prompt_front: Now, answer the following question based on the text below, only give me the answer and do not output any other words.

Question: When did Goodwin become a Naval aviator?

Read the following text and answer briefly.

Context 1: Hugh Hilton Goodwin (December 21, 1900 – February 25, 1980) was a decorated officer in the United States Navy with the rank of Vice Admiral  A veteran of both World Wars, he commanded escort carrier  during the Mariana Islands campaign  Goodwin then served consecutively as Chief of Staff, Carrier Strike Group 6 and as Air Officer, Philippine Sea Frontier and participated in the Philippines campaign in the later part of the War 

Following the War, he remained in the Navy and rose to the flag rank and held several important commands including Vice Commander, Military Air Transport Service, Commander, Carrier Division Two and Commander, Naval Air Forces, Continental Air Defense Command 

Early life and career

Hugh H  Goodwin was born on December 21, 1900, in Monroe, Louisiana and attended Monroe High School there (now Neville High School)  Following the United States' entry into World War I in April 1917, Goodwin left the school without receiving the diploma in order to see some combat and enlisted the United States Navy on May 7, 1917  He completed basic training and was assigned to the battleship   Goodwin participated in the training of armed guard crews and engine room personnel as the Atlantic Fleet prepared to go to war and in November 1917, he sailed with the rest of Battleship Division 9, bound for Britain to reinforce the Grand Fleet in the North Sea 

Although he did not complete the last year of high school, Goodwin was able to earn an appointment to the United States Naval Academy at Annapolis, Maryland in June 1918  While at the academy, he earned a nickname "Huge" and among his classmates were several future admirals and generals including: Hyman G  Rickover, Milton E  Miles, Robert E  Blick Jr , Herbert S  Duckworth, Clayton C  Jerome, James P  Riseley, James A  Stuart, Frank Peak Akers, Sherman Clark, Raymond P  Coffman, Delbert S  Cornwell, Frederick J  Eckhoff, Ralph B  DeWitt, John Higgins, Vernon Huber, Albert K  Morehouse, Harold F  Pullen, Michael J  Malanaphy, William S  Parsons, Harold R  Stevens, John P  Whitney, Lyman G  Miller and George J  O'Shea 

Goodwin graduated with Bachelor of Science degree on June 3, 1922, and was commissioned Ensign in the United States Navy  He was subsequently assigned to the battleship  and took part in the voyage to Rio de Janeiro, Brazil, before he was ordered to the Naval Torpedo Station at Newport, Rhode Island for submarine instruction in June 1923  Goodwin completed the training several weeks later and was attached to the submarine   He then continued his further training aboard submarine  and following his promotion to Lieutenant (junior grade) on June 3, 1925, he qualified as submariner 

He then served aboard submarine  off the coast of California, before he was ordered for the recruiting duty to San Francisco in September 1927  While in this capacity, Goodwin applied for naval aviation training which was ultimately approved and he was ordered to the Naval Air Station Pensacola, Florida in August 1928  Toward the end of the training, he was promoted to lieutenant on December 11, 1928, and upon the completion of the training in January 1929, he was designated Naval aviator 

Goodwin was subsequently attached to the Observation Squadron aboard the aircraft carrier  and participated in the Fleet exercises in the Caribbean  He was transferred to the Bureau of Aeronautics in Washington, D C  in August 1931 and served consecutively under the architect of naval aviation William A  Moffett and future Chief of Naval Operations Ernest J  King 

In June 1933, Goodwin was ordered to the Naval War College at Newport, Rhode Island, where he completed junior course in May of the following year  He subsequently joined the crew of aircraft carrier  and served under Captain Arthur B  Cook and took part in the Fleet exercises in the Caribbean and off the East Coast of the United States 

He was ordered back to the Naval Air Station Pensacola, Florida in June 1936 and was attached to the staff of the Base Commandant, then-Captain Charles A  Blakely  When Blakely was succeeded by William F  Halsey in June 1937, Goodwin remained in Halsey's staff and was promoted to Lieutenant Commander on December 1, 1937  He also completed correspondence course in International law at the Naval War College 

Goodwin was appointed Commanding officer of the Observation Squadron 1 in June 1938 and attached to the battleship  he took part in the patrolling of the Pacific and 
West Coast of the United States until September 1938, when he assumed command of the Observation Squadron 2 attached to the battleship  

When his old superior from Lexington, now Rear Admiral Arthur B  Cook, was appointed Commander Aircraft, Scouting Force in June 1939, he requested Goodwin as his Aide and Flag Secretary  He became Admiral Cook's protégé and after year and half of service in the Pacific, he continued as his Aide and Flag Secretary, when Cook was appointed Commander Aircraft, Atlantic Fleet in November 1940 

World War II

Following the United States' entry into World War II, Goodwin was promoted to the temporary rank of Commander on January 1, 1942, and assumed duty as advisor to the Argentine Navy  His promotion was made permanent two months later and he returned to the United States in early 1943 for duty as assistant director of Planning in the Bureau of Aeronautics under Rear admiral John S  McCain  While still in Argentina, Goodwin was promoted to the temporary rank of Captain on June 21, 1942 

By the end of December 1943, Goodwin was ordered to Astoria, Oregon, where he assumed command of newly commissioned escort carrier USS Gambier Bay  He was responsible for the initial training of the crew and was known as a strict disciplinarian, but the crew appreciated the skills he taught them that prepared them for combat  Goodwin insisted that everyone aboard has to do every job right every time and made us fight our ship at her best 

During the first half of 1944, Gambier Bay was tasked with ferrying aircraft for repairs and qualified carrier pilots from San Diego to Pearl Harbor, Hawaii, before departed on May 1, 1944, to join Rear admiral Harold B  Sallada's Carrier Support Group 2, staging in the Marshalls for the invasion of the Marianas 

The air unit, VC-10 Squadron, under Goodwin's command gave close air support to the initial landings of Marines on Saipan on June 15, 1944, destroying enemy gun emplacements, troops, tanks, and trucks  On the 17th, her combat air patrol (CAP) shot down or turned back all but a handful of 47 enemy planes headed for her task group and her gunners shot down two of the three planes that did break through to attack her 

Goodwin's carrier continued in providing of close ground support operations at Tinian during the end of July 1944, then turned her attention to Guam, where she gave identical aid to invading troops until mid-August that year  For his service during the Mariana Islands campaign, Goodwin was decorated with Bronze Star Medal with Combat "V" 

He was succeeded by Captain Walter V  R  Vieweg on August 18, 1944, and appointed Chief of Staff, Carrier Division Six under Rear admiral Arthur W  Radford  The Gambier Bay was sunk in the Battle off Samar on October 25, 1944, during the Battle of Leyte Gulf after helping turn back a much larger attacking Japanese surface force 

Goodwin served with Carrier Division Six during the Bonin Islands raids, the naval operations at Palau and took part in the Battle of Leyte Gulf and operations supporting Leyte landings in late 1944  He was later appointed Air Officer of the Philippine Sea Frontier under Rear admiral James L  Kauffman and remained with that command until the end of hostilities  For his service in the later part of World War II, Goodwin was decorated with Legion of Merit with Combat "V"  He was also entitled to wear two Navy Presidential Unit Citations and Navy Unit Commendation 

Postwar service

Following the surrender of Japan, Goodwin assumed command of Light aircraft carrier  on August 24, 1945  The ship was tasked with air missions over Japan became mercy flights over Allied prisoner-of-war camps, dropping food and medicine until the men could be rescued  She was also present at Tokyo Bay for the Japanese surrender on September 2, 1945 

Goodwin returned with San Jacinto to the United States in mid-September 1945 and he was detached in January 1946  He subsequently served in the office of the Chief of Naval Operations until May that year, when he entered the instruction at National War College  Goodwin graduated in June 1947 and served on Secretary's committee for Research on Reorganization  Upon promotion to Rear admiral on April 1, 1949, Goodwin was appointed Chief of Staff and Aide to Commander-in-Chief, Atlantic Fleet under Admiral William H  P  Blandy 

Revolt of the Admirals

In April 1949, the budget's cuts and proposed reorganization of the United States Armed Forces by the Secretary of Defense Louis A  Johnson launched the wave of discontent between senior commanders in the United States Navy  Johnson proposed the merging of the Marine Corps into the Army, and reduce the Navy to a convoy-escort force 

Goodwin's superior officer, Admiral Blandy was call to testify before the House Committee on Armed Services and his harsh statements for the defense of the Navy, costed him his career  Goodwin shared his views and openly criticized Secretary Johnson for having power concentrated in a single civilian executive, who is an appointee of the Government and not an elected representative of the people  He also criticized aspects of defense unification which permitted the Joint Chiefs of Staff to vote on arms policies of individual services, and thus "rob" the branches of autonomy 

The outbreak of the Korean War in summer 1950 proved the proposal of Secretary Johnson as incorrect and he resigned in September that year  Also Secretary of the Navy, Francis P  Matthews resigned one month earlier 

Later service

Due to the Revolts of the admirals, Blandy was forced to retire in February 1950 and Goodwin was ordered to Newport, Rhode Island for temporary duty as Chief of Staff and Aide to the President of the Naval War College under Vice admiral Donald B  Beary in April 1950  Goodwin was detached from that assignment two months and appointed member of the General Board of the Navy  He was shortly thereafter appointed acting Navy Chief of Public Information, as the substitute for Rear Admiral Russell S  Berkey, who was relieved of illness, but returned to the General Board of the Navy in July that year  Goodwin served in that capacity until February 1951, when he relieved his Academy class, Rear admiral John P  Whitney as Vice Commander, Military Air Transport Service (MATS) 

While in this capacity, Goodwin served under Lieutenant general Laurence S  Kuter and was co-responsible for the logistical support of United Nations troops fighting in Korea  The MATS operated from the United States to Japan and Goodwin served in this capacity until August 1953, when he was appointed Commander Carrier Division Two  While in this assignment, he took part in the Operation Mariner, Joint Anglo-American exercise which encountered very heavy seas over a two-week period in fall 1953 

Goodwin was ordered to the Philippines in May 1954 and assumed duty as Commander, U S  Naval Forces in the Philippines with headquarters at Naval Station Sangley Point near Cavite  He held that command in the period of tensions between Taiwan and China and publicly declared shortly after his arrival, that any attack on Taiwan by the Chinese Communists on the mainland would result in US participation in the conflict  The naval fighter planes under his command also provided escort for passing commercial planes  Goodwin worked together with retired Admiral Raymond A  Spruance, then-Ambassador to the Philippines, and accompanied him during the visits to Singapore, Bangkok and Saigon in January 1955 

On December 18, 1955, Goodwin's classmate Rear admiral Albert K  Morehouse, then serving as Commander, Naval Air Forces, Continental Air Defense Command (CONAD), died of heart attack and Goodwin was ordered to CONAD headquarters in Colorado Springs, Colorado to assume Morehouse's position  While in this capacity, he was subordinated to Army General Earle E  Partridge and was responsible for the Naval and Marine Forces allocated to the command designated for the defense of the Continental United States 

Retirement

Goodwin retired on June 1, 1957, after 40 years of active service and was advanced to the rank of Vice admiral on the retired list for having been specially commended in combat  A week later, he was invited back to his Monroe High School (now Neville High School) and handed a diploma showing that he had been graduated with the class of 1918  He then settled in Monterey, California where he taught American history at Stevenson school and was a member of the Naval Order of the United States 

Vice admiral Hugh H  Goodwin died at his home on February 25, 1980, aged 79  He was survived by his wife, Eleanor with whom he had two children, a daughter Sidney and a son Hugh Jr , who graduated from the Naval Academy in June 1948, but died one year later, when the Hellcat fighter he was piloting collided with another over the Gulf of Mexico during training 

Decorations

Here is the ribbon bar of Vice admiral Hugh H  Goodwin:

References

1900 births
1980 deaths
People from Monroe, Louisiana
Military personnel from Louisiana
United States Naval Academy alumni
Naval War College alumni
United States Naval Aviators
United States Navy personnel of World War I
United States Navy World War II admirals
United States Navy vice admirals
United States submarine commanders
Recipients of the Legion of Merit
Context 2: Ghousul Waqt, Mufti-e-Azam-e-Hind (radi Allahu anhu) was born on Monday, 22nd of Zil Hijjah 1310 AH (18 July 1892) in the most beautiful city of Bareilly Shareef, India  It was in this very city that his illustrious father, the Mujaddid (Reviver) of Islam, Imam-e-Ahle Sunnat, A'la Hazrat, Ash Shah Imam Ahmed Raza Khan Al Qaderi (radi Allahu anhu) was born (1856 - 1921) 
At the time of the birth of Ghousul Waqt, Mufti-e-Azam-e-Hind (radi Allahu anhu), his distinguished father, was in Mahrerah Shareef, one of the great spiritual centers of the Sunni World  On that very night, Sayyiduna A'la Hazrat (radi Allahu anhu) dreamt that he had been blessed with a son and in his dream he named his son "Aale Rahmaan"  Hazrat Makhdoom Shah Abul Hussain Ahmadi Noori (radi Allahu anhu), one of the great personalities of Mahrerah Shareef, named the child "Abul Barkaat Muhiy'yuddeen Jilani" 
Mufti-e-Azam-e-Hind (radi Allahu anhu) was later named "Mustapha Raza Khan"  His Aqiqa was done on the name of "Muhammad", which was the tradition of the family 
Upon the birth of Ghousul Waqt, Mufti-e-Azam-e-Hind (radi Allahu anhu) Sayyiduna Shah Abul Hussain Ahmadi Noori (radi Allahu anhu) told A'la Hazrat (radi Allahu anhu), "Maulana! When I come to Bareilly Shareef, then I will definitely see this child  He is a very blessed child "
As promised, when Sayyiduna Abul Hussain Ahmadi Noori (radi Allahu anhu) went to Bareilly Shareef, he immediately summoned to see Mufti-e-Azam-e-Hind (radi Allahu anhu) who was only six (6) months old  Sayyiduna Noori Mia (radi Allahu anhu), as he was also famously known, congratulated A'la Hazrat (radi Allahu anhu) and said, "This child will be of great assistance to the Deen and through him the servants of Almighty Allah will gain great benefit  This child is a Wali  From his blessed sight thousands of stray Muslims will become firm on the Deen  He is a sea of blessings "
On saying this, Sayyiduna Noori Mia (radi Allahu anhu) placed his blessed finger into the mouth of Mufti-e-Azam-e-Hind (radi Allahu anhu) and made him a Mureed  He also blessed him with I'jaazat and Khilafat at the same time  (Mufti Azam Hind Number, pg  341)  Not only did he receive Khilafat in the Qaderi Silsila (Order), but also in the Chishti, Nakshbandi, Suharwardi, and Madaari Orders  Mufti-e-Azam-e-Hind (radi Allahu anhu) also received Khilafat from his blessed father, A'la Hazrat, Ash Shah Imam Ahmed Raza Khan Al Qaderi (radi Allahu anhu) 
Ghousul Waqt, Mufti-e-Azam-e-Hind (radi Allahu anhu) attained most of his early education from his illustrious family - from his father, A'la Hazrat, Ash Shah Imam Ahmed Raza Khan Al Qaderi (radi Allahu anhu) the Mujaddid of Islam, whose status and position even at that time cannot be explained in these few lines  He also studied Kitaabs under the guidance of Hazrat Moulana Haamid Raza Khan (his elder brother), Maulana Shah Rahm Ilahi Maglori and Maulana Sayed Basheer Ahmad Aligarhi and Maulana Zahurul Hussain Rampuri (radi Allahu anhum)  He studied various branches of knowledge under the guidance of his most learned and blessed father, A'la Hazrat (radi Allahu anhu)  He gained proficiency in the many branches of Islamic knowledge from among which are: Tafseer; Hadith; Fiqh; Laws of Jurisprudence; Sarf; Nahw; Tajweed; Conduct of Language; Philosophy; Logistics; Mathematics; History etc ; Arithmetic; Aqaid (Belief); Taasawwaf; Poetry; Debating; Sciences; etc 
Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu's) brilliance as an Islamic Scholar manifested itself when he was a still a youth, but overflowing with knowledge and wisdom  He wrote his first historical Fatawa (Islamic Ruling) when he was only 13 years old  It dealt with the topic of "Raza'at" - affinity between persons breast fed by the same woman  The following has been recorded with regards to this occasion 
Hazrat Maulana Zafrud'deen and Hazrat Maulana Sayed Abdur Rasheed (radi Allahu anhum) were at the Darul Ifta (Fatawa Department) at this stage  One day, Mufti-e-Azam-e-Hind (radi Allahu anhu) walked into the Darul Ifta and noticed that Hazrat Maulana Zafrud'deen (radi Allahu anhu) was writing a certain Fatawa  He was taking "Fatawa Razvia" from the shelf as his reference  On seeing this, Mufti-e-Azam-e-Hind (radi Allahu anhu) said, "Are you relying on Fatawa Razvia to write an answer?" Maulana Zafrud'deen (radi Allahu anhu) replied, "Alright then, why don't you write the answer without looking " Mufti-e-Azam-e-Hind (radi Allahu anhu) then wrote a powerful answer without any problem  This was the Fatawa concerning "Raza'at" - the very first Fatawa which he had written 
Sayyiduna A'la Hazrat (radi Allahu anhu) then signed the Fatawa  He also commanded Hafiz Yaqeenudeen (radi Allahu anhu) to make a stamp for Mufti-e-Azam-e-Hind (radi Allahu anhu) as a gift and said that it should read as follows: "Abul Barkaat Muhiy'yuddeen Jilani Aale Rahmaan urf Mustapha Raza Khan "
This incident took place in 1328 AH  After this incident Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu) spent another 12 years writing Fatawas at the feet of A'la Hazrat (radi Allahu anhu)  He was given this immense responsibility of issuing Fatawas even while A'la Hazrat (radi Allahu anhu) was in this physical world  He continued this trend until his last breath  The stamp which was given to him was mislaid during his second Hajj when his bags were lost 
Mufti-e-Azam-e-Hind (radi Allahu anhu) married the blessed daughter of his paternal uncle, Hazrat Muhammad Raza Khan (radi Allahu anhu)  He had 6 daughters and one son, Hazrat Anwaar Raza (radi Allahu anhu), who passed away during childhood 
"Khuda Kheyr se Laaye Wo Din Bhi Noori, Madine ki Galiya Buhara Karoo me"
Tajedaare Ahle Sunnah, Taaje Wilayat Wa Karaamat, Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu) went twice for Hajj - in 1905 and 1945  He performed his third Hajj in 1971 
Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu) was the first person to go for Hajj without a photograph in his passport  He refused to take a photograph  Mufti-e-Azam-e-Hind (radi Allahu anhu) was allowed to go for Hajj without a photograph in his passport and without taking any vaccinations 
During his trip to Makkatul Mukarramah, Mufti-e-Azam-e-Hind (radi Allahu anhu), also had the opportunity of meeting those Ulema whom his father, Sayidduna A'la Hazrat (radi Allahu anhu), met during his visit to Haramain Sharifain  These great Ulema were from amongst the students of Sayed Yahya Almaan (radi Allahu anhu)  A few of the Ulema that he met were Allamah Sayed Ameen Qutbi; Allamah Sayed Abbas Alawi and Allamah Sayed Noor Muhammad (radi Allahu anhum) - to mention just a few  They narrated many incidents which had taken place during Sayyiduna A'la Hazrat (radi Allahu anhu's) visit to Haramain Sharifain  They then requested Khilafat from Mufti-e-Azam-e-Hind, (radi Allahu anhu) which he bestowed upon them 
Tajedaare Ahle Sunnah, Taaje Wilayat Wa Karaamat, Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu) was aware of the actual time of his Wisaal 
On the 6th of Muharram (1981) he said, "All those who intended to become my Mureed but for some reason or the other could not come to me, I have made all of them Mureed and I have given their hands into the hand of Sayidduna Ghousul Azam (radi Allahu anhu) "
On the 12th of Muharram (1981) Hazrat said, "All those who asked me to make Dua for them, I have made Dua for their Jaiz (permissible) intentions to be fulfilled  May Allah accept this Dua " On this day he asked those that were present concerning date  They told him that it was the 12th of Muharram  On hearing this he became silent 
On the 13th of Muharram, he again asked concerning the date and the Mureedeen present said that it was Wednesday, the 13th of Muharram  On hearing this Mufti-e-Azam-e-Hind (radi Allahu anhu) said, "Namaaz will be held at Nau Mahla Musjid"  Those present did not understand what he meant, but remained silent out of respect  After some time again Mufti-e-Azam-e-Hind (radi Allahu anhu) said, "Did anybody tell you about the Namaaz  I will read Jumma Namaaz in Nau Mahla Masjid " After some time Hazrat said, "Did anybody say anything about the Fatiha " Those present just gazed at each others faces and remained silent  Only later did they realise what Mufti-e-Azam-e-Hind (radi Allahu anhu) was implying  Hazrat was spiritally present for Jummah at the Nau Mahla Masjid! Mufti-e-Azam-e-Hind (radi Allahu anhu) was not only giving hope to the Mureedeen but also informing them of his Wisaal 
The shining star of A'la Hazrat, Ash Shah Imam Ahmed Raza Khan (radi Allahu anhu), the glitter and the hope for the hearts of millions throughout the world, the Mujaddid of the 15th Century, the Imam of his time, Huzoor Sayyidi Sarkaar Mufti-e- Azam-e-Hind (radi Allahu anhu) left the Aalame Duniya to Journey towards the Aalame Aakhira  It was 1 40 p m  on the eve of the 14th of Muharram 1402 AH (1981) 
"Chal diye tum Aankho me ashko ka darya chor kar, har jigar me dard apna meetha meetha chor kar"
Rawa Aankho se he Ashko ke Dhaare Mufti-e-Azam, Kaha Ho Be Saharo Ka Sahara Mufti-e-Azam"
On Friday, the 15th of Muharram, at 8  00 a m  the Ghusl of Mufti-e-Azam-e-Hind (radi Allahu anhu) took place  His nephew, Hazrat Maulana Rehan Raza Khan (radi Allahu anhu) performed the Wudhu  Hazrat Allamah Mufti Mohammed Akhtar Raza Khan Azhari performed the Ghusl  Sultan Ashraf Sahib used the jug to pour water  The following persons were present during the Ghusl : Hazrat Maulana Rehan Raza Khan (radi Allahu anhu), Hazrat Allamah Mufti Mohammed Akhtar Raza Khan, Sayed Mustaaq Ali, Maulana Sayed Muhammad Husain, Sayed Chaif Sahib, Maulana Naeemullah Khan Sahib Qibla, Maulana Abdul Hamid Palmer Razvi, Muhammad Esa of Mauritius, Ali Husain Sahib, Hajji Abdul Ghaffar, Qari Amaanat Rasool Sahib and a few other Mureeds and family members 
Hazrat Allamah Mufti Mohammed Akhtar Raza Khan Azhari and Hazrat Maulana Rehan Raza Khan (radi Allahu anhu) have stated that at the time of the Ghusl Shareef of Mufti-e-Azam-e-Hind (radi Allahu anhu) the Chaadar mistakenly moved a little  Immediately, Mufti-e-Azam-e-Hind (radi Allahu anhu) held the Chaadar between his two fingers and covered the area that the Chaadar exposed  Those present thought that the Chaadar had just got caught between Mufti-e-Azam-e-Hind (radi Allahu anhu's) fingers  They tried to remove the Chaadar from between his fingers but it would not move  The first person to notice this Karaamat was Hazrat Allamah Mohammed Akhtar Raza Khan Azhari  He showed this to everyone  Mufti-e-Azam-e-Hind (radi Allahu anhu's) fingers did not move until the area was properly covered 
"Zinda hojate he jo marte he haq ke Naam par, Allah, Allah Maut ko kis ne Masiha Kardiya"
"Janaaze se utha kar haath Pakri Chaadare Aqdas, He too Zinda He ye Zinda Karaamat Mufti e Azam"
As he had wished, the Janaza Salaah of Mufti-e-Azam-e-Hind (radi Allahu anhu) was performed by Maulana Sayed Mukhtar Ashraf Jilani at the Islamia Inter College grounds in Bareilly Shareef  Two and a half million (2 500 000) Muslims attended his Janazah Salaah  Mufti-e-Azam-e-Hind (radi Allahu anhu) is buried on the left-hand-side of Sayyiduna A'la Hazrat (radi Allahu anhu)  Those who lowered Mufti-e-Azam-e-Hind (radi Allahu anhu) in his Qabr Shareef have stated that they were continously wiping out perspiration from the forehead of Mufti-e-Azam-e-Hind (radi Allahu anhu) right up to the last minute 
"Maangne Waala sub kuch paaye rota aaye hasta Jaaye", "Ye He Unki Adna Karamat Mufti Azam Zinda Baad"
Wealth, presidency, minister ship, worldly satisfaction and happiness can be given to a person by anyone, but such people do not have the spiritual insight to give tranquility to a disturbed heart and they cannot put a smile onto the face of a depressed person  But Tajedaare Ahle Sunnah, Taaje Wilayat Wa Karaamat, Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu) gave both the treasures of the physical world and the spiritual worlds to those in need  To be his servant was not less than kingship  Every day hundreds and thousands of people in need of spiritual, physical and academic needs would come to him and each one of them returned with complete satisfaction 
"Jhuki Hai Gardane Dar Par Tumhare, Taaj Waalo Ki, Mere Aqa Mere Maula Wo Taajul Auliyah Tum Ho"
Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu) is that light of such an illustrious family whose radiance reflected itself in his character and manners that he displayed - such qualities that very few would be able to reach perfection  His character was the true embodiment of the Sunnah of Sayyiduna Rasulullah (sallal laahu alaihi wasallam)  He shone like a star in the darkness of the night 
Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu) possessed great heights of good character, moral standards, kindness, sincerity, love and humbleness  He never refused the invitation of any poor Muslim  He always stayed away from those who were very wealthy and lavish  He was the possessor of great moral and ethical values 
It is stated that once Akbar Ali Khan, a Governor of U P , came to visit Mufti-e-Azam-e-Hind (radi Allahu anhu)  Mufti-e-Azam-e-Hind (radi Allahu anhu) did not meet him but left to a place called Puraana Shahar (Old City) to visit a poor Sunni Muslim who was very ill and at the doorstep of death 
In another occasion, Fakhruddeen Ali Ahmad, the President of a Political Party, came to visit Mufti-e-Azam-e-Hind (radi Allahu anhu) but was refused this opportunity  Many other proud ministers had also come to meet Mufti-e-Azam-e-Hind (radi Allahu anhu) but met with the same fate  This was due to his extreme dislike for politics and involvement in worldly affairs 
Mufti-e-Azam-e-Hind (radi Allahu anhu) never fell short in entertaining those who came to visit him  When he was physically fit he used go into the Visitors Section and ask each person whether they had eaten or not  He used to ask them if they partook in tea or not  He used to continuously enquire as to whether they were experiencing any difficulties or not  It was often seen that he would personally carry the dishes into the house for the visitors! He was definitely blessed with the characters of the "Salfe Saliheen" or The Pious Servants of Allah 
Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu) was a pillar of hospitality and humbleness  If he reprimanded a certain person for doing something un-Islamic or if he became displeased with anyone for some reason or the other, he used to also explain to the person in a very nice way and also try to cheer that person  He would then make Dua in abundance for such a person  His Mureeds (Disciples), on many ocassions, used to recite Manqabats (Poetry) in his praise  On hearing such Manqabats he would say, "I am not worthy of such praise  May Allah make me worthy "
Many people came to him for his blessings  Others would come for Ta'weez  He never refused anyone  It is also not known how many homes were being supported through the kindness and hospitality of Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu)  He always entertained those who came from far and near to the best of his means  He used to even give most of his visitors train and bus fares to travel  In winter, he would give warm clothes, warm sheets and blankets to the poor and the needy 
Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu) gave Khilafat to many Ulema-e-Ikraam and personally tied the Amaama (Turban) on their heads  He gave cloaks, turbans and hats to many people  Once, during winter, a few of the Khaadims were present with Mufti-e-Azam-e-Hind (radi Allahu anhu)  He was lying on his bed and covered with a shawl  A certain Maulana Abu Sufyaan touched Mufti-e-Azam-e-Hind (radi Allahu anhu's) shawl and commented as to how beautiful it was  Mufti-e-Azam-e-Hind (radi Allahu anhu) immediately removed the shawl and presented it to him  Although the Moulana refused to accept it Mufti-e-Azam-e-Hind (radi Allahu anhu) gave it to him forcefully 
All of his Mehfils were full of knowledge and Barkah  Many questions on Tassawuf were easily answered by him  It seemed as if the rains of mercy and rays of Noor were spread all over his Mehfils 
Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu) always wanted to see a Muslim's inner and outer personality  He always advised them to mould their lives according to the principles and the commands of Islam  He always showed discomfort to those who did not have beards, those who wore hats and to those who wore ultra-western clothes  He used to warn such Muslims  Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu) used to show his displeasure towards those who wore ties  He used to tug at their ties and commanded them to abstain from wearing a tie  He also asked them to make Tauba from such acts 
Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu) always commanded Muslims to give or take anything with their right hand  He stopped the Muslims from calling the governments as their "Sarkaar" or leaders  He never kept any ordinary Kitaab on the books of Tafseer or Hadith  Whenever he sat in a Meelad-un-Nabi (sallal laahu alaihi wasallam) or Mehfil-e-Zikr, he always sat with utmost respect until the very end 
Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu) never spat towards the Qibla  He never stretched his legs in the direction of the Qibla  Whenever he entered the cemetery, he never used his entire feet to walk on the ground  He always walked on his toes  At times, he would stand on his toes for about half an hour in the graveyard making Dua-e- Maghfirat!
He always stopped Muslims from doing any false fortune telling  If any death or loss took place in the house of a Muslim, Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu) would go to comfort the people of that house but he would never eat there  He always advised those in sorrow to make Sabr and remember Almighty Allah  He always respected Ulema-e-Ikraam  He respected the Sayeds in such a manner as a slave will respect his King  He prohibited Muslims from keeping un-Islamic names  He preferred such names as Abdullah, Abdur Rahmaan, Muhammad and Ahmad 
Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu) always performed his Salaah in Jamaah whether he was on journey or not  The moment he put his foot out of his house to go towards the Masjid, he used to be surrounded by his Mureeds (disciples) and well-wishers who would follow him till the Masjid door which was just a few feet away from his house  While some would be kissing his blessed hands, others tried to talk with him  He would reply to all those who made Salaam to him  On entering the Masjid, he would immediately recite the dua prescribed 
Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu) would then remove his Amaama and then sit down to perform Wudhu  He would wash all the parts thoroughly so that the Sunnahs were accomplished  He would perform his Salaah with great sincerity and used to be lost in the worship of his Creator  The person who looked at him from a distance would have instantly understood that Mufti-e-Azam-e-Hind (radi Allahu anhu) had left all the worldly desires and was intent upon pleasing his Creator 
Once, while Mufti-e-Azam-e-Hind (radi Allahu anhu) was traveling from Nagpur, it was time for Maghrib Salaah  He immediately disembarked from the train  The people told Mufti-e-Azam-e-Hind (radi Allahu anhu) that the train was about to leave, but he was intent on performing his Salaah  His companions also disembarked with him  They had just performed their Wudhu and were making Niyyah for Salaah when the train left the station  All of Mufti-e-Azam-e-Hind (radi Allahu anhu's) and his companions luggages' were left on the train  A few un-Islamic people who were there said "the Mias train had left him"  Mufti-e-Azam-e-Hind (radi Allahu anhu) was still in Salaah 
When they all had completed their Salaah, they noticed that the station platform was empty  They became a little worried since all their luggage had gone with the train, but still Mufti-e-Azam-e-Hind (radi Allahu anhu) looked undisturbed  His companions were busy talking about the luggage when they noticed the station guard, followed by a group of travellers, running towards them  The guard came up to Mufti-e-Azam-e-Hind (radi Allahu anhu) and said, "Huzoor! The train is stuck!" Mufti-e-Azam-e-Hind (radi Allahu anhu) said, "The engine is damaged " The train was brought back and Mufti-e-Azam-e-Hind (radi Allahu anhu) and his companions sat in the train  After some repairs the train left with him and his companions seated in it!
Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu) was drowned in the love for the Holy Prophet, Sayyiduna Rasulullah (sallal laahu alaihi wasallam)  Everything he did was for the pleasure of Almighty Allah and Sayyiduna Rasulullah (sallal laahu alaihi wasallam)  All that he had gained was due to the intense love which he possessed for the Holy Prophet (sallal laahu alaihi wasallam) 
His extreme and intense love for the Holy Prophet (sallal laahu alaihi wasallam) can be understood by the fact that during the latter stages of his life, even though he was very ill, he would sit for hours with great respect in the Naath Mehfils and would shed tears in his love for Sayyiduna Rasulullah (sallal laahu alaihi wasallam)  He used to celebrate the Meelad-un-Nabi (sallal laahu alaihi wasallam) each year with great splendour  The programme used to begin on the eve of the 12th of Rabi-ul-Awwal and used to continue till the next day just before lunch  The invitation was open to all Muslims and they all used to be fed 
Even after examining the Naath Shareefs written by Mufti-e-Azam-e-Hind (radi Allahu anhu) one would see that every word written dislayed his measureless love for the Holy Prophet (sallal laahu alaihi wasallam) 
In the world of poetry, Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu) was a Giant of his time  Most of his poems were in the form of Humd (Praise of Allah), Naath Shareef, Qasidas and Manqabats compiled in the Arabic, Urdu, Persian and Hindi languages  All these poems were compiled into a book which is famously known as "Samaane Bakhshish" which is still available toady  Samaane Bakhshsish is a treasure chest which flows with pearls of love for Sayyiduna Rasoolullah (sallal laahu alaihi wasallam)  The compilation of Samaane Bakhshish is through the blessings of Sayyiduna Rasoolullah (sallal laahu alaihi wasallam) 
"Ye Dil Ye Jigr Hai Ye Aankhe Ye Sar Hai, Jaha Chaaho Rakho Qadam Ghause Azam"
"Once a very young descendant of Sayyiduna Sheikh Abdul Qaadir Jilani (radi Allahu anhu), Hazrat Peer Taahir Ala'uddeen (radi Allahu anhu), visited Bareilly Shareef  The respect and honour that Mufti-e-Azam-e-Hind (radi Allahu anhu) showed towards him was out of this world  Mufti-e-Azam-e-Hind (radi Allahu anhu) used to walk bare feet behind him with great respect "
The great Ulema of the time have stated that Mufti-e-Azam-e-Hind (radi Allahu anhu) was lost to such an extent in the love for Sayyiduna Ghousul Azam, Sheikh Abdul Qaadir Jilani (radi Allahu anhu) that even physically he began to resemble Sheikh Abdul Qaadir Jilani (radi Allahu anhu) 
"Dekh Kar Shakle Mufti Azam, Ghause Azam ki Yaad Aayi he"
Ghousul Waqt, Mufti-e-Azam-e-Hind (radi Allahu anhu) had great respect and love for the Ulema and for Sayeds (Descendants of Sayyiduna Rasulullah sallal laahu alaihi wasallam)  The respect which he showed towards them is beyond explanation 
One day, in 1979, a lady came with her little child to ask for Ta'weez
Context 3: Xpp-pdf support utility
Xpp-pdf support utility
PATENT, TRADEMARK
& COPYRIGHT !
Reproduced with permission from BNA’s Patent,Trademark 11/20/09, 11/20/2009  Copyright ஽ 2009 by The Bu-reau of National Affairs, Inc  (800-372-1033) http://www bna com As the patent community anticipates a decision by the U S  Supreme Court on subject matter patentability, recent rulings by the Federal Circuit and the Board of Patent Appeals and Interferences suggest strategies for preparing method patent applications that will sur- vive the Federal Circuit’s ‘‘machine-or-transformation’’ test 
The Changing Landscape of Method Claims in the Wake of In re Bilski:What We Can Learn from Recent Decisions of Federal Courts and the Board ofPatent Appeals rulings on software-based and other business methodpatent applications 
On review before the high court is the en banc ruling ‘‘Pure’’ business methods are out  Algorithms by the U S  Court of Appeals for the Federal Circuit1 are out  Machines and data transformations that, in order to be eligible for patent protection, an in- ventive method must either be tied to a machine or re- While the patent community waits for the Supreme cite a transformation of an article 2 This ‘‘machine-or- Court’s decision in Bilski v  Kappos, No  08-964 (U S 
transformation’’ test replaced the Freeman-Walter- argued Nov  9, 2009) (79 PTCJ 33, 11/13/09), patent ap- Abele3 test and the ‘‘useful, concrete and tangible plicants seeking to write patentable claims are stuckwith trying to conform to the lower courts’ most recent 1 In re Bilski, 545 F 3d 943, 88 USPQ2d 1385 (Fed  Cir 
2008) (en banc) (77 PTCJ 4, 11/7/08) 
2 ‘‘The machine-or-transformation test is a two-branched Adriana Suringa Luedke and Bridget M  Hay- inquiry; an applicant may show that a process claim satisfies den are lawyers at Dorsey & Whitney, Min- § 101 either by showing that his claim is tied to a particular neapolis  Luedke can be reached at machine, or by showing that his claim transforms an article ’’ leudke adriana@dorsey com  Hayden can be reached at hayden bridget@dorsey com  3 In re Freeman, 573 F 2d 1237, 197 USPQ 464 (C C P A 
1978); In re Walter, 618 F 2d 758, 205 USPQ 397 (C C P A 
COPYRIGHT ஽ 2009 BY THE BUREAU OF NATIONAL AFFAIRS, INC 
result’’ inquiry advocated in State Street,4 each of gregating, and selling real estate property and claims which had been applied by the Federal Circuit and its reciting a method of performing tax-deferred real estate predecessor court in various cases, and both of which property exchanges were not statutory under Section 101  Since no machine was recited, the only issue be- In this article, we examine the 2008 decision of the fore the court was whether the claims met the ‘‘trans- Federal Circuit, federal district court decisions, and de- formation’’ prong of the Bilski test 13 The court held cisions of Patent and Trademark Office’s Board of that the claims ‘‘involve[d] only the transformation or Patent Appeals and Interferences  Based upon the out- manipulation of legal obligations and relationships’’ comes in these cases, we offer guidance as to what is that did not qualify under Bilski 14 patent-eligible under 35 U S C  § 101, strategies for pre- Concerning the recitation of the ‘‘creation of deed- senting methods in patent applications and claiming shares’’ in some of the claims, the court found that the these methods, and possible ‘‘fixes’’ for applications deedshares themselves were not physical objects, but drafted pre-Bilski that must now withstand scrutiny un- only represented intangible legal ownership interests in der the new machine-or-transformation test 
property 15 Therefore, the creation of deedshares wasnot sufficient to establish patent eligibility under Bil- A number of recent federal court and board decisions have applied the patent eligibility test set forth in Bilski, implemented step to an otherwise obvious method was not sufficient to avoid invalidity of the claim  In KingPharmeuticals Inc  v  Eon Labs Inc ,17 the district court held invalid claims to a method of increasing the oral Several cases have addressed (and rejected) claims bioavailability of metaxalone because the claims were obvious over the prior art asserted by the accused in- In In re Ferguson,6 the Federal Circuit reviewed the board’s rejection of claims directed to a method of mar- Two dependent claims added a step of informing the keting a product and a ‘‘paradigm’’ for marketing soft- patient of certain results, which the patentee argued ware as nonstatutory subject matter under Section was not obvious  The court rejected this argument, con- 101 7 The appellate court affirmed the board’s rejection, cluding that ‘‘[b]ecause the food effect is an inherent concluding that the method claims were neither tied to property of the prior art and, therefore, unpatentable, a particular machine or apparatus nor did they trans- then informing a patient of that inherent property is form a particular article into a different state or thing 8 The court defined a machine broadly as ‘‘a concrete The court also commented that the added step of in- thing, consisting of parts, or of certain devices or com- forming the patient did not meet the patent eligibility binations of devices,’’ which did not include the ‘‘shared standard set forth in Bilski because the step did not re- marketing force’’ to which the method claims were quire use of a machine or transform the metaxalone into a different state or thing 19 Notably, this conclusion The claims directed to a ‘‘paradigm’’ were non- runs counter to the Supreme Court’s instruction that statutory because the claims did not fall within any of claims are to be examined ‘‘as a whole’’ and not dis- the four statutory categories (machines, manufactures, sected into old and new elements and that are evaluated compositions of matter and processes)  Concerning the two closest possible categories, the court concluded Recent board decisions have been consistent with the that the claimed paradigm was not a process, because holdings of the federal courts  For example, in Ex parte no act or series of acts was required, and was not a Roberts,21 the board found ineligible under Section 101 manufacture, because it was not a tangible article re- a ‘‘method of creating a real estate investment instru- sulting from a process of manufacture 10 Concerning ment adapted for performing tax-deferred exchanges’’ the recitation of a ‘‘marketing company’’ in the para- because the claim did not satisfy either the machine or digm claims, the court concluded that the patent appli- cants did ‘‘no more than provide an abstract idea—a Similarly, in Ex parte Haworth,23 a method for ‘‘at- business model for an intangible marketing com- tempting to collect payments from customers having delinquent accounts concurrently with a partner that In Fort Properties Inc  v  American Master Lease owns the delinquent accounts’’ was found to be patent LLC,12 the California district court held that claims re- ineligible because the claim wording was ‘‘broad in that citing a series of transactions involving acquiring, ag- 1980); In re Abele, 684 F 2d 902, 214 USPQ 682 (C C P A 
4 State Street Bank & Trust Co  v  Signature Financial 16 See Ex parte Roberts , 2009-004444 at 4-5 (B P A I  June Group, 149 F 3d 1368, 1370, 47 USPQ2d 1596 (Fed  Cir  1998) 19, 2009) (holding a ‘‘method of creating a real estate invest- ment instrument adapted for performing tax-deferred ex- changes’’ patent ineligible as not passing the machine-or- 7 The court accepted the board’s definition of ‘‘paradigm’’ 17 593 F  Supp 2d 501 (E D N Y  2009) 
to mean ‘‘a pattern, example or model ’’ Id  at 1362 
20 See Diamond v  Diehr, 450 U S  175, 188 (1981) 
21 No  2009-004444 (B P A I  June 19, 2009) 
12 2009 WL 249205, *5 (C D  Cal  Jan  22, 2009) 
23 No  2009-000350 (B P A I  July 30, 2009) 
it refers generally to extending an offer, receiving an machine  Accordingly, the process claims       are not acceptance, and paying a commission’’ and did not in- voke, recite or limit the method of implementation us-ing any particular machine or apparatus 24 The court also evaluated similar claims that recited the use of a ‘‘comparator’’ to perform the recited pixel- B  Software Claims Not Expressly Tied to a ‘Particular by-pixel comparison and held that this recitation also did not mandate a machine 29 While the court acknowl-edged that software was offered as one ‘‘option,’’ the Other cases have addressed software methods where court concluded that the claimed function of the com- the claim language was either not expressly tied to com- parator could also be performed in one’s mind or on pa- puter hardware components or the ties to computer per such that a machine was not required  The court components were somewhat ambiguous  In several further noted that, even though the ‘‘comparator’’ was cases, courts have rejected the recitation of generic defined as a ‘‘device,’’ ‘‘the use of the term ‘device’ is computer components as sufficient to satisfy the ‘‘ma- not synonymous with machine ’’30 As a result, none of chine’’ prong of the Bilski test  A number of these deci- the claims at issue met the ‘‘machine’’ prong of the Bil- sions also addressed the ‘‘transformation’’ prong of the Concerning the ‘‘transformation’’ prong, the court re- In Research Corporation Technology Inc  v  Mi- lied in particular upon the Abele decision in expanding crosoft Corp ,25 the district court considered the patent the requirements of this test by requiring that the eligibility of method claims in six patents directed to claimed transformation process be both ‘‘(1) limited to methods of halftoning of gray scale images by using a transformation of specific data, and 2) limited to a vi- pixel-by-pixel comparison of the image against a blue sual depiction representing specific objects or sub- noise mask  Relying on the Federal Circuit’s Bilski stances ’’31 It then concluded that a number of the analysis as well as a decision of its predecessor court, patent claims did not meet the second prong of this ex- In re Abele,26 the judge concluded that a number of the panded test because the claims did not ‘‘require any vi- sual depiction or subsequent display’’ even though the transformation test set forth in Bilski 27 claimed method did transform specific image data 32 Concerning the ‘‘machine’’ prong, the district court The district court also found other claims patent- found that the pixel-by-pixel comparison recited in the eligible under Section 101 because these claims recited claims did not require the use of a machine, but could the use of the comparison data ‘‘to produce a halftoned ‘‘dictate[d] a transformation of specific data, and [were] be done on a sheet of paper using a pen  The com- further limited to a visual depiction which represents parison uses formulas and numbers to generate a bi- specific objects ’’33 Thus, the patent eligibility of the nary value to determine the placement of a dot at a claims turned on whether the claims recited the use of location  Formulas and numbers not tied to a particu- the transformed data to generate a display 
lar machine cannot be patented, under the machine In DealerTrack Inc  v  Huber,34 the district court prong, even with a field-of-use limitation because granted a summary judgment of invalidity under § 101 they represent fundamental principles, and to do so of patent claims directed to ‘‘a computer aided method’’ would preempt the entire field  The patent claims      
of managing a credit application reciting the following do not mandate the use of a machine to achieve their algorithmic and algebraic ends  Simply because adigital apparatus such as a computer, calculator, or [A] receiving credit application data from a remote the like could assist with this comparison does not render it patent eligible material  RCT’s argument [B] selectively forwarding the credit application data that a pixel by its nature is electronic and therefore to remote funding source terminal devices; necessitates a machine is a post solution argumentand the Court rejects it  The claim construction specifies that the comparison is of a value to a mask 29 The term ‘‘comparator’’ was construed by the court to be (or set of values) to determine whether the dot is a ‘‘device (or collection of operations, as in software) that com- turned on at a specific location  This process does pares an input number (called the operand) to a number pre- not require a particular machine  The Bilski test is stored in the comparator (called the threshold) and produces clear: the process claims must be tied to a particular as output a binary value (such as ‘‘0,’’ zero) if the input is alge-braically less than the threshold [the result of comparing anoperand against a fixed threshold and setting an operand less 24 Id  at 9-10  See also, e g , Ex parte Farnes, 2009-002770 than the threshold to one value and an operand greater than (B P A I  June 2, 2009) (rejecting a method claim for develop- or equal to the threshold to another value], and produces the ing a solution to a customer experience issue including steps opposite binary value (such as ‘‘1,’’ one) if the input is algebra- of: ‘‘identifying a target customer,’’ ‘‘defining a current cus- ically greater than or equal to the threshold ’’ Id  at *17 (em- tomer experience,’’ ‘‘summarizing values and benefits’’ to pro- vide to the customer, and ‘‘identifying metrics for measuring success’’); Ex parte Salinkas, 2009-002768 (B P A I  May 18, 31 Id  at *9  Notably, Bilski concluded that the Abele visual 2009) (finding patent ineligible a method of launching a depiction was ‘‘sufficient’’ to establish transformation (545 knowledge network involving ‘‘selecting an executive spon- F 3d at 963), while the Research Corporation court went fur- sor,’’ ‘‘forming a core team of experts,’’ and ‘‘providing pre- ther by making visual depiction ‘‘required’’ to establish trans- 25 2009 WL 2413623 (D  Ariz  July 28, 2009) (78 PTCJ 432, 26 684 F 2d 902, 214 USPQ 682 (C C P A  1982) 
34 2009 WL 2020761 (C D  Cal  July 7, 2009) (78 PTCJ 341, PATENT, TRADEMARK & COPYRIGHT JOURNAL [C] forwarding funding decision data from at least tation of ‘over the Internet’ suffices to tie a process one of the remote funding source terminal de- claim to a particular machine’’ and concluded that it vices to the remote application entry and display The internet continues to exist despite the addition [D] wherein the selectively forwarding the credit ap- or subtraction of any particular piece of hardware  It may be supposed that the internet itself, rather than [E] sending at least a portion of a credit application any underlying computer or set of computers, is the to more than one of said remote funding sources ‘‘machine’’ to which plaintiff refers  Yet the internet is an abstraction  If every computer user in the world [F] sending at least a portion of a credit application unplugged from the internet, the internet would to more than one of said remote funding sources cease to exist, although every molecule of every ma- sequentially until a finding [sic ] source returns a chine remained in place  One can touch a computer or a network cable, but one cannot touch ‘‘the inter- [G] sending       a credit application       after a prede- Additionally, the court found that the recitation of the [H] sending the credit application from a first remote internet in this case merely constituted ‘‘insignificant funding source to a second remote funding extra-solution activity’’ and therefore did not qualify as a ‘‘particular machine’’ under Bilski 41 ‘‘[T]ossing in In concluding that the claim did not satisfy the Bilski references to internet commerce’’ was not sufficient to machine-or-transformation test, the court held that the render ‘‘a mental process for collecting data and weigh- claimed central processor, remote application and dis- ing values’’ patent-eligible 42 Additionally, ‘‘limiting’’ play device, and remote funding source terminal device the claim to use over the Internet was not a meaningful could be ‘‘any device’’ and did not constitute a ‘‘’par- limitation, such that the claims ‘‘broadly preempt the ticular machine’ within the meaning of Bilski ’’35 The fundamental mental process of fraud detection using court relied upon several board decisions to support its associations between credit cards ’’43 premise that ‘‘claims reciting the use of general purpose processors or computers do not satisfy the test ’’36 claim,44 notwithstanding the Federal Circuit’s holding In Cybersource Corp  v  Retail Decisions Inc ,37 the in In re Beauregard,45 the district court concluded that district court held claims for ‘‘a method for verifying the ‘‘there is at present no legal doctrine creating a special validity of a credit card transaction over the Internet’’ ‘‘Beauregard claim’’ that would exempt the claim from and ‘‘a computer readable medium containing program the analysis of Bilski ’’ Moreover, ‘‘[s]imply appending instructions for detecting fraud in a credit card transac- ‘A computer readable media including program instruc- tion       over the Internet’’ invalid under § 101 based tions’ to an otherwise non-statutory process claim is in- upon the court’s interpretation of Bilski 
sufficient to make it statutory ’’46 Consequently, this Concerning the method claim, the court considered claim also failed the Bilski test 
both the ‘‘transformation’’ and ‘‘machine’’ prongs of the In at least one instance, the U S  International Trade Bilski test  In concluding that there was no transforma- Commission has interpreted the ‘‘machine’’ prong of tion, the court focused on the intangibility of the ma- Bilski less stringently than did the district courts in the nipulated data  According to the court, transformation cases discussed above  In In the Matter of Certain Video is limited to transformation of a physical article or sub- Game Machines and Related Three-Dimensional Point- stance  Accordingly, the method claim did not qualify ing Devices,47 the accused infringer filed a motion for because the data representing credit cards did not rep- summary judgment alleging that the asserted claims resent tangible articles but instead an intangible series impermissibly sought to patent a mathematical algo- of rights and obligations existing between the account rithm  According to the movant, the recitations of a ‘‘3D pointing device,’’ ‘‘handheld device,’’ or ‘‘free space Concerning whether the claimed method was tied to pointing device’’ were not sufficient to tie the claims to a particular machine, the court assessed whether ‘‘reci- a particular machine, but served ‘‘only to limit the field-of-use of the claimed mathematical algorithm and [did] not otherwise impart patentability on the claimed math- Id  at *3  The court relied upon the holdings in Ex parte Gutta, No  2008-3000 at 5-6 (B P A I  Jan  15, 2009) (stating In denying the motion for summary judgment, the ‘‘[t]he recitation in the preamble of ‘[a] computerized method ITC first noted that, ‘‘[w]hile the ultimate determination performed by a data processor’ adds nothing more than a gen- of whether the asserted claims are patentable under eral purpose computer that is associated with the steps of the § 101 is a question of law, the Federal Circuit has ac- process in an unspecified manner ’’); Ex parte Nawathe, No 
2007-3360, 2009 WL 327520, *4 (B P A I  Feb  9, 2009) (finding‘‘the computerized recitation purports to a general purpose processor [], as opposed to a particular computer specifically programmed for executing the steps of the claimed method ’’); and Ex parte Cornea-Hasegan, No  2008-4742 at 9-10 (B P A I 
Jan  13, 2009) (indicating the appellant does not dispute ‘‘the recitation of a processor does not limit the process steps to any 44 Claims having this format are called ‘‘Beauregard’’ specific machine or apparatus ’’)  The court also cited Cyber- claims and were found to not be barred by the traditional source Corp  v  Retail Decisions Inc , (discussed below), in sup- printed matter rule in In re Beauregard, 53 F 3d 1583, 1584, 35 port of its interpretation of the required ‘‘particular machine ’’ 37 620 F  Supp  2d 1068, 92 USPQ2d 1011 (N D  Cal  2009) 47 2009 WL 1070801 (U S I T C  2009) 
knowledged that ‘there may be cases in which the legal given a dataset of feature vectors associated with the question as to patentable subject matter may turn on subsidiary factual issues’ ’’ (citation omitted)  In con- for each binary partition under consideration, rank- struing the claims, the tribunal found that there was a ing features using two-category feature ranking; and genuine dispute as to whether the claimed ‘‘devices’’represented a ‘‘particular machine’’ under the Bilski while the predetermined number of features has not test and whether the claimed ‘‘two-dimensional rota- yet been selected: picking a binary partition p; tional transform’’ was merely a mathematical calcula- selecting a feature based on the ranking for binary tion or instead meant ‘‘changing the mathematical rep- resentation of a two-dimensional quantity from oneframe of reference to a differently-oriented frame of ref- adding the selected feature to an output list if not al- erence’’ as asserted by the patentee  Additionally, the ready present in the output list and removing the se- dispute over the meaning of the claimed ‘‘two- lected feature from further consideration for the bi- dimensional rotational transform’’ also raised a dis- puted issue as to whether this element recited a trans- Notably, while the independent claim failed the formation that would qualify under the ‘‘transforma- machine-or-transformation test, its dependent claim tion’’ prong of Bilski  Given these disputed issues, the was eligible because it recited, ‘‘further comprising us- ITC concluded that it was inappropriate to grant sum- ing the selected features in training a classifier for clas- mary judgment as to the patent eligibility of the claims 
sifying data into categories ’’ In view of the specifica- A similar conclusion was reached in Versata Soft- tion, the board indicated that the ‘‘classifier’’ was a par- ware Inc  v  Sun Microsystems Inc ,48 in which the dis- ticular machine ‘‘in that it performs a particular data trict court denied the defendant’s motion for summary classification function that is beyond mere general pur- judgment of invalidity under Section 101 based upon pose computing ’’53 The board also concluded that the the Bilski court’s refusal ‘‘to adopt a broad exclusion claim ‘‘transforms a particular article into a different over software or any other such category of subject state or thing, namely by transforming an untrained matter beyond the exclusion of claims drawn to funda- classifier into a trained classifier ’’54 In Ex parte Casati,55 the board reversed the examin- Less stringent ‘‘machine’’ prong analyses are also er’s Section 101 rejection of a method claim reciting: found at the board level  For example, in Ex parteSchrader,50 the board held patent-eligible under Bilski A method of analyzing data and making predictions, reading process execution data from logs for a busi- A method for obtaining feedback from consumers re- ceiving an advertisement from an ad provided by anad provider through an interactive channel, the collecting the process execution data and storing the process execution data in a memory defining a ware-house; creating a feedback panel including at least one feed-back response concerning said advertisement; and analyzing the process execution data; generatingprediction models in response to the analyzing; and providing said feedback panel to said consumers, using the prediction models to predict an occurrence said feedback panel being activated by a consumer to of an exception in the business process 
provide said feedback response concerning said ad-vertisement to said ad provider through said interac- In this case, giving consideration to the specification, which ‘‘unequivocally describes the data warehouse aspart of the overall system apparatus, and subsequent Here, the board found ‘‘interactive channel’’ to be descriptions describe the memory/warehouse device in part of an ‘‘overall patent eligible system of appara- terms of machine executable functions,’’ the board con- tuses’’ when viewed in the context of the specification, cluded that ‘‘one of ordinary skill in the art would un- which included ‘‘the Internet and World Wide Web, In- derstand that the claimed storing of process execution teractive Television, and self service devices, such as In- data in a memory defining a warehouse constitutes formation Kiosks and Automated Teller Machines ’’51 patent-eligible subject matter under § 101 because the In another recent decision, Ex parte Forman,52 the memory/warehouse element ties the claims to a particu- board found a ‘‘computer-implemented feature selec- tion method’’ including a ‘‘classifier’’ eligible under Other recent board decisions have reached the oppo- Section 101 because it satisfied both the machine and transformation prong  Here, the ‘‘classifier’’ was recitedin a dependent claim, in which its independent claim re-cited: 53 Id  at 13 
54 Id  See also Ex parte Busche, No  2008-004750 (B P A I 
A computer-implemented feature selection method May 28, 2009) (holding a process claim and a computer pro- for selecting a predetermined number of features for gram product claim, each reciting training a machine, ‘‘are di- a set of binary partitions over a set of categories rected to machines that have such structure as may be adaptedby training



ground_truth: Goodwin became a Naval aviator in January 1929.

prompt_front: Now, answer the following question based on the text below, only give me the answer and do not output any other words.

Question: Which orders did Mufti-e-Azam-e-Hind receive Khilafat from?

Read the following text and answer briefly.

Context 2:  It was a very hot day and she was informed that Mufti-e-Azam-e-Hind (radi Allahu anhu) was resting  The lady, however, was in great need for the particular Ta'weez  She asked someone to see if Mufti-e-Azam-e-Hind (radi Allahu anhu) was awake but nobody had the nerve of going near him while he was resting as they considered this to be disrespectful  Taking her child she commented, "What did we know that the words of Sayeds will not be heard in this place" 
It is not known how Mufti-e-Azam-e-Hind (radi Allahu anhu) heard this, but he immediately summoned one of the Mureeds  He instructed him to call the lady and not give her grief  The woman then sent her child to Mufti-e-Azam-e-Hind (radi Allahu anhu)  He asked the child's name and showed great love and respect towards this young child  With great affection, he placed his hand on the child's head  He even asked someone to bring an apple for the child  From behind the curtain, he spoke to the lady concerning her problem and immediately wrote a Ta'weez for her 
Mufti-e-Azam-e-Hind (radi Allahu anhu) then sent a message to his family requesting that the mother and child should only be allowed to leave after the heat became less intense; that they should be well entertained and that no shortage should be spared in entertaining these Sayeds 
When Allamah Sadru Shariah Maulana Amjad Ali Al Qadri (radi Allahu anhu), the author of the famous "Bahare Shariah," used to come to Bareilly Shareef for the Urs Shareef of Sayyiduna A'la Hazrat (radi Allahu anhu), Mufti-e-Azam-e-Hind (radi Allahu anhu) used to go to the railway station to welcome him and showed great respect towards this Scholar of Islam  He also showed great respect towards Sayyidi Hafiz-e-Millat and Hazrat Maulana Hasmat Ali Khan Sahib (radi Allahu anhum)  He also showed respect towards his own Mureeds and Khalifas who were Alims 
"Hawa he Gotand wa Tez lekin Chiraagh Apna Jala Raha he, Wo Marde Durwesh jis ko Haq ne diye the Andaze Khusrawana"
The sign of a true Mo'min is that he never submits himself before an enemy  In the worst of circumstances a Mo'min announces that which is the truth  Sayyiduna Rasulullah (sallal laahu alaihi wasallam) said, "To speak the truth before a tyrant King is a great Jihad " So imagine the excellence of a person who always spoke the truth at all times, a person who always raised the flag of truth and honesty, and a person who never left the path of truth in his entire life!
Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu) was one such person  He is one of the greatest leaders of the Sunnis  His boldness and fearlessness is difficult to explain  His entire life was spent speaking against Deobandis, Wahabis and all the other misleading sects, whether is was against the West, Qadianism, or Najdism he always challenged them right till the very end  He always propagated the true Deen and the Path of the Ahle Sunnah Wa Jamaah  With his Fatawas, he helped protect the Imaan of not only the Muslims in India and Pakistan, but of Muslims throughout the world 
He attacked the enemies of Islam through his writings, sayings, actions, etc  He did everything in his capacity to challenge the enemies of Islam  No person in his presence could say or do anything against Shariah  No person could speak against that which was the truth  It is stated by one of Mufti-e-Azam-e-Hind (radi Allahu anhu's) Khaadim's, who accompanied him on a journey by train, that there were some people in the train who were consuming alcohol  When Mufti-e-Azam-e-Hind (radi Allahu anhu) saw them, he reprimanded them and told them to desist from such a Haraam act  They did not listen to his advise so he scolded the leader of the group who was a young and well-built person  He gave the young person a hard slap which caused the bottle of alcohol to fall far from his hand  The Khaadim expected the person to retaliate but, who had the nerve to retaliate against this Lion of Islam! They became afraid and sat down quietly  Later some of them came up to Mufti-e-Azam-e-Hind (radi Allahu anhu) and begged for forgiveness for their shameful behavior 
"Tassawuf, Philsafa, Tafseer ki fiqhi Masa'il, Subhi kahte hai ke Aqida Kusha he Mufti Azam"
Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu), who after writing his first Fatawa while still a student at "Darul Uloom Manzare Islam", was given the status of Mufti due to his immense knowledge  When the Muslim World began to see his knowledge and Fatawas brightenening the world, they began calling him "Mufti-e-Azam" or The Most Exalted Mufti of the Time  This title alone became the name he was recognised by  Whenever the name "Mufti Azam Hind" was mentioned, it referred to none other than his exalted personality 
Remember that he or she only is exalted who has been blessed with this excellence by Almighty Allah and His Beloved Rasool (sallal laahu alaihi wasallam)  Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu) was a personality free from pride, lavishness and self- fame  His status was bestowed upon him by Almighty Allah and His Beloved Rasool (sallal laahu alaihi wasallam)  That person to whom Almighty Allah and His Rasool (sallal laahu alaihi wasallam) grants such excellence, then such excellence cannot be understood by ordinary mortals  This is one of the reasons why the entire world was brightened and received the benefits of his knowledge of Fiqh 
There came a stage when Mufti-e-Azam-e-Hind (radi Allahu anhu) was not only known as "Mufti-e-Azam-e-Hind" but he was also known as "Mufti-e-Azam-e-Alam" or The Grand Mufti of the World 
It is recorded that on his trip to the Haramain Sharifain the Ulema of the Hejaz (Arabia), Syria, Egypt, Iraq, and from many other countries came to him to solve Fiqh Mas'alas  Many became his Mureeds  This is how his Faiz of Shariah and Tariqah spread its rays throughout the world  While in the Hejaz Shareef, he also had to deal with many Fatawas that poured in from various countries, such as, Africa, Mauritius, United Kingdom, America, Sri Lanka, Pakistan, Malaysia, Bangladesh, and many other places  He answered every single one of them in a very dedicated and professional manner 
During the reign of General Ayub Khan a "Rooyat Hilal Committee" was formed in Pakistan for the purpose of sighting the moon for every Islamic Month, and more importantly, for Eid-ul-Fitr and Eid-ul-Adha  An aeroplane was flown up to a certain height and the moon would be sighted from there  This form of Shahaadah (Confirmation) of the sighting of the moon via an aeroplane was readily accepted by the Pakistani Government  In this manner, Eid was celebrated 
On a specific occasion, on the 29th of Ramadaan, an aero plane was flown from the East to the West of Pakistan and the moon was reported to be sighted  This sighting was announced by the Hilaal Committee, but the Sunni Ulema of Pakistan did not accept this confirmation  The Ulema of Pakistan sent questionnaires to the Ulema throughout the world for clarification and one such questionnaire was sent to Mufti-e-Azam-e-Hind (radi Allahu anhu)  Many Ulema replied that the confirmation had to be accepted and that it was permissible, but Mufti-e-Azam-e-Hind (radi Allahu anhu) clearly replied that this was not permissible  His Fatawa read as follows:" The Command of Shariah is to sight the Moon and fast or celebrate Eid  Where the Moon is not sighted the Qazi should give an Islamic decision in connection with a confirmation  The moon must be sighted from the ground level or any place attached to the ground  With regards to the matter of using the plane - to sight the moon via a plane is wrong because the moon sets and does not perish  This is why it is sometimes sighted on the 29th and sometimes on the 30th  If to fly in a plane to sight the moon is a condition, then by increasing altitude the moon will be sighted even on the 27th and 28th  In this case, will the sighting be confirmed for the 27th or 28th? No person in his right sense will accept this  Thus under these circumstances, how would it be proper to sight the moon on the 29th?"
This Fatawa of Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu) appeared in every newspaper in Pakistan as "Headline News" 
The following month, on the 27th and the 28th, the Pakistan Government sent an aeroplane at a higher altitude and found that the moon was visible on these days  The Government of Pakistan then accepted the Fatawa of Mufti-e-Azam-e-Hind (radi Allahu anhu) and the Hilaal Committee of Pakistan was disbanded 
Mufti-e-Azam-e-Hind (radi Allahu anhu) wrote more or less 50 000 Fatawas in his lifetime  His word was accepted by great Ulema  Shamsul Ulema, Hazrat Maulana Shamsud'deen Ja'fari (radi Allahu anhu) stated: "In this era, there is no greater expert in Fiqha than Huzoor Mufti-e-Azam-e-Hind (radi Allahu anhu)  Whenever I present myself in his high court I always sit with my head bowed and I listen to his words in silence  I do not have the audacity to talk in abundance to him "
"Amaanat Hind-o-Paak he is baat ke Shaahid, Ke badal deti he minto me Huqumat Mufti-e-Azam"
The year 1976 was a very difficult period for the Muslims in India  Certain Ulema, bought of by the Saudi Riyals and American Dollars, passed the Fatawa making Vasectomy (male sterilization to prevent birth of children) permissible  The Indian Government made Vasectomy necessary for every male in India at that time 
Muslims of India were in search of a Saviour to prevent such a law from being passed as this would mean them not having any more children  They were looking for someone who would stand and fight for their religious rights  All the Muslims looked towards the city of Bareilly Shareef, the city of light and truth, for an answer to this controversy  All of a sudden that Mujahhid of Islam rose with the torch of knowledge and light against the winds of enmity and destruction - Mufti-e-Azam-e-Hind (radi Allahu anhu)  He immediately issued the true Fatawa on vasectomy and said, "Vasectomy is Haraam, Haraam, Haraam " This news spread throughout India  Through the Dua and firmness of Mufti-e-Azam-e-Hind (radi Allahu anhu) on this issue, the Government that wished to pass this law had lost power, and a new government came into power  The law on Vasectomy was abolished!
Once, Maulana Abdul Hadi Al Qaderi and Soofi Iqbal Sahib asked Ghousul Waqt, Mufti-e-Azam-e-Hind (radi Allahu anhu) the following question: "Huzoor! Can one remember his Sheikh in Namaaz?" Mufti-e-Azam-e-Hind (radi Allahu anhu) answered by saying, "If you need to remember anyone in Namaaz then you should remember Tajedare Do Aalam, Habbibe Khuda (sallal laahu alaihi wasallam)  Yes, just as people tend to gaze here and there in Namaaz - if, in this way, the thought of one's Peer comes into the mind, then there is no hindrance"  Subhan-Allah! Such caution is in this answer! This answer has also contradicted the Deobandi belief  By looking at the life of Mufti-e-Azam-e-Hind (radi Allahu anhu) and reading his Fatawas, one would see his status and excellence in the spiritual domain  His spiritual life was according to that of his renowned and distinguished father, Sayyiduna A'la Hazrat (radi Allahu anhu) 
When the Americans were announcing there journey to the moon, a few Ulema were present with Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu)  Amongst these Ulema were Shamsul Ulema Hazrat Maulana Shamsud'deen and Allamah Ghulam Jilani Mirati (radi Allahu anhum)  They were discussing the concepts concerning the sun and the moon  Mufti-e-Azam-e- Hind (radi Allahu anhu) said that the sky and the earth are both stationary and that the moon and the sun are in motion  On hearing this Allama Ghulam Jilani Mirati (radi Allahu anhu) said, "In the Holy Quran it is said, 'Wash Shamsu Tajri Li Mustaqaril'laha'  In other words, the sun is in motion in its fixed abode  From the word 'Tajri', it is obvious that the sun is in motion and from the word 'Mustaqaril'laha' it is obvious that it is stationary in one place  How can both these concepts be right?"
In answer to this, Mufti-e-Azam-e-Hind, Moulana Mustapha Raza Khan (radi Allahu anhu) immediately said, "It was commanded to Hazrat Adam (alaihis salaam) and Hazrat Hawa (radi Allahu anha) (as follows): 'Walakum fil Ardi Mustaqar'  Does this mean that they were stationary in only one portion of the earth? Did they not walk around (on the earth)? To be Mustaqar means to be stationary in your surrounding, not to come out of your boundaries  To move but to move within your boundaries of movement " On hearing this Allama Mirati Sahib (radi Allahu anhu) became silent 
Hazrat Muhaddith-e-Azam-e-Hind (radi Allahu anhu) said: "IN THIS TIME, THAT PERSONALITY WHOSE TAQWA (PIETY) IS MORE THAN HIS FATAWA, IS NONE OTHER THAN THE SON OF SAYYIDI A'LA HAZRAT (RADI ALLAHU ANHU) WHOSE BEAUTIFUL NAME IS MUSTAPHA RAZA AND THIS NAME COMES ON MY TONGUE WITHOUT PROBLEM AND IT ALLOWS ME TO GAIN GREAT BLESSINGS " Once Hazrat Muhaddith-e-Azam (radi Allahu anhu) wrote the following words on the Fatawa of Mufti-e-Azam-e-Hind (radi Allahu anhu): "THIS IS THE SAYING OF SUCH AN AALIM WHOM TO FOLLOW IS COMPULSORY "
Huzoor Sayyidi Hafiz-e-Millat (radi Allahu anhu) stated, "A PERSON DOES NOT GET PROPER RESPECT AND ACCEPTANCE IN HIS OWN TOWN, BUT THE ACCEPTANCE AND RESPECT THAT HUZOOR MUFTI AZAM HAS GAINED IN HIS TOWN CANNOT BE FOUND ANYWHERE ELSE  THIS IS OPEN PROOF OF HIS KARAMAAT AND WILAYAT"  He then said, "MUFTI AZAM IS A KING, HE IS A KING"  (Which means that he should be respected and treated as a King) 
Huzoor Mujjahid-e-Millat (radi Allahu anhu) said, "IN THIS TIME, THE PERSONALITY OF HUZOOR MUFTI AZM HIND (RADI ALLAHU ANHU) IS A UNIQUE ONE, ESPECIALLY IN THE FIELD OF IFTA, BUT ALSO IN HIS DAILY CONVERSATIONS - THE MANNER IN WHICH HE SPOKE AND EXPLAINED CAN BE UNDERSTOOD BY ONLY THE PEOPLE OF KNOWLEDGE "
The "Imam Ghazzali" of his time, Allama Saeed Ahmad Kazmi Shah Sahib (radi Allahu anhu) says, "THE STATUS OF SAYYIDI MUFTI AZAM HIND (RADI ALLAHU ANHU) CAN BE UNDERSTOOD FROM THIS THAT HE IS THE SON AND THE BELOVED OF MUJJADIDE DEEN-O-MILLAT, IMAM AHLE SUNNAT, ASH SHAH IMAM AHMAD RAZA KHAN (RADI ALLAHU ANHU) "
Hazrat Qari Maslihud'deen (radi Allahu anhu) says, "AFTER THE WISAAL OF MY MURSHAD, THE CENTRAL POINT OF MY FOCUS WAS THE PERSONALITY OF HUZOOR MUFTI AZAM HIND (RADI ALLAHU ANHU) AND NOT ONLYWAS HE THE POINT OF MY FOCUS, BUT ALSO THAT OF THE ENTIRE SUNNI POPULATION "
One of the greatest Karamats of a Mo'min is for him to be always steadfast on Shariat-e-Mustapha and Sunnat-e-Mustapha (sallal laahu alaihi wasallam)  A Mo'min must be prepared to accept all the difficulties and calamities of life  When faced by any calamity he should always make Shukr to Allah Almighty 
These outstanding qualities can be found in the life of Mufti-e-Azam-e-Hind (radi Allahu anhu)  He was always steadfast and firm on Shariat-e-Mustapha (sallal laahu alaihi wasallam)  It is said that it is impossible to move a mountain from its place but it was not possible to move Mufti-e-Azam-e-Hind (radi Allahu anhu) from the Shariat-e-Mustapha (sallal laahu alaihi wasallam)  Every second in the life of Mufti-e-Azam-e-Hind (radi Allahu anhu) was a Karaamat  Volumes can be written about the Karaamats of Mufti-e-Azam-e-Hind (radi Allahu anhu)  He himself is a living Karaamat!
"Kaha tak Raaz likhoge karaamat Mufti-e-Azam, Sarapa hi Sarapa he karaamat Mufti-e-Azam"
For the purpose of Fuyooz-o-barkaat we will quote one such Karaamat 
Once Hazrat went for the Urs of Hazrat Mahboob-e-Ilahi, Kwaja Nizaamud'deen Awliyah (radi Allahu anhu) to Delhi  He stayed at a place called 'Koocha Jilan' with Ashfaaq Ahmad Sahib  At this place, a certain Wahabi Maulvi began arguing with Hazrat concerning the Ilme Ghaib (Knowledge of the Unseen) of Huzoor Anwar (sallal laahu alaihi wasallam)  Ashfaaq Ahmad Sahib asked Hazrat not to argue with this person as it would not make any difference to him  Hazrat said, "Let him speak  I will listen to him and all those who are present should also listen attentively  The reason why nothing makes a difference to Maulvi Sahib is because nobody listens to him properly  So let him say that which he wishes " Maulvi Saeedud'deen then spoke for approximately 15 minutes explaining how Rasoolullah (sallal laahu alaihi wasallam) did not possess Ilme Ghaib  He spoke for some time and then became silent 
Hazrat then said, "If you have forgotten anything concerning your argument then please try to remember " The Maulvi Sahib spent another half an hour trying to prove that Huzoor (sallal laahu alaihi wasallam) did not possess Ilme Ghaib 
After listening to his arguments Hazrat said, "You should immediately repent from your false belief  Allah has definitely blessed Huzoor (sallal laahu alaihi wasallam) with Ilme Ghaib and you have tried to contradict it in every way you could  If you do not mind, then also listen to my argument" 
Then very sarcastically Hazrat said, "What is the responsibility of a son towards his widowed mother?" Maulvi Sahib in answer said, "I will not answer this as it is not relevant to the topic of discussion" 
Hazrat then said, "I did not mind when you questioned me, but in any case just listen to my questions  There is no need to answer them" 
The second question Hazrat asked was, "How is it to take a loan from someone and then hide from him? Can you become weary of your crippled son and leave him to beg? To make Hajj Badal from    "
This question was not yet completed when the Wahabi Maulvi fell at the feet of Mufti-e-Azam-e-Hind (radi Allahu anhu) and said, "Hazrat! It is enough  The problem has been solved  Today I have realised that Huzoor (sallal laahu alaihi wasallam) has Ilme Ghaib  If not by now the Munaafiqeen would have destroyed the Islamic Missions  If Almighty Allah has shown you those things about me which nobody else here knows about, then I cannot imagine all that which He has informed Rasoolullah (sallal laahu alaihi wasallam) of" 
The Wahabi Maulvi immediately repented and became Mureed of Mufti-e-Azam-e-Hind (radi Allahu anhu) 
Each year, Mufti-e-Azam-e-Hind (radi Allahu anhu) used to go to Calcutta for missionary work  The Pope used to also visit Calcutta and although he received good coverage in the media, very few Christians turned up to meet the Pope  The Christians of Calcutta became very jealous whenever Mufti-e-Azam-e-Hind (radi Allahu anhu) visited that city as, without any news coverage, he attracted thousands of people who came to see him 
The Christians decided to insult Huzoor Mufti-e-Azam-e-Hind (radi Allahu anhu) and lower his personality in the eyes of the people  They trained three Christians to approach Huzoor Mufti-e-Azam-e-Hind (radi Allahu anhu) with the pretence that they were going to become his Mureeds  This was their plan: Whenever Hazrat was going to make any person his Mureed, he would ask the person to say, "Say that you have given your hand into the hands of Ghous-e-Azam (radi Allahu anhu) " The Christians where then going to say that Hazrat is a liar (Allah forbid) since that was not the hand of Ghous-e-Azam (radi Allahu anhu)!
The three Christians, now disguised as Muslims went to Huzoor Mufti-e-Azam (radi Allahu anhu) with the pretence of becoming his Mureed  When two of the Christians saw Hazrat's noorani face they became afraid of carrying out their plans, but the third Christian, who was very stubborn, decided to carry out the plan 
He sat in front of Huzoor Mufti-e-Azam-e-Hind (radi Allahu anhu) and Hazrat proceeded with making him a Mureed  When Hazrat said, "Say that you have given your hand into the hands of Ghous-e-Azam (radi Allahu anhu)," he said, "I am giving my hand in the hand of Mufti-e-Azam " He was implying that Hazrat was asking him to lie when he was made to say a moment ago that he is not going to lie 
Huzoor Mufti-e-Azam-e-Hind (radi Allahu anhu) again commanded him to say, "Say that you have given your hand into the hands of Ghous-e-Azam (radi Allahu anhu) " He again said, "I am giving my hand in the hand of Mufti-e-Azam "
Huzoor Mufti-e-Azam-e-Hind (radi Allahu anhu) came into a Jalaal (Spiritual Anger) state and said, "Say that you are giving your hands into the hands of Ghous-e-Azam (radi Allahu anhu) " To the surprise of many, the Christian began continuously saying, "I have given my hands into the hands of Ghous-e-Azam, I have my given hands into the hands of Ghous-e-Azam (radi Allahu anhu)       "
When asked about his behavior, the Christian said that as Huzoor Mufti-Azam-e-Hind (radi Allahu anhu) commanded him for the final time to say that he has given his hands into the hands of Ghous-e-Azam (radi Allahu anhu), he actually saw two bright hands emerging from Hazrat's hands and the Christian says that he is sure that these hands were none other the mubarak hands of Ghous-e-Azam (radi Allahu anhu) 
That Christian then asked Huzoor Mufti-e-Azam-e-Hind (radi Allahu anhu) for forgiveness and explained to him what his true intentions were  He immediately accepted Islam and became a Mureed  The news of this Karaamat spread far and wide and thousands of Christians accepted Islam at Hazrat's hands  Subhan-Allah! This incident was narrated by Hazrat Moulana Abdul Hamid Palmer Noori Razvi, a close Khalifa of Huzoor Mufti-e-Azam-e-Hind (radi Allahu anhu) 
Huzoor Sayyidi Sarkaar Mufti-e-Azam-e-Hind (radi Allahu anhu's) Mazaar Shareef is situated in Mohalla Saudagran, Bareilly Shareef  Every year thousands of Mureeds and lovers of Huzoor Mufti-e-Azam-e-Hind (radi Allahu anhu) present themselves at Bareilly Shareef for his Urs Mubaarak 
Mufti-e-Azam-e-Hind (radi Allahu anhu's) Mureedeen were not only ordinary people but his Mureeds also consisted of great Ulema, Muftis, Mufassirs, Poets, Philosophers, Professors, Doctors, etc  It is said that he has millions of Mureedeen 
In India - Mufas'sire Azam Hind Hazrat Ibrahim Raza (radi Allahu anhu); Hazrat Maulana Tahseen Raza Khan; Hazrat Maulana Rehan Raza Khan (radi Allahu anhu); Hazrat Allamah Mufti Mohammed Akhtar Raza Khan Azhari; Muhadithe Kabeer Hazrat Maulana Mufti Zia Ul Mustapaha Sahib; Hazrat Maulana Arshadul Qaadri Sahib 
His Eminence, Shaikh Mufti Mohammad Akhtar Raza Khan Azhari Al-Qaderi, was born on the 25th of Safar in the year 1942 in Bareilly, the citadel of spirituality and learning  He is the great grandson of A'la Hazrat, Shaikh Imam Ahmed Raza Fazil-e Barelvi (rahmatullahi alaih), the Mujaddid (Reviver) of Islam in the 14th Century Hijri 
Under the tutorship of renowned Ulama, he attained the degree of Fazile Deeniyat (Graduation in Islamic Theology) from Darul Uloom Manzare Islam, Bareilly  After spending three years (1963 - 1966) at the Al Azhar University in Cairo, Egypt, his Eminence post-graduated in Arabic Literature and Deeniyat with specialization in Ahadith (Prophetic Tradition) and Tafseer (Quranic Exegesis) with high distinctions 
On his return home, he joined Darul Uloom Manzare Islam, Bareilly Shareef  Thereafter, he left the Darul Uloom and established his own Darul-Ifta with the permission of his maternal grandfather, Huzoor Mufti-e-Azam Hind, Shaikh Mufti Muhammad Mustapha Raza Khan (rahmatullahi alaih)  His Eminence, Mufti-e-Azam Hind (rahmatullahi alaih) declared him his Ja'Nashin (Successor) while the great Shaikh was present in this world 
His Eminence inherited the skill in the issuing of Fatawa (Legal Islamic Rulings) and in tackling the complex issues relating to Fiqh (Islamic Jurisprudence) directly from Mufti-e-Azam (radi Allahu anhu) who inherited it directly from Mujaddid-e-Deen-o-Millat, Ash Shah Imam Ahmed Raza Bareilvi (rahmatullahi alaih) 
He is not only the Successor and a trustworthy custodian of Fatawa writing of Shaikh Mufti-e-Azam Hind (rahmatullahi alaih), but also the custodian of learning, knowledge, sanctity and saintliness, of his grandfather, Hujjatul Islam, Moulana Muhammad Haamid Raza Khan (rahmatullahi alaihi) 
His father, Moulana Muhammad Ibrahim Raza Khan Jilaani Mia (rahmatullahi alaih), was a great Aalim and Saint  He was well-versed in the commentary of the Holy Quran and so was given the title of Mufassir-e-Azam-e-Hind or Great Commentator of the Holy Quran in India 
His Eminence, Mufti Akhtar Raza Khan Azhari, travels extensively propagating the Deen and is a world-renowned preacher and a spiritual guide  Thousands of Muslims in India and abroad are attached with his Silsila  His Eminence has many Khulafa  He was also given the title of Taajush Shari'ah 
Besides being a great Mufti and Aalim, he is also a poet and an academic writer  His Diwan (Collection of Poems) was published for the first time entitled Naghmat-e-Akhtar  Later, it was published entitled Safina-e-Bakhshish in 1986, a chrono-grammical name, derived by Dr  Abdun Naim Azizi  Safina-e-Bakhshish includes Mufti Akhtar Raza Khan's Urdu and Arabic poems and was compiled and published by Dr  Abdun Naim Azizi  Many of Allama Mohammad Akhtar Raza's Naaths and Manqabats have not been published as yet 
Amongst his academic works, a few are as follows: (1) Taswiron Ka Hukm, (2) T V  aur Video ka Operation, (3) Difae Kanzul Imaan, (4) Sharhe-Hadise Niyat, (5) Al-Haqqul Mobeen (Arabic), (6) Difa Kanzul Imaan Part I & II (7) Mer-atun-Najdi'ah (Arabic) (8) Hazrat Ibrahim ke Waalid Tariq ya Azar, etc 
His Darul-Ifta is now the central Darul Ifta of not only Bareilly Shareef, but of the Sunni world and he has continued the prestige of Fatawa writing of his grand-father and great grand-father  To date, he has written more than 5 000 Fatawa Besides being well-versed in Arabic, Persian, and Urdu he has also a good knowledge of English  He has written many Fatawa in the English Language  The original book, Few English Fatawa, was first published by Edara Sunni Duniya, 82 Saudagran, Bareilly Shareef by his Eminence  Allama Mufti Naseem Ashraf Habibi, who is the Head Advisor and Mufti of the Imam Ahmed Raza Academy and of Sunni Ulama Council included a few more unpublished Fatawas, which was also written or orally dictated in English by Hazrat Azhari Sahib 
May Almighty Allah keep Hazrat Allama Mufti Mohammad Akhtar Raza Khan Azhari firm on Maslak-e-A'la Hazrat and serve as a beacon of guidance  May He grant his Eminence good health and long life  Aameen 
Context 3: ’’) 55 No  2009-005786 (B P A I  July 31, 2009) 
48 2009 WL 1084412, *1 (E D  Tex  March 31, 2009) 
56 Id  at 7  See also Ex parte Dickerson, No  2009-001172 at 49 Citing Bilski, 545 F 3d at 959 n  23 
16 (B P A I  July 9, 2009) (holding claims that ‘‘recite a comput- 50 No  2009-009098 (B P A I  Aug  31, 2009) 
erized method which includes a step of outputting information from a computer       are tied to a particular machine or appa- 52 No  2008-005348 (B P A I  Aug  17, 2009) 
PATENT, TRADEMARK & COPYRIGHT JOURNAL implemented methods ineligible under the Bilski test transformation test applied to this type of claim 63 because the claims failed to tie the method steps to any Then, applying the Bilski test, the board concluded that concrete parts, devices, or combinations of devices  For the claim did not qualify  According to the board, the example, in Ex parte Holtz,57 the board found ineligible under Section 101 a ‘‘method for comparing file tree de-scriptions’’ because the claim ‘‘obtains data (a file struc- does not transform physical subject matter and is not ture), compares data (file structures), generates a tied to a particular machine        Limiting the claims change log, and optimizes the change log without tying to computer readable media does not add any practi- these steps to any concrete parts, devices, or combina- cal limitation to the scope of the claim  Such a field- tions of devices’’ and the ‘‘file structures’’ did not repre- of-use limitation is insufficient to render an other- Similarly, in Ex parte Gutta,58 the board held ineli- gible under § 101 a ‘‘method for identifying one or moremean items for a plurality of items       having a sym- II  The Current Scope of Patent Eligibility bolic value of a symbolic attribute,’’ concluding that the These recent cases establish that some types of meth- claim ‘‘computes a variance and selects a mean item ods are clearly patent-eligible under Section 101, others without tying these steps to any concrete parts, devices, clearly are not eligible, and yet others may be depend- or combinations of devices’’ and ‘‘symbolic values are ing on how they are described and claimed 
neither physical objects nor do they represent physicalobjects ’’ First, the eligibility of system and apparatus claims is largely unaffected by the Bilski decision, with the ca- In contrast to the district court’s decision in Cyber- veat that such claims may be more closely scrutinized source Corp , discussed supra, in a recent board deci- for compliance with Diamond v  Diehr and Gottschalk sion, Ex parte Bodin,59 ‘‘a computer program product’’ v  Benson, which prohibit patenting of a claim directed was found to be patent-eligible subject matter as being to ‘‘laws of nature, natural phenomena, [or] abstract embodied in a ‘‘computer readable medium ’’ Here, the board considered whether the phrase ‘‘recorded on the Also, methods that are performed at least in part by a recording medium’’ as it is recited in the body of the machine qualify for patent eligibility under Section 101 
claims was the same as ‘‘recorded on a computer- Thus, for example, some computer-implemented and readable medium ’’ Acknowledging the differences be- software-related inventions remain patentable as long tween a statutory claim to a data structure stored on a as they are properly described and claimed as being computer readable medium compared to a nonstatutory performed by a computer or computer components 
claim to a data structure that referred to ideas reflected The tie to a machine, however, cannot merely be im- in nonstatutory processes, the board stated: ‘‘[w]hen plicit based upon the description and context of the ap- functional descriptive material is recorded on some plication or general language in the preamble of the computer-readable medium, it becomes structurally claim  Instead, the use of a machine to perform one or and functionally interrelated to the medium and will be more of the claimed functions must be expressly de- statutory in most cases since use of technology permits scribed in the body of the claim so as to be a meaning- the function of the descriptive material to be real- ful limitation on the claim  If a method claim can be read in such a way that all functions can be performed Similarly, in Ex parte Azuma,61 a claim to a ‘‘com- by a human, it will likely not pass the machine prong of puter program product       comprising: a computer us- able medium’’ was found to be directed to statutory The ‘‘Interim Examination Instructions for Evaluat- subject matter under § 101 because the language ‘‘com- ing Subject Matter Eligibility Under 35 U S C  § 101’’ re- puter usable medium’’ referred to tangible storage me- cently issued by the Patent and Trademark Office con- dia, such as a server, floppy drive, main memory and firm that the recitation of a general purpose computer hard disk as disclosed by appellant’s specification, and is sufficient to satisfy Section 101 where the general did not ‘‘implicate the use of a carrier wave ’’ purpose computer is ‘‘programmed to perform the pro- In an older decision, Ex parte Cornea-Hasegan,62 cess steps,       in effect, becom[ing] a special purpose however, the Board seemingly came to the opposite conclusion, holding that a claim reciting ‘‘a computer Concerning data transformation, there seems to be readable media including program instructions which agreement of the Federal Circuit and at least one dis- when executed by a processor cause the processor to trict court that a method that is both limited to transfor- perform’’ a series of steps was not patent-eligible under mation of specific data and limited to a visual depiction Bilski  The board first determined that ‘‘analysis of a representing specific objects or substances qualifies un- ‘manufacture’ claim and a ‘process’ claim is the sameunder 63 Id  at 11 
57 No  2008-004440 at 12-13 (B P A I  Aug  24, 2009) 
65 Diamond v  Diehr, 450 U S  175, 185, 205 USPQ 488 58 No  2008-004366 at 10-11 (B P A I  Aug  10, 2009) 
(1980); Gottschalk v  Benson, 409 U S  63, 67, 175 USPQ 673 59 No  2009-002913 (B P A I  Aug  5, 2009) 
60 Id  at 10 (comparing In re Lowry, 32 F 3d 1579, 1583-84, 66 ‘‘Interim Examination Instructions for Evaluating Sub- 32 USPQ2d 1031 (Fed  Cir  1994) to In re Warmerdam, 33 F 3d ject Matter Eligibility Under 35 U S C  § 101,’’ U S  Patent and 1354, 1361-62, 31 USPQ2d 1754 (Fed  Cir  1994)) 
Trademark Office, Aug  24, 2009, at 6 (78 PTCJ 530, 8/28/09) 
61 No  2009-003902 at 10 (B P A I  Sept  14, 2009) 
The authors’ recent experiences with examiners suggest that 62 No  2008-004742 (B P A I  Jan  13, 2009) 
the examiners are following these instructions 
der Section 101 67 Thus, claims analogous to those in In Concerning claims directed to computer program re Abele68 in which ‘‘data clearly represented physical products, one district court has held that appending ‘‘A and tangible objects, namely the structure of bones, or- computer readable media including program instruc- gans, and other body tissues [so as to recite] the trans- tions’’ to an otherwise non-statutory process claim is in- formation of that raw data into a particular visual depic- sufficient to make it statutory 72 The board has also tion of a physical object on a display’’ are patent- held ineligible claims to ‘‘a computer readable me- dia ’’73 The board has, however, also upheld the eligibil-ity of ‘‘a computer program product’’ as being embod- ied in a computer readable medium 74 Given these in- Bilski has had a significant impact in eliminating consistent decisions, the patent eligibility of claims in patent protection for inventions that are performed en- tirely by humans or can be interpreted as such if read Concerning claims directed to generalized computer broadly  This includes claims that describe processes processing functions, several Board decisions suggest for creating or manipulating legal and financial docu- that, absent a tie to a concrete real-world application, ments and relationships  In this area in particular, many such claims are likely to be deemed an ‘‘algorithm’’ un- pending applications filed prior to Bilski are no longer der Benson and therefore held to be non-statutory  75 patent-eligible, and many issued patents are no longer Any recitation of a specific field of use for the claimed valid  This retroactive impact of the Bilski decision is process or use of the outcome of such processes are troubling, given the investment in these patents and ap- also more likely to be found ‘‘field-of-use’’ or ‘‘post- plications, which have now been rendered essentially solution activity’’ limitations insufficient to render the worthless despite the suggestion in the Federal Circuit’s claim patent-eligible  Thus, the more tied a claimed pro- earlier State Street decision, now overruled, that such cess is to tangible results or particular applications (not claims qualified for patent protection 
just fields of use), the more likely it is to qualify under Inventions that do not fit within the four statutory categories are also not patent-eligible  The Federal Cir-cuit and the board have rejected claims directed to ‘‘a III  Presenting and Claiming Methods in Patent signal,’’ ‘‘a paradigm,’’ ‘‘a user interface’’ and ‘‘a corr-elator’’ on the basis that these items did not qualify as a ‘‘machine, manufacture, composition of matter or pro- Several strategies for describing and claiming meth- cess’’ under § 101  70 There is also an increasing focus ods or processes in patent applications may avoid or on the tangibility of the claimed invention in that, to minimize potential Section 101 problems 
qualify as a ‘‘machine’’ or ‘‘manufacture’’ under Section First, the description provided in a patent application should include well-defined steps or functions associ-ated with method or process  For example, when the claims include ‘‘initiating’’ method steps, a description Remaining areas of uncertainty concerning the scope of well-defined physical steps or functions for initiating of Section 101 include (1) what qualifies under Bilski as should be provided, and a concrete item, machine, de- a ‘‘transformation of an article or data,’’ (2) whether vice, or component that is responsible for the initiating claims to computer programs (Beauregard claims) function should be identified  For claiming ‘‘identify- qualify, and (3) whether internal computer processing ing’’ method steps, provide specific parameters for functionality not tied to a specific application or tan- making the identification, such as according to a speci- fied measurement 76 Where data is involved, the source Concerning data transformation, other than Abele- and type of data should be specified 
style claims discussed above, what qualifies as a data or Also, drawings should be provided that depict the article transformation remains unclear  Claims that concrete item, device, component or combination have been held not to meet the transformation prong in- thereof, and each method or process step or function clude claims directed to the creation or manipulation of should be linked expressly to at least one item, device data representing an intangible series of rights and ob- or component in the drawings that performs the step or ligations (e g , credit card data) and claims directed to function  Broadening language indicating that other the transformation or manipulation of legal obligations components may also be used to perform the function and relationships  Beyond these specific examples, it is may also be included to avoid an unduly narrow inter- difficult to predict what will or will not qualify as a data or article transformation under Bilski 
The claims should affirmatively claim the device, ma- chine or component performing each step or function 
67 In re Bilski, 545 F 3d at 963; Research Corporation Tech- For computer or software-related inventions, the de- nologies, 2009 WL 2413623 at *9 
scription should specify that the software functionality 68 The claimed process involved graphically displaying vari- ances of data from average values wherein the data was X-rayattenuation data produced in a two dimensional field by a com- 72 Cybersource Corp , 620 F  Supp  2d at 1080 
puted tomography scanner  See In re Bilski, 545 F 3d at 962- 73 Cornea-Hasegan, No  2008-004742 
74 Ex parte Bodin, No  2009-002913 (B P A I  Aug  5, 2009) 
69 In re Bilski, 545 F 3d at 963 
75 E g , Ex parte Greene, No  2008-004073 (B P A I  Apr  24, 70 In re Nuijten 500 F 3d 1346, 1357, 84 USPQ2d 1495 (Fed 
2009); Daughtrey, No  2008-000202; Ex parte Arning, No 
Cir  2007) (74 PTCJ 631, 9/28/07) (signal); In re Ferguson, 558 2008-003008 (B P A I  Mar  30, 2009); Cybersource Corp , 620 F 3d 1359, 1366, 90 USPQ2d 1035 (Fed  Cir  2009) (77 PTCJ F  Supp 2d at 1080 (concerning claim 2) 
489, 3/13/09) (paradigm); Ex parte Daughtrey, No  2008- 76 See Brief of American Bar Association as Amicus Curiae 000202 (B P A I  Apr  8, 2009) (user interface); Ex parte Laba- Supporting Respondent, Bilski v  Kappos, No  08-964, ABA die, No  2008-004310 (B P A I  May 6, 2009) (correlator) 
Amicus Br  at 12-13 (U S  amicus brief filed Oct  2, 2009) (78 71 E g , Nuijten, 500 F 3d at 1356-7 
PATENT, TRADEMARK & COPYRIGHT JOURNAL is performed by a computer or computer components 
patent or published application, the option of importing Specificity as to the type of computer component per- subject matter into the specification is limited to ‘‘non- forming each function may be helpful in establishing essential’’ subject matter  In other words, the specifica- eligibility under the Bilski test 
tion can only be amended to disclose a machine for per-forming process steps as long as one skilled in the art IV  Fixing Pre-Bilski Applications to Meet the New would recognize from the original disclosure that the process is implemented by a machine  The key in mak- For patent applications filed prior to the Bilski deci- ing this type of amendment is avoiding (or overcoming) sion, it can be challenging to meet the new require- a rejection under 35 U S C  § 112, para  1, for lack of ments for patent eligibility, particularly when no ma- chine or transformations were expressly described in If incorporation by reference is not an option, a patent applicant may submit evidence, such as a decla- In some cases, there may be sufficient explicit de- ration by the inventor or a duly qualified technical ex- scription of a machine, e g , a computer, such that the pert, demonstrating that one skilled in the art would un- machine can be added into the body of the claims  For derstand the disclosed method to be one performed by example, patent applications for computer-related in- a machine  Unlike attorney argument, which can be dis- ventions sometimes contain a generic description of regarded, such evidence must be considered by the ex- computers that are used to perform the claimed method, and such a generic description may be suffi- One other option is to reformat the claims  Since Bil- cient to impart patent eligibility to the claims when the ski ostensibly does not apply to system and apparatus general-purpose computer is programmed to become a claims, in some instances it may be possible for an ap- plicant to convert his method claims into system claims For patent applications lacking in an explicit descrip- to avoid application of the Bilski test  This strategy, tion of any machine, however, the application may in- however, is unlikely to succeed where the patent speci- corporate by reference patents or publications that can fication does not describe such a system for implement- be used to bolster the specification and provide support ing the method and therefore does not provide the req- for the requisite claim amendments  When an applica- uisite disclosure of the claimed invention under Section tion incorporates by reference a U S  patent or pub- lished U S  patent application, any description from the incorporated references, whether or not the subject The future of the Bilski machine-or-transformation matter is ‘‘essential’’ to support the claims, may be im- test now rests with the Supreme Court  Regardless of ported into the specification  This option may enable the outcome of the appeal, however, it is clear that the importation of the requisite description of a machine, scope of statutory subject matter under Section 101 has which can then also be recited in the claims 77 When been narrowed  The Supreme Court now has a chance the document incorporated by reference is not a U S 
to clarify what has been excluded; it may even reject ormodify the Bilski machine-or-transformation test  How 77 Manual of Patent Examining Procedure, Eighth Ed , Rev 
this will affect the development and protection of cur- 7/2008, at § 608 01(P); see also 37 C F R  § 1 57 
rent and future technologies remains to be seen 
Source: http://www dorsey com/files/upload/luedke_bna_patent_journal_nov09 pdf
(resolução 404 2012 retificação 19062012)
RESOLUÇÃO Nº 404 , DE 12 DE JUNHO DE 2012 Dispõe sobre padronização dos procedimentos administrativos na lavratura de Auto de Infração, na expedição de notificação de autuação e de notificação de penalidade de multa e de advertência, por infração de responsabilidade de proprietário e de condutor de veículo e da identificação de condutor infrator, e dá outras providências 
Cheloidi e cicatrici ipertrofiche in dermatologia
a cura del dr  Antonio Del Sorbo - Specialista in Dermatologia e Venereologia antoniodelsorbo@libero it I Cheloidi di Alibert A volte una ferita anche apparentemente banale, guarisce lasciando una cicatrice voluminosa, rossastra e soprattutto antiestetica  I cheloidi sono cicatrici abnormi che possono far seguito a intervento chirurgico (es: tiroide, mammella, etc) e questo u



ground_truth: Mufti-e-Azam-e-Hind received Khilafat in the Qaderi, Chishti, Nakshbandi, Suharwardi, and Madaari Orders.

prompt_front: Now, answer the following question based on the text below, only give me the answer and do not output any other words.

Question: What did the court in In re Ferguson conclude about the transformation prong of the Bilski test?

Read the following text and answer briefly.

Context 4:  After solving the above equation, we can get the optimal values for $\{q,l,d\}$ that can be used to obtain tonic component from the equation~\ref{eq:tonic}  The reminder of the equation~\ref{eq:eda_signal} ($r+\epsilon_r$) is considered as a mixture of White Gaussian Noise ($\epsilon_r$) and a fast variant phasic component ($r$)  We employ butterworth low-pass filter (5Hz) and hanning smoothing with window size 4 (optimal) to remove $\epsilon_r$ from phasic component ($r$) 
\subsection{PPG Signal Processing}
PPG is used mainly for measuring the oxygen saturation in the blood and blood volume changes in skin  An ideal PPG signal processing must contain the following steps: noise and motion artifacts removal, heart rate detection, heart rate variability estimation and feature extraction 
\subsubsection{PPG Signal Noise and Motion Artifacts Removal}
Similar to EDA signal, PPG signal is also contaminated with motion artifacts and noises  However, unlike EDA signal, PPG produce quasiperiodicity in a time series spectrum \cite{mete30}  We use Periodic Moving Average Filter (PMAF) to remove motion artifacts and noises \cite{lee07}  We first segment the PPG signal on periodic boundaries and then average the $m^{th}$ samples of each period  After filtering the input PPG signal with a 5-Hz $8^{th}$-order Butterworth low-pass filter, we estimate the maximum and minimum value of each period  The mean of each period are obtained from the maximum and minimum values applying the zero crossing method  These points of the means help determine the boundaries of each period  Then, interpolation or decimation is performed to ensure that each period had the same number of samples \cite{lee07}  
\subsubsection{Heart Rate and Heart Rate Variability Estimation}
We first apply PMAF on PPG signal to remove noises and motion artifacts, refine PPG by smoothing the signal using 1-dimensional Gaussian Filter and Convolution, calculate first derivative of the convoluted signal and finally find the differences between two consecutive peak values which is called HRV \cite{sel08}  The occurrences of total peak values (R-peak or beat) in each minute is called Heart Rate (HR) with an unit of Beat Per Minute  The signal value property of HRV and HR are inversely proportional which means the mental arousal that increases HR should decrease HRV in the time segment window  Fig~\ref{fig:ppg_artifact_removal} shows a sample of the noisy and filtered PPG signal and their corresponding Instant Heart Rate 
\begin{figure}[!htb]
\vspace{- 1in}
\begin{center}
   \epsfig{file=ppg_artifact_removal pdf,height=1 4in, width=3 5in}
   \vspace{- 15in}
\caption{Top figure illustrates the noisy signal (dotted line) and filtered signal from PPG sensor based on our filtering method  Bottom figure illustrates instant heart rate calculated from noisy signal (dotted line) and filtered signal}
   \label{fig:ppg_artifact_removal}
\end{center}
\vspace{- 15in}
\end{figure}
\subsection{Physiological Sensor Signal Feature Extraction}
Using the above mentioned methods, we removed the noises and motion artifacts from EDA and PPG signals and generated two time series signal from EDA (tonic and phasic components) and one time series signal from PPG (HRV)  Then, we segment each of the time series signal based on our prior detected complex activities such that each response window starts and ends with the starting and ending points of each complex activity  We extract 7 statistical time-series features for EDA (as shown in Table~\ref{tab:eda_features}) and 8 features for HRV (Table~\ref{tab:hrv_features}) within the response window) 

\begin{table}[!t]
\begin{center}

\renewcommand{\arraystretch}{1}
\caption{EDA Features Within The Response Window}
\begin{scriptsize}


\label{tab:eda_features}
\begin{tabular}{|c|l|}
\hline
\bfseries Features& \bfseries Description\\
\hline
nSCR & Number of SCRs within response window (wrw)\\
\hline
Latency & Response latency of first significant SCR wrw\\
\hline
AmpSum & Sum of SCR-amplitudes of significant SCRs wrw\\
\hline
SCR & Average phasic driver wrw\\
\hline
ISCR & Area (i e  time integral) of phasic driver wrw\\
\hline
PhasicMax & Maximum value of phasic activity wrw\\
\hline
Tonic & Mean tonic activity wrw\\
\hline
\end{tabular}
\end{scriptsize}
\end{center}
\end{table}



\begin{table}[!t]
  \begin{center}
\renewcommand{\arraystretch}{1}
\vspace{- 3in}
\caption{Heart Rate Variability features}
\label{tab:hrv_features}
\begin{scriptsize}
\begin{tabular}{|c|l|}

\hline
\bfseries Feature& \bfseries Description\\
\hline
$\overline{RR}$&Mean RR intervals\\
\hline
SDNN&Standard deviation of RR intervals\\
\hline
SDSD&Std of successive RR interval differences\\
\hline
RMSSD&Root mean square of successive differences\\
\hline
NN50&\#successive intervals differing more than 50 ms\\
\hline
pNN50&relative amount of NN50\\
\hline
HRVTI&Total number of RR intervals/height of the histogram\\
\hline
TINN&Width of RR histogram through triangular interpolation\\
\hline
\end{tabular}
\end{scriptsize}
  \end{center}
\end{table}
\section{Experimental Evaluation}
In this section, we explain our data collection, available benchmark dataset, baseline methods and evaluation 
\subsection{Datasets and Baseline Methods}
We validate and compare \emph{AutoCogniSys} with baseline methods on both publicly available and our collected datasets 
\subsubsection{RCC Dataset: Collection and Ground Truth Annotation}
For collecting Retirement Community Center Dataset (RCC Dataset), we recruited 22 participants (19 females and 3 males) with age range from 77-93 (mean 85 5, std 3 92) in a continuing care retirement community with the appropriate institutional IRB approval and signed consent  The gender diversity in the recruited participants reflects the gender distribution (85\% female and 15\% male) in the retirement community facility  A trained gerontology graduate student evaluator completes surveys with participants to fill out the surveys  Participants are given a wrist band to wear on their dominant hand, and concurrently another trained IT graduate student have the IoT system setup in participants' own living environment (setup time 15-30 minutes)  The participants are instructed to perform 13 \emph{complex ADLs}  Another project member remotely monitors the sensor readings, videos and system failure status  The entire session lasts from 2-4 hours of time depending on participants' physical and cognitive ability 

We follow the standard protocol to annotate demographics and activities mentioned in the IRB  Two graduate students are engaged to annotate activities (postural, gestural and complex activity) whereas the observed activity performances are computed by the evaluator  Two more graduate students are engaged to validate the annotations on the videos  In overall, we are able to annotate 13 complex activities (total 291 samples) labeling for each participant; 8 hand gestures (total 43561 samples) and 4 postural activities (total 43561 samples) labeling  Annotation of postural and complex activities outcomes no difficulties from recorded videos  However, annotation of hand-gestures is extremely difficult in our scenario  We used video based hand tracker that can track and sketch wrist movements from a video episode \cite{hugo14}  This sketching can help us significantly to identify which particular hand gesture is being performed in the time segment 
\subsubsection{EES Datasets: EDA and PPG Sensor Datasets}
We used Eight-Emotion Sentics (EES) dataset to validate \emph{AutoCogniSys} proposed physiological signal processing approaches \cite{picard01}  The dataset consists of measurements of four physiological signals (PPG/Blood Volume Pulse, electromyogram, respiration and Skin Conductance/EDA) and eight affective states (neutral, anger, hate, grief, love, romantic love, joy, and reverence)  The study was taken once a day in a session lasting around 25 minutes for 20 days of recordings from an individual participant  We consider only PPG and EDA for all of the affective states in our study 
\subsubsection{Baseline Methods}
Though no frameworks ever combined all modalities together into real-time automated cognitive health assessment, we evaluate \emph{AutoCogniSys} performance by comparing the performances of its components individually with upto date relevant works  For hand gesture and postural activity recognition, we consider \cite{alam17} proposed method as baseline  For complex activity recognition, we compare our hand gesture and postural activity classifiers aided HDBN model with three-level Dynamic Bayesian Network \cite{zhu12} framework  For activity performance estimation, activity performance based cognitive health assessment; and EDA and PPG based cognitive health assessment, we have considered \cite{alam16} proposed method as baseline 
\subsection{Activity Recognition Evaluation}
The standard definition for \emph{accuracy} in any classification problem is $\frac{TP+TN}{TP+TN+FP+FN}$ where $TP,TN,FP$ and $FN$ are defined as true positive, true negative, false positive and false negative  For complex activity recognition evaluation, we additionally consider \emph{start/end duration error} as performance metric that can be explained as follows: consider that the true duration of ``cooking'' is 30 minutes (10:05 AM - 10:35 AM) and our algorithm predicts 29 minutes (10 10 - to 10 39 AM)  Then, the start/end duration error is 9 minutes ($|$5 minutes delayed start$|$ + $|$4 minutes hastened end$|$), in an overall error of e g , 30\% (9/30=0 3)  We measure cross-participant accuracy using leave-two-participants-out method for performance metrics, i e , we take out two of the participants' data points from the entire dataset, train our proposed classification models, test the model accuracy on the two left-out participants relevant data points, and continue the process for entire dataset 

\begin{figure*}[!htb]
\begin{minipage}{0 45\textwidth}
\begin{center}
   \epsfig{file=hand_gesture_accuracy pdf,height=1 6in, width=3in}
\caption{Feature Weighted Naive Bayes (FWNB) classification accuracy comparisons with baseline approaches (graphical signatures of all hand gestures are shown) }
   \label{fig:hand_gesture_accuracy}
\end{center}
\end{minipage}
\begin{minipage}{0 29\textwidth}
\begin{center}
\vspace{- 12in}
   \epsfig{file=posture_accuracy_normal pdf,height=1 6in, width=2 1in}
\caption{4-class postural level activity recognition performance and comparisons with baseline method}
   \label{fig:posture_accuracy_normal}
\end{center}
\end{minipage}
\begin{minipage}{0 25\textwidth}
 \begin{center}
 \vspace{- 12in}
   \epsfig{file=posture_accuracy_extended pdf,height=1 6in, width=2 1in}
\caption{6-class diverse postural activity recognition framework accuracy comparisons with the baseline approach }
   \label{fig:posture_accuracy_extended}
\end{center}
 \end{minipage}
\end{figure*}

Fig~\ref{fig:hand_gesture_accuracy} displays Feature Weighted Naive Bayes (FWNB) based the 8-hand gestural activity recognition accuracies comparisons with the baseline methods which clearly depicts the outperformance of our method (5\% improvement) with an overall accuracy of 92\% (FP rate 6 7\%) in RCC dataset  For postural activity recognition, dataset achieving 91\% postural activity recognition accuracy (FP rate 9 5\%) which outperforms the baseline approach significantly (8\% improvement)  Now, we expand the postural activities for RCC datasets into 3 diverse `walking' postures: `normal walking', `walking with walker', `walking with single stick' and the accuracy goes down to 88\% (FP 7 9\%)  Fig ~\ref{fig:posture_accuracy_normal} and Fig ~\ref{fig:posture_accuracy_extended} illustrate 4-class postural and extended 6-class postural classifier accuracies respectively which clearly posit that \emph{AutoCogniSys} outperforms in each case of postural activities as well as overall performances (8\% and 7\% improvement respectively) 

For complex activity classification, we choose RCC dataset to train our HDBN model  Our leave-two-participants out method results an accuracy of 85\% (FP Rate 3 6\%, precision 84 2\%, recall 84 5\%, ROC Area 98 2\%) with a start/end duration error of 9 7\%  We run the entire evaluation for baseline complex activity recognition algorithm too achieving an overall accuracy of 78\% (FP Rate 5 2\%, precision 79 6\%, recall 78 5\%, ROC Area 82 7\%) which is clearly lower performed method than our approach  Fig  \ref{fig:complex_activity_roc} and Fig~\ref{fig:complex_activity_accuracy} illustrate the ROC curve and each complex activity recognition accuracy comparisons with baseline method which depict the outperformance of our framework over baseline methods (7\% improvement)  Fig~\ref{fig:complex_activity_accuracy} also shows that inclusion of postural activity improves the final complex activity recognition (4\% improvement) 
 \begin{figure}  [!htb]
  \begin{minipage}{0 15\textwidth}
 \begin{center}
   \epsfig{file=complex_activity_roc pdf,height=1 4in, width=1 1in}
\caption{ROC curve for complex activity recognition}
   \label{fig:complex_activity_roc}
\end{center}
\end{minipage}
\begin{minipage}{0 33\textwidth}
\begin{center}

   \epsfig{file=complex_activity_accuracy pdf,height=1 4in, width=2 3in}
\caption{Complex ADLs recognition accuracy improvement and comparison with baseline \cite{zhu12} and HMM based method}
   \label{fig:complex_activity_accuracy}
\end{center}

\end{minipage}
\end{figure}

\subsection{Quantification of Performance Score}
To characterize both the qualitative and quantitative health assessment performance scores, we start with four different feature groups ranging from both functional and physiological health measures: (i) observation based activity features, (ii) automatic activity performance features, (iii) EDA features and (iv) PPG features 

In \emph{observation based activity features}, we design a complex activity set comprised of multiple subtasks which are involved with task {\it interruption, completion and sequencing}  Participants are instructed to perform the complex activities while the trained evaluator observed the aforementioned functional activity performance measures  Each incorrect attempt of performance measure will be assigned one point thus higher score reflects lower performance of functional activities \cite{dawadi14}  We first detect hand gesture and postural activities  Then, we feed the low-level activity contexts (gestural and postural) combined with ambient contexts (object and ambient motion sensor readings) into HDBN for single inhabitant model \cite{alam16b} to recognize complex activities  The complex activity recognition framework provides both activity labels and activity window (start-end points)  Then, we extract features of object sensor, ambient sensor, gestural activity and postural activity events for each activity window  The features are number of occurrences, mean number of occurrences, consecutive 1, 2, 3, $\ldots$ 20 occurrences, top 10, 20, 30, $\ldots$, 90 percentile etc (29 features in total)  In \emph{physiological features} we first detect 13 complex activities using HDBN algorithm which provides activity labels and activity window (start-end points), apply noise reduction, motion artifacts removal, extract 7 EDA features and 8 HRV features for each activity and take the mean of them over time (minutes) to get 15 (7+8) complex activity physiological features set for each participant  In summary, we extract 3 observation based activity features, 29 automatic activity performance features, 7 EDA features and 8 HRV features 
\subsection{Physiological Signal Processing Performance Evaluation}
Standard evaluation technique should use both experimental and publicly available datasets to confirm the outperformance of the novel approaches  We first evaluate our physiological signal processing techniques using a publicly available dataset (EES Dataset \cite{picard01}) to detect 8 human emotions  Then, in next section, we evaluate our methods in assessing cognitive health status of older adults using RCC dataset 

For EDA, we first apply SWT method to remove motion artifacts and noises  Then, we use cvxEDA method to separate tonic and phasic components of EDA  Then, we extract 7 EDA features on a sliding window of 4 seconds  Finally, we feed the 7 EDA features into a SMO based SVM algorithm \cite{cao06}  We use 10-fold cross validation to classify eight emotions achieving 87\% of overall accuracy (FP rate 6\%)  For PPG, we first apply our proposed PMAF based noises and motion artifacts removal technique  Then, we calculate HRV and perform time-domain feature extraction to extract 8 HRV features on a sliding window of 4 seconds  We feed these features into a SMO based SVM algorithm \cite{cao06}  Our 10-fold cross validation shows accuracy of 79\% (FP rate 11 5\%) of detecting 8 emotions on EES Dataset  Fig  \ref{fig:ees_eda} and Fig  \ref{fig:ees_ppg} clearly depict that \emph{AutoCogniSys} proposed EDA and PPG signal processing techniques significantly improve the accuracy over the baseline \cite{alam16} method (10\% and 12\% improvement) 

\begin{figure}[!htb]
\begin{minipage}{0 24\textwidth}
\begin{center}
   \epsfig{file=ees_eda pdf,height=1 2in, width=1 8in}
\caption{(EES Databaset) EDA features based Eight Emotion classification accuracy comparisons with baseline method}
   \label{fig:ees_eda}
\end{center}
\end{minipage}
\begin{minipage}{0 23\textwidth}
\begin{center}
   \epsfig{file=ees_ppg pdf,height=1 2in, width=1 7in}
\caption{(EES Dataset) PPG features based 8-Emotion classification accuracy comparisons with baseline method}
   \label{fig:ees_ppg}
\end{center}
\end{minipage}

\end{figure}
\subsection{Evaluation of Performance Scores}
The feature subsets used in the experimentation for observation and survey based clinical assessments and technology guided physiological and activity initiated health assessments are depicted in Table~\ref{tab:feature_subset}  From our 6 demographics surveys, we find significant distributions in terms of cognition only for SLUMS Score (S-Score)  Based on that, we divide our participants pool into three groups: \emph{Not Cognitively Impaired (NCI), Mild Cognitively Impaired (MCI) and Cognitively Impaired (CI)} where the number of participants are $5$, $7$ and $10$ respectively 
\begin{table}[!t]
\begin{scriptsize}


{\centering 
\renewcommand{\arraystretch}{ 6}
\caption{Feature Subsets}
\label{tab:feature_subset}
\begin{tabular}{|l|L{5 5cm}|}
\hline
\bfseries Feature& \bfseries Description\\
\hline
Observation & Task Completeness (TC), Sequencing (SEQ), Interruptions (INT)\\
\hline
Survey & SLUMS Score (S-Score), ZUNG Score (Z-Score), IADL Score (I-Score), Yale Score (YPAS), Barthel Score (B-Score), GDS Score (G-Score)\\
\hline
EDA  and HRV & 7 and 8 Features\\
\hline
Activity Performance& Supervised (TC, SEQ, INT), Unsupervised\\
\hline
Arousal& EDA and HRV features of each complex activity window\\
\hline

\end{tabular}
}
\end{scriptsize}
\end{table}


\begin{figure}[!htb]
\begin{center}
   \epsfig{file=group_correlation pdf,height=1in, width=3 3in}
\caption{\emph{AutoCogniSys} Proposed Method Based Group Correlation analysis ( $r-value$) NCI, MCI and CI represent not cognitive, mild cognitive and cognitively impaired group of population  TC, INT, SEQ, EDA and HRV represent task completeness, interruption scores, sequencing scores, electrodermal activity features and heart rate variability features}
   \label{fig:group_correlation}
\end{center}
\vspace{- 2in}
\end{figure}
\begin{figure}[!htb]
\begin{center}
   \epsfig{file=group_correlation_baseline pdf,height=1in, width=3 3in}
\caption{Baseline \cite{alam16} method based Group Correlation analysis ( $r-value$)}
   \label{fig:group_correlation_baseline}
   \vspace{- 25in}
\end{center}
\end{figure}

\subsection{Statistical Correlation Analysis of Cognitive Health}
We used Pearson correlation coefficients with significance on $p<0 05$* for individual feature and partial correlation coefficients with significance on $p<0 005$** for group of features correlation analysis  Fig  \ref{fig:group_correlation} and Fig  \ref{fig:group_correlation_baseline} show the group correlation analysis results based on \emph{AutoCogniSys} proposed framework and baseline \cite{alam16} framework respectively  It can be clearly depicted that our proposed framework improves the correlation with the ground truths 
\subsection{Machine Learning Classification of Cognitive Health}
We evaluate using machine learning classifiers to predict cognitive status of older adults using both individual modalities and combined features  We use leave-two-participants out method to train and test classification accuracy 

We first choose the individual activity features (machine learning method based interruption scores, sequencing scores, unsupervised scores) and their combined features to train and test cognitive impairment status classification for SMO based SVM algorithm \cite{cao06}  The classification accuracies are 72\%, 69\%, 76\% and 83\% respectively  Then we consider 7 EDA-activity features and 8 HRV-activity features individually in training and testing phase of SMO based SVM algorithm \cite{cao06} resulting 85\% and 80\% accuracy respectively 

\begin{figure}[!htb]
\begin{minipage}{0 24\textwidth}
\begin{center}
   \epsfig{file=combined_classification pdf,height=1 2in, width=1 7in}
   \vspace{- 15in}
\caption{Individual and combined classification accuracies comparison with baseline method for cognitive impairment status detection}
   \label{fig:combined_classification}
\end{center}
\end{minipage}
\begin{minipage}{0 23\textwidth}
\begin{center}
   \epsfig{file=each_activity_cognitive_assessment pdf,height=1 2in, width=1 7in}

\caption{Machine learning based cognitive health assessment accuracy for each complex activity in terms of activity, EDA and HRV features }
   \label{fig:each_activity_cognitive_assessment}
\end{center}
\end{minipage}
\end{figure}

For combined classifier, we first applied sequential forward feature selection to find the best combinations of 1- 3 features for cognitive impairment classification group MCI, NCI and CI in terms of combined activity features (29 features), EDA-activity features (7 features) and HRV-activity features (8) features  Our final combined classifier (SMO based SVM algorithm \cite{cao06}) provides an accuracy of {\bf 93\%} in detecting the cognitive impairment status of older adults  Fig  \ref{fig:combined_classification} shows our proposed individual and combined methods outperform the baseline \cite{alam16} significantly (13\% improvement)  Fig  \ref{fig:each_activity_cognitive_assessment} shows the cognitive impairment status prediction accuracy for each modality (activity feature, EDA and HRV) per individual complex activity 
\subsection{Discussion}
If we exclude the postural activities from automated activity performance scoring, we find reduced statistical correlation with original task completeness performance for \{NCI, MCI, CI\} participant group (INT 0 53*, SEQ 0 21' and unsupervised 0 49')  However, if we skip our proposed motion artifact removal stage, we find reduced statistical correlation with \{NCI, MCI\} and \{MCI, CI\} groups of participants (EDA and HRV correlations respectively \{0 51*, -0 51*\} and \{-0 53*,0 46\})  To test our proposed motion artifacts removal impact on EDA signals more rigorously, we choose 5 random participants, engage one expert motion artifact annotator to annotate motion artifacts segment on each participant's first 30 minutes of complex dataset using recorded video and apply both baseline and our methods to detect motion artifact segments  While baseline method achieves 75 5\% (FP rate 20 3\%) accuracy in detecting motion artifact segments, \emph{AutoCogniSys} outperforms achieving 89 9\% (FP rate 8 9\%) accuracy  In terms of experience, we have seen 100\% acceptance of wearing wrist-band,  71\% of acceptance for signing consent on using cameras and 0\% failure rate of collecting continuous data 
\section{Conclusion}
We propose, \emph{AutoCogniSys}, an IoT inspired design approach combining wearable and ambient sensors embedded smart home design, extensive signal processing, machine learning algorithms and statistical analytics to automate cognitive health assessment in terms of complex activity performances and physiological responses of daily events  Additionally, our postural activity detection approach in diverse population cum improved activity performance measurement and fundamental physiological sensor artifacts removal from physiological sensors help facilitate the automated cross-sectional cognitive health assessment of the older adults  Our efficient evaluation on each modality (physical, physiological and ambient) and each activity mode proves that any of the mode (say single activity and single sensor) also can provide significant improved cognitive health assessment measure 







ground_truth: It required the transformation to be limited to specific data and a visual depiction representing specific objects or substances.