
47
375
527.89
581.726
1590.6
1586.6
1632.3
1911.1
1680.18
5
5
31
62
07
39
475
713.4
569.57
633.077
1088.5
1194.7
1248.2
1350.4
1220.50
76
52
1
3
36
1
93
98
925
427.6
411.7
423.7
444.54
1847.6
1935.9
2015.3
1842.6
1910.39
74
98
05
3
426.93
33
46
29
71
475
514.0
510.0
492.1
415.76
482.994
1538.0
1669.0
1738.4
1630.3
1643.96
03
34
73
7
3
4
22
82
23
675
271.8
314.5
403.8
255.01
311.329
2167.1
2100.6
2220.7
2019.2
2126.96
86
54
6
7
3
48
65
32
98
075
418.7
431.6
438.5
307.60
399.146
1934.9
1973.6
1951.8
1680.9
1885.33
44
44
9
8
5
54
53
23
29
975
d. Quechua monolingual (QML) Spea
Vo
ker
wel
AVERA Context
Ord onez
a
killa_1
Ord onez
i
killa_1
Sam ata
a
killa_1
Sam ata
i
killa_1
i
killa_2
Sam ata Ord onez
a
killa_2_
Ord onez
i
killa_2_
i
kiru_1
Ord onez Ord onez
u
kiru_1
Ord onez
i
kiru_2
i
kiru_2
Sam ata
F1-1
F1-2
F1-3
516.
597.
738.
F1-4
GE F1
845.
674.475 25
754
068
673
406
331.
346.
328.
221.
822
616
651
919
581.
608.
577.
366.
AVERA F2-1
F2-2
F2-3
F2-4
1888
1725
1668
1664
GE F2
.425
.684
.619
.392
1736.78
2000
2045
2112
1956
2028.70
307.252
.441
.882
.457
.057
925
533.605
1894
1854
1826
1736
1827.84
839
103
799
68
25
.007
.612
.328
.426
325
235.
248.
237.
196.
229.553
2369
2331
2345
2316
2340.74
362
494
382
977
75
.782
.397
.539
.245
075
247.
297.
284.
210.
260.110
2414
2374
2376
2355
2380.38
484
991
859
109
75
.228
.833
.853
.64
85
735.
773.
769.
1140
854.652
1851
1727
1636
1703
1729.91
503
546
319
.241
25
.438
.798
.917
.492
125
267.
327.
342.
288.
306.459
2113
2189
2233
2303
2210.20
36
595
389
495
75
.514
.601
.984
.73
725
326.
344.
352.
363.
346.880
2129
2161
2045
1687
2005.98
538
503
957
524
5
.365
.068
.882
.641
9
360.
400.
395.
375.
382.810
1192
960.
777.
797.
932.059
354
511
227
149
25
.022
592
773
852
75
307.
323.
329.
348.
327.330
2108
2083
2072
1802
2016.82
516
368
708
73
5
.23
.925
.301
.828
1
232.
293.
288.
422.
309.354
2373
2427
2537
2235
2393.52
332
95
899
237
5
.823
.36
.465
.434
05
81
Sam ata
u
kiru_2
i
kiru_3
Ord onez Ord onez
u
kiru_3
Sam ata
i
kiru_3
u
kiru_3
Sam ata Sam ata
i
kiru_IC
u
kiru_IC
Sam ata Ord onez
a
kulla_1
Ord onez
u
kulla_1
a
kulla_1
Sam ata Sam ata
u
kulla_1
Sam ata
a
kulla_2
u
kulla_2
Sam ata Ord onez
a
kullachi_2
u
kullachi_2
Ord onez Ord onez
a
kullachi_3
Ord onez
u
kullachi_3
a
kullachi_4
Ord onez Ord onez
u
kullachi_4
Ord onez
a
kullachiy_1
u
kullachiy_1
Ord onez Ord onez
kur
kurku_0
ku
kurku_0
Ord onez Ord onez
kur
kurku_1
340.
297.
284.
241.
291.172
975.
804.
772.
820.
843.212
416
991
859
423
25
793
069
755
232
25
317.
345.
367.
367.
349.522
1680
1520
1455
1555.01
027
56
751
751
25
.244
1564
.673
.154
775
354.
365.
385.
385.
788.
820.
870.
872.
838.008
014
638
716
716
372.771
341
043
768
881
25
219.
254.
286.
374.
283.848
2341
2390
2440
2440
2403.36
2
555
879
761
75
.498
.995
.492
.492
925
389.
371.
347.
176.
321.476
861.
901.
917.
852.
883.112
913
731
487
774
25
647
042
205
556
5
230.
268.
276.
377.
288.394
2359
2439
2481
2408
2422.30
311
697
778
791
25
.681
.482
.907
.167
925
396.
400.
395.
367.
390.165
1203
1006
990.
1118
1079.58
984
014
974
69
5
.074
.097
945
.222
45
574.
671.
674.
657.
644.357
1683
1633
1598
1560
1619.21
876
041
211
303
75
.414
.746
.873
.83
575
354.
386.
394.
386.
380.432
832.
790.
786.
1121
882.656
014
773
17
773
5
725
454
227
.219
25
582.
620.
650.
621.
618.708
1854
1733
1710
1664
1740.71
849
224
528
234
75
.612
.396
.162
.706
9
244.
318.
320.
290.
898.
926.
934.
873.
908.113
453
193
214
92
293.445
012
296
377
769
5
667.
711.
733.
1022
783.614
1837
1824
1801
1647
1777.58
701
137
36
.259
25
.44
.308
.075
.534
925
267.
310.
303.
248.
282.333
834.
886.
831.
758.
827.807
686
112
041
494
25
373
901
343
613
5
461.
493.
551.
438.
486.372
1790
1978
1935
2208
1978.24
803
506
627
554
5
.146
.249
.979
.622
9
394.
406.
414.
410.
958.
927.
872.
1192
987.803
17
851
249
022
406.323
479
833
881
.022
75
593.
711.
729.
560.
648.584
1644
1707
1722
1937
1752.89
081
897
198
162
415.
425.
432.
5
.314
.719
.514
.036
575
416.098
955.
915.
923.
1298
1023.20
306
873
214
391
25
308
152
606
.754
5
493.
608.
506
692
646.
425.
543.701
1967
1633
1778
1971
1837.96
735
873
5
.682
.746
.522
.909
425.
454.
475
434.
373.
421.910
845.
876.
842.
1059
873
406
327
035
25
406
052
235
.927
905.905
435.
497.
506.
382.
455.462
1873
1853
1676
1925
1832.15
384
733
187
546
5
.63
.552
.017
.411
25
319.
371.
381.
366.
359.825
703.
820.
933.
1069
881.599
141
978
489
695
75
8
043
116
.438
25
363.
430.
443.
443.
843.
874.
945.
1045
927.304
524
1
838
838
420.325
292
995
798
.133
5
374.
387.
416.
419.
399.454
798.
830.
873.
888.
848.047
092
83
362
533
25
908
611
938
733
5
317.
398.
411.
429.
388.886
879.
915.
980.
1063
959.535
027
397
078
043
25
222
152
671
.098
75
82
Ord onez
ku
kurku_1
kur
kurku_1
Sam ata Sam ata
ku
kurku_1
Ord onez
kur
kurku_2
ku
kurku_2
Ord onez Sam ata
ku
kurku_2
kur
kurku_2
Sam ata Ord onez
kur
kurku_3
Ord onez
ku
kurku_3
kur
kurku_4
Ord onez
ku
kurku_4
Ord onez
kur
kurku_imataq_k_aspi
ku
kurku_imataq_k_aspi
Ord onez Ord onez
u
kusa_1
a
kusa_1
Sam ata Sam ata
u
kusa_1
Sam ata
a
kusa_2
u
kusa_2
Sam ata Ord onez
a
kusa_2_
Sam ata
a
kusa_3
u
kusa_3
Sam ata Sam ata
a
kusa_4
u
kusa_4
Sam ata Sam ata
334.
394.
265.
327.594
683.
807.
832.
807.
782.792
97
992
17
246
5
722
362
725
362
75
265.
387.
415.
354.
355.820
800.
857.
950.
1030
909.628
666
893
166
558
75
029
607
539
.34
75
276.
336.
293.
236.
717.
689.
673.
828.
197
924
762
313
727.299
833.
934.
994.
1168
982.783
383.603
781
173
408
.773
75
290.
305.402
777.
786.
829.
820.
803.399
608
5
773
227
554
043
25
283.
112.
244.705
745.
738.
790.
873.
787.149
082
849
125
75
481
41
938
769
5
334.
382.
376.
355.
362.386
774.
760.
860.
975.
842.959
355
842
781
568
5
775
633
637
793
5
369.
463.
478.
456.
442.252
816.
988.
1056
1096
778
376
95
372
345.
388.
403.
396.
56
887
681
284
329.
303.
298.
708
289
005
275.
307.
767
a
kusa_5
285.869
865
916
711
519
75
873
068
.757
.914
989.653
356.
363.
447.
435.
400.510
817.
818.
873.
880.
847.783
127
524
008
384
75
93
987
938
279
5
385.
Ord onez
315.
419.
430.
406.587
883.
868.
954.
1097
951.081
716
391
533
1
25
449
654
252
.971
5
310.
378.
402.
374.
366.430
741.
766.
769.
810.
687
319
624
092
5
843
149
319
533
771.961
350.
388.
394.
360.
373.563
882.
907.
944.
887.
905.640
843
887
17
354
5
392
754
741
676
75
333.
358.
376.
424.
373.299
729.
695.
738.
896.
764.827
935
241
206
816
5
162
346
673
13
75
365.
343.
358.
285.
338.162
687.
764.
785.
1184
855.444
638
446
241
324
25
949
035
17
.625
75
626.
646.
663.
695.
658.104
1537
1477
1482
1532
285
488
66
985
5
.429
.831
.882
.378
1507.63
297.
347.
379.
332.
339.406
959.
776.
816.
1058
902.810
991
487
812
335
25
63
796
191
.624
25
746.
683.
719.
774.
731.086
1590
1585
1557
1604
1584.65
491
863
218
775
75
.966
.916
.632
.098
3
299.
328.
369.
405.
350.517
801.
782.
836.
1061
870.485
001
295
71
065
75
039
856
394
.654
75
314.
356.
379.
378.
697.
793.
898.
1206
899.036
914
127
376
319
602.
670.
701.
674.
042
731
035
772
302.
370.
420.
031
72
217
683.
647.
863
357.184
46
625
244
.817
5
1512
1478
1667
1580
1559.90
662.145
.176
.841
.737
.865
475
335.
357.083
968.
891.
921.
1208
997.510
366
5
722
951
245
.124
5
674.
733.
684.873
1705
1630
1623
1580
1634.90
498
772
36
25
.112
.362
.291
.865
75
306.
385.
435.
393.
380.316
933.
885.
945.
1012
072
872
369
954
75
367
89
489
.158
944.226
591.
624.
635.
614.
1569
1598
1646
1533
1586.92
94
265
376
163
.753
.037
.524
.388
55
616.436
83
Sam ata
u
kusa_5
u
kusa_6
Sam ata Ord onez
ku
kuti_1
Sam ata
i
kuti_1
ku
kuti_1
Sam ata Ord onez
ku
kuti_2
ti
kuti_2
Ord onez Sam ata
i
kuti_2
Sam ata
ku
kuti_2
ku
kuti_3
Ord onez Ord onez
ti
kuti_3
Sam ata
i
kuti_3
ku
kuti_3
Sam ata Ord onez
i
kuti_4
ku
kuti_4
Ord onez Ord onez
a
opa_1
Ord onez
o
opa_1
a
opa_2
Ord onez Ord onez
o
opa_2
Ord onez
pi
piki_1
ki
piki_1
Ord onez Sam ata
ki
piki_1
pi
piki_1
Sam ata Sam ata
ki
piki_2
319.
346.
352.
294.
328.294
836.
782.
858.
1105
895.739
203
477
538
96
5
394
856
617
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25
296.
360.
396.
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748.
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828.312
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619
984
437
349.255
938
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512
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333.
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341.
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350.843
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946.
1020
1110
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333
262
25
811
854
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996.786
289.
295.
288.
227.
275.514
2333
2396
2448
2602
2445.03
909
97
899
281
75
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75
233.
363.
373.
347.
329.557
923.
892.
956.
2046
1204.84
342
649
751
487
25
266
961
6
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125
397.
425.
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450.
437.761
1006
944.
994.
1074
1004.97
341
873
654
179
75
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741
408
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6
298.
359.
354.
367.
344.766
1987
2041
2062
2099
2047.99
005
297
014
751
75
.76
.655
.79
.776
525
390.
365.
331.
336.
356.073
2185
2374
2441
2402
2351.09
923
67
325
376
5
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.107
475
377.
378.
391.
401.
387.387
936.
904.
969.
1334
1036.14
791
801
933
025
5
397
073
732
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825
401.
487.
460.
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936.
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1025.58
568
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746
349
287
911
671
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3
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294.
282.
237.
2106
2228
2316
2424
2268.85
450.707
389
835
154
77
289.287
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75
336.
347.
324.
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277.787
2321
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487
254
034
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294.
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731
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5
124
387
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25
342.
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367.
252.
1928
2022
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1997.00
389
943
751
565
338.162
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366.
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449.
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423.495
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306
122
86
75
406
819
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925
533.
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604.993
916.
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1155.29
25
95
662
33
962
019
458.
451.
426.
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208
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789.
786.
766.
729.
633
235
93
922
426.93
398
227
149
162
767.734
541.
609.
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06
749
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671.833
914.
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25
095
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488.
517.
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35
317.
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845.
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222
811
527
027
75
406
541
143
489
75
309.
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310.
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300.911
2092
2155
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2244
2174.54
63
481
687
849
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175
284.
341.
321.
235.
2008
2376
2283
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2257.76
268
333
254
657
295.628
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15
235.
256.
239.
193.
231.321
2283
2397
2498
2561
2435.18
362
575
403
946
5
.92
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.07
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85
251.
319.
323.
297.
297.990
2424
2415
2405
2459
2426.09
524
203
244
991
5
.33
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725
202.
254.
282.
267.
251.776
2319
2350
2406
2452
2382.15
027
555
838
686
5
.275
.59
.147
.613
625
84
Sam ata
pi
piki_2
pi
piki_2_
Ord onez Ord onez
ki
piki_2_
Ord onez
pi
piki_in_context_
ki
piki_in_context_
Ord onez Ord onez
pu
pukuy_1
kuy
pukuy_1
Ord onez Sam ata
kuy
pukuy_1
Sam ata
pu
pukuy_1
pu
pukuy_2
Ord onez Ord onez
kuy
pukuy_2
Ord onez
pu
pukuy_pukuycha
kuy
pukuy_pukuycha
Ord onez Ord onez
pu
pukuy_pukuycha
kuy
pukuy_pukuycha
Ord onez Sam ata
pu
pukuycha_1
Ord onez
pu
puquy_1
quy
puquy_1
Ord onez Sam ata
quy
puquy_1
Sam ata
pu
puquy_1
quy
puquy_2
Sam ata Sam ata
pu
puquy_2
pu
puquy_2_
Ord onez Ord onez
quy
puquy_2_
287.
314.
307.
214.
280.818
2277
2297
2336
2423
2333.66
889
153
082
149
25
.86
.052
.448
.319
975
302.
360.
331.
253.
312.007
1981
2120
2189
2145
2109.28
233
354
822
622
75
.419
.911
.601
.217
7
236.
305.
287.
218.
2490
2155
2192
2034
2218.39
714
403
438
749
262.076
.776
.784
.771
.257
7
329.
314.
310.
296.
313.064
1962
2001
2039
1981
1996.21
708
914
687
949
5
.398
.498
.541
.419
4
263.
240.
246.
236.
2009
2013
2074
1877
1993.83
133
941
224
714
246.753
.952
.122
.414
.857
625
363.
362.
367.
349.
360.882
896.
794.
796.
643.
782.792
524
468
751
787
5
13
681
795
565
75
341.
395.
424.
400.
390.471
876.
865.
989.
1239
992.559
333
227
816
511
75
052
484
125
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25
173.
300.
318.
303.
273.747
905.
932.
976.
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011
193
041
25
083
357
803
637
918.72
326.
416.
408.
358.
377.286
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733.
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752.552
274
177
095
599
25
938
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36
914
5
355.
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400.
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387.301
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07
284
511
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5
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8
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787
5
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4
385.
396.
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384.131
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867.
823.
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861.785
716
284
341
184
25
038
598
214
292
5
344.
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568
5
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025
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322.311
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733
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738
5
329.
359.
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326.
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787
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5
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05
300.
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330.500
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943
211
75
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2
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307.
364.659
807.
791.
937.
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840.181 75
061
207
288
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5
1
948
407
272
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329
359
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5
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174
706.086
317.
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183
389
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345
302
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742
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75
373.
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486.
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796.998
751
531
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886
446.228
826
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282
116
25
434.
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439.346
829.
833.
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777.244
327
462
214
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75
554
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546
097
5
394.
398.
384.
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799.
871.
970.
1391
1008.41
17
397
66
935
5
965
825
103
.749
05
374.003
85
Ord onez
a
puskay_1
u
puskay_1
Ord onez Sam ata
a
puskay_1
Sam ata
u
puskay_1
a
puskay_2
Ord onez Ord onez
u
puskay_2
a
puskay_2
Sam ata Sam ata
u
puskay_2
Ord onez
q_u
q_upa_1
pa
q_upa_1
Ord onez Sam ata
u
q_upa_1
Ord onez
U
q_upa_2
A
q_upa_2
Sam ata Sam ata
u
q_upa_2
A
q_upari_IC
Ord onez Ord onez
U
q_upari_IC
Sam ata
U
q_upaykitas
qi
qilla_1
Ord onez Ord onez
lla
qilla_1
Sam ata
A
qilla_1
I
qilla_1
Sam ata Ord onez
I
qilla_2
A
qilla_2
Sam ata Sam ata
I
qilla_2
427.
525.
543.
500.
499.317
1743
1760
1783
1873
1790.41
987
208
173
903
75
.649
.557
.806
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05
406.
423.
430.
369.
891.
956.
1052
1179
1020.03
851
76
1
865
903
365
.53
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475
410.
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438.
2229
2184
2207
2278
407.644
116
612
704
4
444.208
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.87
2225.08
368.
435.
434.
426.
416.176
962.
1010
1075
1300
1087.16
7
369
359
278
5
661
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025
452.
554.
575.
549.
1614
1507
1523
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1607.85
292
797
933
514
.725
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6
313.
344.
342.
300.
996.
992.
976.
1198
1040.90
857
503
389
119
325.217
522
295
444
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6
410.
428.
449.
426.
428.550
2327
2261
2256
2293
2284.67
116
298
511
278
75
.356
.697
.647
.012
8
357.
372.
387.
361.
819.
843.
877.
1135
918.972
589
741
893
629
515.
546.
529.
515.
697
343
435
697
565.
619.
665.
365
26
757
178.
286.
338.
533.134
369.963
221
465
809
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25
817.
862.
846.
967.
873.673
526.793
93
314
462
989
75
723.
643.565
924.
1039
1159
1246
1092.68
879
25
662
.849
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.973
65
320.
281.070
790.
808.
806.
758.
790.937
794
879
396
214
75
938
11
09
613
75
553.
589.
583.
381.
527.057
844.
873.
883.
747.
837.215
741
67
33
489
5
349
938
449
127
75
608.
601.
766.
898.
718.460
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1079
1316
1540
103
032
694
012
25
975
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1232.62
363.
627.
594.
314.
824.
867.
964.
796.
863.414
649
295
971
153
272
708
681
998
75
408.
466.
449.
283.
776.
839.
865.
898.
844.877
965
03
122
211
401.832
716
065
484
244
25
497.
540.
544.
507.
522.302
1010
1147
1242
1437
1209.45 85
475.017
733
003
23
243
25
.26
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.19
307.
422.
373.
292.
349.002
886.
977.
834.
771.
082
237
751
94
5
901
813
373
745
867.708
396.
501.
469.
423.
1547
1716
1874
2051
1797.27
284
96
2
76
447.801
.092
.173
.687
.165
925
603.
644.
692.
752.
673.154
1753
1639
1558
1576
1631.89
408
622
176
411
25
.16
.03
.717
.682
725
535.
649.
741.
634.
640.174
2098
1994
1911
1820
1955.87
373
518
441
366
5
.055
.011
.18
.267
825
382.
383.
358.
279.
351.275
2234
2311
2356
2324
2306.64
842
852
599
808
25
.424
.194
.65
.326
85
400.
438.
404.
366.
402.624
1928
1922
2038
2072
1990.40
511
554
738
695
5
.582
.241
.484
.301
2
533.
571.
601.
550.
1935
1842
1765
1733
1819.25
353
738
032
525
.423
.49
.72
.396
725
384.
383.
350.
253.
2148
2256
2379
2404
2297.30
862
852
518
544
.562
.647
.884
.127
5
564.162 343.194
86
Ord onez
I
qilla_3
A
qilla_3
Ord onez Sam ata
a
qilla_irqikuna
Sam ata
I
qilla_irqikuna
I
qiru_1
Ord onez Sam ata
I
qiru_1
U
qiru_1
Sam ata Ord onez
I
qiru_2
Ord onez
U
qiru_2
I
qiru_2
Sam ata Sam ata
o
qiru_2
Ord onez
qi
qiru_3
ru
qiru_3
Ord onez Sam ata
I
qiru_3
U
qiru_3
Sam ata Sam ata
I
qiru_4
Sam ata
U
qiru_4
I
qiru_5
Sam ata Sam ata
U
qiru_5
Ord onez
A
qulla_1
U
qulla_1
Ord onez Sam ata
U
qulla_1
A
qulla_2
Ord onez Ord onez
U
qulla_2
404.
341.
378.
346.
367.751
1475
1544
1774
1942
1684.20
738
333
319
616
5
.233
.979
.295
.319
65
548.
623.
667.
610.
1180
1616
1510
1573
1470.21
457
487
87
806
.398
.838
.106
.511
325
557.
627.
605.
637.
1869
1835
1809
1909
1855.87
612.655
596
295
072
397
606.84
.764
.42
.156
.16
5
320.
450.
414.
308.
373.245
2128
2265
2254
2268
2229.37
214
521
156
092
75
.359
.738
.627
.768
3
426.
488.
456.
460.
458.104
1469
1710
1998
1760
1734.93
93
222
519
746
25
.949
.89
.328
.557
1
385.
456.
428.
444.
2109
2189
2338
2055
2173.31
872
582
298
46
.167
.978
.468
.629
05
410.
414.
412.
323.
1093
958.
959.
696.
116
156
136
244
.979
62
63
995
927.306
460.
437.
400.
393.
1653
2011
2152
1620
1859.36
428.803 389.913
746
497
511
114
422.967
.825
.009
.614
.009
425
402.
435.
454.
386.
419.796
1137
924.
869.
858.
947.382
624
384
406
773
75
.071
662
711
087
75
420.
457.
426.
434.
434.611
2050
2160
2231
2188
2157.90
217
592
278
359
5
.579
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.393
.968
6
373.
404.
391.
317.
371.730
1232
947.
930.
941.
1012.91
5
751
055
933
183
396.
501.
469.
423.
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509
336
448
525
1547
1716
1874
2051
1797.27
284
96
2
76
447.801
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.173
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925
395.
431.
469.
227
157
2
408.
426.137
1397
1083
877.
774.
965
25
.033
.176
108
423.
406.
603
1032.98
393.
378.
400.519
2063
2184
2208
2012
248
2117.24
075
954
801
5
.711
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.16
.194
8
330.
372.
371.
221.
324.001
1326
1234
1187
1197
1236.40
315
741
731
22
75
.31
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8
459.
492.
450.
489.
473.249
1886
2078
2160
1892
2004.87
612
947
521
917
25
.937
.863
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.997
025
423.
430.
341.
256.
362.891
979.
782.
712.
871.
836.646
248
318
426
575
75
833
856
147
749
25
474.
503.
470.
405.
463.400
1975
2077
2151
1843
2012.19
765
048
724
065
5
.829
.852
.592
.501
35
372.
373.
347.
273.
341.931
1058
853.
883.
768.
891.193
5
741
751
487
747
557.
587.
617.
910.
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566
87
715
75
1668
1636
1546
1819
1667.82
968
557
146
925
668.399
.619
.917
.036
.736
7
360.
399.
380.
354
454
433
341.
370.393
617.
708.
765.
954.
761.129
333
5
146
027
092
252
355.
410.
25
409.
319.
373.498
816.
810.
857.
990.
868.718
568
116
106
203
25
191
13
607
945
25
467.
562.
765.
1035
2028
1915
1827
1893
1916.42
087
195
092
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707.499
.974
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.133
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925
416.
385.
418.
420.
410.285
739.
724.
738.
798.
750.561
362
716
476
589
75
73
935
673
908
5
87
Sam ata
u
qulla_2
a
qulla_2
Sam ata Ord onez
A
qulla_3
Ord onez
U
qulla_3
u
qulla_3
Sam ata Sam ata
a
qulla_3
A
qulla_4
Sam ata Sam ata
U
qulla_4
Sam ata
A
qulla_5
U
qulla_5
Sam ata Sam ata
A
qulla_runakuna
Sam ata
U
qulla_runakuna
qu
qusa_1
Ord onez Sam ata
A
qusa_1
qu
qusa_1
Sam ata Sam ata
qu
qusa_2
Sam ata
a
qusa_2
qu
qusa_2_
Ord onez Ord onez
qu
qusa_3_
Ord onez
qu
qutu_1
qu
qutu_1
Sam ata Sam ata
tu
qutu_1
qu
qutu_2
Sam ata Sam ata
tu
qutu_2
368.
446.
467.
450.
7
481
694
521
886.
824.
856.
1174
935.639
901
272
596
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75
620.
659.
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224
62
833
167
668.711
1656
1625
1576
1539
1599.55
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746.
783.
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225
658.095
1825
1737
1609
1613
1696.35
25
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925
689.
730.
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816.080
433.349
7
07
057
554
420.
422.
441.
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589
703
724
568
421.646
006
219
476
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75
412.
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377.791
750.
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962.
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823.261
136
055
166
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25
532
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75
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035
329
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25
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569.465
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175
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4
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114
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630.578
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301.
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103
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45
447.
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17
75
979
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5
424.
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141
573
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388.
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045
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252
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75
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166
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514
25
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389.
359.
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014
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18
341.679
641
678
343
242
869.476
308.
411.
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383.852
708.
749.
810.
837.
776.290
092
126
471
72
25
106
522
13
404
5
930.084
88
Ord onez
qu
qutupi
tu
qutupi
Ord onez Ord onez
qu
qututa
Ord onez
tu
qututa
qu
qutuy_1
Ord onez Ord onez
tuy
qutuy_1
qu
qutuy_2
Ord onez Ord onez
tuy
qutuy_2
Ord onez
si
siki_1
ki
siki_1
Ord onez Sam ata
si
siki_1
Sam ata
ki
siki_1
ki
siki_2
Sam ata Ord onez
si
siki_2_
ki
siki_2_
Ord onez Sam ata
si
siki_2_
Ord onez
a
sinkhay_1
sin
sinkhay_1
Ord onez Sam ata
a
sinkhay_1
Sam i
sinkhay_1
onez
sin
sinkhay_2
Ord
kha
onez
y
sinkhay_2
a
sinkhay_2
ata Ord
Sam ata Sam ata
i
sinkhay_2
413.
425.
436.
411.
192
873
441
078
432.
509.
513.
398.
214
357
584
397
463.388
346.
411.
412.
396.
391.528
421.646
818.
897.
1032
1195
985.954
987
187
.452
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5
1137
1302
1277
1057
1193.87
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125
719.
747.
802.
1067
834.045
616
078
135
284
25
652
127
079
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75
300.
414.
374.
354.
360.618
1147
1021
1033
1188
1097.97
119
249
092
014
5
.638
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05
400.
466.
497.
414.
444.630
780.
829.
946.
1136
923.341
511
03
733
249
75
943
554
854
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25
447.
422.
432.
434.
1062
1126
1120
1308
1154.24
008
703
214
327
434.063
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275
458.
455.
460.
418.
448.329
802.
807.
880.
1112
900.621
633
462
746
476
25
079
362
279
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25
375.
445.
460.
399.
942.
972.
966.
1025
976.707
149
951
746
454
420.325
627
216
933
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5
369.
371.
360.
295.
349.522
1771
1837
2045
2497
2037.95
865
978
354
892
25
.125
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.117
625
287.
286.
277.
285.
284.267
2276
2177
2240
2285
2245.08
438
381
927
324
5
.255
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05
349.
343.
318.
231.
310.617
2361
2412
2504
2624
2475.59
508
447
193
321
25
.701
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.13
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4
267.
286.
276.
267.
274.757
2385
2390
2424
2533
2433.67
686
879
778
686
25
.944
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.33
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325
262.
285.
275.
262.
2389
2390
2420
2547
2437.20
636
869
767
636
271.727
.985
.995
.289
.566
875
373.
350.
340.
303.
341.860
1985
2145
2205
2293
2157.36
035
843
276
289
75
.647
.217
.452
.163
975
261.
278.
290.
129.
2151
2313
2325
2466
2314.29
019
984
608
981
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.241
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775
350.
346.
328.
263.
2362
2397
2484
2575
2455.13
240.148
518
477
295
646
322.234
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.056
.938
.85
875
565.
590.
565.
477.
549.777
1859
1606
1772
1990
1807.31
365
727
365
654
75
.892
.271
.182
.93
875
389.
432.
419.
399.
2241
2455
2465
2600
2440.84
943
214
533
454
.382
.903
.414
.679
45
494.
517.
484.
407.
2311
2295
2321
2470
2349.57
410.286
967
19
866
085
476.027
.194
.032
.296
.796
95
282.
413.
414.
371.
370.467
2387
2333
2410
2484
2404.12
838
146
156
731
75
.965
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.188
.938
7
439.
419.
412.
434.
426.401
1792
1840
2075
2297
2001.49
611
533
135
327
5
.26
.871
.471
.39
8
631.
602.
593.
489.
579.367
1809
1794
1881
1956
1860.15
941
352
897
279
25
.168
.373
.028
.057
65
350.
426.
401.
384.
390.670
2216
2283
2419
2459
2344.78
518
278
025
862
75
.241
.92
.279
.684
1
262.
392.
392.
349.
349.507
2490
2489
2521
2584
2521.80
636
943
943
508
5
.999
.989
.303
.941
8
89
Ord onez
a
Ord onez
i
sinkhay_wiruta_sinkhayku__pe
487.
535.
584.
489.
524.151
2047
1914
1858
1987
1952.35
lar_pelamos_la_viruta_
165
776
387
279
75
.995
.844
.836
.76
875
sinkhay_wiruta_sinkhayku__pe
492.
438.
413.
418.
440.667
1764
1967
2058
2274
2016.29
lar_pelamos_la_viruta_
449
554
192
476
75
.784
.682
.563
.141
25
478.
557.
602.
601.
560.081
1211
1201
1253
1318
1246.18
5
Ord onez
A
sinqa_1
Ord onez
I
sinqa_1
A
sinqa_1
Sam ata Sam ata
I
sinqa_1
A
sinqa_2
Ord onez Ord onez
I
sinqa_2
Sam ata
A
sinqa_2
I
sinqa_2
Sam ata Sam ata
A
sinqa_3
Sam ata
I
sinqa_3
si
siqi_0_
Ord onez Ord onez
qi
siqi_0_
si
siqi_1
Sam ata Sam ata
qi
siqi_1
Sam ata
I
siqi_2
I
siqi_2
Sam ata Sam ata
si
siqi_3
Sam ata
qi
siqi_3
si
siqiy_1
Ord onez Ord onez
qiy
siqiy_1
lla
t_aqllay_1
Ord onez Ord onez
ta
t_aqllay_1
711
968
352
295
459.
454.
466.
434.
.044
.533
.314
.833
1
1624
1758
1834
703.
1480.25
689
406
03
327
.236
.444
.53
8
25
643.
688.
684.
765.
457
914
873
684
1556
1590
1678
1592
1604.85
.622
.966
.848
.987
195.
208.
338.
305.
575
1962
2108
2121
397.
1647.53
967
088
396
061
261.878
.697
.157
.288
994
4
523.
643.
708.
095
565
027
823.
674.475
1085
1229
1304
1471
1272.33
214
25
.29
.008
.038
.006
429.
448.
443.
55
427.
437.233
1801
1902
1901
1736
1835.32
25
043
065
838
987
644.
744.
770.
836.
468
471
735
394
448.
378.
311.
501
801
122
617.
683.
790.
453.613 695.732
.771
.163
.106
.252
3
1584
1520
1577
1608
1572.78
749.017
.905
.257
.834
.139
375
346.
371.225
2015
2116
2178
2000
477
25
.224
.238
.866
.072
2077.6
1048
785.129
1539
1517
1518
1692
1566.97
194
863
938
.523
5
.449
.226
.236
.99
525
307.
313.
322.
362.
326.274
1987
2088
2116
2187
2095.27
082
143
234
639
5
.95
.964
.238
.957
725
355.
418.
432.
414.
405.002
1789
1808
1842
1713
1788.29
07
476
214
249
25
.09
.111
.984
.003
7
309.
389.
378.
359.
359.297
1911
1874
1845
2034
1916.42
63
943
319
297
25
.674
.687
.098
.257
9
429.
464.
526.
493.
478.552
1952
2043
2126
1963
2021.53
308
663
282
957
5
.595
.508
.339
.707
725
441.
445.
450.
333.
417.691
2034
2119
2139
1634
1981.88
43
471
521
345
75
.417
.268
.471
.402
95
397.
425.
448.
411.
420.722
1994
2052
2111
1846
2001.08
994
268
501
126
25
.011
.599
.187
.531
2
424.
442.
424.
427.
2083
2218
2288
2287
2219.77
258
44
258
288
.913
.262
.971
.961
675
395.
426.
434.
405.
1989
2010
2032
1782
1953.85
429.561
974
278
359
065
415.419
.971
.173
.396
.892
8
380.
441.
428.
334.
396.226
1843
2054
2109
2215
2055.62
822
43
298
355
25
.501
.619
.167
.231
95
410.
422.
427.
422.
420.853
1906
1930
1959
2044
1960.28
022
703
987
703
75
.39
.695
.228
.825
45
449.
385.
370.
363.
1911
1963
2059
2250
2046.41
122
716
922
524
392.321
.674
.455
.62
.893
05
463.
503.
514.
519.
500.374
2116
1980
1900
1953
916
016
641
924
25
.684
.363
.049
.944
1987.76
511.
621.
607.
590.
582.801
1420
1306
1381
1541
1412.35
47
373
635
727
25
.281
.152
.181
.809
575
90
Ord onez
lla
t_aqllay_2
ta
t_aqllay_2
Ord onez Sam ata
t_aq
t_aqllay_3
Sam ata
llay
t_aqllay_3
llay
t_aqllay_4
Sam ata Sam ata
t_aq
t_aqllay_4
quy
t_uquy_1
Ord onez Ord onez
tu
t_uquy_1
Sam ata
tu
t_uquy_1
quy
t_uquy_1
Sam ata Ord onez
quy
t_uquy_2
Ord onez
tu
t_uquy_2
t_u
t_uquy_2
Sam ata Sam ata
quy
t_uquy_2
a
taki_1
Ord onez Ord onez
i
taki_1
Sam ata
a
taki_1
i
taki_1
Sam ata Ord onez
a
taki_2
Ord onez
i
taki_2
a
taki_2
Sam ata Sam ata
i
taki_2
tak
taklla_1
Ord onez Ord onez
lla
taklla_1
411.
453.
480.
473.
454.669
2129
2135
1990
2042
2074.67
078
349
824
427
5
.365
.706
.93
.711
8
517.
531.
575.
618.
1240
1318
1345
1426
1332.83
811
549
933
203
560.874
.633
.833
.252
.622
5
589.
720.
800.
823.
733.359
1661
1513
1615
1509
1574.80
92
228
029
262
75
.676
.186
.21
.145
425
406.
483.
504.
505.
474.764
2042
2187
2250
2288
2192.50
075
856
059
069
75
.498
.957
.586
.971
3
418.
434.
433.
344.
407.590
1993
2121
2229
2278
2155.63
197
359
349
457
5
.001
.288
.373
.87
3
647.
707.
746.
751.
713.156
1571
1539
1623
1577
1578.08
498
096
491
542
75
.774
.449
.291
.834
7
490.
505.
524.
481.
500.374
883.
927.
1047
1291
1037.47
335
13
152
881
5
449
833
.246
.357
125
499.
559.
575.
546.
545.286
1001
1000
990.
878.
967.725 25
846
024
933
343
5
.806
.749
181
165
377.
401.
426.
383.
397.236
946.
799.
827.
687.
791
025
278
852
5
499
019
302
904
815.181
397.
441.
424.
409.
894.
976.
990.
1032
973.772
994
43
258
106
982
803
945
.36
5
453.
490.
507.
481.
803.
887.
992.
1283
991.766
349
335
243
881
553.
571.
569.
554.
741
706
592
797
521.
507.
495.
231
089
977
450.
479.
521
418.197
135
676
295
.96
5
1041
1026
987.
864.
979.877
562.459
.962
.111
011
427
75
403.
481.835
1105
926.
907.
703.
910.386
045
5
.09
296
103
056
25
496.
434.
465.420
917.
928.
955.
1346
1036.90
815
988
359
75
205
316
59
.513
6
561.
701.
712.
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tak
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taqita
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ta
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Ord onez Ord onez
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Ord onez
kuy
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657.
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kuy
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Ord onez
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Ord onez Sam ata
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Sam ata Sam ata
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Ord onez
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Ord onez
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Sam ata Sam ata
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Ord onez
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Ord onez Sam ata
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Sam ata Ord onez
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Ord onez
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Sam ata
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Sam ata Sam ata
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370.
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Ord onez
kay
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wa
waqay_
Ord onez Ord onez
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waqay_
Sam ata
wa
waqay_1
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waqay_1
Sam ata Sam ata
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.219
.725
.898
.311
825
459.
464.
466.
464.
463.916
1494
1735
1885
1938
1763.19
25
689
973
03
973
314.
431.
429.
452.
.254
.195
.255
.092
9
1011
1652
1654
1503
1455.35
153
329
308
542
406.833
.147
.585
.605
.084
525
447.
466.
432.
491
683
339
394.
435.369
2126
2200
2222
2296
2211.19
964
25
.339
.079
.302
.042
492.
510.
05
500.
525.
507.243
1257
1607
1816
1854
1634.01
449
414
903
208
5
.541
.327
.565
.609
05
413.
393.
374.
364.
386.244
1934
1903
1960
2041
192
114
092
581
75
.922
.219
.284
.655
1960.02
455.
450.
448.
425.
444.965
1457
1625
1785
1756
1656.37
572
521
501
268
5
.628
.311
.923
.629
275
439.
468.
459.
457.
456.329
2082
2249
2262
2352
2236.94
41
704
612
592
5
.903
.576
.708
.61
925
wiqi_2
C. Statistics results and error bars a.
Study One (Inter-group comparison of lowering of vowels) Tests of Within-Subjects Effects: Inter-Group Vowel Lowering (F1 Raising)
Measure:MEASURE_1 Source
Type III Sum of Squares
factor1
df
Mean Square
F
Sig.
Sphericity Assumed
28722.771
3
9574.257
5.510
.002
Greenhouse-Geisser
28722.771
2.539
11312.096
5.510
.004
95
Huynh-Feldt
28722.771
3.000
9574.257
5.510
.002
Lower-bound
28722.771
1.000
28722.771
5.510
.031
factor1 * Vowel Sphericity Assumed
14237.300
6
2372.883
1.366
.245
Greenhouse-Geisser
14237.300
5.078
2803.589
1.366
.254
Huynh-Feldt
14237.300
6.000
2372.883
1.366
.245
Lower-bound
14237.300
2.000
7118.650
1.366
.280
Sphericity Assumed
93834.603
54
1737.678
Greenhouse-Geisser
93834.603
45.704
2053.087
Huynh-Feldt
93834.603
54.000
1737.678
Lower-bound
93834.603
18.000
5213.033
Error(factor1)
Tests of Between-Subjects Effects: Inter-Group Vowel Lowering (F2 Raising) Measure:MEASURE_1 Transformed Variable:Average Source
Type III Sum of Squares
Intercept
df
Mean Square
F
Sig.
205615.356
1
205615.356
161.032
.000
Vowel
4887.388
2
2443.694
1.914
.176
Error
22983.503
18
1276.861
Tests of Within-Subjects Contrasts: All groups contrasted to QML for Inter-Group Vowel Lowering (F1 Raising) Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
factor1
Level 1 (QL1) vs.
df
Mean Square
F
Sig.
2870.734
1
2870.734
.837
.372
44594.386
1
44594.386
15.107
.001
27807.862
1
27807.862
5.217
.035
5450.977
2
2725.489
.795
.467
6937.884
2
3468.942
1.175
.331
27671.026
2
13835.513
2.596
.102
Level 4 (QML) Level 2 (BL) vs. Level 4 (QML) Level 3 (QL2) vs. Level 4 (QML) factor1 * Vowel Level 1 (QL1) vs. Level 4 (QML) Level 2 (BL) vs. Level 4 (QML) Level 3 (QL2) vs. Level 4 (QML)
96
Error(factor1)
Level 1 vs. Level 4
61734.118
18
3429.673
Level 2 vs. Level 4
53133.656
18
2951.870
Tests of Within-Subjects Contrasts: All groups contrasted to QL2 for Inter-Group Vowel Lowering (F1 Raising Lowering) Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
factor1
Level 1 (QML) vs.
df
Mean Square
F
Sig.
27807.862
1
27807.862
5.217
.035
12809.182
1
12809.182
3.214
.090
1972.864
1
1972.864
.778
.389
27671.026
2
13835.513
2.596
.102
8857.016
2
4428.508
1.111
.351
7296.140
2
3648.070
1.439
.263
Level 1 vs. Level 4
95935.249
18
5329.736
Level 2 vs. Level 4
71732.574
18
3985.143
Level 3 vs. Level 4
45616.997
18
2534.278
Level 4 (QL2) Level 2 (QL1) vs. Level 4 (QL2) Level 3 (BL) vs. Level 4 (QL2) factor1 * Vowel Level 1 (QML) vs. Level 4 (QL2) Level 2 (QL1) vs. Level 4 (QL2) Level 3 (BL) vs. Level 4 (QL2) Error(factor1)
Tests of Within-Subjects Contrasts: All groups contrasted to BL for Inter-Group Vowel Lowering (F1 Raising) Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
factor1
Level 1 (QML) vs.
df
Mean Square
F
Sig.
44594.386
1
44594.386
15.107
.001
24836.056
1
24836.056
9.474
.006
1972.864
1
1972.864
.778
.389
Level 4 (BL) Level 2 (QL1) vs. Level 4 (BL) Level 3 (QL2) vs. Level 4 (BL)
97
factor1 * Vowel Level 1 (QML) vs.
6937.884
2
3468.942
1.175
.331
736.156
2
368.078
.140
.870
7296.140
2
3648.070
1.439
.263
Level 1 vs. Level 4
53133.656
18
2951.870
Level 2 vs. Level 4
47185.816
18
2621.434
Level 3 vs. Level 4
45616.997
18
2534.278
Level 4 (BL) Level 2 (QL1) vs. Level 4 (BL) Level 3 (QL2) vs. Level 4 (BL) Error(factor1)
Tests of Within-Subjects Contrasts: All groups contrasted to QL1 for Inter-Group Vowel Lowering (F1 Raising) Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
factor1
Level 1 (QML) vs.
df
Mean Square
F
Sig.
2870.734
1
2870.734
.837
.372
12809.182
1
12809.182
3.214
.090
24836.056
1
24836.056
9.474
.006
5450.977
2
2725.489
.795
.467
8857.016
2
4428.508
1.111
.351
736.156
2
368.078
.140
.870
Level 1 vs. Level 4
61734.118
18
3429.673
Level 2 vs. Level 4
71732.574
18
3985.143
Level 3 vs. Level 4
47185.816
18
2621.434
Level 4 (QL1) Level 2 (QL2) vs. Level 4 (QL1) Level 3 (BL) vs. Level 4 (QL1) factor1 * Vowel Level 1 (QML) vs. Level 4 (QL1) Level 2 (QL2) vs. Level 4 (QL1) Level 3 (BL) vs. Level 4 (QL1) Error(factor1)
b.
Study two: Results for Linear Effect for vowel lowering
Tests of Within-Subjects Contrasts: BL Linear Effect for /a/ Lowering Measure:MEASURE_1
98
Source
factor1
Type III Sum of Squares
df
Mean Square
F
Sig.
factor1
Level 1 vs. Level 2
268.523
1
268.523
.187
.671
factor1 * Phonetic_context
Level 1 vs. Level 2
6.263
1
6.263
.004
.948
Error(factor1)
Level 1 vs. Level 2
25888.537
18
1438.252
Tests of Within-Subjects Contrasts: BL Linear Effect for /i/ Lowering Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
df
Mean Square
F
Sig.
factor1
Level 1 vs. Level 2
8050.589
1
8050.589
4.817
.037
factor1 * Phonetic_context
Level 1 vs. Level 2
314.911
3
104.970
.063
.979
Error(factor1)
Level 1 vs. Level 2
45126.524
27
1671.353
Tests of Within-Subjects Contrasts: BL Linear Effect for /u/ Lowering Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
df
Mean Square
F
Sig.
factor1
Level 1 vs. Level 2
367.476
1
367.476
.271
.607
factor1 * Phonetic_context
Level 1 vs. Level 2
9721.417
4
2430.354
1.789
.161
Error(factor1)
Level 1 vs. Level 2
35315.908
26
1358.304
Tests of Within-Subjects Contrasts: QL1 Linear Effect for /a/ Lowering Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
df
Mean Square
F
Sig.
factor1
Level 1 vs. Level 2
229.194
1
229.194
.104
.752
factor1 * Phonetic_context
Level 1 vs. Level 2
2790.031
3
930.010
.421
.741
Error(factor1)
Level 1 vs. Level 2
35381.716
16
2211.357
99
Tests of Within-Subjects Contrasts: QL1 Linear Effect for /i/ Lowering Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
df
Mean Square
F
Sig.
factor1
Level 1 vs. Level 2
3580.210
1
3580.210
2.805
.106
factor1 * Phonetic_context
Level 1 vs. Level 2
2535.286
3
845.095
.662
.583
Error(factor1)
Level 1 vs. Level 2
34458.462
27
1276.239
Tests of Within-Subjects Contrasts: QL1 Linear Effect for /u/ Lowering Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
df
Mean Square
F
Sig.
factor1
Level 1 vs. Level 2
3761.141
1
3761.141
5.720
.024
factor1 * Phonetic_context
Level 1 vs. Level 2
12972.455
4
3243.114
4.932
.004
Error(factor1)
Level 1 vs. Level 2
17753.872
27
657.551
Tests of Within-Subjects Contrasts: QL2 Linear Effect for /a/ Lowering Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
df
Mean Square
F
Sig.
factor1
Level 1 vs. Level 2
4602.446
1
4602.446
3.708
.072
factor1 * Phonetic_context
Level 1 vs. Level 2
5809.317
3
1936.439
1.560
.238
Error(factor1)
Level 1 vs. Level 2
19860.497
16
1241.281
Tests of Within-Subjects Contrasts: QL2 Linear Effect for /i/ Lowering Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
df
Mean Square
F
Sig.
factor1
Level 1 vs. Level 2
979.460
1
979.460
.689
.414
factor1 * Phonetic_context
Level 1 vs. Level 2
9831.743
3
3277.248
2.305
.098
Error(factor1)
Level 1 vs. Level 2
39811.381
28
1421.835
100
Tests of Within-Subjects Contrasts: QL2 Linear Effect for /u/ Lowering Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
df
Mean Square
F
Sig.
factor1
Level 1 vs. Level 2
13471.458
1
13471.458
9.029
.006
factor1 * Phonetic_context
Level 1 vs. Level 2
21549.019
4
5387.255
3.611
.018
Error(factor1)
Level 1 vs. Level 2
40285.119
27
1492.041
Tests of Within-Subjects Contrasts: QML Linear Effect for /a/ Lowering Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
df
Mean Square
F
Sig.
factor1
Level 1 vs. Level 2
32438.513
1
32438.513
1.988
.178
factor1 * Phonetic_context
Level 1 vs. Level 2
145280.475
3
48426.825
2.967
.063
Error(factor1)
Level 1 vs. Level 2
261123.286
16
16320.205
Tests of Within-Subjects Contrasts: QML Linear Effect for /i/ Lowering Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
df
Mean Square
F
Sig.
factor1
Level 1 vs. Level 2
14722.549
1
14722.549
13.114
.001
factor1 * Phonetic_context
Level 1 vs. Level 2
2585.889
3
861.963
.768
.522
Error(factor1)
Level 1 vs. Level 2
31434.280
28
1122.653
Tests of Within-Subjects Contrasts: QML Linear Effect for /u/ Lowering Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
factor1
Level 1 vs. Level 2
1665.818
df
Mean Square 1
1665.818
F
Sig.
1.279
101
.268
factor1 * Phonetic_context
Level 1 vs. Level 2
495.868
4
123.967
Error(factor1)
Level 1 vs. Level 2
33866.941
26
1302.575
.095
.983
c. First follow-up Study (Results for early lowering analyses) Tests of Within-Subjects Contrasts: Early lowering effect BL /a/ Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
df
Mean Square
F
Sig.
factor1
Level 1 vs. Level 2
89636.084
1
89636.084
13.745
.002
factor1 * Phonetic_context
Level 1 vs. Level 2
10572.475
3
3524.158
.540
.661
Error(factor1)
Level 1 vs. Level 2
104339.416
16
6521.213
Tests of Within-Subjects Contrasts: Early lowering effect BL /i/ Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
df
Mean Square
F
Sig.
factor1
Level 1 vs. Level 2
516879.507
1
516879.507
81.799
.000
factor1 * Phonetic_context
Level 1 vs. Level 2
31938.109
3
10646.036
1.685
.194
Error(factor1)
Level 1 vs. Level 2
170610.317
27
6318.901
Tests of Within-Subjects Contrasts: Early lowering effect BL /u/ Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
df
Mean Square
F
Sig.
factor1
Level 1 vs. Level 2
629903.756
1
629903.756
115.701
.000
factor1 * Phonetic_context
Level 1 vs. Level 2
56061.807
4
14015.452
2.574
.061
Error(factor1)
Level 1 vs. Level 2
141549.853
26
5444.225
Tests of Within-Subjects Contrasts: Early lowering effect QL1 /a/ Measure:MEASURE_1
102
Source
factor1
Type III Sum of Squares
df
Mean Square
F
Sig.
factor1
Level 1 vs. Level 2
94455.825
1
94455.825
10.255
.006
factor1 * Phonetic_context
Level 1 vs. Level 2
262146.369
3
87382.123
9.487
.001
Error(factor1)
Level 1 vs. Level 2
147372.113
16
9210.757
Tests of Within-Subjects Contrasts: Early lowering effect QL1 /i/ Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
df
Mean Square
F
Sig.
factor1
Level 1 vs. Level 2
355574.146
1
355574.146
42.799
.000
factor1 * Phonetic_context
Level 1 vs. Level 2
26537.548
3
8845.849
1.065
.380
Error(factor1)
Level 1 vs. Level 2
224316.205
27
8308.008
Tests of Within-Subjects Contrasts: Early lowering effect QL1 /u/ Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
df
Mean Square
F
Sig.
factor1
Level 1 vs. Level 2
342079.905
1
342079.905
47.561
.000
factor1 * Phonetic_context
Level 1 vs. Level 2
73582.218
4
18395.555
2.558
.062
Error(factor1)
Level 1 vs. Level 2
194195.942
27
7192.442
Tests of Within-Subjects Contrasts: Early lowering effect QL2 /a/ Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
df
Mean Square
F
Sig.
factor1
Level 1 vs. Level 2
106943.164
1
106943.164
10.071
.006
factor1 * Phonetic_context
Level 1 vs. Level 2
166573.088
3
55524.363
5.229
.010
Error(factor1)
Level 1 vs. Level 2
169910.131
16
10619.383
103
Tests of Within-Subjects Contrasts: Early lowering effect QL2 /i/ Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
df
Mean Square
F
Sig.
factor1
Level 1 vs. Level 2
200804.676
1
200804.676
12.394
.001
factor1 * Phonetic_context
Level 1 vs. Level 2
10483.083
3
3494.361
.216
.885
Error(factor1)
Level 1 vs. Level 2
453647.577
28
16201.699
Tests of Within-Subjects Contrasts: Early lowering effect QL2 /u/ Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
df
Mean Square
F
Sig.
factor1
Level 1 vs. Level 2
530330.959
1
530330.959
77.341
.000
factor1 * Phonetic_context
Level 1 vs. Level 2
15163.313
4
3790.828
.553
.699
Error(factor1)
Level 1 vs. Level 2
185139.358
27
6857.013
Tests of Within-Subjects Contrasts: Early lowering effect QML /a/ Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
df
Mean Square
F
Sig.
factor1
Level 1 vs. Level 2
146120.470
1
146120.470
5.722
.029
factor1 * Phonetic_context
Level 1 vs. Level 2
251293.527
3
83764.509
3.280
.048
Error(factor1)
Level 1 vs. Level 2
408588.281
16
25536.768
Tests of Within-Subjects Contrasts: Early lowering effect QML /i/ Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
factor1
Level 1 vs. Level 2
191124.837
df
Mean Square 1
191124.837
F
Sig.
31.900
104
.000
factor1 * Phonetic_context
Level 1 vs. Level 2
24650.534
3
8216.845
Error(factor1)
Level 1 vs. Level 2
167757.425
28
5991.337
1.371
.272
Tests of Within-Subjects Contrasts: Early lowering effect QML /u/ Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
df
Mean Square
F
Sig.
factor1
Level 1 vs. Level 2
42693.384
1
42693.384
6.507
.017
factor1 * Phonetic_context
Level 1 vs. Level 2
80257.969
4
20064.492
3.058
.034
Error(factor1)
Level 1 vs. Level 2
170587.005
26
6561.039
d. Second Follow-up Study (Results for early lowering effect comparison between /i/-/u/ and /a/ by speaker group)
Tests of Within-Subjects Contrasts: BL Early Lowering Effect /i/ vs. /a/ and /u/ vs. /a/ Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
factor1 Error(factor1)
df
Mean Square
F
Sig.
Level 1 vs. Level 3
76029.123
1
76029.123
6.843
.017
Level 2 vs. Level 3
116497.901
1
116497.901
12.645
.002
Level 1 vs. Level 3
211089.896
19
11109.995
Level 2 vs. Level 3
175040.008
19
9212.632
Tests of Within-Subjects Contrasts: QL1 Early Lowering Effect /i/ vs. /a/ and /u/ vs. /a/ Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
factor1 Error(factor1)
df
Mean Square
F
Sig.
Level 1 vs. Level 3
78370.943
1
78370.943
2.287
.147
Level 2 vs. Level 3
195210.028
1
195210.028
6.929
.016
Level 1 vs. Level 3
651104.381
19
34268.652
Level 2 vs. Level 3
535292.884
19
28173.310
105
Tests of Within-Subjects Contrasts: QL2 Early Lowering Effect /i/ vs. /a/ and /u/ vs. /a/ Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
factor1 Error(factor1)
df
Mean Square
F
Sig.
Level 1 vs. Level 3
38342.174
1
38342.174
1.362
.258
Level 2 vs. Level 3
180201.064
1
180201.064
7.394
.014
Level 1 vs. Level 3
534814.972
19
28148.156
Level 2 vs. Level 3
463064.366
19
24371.809
Tests of Within-Subjects Contrasts: QML Early Lowering Effect /i/ vs. /a/ and /u/ vs. /a/ Measure:MEASURE_1 Source
factor1
Type III Sum of Squares
factor1 Error(factor1)
df
Mean Square
F
Sig.
Level 1 vs. Level 3
35.020
1
35.020
.001
.977
Level 2 vs. Level 3
59730.483
1
59730.483
1.550
.228
Level 1 vs. Level 3
748720.988
19
39406.368
Level 2 vs. Level 3
732052.942
19
38529.102
D. Tables with data for charts for vowels transition comparison and graphics. D.1. Bilingual speaker group (BL) 7 Group
Point 1
Point 2
Point 3
BL /a.q/ F1
591.0049
687.8049
696.9909 571.7025
BL /a.q/ F2
1402.641
1499.871
1501.798 1453.553
BL /a.k/ F1
553.5865
624.4418
632.8568 386.7366
BL /a.k/ F2
1451.809
1540.294
1580.364 1750.962
BL /a.q/ F1 StErr
26.46908
16.95828
17.04309
BL /a.q/ F2 StErr
106.7966
93.39986
73.33095 49.35295
BL /a.k/ F1 StErr
22.30756
20.43769
21.70342
21.56033
BL /a.k/ F2 StErr
112.9865
83.66787
60.31566
92.8876
Group
Point 1
Point 2
Point 3
7
Point 4
19.427
Point 4
A dot in between two phonetic symbols represents syllable break. In other words, /a.q/ means that /a/ is before
/q/ in a different syllable. The lack of the dot means that both segments are in the same syllable.
106
BL /aq/ F1
685.261
701.1123
728.4798
765.104
BL /aq/ F2
1412.572
1602.643
1585.358 1553.243
BL /ak/ F1
590.476
668.7058
707.121 740.0623
BL /ak/ F2
1652.844
1634.917
1637.542
BL /aq/ F1 StErr
36.35856
34.05221
25.42003 29.09111
BL /aq/ F2 StErr
231.3167
30.70715
16.14665 22.78217
BL /ak/ F1 StErr
23.15009
12.32744
9.291166 28.87152
BL /ak/ F2 StErr
14.25882
27.9066
10.61653 34.69458
Group
Point 1
Point 2
Point 3
Point 4
BL /a/ before /q/ same and different syllable F1
622.4236
692.2407
707.4872
636.1697
BL /a/ before /q/ same and different syllable F2
1405.951
1534.128
1529.652
1486.783
BL /a/ before /k/ same and different syllable F1
565.883
639.1964
657.6115 504.5118
BL /a/ before /k/ same and different syllable F2
1518.821
1571.835
1599.423 1709.285
BL /a/ before /q/ same and different syllable F1 St. Err.
24.43124
15.19857
14.21278 31.50694
BL /a/ before /q/ same and different syllable F2 St. Err.
98.51399
63.24547
49.45797 35.79505
BL /a/ before /k/ same and different syllable F1 St. Err.
16.95072
15.18561
17.86337 52.86763
BL /a/ before /k/ same and different syllable F2 St. Err.
79.06207
56.7583
40.24525 63.91911
1625.931
107
108
109
1800 1700
BL /a/ before /q/ and /k/ in the Same or Different Syllable
1600 1500 1400 1300 1200 Hz
BL /a/ before /q/ same and different syllable F1 BL /a/ before /q/ same and different syllable F2
1100 1000 900 800 700 600 500 400 Point 1
Point 2
Point 3
Group
Point 1
BL /qa/ F1
593.2259 586.7326
BL /qa/ F2
Point 2
Point 4
Point 3
Point 4
590.378 592.7743
1617.68 1615.524 1673.617 1735.764
BL /ka/ F1
422.5878 486.7233 486.0578
BL /ka/ F2
1650.474 1620.779 1669.112 1823.179
BL /qa/ F1 Std. Error
25.81154 26.26062 33.30076
55.4863
BL /qa/ F2 Std. Error
31.33696 29.74693 42.55739
60.9398
BL /ka/ F1 Std. Error
55.74086 35.81647 34.51074 37.26049
BL /ka/ F2 Std. Error
143.8603 123.2666 123.0837 109.9828
Group
Point 1
BL /qa/ F1
630.7335 608.2853 603.4045 576.2395
BL /qa/ F2 BL /qhay/ F1 BL /qhay/ F2
Point 2
1581.62 1599.545 555.7183
Point 3
418.751
Point 4
1651.94 1738.613
565.18 577.3515
609.309
1653.74 1631.502 1695.295 1732.914
110
BL /qa/ F1 Std. Error
22.23266
19.992 28.07188 65.11149
BL /qa/ F2 Std. Error
42.0349
30.4889 43.04059 102.9298
BL /qhay/ F1 Std. Error BL /qhay/ F2 Std. Error
46.05523 54.48501 70.80392 109.5359 51.0249
60.1629 86.56556 95.94907
Group
Point 1
BL /ka/ F1
327.4165 416.3853 425.5865 361.2208
BL /ka/ F2
1451.056 1450.504 1498.548 1673.757
BL /khay/ F1
Point 2
517.759 557.0613
Point 3
Point 4
546.529 476.2813
BL /khay/ F2
1849.891 1791.055 1839.676 1972.601
BL /ka/ F1 Std. Error
34.55858 31.24415 45.97262 62.37977
BL /ka/ F2 Std. Error
263.6318 223.9201 222.4658
BL /khay/ F1 Std. Error
85.24589 41.37637 31.72741 19.52483
BL /khay/ F2 Std. Error
23.81408
197.424
37.9339 42.57195 50.87363
111
112
Group
Point 1
Point 2
Point 3
Point 4
BL /i/ before uvular ctx. F1
465.4567 484.0048 488.7587 431.9964
BL /i/ before uvular ctx. F2
1750.623 1801.399 1845.776 1720.836
BL /i/ before velar ctx. F1
333.4223
BL /i/ before velar ctx. F2
2097.039 2175.184 2248.179 2390.492
348.104 333.1608 300.5522
BL /i/ before uvular ctx. F1 Std. Error
12.8435 12.08571 12.87576 15.25082
BL /i/ before uvular ctx. F2 Std. Error
50.71322 38.98105 41.51111 36.39282
BL /i/ before velar ctx. F1 Std. Error
8.771506
BL /i/ before velar ctx. F2 Std. Error
105.4447 100.9715 101.8735 109.1959
Group
Point 1
BL /i.q/ F1
453.4225 469.6463 471.5818 419.7541
BL /i.q/ F2
1727.069 1797.474 1852.283 1750.989
6.18056 7.487122 23.64057
Point 2
Point 3
Point 4
113
BL /i.k/ F1
329.0879 351.1714
BL /i.k/ F2
2201.385 2265.486 2336.863 2490.981
BL /i.q/ F1 StErr
12.51808 10.19217 9.669916 18.21342
BL /i.q/ F2 StErr
72.94547 50.52058 53.66245 44.51233
BL /i.k/ F1 StErr
10.19736 7.203864 6.324421 8.947875
BL /i.k/ F2 StErr
32.2382 46.14945 42.49499 48.37291
Group BL /inq/ F1
Point 1
Point 2
333.78 263.4256
Point 3
489.525 512.7218 523.1125
Point 4 456.481
BL /inq/ F2
1797.731 1809.247 1832.763 1660.532
BL /inkh/ F1
342.091 341.9693 331.9225 374.8053
BL /inkh/ F2
1888.347 1994.581 2070.809 2189.515
BL /inq/ F1 Std. Error
28.17073
BL /inq/ F2 Std. Error
48.46683 69.08745 73.70083 59.19628
BL /inkh/ F1 Std. Error
17.98584 12.61726 20.71718 54.92949
BL /inkh/ F2 Std. Error
309.319 293.0869 300.0054 316.2996
26.6383 28.23434 26.65797
Group
Point 1
BL /i.q/ F1
453.4225 469.6463 471.5818 419.7541
BL /i.q/ F2
1727.069 1797.474 1852.283 1750.989
BL /inq/ F1
Point 2
Point 3
489.525 512.7218 523.1125
Point 4
456.481
BL /inq/ F2
1797.731 1809.247 1832.763 1660.532
BL /i.q/ F1 StErr
12.51808 10.19217 9.669916 18.21342
BL /i.q/ F2 StErr
72.94547 50.52058 53.66245 44.51233
BL /inq/ F1 Std. Error
28.17073
BL /inq/ F2 Std. Error
48.46683 69.08745 73.70083 59.19628
Group
Point 1
BL /i.k/ F1
329.0879 351.1714
BL /i.k/ F2
2201.385 2265.486 2336.863 2490.981
26.6383 28.23434 26.65797
Point 2
Point 3
Point 4
333.78 263.4256
BL /inkh/ F1
342.091 341.9693 331.9225 374.8053
BL /inkh/ F2
1888.347 1994.581 2070.809 2189.515
BL /i.k/ F1 StErr
10.19736 7.203864 6.324421 8.947875
BL /i.k/ F2 StErr
32.2382 46.14945 42.49499 48.37291
114
BL /inkh/ F1 Std. Error
17.98584 12.61726 20.71718 54.92949
BL /inkh/ F2 Std. Error
309.319 293.0869 300.0054 316.2996
115
116
117
BL /i.q/and /inq/ 2500
2000
1500 Axis Title
BL /i.q/ F1 BL /i.q/ F2 BL /inq/ F1
1000
BL /inq/ F2
500
0 Point 1
Point 2
Point 3
Point 4
118
BL /i.k/ and /inkh/ 3000
2500
Axis Title
2000 BL /i.k/ F1 BL /i.k/ F2
1500
BL /inkh/ F1 BL /inkh/ F2 1000
500
0 Point 1
Point 2
Point 3
Point 4
Group
Point 1
Point 2
Point 3
Point 4
BL /qi/ F1
440.9598
458.2445
451.725
458.3636
BL /qi/ F2
1970.411
1991.895
2028.086
2007.279
BL /ki/ F1
303.4951
326.6077
327.1712
297.5666
BL /ki/ F2
2331.764
2371.455
2410.046
2388.956
BL /qi/ F1 StErr
15.15642
8.305926
9.730341
18.64271
BL /qi/ F2 StErr
33.3129
25.99709
28.08272
43.71482
BL /ki/ F1 StErr
8.022726
8.091143
6.0131
11.64085
BL /ki/ F2 StErr
36.40883
31.43005
24.02168
51.38302
Group
Point 1
Point 2
Point 3
Point 4
BL /qi/ word initial F1
450.5641
482.2163
482.0344
426.786
BL /qi/ word initial F2
2014.109
2025.331
2064.72
1980.733
BL /ki/ word initial F1
286.0788
313.4783
328.9368
335.2764
BL /ki/ word initial F2
2449.592
2471.748
2454.053
2203.448
119
BL /qi/ word initial F1 Std. Error
15.42536
10.44457
10.35133
22.8176
55.27242
42.77119
46.33881
90.38386
11.33494
9.821681
8.714927
15.4955
39.7195
27.99166
27.76231
90.72827
Point 4
BL /qi/ word initial F2 Std. Error BL /ki/ word initial F1 Std. Error BL /ki/ word initial F2 Std. Error
Group
Point 1
Point 2
Point 3
BL /qi/ word initial F1
450.5641
482.2163
482.0344
426.786
BL /qi/ word initial F2
2014.109
2025.331
2064.72
1980.733
BL /qi/ word final F1
434.5569
442.2633
431.5188
479.4153
BL /qi/ word final F2
1941.278
1969.604
2003.664
2024.977
15.42536
10.44457
10.35133
22.8176
55.27242
42.77119
46.33881
90.38386
23.47434
9.709677
11.58926
26.05618
Error
41.30102
32.50536
34.98282
44.32153
Group
Point 1
Point 2
Point 3
Point 4
BL /ki/ word initial F1
286.0788
313.4783
328.9368
335.2764
BL /ki/ word initial F2
2449.592
2471.748
2454.053
2203.448
BL /ki/ word final F1
315.106
335.3607
325.9942
272.4268
BL /ki/ word final F2
2253.212
2304.593
2380.708
2512.629
11.33494
9.821681
8.714927
15.4955
39.7195
27.99166
27.76231
90.72827
10.00721
11.40734
8.458921
12.02492
BL /qi/ word initial F1 Std. Error BL /qi/ word initial F2 Std. Error BL /qi/ word final F1 Std. Error BL /qi/ word final F2 Std.
BL /ki/ word initial F1 Std. Error BL /ki/ word initial F2 Std. Error BL /ki/ word final F1 Std. Error
120
BL /ki/ word final F2 Std. Error
41.76659
38.66994
33.7428
25.14585
121
122
Group
Point 1
Point 2
Point 3
Point 4
BL /qu/ F1
463.8259
502.0036
522.1129
487.376
BL /qu/ F2
939.6431
988.586
1030.953
1209.693
BL /ku/ F1
316.9925
362.0085
374.6705
356.803
BL /ku/ F2
1001.188
982.5584
1023.928
1280.944
BL /qu/ F1 Std. Error
12.83664
8.667409
8.066121
26.586
BL /qu/ F2 Std. Error
16.11613
11.92818
12.34306
33.7258
BL /ku/ F1 Std. Error
9.155952
7.627812
9.500194
21.95703
BL /ku/ F2 Std. Error
20.89785
16.85351
20.77505
33.08288
123
Group
Point 1
Point 2
BL /u/ before uvular context F1
515.5126 496.4758 499.5858
BL /u/ before uvular context F2
1051.246
BL /u/ before velar context F1
361.6879 372.4454 375.6219 332.3423
BL /u/ before velar context F2
1056.94 993.2908 963.2271 907.2249
1030.84
Point 3
Point 4 449.449
982.845 927.7838
BL /u/ before uvular context F1 Std. Error
23.29061 12.50495 6.325157 12.05904
BL /u/ before uvular context F2 Std. Error
32.82533 22.38457 20.85328
BL /u/ before velar context F1 Std. Error
11.86006 7.378169 9.529647 14.50325
BL /u/ before velar context F2 Std. Error
55.58684 40.22082 33.24922 44.37631
Group
Point 1
BL /u.q/ F1
487.4626 481.6635 493.0386 433.1314
BL /u.q/ F2
1119.658 1071.609
BL /u.k/ F1
356.3975 373.4689 365.3616 301.1953
BL /u.k/ F2
1146.747 1040.079 975.8421 833.7455
Point 2
Point 3
48.364
Point 4
992.454 805.5893
124
BL /u.q/ F1 Std. Error
27.0905 18.61323 9.577313 17.65825
BL /u.q/ F2 Std. Error
40.82271 30.03842 31.54453 28.98912
BL /u.k/ F1 Std. Error
11.87741 9.117926 11.87382
BL /u.k/ F2 Std. Error
17.9978
101.232 73.96239 49.17952 24.35158
Group
Point 1
BL /u/ before continuant and uvular F1
543.5625 511.2881
506.133 465.7666
BL /u/ before continuant and uvular F2
982.8346 990.0713
973.236 1049.978
BL /u/ before continuant and velar F1
366.9784 371.4219 385.8823 363.4894
BL /u/ before continuant and velar F2
967.1324 946.5023
BL /u/ before continuant and uvular F1 Std. Error
36.96082 16.15656 8.215165 15.34083
BL /u/ before continuant and uvular F2 Std. Error
40.17692 27.75331 29.02145 70.12915
BL /u/ before continuant and velar F1 Std. Error
21.30172 12.24202 14.76949 17.33123
BL /u/ before continuant and velar F2 Std. Error
26.26993 28.93353 47.68447 79.39797
Group
Point 1
BL /u.q/ F1
Point 2
Point 2
477.082 473.8809
Point 3
Point 4
950.612 980.7044
Point 3
Point 4
491.843 425.3814
BL /u.q/ F2
1100.762 1047.198 994.7483 801.8605
BL /u/ before continuant and uvular F1
495.5589 500.4219 486.5568
BL /u/ before continuant and uvular F2
944.0889 964.9918 930.2418 1013.638
BL /u.q/ F1 Std. Error
32.29588 19.62917 11.72664 17.71217
BL /u.q/ F2 Std. Error
47.94517 44.59711 34.25374 30.95277
BL /u/ before continuant and uvular F1 Std. Error
31.56893 15.00273 15.95287 17.77546
BL /u/ before continuant and uvular F2 Std. Error
31.82691 25.05067 25.88026 70.96222
Group
Point 1
BL /u.k/ F1
351.6134 371.6579 365.5883 308.0798
BL /u.k/ F2
1192.178 1053.693 986.1954 840.4873
BL /u/ before continuant and velar F1
364.9966 354.9746 368.8878 357.9569
BL /u/ before continuant and velar F2
961.3185 905.6611 903.9873 968.1225
BL /u.k/ F1 Std. Error
10.10358 8.808081 11.83729 17.44573
BL /u.k/ F2 Std. Error
117.0313 77.41631 51.61609 24.97142
BL /u/ before continuant and velar F1 Std. Error
19.72863 11.50039 12.24928
BL /u/ before continuant and velar F2 Std. Error
44.97939 18.08736 32.47412 64.78449
Point 2
Point 3
441.321
Point 4
17.8918
125
126
127
128
129
D.2. Quechua Monolingual Group (QML) Group
Point 1
Point 2
Point 3
Point 4
QML /a/ before /q/ same and different syll. F1
548.8514
635.5108
685.2438
650.2075
QML /a/ before /q/ same and different syll. F2
1254.589
1285.16
1337.648
1363.047
QML /a/ before /k/ same and different syll. F1
567.0977
643.6595
639.6008
518.9503
QML /a/ before /k/ same and different syll. F2
1376.774
1397.885
1439.507
1617.893
QML /a/ before /q/ same and different syll. F1 St. Err.
21.3631
27.48216
26.29653
37.57545
QML /a/ before /q/ same and different syll. F2 St. Err.
84.65026
71.71746
63.1063
42.03486
QML /a/ before /k/ same and different syll. F1 St. Err.
23.17123
17.15969
14.7209
26.96529
QML /a/ before /k/ same and different syll. F2 St. Err.
87.99514
72.82246
71.79692
90.76977
Point 1
Point 2
Point 3
Point 4
QML /a.q/ F1
540.7999
632.2847
682.7067
605.6604
QML /a.q/ F2
1151.205
1220.091
1266.916
1295.732
QML /a.k/ F1
542.6948
626.193
631.8058
484.4083
QML /a.k/ F2
1287.873
1325.983
1393.952
1637.128
Group
130
QML /a.q/ F1 StErr
28.40291
35.19952
33.48359
43.7542
QML /a.q/ F2 StErr
97.3289
93.01436
74.95341
42.6736
QML /a.k/ F1 StErr
29.21172
23.22565
20.20661
31.12214
QML /a.k/ F2 StErr
117.5804
91.51242
94.66834
135.0522
Point 1
Point 2
Point 3
Point 4
QML /aq/ F1
549.638
736.212
779.578
819.919
QML /aq/ F2
1715.476
1561.174
1636.812
1510.748
QML /ak/ F1
615.9035
678.5925
655.1908
588.0345
QML /ak/ F2
1554.575
1541.69
1530.618
1579.423
QML /aq/ F1 StErr
30.57128
48.57046
47.40253
45.06915
QML /aq/ F2 StErr
101.3081
68.07029
76.60427
31.60328
QML /ak/ F1 StErr
27.06991
10.55948
18.8891
33.04555
QML /ak/ F2 StErr
69.6462
94.40966
103.5813
69.1008
Group
131
132
Group
Point 1
Point 2
Point 3
Point 4
QML /qa/ and /qhay/ F1
513.0523
611.5521
634.729
645.1063
QML /qa/ and /qhay/ F2
1293.224
1411.844
1486.146
1663.169
QML /kay/ and /khay/ F1
449.8158
504.7358
509.1205
459.2469
QML /kay/ and /khay/ F2
2043.803
1976.905
2017.88
2142.443
QML /qa/ and /qhay/ F1 Std. Error
37.15246
27.83528
32.56509
75.76088
QML /qa/ and /qhay/ F2 Std. Error
95.32084
88.88699
96.89131
105.5716
QML /kay/ and /khay/ F1 Std. Error
23.25328
21.32773
23.87156
19.31859
QML /kay/ and /khay/ F2 Std. Error
96.74271
113.9979
114.2163
94.18331
Point 1
Point 2
Point 3
Point 4
QML /qhay/ F1
460.4903
579.5268
572.9105
480.5335
QML /qhay/ F2
1238.346
1439.006
1533.683
1807.383
QML /khay/ F1
474.5038
517.4928
508.9108
439.72
QML /khay/ F2
2108.831
2025.017
2092.898
2227.293
Group
133
QML /qhay/ F1 Std. Error
55.61395
44.88566
29.95066
13.42002
QML /qhay/ F2 Std. Error
162.475
162.9544
180.5425
177.8673
QML /khay/ F1 Std. Error
44.91407
34.17815
41.93371
25.77067
QML /khay/ F2 Std. Error
99.23009
165.183
162.3612
137.3993
Point 1
Point 2
Point 3
Point 4
QML /qhay/ F1
460.4903
579.5268
572.9105
480.5335
QML /qhay/ F2
1238.346
1439.006
1533.683
1807.383
QML /kay/ F1
425.1278
491.9788
509.3303
478.7738
QML /kay/ F2
1978.776
1928.793
1942.862
2057.594
QML /qhay/ F1 Std. Error
55.61395
44.88566
29.95066
13.42002
QML /qhay/ F2 Std. Error
162.475
162.9544
180.5425
177.8673
QML /kay/ F1 Std. Error
9.986562
29.08774
30.01401
28.69339
QML /kay/ F2 Std. Error
176.0977
178.3738
175.4005
133.107
Point 1
Point 2
Point 3
Point 4
QML /qa/ F1
565.6143
643.5775
696.5475
809.679
QML /qa/ F2
1348.101
1384.683
1438.609
1518.954
QML /khay/ F1
460.4903
579.5268
572.9105
480.5335
QML /khay/ F2
1238.346
1439.006
1533.683
1807.383
QML /qa/ F1 Std. Error
38.81583
30.28656
38.78405
92.4613
QML /qa/ F2 Std. Error
118.3037
99.1207
98.53038
80.68294
QML /khay/ F1 Std. Error
44.91407
34.17815
41.93371
25.77067
QML /khay/ F2 Std. Error
99.23009
165.183
162.3612
137.3993
Group
Group
134
135
136
137
Group
Point 1
Point 2
Point 3
Point 4
QML /i/ before uvular ctx. F1
403.7864
423.2264
435.4142
426.4848
QML /i/ before uvular ctx. F2
1688.545
1858.159
1928.257
1616.247
QML /i/ before velar ctx. F1
330.7692
365.8143
354.8933
306.0649
QML /i/ before velar ctx. F2
2180.815
2241.779
2320.785
2435.932
QML /i/ before uvular ctx. F1 Std. Error
23.64156
21.62902
17.32652
17.03209
QML /i/ before uvular ctx. F2 Std. Error
93.44761
53.70569
45.83968
151.0789
QML /i/ before velar ctx. F1 Std. Error
16.45088
11.64673
12.45802
19.93512
QML /i/ before velar ctx. F2 Std. Error
71.86941
64.98774
48.97459
45.39436
Group
Point 1
Point 2
Point 3
Point 4
QML /i.q/ F1
414.0296
448.6696
458.198
450.4956
QML /i.q/ F2
1607.327
1801.613
1887.912
1819.605
QML /i.k/ F1
324.2753
341.492
327.4941
264.7199
QML /i.k/ F2
2157.147
2222.646
2297.13
2407.905
138
QML /i.q/ F1 StErr
20.69645
10.95884
13.0967
14.92316
QML /i.q/ F2 StErr
126.8491
61.84153
52.5695
60.29944
QML /i.k/ F1 StErr
15.29377
7.198533
6.074285
11.50363
QML /i.k/ F2 StErr
82.76017
70.45502
57.13862
58.97649
Group
Point 1
Point 2
Point 3
Point 4
QML /inq/ F1
383.3
372.34
389.8465
378.463
QML /inq/ F2
1850.982
1971.251
2008.948
1209.53
QML /inkh/ F1
343.757
414.459
409.6918
388.755
QML /inkh/ F2
2228.152
2280.045
2368.094
2491.987
QML /inq/ F1 Std. Error
62.76446
57.36547
38.25758
31.60218
QML /inq/ F2 Std. Error
88.17178
86.51804
83.43857
389.0958
QML /inkh/ F1 Std. Error
42.43905
8.193736
5.797053
18.30624
QML /inkh/ F2 Std. Error
154.0578
150.2012
100.1434
69.74482
139
140
Group
Point 1
Point 2
Point 3
Point 4
QML /qi/ F1
410.4852
441.951
416.4272
376.909
QML /qi/ F2
1904.592
2006.583
2098.342
2115.289
QML /ki/ F1
262.6231
294.7284
290.3349
270.1811
QML /ki/ F2
2242.674
2280.29
2307.843
2298.369
QML /qi/ F1 StErr
9.174851
8.999402
8.867092
13.21462
QML /qi/ F2 StErr
50.40301
48.942
44.96037
50.81521
QML /ki/ F1 StErr
8.27544
7.629055
8.065284
16.37188
QML /ki/ F2 StErr
47.53947
47.90251
53.11115
69.28526
Group
Point 1
Point 2
Point 3
Point 4
QML /qi/ word initial F1
399.2253
451.5718
420.4188
385.8915
QML /qi/ word initial F2
1879.431
1997.998
2136.573
2113.53
QML /ki/ word initial F1
272.1406
307.408
311.2209
305.7216
QML /ki/ word initial F2
2177.862
2185.642
2201.668
2093.799
141
QML /qi/ word initial F1 Std. Error
5.794371
16.80982
16.42763
27.83519
QML /qi/ word initial F2 Std. Error
109.5047
92.13101
75.98029
69.69238
QML /ki/ word initial F1 Std. Error
16.31533
14.21172
15.49812
31.00053
QML /ki/ word initial F2 Std. Error
88.98978
100.3766
113.2484
126.3622
Group
Point 1
Point 2
Point 3
Point 4
QML /qi/ word final F1
417.9918
435.5371
413.7662
370.9206
QML /qi/ word final F2
1921.366
2012.307
2072.855
2116.461
QML /ki/ word final F1
256.2781
286.2753
276.4108
246.4874
QML /ki/ word final F2
2285.883
2343.388
2378.627
2434.749
QML /qi/ word final F1 Std. Error
14.67241
10.19427
10.49987
12.87865
QML /qi/ word final F2 Std. Error
46.50053
57.33366
56.76701
73.29866
QML /ki/ word final F1 Std. Error
8.664229
8.101075
6.426424
15.37291
QML /ki/ word final F2 Std. Error
52.17377
37.76906
39.25264
53.08739
142
143
Group
Point 1
Point 2
Point 3
Point 4
QML /qu/ F1
399.6507
431.7809
436.9879
376.0087
QML /qu/ F2
762.9104
790.0431
835.3847
910.9906
QML /ku/ F1
325.1323
358.8159
370.8041
339.9777
QML /ku/ F2
847.7986
849.6315
869.6674
1032.777
QML /qu/ F1 Std. Error
13.40666
7.99498
9.576688
17.29903
QML /qu/ F2 Std. Error
18.63049
15.37613
18.80464
35.61972
QML /ku/ F1 Std. Error
13.30943
9.642615
13.93892
23.77554
QML /ku/ F2 Std. Error
24.07704
23.25726
25.37244
47.73239
144
Group
Point 1
Point 2
Point 3
Point 4
QML /u/ before uvular context F1
394.905
435.4561
442.4426
427.0759
QML /u/ before uvular context F2
817.1915
817.0906
809.5698
758.5609
QML /u/ before velar context F1
366.2161
397.6053
394.8563
340.411
QML /u/ before velar context F2
878.3476
841.8825
838.8571
797.6096
QML /u/ before uvular context F1 Std. Error
19.61945
15.78847
15.30359
16.83607
QML /u/ before uvular context F2 Std. Error
33.56955
26.32624
23.82094
25.47618
QML /u/ before velar context F1 Std. Error
16.97563
11.64994
12.56551
16.04752
QML /u/ before velar context F2 Std. Error
40.0118
27.38098
26.71606
44.89244
Group
Point 1
Point 2
Point 3
Point 4
QML /u.q/ F1
430.6464
473.2664
478.5929
468.3089
QML /u.q/ F2
894.8118
867.8586
841.6493
725.6509
QML /u.k/ F1
378.2125
400.5871
392.5271
321.3808
QML /u.k/ F2
962.5201
877.8841
824.0655
714.182
145
QML /u.q/ F1 Std. Error
30.6881
23.18033
22.43235
21.75447
QML /u.q/ F2 Std. Error
53.59187
38.72226
39.78681
33.36479
QML /u.k/ F1 Std. Error
25.86421
17.99247
17.71929
26.54662
QML /u.k/ F2 Std. Error
67.00313
39.19884
35.84787
32.07285
Group
Point 1
Point 2
Point 3
Point 4
QML /u/ before continuant and uvular F1
359.1636
397.6459
406.2924
385.8429
QML /u/ before continuant and uvular F2
739.5713
766.3225
777.4903
791.471
QML /u/ before continuant and velar F1
354.2198
394.6234
397.1854
359.4413
QML /u/ before continuant and velar F2
794.175
805.8809
853.6486
881.0371
QML /u/ before continuant and uvular F1 Std. Error
18.51825
11.06959
11.27474
15.9932
QML /u/ before continuant and uvular F2 Std. Error
15.36701
27.1015
23.55538
36.86357
QML /u/ before continuant and velar F1 Std. Error
22.91173
15.981
19.00415
17.18936
QML /u/ before continuant and velar F2 Std. Error
18.64082
36.14152
41.36832
74.96565
146
147
148