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Q: Find the min and max value of second dataframe between 2 dates given by first dataframe i have this 2 dummy dataframe
np.random.seed(12345)

df1=pd.DataFrame({'name'    :  ['A']*4+['B']*4,
                'start_date':   pd.to_datetime(['2000-03-15', '2000-06-12','2000-09-01', '2001-01-17','2000-03-19', '2000-06-14','2000-09-14', '2001-01-22']),
                'end_date':pd.to_datetime(['2000-06-12','2000-09-01', '2001-01-17','2001-03-19', '2000-06-14','2000-09-14', '2001-01-22','2001-02-01'])})

date=pd.date_range('2000-01-01','2002-01-01')
name=['A']*len(date)+['B']*len(date)
date=date.append(date)
import numpy as np
low=np.random.rand(len(date))
high=low+np.random.rand(len(date))
df2=pd.DataFrame({'name': name, 'date': date, 'low':low,'high':high})

for each row in df1, i am given name, start date and end date.
i want to find the maximum in high and the minimum in low that is same as the name and is between the start and end date in df2
Below is my current solution.
df1=df1.set_index('name')
df2=df2.set_index(['name','date'])
df2=df2.sort_index()
df1['max']=-1
df1['min']=-1
for name in df1.index.unique():
    df=df2.loc[name]
    tmphigh=[]
    tmplow=[]
    for (_,start_date,end_date,_,_) in df1.loc[name].itertuples(name=None):
        newdf=df.iloc[df.index.searchsorted(start_date): df.index.searchsorted(end_date)]
        tmphigh.append(newdf.high.max())
        tmplow.append(newdf.low.min())
    df1.loc[[name],['max']]=tmphigh
    df1.loc[[name],['min']]=tmplow

However, applying over million of row still take quite significant time.
I am wondering if there is an faster way to do it.
[Edit]:
Thanks to Pramote Kuacharoen, i am able to adapt some of his code and achieve 6x speedup over my existing code.
The reason for separating into loops was that i find that including the generating of df2[name] in the apply function would result in significant increase in time spent calculating.
Hence i separate out to calculate it which might have helped reduced the function call to extract all values under name in df2.
I would be glad if somebody can suggest better method than my method. but this is sufficient for me for now.
Below is my current solution
from tqdm import tqdm
df1a=df1.groupby('name')
df2a=df2.groupby('name')
mergedf=df1
mergedf['maximum']=-1
mergedf['minimum']=-1
def get_min_max(row):
    dfx=df2x.iloc[df2x.index.searchsorted(row['start_date']): df2x.index.searchsorted(row['end_date'])]
    maximum = dfx['high'].max()
    minimum = dfx['low'].min()
    return pd.Series({'maximum': maximum, 'minimum': minimum})
for name,df in tqdm(df1a):
    df2x=df2a.get_group(name)
    mergedf.loc[[name],['maximum','minimum']]=df.apply(get_min_max,axis=1)

A: import pandas as pd
df1=pd.DataFrame({'name'    :  ['A']*4+['B']*4,
                'start_date':   pd.to_datetime(['2000-03-15', '2000-06-12','2000-09-01', '2001-01-17','2000-03-19', '2000-06-14','2000-09-14', '2001-01-22']),
                'end_date':pd.to_datetime(['2000-06-12','2000-09-01', '2001-01-17','2001-03-19', '2000-06-14','2000-09-14', '2001-01-22','2001-02-01'])})

date=pd.date_range('2000-01-01','2002-01-01')
name=['A']*len(date)+['B']*len(date)
date=date.append(date)
import numpy as np
low=np.random.rand(len(date))
high=low+np.random.rand(len(date))
df2=pd.DataFrame({'name': name, 'date': date, 'low':low,'high':high})

df2 = df2.set_index('date')

def find_max(row):
    return df2[df2['name'] == row['name']].loc[row['start_date']:row['end_date'], 'high'].max()

def find_min(row):
    return df2[df2['name'] == row['name']].loc[row['start_date']:row['end_date'], 'low'].min()

df1['maximum'] = df1.apply(find_max, axis=1)
df1['minimum'] = df1.apply(find_min, axis=1)

Try find min and max in one call. It may save some time.
def find_min_max(row):
    dfx = df2[df2['name'] == row['name']].loc[row['start_date']:row['end_date'], ['high', 'low']]
    maximum = dfx['high'].max()
    minimum = dfx['low'].min()
    return pd.Series({'maximum': maximum, 'minimum': minimum})

df1.merge(df1.apply(find_min_max, axis=1), left_index=True, right_index=True)

Try this one: Multiprocessing and Shared Memory. Save it in .py file and run it using command line.  It should be much faster.  I set n_workers to 4. You can change it.
import numpy as np
import pandas as pd
from multiprocessing.shared_memory import SharedMemory
from concurrent.futures import ProcessPoolExecutor, as_completed

def find_min_max(name, data_info):

    shm_name, shape, dtype = data_info[0]
    shm1 = SharedMemory(shm_name)
    np1 = np.recarray(shape=shape, dtype=dtype, buf=shm1.buf)

    shm_name, shape, dtype = data_info[1]
    shm2 = SharedMemory(shm_name)
    np2 = np.recarray(shape=shape, dtype=dtype, buf=shm2.buf)

    data1 = np1[np1['name'] == name]
    data2 = np2[np2['name'] == name]

    for rec in data1:
        idx1 = np.searchsorted(data2['date'], rec['start_date'])
        idx2 = np.searchsorted(data2['date'], rec['end_date'])
        data = data2[idx1:idx2]
        np1[rec['index']]['maximum'] = data['high'].max()
        np1[rec['index']]['minimum'] = data['low'].min()

def main():

    np.random.seed(12345)

    df1 = pd.DataFrame({'name':  ['A']*4+['B']*4,
                        'start_date':   pd.to_datetime(['2000-03-15', '2000-06-12', '2000-09-01', '2001-01-17', '2000-03-19', '2000-06-14', '2000-09-14', '2001-01-22']),
                        'end_date': pd.to_datetime(['2000-06-12', '2000-09-01', '2001-01-17', '2001-03-19', '2000-06-14', '2000-09-14', '2001-01-22', '2001-02-01'])})

    date = pd.date_range('2000-01-01', '2002-01-01')
    name = ['A']*len(date)+['B']*len(date)
    date = date.append(date)
    low = np.random.rand(len(date))
    high = low+np.random.rand(len(date))
    df2 = pd.DataFrame({'name': name, 'date': date, 'low': low, 'high': high})

    df1 = df1.sort_values('name')
    df2 = df2.sort_values(['name', 'date'])
    df1['maximum'] = -1.0
    df1['minimum'] = -1.0

    np1 = df1.to_records(column_dtypes={
        'name': '|S20', 'start_date': '<M8[ns]', 'end_date': '<M8[ns]'})
    np2 = df2.to_records(column_dtypes={
        'name': '|S20', 'date': '<M8[ns]', 'low': '<f8', 'high': '<f8'})

    names = [str.encode(name) for name in df1['name'].unique()]
    del df1
    del df2

    shm1 = SharedMemory(name='d1', create=True, size=np1.nbytes)
    shm2 = SharedMemory(name='d2', create=True, size=np2.nbytes)

    shm1_np_array = np.recarray(
        shape=np1.shape, dtype=np1.dtype, buf=shm1.buf)
    np.copyto(shm1_np_array, np1)
    shm2_np_array = np.recarray(
        shape=np2.shape, dtype=np2.dtype, buf=shm2.buf)
    np.copyto(shm2_np_array, np2)

    data_info = [
        (shm1.name, np1.shape, np1.dtype),
        (shm2.name, np2.shape, np2.dtype)
    ]

    del np1
    del np2

    # Set number of workers
    n_workers = 4

    with ProcessPoolExecutor(n_workers) as exe:
        fs = [exe.submit(find_min_max, name, data_info)
              for name in names]
        for _ in as_completed(fs):
            pass

    print(shm1_np_array)

    shm1.close()
    shm2.close()
    shm1.unlink()
    shm2.unlink()

if __name__ == "__main__":
    main()

A: Since performance is your issue I think dask can help a lot
import pandas as pd
import numpy as np
import dask.dataframe as dd

Create dask df
ddf1 = dd.from_pandas(df1, npartitions=5) # You can change 5 to higher

Funciton for your logic
def get_high_low(name, start, end):
    mask = df2['name'].eq(name) & df2['date'].between(start, end)
    low = df2.loc[mask]['low'].min()
    high = df2.loc[mask]['high'].max()
    return {'name': name, 'start_date': start, 'end_date': end, 'max': high, 'min': low}

Collect the resulting data into a new dataframe
result = ddf1.apply(lambda x: testing(x['name'], x['start_date'], x['end_date']), axis=1, meta=(None, 'object')).compute()
df4 = pd.DataFrame(result.tolist())


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The wireless telegraph is not difficult to understand. The ordinary telegraph is like a very
4g-heterogeneous wireless-network
4g-wireless-communication
4g-wireless-networks-2
4g-wireless-networks
4g-wireless-systems
4g-wireless-terminals
analysis-of-sip-based-mobility-management-in-4g-wireless-networks
emerging 4g-wireless
free-research-paper-4g-wireless-communication
infrastructure-independent 4g-wireless-access
issues-in-emerging-4g-wireless-networks
migration-to 4g-mobile-systems
mobility-management-in 4g
security-in-4g-systems
wireless-mesh-network
request paper PROVIDING SECURITY CHALLENGES IN 4G SYSTEMS
Providing Security Challenges In 4g Systems
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Front Neurol. 2018 Jul 17;9:562. doi: 10.3389/fneur.2018.00562. eCollection 2018.
Head-Movement-Emphasized Rehabilitation in Bilateral Vestibulopathy.
Lehnen N1,2,3, Kellerer S2, Knorr AG4,5, Schlick C2, Jahn K2,6, Schneider E3, Heuberger M2,7, Ramaioli C2,3.
Department of Psychosomatic Medicine and Psychotherapy, Klinikum Rechts der Isar,Technical University of Munich, Munich, Germany.
German Center for Vertigo and Balance Disorders, Ludwig Maximilians University, Munich, Germany.
Institute of Medical Technology, Brandenburgische Technische Universität, Cottbus, Germany.
Center for Sensorimotor Research, Ludwig Maximilians University, Munich, Germany.
Department of Electrical and Computer Engineering, Institute for Cognitive Systems, Technical University of Munich, Munich, Germany.
Department of Neurology,Schoen Clinic Bad Aibling, Bad Aibling, Germany.
Department of Neurology, Ludwig Maximilians University, Munich, Germany.
Objective: Although there is evidence that vestibular rehabilitation is useful for treating chronic bilateral vestibular hypofunction (BVH), the mechanisms for improvement, and the reasons why only some patients improve are still unclear. Clinical rehabilitation results and evidence fromeye-head control in vestibular deficiency suggest that headmovement is a crucial element of vestibular rehabilitation. In this study, we assess the effects of a specifically designed head-movement-based rehabilitation program on dynamic vision, and explore underlying mechanisms. Methods: Two adult patients (patients 1 and 2) with chronic BVH underwent two 4-week interventions: (1) head-movement-emphasized rehabilitation (HME) with exercises based on active head movements, and (2) eye-movement-only rehabilitation (EMO), a control intervention with sham exercises without head movement. In a double-blind crossover design, the patients were randomized to first undergo EMO (patient 1) and-after a 4-week washout-HME, and vice-versa (patient 2). Before each intervention and after a 4-week follow-up patients' dynamic vision, vestibulo-ocular reflex (VOR) gain, as well as re-fixation saccade behavior during passive headmotion were assessed with the head impulse testing device-functional test (HITD-FT). Results: HME, not EMO, markedly improved perception with dynamic vision during passive head motion (HITD-FT score) increasing from 0 to 60% (patient 1) and 75% (patient 2). There was a combination of enhanced VOR, as well as improved saccadic compensation. Conclusion: Head movement seems to be an important element of rehabilitation for BVH. It improves dynamic vision with a combined VOR and compensatory saccade enhancement.
Study design and eye and head movement recordings during head impulse testing device—functional testing (HITD-FT). The upper parts of this figure show the crossover study design for both patients. Patient 1 (A) was first treated with eye-movement-only rehabilitation (EMO), and, after a 4-week washout, with head-movement-emphasized rehabilitation (HME), patient 2 (B) first with HME, then with EMO. The lower parts of this figure display the corresponding recorded eye and head velocity data during HITD-FT testing with pooled head motion directions. During this test, patients were asked to determine the orientation of a Landolt ring on a screen 2 m straight ahead while their head was passively moved. The head movement is shown in gray, the eye movement in black. Note that vestibulo-ocular reflex (head impulse) gain, i.e., the ratio of median eye and head velocity within a 10-ms-window between 55 and 65 ms after head impulse onset, and compensatory saccade amplitude (integration of the area under the saccade(s) deviating from VOR slow phase velocity) improve after HME, not EMO.
Rehabilitation effects on head impulse testing device—functional testing (HITD-FT) scores, head impulse gain, and compensatory saccade amplitude. This figure shows HITD-FT scores (top), head impulse gain (middle), and compensatory saccade amplitude (bottom) in the course of the rehabilitation program sketched on top for patients 1 (A) and 2 (B). In a crossover design, patient 1 was first treated with eye-movement-only rehabilitation (EMO), and, after a 4-week washout, with head-movement-emphasized rehabilitation (HME), patient 2 first with HME, then with EMO. During HITD-FT testing, patients were asked to determine the orientation of a Landolt ring on a screen two meters straight ahead while their head was passively moved. HITD-FT score was calculated as the rate (percentage) of correct answers from all trials of one patient in one session. From simultaneous recordings of eye and head movement, vestibulo-ocular reflex (VOR) gain (ratio of median eye and head velocity within a 10 ms window between 55 and 65 ms after head impulse onset) and saccade amplitude (integration of the area under the saccade(s) deviating from VOR slow phase velocity) were calculated. Gain and saccade amplitude are visualized in box plots. On each box, the central mark is the median, the edges of the box are the 25 and 75th percentiles, the whiskers extend to the most extreme datapoints the algorithm considers to be not outliers. Note the marked increase in dynamic vision (HITD-FT score) after HME with a combined enhancement of the VOR gain and compensatory saccade amplitude in this crossover design in both patients. After EMO, dynamic vision decreased (patient 1) or stayed stable (patient 2) while VOR gain and compensatory saccade amplitude deteriorated in both patients.


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PublicSource | News for a better Pittsburgh (https://www.publicsource.org/munhall-promised-a-park-but-may-backpedal-and-sell-7-acres-near-the-waterfront-for-less-than-its-worth/)
Munhall promised a park but may backpedal and sell 7 acres near The Waterfront for less than it's worth
By Nick Keppler | January 11, 2018
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Rick Brennan, Munhall's newly sworn-in mayor, looks out over undeveloped land in the Waterfront area. Brennan said he is committed to the idea of using the space for a public park and will see if, as mayor, he has any power to veto a sale by the borough council. (Photo by Ryan Loew/PublicSource)
The Borough of Munhall told a court it would use the land as a public park.
Its intention is documented in the December 2016 eminent domain petition the town used to gain ownership of 7 acres of undeveloped land in the bustling Waterfront area. But less than a year after a judge granted the land to Munhall, the borough council is considering selling it for a fraction of what Allegheny County assessors say it's worth following an unsolicited offer from a politically connected construction company.
Council President Rob Falce said he posted the land for sale "just to get feelers out there and see if there is interest and what that interest was."
The idea to sell, instead of creating a public park, coincides with the town receiving a proposal from Franjo Construction— which, despite several requests for comment, did not respond to questions for this story. In August, Franjo President Joseph Leonello sent an attorney who works for Munhall an unsolicited "formal proposal" to purchase the land for $75,000 and build a headquarters there. Allegheny County assessors last estimated the land's value at $275,000.
A public records request to the Borough of Munhall didn't turn up any other proposals to buy the site besides the offer from Franjo, which is based in the neighboring town of Homestead. It also appears from the records request and interviews that Munhall has not had the land appraised and, when it did advertise the intent to sell the property, legal notices were placed in two newspapers with strictly local readerships.
When the deadline to submit bids passed in December, only one company submitted a bid. Its name was JLFL RE Holdings, LLC. According to the Pennsylvania Department of State, it had existed for less than three weeks at the time of the bid. Several council members assume the LLC is connected to Franjo. Its first letters are the initials of the two brothers, Joseph and Frank Leonello, who own Franjo, and the concept art in its proposal is similar to art that Franjo sent in August, according to two council members. JLFL's offer for the town coffers: $125,000.
"I do not understand why we are even selling the land," said Rick Brennan, who is the borough's newly sworn-in mayor. "We petitioned for it as park space and that's what the town truly needs."
The Waterfront stretches along the Monongahela River across the shorelines of three towns, Munhall, Homestead and West Homestead, and has a cluster of big-box stores, chain restaurants and other businesses. (Photo by Ryan Loew/PublicSource)
The hilly terrain of Munhall and its already-occupied land leaves the town with few large spaces suitable for a public park. And now the council is deciding if it should transfer this 7 acres to a tax-generating business, in a district already full of them. The situation has brought discord to the council that governs the borough of about 11,000 people.
Brennan goes so far as to accuse others on the council of purposefully underselling the property. "I think it's quite obvious they are not giving the property the exposure to get the property to the highest [possible] bidder," he said. He questions why the town did not hire a real estate broker. "I think people want to protect their friends."
Falce said the land was not set aside for Franjo. "I never heard that's what they were going to offer or that they were going to offer anything at all," he said.
"I've never met anyone from the company," he added. "They don't know me either."
The council meets the third Wednesday of each month, but this issue has not yet been put on a public meeting's agenda.
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The previous council president, Daniel Lloyd, who left office in 2015, had formulated the plan to take the 7 acres from a nonprofit that was looking to offload the land because of its tax burden. He had planned to create a public park. Munhall's green space is limited to a few pocket parks, the size of a street block, and a recreation center dominated by a sports field. Munhall has had "enough people coming in to buy property," Lloyd said. "We needed something to make this a more livable community."
West Field, home of Munhall's recreation center, "is way overbooked," Brennan said. The field is shared by several sports leagues for youth, high school athletics, adult amateur and even those of local universities, Carlow and Chatham. A look at its public schedule shows that several teams are booked there nearly every day from March through September, splitting up various parts of the park. Brennan said he hoped to move some of the activities to a new park and assumed the town would start raising money to put in sports facilities and playgrounds, etc.
But after receiving Franjo's offer, the borough council backtracked and put the land up for sale.
The parcel at the heart of the issue was, like all the property that became The Waterfront, owned by U.S. Steel for decades. The 430-acre development was once the site of the Homestead Steel Works. After its closure in 1986, a group of developers turned the land into a shopping and entertainment district and it has grown like a SimCity.
Stretched along the Monongahela River, across the shorelines of three towns — Munhall, Homestead and West Homestead — The Waterfront has a cluster of big-box stores, including Marshalls, Barnes and Noble, Dick's Sporting Goods, Lowe's, Macy's, Target and Costco. Chain restaurants also dot the landscape, and the 22-screen movie palace ensures it's a frequent weekend destination for many in Pittsburgh and its southern suburbs. Hotels, apartments and office buildings have also sprouted up there. When up for sale, property at The Waterfront can fetch several million dollars and attract buyers outside the state. Of course, these businesses are major tax generators for the three municipalities on which they sit.
But as construction clattered through the decades, one parcel at the southernmost edge remained undeveloped.
A section of undeveloped land sits near the bustling shopping area of The Waterfront. (Photo by Ryan Loew/PublicSource)
U.S. Steel donated that land to Junior Achievement of Western Pennsylvania, an education nonprofit, according to Lloyd, council president from January 2014 until December 2015.
Junior Achievement wanted to put a headquarters there, "but it never really worked out for them," Lloyd said. In 2013, Allegheny County started aggressively collecting taxes from nonprofits on their assets that did not have a strict charitable use (a plan meant to reap more revenue from behemoths like UPMC). This meant Junior Achievement would owe money for land it wasn't using.
Lloyd said he engineered a solution whereby the borough submitted an eminent domain petition to acquire the land for use as a park, asking the Allegheny County Court of Common Pleas to strike down the tax liens the county and Steel Valley School District had placed on the property. Junior Achievement submitted a statement in court voluntarily waiving all rights to the property. Dennis Gilfoyle, CEO of Junior Achievement, said he couldn't comment for this story.
On Feb. 2, 2017, the court granted the petition. Junior Achievement was off the hook, and the land belonged to the town.
Then, Gregory Evashavik, a private-practice attorney contracted as solicitor for Munhall, received a letter from Joseph Leonello. Dated Aug. 28, 2017, it was a "formal proposal" to purchase the land for $75,000. Leonello wanted to build a two-story office building with a warehouse and equipment yard. He touted the occupational, property and parking taxes Munhall would receive if Franjo Construction, with its 160 employees, relocated there. The letter "request[ed] an emergency meeting to consider this offer" and a response "no later than September 14."
Evashavik found the letter baffling. "I told him you can't offer to buy this land," he said. State law requires that sale of real estate owned by a municipality be posted in a newspaper's legal notices. "It's not appropriate. …I told him I couldn't even [formally] respond to it."
Although headquartered in Homestead, Franjo is no stranger to Munhall or its political leadership. In 2014, the town was beleaguered by the apparent financial mismanagement of a borough manager. It faced a funding gap and couldn't access some of the usual financing options for municipalities in distress because yearly audits were missing. Police pensions were threatened, and layoffs were a possibility. Joseph Leonello, described in a Feb. 12, 2014 Post-Gazette article as "a longtime friend of Munhall police Chief Patrick Campbell," stepped in and offered a loan of $500,000 with an interest rate of 5.25 percent, the lowest the borough was offered. The town approved taking it, but ended up not doing so. Instead, they shored up the money by asking for municipal taxes early.
Leonello was not so generous in his bid for The Waterfront land. The $75,000 initially offered is a fraction of the county's assessment of $275,000 and peanuts compared to recent Waterfront deals. In 2015, a real estate consortium bought an office building on 3.33 acres across the boulevard from Dick's and Target and paid $6.55 million. (Eat 'n Park's corporate headquarters is now there.) In 2014, National Retail Properties Trust, a company that buys restaurant buildings and leases them to chain eateries, purchased a drive-through restaurant on 43,560 square feet near Lowes for $1.55 million and houses a Steak 'n Shake there. In 2013, GAI Consultants, an engineering firm, bought a building on 6.1 acres to act as its headquarters for nearly $15.6 million.
All of these parcels included buildings, whereas the one Franjo wants only has land. But none of them sold for dramatically less than their county assessment. In the case of the last two deals, they sold for 50 percent more.
Evashavik forwarded Leonello's letter to the town's leadership with his legal input that the land couldn't be sold without posting its sale in newspapers. At the very next council meeting, on Sept. 13, an item appeared on the agenda to do just that."This was all brought on by four or five people who showed interest" in the land, Falce said.
In November, the borough fulfilled its legal requirement of publicly posting the land for sale — specifically, in the legal notices sections of two papers with limited readerships: the southern edition of the Pittsburgh Post-Gazette (for a day) and The Valley Mirror, a weekly community paper reaching 19 square miles in the southeastern suburbs (in two issues). Thirty-four days passed between the first posting and the deadline to submit bids.
"Parks bring towns together, bring people together, bring pride to a neighborhood. ...Nowhere in the borough do we have a property like this, that's 7 acres on level land. That's its true value."
Munhall Mayor Rick Brennan. (Photo by Ryan Loew/PublicSource)
At the Dec. 13 council meeting, the secretary brought in an oversized manila envelope with the bids. Its size was deceiving: Only JLFL RE Holdings submitted a bid. It had just sent identical folders to each council member, and a few extra for town staffers.
Falce said he isn't sure why the bids, $75,000 from Franjo and then $125,000 from JLFL (assumed by four of six council members to be associated with Franjo), have been low compared to the county assessment. He said he wouldn't vote to accept them, "but I'm only one vote." If Munhall council rejects the bid, Falce said they can hire a real estate broker or advertise further to "sell it a little better." The town could also return to the plan to build a park.
If it did sell, Munhall would have to pay 11 percent to the taxing agencies that lost their claims in the eminent domain decision.
"I need to give it some more thought," said Councilman Jason Stein. "I wish there had been more bids." He added that sale price is not the only deciding factor, as a business with more employees and revenue would provide greater tax revenue. "But you never want to sell low in real estate."
Brennan said he is committed to the idea of a public park and will see if, as mayor, he has any power to veto a sale by the council. "Parks bring towns together, bring people together, bring pride to a neighborhood," he said. "None of the effort to do that has been put in [by the council]. Nowhere in the borough do we have a property like this, that's 7 acres on level land. That's its true value."
This story was fact-checked by Oliver Morrison.
Nick Keppler is a Pittsburgh-based freelance writer who has written for Reuters, Slate, Mental Floss, Vice, Nerve and the Village Voice. Reach him at nickkeppler@yahoo.com.
4 thoughts on "Munhall promised a park but may backpedal and sell 7 acres near The Waterfront for less than it's worth"
dfiler on February 22, 2018 at 4:31 pm said:
Riding in a car is far more dangerous than being in a park near railroad tracks. Perhaps you're just using the RR tracks as an arguing point and dislike the possibility of a park for other reasons. Or perhaps you're unable to understand what poses a real risk and what doesn't. For your children's sake, it would be worth rethinking what you perceive as dangerous.
Eric Spaar on January 13, 2018 at 3:29 pm said:
so kids can live in Munhall near the tracks but not play there?? Parks are for all ages by the way.
Waterfront parks generate high value and are of very limited supply in Pittsburgh! (famous for its lack of attractive waterfront space) History shows that when people fight for parks, generations after them benefit. See history of Central Park in NY, or Waterfront Park in Harrisburg, or Stanley Park in Vancouver for examples.
Stephen Stept on January 11, 2018 at 7:18 am said:
Could corruption be any more naked than this?


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Home»A Reading With Rebecca Morgan Frank & Douglas Haynes
A Reading With Rebecca Morgan Frank & Douglas Haynes
Submitted by Room on Tue, 10/23/2018 - 2:13pm
A Room of One's Own is thrilled to welcome Rebecca Morgan Frank and Douglas Haynes to read from and discuss their latest works!
Rebecca Morgan Frank is the author of three collections of poems: Sometimes We're All Living in a Foreign Country (2017) and The Spokes of Venus (2016), both from Carnegie Mellon University Press, and Little Murders Everywhere, a finalist for the Kate Tufts Discovery Award. Her poems have appeared in The New Yorker, American Poetry Review, Ploughshares, Guernica, and elsewhere, and she received the Poetry Society of America's Alice Fay di Castagnola Award for my next manuscript in progress. She is the co-founder and editor of the literary magazine Memorious. She is a Visiting Assistant Professor in Poetry at Beloit for Fall 2018.
Douglas Haynes is a nonfiction writer and poet whose work focuses on marginalized people and places. His nonfiction collection Every Day We Live is the Future: Surviving in a City of Disasters, was released in 2017. His writing has been featured in Orion, Longreads, Virginia Quarterly Review, Witness, Boston Review, North American Review, Poetry Ireland Review, and dozens of other publications. His many awards include a grant from the Fund for Environmental Journalism and a residency at the Blue Mountain Center. In 2014, he was a finalist for the Richard J. Margolis Award for social justice reporting.
Sometimes We're All Living in a Foreign Country (Paperback)
By Rebecca Morgan Frank
Published: Carnegie Mellon University Press - November 7th, 2017
Every Day We Live Is the Future: Surviving in a City of Disasters (Hardcover)
By Douglas Haynes
Published: University of Texas Press - October 11th, 2017


To get started, I used my Crumb Cake Classic Stampin' Pad on a Crumb Cake card base, I used a floral stamp (from the Awesomely Artistic stamp set) for the background pattern. I added some speckling with Crumb Cake ink, and then layered on a strip of Tutti-Frutti Designer Series Paper.
Since it's one of my favorite stamp sets (um….ok, I have more than a few sets that hold that title!), I decided to use the whimsical little birdie from A Good Day as the focal point for my card. I used my Basic Gray Archival Stampin' Pad, and "stamped off" one time before stamping each bird on Whisper White Cardstock.
To color these little cutie pies, I used my Aqua Painter along with my Blushing Bride and Flirty Flamingo Classic Stampin' Pads. For the speckling, I used Sahara Sand ink. Once the ink was dry, I crinkled the paper to add some dimension, stapled a little bit of Lemon Lime Twist Ombre Ribbon on the end, and then popped it up with Stampin' Dimensionals. To create the mini scalloped, I used the Decorative Ribbon Border Punch along with a little strip of Tutti-Frutti Designer Series Paper. I heat-embossed the sentiment (using a Versamark Pad and White Stampin' Emboss Powder) on Basic Black Cardstock, and added a few Mini Stampin' Dimensionals to pop it up. For a bit of sparkle and shine, I added a few Metallic Sequins.
TIP: To create a fun pattern or border on your project, stamp one image multiple times. As you are watercoloring each image, "highlight" one of the images by adding extra layers of color to make that one image stand out from the crowd.


Jan 13 By Jen This post may contain affiliate links.
With football games constantly playing on TV lately, I feel like I'm always whipping up snacks for my boys to eat while they watch the games. We're huge football fans! My older two boys play tackle football and love it. One of our favorite game day snacks (and one of our favorite meals, too) are tacos.
Everyone likes tacos! What's not to love? They're easy to hold and are packed with tons of flavor inside a crispy taco shell. My version of ground turkey tacos, aka Layered Oven-Baked Ground Turkey Tacos are super simple and taste incredible!
They bake altogether in one pan, which makes it easy to serve. Especially to a bunch of hungry people watching a football game!
Making these ground turkey tacos is easy. First, I visited my local Pavilions. I love that store! They have everything that I need there. They have all of the Old El Paso products all in one spot, making my shopping even easier. I grabbed a box of the Old El Paso Stand 'n Stuff taco shells, some Old El Paso refried beans and salsa.
I'm always blown away by the quality of Old El Paso products. They're inexpensive, too! Pavilions always has a great sale going on. I also grabbed the ingredients for my ground turkey tacos. The meat is so delicious and requires no packet of taco seasoning!
After making my taco meat, I pre-baked my taco shells for a few minutes in the oven. Then I added my first layer to the tacos: refried beans. After the beans, I added the taco meat. Then I layered the veggies on the top. First tomatoes, then cilantro, green onions and lastly, cheese. I baked the tacos for about ten minutes, to heat them through and melt the cheese on top.
This is such a great recipe to serve your family. It's easy, quick and is a recipe everyone will like! I love that the taco shells stand up on their own so you can easily bake and serve them. The layers of deliciousness in these ground turkey tacos will definitely impress anyone you have over for game day, whether it's friends or whether it's family. Don't forget to spice up your game day with Old El Paso recipes and ingredients from Pavilions!
Heat oil over large skillet over medium-high. Add onion and bell pepper and sauté until softened, about five minutes. Add in garlic and stir for another minute or two.
Stir in tomato paste, chili powder and salt. Add ground turkey, breaking up with a wooden spoon until cooked through.
Meanwhile, preheat oven to 325ºF. Lay the taco shells out as directed on the box and pre-bake for 6-7 mins (or as directed on box).
When shells are done, pull out of oven and let cool for a few minutes. Turn oven heat up to 350ºF.
Arrange taco shells on baking sheet and fill the bottom of the shells with refried beans. Then add cooked taco meat. Now layer the veggies on: tomatoes, cilantro and green onions and top with cheese.
Bake in preheated oven for 10 minutes or until heated through and cheese is melted. Serve with any extra toppings, such as salsa. Enjoy!


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/ The Trials of Saint Patrick 4-CD Audio Drama & Discussion Guide
The Trials of Saint Patrick 4-CD Audio Drama & Discussion Guide
The Trials of Saint Patrick 4-CD Audio Drama & Discussion Guide is backordered and will ship as soon as it is back in stock.
The Trials of Saint Patrick is the epic story of one man's spiritual odyssey through hardship, loss, mercy, and forgiveness. Dramatized with a fresh boldness by the Augustine Institute Radio Theatre, the characters will come alive through the talents of dozens of accomplished, award-winning actors, combined with cinematic sound effects and music. Your imagination will be quickened. Your heart will be inspired.
Patricius of Britain was the privileged son of a Roman official. At the age of sixteen, he was suddenly taken and enslaved by foreign pirates from Hibernia—a land now known as Ireland. For six years the newly named Patrick suffered at the hands of cruel masters and was abandoned to isolation as a shepherd. He endured the extreme weather, starvation, and loneliness. Yet, in the midst of these trials, God was preparing Patrick to evangelize a nation.
This 4-CD set includes a twenty-four page discussion guide that will help you discuss major concepts and themes from this unforgettable audio drama. Perfect for in the car, at home, and on the go, this audio drama makes the drive to school, practice, the store, vacation, or anywhere an entertaining time of family faith-building.
Episode Listing 1. Abduction (26 minutes)
2. The Way Out (30 minutes)
3. Home (24 minutes)
4. Preparations (23 minutes)
5. Old Masters (20 minutes)
6. King of Kings (27 minutes)
7. Blood Crescent (25 minutes)
8. Coroticus (26 minutes)
4 CD Set


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Elmwood junior Bryce Reynolds (22) goes in for a layup during the fourth quarter of a game against Lake on January 5, 2021 at Lake High School in Millbury, Ohio. Elmwood defeated Lake 63-55.
Photo by Scott W. Grau/Sentinel-Tribune
Reynolds leads Elmwood past Lake, 63-55
By Shayne Nissen, Special to the Sentinel-Tribune
MILLBURY — Elmwood boy's basketball was able to defeat Lake 63-55 Tuesday night thanks to a game-high 35 points from junior Bryce Reynolds.
The victory gives Elmwood its first league win and a second win in a row, pushing them to 3-6 overall and 1-3 in the NBC. The Lake boys are now the only team in the NBC without a conference win, falling to 3-7 overall and 0-4 in the NBC.
Reynolds was hot out of the gate, scoring seven of the nine Elmwood points in the first quarter to give the Royals a 9-7 lead after one quarter of play.
In the second quarter, the Flyers would start to hit their groove as junior forward Cam Hoffman scored the final four points of the half to give them a 27-23 lead. Reynolds was able to keep Elmwood in it, getting 10 more points in the quarter to push his total to 17 at the half.
The second half was all Elmwood. Reynolds continued to put on a scoring clinic in the third quarter, scoring 14 points to put his total to 31 for the game and push Elmwood's lead to 45-38, after being down by three at halftime.
Reynolds did it from everywhere. He had four threes on the night, and he continuously was able to get inside the lane for easy buckets.
"We were able to get him in a lot of post-iso situations early. He caught the defender sleeping with their hand down a couple of times and was able to get himself going in that first quarter, when really we were struggling on the offensive end of the floor. He was kind of able to keep us afloat," Elmwood head coach Ty Traxler said.
"With a kid like Reynolds he runs off screens really well. They have three guys down on the offensive end that their job is to set screens for him and get him open. We were chasing all night trying to keep up with him, in the first half we did a great job of keeping a hand in his face. In the second half we did not," Lake head coach Jeff Hoffman said.
The Flyers played well in spite of Reynolds's great first half showing. In the second half, the shots just wouldn't fall.
"It came down to they made shots and we didn't. They had a couple of guys that were making some big shots and in the second half we didn't really make any shots," Hoffman said.
In the fourth quarter the Royals would take their lead to as much as 12. This was in large part due to good play from freshman point guard Kade Lentz who ended the game with 17 points.
"We faced the unfortunate situation of losing our starting senior point guard Terrell Lawson two weeks before the season. Kade was supposed to be our starting wing and now he's our primary ball handler and seniors are beating on him every night. But he just continues to respond and he's confident with the ball in his hands even though physically he may not be quite ready as a freshman yet," Traxler said.
For the Flyers it was senior transfer student Jalen Smith who would lead the the team with a double-double on the nigh,t as notching 19 points and 11 rebounds. Two others would find their way into double digit scoring for the Flyers, with Hoffman finishing with 15 points and eight rebounds and senior Tyler Saffran with 11.
Next up for the Flyers will be an away contest on Saturday with Eastwood. The Royals will also be in action on Saturday hosting Otsego.
Elmwood vs Lake, Tuesday, Jan. 5, 2021
Photos by Scott W. Grau/Sentinel-Tribune
Lake High School
Ty Traxler
Bryce Reynolds
Senior Point Guard
Terrell Lawson
Kade Lentz
Lake Head Coach
Elmwood Head Coach
Tyler Saffran
Cam Hoffman
Jalen Smith