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Updated workbook to use GPT-4o-mini (#1578)

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examples/Whisper_prompting_guide.ipynb
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@ -43,7 +43,7 @@
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@ -57,16 +57,16 @@
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"('data/product_names.wav', <http.client.HTTPMessage at 0x1105ac490>)"
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@ -102,7 +102,7 @@
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@ -119,7 +119,7 @@
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@ -128,7 +128,7 @@
"\"I stick contacts in my eyes. Do you really? Yeah. That works okay? You don't have to, like, just kind of pain in the butt every day to do that? No, it is. It is. And I sometimes just kind of miss the eye. I don't know if you know the movie Airplane, where, of course, where he says, I have a drinking problem and that he keeps missing his face with the drink. That's me and the contact lens. Surely, you must know that I know the movie Airplane. I do. I do know that. Stop calling me Shirley. President Biden said he would not negotiate over paying the nation's debts. But he is meeting today with House Speaker Kevin McCarthy. Other leaders of Congress will also attend. So how much progress can they make? I'm E. Martinez with Steve Inskeep, and this is Up First from NPR News. Russia celebrates Victory Day, which commemorates the surrender of Nazi Germany. Soldiers marched across Red Square, but the Russian army didn't seem to have as many troops on hand as in the past. So what does this ritual say about the war Russia is fighting right now?\""
]
},
"execution_count": 6,
"execution_count": 4,
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"output_type": "execute_result"
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@ -151,50 +151,23 @@
"cell_type": "markdown",
"metadata": {},
"source": [
"In the unprompted transcript, 'President Biden' is capitalized. However, if we pass in a fictitious prompt of 'president biden' in lowercase, Whisper matches the style and generates a transcript in all lowercase."
"Let's explore how prompts influence the style of the transcript. In the previous unprompted transcript, 'President Biden' is capitalized. \n",
"\n",
"Let's try and use a prompt to write \"president biden\" in lower case. We can start by passing in a prompt of 'president biden' in lowercase and see if we can get Whisper to match the style and generate the transcript in all lowercase."
]
},
{
"cell_type": "code",
"execution_count": 7,
"execution_count": 5,
"metadata": {},
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{
"data": {
"text/plain": [
"\"I stick contacts in my eyes. Do you really? Yeah. That works okay? You don't have to, like, just kind of pain in the butt every day to do that? No, it is. It is. And I sometimes just kind of miss the eye. I don't know if you know the movie Airplane? Yes. Of course. Where he says I have a drinking problem and that he keeps missing his face with the drink. That's me and the contact lens. Surely, you must know that I know the movie Airplane. I do. I do know that. Don't call me Shirley. Stop calling me Shirley. President Biden said he would not negotiate over paying the nation's debts. But he is meeting today with House Speaker Kevin McCarthy. Other leaders of Congress will also attend. So how much progress can they make? I'm E. Martinez with Steve Inskeep and this is Up First from NPR News. Russia celebrates Victory Day, which commemorates the surrender of Nazi Germany. Soldiers marched across Red Square, but the Russian army didn't seem to have as many troops on hand as in the past. So what does this ritual say about the war Russia is fighting right now?\""
"\"I stick contacts in my eyes. Do you really? Yeah. That works okay? You don't have to, like, just kind of pain in the butt every day to do that? No, it is. It is. And I sometimes just kind of miss the eye. I don't know if you know the movie Airplane? Yes. Of course. Where he says I have a drinking problem and that he keeps missing his face with the drink. That's me and the contact lens. Surely, you must know that I know the movie Airplane. I do. I do know that. Stop calling me Shirley. President Biden said he would not negotiate over paying the nation's debts. But he is meeting today with House Speaker Kevin McCarthy. Other leaders of Congress will also attend. So how much progress can they make? I'm E. Martinez with Steve Inskeep and this is Up First from NPR News. Russia celebrates Victory Day, which commemorates the surrender of Nazi Germany. Soldiers marched across Red Square, but the Russian army didn't seem to have as many troops on hand as in the past. So what does this ritual say about the war Russia is fighting right now?\""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# lowercase prompt\n",
"transcribe(up_first_filepath, prompt=\"president biden\")"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Be aware that when prompts are short, Whisper may be less reliable at following their style."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\"I stick contacts in my eyes. Do you really? Yeah. That works okay? You don't have to, like, just kind of pain in the butt every day to do that? No, it is. It is. And I sometimes just kind of miss the eye. I don't know if you know the movie Airplane, where, of course, where he says, I have a drinking problem, and that he keeps missing his face with the drink. That's me and the contact lens. Surely, you must know that I know the movie Airplane. I do. I do know that. Stop calling me Shirley. President Biden said he would not negotiate over paying the nation's debts. But he is meeting today with House Speaker Kevin McCarthy. Other leaders of Congress will also attend. So how much progress can they make? I'm E. Martinez with Steve Inskeep, and this is Up First from NPR News. Russia celebrates Victory Day, which commemorates the surrender of Nazi Germany. Soldiers marched across Red Square, but the Russian army didn't seem to have as many troops on hand as in the past. So what does this ritual say about the war Russia is fighting right now?\""
]
},
"execution_count": 8,
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
@ -209,21 +182,21 @@
"cell_type": "markdown",
"metadata": {},
"source": [
"Long prompts may be more reliable at steering Whisper."
"Be aware that when prompts are short, Whisper may be less reliable at following their style. Long prompts may be more reliable at steering Whisper. Let's try that again with a longer prompt."
]
},
{
"cell_type": "code",
"execution_count": 9,
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\"i stick contacts in my eyes. do you really? yeah. that works okay? you don't have to, like, just kind of pain in the butt? no, it is. it is. and i sometimes just kind of miss the eye. i don't know if you know, um, the movie airplane? yes. of course. where he says i have a drinking problem. and that he keeps missing his face with the drink. that's me in the contact lens. surely, you must know that i know the movie airplane. i do. i do know that. don't call me surely. stop calling me surely. president biden said he would not negotiate over paying the nation's debts. but he is meeting today with house speaker kevin mccarthy. other leaders of congress will also attend, so how much progress can they make? i'm amy martinez with steve inskeep, and this is up first from npr news. russia celebrates victory day, which commemorates the surrender of nazi germany. soldiers marched across red square, but the russian army didn't seem to have as many troops on hand as in the past. so what does this ritual say about the war russia is fighting right now?\""
"\"i stick contacts in my eyes. do you really? yeah. that works okay? you don't have to, like, just kind of pain in the butt? no, it is. it is. and i sometimes just kind of miss the eye. i don't know if you know, um, the movie airplane? yes. of course. where he says i have a drinking problem. and that he keeps missing his face with the drink. that's me in the contact lens. surely, you must know that i know the movie airplane. i do. i do know that. don't call me shirley. stop calling me shirley. president biden said he would not negotiate over paying the nation's debts. but he is meeting today with house speaker kevin mccarthy. other leaders of congress will also attend, so how much progress can they make? i'm amy martinez with steve inskeep, and this is up first from npr news. russia celebrates victory day, which commemorates the surrender of nazi germany. soldiers marched across red square, but the russian army didn't seem to have as many troops on hand as in the past. so what does this ritual say about the war russia is fighting right now?\""
]
},
"execution_count": 9,
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
@ -238,21 +211,23 @@
"cell_type": "markdown",
"metadata": {},
"source": [
"Whisper is also less likely to follow rare or odd styles."
"That worked better.\n",
"\n",
"It's also worth noting that Whisper is less likely to follow rare or odd styles that are atypical for a transcript."
]
},
{
"cell_type": "code",
"execution_count": 10,
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\"I stick contacts in my eyes. Do you really? Yeah. That works okay. You don't have to like, it's not a pain in the butt. It is. And I sometimes just kind of miss the eye. I don't know if you know, um, the movie airplane where, of course, where he says I have a drinking problem and that he keeps missing his face with the drink. That's me in the contact lens. Surely you must know that I know the movie airplane. Uh, I do. I do know that. Stop calling me Shirley. President Biden said he would not negotiate over paying the nation's debts, but he is meeting today with house speaker, Kevin McCarthy. Other leaders of Congress will also attend. So how much progress can they make? I mean, Martinez with Steve Inskeep, and this is up first from NPR news. Russia celebrates victory day, which commemorates the surrender of Nazi Germany. Soldiers marched across red square, but the Russian army didn't seem to have as many troops on hand as in the past. So what does this ritual say about the war? Russia is fighting right now.\""
"\"I stick contacts in my eyes. Do you really? Yeah. That works okay. You don't have to like, it's not a pain in the butt. Oh, it is. And I sometimes just kind of miss the eye. Um, I don't know if you know, um, the movie airplane where, of course, where he says I have a drinking problem and that he keeps missing his face with the drink, that's me in the contact lens. Surely you must know that I know the movie airplane. Uh, I do. I do know that. Stop calling me Shirley. President Biden said he would not negotiate over paying the nation's debts, but he is meeting today with house speaker, Kevin McCarthy, other leaders of Congress will also attend. So how much progress can they make? I mean, Martinez with Steve Inskeep, and this is up first from NPR news. Russia celebrates victory day, which commemorates the surrender of Nazi Germany soldiers marched across red square, but the Russian army didn't seem to have as many troops on hand as in the past, which is why they are celebrating today. So what does this ritual say about the war Russia is fighting right now?\""
]
},
"execution_count": 10,
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
@ -274,14 +249,14 @@
"source": [
"## Pass names in the prompt to prevent misspellings\n",
"\n",
"Whisper may incorrectly transcribe uncommon proper nouns such as names of products, companies, or people.\n",
"Whisper may incorrectly transcribe uncommon proper nouns such as names of products, companies, or people. In this manner, you can use prompts to help correct those spellings.\n",
"\n",
"We'll illustrate with an example audio file full of product names."
]
},
{
"cell_type": "code",
"execution_count": 11,
"execution_count": 8,
"metadata": {},
"outputs": [
{
@ -290,7 +265,7 @@
"'Welcome to Quirk, Quid, Quill, Inc., where finance meets innovation. Explore diverse offerings, from the P3 Quattro, a unique investment portfolio quadrant, to the O3 Omni, a platform for intricate derivative trading strategies. Delve into unconventional bond markets with our B3 Bond X and experience non-standard equity trading with E3 Equity. Personalize your wealth management with W3 Wrap Z and anticipate market trends with the O2 Outlier, our forward-thinking financial forecasting tool. Explore venture capital world with U3 Unifund or move your money with the M3 Mover, our sophisticated monetary transfer module. At Quirk, Quid, Quill, Inc., we turn complex finance into creative solutions. Join us in redefining financial services.'"
]
},
"execution_count": 11,
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
@ -310,7 +285,7 @@
},
{
"cell_type": "code",
"execution_count": 12,
"execution_count": 9,
"metadata": {},
"outputs": [
{
@ -319,7 +294,7 @@
"'Welcome to QuirkQuid Quill Inc, where finance meets innovation. Explore diverse offerings, from the P3-Quattro, a unique investment portfolio quadrant, to the O3-Omni, a platform for intricate derivative trading strategies. Delve into unconventional bond markets with our B3-BondX and experience non-standard equity trading with E3-Equity. Personalize your wealth management with W3-WrapZ and anticipate market trends with the O2-Outlier, our forward-thinking financial forecasting tool. Explore venture capital world with U3-UniFund or move your money with the M3-Mover, our sophisticated monetary transfer module. At QuirkQuid Quill Inc, we turn complex finance into creative solutions. Join us in redefining financial services.'"
]
},
"execution_count": 12,
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
@ -341,7 +316,7 @@
},
{
"cell_type": "code",
"execution_count": 13,
"execution_count": 10,
"metadata": {},
"outputs": [
{
@ -350,7 +325,7 @@
"\"Hello, my name is Preston Tuggle. I'm based in New York City. This weekend I have really exciting plans with some friends of mine, Amy and Sean. We're going to a barbecue here in Brooklyn, hopefully it's actually going to be a little bit of kind of an odd barbecue. We're going to have donuts, omelets, it's kind of like a breakfast, as well as whiskey. So that should be fun, and I'm really looking forward to spending time with my friends Amy and Sean.\""
]
},
"execution_count": 13,
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
@ -370,7 +345,7 @@
},
{
"cell_type": "code",
"execution_count": 14,
"execution_count": 11,
"metadata": {},
"outputs": [
{
@ -379,7 +354,7 @@
"\"Hello, my name is Preston Tuggle. I'm based in New York City. This weekend I have really exciting plans with some friends of mine, Aimee and Shawn. We're going to a barbecue here in Brooklyn. Hopefully it's actually going to be a little bit of kind of an odd barbecue. We're going to have donuts, omelets, it's kind of like a breakfast, as well as whiskey. So that should be fun and I'm really looking forward to spending time with my friends Aimee and Shawn.\""
]
},
"execution_count": 14,
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
@ -401,7 +376,7 @@
},
{
"cell_type": "code",
"execution_count": 15,
"execution_count": 12,
"metadata": {},
"outputs": [
{
@ -410,7 +385,7 @@
"\"Hello, my name is Preston Tuggle. I'm based in New York City. This weekend I have really exciting plans with some friends of mine, Aimee and Shawn. We're going to a barbecue here in Brooklyn. Hopefully, it's actually going to be a little bit of an odd barbecue. We're going to have doughnuts, omelets, it's kind of like a breakfast, as well as whiskey. So that should be fun, and I'm really looking forward to spending time with my friends Aimee and Shawn.\""
]
},
"execution_count": 15,
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
@ -422,7 +397,7 @@
},
{
"cell_type": "code",
"execution_count": 16,
"execution_count": 13,
"metadata": {},
"outputs": [
{
@ -431,7 +406,7 @@
"\"Hello, my name is Preston Tuggle. I'm based in New York City. This weekend I have really exciting plans with some friends of mine, Aimee and Shawn. We're going to a BBQ here in Brooklyn. Hopefully it's actually going to be a little bit of kind of an odd BBQ. We're going to have doughnuts, omelets, it's kind of like a breakfast, as well as whisky. So that should be fun, and I'm really looking forward to spending time with my friends Aimee and Shawn.\""
]
},
"execution_count": 16,
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
@ -453,7 +428,7 @@
},
{
"cell_type": "code",
"execution_count": 15,
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
@ -461,7 +436,7 @@
"def fictitious_prompt_from_instruction(instruction: str) -> str:\n",
" \"\"\"Given an instruction, generate a fictitious prompt.\"\"\"\n",
" response = client.chat.completions.create(\n",
" model=\"gpt-3.5-turbo-0613\",\n",
" model=\"gpt-4o-mini\",\n",
" temperature=0,\n",
" messages=[\n",
" {\n",
@ -477,14 +452,14 @@
},
{
"cell_type": "code",
"execution_count": 16,
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Oh, do you remember that amazing vacation we took to Maine?... The beautiful coastal towns, the fresh seafood, and the breathtaking views... It was truly a trip to remember... I still can't get over how picturesque it was... The quaint little fishing villages with their colorful houses... And the lighthouses dotting the rugged coastline... It felt like we were in a postcard... And the lobster... Oh, the lobster... I've never tasted anything so delicious... We must have had it every day... And let's not forget about the clam chowder... Creamy, flavorful, and packed with fresh clams... It was like a taste of heaven... And the hikes we went on... The trails through the lush forests and along the rocky cliffs... The air was so crisp and invigorating... I could have spent hours just exploring the natural beauty of Maine... And the people we met... So friendly and welcoming... They made us feel right at home... I can't wait to go back and experience it all over again... Maine truly stole a piece of my heart...\n"
"Remember that time we went to Maine and got lost on that hiking trail... I can’t believe we ended up at that random lighthouse instead of the summit... It was so foggy, I thought we were going to walk right off the cliff... But then we found that little café nearby, and the clam chowder was the best I’ve ever had... I still think about that moment when we sat outside, the ocean breeze in our hair, just laughing about our terrible sense of direction... And how we met those locals who told us all about the history of the area... I never knew there were so many shipwrecks along the coast... It made the whole trip feel like an adventure, even if we were a bit lost... Do you remember the sunset that night? The colors were unreal, like something out of a painting... I wish we could go back and do it all over again... Just the two of us, exploring, eating, and getting lost... It was such a perfect escape from everything... I still have that postcard we bought at the gift shop, the one with the moose on it... I keep it on my fridge as a reminder of that trip... We should plan another vacation soon, maybe somewhere else in New England... I’d love to see more of the coast, maybe even go whale watching... What do you think?\n"
]
}
],
@ -496,16 +471,16 @@
},
{
"cell_type": "code",
"execution_count": 17,
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\"I stick contacts in my eyes. Do you really? Yeah. That works okay? You don't have to, like, just kind of pain in the butt every day to do that? No, it is. It is. And I sometimes just kind of miss the eye. Oh, you don't know... I don't know if you know the movie Airplane? Yes. Where... Of course. Where he says, I have a drinking problem. And that he keeps missing his face with the drink. That's me in the contact lens. Surely, you must know that I know the movie Airplane. I do. I do know that. Don't call me Shirley. Stop calling me Shirley. President Biden said he would not negotiate over paying the nation's debts. But he is meeting today with House Speaker Kevin McCarthy. Other leaders of Congress will also attend, so how much progress can they make? I'm Ian Martinez with Steve Inskeep, and this is Up First from NPR News. Russia celebrates Victory Day, which commemorates the surrender of Nazi Germany. Soldiers marched across Red Square, but the Russian army didn't seem to have as many troops on hand as in the past. So what does this ritual say about the war Russia is fighting right now?\""
"'I stick contacts in my eyes... Do you really? That works ok? You don′t have to just kind of pain the butt? It is, and I sometimes just kind of miss the eye... I don′t know if you know the movie Airplane? Yes. Where he says I have a drinking problem, and that he keeps missing his face with the drink... That′s me and the contact lens... Surely you must know that I know the movie Airplane... I do, and don′t call me Shirley... I do know that, stop calling me Shirley... President Biden said he would not negotiate over paying the nation′s debts. But he is meeting today with House Speaker Kevin McCarthy. Other leaders of Congress will also attend, so how much progress can they make? I′m Ian Martinez with Steve Inskeep, and this is Up First from NPR News. Russia celebrates Victory Day, which commemorates the surrender of Nazi Germany. Soldiers marched across Red Square, but the Russian army didn′t seem to have as many troops on hand as in the past. So what does this ritual say about the war Russia is fighting right now?'"
]
},
"execution_count": 17,
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
@ -524,23 +499,23 @@
},
{
"cell_type": "code",
"execution_count": 18,
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Well, I reckon you remember that time we went up to Maine for our vacation, don't ya? Boy, oh boy, what a trip that was! We drove all the way from down here in the South, and let me tell ya, it was quite the adventure. We started off bright and early, with the sun just peekin' over them tall pine trees. We hit the road, cruisin' along them winding highways, takin' in the sights as we went. I tell ya, the scenery up there was somethin' else. Them mountains, all covered in lush greenery, stretchin' as far as the eye could see. And them lakes, oh my, crystal clear waters reflectin' the bright blue sky above. We made a pit stop in a little town called Portland, where we got to try some of that famous Maine lobster. Now, I ain't never tasted anything quite like it. Fresh outta the ocean, melt-in-your-mouth goodness, I tell ya. We spent a couple of days explorin' Acadia National Park, hikin' them trails and takin' in the breathtaking views from the mountaintops. And let me tell ya, that ocean breeze sure did feel mighty fine on our skin. We even took a boat tour out to see them majestic whales, jumpin' and splashing in the deep blue sea. It was a sight to behold, my friend. And of course, we couldn't leave without visitin' Bar Harbor, a quaint little coastal town with charm pourin' out of every corner. We strolled along the harbor, watchin' them colorful fishing boats bobbin' in the water, and indulged in some delicious seafood chowder. Maine sure did steal a piece of our hearts, my friend. The memories we made on that trip will stay with us forever.\n"
"Remember that time we went to Maine and got lost trying to find that lighthouse? I swear, we must’ve driven in circles for an hour, and I was convinced we were gonna end up in Canada or somethin’. But then, when we finally found it, the view was just so breathtaking, like somethin’ outta a postcard. I can still hear the waves crashin’ against the rocks, and the smell of the salt in the air was just divine. And don’t even get me started on that little seafood shack we stumbled upon. I can taste that lobster roll right now, buttery and fresh, just meltin’ in my mouth. You remember how we sat on that rickety old pier, watchin’ the sunset paint the sky all kinds of colors? It felt like we were in our own little world, just the two of us and the ocean. And how about that time we tried to go kayaking? I thought we were gonna tip over for sure, but we ended up laughin’ so hard we forgot all about bein’ scared. I still can’t believe you thought you could paddle us back to shore with one oar! Those were the days, huh? I miss that carefree feelin’, just explorin’ and not a worry in the world. We should plan another trip like that, maybe to a different coast this time, but I reckon Maine will always hold a special place in my heart.\n"
]
},
{
"data": {
"text/plain": [
"\"I stick contacts in my eyes. Do you really? Yeah. That works okay? You don't have to, like, just kinda pain in the butt? No, it is. It is. And I sometimes just kinda miss the eye. I don't know if you know the movie Airplane? Yes. Of course. Where he says, I have a drinking problem. And that he keeps missing his face with the drink. That's me in the contact lens. Surely you must know that I know the movie Airplane. I do. I do know that. Stop calling me Shirley. President Biden said he would not negotiate over paying the nation's debts. But he is meeting today with House Speaker Kevin McCarthy. Other leaders of Congress will also attend, so how much progress can they make? I'm Ian Martinez with Steve Inskeep, and this is Up First from NPR News. Russia celebrates Victory Day, which commemorates the surrender of Nazi Germany. Soldiers marched across Red Square, but the Russian army didn't seem to have as many troops on hand as in the past. So what does this ritual say about the war Russia is fighting right now?\""
"'I stick contacts in my eyes. Do you really? Yeah. That works okay? You don’t have to, like, just kinda pain in the butt every day to do that? No, it is. It is. And I sometimes just kind of miss the eye. I don’t know if you know, um, the movie Airplane? Yes. Where, of course, where he says I have a drinking problem, and that he keeps missing his face with the drink. That’s me and the contact lens. Surely, you must know that I know the movie Airplane. I do. I don’t call me Shirley. I do know that. Stop calling me Shirley. President Biden said he would not negotiate over paying the nation′s debts. But he is meeting today with House Speaker Kevin McCarthy. Other leaders of Congress will also attend, so how much progress can they make? I’m Ian Martinez with Steve Inskeep, and this is Up First from NPR News. Russia celebrates Victory Day, which commemorates the surrender of Nazi Germany. Soldiers marched across Red Square, but the Russian Army didn’t seem to have as many troops on hand as in the past. So what does this ritual say about the war Russia is fighting right now?'"
]
},
"execution_count": 18,
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
@ -558,7 +533,7 @@
"hash": "0af78ea401376c1c4a6f66b9995db91bd98317ec0c0b3d5a3d7d740bca6dfcbf"
},
"kernelspec": {
"display_name": "Python 3.9.9 64-bit ('3.9.9')",
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
@ -572,10 +547,9 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.3"
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