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AquaLife Complete Water Conditioner- 4 oz - Treats 240 Gallons -Replaces slime coat -Removes chlorine, ammonia, and chloramines -Detoxifies nitrite and heavy metals -Adds essential electrolytes Prior to AquaLife Complete, no single water conditioner did the best job of relieving stress, removing chlorine, removing ammonia, and could be used for emergency ammonia or nitrite removal. AquaLife Complete has changed all of that. Use the ultimate water conditioner available for your pets. Make no compromises. AquaLife Complete is the most advanced all-in-one water conditioner and stress reliever on the market. Specifically formulated for the hobbyist with a serious commitment to keeping livestock thriving and healthy. AquaLife Complete is concentrated to deliver twice the results of other conditioners while reducing the chance of illnesses associated with stress. DIRECTIONS: To fully condition water for (1) new aquariums or ponds, (2) before, after or during water additions, or (3) before adding new fish, amphibians, or plants, add 1 teaspoon (~5mL) to AquaLife Complete Water Conditioner per ten (10) gallons of water. For larger applications use the following dose: 1 fl oz per 60 gallons of water. For nitrite removal, dose as directed, then test water for nitrite. If nitrite persists, add a second dose and test again. RECOMMENDATIONS: Perform regular water changes to keep the alkalinity (acid-neutralizing capacity) and pH stable. Use AquaLife Complete Water Conditioner as needed to eliminate and control ammonia at the regular dosage rate for each 1mg/L, or fraction thereof, of measured total ammonia or for each 0.85mg/L of measured ammonia-nitrogen. Use a salicylate (indophenol) type total ammonia test kit for testing. For dissolved-oxygen (DO) testing, use either a DO meter or an indigocarmine test. It may be used at the standard dose to stop or destroy permanganate treatments. CONTRAINDICATIONS: Do not use with permanganate-based or chlorite based treatments. Nessler's total ammonia test will give false high (or off scale) readings. Winkler dissolved oxygen test will give false, low (or zero) readings. INGREDIENTS: electrolytes, buffers and a proprietary polymer formula in aqueous solution. Manufactured for and distributed by Aquarium Life Support Systems
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Challenging Census Results The Census Bureau created a program after the 1990 census for states and local governments to challenge census results after detailed data is delivered. This program is called the Count Question Resolution (CQR). The guidelines on what can be challenged are very narrow in scope and are generally revised after each decennial census. The Census Bureau released the Federal Register Notice on October 29, 2021 and will notify counties in December about the CQR program and how to participate. The CQR program has previously allowed states and local governments to submit a request to review official census counts of population and housing, and to correct boundary, geocoding, and certain coverage or processing issues. While successful challenges can result in increased federal funding distributions and improved data for policy decision making, it cannot be used for redistricting purposes. The timetable to challenge census results will begin on January 3, 2022 and close June 30, 2023. The National Conference of State Legislatures (NCSL) has a detailed explanation of the program, what can be challenged, and the challenge process. This information can be accessed at Challenges to Census Data (ncsl.org). The Census Bureau released a detailed operational plan for CQR which can be viewed at 2020 Census Detailed Operational Plan for: 24. Count Question Resolution Operation (CQR). - Fall 2021: Federal Register notice announces the beginning of a 30-day comment period for the public. - December 2021: The Census Bureau plans to officially notify tribal, state and local government officials eligible to file CQR cases. - January 2022: The Census Bureau begins accepting CQR cases for processing from eligible tribal, state and local governments. - June 30, 2023: Deadline for governments to send CQR cases to the Census Bureau. - September 30, 2023: Deadline for the Census Bureau to provide results to impacted governmental units. ACCG Redistricting Tools ACCG has provided the following redistricting information for counties. The Toolkit provides resources, contact information, reference materials, sample documents, checklists, maps, and data that may be useful to counties during the redistricting process. On July 21, 2021. Gina Wright, the Executive Director for the Legislative and Congressional Reapportionment Office, who presented information on the local redistricting process and the steps and decisions counties will need to make to begin work on redistricting. 2020 Redistricting Data Released by Legislative and Congressional Reapportionment Office The Georgia Legislative and Congressional Reapportionment Office will be periodically posting new redistricting information on their website at https://www.legis.ga.gov/joint-office/reapportionment that will be of interest to counties. The following files have been posted that were derived from the 2020 Census Redistricting results released in August 2021. 2020 Redistricting Data Released by Census Bureau The US Census Bureau (Census Bureau) has released the Legacy and Summary Redistricting files on their website. The information contacted in each file format is the same, however, the Summary Redistricting files are provided in an easier-to-use format. Topics in both formats include 2020 Census population counts by race, Hispanic origin, voting age and housing unit data for counties, places, census tracts and blocks. Tables and maps are available at Census - Search Results. The Census Bureau also has in-depth instructional videos, tutorials, and other resources located at data.census.gov resources page and via the Census Academy, their virtual hub for learning data skills. Examples of resources provided are listed below: - Video: Comparing 2010 and 2020 Redistricting Data on data.census.gov - Data Gem: Can I Compare 2020 Census and 2010 Census Redistricting Data? - Video: Accessing 2020 Census Redistricting Data on data.census.gov - Data Gem: How Can I Access 2020 Census Redistricting Data? - Video: Accessing 2020 Census Redistricting Data on data.census.gov: Hispanic or Latino Populations - Data Gem: How Do I Access Group Quarters Population Data from the 2020 Census Redistricting Data Files? - Video: Accessing 2020 Census Redistricting Data on data.census.gov: Mapping Geographies - Course: The Comprehensive Course for Accessing 2020 Census Redistricting Data Census Bureau Resources on 2020 Redistricting Data: 2020 Apportionment Data Has Been Released The Census Bureau held a press conference on April 26, 2021 to formally present the 2020 Census apportionment counts. Apportionment counts are used to determine how many congressional seats each state receives. As part of this release, the Census Bureau also provided the state population counts. Information about apportionment data as well as the video of the Census Bureau press conference is available at 2020 Census Apportionment Counts Press Kit. The apportionment and state population tables are located at 2020 Census Apportionment Results. Population and apportionment maps which show growth by the US, region, and state from 1910-2020 are available here. The new official US population per the 2020 Census is 331, 449, 281. The official Georgia population is 10,711,908. Georgia had a 10.6% increase in population from 2010. The US population has increased by 7.4% since 2010 with the south having the fastest growth of any other region at 10.2%. Overall, the US has experienced the slowest growth rate in this past decade since the 1940 Census. In terms of changes in congressional seats, this is the smallest change since 1941. There was a shift of 7 seats that impacted 13 states. Georgia did not lose or gain a seat. For southern states, Texas, Florida, and North Carolina gained seats while West Virginia lost a seat. One congressional seat now represents 761,169 people, which is an increase of approximately 50,000 people. 2020 Census Reapportionment and Redistricting Data Collections for the 2020 Census ended on October 15, 2020. The Census Bureau is now in the process of reviewing and analyzing the results before it is officially submitted to the President, Congress, and the states. In January, the Census Bureau reported that the deadlines set forth in federal law for delivering the reapportionment (December 31) and redistricting (March 31) data from the 2020 Census could not be met due to operational delays associated with COVID 19. The deadline to provide the reapportionment data to the President has been officially changed to April 30 and the deadline for delivering the 2020 Census redistricting data to the states has been officially changed to September 30, 2021. The full press release issued by Census Bureau regarding the redistricting delay can be viewed here. The Census Bureau provides periodic updates on their process and progress in reviewing and analyzing 2020 Census data on their website here. The Census Bureau also has a dedicated web page on Redistricting Data Program Management. This web page includes redistricting geographic support tools, files, materials, and information. ACCG has been in contact with the Georgia Office of Reapportionment regarding redistricting. At this time, we do not have any information on how the delay in redistricting data will impact the redistricting process in our state. Once that information has been released, ACCG will work with the state to ensure that counties have the necessary information. There are new procedural changes for local redistricting based on legislation that passed in 2019. Training will be offered on these changes later this year. 2020 Census Geographic Support Tools for Georgia Released The Census Bureau has released Georgia geographic support tools for redistricting. These geographic products are provided to support redistricting efforts by state and local governments and contain newly created 2020 Census blocks and updated block groups, census tracts, voting districts, and current boundaries for legal governments and school districts referenced to Jan. 1, 2020. This data can be found here. The Census Bureau is hosting a series of web-based data workshops to assist partners in understanding and accessing the vast amount of census data. These summits are open to the public, but can be requested specifically for your county. Data summits will have census subject matter experts who will cover census data from the American Community Survey, Economic Census, decennial censuses, and population estimates. If you are interested in having a summit for your county, please contact Lindy Studds at [email protected]. Census Bureau Thank You Presentation Materials The U.S. Census Bureau hosted a webinar to thank ACCG and Georgia counties for our 2020 Census efforts, provide an overview of the final response rates, and provide a look ahead on how our continued partnership can build a bridge to the 2030 Census. The presentation also included information on Data Summits. A recording of the webinar and other resources can be accessed below. Since 1790, the U.S. Census Bureau has conducted a national census every ten years. The purpose of the census is to establish an accurate count of the nation’s population. States and local governments are currently in the process of preparing for the upcoming 2020 Census, which will begin on April 1, 2020. To ensure that counties are well informed and taking all the necessary steps, ACCG created this resource center. The Role of Counties in the Census Ensuring that each county has an accurate census count is very important. The George Washington Institute of Public Policy reported that Georgia received almost $24 billion ($2300 per person per year ) in federal funding from the 55 largest federal programs based on 2010 census data.. Failure to count just 10 households containing 2.5 people in your county could result in the loss of $575,000 over the 10-year census period. In addition to federal funding, census data is used for local planning purposes, LOST renegotiations, service delivery, redistricting, state and federal grant eligibility, tier designation, economic development, business expansion and location, and insurance premium tax distributions. Failing to properly prepare for and promote the census in your county can lead to an undercount which will impact your county for a 10-year period following the census. Hear directly from county manager, Merv Waldrov, and county administrator, Bob Sprinkel, on the importance and impact of census data on county government. Local Complete Count Committees The State Complete Count Committee was created in 2018 to provide educational and marketing tools and coordinate statewide census efforts for local communities to use in promoting the 2020 Census. Local Complete Count Committees (LCCCs) are the grassroots committees that work directly with their communities to spread awareness and should formed at the county level. LCCCs are established to educate and inform the public about the importance of participating in the 2020 Census and how census data impacts their community. These committees should be made up of a wide variety of stakeholders including county and municipal leaders, local schools and colleges, regional commissions, extension services, media, faith based organizations, community organizations, ethnic/cultural organizations, employers, or any other groups in your county that can help maximize participation. Creating a LCCC in your county will strengthen the planning and execution of outreach efforts, especially in hard to count areas. There are numerous toolkits available to help LCCCs plan and market their outreach strategies. Media and Marketing Resources The SCCC and the US Census Bureau have created dozens of downloadable fact sheets, posters, videos, merchandise, and other materials that can be used to promote the 2020 Census. The SCCC has even created posters that can be customized with photos of local community leaders and issues that reflect the needs of your community. Additionally, Voices for Georgia’s Children and Georgia Family Connection have partnered to create a website with resources that include videos, fact sheets, and printed material that provide specific Georgia based information on the census impact to children, education, and healthcare. Further, the Valdosta State University Center for South Georgia Regional Impact has free Census posters and table tents available for their 41 county service area. ACCG-GMA 2020 Census Workshops and Webinar Materials ACCG and GMA held a series of census workshops in the spring of 2019 on creating local complete count committees. ACCG and GMA also hosted a webinar on January 9, 2020 on LCCC timelines, strategies, and available marketing materials. Workshop materials by location as well as the webinar video and PowerPoint are provided below. ACCG-GMA Census Newsletter ACCG and GMA have partnered to produce a monthly census newsletter which contains information on census outreach, guidelines, schedule modifications, and best practices. Georgia and County Census Facts Facts sheets, infographics, statistics, articles, and maps have been created from a variety of sources that show Georgia based county and state level information on the census. After each census, the U. S. Census Bureau reviews response rates. Areas that have low response rates are considered to be hard-to-count. Reasons for low response rates may be language barriers, low trust in government, or poor communications with citizens in certain groups or communities. There are several resources that will help your county to identify previous areas that were previously noted as hard-to-count. Georgia Hard to Count Maps Using Census tools, DCA and OPB created maps that show the hard-to-count areas in Georgia by each DCA District, Congressional District, and county. CUNY Mapping Service The City University of New York (CUNY) Mapping Service at the Center for Urban Research has developed a map of hard-to-count (HTC) communities to highlight areas of the country whose populations had low mail return rates for the 2010 Census. The map provides information to help stakeholders ensure these hard-to-count areas and populations are fully counted. The Response Outreach Area Mapper The Response Outreach Area Mapper (ROAM) is designed to show characteristics of hard-to-count areas. This map shows the Low Response Score (LRS) for an area. The higher the number, the more difficult the area may be to survey. If the LRS is low, the area has a high probability of returning their census form immediately. Census Engagement Navigator The Census Engagement Navigator was specifically created to prepare for the 2020 census. It allows users to understand what areas of the country had high or low return rates in the 2010 Census, and the current demographic makeup of these neighborhoods. 2010 Response Rates Response Rates from the 2010 Census are available and can be broken down by state, county, city, and more. It also compares the participation rate from 2000 to 2010.
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AquaLife Complete Water Conditioner 16 oz - Treats 960 Gallons -Replaces slime coat -Removes chlorine, ammonia, and chloramines -Detoxifies nitrite and heavy metals -Adds essential electrolytes Prior to AquaLife Complete, there was no single water conditioner that could effectively do the job of relieving stress, removing chlorine, removing ammonia, or be used for emergency ammonia or nitrite removal. AquaLife Complete has changed all of that. Use the ultimate water conditioner available for your pets. Make no compromises. AquaLife Complete is the most advanced all-in-one water conditioner and stress reliever on the market. Specifically formulated for the hobbyist with a serious commitment to keeping livestock thriving and healthy, AquaLife Complete is concentrated to deliver twice the results of other conditioners while reducing the chance of illnesses associated with stress. DIRECTIONS: To fully condition water for (1) new aquariums or ponds, (2) before, after or during water additions, or (3) before adding new fish, amphibians, or plants, add 1 teaspoon (~5mL) to AquaLife Complete Water Conditioner per ten (10) gallons of water. For larger applications use the following dose: 1 fl oz per 60 gallons of water. For nitrite removal, dose as directed, then test water for nitrite. If nitrite persists, add a second dose and test again. RECOMMENDATIONS: Perform regular water changes to keep the alkalinity (acid-neutralizing capacity) and pH stable. Use AquaLife Complete Water Conditioner as needed to eliminate and control ammonia at the regular dosage rate for each 1mg/L, or fraction thereof, of measured total ammonia or for each 0.85mg/L of measured ammonia-nitrogen. Use a salicylate (indophenol) type total ammonia test kit for testing. For dissolved-oxygen (DO) testing, use either a DO meter or an indigocarmine test. It may be used at the standard dose to stop or destroy permanganate treatments. CONTRAINDICATIONS: Do not use with permanganate-based or chlorite based treatments. Nessler's total ammonia test will give false high (or off scale) readings. Winkler dissolved oxygen test will give false, low (or zero) readings. INGREDIENTS: electrolytes, buffers and a proprietary polymer formula in aqueous solution. Manufactured for and distributed by Aquarium Life Support Systems
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If there’s something we guys are good in the foot at it’s shooting ourselves. We suggest think about any of it; exactly how many times have actually you screwed it with a lady who was simply majorly into you merely as you simply didn’t see the signals she ended up being giving? Sucks, does not it? But to tell the truth, it is difficult to blame us dudes. We’re simply not as emotionally intuitive as females inherently are. And much more frequently than maybe perhaps perhaps not the subdued signals that a female delivers our means, wind up flying means over our minds. Let’s place an end to this. In today’s article, we’d prefer to speak about 3 simple, but essential signs to be aware of whenever a woman is into you. These are certainly not the actual only real three indicators of great interest a lady will provide you with, however they are 3 of the most extremely typical and easiest to get on. Which are the signs that are ultimate she likes you? no. 1 – Her body gestures Let’s begin with the fundamentals – her body gestures. It’s a scientifically undeniable fact that significantly more than 90% of all of the peoples interaction is non-verbal. Exactly what does which means that for the seducer that is modern? This means that while you are being told by a woman a very important factor with her discussion, she might be suggesting 9 other activities with her body gestures. What exactly are typical body gestures cues you are able to look out for? Does she hold eye contact that is strong? As a whole, a female will simply hold strong attention contact with a person she’s enthusiastic about. Simply because ladies associate strong eye connection with a much much deeper emotional connection. And when a woman is actually, actually you might even notice her pupils dilate a bit when she locks eyes with you into you. Does she smile gentle, giggle nervously and acquire timid while conversing with you? If a woman gets timid while chatting it’s a very good sign with you. Girls usually become shyer around those who they find appealing. Does she fool around with her http://www.foreignbride.net/nigerian-brides/ locks? Quite often whenever a lady is speaking to or about a guy she’s interested in, she’ll begin playing with her hair or fiddling about together with her precious precious jewelry. Frequently, it is a subconscious, knee-jerk response and a lot of females barely even recognize whenever they’re doing it. Does she lean in whenever conversing with you? Tilting in and shutting the length involving the both of you is generally a rather strong indication of attraction, and, most of the time, is obviously an invitation that is subconscious escalate your improvements. Do her feet aim towards you? Similar to tilting in, whenever a female is drawn to you, also on a subconscious degree, you’ll realize that she’ll always stay or stay along with her legs pointed in your direction. # 2 – The actual quantity of work she places in OK, you a bit of a reality check so i’m going to give. Recall the final time a woman canceled on a night out together because “something arrived up”? keep in mind the time that is last woman took many years to answer your message because she ended up being “really busy”? The fact is that she simply wasn’t all that into you. The thing is that, at the conclusion for the time, whenever a lady is really drawn to a guy, it does not make a difference just what hurdles have been in her method, she’s likely to try to over come them. For instance, if a lady cancels a gathering, skips work and lies to her friends to create some right time and energy to come fulfill you, she’s definitely into you. Or, for instance, if a girl reacts straight away to your texts and makes an endeavor to truly get you in the phone conversing with her, she’s definitely interested. You’ll also notice this work whenever interacting that is you’re individual with a female. For instance, if she’s really thinking about you, you’ll constantly have actually her complete and undivided attention, and you’ll also notice that she’ll make an energetic work to make certain that her buddies or peers don’t can be found in in the middle of your relationship. Think about attraction like poker additionally the work a female sets in like playing chips. The same as a player placing more potato potato chips right into a cooking pot is an indication of their accessory and curiosity about the hand, the degree of work a female makes in a courtship is an indication of her interest and attachment to you personally. # 3 – Her degree of real intimacy to you Perhaps you have held it’s place in a discussion with a woman and noticed that she appears to be “accidentally” pressing your supply or cleaning up against that you great deal. Well, that’s no accident. She’s fundamentally screaming at you that she’s into you and therefore she desires one to escalate things. The truth is, a lady shall just show signs and symptoms of real closeness with some guy that she’s actually, actually into. No woman will probably get touchy and cuddly with a guy that she’s not remotely drawn to. For instance, you’ll sometimes realize that a woman who’s actually you, no matter how much space there is around you into you will make any excuse to get closer to. She might pretend that she can’t hear both you and go closer, or she might imagine that she’s got one thing to exhibit you and utilize that as a justification to shut the exact distance. Or whenever a lady is actually, actually in a seemingly innocent way into you, you’ll also notice that she’ll start touching you. As an example, she might touch your supply gently whenever conversing with you, or she might playfully smack your upper body when coming up with a laugh. And in case she’s bolder, she might even get because far as to gently graze your leg or thigh along with her hand mid-conversation. Some thoughts that are parting Become entirely truthful, you won’t have the ability to master the art of picking right up on a woman’s attraction signals instantly. It’ll devote some time and lots of interactions with females to construct that normal instinct. But when you are doing, you’ll begin picking right on up on perhaps the many simple of signals and you’re seduction efforts are going to be much more effective for this.
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AquaLife Complete Water Conditioner- 1 Gallon - Treats 7,680 Gallons -Replaces slime coat -Removes chlorine, ammonia, and chloramines -Detoxifies nitrite and heavy metals -Adds essential electrolytes Prior to AquaLife Complete, no single water conditioner did the best job of relieving stress, removing chlorine, removing ammonia, and could be used for emergency ammonia or nitrite removal. AquaLife Complete has changed all of that. Use the ultimate water conditioner available for your pets. Make no compromises. AquaLife Complete is the most advanced all-in-one water conditioner and stress reliever on the market. Specifically formulated for the hobbyist with a serious commitment to keeping livestock thriving and healthy. AquaLife Complete is concentrated to deliver twice the results of other conditioners while reducing the chance of illnesses associated with stress. DIRECTIONS: To fully condition water for (1) new aquariums or ponds, (2) before, after or during water additions, or (3) before adding new fish, amphibians, or plants, add 1 teaspoon (~5mL) to AquaLife Complete Water Conditioner per ten (10) gallons of water. For larger applications use the following dose: 1 fl oz per 60 gallons of water. For nitrite removal, dose as directed, then test water for nitrite. If nitrite persists, add a second dose and test again. RECOMMENDATIONS: Perform regular water changes to keep the alkalinity (acid-neutralizing capacity) and pH stable. Use AquaLife Complete Water Conditioner as needed to eliminate and control ammonia at the regular dosage rate for each 1mg/L, or fraction thereof, of measured total ammonia or for each 0.85mg/L of measured ammonia-nitrogen. Use a salicylate (indophenol) type total ammonia test kit for testing. For dissolved-oxygen (DO) testing, use either a DO meter or an indigocarmine test. It may be used at the standard dose to stop or destroy permanganate treatments. CONTRAINDICATIONS: Do not use with permanganate-based or chlorite based treatments. Nessler's total ammonia test will give false high (or off scale) readings. Winkler dissolved oxygen test will give false, low (or zero) readings. INGREDIENTS: electrolytes, buffers and a proprietary polymer formula in aqueous solution. Manufactured for and distributed by Aquarium Life Support Systems
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Juvenile crime, also known as juvenile delinquency, is participation in illegal behavior by minors, ie by individuals who are younger than the statutory age of majority. Depending on the type and the severity of the offense committed, it is possible for persons under 18 to be charged and tried as adults. And though most juvenile crimes are similar to those for adult offenders, the penalties and laws associated with juvenile crimes are very different. These charges could have serious repercussions on the minors future and they could follow him all the way into adulthood. Hence it is imperative that the minor be represented by an experienced criminal defense attorney who is working with you to help protect your child’s rights and future. The law firm of XXX, believes in defending the rights of clients. We also believe that juveniles have a better chance at life if they get placed at a child rehabilitation instead of placement in a state facility. We believe that children deserve a second chance. Often times, children are not aware of the magnitude of their actions. Sometimes learning disabilities or impulse control problems like A.D.HD. or A.D.D might trigger the offenses. Hence while medication or a good therapist might fix the issues, they might end up in the juvenile justice system. There might be attempts to take away the child or sentence them to detention in a youth facility such as a boot camp or juvenile hall. Here at our law firm, we have been defending the rights of clients for more than XXX years. We work aggressively to keep your child out of state facilities. We understand the needs of minors and how to protect their rights in juvenile court. If your child faces criminal charges, your primary concern should be that your child remains out of jail and that this charge does not remain on his/her criminal record and potentially limit future opportunities. We take every measure to keep your child out of detention and also advocate available diversion programs including anger management, drug and alcohol rehabilitation, and other programs as appropriate to your child’s case. We represent clients facing juvenile charges range from, attempted murder, murder, robbery, car jacking,car theft, hate crimes, assault and battery, drug possession, DUI and many other charges. No matter what the charge, we treat each case as one where we need to get the charges against our client dropped. If getting the charges dropped is not an option, then we fight on our clients behalf to ensure that the impact of the charges is minimized. We want to help our clients resolve the legal issue they are facing and also help get their life back on track and help their families too.
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{ "dump": "CC-MAIN-2023-40", "dataset": "fineweb-med", "url": "http://abbybosshair.com/?p=501", "date": "2023-09-21T09:26:54", "file_path": "s3://commoncrawl/crawl-data/CC-MAIN-2023-40/segments/1695233505362.29/warc/CC-MAIN-20230921073711-20230921103711-00002.warc.gz", "language": "en", "language_score": 0.9542355537414551 }
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{ "dump": "CC-MAIN-2023-40", "dataset": "fineweb-med", "url": "http://123fish.net/getDetail.php?ID=2136", "date": "2023-09-21T09:40:30", "file_path": "s3://commoncrawl/crawl-data/CC-MAIN-2023-40/segments/1695233505362.29/warc/CC-MAIN-20230921073711-20230921103711-00003.warc.gz", "language": "en", "language_score": 0.8582975268363953 }
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{ "dump": "CC-MAIN-2023-40", "dataset": "fineweb-med", "url": "http://afrigems.de/2021/12/08/rushmore-financing-all-of-our-on-the-internet/", "date": "2023-09-21T07:41:25", "file_path": "s3://commoncrawl/crawl-data/CC-MAIN-2023-40/segments/1695233505362.29/warc/CC-MAIN-20230921073711-20230921103711-00003.warc.gz", "language": "en", "language_score": 0.9277955889701843 }
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🍷🏥 FineWeb-Med: Medical-Focused Web Dataset

FineWeb-Med is a high-quality dataset of medical and healthcare-related web content, extracted and processed from Common Crawl using the FineWeb methodology with specialized medical filtering.

Dataset Summary

This dataset contains 9 documents with approximately 0 tokens, focusing exclusively on medical, healthcare, and related topics from the web. It serves as a specialized complement to general web datasets like FineWeb for training medical AI models.

Data Processing

The dataset was created using the 🏭 datatrove library with enhanced medical-specific processing. You can find the complete processing script in our repository.

Processing Pipeline

  1. Data Source: Common Crawl dump CC-MAIN-2023-40
  2. URL Filtering: Remove malicious and NSFW websites using blocklists and subword detection
  3. Text Extraction: Trafilatura for high-quality text extraction from raw HTML WARC files
  4. Language Filtering: FastText language detection, keeping only English content (score > 0.65)
  5. Medical Content Filtering: Documents must contain at least one of 26 medical keywords
  6. Length Filtering: Documents must be at least 200 words to ensure substantial content
  7. Quality Filtering:
    • Gopher repetition and quality filters
    • C4 quality filters (excluding terminal punctuation rule)
    • FineWeb custom filters for list-like documents and formatting issues
  8. Token Counting: GPT-2 tokenizer for token statistics

Medical Keywords

The dataset employs specialized filtering for medical content using these keywords:

Core Medical Terms: medical, diagnosis, treatment, patient, doctor, symptom, therapy, prescription, clinical, healthcare

Healthcare Facilities: hospital, clinic, nurse, surgery, pharmacy, pharmaceutical

Health Conditions: disease, disorder, condition, medication, drug, vaccine, epidemic, pandemic

Wellness Terms: health, wellness

Data Format

Each example is a JSON object with the following fields:

Core Fields

  • text (string): The extracted and cleaned text content
  • id (string): Unique identifier from the original WARC record
  • metadata (dict): Extended metadata information

Metadata Fields

  • dump (string): Common Crawl dump identifier (e.g., "CC-MAIN-2023-50")
  • dataset (string): Dataset identifier ("fineweb-med")
  • url (string): Original webpage URL
  • date (string): Crawl timestamp in ISO format
  • file_path (string): S3 path to source WARC file
  • language (string): Detected language (always "en" for this dataset)
  • language_score (float): Language detection confidence score
  • token_count (int): Number of tokens using GPT-2 tokenizer

Usage

Loading the Dataset

from datasets import load_dataset

# Load the complete dataset
dataset = load_dataset("pohsjxx/fineweb-med-test")

# Access training split
train_data = dataset['train']

# Example usage
for example in train_data:
    print(f"Text: {example['text'][:100]}...")
    print(f"URL: {example['metadata']['url']}")
    print(f"Tokens: {example['metadata']['token_count']}")
    break

Medical-Specific Filtering

# Filter for clinical documents
clinical_docs = [doc for doc in dataset['train']
                 if 'clinical' in doc['text'].lower()]

# Filter by token count for model training
suitable_docs = [doc for doc in dataset['train']
                 if 512 <= doc['metadata']['token_count'] <= 2048]

Statistics

Metric Value
Total Documents 9
Total Tokens 0
Average Tokens/Document 0.0
Token Range 0 - 0
Median Tokens/Document 0
Source Dump CC-MAIN-2023-40
Language English only
Medical Focus Healthcare & medical content

Top Content Sources

  • 123fish.net: 4 documents
  • afrigems.de: 2 documents
  • accg.org: 1 documents
  • 2510000.com: 1 documents
  • abbybosshair.com: 1 documents

Dataset Creation

Curation Rationale

While FineWeb provides excellent general web text data, specialized domains like healthcare require targeted datasets. FineWeb-Med addresses this need by applying medical-specific filtering to create a high-quality, domain-focused dataset suitable for:

  • Training medical language models
  • Fine-tuning healthcare AI applications
  • Medical text analysis and NLP research
  • Healthcare chatbot development

Source Data

Primary Source: Common Crawl web crawl data

  • Dump: CC-MAIN-2023-40
  • Time Period: 2023-2024 web crawl
  • Content Type: Public web pages with medical relevance

Annotations

We augment samples with automatic annotations:

  • language & language_score: Generated by FastText language classifier
  • token_count: Calculated using GPT-2 tokenizer

Considerations for Using the Data

Social Impact

This dataset enables more accessible development of healthcare AI applications, potentially improving medical text understanding and patient care through better language models.

Discussion of Biases

The dataset inherits biases from web-sourced medical content, which may reflect:

  • Geographic biases in healthcare information availability
  • Language biases (English-only content)
  • Platform biases from different healthcare websites

Limitations

  • Code Content: Limited due to filtering steps; supplement with code-specific datasets if needed
  • Medical Accuracy: Web content may contain outdated or inaccurate medical information
  • PII Concerns: Despite anonymization, some personal health information may remain
  • Specialized Domains: May not cover all medical specialties equally

Additional Information

Licensing Information

License: Apache 2.0 Additional Terms: Subject to Common Crawl's Terms of Use

Personal and Sensitive Information

We anonymize:

  • Email addresses → email@example.com or firstname.lastname@example.org
  • Public IP addresses → Randomly assigned non-responsive IPs

For PII removal requests, please create an issue in our repository.

Future Work

We plan to expand FineWeb-Med with:

  • Additional medical domains and specialties
  • Multi-language medical content
  • Enhanced quality filtering for medical text
  • Integration with medical knowledge bases

Citation Information

@dataset{fineweb_med,
  title={FineWeb-Med: Medical-Focused Web Dataset},
  author={Generated using datatrove FineWeb methodology with medical filtering},
  year={2024},
  url={https://huggingface.co/datasets/pohsjxx/fineweb-med-test}
}

Built with ❤️ using the FineWeb methodology and datatrove

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