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November 28, 2023 01:43
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"recession_bars": "on", | |
"showNavigator": "true", | |
"available_chart_types": [ | |
"line", | |
"area", | |
"column", | |
"scatter", | |
"pie", | |
"bubble" | |
], | |
"log_scales": { | |
"left": false, | |
"right": false, | |
"bottom": false, | |
"bubble-size": false | |
}, | |
"available_stacking": ["normal", "percent"], | |
"legacy_url": "bgcolor=%23E1E9F0&chart_type=line&drp=0&fo=open%20sans&graph_bgcolor=%23ffffff&height=450&mode=fred&recession_bars=on&txtcolor=%23444444&ts=12&tts=12&width=1318&nt=0&thu=0&trc=0&show_legend=yes&show_axis_titles=yes&show_tooltip=yes&id=SOFR30DAYAVG&scale=left&cosd=2018-11-24&coed=2023-11-24&line_color=%234572a7&link_values=false&line_style=solid&mark_type=none&mw=3&lw=2&ost=-99999&oet=99999&mma=0&fml=a&fq=Daily&fam=avg&fgst=lin&fgsnd=2020-02-01&line_index=0&transformation=lin&vintage_date=2023-11-27&revision_date=2023-11-27&nd=2018-05-02", | |
"piedate": null, | |
"lastModified": "Fri, 24 Nov 2023 13:01:03 GMT", | |
"obsFetch": false, | |
"initialPayload": true | |
}, | |
"xAxis": {}, | |
"yAxis": {}, | |
"seriesObjects": [ | |
{ | |
"type": "time-series", | |
"line_index": 1, | |
"legendIndex": 1, | |
"title": "30-Day Average SOFR", | |
"hide_marks": true, | |
"available_formula_transformations": { | |
"lin": { | |
"full": "", | |
"short": "" | |
}, | |
"chg": { | |
"full": "Change", | |
"short": "Chg." | |
}, | |
"ch1": { | |
"full": "Change from Year Ago", | |
"short": "Chg. from Yr. Ago" | |
}, | |
"pch": { | |
"full": "Percent Change", | |
"short": "% Chg." | |
}, | |
"pc1": { | |
"full": "Percent Change from Year Ago", | |
"short": "% Chg. from Yr. Ago" | |
}, | |
"pca": { | |
"full": "Compounded Annual Rate of Change", | |
"short": "Comp. Annual Rate of Chg." | |
}, | |
"cch": { | |
"full": "Continuously Compounded Rate of Change", | |
"short": "Cont. Comp. Rate of Chg." | |
}, | |
"cca": { | |
"full": "Continuously Compounded Annual Rate of Change", | |
"short": "Cont. Comp. Annual Rate of Chg." | |
}, | |
"log": { | |
"full": "Natural Log", | |
"short": "Log" | |
}, | |
"nbd": { | |
"full": "Index (Scale value to 100 for chosen period)", | |
"short": "Index" | |
} | |
}, | |
"line_color": "#4572a7", | |
"line_style": "solid", | |
"lw": 2, | |
"mark_type": "none", | |
"mw": 3, | |
"scale": "left", | |
"decimal_places": 5, | |
"frequency": "Daily", | |
"fq": "Daily", | |
"available_colors": { | |
"1": "#4572A7", | |
"2": "#AA4643", | |
"3": "#89A54E", | |
"4": "#80699B", | |
"5": "#3D96AE", | |
"6": "#DB843D", | |
"7": "#92A8CD", | |
"8": "#A47D7C", | |
"9": "#B5CA92", | |
"10": "#91e8e1", | |
"11": "#8d4653", | |
"12": "#8085e8" | |
}, | |
"available_fams": { | |
"Average": "avg", | |
"Sum": "sum", | |
"End of Period": "eop" | |
}, | |
"fam": "avg", | |
"available_fqs": [ | |
"Daily", | |
"Weekly, Ending Friday", | |
"Weekly, Ending Thursday", | |
"Weekly, Ending Wednesday", | |
"Weekly, Ending Tuesday", | |
"Weekly, Ending Monday", | |
"Weekly, Ending Sunday", | |
"Weekly, Ending Saturday", | |
"Biweekly, Ending Wednesday", | |
"Biweekly, Ending Monday", | |
"Monthly", | |
"Quarterly", | |
"Semiannual", | |
"Annual" | |
], | |
"fml": "a", | |
"fgst": "lin", | |
"fgsnd": "2020-02-01", | |
"all_fred_series_have_same_frequency": true, | |
"has_fred_series_with_nbd_transformation": false, | |
"cosd": "2018-11-24", | |
"coed": "2023-11-24", | |
"min_date": "2018-05-02", | |
"max_date": "2023-11-24", | |
"year_range": 5, | |
"ost": -99999, | |
"oet": 99999, | |
"available_mmas": [0, 1, 2], | |
"mma": 0, | |
"graph_series_ids": ["SOFR30DAYAVG"], | |
"series_objects": { | |
"a": { | |
"series_id": "SOFR30DAYAVG", | |
"title": "30-Day Average SOFR", | |
"season": "Not Seasonally Adjusted", | |
"season_short": "NSA", | |
"frequency": "Daily", | |
"frequency_short": "D", | |
"units": "Percent", | |
"units_short": "%", | |
"keywords": "", | |
"all_obs_transformations": { | |
"lin": "Percent", | |
"cap": "Percent per Capita", | |
"chg": "Change, Percent", | |
"ch1": "Change from Year Ago, Percent", | |
"pch": "Percent Change", | |
"pc1": "Percent Change from Year Ago", | |
"pca": "Compounded Annual Rate of Change", | |
"cch": "Continuously Compounded Rate of Change", | |
"cca": "Continuously Compounded Annual Rate of Change" | |
}, | |
"abbreviated_all_obs_transformations": { | |
"lin": "Levels", | |
"cap": "Levels per Capita", | |
"chg": "Chg.", | |
"ch1": "Chg. from Yr. Ago", | |
"pch": "% Chg.", | |
"pc1": "% Chg. from Yr. Ago", | |
"pca": "Comp. Annual Rate of Chg.", | |
"cch": "Cont. Comp. Rate of Chg.", | |
"cca": "Cont. Comp. Annual Rate of Chg.", | |
"log": "Log" | |
}, | |
"obs_transformations": { | |
"lin": "Percent", | |
"chg": "Change, Percent", | |
"ch1": "Change from Year Ago, Percent", | |
"pch": "Percent Change", | |
"pc1": "Percent Change from Year Ago", | |
"pca": "Compounded Annual Rate of Change", | |
"cch": "Continuously Compounded Rate of Change", | |
"cca": "Continuously Compounded Annual Rate of Change" | |
}, | |
"valid_start_date": "2023-11-27", | |
"valid_end_date": "2023-11-27", | |
"vintage_date": "2023-11-27", | |
"available_revision_dates": ["2023-11-27"], | |
"revision_date": "2023-11-27", | |
"relative_vintage": null, | |
"nd": "2018-05-02", | |
"step_line": "f", | |
"transformation": "lin", | |
"available_units": { | |
"lin": "Percent", | |
"chg": "Change, Percent", | |
"ch1": "Change from Year Ago, Percent", | |
"pch": "Percent Change", | |
"pc1": "Percent Change from Year Ago", | |
"pca": "Compounded Annual Rate of Change", | |
"cch": "Continuously Compounded Rate of Change", | |
"cca": "Continuously Compounded Annual Rate of Change" | |
}, | |
"min_valid_start_date": "2023-11-24", | |
"max_valid_start_date": null, | |
"min_obs_start_date": "2018-05-02", | |
"max_obs_start_date": "2023-11-24", | |
"last_updated": "2023-11-24 07:01:03-06" | |
} | |
}, | |
"lsv": null, | |
"lev": null, | |
"observation_grouping_approximation": "close", | |
"chart_key": "74fa96e079fbd69d3f91fbf1548b7a4b" | |
} | |
], | |
"fredLogo": { | |
"width": 105, | |
"height": 22, | |
"image": "https://fred.stlouisfed.org/images/fredgraph-logo-2x.png" | |
}, | |
"container": { | |
"width": 1318, | |
"height": 450 | |
}, | |
"defaultFontSize": 12, | |
"defaultMaxTicks": 10, | |
"showNavigator": true, | |
"showCredits": true, | |
"dataParams": {}, | |
"dataUrl": "https://fred-sa.stlouisfed.org/graph/graph-data.php", | |
"graphBreakpointWidth": 400, | |
"observations": {}, | |
"axisTitleHeight": 300, | |
"titleWidth": 1153, | |
"alignTicks": true, | |
"borderRadius": 0, | |
"recessionBars": "on", | |
"spacingBottom": 15, | |
"spacingTop": 50, | |
"spacingRight": 20, | |
"zoomType": "x", | |
"style": { | |
"fontFamily": "Open Sans", | |
"color": "color: rgb(68, 68, 68)" | |
}, | |
"chartTypes": { | |
"line": "LINE", | |
"area": "AREA", | |
"column": "BAR", | |
"scatter": "PLOT", | |
"pie": "SEGMENT" | |
}, | |
"chartTypeIcons": { | |
"line": "fa-chart-line", | |
"area": "fa-chart-area", | |
"column": "fa-chart-bar", | |
"pie": "fa-chart-pie", | |
"scatter": "" | |
} | |
} |
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import pprint | |
import json | |
import requests | |
import pandas | |
from datetime import datetime | |
from playwright.sync_api import sync_playwright | |
FRED_REQUEST_HEADER = { | |
"accept": "application/json", | |
"accept-language": "en,zh-CN;q=0.9,zh;q=0.8,zh-TW;q=0.7", | |
"content-type": "text/plain;charset=UTF-8", | |
"sec-ch-ua": '"Google Chrome";v="119", "Chromium";v="119", "Not?A_Brand";v="24"', | |
"sec-ch-ua-mobile": "?0", | |
"sec-ch-ua-platform": '"macOS"', | |
"sec-fetch-dest": "empty", | |
"sec-fetch-mode": "cors", | |
"sec-fetch-site": "same-origin", | |
"cookie": "ak_bmsc=74F9473DDCCBE9E187991FD095778CF4~000000000000000000000000000000~YAAQPyZzaBMLeduLAQAAHVsJEBWTBN9zvtuCo/TK8JY+nR23N+HUWTG+FQaP2kdKXGYXe1lVpYDnxIQt6NQBnekiM5TaYXndSQc1ulNtHcOJD/kTqud9gd2G3dKzHb3+1OnRSUIEfNYwebpy12JdwjOxzwweyOu5DMBJFBp7tRB33yLtyYsqCiu+ukUDMyRKBqRGy8VAFthbLF04+RwXM7YgzWZPvc6bsca24XXH4U5aJXHmx6w2Bf5oUBurESTO90u3x/2DMLyC71oz64H6SuQSrhVkJ9bUX05bmfIl/eJHXAK6iPIGcRX24Nu+W5XjSV8aV8F0GqMoAtGuPtXqeb6eITFD6ymoI6jIPoCEwJ/lwloEN4zy5zqNZ9tytcOojuByTc6ezbdN/kMWFw==; _gid=GA1.2.684653607.1701076097; _gat_UA-9926151-1=1; _gat_UA-9926151-28=1; bm_sv=CD76F0829868086B39683040C13440F8~YAAQPyZzaBE5eduLAQAAE7YOEBVPSoX7E891W2KKvRWLtO2kXaFiXhha357I4UkaTWFes0M3BxlD8aQG4xQxWPy3EljCvtzCcUN2U/TniEJRoTGwgnTDzUuUDKs1Mzzl9mg621dSJuYqHZBnmtFvT+yPQ9oEyR9+msoadFQt/Pphn6bhJA08FpWRKCKmOaH+O37AfwsK/VU6YM4QyQPqyJL07oBo4X8P/JI5k51zkXOALRdrs8JTNiKD52w2vjvS4Lsw2A==~1; _ga_M8THG4VKKZ=GS1.1.1701076096.2.1.1701076447.0.0.0; _ga=GA1.2.374959731.1700703612", | |
"Referer": "https://fred.stlouisfed.org/series/SOFR", | |
"Referrer-Policy": "strict-origin-when-cross-origin", | |
} | |
## http method | |
# https://developer.mozilla.org/zh-TW/docs/Web/HTTP/Methods | |
## json | |
# https://www.json.org/json-en.html | |
## unixtime | |
# https://tool.chinaz.com/tools/unixtime.aspx | |
def AMERIBOR(): | |
url = "https://www.ameribor.net/" | |
res = requests.get("https://us-central1-ameribor.cloudfunctions.net/api/rates") | |
results = [] | |
for item in res.json(): | |
if datetime.strptime(item["date"], "%Y%m%d") > datetime.strptime( | |
"2023-01-01", "%Y-%m-%d" | |
): | |
results.append(item) | |
df = pandas.DataFrame(results) | |
print(df) | |
def base_fred_request(req_type="SOFR"): | |
# TODO 需要传入当天时间到payload中 | |
with open(f"{req_type}.json", "r") as f: | |
payload = json.loads(f.read()) | |
res = requests.post( | |
f"https://fred.stlouisfed.org/graph/api/series/?obs=True&sid={req_type}", | |
headers=FRED_REQUEST_HEADER, | |
data=json.dumps(payload), | |
) | |
return res.json() | |
def SOFR(): | |
data = base_fred_request(req_type="SOFR") | |
print(data["observations"][-1]) | |
def PRIME(): | |
data = base_fred_request(req_type="DPRIME") | |
print(data["observations"][-1]) | |
def D30_SOFR_AVG(): | |
data = base_fred_request(req_type="SOFR30DAYAVG") | |
print(data["observations"][-1]) | |
def M1_TermSOFR(): | |
url = "https://www.cmegroup.com/market-data/cme-group-benchmark-administration/term-sofr.html#contact" | |
with sync_playwright() as p: | |
browser = p.chromium.launch(headless=False) | |
page = browser.new_page() | |
page.goto(url) | |
page.wait_for_selector("iframe#cmeIframe-9wptdylq") | |
table_page = page.frame_locator("iframe#cmeIframe-9wptdylq").locator( | |
"div.yui-gd" | |
) | |
table_page.inner_html() | |
df = pandas.read_html(table_page.inner_html()) | |
df[0].to_csv("cmd.csv") | |
browser.close() | |
if __name__ == "__main__": | |
# AMERIBOR() | |
# SOFR() | |
# PRIME() | |
# D30_SOFR_AVG() | |
M1_TermSOFR() |
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