text:
- Methodology article
- Open Access
EnvMine: A text-mining system for the automatic extraction of contextual information
- Javier Tamames1Email author and
- Victor de Lorenzo1
© Tamames and de Lorenzo; licensee BioMed Central Ltd. 2010
- Received: 16 October 2009
- Accepted: 1 June 2010
- Published: 1 June 2010
For ecological studies, it is crucial to count on adequate descriptions of the environments and samples being studied. Such a description must be done in terms of their physicochemical characteristics, allowing a direct comparison between different environments that would be difficult to do otherwise. Also the characterization must include the precise geographical location, to make possible the study of geographical distributions and biogeographical patterns. Currently, there is no schema for annotating these environmental features, and these data have to be extracted from textual sources (published articles). So far, this had to be performed by manual inspection of the corresponding documents. To facilitate this task, we have developed EnvMine, a set of text-mining tools devoted to retrieve contextual information (physicochemical variables and geographical locations) from textual sources of any kind.
EnvMine is capable of retrieving the physicochemical variables cited in the text, by means of the accurate identification of their associated units of measurement. In this task, the system achieves a recall (percentage of items retrieved) of 92% with less than 1% error. Also a Bayesian classifier was tested for distinguishing parts of the text describing environmental characteristics from others dealing with, for instance, experimental settings.
Regarding the identification of geographical locations, the system takes advantage of existing databases such as GeoNames to achieve 86% recall with 92% precision. The identification of a location includes also the determination of its exact coordinates (latitude and longitude), thus allowing the calculation of distance between the individual locations.
EnvMine is a very efficient method for extracting contextual information from different text sources, like published articles or web pages. This tool can help in determining the precise location and physicochemical variables of sampling sites, thus facilitating the performance of ecological analyses. EnvMine can also help in the development of standards for the annotation of environmental features.
- Contextual Information
- Textual Source
- Prokaryotic Community
- Physicochemical Variable
- Genome Standard Consortium
One of the main objectives of microbial ecology is to address how the variations in environmental conditions can shape the composition and structure of prokaryotic communities. For this purpose, it is critical to count on accurate estimates of the composition of the prokaryotic communities, and on a precise description of the environment in study. Nowadays, the current knowledge about how the different environmental factors shape the distribution and diversity of prokaryotes is still scarce. Although the influence of some of these factors, salinity for instance, has been widely studied and discussed [1, 2], the influence of many others, and especially the combination of different factors, is yet rather unknown.
A very complete ontology, EnvO, has been developed for the annotation of the environment of any organism or biological sample. There is also a smaller and easy-to-use set of terms preserving a mapping to EnvO [3] and very suitable for environmental annotation, named Habitat-Lite [4]. These tools are very valuable resources for describing environment types, but an adequate and complete definition of individual environments must be compiled in terms of their physicochemical characteristics, thus allowing the performance of direct comparisons between them. In practice the environmental samplings are often poorly characterized, and there is not a common and established protocol stating the important variables to be measured. A very promising initiative in this direction is being carried out by the Genome Standards Consortium (GSC), with the development of MIENS [5], a specification of the needed information (contextual information) to characterize environmental samplings. Contextual information is defined, according to GSC, as "The set of (meta)data describing aspects of genomes and metagenomes such as geographic location and habitat type from which the sample was taken as well as the details of the processing of a sample". GSC also develops GCDML, a Genomic Contextual Data Markup Language for annotating these data [6].
Determining the precise location of the sampling sites is also very important. It allows the linkage between environmental characteristics and geographical locations, useful to explore the existence of possible biogeographical patterns. These patterns are already well known for macro-organisms, but their existence and extent is controversial for micro-organisms [7–12]. Also, it facilitates the identification of similar sites to study the spatial or temporal variation of their compositions. For that purpose, it is not enough to specify the name of the location, but also geographical coordinates (latitude and longitude) of all or most samples must be precisely annotated.
Currently, many environmental samplings of prokaryotic composition are already available and deposited in the ENV section of the GenBank database [13]. This is a very rich source of data for studying the structure of prokaryotic communities and their relationship with the environment. More than 6.000 samples containing 16 S rDNA sequences, the most widely used phylogenetic marker, can be found there. These samples have been recently organized in EnvDB database [14]. Usually, the samples in the GenBank database are very sparsely described from the environmental point of view. The only sources of environmental information in the entries are the title and a field named "isolation_source", sometimes citing the location and the prominent characteristics of the sample site. Nevertheless, almost no environmental information can be found this way and therefore it must be looked for in the corresponding published article. If it exists, GenBank lists the corresponding PMID (PubMed Identification Number) that can be used to trace the publication describing the experiment and the sampling procedure. Then, contextual information can be extracted from it, but the manual inspection of the articles is a very tedious and error-prone process.
A large collection of text mining tools has been developed for many different purposes in the biological field. These tools have been focused mostly in applications for molecular biology and biomedicine, such as annotating genes and proteins, drugs and diseases, inferring the relationships between them and integrating that knowledge into genomic analyses [15–17]. As far as we know, no such tools have been developed for extracting information focused on ecology, although some of the techniques used in other areas can be applicable also in this context. This has been our motivation for developing EnvMine, a set of automatic text-mining tools devoted to retrieve contextual information from textual sources of any kind, EnvMine extracts physicochemical variables and geographical locations unambiguously, performing very well on both tasks. Therefore it is a useful tool for annotating ecological data and to aid in the development of annotation schemas and specifications.
Identification of physicochemical variables
In order to avoid confusion, we think it is convenient to define the meaning of some terms used in this section, namely the 'variable', 'unit' and 'measure' terms. The process of measuring involves determining a value for a physicochemical characteristic, such as distance, temperature, or concentration. A variable is an individual physicochemical characteristic, such as distance, temperature or concentration. The result of measuring a variable is a measurement reported in some unit, which is a division of quantity (such as meter) accepted as a standard. For instance, a meter is a unit for measuring distances. And finally, a measure is the discrete value of a given variable, such as 250 (meters).
There are many physicochemical variables that can be used to characterize an environment. Some of them are widely used, such as the depth of an oceanic sampling, or the temperature of a thermal spot. Some others have been used much less frequently (for instance, the conductivity of oceanic waters, or the irrigation rate of a soil). A comprehensive list of all possible variables does not exist, and this prevents the usage of a dictionary-based approach for their identification. Also, very often the variable itself is not cited, because it is implicit in their units. For instance, "3 gr of soil were collected" (corresponding to variable "weight"), "a small primary stream drains a 1.5-ha" (variable "area"), or "the waters were at 5 degrees C" (variable "temperature"). Therefore, the system must be capable of identifying both variables and units, and of linking units to the corresponding variables unambiguously.
The first task is to create a list of units as complete as possible. Our approach to construct automatically such a list was to scan the articles for numeric values and to recover the words immediately following them, since the units are generally mentioned immediately after a measure (a numeric value). Then we crosschecked these words with a comprehensive English dictionary (UK English wordlist 1.01, http://www.bckelk.ukfsn.org/words/wlist.zip). This allowed us to eliminate all instances referring to substantives (i.e, "we repeated the experiment 10 times"). We assumed that a word following a number and not present in the dictionary must correspond to a unit (some commonly used units, such as "meter", "liter" or "kilogram", were originally in the dictionary and were removed from it). Since units can be composed of more than one word (i.e., mg liter-1 to express a concentration), we collected the longest possible string whose words fulfill that criterion. The list of units collected in this way was manually curated, to obtain a final set of 118 different units (Additional file 1, Table S1).
The second step was to effectively identify the link between the units and their corresponding variables, taking also into account that a single unit can be cited in different ways (for instance, the unit "gram" has been found written either as "gram", "gr", "grs", or "g"). This can also be done automatically by finding joint citations of variables and units. For instance, in the sentence "samples were collected at 320 mts depth", the word "mts" is a unit present in the list, and the citation of the variable "depth" implies that "mts" is a valid unit for such variable. The variable must be in the same sentence and close to the unit (five words before or after) to produce the association. We followed an iterative procedure, starting with an initial list of ten variables (temperature, size, volume, pH, concentration, time, weight, area, pressure and salinity) and adding new ones that were identified by the presence of unmatched units. The association list between variables and units obtained in this way was manually curated and completed, to obtain the correspondence of the units with 33 different variables.
In this way, it is possible to identify variables in the text even if they were not cited explicitly, simply by the presence of a numerical value (a measure) and a unit that was associated with it. Some ambiguity can exist, because some units can correspond to more than one variable. For instance, the unit "meter" denotes a linear value, which can be used to measure length, distance or depth. The complete disambiguation of these instances is only possible if the correct variable is also cited.
Some variables are expressed as a combination of units. For example, concentrations can be measured as a weight of a substance in a particular volume, which can be expressed by different combinations of units: grams/liter, gr liter-1, nanogram per milliliter, etc. The association list also includes such combinations, specifying that the arrangement of weight and volume units corresponds to a concentration. The variables can be readily identified regardless of the specific units and the notation used.
Physicochemical information can also appear in tables or, much more rarely, in figures. The information contained in tables can be extracted, because tables in HTML format can be parsed. Individual rows and columns are clearly identified by HTML tags. Extraction of physicochemical variables from the first row of the table, performed as explained above, indicate the meaning of each of the columns, and individual data points can be extracted from subsequent rows.
Identification of geographic locations
The retrieval of geographic locations from texts and their normalization by their geographical coordinates allows the precise determination of the location of each sampling experiment, which is critical for performing biogeographical studies. The simple retrieval of the name of the site is not enough to identify the location exactly, because a very high degree of ambiguity exists (For instance, there are almost 1.000 populated places in the world named "San Juan"). Therefore, this task can be seen as two independent issues, first identification of the putative locations, and second matching these with their precise coordinates. Some approaches for geo-disambiguation have been already proposed [18, 19]
Syntactically, geographic locations are proper nouns, which are capitalized in many languages, including English. This provides a very useful morphological clue to distinguish them from common nouns. But other proper and common nouns are also capitalized (person names, brand names, chemical compounds, most acronyms). Also, the usefulness of the syntactical structure of the sentence is limited, since the geographic location can play different roles in a sentence. For instance, in the sentence "Lake Cadagno is a meromictic lake in the Piora Valley of Switzerland", "Lake Cadagno" is the subject of the sentence, whereas "Piora Valley" and "Switzerland" compose an adverbial phrase.
The approach followed to identify possible geographical names is: First, identify all noun phrases (NPs) in the sentences by the usage of a part-of-speech tagger (TreeTagger) [20]. Then, discard all NPs not containing any capitalized words, and finally crosscheck the candidate names with a list of known geographical locations. For this purpose, we have used the GeoNames database [21], an outstanding compendium of geographic names from all around the world, containing 6.5 million features plus their geographical coordinates. GeoNames also offers web services, so that it can be queried by external resources. This is a very effective method for checking whether a particular candidate name corresponds to a real geographic location. The full procedure retrieves around 87% of the original locations. An example of the division of the text in NPs and the results of submitting these to GeoNames is provided in Additional File 2, Table S2.
This method relies very much on the completeness of GeoNames database. In order to reduce this dependence on a single data source, we also set up a procedure for performing queries to Google Maps [22] in a very similar way. Google Maps also provides web services allowing the retrieval of geographical coordinates for a given query. The usage of Google Maps slightly improves the results, since the combined procedure, GeoNames plus Google Maps, allows the retrieval of 90% of the original instances.
Still, a real location cannot be identified if it is not present in any of the geographical databases used. Nevertheless, these sites often contain a reference to a geographical feature (River, Sea, Strait, Forest, etc). We have compiled a list of these features by manual curation of a list of the most common words in GeoNames database. The list contains 132 words referring to geographical features in several languages (English, Spanish, French, Portuguese and Arabic). Then, we are able to identify the capitalized nominal phrases not present in geographical databases but containing any of these words (for instance, "Ganghwa Island"). This procedure allows retrieval of an additional 3% of locations. In this case, since these locations are not present in geographic databases, no coordinates can be found for them. To overcome this probem, we are currently testing a procedure for querying Google [23] using the putative geographic name and the keywords "longitude" and "latitude". We estimate that up to 60% of the new locations could be matched with their coordinates in this way.
The second step is the disambiguation of the geographical names when more than one site is possible. This is done by inspecting the contiguous text for other locations that can help to resolve the ambiguity. Often, the name of the region, the country, or related geographical features can be found in the vicinity of the ambiguous name. For instance, cities named "Margate" exist in South Africa, England, Australia, the United States and Canada, but its citation can be easily disambiguated if it appears as "Margate, Tasmania". The procedure consists in retrieving the country or countries for all the instances of both locations, and selecting the pair of instances whose countries match. In the example above, since Tasmania belongs to Australia, the mention of Margate is also identified with the Australian city. It is not necessary that both locations be in the immediate vicinity (for instance, "Margate is a city located in the island of Tasmania"), but it is required that both be in the same sentence.
This procedure cannot directly disambiguate between two possible locations in the same country. In that case, the geographical coordinates are used to select the one with smaller distance to the location used to disambiguate. Again using the example above, if a second city named Margate exists in Australia, it would not be possible to select the correct one in the first instance. Then we would calculate the distance between the coordinates of the two cities named Margate and the coordinates of Tasmania, selecting the one with the shortest distance.
Also a problem could arise if several countries are mentioned in the same sentence, usually corresponding to lists of locations (for instance, "These cities are San Jose, Costa Rica, Kingston, Jamaica, and Caracas, Venezuela"). In practice this is a minor problem, because rarely a place with the same name is present in more than one country, and therefore there is no ambiguity (as it is the case for "Kingston"). Otherwise, the procedure assumes that the closest country in the text is the right one (as for "San Jose, Costa Rica"), which is sufficient to disambiguate most instances.
Although this procedure of disambiguation performs very well, two problems remain: first, it cannot distinguish between locations with no country attached. These names correspond mostly to undersea features (since the rest of features can be placed in at least one country), and these features are usually not ambiguous (Additional File 3, Table S3). Second, it cannot deal with instances in which no other location is cited in the same sentence. Currently, the system works by assigning the location to the most relevant place, for instance the biggest city or the most commonly cited feature. This information is automatically provided by GeoNames database, where locations are sorted by relevance. An alternative strategy is to look for country names in adjacent sentences, or even in the whole article.
Discriminating parts of the article
It is important to consider that most of the contextual information retrieved this way corresponds not to environmental information, but to experimental settings (in case of physicochemical variables) or providers' addresses (in case of geographical locations). Therefore, it would be very valuable to have a way to discriminate the parts of the text that describe environmental characteristics from the rest. The distinction between parts of the article according to their rhetorical contexts has been addressed by previous works, for instance by the Rethorical Structure Theory by Mann and Thompson [24], or the zone analysis approaches by Teufel and Moens [25], and Mizuta and coworkers [26].
Here, a simple approach would be to identify the sections or subsections of the articles that are most likely to contain contextual information. Examples are subsections such as "Site and sampling characteristics", "Sample collection", "Site description", "Sources of samples", etc. Nevertheless, this procedure often fails since experimental data and settings can also be found in these sections, and environmental information can appear elsewhere. Therefore, we have designed a simple classification approach for identifying individual sentences (or groups of sentences) into environmentally or experimentally-associated. We manually classified a set of 1,151 sentences into environmental (323 sentences) or experimental (828 sentences), and used the frequencies of the words in them to train several types of classifiers available in the Weka package [27]. We filtered the words using just those that were present in more than one sentence, and whose frequency in one of the sets at least doubled that in the other. In this way, we selected 607 useful words that were used to train the classifier, which was tested by means of a jack-knife cross-validation approach.
Obtaining full-text articles
We used the set of environmental samplings stored in the EnvDB database as a reference set from which to extract contextual information. Since many of the sampling experiments remain unpublished and are just deposited in the database, only 36% of them can be linked to a PMID and therefore to their corresponding publication. For these, the abstract of the article is readily available, and in this way we obtained 1646 abstracts. But since contextual data are usually cited in other sections of the article (see below), the abstract is usually not enough and the retrieval of contextual information must be performed on the full-text article.
There are two main problems in accessing full-text articles. The first one is of non-technical nature: the need for a subscription to the corresponding journal. The second is that full-text articles are provided by editorials via their own web services, implying that the structure of the pages and archives can be very different between editorials and providers. It would be necesary to create a web parser capable of tracking the links to the full-texts, which could be technically complex. Fortunately, we can take advantage of the fact that all articles are identified by a Digital Object Identifier (DOI), provided by the International DOI Foundation (IDF). PubMed uses the field "AID" to store the DOI for each article (for instance, "10.1016/j.femsle.2004.11.021 [doi]"). This DOI can be feed to the IDF web server in http://dx.doi.org/, which automatically redirects to the full-text article. The queries can be constructed by merging the above address and the DOI, such as http://dx.doi.org/10.1016/j.femsle.2004.11.021, following the example above. In this way, we were able to retrieve 567 full-text articles. The article can be downloaded in several formats, but it is advisable to use xml format if available, since all information on sections and subsections of the text is preserved. Html format is also suitable. Although pdf format is usable by converting it into html or plain text, and some tools are available to perform this step, it is not practical because the format of the text is lost (including highlights such as bold letters or bigger font sizes) and therefore the headers identifying sections of the text are missed. Also problems can arise derived from the format of the text itself (for instance, several columns per page).
Sometimes, full details of the experimental procedures are provided in supplementary information. The retrieval and processing of supplementary materials is not easy: they are more difficult to retrieve since they are not identified with a DOI; the format is very variable and often they are available only as pdf files. We have not attempted to deal with this issue in the scope of this article.
Physicochemical variables
Performance of EnvMine in the identification of physicochemical information.
Number of Instances
Linked to variables
The performance of EnvMine in the retrieval of physicochemical information is very good, achieving almost 97% recall. Only a few instances were not retrieved, corresponding mainly to concatenated measures (for instance, "-20 and -80 degrees C", " 1, 3, 5, 10, 12, and 15 mM"), or involving units that were not present in the original list (for instance, "200,000 fluorescence units"). In most cases, the retrieved instances corresponded to a real physicochemical measure, achieving a precision of 97%. The most conspicuous error affected to rotational speed measures, because these are often expressed by the "g" unit, which is confounded with "grams", and consequently with a weight measure. We have also quantified how many of these instances could not be linked unambiguously to the real physicochemical variable. This occurs just for 23 instances (4% of the total). Almost all of these correspond to size measures ("5 mm", "20 cm"), which are ambiguous since they can match lengths, diameters, distances, depths, etc. EnvMine correctly identifies these as "size" measures, but cannot disambiguate further. The errors in the identification of variables are very rare (only 3 out of 519), corresponding to instances such as "269 kg of manure ha-1", a measure of concentration that EnvMine wrongly identifies with a weight, confused by mention of "manure".
Number of physicochemical variables found in different sections of a set of 567 full-text articles.
Absolute Number
Materials and Methods
Physicochemical variables most cited in the set of 567 full-text articles.
Most common unit
degree C
cell number
cell density
square meter
mm Hg
rate of temperature change
degrees C/min
diffusion coefficient
rate of concentration change
mol/liter day
enzymatic specific activity
mol/h gr
Results for the discrimination between environmental-or experimental-associated sentences for different classifiers in the Weka package.
Naive Bayes Multinomial
Naive Bayes Multinomial
Naive Bayes
Naive Bayes
Bayes Logistic Regression
Bayes Logistic Regression
Bayes Net
Bayes Net
Meta Bagging
Meta Bagging
Rules, Decision Table
Rules, Decision Table
Random Forest
Random Forest
The best among all the tested was a Multinomial Naïve Bayes classifier, which has an excellent performance, especially for discriminating experimental-associated sentences. These results indicate that it is possible to distinguish accurately between parts of the article.
Geographic locations
Performance of EnvMine in the retrieval of geographical locations.
Precision without coordinates
Precision with coordinates
Full text
The main difference between both datasets is that in the full-text of articles many of the locations correspond to manufacturers' addresses (i.e, PE Applied Biosytems, Foster City, Calif.), which are easy to disambiguate since the state or country is commonly cited. Since this could artificially increase the precision, we performed a second test using only abstracts of articles. In both corpuses, recall and precision are rather high. Only a few locations were missed, and there are few errors, mostly consisting in the confusion of persons' names with locations. In the abstracts, the precision with coordinates is smaller because some locations were not present in the geographical databases, and were found according to the citation of a geographic feature (for example, Lake Siso, Spain). These instances were accurately retrieved (thus increasing recall), but it is not possible to obtain their coordinates.
Discussion and Conclusions
We have developed EnvMine with the main purpose of extracting contextual information from scientific articles, especially those linked to sampling experiments of different environments. We have shown that the retrieval of contextual information can be performed with high effectiveness and a low rate of errors, and therefore we conclude that text mining tools like this can be very valuable in the annotation of environmental characteristics and locations. Nevertheless, we have found that such contextual information is not abundant. Very often, the samples are very sparsely described from the physicochemical point of view. Only very few variables are characterized, and there is no common criteria about which ones are to be measured. Obviously, this makes it difficult to study the influence of physicochemical factors by the comparison of results from different samples. It is clear for us that a common protocol for the collection of contextual data is needed. In this context, we find that the MIGS/MIENS standard, the initiative of the Genomic Standards Consortium to propose a minimum set of variables to be measured in each sampling, is extremely important [5]. EnvMine can help to annotate these variables from textual sources, reducing greatly the effort to produce complete descriptions of environmental samplings.
EnvMine is composed of two separated modules, devoted to the retrieval of physicochemical variables and geographical locations, respectively. Both modules can be combined to create a catalog of environmental features in different locations of the world, which can be a valuable resource for the performance of a wide range of ecological studies and in some instances could be used to annotate poorly characterized samples.
EnvMine could also be easily combined with other text-mining tools. For instance, Text Detective [29] can be used to precisely identify chemical compounds, which combined with concentration measures would provide a precise chemical profile of the environment. Recently, Spasic and colleagues described a method for constructing a controlled vocabulary in order to facilitate the retrieval of experimental techniques linked to metabolomic studies [30]. Also, Frantzi and colleagues developed TerMine, a text-mining system allowing the extraction of multi-word terms that can be used to build controlled terminology lists [31]. The combination of these tools can lead to a complete system for the extraction of experimental methodologies and protocols. This can allow the comparison of different results according to variation in the settings used in each experiment. For instance, the composition of the human intestinal microbiome is found to be rather diverse, and perhaps some apparently discordant results could be attributed to the usage of diverse experimental procedures that introduce particular biases, leading to different conclusions [32, 33]. EnvMine can be used to complement the annotation of environments by EnvO or Habitat-lite.
EnvMine is part of an effort to create a comprehensive database linking prokaryotic diversity and environmental features [14, 28]. We hope that this resource can help to increase our knowledge of the assembly of natural microbial communities and their relationships with the environment.
EnvMine web server can be accessed at http://brueghel.cnb.csic.es/envmine.html
This work was supported by project generous grants from the Spanish Ministry of Science and Innovation (CONSOLIDER), the 7 th Framework programme of the European Union (Projects BACSINE and MICROME), and funds from Comunidad de Madrid, Spain. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript
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- Rajilic-Stojanovic M, Smidt H, de Vos WM: Diversity of the human gastrointestinal tract microbiota revisited. Environ Microbiol 2007, 9(9):2125–2136. 10.1111/j.1462-2920.2007.01369.xView ArticlePubMedGoogle Scholar
This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.


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Madhu Mantena And Masaba Gupta File For Divorce; Couple Confirms, "We Have Decided To Move Forward Separately"
DIVORCE, it is! Another marriage has had a quick expiry date. Fashion designer Masaba Gupta and film producer Madhu Mantena were seen in Family Court yesterday
It was in the month of August last year that Madhu Mantena and Masaba Gupta decided to end their 3-year marriage. Masaba went on to announce their separation on social media: "With a lot of sadness, Madhu and I have today decided to go on a trial separation in our marriage. We are not strong enough to explain ourselves to even friends who deserve answers from us. All we can say to each of them is give us time and gives us love when we reach out to you." And, the industry was taken by surprise.
Now, the couple has filed for divorce at the Bandra Family Court. When contacted, Madhu Mantena confirmed that the divorce has been filed and promptly sent us a joint statement, which reads: "After much thought and consideration, we have come to an amicable conclusion on all matters. We have decided to move forward separately and get divorced. We are two individuals who respect and care for each other and have made our own choices. We would appreciate if we are given our privacy in this time."
Madhu and Masaba got married in June 2015. Their wedding was a big lavish affair attended by several celebrities. After a dreamy wedding, Masaba moved into the same house that Nandana Sen (Madhu's ex-girlfriend) had vacated. Neitrher of the two wanted to dwell on the reasons of their incompatibility. We had then tried to strike up a chat with Masaba's mother, Neena Gupta, and she had only said, "They (Masaba and Madhu) said, we are adults, let's work it out at our won, you stay out of this, so I am staying out."
ALSO READ: STUNNER OR BUMMER: Katrina Kaif, Deepika Padukone, Kareena Kapoor Khan, Soundarya Sharma Or Jacqueline Fernandez?
ALSO READ: STUNNER OR BUMMER: Katrina Kaif, Deepika Padukone, Kareena Kapoor Khan, Soundarya Sharma Or Jacqueline Fernandez?
The divorce has been filed by mutual consent. Masaba has not demanded any alimony. The first hearing of their divorce application was held yesterday. Six months from today, the two will cease to be man and wife.
Image Source:Justdial,picswe
Image Source:Justdial,picswe
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noun: someone who loves to blow up their own ego.
trump is such a "blowheart".egomaniac,narcisist, pompous, delusional.
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- mencation
a vacation away from men ! (also used in a symbolical sense to denote a quest for greater time and sp-ce to focus on your own endeavours) a: i am so sick of men and dealing with their bullsh-t. b: i think you need a "mencation" ! lol
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a form of texting which involves waiting an unnecessary amount of time (6+ hours) to respond to a text message when the receiver of the text has no explainable reason for a delayed response. since phones are used in the modern age for email, a watch, to-do list, among various other things, it is rare […]
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text:
Slush Puppie celebrates living wage commitment
Slush Puppie Ltd became an accredited Living Wage employer, meaning that all its 89 UK employees, regardless of whether they are permanent employees or third-party contractors, receive a minimum hourly wage of at least £8.45 and £9.75 in London.
Both these rates are significantly higher than the statutory minimum for over 25s of £7.50 per hour introduced in April 2017.
Slush Puppie Ltd manufactures and sells such brands as Tango Ice Blast and Coca Cola Frozen alongside Slush Puppie Classic across 14 countries.
The real Living Wage is an hourly rate set independently, updated annually and calculated according to the real cost of living.
Mark Peters, Managing Director of Slush Puppie Ltd, said: "We are a family owned business where we put people first, from customers through to staff. From a personal point of view it's very important to our family that we share in our businesses prosperity with every one that works within the company. Last year we introduced a profit-sharing scheme and now it is fantastic that we are in a position to pay every one more than the statutory minimum wage. To be an accredited living wage employer is something the business is very proud of."
Employers choose to pay the real Living Wage on a voluntary basis. The Living Wage enjoys cross party political support.
Katherine Chapman, Director Living Wage Foundation, said: "It's fantastic to welcome such an iconic brand as Slush Puppie to the Living Wage movement – and just in time for the Summer.Slush Puppie join over 3,000 accredited Living Wage employers across the UK, ranging from independent bookshops and breweries, to well-known companies such as IKEA, Nationwide and Aviva who are ensuring that all their staff earn a wage they can live on. These businesses recognise that clinging to the minimum wage is not good business. Customers expect better than that."


text:
How to Learn Hip-Hop Dancing with Matt Steffanina
How to Teach Yourself to Breakdance. Breakdance is form of freestyle street dance. Breakdancing grew out of the hip-hop movement in the United States in the ear... Teach yourself how to play drums with our easy hip-hop and R&B drum lessons for beginners. ***Comes with 1 DVD and 1 CD containing drum videos and audio demonstrating all examples. See and hear how each one is played by a teacher, then play along with the backing band.
How To Become A Contemporary Dancer In 15 Easy Steps
20/07/2009 · Hip Hop Hip Hop Dancewear Battles Breaking Capoeira Freestyle Hip Hop Hip Hop - Advanced there are plenty of articles on why you shouldn't teach yourself pointe. There are no articles on what to do when you walk up and slap two hundred of technique, strength and skill in the face. And, god help us all, I'm attempting to make one. THE SHOES Think of what you're doing in …...They teach ballet, tap, hip-hop, modern, lyrical, ballroom, liturgical, and jazz. Dance teachers teach in a variety of different settings. They provide instruction in colleges, universities, and private studios. Many work with dance companies. Some teachers focus on kinesiology, nutrition, injury prevention, and dance …
How to Teach Yourself the Riverdance ehow.co.uk
The moves are simple and perfect for anyone looking to start learning hip hop choreography. Matt Steffanina is a hip hop faculty member Millennium Dance Complex, one of L.A.'s top dance studios, as well as a weekly instructor for IDA Hollywood. how to clean beauty blender microwave They teach ballet, tap, hip-hop, modern, lyrical, ballroom, liturgical, and jazz. Dance teachers teach in a variety of different settings. They provide instruction in colleges, universities, and private studios. Many work with dance companies. Some teachers focus on kinesiology, nutrition, injury prevention, and dance …. How to become a teacher on schoology
How To Teach Yourself To Dance Hip Hop
How to Play Drums Hip-Hop Drum Lessons for Beginners
- How to Teach Yourself the Piano Melodyful
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How To Teach Yourself To Dance Hip Hop
Hip Hop Dancer Career *A job as a Hip Hop Dancer falls under the broader career category of Dancers. The information on this page will generally apply to all careers in this category but may not specifically apply to this career title.
- I have four main tips for creating an enjoyable, successful teaching habit, whether you teach one hour or 20 hours per week: ONE Above all else, continue to work on your learning skills , especially as they relate to dance.
- April 18th 2014, 5:18 pm. Do it away from the mirror, stand in the back, connect moves to words in the song, and when teacher goes through the choreo slowly, stay one step behind, to …
- How to Teach Yourself to Breakdance. Breakdance is form of freestyle street dance. Breakdancing grew out of the hip-hop movement in the United States in the ear
- 11/04/2009 · you can't find a site that can make you a pro, you can find sites everywhere that will teach you basics and everything but you really need to go to dance class. you have more chance of becoming a pro by the time you're 18 if you go to dance class than if you teach yourself from a website.
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text:
Salomé. Greetings to all human beings
martes 1 de marzo de 2011 (2011.3.1)
Channeling by Kris Won from our Galactic Sister, "Salomé"
Note by KrisWon:
I sat in front of my laptop to begin a new channeling from Commander Sohin, that we usually do on Sundays; but after waiting a while and finding myself in a profound inner meditation, Salomé, a regular acquaintance of mine who has been sending me telepathic messages for a few years now, is in a small ship orbiting the Earth in a mission along with four partners, two men and two women, tells me that Sohin is busy in that moment with an urgent task, she tells me it has to do with the blocking that They do of the aggressive acts from those in darkness. I ask her if she graciously accepts to star in this Sunday\'s channeling. We will see what happens.
克裡斯.翁 注:
我坐在我的筆記本電腦前面,準備開始向阿爾法飛船指揮官 Sohin的通靈感應,我們通常在星期日,但等待一段時間后,發現自己內在有個深度的冥想,莎樂美,一個我普通熟識的友人,幾年來持續給我心電感應信息,是一艘繞行地球軌道任務的小飛船以及兩男兩女的四位工作成員,告訴我說阿爾法飛船的指揮官Sohin那時正忙著緊急任務,她告訴我通信阻斷與他們在對抗黑暗份子攻擊有關。我問她是否這個星期天欣然的接受通靈感應。我們看看會發生什麼事。
Greetings to all human beings who read this message. We greet you, us, your cosmic brothers and sisters, who have come to back you up and give you our support in the current moments of planetary transition.
Yes, it's true, I know Cristian very well, although he doesn\'t remember the encounters between us and him consciously, because it\'s better this way for the moment. We have been contacting him for several years, during which we have been preparing him , molding him and working over his subtle centers, especially for telepathic reception, as he would need it for his work of mental reception with all of us.
Some more of you are being worked on likewise, mainly in the functional reactivation of the pineal gland, which is the antenna that your physical body has to receive the mental impulses coming from other minds.
It is essential that our work is developed step by step and during successive 'interventions' that normally take place while our contacts are asleep. These alterations that we do in your pineal gland, as well as other centers in your body, some of them also in your etheric body, in the circular and rotating energy centers that you call chakras, if they were done in only one session this could produce severe damages, which is why it becomes necessary to act on them in a staggered way and following certain guidelines.
In a near future, these interventions on your physical and etheric bodies will be done on all humanity, and their DNA chain will be conveniently modified, so that your physical bodies are always healthy and not so prone to contracting illnesses as you are now, because as a general rule, and due to a diet that is deficient and polluted by your own chemical products, your immune systems do not have the effectiveness one could expect.
The human race of this planet will be, with our intervention, propelled towards the obtainment of a perfect physical body, and I don\'t mean the achievement of physical beauty at all. In this sense, you are being manipulated by the cosmetic and pharmacological industry, which constantly bombards you with subliminal messages to make you keep an unhealthy obsession with keeping your body beautiful, because they want to make you believe that you are worth for the physical appearance that you have.
But the truth is, what you must do is keep your body healthy, without the adulterated need to remain beautiful at every age. Each age has its own charm and beauty is purely within, it is not based on more or less wrinkles in the skin or not having an ounce of fat on the body. It is true that obesity is very harmful, but you mustn\'t reach a point where you are obsessed in this way if you have a few extra kilos or if you have a few wrinkles on your face.
First take care of being happy, of breathing deeply several times a day, if it\'s possible fresh air from the country, to keep a peaceful and inner calm state; this is much more important. When you are calm within, you will also manifest that peace in your bodies in a natural way and without the need of losing valuable hours of your precious time going to gyms, saunas or beauty parlors.
Set, first, a goal to reach in your life that is worthy, don\'t walk blindly through life. And when this is set, walk with decision avoiding all obstacles with the assurance that you will sort through them with intelligence, making use of your talents and skills.
And last, I advise all readers to not spend so much time in front of the TV. Pick which programs you will watch and be selective with the time you dedicate to watching them, as the mental food with which you feed your minds is as, or more important, than the physical food you ingest with your mouth.
Us, visitors from other worlds and planes, will be able to help you efficiently if you also help yourselves. Take note of this advise, and don\'t discard them as the person who reads the news of the day and then forgets them. Be consequent with all your acts, weigh your decisions well and don\'t act lightly, because in the present there's much at stake.
Greeting you with much love and spirit of fraternity,


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I have an order of BSFL on the way, and should be here within a few days. We've run out of crickets, so I stopped by the nearest feeder store and grabbed her some waxworms (they only had the large crickets in stock, and they were too big) to tide her over until the BSFL got here.
She ate 5 waxworms day 1, 1 waxworm day two, and didn't eat any on Monday... I was really starting to worry.... so I went back to the feeder store and they had smaller crickets available today, and I got her some of those just to test her appetite on a known good.... and wouldn't you know it, she gobbled up 10 immediately!
I'm waiting to do a full meal until tonight, so her schedule doesn't get thrown too badly off.... soo happy nothing's wrong with my Yoshi though - just a picky eater.


text: LON:VNET - Vianet Group Stock Price, News, & Analysis Sign in or create an account to add this stock to your watchlist. Get Started GBX 124 -1.00 (-0.80 %) (As of 05/24/2019 04:00 PM ET)Previous CloseGBX 124Today's RangeGBX 123 - GBX 12352-Week RangeGBX 93 - GBX 137Volume6,000 shsAverage Volume11,913 shsMarket Capitalization£34.35 millionP/E Ratio16.99Dividend Yield4.37%BetaN/A ProfileChartDividendEarningsInsider TradesHeadlinesOptions Chain Share on FacebookShare on TwitterShare on LinkedInShare on RedditShare on StocktwitsPrint this articleShare by Email Vianet Group plc engages in the design, development, sale, and rental of fluid monitoring and machine monitoring equipment for the leisure and vending sectors in the United Kingdom, rest of Europe, the United States, and Canada. It operates through Smart Zones and Smart Machines segments. The company also provides data insights and related services; and management information and business insights through combining data from smart Internet of Things solutions and external information sources. In addition, it offers iDraught, a draught beer quality and waste management system; and contactless payment solutions. The company was incorporated in 2005 and is based in Stockton-on-Tees, the United Kingdom. Receive VNET News and Ratings via Email Sign-up to receive the latest news and ratings for VNET and its competitors with MarketBeat's FREE daily newsletter. Industry, Sector and Symbol Stock Exchange LON Industry Business Services Sub-IndustryN/A SectorIndustrials Current SymbolLON:VNET Previous Symbol CUSIPN/A CIKN/A Webhttp://www.vianetplc.com/ Phone+44-1642-358800Debt Debt-to-Equity Ratio14.75 Current Ratio1.32 Quick Ratio1.03Price-To-Earnings Trailing P/E Ratio16.99 Forward P/E RatioN/A P/E GrowthN/A Sales & Book Value Annual Sales£15.53 million Price / Sales2.21 Cash FlowGBX 8.97 per share Price / Cash Flow13.82 Book ValueGBX 87.30 per share Price / Book1.42Profitability EPS (Most Recent Fiscal Year)N/A Net IncomeN/A Net MarginsN/A Return on EquityN/A Return on AssetsN/AMiscellaneous Employees174 Outstanding Shares27,698,900Market Cap£34.35 million Next Earnings Date6/4/2019 (Estimated) OptionableOptionable Vianet Group (LON:VNET) Frequently Asked Questions What is Vianet Group's stock symbol? Vianet Group trades on the London Stock Exchange (LON) under the ticker symbol "VNET." How often does Vianet Group pay dividends? What is the dividend yield for Vianet Group? Vianet Group declared a dividend on Tuesday, December 4th. Stockholders of record on Thursday, December 13th will be paid a dividend of GBX 1.70 per share on Wednesday, January 30th. This represents a dividend yield of 1.62%. The ex-dividend date is Thursday, December 13th. The official announcement can be seen at this link. View Vianet Group's Dividend History. How were Vianet Group's earnings last quarter? Vianet Group PLC (LON:VNET) posted its quarterly earnings results on Tuesday, June, 5th. The company reported $8.50 EPS for the quarter, beating the Thomson Reuters' consensus estimate of $7.90 by $0.60. View Vianet Group's Earnings History. When is Vianet Group's next earnings date? Vianet Group is scheduled to release their next quarterly earnings announcement on Tuesday, June 4th 2019. View Earnings Estimates for Vianet Group. Has Vianet Group been receiving favorable news coverage? News coverage about VNET stock has trended positive on Saturday, InfoTrie reports. The research group identifies positive and negative press coverage by monitoring more than six thousand news and blog sources. The firm ranks coverage of public companies on a scale of negative five to five, with scores closest to five being the most favorable. Vianet Group earned a media sentiment score of 2.3 on InfoTrie's scale. They also assigned news coverage about the company a news buzz of 10.0 out of 10, meaning that recent press coverage is extremely likely to have an impact on the company's share price in the near term. Who are some of Vianet Group's key competitors? Some companies that are related to Vianet Group include Mind Gym (MIND), BSA (BSA), Ceres Global (CRP), Inspired Energy (INSE), Edgewater Technology (ALYA), PMP (PMP), D4t4 Solutions (D4T4), Rosenblatt Group (RBGP), Castleton Technology (CTP), StatPro Group (SOG), Science Group (SAG), Begbies Traynor Group (BEG), CSG (CSV), RXP Services (RXP) and Filta Group (FLTA). What other stocks do shareholders of Vianet Group own? Based on aggregate information from My MarketBeat watchlists, some companies that other Vianet Group investors own include Communication Services Select Sector SPDR Fund (XLC), Westlake Chemical Partners (WLKP), Allegion (ALLE) and Monster Beverage (MNST). Who are Vianet Group's key executives? Vianet Group's management team includes the folowing people: Mr. Stewart W. Darling, CEO & Exec. DirectorMr. Mark Hardwick Foster, CFO, Company Sec. & Exec. Director (Age 55)Mr. David Mountford, Chief Technology OfficerMr. Steven Alton, Managing Director of Smart ZonesMr. Rob Little, Managing Director of Smart Machines How do I buy shares of Vianet Group? Shares of VNET and other U.K. stocks can be purchased through online brokerage accounts that support trading on the London Stock Exchange (LSX). Some U.K. companies can be purchased through major U.S. brokerages in the form of American Depository Receipts (ADRs), which are placeholder equities held in a trust by a bank that represent shares of a foreign stock. What is Vianet Group's stock price today? One share of VNET stock can currently be purchased for approximately GBX 124. How big of a company is Vianet Group? Vianet Group has a market capitalization of £34.35 million and generates £15.53 million in revenue each year. Vianet Group employs 174 workers across the globe. What is Vianet Group's official website? The official website for Vianet Group is http://www.vianetplc.com/. How can I contact Vianet Group? Vianet Group's mailing address is One Surtees Way, Surtees Business Park, STOCKTON-ON-TEES, TS18 3HR, United Kingdom. The company can be reached via phone at +44-1642-358800. MarketBeat Community Rating for Vianet Group (LON VNET)Community Ranking: 2.7 out of 5 ( )Outperform Votes: 100 (Vote Outperform)Underperform Votes: 86 (Vote Underperform)Total Votes: 186MarketBeat's community ratings are surveys of what our community members think about Vianet Group and other stocks. Vote "Outperform" if you believe VNET will outperform the S&P 500 over the long term. Vote "Underperform" if you believe VNET will underperform the S&P 500 over the long term. You may vote once every thirty days. This page was last updated on 5/25/2019 by MarketBeat.com StaffFeatured Article: Certificate of Deposit (CD) For Risk Adverse Investors? Receive Analysts' Upgrades and Downgrades Daily Enter your email address below to receive a concise daily summary of analysts' upgrades, downgrades and new coverage with MarketBeat.com's FREE daily email newsletter.


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text: PoliticsElections In terms of demographics, "Things, they are a'changing." and in the Democrats favor. By Joseph "Murfster35" Murphy - November 26, 2018 0 58 Share Facebook Twitter Pinterest WhatsApp Linkedin Tumblr ReddIt Email When it came to the recent midterm elections, the Democrats benefited mightily from what is commonly referred to as "low intensity voters." These are voters who normally don't bother to turn out for the midterm elections, or often even Presidential races for that matter. Groups like you voters, independent voters, and minority voters. Especially Hispanics.... To unlock this content, pledge $1 or more on Patreon Unlock with Patreon


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Manchester City are on the verge of offering Sergio Aguero a bank-busting new contract worth in the region of £52 over five years according to The Sun.
The ultimate object of offering him improved terms is to ward off interest from Real Madrid and Barcelona.
Yet we live in an era when the twin issues of Financial Fair Play and limiting the amount of imported players are increasingly important.
Read on for three reasons why the Citizens' moneymen may wish to cash in their chips on the former Atletico Madrid man.
'Kun' has missed 33 games through injury over the last two campaigns.
His abilities to find the net in a variety of scarcely imaginable ways isn't in doubt, but it might just be that the striker isn't built for the long-term physical strain of an entire season of Premier League football.
At least two other players have hit league-goal double figures in each of Aguero's City seasons.
The Citizens' well-stocked striking pantry has meant that there have always been other marksmen around to share the scoring burden during his time in Manchester.
Indeed Edin Dzeko and Yaya Toure have earned the Premier League top-scorer plaudits in the last two seasons for Manuel Pellegrini's charges.
Stevan Jovetic is primed to make his mark after a World Cup fatigue free pre-season.
There have already been tantalising flashes of the ability that convinced City to snaffle the Montenegrin last summer, such as when he opened the scoring as they dumped Chelsea out of the FA Cup.
While Aguero continued his off-on relationship with getting close to match fitness in Brazil, Jovetic was likely perusing a decent paperback with his feet up, leaving him in a far better position to rise and sign at the season's genesis.
Piffle? Poppycock? Codswallop? Readers who disagree with agree the above contentions can back Aguero to be Premier League top scorer next term at a favourite's 4/1.


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Flash " But then the flash" 100wc
It was school picture day, dreaded school picture day. It was my turn, the stupid thing was, once they had taken your picture that was it they would not take it again. So I tried to look cool and do cool pose, but the then flash made me sneeze!
" Please take another shot PLEASEEEEE," I begged.
"Next." he said in a stern voice like he was used to people like me. Why me, why can't be cool and have a cool yearbook photo.
So the annoying camera flash made me sneeze and have by far the worst year book photo.
By the way the story was exactly 100 words!


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Biographical Information:
When Ted Williams was young, becoming an Eagle Scout required one to have camping experience. Those camping experiences lead Ted to develop a keen appreciation of the night sky. Not having much to see growing up in a city lead to a fascination with what waited away from the city lights. That early interest of discovering more each time one looked would drive his career path. Ted was always excited to share and explain things he discovered, which lead him to a career in teaching. Early in his education career, Ted was awarded the position of Earth and Space Science teacher in a Philadelphia middle school. His interest in teaching astronomy, lead him to his first telescope purchase. Ted felt this was necessary to truly experience the thrill of finding deep sky objects or nearby planets to better convey his excitement when talking about them to his students. Something amazing happened to Ted at that middle school. The school obtained a portable planetarium that he and his students would climb into as it inflated around them not only amazed and engaged his students to discover, it inspired him to learn more. As that experience grew, and his excitement for all things astronomical increased, it lead him to a position as a weekend and evening lecturer in a nearby museum planetarium. Ten years of exploring the night sky with visiting audiences lead to a planetarium position in a local school district where I currently explore the universe daily with students of all ages and backgrounds.
Past Events Hosted By This Ambassador:
Solstice Public Star Watch
Hayden Planetarium
Philadelphia Science Carnival on the Parkway
Franklin Institute
City Wide Telescope Night
Philadelphia Science Festival
Girls Incorporated - Astronomy Orientation
Weidner Public Library
S.T.E.M. Day - Methacton School District
Mallon Planetarium
Past Events Collaborated On By This Ambassador:
None So Far
Click here to view all upcoming events
Ambassador Directory: W
Ambassador Directory: Pennsylvania


text: Bret Hart 362 Posted June 3, 2017 "Who was Linda Carter? Gal Gadot is Wonder Woman, and Wonder Woman is Gal Gadot." This is kinda like "DC's 'First Avengers'" type movie, just showing the origin of the hero with limited present scenes. If you understand own attitude and style of DC comics heroes, this movie is the very thing. I think this is better than "Man of Steel" and "Batman v Superman". Quote Share this post Link to post Share on other sites


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Book Launch and Sustainable Fashion Panel:
Mending Matters
Save the date of October 27th 2018 for the long-awaited book launch of:
Mending Matters: Stitch, Patch, and Repair Your Favorite Denim & More (Abrams; October 2018) written by Katrina Rodabaugh, which will take place at the BLUE: Tatter Textile Library.
In addition to the launch and book signing , BLUE will be hosting a sustainable fashion panel, comprised of Elizabeth Cline, Amy DuFault, and Katrina Rodabaugh, which will discuss how mindful fashion practices can impact communities and the greater eco system as a whole.
About the Book:
Through five simple mending techniques: exterior patches, interior patches, slow stitches, darning, and weaving, explore sewing through 20 hands-on projects that showcase current trends in visible mending that are edgy, modern, and bold—but draw on traditional stitching.
In addition to these projects, the book addresses the way mending leads to a more mindful relationship to fashion and to overall well-being.
In essays that accompany each how-to chapter, Katrina Rodabaugh offers mending as a metaphor for appreciating our own naturally flawed selves, and she examines the ways in which mending teaches us new skills, self-reliance, and confidence, all gained from making things with our own hands.
About the Sustainable Fashion Panelists:
Elizabeth Cline is the author of the book, Overdressed: The Shockingly High Cost of Cheap Fashion. Learn more about her here.
Amy DuFault is a sustainable fashion writer, consultant, activist, and Communications Director at the Brooklyn Fashion + Design Accelerator. Learn more about her work here.
Date: Saturday, October 27, 2018
Time: 3- 6pm
Location: TATTER Blue Library, 505 Carroll Street Suite 2B, Brooklyn NY 11215
Cost: Free
Katrina Rodabaugh is an artist, writer, and crafter working across disciplines to explore environmental and social issues through traditional craft techniques. Since August 2013 she has been on a fashion fast, called Make Thrift Mend, to focus on mending, plant dyes, and prioritizing handmade or secondhand garments instead of buying new clothing. She grows, forages, and harvests dye plants near her farmhouse in the Hudson Valley.
Her work has appeared in galleries, magazines, theaters, books, juried craft fairs, and alternative arts venues like the tiny house her husband built out of reclaimed materials. She published her first book, The Paper Playhouse: Awesome Art Projects for Kids Using Paper, Boxes, and Books in January 2015. She has received artist awards, grants, and residencies from the Vermont Studio Center, Zellerbach Family Foundation, Puffin Foundation, Creative Capacity Fund, and InstarLodge among others.
Founded in 1949, ABRAMS was the first company in the United States to specialize in publishing art and illustrated books. Now a subsidiary of La Martinière Groupe, the company continues to publish critically acclaimed and bestselling works in the areas of art, photography, cooking, craft, comics, interior and garden design, entertainment, fashion, and popular culture; children's books ranging from young adult fiction to picture books to board books. ABRAMS creates and distributes brilliantly designed visual books with the highest production values under the following imprints: Abrams; Abrams ComicArts; Abrams Image; Abrams Books for Young Readers; Amulet Books; Abrams Appleseed; and a gift and stationery line, Abrams Noterie. ABRAMS also distributes books for The Vendome Press, Victoria & Albert Museum, Tate, Royal Academy of Arts, Booth-Clibborn Editions, Five Continents, SelfMadeHero, MoMA Children's Books, and others.


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Township Survey
survey inspection
The system commences by distinguishing mention lines: an east-west line known as the bottom lineup and also a north-south line known as the key meridian.
Lines are then drawn around just about every 6 kilometers parallel for the meridian along with also the foundation. The east-west lines are also called township lines, and also the north-south lines are all assortment lines.
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Black Special Forces (Spetsnaz) Suit Uniform BDU Costume
The "Spetsnaz" costume consists of a jacket and trousers. The jacket is shortened, with a central folding clasp on hinges and buttons, with upper slotted pockets with a valve, worn tucked or on the outlet. On the belt, the width of which is regulated by special staples, fastened to hinges and buttons. Sleeves with reinforced elbows, the bottom of the sleeve is adjustable in size with a velcro closure. Mesh for ventilation in areas of active heat generation. Pants with loops for a wide belt, with an hightened belt for easy carrying of ammunition, multifunctional pockets, on each side are tightened with elastic braid, with a grid for ventilation in the groin area, with reinforcing lining on the knees on the bottom are equipped with Velcro (for the use of soft knee pads and elbow pads) with special cuffs on the bottom of the trousers. A complex multifunctional suit. It is widely used by special service workers.
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