From 97f486865aa7722511cd9b752ca95875826a0441 Mon Sep 17 00:00:00 2001 From: Li Wan Date: Mon, 15 Jul 2024 23:08:53 +1000 Subject: [PATCH 1/4] Add bac the ImageSearchLocalization utils.py --- examples/ImageSearchLocalization/utils.py | 82 +++++++++++++++++++++++ 1 file changed, 82 insertions(+) create mode 100644 examples/ImageSearchLocalization/utils.py diff --git a/examples/ImageSearchLocalization/utils.py b/examples/ImageSearchLocalization/utils.py new file mode 100644 index 000000000..74bed2aff --- /dev/null +++ b/examples/ImageSearchLocalization/utils.py @@ -0,0 +1,82 @@ +import multiprocessing as mp +from urllib.request import urlretrieve +from pathlib import Path +import os +from functools import partial +from typing import List +import numpy as np +import zipfile +import glob +import subprocess + + +def download_data(data, download_dir, use_remote=True, in_docker=True, docker_path='http://host.docker.internal:8222/'): + local_dir = download_dir + if not use_remote: + zip_file_url = 'https://marqo-public-datasets.s3.us-east-2.amazonaws.com/demos/ImageSearchLocalisation/images.zip' + zip_file = download_file(zip_file_url, local_dir=local_dir) + extract_zip(zip_file, local_dir=local_dir) + # alternatively you can download the files individually + # downloaded = download_parallel(urls=data['s3_uri'].tolist(), local_dir=local_dir) + locators = glob.glob(local_dir + '*.jpg') + + # we start an image server for easier access from within docker + pid = subprocess.Popen(['python3', '-m', 'http.server', '8222', '--directory', local_dir], + stdout=subprocess.DEVNULL, stderr=subprocess.STDOUT) + if in_docker: + locators = [docker_path + os.path.basename(f) for f in locators] + else: + # now we create our documents for indexing - a list of python dicts with keys as field names + locators = data['s3_uri'] + + return locators + + +def download_files(urls: str, local_dir: str) -> List[str]: + results = [] + N = len(urls) + for ii, url in enumerate(urls): + result = download_file(url, local_dir) + results.append(result) + if ii % 10 == 0: + print(f"{round(100 * (ii + 1) / N, 3)}%") + return results + + +def download_file(url: str, local_dir: str) -> str: + """_summary_ + + Args: + url (str): _description_ + local_dir (str): local directory to download to + """ + + if not local_dir.endswith('/'): local_dir += '/' + + Path(local_dir).mkdir(exist_ok=True, parents=True) + + full_local_path = local_dir + os.path.basename(url) + + if not os.path.isfile(full_local_path): + full_local_path, _ = urlretrieve(url, full_local_path) + + return full_local_path + + +def download_parallel(urls: List[str], download_to_dir: str, n_processes=8) -> List[str]: + N = len(urls) + print(f"downloading {N} urls to {download_to_dir} using {n_processes} processes") + + func = partial(download_files, local_dir=download_to_dir) + + urls_split = np.array_split(urls, n_processes) + urls_split = [split.tolist() for split in urls_split] + with mp.Pool(n_processes) as pool: + results = pool.map(func, urls_split) + + return results + + +def extract_zip(zip_file, local_dir): + with zipfile.ZipFile(zip_file, 'r') as zip_ref: + zip_ref.extractall(local_dir) \ No newline at end of file From 7400cd87730958669c1d20ae07cc86547bcbbd5f Mon Sep 17 00:00:00 2001 From: Li Wan Date: Mon, 15 Jul 2024 23:11:34 +1000 Subject: [PATCH 2/4] Add bac the ImageSearchLocalization files.csv --- examples/ImageSearchLocalization/files.csv | 9825 ++++++++++++++++++++ 1 file changed, 9825 insertions(+) create mode 100644 examples/ImageSearchLocalization/files.csv diff --git a/examples/ImageSearchLocalization/files.csv b/examples/ImageSearchLocalization/files.csv new file mode 100644 index 000000000..fb6022a46 --- /dev/null +++ b/examples/ImageSearchLocalization/files.csv @@ -0,0 +1,9825 @@ +,s3_uri 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+9822,https://marqo-public-datasets.s3.us-east-2.amazonaws.com/demos/ImageSearchLocalisation/images/a_high_resolution_photo_of_a_street_with_a_zebra_in_itfb476617-ad62-4f7d-aad8-d794afa231d7.jpg +9823,https://marqo-public-datasets.s3.us-east-2.amazonaws.com/demos/ImageSearchLocalisation/images/a_high_resolution_photo_of_a_street_with_a_zebra_in_itffa6cb1c-73e7-4467-a845-2e183cd06b18.jpg From 1b66a8a913c939bd831749809ea174349b5a1256 Mon Sep 17 00:00:00 2001 From: Li Wan Date: Mon, 15 Jul 2024 23:45:09 +1000 Subject: [PATCH 3/4] Fix pod cast exmaple --- .../podcast-search/podcast_search_demo.py | 32 +++++++++---------- 1 file changed, 16 insertions(+), 16 deletions(-) diff --git a/examples/podcast-search/podcast_search_demo.py b/examples/podcast-search/podcast_search_demo.py index b0224bc10..bdc5f20b5 100644 --- a/examples/podcast-search/podcast_search_demo.py +++ b/examples/podcast-search/podcast_search_demo.py @@ -11,22 +11,22 @@ def load_data(file: str, number_data: int) -> dict: podcast_data = pd.read_csv(file).head(number_data)[['name', 'description']].to_dict('records') -# dataset came from this link: https://www.vox.com/today-explained -# the .csv file has the following headers: -# name, description -# (name of podcast, short description) - -# create a 'transcript' key and add the transcript text as values to each record -id_counter = 1 -for data in podcast_data: - path = "data/transcripts/" + data['name'] + ".txt" - with open(path, 'r') as f: - content = f.read() - data['transcript'] = content - data['_id'] = str(id_counter) # _id is a special key which is unique to every document - id_counter += 1 - -return podcast_data + # dataset came from this link: https://www.vox.com/today-explained + # the .csv file has the following headers: + # name, description + # (name of podcast, short description) + + # create a 'transcript' key and add the transcript text as values to each record + id_counter = 1 + for data in podcast_data: + path = "data/transcripts/" + data['name'] + ".txt" + with open(path, 'r') as f: + content = f.read() + data['transcript'] = content + data['_id'] = str(id_counter) # _id is a special key which is unique to every document + id_counter += 1 + + return podcast_data dataset_file = "data/podcast_data.csv" podcast_data = load_data(dataset_file, 2) From cefab9264c9198999b0b53e155d31db587d98ad6 Mon Sep 17 00:00:00 2001 From: Li Wan Date: Mon, 15 Jul 2024 23:51:35 +1000 Subject: [PATCH 4/4] Add back podcast-search data --- examples/podcast-search/data/podcast_data.csv | 3 + ...e water crisis in Jackson, Mississippi.txt | 136 ++++++++++ .../Your long Covid questions, answered.txt | 234 ++++++++++++++++++ 3 files changed, 373 insertions(+) create mode 100644 examples/podcast-search/data/podcast_data.csv create mode 100644 examples/podcast-search/data/transcripts/The water crisis in Jackson, Mississippi.txt create mode 100644 examples/podcast-search/data/transcripts/Your long Covid questions, answered.txt diff --git a/examples/podcast-search/data/podcast_data.csv b/examples/podcast-search/data/podcast_data.csv new file mode 100644 index 000000000..89cca4e54 --- /dev/null +++ b/examples/podcast-search/data/podcast_data.csv @@ -0,0 +1,3 @@ +name,description +"The water crisis in Jackson, Mississippi","What’s happening in Jackson is hardly unique: Cities and states across the US are setting themselves up for failure by postponing expensive but critical work on aging water infrastructure. Climate change is making things worse, faster." +"Your long Covid questions, answered","Millions of people have long Covid; countless more could get it. Dr. Monica Verduzco-Gutierrez answers question from Today, Explained listeners about the condition that has even doctors bewildered." \ No newline at end of file diff --git a/examples/podcast-search/data/transcripts/The water crisis in Jackson, Mississippi.txt b/examples/podcast-search/data/transcripts/The water crisis in Jackson, Mississippi.txt new file mode 100644 index 000000000..e3c265940 --- /dev/null +++ b/examples/podcast-search/data/transcripts/The water crisis in Jackson, Mississippi.txt @@ -0,0 +1,136 @@ +9/8/22 / The Water Crisis in Jackson, Mississippi +[HALF SECOND OF SILENCE] + +[BILLBOARD] + +NOEL KING (Host): In Jackson, Mississippi, here’s the past month: summed up. + + JACKSON RESIDENT It’s like playing Russian Roulette. You don’t if you’re gonna wake up with water. You don’t know if you got water. You don’t know what water the condition is in. + +Now, in response to the chaos, the city’s website has been updating residents. + +Yesterday, the most recent update: the water pressure is back. But the tap water is still not safe to drink unless it is boiled first. + + NEWSREEL: It’s a horrible situation in the entire city of Jackson, not just one individual. And I blame the city council, the governor, and the mayor because they’re all in confusion and no one seems to know how to solve the problem. + +Coming up on Today, Explained: how Jackson, Mississippi became ground zero - for today anyway - of our national infrastructure crisis. + +[THEME] + +NOEL: It’s Today, Explained. I’m Noel King. Kobee Vance, reporter with Mississippi Public Broadcasting. Let’s go back to the beginning. How did this all start? + +KOBEE VANCE (reporter, Mississippi Public Broadcasting): Back about two weeks ago, we saw a lot of rain come through the southeastern United States and here in Mississippi, a lot of that flooded into the Pearl River, upstream. + +SCORING + + NEWSREEL: The governor of Mississippi is now declaring a state of emergency after days of heavy rainfall in the central part of the state. + +KOBEE: The Jackson area saw a lot of flooding and with that flooding came a lot of extra chemicals in the water into Jackson's water plant. That meant they had to also raise the amount of treatment processes they were doing on those highly contaminated waters. The city of Jackson has a very limited staff. They have been understaffed at this water treatment plant for years and years now. + + NEWSREEL: Well, the EPA has made it clear that a staffing shortage is amplifying the city of Jackson’s continued water issues. + +KOBEE: And their equipment is exceptionally outdated. And so because of those factors, they just couldn't meet the demands of taking in water, processing it, and then putting it out into the system to maintain that pressure. So they had to decrease their water production in the short term, which couldn't keep up with the demand that Jackson residents needed. And when that happened, we saw water pressure across the city drop as the storage tanks that are used began to drain. + + NEWSREEL: At her Fondren home, water pressure is still too low to take a shower or wash clothes, but Hall said she tried to fill up her tub to have water to flush her toilet and wash dishes with. + +KOBEE: If a city's water pressure is not adequate, the water sits in the pipes at a lower rate and it can't flow as fast. You might have heard the phrase, moss can't grow on a rolling stone. Well, it kind of applies to whenever water can't flow quickly enough to get to these storage tanks, or it sits stagnant in some pipes, then bacteria has a chance to produce faster and faster. And when that happens, it can be dangerous for residents to drink the water. And the city of Jackson has been plagued by that for years. + + NEWSREEL: It came out of the faucet and it was thick and it was a different color. I couldn’t even give it to my dog. + +And that's something that Jacksonians have just come to live with. It's just that in this case, we've seen a bigger problem, which is they don't have water pressure at all. + + SCORING OUT + +NOEL: Why has this been going on for so long? This is the capital city! + +KOBEE: Jackson obviously has a history of racism. So that leads into something called white flight. When a lot of African-Americans moved into the city of Jackson, we began to see a lot of white people that held a majority of the capital – they left the city. + + NEWSREEL: Federally-mandated school desegregation had prompted waves of white residents to abandon the city. Between 1970 and 1990, Jackson went from being 60 percent white to being nearly 60 percent Black. + +KOBEE: They didn't move far away. These people are just on the very edge of the county lines. So these people can still benefit from having the things that are in Jackson, but they don't live there themselves. And their personal interest in the city has waned over time. Many look at the city as a stain on the state rather than something that they're proud of as a state capital. +And so over a period of time, the city of Jackson lost their tax base. When that happens, they can't keep doing the same infrastructure updates that they had been doing in the past. So over a period of decades, the city has failed to be able to produce adequate maintenance on their systems. They haven't been able to replace pipes in their grounds across the city. And so these infrastructure failings are something that have compounded over years and years. + +NOEL: Who has been most directly affected by this? + +KOBEE: This is something that is heavily affecting those who live in South and West Jackson. Those residents live miles away from the water treatment plants. And so there is so much distance that has to be covered, they are almost always under a boil water notice. And oftentimes it's easier to count the weeks that they're not on a boil notice than they are. + + NEWSREEL: Somewhere, somebody has dropped the ball. And so the city council or the mayor or the governor or whatever needs to get together and get this done. + +KOBEE: The demographics of Jackson is 80% Black and a lot of Jackson residents are also low-income. And with that, it becomes a system that is increasingly putting a large tax burden on not just African-Americans, but people who have very low incomes and live far below the poverty rate. + +NOEL: The city knows it's in the middle of a crisis. The state knows it's in the middle of the crisis. Are those two entities – who presumably should have some of the same goals in mind – are they working together at this point? How are they responding? + +KOBEE: It has become a tricky situation to know how they're working together or not. During the first full week of the crisis, the governor and the mayor came together in a press conference, talking about how they wanted unity in this going forward to make sure that they were focusing on helping Jackson residents first. + + MISSISSIPPI GOV. TATE REEVES: There’ll be plenty of time in the future to play the blame game and y’all can do all of that you want to do, you can do that in real time if you want, but I ain’t got time for it. + +But then, we saw the governor come forward and immediately start blaming city administration for not maintaining the city's water plant adequately. And then on the city side, they're saying that they have been putting forward plans constantly for the past several years, which never get the funding they need. + + JACKSON MAYOR CHOKWE ANTAR LUMUMBA: I’ve been saying that it’s not a matter of if our system would fail, but when our system would fail. + +NOEL: Is the city providing people with water or with other types of aid? + +KOBEE: The city has been providing people with water for a while now. it's something they had been doing under an EPA order at fire stations across the area. And now the state has also stepped in to help with this issue from our Mississippi emergency management agency and our state national guard, as well as partners at for instance, our department of agriculture and commerce. And so with all of these entities coming together, they have been able to drastically step up water distribution efforts. I think the governor mentioned the other day, it was surpassing 5 million bottles of water passed out within a week. And so with all of that, people are getting the water they need right now, but this is something that has been an issue for so long that people have just gotten used to buying their own water in grocery stores. Some people spend maybe $25 a week if they live alone, but I've heard families spend maybe like a hundred dollars per week just on water for their children. + + NEWSREEL: People are fed up. I honestly don’t even want to bathe my baby in Jackson’s water. + + NEWSREEL: It’s sad. And I can’t even afford to move out of Jackson so I have to stay here and deal with this. + +NOEL: If I had been living like this for years, and I knew that it was in part because the state wouldn't help me, I'd be furious. Have you talked to anybody who's angry? + +SCORING + +KOBEE: People are pissed, I think it's fair to say. This is something that they have to a degree come to live with, come to learn how to live with, but they are not happy about it. Some people are questioning if they wanna pay their water bills. Why would you wanna pay your water bill if you can't drink the water and sometimes you don't have water coming out of your taps? It becomes a very regressive cycle. And so people are just really heavily frustrated. They are appreciative of all the work that's being done to try to get the water pressure back online, and then get that drinkable again. They're appreciative of the state stepping in and the federal government at this point. And they're appreciative of the national conversation that's ongoing now about Jackson, but it's just a matter of time until this happens again, unless something drastic happens and a lot of the systems are updated, more workers are added in Jackson, and residents are ensured that they're gonna have water in their homes for a longer period of time. + +NOEL: Where do things stand today with the water? + +KOBEE: Currently residents in Jackson do have water pressure. It is tentative because the, systems are still very fragile, but they do have water. They cannot drink it. Under the guidance of the department of health in Mississippi, they were lowering their standards of water output, so they could just meet the pressure demands of the city. Now they are currently working towards making sure that water is drinkable. And so currently residents are advised to not drink the water, not even brush their teeth with the water, although they can technically boil it, if they need water to drink in their homes. + + SCORING OUT +[BREAK] + +[BUMPER] + + JACKSON MAYOR CHOKWE ANTAR LUMUMBA: I have described Jackson as the poster child of the infrastructure challenges that we see in this country. +NOEL: It’s Today, Explained. Darren Olson is a water resources engineer based in Illinois. He is also a member of the American Society of Civil Engineers, where he vice chairs a committee that grades U.S. infrastructure, like a report card. Now, the last one was released in 2021. Out of 17 categories, the U-S got eleven Ds, four Cs, two Bs. All of that adds up to 17. So no As. Our national AVERAGE? +DARREN OLSON (PE, AMERICAN SOCIETY OF CIVIL ENGINEERS): We got an overall grade of C minus. Not something that you would want to bring home to your parents or you'd want your child to bring home to you. +NOEL: Can I ask what went through your head when you started reading about the water crisis in Jackson, Mississippi? +DARREN: Well, while it made front line news these past few weeks, it's really not all that surprising that something like that can happen. You know, they're dealing with a horrible crisis down in Jackson, where nearly 150,000 people as of a few days ago were still without water. But throughout the country, there is a water crisis. And even here in Illinois, we've got a community, Dixmoor, that as of today is out of water as well. They have to get bottled water because they've had too many water main breaks and they aren't able to deliver water to their residents. So while it's making front line news right now, it's really not all that surprising. +NOEL: Were the mechanics of what happened in Jackson immediately understandable to you? Was it something where you said, ‘oh, dear, this is very confusing’? Or something where you said, ‘oh, dear, this again’? +DARREN: A little combination of both, and I think that's what we're going to start seeing, is that there is definitely a water infrastructure problem in the United States. + SCORING + NEWSREEL: Thousands of New Jersey residents are stocking up on bottled water after tests indicated water filters may not be protecting residents against elevated levels of lead. + NEWSREEL: WSSE tells us there have been 365 water main breaks in our area this month alone. + NEWSREEL: An alarming new report says more than 900,000 Californians do not have access to clean drinking water. More than 65% of the failing water systems are located in low-income communities, mostly in the central Valley. +We have aging pipes and we have aging treatment plants that are beyond their useful life. You know, here in Chicago, we for a while were replacing water mains that were literally made of wood. + CHICAGO OFFICIAL JOSH ELLIS: We are replacing water mains that we installed when President Roosevelt was in office - that’s Theodore Roosevelt. +They were over 100 years old and way beyond their useful life. + CHICAGO OFFICIAL JOSH ELLIS: Served us well, those trees did. +That's one part of the problem and that's the part of the problem I think we understand a little bit more. But the part that's a little bit new is this climate change aspect to it. And so we've got this kind of a double whammy situation where we have aging water infrastructure that is now up against more severe storms, more drastic droughts. So that is the new part that I think is compounding the existing infrastructure crisis that we have. +NOEL: Why does climate change – and the flooding that accompanies it – why does that matter? A pipe is meant to carry water. Why does it matter if it's carrying more water or less water? +DARREN: I always relate water to something that's even more understandable to people, which is traffic. You can envision if you have roads that were built 50, 60, even 100 years ago, they were meant to carry a certain type of vehicle and a certain amount of vehicles. Those roads need to get increased both in lanes and in length. When we start talking about how many people are driving in the United States right now. Water is as simple as that is a very similar situation. With the roads, if you don't make them wider with more lanes, you obviously have horrific traffic issues. With water, it's the same thing. The pipes that were built 100 years ago and installed 100 years ago, they were meant for a certain type of climate that we were seeing then and were based on the standards of that time. Both of those have changed dramatically. The pipes that we put in the ground 50 years ago are simply not meant to handle what we're experiencing now. And not to mention the fact that they all have a lifespan, just like every piece of infrastructure has a certain lifespan to it. And we are now exceeding the lifespan of much of the water infrastructure that is underground. + SCORING OUT +NOEL: How much water infrastructure IS there in the U.S.? +DARREN: So in the United States, they estimate that there's about 2.2 million miles of water main in the United States. It is generally, when you start talking about how much of this you can replace in a given year in 2020, it's estimated that about 12,000 miles of pipe were replaced. So that's less than 1% of the total amount of pipe that's in the ground that was able to be replaced in 2020. So you think about how many years it's going to take for us to upgrade all of this water infrastructure. It's really significant. +NOEL: Why are we not handling it now? Is it that the money doesn't exist? +DARREN: Yes. It is really – it’s expensive to replace this infrastructure. And water infrastructure is a little bit different than roads and bridges in that way back when, when this water infrastructure was put in place, much of it was federally funded. Back in the sixties, seventies, with the Clean Water Act, there was a huge federal boost of money that was put in to try to achieve the goals of the Clean Water Act. Since then, the funding responsibility has shifted dramatically. It has shifted from the federal side to really the local side. And, you know, when you talk about cities like Jackson, that water infrastructure that's in place, that is their responsibility to fix. And the funding generally has to come from the municipality. They can certainly get loans and there's ways to try to finance that. But to replace that infrastructure that was originally put in, it's on them. And it's under roads. And you can imagine how expensive it is to tear up the surface of the road, dig down five, six, sometimes ten feet down; pull out this large pipe out of the ground that's in deteriorating condition; put a new one back in; put all that material back; put those other utilities back; and then repave the road. When you explain it like that, just to do it for a block seems exhausting. And think about doing it for 2.2 million miles of pipe. + JACKSON MAYOR CHOKWE ANTAR LUMUMBA: And so this is something that when the state joined me and shared that they would be bringing in resources, bringing in a team to support us, we welcomed that with open arms because we’ve been saying that we needed support. We’ve been saying that we need resources. +NOEL: So Darren, all of this comes down to what? +DARREN: What it comes down to is a lack of prioritization and a lack of funding to keep up this infrastructure. + JACKSON MAYOR CHOKWE ANTAR LUMUMBA: This is due to decades - decades and decades - of possibly 30 years or more of deferred maintenance, a lack of capital improvements made to the system, a lack of human capital, a workforce plan, that accounted for the challenges that our water treatment facility suffers from. +This infrastructure is very valuable. And for so many years, we have not prioritized maintaining those to the point now where we're looking at over the next ten years needing $2.6 trillion to get us from where we're at now, which is a C-minus as an overall grade for infrastructure, up to a B. +NOEL: Are we as a nation taking money away from infrastructure, from roads and bridges and aviation and water and diverting it toward other stuff? +DARREN: Well, certainly there's a fixed pool of resources and there are certainly many, many needs. I think what we're trying to do is – and one of the things that has occurred recently with the Infrastructure Investment and Jobs Act – is to try to let our elected officials know, and they heard that message and they passed that $1.2 trillion bipartisan infrastructure that actually brought in $550 billion of new spending. + PRESIDENT JOE BIDEN: It’s a once-in-a-generation investment in America, unlike anything we’ve seen or done since we built the interstate highway system and the space race decades ago. +It's not going to solve our infrastructure problem and it's a fraction of what we need. But it is really a move in the right direction. +NOEL: But it's a fraction of what we need? +DARREN: It is a fraction of what we need. That's how big the infrastructure gap is that it is a fraction of what we need. +And we have an opportunity, whether it's the engineers, our elected officials. We can start to plan better for things like climate change and to make sure that whether it's our electric grid or our water mains or our levees or our ports, that they are built more resilient. And finally, we can use things like technology to track these 2.2 million miles of water main. We're able to start to understand where our weak points are, how those weak points intersect with communities that may be underserved. So we're able to prioritize from both an infrastructure perspective, but also for, you know, the need of the population where to invest our dollars first and where we're going to get the highest return on that investment. +NOEL: What are the consequences for this country if we keep on with the mediocre slash disastrous grades? Do you have nightmares about flooding? Or do you envision flooding being like a minor consequence of where we stand right now? +DARREN: Well, I'm a water resources engineer, so I have nightmares about flooding all the time. But you know what? That is one part of the consequence. You know, we will see more things like Jackson, Mississippi. We're going to see more headlines of, you know, out West with whole towns or states running out of water. But there's also the economic side of it as well. + SCORING <12-tossing and turning (spare)> +Every year this is costing the American household over $3,000 in in hidden costs for our poor infrastructure. Whether that is having to fix tires, because the roads are in such poor condition that you blew a tire, having to buy bottled water, maybe it's the electric grid went down and so your refrigerator shut down and you have to buy new food. These are real costs for the American people, and it's also costing businesses as well. +And we don't want to have to wait for a bridge collapse or a whole city needing to boil its water for the focus of our elected officials to be on maintaining our infrastructure and investing in our infrastructure. And too many times, especially with the water system, whether it's a sanitary pipe or a drinking water pipe, it's out of sight and out of mind for 99% of our population. It then becomes difficult to try to convince people that they need to invest in that when they're not seeing it every day. +SCORING BUMP +NOEL: Today’s show was produced by Jillian Weinberger and Amanda Lewellyn with assists from Victoria Chamberlin and Tori Dominguez and edited by Matthew Collette. It was fact checked by Serena Soulis and it was engineered by Paul Robert Mounsey. It’s Today, Explained. I’m Noel King. + SCORING OUT \ No newline at end of file diff --git a/examples/podcast-search/data/transcripts/Your long Covid questions, answered.txt b/examples/podcast-search/data/transcripts/Your long Covid questions, answered.txt new file mode 100644 index 000000000..7c340d554 --- /dev/null +++ b/examples/podcast-search/data/transcripts/Your long Covid questions, answered.txt @@ -0,0 +1,234 @@ +Sept. 7, 2022 / Your long COVID questions, answered + +[HALF SECOND OF SILENCE] + +[BILLBOARD] + + SCORING IN + + Alida Aiello: This has all completely taken over my life. + +Colleen Powers: I have to plan out my days and weeks in terms of energy expenditure, like it's a limited and finite resource. + +Ben Sheehan: I really wish more people were talking about long COVID. + +Patricia Anderson: It's like my whole life has shrunk and gotten smaller. + +Cynthia Adinig: I didn't need any medications at all before COVID. I had no idea what life with long term chronic illness was like before. + +NOEL KING (host): You have questions about Long COVID. We have some answers. From a doctor. What we know, don’t know, and how we can help. That’s coming up on Today, Explained. + +Ben Sheehan: There are millions of people like me who are living with this, who have been looking for answers for over two years now. + +Patricia Anderson: So I haven't completely given up hope. It's just hard to hold on to it. + +SCORING OUT + +[THEME] + +NOEL: It’s Today Explained. I’m Noel King. Possibly the most important thing to understand about long COVID is that there is, at this point, not even an agreed-upon definition of what it is. + +MONICA VERDUZCO-GUTIERREZ (chair of rehabilitation medicine at the University of Texas Health Science Center at San Antonio): You know, we're still learning and we're trying to figure out what's going to be best for long COVID. We're still learning what's happening in the body. + +NOEL: Doctors have learned some things and so, to answer your questions, we called a doctor who has lots of experience with long COVID. + +MONICA: My name is Monica Verduzco-Gutierrez. I am the chair of rehabilitation medicine at the University of Texas Health Science Center at San Antonio. Here I have a practice where I take care of patients who are struggling with the effects of long COVID. + +NOEL: Dr. Gutierrez, we asked our listeners for their questions about COVID. Do you mind if I pose some of them to you? Help the listeners out? + +MONICA: Sure. + + Telephone beep + + Hi. My name is Aditya Vikram Mukherjee. I live in San Jose, California. What are long COVID symptoms and how are they different from quote unquote regular COVID? + +MONICA: So what I say is, if I've seen a patient with long COVID, I've seen one patient with long COVID because the symptoms are so different. Meaning, if you look at some of the studies looking at what are the symptoms of patients with long COVID, some of them have 200 symptoms that they're choosing from. But probably… + +NOEL: Oh my God. + +SCORING IN + +MONICA: The most common thing is fatigue. And we hear about this overwhelming, debilitating fatigue that is not just, oh, you know, I'm tired because I work full time and I try to work out and I don't sleep as much kind of thing. But no, this is truly a debilitating fatigue. + + Mark Harrington: General lack of energy. + + Ben Sheehan: I'll sometimes wake up as many as 15 to 18 times a night. + + Madelyn Bagby: It’s exhausting. + +MONICA: I had one patient that had had cancer before. And this person told me that their fatigue from COVID was 100 times worse than from when they had cancer. + +Other things that you might hear patients say is… + + Alida Aiello: Brain fog. + +MONICA: The brain fog can be different things. It could be concentration issues… + + Mark Harrington: Difficulty in focusing. + + Patricia Anderson: Confusion. + +MONICA: I hear a lot of difficulty finding words, like really simple words, just can't come to people's minds that they would be able to say before. Memory issues. Processing issues. + + Colleen Powers: I had trouble driving and I'd forget entire conversations that I had with my siblings or plots to movies that I had watched. + + Madelyn Bagby: Scrolling on my cell phone trying to text friends would induce motion sickness, nausea, headache. + +MONICA: Being able to handle as much work that they could do before. + + Alida Aiello: I began to get migraine headaches that I had never had before in my life. + +MONICA: Pain in joints, back pain, numbness, tingling… + + Colleen Powers: Body aches, chills, headaches. + +MONICA: Sore throat. + + Mark Harrington: Lack of appetite. + + Patricia Anderson: Dizziness. + +MONICA: The other thing that we see a lot is post-exertional malaise. And so what that is, is when someone does an activity that may have been, you know, pre COVID, they would easily do something, but it actually causes afterwards, a crash. + + Ben Sheehan: Anything that involves quick bursts of energy is almost completely off the table. + + Patricia Anderson: I know I have to stay under 3000 steps a day or I'll trigger a crash the next day. + +MONICA: And that's one of the cardinal symptoms of long COVID and also of Myalgic Encephalomyelitis or Chronic Fatigue Syndrome. So we're seeing more studies that show that some of these patients with long COVID are meeting some of the criteria for ME/CFS, as it's called. + +MONICA: The other thing is cardiac symptoms. So their heart rate might start racing. + + Colleen Powers: My heart rate would jump up to 160 if I got up to get myself a glass of water. + +MONICA: Some patients might develop clots. Then there's also the respiratory complaints. So shortness of breath, not able to do activities that they were doing before, exercising being very difficult. And you can say a system of the body and probably come up with a symptom that someone has that's related to long COVID. We're just seeing a lot of things across the board. + + SCORING OUT + + Telephone beep + + Susan Hootkins: My name is Susan Hootkins from Petaluma, California. What are the preexisting conditions that make it more likely for a person to end up with long COVID? + +MONICA: We're still learning. But things that we know is, people who are overweight is at risk, people who've had a history of diabetes are at risk, people who have a history of asthma. If you were hospitalized, if you're in the ICU, you're intubated, you're going to more likely have longer term symptoms than patients who had mild disease. But you could still have mild disease, be thin, be without asthma, and get long COVID. The other thing is if patients have Epstein-Barr virus reactivation, so that's a virus that causes mono, a lot of people have had it in the past. And COVID can trigger a reactivation of that. + +NOEL: If you do get COVID and here we're asking for the people who haven't had it yet. Is there anything you can do to keep it from becoming long COVID? + +MONICA: What I'm telling people and my friends is just like, take care of yourself when you have COVID. Don't overdo it. Try to get healthy. Try not to push yourself too much. Because there is literature that says, you know, people who push themselves too much then end up not doing as well. So I just tell people like, allow yourself to get better, allow yourself to rest, allow yourself that period of time to make sure that you get over COVID and don't try to push through it or do too much. + + Telephone beep + + My name is Alida Aiello, and I'm in Barre, Vermont. For those of us who are already experiencing the effects of long COVID, what additional complications or long term consequences could potentially be triggered by a second COVID infection? + +MONICA: So there is now studies that show that if you have reinfections, that it's not good. There's going to be more morbidity, there is more mortality. These patients have more symptoms. They have more visits to their physician's office in the next months, you know, new development of diseases. I mean, some of this study came out of the V.A. so we know that population is mostly a little bit older. But, you know, they have this data also from populations that are younger as well. So you do not want to continue to get COVID again. + + Telephone beep + + My name is Eric Honour and I'm in Fairfax, Virginia. If I'm fully vaccinated and I get COVID, then does my vaccination mean that I'm less likely to develop long COVID? + +MONICA: The answer is yes, but you can still be at risk of getting long COVID even if you're vaccinated. But I'm still encouraging vaccinations because they're doing their job as far as preventing severe disease and death. + + Telephone beep + + My name is Greg Rosen and I live in Baltimore, Maryland. I’ve had the unfortunate experience of dealing with long COVID since June 2020. I dealt with debilitating symptoms for nearly two years until doctors listened to me and believed me, and I got the treatments I needed. What should doctors and medical students understand about long COVID so that other patients don't feel like they're being gaslit by their doctors? + +MONICA: I know. I'm a big fan of ‘We have to believe patients.’ So I think for patients, continue to find someone that is going to believe you and want to help or at least, you know, realize what their limitations are and send you to someone who may have more experience. And then for clinicians, just, please believe your patients. And then the other thing is, probably our medical system needs to be able to acknowledge and better treat patients with chronic conditions, because in general, a fee for service model means, oh, I need to just see as many patients as quickly as possible to make money. It doesn't reward physicians who need to take an hour with a patient to work through, you know, ten plus symptoms and issues that they have. + + Telephone beep + + My name is Mark and I live in Patagonia, Argentina. My wife and I contracted COVID in May 2021. The most obvious ongoing symptom of long COVID that we have is our loss of smell. It's not so much a loss of smell as just a general confusion and rearrangement of the way we perceive smells and the associations that we make with them. To catch a bug that has the potential to drastically change one's perception of reality seems pretty weird and makes me wonder just how much we really do know about the long term effects of COVID. Is that something that's going to get better over time? Is it something that we're going to have to deal with for the rest of our lives? + +NOEL: Do we have any sense of when these symptoms go away? + +MONICA: In some patients, especially if they had fewer symptoms, their symptoms seemed to go away relatively sooner. And then there are other patients, especially more symptoms, it was going to last longer. So we need to see. We're building this plane while we're flying it. We're seeing what's happening in real time to people with long COVID and some of them, it continues to impact them from the beginning of the pandemic. + +NOEL: What's one thing that we don't currently know about long COVID that's really bugging you? What's one thing that if you could snap your fingers and know the answer, you would want to know the answer to? + +MONICA: Maybe one thing I do want right away is, let's get treatment trials started right away. If there is evidence of viral persistence, can we try the antivirals? I really wish we magically had a biomarker already that we could check and just know on people right away. + +NOEL: So that if I come in, there's some biomarker in me that tells you, my doctor, ‘oh, Noel's got long COVID.’ + +MONICA: Exactly. + + SCORING IN + +NOEL: What is your best advice for people who have long COVID and who are finding it really, really hard to live with? + +MONICA: That we're working on it as fast as we can. And I know it's not fast enough for you, but I don't want them to give up hope that, you know, something can be done. I want them to be able to try to find some help. And sometimes the best help they get is from the community of people with long COVID, because it's an amazing community full of advocates, full of people who have so much knowledge about what's going on with long COVID. So, you know, find a community, find clinicians and practitioners who believe in you and who are willing to try to help you as much as possible. And let's not give up and all work on it together. + + SCORING BUMP + +NOEL: Coming up, people who have long COVID are taking action, they’re organizing, they’re trying to get disability laws changed! That’s all next. + + SCORING OUT +[BREAK] + +[BUMPER] + +NOEL: We’re back. With long COVID. + +HANNAH DAVIS (co-founder of the Patient led Research Collaborative): I got it in March 2020, on March 25th. I was in the first wave, one of the original long haulers. + + SCORING IN + +HANNAH: My name is Hannah Davis, and I'm a co-founder of the Patient Led Research Collaborative, which is a group of long COVID patients that also researches long COVID. + +SCORING BUMP + +HANNAH: I, you know, I got sick and I wasn't actually too concerned because I was in my early thirties. I really was convinced it would be two weeks and then I would be recovered, you know, which was the narrative that was being pushed at the time. I had really bad brain fog from the beginning. I basically completely lost my memory. I lost all of my passwords and I had a low grade fever for 90 days. I had complete numbness in my arms and hands. I was given a POTS diagnosis, which is basically dysfunction of the autonomic nervous system, which is pretty common in long COVID patients. I'm still not recovered. I still have pretty bad cognitive impairment. I still have tinnitus, insomnia. I'm basically not able to walk more than 15 or 20 minutes a day. And I've, you know, of course, become extremely involved with this patient community and trying to do more activism because we see so many people basically going through the exact same thing that I've gone through. And we at this point know that many people with long COVID don't recover. And so the implications for our society are pretty massive. + + SCORING OUT + +NOEL: Long COVID ended Hannah’s previous career. + +HANNAH: I used to work in artificial intelligence. I did a lot with generative machine learning models. All of that is pretty foreign to me now. I don't have the capacity I used to. I am very lucky that I have a partner who is able to work full time and has supported me through most of this. I now work with the Patient Led Research Collaborative. We recently got some grants that allow part of our team to be paid, but I feel like I'm only able to work with this group because they are so accommodating. You know, it's a completely remote group. We make our own schedules. We take as much time off as we need. Right now we are doing a paper on mental health. We did a really large systematic paper in 2020 on the multiple symptoms of long COVID and also the timelines, like the trajectories, which symptoms resolve, which ones don't. And also, stigma and the way health care and the way providers and the community treats long haulers. We're working on a paper on reinfections. We're working on a paper on long COVID in lower and middle income countries, working on a project phenotyping long COVID, which means, you know, making different clusters of long COVID and seeing the patterns that people fall into. And more recently, we received several million dollars from a cryptocurrency founder that allows us to actually provide grants to external researchers. So these are people who have more resources than we do, who can work with biomedical samples and things like that. And so we're actually in a position now to be giving out funding for research, which is really helpful. But we also do a lot of patient engagement. This is like a long history of patient involvement in research. You know, there was a lot of it in the HIV/AIDS movement. There's been a lot of it in the ME/CFS movement which are both obviously post-viral conditions. + +NOEL: What do we still need to learn about long COVID? What are the questions you want answered soon? + +HANNAH: One thing, we see a lot of is there is a amazing community of post-viral researchers. And these people are not confused by long COVID. They don't describe long COVID as a mystery. They understand what happens after viruses. They knew this was coming. So I would say that there needs to be a general public education program on post-viral illness, what that looks like, how often it is, what to look for. But more specifically, I think, we don't know for sure a lot of solid treatments. So there's a couple major theories about what causes these kind of conditions. And based on those theories, there are a multitude of treatments to trial. So we really need a large scale clinical trial program to be able to recommend or not recommend each of those treatments while taking into consideration what point in the illness the treatments are implemented because that's a factor. + +NOEL: Yeah. So that's the research that needs to be done. I mean, from your perspective, what are the laws that need to change? + +HANNAH: We absolutely need legislation that provides provider education and public education. One of the things that has shocked me the most is that only 6% of medical schools fully teach post-viral illness. This is obviously something that needs to change after COVID and the lack of understanding of post-viral illness has created kind of bad long COVID clinics. And a lot of the long COVID clinics really need improvement grounded in this historical and scientific knowledge. So I think, you know, legislation that funds really high-quality clinics is really vital. And the other thing, of course, is treatment. If we start clinical trials now, we’re still not going to see the outcomes of those trials for several years. So that would be my second huge priority. + +NOEL: Are you aware of any legislation being proposed to address those changes you'd like to see? + +HANNAH: Yes, there's a couple. There's the Treat Long COVID Act… + + Angi Gonzalez, Spectrum News: Lawmakers, including Representative Ayana Pressley and Senator Ed Markey are also behind legislation to address long COVID, introducing versions of the TREAT Long COVID Act in both the House and Senate. + +HANNAH: Which would authorize HHS to award grants up to 2 million to health care providers, which would include community health centers. And there's also the Care for Long COVID Act… + + John Gonzalez, ABC News: Senator Tim Kaine, who has lingering nerve issues due to COVID, has introduced the Care for Long COVID Act. + +HANNAH: So that’s more focusing on education and dissemination of information on long COVID and also providing legal and social service assistance for people with long COVID. + + Angi Gonzalez, Spectrum News: It’s unclear whether the legislation will get the support it needs to pass. + +NOEL: In terms of disability accommodations that you'd like to see in workplaces, give me the sort of top four or five that you think could really be life changing for people with long COVID. + +HANNAH: I think the first is that, as of now, we have no treatments for long COVID. The only thing we know that is even close to a treatment is early rest and pacing. So we know that early rest in the first month or two is possibly preventative of a more severe and more long term long COVID. And we see so many employers rushing people to get back to work. We see so many people, you know, trying to exercise just a week or two after they got their COVID infection and trying to push through. You know, that's the big term that everyone tries to push through. And that's actually really harmful and really dangerous to getting this more severe form of long COVID. So allowing not only adequate time off but extensive time off, you know, allowing people to take 6 to 8 weeks off if they need to is really important. And then besides that, I would say working remotely and having a flexible schedule. A lot of people with long COVID, especially the form of myalgic encephalomyelitis long COVID have reversed sleep schedules. So you're up much later and you sleep much later. One of the major theories behind this illness is that there's a dysfunction in the way the brain actually drains at night. And this mechanism of brain drainage happens the most when you're sleeping. So sleep is so key. And a lot of people, people who take care of kids, people who are working, don't have the ability to adjust their sleep schedule, even though it's one of the most important things. From our standpoint, we are looking at a future where just an increasing number of people are getting long COVID every year and there is just no accommodation. There's nothing. + +SCORING IN + +HANNAH: I kick myself all of the time because I am certain I got COVID at the grocery store in mid-March when the CDC was saying we don't need masks. That never made sense. I don't know why I just listened to them. But I see that same thing happening right now. We should be masking everywhere. We should be implementing extremely high quality ventilation systems everywhere. I feel like people think that they are fine, because this narrative of a vaccine-only approach has really been pushed on us. But most studies that look at this are showing, people who are vaccinated are still getting long COVID. And there's a false safety to have if you had COVID once and got through it okay. There's no reason to think reinfections are safer or not going to lead to long COVID. We know they do. So I would say that reevaluate your risk level, re-implement your safety procedures, don't go anywhere there are crowds. + +SCORING BUMP + +HANNAH: We are not protecting our society and we are going to learn the hard way. I think in a couple of years we are going to be a much, much sicker society and this is all going to be pretty axiomatic and maybe there will be protections put in place then. But right now, you can only protect yourself if you are putting these protections into place yourself. No one is protecting us. + +SCORING BUMP + +NOEL: Hannah Davis. She’s co-founder of the Patient Led Research Collaborative for long COVID. + +Earlier in the show we talked to Dr. Monica Verduzco-Gutierrez at the University of Texas Health Science Center at San Antonio. + +Thank you, sincerely, to all of the listeners who sent us their questions and stories about long COVID. We wish we could have answered all of them. We appreciate you reaching out. + +Today’s show was produced by Avishay Artsy. It was fact-checked by Serena Solin and Amanda Lewellyn. It was engineered by Efim Shapiro. Matthew Collette edited the show. I’m Noel King. It’s Today, Explained. + +SCORING OUT + +[10 SECONDS OF SILENCE] + + + +