README.md

---
license: other
task_categories:
- visual-question-answering
language:
- en
---

# DoclingMatix_cleaned

The **DoclingMatix__x** family of the ElliotVL supervised-fine-tuning pool, **after VLM cleaning**.

| | |
|---|---|
| images | 588,763 |
| QA turns | 6,394,614 |
| answers rewritten by the cleaning pass | 0 |
| QA created by the cleaning pass (`new_qa`) | not measured for this family |
| shards | 503 |

## How this was cleaned

A vision-language model read each image together with its QA and judged the item. The pass is
**not a filter that only removes rows** — it rewrites answers it finds wrong but salvageable,
drops what it cannot salvage, and adds QA where the image supports more than the source provided.
Each row carries the judge's own record in `clean_meta`, including the cleaner identity, the
policy it applied, and its per-item scores for legibility, richness and coverage.

**A large share of the QA here was written by the cleaning pass, not by the original dataset.**
Across the pool that share runs from roughly half to over 80% of a family's turns, and it is
reported in the table above. Those rows have an empty `org_answer` because no pre-clean original
exists. Treat them as model-generated supervision: they were judged against the image, but they
are not human annotation, and model-written QA is where formatting defects are most likely.

The effect on the answers that *were* carried over is substantive rather than cosmetic. In this pool the pass corrects values, not just
wording — a curve's critical point restated from `4.00` to `2.00`, a computed ratio from `1` to
`Approximately 1.33` — and for some families it removed the content entirely, which is why those
families are absent here rather than published empty.

## `answer` vs `org_answer`

- `answer` — the cleaned answer. **Train on this.**
- `org_answer` — the pre-cleaning answer from the same `(image, question)` in the uncleaned pool.
  It is empty for QA the cleaning pass added, which have no original.

> For this family `org_answer` is empty throughout: recovering it means scanning the whole pre-clean family, which is raw family is 254 GB (> 6 GB cap). The cleaned `answer` is unaffected.

Where the two differ, the difference is the correction. Keeping both makes every edit auditable
instead of asking you to take the cleaning on trust.



## Schema

- `image` — HF `Image()`, renders directly in the dataset viewer
- `image_sha256` — content hash of the image
- `n_qa` — number of turns attached to this image
- `qa` — list of {`question`, `answer`, `org_answer`}, **in source order**
- `family` / `clean_meta` — provenance and the judge's per-row record

A row with more than one entry in `qa` is a **conversation over a single image**, not a set of
independent questions — the turns depend on each other and the image belongs to all of them.
Keep them together and in order when training.

Parquet row groups are written at ~32 MB so the dataset viewer pages without stalling.

## What is NOT claimed

No rejection sampling was run against this family: there is no accept/reject verdict per row, and
`answer` is the cleaned reference rather than a model generation that a string verifier confirmed.
For that, use the `*_RS_think` / `*_rejected` datasets in [elliot-mllm](https://huggingface.co/elliot-mllm).


## Examples
10 rows taken straight from this dataset. Images are the **original files** as stored here - no downscaling, no recompression - and every turn is shown in full.

### Example 1 — 10 turns on one image

![case1](samples/case1.png)

| # | question | answer |
|---|---|---|
| 1 | When was the filing received as per the document? | The filing was received for filing in Electronic Format on the 23/03/2021. |
| 2 | What is the company name and company number provided in the document? | The company name is HERBERT ULRICH FRICK LTD. and the company number is 07101641. |
| 3 | When was the last confirmation date provided in the document? | The last confirmation date provided in the document is 11/12/2020. |
| 4 | When was the document for Company Number 07101641 received for filing in Electronic Format? | The document was received for filing in Electronic Format on 23/03/2021. |
| 5 | What is the name and company number of the company associated with the provided Confirmation Statement? | The company name is Herbert Ulrich Frick Ltd. and the company number is 07101641. |
| 6 | When was the most recent Confirmation Statement date before the date of the document? | The most recent Confirmation Statement date provided in the document is 11/12/2020. |
| 7 | What type of document was electronically filed for Company Number 07101641? | The electronically filed document for Company Number 07101641 was a Confirmation Statement. |
| 8 | What is the form code displayed in large text in the top right corner? | CS01 (ef) |
| 9 | What is the alphanumeric code located directly below the barcode? | XA0ULB9D |
| 10 | Which organization's name and logo appear in the top left corner? | Companies House |


### Example 2 — 12 turns on one image

![case2](samples/case2.png)

| # | question | answer |
|---|---|---|
| 1 | What is the main topic of the document? | The main topic of the document is Volkswagen (VW) automotive repair manuals. |
| 2 | What types of vehicles and manuals are included in the document? | The document includes a wide range of Volkswagen vehicles such as the Golf, Beetle, Transporter, Amarok, New Beetle, and Passat, among others. It provides workshop, repair, owners, and service manuals for gasoline, diesel, and other types of engines. |
| 3 | How many pages does the Volkswagen Golf 1999 Service Manual have? | The Volkswagen Golf 1999 Service Manual has 4954 pages. |
| 4 | Can the Volkswagen Online Owner’s Manual be accessed for model year 2015 Golf? | Yes, the Volkswagen Online Owner’s Manual can be accessed for model year 2015 Golf and other newer Volkswagen vehicles. |
| 5 | What types of manuals does the document offer for download? | The document offers workshop, repair, service, and owners manuals for download. These manuals cover a variety of topics, including engines, transmissions, wiring diagrams, and other automotive systems. |
| 6 | What is the approximate number of units sold worldwide for the Volkswagen Golf? | The Volkswagen Golf has sold more than 35 million units worldwide. |
| 7 | What is the history of the Volkswagen Golf mentioned in the document? | The Volkswagen Golf, which first arrived in 1974, was designed as a front-wheel-drive, front-engine mounted replacement for the rear-wheel-drive, rear-engine mounted Beetle. It is the second-best-selling car of all time, with more than 35 million units sold worldwide. |
| 8 | Convert this page to docling. | The docling output contains OCR errors (e.g., 'GLYPH(cmap:df00)olf' instead of 'Golf'). |
| 9 | What is the copyright code listed at the bottom of the page? | ffc5137f2bbdf894f132590898912f19 |
| 10 | What specific engine codes are listed for the Volkswagen Transporter 2004 Repair manual? | AXB, AXC, BRR, BRS |
| 11 | What are the file sizes listed for the Volkswagen Passat 2006 Workshop Manual PDFs? | 7.2Mb, 11.4Mb, and 8.9Mb |
| 12 | Which other car manufacturers' workshop manuals are mentioned in the navigation links? | Vauxhall and Volvo |


### Example 3 — 14 turns on one image

![case3](samples/case3.png)

| # | question | answer |
|---|---|---|
| 1 | How many individuals in the provided demographic data are between the ages of 26 and 35, and identify as White? | There are 120 individuals between the ages of 26 and 35 who identify as White (46 females and 74 males). |
| 2 | What is the total number of people in the demographic data who are 16-25 years old? | The total number of people in the demographic data who are 16-25 years old is 277. |
| 3 | How does the Beaufort County Sheriff's Office report the total number of people in the dataset? | The Beaufort County Sheriff's Office reports the total number of people in the dataset as 1,139. |
| 4 | What is the gender and racial breakdown of the 3 total individuals whose age is unknown? | There are 2 individuals whose age is unknown, both falling into the 'Unk' gender and 'Unk' race category. |
| 5 | How many individuals in the provided demographic data are 66-75 years old and identify as Hispanic? | There is 1 individual between the ages of 66-75 who identifies as Hispanic. |
| 6 | Which racial group has the highest total number of individuals in the demographic data? | The White racial group has the highest total number of individuals in the demographic data, with 648 total individuals. |
| 7 | How many individuals in the demographic data fall into the "Other" category, and what is their gender distribution? | There are 18 individuals in the demographic data who fall into the "Other" category. Out of these, there are 12 males and 6 females. |
| 8 | What is the total count of females in the "Unk" age category in the demographic data? | There are 0 females in the 'Unk' age category in the demographic data. |
| 9 | How many individuals in the demographic data are between the ages of 56 and 65, and identify as Black? | There are 32 individuals between the ages of 56 and 65 who identify as Black in the demographic data. |
| 10 | How does the Beaufort County Sheriff's Office provide the Total count of individuals with unknown data? | The Beaufort County Sheriff's Office provides two counts for individuals with unknown data: 2 in the age category and 2 in the gender-racial category. |
| 11 | Convert this page to docling. | <doctag><picture><loc_107><loc_19><loc_162><loc_83></picture><br><section_header_level_1><loc_198><loc_41><loc_305><loc_45>BEAUFORT COUNTY SHERIFF'S OFFICE</section_header_level_1><br><section_header_level_1><loc_209><loc_54><loc_294><loc_58>Monthly Warning Demographics</section_header_level_1><br><section_header_level_1><loc_189><loc_66><loc_315><loc_70>2/1/2021  12:00:00AM to 2/28/2021  11:59:59PM</section_header_level_1><br><otsl><loc_68><loc_92><loc_414><loc_380><ecel><ecel><ched>< 16<ched>16-25<ched>26-35<ched>36-45<ched>46-55<ched>56-65<ched>66-75<ched>76-85<ched>86-95<ched>Unk<ched>Total<nl><rhed>Female<rhed>Black<fcel>0<fcel>36<fcel>44<fcel>24<fcel>19<fcel>18<fcel>8<fcel>0<fcel>1<fcel>0<fcel>150<nl><ecel><rhed>Hispanic<fcel>0<fcel>10<fcel>16<fcel>8<fcel>0<fcel>3<fcel>0<fcel>0<fcel>0<fcel>0<fcel>37<nl><ecel><rhed>Other<fcel>1<fcel>2<fcel>0<fcel>1<fcel>1<fcel>1<fcel>0<fcel>0<fcel>0<fcel>0<fcel>6<nl><ecel><rhed>Unk<fcel>0<fcel>1<fcel>2<fcel>0<fcel>0<fcel>0<fcel>0<fcel>0<fcel>0<fcel>0<fcel>3<nl><ecel><rhed>White<fcel>1<fcel>56<fcel>46<fcel>38<fcel>41<fcel>40<fcel>20<fcel>6<fcel>0<fcel>0<fcel>248<nl><ecel><rhed>Total<fcel>2<fcel>105<fcel>108<fcel>71<fcel>61<fcel>62<fcel>28<fcel>6<fcel>1<fcel>0<fcel>444<nl><rhed>Male<rhed>Black<fcel>0<fcel>51<fcel>74<fcel>42<fcel>11<fcel>14<fcel>9<fcel>0<fcel>0<fcel>0<fcel>201<nl><ecel><rhed>Hispanic<fcel>1<fcel>25<fcel>20<fcel>17<fcel>10<fcel>2<fcel>1<fcel>0<fcel>0<fcel>0<fcel>76<nl><ecel><rhed>Other<fcel>0<fcel>3<fcel>2<fcel>6<fcel>0<fcel>1<fcel>0<fcel>0<fcel>0<fcel>0<fcel>12<nl><ecel><rhed>Unk<fcel>0<fcel>2<fcel>2<fcel>0<fcel>0<fcel>0<fcel>0<fcel>0<fcel>0<fcel>0<fcel>4<nl><ecel><rhed>White<fcel>0<fcel>91<fcel>74<fcel>58<fcel>56<fcel>63<fcel>38<fcel>19<fcel>1<fcel>0<fcel>400<nl><ecel><rhed>Total<fcel>1<fcel>172<fcel>172<fcel>123<fcel>77<fcel>80<fcel>48<fcel>19<fcel>1<fcel>0<fcel>693<nl><rhed>Unk<rhed>Unk<fcel>0<fcel>0<fcel>0<fcel>0<fcel>0<fcel>0<fcel>0<fcel>0<fcel>0<fcel>2<fcel>2<nl><ecel><rhed>Total<fcel>0<fcel>0<fcel>0<fcel>0<fcel>0<fcel>0<fcel>0<fcel>0<fcel>0<fcel>2<fcel>2<nl><rhed>Total<lcel><fcel>3<fcel>277<fcel>280<fcel>194<fcel>138<fcel>142<fcel>76<fcel>25<fcel>2<fcel>2<fcel>1,139<nl></otsl><br></doctag> |
| 12 | What is the date range covered by this demographic report? | 2/1/2021 12:00:00AM to 2/28/2021 11:59:59PM |
| 13 | What is the total number of individuals identified as Black in the dataset? | 351 (150 females and 201 males) |
| 14 | What is the total number of individuals identified as Hispanic in the dataset? | 113 (37 females and 76 males) |


### Example 4 — 10 turns on one image

![case4](samples/case4.png)

| # | question | answer |
|---|---|---|
| 1 | What are the main sections of the document? | The main sections visible in the document include the Preface to Second Edition, Note for Students, and chapters on Sequences and Number Patterns, Arithmetic Growth Models, Quadratic Growth, and Geometric Growth. |
| 2 | How many sub-sections are related to arithmetic growth models? | There are four main sub-sections related to arithmetic growth models: 2.1 Properties of Arithmetic Growth, 2.2 Applications of Arithmetic Growth, 2.3 Linear Functions and Equations, and 2.4 Applying Linear Functions and Equations, each followed by an exercise section. |
| 3 | What topics are covered under the topic of Geometric Growth? | The topics covered under the topic of Geometric Growth include Properties of Geometric Growth Sequences, Applications of Geometric Growth Sequences, and Exponential Functions, along with their respective exercises. |
| 4 | What is the last section of the document? | The last section listed on this page is 4.3 Exponential Functions. |
| 5 | What are the last two page numbers listed in the document? | The last two page numbers listed in the document are 236 and 247. |
| 6 | Convert this page to docling. | <doctag><section_header_level_1><loc_326><loc_100><loc_428><loc_117>Contents</section_header_level_1><br><otsl><loc_71><loc_144><loc_429><loc_463><ched>Preface to Second Edition<ched>vii<nl><fcel>Note for Students<fcel>xv<nl><fcel>1 Sequences and Number Patterns<fcel>1<nl><fcel>1.1 Number Patterns<fcel>4<nl><fcel>1.1 Exercises<fcel>8<nl><fcel>1.2 Position Numbers, Graphs, and Subscript Notation<fcel>14<nl><fcel>1.2 Exercises<fcel>22<nl><fcel>1.3 Difference and Functional Equations<fcel>27<nl><fcel>1.3 Exercises<fcel>32<nl><fcel>2 Arithmetic Growth Models<fcel>39<nl><fcel>2.1 Properties of Arithmetic Growth<fcel>40<nl><fcel>2.1 Exercises<fcel>51<nl><fcel>2.2 Applications of Arithmetic Growth<fcel>57<nl><fcel>2.2 Exercises<fcel>78<nl><fcel>2.3 Linear Functions and Equations<fcel>82<nl><fcel>2.3 Exercises<fcel>97<nl><fcel>2.4 Applying Linear Functions and Equations<fcel>101<nl><fcel>2.4 Exercises<fcel>115<nl><fcel>3 Quadratic Growth<fcel>121<nl><fcel>3.1 Properties of Quadratic Growth<fcel>121<nl><fcel>3.1 Exercises<fcel>137<nl><fcel>3.2 Applications of Quadratic Growth<fcel>142<nl><fcel>3.2 Exercises<fcel>162<nl><fcel>3.3 Quadratic Functions and Equations<fcel>168<nl><fcel>3.3 Exercises<fcel>186<nl><fcel>3.4 Quadratic Models for Revenue and Profit<fcel>190<nl><fcel>3.4 Exercises<fcel>196<nl><fcel>4 Geometric Growth<fcel>201<nl><fcel>4.1 Properties of Geometric Growth Sequences<fcel>201<nl><fcel>4.1 Exercises<fcel>214<nl><fcel>4.2 Applications of Geometric Growth Sequences<fcel>219<nl><fcel>4.2 Exercises<fcel>236<nl><fcel>4.3 Exponential Functions<fcel>247</otsl><br><page_footer><loc_423><loc_470><loc_428><loc_476>v</page_footer> |
| 7 | What is the page number displayed at the bottom of the document? | v |
| 8 | What are the subsections listed under Chapter 1, Sequences and Number Patterns? | 1.1 Number Patterns, 1.1 Exercises, 1.2 Position Numbers, Graphs, and Subscript Notation, 1.2 Exercises, 1.3 Difference and Functional Equations, 1.3 Exercises. |
| 9 | What is the page number for section 3.3, Quadratic Functions and Equations? | 168 |
| 10 | What is the last section listed on this page? | 4.3 Exponential Functions |


### Example 5 — 10 turns on one image

![case5](samples/case5.png)

| # | question | answer |
|---|---|---|
| 1 | What is the summary of the first section about BruxZir Solid Zirconia Crowns and Bridges? | The first section summarizes clinical performance of BruxZir Solid Zirconia Crowns and Bridges, including data on the number of restorations placed over the past four years, the types of restorations, and the types of cements used. |
| 2 | What is the purpose of the BruxZir clinical performance evaluation? | The purpose of the evaluation was to report the clinical performance of BruxZir Solid Zirconia Crowns and Bridges at three years. |
| 3 | How many BruxZir restorations were evaluated at the 3-year recall according to the consultants' comments? | At the recall, 632 restorations were evaluated. |
| 4 | What are the specific percentages for the distribution of restorations shown in Figure 1? | Crowns: 76%, Bridges (3 and 4 units): 15%, Implant-supported Crowns and Bridges: 9%. |
| 5 | What are the age distribution percentages for the restorations shown in Figure 2? | Less than 3 years old: 33%, 3 to 4 years old: 46%, More than 4 years old: 21%. |
| 6 | What are the quotes listed under 'Consultants' Comments'? | "Beautiful Crown. Perfect fit and no adjustments.", "One of the nicest implant crowns I have seen.", "BruxZir is a great choice for worry-free crowns and a good value.", "BruxZir is my go-to restoration for posterior teeth; it looks good and I know it will last.", "I have been using BruxZir for four years or more and I have not been disappointed – neither have my patients." |
| 7 | What is the caption below the image of the tooth? | BruxZir, No. 3 at 3 years |
| 8 | What is the breakdown of restorations placed in the 'Description' section? | 822 restorations were placed, including single crowns (87%) and three- and four-unit bridges (13%). |
| 9 | What percentage of restorations were fabricated by Glidewell Laboratories versus Apex Dental Milling? | 88% by Glidewell Laboratories and 12% by Apex Dental Milling. |
| 10 | What is the rating scale legend shown in the top right corner? | Excellent +++++, Very Good ++++, Good +++ |


### Example 6 — 13 turns on one image

![case6](samples/case6.png)

| # | question | answer |
|---|---|---|
| 1 | What is the name of the program that prioritizes the safety of passengers and crew during tours? | The program is called The Big Thicket Association and the Neches River Adventures program. |
| 2 | What are some of the precautions that Neches River Adventures program is taking during the COVID-19 pandemic? | The precautions include following recommendations from health authorities, providing hand sanitizer, not allowing crew with symptoms or exposure to COVID-19, cleaning the vessel with disinfectant or sanitizer, and requiring passengers to sign a waiver with a COVID-19 statement. |
| 3 | How many passengers can the Ivory Bill hold at a time? | The Ivory Bill can hold 36 passengers at a time. |
| 4 | Are passengers and crew members required to wear masks or face shields during tours? | No, passengers and crew members are not required to wear masks or face shields during tours, but disposable masks are available upon request. |
| 5 | What disinfectant products are used to clean the Ivory Bill? | Non-bleach or non-alcohol disinfectant products such as Oxiclean or Odaban are used, which are safe for fabrics and will not harm the vinyl seats or paint. |
| 6 | What happens if a passenger or someone in a group has been knowingly exposed to COVID-19 or is experiencing symptoms on the day of the trip? | Neches River Adventures program will work with them to cancel or reschedule their group. |
| 7 | What is the certification status of the Ivory Bill in terms of drugs and alcohol? | The Ivory Bill is certified as a Drug Free Vessel and is a member of the Maritime Consortium, which ensures compliance with all Coast Guard testing requirements for the marine industry. |
| 8 | Convert this page to docling. | <doctag><picture><loc_40><loc_48><loc_130><loc_81></picture><br><picture><loc_330><loc_45><loc_429><loc_84></picture><br><section_header_level_1><loc_122><loc_109><loc_378><loc_118>Neches River Adventures/Ivory Bill Boat</section_header_level_1><br><section_header_level_1><loc_184><loc_125><loc_312><loc_134>COVID-19 Protocols</section_header_level_1><br><text><loc_152><loc_140><loc_343><loc_146>Public Tours & Private Charters as of 06-07-2021</text><br><section_header_level_1><loc_37><loc_152><loc_139><loc_160>Health and Safety</section_header_level_1><br><text><loc_37><loc_167><loc_439><loc_209>The Big Thicket Association and the Neches River Adventures program has the safety of our passengers and crew as our top priority. In addition to the Ivory BillÕs strict U.S. Coast Guard inspections, and Captain & Crew certifications, we are taking precautions during the current global pandemic. We are committed to following the recommendations from state and local health authorities and the Centers for Disease Control and Prevention (CDC).</text><br><section_header_level_1><loc_37><loc_216><loc_129><loc_224>Safety Protocols</section_header_level_1><br><unordered_list><list_item><loc_59><loc_231><loc_300><loc_238>1. Passenger capacity has returned to 36 passengers.</list_item><br><list_item><loc_59><loc_245><loc_459><loc_260>2. Passengers and crew members are not required to wear masks or face shields during tours. BTA can provide masks, if someone would like one.</list_item><br><list_item><loc_59><loc_267><loc_429><loc_283>3. Hand sanitizer is available on the vessel. A pump bottle will be placed in an easily accessible location such as on top of the life jacket storage bin.</list_item><br><list_item><loc_59><loc_289><loc_436><loc_305>4. Any crew with symptoms or who has been knowingly exposed to COVID-19 will not participate in boat activities.</list_item><br><list_item><loc_59><loc_312><loc_459><loc_345>5. The  Ivory  Bill  will  be  cleaned  by  the  crew  before  and  after  each  cruise.  All  railings, seats, other surfaces and the head will be cleaned with a disinfectant/ sanitizer solution. (We use a non-bleach or non-alcohol disinfectant such as Oxiclean or Odaban. These products are safe for fabrics and will not harm the vinyl seats or paint.)</list_item><br><list_item><loc_59><loc_352><loc_459><loc_376>6. Passengers are required to sign a waiver which will include a COIVD-19 statement. One waiver sheet is given to each registered group on a trip. All members of each group will sign the form.  (See attachment.)</list_item><br><list_item><loc_59><loc_383><loc_459><loc_416>7. A statement has been included on the BTA websiteÕs pre-registration form about COVID safety.  If  a  passenger  or  anyone  in  a  group  has  been  knowingly  exposed  or  is experiencing  symptoms  on  the  day  of  the  trip,  we  will  work  with  them  to  cancel  or reschedule their group.</list_item><br></unordered_list><br><text><loc_59><loc_423><loc_459><loc_448>Note: The Ivory Bill is certified as a Drug Free Vessel. The vessel and crew are members of the  Maritime Consortium, a random drug & alcohol testing program that insures a 100% compliance with all Coast Guard testing requirements for the marine industry.</text><br></doctag> |
| 9 | What date are these COVID-19 protocols effective as of? | 06-07-2021 |
| 10 | Where specifically is the hand sanitizer pump bottle placed on the vessel? | On top of the life jacket storage bin |
| 11 | Which specific parts of the vessel are cleaned with disinfectant before and after each cruise? | All railings, seats, other surfaces and the head |
| 12 | How many waiver sheets are provided to each registered group? | One waiver sheet is given to each registered group |
| 13 | What text appears underneath the Big Thicket Association logo? | PARTNER IN PRESERVATION |


### Example 7 — 12 turns on one image

![case7](samples/case7.png)

| # | question | answer |
|---|---|---|
| 1 | What is the purpose of the 2005 Toyota Matrix Service Manual? | The purpose of the2005 Toyota Matrix Service Manual is to provide owners with comprehensive information on how to perform their own maintenance and basic repairs on their vehicle. |
| 2 | What is the coverage period for the Toyota Accessory Warranty for accessories purchased at the time of new vehicle purchase? | For accessories purchased at the time of the new vehicle purchase, the Toyota Accessory Warranty coverage is in effect for 36 months/ 36,000 miles from the vehicle's in-service date. |
| 3 | How many pages are included in the 2005 Toyota Matrix Service Manual? | The PDF contains 1 page. |
| 4 | What are the available trim levels for the 2005 Toyota Matrix? | The 2005 Toyota Matrix is available in three trim levels: the standard, the XR, and the XRS. |
| 5 | What are some of the optional safety features added to the 2005 Toyota Matrix? | Some of the optional safety features added to the 2005 Toyota Matrix include side-curtain airbags. |
| 6 | What type of vehicle is the Toyota Matrix? | The Toyota Matrix is a five-door hatchback. |
| 7 | What year range does the 2005 Toyota Matrix Service Manual cover? | The 2005 Toyota Matrix Service Manual covers the 2005 Matrix from Sep. ’04 Prod. (OM12892U) production. |
| 8 | How can I download the 2005 Toyota Matrix Service Manual as a PDF? | The 2005 Toyota Matrix Service Manual is available for download as a PDF from various sources, including ManualsLib, Haynes Manuals, and CARiD.com. |
| 9 | Convert this page to docling. | <doctag><text><loc_1><loc_499><loc_4><loc_500>Copyright : academicroom.com</text><br><page_header><loc_9><loc_6><loc_81><loc_10>Read Free 2005 Toyota Matrix Service Manual</page_header><br><section_header_level_1><loc_10><loc_18><loc_72><loc_23>2005 Toyota Matrix Service Manual</section_header_level_1><br><text><loc_10><loc_27><loc_274><loc_30>Yeah, reviewing a ebook 2005 toyota matrix service manual could ensue your close connections listings. This is just one of the solutions for you to be successful. 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'04 Prod. (OM12892U)</text><br><section_header_level_1><loc_10><loc_103><loc_94><loc_107>TOYOTA 2005 MATRIX OWNER'S MANUAL Pdf Download \| ManualsLib</section_header_level_1><br><text><loc_10><loc_108><loc_316><loc_111>Installing the clip 2005 MATRIX from Sep. '04 Prod. (OM12892U) Page 295 If the connector is tight, wiggle it. Aiming is not necessary after replacing the bulb. When aiming adjustment is nec- essary, contact your Toyota dealer. 2005 MATRIX from Sep. '04 Prod. (OM12892U)</text><br><section_header_level_1><loc_10><loc_117><loc_97><loc_120>TOYOTA MATRIX 2005 OPERATING MANUAL Pdf Download \| ManualsLib</section_header_level_1><br><text><loc_10><loc_121><loc_442><loc_124>The repair and owners manuals are intended for owners of the Toyota Matrix, mechanics of employees of service stations and car services.. The five-door Toyota Matrix hatchback, created on the Corolla platform, is sold only in the United States and Canada. The car is equipped with gasoline engines 1.8 (132 hp. 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Or, get the Toyota Manual for your Toyota ride free of charge using our Toyota Owners manual free download option.</text><br><section_header_level_1><loc_10><loc_291><loc_72><loc_294>Toyota Warranty & Toyota Manuals \| Toyota Owners</section_header_level_1><br><text><loc_10><loc_295><loc_336><loc_298>Emission Repair Manual. Fuel System Repair Manual. Throttle Position Sensor (TPS) Intentionally blank: Intentionally blank: Related Parts. TOYOTA > 2005 > MATRIX > 1.8L L4 > Fuel & Air > Idle Air Control (IAC) Valve. Price: Alternate: No parts for vehicles in selected markets. Daily Driver .</text><br><section_header_level_1><loc_10><loc_304><loc_82><loc_307>2005 TOYOTA MATRIX 1.8L L4 Idle Air Control (IAC) Valve ...</section_header_level_1><br><text><loc_10><loc_308><loc_322><loc_312>The 2005 Toyota Matrix got a bit of a makeover, getting a new grille, front bumper, and taillights. The 2005 Matrix also got some more optional safety features, including side-curtain airbags. 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| 10 | What engine displacements and horsepower ratings are listed for the Toyota Matrix? | Gasoline engines 1.8 (132 hp) and 2.4 (158 hp). |
| 11 | What is the copyright code visible at the bottom of the page? | fd2a241bc5369c55fcd8f0121a1f9c2e |
| 12 | What is the price and part number for the Haynes Repair Manual listed under CARiD.com? | Price $26.99 and Part # 10410. |


### Example 8 — 8 turns on one image

![case8](samples/case8.png)

| # | question | answer |
|---|---|---|
| 1 | What is Resolution No. 2019-012 about? | Resolution No. 2019-012 is an agenda item declaring that Main Street Axe Company LLC has complied with the City of Joplin's requirements for a license for the sale of intoxicating liquor. |
| 2 | Who needs to contact the City Clerk's Office for disability-related auxiliary aids or services for the Special Meeting of the Joplin City Council? | Individuals in need of disability-related auxiliary aids or services for the Special Meeting of the Joplin City Council should contact the City Clerk’s Office at (417) 624-0820 ext. 220. |
| 3 | Convert this page to docling. | JOPLIN CITY COUNCIL SPECIAL MEETING NOTICE MONDAY, NOVEMBER 11, 2019 JOPLIN CITY HALL 5TH FLOOR COUNCIL CHAMBERS 602 S. MAIN ST. JOPLIN MO 64801 6:00 PM Notice is hereby given that the Joplin City Council will hold a Special Meeting beginning at 6:00 p.m. on Monday, November 11, 2019 at Joplin City Hall 5th floor Council Chambers, 602 S. Main, Joplin, MO for the purposes stated below. AGENDA 1. Call to Order 2. Reading of the Special Call 3. Roll Call 4. RESOLUTION NO. 2019-012 - a resolution declaring that Main Street Axe Company LLC has complied with the City of Joplin's requirements for a license for the sale of intoxicating liquor and that the City Council's consent is hereby given under RSMo § 311.080. 5. Canvass Results of the November 5, 2019 Special Election 6. Review Waste Water Rate Study and 5 Year Plan 7. Vote to go into closed session... Barbara J. Gollhofer, City Clerk Barbara J. Gollhofer, for Mayor Gary L. Shaw If you are in need of disability related auxiliary aids or services, contact the City Clerk's Office at (417) 624-0820 ext. 220. Forty-eight hours' notice is requested. Notice posted at 3:00 p.m. on this 6th day of November 2019. (RSMo 610.020) |
| 4 | What are the first three agenda items listed? | 1. Call to Order, 2. Reading of the Special Call, 3. Roll Call. |
| 5 | What are agenda items 5 and 6? | 5. Canvass Results of the November 5, 2019 Special Election; 6. Review Waste Water Rate Study and 5 Year Plan. |
| 6 | What is the purpose of agenda item 7? | To vote to go into closed session regarding legal action, causes of action, litigation, and employee matters (hiring, firing, disciplining, promotion). |
| 7 | Who is the Mayor mentioned in the document? | Gary L. Shaw. |
| 8 | When was the notice posted? | 3:00 p.m. on this 6th day of November 2019. |


### Example 9 — 9 turns on one image

![case9](samples/case9.png)

| # | question | answer |
|---|---|---|
| 1 | What region and SCCA Event are the PAX Results related to? | The PAX Results are related to the St. Louis region SCCA Event 4. |
| 2 | Who finished in first place at the St. Louis region SCCA Event 4? | Sean Greer finished in first place at the St. Louis region SCCA Event 4. |
| 3 | What car model and class did Matthew Hodges drive to place 2nd at the event? | Matthew Hodges drove a 2021 Tesla Model 3 EV in the EV class to place 2nd at the event. |
| 4 | Which participant competed in the Ford Mustang CAMT class? | Participants such as J.J. Mallrich, Jake Burton, Tim Muldoon, Nick Benne, David Q. Dunn, and Jack Dolde competed in the CAMT class. |
| 5 | How many participants crossed the finish line during the St. Louis region SCCA Event 4? | A total of 66 participants are listed in the results table. |
| 6 | What date was the St Louis Region SCCA Event 4 held? | 6/26/2021 |
| 7 | Who finished in the last position (66th) and what car did they drive? | Rob Wort finished 66th driving a 2001 Mazda Miata. |
| 8 | What was the car number of the first-place finisher, Sean Greer? | 78 |
| 9 | How many points did the second-place finisher, Matthew Hodges, score? | 9744 |


### Example 10 — 12 turns on one image

![case10](samples/case10.png)

| # | question | answer |
|---|---|---|
| 1 | What is the purpose of the Code of Conduct for the Cranbourne Greyhound Racing Club Inc.? | The purpose of the Code of Conduct is to ensure that all participation in greyhound racing, in connection with CGRC, is free of any anti-social behaviour both on and off the track, preventing others from taking part. |
| 2 | Who does the policy apply to? | The policy applies to all people involved in greyhound racing in connection with the CGRC, including all employees, members, and participants. |
| 3 | What kinds of behaviours must not be tolerated according to the Code of Conduct? | Behaviours that must not be tolerated include acts of violence, discrimination, and vilification (which are illegal in Victoria). The Code of Conduct also lists positive behaviors to ensure, such as inclusion, respect, safe environment, elimination of violence, and protection from harassment. |
| 4 | What is the CGRC's responsibility regarding anti-social behaviour according to the Code of Conduct? | The CGRC's responsibility is to not only report any acts of violence, discrimination, and vilification to the appropriate legal authorities but also to ensure these acts are not tolerated by the CGRC. |
| 5 | How should everyone involved in greyhound racing through the CGRC behave according to the Code of Conduct? | Everyone involved in greyhound racing through the CGRC should respect others, the club, and the broader community, show inclusivity regardless of age, gender, sexual orientation, race, culture, or religion, create a safe and inclusive environment for all, and eliminate violent and abusive behaviour. |
| 6 | What activities does the policy apply to? | The policy applies to all greyhound racing related activities, including trials, training, and other CGRC’s sanctioned activities. |
| 7 | What happens once a breach of the Code of Conduct has been confirmed? | Once a breach has been confirmed through an appropriate assessment process by the CGRC, penalties will be issued. |
| 8 | What are the key responsibilities of the CGRC in implementing the Code of Conduct? | The visible text states the CGRC's responsibility is to report acts of violence, discrimination, and vilification to appropriate legal authorities and ensure these acts are not tolerated. |
| 9 | What is the effective date of the policy? | 1 June 2020 |
| 10 | How often is the policy to be reviewed? | Annually |
| 11 | What text appears in the logo at the top right of the document? | GRV Cranbourne GREYHOUND RACING VICTORIA |
| 12 | What is the first specific behavior listed as a breach of the Code at the bottom of the page? | Violent or abusive behaviour towards another person. |