Upload 5 files
Browse files- ATS Resume Tracker Project flow TLDR.png +0 -0
- ProjectFlow.tldr +603 -0
- README.md +30 -13
- app.py +73 -0
- requirements.txt +4 -0
ATS Resume Tracker Project flow TLDR.png
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ProjectFlow.tldr
ADDED
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@@ -0,0 +1,603 @@
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| 1 |
+
{
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| 2 |
+
"tldrawFileFormatVersion": 1,
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| 3 |
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"schema": {
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| 4 |
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"schemaVersion": 2,
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| 5 |
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"sequences": {
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| 6 |
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| 7 |
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| 8 |
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|
| 9 |
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"com.tldraw.document": 2,
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| 10 |
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"com.tldraw.instance": 24,
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| 11 |
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| 12 |
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| 13 |
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| 14 |
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| 15 |
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| 16 |
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| 17 |
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| 18 |
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| 19 |
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| 20 |
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| 21 |
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| 22 |
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"com.tldraw.shape.draw": 1,
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| 23 |
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"com.tldraw.shape.geo": 8,
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| 24 |
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"com.tldraw.shape.note": 6,
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| 25 |
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"com.tldraw.shape.line": 4,
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| 26 |
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| 27 |
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"com.tldraw.shape.arrow": 3,
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| 28 |
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"com.tldraw.shape.highlight": 0,
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| 29 |
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"com.tldraw.shape.embed": 4,
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| 30 |
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"com.tldraw.shape.image": 3,
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| 31 |
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"com.tldraw.shape.video": 2
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| 32 |
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}
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| 33 |
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},
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| 34 |
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"records": [
|
| 35 |
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{
|
| 36 |
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"gridSize": 10,
|
| 37 |
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"name": "",
|
| 38 |
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"meta": {},
|
| 39 |
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"id": "document:document",
|
| 40 |
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"typeName": "document"
|
| 41 |
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},
|
| 42 |
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{
|
| 43 |
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"id": "pointer:pointer",
|
| 44 |
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"typeName": "pointer",
|
| 45 |
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"x": 595.281882117273,
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| 46 |
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"y": 279.6299840473741,
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| 47 |
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"lastActivityTimestamp": 1716098937289,
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| 48 |
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"meta": {}
|
| 49 |
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},
|
| 50 |
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{
|
| 51 |
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"meta": {},
|
| 52 |
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"id": "page:page",
|
| 53 |
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"name": "Project Flow",
|
| 54 |
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"index": "a1",
|
| 55 |
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"typeName": "page"
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| 56 |
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},
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| 57 |
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{
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| 58 |
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| 59 |
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"opacityForNextShape": 1,
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| 60 |
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"stylesForNextShape": {
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| 61 |
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| 62 |
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| 63 |
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"tldraw:dash": "draw"
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| 64 |
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},
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| 65 |
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"brush": null,
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| 66 |
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"scribbles": [],
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| 67 |
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"cursor": {
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| 68 |
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"type": "default",
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| 69 |
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"rotation": 0
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| 70 |
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},
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| 71 |
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"isFocusMode": false,
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| 72 |
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"exportBackground": false,
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| 73 |
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"isDebugMode": false,
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| 74 |
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"isToolLocked": false,
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| 75 |
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"screenBounds": {
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| 76 |
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"x": 0,
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| 77 |
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"y": 0,
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"w": 798,
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"h": 527
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| 80 |
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},
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| 82 |
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| 83 |
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| 84 |
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| 85 |
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| 86 |
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| 87 |
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"zoomBrush": null,
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| 88 |
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"isGridMode": false,
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| 89 |
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"isPenMode": false,
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| 90 |
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"chatMessage": "",
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| 91 |
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"isChatting": false,
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| 92 |
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"highlightedUserIds": [],
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| 93 |
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"canMoveCamera": true,
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| 94 |
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"isFocused": true,
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| 95 |
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"devicePixelRatio": 1,
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| 96 |
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"isCoarsePointer": false,
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| 97 |
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"isHoveringCanvas": true,
|
| 98 |
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"openMenus": [],
|
| 99 |
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"isChangingStyle": false,
|
| 100 |
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"isReadonly": false,
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| 101 |
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"meta": {},
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| 102 |
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"duplicateProps": null,
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| 103 |
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"id": "instance:instance",
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| 104 |
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"currentPageId": "page:page",
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| 105 |
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"typeName": "instance"
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| 106 |
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},
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| 107 |
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{
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"editingShapeId": null,
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"selectedShapeIds": [
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],
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"hoveredShapeId": null,
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| 541 |
+
"color": "black",
|
| 542 |
+
"size": "m",
|
| 543 |
+
"w": 209.1330589849108,
|
| 544 |
+
"text": "Using\n\nStreamlit\nPypdf\ngemini",
|
| 545 |
+
"font": "draw",
|
| 546 |
+
"textAlign": "start",
|
| 547 |
+
"autoSize": false,
|
| 548 |
+
"scale": 1
|
| 549 |
+
},
|
| 550 |
+
"parentId": "shape:SQogd0oMl6tWPf5-tFyMs",
|
| 551 |
+
"index": "a1",
|
| 552 |
+
"typeName": "shape"
|
| 553 |
+
},
|
| 554 |
+
{
|
| 555 |
+
"x": 3.5,
|
| 556 |
+
"y": 111.11111111111114,
|
| 557 |
+
"rotation": 0,
|
| 558 |
+
"isLocked": false,
|
| 559 |
+
"opacity": 1,
|
| 560 |
+
"meta": {},
|
| 561 |
+
"id": "shape:4kaC6y-TgR81E-GgUsgUM",
|
| 562 |
+
"type": "draw",
|
| 563 |
+
"props": {
|
| 564 |
+
"segments": [
|
| 565 |
+
{
|
| 566 |
+
"type": "free",
|
| 567 |
+
"points": [
|
| 568 |
+
{
|
| 569 |
+
"x": 0,
|
| 570 |
+
"y": 0,
|
| 571 |
+
"z": 0.5
|
| 572 |
+
}
|
| 573 |
+
]
|
| 574 |
+
}
|
| 575 |
+
],
|
| 576 |
+
"color": "black",
|
| 577 |
+
"fill": "none",
|
| 578 |
+
"dash": "draw",
|
| 579 |
+
"size": "m",
|
| 580 |
+
"isComplete": true,
|
| 581 |
+
"isClosed": false,
|
| 582 |
+
"isPen": false
|
| 583 |
+
},
|
| 584 |
+
"parentId": "shape:SQogd0oMl6tWPf5-tFyMs",
|
| 585 |
+
"index": "a4",
|
| 586 |
+
"typeName": "shape"
|
| 587 |
+
},
|
| 588 |
+
{
|
| 589 |
+
"x": 42.55441243712872,
|
| 590 |
+
"y": 220.15073921658274,
|
| 591 |
+
"rotation": 0,
|
| 592 |
+
"isLocked": false,
|
| 593 |
+
"opacity": 1,
|
| 594 |
+
"meta": {},
|
| 595 |
+
"id": "shape:SQogd0oMl6tWPf5-tFyMs",
|
| 596 |
+
"type": "group",
|
| 597 |
+
"parentId": "page:page",
|
| 598 |
+
"index": "aE",
|
| 599 |
+
"props": {},
|
| 600 |
+
"typeName": "shape"
|
| 601 |
+
}
|
| 602 |
+
]
|
| 603 |
+
}
|
README.md
CHANGED
|
@@ -1,13 +1,30 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
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| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Simple Resume ATS Tracking
|
| 2 |
+
|
| 3 |
+
## Project Flow
|
| 4 |
+
|
| 5 |
+

|
| 6 |
+
1. **PDF Text:** The application starts by extracting text from a PDF file. This is done using the PyPDF2 library.
|
| 7 |
+
|
| 8 |
+
2. **API Response:** The extracted text is then sent to the Gemini API. The API processes the text and returns a response.
|
| 9 |
+
|
| 10 |
+
3. **PyPDF2 to Text:** The PyPDF2 library converts the PDF file into text. This text is then processed further.
|
| 11 |
+
|
| 12 |
+
4. **Gemini Using:** The processed text is sent to the Gemini API for further analysis.
|
| 13 |
+
|
| 14 |
+
## Technologies Used
|
| 15 |
+
|
| 16 |
+
- **Streamlit:** Streamlit is used for creating the web application. It provides an easy way to create beautiful, interactive web applications.
|
| 17 |
+
|
| 18 |
+
- **PyPDF2:** PyPDF2 is used for extracting text from PDF files. It provides a simple and efficient way to handle PDF files in Python.
|
| 19 |
+
|
| 20 |
+
- **Gemini:** Gemini is used for processing the text extracted from the PDF files. It provides powerful text analysis capabilities.
|
| 21 |
+
|
| 22 |
+
## Getting Started
|
| 23 |
+
|
| 24 |
+
To start this project, clone the repository and install the required dependencies.
|
| 25 |
+
|
| 26 |
+
```bash
|
| 27 |
+
git clone https://github.com/RahulSainy/GEN-AI-Projects.git
|
| 28 |
+
cd Simple Resume ATS Tracking
|
| 29 |
+
pip install -r requirements.txt
|
| 30 |
+
streamlit run app.py
|
app.py
ADDED
|
@@ -0,0 +1,73 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import streamlit as st
|
| 2 |
+
import google.generativeai as genai
|
| 3 |
+
import os
|
| 4 |
+
from PyPDF2 import PdfReader
|
| 5 |
+
import json
|
| 6 |
+
from dotenv import load_dotenv
|
| 7 |
+
load_dotenv()
|
| 8 |
+
|
| 9 |
+
genai.configure(api_key=os.getenv('Google_API_KEY'))
|
| 10 |
+
|
| 11 |
+
input_prompt="""
|
| 12 |
+
Hey Act Like a skilled or very experience ATS(Application Tracking System)
|
| 13 |
+
with a deep understanding of tech field,software engineering,data science ,data analyst
|
| 14 |
+
and big data engineer. Your task is to evaluate the resume based on the given job description.
|
| 15 |
+
You must consider the job market is very competitive and you should provide
|
| 16 |
+
best assistance for improving thr resumes. Assign the percentage Matching based
|
| 17 |
+
on Jd and
|
| 18 |
+
the missing keywords with high accuracy
|
| 19 |
+
resume:{text}
|
| 20 |
+
description:{jd}
|
| 21 |
+
|
| 22 |
+
I want the response in one single string having the structure
|
| 23 |
+
{{"JD Match":"%","MissingKeywords:[]","Profile Summary":""}}
|
| 24 |
+
"""
|
| 25 |
+
def get_gemini_response(input):
|
| 26 |
+
model = genai.GenerativeModel('gemini-pro')
|
| 27 |
+
response = model.generate_content(input)
|
| 28 |
+
return response.text
|
| 29 |
+
|
| 30 |
+
def input_pdf_text(uploaded_file):
|
| 31 |
+
reader = PdfReader(uploaded_file)
|
| 32 |
+
text = ''
|
| 33 |
+
for page in reader.pages:
|
| 34 |
+
text += str(page.extract_text())
|
| 35 |
+
return text
|
| 36 |
+
|
| 37 |
+
|
| 38 |
+
|
| 39 |
+
# Set page configuration
|
| 40 |
+
st.set_page_config(
|
| 41 |
+
page_title="Resume ATS Tracking",
|
| 42 |
+
page_icon="📄",
|
| 43 |
+
layout="wide",
|
| 44 |
+
initial_sidebar_state="expanded",
|
| 45 |
+
)
|
| 46 |
+
sidebar = st.sidebar
|
| 47 |
+
sidebar.title('Navigation')
|
| 48 |
+
sidebar.markdown('Use this panel to navigate through the application and input your data.')
|
| 49 |
+
# Add a title and a subtitle
|
| 50 |
+
st.title('Resume ATS Tracking')
|
| 51 |
+
st.subheader('Upload your resume and paste the job description to get the ATS tracking response')
|
| 52 |
+
|
| 53 |
+
jd = st.text_area('Paste the Job Description')
|
| 54 |
+
uploaded_file = sidebar.file_uploader('Upload Resume', type=['pdf'])
|
| 55 |
+
|
| 56 |
+
submit = st.button('Submit')
|
| 57 |
+
|
| 58 |
+
# Process the uploaded file and job description when the submit button is clicked
|
| 59 |
+
if submit:
|
| 60 |
+
if uploaded_file is not None:
|
| 61 |
+
text = input_pdf_text(uploaded_file)
|
| 62 |
+
# input = input_prompt.format(text=text,jd=jd)
|
| 63 |
+
response = get_gemini_response(input_prompt)
|
| 64 |
+
response = response[1:-1]
|
| 65 |
+
|
| 66 |
+
# Convert the response to a dictionary
|
| 67 |
+
response_dict = json.loads(response)
|
| 68 |
+
|
| 69 |
+
# Display the response in a structured way
|
| 70 |
+
st.subheader('ATS Tracking Response:')
|
| 71 |
+
st.markdown(f"**JD Match:** {response_dict['JD Match']}")
|
| 72 |
+
st.markdown(f"**Missing Keywords:** {', '.join(response_dict['MissingKeywords'])}")
|
| 73 |
+
st.markdown(f"**Profile Summary:** {response_dict['Profile Summary']}")
|
requirements.txt
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
streamlit
|
| 2 |
+
PyPDF2
|
| 3 |
+
google.generativeai
|
| 4 |
+
python-dotenv
|