OpenLLM-France/wikimedia huggingface dataset:
# Region Based Convolutional Neural Networks

Region-based Convolutional Neural Networks (R-CNN) are a family of machine learning models for computer vision, and specifically object detection and localization. The original goal of R-CNN was to take an input image and produce a set of bounding boxes as output, where each bounding box contains an object and also the category (e.g. car or pedestrian) of the object. In general, R-CNN architectures perform selective search over feature maps outputted by a CNN.
R-CNN has been extended to perform other computer vision tasks, such as: tracking objects from a drone-mounted camera, locating text in an image, and enabling object detection in Google Lens.
Mask R-CNN is also one of seven tasks in the MLPerf Training Benchmark, which is a competition to speed up the training of neural networks.

## History

The following covers some of the versions of R-CNN that have been developed.
* November 2013: R-CNN.
* April 2015: Fast R-CNN.
* June 2015: Faster R-CNN.
* March 2017: Mask R-CNN.
* June 2019: Mesh R-CNN adds the ability to generate a 3D mesh from a 2D image.

## Architecture

For review articles see.

### Selective search

Given an image (or an image-like feature map), selective search (also called Hierarchical Grouping) first segments the image by the algorithm in (Felzenszwalb and Huttenlocher, 2004), then performs the following:

### R-CNN

Given an input image, R-CNN begins by applying selective search to extract regions of interest (ROI), where each ROI is a rectangle that may represent the boundary of an object in image. Depending on the scenario, there may be as many as two thousand ROIs. After that, each ROI is fed through a neural network to produce output features. For each ROI's output features, an ensemble of support-vector machine classifiers is used to determine what type of object (if any) is contained within the ROI.

### Fast R-CNN

While the original R-CNN independently computed the neural network features on each of as many as two thousand regions of interest, Fast R-CNN runs the neural network once on the whole image.
At the end of the network is a ROIPooling module, which slices out each ROI from the network's output tensor, reshapes it, and classifies it. As in the original R-CNN, the Fast R-CNN uses selective search to generate its region proposals.

### Faster R-CNN

While Fast R-CNN used selective search to generate ROIs, Faster R-CNN integrates the ROI generation into the neural network itself.

### Mask R-CNN

While previous versions of R-CNN focused on object detections, Mask R-CNN adds instance segmentation. Mask R-CNN also replaced ROIPooling with a new method called ROIAlign, which can represent fractions of a pixel.
# Lunenburg County Public Schools

Lunenburg County Public Schools is a school division in Virginia that serves the students of Lunenburg County, Virginia. The district administers four schools: two elementary schools, one middle school, and one high school.

## Administration

The superintendent of Lunenburg County Public Schools is Dr. Sharon H. Stanislas. Prior to her appointment in 2023, Stanislas served as the district's acting superintendent and as district's Director of Secondary Curriculum and Instruction.

### School Board

The Lunenburg County School Board has seven members:
* Melanie B. Currin, Chairperson
* Shannon Hinkle. Vice Chairperson
* Amy N. McClure
* Doug Aubel
* Ruby B. Ingram
* Tony Craven
* Dr. Kendall Lee

## Schools

Lunenburg County has four schools, all of which are accredited, though Central High School is accredited with conditions.
Secondary Schools
* Central High School (grades 9–12)
* Lunenburg Middle School (grades 6–8)
Elementary Schools
* Kenbridge Elementary School
* Victoria Elementary School
# Claire Szabó

Claire Elizabeth Szabó is a New Zealand chief executive officer and was president of the New Zealand Labour Party from 2019 to 2022.

## Biography

Her father came to New Zealand as a refugee from Hungary in 1956 following the Hungarian Uprising, her mother was a nurse. She grew up in Papakura in a council house.
After finishing her high school education at Diocesan School for Girls in Auckland, she studied music at the University of Auckland and later gained degrees at Trinity College Dublin in Education Management, Victoria University of Wellington in Commerce and Administration, and Harvard University in Public Administration.
In 2006, aged 27, she became the chief executive officer of English Language Partners New Zealand. In 2013, she became the chief executive officer of Habitat for Humanity New Zealand. In 2010, she was both named young executive of the year and won the New Zealand Institute of Management award.
Szabó joined the Labour Party in 2007 and stood as the Labour candidate in the electorate of North Shore at the 2014 election, and was number 38 on the party list. She was defeated by the incumbent, Maggie Barry of National Party by a margin of 16,503 votes. On 30 November 2019, she was elected President of the Labour Party following the resignation of Nigel Haworth earlier that year.
In 2021, Szabó was appointed to the board of the New Zealand Symphony Orchestra, alongside Chris Finlayson.
On 17 June 2022, Szabó announced that she will not seek re-election to the Labour Party presidency at the November 2022 annual conference, and will end her tenure then. She told The New Zealand Herald that she has reflected on standing for Parliament again at the 2023 general election, but said "I know definitively it's too early to make a decision." She was succeeded by Jill Day, the former Deputy Mayor of Wellington, at the party's conference in November 2022.
In February 2023, Szabó was one of four candidates vying for the Labour nomination in Wellington Central for the 2023 election. She was unsuccessful with list MP Ibrahim Omer winning the selection contest.

## Personal life

She is married to Rowan Johnston, a choir conductor, and has two children.
Szabó speaks fluent Hungarian, the mother tongue of her father.
# Massachusetts Route 118

Route 118 is a 16.88-mile-long (27.17 km) north-south state highway in Bristol County, Massachusetts. Its southern terminus is at U.S. Route 6 (US 6) in Swansea and its northern terminus is at Route 123 in Attleboro. Along the way it intersects US 44 in Rehoboth.

## Route description

Route 118 begins at U.S. Route 6 just east of I-195's Exit 3. The route, which begins as Swansea Mall Drive, passes Swansea Mall and the Swansea Crossing shopping center before crossing Wood Street and turning into Oak Street. At the end of Oak Street, Route 118 turns onto Locust Street briefly before turning onto Plain Street and entering Rehoboth.
In Rehoboth, the route heads northward, turning shortly westward along Brook Street before turning north on Moulton Street, which turns into Bay State Road near the town center before crossing U.S. Route 44. Route 118 then becomes Anawan Street, passing northward until it meets Tremont Street in North Rehoboth. The route then turns westward before bearing northwestward on Park Street into Attleboro. Park Street passes through Briggs Corner and passing the Shrine of Our Lady of La Salette, known for its massive display of Christmas lights. The route then splits between Park Street (Southbound) and Emory Street (Northbound). The southbound side passes Sturdy Memorial Hospital and the City Hall before both streets end at Route 123, just east of the main rail route between Boston and Providence.

## Major intersections

The entire route is in Bristol County.
| Location | mi | km | Destinations | Notes |
| Swansea | 0.00 | 0.00 | US 6 (Grand Army of the Republic Highway) to I-195 – Swansea, Somerset | Southern terminus |
| Rehoboth | 7.80 | 12.55 | US 44 (Winthrop Street) – Taunton, Cape Cod, Providence, RI | |
| Attleboro | 16.88 | 27.17 | Route 123 (Pleasant Street / Park Street) – Norton, Brockton, South Attleboro, Pawtucket, RI | Northern terminus |
| 1.000 mi = 1.609 km; 1.000 km = 0.621 mi |||||
# Graphium leechi

Graphium leechi is a species of butterfly from the family Papilionidae that is found in China and Vietnam. Very little is known about this species. It is distinguished from Graphium bathycles chiefly by the strongly developed woolly scent-organ in the fold of the hindwing.

## Subspecies

* G. l. leechi
* G. l. yunnana C.L. Lee, 1985
* G. l. aprilis (gen. vernalis) Bang-Haas, 1934
# Astro Vaanavil

Astro Vaanavil is a Malaysian pay television channel that broadcasts programming in Tamil, targeting the Indian community in Malaysia. It was launched on 1 June 1996. It was created by Astro. Starting 1 June 2020, Astro Vaanavil has been officially upgraded to SD/HD and is known as Astro Vaanavil HD.
It is the dominant local channel targeted at the Indian community in Malaysia.

## Programmes

All programmes on Astro Vaanavil were dubbed in Malaysian Tamil with Malay subtitles, and contain sexual content, mild violence and adult language, which may be unsuitable for children to watch Playboy TV's Tamil-dubbed programmes, especially on Astro's electronic programme guide (EPG), but with all channel listings of all genres.
Malaysian
* Ippadikku Ila (1- 19 February 2021)
* Appalasamy Apartments (February 2021)
* Supramani (March 2021)
* Swaralayam
* Tamiletchumy 2 (12 August onwards)
Reality Shows
* Aaatam 100 Vagai
* Vaanavil Superstar
* Paadal Thiran Potti
Other shows
* Vizhuthugal-Samugathin Kural is a morning talk show that discovers on topics about the current issues that is happening around Malaysia.The show's 14th season was airing on Astro Vaanavil Channel 201 (SD) before started broadcasting again on Astro Vaanavil Channel 201 (SD/HD) on 1 June. Several months later, the show is rebranded and changed to primetime slot at 9.00pm.
* 360° is about the Indian community living in Malaysia and the activities happening in town.
# Chřibská

Chřibská (Czech pronunciation:; German: Kreibitz) is a town in Děčín District in the Ústí nad Labem Region of the Czech Republic. It has about 1,300 inhabitants.

## Administrative division

Chřibská consists of four municipal parts (in brackets population according to the 2021 census):
* Chřibská (620)
* Dolní Chřibská (382)
* Horní Chřibská (210)
* Krásné Pole (141)

## Geography

Chřibská is located about 21 kilometres (13 mi) northeast of Děčín and 38 km (24 mi) northeast of Ústí nad Labem. Most of the municipal territory lies in the Lusatian Mountains and in the eponymous protected landscape area. The western part of the territory extends into the Elbe Sandstone Mountains and a small part of Chřibská also lies in the Bohemian Switzerland National Park. The highest point is the Spravedlnost hill at 533 m (1,749 ft) above sea level. The Chřibská Kamenice River flows through the town.

## History

The first written mention of Chřibská is from 1352. It was part of the Kamenice estate, owned by the Wartenberg family until 1614, when it was bought by the Kinsky family. Town rights were granted in 1570.
Along with other parts of the former Austrian Empire, Chřibská became part of Czechoslovakia in 1919. From 1938 to 1945, after the Munich Agreement, Chřubská was annexed by Nazi Germany and administered as part of Reichsgau Sudetenland. The expulsion of Germans after World War II in 1945–1946 reduced the population.
In 2006, the town status was returned to Chřibská.

## Demographics

| Year | Pop. | ±% |
| 1869 | 5,777 | — |
| 1880 | 5,650 | −2.2% |
| 1890 | 5,205 | −7.9% |
| 1900 | 5,095 | −2.1% |
| 1910 | 5,121 | +0.5% |
| Year | Pop. | ±% |
| 1921 | 4,463 | −12.8% |
| 1930 | 4,788 | +7.3% |
| 1950 | 1,864 | −61.1% |
| 1961 | 1,673 | −10.2% |
| 1970 | 1,660 | −0.8% |
| Year | Pop. | ±% |
| 1980 | 1,610 | −3.0% |
| 1991 | 1,411 | −12.4% |
| 2001 | 1,429 | +1.3% |
| 2011 | 1,381 | −3.4% |
| 2021 | 1,353 | −2.0% |
Source: Censuses :

## Economy

The oldest running glass production in Europe is located in Horní Chřibská. It was founded shortly after 1500 by the German-Bohemian glass-maker family Friedrich.

## Transport

The train station Chřibská on the railway line Děčín–Rumburk, which serves the town, is located east of the town in the territory in neighbouring Rybniště.

## Sights

The main landmark of Chřibská is the Church of Saint George. The original Gothic church was rebuilt in the Renaissance style in 1596. Later it was modified in the Gothic style again, and two Baroque chapels were added.

## Notable people

* Thaddäus Haenke (1761–1816), botanist and explorer
# Acuris

Acuris is a British financial news and data firm known for its fixed income research provider Debtwire and Mergermarket, a specialist in M&A intelligence. It is owned by ION Investment Group, a financial software and data business which owns Fidessa and Dealogic. ION Investment Group bought the company from BC Partners, a private equity group, and GIC Private Limited, Singapore's sovereign wealth fund, in 2019.
Formerly known as Mergermarket Group, the company has 1,300 staff, including 600 journalists and analysts, in 67 locations around the world, with regional hubs in London, New York, Mumbai and Hong Kong.

## History

Acuris began with a single product, Mergermarket, which was established in December 1999 by founders Caspar Hobbs, Charlie Welsh and Gawn Rowan Hamilton. Its founding idea was that in the M&A market, “There is a lot of information out there but very little intelligence.”
In August 2006 the company, then known as Mergermarket Ltd, was acquired by The Financial Times Group for £101m, publisher of the Financial Times newspaper and FT.com. FT Group was a division of Pearson PLC, the international media group.
In 2013, the company was renamed to Mergermarket Group. In November 2013, Pearson agreed to sell Mergermarket Group to London private equity investor BC Partners in a transaction valuing the business intelligence and news service at £382m including debt. Based on the deal, Mergermarket Group was valued at 15 times its last year operating income.
On 15 January 2014, Moody's Investors Service assigned a B3 corporate family rating to the Mergermarket Group.
In July 2017, the Mergermarket Group rebranded as Acuris. The announcement of this move fueled speculation that a sale of the company might come in the next year. Indeed, BC Partners sold a minority stake of around 30% to Singapore sovereign wealth fund GIC in July 2017.
In May 2019, BC Partners sold a majority stake in Acuris to ION Investment Group, a financial software and data business which owns Fidessa, in an £1.35bn deal. BC Partners will retain a 25% stake in the company, while GIC is selling out.

## Services

Acuris sells web-based subscription services organised under six divisions:
* Fixed Income (including the following services: Debtwire, Xtract Research, and Creditflux)
* Transactions (including: Mergermarket, Unquote, AVCJ, and Activistmonitor)
* Infrastructure (including: Inframation and SparkSpread)
* Risk & Compliance (including: Acuris Risk Intelligence, Wealthmonitor, Anti-Corruption Report, Hedge Fund Law Report, Capital Profile, Cybersecurity Law Report, Private Equity Law Report, and Blackpeak)
* Equities (including: Dealreporter, PaRR, and TIM)
* Research (including: Acuris Studios and Perfect Information)

## Acquisitions and divestitures

* 2007 – Infinata
* 2010 – Xtract Research
* 2012 – Inframation Group
* 2013 - Sale of MergerID
* 2014 – Perfect Information
* 2014 – Law Report Group
* 2015 – AVCJ and Unquote
* 2015 – C6 Group
* 2016 – Creditflux
* 2017 – Sale of Infinata
* 2017 – TIM Group
* 2018 – Spark Spread
* 2019 – Blackpeak
# Ed Miller (first baseman)

Edwin Collins Miller (November 24, 1888 – April 17, 1980) was an American Major League Baseball first baseman who played for three seasons. He played for the St. Louis Browns in 1912 and 1914 and the Cleveland Indians in 1918.
# Léman Manhattan Preparatory School

Léman Manhattan Preparatory School is a private school located in the Financial District, Manhattan. Students are ages two years old through eighteen years old. There are two Lower Manhattan sites.
Founded in 2005 as Claremont Preparatory, the school was acquired by the Meritas family of schools in 2011, and subsequently renamed to Léman Manhattan Preparatory School. Several Meritas schools such as Collège du Léman which locates in Switzerland and Léman International School Chengdu which locates in China have incorporated the name Léman.
In 2011, Léman joined Meritas, an international network of college preparatory schools. In 2015, Léman Manhattan was left out of a transaction that took in Léman Switzerland, and Léman Chengdu, and did not become an affiliate school of Nord Anglia Education as part of an acquisition deal. Nord Anglia currently maintains two other schools in Manhattan, Nord Anglia International School New York (ages 2-14) and the other school Avenues New York (ages 1-18) neither of which have an on site boarding facility.
Léman Manhattan Preparatory School has students from over seventy countries. Tuition for K-12 day students and the boarding tuition is listed on their website.

## Curriculum

Léman Manhattan offers the International Baccalaureate (IB) Diploma.

## Campus

Léman Manhattan's lower school is based at the former headquarters of Bank of America International at 41 Broad Street in the Financial District of Manhattan, New York City. and was the original campus. The middle and high school campuses are located nearby in the Cunard Building at 1 Morris Street, and opened in 2010.
Both locations have amenities including swimming pools, art studios, libraries, gyms, music rooms, cafeterias and fine arts performing spaces. The lower school has a rooftop playground.

## International boarding

Léman Manhattan is the only high school in New York City with a residential boarding program. In 2012, the school opened its boarding program, with forty students from nine countries in grades 9-12 in its inaugural program. In 2015, Léman had over 100 students participating in its boarding program.
Student housing is located at 37 Wall Street, an apartment building blocks away from the Upper School Campus. Students in the boarding program reside in apartments, with rooms accommodating 2-4 people with a kitchen.

## Accreditation

Léman Manhattan Preparatory School is an independent, non-sectarian school. The school is accredited until 2031, by the Middle States Association of Colleges and Schools.
# Les Tietje

Leslie William "Toots" Tietje (September 11, 1910 – October 2, 1996) was an American professional baseball pitcher with the Chicago White Sox and St. Louis Browns of Major League Baseball between 1933 and 1938. Tietje batted and threw right-handed. He was born in Sumner, Iowa.
He broke into professional baseball in 1931, pitching for the Waterloo Hawks and going 8–13 with a 5.03 ERA. He spent 1932 with Waterloo, going 8–14, and hitting .212 with four home runs. In 1933, he spent most of the season with the Dallas Steers, going 14–10 with a 3.51 ERA. He earned a call up to the big leagues, and on September 18 he made his debut. He started three games for the White Sox that year, going 2–0 with a 2.42 ERA. As he would throughout his entire career, he walked more batters than he struck out: in 221⁄3 innings, he walked 15 batters and struck out only nine.
According to John Carmichael, Tietje was on pace for a successful career, but he developed arthritis in his arm and was hampered by that for the rest of his career. In 1934, for example, he was only 5–14 with a 4.81 ERA. In 176 innings, he walked 96 batters and struck out only 81. His 4.14 strikeouts per nine innings were seventh best in the league that year, and the 20 home runs he gave up were the second most. His 14 losses were ninth most.
On April 12, 1935, Tietje was scheduled to start the first Chicago White Sox versus Chicago Cubs game ever held at Wrigley Field; he would have faced Lon Warneke. That game was rained out however. In the 1935 regular season, Tietje went 9–15 with a 4.30 ERA. He walked 81 batters and struck out 64. His 15 losses were third most in the league, and his six wild pitches were eighth most. He began the 1936 season with the White Sox, but after posting a 27.00 ERA in two games with them he was traded to the Browns for Sugar Cain. He made 14 appearances for the Browns, half of which he started, and went 3–5 with a 6.62 ERA for them. Overall, he went 3–5 with a 7.52 ERA, walking 35 batters and striking out only 19. He went 1–2 with a 4.20 ERA in 1937, walking 17 batters and striking out five. That season, he spent a large amount of time with the San Antonio Missions, going 14–7 with a 2.67 ERA. In 1938, his final season, he went 2–5 with a 7.55 ERA. He walked 38 batters and struck out 15.
Although he played his final big league game on September 4, 1938, he stuck around and played in the minors until 1942. Playing for the Missions in 1939, he went 14–8 with a 3.24 ERA. He went 5–7 with a 4.12 ERA for the Missions in 1940. Playing for the Waterloo Hawks in 1941, he went 9–8 with a 4.11 ERA. In 1942, his final season, he went 0–4.
Overall, Tietje went 22–41 with a 5.11 ERA in 105 games (65 starts). In 5122⁄3 innings, he walked 282 batters and struck out 193. He hit .099 in 171 big league at-bats. Defensively, he recorded a .983 fielding percentage, committing only two errors in 117 total chances. In the minors, he went 67–64. Statistically, he is most similar to Mike Morrison, according to the Similarity Scores at Baseball-Reference.com.
At the time of his death Tietje lived in Kasson, Minnesota.
He was interred at Maple Grove Cemetery in Kasson.
# Are the Kids Alright?

Are the Kids Alright? is a documentary film which explores mental health care for children and youths at risk in Texas. The filmmaker, Ellen Spiro, gained unprecedented access to troubled children and their families, as well as the judicial, psychiatric and correctional institutions. By following several different families, the filmmakers document the results of the decline in the availability of mental health services for the youth who most desperately need it.

## Awards and conference screenings

* Emmy for Outstanding Documentary (2005)
* Texas Mental Health Association Award
* Best of Austin / Most Pertinent Media
* United Nations Association Film Festival
* Merit Award, Superfest International Disability Film Festival
* Western Psychological Association
* Picture This... Disability Film Festival

## Articles

* Geisler, Erin, "Professor’s documentary wins Emmy award", University of Texas at Austin press release, October 18, 2005. Retrieved June 22, 2007.
* "Documentary Illustrates Issues of Children’s Mental Health in Texas", HF News, vol. 38, Spring/Summer 2004, Hogg Foundation for Mental Health. Retrieved June 22, 2007.
# Miltos Stefanidis

Miltiadis "Miltos" Stefanidis (Greek: Μιλτιάδης "Μίλτος" Στεφανίδης, Greek pronunciation: born 17 December 1995) is a Greek football midfielder. He has also played football in the youth ranks of Panserraikos.

## Career
### Club career

Stefanidis started his football with Panserraikos. He subsequently moved to Iraklis, in 2012, where he started playing for the club's youth team. On 19 August 2014 he signed a professional contract with Iraklis. Stefanidis made his full professional debut for Iraklis in a Greek Cup match against Ethnikos Gazoros. He was released by Iraklis on 10 July 2015.